{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "hide_input": true, "internals": {}, "slideshow": { "slide_type": "skip" }, "tags": [ "hide-cell" ] }, "outputs": [], "source": [ "# for QR codes use inline\n", "# %matplotlib inline\n", "# qr_setting = 'url'\n", "# qrviz_setting = 'show'\n", "#\n", "# for lecture use notebook\n", "%matplotlib inline\n", "qr_setting = None\n", "#\n", "%config InlineBackend.figure_format='retina'\n", "# import libraries\n", "import numpy as np\n", "import matplotlib as mp\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import laUtilities as ut\n", "import slideUtilities as sl\n", "import demoUtilities as dm\n", "import pandas as pd\n", "from importlib import reload\n", "from datetime import datetime\n", "from IPython.display import Image\n", "from IPython.display import display_html\n", "from IPython.display import display\n", "from IPython.display import Math\n", "from IPython.display import Latex\n", "from IPython.display import HTML;" ] }, { "cell_type": "markdown", "metadata": { "internals": { "slide_type": "subslide" }, "slideshow": { "slide_type": "slide" } }, "source": [ "# Least Squares" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "hide_input": false, "tags": [ "hide-cell" ] }, "source": [ "\"Ceres" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "cell_style": "split", "hide_input": true, "slideshow": { "slide_type": "slide" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/jpeg": 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\n", "text/plain": [ "" ] }, "metadata": { "image/jpeg": { "width": 450 } }, "output_type": "display_data" } ], "source": [ "# image credit: http://en.wikipedia.org/wiki/Carl_Friedrich_Gauss#mediaviewer/File:Carl_Friedrich_Gauss.jpg\n", "display(Image(\"images/Carl_Friedrich_Gauss.jpg\", width=450))" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "hide_input": false, "tags": [ "hide-input" ] }, "source": [ "\"Ceres" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Let's go back to week 1. A long time ago!\n", "\n", "Recall Gauss's remarkable accomplishment in his early 20s. He took the set of measurements made by Piazzi of the dwarf planet Ceres and predicted where Ceres subsequently would appear in the sky (after it was lost behind the sun). This told Olbers exactly where to look, and lo and behold . . ." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "We can understand now a little better what Gauss had to do.\n", "\n", "Kepler had discovered, and Newton had explained, that each planet orbits the sun following the path of an ellipse." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "To describe the orbit of Ceres, Gauss had to construct the equation for its ellipse:\n", "\n", "$$a_1 x_1^2 + a_2 x_2^2 + a_3 x_1x_2 + a_4 x_1 + a_5 x_2 + a_6 = 0.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "He had many measurements of $(x_1, x_2)$ pairs and had to find the $a_1, \\dots, a_6.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "This is actually a linear system:\n", "\n", "$$\\begin{bmatrix}x_{11}^2 &x_{21}^2&x_{11}x_{21}&x_{11}&x_{21}&1\\\\x_{12}^2 &x_{22}^2&x_{12}x_{22}&x_{12}&x_{22}&1\\\\\n", "\\vdots&\\vdots&\\vdots&\\vdots&\\vdots&\\vdots\\\\x_{1n}^2 &x_{2n}^2&x_{1n}x_{2n}&x_{1n}&x_{2n}&1\\end{bmatrix} \\begin{bmatrix}a_1\\\\a_2\\\\a_3\\\\a_4\\\\a_5\\\\a_6\\end{bmatrix} = \\mathbf{0}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Now, according to Newton, this is a consistent linear system. \n", "\n", "The equation for the ellipse is exactly correct and all we need is six $(x_1, x_2)$ sets of measurements to know the orbit of Ceres exactly." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "What could go wrong? :)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Obviously, there are going to be measurement errors in Piazzi's observations. \n", "\n", "If we just solve the system using six measurements, we will probably get incorrect values for the coefficients $a_1, \\dots, a_6.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## When an Inconsistent System is Better than a Consistent System" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Notice that each time Piazzi takes a measurement of the position of Ceres, we add an additional equation to our linear system.\n", "\n", "Just using six measurements will certainly result in incorrect coefficients due to measurement error." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "A better idea is to use all of the $n$ measurement data available, and try to find a way to cancel out errors.\n", "\n", "So, using all the $n$ data measurements available, we construct a linear system:\n", "\n", "$$ X\\mathbf{a} = \\mathbf{b}$$\n", " \n", "where $X$ is $n\\times 6$ and $\\mathbf{b} \\in \\mathbb{R}^n$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "But now, due to measurement errors, we can't expect $\\mathbf{b}$ will lie in the column space of $X$. We have an inconsistent system. \n", "\n", "This system has __no solutions!__" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "What can we do if $A\\mathbf{x} = \\mathbf{b}$ has __no solutions?__" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Here is the key idea: the fact that our measurements include errors does not make them worthless!\n", "\n", "We simply need a principled approach to doing the best job we can given the errors in our measurements.\n", "\n", "Let's see how we can do that." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We now understand if $A$ is $m\\times n$ and $A\\mathbf{x} = \\mathbf{b}$ has no solutions, that is because \n", "\n", "* the columns of $A$ do not span $\\mathbb{R}^m$, and \n", "* $\\mathbf{b}$ is not in the column space of $A$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is an example we can visualize, in which $A$ is $3 \\times 2$:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 506, "width": 449 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 1), 'b is not in Col A',\n", " -15, 15, -15, 15, -15, 15, (8, 8), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "v = -3*a1 + a2\n", "y = np.array([12.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "#\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "#\n", "#\n", "fig.plotPoint(y[0], y[1], y[2],'b')\n", "fig.text(y[0]+0.5, y[1]+0.5, y[2]+0.5, r'$\\bf b$', 'b', size=18)\n", "#\n", "# origin seems unhelpful\n", "#fig.plotPoint(0, 0, 0, 'b')\n", "#fig.text(0-1.5, 0-1.5, 0-1.5, r'$\\bf 0$', '0', size=18)\n", "#\n", "#\n", "wpos = -4.5*a1 \n", "fig.text(wpos[0], wpos[1], wpos[2], r'Col $A$', 'Col A', size=22)\n", "\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=85,elev=-10)\n", "fig.hideAxes() \n", "fig.set_title(r'$\\mathbf{b}$ is not in Col $A$ ($A$ is $3 \\times 2$)', 'b is not in Col A', size = 16)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Now our assumption is that the reason that $\\mathbf{b}$ does not lie in $\\operatorname{Col}\\,A$ is due to measurement error. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Finding a Good _Approximate_ Solution" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "If we make the assumption that measurement errors are small, then we should be quite satisfied to find an $\\mathbf{x}$ that makes $A\\mathbf{x}$ as close as possible to $\\mathbf{b}.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "In other words, we are looking for an $\\mathbf{x}$ such that $A\\mathbf{x}$ makes a good __approximation__ to $\\mathbf{b}.$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 506, "width": 455 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 2), 'b should be close to Ax',\n", " -15, 15, -15, 15, -15, 15, (8, 8), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "v = -3*a1 + a2\n", "y = np.array([12.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "#\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "#\n", "yhat = A @ np.linalg.inv(A.T @ A) @ A.T @ y\n", "fig.plotPoint(yhat[0], yhat[1], yhat[2], 'b')\n", "fig.text(yhat[0]+0.5, yhat[1]+0.5, yhat[2]+0.5, r'$A\\mathbf{x}$', 'Ax', size=18)\n", "#\n", "fig.plotPoint(y[0], y[1], y[2],'b')\n", "fig.text(y[0]+0.5, y[1]+0.5, y[2]+0.5, r'$\\bf b$', 'b', size=18)\n", "#\n", "# origin seems unhelpful\n", "#fig.plotPoint(0, 0, 0, 'b')\n", "#fig.text(0-1.5, 0-1.5, 0-1.5, r'$\\bf 0$', '0', size=18)\n", "#\n", "#\n", "wpos = -4.5*a1 \n", "fig.text(wpos[0], wpos[1], wpos[2], r'Col $A$', 'Col A', size=22)\n", "\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=85,elev=-10)\n", "fig.hideAxes() \n", "fig.set_title(r'We should be happy with a $\\mathbf{x}$ such that $A\\mathbf{x}$ is close to $\\mathbf{b}$', \n", " 'We should be happy with an $\\mathbf{x} such that AX is close to b', size = 16)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "We can think of the quality of the approximation of $A\\mathbf{x}$ to $\\mathbf{b}$ as the distance from $A\\mathbf{x}$ to $\\mathbf{b},$ which is\n", "\n", "$$\\Vert A\\mathbf{x} - \\mathbf{b}\\Vert.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### The General Least-Squares Problem\n", "\n", "We can now formally express what we are looking for when we seek a \"good\" solution to an inconsistent system:\n", "\n", "The __general least-squares problem__ is to find an $\\mathbf{x}$ that makes $\\Vert A\\mathbf{x}-\\mathbf{b}\\Vert$ as small as possible." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "This is called \"least squares\" because it is equivalent to minimizing $\\Vert A\\mathbf{x}-\\mathbf{b}\\Vert^2,$ which is the sum of squared differences." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Just to make this explicit: say that we denote $A\\mathbf{x}$ by $\\mathbf{y}$. Then\n", "\n", "$$\\Vert A\\mathbf{x}-\\mathbf{b}\\Vert^2 = \\sum_i (y_i-b_i)^2$$\n", "\n", "Where we interpret $y_i$ as the _estimated value_ and $b_i$ as the _measured value._\n", "\n", "So this expression is the __sum of squared error.__ \n", "\n", "This is the most common measure of error used in statistics." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "This is a key principle! \n", "\n", "
Minimizing the length of $A\\mathbf{x} - \\mathbf{b}$ is the same as minimizing the sum of squared error.
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "__Definition.__ If A is $m\\times n$ and $\\mathbf{b}$ is in $\\mathbb{R}^m,$ a __least squares solution__ of $A\\mathbf{x} =\\mathbf{b}$ is an $\\mathbf{\\hat{x}}$ in $\\mathbb{R}^n$ such that \n", "\n", "$$\\Vert A\\mathbf{\\hat{x}} - \\mathbf{b}\\Vert \\leq \\Vert A\\mathbf{x} - \\mathbf{b}\\Vert$$\n", "\n", "for all $\\mathbf{x}$ in $\\mathbb{R}^n$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "An equivalent (and more common) way to express this is:\n", "\n", "$$\\hat{\\mathbf{x}} = \\arg\\min_\\mathbf{x} \\Vert A\\mathbf{x} - \\mathbf{b}\\Vert.$$\n", "\n", "which emphasizes that this is a minimization problem, also called an _optimization_ problem." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Interpretation of the Least Squares Problem\n", "\n", "The point here is that no matter what $\\mathbf{x}$ is, $A\\mathbf{x}$ will be in the column space of $A$ --- that is, $\\operatorname{Col}A$. \n", "\n", "So $\\mathbf{b}$ is outside $\\operatorname{Col}A$, and we are looking for $\\hat{\\mathbf{x}}$, which specifies the closest point in $\\operatorname{Col}A$ to $\\mathbf{b}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide_input": true, "scrolled": false, "slideshow": { "slide_type": "fragment" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 506, "width": 449 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 3), 'Least Squares looks for the Closest Point in Col A',\n", " -15, 15, -15, 15, -15, 15, (8, 8), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "v = -3*a1 + a2\n", "y = np.array([12.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "#\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "#\n", "yhat = A @ np.linalg.inv(A.T @ A) @ A.T @ y\n", "fig.plotPoint(yhat[0], yhat[1], yhat[2], 'b')\n", "fig.text(yhat[0]+0.5, yhat[1]+0.5, yhat[2]+0.5, r'$\\mathbf{A\\hat{x}}$', 'Ax-hat', size=18)\n", "#\n", "fig.plotPoint(y[0], y[1], y[2],'b')\n", "fig.text(y[0]+0.5, y[1]+0.5, y[2]+0.5, r'$\\bf b$', 'b', size=18)\n", "#\n", "# origin seems unhelpful\n", "#fig.plotPoint(0, 0, 0, 'b')\n", "#fig.text(0-1.5, 0-1.5, 0-1.5, r'$\\bf 0$', '0', size=18)\n", "#\n", "x1 = y + np.array([8, 8, 8])\n", "x1hat = A @ np.linalg.inv(A.T @ A) @ A.T @ x1\n", "fig.plotPoint(x1hat[0], x1hat[1], x1hat[2], 'r')\n", "#\n", "x2 = y + np.array([-4, -6, 6])\n", "x2hat = A @ np.linalg.inv(A.T @ A) @ A.T @ x2\n", "fig.plotPoint(x2hat[0], x2hat[1], x2hat[2], 'r')\n", "#\n", "wpos = -4.5*a1 \n", "fig.text(wpos[0], wpos[1], wpos[2], r'Col $A$', 'Col A', size=22)\n", "#\n", "# lines\n", "fig.plotLine([y, yhat], 'b', '-')\n", "fig.plotLine([y, x1hat], 'r', '--')\n", "fig.plotLine([y, x2hat], 'r', '--')\n", "\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=100,elev=-20.0)\n", "fig.hideAxes() \n", "fig.set_title(r'Least Squares looks for the Closest Point in Col $A$', 'Least Squares looks for the Closest Point in Col A', size = 16)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The vector $\\mathbf{b}$ is closer to $A\\mathbf{\\hat{x}}$ than it is to $A\\mathbf{x}$ for any other $\\mathbf{x}$.\n", "\n", "For example, the red points in the figure are both further from $\\mathbf{b}$ than is $A\\mathbf{\\hat{x}}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Solving the General Least Squares Problem\n", "\n", "In order to solve the Least Squares problem, we need to bring in a bit more theory. \n", "\n", "All we need to do is to extend some of the ideas we developed in the last lecture.\n", "\n", "The last lecture developed methods for finding the point in a 1D subspace that is closest to a given point. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "We need to generalize the idea of \"closest point\" to the case of an __arbitrary__ subspace. \n", "\n", "This leads to two theorems: the __Orthogonal Decomposition Theorem__ and the __Best Approximation Theorem.__ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### The Orthogonal Decomposition Theorem\n", "\n", "Let $W$ be a subspace of $\\mathbb{R}^n$. Then each $\\mathbf{y}$ in $\\mathbb{R}^n$ can be written uniquely in the form \n", "\n", "$$ \\mathbf{y} = \\hat{\\mathbf{y}} + \\mathbf{z}$$\n", "\n", "where $\\hat{\\mathbf{y}}$ is in $W$ and $\\mathbf{z}$ is orthogonal to every vector in $W$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "cell_style": "split", "hide_input": true, "slideshow": { "slide_type": "fragment" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 342, "width": 460 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = ut.plotSetup(-3,11,-1,7,(8,6))\n", "ut.centerAxes(ax)\n", "plt.axis('equal')\n", "u = np.array([4.,2])\n", "y = np.array([6, 8])\n", "yhat = (y.T.dot(u)/u.T.dot(u))*u\n", "z = y-yhat\n", "ut.plotLinEqn(1.,-2.,0.)\n", "ut.plotVec(ax,y)\n", "ut.plotVec(ax,yhat)\n", "ax.text(yhat[0]+0.3,yhat[1]-0.5,r'$\\mathbf{\\hat{y}}$',size=20)\n", "ax.text(y[0],y[1]+0.8,r'$\\mathbf{y}$',size=20)\n", "mm = (y + yhat)/2\n", "ax.text(mm[0]+.1,mm[1],r'$\\mathbf{y - \\hat{y}}$',size=20)\n", "ax.text(11,4.5,r'$L$',size=20)\n", "perpline1, perpline2 = ut.perp_sym(yhat, y, np.array([0,0]), 0.75)\n", "plt.plot(perpline1[0], perpline1[1], 'k', lw = 1)\n", "plt.plot(perpline2[0], perpline2[1], 'k', lw = 1)\n", "ax.plot([y[0],yhat[0]],[y[1],yhat[1]],'b--');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "cell_style": "split", "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 383, "width": 369 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 4), 'Projection of y onto Subspace W',\n", " -15, 15, -15, 15, -15, 15, (7,6), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "v = -3*a1 + a2\n", "y = np.array([12.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "#\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "#\n", "yhat = A.dot(np.linalg.inv(A.T.dot(A))).dot(A.T).dot(y)\n", "fig.plotPoint(yhat[0], yhat[1], yhat[2], 'b')\n", "fig.text(yhat[0]+0.5, yhat[1]+0.5, yhat[2]+0.5, r'$\\mathbf{\\hat{y}}$', 'y-hat', size=18)\n", "#\n", "fig.plotPoint(y[0], y[1], y[2],'b')\n", "fig.text(y[0]+0.5, y[1]+0.5, y[2]+0.5, r'$\\bf y$', 'y', size=18)\n", "#\n", "#\n", "m2 = (y + yhat) / 2\n", "m2 = m2 + [0,1,0]\n", "fig.text(m2[0], m2[1], m2[2], r'$\\bf y - \\hat{\\bf y}$', '||y - y-hat||', size=18)\n", "\n", "#\n", "wpos = -4.5*a1 \n", "fig.text(wpos[0], wpos[1], wpos[2], r'$W$', 'W', size=22)\n", "#\n", "# lines\n", "fig.plotLine([y, yhat], 'b')\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=57.0,elev=-75.0)\n", "fig.hideAxes() \n", "fig.plotPerpSym(yhat, y, a2-2*a1, 2.5)\n", "fig.set_title(r'Projection of $\\mathbf{y}$ onto Subspace $W$', \n", " 'Projection of y onto Subspace W', size = 16)\n", "qrcode = fig.save();" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "center", "hide_input": false, "slideshow": { "slide_type": "fragment" } }, "source": [ "__Proof.__ (straightforward extension of the 1D case from last lecture.)\n", "\n", "Just as in the case of a 1D subspace (in the last lecture), we say that $\\hat{\\mathbf{y}}$ is the __orthogonal projection of $\\mathbf{y}$ onto $W$__ and write $\\hat{\\mathbf{y}} = \\mbox{proj}_W \\mathbf{y}.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### The Best Approximation Theorem\n", "\n", "Let $W$ be a subspace of $\\mathbb{R}^n$, let $\\mathbf{y}$ be any vector in $\\mathbb{R}^n$, and let $\\hat{\\mathbf{y}}$ be the orthogonal projection of $\\mathbf{y}$ onto $W$. Then $\\hat{\\mathbf{y}}$ is the closest point in $W$ to $\\mathbf{y}$, in the sense that \n", "\n", "$$\\Vert \\mathbf{y}-\\hat{\\mathbf{y}} \\Vert < \\Vert \\mathbf{y} - \\mathbf{v} \\Vert$$\n", "\n", "for all $\\mathbf{v}$ in $W$ distinct from $\\hat{\\mathbf{y}}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "__Proof.__ \n", "\n", "Take $\\mathbf{v}$ in $W$ distinct from $\\hat{\\mathbf{y}}$. Here is what the setup looks like:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 568, "width": 519 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 5), 'Comparison of v to the projection of y',\n", " -15, 15, -15, 15, -15, 15, (9,9), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "v = -3*a1 + a2\n", "y = np.array([12.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "#\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "#\n", "yhat = A.dot(np.linalg.inv(A.T.dot(A))).dot(A.T).dot(y)\n", "fig.plotPoint(yhat[0], yhat[1], yhat[2], 'b')\n", "fig.text(yhat[0]+0.5, yhat[1]+0.5, yhat[2]+0.5, r'$\\mathbf{\\hat{y}}$', 'y-hat', size=18)\n", "#\n", "fig.plotPoint(y[0], y[1], y[2],'b')\n", "fig.text(y[0]+0.5, y[1]+0.5, y[2]+0.5, r'$\\bf y$', 'y', size=18)\n", "#\n", "fig.plotPoint(v[0], v[1], v[2], 'b')\n", "fig.text(v[0]-1.5, v[1]-1.5, v[2]-1.5, r'$\\bf v$', 'v', size=18)\n", "#\n", "m1 = (y + v) / 2\n", "m1 = m1 + [2,-6,0]\n", "fig.text(m1[0], m1[1], m1[2], r'$\\Vert \\bf y - \\bf v\\Vert$', '||y - v||', size=18)\n", "m2 = (y + yhat) / 2\n", "m2 = m2 + [0,1,0]\n", "fig.text(m2[0], m2[1], m2[2], r'$\\Vert \\bf y - \\hat{\\bf y}\\Vert$', '||y - y-hat||', size=18)\n", "m3 = (yhat + v) / 2\n", "m3 = m3 + [-1,0,-4]\n", "fig.text(m3[0], m3[1], m3[2], r'$\\Vert \\hat{\\bf y} - \\bf v\\Vert$', '||y - v||', size=18)\n", "#\n", "wpos = -4.5*a1 \n", "fig.text(wpos[0], wpos[1], wpos[2], r'$W$', 'W', size=22)\n", "#\n", "# lines\n", "fig.plotLine([y, yhat], 'b')\n", "fig.plotLine([v, yhat], 'b')\n", "fig.plotLine([y, v], 'b')\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=57.0,elev=-69.0)\n", "fig.hideAxes() \n", "fig.set_title(r'Relationship of $\\mathbf{y}$ to $\\hat{\\mathbf{y}} = \\operatorname{Proj}_W \\mathbf{y}$', \n", " 'Relationship of y Proj_W y', size = 16)\n", "qrcode = fig.save();" ] }, { "cell_type": "markdown", "metadata": { "hide_input": true, "slideshow": { "slide_type": "fragment" } }, "source": [ "Both $\\hat{\\mathbf{y}}$ and $\\mathbf{v}$ are in $W$, so $\\hat{\\mathbf{y}} - \\mathbf{v}$ is in $W$. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "By the orthogonal decomposition theorem, $\\mathbf{y} - \\hat{\\mathbf{y}}$ is orthogonal to every vector in $W$, so it is orthogonal to $\\hat{\\mathbf{y}} - \\mathbf{v}.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Now, these three points form a right triangle because\n", "\n", "$$ \\mathbf{y} - \\mathbf{v} = (\\mathbf{y} - \\hat{\\mathbf{y}}) + (\\hat{\\mathbf{y}} - \\mathbf{v}). $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So the Pythagorean Theorem tells us that\n", "\n", "$$ \\Vert\\mathbf{y} - \\mathbf{v}\\Vert^2 = \\Vert\\mathbf{y} - \\hat{\\mathbf{y}}\\Vert^2 + \\Vert\\hat{\\mathbf{y}} - \\mathbf{v}\\Vert^2. $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Now $\\hat{\\mathbf{y}} - \\mathbf{v} \\neq {\\bf 0}$ because $\\mathbf{y}$ is distinct from $\\mathbf{v}$. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So \n", "\n", "$$\\Vert \\hat{\\mathbf{y}} - \\mathbf{v} \\Vert > 0.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So \n", "\n", "$$ \\Vert\\mathbf{y} - \\mathbf{v}\\Vert^2 > \\Vert\\mathbf{y} - \\hat{\\mathbf{y}}\\Vert^2. $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we have shown a key fact:\n", " \n", "$$ \\operatorname{Proj}_W \\mathbf{y} \\mbox{ is the closest point in } W \\mbox{ to } \\mathbf{y}.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Projection Solves Least Squares" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "Let's apply these ideas to solving the least squares problem." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Here is what we want to achieve:\n", "\n", "$$\\hat{\\mathbf{x}} = \\arg\\min_\\mathbf{x} \\Vert A\\mathbf{x} - \\mathbf{b}\\Vert.$$\n", "\n", "That is, we want $A\\hat{\\mathbf{x}}$ to be the closest point in $\\operatorname{Col}A$ to $\\mathbf{b}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "... and we now know that the closest point to $\\mathbf{b}$ in a subspace $W$ is the __projection__ of $\\mathbf{b}$ onto $W.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So the point we are looking for, which we'll call $\\hat{\\mathbf{b}},$ is:\n", "\n", "$$\\hat{\\mathbf{b}} = \\mbox{proj}_{\\operatorname{Col}A} \\mathbf{b}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "The key is that $\\hat{\\mathbf{b}}$ __is__ in the column space of $A$. So this equation is consistent, and we can solve it:\n", "\n", "$$A\\mathbf{\\hat{x}} = \\hat{\\mathbf{b}}.$$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 506, "width": 449 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 6), 'Least Squares looks for the Closest Point in Col A',\n", " -15, 15, -15, 15, -15, 15, (8, 8), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "v = -3*a1 + a2\n", "y = np.array([12.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "#\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "#\n", "yhat = A @ np.linalg.inv(A.T @ A) @ A.T @ y\n", "fig.plotPoint(yhat[0], yhat[1], yhat[2], 'b')\n", "fig.text(yhat[0]+0.5, yhat[1]+0.5, yhat[2]+0.5, r'$\\mathbf{A\\hat{x}} = \\hat{\\mathbf{b}}$', 'Ax-hat', size=18)\n", "#\n", "fig.plotPoint(y[0], y[1], y[2],'b')\n", "fig.text(y[0]+0.5, y[1]+0.5, y[2]+0.5, r'$\\bf b$', 'b', size=18)\n", "#\n", "#\n", "wpos = -4.5*a1 \n", "fig.text(wpos[0], wpos[1], wpos[2], r'Col $A$', 'Col A', size=22)\n", "#\n", "# lines\n", "fig.plotLine([y, yhat], 'b', '-')\n", "#\n", "fig.plotPerpSym(yhat, y, a2-5*a1, 2.5)\n", "#\n", "\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=100,elev=-20.0)\n", "fig.hideAxes() \n", "fig.set_title(r'Least Squares looks for the Closest Point in Col $A$', 'Least Squares looks for the Closest Point in Col A', size = 16)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Since $\\hat{\\mathbf{b}}$ is the closest point in $\\operatorname{Col}A$ to $\\mathbf{b},$ a vector $\\hat{\\mathbf{x}}$ is a least-squares solution of $A\\mathbf{x}=\\mathbf{b}$ if and only if $\\mathbf{\\hat{x}}$ satisfies $A\\mathbf{\\hat{x}} = \\hat{\\mathbf{b}}.$ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "(Note: we know that $A\\mathbf{\\hat{x}} =\\hat{\\mathbf{b}}$ is consistent (by definition), so there exists at least one solution. \n", "\n", "However note that if $A$ has free variables -- the columns of $A$ are not independent -- then there would be many solutions of $A\\mathbf{\\hat{x}} =\\hat{\\mathbf{b}}$.) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Let's go back to the case that we can visualize.\n", "\n", "$A$ is $3 \\times 2.$\n", "\n", "We have only two columns $\\mathbf{a}_1$ and $\\mathbf{a}_2$ so they can not span $\\mathbb{R}^3$. \n", "\n", "So $\\mathbf{b}$ may not lie in $\\operatorname{Col}A$, and in our example it does not:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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rgVlADvAFdTv2egCX1z8mwFzDMLaZpvlhYx0ZhjEd+A7oW39XKfA5YKm/73xgGnVJ+T3AcMMwrj8hMSsEHq3/+dn670XAitM8XNaZXWartdnvpwWuO+Hnb0zTTLGjr19pg+enozxD3dpVgLknPP7uE9pEdGhEIiLdhNHxf7NFRKQtGIZxO/Cund0UAWNN08y2I46G/0gyTNMMOOVYJuBL3XrEy03T/LaRPvoCv6EuqTnUyjgCgLRT7n6dugSh4oR2BnVrCR+sv8timuaoRvp0o24kLKj+rp+A35imeeSUdjdT91w419812zTNV0/TX6O/K3s113d7/H5aEJMDdR9QDKy/a55pmqtb01cj/XeL58cwjKnUfVhjAGtN0/zNCccGU/c7AjgG9O+EhFpEpEvTmlYRkZ4pE7iBuqmRQ4BbgbzTtBtIO5URqX8z7lt/8+vGElYA0zTLTNN8r7UJayP+bZrmvScmZPWPZVI38tkwqhluGMbYRvr4I78kRIeAK09NiOr7/B9OHlFeYBhGH7uib39t8ftpznB+SVgBtreyn8Z0+een/kOA/6YuYa2mbrfgE2MrABpi7geEdERcIiLdiZJWEZGepxK40DTN/zVN86hpmgWmaX5AXfmQ043g3Fk/ItbWTtxUya0d+m/OwsYOmKZZA/zrhLsaW0t42wk/LzNNs6SJx1tD3YcFACOANtnIqB21xe+nOYNPuZ1/2lat1x2en9uA6fU//7dpmqmnaaPNmEREmqCkVUSk5/mnaZpJp95pmmY8dbUxTzWQdii1YZpmLtAw7fgCwzAerN9JtiPkmKa5s5k2iSf8POzUg4ZhuACTT7irybW/9bvhfnrCXWc38/idye7fTwuduhFYaSv7+ZXu8PwYhtEfWFl/swBY1khTrWsVEWmCklYRkZ7nxyaO/dTI/WPaIxDqdg5u8BKQbRjGB4Zh3G0YRkQ7jfBC3aZCzTkxgep3muMBQMMU0oOmabZklPDE6a+hLWjfWdri99MSp458traf0wmg6z8/i6ibIg2wxDTN4kbaaQdhEZEmKGkVEel5DjdxLKeR+0+dxtkmTNN8CXiSuinLDY9zM3UbAO0ACgzDeN8wjKg2fujK5pucNFX6dP8fnrgWs6XTWk9sN6iF53SGtvj9tETBKbfb8nXWpZ8fwzDCqds9G+p2Mn6tieaaHiwi0gSVvBERETj9Wte26dg0lxmG8RZ19TovAqL4ZdqoJ3WbRN1qGMZ7wF1dtMZpa34/2gG27kOSYuqeZ4BJnH6Kur264vPzMr/sVlwGvFW3J9Npnbjme4RhGMPqp9eLiAhKWkVEeqKRTRwb3sj9he0RSAPTNHOAF4AX6qcET6CufuZvqauhCXA7daPEC9ozljNw4u9kSAvPObFdURvG0i2ZpmkzDONH6jYBA7gAeK6Nuu+yz49hGNcAl5xw16T6r5aKANa3ZUwiIt2ZpgeLiPQ85zRxbGYj9+9rj0BOxzRNm2maO0zTfN40zenUlVdpcE87rnM9UxnUlSgB8DUMoyWJ0YnrERMbbdW7/O8JP19sGEZQoy3PTJd8fuo3iHrezm4i2iAUEZEeo6u8MRARkbZzk2EYwafeaRjGdOpGN09VxMlr6jraC9RNn4S6dYZDOzGW40zTrAK2nXDXDU21r0+2T2wTc5pmDVOfHU9zrKf6kF9KzTgAa4wm5sk2xjCMkzZxaqfnpy08AjT8+/vQNE2jJV/AkhP6iGin2EREuiUlrSIiPY8b8J1hGNcahjHAMIxBhmHcDHwBnC5ZeKe+HEhncQBOfPyKzgrkNP5+ws9PGIbh0UTbewH/+p+zga9P0+Zo/feBpznWI9XXfH34hLsuo26aeIsSV6PO49TtxHuqtn5+7GIYhg8wv/5mFWc21f3E2Q7aQVhE5ARKWkVEeiZ/4DPqNsEpAD7g9COYxdg/lfG0DMM4xzCM/xiGcYVhGH0aaeNEXR3LhmQjwTTNU8ukdKb3gZT6n/2AfxmGcbqarjdRN2LcYHl9snYqS/33voZhTDvN8R7JNM21nFz+6CHgG8MwpjR2jmEYzoZhXA/spO41croav239/NjrWaBv/c//bZpm+hmcu/+En8MMw3Bvs6hERLo5bcQkItLzfAZc14J2Nup2681upzgcqBtVuww4ahjGJmAvdWVHXABv4Ap+2RzKBJ5op1haxTTNivpR6g2AO3AekGQYxufUJaB9qZtyPf2E09YBf22ky39Tt3sywBeGYfwPdWszrfX3HTJN87O2vIYu5HHqpoEvpm7E/wJgi2EYSdTVD86uPz6Euum1s/hll2n4ZWr1ce3w/LSaYRgzgZvqbxYBK86wi0TqXgeO1P3bOQvY1GYBioh0Y0paRUR6nleA76kb2XJtpM0x6hLWte0Yx4kjWQOAi+u/TqcYuNc0zf+0YzytYprmJsMwZgEfUzeC3Z+6Mj2/agq8Ccw2TbOxcir/XX/uKGAYMOeU4xup+9Chx6n/nSw1DCMGWM4viWRo/VdjcqkbwfzvRvpty+enVerXy75ywl3LTNM8o92JTdOsMgwjlV9+FxEoaRURAZS0ioj0SKZp/rdhGF9Tt47vEsCHutGbTOpG+142TfNgO8cQYxiGP3ApEA2Mp24KZ3/qRpQKqFvH9xXwnmmaBe0Zjz1M09xsGEY4dWV5rqGuZM8Q6tbfHqLuQ4K3TdPc0Uw/pfUbYt1P3ShzOHW/j17z/7Fpmt9Rt+b6bOpeG+cCvtT9Pp2p+wAjE9gC/B/wf83V7m2r58cOd/PL5knpwKut7Gc/JyetIiICGG38YaOIiIiIiIhIm9FGTCIiIiIiItJlKWkVERERERGRLktJq4iIiIiIiHRZSlpFRERERESky1LSKiIiIiIiIl2WklYRERERERHpspS0ioiIiIiISJelpFVERERERES6LCWtIiIiIiIi0mUpaRUREREREZEuy6mzA+ggZmcHICIiIiIi0ssZrTlJI60iIiIiIiLSZSlpFRERERERkS5LSauIiIiIiIh0WUpaRUREpEdau3Yt999/PzNnzqR///4YhsEtt9xy2rbp6ekYhtHo10033dTB0YuISIPeshGTiIiI9DLLli0jISGBfv364ePjw4EDB5o9Z8KECVx77bW/un/cuHHtEKGIiLSEklYRERHpkV588UV8fHwICQlh48aNzJo1q9lzIiIiWLx4cfsHJyIiLaakVURERHqkliSpIiLS9SlpFREREal3+PBh3njjDQoKChg8eDCRkZGMHz++s8MSEenVlLSKiIiI1Pvmm2/45ptvTrrvvPPO4+9//zt+fn6dFJWISO+m3YNFRESk13N3d+fJJ59k27ZtFBUVUVRUdHwd7A8//MAFF1xAWVlZZ4cpItIrKWkVERGRXm/YsGEsXbqUSZMm4enpiaenJ+eccw7r169n+vTpJCcn89Zbb3V2mCIivZKSVhEREZFGODk58ec//xmAH3/8sZOjERHpnZS0ioiIiDRh6NChAJoeLCLSSZS0ioiIiDQhPj4egKCgoE6ORESkd1LSKiIiIr3epk2bqK6u/tX9GzZs4MUXXwTglltu6eiwREQElbwRERGRHmrdunWsW7cOgJycHADi4uK4/fbbARgyZAjPPfccAPPmzWPv3r2cd955+Pj4ALBr1y42bNgAwNNPP01UVFTHXoCIiABgmKbZ2TF0hF5xkSIiIvKLxYsXs2TJkkaP+/v7k56eDsDbb7/NZ599xp49e8jPz6empgYvLy8iIyOZPXs2M2fO7KCoRUR6NKNVJylpFREREWleRUUFbm5unfb4a9euZePGjezcuZOEhARKS0u5+eab+eCDD37VNj09ncDAwEb7+t3vfsdHH33UnuGKiJxOq5JWTQ8WERERacYzzzzDa6+9xt69e+nXr1+nxLBs2TISEhLo168fPj4+HDhwoNlzJkyYwLXXXvur+8eNG9cOEYqItA8lrSIiIiLNCA4OJjMzk2eeeYZly5a1+DzTNKmpqaFPnz52x/Diiy/i4+NDSEgIGzduZNasWc2eExERweLFi+1+bBGRzqTdg0VERESaceONNzJz5kyee+654+tgm3Pw4EHCw8MJDw+nLZZjzZo1i9DQUAyjVbPrRES6LSWtIiIiIs0wDIOXX36Z6upqHnvssSbbVlRUsGLFCsaMGUNSUhLp6els3LixgyI92eHDh3njjTdYsWIFb7zxBrt27eqUOERE7KGkVURERKQFJk6cyJ133sknn3zCjz/++KvjNpuNtWvXMm7cOBYsWEBgYCD/+Mc/cHd359FHH8VqtXZ4zN988w333HMPCxYs4J577mHChAnMmjWLzMzMDo9FRKS1lLSKiIiItNDy5cvx8PDgoYceOp6EmqbJzp07ufDCC/nNb35DaWkpa9as4aeffuL6669n7ty5bN26lffff7/D4nR3d+fJJ59k27ZtFBUVUVRUdHwd7A8//MAFF1xAWVlZh8UjImIPJa0iIiIiLeTl5cXChQvZsWMH7777Lrm5udx7771MnjyZn3/+mfvvv5+dO3dyxx134ORUt9/lgw8+iJ+fHwsWLKCkpKRFj2PvGthhw4axdOlSJk2ahKenJ56enpxzzjmsX7+e6dOnk5yczFtvvWXXY4iIdBQlrSIiIiJn4MEHHyQoKIg5c+YQHh7OG2+8wSWXXMLmzZtZuXIlnp6eJ7V3d3dn6dKlZGdns3LlyiYT0oKCAu677z4ef/zxdondycmJP//5zwCnneIsItIVKWkVERERaSHTNPn222+prq7m2LFjBAYGsm7dOj755BPCwsIa3dn3hhtuIDIykpdeeonU1NRfHa+pqeGVV14hNDSUv/71r6SkpLTJjsOnM3ToUABNDxaRbkNJq4iIiEgzTNNk3759XHHFFVx55ZWUlpYyduxYdu/ezYgRI5otQ+Pg4MDq1aupqqpi3rx5JyWkX3/9NRMmTODBBx9kxIgRrF+/nrVr17ZbaZv4+HgAgoKC2qV/EZG2pqRVREREpAmFhYXMmTOHiIgI1q9fz3/913+RkJDAmjVrsNlsPPLIIy3qZ+LEidx88818+umn/PDDDyQmJnLllVdy6aWXcuTIEdasWUNCQgIXXXSR3TFv2rSJ6urqX92/YcMGXnzxRQBuueUWux9HRKQjGO019aSL6RUXKSIiIm2ntraWN998k0WLFpGfn8+sWbNYtWoVY8aMOT4Ketttt7F27Vo+/PBDrrnmmmb7zM7OZsaMGTg4OFBYWIhpmvzlL39h8eLFDBo0qMlz161bx7p16wDIycnh66+/JigoiJkzZwIwZMgQnnvuOQDOO+889u7dy3nnnYePjw8Au3btYsOGDQA8/fTTLFy4sFW/FxERO7RqComSVhEREZETmKbJhg0bmDNnDrt37yYoKIiVK1dy+eWX4+Bw8iS17OxsJkyYwKWXXsp77733q+Mnqq2t5aWXXuK5556jtLSUMWPG8MknnzBmzJgWxbV48WKWLFnS6HF/f3/S09MBePvtt/nss8/Ys2cP+fn51NTU4OXlRWRkJLNnzz6e6IqIdDAlrU3oFRcpIiIirWeaJikpKTz22GN89tln9O/fn0cffZT77rsPFxeXRs/btGkTJSUljBo1Cl9f39O2+fe//838+fNJSUnB29sbLy8vsrKySEpKYsCAAe11SSIiXU2rklataRUREZFer6SkhPnz5zNu3DjWrVvHH//4R3bs2MHcuXObTFgBpk6diru7OykpKdTU1Jx0rLy8nPfff5/f/va3ZGdn8+ijj7Jr1y7mzp1LXl4ey5Yta7ddgkVEegqNtIqIiEivZbVaef/991mwYAHZ2dlERUWxevVqIiIizmj33ry8PHbu3Imfnx/h4eHU1taSlpZGZmYmVquVDRs2cP/99+Pt7Q2AzWbjsssuY/PmzezevZuwsLD2ukQRka5E04Ob0CsuUkRERFrGNE1iYmKYM2cOW7duxc/Pj6effprrr7++yXWpTfW3Y8cOCgsLCQ4OJjMzk+rqagYOHEh4eDgeHh6/OichIYGzzz6bq666is8++6zdStyIiHQhmh4sIiIi0pzMzExuvvlmZs6cyb59+1i4cCHbtm3jxhtvbFXCCmAYBiNGjMA0TZKTk3FwcGD8+PFMnjz5tAkrwPjx4/njH//I559/znfffWfPJYmI9GgaaRUREZFeoaysjGeffZZnn32W8vJyfve737F06dLjJWFaq7KykqSkJHJycjAMA9M0mTBhAsOGDWv23CNHjhAREYG/vz/bt2/HycnJrlhERLo4jbSKiIiInMpms/HPf/6TMWPGsGTJEkaPHs23337L22+/bVfCarVaSUlJISYmhpycHEaMGMH06dNxdnYmOTkZm83WbB9eXl489thj7N69mzfeeKPVsYiI9GQaaRUREZEeyTRNtm7dypw5c4iJiWHEiBEsXryY3//+9zg6OtrV75EjR0hKSqKyspIBAwYQHh5+vHRNZmYmFouF8PBw/Pz8mu2vqqqKqVOncvToUSwWC4MGDWp1bCIiXZxGWkVEREQADh8+zJ/+9CemT5/O1q1beeSRR9ixYwe33HKLXQlrSUkJW7duZffu3Zimybhx45g6depJtVZ9fHzo27cvKSkpVFdXN9uni4sLK1asID8/n6VLl6oEjojIKTTSKiIiIj1GZWUlL730EitWrKC0tJRrrrmGZcuWERgYaNfuvFVVVSQnJ3P48GEcHBzw9/cnMDCw0QS4oKCA7du34+Pjw+jRo5vt32azcfXVV/Pzzz+TkJDQonNERLohlbxpQq+4SBERkd7KZrOxbt06HnvsMVJSUhg3bhyrV6/mnHPOsStZtdlsZGRkkJaWhtVqxcvLi9DQUNzc3Jo9d8eOHeTn5xMZGUm/fv2abb93715mzJjBpZdeypdffqkSOCLSE2l6sIiIiPQupmmSkJDARRddxA033MDRo0d55ZVXiImJ4dxzz2114meaJrm5ucTGxpKcnIy7uztTpkxh/PjxLUpYAcLCwjAMA4vF0qIpv2PGjOHOO+/kP//5D1999VWr4hYR6Yk00ioiIiLdUl5eHk899RR/+9vfcHBw4O6772b+/Pl4enra1W9paSmJiYkUFhbSp08fQkJCGDlyZKsS4MTERDIyMlpcAic3N5eIiAhGjhzJzp076dOnT2suQUSkq9JIq4iIiPR81dXVvPTSS4SHh/P6669z4YUXsmnTJp555hm7Etbq6mr2799PfHw8RUVF+Pv7Ex0djbe3d6tHbAMDA3F2diYxMbFFJXCGDRvG/Pnz2b9/P6+//nqrHlNEpKfRSKuIiIh0C6Zp8tVXX/Hwww+zf/9+wsPDWblyJRdffLHd61YPHjxISkoKtbW1DB06lLCwMNzd3dsk7oMHD7J//35CQ0MJCAhotn11dTXTp08nPz8fi8XCkCFD2iQOEZEuQCOtIiIiPd3atWu5//77mTlzJv3798cwDG655ZYmz4mNjeXyyy9n0KBBuLu7M378eF566SWsVmsHRW0f0zTZv38/V155JZdffjnZ2dmsXr2a+Ph4LrnkErsS1vz8fOLj47FYLLi4uDBp0iQiIiLaLGEF8Pb2pl+/fqSlpbWoBE6fPn1YsWIFhYWFLF68WCVwRKTX00iriIhINxIREUFCQgL9+vXDx8eHAwcOcPPNN/PBBx+ctv3nn3/ODTfcgKurK7/73e8YNGgQX3zxBRaLhRtvvJFPPvmkg6/gzBQWFvL000/z6quvYrPZuPPOO1mwYAFDhw61q9+ysjISExPJz8/H2dmZ4OBgvL29cXBon8/zCwsL2bZtG97e3owZM6bZ9qZpct111/H999+zY8cOxo0b1y5xiYh0MJW8aUKvuEgREen5vv/+e3x8fAgJCWHjxo3MmjWr0aS1pKSEkJAQjh49SkxMDFOmTAHqapmef/75xMXF8c9//pObbrqpoy+jWbW1tbz11ls89dRT5OXlcd5557Fq1SrGjh1r18hqTU0NqampZGVlAeDj40NwcDDOzs5tFXqjEhISyM3NZcaMGXh4eDTbfv/+/cyYMYPzzz+fr776SiVwRKQn0PRgERGRnm7WrFmEhoa2KIFZu3YteXl53HTTTccTVgBXV1eWLVsGwGuvvdZusbaGaZps2LCByZMnc++999KvXz8++ugjvvjiC8aNG2dXCZusrCxiYmLIzMxk0KBBzJgxg1GjRnVIwgocf95aWgJn1KhR3HXXXaxfv54vv/yyAyIUEemalLSKiIj0UBs2bADg0ksv/dWxc845B3d3d2JjY6mqquro0H7FNE2Sk5O58cYbueCCC0hLS2Pp0qVs3bqVq666yq5pu4WFhcTHx3PgwAGcnZ2JiIhg4sSJ9OvXrw2voHnu7u74+/tTVFREbm5us+0Nw2D+/PkMGjSIRx99tEs8TyIinUFJq4iISA9lsVgACAsL+9UxJycnAgMDqa2tJTU1taNDO0lpaSlPPPEE48aN47PPPuPWW29l586dPPzww7i6ura63/LychISEti2bRuVlZWEhYURGRnJ0KFDO22qbWBgIH369CExMbFFG2ENHjyYBQsWYLFYWLNmTQdEKCLS9ShpFRER6aGOHj0KwIABA057vOH+4uLijgrpJFarlffee4/w8HCeeeYZJk2axI8//shrr73G8OHDW91vbW0tSUlJxMbGkpubi7e3N9HR0fj7+7fbRkst5eTkREhICJWVlWRmZrbonD/96U+MGTOGZcuWceTIkXaOUESk61HSKiIi0ks1rKvs6FFH0zSJiYkhMjKSO+64AycnJ9577z3Wr1/PpEmT7Fq3evjwYWJiYkhPT8fT05MZM2YwZswY+vTp08ZX0XojR47Ew8ODtLS0Fk35dXZ2ZsWKFRQXF7No0SKVwBGRXkdJq4iISA/VMJLaMOJ6qpKSkpPadYTMzExuueUWzj77bPbu3cuCBQvYvn07v/nNb+waBS0uLmbz5s3s3bsXBwcHxo8fz+TJk1u0S29HMwyD8PBwrFYrycnJLTrnwgsv5LLLLuNvf/sbCQkJ7RyhiEjXoqRVRESkhwoPDwcgMTHxV8dqa2tJS0vDycmJoKCgdo+lrKyMJUuWMHr0aD788EN++9vfsn37dubPn4+7u3ur+62srGT37t1s2bKFsrIyQkJCiIqKwsvLq0uXiBk4cCBeXl4cPny40Q8VTmQYBitWrMDR0ZG5c+dis9k6IEoRka5BSauIiEgPdf755wPw1Vdf/erYjz/+SHl5OVFRUbi4uLRbDDabjY8++ogxY8awePFiRo0axTfffMM777yDr69vqxNLq9VKSkoKMTEx5OTkMGLECKKioggMDMTR0bGNr6J9hIaG4uDgQGJiYoum/IaGhnL33Xfz/fffs27duvYPUESki1DSKiIi0kPdeOONDBkyhI8++oitW7cev7+yspKFCxcCcO+997bLY5umydatWzn33HP5/e9/T3V1Na+//jo//PADUVFRdq1bzc7OJjY2ltTUVDw8PJg2bRrjxo2za6fhzuDm5oa/vz/FxcUt2mCpoQTOkCFDmDdvHpWVlR0QpYhI5zN6yWL+XnGRIiLS861bt+74KFtOTg5ff/01QUFBzJw5E4AhQ4bw3HPPndT+xhtvxNXVlZtuuolBgwbxr3/9C4vFwo033sjHH3/c5tNos7OzWbhwIe+++y59+vRh9uzZPProo3avLz169CiJiYkUFxfj4uJCaGgow4cP79LTgJtjtVqJiYnBMAyioqJaNEr81ltv8eCDD/LMM88wb968DohSRKTNtOoPtpJWERGRbmTx4sUsWbKk0eP+/v6kp6efdF9MTAzLly8nLi6OyspKQkJCuPPOO3nggQfadCptZWUlL7/8MitWrKCkpISrr76a5cuXExgYaFdiWVVVRXJyMocPH8bBwYGAgAACAgK6zTTg5mRnZ7Nnzx6CgoIIDg5utn1tbS3R0dFkZmZy4MABRowY0QFRioi0CSWtTegVFykiItIZbDYbn3/+OY899hjJycmMHTuW1atXc+6559qVrFqtVjIzM0lLS8NqteLl5UVoaChubm5tGH3nM02TLVu2UFpaSnR0dIumOf/www9cccUV/OlPf+Jvf/tbtx5tFpFeRUlrE3rFRYqIiLSUaZp8+OGHODs789vf/rbVfezevZu5c+fy3XffMXjwYJ566iluv/12nJyc7IotLy+PxMREKioq8PDwIDw8nIEDB7a6z67u6NGjbN68meHDh3PWWWc12940TX7/+9/z73//m82bNzN58uQOiFJExG5KWpvQKy5SRESkpaqqqhg7diylpaUkJSXRv3//Mzo/Ly+PRYsW8eabb2IYBvfccw+PP/643YllaWkpFouFoqIi+vTpQ0hICCNHjuwVI4l79uwhOzubqVOn4unp2Wz7lJQUpkyZwowZM/j+++/tqnMrItJBWvXHXH/dREREeiEXFxeef/55cnNzWbZsWYvPq66u5uWXX2bUqFG89tprXHjhhWzatIlnnnnGroS1urqa/fv3Ex8fT3FxMQEBAURHR+Pt7d0rElaAkJAQHBwcsFgsLSqBExQUxH333cePP/7I2rVrOyBCEZHOoZFWERGRXso0TS6++GI2btzI3r17CQ0NbbLt119/zdy5c9m/fz9hYWGsXLmSSy65xK6k0mazkZWVRWpqKrW1tQwdOpSwsDDc3d1b3Wd3lpqaSkpKCmPHjmXkyJHNti8pKSEiIgI3Nzf27t3ba39vItJtaKRVREREWs4wDF588UVsNhsPP/zwaduYpsmBAwe46qqruOyyyzh8+DCrVq1i06ZNXHrppXYlrPn5+cTFxZGYmIirqyuTJk0iIiKiVyde/v7+uLq6kpycTG1tbbPt+/fvz6JFi0hPT+eFF17ogAhFRDqeRlpFRER6ufvvv581a9bw1Vdfcckllxy/v7i4mKVLl7JmzRqsVit33nknCxYsYNiwYXY9XllZGRaLhYKCApydnQkODsbb21trMuvl5OSwe/duAgMDCQkJaba91Wpl5syZpKSksH//fnx8fDogShGRVtFGTE3oFRcpIiLSGoWFhYSGhuLl5UVCQgKGYfD222/z5JNPkpeXx7nnnsuqVasYN26cXSOrNTU1pKamkpWVBYCvry9BQUE4Ozu31aX0CKZpsnXrVkpKSoiKimpRiZ+ffvqJSy+9lNtuu413332316wDFpFuR0lrE3rFRYqIiLTWq6++yuzZs5k9ezY///wzO3fuJCAggJUrV3LllVfaNQpqs9k4dOgQKSkp1NTUMHjwYMLCwujXr18bXkHPUlJSwqZNm/Dy8mL8+PHNtjdNk1tvvZV169YRHx/PtGnTOiBKEZEzpqS1Cb3iIkVERFrDNE2Sk5OZMmUKZWVlDB48mPvuu4/Zs2fj6upqV9+FhYVYLBaOHTuGu7s7YWFhDB06tI0i79n27t3L4cOHmTJlSot2Zk5PT2fy5MlMmjSJn376SdOtRaQr0kZMIiIicmZKS0tZsGAB48ePx8PDA6vVSlRUFI888ohdCWt5eTk7d+5k27ZtVFZWEhYWRmRkpBLWMxASEoKjo2OLS+D4+/tz//33Exsby0cffdQBEYqIdAyNtIqIiPRCNpuNf/zjHzzxxBMcPnyYGTNmsHr1ahYuXMjPP//Md99916opprW1taSlpZGRkYFpmnh7exMSEkKfPn3a4Sp6vrS0NJKTkxkzZgze3t7Nti8tLWXixIk4OTmxf/9++vbt2wFRioi0mEZaRUREpGmmaRIXF0dUVBS33347Dg4OvPvuu3zzzTdMnjyZ5557DgcHB+bOnYvNZjujfg8dOkRMTAzp6el4enoyY8YMxowZo4TVDv7+/ri5ubW4BI6HhweLFy8mKyuLZ599tgMiFBFpfxppFRER6SWysrJ44okn+OCDD3Bzc2POnDk89NBDvxqNu//++3nnnXf429/+xh/+8Idm+y0uLubAgQOUlpbi5uZGaGgow4YN0w62bSQ3N5eEhAQCAgIIDQ1ttr3VamXWrFns37+f/fv34+fn1wFRioi0SKv+Y3Bq6yhERESkaykvL+e5555j9erVlJWV8Zvf/IalS5fi6+t72sRy6dKlODo64uXlhdVqxdHR8bT9VlRUkJSUxJEjR3B0dCQkJAQ/P79G20vrDB06lIEDB5KRkYG3tzfu7u5Ntnd0dGTVqlVceOGFzJ8/nw8++EAfIIhIt6aRVhERkR7KZrPxySefMG/ePDIyMpg4cSKrV68mMjKy2STm8OHD7N27l5CQEAIDA086ZrVaSU9PJz09HZvNxsiRIwkJCcHFxaU9L6dXKy0tJT4+nqFDhxIREdFse9M0ufPOO/n444/5+eefiY6Obv8gRUSap5I3TegVFykiIgJ1Ccv27duZO3cuP/74I15eXixevJibb765xaOgpmmyefNmysrKiIqKwtXVFdM0ycnJISkpiaqqKgYMGEB4eDgDBgxo5ysSgH379nHo0CEmT57MoEGDmm2flZXFpEmTGDduHHFxcSqBIyJdgTZiEhER6e1ycnK46667mDZtGvHx8cydO5edO3fyxz/+8Yym7RqGQXh4OFarleTkZI4ePcqWLVvYs2cPAOPGjWPq1KlKWDtQSEgITk5OWCyWFm2S5ePjw0MPPcTmzZv5xz/+0QERioi0D420ioiI9ACVlZW88sorrFixgqNHj3LVVVexfPlygoKC7FrPmJCQQG5uLgAODg4EBAQQEBCgdaudJCMjg8TEREaNGoWvr2+z7cvKypg0aRI2m40DBw7g4eHRAVGKiDRKI60iIiK9jc1m4/PPP2f8+PHMmzcPHx8fvvzyS/75z38SHBzc6oTVarWSlpZGfn4+AE5OTkRGRhIcHKyEtRP5+vri7u5OSkoKNTU1zbbv27cvS5Ys4fDhwzzzzDP0ksEKEelhlLSKiIh0Q6Zpsnv3bi699FKuvfZaCgoKeOmll4iNjWXWrFmtTlZN0+TIkSPExcWRnJxM3759GTlyJLW1tRQXF7ftRcgZc3BwICwsjJqaGlJTU1t0zm9/+1umT5/OCy+8QHp6evsGKCLSDpS0ioiIdDP5+fnMnj2biRMn8v333/OXv/yFhIQE7rrrLpycWl/NrrS0lG3btrFr1y6sVitjxoxh+vTpjBo1CldXV5KSkqitrW3DK5HWGDJkCIMHDyYrK4uysrJm2zs4OLBq1SoqKyt5/PHHNdoqIt2OklYREZFuorq6mldeeYXw8HD++te/csEFFxAfH8/q1atbtJtsU/3u27eP+Ph4iouLCQgIIDo6Gm9vbwzDwNHRkbCwMKqrq0lLS2vDK5LWMAyDsLAwABITE1t0zpQpU/jDH/7Axx9/zE8//dSe4YmItDltxCQiItLFmabJ+vXrmTt3Lvv27SM0NJSVK1dy6aWX2rXJks1mIysri9TUVGpraxk2bBihoaG4u7ufNoZt27ZRXFxMVFTUadtIxzpw4ABZWVlMnDiRIUOGNNv+0KFDTJw4kfDwcDZv3qy1ySLSGbQRk4iISE9imiYWi4VrrrmGSy+9lIMHD7Jy5Uo2b97MZZddZlfCmpeXR1xcHImJibi6ujJ58mQmTJjQaDLaUALHNE2SkpJa/bjSdoKCgnByciIxMbFFJXC8vb2ZO3cu27dv57333mv/AEVE2ohGWkVERLqg4uJinn76adasWUNtbS233347CxcuxMvLy65+jx07RmJiIgUFBTg7OxMcHIy3tzcODi37HHvfvn0cOnSISZMmMXjwYLtiEftlZmZisVgIDw/Hz8+v2fYVFRVMmjSJ6upqLBYL/fv374AoRUSO00iriIhId2e1WnnzzTcJDw/nhRdeYMaMGcTExPDKK6/YlbDW1NRgsViIj4+nsLAQPz8/oqOj8fX1bXHCChASEnJGo3vSvnx8fOjbty8pKSlUV1c3297NzY1ly5aRk5PD8uXLtSmTiHQLGmkVERHpAkzTZOPGjcydO5cdO3YQEBDAihUruOqqq84oqTyVzWbj0KFDx+t6Dh48mPDwcPr27dvqPjMyMkhMTGTUqFH4+vq2uh9pG/n5+ezYsQNfX19GjRrVbHubzcYll1zCtm3b2L17N6GhoR0QpYgIoJFWERGR7sc0TdLS0vjd737HrFmzSEpKYtGiRWzdupVrrrnGroS1oKCATZs2ceDAAZydnYmIiGDSpEl2JawAvr6+x0f3ampq7OpL7DdkyBCGDBnCwYMHOXbsWLPtHRwcWL16NdXV1cybN0+jrSLS5SlpFRGxU1Nv+BqmT2oaZesFBARgGMZpv4YPH97Z4dmltLSUhQsXMnbsWD755BNuueUWduzYwWOPPYabm1ur+y0vL2fnzp1s376dyspKwsLCiIyMZOjQoW0St4ODA2FhYdTU1JCSktImfYp9TiyB05IkNCIigltvvZXPPvuMDRs2tHd4IiJ20fRgEZFWePXVV+nXrx+33XbbaY9brdZGy0mYpmnXrq+9TUBAAMXFxTz00EO/OtavXz8eeeSRjg/KTjabjf/5n/9h/vz5HDp0iOnTp7N69WomT55s12ujtraWtLQ0MjIyME0THx8fgoOD6dOnTxtG/4sdO3ZQUFDAjBkz6NevX7s8hrScxWIhMzOTiIiIFn1AkZOTQ0REBIGBgWzbtg0nJ6cOiFJEerlW/SenpFVE5Axs2bKFW265haSkJH766Seio6NPOm6aJqZpHp/S+eOPP/LZZ59hmiYVFRX86U9/YsKECbi4uCh5baGAgAAA0tPTOzWOtmCaJvHx8cydO5f4+Hi8vb15+umn+c1vfmPXNGDTNDl8+DDJyclUV1czcOBAwsPD8fDwaMPof62srIy4uDgGDhzIpEmT9HruZDU1NcTExODs7ExkZGSLXlPPPfccixYt4rXXXuOee+5ps1jWrl3Lxo0b2blzJwkJCZSWlnLzzTfzwQcfNHpObGwsy5YtIz4+nsrKSkJCQrjzzju5//77VVNWpOdQ0tqEXnGRItL+HnnkEV544QXOOuss4uLicHFxOe2bqczMTO6//36++OILoK7GpWmaeHh48F//9V88++yzHR16t9VTktaDBw/yxBNP8I9//AM3NzcefPBB5s6da/f60qKiIiwWC6Wlpbi5uREWFsbQoUM7LIFMTEwkIyODCRMmMGzYsA55TGlcVlYWBw4cICwsDH9//2bbV1ZWMmXKlOOlkDw9PdskjoiICBISEujXrx8+Pj4cOHCgyaT1888/54YbbsDV1ZXf/e53DBo0iC+++AKLxcKNN97IJ5980iZxiUin00ZMIiLtpWEEdffu3UDdxifu7u6nHclYv349V111FRs2bOC2225j7dq1fP/999x3332Ulpby/PPPs379ekBrXVuqqqqKDz74gBUrVvDyyy/z/fffY7VaOzusFikvL+fpp59m9OjR/OMf/+DGG29k+/btLFy40K6EtaKigl27drF161bKy8sJCQkhMjKSYcOGdeiIZ2BgIM7OziqB00V4e3vTr18/UlNTW1QCx9XVleXLl5OXl8fTTz/dZpsyvfjiiyQmJlJSUsJrr73WZNuSkhLuuusuHB0d+eGHH3j77bd59tln2blzJ5GRkaxdu5aPPvqoTeISke5JixdERFqoqKiIrKwsAKZNmwbwq+QgJSWFhQsXsn//flauXMl9992Hq6srAOeccw79+vVj1apVrFy5kosvvtiuKaG9SU5ODrfeeutJ9wUGBvLuu+9y7rnndlJUTbPZbHz66ac89thjpKenExERwerVq4mKirIrqbRaraSnp5Oeno7NZmPkyJGEhITg4uLShtG3nLOzMyEhIezfv5/MzMzjI+PSORwcHAgPD2fbtm0kJyczZsyYZs+56qqrOOecc1izZg3/9V//RXh4uN1xzJo1q8Vt165dS15eHn/84x+ZMmXK8ftdXV1ZtmwZF1xwAa+99ho33XST3XGJSPekd0siIqcoKys7/nPDqINhGKSkpJCcnIyjoyMXXXTRr84zTZOffvqJHTt28NJLL/Hwww/j6uqKzWY7PgJ1zz33MHDgQPbs2UNSUlLHXFA3d8cdd/Ddd9+Rk5NDWVkZu3fv5u677yY9PZ3LLruMhISEzg7xJKZpsn37dmbNmsVvf/tbysvL+etf/8qPP/5IdHR0qxNW0zTJzs4mJiaG1NRUPDw8mDZtGmPHju20hLWBt7c3Hh4epKamUlVV1amxCAwaNIhhw4Zx6NAhSktLm23fUAKntraWRx99tMNL4DTsXnzppZf+6tg555yDu7s7sbGxem2J9GJKWkVE6mVkZHDxxRdz4403snbtWuDkkdQDBw5QW1vLgAED8Pf3/9VUSMMwGD16NMuXL+faa68F6kbbHBwcjo+oVlRU0LdvX1xcXBgyZEjHXFg3t2jRIs4//3y8vLxwd3dn3LhxvP7668ydO5eKigoWL17c2SEel5OTw913383UqVOJj4/noYceYufOndx22212bSRz9OhRtmzZwp49ewA466yzmDp1KgMGDGir0O1iGAbh4eFYrVaSk5M7OxwBQkNDMQwDi8XSoiR03Lhx3H777XzxxRd88803HRDhLywWC/BL2Z4TOTk5ERgYSG1tLampqR0al4h0HZoeLCJC3a7A1157LdnZ2Tg4OPDdd9+xf/9+br75ZoKCggDYt28fwPGk9XRTe6dNm8b06dOP3z61jaenJ6WlpfTv35/Kysp2vKKe75577uH555/nxx9/7OxQqKqq4r//+79ZtmwZR48e5corr2T58uUEBwfbNRW4srKS5OTk46/LoKAgAgICuuROqgMHDsTLy4vDhw/j4+PTZRLq3srd3R1/f3/S09PJzc3Fy8uryfaGYbBw4ULWrl3L3Llz2b59e7uVSjrV0aNHARp9zTTcX1xc3CHxiEjXo5FWERFg6tSp/Pvf/+aaa67B09OT2tpali5dynXXXceXX35JZWUl8fHxAFxwwQWN1jNsSFAaG9lIS0vj6NGjjB8/nhEjRrTPxfQSDTvVnjidu6OZpskXX3zB+PHjefTRR/H29uaLL77go48+IiQkpNUJq9VqJS0tjdjYWLKzsxk+fDjR0dEEBwd3yYS1QWhoKA4ODi0e3ZP2FRgYSJ8+fUhKSmrRxmVeXl48/vjj7N27lzfffLMDImyZE5dpiEjvpKRVRKReREQE77zzDn/7298YOXIkzs7O7N69mz/84Q/ceuutZGVlYRjG8U2YmtLYm6vDhw8DMH78eIBuswNuVxQXFwdwfCS8I5mmyZ49e7j00ku5+uqryc/P54UXXiA2Npbzzz/frnWrR44cITY2luTkZNzd3Zk6dSpnnXXW8Q29ujI3NzcCAgI4evQoOTk5nR1Or+fk5ERISAgVFRVkZma26Jx77rmHkJAQFi9eTEFBQTtHWKdhJLVhxPVUJSUlJ7UTkd5HSauIyAk8PT257rrr+OKLL3jkkUcAOHbsGJ9++impqamYpsngwYOB1iWcP/zwAwBjx44FwNHRUWVCmrB3714KCwt/dX9GRgazZ88G4JZbbunQmPLz83nggQeYOHEiGzZs4N577yUhIYG7774bZ2fnVvdbWlrKtm3b2LVrFzabjbFjxzJ9+vQ2q5vZUQICAnBxcWnx6J60r5EjR+Lh4UFaWlqLNjJycXFhxYoVFBQUsGTJkiZHzI8dO8aCBQuYN2+eXTE27FacmJj4q2O1tbWkpaXh5OTUKR9QiUjXoKRVROQEDSNkEydOZOnSpfzzn//k6quvBupKe7i6uvLXv/6VPXv2HH9DfiZJ54YNG/Dw8GDGjBnH72tY91peXt5Wl9FjfPLJJ4wcOZLLLruMv/zlL8ybN48bb7yRUaNGkZyczOWXX378w4X2Vl1dzZo1awgPD2fNmjWcd955xMfH8+yzzzJo0CC7+t23bx/x8fEUFxcTEBBAdHQ0I0eO7JbTIR0dHQkLC6Oqqoq0tLTODqfXa80mWZdddtnxMjMNa/lPZLPZeO+99wgNDWXFihVs27bNrg8ozj//fAC++uqrXx378ccfKS8vJyoqqtN3yRaRzqOkVUTkNBoS0d/97nd88MEH+Pj4UFNTQ3V1Nd999x3XXHMNDz30EGVlZceTzqZGJKxWKwcPHiQnJ4fw8HACAwOPH0tKSmL+/Pk8//zzx6fBSZ1Zs2Zx3XXXkZaWxocffsgLL7zAxo0bOfvss/n73//Ol19+2e6bxZimyfr165k0aRL3338/gwcP5pNPPmHdunWMHj261YmlzWYjIyODmJgYDh06xLBhw4iKiiI0NLTRNdPdhZeXF56enmRkZFBRUdHZ4fR6J26S1ZK/MQ4ODjzzzDOYpskjjzxy0t+2mJgYpk+fzh133IGrqyuffPIJ33zzjV1rrW+88UaGDBnCRx99xNatW4/fX1lZycKFCwG49957W92/iHR/Ri/ZKKFXXKSItD2bzcbBgweJiooiJyeHKVOmsHnzZgzDwDRNzj33XP74xz9yxx13AHUJzqlJTMN93377LRdffDF33nknb731Fjk5OXzxxRe89957xMXFMWnSJNavX2/XqJ20HdM0SUpK4tFHH+Vf//oX/fv35/HHH+eee+6xa8THNE3y8/NJTEykvLycfv36ER4e3uOe95KSEjZt2oSXl9fxNdzSeSoqKoiNjaV///5MmTKl2Q9bTNNk7ty5vPnmm3z55ZecddZZzJs3j48++oi+ffvyxBNPMHfu3EbXWq9bt45169YBdaWgvv76a4KCgpg5cyYAQ4YM4bnnnjup/Y033oirqys33XQTgwYN4l//+hcWi4Ubb7yRjz/+uFvOPBCRX2nVP2QlrSIizdiyZQuRkZHYbDa+/fZbsrKyePPNN4mLizuevN5xxx3MnTv3+FrVhvqsJ3r88cdZvXo1L7/8MhMmTODll1/ms88+o2/fvixfvpwHHnigMy6vx9m3bx99+vQhJCSk1X0cPXqUZcuW8corr1BbW8ttt93Gk08+2WzZkOYcO3aMxMRECgoKcHZ2JiQkBG9v7x77Znzv3r0cPnyYyZMn97ikvDtKTk4mLS2Ns846i+HDhzfbPi8vj6lTpwJ1a64rKyu5/fbbWbFiRbO7ny9evJglS5Y0eryhHM+JYmJiWL58OXFxcVRWVhISEsKdd97JAw880KV3zRaRM6KktQm94iJFpH0sW7aMp556Cl9fX3bs2MGgQYPIz89nzpw5fP/99xw+fBjDMAgLC+OKK67gmWeeOWl6p81mwzAMLrzwQn788UeuvPJKfvzxR4qKirj77rt5/vnncXd3B+o2HenuU0M7U2FhIT4+Ppx99tl8/fXXZ5wMWq1W3n33XRYuXMiRI0c4++yzWb16NePHj7crsaypqSElJYWDBw8C4OvrS1BQkF0bN3UHVVVVxMTE4ObmxowZM3psct5d1NbWEhsbi2EYREVFNZkIWq1W3nzzTVasWEFhYSGBgYF8/PHHTJkypQMjFpEeqFX/EWhNq4hIIxrWtW7atAmoq0HZt29frFYrQ4YM4fXXX+eDDz5g1KhRmKaJxWJh3759lJSUnLQGzMHBgYqKCo4dO4bVauXzzz9n3Lhx7Nmzh9deew13d3dqa2sxTVMJq50GDRrEX/7yF7755hv+9a9/tfg80zTZuHEj06ZN46677sLV1ZUPPviA//u//2PChAl2rVvNysoiJiaGrKwsBg8eTGRkJOHh4T0+YYW6nWiDgoI4duwYhw4d6uxwer2GEjiVlZVkZGQ02u77779n+vTpPPLIIzg6OjJt2jSKi4vx9/fvwGhFRH6hpFVEpBE2m43a2trjo2OjRo3CxcXl+LRfNzc3zjvvPL788kteeukl1q1bx3/+8x8GDRr0qySnpKQEHx8fgoOD+eKLL9i4cSNjxozBZrNhs9lwcnLSKFQbefLJJxk2bBhz586lsrKyybamaZKens5NN93Eeeedh8Vi4amnnmLbtm1cd911v5rifSYKCgqIj4/nwIED9OnTh4kTJzJx4kT69u3b6j67Iz8/P9zd3UlOTqampqazw+n1RowYQf/+/UlLS/vVv4/Kyko+++wzrrzySlJTU7nvvvvYvXs3jz/+OEVFRSxatKjJDedERNqLpgeLiDQhMTGRyZMnU1ZWxvvvv88tt9yC1Wptdlrd6Y6npaWdtGtwc/1I673zzjv86U9/YsWKFcyfP/+0bY4dO8aqVat4/vnnqaio4A9/+AOLFy/G29vbrscuLy8nMTGRvLw8nJycCA4OxsfHx64EuLvLy8tj586d+Pn5Ha/JKZ2nuLiYLVu2MGLECMaNG4fVaiU9PZ309HRsNhsbNmzgz3/+M8HBwUDdhzs33HAD3377Ldu3b9fGWiJiD61pbUKvuEgRaXvvvfcef/rTn+jXrx/r169n+vTpjbY93c7Bp6N1q+3PZrMxffp09u/fj8ViOSkRtdlsfPjhh8yfP5+DBw8ybdo0Vq9e3aIdVZtSW1tLamoqmZmZmKZ5fGS9vUvydAemabJjxw4KCwuJjIzsdaPNXdHu3bvJyckhODiYQ4cOUVlZyYABAwgPD2fAgAG/an/gwAGmT5/Oeeedx9dff92rP4QREbtoTauISFuxWq1A3UiraZr07duXs846q8lzWprwKGFtfw4ODrzyyiuUlZXx+OOPA3WJU3x8PGeffTa33norpmny1ltv8d133zF16tRWJ6ymaXLo0CFiYmLIyMhg4MCBzJgxg9GjRythrdewURnU/ZuSztewe3BKSgo2m41x48YxderU0yasAOHh4dx99918++23fPHFFx0ZqoiIRlpFRE6nYdT0mmuu4YsvvuDqq69m3bp1py1lI13XrbfeygcffMDnn3/Op59+yj/+8Q9cXFx48MEHmTt3Lv369bOr/6KiIiwWC6Wlpbi5uREWFsbQoUO1PrkRFouFzMxMIiIiGDp0aGeH0ytVVVWRnJx8fNdz0zQZM2ZMi6bFFxUVMWHCBAYNGsSuXbsardEqItIETQ9uQq+4SBFpW4cPHyYkJASbzcYrr7zCf/3Xf7V4CrB0DSkpKYwZMwaA6upqrr/+ep5++mn8/f3teh4rKipISkriyJEjODo6EhQUhJ+fnz7QaEZNTQ0xMTE4OzsTGRmp31cHslqtZGZmkpaWhtVqZfjw4QQGBrJjxw5M0yQ6OrpFa+zffPNN5syZw+rVq3n00Uc7IHIR6WGUtDahV1ykiLStrVu38t5777Fo0SKNCnUzNpuNTz/9lHnz5lFeXs6RI0d44IEHWLFihV3JqtVqJS0tjYyMDGw2GyNHjiQkJAQXF5c2jL5ny8rK4sCBA4SFhamESgcwTZPc3FwSExOprKykf//+hIeH4+npCUBOTg67d+8mMDCQkJCQZvurqakhKiqKQ4cOceDAgePTjEVEWkhJaxN6xUWKSNs6cVTVarXi4OCgUdYuzjRNdu7cyZw5c9i4cSNDhw5lwYIFrFq1ioqKChISEhgyZEir+s3JySEpKYmqqio8PT0JDw+nf//+7XAVPVvD2uLKykqio6O17rcdlZSUYLFYKC4upk+fPoSGhjJixIiT/o6ZpsnWrVspKSkhKioKNze3Zvv97rvvuPrqq7nrrrt444039HdRRM6ENmISEWlLDW/EbDYbjo6OemPWxR05coR77rmHKVOmEBsby4MPPkhCQgJ33XUXixcvpri4mIULF55xv0ePHmXLli3s2bMHwzA466yzmDJlihLWVjIMg/DwcGpra0lOTu7scHqkqqoq9u7dy6ZNmygpKSEwMJDo6GhGjhz5q79jDZtk2Ww2kpKSWtT/+eefzxVXXMHbb7/Njh072uMSREROopFWERHp1qqqqlizZg3Lli2juLiYK664guXLlxMSEnLSBw+zZs1ix44d/PTTT0yYMKHZfisrK0lOTiY7OxsHBwcCAgIICAhQbd02kpCQQG5uLjNmzMDDw6Ozw+kRbDYbmZmZpKamYrVa8fLyIjQ0tEWjp3v37uXw4cNMmTKFgQMHNts+KSmJqVOnEhUVxYYNG7Q+WURaSiOtIiLSe5imyZdffsmECRN45JFHGDFiBJ9//jn/7//9P0JDQ08aUXJwcOCFF17g7LPPJjc3t8l+rVYrqampxMbGkp2dzfDhw4mOjiY4OFgJaxsKCwvDwcGBAwcO0Es+QG83DetWY2NjSUpKwt3dnSlTpjB+/PgWJawAISEhODo6YrFYWvR8hISEcO+997Jx40b+93//195LEBFpkkZaRUSkWzFNk3379vHwww/z9ddfM3DgQBYuXMif/vQnnJ2dmzy3qZIrzW1YI20vOTmZtLQ0xo8fj5eXV2eH0y2VlpZisVgoKiqiT58+hISEnHYacEukpaWRnJzc4hI4R48eZcKECXh4eLBnz54WJ8gi0qtppFVERHq2goICHnzwQSIiIvj222+555572LlzJ/fcc0+zCStAUFAQzs7OJCYmYrPZjt9fWlrK1q1b2bVrFzabjbFjxzJt2jQlrO0sICAAFxcXEhMTsVqtnR1Ot1JdXc2+ffuIj4+nuLiYgIAAoqOj8fb2bvX6ez8/P9zc3EhOTqa2trbZ9gMGDOCpp54iNTWVl156qVWPKSLSEhppFRGRLq+mpoY33niDxYsXU1BQwAUXXMAzzzzD6NGjz/gN+sGDB9m/fz+hoaGMHDmS5ORkDh06hIODA/7+/gQEBODk5NROVyKnys7OZs+ePQQHBxMUFNTZ4XR5NpuNrKwsUlNTqa2tZdiwYYSGhuLu7t4m/R85coRdu3YREBBAaGhos+1ra2s5++yzSU9P58CBA4wcObJN4hCRHkslb5rQKy5SRKSnMU2Tb7/9lrlz57Jnzx5CQkJYsWIFl112Was3fmkouVJeXo5hGFitVoYNG0ZYWJimN3YC0zTZsmULpaWlREdH4+rq2tkhdUmmaZKfn09iYiLl5eX069eP8PBwBg0a1OaPs23bNoqLi4mKimpRMvzjjz9y2WWXcccdd/D2229rp3URaYqmB4uISM9gmiaJiYlcd911XHzxxWRmZrJ8+XI2b97MFVdcYVfCmp+fT01NDTabDcMwmDx5MhMmTFDC2kkaSuCcScmV3ubYsWNs376dnTt3UlNTw+jRo5kxY0abJ6zwy/NhmmaLn4+ZM2dyzTXX8N5777F169Y2j0lERCOtIiLSpRw9epTly5fzyiuvUF1dzW233cZTTz1l90Y9x44dIzExkYKCApydnXFzc6OkpIRp06YxYMCANopeWmvPnj1kZ2czdepUrSWuV11dTWpqKgcPHgTq1pwGBga2aP22vfbt28ehQ4eYPHlyi5LjtLQ0Jk+ezNSpU9m4caNK4IhIYzTSKiIi3ZfVauXtt99m1KhRPPvss0yZMoWff/6ZNWvW2JWw1tTUcODAAeLj4yksLMTPz4/o6GgmTJiAg4NDi0t8SPsKDQ3F0dFRJXD4pd5qTEwMWVlZDBkyhMjISMLCwjokYYW6kjZOTk4t/vcREBDA7Nmz+fnnn/n44487IEIR6U000ioiIp3KNE1+/vln5syZw7Zt2/Dz82P58uVce+21do3W2Gw2Dh48SGpqKjU1NQwZMoSwsDD69u17vE1KSgqpqamMHTtWG8h0AWdacqUnali3WlZWRt++fQkPD2fw4MGdEkt6ejpJSUmMHj0aHx+fZtuXlpYyYcIEXF1d2bdvX5ttDiUiPYpGWkVEpPswTZOMjAx+//vfc84553DgwAGefPJJtm/fzvXXX29XwlpQUEB8fDwWi4U+ffowceJEJk6ceFLCCnWjQ66uriQlJbWoxIe0rzMtudKTlJWVsX37dnbs2EF1dTWjRo1ixowZnZawQt3z4e7uTnJyMjU1Nc229/DwYPHixWRkZPDcc891QIQi0ltopFVERDrcsWPHWL16Nc8//zzl5eX8/ve/Z8mSJXaPrpWVlZGUlEReXh5OTk4EBwfj4+PTZAJ8piU+pH3l5uaSkJDQa56PmpoaUlNTycrKAsDX1/d4PeGuIC8vj507d+Ln50d4eHiz7a1WK+eeey6JiYns378fX1/fDohSRLoRlbxpQq+4SBGRrs5ms/HPf/6T+fPnk5WVxdSpU1m9ejVTp061q0xGTU0NaWlpZGZmYpomPj4+BAcH06dPn2bPbU2JD2k/pmmyfft2ioqKiIyM/NXoeE9hs9k4dOgQKSkpjU5f7wpa83zExMRw8cUXc8stt/D++++rBI6InEjTg0VEpGsyTZNNmzYxc+ZMbrnlFqxWK3/729/47rvvmDZtWqvf1JqmycGDB4mNjSUjI4OBAwcSGRnJ6NGjW5SwwsklPhITE1sVh7Sd1pRc6W4apq8fOHCgyenrXUHD8wG0+N9HVFQUN9xwAx988AGbNm1qz/BEpJfQSKuIiLSrQ4cOsWDBAt5//31cXFx44IEHePjhh+nXr59d/RYVFWGxWCgtLcXNzY2wsDCGDh3a6gR4//79HDx4kEmTJnXqOkKpc+DAAbKysnrU81FWVkZiYiL5+fktnr7eVZzp85GRkcHkyZOJiIjg559/7hbXKCIdQiOtIiLSdVRUVLBixQpGjx7N3//+d6699lq2bdvGU089ZVfCWlFRwa5du9i6dSvl5eWEhoYSFRXFsGHD7JqGGBwcfLzEh81ma3U/0jaCgoJ6zPNRU1ODxWIhLi6OgoICfH19iY6Oxs/Pr9skc2f6fPj5+fHAAw8QFxfHhx9+2AERikhPppFWEZFOcvDgQZ566im++uorCgoKGDFiBNdeey2LFi1i4MCBnR1eq9lsNv73f/+XefPmkZqayvjx41m9ejVnn322XUllbW0t6enpZGRkYLPZGDlyJCEhIbi4uLRZ7FlZWRw4cIDw8HD8/PzarF9pnczMTCwWS7d9PkzT5NChQ8d33x08eDBhYWF2zzLoLGf6fBw7doyJEyfi4ODA/v37u+11i0ib0kiriEh3kZKSwuTJk3n33XeZNm0ac+bMISgoiJdffpnIyEgKCgo6O8QzZpomO3fu5IILLuA3v/kNpaWlrFmzhp9++omZM2fatW41Ozub2NhY0tLS6N+/P9OnT2fs2LFtmrACeHt7069fP1JSUqiurm7TvuXM+fj40Ldv3275fBQWFhIfH8/+/ftxdnYmIiKCiRMnduvEreH5aKh93Jx+/fqxZMkSDh48yOrVq+klAyUi0g400ioi0gkuueQS1q9fzyuvvML9999//P65c+fy4osvcvfdd/P66693YoRnJjc3l6eeeoq//e1vODo6cu+99/L4448zYMAAu/o9evQoFouFo0eP4urqSmhoKF5eXu26G2lhYSHbtm3D29ubMWPGtNvjSMsUFBSwfft2fHx8GD16dGeH06zy8nISExOPl10KCgrC19e320wDbk5+fj47duzA19eXUaNGNdveZrNx/vnns3fvXvbt24e/v38HRCkiXZhK3jShV1ykiHQPqampBAcHExAQQEpKyklvZktLSxkxYgSmaZKbm9sldxM9UVVVFa+++irLli2jqKiIyy67jBUrVhAaGmpXYllZWUlycjLZ2dk4ODgQGBiIv78/jo6ObRh94xISEsjNzWX69On079+/Qx5TGrdz507y8vKYMWMGHh4enR3OadXW1pKWlkZGRsYZl13qbnbs2EFBQQEzZsxo0cjx5s2bmTVrFjfddBMffvihSuCI9G6aHiwi0h1s2LABgIsvvvhXoy8eHh5ER0dTXl5OfHx8Z4TXIqZp8u9//5uIiAgefvhhvLy8WLduHZ988glhYWGtflNqtVpJTU0lJiaG7Oxshg8fTnR0NEFBQR2WsAKEhYXh4OCAxWLRlMYuoOE11RWfj4Z1qzExMaSnpzNw4EBmzJhxRmWXupuwsDCgrgROS56PqVOnctNNN/HRRx8RExPT3uGJSA+kpFVEpINZLBbglzd+pwoNDQVaXhOxI5mmyb59+7j88su58sorOXLkCM899xzx8fFcdNFFdq1bPXLkCLGxsaSkpNCvXz+mTp3KWWedhauraxtfRfPc3Nzw9/enuLiYI0eOdPjjy8nc3d3x9/enqKiIvLy8zg7nuKKiIjZt2sS+fftwdHRkwoQJTJo0qcuOBreVvn374uvrS0FBAfn5+c22NwyDJUuW4O7uzpw5c7BarR0QpYj0JEpaRUQ62NGjRwEaXe/ZcH9xcXFHhdQiBQUFPPTQQ0yYMIFvvvmGu+++m507d3Lvvffi7Ozc6n5LSkrYunUru3btwmazMXbsWKZNm4anp2fbBd8KgYGBuLi4kJiYqDfZXUBgYCB9+vTpEs9HRUUFCQkJbV52qTsJCgrC2dmZxMTEFpXA8fHxYc6cOWzdupX333+/AyIUkZ5ESauISBfTMN2uq7z5ra2t5dVXX2XUqFG88sornHPOOcTFxfH8888zZMiQVvdbVVXFvn372LRpEyUlJQQGBhIdHc3IkSO7xLU7OjoSGhpKVVUVaWlpnR1Or+fk5ERoaCgVFRVkZmZ2Sgy1tbUkJycTGxtLbm4u3t7eREdHExAQ0GM2WmopZ2dngoODKS8vJysrq0XnPPTQQ/j6+rJgwQJKSkraOUIR6Ul6119YEZEuoGEktWHE9VQNb+bs3XnXXqZp8u233zJp0iRmz55N//79+X//7//x+eefM3bs2FYnljabjfT0dGJiYjh06BDDhg0jKiqKkJAQnJyc2vgq7DN8+HA8PT3JyMigoqKis8Pp9UaMGEH//v1JS0ujsrKywx7XNE0OHz5MTEwMaWlpDBgwgBkzZjBmzJg2L7vUnTSUiEpNTW1RSSJ3d3eWLl1KdnY2K1eu7HLrk0Wk61LSKiLSwcLDw4HG16wmJSUBja95bW+maZKUlMT111/PRRddREZGBsuWLWPr1q1ceeWVrR5RMk2TvLw8YmNjSUpKws3NjcmTJzNhwgTc3Nza+CrahmEYhIeHY7PZuuQa496m4fmwWq0kJyd3yGMWFxezefNm9u7di4ODA+PHj2fy5Mk9ft1qSzg4OBAWFkZtbS0pKSktOufGG28kMjKSl156STMYRKTFVPJGRKSDpaSkEBIS0mTJG5vNRl5eXoeXvCkpKWH58uW8/PLLVFdX88c//pFFixbh5eVlV7/Hjh3DYrFQWFiIs7MzISEheHt7d4lpwC2xb98+Dh06xOTJkxk0aFBnh9Pr7d69m5ycHKZNm9ZuMxIqKipISkriyJEjODo6EhgYiJ+fX4fuYt1dnGlJom3btnHuuedyww038PHHH3ebvwMi0iZU8kZEpDsIDg7m4osvJj09nVdfffWkY4sWLaKsrIw//vGPHZqwWq1W3nnnHcLDw1m9ejWTJ0/mp59+4tVXX7UrYa2urubAgQPEx8dTVFSEv78/0dHR+Pj4dKs3qg1Tly0WS4s2nZH2FRoa2m4liRpGcWNjYzly5AgjR44kOjqawMBAJayNaChJ1NISOJMmTeLmm29m7dq1bNy4sQMiFJHuTiOtIiKdICUlhaioKHJzc7nmmmsYPXo0mzZt4vvvvycsLIzY2FgGDx7c7nGYpklMTMzxXT39/PxYtmwZ1113nV0by9hsNg4ePEhKSgq1tbUMGTKEsLCwDh85bksZGRkkJiYyatQofH19OzucXi81NZWUlBTGjh3LyJEj7e7PNE1ycnJISkqiqqoKT09PwsPD6d+/fxtE2/MlJiaSkZHBhAkTGDZsWLPts7OziYiIIDQ0lC1btugDAZHeQyOtIiLdRXBwMFu3buX2229n06ZNPP/886SkpPDAAw8QFxfX7gmraZpkZGTwhz/8gZkzZ7Jv3z4WLlzItm3buOGGG+xKWAsKCoiPj8diseDi4sLEiROZOHFit05YAXx9fenbty/Jyckt2nRG2pe/vz+urq4kJSVRW1trV19Hjx5ly5Yt7NmzB8MwOOuss5gyZYoS1jMQFBR0vCRRS2YjjBgxgocffpgdO3bwzjvvdECEItKdaaRVRKSXKSsrY/Xq1Tz33HOUl5dz0003sWTJEnx8fOzuNzExkfz8fJycnAgODsbHx6dHlQIpKChg+/bt+Pr6MmrUqM4Op9c7cuQIu3btIjAwkJCQkDM+v7KykuTkZLKzs3FwcCAwMBB/f3+N+rXSwYMH2b9/P6GhoQQEBDTbvqKigsmTJ1NZWYnFYun0HdNFpENopFVEpKc6duxYi3fnbIzNZuPDDz9kzJgxLF26lDFjxvDdd9/x1ltv2ZWw1tTUkJiYSFxcHAUFBfj6+hIdHY2fn1+PSlgBBg8ezNChQ8nKyqK0tLSzw+n1hg0bxsCBA8nIyKC8vLzF51mtVlJSUoiJiSE7O5sRI0YQHR1NUFCQElY7eHt74+HhQWpqKlVVVc22d3NzY/ny5Rw5coRly5apBI6INEojrSIiXZzVamXcuHG4ubm1au2XaZps3bqVOXPmEBMTw4gRI1i8eDG///3v7XqDbpomhw4dIjk5mZqaGgYNGkR4eDj9+vVrdZ/dQXl5ObGxsXh6ejJ58uRutaFUT1RaWkp8fDzDhg1jwoQJTbY1TZMjR46QlJREZWUlAwYMIDw8XCN8baioqIitW7cycuRIxo4d22x7m83GZZddxubNm9m9e3enlfoSkQ6jkVYRkZ7I0dGRO+64o1Vrvw4fPsydd97J9OnT2bp1K4888gg7duzglltusSthLSwsZNOmTezfvx8nJycmTJjApEmTenzCCuDu7o6/vz9FRUXk5uZ2dji9noeHB97e3uTm5lJYWNhou6NHj7J161Z2796NaZqMGzeOqVOnKmFtYwMHDsTLy4vDhw9TUlLSbHsHBwdWr15NTU0Njz32mEZbReS0NNIqItINVFVVcdZZZ1FUVERiYiIDBw5ssn1FRQUvvfQSK1eupLS0lGuvvZZly5YREBBg18hgRUUFiYmJ5Obm4ujoSFBQUI+cBtyc2tpaYmJicHBwICoqSlNKO1l1dTUxMTG4uroyffr0k16PlZWVpKSkcPjwYRwcHAgICCAgIEDPWTuqqKggNjaW/v37M2XKlGb/5pimyX333cff//53vvnmGy688MIOilREOkGr3oQoaRUR6Sb+85//cMUVV/DAAw/w8ssvn7aNzWbjs88+Y968eaSkpHDWWWexatUqzjnnHLuS1draWtLT08nIyMBms+Ht7U1wcDAuLi6t7rO7O3z4MHv37iU4OJigoKDODqfXO7UkkdVqJTMzk7S0NKxWK8OHDyc0NBRXV9fODrVXSE5OJi0tjfHjx7eo1vORI0eIiIjA39+f7du34+Tk1AFRikgn0PRgEZGe7PLLL+eKK67g1VdfZc+ePScdM02ThIQELrroIm688UaOHj3KK6+8ws8//8y5557b6oTVNE0OHz5MbGwsaWlp9O/fn+nTpzNmzJhenbBCXcmOAQMGkJaWRmVlZWeH0+s1lCRKSUnh0KFDxMbGkpycTN++fZk6dSpnnXWWEtYOFBAQcLwEjtVqbba9l5cXjz76KLt37+aNN97ogAhFpDvRSKuISDeSlJTE2LFjmTlzJt9++y2GYZCbm8tTTz3FW2+9hYODA3fffTfz58/H09PTrscqLi7GYrFQUlKCq6sroaGheHl5aeOhExw9epTNmzfj5eXF+PHjOzucXi8zMxOLxQJAnz59CA0NZcSIEXrNdpIznY1QVVXFlClTKCkpwWKxMGjQoA6IUkQ6mEZaRUR6utDQUObOncuGDRv4+OOPefHFFxk1ahRvvPEGF110EZs3b+aZZ56xK2GtrKxkz549bNmyhWPHjhEcHExUVBTDhw/Xm/9TDBgwgJEjR3LkyBGKioo6O5xeq6qqir179x5PWAEiIiIYOXKkXrOdaMSIEfTv35/09PQWzUZwcXFhxYoV5Ofn8/TTT2tTJhE5TiOtIiLdTElJCYGBgZSWlmKaJiEhIaxcuZKLLrrIrjfoVquVjIwM0tLSsNlsjBgxgpCQEE2pbEZVVRUxMTG4u7szffp0JUkdyGazkZmZSWpqKlarFS8vL7y9vdmxYwcDBw5k0qRJej46WXFxMVu2bGHEiBGMGzeu2fY2m42rrrqKmJgYEhISGD16dAdEKSIdSCOtIiI9mWma7N+/n9///vfU1NRQU1PDFVdcQVxcHBdffLFd61ZzcnKIjY0lJSWFfv36MXXqVMaNG6eEtQVcXFwICgqitLSUQ4cOdXY4vYJpmuTm5hIbG0tSUhLu7u5MmTKF8ePHM3jwYHx9fSksLCQ/P7+zQ+31PD09GT58ONnZ2Rw9erTZ9g4ODqxatQqr1cqjjz6q0VYRAZS0ioh0C4WFhcyZM4cJEybw9ddfc9NNNzFmzBj+7//+j/T09Fb3W1JSclLtyrFjxzJt2jS718P2Nn5+fri7u5OcnExNTU1nh9OjlZaWsm3bNhISErBarYwZM4bp06efVAYqKCgIZ2dnLBYLNputE6MVqFvW4ODggMViaVESOnbsWO68807+/e9/8/XXX3dAhCLS1Wl6sIhIF1ZbW8tbb73Fk08+SX5+PrNmzWLVqlWMGTOGn376icsvv5xZs2bxxRdfnFG/VVVVJCcnH69d6e/vT0BAgMpM2CEvL4+dO3fi5+dHeHh4Z4fT41RXV5OcnMyhQ4cwDAN/f38CAwMbfc0ePHiQ/fv3ExoaSkBAQMcGK7+SkpJCamoq48aNY8SIEc22z83NPb4ueefOnfTp06cDohSRDqDpwSIiPYVpmmzYsIHJkydz77330r9/fz766CP+9a9/MXbsWAzD4JxzzuHqq69mw4YNfPnlly3q12azkZ6eTkxMDIcPH8bLy4uoqChCQkKUsNpp6NChDB48mKysLI4dO9bZ4fQYJ75mDx06xLBhw4iKiiI0NLTJ16y3tzceHh6kpqZSVVXVgRHL6QQEBODq6kpSUlKLSuAMGzaM+fPns3//fl5//fUOiFBEujKNtIqIdCGmaZKSksJjjz3GZ599hoeHB48++ij33XffadeXHjp0iGuvvZZ77rmHO+64AweH038WaZomeXl5JCYmUlFRgYeHB2FhYSop0cbKysqIi4vTJkBtwDRN8vPzSUxMpLy8nH79+hEeHn5Gr9mioiK2bt3KyJEjGTt2bDtGKy2RnZ3Nnj17CAoKIjg4uNn21dXVTJ8+nfz8fCwWC0OGDOmAKEWknWmkVUSkOyspKWH+/PmMGzeOdevW8cc//pGdO3fy8MMPN7ohkre3N59++il+fn6NbgJ07Ngxtm/fTkJCArW1tYwePZrp06crYW0Hffv2xc/Pj8LCQvLy8jo7nG6r4TW7c+dOampqGD16NDNmzDjj1+zAgQPx8vLi8OHDLdoESNrX8OHDGTBgAOnp6VRUVDTbvk+fPqxYsYLCwkIWL16sTZlEejGNtIqIdDKr1cr777/PggULyM7OJjIyktWrVzNx4sQWjdTZbDbi4+OpqqoiOjr6+Nqv6upqUlNTycrKwjAM/Pz8CAwMxNnZub0vqVerqakhNjYWR0dHoqKiGh39ll9reM0ePHgQoE1esxUVFcTGxuLh4cHUqVM1+t3Jjh49yubNm/Hy8mL8+PHNtjdNk2uvvZYffviBHTt2tKhsjoh0aRppFRHpTkzTJCYmhsjISO68806cnJx47733WL9+/RlNLXVwcCA8PJza2lpSUlKO166MiYkhKyuLIUOGEBkZSVhYmBLWDuDs7ExISAgVFRVkZGR0djjdQnu+Zt3c3AgICODo0aPk5OS0UcTSWgMGDGDEiBEcOXKE4uLiZtsbhsHKlSsxTZOHH35Yo60ivZSSVhGRTpCZmcnNN9/M2Wefzd69e1mwYAHbt2/nN7/5TatG5gYPHsywYcM4ePAgMTExWCwWXFxcmDRpEhMnTqRv377tcBXSmJEjR9K/f3/S0tKorKzs7HC6tPz8fOLj4096zUZERLTpazYgIAAXF5cWbwIk7SskJARHR0cOHDjQoiR09OjR3HXXXaxfv77Fm86JSM+i6cEiIh2orKyMZ599lmeffZby8nJ+97vfsWTJEnx8fOyatlhWVsb+/fspKioCICwsDF9fX01N7UTFxcVs2bKFESNGaErjaZSVlWGxWCgoKMDZ2Zng4GC8vb3b7TV7ppsASftKS0sjOTmZsWPHMnLkyGbb5+fnExERwbBhw0hISMDFxaUDohSRdqDpwSIiXZXNZuOf//wnY8aMYcmSJYwePZpvv/2Wt99+G19f31YnrDU1NVgsFuLi4iguLqZ///5A3QYmSlg7l6enJyNGjCA7O7tF0yB7i5qaGg4cOEBcXByFhYX4+fkRHR3d7h+yDB8+HE9PzxZvAiTty8/P73gJnNra2mbbDxkyhAULFmCxWHj11Vc7IMK6EXrDME77NXz48A6JQUTqaKRVRKQdmabJtm3bmDNnDj///DPDhw9n8eLF/OEPf8DR0dGufg8dOkRycjI1NTUMGjSI8PBw3NzciI2NxTRNoqKiVHu1k1VWVhIbG0vfvn2ZNm1ar94EyGazcejQIVJSUqipqWHIkCGEhYV16NT1kpISNm3a1OJNgKR9HTlyhF27dhEQEEBoaGiz7WtqaoiMjCQnJ4cDBw4wbNiwdo0vICCA4uJiHnrooV8d69evH4888ki7Pr5ID9Wq/wiVtIqItJPs7GwWLlzIu+++S58+fZg9ezaPPvooHh4edvVbWFiIxWLh2LFjuLm5ER4ezpAhQ44nRDk5OezevZvAwEBCQkLa4lLEDg3TIMeMGYO3t3dnh9MpCgoKsFgslJWV0bdvX8LCwjqt5ubevXs5fPgwU6ZMYeDAgZ0Sg9QxTZOtW7dSUlJCVFQUbm5uzZ7zzTffcO2113L33Xfz2muvtesHQQEBAQCkp6e322OI9EKaHiwi0hVUVlayatUqRo0axTvvvMNVV13F1q1bWbJkiV0Ja0VFBQkJCWzbto3KykpCQ0OJiopi6NChJ71x8/LyYuDAgaSnp1NeXt4WlyR28PPzw83NjeTk5BZNg+xJysrK2LFjB9u3b6eqqorw8HBmzJjRaQkr/LIJkMVi0U60ncwwDMLDw7HZbCQmJrbonAsvvJBLL72Ut956i127drVzhCLSVWikVUSkjdhsNtatW8e8efNITk5m3LhxrFq1inPPPdeu0YDa2lrS09PJyMjAZrPh7e1NSEjI8Xqsp1NaWkp8fDxDhw4lIiKi1Y8tbSM3N5eEhAT8/f0JCwvr7HDaXU1NzfEawQA+Pj4EBQU1+ZrtSOnp6SQlJTF69Gh8fHw6O5xeb9++fRw6dIjJkyczaNCgZtsnJiYybdo0Zs6cyTfffNNua6EDAgKoqqri2WefJTMzk759+zJ+/HjOOeccu5Z3iPRymh7chF5xkSLSOUzTZPfu3cydO5fvvvuOwYMH89RTT3H77bfbtabUNE2ys7NJSkqiuroaT09PwsPDj2+21JwDBw6QlZXFxIkTO3VkS+qey+3bt1NUVERkZGSPLUF06lrrwYMHExYWRr9+/To7tJPYbDZiY2Opra0lOjpa9Ys7WVVVFTExMbi5uTFjxoxmP+QzTZPHH3+cNWvW8Omnn3L99de3S1wBAQGnrbUcGBjIu+++y7nnntsujyvSwylpbUKvuEgR6Xh5eXksWrSIN998E8MwuOeee3j88cftXitXXFyMxWKhpKQEV1dXwsLCGDZs2BmN2NbU1BATE4OzszORkZHaTbiTHTt2jPj4eAYPHszEiRM7O5w2d+Jaa3d39+PrVrvq5lN5eXns3LkTPz8/wsPDOzucXu9MR7+Li4uZMGECnp6e7N69G1dX1zaPacmSJcycOZOxY8fi4eFBamoqa9as4c0338TV1ZW4uDgmTJjQ5o8r0sMpaW1Cr7hIEek41dXVvPbaayxdupTCwkIuueQSVqxYQXh4uF1v0isrK0lKSiInJwdHR0cCAgLw9/dv9VS0rKwsDhw4QFhYGP7+/q2OS9pGw+h3REQEQ4cO7exw2kR5eTmJiYnk5eXh5OREUFBQt6gRbJomO3bsoLCwsEePfncXrRn9fuutt3jwwQd55plnmDdvXgdEWeeRRx7h+eef59prr+Wzzz7rsMcV6SGUtDahV1ykiLQ/0zT56quvePjhh9m/fz/h4eGsXLmSiy++2K5k1Wq1kp6eTnp6OjabjREjRhASEmL36IFpmsTHx1NRUUF0dDQuLi529Sf26Umj37W1taSlpZGRkYFpmvj4+BAcHNxl1q22RE8f/e5uznTtd21tLVFRUcc/nBsxYkST7fPz83F0dLR7JkxycjKhoaEMGjSIgoICu/oS6YW0e7CIdF3p6emNFmk3DIObbrqps0NskmmaHDhwgKuuuorLL7+cw4cPs2rVKuLj47nkkktanbCapklOTg6xsbGkpqbi4eHBtGnTGDduXJtMdzMMg1GjRmG1WklOTra7P7GPs7MzISEhlJeXk5mZ2dnhtIppmhw8eJCYmBjS09MZOHAgM2bMYPTo0d0qYYW6Wps+Pj7k5+eTn5/f2eH0ekOHDmXQoEFkZmZSVlbWbHsnJydWrVpFSUkJTz75ZKO7QVdXV/PSSy8RGhrKk08+aXecDfVhWxKjiLQNVZ0XkQ41YcIErr322l/dP27cuI4PpoWKi4tZunQpa9aswWq18uc//5kFCxbYXdi+pKQEi8VCcXExLi4ujBs3juHDh7f5GsCBAwfi5eXF4cOH8fHxYcCAAW3av5wZb29vDh48SGpqKiNGjOhWo99FRUVYLBZKS0txc3NjwoQJvyq51N0EBweTk5ODxWJh0KBB3Xr0u7trKIETFxdHUlJSi3Y+P++887jyyit59913uffee5k8efLxY6Zp8p///Ie5c+eSmJjIuHHjTvv/z5mKi4sDICgoyO6+RKRllLSKSIeKiIhg8eLFnR1Gi9TW1vL222/z5JNPkpeXx7nnnsuqVasYN26cXW/Sq6qqSE5O5vDhwzg4OBAYGEhAQIBdOw03JywsjLy8PA4cOMC0adO6dZLR3TW8Md+6dSvJycmMHTu2s0NqVkVFBYmJieTm5uLo6EhoaCh+fn49IsFzdnYmODj4+Hpjrf3uXA2j3wcPHqSgoIDBgwc32d4wDFasWMH69euZO3cu33//PQ4ODuzdu5e5c+eyfv16hgwZwmuvvcaf//znFv+d3bt3LyNGjPhVCZ6MjAxmz54NwC233NK6ixSRM6akVUTkFKZp8sMPPzBnzhwSEhIIDAzklVde4corr7TrTbrNZiMzM5PU1FSsViteXl6Ehobi5ubWhtGfnqurK4GBgaSkpJCdnc3IkSPb/TGlcd1l9Lth3WpmZubxGsHBwcHdanS4JU4d/e5u05x7mhNHv2fMmNHs392goCD+8pe/8NJLL/Huu++yfft23njjDQzDYO7cuTz55JN4enqeUQyffPIJzzzzDLNmzSIwMBAPDw9SUlL497//TWVlJZdffjmPPPKIHVcpImdCGzGJSIdIT08nMDCQiy66iBtuuOH4J+iRkZGMHz++s8MD6pLV1NRU5s2bx6effkq/fv149NFHmT17tl3rS03TJC8vj8TERCoqKvDw8CA8PNzuzUDOlNVqJS4uDqvVSnR0dLuO7ErzKisriYmJwcPDg6lTp3ap0e9TawQPHDiQ8PBwPDw8Oju0dlNYWMi2bdvw9vZmzJgxnR1Or5eZmYnFYmHUqFH4+vo22z43N5frrruOXbt2YbPZuPrqq3n22WdbtKHT6WzcuJHXX3+dHTt2kJOTQ1lZGZ6enkRERHDrrbdy6623dql/syLdiHYPbkKvuEiRrqwhaT2d8847j7///e/4+fl1cFS/KC0tZeXKlbz44otUVVVx8803s3jx4mZ3o2zOsWPHsFgsFBYW0qdPH0JCQhg5cmSnvdk50905pX2lpKSQmprKuHHj7H6ttZW2qBHcXSUkJJCbm8uMGTN6dILeHdhsNuLj46murm6yBI7NZuOTTz7hqaee4uDBg/Tv35/rr7+ed999t4MjFpEW0u7BItJ1ubu78+STT7Jt2zaKioooKipi48aNzJo1ix9++IELLrigU3ZitNls/P3vf2fUqFGsXLmSiIiI45+w25NEVFdXs3//fuLi4igqKsLf35/o6Gi8vb079c3/0KFDGTx4cIt355T2FRAQgKurK0lJSdTW1nZqLBUVFezatYstW7ZQVlZGSEgIUVFReHl59YqEFSA0NBQHBwcsFkujO9FKx3BwcCAsLIyamhpSU1NP22bHjh2cf/753HnnnZSUlLBo0SKCgoJYu3Ythw4d6uCIRaQ9KWkVkRYLCAhosmzNqV8nblIxbNgwli5dyqRJk/D09MTT05NzzjmH9evXM336dJKTk3nrrbc67FpM0yQ2NpbIyEhuv/12HBwcePfdd/nmm2+YPHlyq9+kN6xbjYmJ4eDBgwwdOpTIyEjCwsK6xHRcwzCOj7DqjXnnc3R0JCwsjKqqKtLS0jolhoZySLGxsRw5coSRI0cSHR1NYGAgjo6OnRJTZ3F3d8ff35+ioiJyc3M7O5xeb8iQIQwePJisrCyOHTt2/P6GDwV//vlnduzYwS233MKuXbt47LHHeOaZZzh27BgLFizQ3zeRHqTz30GJSLcRHBx8Rms7W7LZj5OTE3/+85/ZtGkTP/74Iw8++KA9IbZIVlYW8+fP53/+539wc3PjiSee4KGHHqJv37529Zufn09iYiJlZWX07duX8ePHN7vzZWfo168fvr6+ZGZmkp+fz9ChQzs7pF5t2LBhDBw4kIyMDLy9vXF3d++Qx22oEZyUlERVVRWenp6Eh4fTv3//Dnn8riogIIBDhw6RmJjIkCFDel3i3tU0lMBJTEwkIiKCrKwsUlNTqa2tZebMmezYseOk0jNnn3021113He+//z5/+ctfmDZtWidGLyJtRWtaRaTTff7551x77bVccsklfPXVV+32OOXl5Tz33HOsXr2asrIyfvOb37B06VJ8fX3tmv5YVlZGYmIi+fn5x8tneHt7d+lyIDU1NcTGxuLo6EhkZKTemHey0tJS4uPjGTp0aItqU9rr6NGjWCwWjh49iqurK6Ghob1qGnBzDh8+zN69ewkODlYtzi6goRyRi4sLVVVV9OvXj7CwsEY/FExPT2fy5MlMmjSJn376qUv/LRbphbSmVUS6p/j4eKD9CrXbbDb+3//7f4wZM4ZFixYRFhbGN998w7vvvoufn1+r36jX1NRgsViIi4ujoKAAX19foqOj8fX17fJvkpydnQkJCaGiooLMzMzODqfX8/DwwMfHh7y8PAoKCtrtcSorK9mzZw+bN2+mtLSU4OBgoqKiGD58uBLWE4wYMYIBAwaQlpZGZWVlZ4fTqx07duz41OCqqipGjRrF9OnTm5zF4u/vz/33309sbCwfffRRR4UqIu1II60i0iE2bdrExIkTf1X/cMOGDVx++eVUVVURExNDVFRUmz2maZps27aNuXPn8tNPP+Hl5cXixYu5+eab7RpZNE2TQ4cOkZycTE1NDYMHDyYsLIx+/fq1WewdwTRNNm/eTFlZGVFRUXaV9RH7VVdXExMTg4uLS4tqU54Jq9VKeno66enp2Gw2RowYQUhIiJ7zJhw9epTNmzczfPhwzjrrrM4Op9eprq4mJSXl+IZKAwcOpLCwkLCwMPz9/Zs9v7S0lIiICJydndm/f7/dyz9EpM2o5E0TesVFinRl5513Hnv37uW8887Dx8cHgF27drFhwwYAnn76aRYuXNhmj5eTk8PChQt55513cHZ2Zvbs2Tz66KN2r9crLCzEYrFw7Ngx3N3dCQsLY8iQId12lKq4uJgtW7bojXkX0VCbMjw8vE1KQJmmyZEjR0hKSqKyspIBAwYQHh7OgAED2iDanm/Pnj1kZ2czdepUPD09OzucXsFms520bnXo0KGEhobi5ubGpk2bqKysJDo6+lcfgJ7OP/7xD+655x4WLVrE4sWL2z94EWkJJa1N6BUXKdKVvf3223z22Wfs2bOH/Px8ampq8PLyIjIyktmzZzNz5sw2eZzKykpeeeUVVqxYwdGjR7nqqqtYvnw5QUFBdiWW5eXlJCUlkZubi5OTE0FBQd1iGnBL6I1512Gz2c74jXljTly36uLiQmhoqKYBn6HKykpiY2Pp27cv06ZN0++uHZmmeXwzu/Ly8tOuWy0oKGD79u34+PgwevToZvu0Wq3MmjWL/fv3s3///k6tBS4ixylpbUKvuEiR3sxms/Gvf/2Lxx57jKSkJMaOHcuqVas477zz7HqjWVtbS1paGhkZGZimibe3NyEhIXYlE11Nw9Rsd3d3pk+frjfmnaywsJBt27bh7e3NmDFjzvj8yspKkpOTyc7OxsHBgYCAAAICArTZViulpaWRnJzM2LFjW7Qjupy5Y8eOkZiYSEFBwfH19iNHjjzth4I7d+4kLy+PGTNm4OHh0WzfsbGxXHTRRfzhD3/ggw8+0N83kc6npLUJveIiRbob0zTZsWMHkyZNsquPPXv2MHfuXL799lsGDx7Mk08+yR133GFXXVTTNMnOziYpKYnq6moGDhxIeHh4i94kdUfp6ekkJSUxevTo49O3pfMkJCSQm5vL9OnTWzyl3Wq1kpmZSVpaGlarleHDhxMaGqp1q3ayWq3ExcVhtVqJjo7uEvWWe4pT1636+fkRGBiIs7Nzo+eUlZURFxfHwIEDmTRpUrNJqGma3HHHHXzyySdtvm+CiLSKktYm9IqLFOluVq1axeOPP05cXBwzZsw44/Pz8vJYvHgxb7zxBoZhcPfddzN//nwGDhxoV1zFxcVYLBZKSkpwdXUlLCyMYcOG9ehP6G02G3FxcdTU1BAdHd3km0ZpfxUVFcTGxtK/f3+mTJnS5GvPNE1yc3NJTEyksrKS/v37Ex4erqnebSg3N5eEhAQCAgIIDQ3t7HC6vcbWrbZ0s6TExEQyMjKYMGECw4YNa7Z9ZmYmkyZNYvz48cTGxvaIZR0i3ZhK3ohI93LLLbfQt29f7r//fmw2W4vPq66u5pVXXmHUqFH89a9/5YILLmDTpk2sWrXKroS1srKS3bt3s2XLFsrKyggJCSEqKqpX1K90cHAgPDycmpoaUlJSOjucXs/NzQ1/f3+Ki4s5cuRIo+1KSkrYunUru3btwmazMXbsWKZNm6aEtY0NHTqUQYMGkZGRQXl5eWeH022ZpkleXh5xcXEkJibi6urKpEmTiIiIOKPdfRtGYxMTE1v0f4evry8PPfQQmzZt4oMPPrDnEkSkk2ikVUQ61cqVK3niiSf429/+xp///Ocm25qmyddff83DDz/Mvn37CAsLY8WKFVx66aV2JZUqB/KLHTt2UFBQwPTp03vsVOjuwmq18v/Zu+/wtsqz8eNfyXvvvYckJ3ESZ9qRGWGXQgsF3kIHs0ChjJIw8waS0CSMtGzal9GwOmj50QltactMkUecxCPDlrz3iveStc7vjyA105aHhu3nc1250lpH0i1iSec5zz00Gg0ymQy1Wn1CTer4+Dg1NTW0tbUhl8tJSUkhNTVVpK460NDQEEVFRURFRZGTk+PqcOacqdSt2qOlpYXKykoUCgWpqamTHj8yMsLKlSuRJInKykrx+SYIriPSgyewIF6kIMxF4+PjZGdn09/fj06nO+1OqSRJaLVaHnzwQT788ENCQkLYtGkTP/zhD2fUEEmMAznV6OgoBQUFhIaGsmrVqnm/w+zu2tvbOXToEOnp6WRkZGCxWGhsbLTVrcbExNjGgQiOV1lZSUtLCytXrjyhq61wZtOpW7WHJEkUFRUxNjZGfn4+Pj4+k97nd7/7HT/4wQ/YvHkz27dvF59vguAaYtE6gQXxIgVhrvrb3/7G5Zdfzj333MOLL754wm39/f1s376dl19+GZPJxM0338yjjz5qVx3TRAYHB9FqtfT394txICeprq6moaGBZcuWERMT4+pwFjRJkti3bx+Dg4OoVCoaGhoYGxsjKCgIlUo14/ptYWoMBgMajQYfHx/y8vJEbeQEZlq3ao+pdtq2WCxceOGFVFRUcOTIEbt2aAVBmHVi0TqBBfEiBWEuu/zyy/noo48oLS1l6dKlmM1mdu/ezWOPPUZXVxfnnHMOu3btIjs7e0YLy9OlVaalpYlxIMcxmUwUFBScNi1VcL6Ojg4OHjwIgLe3ty2tUlxgcY2mpia0Wi0qlUrM/TwNe+atzqapdtouKSlh/fr1fPvb3+Z3v/udeB8JgvOJResEFsSLFIS5zDoHUa1Ws2XLFjZu3EhZWRmpqak88cQTfOMb35jRroZIq5yak9NSBeczGAzU1NTY0ioBcnJyiIqKcmFUgsVioaioiPHxcfLz8+fVzOaZmu26VXtMpdM2HFtU33777fz2t7/liy++4JxzznFYbIIgnJZYtE5gQbxIQZjLJEnirrvu4v/+7/8ICAhAJpPxwAMPcM8998yoIZK1W6VOpxNplVMgSRIlJSUMDQ2hVqvF4t6JLBaLbd6qyWQiOjqalJQUSktL8fX1JTc3V6SlulhPTw8HDhwgKSmJrKwsV4fjco6qW7XXVEsaWltbWbFiBSqVir1794psEkFwLjHyRhCEuWloaIhHH32UN954g4CAAHx8fPjPf/7Dgw8+OKMF69DQEAcOHKC8vByz2czixYvJzc0VC1Y7yGQysrKysFgs6HQ6V4ezIBw/DqS6uhpfX19WrVrF8uXLCQ0NJT09neHh4RN2XgXXiIiIICoqiubmZoaGhlwdjstYM1g0Gg0tLS1ERkaybt06lEqlU2c9p6Wl4e3tjU6nw2w2T3p8QkICGzZs4MCBA7z11luOD1AQhBkTO62CILiMxWLh17/+NZs2baKtrY3c3FzOP/98nnzySW677Taef/75aT2u9ap/S0sLMpnMVrcqxoFM3ZEjR2htbWXVqlWEh4e7Opx5a3h4GK1WS29vry2tMiEh4YRUR2taqsFgID8/36mLAuFU1k7bYWFhrFy5ckHVRjq7btUebW1tHD58mMzMTNLS0iY9fnR0lFWrVmEwGNBqtXbVwwqCMCvETqsgCHODJEkUFhaiVqu58cYbkclkvPHGG3z88cf87//+L8uXL+fNN9/k8OHDU3pca1ql9ap/VFQUarUahUIhFqzTlJmZiaenJ1VVVVgsFleHM+8YDAYqKyspKiqir6+PlJQU8vPzSUxMPGURJJfLUSqVGI1GamtrXRSxYOXv709KSgq9vb10d3e7OhynGR4eprS0lLKyMoxGI4sWLSI3N9flI4Di4uIIDg6mvr4evV4/6fH+/v5s376djo4Odu7cyQLZxBGEOUvstAqC4FQtLS1s2rSJX//61/j5+XHfffexYcOGE8YgFBUVcdFFF6FWq/nnP/9p1+Nar/qPjIwQEBCASqVy+UnUfCG6pc4+i8VCS0sLtbW1Ux4HUlpaytGjR8nLyyMoKMgJ0QpnYjKZ0Gg0eHh4sG7dunldG+nqulV79Pf3U1JSQlxcHNnZ2ZMeb7FYuPjiizlw4AAHDx5EoVA4IUpBWPBEI6YJLIgXKQjubHR0lGeeeYZdu3YxPDzMNddcw/bt20lKSjptWt3dd9+NTCZjy5YtE3ZLHRkZQavV2rpVZmRkkJCQIBrVzCLRLXV2zfQCizUtNTQ0lFWrVi2otFR31NraypEjR+xOS51rnDFvdTYdPHiQjo4O1q5dS0hIyKTHl5aWcvbZZ/Otb32L999/X7yfBMHxxKJ1AgviRQqCO7JYLLz//vs8/PDDNDQ0kJOTw65du1Cr1ROeHBiNRjQaDV5eXqxbt+6URajRaKSuro7m5mYAEhMTycjIcKur/vOJtVtqQkICixcvdnU4c9LJ40BmcoFlqt1SBceRJIni4mJGR0dRq9Uzah7nTtyxbtUeer0ejUZDUFAQa9assWsEzp133smvfvUrPvnkE84//3wnRTr/lJeXs3z5cleHIbg/sWidwIJ4kYLgTiRJ4sCBA2zcuJE9e/YQExPD1q1b+f73v293Cl1LSwuVlZUoFApSU1Ntj2tNqzQajURERKBUKgkMDHTgqxHg2AlJV1cXubm5omnJFFhrUFtaWgBISkoiPT19RhdYrGmpcrkctVo9r9NS54KppqW6O1fMW51NtbW11NXVkZ2dTVxc3KTHd3R0kJOTQ3p6Ovv27RM9EKbh0KFDXHbZZXz55ZckJSW5OhzBvYlGTIIguIeOjg5uv/121q5dS1FRERs2bKCsrIwbb7xxSifXCQkJBAUFUVdXh16vp7e3l6KiIqqqqvDy8iInJ4cVK1aIBauTKJVK5HI5Wq1WNC2xgzWtUqPR0NzcTEREBOvWrUOlUs04I8DT0xOFQoFer6exsXGWIhamKzQ0lNjYWNrb2xkYGHB1ONN2fGOw3t7eExqDzZUFK0Bqaio+Pj5UV1fbNQInNjaWBx54gPLycnbv3u2ECOcPSZIYGhriiSeeoLm5mdtvv93VIQnzlNhpFQRh1uj1el566SV27tzJwMAAl19+OTt37iQjI2PadULWHQwfHx/Gx8fx9PQkPT2dpKSkOXUSNV9MdQdjoerp6UGr1drqVpVKJZGRkbP6HJIkUVJSwtDQEPn5+fMmLXWummpaqjuZa3Wr9mhvb+fQoUOkp6eTkZEx6fF6vZ7Vq1fbdplDQ0MdH+Q88be//Y2bb76Z3t5e1q9fz5///GdxMVmYiNhpFQTBNSRJ4q9//SvLli3joYceIiEhgQ8++IDf/e53ZGZmTvvkzWQy2UZJjI+PExkZSX5+PikpKWLB6iKpqan4+vpSXV2NyWRydThuZ2RkhNLSUg4cOMD4+DgqlYq8vLxZX7ACyGQyVCoVFouF6urqWX98YWp8fX1JS0tjYGCAjo4OV4djF0mS6O7uprCwEJ1Oh6+vLytXriQnJ2dOL1jh2O5pSEgIDQ0Ndo3A8fX1ZefOnXR3d7N9+/YFnU0iSdKkO9TW/z4HDx7k7rvv5ujRo1gsFm6++eY5/7sjuCdx1icIwrRJksTBgwe55JJLuOKKK+jp6eHZZ5+loKCA888/f9qLVUmSaGtrQ6PR0NDQQEhICB4eHoyPj4tGSy7m4eGBUqlkfHyc+vp6V4fjNoxGI1qtlsLCQnp6ekhKSiI/P5/k5GSHXmAJCQkhPj6ejo4O+vr6HPY8gn1SUlLmzEUdd523Olumc1HnG9/4Bueccw4vv/wyOp3OwRG6F0mSKC0tpaOjA5lMdkIpj8lkOmURb/1+/+tf/0pXVxceHh5s3ryZ733ve3Mqy0CYO0R6sCAI03L06FG2bdvGq6++CsDtt9/Opk2bCA8Pn9Hj9vf3o9VqGRwcxNfXF6VSSXR0NI2NjVRXV5OVlSWaPLiYJEns37+f/v5+1Go1/v7+rg7JZdyhMdj4+DgajQZ/f39yc3PFCaOLdXZ2UlFRQVpaGpmZma4O5xRzYd7qbDp06BDt7e2sWbPGrpTfiooK8vPzueyyy/jLX/6yoN5P9957L2+88QYXX3wx2dnZqFQq1Go1ycnJJyxizWYzHh4e/OEPf+B//ud/gGM9D/70pz+xaNEiLBaLyIYSJiK6B09gQbxIQXAGg8HAq6++yrZt2+jt7eWiiy7iySefJCsra0Zf7mNjY1RXV9PZ2YmHhwdpaWknfFFaLBYKCwsxGo2o1WoxK9TFhoaGKCoqIjIykhUrVrg6HJfo7e1Fq9UyPDyMv7+/rW7VFSe5DQ0NVFdXs2jRIhITE53+/K5ypjTEf/zjH5xzzjlOjuYYSZLYt28fg4ODqNVq/Pz8XBLHyeZj3ao99Ho9BQUFBAQEsHbtWrtG4Nxzzz28+eab/POf/+Tiiy92UqSuY11kdnV1kZSUhNFoBEAul9tGHSUkJJCfn8+FF15IdHQ0ERERXH/99bz//vsEBgbyzjvvcOWVV7r2hQhzhVi0TmBBvEhBcCRJkvj3v//Nxo0bOXz4MAqFgieeeIJLL710RifpZrOZhoYGGhoasFgsxMXFkZmZedqmMtZZoYmJiSxatGgmL0eYBVVVVTQ3N7NixQqH1Gy6q9HRUXQ6Hd3d3W7TGOz4izr5+fnzdtfsZO64aIX/XtSJjo52+dzKuTpvdTbV1dVRW1vLkiVLiI+Pn/T4zs5OcnJySEpK4sCBAwviIql19/SVV17hww8/pKSkhLGxMYaHh084ztPTk7i4ODw9PW0lIldccQW//e1vT7hAY11fLKSdasFuYtE6gQXxIgXBESRJQqfT8eCDD/LBBx8QHBzMI488wh133IGPj8+MHrejo4Oamhr0ej0hISGoVCpCQkImvF9ZWRnd3d3k5eURFBQ07ecXZs5oNKLRaPDy8mLdunXzPh3MZDJRV1dHU1MTkiSRmJhIRkaG25zQdnd3U1ZWRnJyMiqVytXhOIW7LloBjhw5QmtrK6tWrZpx2cR0zfV5q7PFbDZTUFCAxWIhPz/frjmszz//PJs3b+all17i7rvvdkKUriVJ0gkLzKGhISoqKtDpdBQVFaHVaqmurqa9vR2ZTIYkSXh5eWE0GlEoFGRmZpKXl0dWVhZZWVmkpqaK72jhTMSidQIL4kUKwmwbGBhg+/btvPTSS5hMJm666SYeffRRYmJiZvy4Wq2WgYEBfHx8UCgUxMbG2nVFdmxsjIKCAoKDg1m9erW4iutiLS0tVFZWolAoSE1NdXU4DiFJEq2trdTW1mIwGAgPD0epVLrdCZm1kUpvby95eXkLYuSEOy9aDQYDGo0GX19fcnNznbpQXGh1q/aYaq3x+Pg4a9eupa+vD61Wu2B2piVJQpKkU35fx8bGGBoaorS0lK1bt7Jv3z48PT0xGAwnHCeXy/Hy8kKlUpGSkkJOTg5XXXWVyzMOBLciFq0TWBAvUhBmi9ls5o033uCxxx6js7OTs88+m127drF06dIZLRLHx8epqamhra0NuVxOamoqqampJzR4sEdNTQ319fViVqgbkCSJ4uJiRkdHyc/Pn9HuuzuynrAODQ3h5+eHUqkkKirKbS+WjIyMUFhYSHh4OCtWrHDbOGeLOy9aARobG9HpdE5rILdQ61btMZ1a4w8//JBrr72We++9l+eff37ev59Ox5o2bP37t7/9LTfccAMWi4X169dz++2309PTQ3FxMZ9++ikjIyMMDg6e0G146dKllJeXu/BVCG5GLFonsCBepCDMlCRJ7Nmzhw0bNlBaWkpKSgo7d+7kiiuumNEugdlspqmpifr6esxmMzExMSgUimk3KLGmekmShFqttivVS3Ccvr4+9u3bR3x8PEuWLHF1OLNibGwMnU5nG+WQnp7u8PE1s0Wr1dLU1MTy5cuJjo52dTgO5e6LVmfVGou6VfsMDg5SXFxsd62xxWLhiiuuYM+ePZSXl7N48WInROm+enp6uOKKKygoKCAlJYU//elP5OTk2G7X6/W2+uF///vf7N+/n56eHnQ6Ha+++iq33Xab64IX3Mm0Fq3u/+0rCG7CaDTywgsvcPPNN5OTk4O3tzcymYxf/vKXk9737bffZu3atQQGBhISEsL69ev58MMPnRC1fSRJor6+nmuvvZb169ej0+nYsmUL+/fv51vf+ta0T9QlSaKrq4vCwkJqamrw9/dn9erVLFu2bEYdNcWsUPcSFhZGbGwsbW1tDAwMuDqcGTGZTFRXV1NQUEBXV5etY2ZqauqcWLACpKen4+3tjU6nw2KxuDqcBU0ul6NSqTAajdTV1TnkOeb7vNXZFBwcTHx8PF1dXfT29k56vFwu5+mnn0aSJB544IFTZpUuFBaLhdHRUe6//34KCgoAuOiii1i0aBFms9l2nK+vL4sWLeIb3/gGL774Il9++SWFhYV89NFHC/a/nTB7xPaEINhpZGSE++67D4CYmBhiY2Npbm6e9H4PPPAAzzzzDImJidx2220YDAZ+97vf8Y1vfMMtGjwMDw/z1FNP8eyzzzI2Nsb3vvc9tm3bZleHxYkMDQ2h1Wrp6+vD29ubxYsXEx8fP2vpVdHR0YSHh9PY2Eh8fLxIf3MxhUJBV1cXVVVVdo2VcDeSJNHe3k51dTUGg4GwsDBUKpXb1a3aw9pw58iRIzQ2NpKWlubqkFxGkiQ++OAD3nvvPcrKyujo6MDPz4/k5GS+/vWvc/PNN8/4s24ykZGRREZG0tzcTEJCwqzVGp9ct5qSkrLg61btkZmZSWdnJzqdzq65xosWLeIHP/gBr732Gv/4xz/4+te/7qRI3YdcLmf//v188sknyOVyzjrrLJ599tnTloNYmzRZ/7uGhIQsiLFBguOJ9GBBsJPBYOCTTz4hJyeHuLg4tm3bxuOPP87rr7/Orbfeetr7FBQUkJ+fT0ZGBiUlJYSFhQHHZiquWrWKkZERqqqqXNLAxmKx8Jvf/IZNmzbR2trK2rVr2bVr14ybG1lPpFpaWpDJZLYTKUek8A4PD1NUVLRg6vfcXX19PTU1NSxevJiEhARXh2O3/v5+tFotg4OD+Pr6olQqiY6OntO/T8fXGqvV6tOOkJoPJkoPTklJ4fbbb+fLL7884/2DgoJ46qmnuOmmmxwU4TGzWWss6lZnbqpzjbu7u23f/WVlZW7TMdxZ6uvrufzyy6msrATgtdde49Zbb7XNd7XXyR2KhQVLpAcLgiN5e3tz6aWXTqnxzyuvvALA5s2bbQtWgNTUVO666y7Gx8d58803Zz3WiUiSRFFREfn5+dxwww0A/PKXv+STTz5hzZo10/5CsVgsNDY2otFoaGlpISoqCrVajUKhcFjNaWBgIElJSfT09HD06FGHPIdgv+TkZPz8/KipqbENp3dnY2NjVFRUUFJSwsjICJmZmajVamJiYub8iZVMJiMrKwuz2UxNTY2rw3G6pqYmLrroogkXrHAsI+Suu+7ihRdecGg8AQEBM/6skiSJ7u5uCgsL0el0+Pr6snLlSnJycsSCdYqsn1W1tbWYTKZJj4+KiuJ///d/qays5Be/+IUTInQvH3zwAZWVlchkMm6++WbbhfqplkzM9c9VwbXEolUQHOjTTz8F4Gtf+9opt1166aUnHOMMLS0t3Hjjjaxbt46ysjIefvhhDhw4wHe+850Z1eud6UTK399/FqM/vfT0dLy8vNBqtSfU1gjOZ601NhgMDqvfmw3WhVxBQQGdnZ3Ex8eTn59PWlralDtZu7PQ0FBiY2Npb2+nv7/f1eE41X333WdLm7XH5s2b2bNnjwMjOvGzaqq1xqJudXbJ5fIpf1bddtttqFQqtm/fTnd3t4MjdA/WbExrCn1mZiY//vGPT7jtZKKOXnAUsWgVBAcZGRmhtbWVwMDA0+7OKhQKAHQ6ncNjGR0dZceOHSxatIhf/epXXH311Rw4cIDHHntsRvVVIyMjHDhwwHYilZWV5fQTKS8vLxQKBWNjYzQ1NTnteYXTi4qKIiIigubmZkZGRlwdzgmsdasajYb6+nqCg4PJzc1lyZIl825Uj5VCocDDwwOtVrugGqGMjY0Bx2rfb731Vh599FFuuOGGEzJejidJEnfddZdDL3xZa42n8lllMBiorKykqKiI3t5eUlJSyM/PJzExcc40BnNXUVFRhIeH09TUxOjo6KTHe3t788QTT9Db28vWrVsXxPvJujN6zTXXcP7553PFFVewbNmyE247mVwux2g0LrgLZYLjiU88QXAQaxfVkJCQ095u/bkjP9gtFgv/7//9P7Kzs3nsscfIyMjgn//8J2+//TYpKSnTTtUxGo1otVoKCwvp7e0lOTmZ/Px8kpKSXHIiFR8fT3BwMHV1dej1eqc/v/BfMpkMlUoF4FYLpf7+fkpKSjh06BAymYylS5eyevVqgoODXR2aQ/n6+pKWlsbg4CDt7e2uDsep1q9fT3l5OS+88AKbNm3i//7v/zhw4IDtpPtkdXV1Du/qnpCQQFBQEHV1dYyPj5/xuJPLLSIjI1m3bh1KpVI0WpolMpkMpVKJJEl2Xzy+5JJLuPjii3nttdc4ePCggyN0D9YLOb/97W/ZsWPHpMdXVlZy/fXXs2XLFo4cOQKI3VdhdohFq7CgpKamIpPJ7P7z/e9/3+ExOaLGQ5IkDhw4wHnnnce3v/1tRkZG+PnPf85//vMfzjrrrBnVrTY3N6PRaGhqaiI8PJx169ahUqlceiJlrd+zWCxO2bkWJhYQEEBycjI9PT0uT6PT6/UcPHiQkpIShoaGyMjIQK1WExsbu2Dqq6z1e9XV1XbV780HwcHBvPXWW6dclIiOjubNN988Yxr4e++959C4rBd1zlRrLOpWnSsoKIjExES6u7vp6emZ9HiZTMaTTz6JTCbj/vvvXxCLMet7JSoqCm9v70lfs1wuZ3R0lJdffpmdO3fS29uLXC4X5TvCjImRN8KCkpGRMaUumjMZhWDdST3T3MrJdmKnq7Ozk8cee4zdu3fj6enJj3/8Yx5++OEZP491QPjw8DD+/v4sWbKEqKioWYp65kJCQoiPj6etrY3e3l7Cw8NdHdKClp6eTnt7OzqdjoiICKfXiprNZhoaGmhoaMBisRAXF0dmZua87aI7EWutcXl5OXV1dSiVSleH5HBXXHHFGT+fsrKyOOuss/jiiy9Oua2wsNDRoREWFkZMTAxtbW0kJSXZFtbDw8PodDp6enrw8vJi0aJFxMfHizRgB8vIyKCjo8M2Amey/94qlYrbb7+dX/ziF3zwwQdcccUVTorUtawX+ez573P//fczNDTEu+++S1hYGC+//LL4PRZmTCxahQXlk08+cdpzBQQEkJCQQGtrK+3t7afUtVZXVwPM2gnk+Pg4L730Ejt37qS/v5/LLruMnTt3kpmZOaMdpdHRUXQ6Hd3d3Xh6eqJUKl2WBjwZ66xQrVZr18mH4Dienp4oFAoOHz5MU1OT02aFSpJEZ2cn1dXV6PV6QkJCUKlUs35xaK45vn4vISFh3u/a5eXlTXh7bm7uaRetnZ2d9Pf3Exoa6qDIjlEoFHR3d6PValm2bBl1dXVi3qqLeHt7k56ejk6no7W1laSkpAmPl8lkbNq0id/97nc8+OCDXHLJJQvyYtjpGAwGvL29Offcc3n++efJy8vjF7/4BVdeeSUXXnihGHkjzIg4oxMEBzr//PMB+Oijj0657R//+McJx0yXJEl88MEHLF++nAcffJD4+Hj++te/8vvf/x6FQjHtLwiTyUR1dTUFBQV0d3eTmJhIfn4+KSkpbrsY9Pb2JiMjg+HhYVpaWlwdzoIXFxfn1FrjgYEBSkpKOHjwIJIkkZ2dzZo1axb8ghVOrDVeCCn0k40mm+j2vr6+2Q7nFH5+fqSkpNDf38+XX34p6lZdLCkpCX9/f2pra+0a1xUeHs6jjz5KdXU1L7/8shMidG9msxlJkmzza3/1q19x+eWX2+q2NRoNIEbeCDPjnmeegjBP3HHHHQDs3LnzhBOhhoYGfv7zn+Pj48PNN988rceWJIlDhw7xta99jW9+85t0d3fzzDPPUFBQwAUXXDDtLwdJkmhtbUWj0dDQ0EBoaCh5eXksWrRoTgxUT0xMJCAggNraWgwGg6vDWdCOrzW2ZhY4gl6v59ChQ+zdu5ehoSHS09PJz88nLi5OnCQdJzAwkMTERI4ePTrv5xpP9lk10e2OvsBirVvt6Oiw/f+cnBxRt+pC1hE4RqPR7hE4t9xyC4sXL2bnzp10dnY6OEL3ZLFYMJvNeHh4IJPJbDPgb7zxRlpbW1m/fj379+9n69atrg5VmAdEerAgTMFTTz1FVVUVAGVlZQC8+eabtgH2Z511lm3oNoBarWbjxo08++yzLFu2jGuuuQaDwcDvf/97ent7eemll0hNTZ1yHD09PWzbto1XXnkFSZK488472bRp04xHzfT19aHVahkaGsLPz49ly5YRHR09p0785XI5WVlZ7N+/n5qaGhYvXuzqkBa042uNExMTzzhyZDrMZjONjY00NDRgNpuJjY1FoVCIVL0JWOv3tFot4eHhbps1MVODg4MT3n6mXgOAQ1ODT65btb43BgcH3apHwEJ0/Lgu68XPiXh5efHUU0/xzW9+ky1btvDKK6/Mqe/KqTAYDHR1dZGYmAgcW6xaLBY8PY8tI9rb29m0aRPvvPMOcCzF/Wc/+xlXX3217XiYvB5WECYiFq2CMAUfffTRKXVQBQUFFBQU2P7/8YtWgGeeeYZly5bx8ssv89prryGXy1m5ciUPPvggl19++ZSe32g08uqrr7Jt2zZ6enq44IILeOqpp1i0aNGMvizHxsaorq6ms7MTDw8PMjMzSU5OdnrznNkSHh5OdHQ0ra2tJCQkiPRQF8vMzKSzs5Oqqiry8vJmfGInSRJdXV3odDr0ej3BwcGoVCqH1yHOB15eXmRkZFBVVUVTU9O0Lpq5wpEjMj7/3IOhIQgKgvXrzSxefOZxSlVVVRM2yNFqtaf9uZeXl0PmTBsMBmpra0+pW/X09GR0dJSGhgbi4+Px8/Ob9ecW7KdUKikqKkKn07FixYpJjz///PO57LLL+OUvf8kdd9xh133movfff59f/epX3H///Vx44YXAsb4FFouFnTt32nZSPTw82LFjBw8//LDtviaTyba4FYSZkLnLDD0HWxAvUpi/JEni448/ZuPGjRw6dIjMzEyeeOIJLr300hlduTy5w2p8fDyZmZn4+PjMYvSuMTY2RkFBAUFBQaxZs2beXgGfKxoaGqiurmbRokW2q/XTMTg4iFarpb+/H29vbxQKhUgDniJJkigqKkKv16NWq936/f7ZZ3KeesqLL7889QLaWWeZ+fLL058Mr1q1ij179pz2NpPJRFZW1mnn1k50v+mwjgmrq6vDZDIRFRWFQqE4YRdvcHCQ4uJiYmJizjhDVnCeqqoqmpubWbFiBZGRkZMeX11dzZo1a8jPz+eTTz6Zl7uJf/zjH7nmmmv42te+xt///ncAfve73/HQQw/Z+kfcfPPNPPXUU7aMAbFYFSYwrS/s+ffOEoR5xDr0/Fvf+hYXX3wxTU1N7Ny5k71793LZZZdN+8tRkiTa29vRaDTU1dURFBTE2rVrWbJkiVufwE6Fn58faWlpDAwMnPbkVHCu5ORk/P39qampsavRycnGx8c5fPgwxcXFDA4OkpaWRn5+PvHx8WLBOkXWWmOTyXTaWaHu4u23PfjmN32+WrCefO1ZOu1C1mr//v384Q9/OO1tP//5z8/4mTDTxni26KYwbzU4OJj4+Hg6Ozud0gRKmFhGRgZeXl7odDq75rBmZmZy55138vnnn/PHP/7RCRE631VXXcU555zDRx99xLZt27jwwgv57ne/S0tLC2eddRZ79+5l9+7dREVF2ZoyiQWrMNvETqsgOEB9fT3Nzc2cc845036MgYEBdu7cyQsvvIDRaOSmm27iscceIyYmZkaxDQwMoNVqGRgYwMfHB4VCQWxs7Lw88TebzRQWFmI2m8nPzxdfoi529OhRSktLSUpKIisry677WCwWGhsbqa+vx2w2ExMTg0KhEGmUs6CiooLOzk7Wrl3rdin0n30m55vf9MFimexz6cy3+/r68thjj/Hd736X6Oho2tra2L17N7t27TrtYkQul3P48GGSk5NnFPvJdauZmZmTzlsdHx9Ho9Hg7+9Pbm7uvPw8nkuam5upqqpCpVLZ9fswMDDA8uXLCQoK4tChQ/Pq88naaOnAgQOsXr3a9vPExER27drFddddBxy7UGOxWOZsWZHgVNP6gBOLVkGYZRaLhaysLEZHR6mqqiIwMHBK9zebzbz55ps8+uijdHZ2ctZZZ7Fr1y6WLVs2oxOZ8fFxqquraW9vRy6Xk5qaSmpq6rz/gunq6qK8vJyUlJRZm4krTF9ZWRnd3d3k5eURFBR0xuOsO1U6nY6xsTGCgoJQqVSz2shpoXPnFPpLLvGZcCf1v+yLWS6XT7prdtttt/H888/b9Xinc3LdanJy8pTmrc5WCr0wcxaLhaKiIsbHx8nPz7erc/7u3bu59957eeKJJ9i0aZMTonQei8WCXC7n1ltv5Y033uDCCy/kX//6l+12kQosTJFIDxYEdyCXy9mxYwetra3s3LnT7vtJksSePXtYu3Ytt912Gz4+PvzqV7/iH//4B8uXL5/2CaXZbKa+vh6NRkN7ezuxsbHk5+eTkZEx7xes8N+OkE1NTQwPD7s6nAVPqVQik8nQarWc6aLp0NAQ+/fvp7y8HLPZzOLFi8nNzRUL1lnm5+dHamoqAwMDtvEr7uDIEdkZUoLtd/HFF5/w/ydbsCoUCnbs2DGt57JmA2g0mhnNW01OTsbPz2/aKfTC7JHL5ahUKkwmk90jcG688Uays7N58sknaWtrc3CErvH000/j5eVFdXW1bd6zWLAKziIWrYLgAP/zP//DeeedxzPPPGP7YD8TSZJoaGjgO9/5Dueeey5arZbHHnuMAwcOcNVVV82obrWzs5PCwkJqamrw9/dnzZo1LF26dEGNBJHJZKhUKoAJF0qCc/j7+5OSkkJfXx9dXV0n3GYwGDhy5AhFRUX09/eTmppKfn4+CQkJbrULOJ+kpqbi6+tLdXU1JpPJ1eEA8Pnn1otp0/8337BhAw899JBdx2ZmZvL3v/99ylkxU6lbtYd1oWQ0Gqmvr5/y/YXZFRERQWRkJC0tLXZd8PT09GTXrl0MDQ3x6KOPzqvvGrlcjtlsJiIigu3bt9PY2Gi7yCMWrIKziEWrIDiATCbjpZdewmKx8OMf//iMX17Dw8Ns3bqVxYsX8/vf/57vfOc7lJaW8sgjj8yoJsa6U1VRUXHCTtVCHQkSEBBAcnIyvb29dHd3uzqcBS8tLQ0fHx90Oh1msxmLxUJDQwMajYbW1laio6NRq9UoFApxQuRgHh4eKJVKxsfH3WahNDQ0O4+zdetWPvjgA5YsWXLa2/38/PjRj37El19+SXx8/JQee3h4mNLSUsrKyjAajSxatIjc3NwZj8uJjIwkPDycpqYmRkZGZvRYwsxZS0rsveB5zjnn8M1vfpO33nqLffv2OTo8p7JeQH/ooYdQKBR0dHTQ2Njo4qiEhUTUtAqCA23cuJHnnnuOv/zlL3zzm9+0/dxisfDb3/6WTZs20dLSwpo1a9i1a9eM68oMBgM1NTW0trYik8lOmAW40JlMJjQaDXK5HLVavSBSo91Ze3s7hw4dIiYmhqGhIUZHRwkMDESlUhEeHu7q8BYUSZLYv38//f39qNVq/P39XRrPL37hyYMPTl5DeLKf/tTAj350+t3iI0eOUFpaSkdHB76+vqSkpHDeeedNeUd0pnWr9hgeHqaoqIiIiIh5O/dzLtHpdDQ2NpKTk2Mb5zKRuro6Vq9ezZo1a/jiiy/m1QgcayrwkSNH6O3t5ayzznJ1SMLcJBoxTWBBvEjB/QwMDKBSqfD39+fw4cP4+vqyd+9eNmzYQGFhIfHx8Tz++ONcd911M/piO3kWYHR0NAqFwuUnn+6mra2Nw4cPk56eTkZGhqvDWdCGhobYt2+f7SRIoVCINGAXGhoaoqioiKioKHJyclway5EjMtas8ePYV7c9vw/HjispGWPxYsd83dszb3U2TXVWqOA4RqMRjUaDl5cX69atm/S7WpIktmzZwrPPPsu7775r664rCIKNWLROYEG8SME9vf3229x0003cf//9HD16lHfeeQcfHx/uvfde7r///inXUZ3M2mFV7FRNTpIkSkpKGBoaQq1Wz6uxBHOFdafKOpAejqVEih0l16usrKSlpYWVK1fOOM11puzvHnzM2Web+eij8VmPQ5Ikjh49esJnrFKpdPh/n6kulATHamlpobKyEoVCQWpq6qTHDw4OkpOTg6+vL0eOHHHaBeSWlha2bNnCRx99RE9PD3FxcVx55ZVs3bpVNLIT3IlYtE5gQbxIwT2NjIywePFimpubCQ0NZf369ezYsYOUlJQZ7SqdPAswIyODhIQEcXIzicHBQYqLi4mOjmb58uWuDmfBsFgstLS0UFtbe8JOVWNjI62trW6xUFroDAYDGo0GHx8f8vLyXPpZYv+cVpDLJf7613HOO2/iDsFTNZ15q7PJOitUqVSSkpLilOcUTk+SJIqKitDr9XaPwHnnnXe48847+clPfsJjjz3m8Bhra2tRq9V0dXVxxRVXkJWVxd69e/nss89QqVRoNBrxGSu4C7FoncCCeJGCe7FYLPzhD3/gkUceoauri5GREfLy8vj3v/89o8Wq0Wg8YacqKSmJ9PT0Wa2pmu+OHDkiFkpOdHw2QEBAACqVyvbf3Z0WSgI0NTWh1WpRqVQkJye7NJa33/bg7ru9v1q4npwqfOz/y+USL79s4MYbzbP2vM6oW7WHxWKhuLh4SgslwXF6e3vZv38/CQkJLF68eNLjzWYz5557LjqdjqqqKofP3r3kkkv417/+xYsvvsg999xj+7m1t8YPf/hDXnnlFYfGIAh2EovWCSyIFym4B0mSKC8vZ8OGDXz++edERUWxdetWPvnkE/70pz/x61//mm9961tTflyLxUJrayu1tbUYjUYiIiJQqVQOq6maz8RCyTnszQZwp4XSQuduC6XPPpPz9NNe/Oc/p6YKn322mYcfNs7aDquz61bt0dPTw4EDB+xeKAmOVV5eTldXF3l5eQQFBU16vEaj4eKLL+b666/n7bffdljNfl1dHRkZGaSmplJbW3vCZ+zQ0BBxcXFIkkRXV5c4ZxDcgVi0TmBBvEjB9To7O9m6dSuvv/46Hh4e3HnnnTzyyCOEhITQ0dFBTk4OoaGhlJWVTWlWak9PDzqdjuHhYfz9/VGpVKI5xwyJ1DvHmWo2gLstlBa6qe4oOcORIzI+/9yDoSEICoL1682z1nTJVXWr9prqQklwnNHRUQoKCggNDWXVqlWTLkIlSeLGG2/kD3/4A4WFheTl5Tkkrl/+8pfcdttt3H777bz66qun3G7dhf3444+54IILHBKDIEzBtBatYntBEGbB+Pg4zzzzDFlZWbz66qt87WtfY+/evTzxxBOEhIQAEBsby/33309zczNPPvmkXY87OjpKWVkZBw4cQK/Xo1QqWbdunViwzoKEhAQCAwOpq6tjfHz2G7gsRNadKo1GQ3NzMxEREaxbtw6VSjVhaqVcLkelUmEymaipqXFixMLphIeHEx0dTWtrK0OzNTR1hhYvlvjRj0w8/LCJH/3INGsLVkfNW51NCoUCmUxm96xQwXH8/f1JSUmhr6+Prq6uSY+XyWRs374dX19fNm7ciMUyu3XXVlqtFvjvXNmTKRQK4Nj4HkGYq8SiVRBmQJIkPvzwQ5YvX84DDzxAXFwcf/7zn3nvvfdQKpWnXIXdsGED3//+91m6dCl6vf6Mj2symaiurqagoIDu7m4SExPJz88nJSVFpLLOErFQml09PT0UFRVRVVWFt7c3K1asYMWKFXanoh2/UBocHHRwtMJklEolcrmcqqqqeblQMhgMVFZWUlhYSG9vLykpKeTn55OYmOh2n7FTXSgJjpWWloa3tzc6nQ6zefJa6uTkZO69914KCwv57W9/65CYBgYGAGwXyU9m/Xl/f79Dnl8QnMG9PpkFYY6QJInDhw/z9a9/nW984xt0dXXxs5/9jMLCQi666KIzpgx5enry9NNPExISQnV19Wkft7W1FY1GQ0NDA2FhYeTl5bFo0SKRMukA4eHhxMTE0NbWZvvSF6ZmZGSE0tJSDhw4wPj4OCqViry8vGllA8z3hdJc4ufnR0pKCv39/XR2dro6nFljsVhobGxEo9HQ0tJCVFQU69atQ6lUunUzu6kulATH8fT0JDMzE71eT1NT06THy2Qy7r//fuLj49m0aRPDw8NOiPJE1s9TMQdbmMvEolUQpqinp4f77ruPnJwc/v3vf/PDH/6QsrIy7rzzTrtOekJDQ4mLi6Ojo4O+vj7bz/v6+iguLubIkSN4eHiwfPlyVq5cKWqYHEwslKbHaDSi1WopLCykp6eHpKQk8vPzSU5OnvZOlZ+fH6mpqQwMDNDR0THLEQtTlZaWho+PD9XV1XN+oSRJEt3d3RQWFqLT6fD19WXlypXk5OTMicY0np6eKBQK9Ho9jY2Nrg5nwYuPjycoKIj6+nq7yksCAwPZtm0bLS0t7Nq1y67vGoPBYHc81p3UM118tWavnGknVhDmArFoFQQ7mUwmXn75ZVQqFS+++CLnnHMORUVFPPPMM1PeVVIoFHh4eFBVVcXo6CgVFRXs27eP0dFRMjMzUavVREdHi6uiTuDr60t6ejqDg4O0tbW5Ohy3J0mSrW61qamJ8PBw8vLyyMrKmpVsgNTUVHx9fdHpdJhMplmIWJguDw8P20KpoaHB1eFM2/DwMAcOHHDrulV7xMXFERwcTH19/YTlJYLjyWQyVCoVZrPZ7vKS6667jtWrV/PMM89MuEM7NjbGE088QUZGBt3d3XY9tkqlAs5cs2rN7DpTzasgzAVi0SoIk5AkiY8//piVK1dyzz33EBoayu9//3v+8pe/sHjx4mktLH18fEhLS2N4eJiCggI6OzuJj48nPz+ftLQ0t6upmu9SUlLw8/Ojuroao9Ho6nDcVm9vr61u1cvLi5ycHFasWEFgYOCsPYeHhwdKpRKDwUB9ff2sPa4wPbGxsYSGhtLQ0MDY2Jirw5mS4+tW+/r63Lpu1R7WhZLFYhF1+G4gLCxsSuUlHh4ePP3004yOjvLII4+cstsqSRLvvfceixYtYvPmzcTGxtLT02NXLOeddx4A//rXv05p9jQ0NIRGo8HPz89h3YsFwRnm3qe2IDiJJElUV1dz1VVXcdFFF9HY2MiOHTsoKSnh8ssvn/ZJjyRJtLe3n3CldcWKFSxZsgQfH5/ZCl+YAmtTJqPRSF1dnavDcTvWLtb79+8/oYt1VFSUQ7IBoqOjCQ8Pp7GxkZGRkVl/fMF+xy+U5krn0blat2oPa3lJe3u7aKrjBhQKBXK5HJ1OZ1fKb25uLtdeey2/+93v0Gg0tp/v27ePs88+m2uvvRaj0cjbb79NcXExWVlZdsWRkZHBxRdfTENDAz//+c9PuG3r1q2MjIxwww03zIlUeEE4EzGnVRBOY3BwkJ07d/LCCy9gMBi44YYb2Lp1KzExMTN63IGBAbRaLQMDA/j6+hIXF0d9fb1bzUNcyEpLS+np6SEvL29Wdw/nKpPJRF1dHU1NTUiSRGJiIhkZGU5pCjY8PExRURERERGsWLHC4c8nTOzIkSO0trayatUqwsPDXR3Oabn7vNXZotfrKSgoICAggLVr14oyEherqamhvr6epUuXEhsbO+nxLS0ttgvV77//Po899hjvvPMOvr6+PPjggzz00EPT+v6pra1FrVbT1dXFFVdcwaJFiyguLuazzz5DqVRSUFAw794Lwpw1rQ8tsWgVhOOYzWbeeustHn30UTo6OlCr1ezatYucnJwZnRjo9Xpqampob29HLpeTmppKamoqHh4eVFRU0NnZydq1a0WTBBcbGRmhsLDQ7sHx85W1i3VtbS0Gg4Hw8HCUSqXTm4JVVVXR3NxMTk4OUVFRTn1u4UQGgwGNRoOvry+5ublul147PDyMVqult7cXLy8vMjMziY+Pd7s4Z0t9fT01NTUsWbKE+Ph4V4ezoJnNZjQaDTKZDLVajYeHx4THS5LEjh07eP311xkaGsJgMPDd736XJ598kuTk5BnF0tzczJYtW/joo4/o6ekhLi6OK6+8kq1bt7rtxSZhQRKL1gksiBcpTJ8kSXz55Zds2LCB/fv3k5yczI4dO/jWt741o5Mes9lMU1MT9fX1mM1mYmNjUSgU+Pr62o4ZGxujoKCAwMBAcdXcDVRXV9PQ0MCyZctmvLM+F/X19aHVahkaGsLPzw+lUumwNODJGI1GNBoNXl5erFu3bt4uQOaKxsZGdDodWVlZJCUluToc4Nhiura2lpaWFmQyGcnJyaSlpc35NODJmM1mCgoKsFgs5Ofn4+np6eqQFrT29nYOHTpEeno6GRkZZzzOYrHw+uuv88QTT3D06FF8fX354IMPuPDCC50YrSC43LROKMQZgLCgSZJEY2Mj3/3udznnnHOorKzk0UcfZf/+/Vx99dUzqlvt7OykoKCAmpoaAgICWLNmDUuXLj1hwQrHxnyI7rXuwzrmY6HNQxwbG6O8vJx9+/YxNjaGQqFweRdr647Z6OioXfMQBcdKSkoiICCA2tpalzcsm891q/YQDcvcS2xsLCEhITQ0NJyxs/Mnn3xCbm4uGzduBOBHP/oRer2eTz/9VIxbEwQ7iJ1WYcEaGRlh165d/OxnP2N0dJTrrruOxx9/nMTExBk97tDQEFqtlr6+Pry9vVEoFMTFxU144m+xWCgoKMBkMpGfn78gTrrcmfWqeVpaGpmZma4Ox6FMJhP19fU0NTVhsVhISEggIyPDbZqCSZJEcXExo6Oj5Ofnu01cC9XRo0cpLS0lKSnJ7iYxs2mh1K3aQ5Ik9u/fT39/P2q1Gn9/f1eHtKANDAywd+9eYmNjWbp0qe3ner2e6upqbr/9drRaLT/4wQ/YsmULAQEBXHzxxZSWlnL48GHS09NdGL0gOJVID57AgniRgn0sFgvvvvsumzZtorm5mdWrV7Nr164Zp+YaDAZqampobW1FJpORkpJCWlqa3Wlb3d3dlJWVuexkUPgvSZLYt28fg4ODrFu3bl6eDFq7WFdXV2MwGAgLC0OlUjm9btUe/f39lJSUEBcXR3Z2tqvDWfBc1bBsodWt2mNoaIiioiKioqLIyclxdTgL3qFDh2hvb2fNmjUEBQXR0NBAQ0MDFosFk8mEUqk8IX14//79nHvuuVx99dW89957ojxIWCjEonUCC+JFChOTJImSkhI2bNhAQUEBcXFxPP7441x33XWTNk6YiMViobm5mbq6OkwmE9HR0SgUimktdEpLSzl69Ch5eXluuXhYSObzyeDxdau+vr4olUqXpgHb4+DBg3R0dLBmzRpCQ0NdHc6CNjo6SkFBAWFhYaxcudLhvzcLtW7VXpWVlbS0tLBy5coFuePsTvR6PRqNBh8fH8xmMwaDgZCQEFQq1WkbLUqSxA9/+EN+85vf8Nlnn7F+/XrnBy0IzicWrRNYEC9SOLO2tjY2b97M22+/jbe3N/feey/333//jBaGp0tTU6lUM+rQZz0ZDAkJYfXq1W69iFgIrCeDK1asIDIy0tXhzNjY2BjV1dV0dnbi4eFBWloaycnJM7po4yxizId7cUbDspMvCEZFRaFQKMSsyZNYOzv7+PiQl5e3oHeeXa2/v5+KigrGx8fx8vIiKyuLmJiYCT+v2traWLFiBQqFgpKSkjnxeSwIMyQaMQnTYzQaeeGFF7j55pvJycnB29sbmUzGL3/5yzPe56233kImk53xzyuvvOLEV3BmY2NjPPnkk2RlZfHWW29xxRVXsH//frZu3TqjBevw8DClpaWUlZVhNBpZtGgReXl5M24p7+/vT2pqKv39/XR0dMzosYSZy8zMxMvLC61Wi8VicXU402Y2m6mpqaGgoIDOzk7i4+PJz88nLS1tzpwg+fr6kpaWJhqWuYm0tDS8vb0d0rBMkiS6u7spLCxEp9Ph6+vLypUrycnJEQvW0/D29iYjI4ORkRFaW1tdHc6CNDY2RkVFBSUlJRiNRjw9PZHJZERGRk56gS0+Pp6NGzdSWlrKG2+84aSIBWHuET3SBUZGRrjvvvsAiImJITY2lubmZrvue8UVV5w2dXL16tWzGOHUWSwW/vjHP/Lwww9TV1fH0qVL2bVrF2efffaMdmiMRqMtTQ0gOTmZ9PT0WU1TS0tLs9UaRkVFiVEGLmStm6usrKSpqYnU1FRXhzQlkiTR0dFBdXU14+PjhIaGolKpCA4OdnVo05KSkkJrayvV1dVER0eL9FAX8vT0RKFQcPjwYRobG2eticzJdauLFi1a8HWr9khMTKSlpYWamhpiYmLw9vZ2dUgLgslkoqGhgcbGRiwWC/Hx8WRmZtLX18fBgwdpaGiwq5nfvffey9tvv81jjz3Gt7/9bTGzXRBOQ5wNC/j7+/P3v/+dnJwc4uLi2LZtG48//rhd973yyiu56aabHBvgFEiSRHl5ORs3buSzzz4jMjKSF198kRtvvHFGiz+LxUJra6tt1ENkZCRKpdIhV/2towwqKiqor69HoVDM+nMI9ktISKClpYW6ujpiY2NPGVnkrvr7+9HpdAwMDODr68vSpUsnTVNzd3K5HJVKRVlZGXV1dahUKleHtKDFxcXR3NxMfX098fHxM3pvnFy3am1kJy5M2Ecul6NUKiktLaWurk4083MwSZJoa2ujpqYGg8FwygXBmJgYmpubaWxsJCEhAT8/vwkfz8/Pjx07dnD99dezY8cOdu3aNac/qwXBEcSlSwFvb28uvfRS4uLiXB3KjHR1dXHnnXeyevVqvvzyS+655x7Ky8v5wQ9+MKMFa09PD0VFRVRVVeHt7c2KFStYsWKFQ9PUoqOjCQ8Pp7GxkZGREYc9jzA5mUxGVlaWLcXW3en1eg4ePEhJSQlDQ0NkZGSgVquJjY2dFydBkZGRRERE0NzczPDwsKvDWdCs7w2LxUJ1dfW0HmOhz1udTZGRkURGRtLS0iLeGw7U29tLcXExR44cwcPDg2XLlrF69eoTMlhkMhkqlWpK740rr7yS/Px8XnzxxWm/nwRhPhOLVmFGysrKeP7553nqqaf41a9+ZUubdabx8XGee+45srKyePXVV7nooovYu3cvTz755Iy6jI6OjlJWVsaBAwcYHx9HpVKRl5fnlIY81i88AK1WKwaPu1hoaChxcXG0t7fT39/v6nBOy2w2U1tbi0ajoaOjg7i4OPLz80lPT58zdav2EO8N9xISEkJcXBwdHR309fXZfT9Rt+oYSqUSEO8NRxgdHaW8vJz9+/czOjqKQqFg3bp1Z8xgCQ4OJj4+ns7OTrveG3K5nF27dmE0Gnn44YfFv58gnESkBwsz8sILL5zw/z08PLj11lt5/vnnHZ5GKUkSf//733nggQeoqqoiKyuLN954g4suumhGO0omk4m6ujqampqQJInExEQyMjKcXiMUGBhIcnIyjY2NdHd3Ex0d7dTnF06kUCjo6uqiqqqK3Nxct9m1tNat1tTUoNfrJxyvMF8EBASI94Ybsb43tFqtXe8NUbfqOOK9MftMJhP19fU0NjYiSRIJCQlkZGTg4+Mz6X0zMzPp7Oy0+72xfPlybrjhBt5++20+/fRTLrjggtl6GYIw54lvCGFa0tLSeOmll9BqtYyMjNDW1sZ7771Hamoqr776KrfccovDnluSJI4cOcJll13G5ZdfTkdHBz/96U8pKiri4osvnvZiQpIkWltb0Wg0NDY2EhYWRl5eHosWLXJZU4v09HS8vb3RarWz3qFTmBofHx/S09MZGhpymw6dAwMDlJSUcOjQISRJIjs7mzVr1szrBauV9b3hiO61wtTY+94wGAxUVlZSWFhIX18fKSkp5Ofnk5iYKBass+j498Zc7nruapIk0dLSgkajoaGhgdDQUPLy8li8eLFdC1Y49t5IS0tjaGjIrq7nMpmMrVu3EhwczIYNGzCZTDN9GYIwb4hviXkiNTV1whE0J//5/ve/P6PnO/fcc7n77rtRKpX4+/sTFxfH//zP//DZZ58RFhbGu+++S3l5+Sy9uv/q7e1lw4YN5OTk8K9//Yvbb7+dsrIyfvSjH82o/qmvr++EGpXly5ezcuXKGY3FmQ3WDp16vZ6GhgaXxiIc6xbt7+9PTU0NRqPRZXHo9XoOHTrE3r17GRoaIj09nfz8fOLi4txmB9jRrO+NsbExGhsbXR3OgpecnIyfn99p3xuibtW5PD09yczMFO+NGejt7aWoqIjKykrbOcGqVaumdU6QkpJie2/YswiNiYnhwQcf5ODBg7z++uvTCV8Q5iWRHjxPZGRkTCkdNz4+3iFxJCUl8fWvf53f/OY37Nmzh+XLl8/K45pMJl5//XW2bNnC0aNHOe+883j66adZvHjxjE7Sx8bGqK6uprOzEw8PDxQKBcnJyW511T8uLo7W1lYaGhqIj4+ftAuh4DjW7rWlpaXU1NSwaNEipz6/2WymsbGRhoYGzGYzsbGxKBSKOdPReLbFxcXR0tIyK91rhZk5XWdnSZI4evQoOp2O0dFRAgMDUSqVREREuDrceS8+Pv6Ezs727gwudCMjI1RXV9Pd3W27MDbTcwJrZ+fy8nK7JwLcddddvPnmm2zZsoVrr712xjPgBWE+EIvWeeKTTz5xdQg2UVFRALPS9VaSJD799FM2btxIRUUF6enpvPzyy1x22WUz+hIxm822GpXjZ6u54xe7tUNnUVERWq32tHNxBeeJjIwkKiqKlpYWEhMTnbIbL0kSXV1d6HQ69Ho9wcHBqFSqGTUamw+sTZn27t2LTqdj2bJlrg5pQTu+s3NYWBjNzc2ibtVFrN8bJSUl1NTUsGTJEleH5NaMRiN1dXU0Nzc7pJdFVFQUYWFhthE4/v7+Ex7v4+PDE088wXXXXcf27dt59tlnF0wWjSCcifj2EGZdcXExwIyGzUuSRE1NDVdffTUXXngh9fX1bN++nZKSEr7xjW9M+8RHkiTa29vRaDTU19cTHBxMbm4uS5YsccsFq1VQUBCJiYl0d3dz9OhRV4ez4CmVSuRyOVVVVQ7v8Dg4OMi+ffuoqKjAYrGwZMkS1q5du+AXrFYhISFT6tApOI5MJiM9Pd02L7u3t1fUrbpQaGgosbGxtLW1MTAw4Opw3JLFYqG5uRmNRkNTUxNhYWGsW7du1ntZWC+wSZKETqez6z6XXXYZ5557Lj//+c+pqqqatVgEYa4S3yDCtPznP/855WeSJPHkk09SWFhIZGQkX/va16b12IODg2zatIns7Gz+/Oc/c8MNN1BWVsbGjRtnlP53fNMamUzG0qVLT5mt5s4yMzPx8vJCq9WK5hou5u/vT0pKCv39/XR0dDjkOcbHxzl8+DDFxcUMDg6SlpZGfn4+8fHx4or7STIzM/H09KSqqkq8N1zEWrdaWlpq+1lWVpaoW3UxhUKBXC4XI3BO4/gZ7F5eXuTk5LBy5UoCAwMd8nxBQUEkJCTQ3d1Nb2/vpMfL5XKefvppzGYzDz74oPj3ExY82QJ5EyyIFzkTTz31lO1KXllZGeXl5ajValvtxVlnncWtt95qO14mk6FUKlmzZg0JCQkMDAyg0Wg4dOgQ/v7+/OlPf+Liiy+eUgxms5l33nmHzZs3097ezrp16/jpT39KTk7OjE7S9Xo9NTU1tLe3I5fLSU1NJTU1dU7OrmxpaaGyshKFQkFqaqqrw1nQzGYzBQUFSJKEWq3G03N2qi2sJ//19fWYzWZiYmJQKBSilnkSjY2N6HQ6srKySEpKcnU4C8bp6lYzMjJsDWzUarXYYXWx2tpa6urqyM7OJi4uztXhuNzIyAg6nY6jR4/i6elJRkaG0zIBDAYDGo0GX19fcnNzJ31OSZL48Y9/zO7du/nHP/4x7c0AQXAz0zqpF4tWAYD169fzxRdfnPH2G2+8kbfeesv2/x988EH27t1LdXU1vb29yOVykpOTufDCC9m4ceOUUoMlSUKj0bBhwwb27dtHUlIS27dv5+qrr55x3ar15N9iscyLpjWSJFFcXMzo6ChqtXpOv5b5oLOzk4qKClJTU+1qrjERSZLo7u5Gp9MxNjZGUFAQKpWKsLCwWYp2frNYLBQVFWEwGFCr1S4bU7WQnDxvNTMz01a32traypEjR8jMzCQtLc3VoS5ojrrANtcYjUZqa2tpaWkBIDEx0TYeyJmmeoGtq6uLnJwc4uPjKSsrE59twnwgFq0TWBAvci5qamrikUce4d1338Xf35+NGzfy4x//eNImBROZ701r+vv7KSkpITY2lqVLl7o6nAVNkiT2799Pf38/69atIyAgYFqPMzQ0hFarpa+vD29vb9vJv0gDnpqenh4OHDhAYmKi0zs7LyQGg8F28i+TyUhOTiYtLe2ENODjL7Dl5+e7dc+AhaCjo4ODBw+SlpZGZmamq8NxKovFQktLC7W1tZhMJiIiIlAqlQ5LA7YnnsLCQoxGI/n5+Xalz7/44ots2rSJF154gXvvvdcJUQqCQ4lF6wQWxIucS0ZGRvjpT3/KT3/6U0ZHR7n22mt5/PHHZ5zWNzQ0RFVVFf39/Xh7e6NQKObl7MrDhw/T1tbGqlWrRCt8FxseHqaoqIiIiAhWrFgxpfsaDAZqampobW1FJpORkpJCWlragt0JmQ1lZWV0d3eTl5fn8jnL8421aU1dXR0mk4moqCgUCsUZL9ZYL7DFxcWRnZ3t5GiF40mSxL59+xgcHEStVi+YcgNr6vrIyAgBAQEolUoiIyNdHRbd3d2UlZWRnJyMSqWa9HiDwcDatWvp6elBq9W6xWsQhBmY1km5KDQR7GYwGNi1axe/+c1vpv0YFouFd999l8WLF/P444+zaNEiPv74Y3bv3j2jBavBYODIkSMUFRUtiKY11sYzoimT6wUGBpKYmMjRo0fp7u626z4Wi4WGhgY0Gg2tra1ER0fbasjFgnVmrJ2dReOZ2WNNXS8sLESn0+Hr68vKlSvJycmZMLvA2r22vb1ddK91MWv3WovFYnf32rlseHiYAwcOUFpaisFgICsri7y8PLdZ7B0/Hsqe8YDe3t488cQT9Pb28vjjj4vPNmFBEjutgt30ej3Z2dkMDg6i1WqnVGtnvcq7YcMGNBoNsbGxbNu2je9+97szaohksVhoamqivr4ek8lEdHQ0SqVyQVxFbmpqQqvVolKpSE5OdnU4C5rRaESj0eDp6Tlh45mT61YDAwNRqVRit3yW1dTUUF9fz9KlS4mNjXV1OHPaRHWr9tDr9Wg0GgIDA1m7du28vIg4lxw5coTW1tZ5m6VjMBioq6uz1a0mJSWRnp7ulh2sp5qlI0kSV155JZ9//jmlpaUie0GYy8ROq+BYvr6+vPDCC3R3d7Nlyxa779fW1sYPfvADcnNz2bdvHw888ABlZWVcf/31016wHn/lv7q6Gl9fX1atWsXy5csXxIIVjjWRCAwMpLa2FoPB4OpwFjQvLy8UCgVjY2M0Njae9hjrlf/y8nJMJhOLFi0iLy9vXp44ulpaWho+Pj5UV1djNptdHc6cZDAYqKyspLCwkL6+vmnPW/X19SUtLY3BwUHa29sdGLFgj+OzdObTpoW167pGo6G5uZmIiAjWrVuHSqVyywUrnJilY8/8dZlMxpNPPokkSTzwwAPz6t9PEOwhdlqFKfvGN77B3//+dw4cOMDy5cvPeJxer+f555/niSeeYGhoiCuuuIIdO3aQlpY2o6vtp7vyn5CQsCCv4Pf29rJ//37i4+NZsmSJq8NZ0CRJYu/evQwPD5Ofn2/r7GxP0xph9rW3t3Po0KEF2XhmJqZat2oPs9lMYWEhZrOZ/Px8kQLvYtbutYsWLSIxMdHV4czI6UYuKZVKIiIiXB2aXaxZOt7e3uTl5dk1AueBBx7glVde4YMPPuDyyy93UqSCMKtEI6YJLIgX6Sx1dXUsXryYNWvWsGfPnlMWixaLhT//+c889NBD1NbWkp2dza5duzjnnHNmtLA8uV29O6f9OFNFRQWdnZ2sXbuWkJAQV4ezoA0MDLB3715iYmLIzs4+oWPlbJz8C/ZbqI1npsvRJ/9dXV2Ul5eTkpKCUqmclccUpmc63Wvd0dDQEDqdbtqp6+5iqqU+R48eJScnh+joaMrLy0VnbmEuEunBgnOkp6fz8MMP8+WXX/LrX//a9nNJkigvL+eiiy7i6quvZmBggBdeeAGNRsO555477QWrtW51LqX9OJO18UxVVZVIF3KxkJAQ4uPj6ezs5Msvv0Sr1eLj42NX0xphdslkMrKyshZM45mZsKaul5WVYTQaWbRoEbm5ubO6WxUVFUV4eDhNTU12NZ4RHEcul6NUKjEajdTV1bk6nCk7vvHiTFLX3UViYiIBAQF2l/pERkayefNmtFotP//5z50QoSC4B7HTKgDHUnm7urrsbugzNjbG4sWLGRsbQ6fTMT4+zpYtW3j99deRyWTccccdbNq0acazUa3t3d2tXb27qa+vp6amZl6ke81lw8PDVFVV0dfXB4BKpZqzJ1LzRWVlJS0tLaxcuXLOpAw6i7NT12cyHkqYfQcOHKC3t5e8vDyXzSyditM1XlQoFDOa6+4urDOmk5KSyMrKmvR4o9FIXl4enZ2dVFVVER0d7YQoBWHWiJ1Wd/P+++9zzz33cPbZZxMcHIxMJuP73//+aY9taGhAJpOd8c91113nsDjNZjO5ublcc801do9P8fPz47nnnqOzs5NvfvObqFQqXnnlFS688EL27t3LU089NaMF68jICKWlpRw4cIDx8XFUKpVbtat3NykpKfj7+1NTU4PRaHR1OAuO0WikqqqKoqIi+vv7bb/7MplMLFhdLCMjQ4yHOsnxTWtaWlqIiopi3bp1KJVKh2avTLXxjOBY1vmgOp3OrbN0JEmiq6uLgoKCUxovzocFK0BERASRkZG0tLQwPDw86fFeXl48+eST9PX1sWXLFrf+9xOE2eLW3RBkMplckqQ5e5axY8cOysvLbV/UVVVVk95n+fLlXHnllaf83JGtzT08PPjOd77Dpk2b2L17N7fddtuk95EkCW9vbwIDA9mzZw8rV65k8+bNXHzxxTOuW62vr6epqQlJkmx1q97e3tN+zIVALpejUqkoLS2ltrbWriu1wsxZLBZaWlqoq6vDaDQSGRlpG7lUVFRETU0NMTEx4vfXhby9vcnMzKSqqoqWlpYFPR7KHZrWZGRk0NHRgVarJTw8XFzUcaGAgACSkpJoamri6NGjREVFuTqkUwwNDaHVaunr68Pb25vFixfP2/nrSqXSNgt5xYoVk77Giy66iEsuuYRf/vKX3HnnnRM2xhSE+UCkBzvQZ599RmJiIpmZmXzxxRecd955fO973zuhDtSqoaGBtLQ0brzxRt566y2nx2owGFi6dCk9PT3odLozjuGQJImqqioeeOAB/v73v5OamkpLSwvZ2dn85z//mfYJiCRJtLa22mo6wsPDUalUcyJlyZ2UlZXR3d1NXl4eQUFBrg5nXpssdd2a7pWQkMDixYtdGKlgsVgoLi5Gr9eTn5+/IC8izHTe6mxqbm6mqqoKpVJJSkqK059f+C9r91ovLy/WrVvnNhcRxsfHqampoa2tDZlMRkpKCmlpafO+87RWq6WpqYmcnBy7LiJotVpyc3M5++yz+fe//+02/36CMIm5mx4sk8nkX/0tk8lkZ8lksp/IZLLfymSya2QyWYD1NtdGOXXnnXceCoViTlwR9Pb25qWXXqKnp4fNmzef9pi+vj42btzI8uXL+eijj7jtttv4/PPPuemmmygrK2P37t3Teu6+vj6Ki4uprKzEw8OD5cuXs3LlSrFgnQbRlMnx7E1dj4iIIDo6mtbWVgYHB10UrQD/zUQwmUzU1NS4Ohynmq15q7PJOmO6rq6O8fFxl8QgHGO9gDE6OkpTU5Orw8FsNlNfX49Go6GtrY2YmBjy8/NRKBTzfsEK2CYi6HQ6u8oZlEolP/zhD/n000/585//7PgABcGFXL7TKpPJZNJXQchksqeA+4DjL4P/GbhNkqSek4+fApefvX/++ed27bRaO+/29PTYuuQuW7bMaXFeffXV/OlPf6KkpIRVq1YBYDKZ+OUvf8mWLVvo7u7m3HPPZdeuXSxZsgSZTMbg4CDLli3DYrFQXl5OWFiYXc81NjZGdXU1nZ2deHh4kJ6eTnJysrhSOEO1tbXU1dWRnZ1NXFycq8OZN6ydNpubm4FjJ96Tpa6PjY1RUFBAUFAQa9asmRMXsOazhTQeyhHzVmdTX18f+/btEzOm3YAkSRQVFaHX61Gr1S4ZoWKtW9XpdOj1eoKCglCpVHafT8wnLS0tVFZW2p2J0NfXx/LlywkLC+PgwYO2GeGC4Mbm7E6rB4BMJrsXeAg4DNwG3A9UAVcCN1oPliRJOn7XdS7uwE7k3//+N3fccQebN2/mjjvuYPny5Zx33nlOuwL67LPP4uvry1133cXY2Biffvopq1ev5s477yQwMJB3332XDz/8kOzsbNsJeHBwMFu3bqWnp4d33nln0uew7nYUFBTQ2dlJfHw8+fn5pKamigXrLEhNTcXX1xedTofJZHJ1OHOe9eRfo9HQ1NREeHg4eXl5ZGVlTZpm6ufnR2pqKgMDA7S3tzspYuFMFAoFcrkcrVY7bzMRJEmiu7vbVhvn6+vrliOXwsLCiImJoa2tTWQiuJhMJrNlItTW1jr9+QcHB9m3bx8VFRVYLBaWLFlCbm7uglywAiQkJNgyEewZgRMWFsZjjz1GTU0NL7zwghMiFATXcOlOq3XXVCaT+QNtQCtwlSRJ2q9uXwz8E6gFvgFcDyiADuAI8IkkSaN2PJXLz04m22nt6uri5Zdf5sorryQ9PR04tiuwbds2PvvsMzIzMykrK3PKSceOHTt47LHHiIiIoKenh8DAQB588EHuvvvuM17Bs1gs/P73v7d1oTxdnJIk0d7eTk1NDePj44SGhqJSqQgODnb0S1pwOjs7qaioICUlBaVS6epw5qze3l60Wi3Dw8P4+/vb6lancq3MbDZTUFCAxWIhPz9/QaS4uTNrJsKSJUuIj493dTizyp3qVu0hMhHcizUTITc31ynfy3q9ntraWtra2pDL5aSkpJCamio+Izn23bN//367eyKYTCbUajXNzc1otVpiY2OdEKUgTNu0PuxdvWiVS5Jkkclkm4HtwH2SJL0ok8k8ASRJMslksgIgAagALvvqrhagHXhVkqQddjyV2y9az8RkMnHWWWdRXFzM888/z49//GMHRnmMXq9HqVTS3NxMeno6f//730lKSpr0fiMjIxQWFhIWFsbKlStPOAHp7+9Hp9MxMDCAr68vCoWCmJgYcZLiIJIkceDAAfr6+s54EUE4s9HRUXQ6Hd3d3Xh6epKenk5SUtK0T/67urooLy8XFxHcwHy8iODseauzSZQzuA/rRYTg4GBWr17tsO9ns9lMY2MjDQ0NmM1mYmJiUCgU+Pn5OeT55qry8nK6urrsbqz42Wefcfnll3Prrbfy2muvifMrwZ3NvfTgrxasgRzbRdUBf/nqJtlXC1YFkAlEAwPARcD/AD/h2MJ1m0wm+67zI3ceT09Pbr31VgD27NnjlOf08fGx1VFkZ2cTFRWF2Wye9H4BAQGkpKTQ29tLV1cXcGwBfOjQIUpKShgaGiIjIwO1Wk1sbKz4QHUgmUxmG3sjmjLZz2QyodPpKCgooLu7m8TERPLz80lJSZnRblVUVBTh4eE0NTUxMjIyixELU+Xh4YFSqcRgMFBfX+/qcGbEVfNWZ5O1nKG6ulqUM7iYn58fKSkp9Pf309nZOeuPL0kSHR0dFBQUUFtbS0BAAGvWrGHZsmViwXoa1kae9pYzrF+/nssvv5w33niD0tJSJ0QoCM7llEWrTCY7VyaT5Z3h5lXACqBEkqTGr1KGjV/ddgUQCTwP3CpJ0ieSJP0BeA54lmPx3ySTyVxedf7+++9zzz33cPbZZxMcHIxMJuP73//+hPcpKCjg61//OuHh4fj7+7Ns2TKef/75UxaI1rbns3GyazAYePLJJyesPS0oKODLL79k2bJlfPjhhxQVFWEymezqZJeWloaPjw9arZaamho0Gg3t7e3ExcWRn59Peno6Hh4eM34dwuQCAgJITk4+4SKCcHqSJNHS0oJGo6GxsZGwsDDy8vJYtGjRrIxHOf4iwnyup5wroqOjCQ8Pp7GxcU5eRJgrdav2sF5EGB8fp6GhwdXhLHjW7/Dq6mq7Llbba2BggJKSEg4ePIgkSWRnZ7N27VpCQ0Nn7TnmG39/f1JSUujr66O7u3vS42UyGU888QSenp5s2LDBrnM2QZhLnLXT+g5wDoBMJjt5xdIMHAI+Pj4mmUyWzrFd1aPAFkmS9NbROJIkDQFvcqxpUzZukP67Y8cOXn75ZcrKykhISJj0+L/85S+cc8457Nmzh29961vcddddGAwGNmzYwHXXXXfCsUVFRQC2WteZkCSJN954g40bN9Lb23va2x999FF8fHxsH34PP/wwJpPJri8wDw8PYmJiGB8fp76+nsDAQNasWUN2drboaOcC1u62Op1uVk9A5pPe3t7Tjlya7Tm31osIPT09dp2ACI5jbTwDoNPpXBzN1AwPD3PgwAHKysowGo0sWrSI3NxcIiIiXB3atEVHRxMWFkZjYyOjo/a0qRAcxcPDA4VCgV6vn5WLCNZsq7179zI0NER6ejr5+fnExcWJbCs7pKWl2b7D7VmEpqen86Mf/Yg9e/bwhz/8wQkRCoLzOHzRKpPJfgAkAesAJEk64cxZkqQ6SZJWAe+fdHs/sBfYKEmSUSaTeUqSZPnqMWWSJA0CZqCLY7uxLvXcc8+h0+kYHBzk//7v/yY8dnBwkNtuuw0PDw8+//xzdu/ezTXXXMPevXtZt24d77//Pr/73e8A+PTTT3nuuecAJt25tYePjw8vvvgiPT09PProo6fc/tFHH/H5559zyy23cPbZZ3PLLbdw6NAhdu/ejdlsnvBD09oBsKmpCZlMhkwmIzs7W1xJdSFPT0+USuWsnYDMJ2NjY5SXl7N//37GxsZQKBSo1Wqio6MddjIlLiK4j8DAQJKSkjh69OicuIjgjvNWZ4v1IoLFYplzFxHmo9jYWEJCQmhoaGBsbGxaj2E2m6mtrT0l2yojI0NkW02Bp6cnmZmZjI2N0djYOOnxMpmMhx56iOjoaB5++OFp//sJgjtyxjdd6ld/ny+TyZaffONxTZdOyNGSJKlXkqR7JEn69Vf/3/TV8fKvOg6v5atOwpIktTryBdjjvPPOs9UfWDU3N3PTTTdx00038dRTTwFQWFjIpZdeSnd3N5mZmaxevRqAhx9+mIyMDFsd0gMPPMAFF1zABRdcwPj4ONu3b0etVs9KrJdeeilXXHEFr7zyCgcOHLD93GKx8NhjjxEQEMD999+PTCZjy5Yt5OXl4enpidFoPG3N0fj4OEeOHKG4uJjBwUHS0tJsr0ukQrpebGwsoaGhNDQ0iF0MjtWtVldXU1BQQFdXFwkJCajVaqeMXPL09EShUNh9AiI4Vnp6Ol5eXnbvYrjCfKhbtUdQUBCJiYl0d3fT09Pj6nAWtOMvIlRXV0/pvtYpARqNhrq6OoKCgli7dq3ItpqB+Ph4goKCqK+vZ3x8fNLjQ0JC2LJlC/X19Tz77LNOiFAQnMPh3YNlMpkS+A8QBeyQJGmLddTNJPfzOHlX9qTbtwObgRslSfrVJMc7ddVk7RS8dOlSDh48eMbjIiMjbVf4d+/ezZ/+9CcOHTpkO5lNTExErVZz9913c/bZZ89qjA0NDSxatIgVK1bw5ZdfIpfLee+997j22mt56KGHTtiF7e7u5uDBg8THx5ORkYG3tzdyuRyLxUJTUxN1dXWYzWaio6NRKpW2hgparZampiaWL19OdHT0rMYvTM3Q0BBFRUVERUWRk5Pj6nBcwnoyVV1djcFgICwsDJVKNetpwPbEYW1MplarRQMSF2tpaaGyshKFQkFqaqqrw7GRJImjR4+i0+kYHR0lMDAQpVI5p9OAJ2MwGNBoNPj4+JCXlzfnd5DnusOHD9PW1sbq1avtmpna39+PVqtlcHBQTAmYZX19fezbt4/4+HiWLFky6fEmk4mzzz6buro6qqqq7CpbEwQncr/uwV8tJHXAF1/9aL29z3u6Bai1HlYmk60HvgNUSZL0qzMd72rLli1DkqRT/lh3IT/66CPbsT/4wQ/48MMPaWhosH0g/etf/+L3v//9rC9Y4VjHxk2bNlFYWMg777yD0Whk69athIeHc/fdd59wbGRkJBEREbS1tTE8PIzBYKCzs5OCggKqq6vx8/Nj1apVLF++/IQTcOsCV6vVilRIFwsKCiIpKYnu7u45kQo52/r6+iguLubw4cPI5XKWLVvGqlWrnL5ghf82ZRKpkO4hISGBoKAg6urq0Ov1rg4HmJ91q/bw9vYmIyODkZERWlpaXB3OgpeZmYmHh8ekGVNjY2NUVFRQUlLCyMiImBLgAGFhYcTExNDW1sbg4OCkx3t6erJr1y6Gh4fZvHmzyHgT5gVHX8a0vkv+/tXfaplMtmIGC0yLTCZTAS8DMcCD8N8U47liYGAAOJbCcTrWn/f39zs0joceeoj09HQeeugh/u///o+qqio2bNhwSg2qTCazpT7X1NRQUVFBRUUFJpOJRYsWkZeXR3h4+CmPL+op3Ys1/Vyr1bptKuRss55M7du3j9HRUTIzM1Gr1S6/+h8cHExCQgJdXV0iFdLFrBcRzGYzNTU1Lo1lPtet2isxMZGAgABqa2sxGAyuDmdB8/HxIT09naGhIdra2k653WQyUVNTQ0FBAZ2dncTHx6NWq8WUAAdRKBTI5XK7y67OOussrrzySt555x1KSkqcEKEgOJZDvwWtjZOAfwDVXz3f7TN4yAzgUUAJPCdJ0t++ep55NdzN+mHk6JNqX19fXnjhBbq7u9m8eTPx8fHcfvvp/3n8/f1JTk5maGiIgYEB25dTYmLihHGKekr34eXlNaWGDnOZdQFy/MlUfn4+aWlpbnMylZmZiaen54K6iOCuQkNDiYuLo7293eEXC0/ndHWrarV63tWt2kMul6NSqWwLIsG1kpOT8fPzo6amBqPx2DRCSZJoa2tDo9FQX19PcHAwubm5LFmyRNStOtBU5+jKZDJ27NiBt7e3GIEjzAsOW7Rax9N8lSLcCfz1q5sukMlkUScdM+Hfx+kCfgNcxbHZrac7xu1Zd1KtO64ns6Z+nGkndjZdfvnlLF68mOHhYW688cYJ6+vi4+OBYx+ESUlJdj3+8amQWq12VmIWpi8hIYHg4GC3SoWcTROdTPn4+Lg6vBOIVEj3Yk2FrKqqcloq3UTzVv39/Z0SgzuKiIggOjqa1tZWhoaGXB3OgiaXy1EqlRgMBurr609barF69WqCg4NdHeqCkJqaOqU5uqmpqdxzzz0UFBTYplIIwlzlsAWfdZf1uFTg9ziWLpwK5Jx0zIR/H/eYg5IkfQT8TZKk3tMdMxdMNB/QZDJRX1+Pp6fnrMxlPV233+MNDAwwOjqKl5cXH3744YRX4qwn1pIk0dLSgsVisevKnbWecq6MlpjP5nM9ZX9/PyUlJRw+fBiZTMbSpUvd/mQqMTGRwMBAkQrpBnx9fUlLSztjKuRsO13dal5e3ryvW7WXUqlELpc79SKCcHpRUVGEhobS2NjodqUWC411BI5er7d7BM4DDzxAbGwsmzZtYmRkZNL7CIK7mvVFq0wmu1gmk22QyWT/I5PJ7pDJZNfKZLLvAsuBZsATeEQmk/1QJpN9WyaTPfjVsY/IZLLvyGSyTV/9/bxMJss+6bFlAJN1HnaV1NRUZDIZ5513HgC/+c1vbPNKY2Njbcedf/75wImNmKz27NnD6OgoarV6xjtDFRUVLF68mH/+859nPOa5556joaGBb3zjGxw8eJBXX331tMeNj4/T2tpKSEgI4eHhtLW1MTIygtFotOuE4vh6StGUybVCQkKIj4+ns7OT3t5eV4czY3q9noMHD9o68s6lJiDHp0JOdbSEMPtSUlLw8/Ojurralgo52yaqW3X331dnmmoqpOAY1jRta9q8r6+v25VaLDRxcXEEBwdTX19vV8ZUUFAQ27Zto6mpiZ/97GdOiFAQHGNWR97IZLKlQDnHdlRlwDjgA4wC1lynccCDY4vX0zF9dZsRiLPuqM6QUxa5qamp9Pf3c+WVV/L222+zdOlSrrrqKuDYIPsHHngAOJb+m5GRweDgIBqNxtZNWK/Xc/7551NYWMi7777LddddN6N4enp6bCMSDh48eMoiuLu7G4VCQXJyMn/7299YvXo1RqOR0tLSUxor6XQ6WlpaWLlyJd7e3hQXFxMcHEx2djbe3t54ek7eC6u1tZUjR46QkZExK7vIwvTNh9ESZrOZhoYGGhoasFgsxMXFkZmZOSdrqioqKujs7GTt2rVOKQsQzqy7u5uysjKSk5NtWTGzwWKx0NzcTF1dHSaTiaioKJRK5YJOA56M2WxGo9Egk8lQq9VikeREkiTR2tpqywIJCwvDx8eHjo4OVqxYQWRkpKtDXNCsmUVxcXFkZ2dPerzZbOa8886jqqqKyspKu0u8BMFB3GLkzdav/rZ89ccHGOPYgtXahceHY4tSa6GK9efW3DhrTD+XJKnXOubG3f35z3/m6NGjmEwmOjo6ABgZGbGdVFt/Bsc6h77++uuYzWbWr1/PrbfeykMPPUROTg6FhYVcc801XHvttTOOKSIigieffJLq6upTBkxLksSTTz7JwMAAjz32GKGhoTz++OP09fXx9NNPn3CsXq+ntbWV8PBwQkNDbU2ZBgYGbK/ZnjTh+Ph4QkJCqK+vZ2xsbMavT5i+uVxPaZ23WlBQMG+G14tUSPcRFRVFREQEzc3NDA8Pz/jxRN3q9Hl4eKBQKEQHeifr7e2lqKiIyspKPDw8WL58OatWrSIrKwsvLy90Op1o6uNioaGhxMbG2t08zsPDg6eeeoqRkRE2bdokvmeEOWnWdlplMpk3cC9QxrG61XogCWgDIoABIBDYAaQDnwHbv7qtE0jhWPpwKtAK/EeSJJNMJpPPQt2qw9+d27Zt4/HHHz/j7SkpKad86Wo0Gnbu3ElhYSF6vZ7MzExuueUW7r333lm7omw2m8nLy+PIkSNUVlaSnJwMQFNTEyqVihUrVvCPf/wDuVyOxWLh+eefJzs7G7VaTWBgIABVVVW2AePW+kCz2UxRURGSJLFq1Sq8vb3x9vaeNJ7BwUGKi4uJjo5m+fLls/IahemxWCwUFxej1+tnJR3dGQYGBtBqtQwMDODj44NCoZgTacD2qK+vp6amhsWLF4tB8C42MjJCYWEhYWFhrFy5ctq/X8PDw2i1Wnp7e23duxMSEubF76uzSJLEvn37GBwcRK1WT9gsUJiZ0dFRdDod3d3deHp6kpaWRnJy8gmZOM3NzVRVVaFSqWznE4Jr6PV6NBoNQUFBrFmzZtLPFUmSuPnmm/l//+//odFoUKvVTopUEE4xrS/BWU0PtusJZbIXgbuBJmCpJEnOaA3otPTg8fFxfvrTn9LU1ERAQADLli3jnHPOcWla0969e8nLy+Pqq6/m//2//4ckSdx2223s3r2bjz766IQPrtHRUYqLiwkJCWHFihXo9XqKioqIiIhg2bJlJzxuZ2cnhw8fJjExkbS0NLy9ve1KM62srKSlpUWkGLmBvr4+9u3bR3x8PEuWLHF1OGek1+upqamhvb0duVxOamoqqamp8ypd0Gw2U1hYiNlsRq1WL7hRJ+5Gp9PR2NjI8uXLiY6OntJ9DQYDtbW1tLS0IJPJSE5OJi0tTfybTpP1YmdMTMwp30PCzBmNRurr62lqakKSJBISEsjMzDzthejjL3bm5+fbdbFacJy6ujpqa2vJzs4mLi5u0uObmppYuXIly5Yto6CgYE6WBgnzgmvTg48bUyM7/u/T+CWgB5KB67461nuS+8wZHR0dXH/99WzevJn77ruP888/H4VCwRdffOGymNauXcutt97K+++/z8cff4xWq+Xtt9/m4osvZt26dScca039tTa/qK+vR5Ik0tLSTnnc6OhowsLCaG1ttTVlskdmZqatKZNIMXKtsLAwYmNjaWtrc8l8ysmYzWbq6uooKCigvb2d2NhY8vPzycjImFcLVjiWvqVSqTAYDNTV1bk6nAUvPT0db2/vKTWPE/NWHSM4OJiEhIR50zzOXVjrrDUaDY2NjYSFhZGXl8fixYvPuBi1jsAxmUzU1tY6OWLhZCkpKfj6+to9AicpKYkf//jHFBcX8+tf/9oJEQrC7HHqTutX9akewBdALvBHSZKuccJTO+VFPv7445x99tksWbKEoKAg6urqePnll3nttdfw9fWlsLDQZSmxR48eRaVSERUVRXZ2Nn/84x/Zs2fPaeOxpv5aLBaMRiNRUVEsXbr0tI87MjLC3r17CQkJYcmSJXY3ZWppaaGyspLMzMzTLogF59Hr9RQUFODv709ubq5bpC5KkkRXVxc6nQ69Xk9wcDAqlYrQ0FBXh+ZQkiRRWlpKb28veXl5thR9wTXa2to4fPjwpM3jJEni6NGj6HQ6RkdHCQwMtDXBE2aHtXmcr68vubm5Yodohnp6etDpdAwPD+Pv749SqSQyMtLuz//y8nK6urrIy8sjKCjIwdEKE+no6ODgwYOkpaWRmZk56fEjIyOsWLECOJb5Jv79BBdwi0ZME5IkySxJkgH49KsfnfdVx+F5YevWrZx//vnExMTg7+9PdnY2r7zyChs3bmRsbIxt27a5LLbIyEh27tyJVqvlD3/4A1ddddUZ06yszS+sO6cTLSoDAgJISkqiv7+fnp4eu5syJSQkEBwcTF1dnV0t2wXH8fX1JT09naGhIVpbW10dDoODg+zbt4+KigosFgtLlixh7dq1837BCsdm6lk71mq1WtEsw8Xi4uImbR4n5q06h7e3N+np6QwPD7vF59RcNTIyQmlpKQcOHECv16NUKlm3bh1RUVFTumCpUCiQyWTic8oNxMTE2Obo2tPkMiAggMcff5zW1laefvpp8e8nzBmuulT5DjAIhAH/A/9NL56P7rjjDuDYDFZXuvXWWwkNDcXT05Obbrppwi+o45tdTPZFlpqaire3N/X19ZhMJkwm06SxyGQysrKysFgs6HQ6+1+E4BDJycn4+/tTU1ODwWCY/A4OMD4+zuHDhykuLmZwcJC0tDTy8/OJj493i91fZwkICCAlJYXe3l66urpcHc6CZr2IYLFYTpmjK+atOl9SUhL+/v7U1tY6bI7ufGU0GtFqtRQWFtLT00NSUhL5+fmkpKRMa9fa39+flJQU+vr6xOeUi030OXUm1157LWvXruXZZ5+lsbHRwREKwuxw+kJRJpN5SJKkBT7/6kfnfVXLOm8XrdYmHiMjIw59nsnqGb788kuCgoIwmUw8//zzEx5r7XRsz5VUT09PMjMzGR8fp6WlBYvFYtdua0hIiK1OqaenZ9LjBceRy+VkZWVhNBqdXqdksVior69Ho9HQ1tZGTEwMarWazMxMu1LN56O0tDR8fHzQ6XR211MKjhESEkJ8fLytnlLUrbqOXC5HpVK55HNqrrJYLDQ1NaHRaGhqaiI8PJy8vDyysrJm3ETJ2oBRfE65XnBwsO1zqq+vb9Lj5XI5u3btYmxsjIcffljstgpzgisXih999fdaYKUkSZNvz7mRlpYWbrnlFuLj4/Hx8SE1NZX77rvvtB8WhYWFABPWRM3Us88+S15e3hmvPlssFh599FGOHj3KpZdeyieffMIHH3xw2mOHhobo7u4mLi7Olvo72ZVUa3pKS0sLo6OjU2rK5OnpKZoyuYGIiAiio6NpaWlhcHDQ4c8nSRKdnZ0UFBRQU1ODv78/q1evZtmyZQt+rIWnp6eYT+lGFAoFHh4eHD58mIKCAjFv1YUiIyOJjIykpaVlVubozmdHjx6lqKgIrVaLt7c3K1asYOXKlbNWK3/851RTU9OsPKYwfZmZmXh4eNidsr169Wq+853v8N577/Gf//zHCREKwsw4fdEqSZL1ctxHQB3gBdzi7Dhmora2llWrVvHmm2+ydu1aNmzYQExMDC+88ALr1q07YdewsbGRu+++G4Dvf//7DovJ29ubffv28dJLL5329r/97W9oNBpuvfVWnn32WQICAti0adNp60nr6+uRyWS2sSI+Pj7U1NRMmPYrk8lQKpVIkkRdXR1ms9muK6/e3t5kZmYyMjIivvTcgFKpRC6XU1VV5dArr0NDQ+zfv5+KigrMZjOLFy8mNzeXsLAwhz3nXBMbG0toaCgNDQ121SkJjmMwGPDx8UGv1zM+Pi7qVl1MqVQCou77TKx11qWlpRgMBlQqFXl5eQ4ZMRcXF0dwcDD19fWiP4WL+fj4kJaWxtDQEG1tbZMeL5PJePzxxwkICGDjxo0u3y1vaGhAJpOd8c91113n0vgE13P6nNYTnlwmewm4CzhbkiSNTCaTS5LkiO22WX2Rl1xyCf/617948cUXueeeewDYtm0bO3bssJ2AX3755dTW1vK3v/0NvV7P17/+df70pz85bKaZyWRizZo11NbWotVqT5jXZTKZWL16NfX19ZSXlxMREcGuXbvYsWMHL7zwAjfffLPt2IGBAfbv3098fDxZWVnAf+exJicnT9qZrrq6mubmZhYtWkRkZKRds1slSaK4uJjR0VHUajW+vr4z+C8hzFRtbS11dXUsWbKE+Pj4WX1sg8FATU0Nra2tyGQyUlJSSEtLW7BpwJMZGhqiqKiIqKgocnJyXB3OgnP8vFUALy8vJEkS8yndQHV1NQ0NDSxbtoyYmBhXh+MWrOOyrL+vSUlJpKenOzxtvb+/n5KSEuLi4sjOznbocwkTO37ed35+vl3frU8++SQ7duxg9+7d3HKL6/aQGhoaSEtLY/ny5Vx55ZWn3J6dnc011zhj4IjgBNNq/OCSRatMJpNJkiTJZLIfANdKknSxg59y1l5kXV0dGRkZpKamUltba1uQffHFF7z00kv88Y9/RJIkPD09CQ0NJScnh+uvv57rr7/e4c05CgoKyM/P53vf+94J87d+/etfc/311/O///u/PPLII8Cxhezbb79NZmYmeXl5+Pj4AFBWVkZ/fz95eXm2xaMkSbafr127loCAgDPGYDKZKCwsRC6Xs3LlSnx8fOz6wrR+6cXGxp5xvI7gHGazmYKCAiwWi91fepOx1lVZm3VFR0ejUChEWqUdKisraWlpYeXKlWJnz0ms8yvr6uowmUxERUWhVCoZGxvjwIEDJCYmsmjRIleHuaCZTCY0Gg1yuRy1Wj3v5jZPhcVioaWlhdraWkwmE5GRkSiVygm/q2fboUOHaG9vZ82aNQui07s76+zspKKigtTUVBQKxaTHj46OsmrVKgwGA1qtluDgYCdEeSrrovXGG2/krbfeckkMgtO4/8gbK+m/K+X3gOvANsPV7X366bFpPRdffPEJO4jnnnsu77//PhdddBEAH330Ed3d3fz73//mhhtucEo3SbVazY033shvfvMbW6dig8HA448/TlRUFD/60Y9sx3p6enLNNddgNpupqakBji0ce3t7iY+PP2G305r6C6DT6abUlMlsNttVqxoaGkp8fDwdHR1ieLyLeXh4oFKpbLtMM2Gdt1pQUEB1dTW+vr6sWrWK5cuXiwWrnTIyMvDy8qKqqkrUfTuYJEl0d3dTWFh42rrViIgIoqKiaGlpYWhoyNXhLmjH11Mu1O6nx/++arVafHx8WLlyJStWrHDqghWmXk8pOE50dDRhYWE0NjYyOjo66fH+/v5s376djo4OnnjiCfHvJ7gtl3bslSRpSJKk3q/+95xoPafVaoH/1tSczHpVy1VjXJ5++mlCQkK46667MBqN7N69m5qaGu6///5Trp6FhIQQGxtr6zZXV1eHXC4nJSXllMe1zmPt6+uju7t7whhiY2MJCQmhpaWFsbEx0ZRpDoqKiiIiIoLm5uZpNzux1lWVl5djMplsdYDh4eGzHO385u3tTUZGBqOjo6Lu24HsnbfqrLpvYXILuZ7y5N/XrKwsl9ZZ+/r6kpaWxuDgIO3t7S6JQTjGOgJHkiS7R+BcddVVrFu3jueff97lnbnb2tp49dVXeeKJJ3j11VepqKhwaTyC+5i3Y2YcZWBgADi24Dsd68/7+/udFdIJYmJi+MlPfsKhQ4d47rnn2LlzJ0lJSWesU7AuFCsrK+nv7ycxMdGWKnwy6zzW6urqCQv2T27KZLFY7Crw9/HxISMjg+HhYVtNjuAa1i89mHqzEzG/cvYlJiYSFBREXV0d4+Pjrg5nXpnq76t1PmV/fz+dnZ0uiFiwOn7et70n53PdmX5fk5KSpjVvdTYlJyfj6+tLdXW1XfPaBccJCgoiISGBrq4uu7LXrCNwDAaDy0fg/Pvf/+aOO+5g8+bN3HHHHSxfvpzzzjtPXLQVxKJ1tlnf6K48Of/Rj37EsmXL2LJlC62trTzyyCNnbG7k7e1NWloaer0emUxGcnLyGR/3+NTfycZwBAUFkZiYSG9vL729vRiNRrt2TxMTEwkMDKS2tlacnLtYQEAAKSkp9Pb22jU8/nTzK9etWyfmV84C60UEs9m8YE7OHW0m81bFHF33ERISQlxcHB0dHS67WOwMFouFhoYGt/589fDwQKlUYjAYqK+vd3U4C97x2Wv2LEJXrFjB9773Pf74xz/y2WefOSHCE/n7+/PYY4+xf/9++vr66Ovr44svvuC8887j888/54ILLmBkZMTpcQnuQyxap8i6k2rdcT2Zdb7lmXZincHT05OnnnqK8fFxMjIy+M53vjPh8cfPxJzsg806j7WpqWnSWom0tDS8vLymNAJHLpeTlZWFyWQSJ+duwN6T8zPVATq7rmo+CwsLIzY2lvb29nl9cu5ok9Wt2sN6cj4+Pi5Ozt2AdY7ufEzZPlNfAHf9fJ1qPaXgONZNieHhYVpbWyc9XiaTsW3bNoKCgti4ceO0dstTU1MnHFtz8p/jR0FGR0fzk5/8hJUrVxIaGkpoaCjnnHMO//rXv8jNzaWmpoZf/vKXU45JmD/EonWKrCmTZ6pZtS60zlTz6iwajQaVSkVtbS2ffPLJGY+TJIn6+no8PDyQJMnWlOlMptKUycvLi4yMDPR6/ZSaMoWFhREXFydOzt2Ap6cnSqUSvV5/2pPz09VV5ebmii63DjKfT86dwd66VXtYL+CJk3PX8/HxIT09naGhIbtOzucK6zzr8vJyzGbznOgLMJ16SsFxkpOT8ff3p6amxq7+InFxcdx///2Ul5eze/fuKT9fRkYGKpXK7j/2jNXz9PTk1ltvBbA1GRUWJpfOaXWiWXuRtbW1k84q9fDwYGBgwCFXQUdHR3nqqae46aabSE9PP+0xHR0dKJVKlixZQkVFBTExMZSUlJx2rmB3dzcHDx4kLS2NsbExOjo6bFe5JmKdx7p06VKioqLOeJwkSezfv5/h4WFWrlyJv7//GWtmjzc+Po5Go8HPz4+8vDxRC+lC1n/D/v5+1Go1/v7+GI3GE+ZXOmseoHBsLEB1dTWLFi0iMTHR1eHMCcfPW7WWQVgzQWZCzNF1HxaLhYKCAkwmE/n5+XP6s2h8fJza2to5Pc9ajOpyH93d3ZSVlZGSkmLXhoper2fVqlWMjIyg0+kmPR9sa2sjPDz8jGVos+Evf/kLV155JZdccgkfffSRw55HcJq5M/JmLsvIyODss88GID4+nq1bt9r+5OXlAXD++ec7LG1Hp9Oxc+dONmzYcNrbJUniiSeeYGhoiEceeYR77rmH+vp6nnnmmdMeW1dXh6enJ0lJSWRkZNha1k+2I5qWloa3t/ekaaPWq64Wi0U0ZZqjTm7K1NTUhEajobm5mYiICNatW4dKpZrTJ4lzyVSvnC9kM6lbtYe1dr+7u5uenp5ZiFiYLrlcjkqlwmg0UldX5+pwpsVsNlNfX49Go6G1tZXo6GjUajUKhWJOLVjh2LmSp6cnOp1OTANwscjISMLDw2lqarKrJtTX15edO3fS3d3N9u3bz5jVMzo6yvbt21Eqlbz44ouzHfYJioqKAM64WSMsDGLROg3bt28Hjl1dKisrY3x8nD179lBUVIRSqeTdd9912HPn5ORw55138te//pW//e1vp9ze0NDAa6+9xjnnnMN5553Hgw8+SFpaGi+++OIpo2q6uroYGRkhJSUFT09PW4rVyMjIpClWxzdlmmxGnrWLXW9vL319fXY3ZUpKSiIgIICamhoMBsOkxwuOExQURGRkJEePHkWr1eLt7c2KFStcMg9woTv+5NzVownc1WzUrdrLenIuRnW5XmRk5IxHdbmCJEl0dnZSWFhITU0N/v7+c36etXVUl731lILjHH/h2d5xjN/85jc5++yzefnll0+5jyRJ/Pa3vyUrK4stW7awePFizjrrrBnHWVxcfNpzvU8//ZTnnnsO4IQaWGHhEenB09DQ0EBaWhoZGRmMjIzQ09NDXFwcV155JVu3bnV4vUlfXx8qlYqgoCAOHz5sS8mQJIlbbrmFt956i48//pi1a9cC8Mknn1BeXs7XvvY1Fi9ebDu2uLgYo9GIWq3Gw8MDOLYzUVJSgl6vZ926dadNKbaSJIkDBw4wODhIbm7uhF+uRqORwsJCPD09WblyJd7e3nbtdPT29rJ//37i4+NZsmSJ3f+NhNljTRE6evQocKxWea6n380HpaWlHD16lLy8PIKCglwdjtsYHh5Gq9XS29uLl5cXmZmZJCQkOLTEoLm5maqqKpRK5WnnXAvOMzIyQmFhIeHh4axYscLtS0sGBwfRarX09/fj7e1NZmYm8fHxbh+3PSwWC0VFRRgMBvGd4Qaqqqpobm62O2W7oqKC/Px8LrvsMv7yl78gk8koKirivvvuo7i4mISEBJ566im++93vzsq4pfXr13P48GHWr19vK32pqKjg008/BY5tGD366KMzfh7BLYj0YGdLT09n27ZtbNu2jf/93//lBz/4gVMaJISFhfHUU09RV1fHT3/6U9vPjxw5wq9+9Ssuu+wy1qxZY/v5BRdcwCWXXHLCSIDOzk5GR0dJSUmxLVjh2C6OUqnEbDbb1ZTJevVusoYL1pNHvV5Pa2ur3U2ZwsPDiYmJoa2t7YwdmwXHMBqNaLVaCgsL6enpISkpybbD19zc7OrwFjyVSoVcLhdNmb7iyvnACQkJBAYGijm6biAgIICkpCR6enpsF9rc0fj4OIcPH6a4uJjBwUHS0tLIz893+AUWZ7KeT4isEPeQnp4+payQpUuXcuONN/LBBx/wm9/8hu9+97usW7eOgwcP8vjjj6PT3CAKCwABAABJREFU6fj+978/a/OBr7/+enJzcykpKeH111/nF7/4BdXV1Xz7299mz549YsEqiJ3W6bDutJ7O+vXrefvttyecdzobLBYL+fn5lJWVceTIEVJTU7nmmmv485//jEajOWVXcnx8nKKiIvz8/Fi5ciUlJSWYzWbWrVt3wqLV6vDhw3R2dtrVlEmn09HS0sKyZcuIjIw843EnN2UKCAiYcCfXSq/XU1BQgL+/P7m5ufPmC91dWSwWWltbqa2txWg0EhERgVKpJDAwEEmSKCkpYWhoCLVafcK4JMH5ampqqK+vZ+nSpcTGxro6HJewWCw0NzdTV1eHyWQiKioKpVLp9LRKkRXiPoxGIxqNBk9PT9Rq9aydVM8Gs9lMU1MT9fX1mM1mYmJiUCgU8/qztLS0lJ6eHvLy8ggMDHR1OAtaU1MTWq0WlUpl13lqdXU13/ve9zhy5AiSJHHjjTeyc+dOEhISnBCtMI+JnVZncYcByHK5nJ///OeMj4+zYcMG9u7dyx//+Ee+/e1v21KAj+fj42Ob16XVahkbGyM1NfW0C1Y4NpTaw8PDriYK1i6c9jRlUiqVWCwW2xe2PU2ZfH195+U4A3fU29tLcXExVVVVeHl5kZOTw4oVK2wnGsc31hLjDFwvLS0NX19fdDrdtGbqzWXOrFu1h8gKcR/WzJ6xsbFJey44iyRJdHR0UFBQQE1NDQEBAaxZs4Zly5bN6wUr/HcEoFarFVkhLpaYmEhAQAB1dXUTNvIzm828+OKLnH/++Rw+fJjg4GAefPBB3nrrLbFgFVxmwS5a58MA5JUrV3LHHXfwl7/8hTvuuAMvLy82bdp0xp3IxMRE/P396ezsxNvbe8L5WMcvctva2iaM4/jU36ampgmPDQ4OJj4+np6eHvr7++1uynR8x1TRlGn2jY6OUlZWxv79+9Hr9SiVStatW0dUVNQpv08hISEkJCTQ2dkpOqa6mIeHBwqFgvHxcRoaGlwdjtPM5rzV2aRUKpHL5eLk3A0kJCQQFBREfX29y1O2BwYGKCkp4eDBg0iSxJIlS1i7du2kWUzzRUBAAMnJyfT29p7SEFJwLntStj/55BNWrVrFpk2b8Pb25oUXXiAiIoI33nhDfOcLLrVgF63zZQDyjh07CAkJoby8nBtuuIHU1NQzHiuXy201t35+fpOmTB1/RW6yhWJsbCwhISE0NjYyNjY24bHWuora2lq7d1vlcjlZWVkYjcZJa20F+5lMJnQ6HQUFBXR3d5OYmEh+fj4pKSkT/n5kZmaKjqluIiYmhrCwMBoaGhgdHXV1OA7lyrpVe/j6+pKWlsbAwADt7e2uDmdBk8lkZGVlYTabXZYVotfrOXToEHv37mVoaIj09HTy8/PnTaOlqTh+TJ74znCtyMhIIiMjaWlpOaHL9ujoKOXl5ZSVldHS0sLGjRupqKjg1ltv5cknn6Snp4ef/OQn4oKc4DJza/DXLPrkk08c8rhRUVEADk8PtgoNDSUpKYlDhw4hl8sn/CI0m810dXUhl8sZGBhgYGCAkJCQMx5vvSJXWlpKbW0tixYtOuOx1tTfkpISqqurWbZs2RmPtbbC12q1tLW1kZSUhIeHx6SL6IiICKKjo2ltbSUhIWHC2IWJSZJkq1s1GAyEh4ejVCrt7kJr7XJp7UYoOqa6jjVlu7i4GK1Wy4oVK1wd0qxzl7pVe6SkpNDa2kp1dTXR0dFzbr7mfBIaGkpsbCzt7e0kJSU57TvDbDbT0NBAQ0MDFouF2NhYFAqFrdP/QmTNyDpy5AhNTU0TXmAXHE+pVNpKK7Kzs2loaKCpqQlJkrj00ku54YYbbOezAF//+tc577zz+MUvfsEPf/jD05ahCYKjLdidVkeZzQHIkiRNmtb0l7/8hUOHDpGRkcHbb7+NVqs947FtbW0YDAbS09Px8PCwK4UtLCyM6Oho2tvbJ63Tss5jPXr06KRdG+Pj4wkMDKSpqQm9Xm93PZ5Iv5s5a91qZWUlHh4eLF++nJUrV055bEpiYiKBgYHU1ta6PP1uoQsKCiIxMZGjR4/Oq/Q7d6tbtYeHhwcqlQqDwUBdXZ2rw1nwFAqF07psS5JEe3s7Go2Guro6goKCWLNmDUuXLl3QC1ar+Ph4goKCRJdtNxAQEEBiYiI9PT18+eWXNDY2EhYWRl5eHosXLz5hwQrHNjGefvppJEnigQceEOdfgkss+EWr0WjkhRde4OabbyYnJwdvb29kMtmENanWAchvv/02a9euJTAwkJCQEJYvX84zzzwDzHwA8tjYGBdffDH33nvvGY8xmUxs2bKF0NBQnnrqKYxGI/fff/9pj7Ve+fX39ycpKYnU1FS7h34rFApbU6bJPqjS09Px8vKiurp60qZM1oY+U2nK5OfnZ0u/m6zWVjjR2NgY5eXl7N+/n7GxMRQKBWq1mujo6GmlqrlD+p3wXxkZGXh5ec2blG13rVu1R1RUFOHh4TQ1NTkt60Y4PWvK9uDgoENTtvv7+ykpKeHQoUPIZDKys7NZs2bNgqlbtYf1e9+ekXqCYx09etRWn2qxWFi2bNmkF68XL17MLbfcwj/+8Q/+8Y9/OCtUQbBZ8IvWkZER7rvvPt566y06OjrsGhvx8MMPExoayk033URlZaUtrbKiogKj0chll12GWq2eUVx+fn4EBwfz+uuvU1JSctpjfv3rX3Po0CF+/OMfc8kll3DVVVexZ88e/vjHP55ybEtLC0ajkbS0NGQyGUlJSfj7+9tVr+rj40Nqaqpd3Xu9vLzIyMhgbGxs0qZMISEhxMXFcfTo0Sk1ZUpNTcXPz4/q6uoJu98Jx5hMJqqrqykoKKCrq4uEhATUajWpqakzHgURFhZGXFwc7e3tthnAgmu4Y8fU6XD3ulV7HD/DWmSFuF5KSortO2O2u2yPjY1x8OBB2yiwjIwM1Go1cXFxc+b31ZnCwsJEl20XGh4eprS0lH0H9tE/1o9niCcjxhH0ev2kv68ymYzNmzcTGhrKAw88IJpiCk634Bet/v7+/P3vf6etrY2Ojg5uueWWSe+zbt06xsbG8PT0RJIkDh8+jFwu57LLLiMoKIiPP/54Vjp5Pvfcc/j6+nLXXXedspgbHx/nJz/5CTExMfzwhz8E4OmnnyY6OpqKiooTjjeZTDQ1NREQEEB0dDTw33pVk8lk19DvqSxy4+LiCA4OtqspU0ZGBp6entTV1U2rKZMYWH5m1rpVjUZDQ0MDISEhttQfHx+fWXse6068M9LvhIklJCQQHBxMfX09er3e1eFMicViobGxEY1GQ0tLC1FRUajVapRKJV5eXq4Ob8oCAwNJSkqip6dn0nIJwbE8PDxQKpUYDAbq6+tn5TFNJhM1NTUUFBTQ0dFBXFwc+fn5tvIb4cysKdvigo5jmS1mBscHaR9up6qrir8W/5U3P36Tz+o/o82nDSlZYiRshF6PXrvO7eBYFsmmTZuorKzkF7/4hRNehSD814JftHp7e3PppZcSFxdn932su42vvfYaw8PDjI+P09TUxIcffsh9993H+Pg4b7755oxjS05O5tFHH6WkpITdu3efcNtrr71GfX09Dz30kG2GZnR0NB9//DHnnHPOCbuczc3NGI1G0tPTT7iSFh4ebne96lQWucfPY50sBcjb25v09HRGR0dpb2/HbDbbtdsaGRlJVFQUzc3NDA0NTXr8QtPX10dxcTFHjhzBw8ODZcuWsWrVqinXrdrDx8fHNke3paVl1h9fsN/x6XdzJWV7Ltat2staLjFfUrbnMmvKdmNj44xStiVJoq2tjYKCAurr6wkODmbt2rVkZ2eLulU7+fn5kZqaysDAAB0dHa4OZ04zWUy2hWltXy0VXRUUtRbxScMn/LPun+xp2sM/D/6Tv2r+SmVLJfIAOamqVGITYpHL5chlcvyj/Rn5/+z9eXwjeX3nj7+qdJ+2Luv0KZ/d0z19j6d7gAQSjiwkZCEbNoEQCCEHfElmYBgIA4FZrswmLOF4JECWYyHLAjn2twlkBpgZ5uhu9323bcmHJOuWdd9HVf3+0JTa7ralsi3ZslzPx6Mf3W1/VPqUy6r6vD/v9/v1KmU5JwHe+973YmxsDP/tv/23jtJQ4Gl/9nzQuhmeffZZAMDrX//6e773hje8YdWYrfLBD34QIyMj+OhHP1rrP0in0/jsZz+LwcFBvPOd71w1vr+/H2q1Gi6XC4VCAeVyGUtLS1CpVNDr9fccf3h4mHO/6sogN5VK1R2rVqthtVoRiUQa+npZLBYoFAp4PB4Ui0XO5VtjY2MgSRLT09P8bu3L5PN5XL9+HRcvXkQul8Pw8DAefPBBGI3Glpaq9fX1QaFQ1NSIeXaO7u5umM1mBINBxOPxnZ5OXXZz3yoXRCIRRkZGdn3JdiewsmTb4XBs6hjxeBznz5/HrVu3QBAEDhw4gGPHjvFK9ptgYGAAUqm0of4Fz+rAdC4+h+vh6zjrPYtnXM/gpws/xUtLL+FK8Apmo7PwpryI5WPIl/NIp9KYm52D3+eHUCRE/1A/BgcHIZWs3lxRKVUoKUrwer2ckgBisRif/exnEYvF8Jd/+Zf8+otn2+CD1g2SzWbh8/mgVCrXzM6OjIwA2PxD8W4kEgm+/OUvIxqN4mMf+xgA4Etf+hKCwWDN+HklK7OcTqcTS0tLqFQqtV7Wu5FKpbV+VS7CRsPDw5zLetgsQyNfNpIka9mhxcVF0DTNWZSJ3a3d656IrLDFmTNnEAqFYLFYcOrUKQwODm5LqRp7DXkf3fag3Uu2O6FvlSsWi2XXlmx3GkqlsqayvZGS7ZWbgdlsFsPDwzh58iRMJlPH/b5uFwKBACMjIygWi00r2d7NVOgKksVkLTC9FrqGs96z+Pniz1cFpo6oA96UF/FCHMXKagVmhmEgIAQoF8tYnF/E3MIcipUibL02jI6NQq1Sr/v+Ip0INGhOCQwAeN3rXofXvva1+PrXv46bN29u+fx5eLjAG8htELaMdr2dVfbrzRSlYUWWvv71r+Otb30r/vqv/xr79+/Hb/3Wb605Xq1Ww2KxwO/3IxqNQq1W181c9Pb2IhAIYH5+HgaD4Z5AeCVskLuwsAC/3w+r1bruWJFIhKGhIczOzjb0ZWP99FgxLI1GA4IgGgoFDQwMIBAIwOl0wmAw7Mret63AWizMzc2hWCyiu7sbY2NjUKvXfzi1ipU+ujabbUfmwFNFIpHAbrfD4XDA6/Wit7d3p6cEYHf5rTYLNsN34cIFzM3N4b777tvpKe1p7HY7gsEgZmdnodVq6z5jKpUKFhcX4fF4QNM0LBYLhoeHm6oJsJcxGo1YWlqC2+2G1WqFTCbb6Sm1lDJVRq6SQ66cQ7acRbaUrf27RG2+QklAVH3uc4UcloJLiEajIAgCxh4jeow9EAoaL/UFIgEkBglikRgikUhN/2Q9CILA5z73OTzwwAP44Ac/iKeffprfwOFpOR2RaSUIwkUQBFPnD1b+2aodDcc5NfV4rCjT7/3e7yGRSODxxx+vm0Gz2+0gSRI0TWNgYKDufDYqytTX1we5XI75+fmG6r2sLxtbrlwPtlR5fn6esyjTSoGNveaJyFos3F2qtpPBIuuj264Zvr1Eb28vFAoF5ubmdrxku5P7VrnAlmzzKts7D6twn8vlsLS0tOaYu0Xs1Go1HnjgAezfv58PWJvISuu73dKD34gyVUaikIA/7Ycz5sTV0FWc8Z7BzxZ/hp8t/gynl07XMqa+tA/xQnzDASsDBkJSCBEpqr2n1+/F9PQ0otEouru6MTE+AYvFwilgZaG7aIjF4obVcSxjY2N473vfi5/97Gf4t3/7tw2dAw/PZuiUTOs8gHUjojG2keVlLBbLpt+IzaSuJ1zUKBO7Wfr6+vD//X//H5588kkcPXq01ju7HjRN14KGTCazZj/rSrRaLQwGAwKBQE2BdD1IksTIyAiuXbuG+fl5jI+PrzuWfShdvHgRTqcTBw4cWHcsK8rkdDpr8xAIBA2zrQaDAXq9HktLS7UguZMpFApwOp0IBoMgSRJ2ux39/f1toVjJ+ujOz88jEAhs6bPGszXYku3Lly9jbm4O+/bt25F5ZDIZzM7OIhaLQSQSYWJiAlardc/tyg8PDyMcDmNmZgYPPPDAnjv/dsJms8Hr9WJhYQEmk2lVIBqLxeBwOJBOpyGTyXDw4MFNe1nzNIbVv/D5fIjFYtBqtTs9pYaUqTKy5TtZ0pX/LlOts+ETktUle4WuoEJXwIBBMpGEz+9DqVSCTCaDzWqriXNulAJVQK+tF8GFYMPqOKC6vvvoRz+K//N//g8effRRvO51r+M3dXhaSkcErQzDvKbRkGa9l0KhqN1gA4HAPX2t7G7h6Ohos94SQHXnN5FIQK/Xw+FwYHl5uW75htvtBsMwkMvlcLlcMJlMDZUNR0ZGEI1GMTs7i2PHjtV9SOt0OhgMBvj9/lrP1nqsLFdu9FCyWq3w+/1wu93Q6/UgSbJuuTJwJzA+c+YMZmZmGs59t0JRFFwuF1wuF2iahtlsxvDwcNspVvb398Pv9+/Zku12YidLtkulEubn5+H1ekEQBPr7qyIge/X3QSqV1jbl2OvBszOwz4xLly5hbm4O+/fvRy6Xg9PpRDgcrvVb9vX1bdnLmqcxdrsdoVAIs7OzmJycbIvnd5kqI1POIF/OI1vO1v6dKWdQoZrr9VsPASkASZCoUNVAlSWby8Lv8yOTzUAkFKGvrw9arRYEtvazK8gKUKlUWFhYgNlsbhiEarVafOxjH8MHP/hBfPnLX8aHPvShLb0/D089+LvxJnj1q18NAHjqqafu+d5//Md/rBrDBYZhGlrOzM3N4Vvf+hYOHz6MdDqNxx57bN2xhUIBfr8fGo0G+/bt41x6s1FRJtZrjUvj/tDQEIRCISdRptHR0VqAxlWUSS6XY2BgAIlEouMk9Nm+1TNnzmBhYQEqlaqtLRYEAgHGxsb2ZMl2O8KWbG+XJ2Kn+a02E7a1Ym5urmFrBU9r0Wq1MBqN8Pv9uHHjBs6cOYNwOAyr1YpTp05hYGCAD1i3CYlEgsHBQWQymZql4HZQokqIF+LwpX1wxBy4ErqC097T+OniT/GzxZ/hrPcsroauwhlzIpAOIFFItDxgZVAVUxKRIhAEAYqmUKbKYF7OvZTKJbjdbjgcDuRyORiNRkxMTECn1W05YAWASC6C3qHemrgjF/7gD/4A+/btw2c+8xmEQqEtz4GHZz32zB25XC7jb//2b/Gud70Lhw4dglgsBkEQ+Id/+Id1X/Ptb38bd/fDEgSB7373uwCAxx57bJWlhMvlwle/+lVIJBK8613v4jQvmqbxn/7Tf8Kb3/zmdReUDMPgU5/6FMrlMh5//HG88pWvxL/8y7/gpZdeWnO82+0GTdMYGhqqZTkjkQhisVjD+fT19UEmk3HqV2WD3FQq1VC9d6Uf63p9RCwajQZGoxHhcBjJZBKVSoVTf8Xg4CCkUikcDgdn25x2J5lM4sKFC7h58yYYhsF9992H48ePt73Fgl6vr5VsZzKZnZ7OnoZV2W71hs5e71vlArspVy6XOXsi8rQGhmFqrSTBYBDd3d2YnJzEvn37+BLHHaBVGzr1AtOfL/4cZ71ncS10DXOxOQTSASQLyW3NpALVQFVEiiAkhSBAgGIolOnyqjUhTdMIBAOYvj2NWDwGjUaDiX0TsJgtTW8NSpLJ2oZOI3tDoNon/rnPfQ6JRAKf+MQneD0LnpZB7JFfLiaRSECj0QCoKtaJxWIsLS3hG9/4BpaXlzEzMwMAuHr1Kq5du4aTJ0+CIAicPn0ahw4dwm/8xm+sOuDTTz+Nqakp2Gw2vPWtb0WpVMIPfvADRKNRfPnLX8b73/9+zpP76Ec/is9//vP4/ve/j7e97W33fP/atWs4cuQI3vSmN+F//a//BafTiZMnT8Jut+PMmTOrblj5fB5TU1PQarW4//77AVTL9KampiAWi3HixImGu8fRaBTXrl2DxWKp268KVG+k586dQ6VSweTkZN1MCsMwNf/QBx54oG6WsFgsYmpqClKpFIcOHYJIJOKUpQmFQrh+/Tr6+/ubXqK9nRQKBczNzSEQCIAkSQwMDGBgYKAt+la5ks1mcfbsWXR3d+Po0aNtUfK1V6EoCmfOnAFN0zh16hSEwuZ2htzdtzo8PLwn+1a5cuXKFUSjUUxOTm66/4xn80SjUTgcDmQyGQiFQlQqFezfv5/vwd9hIpEIrl69ir6+PtwlRVKXYqW4qq+09nclt+0BKFcYMBAJRAADlOnyullSBgxisRgCgQDK5TIUcgWsNisUckXL5iYgBThpPInzU+ehVqs5tVwxDIP/8l/+C5566ilcvHgRhw8fbtn8eDqCTS0O9kzQWiqV8Mwzz+DQoUMwm8345Cc/iU996lP4xje+ge9973t4/vnn133xqVOn1sxqfuc738FXvvIV3L59GyRJ4siRI3j00Ufxxje+cUOTy2azmJiYAEVRmJmZWSUkxDAMfuM3fgM/+clPMDU1VbuRf+pTn0IoFMJjjz2G/v7+2vjp6WkEAgEcP3581XF8Ph9mZ2droj2NuHHjBiKRCCc1WjbItVqtDR80yWQSly5dQk9PT0PrB4/Hg7m5OdjtdlgsFojF4oYBN8MwuHLlCmKx2K5cEFIUBbfbDZfLBYqiYDKZMDIy0pZlwFxwOp1wuVw4cOAATCbTTk9nT9OKDZ27+1b7+vr2dN8qV9gNHY1GgyNHjvDB/TaRzWbhdDoRiUQgFAoxNDQEi8WCqakpMAyDkydPNn1Dh4c7K5/fDz74IBSKO4HZeoFptpwFRTduIWoLCEBI3BFTakQmWy2XzuVyEIvFsJgt6NZ0N6UMuBH79PtQWa5aPh08eBBGo7HhaxwOB06cOIFTp07hmWee4cvreeqxqV/iPfMbJRaL8YY3vOEe4SQA+MUvfgGGYe75861vfQsA8J73vGfNY77zne/EhQsXkM1mkU6n8fzzz284YAWq4k5f+MIX4Pf78cQTT6z63pkzZ/Bv//Zv+J3f+Z1VC82Pf/zjeMc73gGPx1MrpcnlcggGgzAYDPco6G7EegbYWL+qTqeDXq+Hz+dDOp2uO7arqwtmsxnhcHhVafVa2Gy2mpBUqVTiVPLLCmwA2LYevmbAMAxCoRDOnDmD+fl5KBQKHD9+HAcOHNi1AStQ7WWWSCQdVbK9W+np6YFWq4XH40E2m93Ssfi+1a2hUCjQ39+PWCyGcDi809PpeMrlMmZnZ3H27FlEIhHYbDacOnUK/f39EIlEGBkZQbFYhMvl2ump7mmKVBGGPgMipQh+evmnuBK8gheXXsTTC0/jGdczmPJN4Xr4Oubj8whkAkgVU20fsDJE1Z5GQAjAMExN+bcexVIRi65FOJ1OFAtFWMwWTIxPVP3rtyFgBQBX0oX+/v6aBQ4XbZGRkRH88R//MX7xi1/gX/7lX7Zhljx7jT0TtG6Fq1ev4otf/CI+//nP47vf/S68Xm/T3+Mtb3kLfvVXfxVf/OIXcfv2bQDVQObxxx+HRCLBRz7ykVW78St7o1ixm8XFRTAMg8HBwXuOzwZzXJvrN9KvCtwJcrkEina7nbMoEzvnjYgy7bYFYSqVwsWLF3H9+nXQNI39+/fjxIkT6O7u3umpbRnWR7dYLGJxcXGnp7OnacaGDt+32jwGBwc3tCDk2Tg0TWNpaQmnT5+Gx+OBRqPBgw8+iImJiVWq9EajERqNBm63G7lcbgdn3PkUKgVE81EspZYwE53B5eBlvLj0Ip5aeArPup7FjcQNpBVp3A7dxox/Buliuu0D07UQksJqppGpZlUphmoYcFIUBb/fj5npGSQSCei0OkxMTMBoNG571jJXziFeimNkZASFQgFut7vhawiCwEc+8hHo9Xo89thjyOfz2zBTnr0EXwfDgb/9279d9X+BQID3vOc9+OIXv9i0LBhBEPjyl7+MAwcO4P3vfz+eeeYZPPXUU/jFL36BP/3TP13THmFlhlOj0SAUCsFoNK5bEqtWq2sG91z80Pr6+hAIBDA/P9/QukQmk6G/vx+Li4sN/TlZUSaHwwGv14u+vr51x2o0GvT09CAUCsFkMqGrqwsEQTS8gQ8ODiIQCGB2dhY6na4tS76KxSLm5ubg9/tBkiQGBwcxMDDQlnPdCkajEV6vF263GxaLZVXJF8/2olQq0dvbC4/Hg0gkUtc26254v9XmIhQKMTIyglu3bsHlcsFut+/0lDoK1r4tm81CLpdj//790Ov1a/6+shs6U1NTcDqdNT0Ino3DMAyK1PqlvFxEFU0mE+LxOHw+H1QqFUii/fMrBEFUs6lYnU3lkhllwCAajSIYCKJcKUOpVMJqse74RqA76cYx8zEsLS3B5XLBYrE0XPN2d3fjE5/4BD7wgQ/gi1/8Ij760Y9u02x59gLtfyfYQQYHB/HlL3+59uDz+/344Q9/iIGBAXzta1/Du9/97qa+39jYGD74wQ/iueeew/e//318/OMfh1KpxAc/+MF1F4ZshpMVkmpkBs01ywmsnc2tx0aUhy0WC5RKJRYXF1EsFuuOHR4eBkmSmJ+fB0VRnLISQqGwbTN8FEVhcXERp0+fht/vh9FoxMmTJzE8PNxxAStQfZizgl67qWS7UxkaGtpQhq9UKmF6ehpnz55FPB5Hf38/Tp06BZvNxgesW8RsNqOrqwsul4vPSjSJbDaLK1eu4PLlyygWixgbG8ODDz4Ig8FQ9/dVpVLBZrMhHA4jGo1u44x3HwzDoFApYDm3jKXUEqaXp3EpcKlayrv4NJ51PYtzvnO4Eb6BhfgCgpkg0sU0p4AVAIQCIcxmM4rFIpaXl1t8NluAqM5VQApAM3Q1o0o3zqiuJJ1JY3ZmFktLS7XN6+Hh4R0PWIGq/U22nN1QlR5QbZ2777778LnPfY6TfSIPD1d2VdBKEISLIAhmA3++t5X3e9WrXoX3v//9GB0dhVwuh9lsxm/91m/hueeeg0ajwfe//31cu3atWacHAHj88cfR29uL97///bh06RLe9773wWAwrDteJpPBbDajUqlArVY3zGKJxWLY7XZO1jPA6mxuI+lz1pC9XC43DBRX+rE2uhFKpdKah1swGARFUZwefkajEVqtFm63e8s9fM2A7Vs9e/Ys5ubmIJfLcezYMRw8eBAymWynp9dS2AxfNBpt70XIHoDt4cvn83VLvvi+1dbDZvi4emnzrE+5XMbMzAzOnj2LaDSK3t5ePPTQQ+jr6+NcWslu6s7OznIOsDoVhmGQL+exnFuGJ+mpBaYveF7A0wvVwPS8/zxuhG9gMbGIUDa0ocC0ETqdDjKpDMFgNfvYLhAEUS39Jchqjyq18UAVAArFAhYWFzA3N4dSuVR1a5gYR3fX9ggtccWddKO7uxsmkwmBQADJZLLha4RCIZ588kmk02l8/OMf5zeqeZrGrgpaAcwDmN3An5Zs8fT29uLXfu3XAAAvvPBCU4+tUCjw5JNPIh6Pw2q1crLOYYWVcrkcJ3+zVooysf6cXq+3oSgTeyMMhUINRZl6e3shk8ngdrt3pShTOp3GpUuXcP36dVAUhX379uGBBx6o2TDtBdgM3+zsLN/Dt8OwGb7FxcV7Mnx83+r20tXVBavVilAoxMlLm2c1NE3D4/HgpZdewtLSEnQ6HSYnJzE+Pr7hzRV2UzebzbZEu6LdaBSYPud+Duf953EzcrMWmGZKGdBM6wN6AgSsNisoiuKkq9FKSIKEiBRBQN4RU6IZelPBZYWqwOvzYmZmBqlUCnq9vtq32mNsyzJob9qLMlXekG4JALzyla/Er//6r+Nb3/oWLl26tA0z5dkLtN8npA4Mw7yGYZjxDfz5cKvmwmY/W5HBS6fT6O3tRTAYbGhAn0qlEI1GodVqUalUOJXxEgTBOcsJ3OlX3agoE5cgd3h4GAKBgLMoU6VSgdvt5izKpFQq0dfXh2g0ikgk0nB8symVSrh9+zampqaQSCQwMDCAU6dO7cleQK4ZPp7Ws16GL5PJ4PLly7h69SrK5TImJiYwOTkJnU63g7PtfNjWAD7Dxx12c2Vqagqzs7OQSCQ4fPgwDh8+vCWrM5vNBoVCgfn5eZRKpSbOeGdgGAa5cg6RXATupBu3l2/jYuAinvc8v+OBaSNUShW6u7oRjUa3XSCLIAiIBCKQBAmaoVGmy1sShKIZGpFIBNPT04hEIlApVRgbG0OvrRciYftWrlA0BW/aWxPnTCaTCAaDDV9HEAQ+85nPQCQS4ZFHHuHvazxNYVcFre3EuXPnAFSzR82EYRh873vfg0qlAkEQePjhh+t+2BcWFmo9g1xtZ4CNWc8AG+tXlclk6Ovr43RzY0WZstksfD5f3bFarRYGgwHBYBCpVAqVSoXTjXAnMnw0TcPlcuH06dPw+Xzo6enByZMnMTIy0pF9q1ypl+Hj2V66urpgsVgQCoUQCoX4vtUdhM3wZTKZhvdBnurmypUrV3D16lWUSiWMj49jcnISer1+y8deuUHaaNO4XWgUmP7C/Qtc8F/ArcgtuBIuhLNhZEvZtghMG2GxWkASJHw+Hxi0tlqKJEkISSEIggDDMChT5ab8jFKpFGZnZ+H1eSEUCmEfssNut0Mm3R1tQe6kGwzDYGBgAFKpFE6nk9NaanBwEO973/vw4osv4kc/+tE2zJSn0+GD1jq8+OKL93yNYRh87nOfw9mzZ6HX6/H617++qe9JEAR+8pOf4Fvf+hbe/va348qVK/j2t7+95thkMolYLAar1QqpVLrh8o2NiDKt7Fflks3t7++HVCrF3NxcwyDXarVCoVBgYWGhoSgTe44LCwsbFmUqFAotF2ViGAbhcBhnzpyB0+mEVCrF0aNHcf/99/OllbgjykTTNBwOx05PZ89jt9tBkiSuX7/O963uMGyGb25uriMyfK2AFQWbmppCLBZDX18fTp06hd7e3qZaguh0OvT09HBqc9kuGIZBtpS9JzD9hfsXuz4wrYdELIGhx4BMNoNEPNH04wsIQa1HlaarYkrNaiXKF/KYn5/H/MI8KpUKbFYbxsbGoFarm3L87SJXziGcC0MgEGB4eJizpzFBEPjwhz8Mo9GIxx57jLeT4tkyxB5pkGYA4POf/3xNZffq1au4du1aLfsFAA899BDe85731F7EltEeP34cVqsVyWQSp0+fxs2bNyGXy/Gv//qveO1rX9v8yTIM8vk8IpEIjh8/Dpqmcfny5Xv6H69cuYJkMokHH3wQEokEQNWrdXFxEePj43VtZ1i8Xi8cDgeGh4frWs+wXL9+HcvLyzh+/DhUKlXdsZFIBDdu3IDNZsPo6GjdsfF4HFeuXIHJZMK+ffvqjnW5XFhYWMDw8DDMZjPEYnHDBQvDMLh48SKSySROnjzZkgDybkuQ4eHhPVkGzIXbt2/D5/PhyJEjfOnpDsAwDJaXl+FwOGoLCZvNhomJiR2e2d4mGo3i8uXL/LW4C9ZvdWFhAZVKBQaDASMjIy21z8rlcjh79izUajWOHTu2LfdxmqGRL+fXtIvJV/J7VtCGpmncnr4NgiAwMT6xpQ0KhmEgFAhBggTFUC0J6suVMoLBYE2FWq/Xw2QyQSjYvVVWerkeJywnwDAMLly4gHQ6jZMnT3ISkfzOd76DP/3TP8UTTzyBj3/849swW55dwKZuqHsqaP2lX/olPP/88+sOeuc737kqq/noo4/i/PnzcDqdiMViIEkSfX19+JVf+RU88sgjTS8NXglFUcjlcvjmN7+J7373u/jsZz+LBx98sPZ9Nsjr7e2tBd3s686fP49KpYLJycmG2RL2BpTP5zE5OVkLftcjn8/j3LlzUCqVOHr0aN0HOcMwuH79OqLRKE6cONGwz+jWrVsIhUI4cuQIuru71x1H0zTOnTuHcrmMo0ePQiqVrjKKX490Oo1z585Bp9Ph8OHDDcdzpVQqYX5+Hl6vFwRBoK+vD4ODg3ymqg6lUglnzpyBWCzG5OTkthun72Xu3lyx2+1YWlpCsVjEqVOnOH2WeFrHtWvXEA6H8cADD+y6jEyzYftWnU4ncrkclEolRkdHt22ja25uDouLizhw4ABMJlNTjskHppsjFo/B7XbDZDLBbDJv6LUMw9SyqRW60rIyY7ZvNRQKgaKoWguGVFLf23S38Iq+V0AlViGZTOL8+fMwGo04ePBgw9dRFIVXvvKVcDqdmJmZgc1m24bZ8rQ5fNBah115ksViEdlsFtevX0cqlcKJEyegUCjAMAwuX76MTCaDBx988J5F5vLyMq5fvw6r1VpTz61HMpnEpUuXYDQasX///obj2WzuxMQEzOb6D49cLofz589DpVLhyJEjdYPcYrGIqakpyGQyHDt2rG4gE41Gce3aNZjNZgwPD0MkEkEgEDSc++zsLDweDw4dOlTXSogLO7H730ksLS1hZmYGIyMjDf2FebZOvc2VWCyGS5cuwWKxcLoH8LSOfD6PM2fObGuGrx1Jp9NwOByrKlcsFsu2bnBVKhWcOXMGBEHg5MmTnJ4xQDV4uTsgzZVzyJVzfGC6SRgwcDqcyOfzmNg3AbGo/uYam1ElQIBiqJb+zBkwSCaT8Pv8KJaKkEllsNqsUCnrV6PtNvq6+nCf4T4A1SSD3+/H8ePH6yYZWF566SW87nWvwzve8Q585zvf2bP3NZ4am/oF4NMbbYxYLIZYLMbw8DCAO7YtsVgMyWQSNpttzawIazuzUVEmLtYzQFWUiWu/qlwur4kyhUKhumMlEknNj7WRGAnrHxsIBJBOp7ddlGk9SxA+YOWOzWaDSqXCwsICJ+slns3BxW9Vq9XCaDTC7/dz8uHjaR2sWnsikeCk0tlprFRcv1sUbLsrMoRCIUZGRlAoFO7p4aMZGplSBqFsCIuJRdyM3MR5/3k8534OTy88jRc8L+BS4BKml6fhSXqwnFtGrpzjA9ZNwlrg0AwNv39tN0MG1YyqiBSBIAhQNNXUHtW1yOVytYw8TdPo7e3F2PhYxwWswB37G+CO88PMzAynn++pU6fwn//zf8Z3v/vdmpApD89G4TOtbU65XK7dFL1eL/bt24elpSXkcjmcPHly3RJUtoyXS4YTqC4UpqamIJFIcPz48YaLAzaby6VflaIonDt3DjRNY3Jysq56Lk3TuHDhAorFIiYnJ+uWKrLnqFAocPDgQYhEIk4luX6/H7du3cLQ0BDsdnvD8SvJZDJwOByIRqO10kqr1cqXt26SRCKBCxcuwGw247777tvp6XQUd/etNiqtZDN8KpUKx48f53fCdxCKonDmzBkwDIOTJ0/uCcVx1m91cXERlUoFPT09GBkZ2VEBO5qhkS1lcfrCaURTUYwfGAcloJAtZ1GoFPgAdAfweDyIxqIYGR6BUqkEA6YWpLIB1XZQLpcRCAQQjUVBEiQMBgOMRiPnbPxuZUI/gcHuQQDVqru5uTns37+fk4aK2+3GkSNHcPjwYbz00kv8umlvw2daOxGhUAiRSIT+/n6IxWI4HA6k02n09fXVDdDY3XqunlorrWe4mKrr9XrodDpO6oqs8nCpVGqo3kuSJEZHRznZDbDnmE6nEQ6HQVEUp2wra7vicrk4266Uy2XMzMy0XLVyr9Hd3Q2z2YxAIMApy8/Djc34rcpkMgwODiKZTHLyY+ZpHew9k6tK527mbsV1mUy2rYrrNEMjXUojmAliIb6AG+EbOOc7h2ddz+Kp+afw4tKLyKgzcOVcmJqdwnJuGfkyX+K7U5jNZghIAQL+AASEACSqfarbFbDSNI1gMIjp6WlEY1F0d3djfKIqfNnpASsAuJKu2u8+a4XodDpRqVQavravrw8f+MAHcPbsWfzv//2/Wz1Vng6Ez7TuAlhRJp/Ph9nZWRAEgVe84hUNd9/ZDCdFUZxEmWiaxsWLFzmLMm2kX5VhGFy7dg3xeBzHjx9vKMp08+ZNhMNhHD16FF1dXZzO8ejRo5BIJJxFmaampmAwGHDo0KF1x9E0Da/Xi4WFBZTLZej1eoyOjvJlwE2kWCzi9OnTkMlkeOCBB/hNgC2wVVEwiqJw9uxZUBRVt5KDp/UwDINLly4hkUi0TPF8p0mlUnA4HIjH47VWGIvF0vQsP0VTyFVyyJbuFT8qVLi1JrAZvuHh4Y4s/Wx3GDAQElUxJW/AC3/Aj77evm0T5WLAIB6PIxAIoFQqQS6Xw2q1Qqmov5bpRI6YjsCkrAqThUIhXL9+HQMDA6tEQdcjk8ng8OHDIEkSMzMz/Fpq78JnWjsVgUCwytaFYZiGfqbs60ZHR1Eulzn5k7Km6hRFYW5uruH4lf2qjbK5rH0QADgcjoa71CMjIxAIBA3HrjxHt9sNmqY5ZVtVKhVsNhsikQiWl5fXHBONRjE1NYXZ2VmIxWIcPnwYhw8f5m+yTUYikcBut3PqZeZZGy59q1xgP0+lUomTHzNP6yAIAmNjY2AYpuM8jYvFIm7duoVz584hmUxiYGAAp06d2pJFGEVTSBVTCGaCmI/P43r4Os75zuEZ1zN4euFpvOh5EZeDlzETncFSagnRfJRzwAoAZosZAoEAPq+vZeqzPKthS39FAlFNUKlMl2HoMUAiliAQCGxJm4IrmWwGTocTbrcbDMOgv78fo6OjezJgBQB30l37d09PDzQaDTweD6fKNaVSiU9+8pPwer148skn+YoFng3BZ1p3CQxT3eVzOp0IhULo7u7GoUOHOD3gN+KtClQ9NIPBIA4fPnyPN+zdbKRfFQDm5+fhdruxb9++hhYCbrcb8/PzGB0dbSiRfu3aNUSjURw+fBgqlQoikahhxq5cLuP06dMQCoU4efJkbXw2m4XD4cDy8jKEQiHsdvuOiIDsJWiaxtTUFG+7skE22rfK9ZhXrlxBLBbD5ORkw6oIntYyMzODpaUlHD58GHq9fqensyUoiqr1rVIUBaPRiJGREU5ej0A1MM2Ws2vaxRQrjTdyt0o4EobP54PNZoNBvzX1eZ61YcBAJBCBYRhU6AqIdRIyiWQCi4uL6OnpgdVibclcSuUS/H4/4vE4SIJEj7EHxh4jvxbAHfsb4E7lWk9PD+6///6Gr6UoCq9+9atx+/ZtTE9Po6+vr9XT5Wk/eMubOnTESd4tyrR//34YjcaGr2u1KFMkEsGNGzc4izJNTU2BYRhOokznz59HqVRqKMqUy+Vq53jgwAGIxWJO4iU+nw+3b9/G8PAwbDYbFhYWsLS0BKCqbmu32/kSyW2CtV2xWq3Yt2/fTk+n7bnbb3V4eHhLmaqVZLNZnD17FhqNhtM9g6d1sJtrIpEIDz744K5cMLN9qw6HA4VCASqVCmNjY2tuilboypp2MdsVmNaDZmjMzMyAoihMTExAKOh8gaxtgQAEhAAECFToxr2RQDW4nZ+fRyaTwfj4eFO9UCmKQigcQiQcAc3Q0Gq0MFvMDW129hK96l4c6DlQ+//t27fh8/lw9OhRaLXahq8/e/YsfuVXfgX/9b/+V/zjP/4j/4zZe/BBax064iQZhkE+n0cul8OFCxcAgFN2E9iYtypQ9dB0Op0YGRlBb29vw3ldv34dsViMU79qOBzGzZs30dvb27AHIhaL4erVqzCbzZiYmKg7dmFhAS6XC6OjozAajatKquvN/fz580in0xAIBKhUKtDpdNXSHz7DtO1cv34doVAIJ06cqNvLvJfZat8qVxwOB9xuNw4ePMhpc4yndbCexqOjo+jv79/p6WyIZDIJh8OBRCIBsViMkZERGIwG5Cq5WjC6ste0RJV2esp1SaVSmF+Yh0FvaFgBxLM+DMFARIjAoH5GtR75Qh6zs7NQqVSwD23MCWDNOaFqKRjwB1CulKFUKGGxWqCQ8y1Bd0OSJF7T/xqIBNXnTqlUwunTpyGVSjE5OdkwCGUYBu9+97vxwx/+EC+++CIeeuih7Zg2T/vA97R2OgRBQCKRQCKRYGhoCKVSibOy5Ea8VQFUBQaUSiwsLDTsnyUIohZ8sl6y9TAYDNBoNPB6vchms3XHarVa9PT0IBAIIJVK1R3b398PiUSCxcVFlMtlTmp2sVgM5XIZDMOAYRgcOnQIhw8f5gPWHWJkZKQm0LBHNtQ406y+Va6wnsYOh2Nb+sZ41sdms0GpVGJ+fp6TnkE7kMllMHVlCk+dfgoz4RkUNUUIBgS4XbyNny3+DKeXTuNK8AocUQd8aR/ihXjbB6wAoFaroVarsRxdRr7ATX2e5w5CUljdTGaqWXWKpjYVsAKATCqDXqdHKpVquD5oBFu54vF4QJAEBgcGMTwyzAes60DTNJZSS7X/i8ViDA4OctamIAgCTzzxBORyOR555BH+GcPDCT5o3WWwokw9PT3o7u7G0tJSw8CPfd1GRZlGR0c3JMrEWuyEQqG6Y1eKMnEJcoeHh0GSZMOxK8/R4/HUFWXK5XK4evUqLl++jHK5jK6uLlAUBZIk+TKVHUQmk2FoaAipVGpdA/m9BsMwiEQiOHv2LBwOB6RSKY4cOYJDhw61VFFWKBRidHQUhUKh421X2h2CIDA+Ps75frxdlKkyksUk/Gk/5uJzuBa6htOe0/je2e/hy//xZTwz/wyikiiUg0qQ3SRS5dSuCEwbYbVWeyh9Pl6UiQtCUggBKahlVWma3nSgejcmswlCoRA+vw8001iE8W6KxSIWFxfhnHOiVCzBYrZgYnwC3d3dTZtjp7LS/ga4Y4HDNTlis9nw53/+57hw4QK++93vtnKqPB0CXx68C2EYBtlsFolEApcvX96QKBMrWNQOokxzc3PweDycenNdLhcWFhYwNjZWWzCsBWutE4vF1hRlYoN2j8cDhmFqfasAcObMmV3dN9Yp0DSNM2fOoFKp4NSpU3u6p7iVfatcYBgGFy9eRCqVwsmTJzkL5vC0hp0ony9T5VV9pSv/vdIbc69Zgvj9foTCIQwODqK7q3unp9NeENVAtZGYUrOILEfg9Xphs9pgMHATyKpQFYRCIUQiETAMA51OB7PJvKefN5thpf0NUG3/unbtWk1huRHZbBZHjhwBTVf7xbmsS3k6Ar48eK/AlgmrVCpYrVbE43GEw2FOrx0dHQVJkpxsZ4BqlpO1nmlkJSMQCDAyMoJSqcQpmzswMACJRIK5ubmGpbx9fX2Qy+WYn5+vu4PHZnEJgsDCwgIoigJN02AYBl6vF2fOnIHb7YZGo8Hk5CQmJiYgFoshFotht9uRy+Xg8Xgazp2ndbDWS+VyGfPz8zs9nR2hVCphenoaZ8+eRTweR39/P06dOgWbzbatlQCs7QpN0x1nu7IbYe/fzS6fL1NlJAoJ+NN+OGNOXA1dxRnvGfxs8Wf42eLPcMZ7BldDV+GMOeFP+5EoJFYFrNlcds9ZghiNRoiEIvh9fk42a50OQRAQkSKQBFkNVqmtlf5uBJ1OB6lUikCw2otaD5qhEVmOYHp6GuFwGEqlEuNj4+jr7eMD1k3gSrpW/d9gMECr1cLj8XCqAlQoFHjiiSfg9/vxuc99jm8L4qkLn2ndpWxFlIkVLGqVKNO1a9cQj8c5iTKFQiHcunULfX19GB4erjs2Go3i2rVrsFgsGB8frzuWtdYZGxuDWCzG4uIiMpkMZDIZRkdHYTAY7ln8MwyDc+fOIZfL4eTJk5BKm6dGyLNxrly5guXlZUxOTu6Z3VeaprG0tISFhQVUKhUYDAaMjo62tAyYC9PT0/B6vThy5MiW7HR4ts7CwgLm5+exf/9+WCwWzq8rU2Vkyhnky3lkyhlky9navysUN8XWu9nrliDRWBQejwdmk7mhhVsnQhJkNUgFA4re2Z7EVDqF+fl56PV69NrWXqek0in4fX7kC3lIJBJYLBZ0dXXxZcBb5KHeh6CWqGv/z2QyOHv2LAwGAw4dOtTw9TRN41d/9Vdx9epV3Lp1C0NDQy2cLU+bwKsH16EjT5KiKORyOfj9fszMzHAK/NjXnTt3DhRFYXJysuHuIk3TuHDhAgqFAiYnJyGRSOqOZ+1nurq6cPjw4bqZIYZhcPXqVSQSCZw4cQIKRX3Rgxs3biASieDYsWNQq9XrjmOtdSiKQqVSgUAgwNDQEPr6+uouqBKJBC5cuACj0YiDBw/WnQtPa8nlcjhz5gy6urpw7Nixju41boXfajNhlSElEgkmJyf3TFDSjlAUhbNnz4KiKJw6dWrVRmWJKq1byrvZwHQtaJpGKBxCOBTe05YgDJiqjU++gIl9E3vi/AmCgIAQgGboTfWQtpKFxQUkk0mMj42vamUoFAvw+XxIpVIQCAQwmUzQ6/UgCf4+1gxsahsO9qxeL210o/PixYt41atehbe+9a344Q9/2NHPex4AfHnw3mM7RZnGxsZAURSnck25XI6+vj4kEokNiTJxKVlm1WUbjWVLlSuVCgiCwLFjxxoGrADQ3d0Ni8WCUCiEWCxWdyxPa5HL5RgYGEAikUAwGNzp6bSMTCaDy5cv4+rVqyiXy5iYmMDk5GTbBKxAVRlyeHgY2Wy25mPMszNQoGDsN8Kf8ePZa8/iSugKTntP46eLP8XPF3+Os96zuBa6hrnYHALpAJKFZNMCVgYMorEobk9XtQ7YypX+/v49EbDdDQECNpsNNEN3tHAcSZIQkSIQBFHrU223gBUArJZqv7/X5wUDBuVKGV6vFzMzM0in0zDoDZiYmECPoYcPWJuIP+2/R2DNbrdDKBRidnaWU/n80aNH8bu/+7v4p3/6Jzz//POtmirPLof/1O5yxGIxRCJRTUyIa6+qXq+HTqeD1+tFOp1uOL67uxtGoxHBYBCJRKLh+I30qyoUCvT29iIejyMSidQdK5VKMTAwgFQqhUAg0PC4QDWLVS6XOanZAdXAWCgUYmZmhu9V2mEGBwchlUrhdDo5WRjtJtqlb5Uru9F2ZbdSrBQRy8fgTXkxG53FleAVvLT0Ui0wdRQdiAgjuOi6iMXlxaYGpuuRyWbgcDiqliAEgYH+AYyMjux5SxCFXAGtRot4PI5MNrPT02kaAkIAkaAaqNI0jTJdbvt+Q4lEgh5DDzKZDJY8S5ienkZkOQKVSoWxsTHYbDaIhHzfarOhmdX2NwBqOiHZbJazBc4nP/lJKJVK3gKHZ134oHWXs1KUyWKxbEiUiWvWkqXVokxisRhOp7Phzaq3txcymayhKBO7800QBObn52ulwo1YebPls0o7C1sVwNoSdALb7bfaLFbarjidzp2ezq5nvcD06YWn8YzrGUz5pnA9fB3z8XkEMgGkiqlaYEqAuGO74m2t7UqxVMSiaxFOpxPFQhFmkxkT4xPQaDR8L+DLWCwWCEgBvF7vrrbAYTOqJEGCYiiUqfYPVFfCgKmVBUdjUQiFQtjtdtiH7JBJeeXzVnK3/Q1Q3ehUKBQN12osFosFjzzyCK5cuYJvfetbrZoqzy6GD1o7AKFQCJFIVAv8uGQ3gTtlvMlkklP5pUQiwdDQEGfzaIPBAI1GA6/X27BsWSgUYmRkBMVisaEnJBsQl8tlLCwsrDmGoigEAgGo1Wr09vYimUwiGo2iUqlwyp7yWaX2oaenB1qtFm63m1P5e7uyU36rzUSj0cBkMiEQCHCquNjrFCoFxPIxLKWWaoHpi0sv1g1MuQrayKQy6PV6pNIppFKpps+doij4A37MTM8gkUhAp9VhfGIcJpOJ72m+C5FIBKPRiHw+j2g0utPT4QzDMNWM6suBKptRbcfS30bk83nMz8/D5XZBQAoAAFqNFmrV+toXPM2jWCkimF29jiRJstaKtt5a7W4+8IEPoL+/H48//jiSyWQrpsqzi+GfPB0Am22VSCQYHBzkFPix9Pf3QyqVYn5+nlOga7VaoVAosLCwgFKpvkn8yn7V2dnZhju2bG+ux+NBLperO1av10Ov18Pn861Z3hwOh1GpVGC1WmvBPKvIyuU8SZLExMQEn1VqA1jbFYDb71E7shv6VrkyMjICgUDQdNuV3UqhUkA0H8VSagkz0RlcDl7Gi0sv4qmFp/Cs61lM+aZwI3yjFpimi+mmKa2aTCaIhCL4vL6mtTIwYBCNRjE9PY1QKAS5XI6x0TH09fXtyb5Vrhh6DJCIJQgEAi0v1d4KDMNAQL4cqJIvZ1R3aaAKAOVKGZ4lD2ZmZ5DJZNDT04OJfROQy+UIh8MoleuvU3iahyvhuudrbCsaV80VmUyGT3/60wiFQvjMZz7DP2N4VsEHrR0CK8pkNBo3LMrElvFy2Qljd84oisLc3FzD8QqFoibK1KhsebOiTGsFMj6fD0KhED09PbUsbqlUwtLSEmia5rTA6+7uhtlsRiAQQDwebziep3UolUr09fUhGo027HtuJ3Zb3yoXpFIpBgcHkU6nOVVc7HYYhmkYmJ7zncON8A0sxBcQzASRLqa3pR9eKBDCbDajWCo25XORyWQwOzsLz5IHBElgcGAQwyPDu6YSYCchCRJWmxWVSqUtheNqGVWSBEVTu6JHtR40U1Wwnr49jWg0iu6ubkyMT8BqsUIkFMFqtYKiKQT89bUveJpHvBBHsnhvdnTlpjMX3vzmN+PkyZP40pe+xGmdybN34IPWDmKrokw+nw+ZTGMhCY1GsylRJi5iOkqlEjabDbFYDMvLy3XHymQy9Pf3I5VKrVokpNNppFIpmM1mCATVMqGenh5oNBr4fD7kcjlelGkXMjQ0BLFYjNnZ2bYXaditfatc6e/vh1wux9zcHOfPUjvDMAzy5TyWc8tYSi1henkalwKX8ILnBTy9+PSOBqaN0Oq0kMvlCIVCm84qsT3jzjknSsUSLGYLJsYn0N3dzfetbgC1Wg21So3l5WUUioUdnQuDlzOqL4spsRnV3RyoAtXzSiQSmJmegd/vh1hSVTYfHBxcZcenVCih1WgRi8c6SiCr3Vkr28qKbUaj0YbrOqCaHHnyySdRKpXw4Q9/eNf/zvI0Dz5o7SA2K8pEEARGRkZAEATn8svNijJxKVseHByEWCyGw+FoGJz09fVBKpWuWjyzAkysUAmwOovLijJxCXxW9vF6vd6G43laB5sxLxQKnMvft5tO6FvlwspeJS42WO3AysDUk/SsDkwXnsZz7udw3n8eN8I3sJhYRCgbQqaUaYvAtB6sKBNFUxu2XaGo6mumZ6aRSCag0+kwMTEBo9HI961uAgIErLbtEchaDyEphJAUgsTLGdVdJqZUj1wuhznnHBZdi6BpGn29fRgbG4NKqVpzvNliBkmQ8Pv8u1ogazcRyARQrNyrAzI0NASRSMRpzQgAhw4dwjve8Q783//7f/Hss8+2Yqo8uxD+qdRhNEOUqZG3KoBa/2wmk+G0UGJFmbiULQuFQgwPD3MWZVrpOcuWZmk0mnuCBIVCAZvNhkQigWg0inK5zOnm2dvby4sytQlmsxnd3d1wuVzI5/M7PZ1VdFLfKhcMBgP0ej1n26ztgA1MI7lI3cD0ZuTm6sB0l/bzsbBZJa62KwwYLEeXq32r4RAUCgXGx8bR19vXEZUAO4lUIm2pQNbdMGAgJIUQkdXrVqErqNCVjgrSSuUS3G43Zh2zyOVyMBqNmJiYgE6nq1sJIBZVW6ayuSzvu75N0AyNpfS9rgtsFWA2m+WUACAIAn/5l38JlUqFhx9+uOMs73g2Bx+0dhjNEGXiGuiycuYbFWXiUrbM9uZyFWViPWfdbjcoilqVZV0Jm8VlA1wu2VaSJDE2NoZKpcL3V+wwrO0KTdOc+2NaTSf2rXJlJwSyGIZBrpxDJBeBO+nG7eXbuBi4iOc9z9cC0wv+Cx0XmDaCq+1KOpPG7MwslpaWQJIkBgcHMTw8XLMK4dk6JpMJQqGwKpDVgt+7WqAqEIEAgQpdQZne/WX6d0PTNALBAKZvTyMWj0Gj0WB8YhwWs6XW+tOInp4eiMViBPyBtm8r6RTcSfeav/dWq7WWAGi0ZgSqn6NHH30UN27cwDe+8Y1WTJVnl0F0StlIA/bESa6kWCwil8vh2rVrSKVSOHHiBBSKxibwkUgEN27cQG9vL0ZGRhqOj8fjuHLlCkwmE/bt29dw/NzcHDweD/bv3w+j0Vh3bCaTwYULF6DVanHw4MG6AUAul8P58+cBVLOvp06dWre8LRgM4vbt2+jt7a1lpLmUwt24cQPBYBDHjx9Hd3d3w/E8rWN6ehperxeHDx+GXq/fkTnQNI2lpaWaKrXBYMDo6GhHlQFzYW5uDouLizhw4ABMJlNTjskwDPKVPLLlLHLl3Kq/8+V8xwegmyUUDsHv96O3txd63erPRbFYhM/vQzKZhEAggNFohMFgAEnwe9etYDm6jKWlJVgsFhh76j/ruCIUCMEwDCp0paN7jRkwiMfj8Pv9KJfLUMgVsFgtUCqUmzpeIpHAomsRRqMRFrOlybPlWYtDxkOwqO79WUejUVy+fBk2mw0TExMNj1MoFHDs2DGk02k4HA5oNJpWTJdn+9nUDYx/WnUorCjT8PAwgI2LMnm93g2LMnHx1GJFmbhkc5VKJaxWK6fmfblcDqPRCJqm0dXVVTcIZbO4Xq93w6JMvNVHezA8PAyRSITZ2dlt7zncK32rXGEFULj0oK+EYRhkS1lEchG4Ei7cXr6NC/4L+IX7F3h64Wn8wv0LXPBfwK3ILbgSLoSzYWRLWT5grYPBYIBEstp2pUJV4PP7MD0zjWQyCb1eX+1b7THyAWsL0el0kMlkCAVDmxcrI6o9qgKimlWsUBVQNNXRAWsmm4HD4YDb7QZBEOjv78fI6MimA1YA6OruglKpRCQc4Vt8tglX0rXm13U6HQwGA+e2EqlUis9+9rNYXl7GE088wa+99jj8E6tDWUuUiYslAivKBHAv+WNFmbiM30i/KnBHMdbpdDZcELPBSzKZrBsQs6XKDMNgYWEBNE1zWmxLpVIMDQ0hnU7zokw7DLshk8vl4PF4tu1991rfKhfYvnJWgXYlNEMjW8oinA3DlXDhVuRWLTB9auEpPO95Hhf8F3B7+TZcCRciuQhy5RwfmG4SkiBhs9pQqVQQCAQQWY5genoa4XAYSqUS42Pj6LX1QiTk+1ZbDQECNpttwwJZDMFAQAggIAUAU+1RpZjOL2stlopYdC3C6XSiWCjCbDJjYnwCWo12y0E6AQI2qw00Q29YrIxncyQKCSQKiTW/Nzo6CoIgOCdT3vjGN+JVr3oVvvrVr2JmZqbJM+XZTfBBawfDijL19/fXAj+uokz9/f2bEmXi4tvI2s9wFWWy2+0oFApwu93rjiuXy4hEIlCpVDVRpnqw1jrxeHxDokx9fX1QKBSYm5vj1JPB0zqsVitUKhUWFhZQKLTWXmIv9602gmZoKDVKQAGcmz2HS0uXVmVMn/c8j4uBi7i9fBvupLsWmPI75q1BrVZDLpdjeXkZXq8XAoEAQ0NDsNvtfN/qNqNUKKHRaBCLx5DNNXjWkcJaoEoxFCi68wNV4I6C9cz0DBKJBHRaHcYnxmEymZqqYC2TyaDX65FIJpDOtIdwXKezXraVFf6MxWKckikkSeKv/uqvQFEUHn300W17dpTLZfzt3/4t3vWud+HQoUMQi8UgCAL/8A//0PC13/nOd3DixAkolUp0dXXhl37pl/Dv//7v2zDrzoYPWjsYNtsqlUp3tSiTyWRCV1dXXVGmQCAAmqYxODgIrVbLqbyZlWBnexJ5UabdBSvKRFEUnE5nS96j0/1WuUIzNDKlDELZEBYTi7gZuYnz/vN4zv0cnl54Gi8svYCUKgVX3oUz02f4wHSHKBQLmF+Yr90nJWIJxsfG0aXu6uiS0nbGYrGAJMg1BbKEpLBWol2hO7/0dyUMGESj0ZqCtVwux9joGPr6+iAWiVvyniaTCQKBoGUCWTyrCWaCa9rfAHeq6Lha4Nx3331417vehR//+Md4+umnmz3VNclms/jzP/9zfPvb30YwGOSs2fChD30Iv//7v49AIIA//MM/xNvf/nbcuHEDb3rTm/CVr3ylxbPubPigtcMRCAQQi6uy711dXZyym+zrWG/VRllL4I5vY6VS4eTbyNrPcClbZoNcmqbXDE4YhoHf74dUKoVOp+McEK8sVfb5fKAoitPNU6fTwWg0wufzcerj5Wkd3d3dsFgsCAaDiMfjTTvuXuxbbRiYel7ApcAlTC9Pw5P0YDm3jHw5X/uMyWQyGPQGpFLbY/XBc4cKVYHX58XMzAzS6TQMegMMegOKpSJ/LXYY1nYll8shHotDKKhmVBlUBZX2YvCUzqQxOzsLz5KnqmA9MIjhkeGW31tFQhHMJjPyhTyi0WhL34un+kzxpNZu32Gr6PL5PKcWH4Ig8Pjjj6Orqwsf/OAHt6XSTS6X4yc/+Qn8fj+CwSDe/e53N3zNmTNn8Dd/8zew2+24fv06/sf/+B/46le/ikuXLkGr1eJDH/pQ2/rM7wb4oHUPsBVRJq5ZS6AqytTT04NAIMApmGPtZ7j0q6pUKthstjVFmeLxOHK5HCwWCwiCqJWeJBKJhuXNbBbX6/Uin89zFswYHR0FSZK8KFMbMDw8DKFQiJmZmaaIMnVy3yobmAYzwU0Fpo0wmatWH16fd08uxrcbmqERiVT7ViORCFRKFcbGxmCz2WA2myESieDz+7ZdrIxnNVaTFVKxFD6/D8VScU9lVFdSLBaxsLhQa6+xWCwYnxhHd3f3tv08dHodpFIpgsFgTayMp3WsZ38DrG7x4SKQ1dPTg4985CO4ffs2vva1rzV7qvcgFovxhje8AWazmfNr/v7v/x4A8LGPfWyV0vHAwADe9773oVgs4lvf+lbT57pX4IPWPcBWRJk2UsYL3FHY5TJ+o6JMg4ODEIlE96iU+nw+EAQBi+WOvDpXleKVWdzNiDKlUilOfbw8rUMikcButyOTyWxJIKtT+lZphka6lEYwE8RCfAE3wjdwzncOz7qexVPzT+EFzwu4HLy86cC0HkKBEGazGcVikdM9hmfzpFIpzM7OwuvzVrMWQ/Zq36q02rcqEAhgsVhQKpUQCjfWJuBpHiRBQiQQ1Up/KVAwW8yoVCqcdCI6DbYSoB0UrEmChNViRaVSQTAQ3Nb33ouUqBKCmbV/zgRBYGxsDBRFcarQA4A/+qM/wvDwMD75yU82dJXYCZ599lkAwOtf//p7vveGN7xh1RiejcMHrXuErYgycc1aAtUAYmBgAOl0mlMwx9rP1OtXZWGzxYVCoVZOUiwWsby8DIPBALH4Th/MRsqbVSoVrFYrYrEYYrEYZ1Gm/v5+yOVyzM3Nbd7SgKcp2Gy2DZmWr2Q39q1SNFU3MH3R8yIuBy9jJjqDpdQSovkoCpXWilWxrLT6KJV5sbJmky/kMT8/j/mFeVQqFdisNoyNjUGtVt8zVqPRQCFXIBwKo1jirT5aCUmQtR5VmqFRpsqrMkxd3V1QqVQIR8IoFLfns7jT0AxdU7CORCJVBevxnVewVqvVUKvVWI4uI1/I79g89gqLyfXXYGyFns/n49TKIJFI8NnPfhaxWAyf+tSn2qrSLZvNwufzQalUrpmdZZ05HA7Hdk+tY+CD1j3CVkSZNuKtCgC9vb2Qy+UtE2VSq9Vwu93I5/Pw+/1gGAZWq/WesQaDARqNBl6vt2Ef70pRJoqiNiTKVC6XeVGmHWalQBZXUaZ271ulaAqpYgrBTBDz8XlcD1/HlG8Kz7iewdMLT+9oYFqPzVp98NSnXCnD6/VidnYW6UwaBoMBExMTMBgM62ar2GtBMzT8Pv5aNBuCICAiRSDJaqBar0eVAFF7Tu2F6pxaJcDdCtbS9lCwXnkt7hbI4mkuyUIS8cL6mhNsuxVXm8U3vOENeM1rXoO///u/x61bt5o51S3BtsV1dXWt+X3264lEYrum1HHwQeseYiuiTKOjoy0TZWLtZ2KxWMNyD7achBVl8vv9kMvl6O7uXnMsGxA3uhmKRKKatc5GRJn0en3NKJsXPNlZtFotjEYj/H5/w57qdulbZQPTQCawZmD60tJLuBy8jNnoLLwpL2L52LpqjO2EUqGEVqNFPB7n1A/Psz40QyMcCVezVctVW6/x8XHYrDYIBcKGr5fL5dDpdLzVR5MQEAKIBCIQBAGGYVCmuVXmAIBMKoNep+9osbK1KgHGx9tPwVoqkcJgMCCdTnfstWgn1rO/Aaoifv39/UgkEgiHww2PRZIkPv/5z4NhGHzoQx+qu7YbGBgAQRCc/7z97W/fzOltiN3UbtRuNH7i8XQUYrEY5XIZw8PDuHz5MhwOBw4dOtTwQ7RSlMlsNkOpVNYdr9Vqa6JMFotl3Z0nlsHBQYRCITgcDmi1WggEgnXHsuW87G71yMjIuvNXKBTo7e2Fx+NBOByG0Whc97hmsxl+vx9LS0swGAy17HQjxsbGEI1GMTMzg+PHj/M3pB1kdHQUkUgEMzMzOHHixD3XolQqYX5+Hl6vFwRBoL+/v9Yr3SoqdAW5cg7Zcvaev3dDALpZLBYLkskkvD4vxsbG2mrBuhtgwNR65ovFIqRSKQYGBqBW3VsG3Aiz2YxEIgGvt3ottruPcLcjIAUgQICiqaqHKodKnPUwmU2IJ+Lw+X1QqpQdcy3KlTJCwRCWo9WNZ4PBAJPJxGljZacwGo2Ix+LweX1QTag65lq0I8FMEAVdAVKhdM3vDwwMwOfzweFwQK/X110DAsDExATe85734Gtf+xp+/OMf441vfOOa4+x2O6TStd9zLVZqo2wUdp273qZ5o0wsT2Pa927C0xLuFmXy+XyIRCLo6elp+LrR0VGcO3cODocDhw8fbhicDQ8PIxqNwuFw4NixY3XHs6JMt2/fhsvlgt1ur3vsoaGhWmlwo7kPDAwgFAphbm4OOp0OQuHav/bsOV68eBGLi4uYmJgARVENb54ymQyDg4OYn5+vBek8OwMrkDU3NwefzwebzQag2re6tLRU8+Q1GAwYHR1tWhlwha6sCkazpTv/LlF7s69TJBLBaKpmvpeXl2HQG3Z6SruGfD4Pn9+HdDoNoVAIm80GnU636UU1a/Xh9XkRXY7CYOCvRT0YhoGAFEBACFBhqv6pzUIoEMJkMsHr9WJ5eRk9hvrPr3aHZmgsLy8jGAyCoiio1WpYrVZIJdwDhZ2CFY7zLHkQiURg7Fl/U5tnazAMA0/Kg1Ht6JrfFwqFGBkZwa1bt+DxeDA4OFj3eARB4C/+4i/wwx/+EB/60Ifwq7/6q2smGZ555pmmzJ8LCoWillAJBAL39LWyrUtsBSDPxuG3lfYg2yXKxGYG0uk0p962jYgyVSqVWklIo2NvRKVYrVbDYrEgGo0iHo9vSJRJJpPB4XDwokw7zEqBrFKp1LS+1QpdQbKYRCATwFx8DtdC13DWexY/X/w5frrwU5xeOo0rwStwRB3wpX2IF+J7NmBlMRgMNXuJcoX/XDSiXCljybuEmdkZZDIZ9PT0VPtW9ev3rXKFtfoIBAP8tVgDNlBd2aNapsstEXrR6/WQSWW7+nPBgEEimcDM9Ax8Ph/EIjHsdjvsQ/ZdEbCyaHXamnAc/+xuLZ6kp64VmtlshlqtxuLiIgqFxvoMer0ef/EXf4HZ2Vl89atfrTs2FArhj/7oj/DP//zPG573Rnj1q18NAHjqqafu+d5//Md/rBrDs3H4oHUPshOiTFxUXVf2oDqdzrqLBTZQVSgUNVGmevT09ECj0XDq47Xb7RAKhRsSZRIIBDVRJq7S7TytYaVA1tTU1Ib6VstUGcliEv60H3PxOVwNXeUD0y1AEiSs1pftJYK8vcR60AyNUDiE6elpLC8vo6urCxPjE7BarE0rr2SvBUVRCAQCTTlmJyAkhFXVX5IERVMtC1RXQoCA1bZ7r0U+n8fc3BwWFxdB0zR6e3sxNj62qdL1nYYAAZu1Khy3G6/FbqJElRDIrP8zXmmBw1Xc8g//8A8xPj6OT3/602v2wxYKBXz+85/HyMgIvv71r+OFF17Y9Py58Md//McAgM985jOIx++IT7lcLnz1q1+FRCLBu971rpbOoZPhy4P3KCtFmYLBIJaWlmA2m6FQKBq+bmRkBDdv3sTi4mJNwns9WFGmq1evYmFhAePj43XHK5VKWK3WWunUWmVsNE3D7/dDpVJhbGwMFy9exNzcHA4cOLDucdmA+Pz58w37eFlRptnZWfh8PvT19UEgEIAk6+/xGAwG6PV6LC0t1UyzebYfNrsKVC2RzGYzxsbGan2rZaq8upR3xb/LFL/T3mzUKjW6urqwvLwMvU4Pmaw91ENbAVWh4F3wYnFmEQvTC/DOexENRZGMJVEqlEBRFGRyGWRKGUy9JvSP9mPs6BjURjVK5RJkUhmsg1aolK25d6hVanR3dSMajUKv07eFSvZ2w4CpWdNU6AoqTAU7IR6rUqrQ3b27rkW5XEYgEEA0FgVBEDD2GGE0Ghu20LQ7SqWyei1iUej0Oijk9ddBPJtnMbEIq+petweW7u5umEwmBAIB9Pb2Nuz/FIlE+NznPoff/M3fxCc+8Qn83d/9XU0k7Uc/+hEee+wxuFwuHDlyBF/4whfwqle9akPz/fznP4+ZmRkAwNWrVwEA3/rWt/DSSy8BAB566CG85z3vqY0/efIkHnnkEXzhC1/AwYMH8da3vhWlUgk/+MEPEIvF8OUvfxkDAwMbmgPPHYh28jhqIXviJDcKwzDIZrOIx+O4cuUKuru7OYkyMQyDa9euIR6P4/jx4w1FmQDg5s2bCIfDOHbs2Jp+giupVCqYmpoCSZJ44IEH7nkghkIh3Lp1C+Pj47BYLLXg8v7772+o/jo3NwePx4P77ruvbi8swzC4ePEistksjh49CrlcvsoHdj1yuRzOnj0LtVrdsI+Xp7ms7FstlAuQqWUIxUIQKUQYGhtCrsIHpjtFsVTEzPQM5HI5hkeGO1aU6RPv/gSmL01v+HVaoxbvePQdOPWrp1r+s9kr1+JuhKQQBAhU6ErbWJzslmtB0zQikQhCoRAomkJ3dzcsFgsk4sZChbsF9lrIZDKMjI607bXoBCatk9DKtOt+v1Ao4PTp01CpVJzELRmGwVve8hb8/Oc/x6VLl1AsFvHwww/jzJkzsFgs+OxnP4t3vOMdDRMPa/FLv/RLeP7559f9/jvf+U58+9vfvufr3/nOd/CVr3wFt2/fBkmSOHLkCB599NF1BaP2IJv6gPFB6x6nXC4jl8vB6XTC5/M1DOZYcrkczp07h66uLk6iTIVCAVNTU1AoFJyCuUAggOnpaQwMDGBoaGjV9y5fvox0Oo2HHnoIAoGgVgYqFArxwAMP1L0xsQExQRCYnJysu0OcSqVw8eJF6PV6jI+PQywWc9pRZsum7rvvvjUNpnmaQ4kq1USPvGEvZuZnkMglQEgIGM1GqFVqBIIBBINB9Pf3Q6tZ/yHJ03r2wrV4/J2PY/bq7KZf/6dP/Cl++Td+uYkzWpu9cC0YMBCR1eqKCt24lWWnaOdrwYBBIp6AP+BHqVSCTCaDzWrjtFG9G2nna9FJmJVmHDYdrjtmfn4eCwsLnNdRs7OzeO1rXwuhUIhgMAiZTIZHH30UH/7whxtWEPLsCJsKWvme1j1OM0SZuPhqbVSUyWQyoaur6x5Rpmw2i0QiAbPZXAsgRSIRhoaGkM/n4fF46h53o6JMZrMZy8vLSCQSnEWZBgcHIZVK4XA4OP0sedanRJUQL8ThS/vgiDlwJXQFp72n8dPFn+Lniz/Hs3PP4l/O/gueufoMQvkQtBYthkeHa71Vxh4jxGIx/D7/lmwqeLYOfy0a87Unvgbfoq/l71O7Fv7OuhYMUS39XZlVbeeAFVh9Lbj6vW4H2VwWTocTLrcLDMOgr68PY2NjHRuwAtVrIRKJ2u5adBrBbBCFSn2hJVY/xel0NrxHJRIJ/P3f/z1SqRSCwSBe9apXweFw4FOf+hQfsHYYfNC6x1lLlMntdnN67cqbCpfgrK+vrybK1Eilj+1BpWm6JhMOoObNeretjMVigUqlgsvlaqg6txGVYlaUaX5+fsOiTKwnKE99SlQJsXxs3cD0rPcsroWuYS42h0A6gGQhiXwxX1VZnVmtsqrX6VeVdZEkCavFinKljGCIFwLaSVZeCy7q47sZkViEkQMjeOjXHsKv//6v403vehNe/V9ejZNvOon7X3E/9Gb9mq+jKhT+9X/+a8vnV7sW5c64FkLBy4EqszsC1ZWQJAmL2YJyuT3uUaVyCS63Cw6HA/l8HiaTCfsm9kGn1XV8yeyqz0V4938u2hWGYeBO1l9nsvop9RIMFEXhS1/6Eg4cOICvf/3rGB0dxdjYGHw+H/T6te+xPLsbXoiJ5x5RJo/HA5PJtCFRJpfLheHh4brjV4oyzc/PNxRlUqlUsNlsNVEmjUaDYDCIrq6ue3Z7WdW5ixcvwul0chJlunDhAhwOB+6///51y5XFYjGGhobgcDjg9/vR29vLWZRJp9PVRJk6eXeaC8VKcZXg0UoRpI14IN7tCdjV1QWrxbqmPxtLV3cXVCoVIpEIdDrdrrJj6DTYaxGOhKHVaTvuWpx63Sm87X1vw9jhqvBXLpeDz+dDJpupeqVazNBqtQAD/NPX/gk//Lsf3nOMC7+4AJqmN9V/tRG6uqv30XAkDJ1OV/cz1G6sLP0t02VUqN0TpK5Ft6YbymUlIuEIdNqduRY0XVWwDofCoBkaWo0WZosZYlFjLYdOgr0W4VAYWq22o/p22wlPyoMR7UhdKy+TyYSlpSW4XK6q96/0zvMiFovh29/+Nj7+8Y/DZDLhK1/5Ct75znfiH/7hH/Dwww/jS1/6Ej784Q9vx6nwbCN8TysPgK2JMl29ehWJRAInTpzgVIpx48YNRCIRTqJMbL+qQCBAX18fHA4H9u3bB5PJtOb4mZkZ+P1+HDp0qLo4rIPT6cTS0hIOHDiwpkrxynO8cOEC8vk8jhw5wlmUKZvN4uzZs+ju7sbRo0c7XpSpWYHpWjBgkEql4PP5UCwWIZPKYLFaOFssFIoFzMzMQKlUwm63d3zGoJ3JF/KYnZ2FSqnCkH2oI69FqVxCMBBENBYFSZAw9Bhg7FmtsloulfE7x39nzdf/9T/9NfpH+ls+z3w+j5nZGajVatiH7C1/v63AEAyEEAIEtnw/aUfYa9Hd1Y3BwcFte18GDGKxGAKBAMrlMhRyBaw2655W0M3lcph1zKK7uxuDA9t3LfYaB3sOwqa21R2TTCZx/vx5mEwmHDhwANlsFk6nE5FIBCRJ4vr163jve99bW3uWy2WcPHkSPp8PMzMz664VeXacTT34+UwrD4A7ZcJqtRoWiwU+nw+RSKShKNNKK5nZ2VlOokwjIyOIRqNwOBwNgzmRSITh4WFMT0/D5XJBJBLVndPQ0BDC4TAcDgdOnDhRN1sxODiIUCgEp9MJrVa7rsgSm8W9dOkSXC4XxsfHQVFUQ1EmhUKB/v5+uFwuhEKhjrh5FiqFWkB6t2VMqxaS+UIePp8P6XQaQqEQvb290Ok2VqomlUhhMBgQDoeRTCTR3d3dkrnyNEYmlUGv1yMSiSCVSqFLXd/SYDdB0zTC4TBmbsxg+sI0IksRxENxJGNJFPNFlArcPH1j4di2BK0ymQwGvQGR5eq1aLSJuBMIyOp9tkJXQIHq2C1omUwGnU6HaDSKVDq1LZ6nmUwGPr8PuVwOYrEYA/0D6NZ0d+RG0kaQy+XQaXWIxqLIZDJ7vlKqVSwmFxsGrV1dXTCbzQgEAmAYBuFwGAzDwGazwW634zWvec2q8SKRCH/1V3+FN73pTfj4xz+Or3/96x2fMNhL8EErT42VokyRSKQWzAmF9X9NFAoF+vr64Ha7EQ6HYTQa645nRZkWFhYQCATu6U+9G7ZEJJPJwGKx1A1ExWJxzWN1aWkJ/f3rL/xYUabbt2/D7Xbfo1K8kq6uLphMJgSDQRiNRmi1WhAE0bCEb2hoCMFgEA6HA3q9vuHPsh1YGZjenTHdTnGKcqWMYDCI5eVlEASBnp4eGI1GCAWb+xmajCbEY3H4/D6o1eqWl1/yrI/JZEIinoDP64NqXLXrrwWrsjp9cxo/+fZPMHtx8wrCAJBNZe/5GlWhMHNlBnO35jB/ax5zN+cQ8UdWjXnVr78K7/9v79/Qe5nMJsQTcXh9XoyrxuuW620XQlIIBgwomqpthu2FQMpsNiORSMDn80E5pmzZtSiWivD7/EgkExCQAljMFhgMhl3/OWwm7LXw+rwYGxvbE79/2026mEYsH6trf0PTdM3DOBQKQavVNhQE++Vf/mW88Y1vxDe/+U38yZ/8CY4cOdL0ufPsDO2/gubZNthsK0VRGBwcxOzsLNxuN+z2xmVjAwMDCAaDcDqd0Ol0DYOzvr4+BAIBzM/Pw2AwQCQS1Z2XTCZDJpNBPp9vOBeLxQK/3w+XywWj0biqD+JujEYjfD5frY+3nsH78PAwIpEIFhYWakFPo4e8QCDA6Ogorl+/jsXFRYyMjDScf6thGAZFav1S3p1WTdxM3yoXBAIBLFYL3G43QuEQzCbejminEAqEMJvN8Cx5EA6Hd3UVQjaXhc/rg8/tw/c+9z2koqktH7NculeoLhqK4pPv+eSWj3037LVYWlpCJBKBsaf+pmNLIAAhUQ1Ud5uQUjMRCUUwm8zw+ryILkfrtq1sBoqiEAqFEI5Us1U6nQ5mk7nu83evIhKJYDQZ4ff7EY1Godfxwj6twJV0rRm0MgyD5eVlOJ1OZLNZiEQilMtlmEymhplvgiDwmc98Bj/96U/x8MMP47nnnuM3ZDoE/iryrGKlKBNrOZPN3rvrv9brRkZGUCqVGlrJAHdEmcrlMhYWFuqOrVQqiEajkEgkiMfjWF5erjueLVmmKApzc3Ocxt6tUrwWrChTLpdDIBAARVGcAryenh5otVq43W5OP8tmwDAM8uU8lnPL8CQ9mF6exqXAJbzgeQFPLz6NZ13P4pzvHG6Eb2AhvoBgJoh0Mb2jASsDBslUEjMzM/D5fBCLqlnzocGhpgmTaDQaKBVVkY1isdiUY/JsDq1OC7lcjlAohFKZW9lsO1Eql+B2u2sqq8/9n+eaErDuBDqdDjKZDKFgqKGyezMRkkIISAEYphqsUjS15zNaOr0OUqkUgWAA5UpzrgUDBsvRZUxPTyMUDkGhUGB8bBx9vX18wFoHg8EAiUSCQCCw68W+2pVQNoR8eXUyIp1O4/Lly7h69SpKpRLGx8dx6tQpSKVSzM3NcXKrsNvt+JM/+RO88MIL+Od//udWTZ9nm+GDVp57EIvFEIlEtQyrw+EAF8Eug8EAjUaDpaUlTsGZTqeDwWCAz+dDKrX+Yi8YDIKmadjtdohEIjgcjobWM2wfRDgcRiwWqzuWVSmORqMNA2Kr1QqFQgGPx4Niscjp5sn2xAJVoahmiZ/VDUwXnsZz7udw3n8eNyM3sZhYRCgbQqaU2fFM6lrkC/mamThFUejt7cXY+FjT+7oIELDZbKAZGj5/6/0wedZn1bXw7Z5rQdM0AsEApm9PIxaPQaPRQNelw/TF6TXH64w6/NEn/ghf/clX8b8v/G/86NqP8KNrP8IPr96rHNwItUaNQ6cO4S3vfQse+9vHoDFotno6AF6+FlYbKJpCIBBoyjHXfB+CgEgggoBY0afKB6qrIAkSVqsVFEUhGNy6BU4qncLsTLVdhiRJDA4OYnh4GDKZrAmz7WzYa1GpVJpyLXjuhWEYuFNV+5tisYjbt29jamoK8Xgc/f39OHXqFHp7eyESiTA6Oso5MUIQBB577DH09PTgscce41Slx9P+8OXBPPfQDFEmh8PBSX24kSgTwzDw+XyQSCTo6ekBTdOYmZmBx+NpqLBot9sRiUQ2JMrkcDig0WjWFVkiSRJjY2O4fPkyFhcXOYsyKZXKDfX9sjAMg0KlgEw5g3w5X/ubLemlmfYLQDdCs/tWubAbxGf2Cgq5oiZ4ks6koVKqdnpK68KAQTweh9/vh9Dvh83vh0YigVDdhWfD6y+IPvrVj64pqpSKbSwra7AY8D9/8T9Xfe2bf/XNDR2jHkqlEhqNBtFYFDq9rmnqsQQICEkhKIYCzdAoU9uXyd2tqFVqdHV1YXl5GXqdflMBZqFYqG0ICwQCWK1W6PX6tuhZ3k2o1WqoVerqtdDrO86mqx1wxV0QJoXwuDygKAo9PT0YGRm5p12rp6cH3d3dcLvdsFqtDT8XXV1d+MQnPoH3v//9+MIXvoCPfexjrTwNnm2AD1p51mQtUSadTsdJMbe3txcej6cpokzJZBLZbBaDg4MgSRJmsxl+vx9utxsmk6nuTWulx6rX60VfX9+6Y1eqFDcKiLu7u2E0GmuKwBqNZlOiTOzPkmEY5Cv5NXtM8+X8rg9M16JVfatcaUfxmb2K2WJGIlkVZRodG23La5HJZuDz+SC8dRujZ05D5XKv/v46xRzKLuW6KsBXz1zd0By2QwHTYrEgmUjC6/VidHR00xlQkiBBEiRo0KBpGmWaD1Q3itViRTqVhtfnxfDwMOdrUaEqtY1AADDoDTCajBAJ+TLgzUCAgMVqwezsLHw+X9tbQ+0mWAE7f8CPmCCGId0QRkdH17UrZKvWzp07B6fTiYMHDzZ8j3e84x34+te/js9//vP4/d//fVit1mafBs820n6rA562gM22SqVSDA4OolgscirJAKqiTBKJhHPvQV9fH2QyGebn5+/pp/L5fCAIohbMsjctLj2oQLWcV6lUYnFxsWEPo8lkglqthtvtblhKMjw8DIFAgPn5eVAU1bBcGahuBJj6TXAn3fjZtZ/hYuAinvc8j6cXnsYv3L/ABf8F3IrcgivhQjgbRraU7biAdTv6VrnAis8Ui0VEwpHGL+BpGaz4TL6QR3Q5utPTWUWxVITL7YLT6YTy7FlM/J/vQ+Vy3+O6st6DNJvKIha+N6JNRBP4/le+3/T5bhWxSAyTyYRcLodYtH5bxd2QBAmRQASCIEAzNCp0pS1bEXYLEokEhh4DMpkMkolkw/E0QyMSiWB6ehqRSAQqpQpjY2Ow2Wx8wLpFWJuuVCqFZKrxteBpTDaXhdPhhMvtAsMwkFlkeOCBB9YNWFnUajWsVitCoRDi8XjD9xEKhXjyySeRyWTw+OOPN609i2dn4INWnnXZrCiTUCjEyMgI50B3PVGmUqmEcDgMvV6/KqBRqVSwWq1YXl5GNFp/kcsGuVxFmbgGxBKJBIODgxsWZcpL84gKo7i8eBmemKcjA9P12K6+Va7odDrI5XIEg8FdKQTUSbRCfGYrUBQFf8CPmekZxONx2JajGPzJT0DQ1QXP3Tkv0zoxAcMw+O8P/3c4rztRLpdRLBRx7plz+Ng7PoZosL0CdBaDwQCJmJv4jIAUQESKQIColf7yi8LmYewxQiQSwef3rft8WbkR6PV5IRQKYR+yw263Qybl+1abhclkglAohM/n2zPP7FbAbgSyAnYmkwn7JvZBopIgVuC2UWa32yEQCDA7O8vpfvPQQw/hzW9+M77zne/g4sWLWz0Fnh2ED1p56rKdokx6vR4+nw/pdBoAambSa5VzDA0N1USZGgWLrMcql525lQFxI1Emm80GuVwOt9vNWZSJYijYbFUzbZ/XB+aenE3nUa6UseRdwszMDDKZDHp6ejAxMQG9Tr+jAiy7VQioEyEJEjabDRTVWiGgRjBgEI1FqyqroRDkcjlGR0dhfvGFWsC6FgflgGSdX+W5m3P4i3f8BX73+O/i7Q+8HX/9yF8j7AuDINtTfIgkSVisllq/+UoYhgFJkBCSQhAEAYqmUKbLe+I+thMIBAJYLBaUSiWEwqF7vn/3RqDNZsPY2Bjfp98ChAIhTCYTisViw7UBz73cvRGo1WgxsW8CZpO51lrlSrg4HUsikWBoaAjpdJrTs5sgCHz605+GWCzGww8/zFeA7GL4oJWnLneLMsXjcUQijcspWVEmgHugOzIyApIkMTs7C5qm4ff7IZPJoNHcq5DJBtL5fB4ej6fhsYeHhyEUCjkFuWxA7HQ665b9sqJMFEXB5XKBpumGZcIVunKn1CidQjLZuaVGNEMjHAljenoay8vL6OrqwsT4BKwWa0uFljYCKwSUSCSQzqR3ejp7GpVShe6ubkSjUWRz22MNtZJMJoPZ2Vl4PB4QJIHBgUEMjwxDEY1CcHu6blimEAC/0UDI9+574G/+wW9ufdItoqurqyY+ky/kq6W/pAgkSdZKf/mM6vag0WigkCuqNl2laotLuVKGZ8lT2wg0GAyYmJiAQW9oy57wTkGv10MmlSEYDLZFRchugAGDaPTejcD+/n6IReJVY8O5MHLlHKfjrmwr45IwGBgYwPvf/36cPn0aP/jBDzZ1Ljw7D39342nISlEmsVjcMJhjYUWZuAa6MpkM/f39SKVSmJ+fRz6fh9VqXVeAxGw2Q61Ww+VyNexBFYvFGBwcRDabhdfrrTt2IwGxRqOB0WhEOBxGMplEpVK/j4sVJDGZTBAJRdVSow7b9WuXvlWumC1mCAQC+Lx82ddOY7FaQBLktlYhFEtFLLoW4ZxzolQswWK2YGJ8At3d3SBAgLxxE8C9JcF38191wFF5g0Ev80u//kt42/vetrWJtxACBPp6+yCAAH6fHxTzckaVD1S3nZUVIX6fH6FwCNPT04hGo+jq6sL4+DhsVlvbbAR2MgQIWG3WHa8I2S2kM+nqRuCSp2q3xG4ErqNMzjAM3En3mt+7G7atrFQqrWorWw+CIPDoo4/CZDLhIx/5CKcKQJ72gw9aeRrSDFEmp9O5IVEmr9cLgiBgMpnqzmt0dBQ0TTfsVwU2JsrEBsTNFmWq0NWfgVAghNliXrfsa7fSbn2rXGhnIaC9hkQsgdFoRDaXbeivvFUoioLfXy1XSyQS0Gl1mJiYgNFoXK0Enue28y8ggMetwO/oAMU6T1aDxYD3fOw9eN9/e9+2qAFvBAYMhKQQIkG1QVckFkGj13R8RchuQCaXQalUIpFMwO/3QywWY3h4GEODQ7wFyzazsiKE9/5cm0KxgIXFBczNzaFUKsFisWB8fLy2EViPpfQSKLpxUgSotqFptVp4PB7kco3v0yqVCn/5l38Jj8eDv/7rv+b0HjztBb81x8OJlaJMwWAQHo8HJpMJCkV9Lz+hUIjh4WHcunULLpcLw8PDDd9nYGAA09PTkMlkEIvFdcezZct+vx/RaBQ6nW7dsezO3OXLlzE3N4f9+/evO5YNiC9evIi5uTkcOHBg3bESiQQDAwOYn59HMBiExWKBQCBY0wJnpUehVqtFLBpDOBSGVqNtyywkV3bCb7WZ6PQ6RKNRBIIBdHd3QyTi1TZ3ip6eHsRiMQT8AXR1dTX9d4gBg1g0hkCgKvqkVCphtVjv8QSsIeOYPkU1cH2bDnizBrj+0K/Ca7CiVCyhS9sFy4AFY4fGVgWrP7r2o62ezpYREAKQBIkyXa5tqrGYTKaqJYXPD7VK3dDWi6f55HI5+Hw+ZLIZANVKoNHR9rSG2itYrBakUil4vV4Mj3C3I+p0VtotMQwDvV5fqyrbyDF8aR/6uta3KGRh12lTU1NwOBw4dOhQw9f87u/+Lr7xjW/gv//3/453v/vd6O3t5Tw3np2Hv+vxcOZuUSan08mpXKynp2dDokyFQgEAkM/na6JM9bDb7Zz7Vbu7u2uiTIlEou5YNiCORCINVYp7e3trokylUmndrHKFufP1lWVfXl/9kuV2ZTf0rXKhXYSAeOoLAW2VNcvVhofXD1gB0AfuAwDOxcoMACkJ3P/W1+M/vf0/4Tf/4Dfx6t98NcYPj7dFdvXujCpb+rsWNWuoUpFTiwdP8yiVS/B4PJh1zCKXy8FoNMJsMqNcLjd8HvG0Fon4ZTuiLDc7ok5nLbul8fFx9Np6N2W35Eq6OI9VqVSw2Wyc1mlANTHyV3/1V8hms/joRz/KtzzsMviglYczd4syxWKxposyrRRgYkWZGt1UNirKtFIuvVGQyzUgZrO4lUplXVEmmqHvOYZMJoNBb9h1/m9r9a2y5Wq7NWOsVCqh0WgQjUVrWQ2eneFuIaCtUiwWsbi4WC1XK75crjbBrVwNvX2g9k1wzqUQAKj9+4DexpmCjRL2hVf9oSqr7zGFXGHV96Oh6iKOIaqBqpAUggCBCl1ZVfVRD61Oy1tDbSM0TSMYDGJmegbRWBTd3d0YnxiHxWxBj7EHEokEwWCwoR0RT2vhYkfU6bDrgNnZ2abaLWVKGSznuCs0byRxAQAPPvgg3vrWt+If//Efcfbs2U3Pk2f7IfbILsOeOMntgGEY5PN5ZLNZXLx4EQRBYHJyEgKBoOFr5+bm4PF4cN9996Gnp2fNMZFIBDdu3Kj5ti4uLmJiYgJms7nhvC5evIhsNovJyUlIpfX7fJaWluB0OjEyMtKwPMTn82F2dhZDQ0MYGBioO/bmzZsIh8O4//770dXVBZFIVCupK1Nl/GzxZ/e8pkJVMD09DQEpwPj4eNuX4OUL+Zo1kVBYzcTodLqOKJEqlUuYmZ6BWCLG2NhYR5zTbqVQLGBmZgZKpRJ2u31T16JCVRAKhRCJRMAwDHQ6Hcwm84bLv4kb1yH69Kfr2t6wMCSB8uOPgzlwcMPzbcRv3f9bGxpvsBjw9ae/fk/Z70bJ5rJwOBzQaDQY6B/Y0rF41oYBg3g8jkAggFKpBLlcXtVhUChXjUulUphfmIdBb6jZp/HsDLF4DG63G2aTua7+RieSz+fh899ZB5hMJuh0uqaVrRsVRhw1H+U83u12w+FwVDO8HEp+PR4Pjhw5goMHD+LMmTNtv+7qQDa1uOKvEs+GaLUok8/ng0AggMlkQl9fH6RSKebm5lAu188KEASBsbEx0DQNp9PZcC5WqxUKhQILCwsNRZksFgtUKhVcLletdHk9hoeHQZLkmqJM9UrwLGYLiqUiwuFww7nvFO3qt9pMxCIxjCYj8vk8X4K3w0glUhgMBqTT6Q0LATFgsBxdxvT0NMLhMJRKJcbHxtHX27epfmXmwEFU/uiPwLzsrXp36Mr+nyGJ6rgWBKybZasBK3DHGioejyOT4asQmk0mm4HT4YTb7QbDMOjv78fo6Og9AStQbVtRq9VYjjanCoFn87B2RKFQaM9UIZTLL9stza5eBzTbbimUDXG2vwHutGjNz883XC+y4//sz/4M586dw/e+972tTJVnG+GDVp4Ns1KUqaurCx6Ph1OvKivKVCwW4XbfK2uey+UQi8WqAj5CIQQCwaqMayNW9qA2Uh5ly3kpisL8/HzdsRsJiKVSKQYGBpDJZBAKhUBRVK1cpd7iUavT1h5+rBdfu9ApfatcMRgMkEgkNaEenp3DZNy4NVQqncLszCyWlpYgIAUYHByslqvJNl+uBgD0q1+D8uOPg9q/754tGrYkuPz446Bf/ZotvU+7YjabISAF8Hq922ZH1OnU7JacTuTzeZhMJuyb2AetRlt3I9BqtQKobvLy12LnYC1waKba1tTJ0DSNUOiO3VJ3V3fL1wEb6W1l13TlcpmzBc4jjzwCq9WKv/iLv+Ckn8Kz83TeipNnWxCLxSiXy7Db7bhy5QqcTifuv//+hkIjPT098Pv9a6oPszd99oEMVM289Xo9vF4vzGYzVCpV3eMPDQ0hHA7D4XDgxIkTdUs+WI9VVvG3u7t73bFqtRpmsxmBQACxWAxarXbdsX19fQgEAnC5XNVyGZKs/rzWybQCd0SZZh2z8Pv8GBwcrHue2wEDBqlUCj6fD8ViETKpDNZBK1TK+tdgt8OKMrFq0L02Xl1wpxAIBDBbzPB4PAiFQzCb1m8TKBQL8Pl8SKVSEAgEsFqt0Ov1Td39Zw4cROXAQVSWPFX/1nwOkMmrYk0t6GG9m5raMAEICSEYMKjQlW2pdBCJRDCajDWldr1O3/L37FQoikIoHEIkHAHN0NBqtDBbzBCL6qvls7BVCKw/eHdXd2snzLMuCrkCWo0WsXgMer1+zez4boYBU1UQD/hRKpUgk8lgtW7POsCb9mJUOwohyS1UMRgM0Ol0WFpags1ma+huoVAo8KlPfQrvec978OSTT+KJJ55oC7E8nvXhM608m6LZokw0TSMQCECtVt8TmI6MjIAkyYYiTkA1mLbb7cjlclhaWmo4H9ZjlUsD/2ZEmdxud02UqVGZnlwuh16vRyKZQCqdajj3VpLPr+232ukBK4tapUZ3VzeWl5c5+b/xtA6ttlqFEA6F16xCqFAVeH1ezMzMIJ1OQ6/XY2JiAj2GntbZgvT2gf61XwP9lreC/rVf25aAFQCEpBACUgAw1coNiqa2tTR/ZRUCLwS0cRgwiEajmJ6eRigUglwux+joKPr7+zkHrCxsFYLf59+zQkDtgsVi6cgqhGwuC6fDCZfbBYZh0NfXh7Gx7VsHsPY3G2Hl+pILv/3bv43jx4/jb/7mb9asAORpL/iglWfTCIVCiESi6gNXLIbT6bxHMXctFAoFent7EY/Ha4FuOBxGuVxelWVlkclk6O/vRzKZ5GSBsZEeVIlEgsHBQWQymYblPWKxGENDQ5wCYp1OB4PBgGAwiHQ6jUqlwqnU1Gw2QygUwuv1gma2fyFS61ud7dy+Va5YrBaQBNlxC5HdxkprKL/vzmeUZmhEllfbLIyNjW3aZqEdIQgCQlIIkiRrWVWKbnyPbRUkQcJmtaFSqSAYaK4dUaezpt3SyDAU8vrZoPVgqxB4O6KdRyQSwWisaiHEovVbk3YDxVIRLrcLDodjVdm6Trv9gouupGtDtjRKpRI2mw3Ly8tYXm6sQEySJJ588knk83l85CMf4S1w2hw+aOXZNFsVZVoZ6Pp8PgiFwnVVhTcqysT2q87NzTWcC1tGsrCwgFKpvpiC1WrdtChToVx/PLDCF7FYRCS8fQuRvda3ygWJWIIeYw+yuWzDHmme1iKXy6HT6WpVCKlUqmqz4PVCIBBgaGgIQ/ahLdkstBNCUgiSIEEzNCp0BTRNt82mESsEFFmOIJ/nhYAasabd0jhHu6UGaLVVO6K9JATUrhgMBkjE1SoELpv37QhFUfAH/JiZnkE8HodWo8XEvgmYTeYdU9fNlrJYznO3vwGqVXEikYizBc7x48fxtre9DT/4wQ/w0ksvbXaqPNsAH7TybAmBQFDbZWRFmbiUUwqFQoyMjKBYLMLhcCCZTFaFPtaxztmoKFNXVxfMZjPC4TBnUaZKpcJJlIlrQMxmiNPpdHVRUSlxyp7qdLpt80XsRL/VZmLsMUIsFiPg370LkU6BvT+4Fl2YX6gqRNqsNoyPj6NL3dU2Qd1mIAgCIoEIAqJ6/6vQFdBM+wSqd2Oz2kAQBLw+vgphPSpUBT6/D9Mz00gkE9DpdJiYmICxx9i0AICtQqBoquOFgNodkiRhsVpQrpQRCoV2ejobopll663AndxY2a5IJILdbkc2m4XX6204niAIfOpTn4JcLsfDDz/MP+vbGD5o5dkyEomkdpNgGIZT7ylQFWXq7u5GIBAAUC3rrYder4dOp4PX6+Wk9LYRw2mNRoOenh4EAoGG9horA+J4PF53LJshdrlcKJQKnG6GK8shfb6N9XNshL3et8oFkiRhtVpRrpQRCAZ2ejp7lnKljFCwqsZN0RSUCiX27dsHg6G5NgvbCQECIlIEkiDBMAzKVBkUszsWSxKJBD2GHmQyGSQTG7Mj6nRWlq03w26pEawQUDweRybL2xHtJF1dXVCpVAhHwigUG1dWtQPNLltvBeFsGNlSY4eKlbC2hvPz8w0r6IBqxd0jjzyCS5cu4Tvf+c5mp8rTYnbn056nrdiKKJPdbgdQzbzK5fKGrxkdHd2QKBPXHlSgKvjEijI1OjbXgJjNEFcqFXh8HjAMwynbyvoiJhLNF2Xi+1Y3RldXF9QqNZaXeV/E7YZmaEQiL/etLkegVqkhkUiQL+TB0Lsvw0cSZK30lwGDMl3ekd71ZmA0GiESieDzc7cj6nTWKltvht1SIzpVCGi3QYCA1WoFwzBtn/kuFAtYWFyolq2Xmlu23grcqY1lW0mSxNjYGCqVCicLHAD4sz/7M/T19eFjH/sYUqmdFcPkWRs+aOVpCqwo0929qo1gjeorlQqnQFcmk6Gvr4+zKJPVaoVSqYTL5UKxWN//VCKRYGBgAOl0umGGkw2IuZSfsLY9wXAQ+XweVIXitFA1W6rlkD6frykLW75vdXOwXnwA74u4XawsW/f6vNVKjiE77HY7+nr7QFFUrUKj3SFJEiKBaHWP6i4NVFciEAhgsVhQKpUQCu+ucshmky/kMb8wv2Nl650mBLSbkUllMOgNSCaTO+4CsBYr1daTyWRNbb2ZZeutYCm11NCB4W50Ol3NMpFda9ZDLpfjiSeeQDAYxGc/+1lelKkNad/fUJ5dxWZEmRiGgc/ng0gk2lCg29/fD6lUivn5eVQq9W9iBEFgbGwMFEXB6XQ2PHZvby/kcjknUSaLxQKlUonFxcWGAfHIyAho0AgGg6BpmlOWSCQUwWw2o1AobEkdku9b3TpSiRQ9hh6k02m+HLLF5At5LMwv1MrWbTYbxsbGoFarAVTVITUaDaKxKLK5jZWMbRckQdZKf2maRpnavRnVemg0GigVynXtiDqdcqUMr9eL2dlZpNNpGPSGHStbN/TcEQLi7Yh2FqPJ2NQN52awqmrlZbX18fHxtlNbJwkSCrECPYoeDHQPYL9hP45bjuMVva+o9fxvBNYCZ3Z2llMQ+pa3vAUPPvggvvjFLzbUOOHZfvigladpbFSUKZ1OI5PJwGKxYHh4mLP6sEAgwMjICEql0oZFmRr1oG5ElIkdy1WUyWA0IJfLIZFMgKK5ZVv1ej1kMhlCwc2pQ/J9q82DL4dsLbWy9ZkZpDNpGAwGTExMwKC/NwCwWNrLjohhGAhIAYSkEARBgGboXV36yxW2HPJuO6JOZ2XVSmQ5ApWqGgDYbLYdq1ohCRJWW7X/nksVEk/rEAlFMJuqG87R5eiOzoXdtJ6dnYXX54VQKKxVreyU2jpJkFCKlTAqjBjsHsR9hvtwwnICv9z/y3jd0Ovwqr5X4Zj5GPbp96G/qx8GuQFykRwEsfGqBYVCgb6+PsRisQ1Z4JRKJTz22GN8trXN4GsCeZqKRCJBpVKB3W7H5cuX4XA4cP/99695s2FLcC0WC6RSKfx+PzweD8xmc8P+1pWiTGazGUqlsu54u92OSCQCh8OB48eP1y2D0Wq1NVEmi8WCrq6udcd2d3fDZDIhGAzCYrFAo9GsP+cePVxhF8LhMNQqNQiCACmsv2/EijI5nU74/X4M9A/UHc/CLlyWl5dBEAR6enpgNBr5MuAtIBAIYLVY4XK7EAwFYTHXFw7j4QbN0FheXkYwGARFUejq6qreEyTSdV8jFolhMpngD/gRi8ag0+m2ccZVGIapBakUTe2of+pOwtoRRaNRpNIpqFXqnZ5Sy2DAIJlMwu/3o1gsQiaVwTJgaZtzVqvVtf57vV5f9zPE01p0eh2Wo8sIBAPo1nTvSDYzn8/D5/chnU5DKBTCZrNBp9NtSxUASZJQiBRQiBSQi+Sr/pYIJJsKQDfL4OAg/H4/HA5H9fwblEEfPnwYv/u7v4vvfe97eO655/DqV796m2bK0wg+08rTVLiKMpXLVVl4nU4HmUxWs5IBwEkIiSAIjIyMAOBW9rGRHlTgjscql7kMDw/XBJzqZeBogobFbKn173IVZVIqlHfUIRv0ZfB9q62lW9MNpVKJcDjcsCScpz4MGCSSCcxM3ylbt9vtGBoc4rTYZssh/QH/tpZDCglhtUeVJEExFCp0pS2yvTsJa0fUTuWQzYatWllcXKxVrYyOjbZNwApUNzkt1upmms/L99/vJCRRVZ6nKGrbM9/lchmeJc89YotrVa1sBZIkoZKoYFKaMKQZwoGeA3jA+gBePfBqvH7o9XhF7ytwxHQE47px9Kp7oZPpIBVKtzVgBao938PDw8jlcvB4PA3HEwSBT37yk1CpVHjkkUcatqHxbB980MrTdLiIMrG9nVartfY1pVIJm83GWX1YLpejv78fyWSSky/aRnpQpVJpTZSpkQrgyoC4noBTha7UdsKjsSgK+QJnUSaLxQKBoKoOudZ4vm91eyBAwGa1AQC8vsabHzxrsyoAoO+UrW8kAGDLISuVCoKB1i0KGVQzqkKyuulTYSooU2W+bGwF7VQO2WzWCwD0On1b2i3JpDLo9Xqk0ileAXWHUavU6OrqqirP51uvPE/TNEKhEKanpxGNRtHd1b3lTWsBKYBaooZZaYZdY8fBnoOYtE7iNQOvqRuYthusKOfi4iInCxyz2YwPfvCDuHbtGr75zW9uwwx5uEDskQfvnjjJdoKiKORyOXi9XjgcDvT399fsbRiGwblz50BRFE6ePLlq161SqWBqagoEQWBychICQf3Ge4qicO7cOdA0jcnJSQiF9W/MiUQCly9fhtFoxP79++uOpWka58+fR6lUwoMPPljXY4+maVy4cAGFQgGTk5NrBor/sfAfAAMUi0XMOmYhk8kw0D8AoVDY8DwBIBKJwOvzwma1wWAw1L5+dwmQ2WyGTqdrS9n6TsHr9SKyHMHQ0BC61OuXj/OsplwpIxAIIBqNVsvWDT3oMfZsqQpgfmEe6XQaY2NjTe3RqgWpG1Ss3KvQDI3Z2VmUy2VMTEy0lbjLZqDpqnBNKBQCRVPo7uqGxWLZFZuAFaqC6elpCEgBxifG2zK43isUi0VMz0xDoVBgeHi4Jc9lBgwS8QT8AT9KpRJkMhlsVlvDtikWoUC4qnxXIVJAJpRVS3mF7f/7zpVYLIZLly7BarVi3759DccXCgUcPXoUuVwOs7Oz6O7ubv0k9w6b+iDwdzKelsCKMplMpntEmRKJBHK5HKxW6z1lIkKhsKWiTGwPaigU4iTKNDIysmFRprXGUjRV2zqRSCToMfQgl8shmUpyFmXS6XWQSWUIBAMol8u83+oOYjKbIBQK4fPyokxcoBkaoXAI07dXZwAsFsuWy9Zrme8tijKxGVWRQAQCBCp0hQ9YNwBJkLDZbLvKjmgtGDCIx+OYnpmGP+CHWCLGyPAIBgcHd0XAClSDELPZjGKpuCXleZ6twz7vM5kMksnmK89nc1k4HU643C4wDIO+vj6MjY3dE7AKBUJ0SbtgVpkxrB3G/cb78aDtQfzK4K/gtYOvxSnbKRw2HsaodhRWlRVambajAlbgjl6Jz1fd5G+EVCrFpz/9aYTDYXz605/mq2vaAD7TytMyGIZBNptFPB7H5cuXodVqcf/99+PWrVuIRCI4efLkmosAhmFw5coVJJNJPPDAAw1FmRiGwfXr1xGLxXD8+PGGu4ulUglTU1OQSCQNRZkA4MaNG4hEIjh27FjNdmM9bt26hVAohCNHjqzalStWinjW/Wzt/xRNYXZ2FmCqIlFCkZBTZiKTycA554RcLkexWKwJ11gt1l2zoOoUotEoPEseWMwWGI3GnZ5OW8KAQTLxsnBNqQiZTAar1dp09Wq/349QOITBgcEN7YYzYCAiXw5SmQq/KGkCi4uLSCQTGBsda3jvbjeyuSz8Pj8y2Uy15Nlihlar3ZWbgAwYzM7OolQsVTPfdSqFeFoLRVGYnp4GSZIYHx9vih9qsVREIBBAPB4HSZDoMfbAZrZBJVGtypiy/xYJ+OsPVCvTzpw5g66uLhw9erRhfy1N03jDG96A8+fP4/r16xgbG9ummXY8fKaVp71YS5QpEAggEonAYDCsG2RtRZSJy3ixWIzBwUHOokwjIyNbFmWqMKszNgJSAIvFgnKljMgyN1EmBgwomoKAFCCXy0EoEPJ9qzuIVqeFQq5AMBjckx6VjcjlcphzzmHRtQiaptHXW80AtMJuaSN2RGygKiSFtYxqmeZ7VJuFxdpedkRcKJVLcLvdcDgcyOVyMBqNmJiYgE67e9ss2P57it7dme9OQCAQwGxpTuZbQAiQjWaxPL8MRV6BkwMn8Qe/8gf4vQd/D6+zvw4nbSdxyHgII9oRWFQWdEu7+YB1BTKZDH19fYjH4wiHww3HsxY4lUoFH/7wh/nnxA7DB608LeVuUaa5uTkwDLNKgGktVooycfHWksvl6OvrQyKR4CTKtLIpn6soUyqVavjwl0gkGBwcRCaTWSXgVKbK94ztUndBpVIhFouhUKiKMq3HSr9VENVSPJIkOfes8DQfAgSstpc9KhuIde0lyuUyPB4PZh2z1QCg5+UAoIV91gJBdROoVCohGLpXlInBHR9VACjTZb70t0VIxBL0GHuQzWUbtmDsNDRNIxAMYPr2NGLxGDQaDSb2TcBitnDSGWh3lEolNBoNorEosrnsTk9nT6PVaiGXyxEKNfZclwgl0Eg1sKqsGNWN4rDpME7aTmK/ZD+kXim6U904ZDqEN7/izfjlY7+Mnq4ePjDdAIODg+uKhK7FwYMH8Xu/93v4f//v/+HnP//5NsyQZz348mCelnO3KJNQKMQrXvGKhmUZmxFlmpqaAsMwLRFlOnfuHCqVCiYnJzmJMhWLRUxOTkIsFiOaj+K8//w9Y1lRJrmsqoR8tyjT3X6rBoMBRqMR0WgUfr8fNpsNBr3hnuPybB+eJQ+i0Sjsdntb2V9sN/cI13S/LFwj3p4qAAYM5pxzyOVyGB8fh0QqgZDgxZR2ApqmMT0zDYZmMDEx0XYBIAOmVvlTLpehkCtgtVmhkCt2empNp1QuYfr2NGQyGUZGR3Zt5rgTyGQzcDqd0Gq0GLWPrulhKhfJa5trLLFYDA6HA+l0unodR0bQ09Oz7dYxnYTf78etW7cwPDyMwcHBhuNDoRAOHTqEvr4+XL58mS+33zp8eTBPe8KKMrEf8kqlwkn+fTOiTKOjoy0TZRodHUW5XK5mOzmMXSngtFamFahmZg0GA7K5LFKpVE2UqZHfqsFggFQqrS66Kmsfm2d72AselfW4W7hGIpVUhWsGBrctYAWqme/e3l6QIBEMBMEwDC+mtEOQJAmrxYpypcyp8mU7yWQzcDgc8Hg8IAgCA/0DGBkd6ciAFQDEIjGMRiOyuSxisdhOT2dPIRVKoZPp0KvuxbhuHK+0vxKvsb8Gg9QgjmmOYdI6iYM9B2HX2GFWmqGWqFcFrNlsFlevXsWlS5eQz+cxMjKCBx98EEajkQ9Yt4jZbIZareZUbQdUW1A+/OEP4+bNm/ja1762DTPkWQs+08qzLTAMg0gkAqfTieXl5ZooU6Mb72ZEma5du4Z4PM5JlKlYLGJqagpSqZSTKNP169exvLyM48ePQ6Wq35t38+ZNhMNhHD16FGkyjRvhG2uOu1uUKZfPIRQKoVgsQiaVwWpbW7gmnUljbm4OOq0OfX19defC01oiyxF4vV5YrVb0GHp2ejrbRjsI1xAgap9biqZqdkT2IXtD4TSe1sGAwdzcHLLZLMbHxyGV7Kx3Y7FUhN/vRyKRgIAUwGg0wmAwNEUUp91p98z3bkYmkq2yiJGL5FCIFZAL5RCQ9/6cC4UCTp8+DZVKhePHj6+5BmI3x5eWlsAwDGw2G+x2O8Ri8Xac0p4hkUjgwoULsFgsDavtgOp68fjx40gkEpidnYVOp9uGWXYsm1ok8EErz7ZRLpeRy+XgcDjg9/tx4MCBVX6j65HJZHDhwgVotVocPHiwYaCby+Vw7tw5dHV14fDhww3HLy0twel0YmRkBL29vXXH5vN5nDt3DkqlsqHyXKFQwLlz5yCXy6Eb1mE2Nrvu2EQyAbfbDZlMhnw+z9lvddG1iEQigdHR0Y7NFOwGaIaGY9aBUmlvKHWWyiUE/AHE4jGQBAlDjwHGHuO2LYYJgoCAEIBBNZu68jNS86gUCKpKnbxH5Y6Rz+cx65iFSqWCfci+I3OgKAqhUAiRSAQ0Q0On1cFsNnf8Z/RuEokEFl2LMPYYYbFYdno6uwaCICAVStct5d3M/WVhYQHz8/PYv3//qmtB0zS8Xi8WFhZQLpeh0+kwOjrKa1e0kOvXryMUCuHEiRPo6mrsuf7v//7v+O3f/m184AMfwBe/+EU+4715+KC1DnviJNsdhmGQz+eRzWZx8eJFzr2qAOB0OrG0tMQ50J2fn4fb7cb+/fsb2pGwPaiFQgGTk5MNlXgXFxexuLiI8fHxhg9/t9uN+fl5iM1ipMXr+4IxDIOFhQVkshlIJBIMDQ1xykyUyiXMTM9ALBFjbGyM71faQVg7Iq1Gi/7+/p2eTkugaRrhcBihUAg0Q0Oj0cBsNm9LGTBBEBCQAtA0DYqh6v6uL0eXsbS0BIvFAmMPb0e0k7CZ76GhIXSpGy8KmwUDBtFoFMFAEOVKGUqlElaLddfZ8DQLBgzm5+eRyWQwMT7BK86vgCCI1ZnSFX/LRLKmb3xRFIUzZ86ApmmcOnUKAoEAy8vLNfVqhUKB0dFR6PX6pr4vz72wFjhqtRrHjh3jZIHz67/+63jxxRdx7do17Nu3b5tm2nHwQWsd9sRJ7gbuFmXq7++H3d54B54VZSJJEg888EDTRZni8TiuXLkCk8nU8CZEURTOnz/PWZTp/PnzmEvOQT2gruvFGovHsLS0BIlYArvdDpFIxKl0LRQKwR/wo7e3F3od/5DbSdxuN2LxGEZGRqBUdM7uONu36vf7a8I1Fqul5edYy6gyDCimscojy0qPyvGJcYhFfFndTrETme90Jg2f14d8IQ+JWAKL1YKurq49v6mXL+QxO7uzme+dgiRISIVSKMVKyEVyyIXylgamjQiFQrh+/TosFgsKhQJisRhEIhHsdjusVuueKFtvF1hnhgMHDsBkMjUcf+vWLTz44IN47Wtfix//+Md8tnVz8EFrHfbESe4WCoUC8vk8rl27hlQqxalXFQCCwSBu376NgYEBDA0NNRwfDodx8+ZN9PX1YXh4uOH4W7duIRQK4ciRI+ju7q47dnl5GdevX4fVam1oNh2LxfCvZ/8VlIKqW37s8/tq9j42mw1dXV0QCoUNH6Y0Q2NmZgYURWF8fLxuYFwPqkLBu+DF4swiFqYX4J33IhqKIhlLolQogaIoyOQyyJQymHpN6B/tx9FXHsV9J+7jb9ovUy6XMT093VGZ70w2A7/Pj2wuC5FIBIvFAo1G07JzI0BASApBgwZFcw9U72alUmenZr53C9uV+S4UC/D7/UgmkxAIVvSt8iXiNTq555skyFqP6T0ZU6GsrZ5TbPtQqVS1v+nv78fg4OCeK1tvByiKwunTp0EQBE6ePNkwKcIwDB5++GF84xvfwI9//GP82q/92jbNtKPgg9Y67ImT3C0wDINsturhd/ny5W0RZTpx4gQUivo9n6wok0wmw7Fjx5oqyvSj0z/CfHgeI8Mja86bYRhMz0xDKBSiUq4ABGrZVqGgfpYYAFLpFObn56HT6dDXuzlRpk+8+xOYvjS94deZ+kx47+PvxYEHDmzqfTuNUDjUEXZEpXIJfr8f8XgcJEGix9gDY4+xJRkAkiAhIAU19exm0amZ793Gysx3K3q+K1SlZg3GMAz0ej1MJtOmN/A6GTbzLRQKMTY2tusCepIg1+wtVYgUkAqlbRWYrgVFUfB4PFhcXKx5hOp0Ohw5cmSHZ7a3CQQCuHnzJoaGhjhV/0UiEdx///2wWCy4evUqL5K1cXjLG57dAUEQkEgkUKvVsFgsiMVitQxjo9eNjo4CqPa4NtpwWTne4XA0HC+RSDA4OIhMJgOfz9dwPiMjIyBJktOxzVYzSIKE1+ddc2wun0O5XEZ3VzfMZjPK5TKWl5dB0zSnRbxapUZ3Vzei0ShyuVzD8WtBU5sLFoKeIJ547xN47v/33KZe32mwdkTBYHBX2hHRNI1AMIDp29OIx+PQarSY2DcBs8nc1ICVJEkISSEIggDN0ChT5aZbBlksFghIAbxeLxh+73LHIEDAZrOBoin4/f6mHZdmqt7A09PTiEQiUClVGB8fR6+tlw9Y10EoEMJkMqFQKHB67u4EJElCJVHBqDBiSDOEAz0HcMJyAr/c/8t43dDr8Mq+V+Ko+Sgm9BPo6+qDXq6HTNRemdS7YRgGwWAQZ86cwdzcHORyOY4dOwar1YpoNMrbEe0wJpMJXV1dcLlcKBQKDccbDAZ89KMfxfT0NP7u7/5uG2bIA/BBK88OIRQKIRKJMDAwALFYDIfDUdt1rIdSqYTNZkM0GuX0wJXL5ejr60P8/8/enwc3lmf3nej3YiUWYt8XEjvATCYzsyq3qqyubqkVakljW9Kz5PGzPGFZlt22ZIf8WtJIHmtpeSS3FmuiNWqPLFt+UoRH6jeS/RQvPNbYY8uSuzszmZmVe1YmcbES+76SBIjtvj/Q9xa4ASAJEFzuJyKjKpM/AhckcO89v3PO55TLyOVyI9dbLBZIJBJEIhGmbOcgRCIRFhcXUa1Wkclkhq7l8rnQ6XVoNBr7Xpyq1SoAQC6XQ6FQQCqRolgsYnt7G93OeCWSJrOpHxjP6Ab9t//JbyMZGR3sn3c4BAdmsxmdTgfpdHrWhzM2FCgUS0W8efsGmUwGIpEIHo8Hi4uLE+sJ5RAc8Dl8cAgOer0eOr3OyA2f48Dn86E36NFoNFAsFqf2PCyjkUqkUCqVKJVL2NjcONZjUaBQrVXh9/uRSCbA4/HgdDjhdDohmhNN6IjPL2q1GqI50Uw31ujA1CA1MIHpbfNtfKvtW/Edju/Ap6yfwrvGd+FT+2CVWc9EYHoQ1WoVjx8/xqtXr0BRFC5fvozbt29DqVTC5XKBx+PB7/ej17t4c75PCwRBwOv1otfrIRAIjPU9n//85+HxePBP/sk/QT6fn/IRsgDA6LpDFpYpQGdbu90ubDYbSJJENBodqyzDbrcjm832+9VUqpH9BzabDZlMpj/TVK0eKmXicDjweDx49uwZgsHgSCnTwsIC0uk0gsEgNBrNgWVvnV4HWq0W5VIZ6UwacoWcKfulKArVahVzc3OM0dFkNoEkSWQyGSxYF9Dr9UZmuYQCIfR6PdKZNErF0pFniPEFfNi8Nuiteqh0KsyJ5sDhcrDd3EYhXcDaszXkU3tP0N1OF3/8r/8Yf/8X//6Rnvc8MZj51qg1p95YurHZry7Y2tqCQCCAbdEGhVJx7L5ViqLA4/LAAQcdqoMeNV7lwCTRarUoFotIp9NQKBRjlduzTAeTyYRatYZkMgmPx3Ok91ej2UAqmUKtXgOPx4PFbIFaoz5zZa6zhENwYLaYEQwGkU6nj9xSMgouhwsJX7JvKa+Qd/7txY1GA8FgEJlMBhwOBw6HAzabbcc9i0AggMPhAEmSSCaTI8fusUwPuVwOo9GIdDoNq9U60m0iEAjwT//pP8X3fd/34Ytf/CK+8pWvnMlNlbME29PKMlNoKdPz589Rr9dPjZTp9evXyOVyePfdd0fO7qKlTBaLhSlH3s1/Xf+v2O5so1avIRKJQK1Sw2KxAOiXBgcCAej1ehj0n5jrUqkU8oU8rFYrZDLZeFKm3jelTL0ulpaWDnWD/n/9wf8Fq8sK73Xv0J4ziqLwb3/73+IPf+sP93xNPC/G737td1nzIYDt1jbW3q5BJBLB7XGfSinTdmsbqVQKlUoFXA4XOp0OOp3uWL8/iqLA4/Tfq51e51SU5dZqNYTCIWg0Glgt7E3hLKFt5wvWhUNtrLU7baZvlSAIpm+V3YQ4OpFIBJVqBV6P98gbazwujwlGxTwxpAIpMz7mIgSm+9HpdBCNRrG+vo5erwej0QiXy4W5uf3H2PV6PayurqLVauHu3busjGmGNJtN3Lt3D1KpFLdu3RrLtfK93/u9+K//9b/i2bNnuHKFdXuMCdvTynL2EAqF4PP5cLlcoChqrP5QANDr9ZDL5YjFYmP1cGq1WiiVSsTjcWxubo5c73a7weVy4ff7Rx6PRqOBWq1GIpHAxsb+ZW+dXgdAPwMnl8tRLH3Se1qr1gBgT3Cs1+vB4/GQyWTQ7XbHKh3icPo76J1OB5n08JLl3XznX/tOLN9aHnnBJAgC3/ND37Pv17bqW4iH4od63vMKnfne3No8df1K3W4XqXQKa2/XUKlUoFapsbS0BIPBcOSAlUtwwef2xzR1qS7avfapCFgBQCbrf+4KhQIajcasD+dCo9VqIRQIkUqn0Ol2Rq7vUT1kc1m8ffsWhUIBcrkcPp8PFrOFDViPCd1Skkwmh35WeVwe5HNyGOeNcKlcuKq/ivcs7+Hb7N+Gb7d/O+5a7uK6/jq8ai/M82aoRKoLGbBSFIVkMol79+4hEolAJpPh1q1bWF5ePjBgBT6p8Gq32wiHwyd4xCy7mZubg91uR61WG6u9hyAIfOlLXwJBEPjxH//xqba7sLDlwSwzZreUKZVKoVAoQKsdbl2l+w8eP36MQCCAlZWVoTtitJTp0aNHIEkS165dG7qeljIFg0Ekk0kmK3oQbrcb5XIZfr8f77zzzo7Hpihqx+gOo9GIeq2OZCoJl9OFaq0KoUCIOeHOixqXy4XRaEQ8HkexUIROr0OP0xuZbZXL5JDL5cgX8v3eJdHherzSsTQe/9ljBF4FkIwkUSlWsN3YRqs5vMeXppQrYdHNjhgBAJ1Oh1KphHQq3R9hNOObbAoUSsUS0uk02p02pBIpzGbzkbIsFCjwOXwQINDutdGlumP1pc8Ks8mMeq2ORCIBl9t1KjPfFwF6Yy0cDiOTycBi3v/cSqHfNpFKprDd2oZoTgSz3Yx56XBTO8v4CAVC6PQ6ZDIZbFQ3YNVbmfLdwVJePpfN/I2iVCqBJEnU63WIRCKsrKxAp9ONXS6q0Wig0WgQj8dhNpshlbK281mxuLiIZDKJYDAInU43tKUMAHw+H/723/7b+K3f+i38+3//7/GX/tJfOqEjvXiw5cEsM4eiKDQaDWxubuKjjz4CQRC4c+fOyF5VoG8FTiQSuHLlyshAFwCCwSBisRiWl5eh0+mGru31enj06BFarRbu3LkzUmkeDocRjUZx6dKlHQOq2902/kv0v+xYm8lmkM1modfrkc1modVqYTKa9jwmRVEIhULYamzB6XRiTjg3VukQXZoqFovHvkEvZov43V/9XTz8Lw9Hrh3Gj/3yj+GD7/xgx7/Vq3WsPV3Dxx99jODrIHLJHDbrm+h2uhBJRDAuGHHpxiV89ns/C+Oi8VjPf9qo1qoIh8PQarUH3qCfBPWNOpLJJBqNBoQCIUwmE+QK+aGCNzpQBT6pHjhLpNIpZLNZLC4uQqVUzfpwLiwUKIRDYdQ36vB6vXvkSVtbW0imktjY2ACfx4fBaIBarWY3Go6JgCv4JBgVSCDmiTHHncOLxy/AJbi4e/fuWNddlk/Y3NxEIBBAPp8Hj8eD3W7HwsLCkSpWNjc38eDBA6hUKly/fp3tj5whmUwGr169gt1uH6ulrFgs4tq1a9BoNHj58iXjJ2E5kCO9udlMK8vMOY6UyeFwIJfLHUrKNChxGkfK9Pz5c4RCISwtLQ197MXFRUb4pNFomMfe7+Zeq9WiUq4gn+sLjRRyxb6PSRAETGYTAoFAX8q0ML6Uid5BL5VKUKuG947lkjn83A/9HIqZ4xtW2629Nsof/c4fRWNz/7LMjeoGAq8CCLwK4P/8N/8n/vsf+e/xvX/re499HKcFmUwGmUyGQqHAWDtPku3tb/atVvt9qyajCVqt9lA3VVwOt9+j2u2cyWCVxqA3oFwuI5VKQS6TszfoM4IAAbPFjLW1NSSTSTidzn7Gvt1GOp1GsVQEh+BAr9NDr9ezv6dDIOQJIeaJmcB0MGPK4+x/vVvyLuHVq1eIRCJj3aCzgCnljcfjoCgKFosFTqfzWPM6JRIJFhYWsL6+PlbFGcv00Ov1iMfjWF9fh9lsHlmxplar8Y//8T/Gj//4j+M3f/M38RM/8RMndKQXC7anleVUwOVywefzYTAYIJPJxu5V5fF4cDqdaDabWF9fH2u9y+XC9vY2otHoyPUqlQo6nQ7pdJoZSzPsNbjdbrRaLUQiEebfO9Tem3wuhwuTyYQe1S/3HXZCFIvE0Gg02NjYwEZ9A51uZywDq16nh1AgRDqVHtk79q9+6V9NJGA9iHFV/t1OF3/wv/4B/su/+y+jF58RCBAwm80AcKLjiLrd/kzMt2tvUalWoFb3+1b1ev3IgJUC1e9R5fBBEAS6vS7a3dPTo3pUOBwOzCYz2u02stnsrA/nQjMnnINWq0W9XkelXEEmk8Hbt29RLBWhUCjgW/L15+yyAesehDwhVCIVLDILvGovrhuu4wPrB/h2x7fjs7bP4j3Le7iqvwqX0gWj1Ai5UH5gwAr0b9AVCgXW19fZnu8R9Ho9xGIx3Lt3D7FYDCqVCu+99x6WlpaOFbDS2O128Pl8dgTOjDnKCJy/9bf+Fi5duoRf+qVfYq8vU4INWllODUeVMtFDoccNdHU63aGkTC6XC1wud6zj0Wg0UKlUO6RM7e7+c/DmRP0e1h7VQ6M5/EaBkTJlM+j1emNLmUxmE2PdPIhsIovn957v+zW1Xo3P/9zn8c//5J/jDx7/Af7oxR/hj178Ef7w+V5z8DhcunEJP/TTP4Qv/f6X8L/8f/8XfOHXvgCra6/N9f/43/6Pc3XBnhPOQafVYWNjA5VyZarPRYFCoVjA27dvkc1lIZFI4PP6sGBdGG6F/mbpL4/DAwHiE5nSOWshkSvkkEqlyOVzaG6PHiLPMj3oLOp6bB3pTBrCOSHcLjfsNjuEgotdXjfHm4NapIZVZoVP7cM7hnfwgfUDfM7xOXzW9lncMd/Bim4FTqUTRqkRMqFsaGA6DIIg4PP50Ov1QJLkhF/J+YCiKOTzeTx48AB+vx8CgQDXr1/HO++8M9H+U/oeqNFoIBaLTexxWQ4P7VrJZrMol8sj1/P5fHzpS19CpVLBz/3cz53ItbPdbuM3fuM38Df/5t/EtWvXIBAIQBAEfud3fufA7/m93/s9EARx4J9/8S/+xdSP+6iw5cEsp4ZJSZmuXr06cv1hpExzc3Ow2WwIhUIjpUz0Yz98+BAkSeL69evoUvvLaejMLUEQSCb7UqaDjoPH5TFSpkKhAJ1uTCmTXA7Z/DdLU1X7S5nePn174Pf/o3/+j/aVKtVKtaHPu5trd6/hL//tvwy7z77j361OK1burODHv//Hd2R6K4UK0utpmO3mQz3PacZgMKBULiGZSkImk00lg1TfqCOZSKLR7Pet2u12yOUH961SoPqSFQpo99po9/bfYDlPECBgsVjg9/v7pamO0W0ILJNnY3MDqWSKkXcp5ArY7LYL1bc6x5vbMSJmsNeUyznZDPP8/DzMZjOSySRKpRJUKrbnm6Zer4MkSZRKJfD5fPh8PpjN5qmNdjObzUgkEgiHwzAajWx/5AxxuVzIZrPw+/24ffv2yD7jz372s/iu7/ou/M7v/A7+7t/9u7h+/fpUj29zcxP/8B/+QwD9TUCDwYB4fLwJDt/93d+Na9eu7fn3GzduTPAIJwsbtLKcKng8Hvh8Pmw2GwqFAkiSHKtXVSqVMif6QqEAjUYzdL1EIoHVakUsFkM+nx8pZbJarUin0wiHw9DpdEPLgMRiMdOXks1m0ZPsnzGsVqrg8XhQq9TI5rIoV8pD5TBKhRLFYhHFQhEKuQIECHD4wy+a9A3627W3SCQTcLlcIOJxcF69BhpbgEiMSii37/dK5dIDLcDP7z8f+ry7+YlfP7i/QyKT4N0P38X//Yf/945/39oYnTU/S9ClqdH1KLLZLEymveKto9LcbiKVSqFarYLL7Zeea7Xa/Tc1iP54GgIEOr0OUzp+kYIF0ZwIGo0G+Xwe1VoVctnwWcwsk2O7tY10Oo1yudzvW9XrUa/XUavV0G63IeAfv8TytEAQBOZ4czv6Sgf/O2rT8aTZfYN+0edtb29vM5vVBEFgcXGRKd+dJvRG/EcffYRgMIjLly9P9flYDmZwkkQqlWJafQ6CIAj80i/9Ev7zf/7P+MIXvoA//dM/nernSCwW40/+5E9w7do1GI1GfPGLX8Qv/MIvjPW93/M934Mf/MEfnNqxTQM2aGU5VewnZVpfX4fD4Rj5vXa7HdlsFiRJQqlUHkrKpFarh64/rJTJZrMxUibzpb0nuXanjc2tTahVamh1WpQrZaTTachksgPHohBEvzcyEAggk83AarWOJ2USCqHT6dBYfQji//27EO7qzxAcMEJ0s7aJUq4ElW5nIF0pVvDVr3x16HNOAp1p+EbCWUShVEBa7JemqtSqPWOODkun20Emk0GhUABFUdBoNDAYDODzdt5UUQQFPsEHRVHoUJ0Ds/8XCYOhL2VKJpKY981f+Bv0adPtdpHNZZHP5dGjelApVTCajBDwBdiUb4IkSSSTSdht9tEPdoogCGJnpnTgvyK+6NQFpsMQCARwOp3w+/1IJBJYWFiY9SHNhG63i1gshkgkgm63C51OB7fbfaTRYEdFqVRCr9cjlUrBarVCJpOd2HOz7GRwBA7dqjUMt9uNz3/+8/jKV76CP/7jP8Zf/st/eWrHJhAI8J3f+Z1Te/zTxtk5m7JcGHZLmdbX18fqVaV7QaYpZdJqtUin06jVhpfH7pAyxSJ7vl6r9r9fJpeBy+HCbDKj0+mMbN4Xi8RQq9Wo1+vY2BhfymT++A2WvvoHEAYCe1Q6+gM2jSmKwq/9v34NgZcBtNttbDe38fBPH+If/w//eKLSpq2NLTz8051jdpZvLUOuPn/ZLzrzDQDJRPLIYqMe1UO+kMfbt2+Rz+chlUrh8/lgtVh3BKw8Dq8fjFF9i3WX6l6ojOoweFweTEYTtlvbyOfzsz6ccwsFCsVSsd9jnc1CLBbD4/FgcXGRyapKxBKoVWpUKhXGBXCaIAgCYr4YWrEWNoUNlzSXcMN4A59e+DQ+5/gcPrP4Gdw03cRl7WXYFDboJDpIBJIzFbDSWCwWSCQShEIhtFrjzeY+L1AUhUwmg/v37yMYDEIsFuPGjRu4evXqiQasNG63GxwOB36//9y5Bc4SdNJit2TzIAiCwD/6R/8IGo0GP/VTP3Vq5WbPnz/Hl7/8ZfzyL/8y/s2/+TdIJBKzPqSRsJlWllOJUChEp9OBy+XC06dPEQgEsLKyMrKfwGAwIJVKIRaLwWg0jtSU63Q6Zr3BYIBEIhm63u12o1gswu/348aNG0OPR6vVQqlU4nX6NaR8KebmPsmqVWv9Mk5a4CCTyZjeU5VKNXQsisFgQKXSt21KJJJ+tpV78M0R8eol+P/qX4L45jVv9xFfFQNCAtje55oYfB3E//Q//E8gCGLHRZPgEKB6x7+IdtodfOVnvoJq8RMzM4/Pww/82A8c+7FPK4OlqbVa7dClqbV6DclkEs1mE0KhEAsLC5DJZCDQlyhwCS4oUP3S397FK/09DCq1CoViAZlMBkqV8lyVpp4GNjY2kEgm0Gg0IBAIYLfZD5wNbDQaUalWkEgk4PF6Tjzg4xAciPgHZEx5ogszM5PD4cDr9eLp06djVRWdF6rVKvx+P6rVKoRCIS5fvgyj0TjT37tIJILNZkM4HEY2m90x/53lZNFqtVCpVMwInFGbGAqFAj/7sz+LH/uxH8Nv/MZv4Kd/+qdP6EjH5zd+4zd2/J3L5eKHf/iH8eUvf3nH/epp4uxtA7JcCHZLmYrFIgqFwljf5/F4xrYg0usBIBAIjNzNpKVM9XodqVRqrMfuUl0kk0nmsTvdDjY2NjA/P7/jxsxkMoFDcPoZuCHHQUuZWq0WisVi3yY8JNvK/bf/FsSQAFPCBb5bOfSl7DmeScxRbWw28Cs/9it4/GePmX8jOAR+9H/+UbiWz/esQLqEN5lIjm1Jbm43EQqHEAqF0G63YTFb4PP5IJfLwefyweVw0aN6/Yxqj82ojgOd+e5RPSSTyVkfzrlhe3sbkUgEgWAAre0WTEYTlnxLUCgUB74v6eqaRrOBYnE647c4BAdSgRR6iR52hR3L2mXcMt3Ctyx+Cz7n+Bw+vfBp3DDewCXNJSzKF6EVayHmiy9MwEqjVquh1WqRSCRQr9dnfThTpdFo4NWrV3j06BHq9TocDgfu3r0Lk8l0Kn7vNpsNQqEQJEky0jKWk4e+n6MoauwROD/4gz+I5eVlfOlLX0I6nZ7yEY6P3W7Hb/7mb8Lv92NzcxOpVAp/+Id/CJvNht/+7d/GD/3QD836EA+EDVpZTi2DUiaBQIBAIDDWSXt+fh4Wi2XsQJeWMpVKpbHKBBcWFiAWi5ngYdRj6ww6bGxuoFKtAABqtRooioJCrtixVigUQqvVYnNrE5VKZejjqpQqiEQiFPIFtLZbB/9c4jFw37wdWYT6/1QD745Z/fSZv/QZ/NUf/avjLT6AYraIn/3Bn90xaofL4+If/NI/wAff+cGxHvsswOPyYDQZsd3aRi63vwiLptPtIJFMYG1tDfV6HVqNFstLyzDpTeBxeP0+1S4bqB6VwdLU+sb5vkGfNp1uB8lU8kizgYH+yLC5uTlkMpmRs6UPgsPhYF44zwSmV3RXdgSmHy58iHeN72JJs4QF+QI0Yg1E/IuTSR0Xj8cDgiDObWlqp9NBMBjE/fv3kclkYDQacffuXTidzlM1G5jL5cLj8YzdxsQyPeh7y1wuh1LpABnIADweD7/yK7+CWq2Gn/mZnznwc2Sz2YaOoNn956//9b9+rNfx6U9/Gn//7/99eDweiMViGI1GfP/3fz/+7M/+DEqlEl/96lfx4sWLYz3HtGDLg1lOLSctZcpkMmNLmdxuN168eIFQKASfzzf0sbV6Lfgpfl+0NC9DtVrt7/jP753ttlvKdNBxEAQBi9mCQDCAbDYLi9Wyr5SJ8+p1f/3QIwS4BPAzZuCPSsD/rwxs7pP805q0+O6/+d343F/53IhHG07kbQRf+gdfQjn/ydwzkVSEH/9nP46r7w0fV3SeUKlUKBaKyGazUKqUe+ZS9qgeioUiMtkMOp0O5PNyLFgXIJwTotvrMuNp2ED1+NClqclEcialqWedHtVDsVjsB5udTn98isk8sj1jNxyCA7PZjFAohEw6c+B4MQ6HAwlfsm8p7xzvdJa1nTXEYjEWFxcRjUaRy+Wg1+tnfUgTgaIopFIpBINBtFotKBQKeDweyOWn16Gg1+sRj8cRjUZhMpkO/blimRxOpxOZTAZ+vx937twZudn16U9/Gn/xL/5F/O7v/i7+3t/7e/uOk3E6nYcqx53k5IFBrFYrvuu7vgu///u/j6997Wsjx0fOAjZoZTnVDEqZMpkM1tfXYTAYRvYT0FKmt2/fIhaLwW4fbqSkpUxv3rxBNBqF0zl8diNdPpVKpWAymYaa/XpEDyaTCevr68hkM9iob2BeNr/vHD4uhwuT0TTWWBSxWAy1So1iqciUG/MI3s4b7sb4Y2O4BPBX1cD3KIGXtz5EwuxAa7sFuUoOk80E7zXvjhP0H734o7Efm+bJ157gyz/1ZTS3msy/aU1a/PT/+tNYcF8sUyUzL5T0I5VM7XiP1mo1JFNJtJotiOfEMC4amU2Obo8tEZs09DkmmUyiWCiOnA3N8gm1eg2pZKo/G1gohNVqHTobeBSyeRnkcjlKxRJsRhu0cu2OwFTMF7OB6Qlht9uRTqdBkiQ0Gs2pykAehVKpBJIkUa/XIRKJsLKyAp1Od+qz7PQInIcPHzJ+D5bZIBAI4HA4GNv5QRtrNPQInP/0n/4TvvCFL+DP//zP9yQX/vRP/3Sah3wo6Gvf5ubmjI9kf9jtZJZTj1AoZIJQup9gnHIlg8EAuVyO9fX1sexter0eCoUCsVhsLFsxbfYjSXLo8XR6HchlckilUhQKBfSo3lD5jkwmw/z8PArFAhrN4cdtMBrA5XKRzWT7va27+yNFhzceznGA61ec+O/++n+H7/1b34tv/d5vhe+679gX9v/4//mP+NV/+Ks7AlbnZSf+6f/+Ty9cwEojFvdt0JVqBbV6DY1mA+FwGNFwFN1OFyaLCU6vc9+sPMtkoUtT05k02p3hZf8sO3usW+0WzGYzfD4fM0N6HLgcLmRCGYzzRjiVTqzoVnDHfAc/cOcHcEN+A6q6Ctf01+BVe2GRWaASqdiA9QTh8Xhwu91oNptnujR1c3MTz58/x5MnT9BoNOB2u/H+++9Dr9ef+oCVhvZ7ZLNZlMvl0d/AMjWsVivEYjGCweDIFjEAcDgc+NEf/VF8/etfxx/90fDN/lAohO/7vu/DRx99NKnDPRQPH/YnOYxT0TgL2KCV5dQzCSnTOI3zg1KmUYEo8ImUqVarDW2y7/Q6/Rmrpk/mtc7L5oceB702lUyNljIZ+r2RpWJpj5Spd2UZAMYerEKvo79vUvzer/0e/vWX/jV63U+Ozb3ixo/+zz+KVrOFXDK3509j63Rq4ieN0WiEgCtAPBoHuUaiVq9BpVXBt+SDVqNlS1VPCLo0tdvtnippxmmj3WkjkdjZY720tASdVrfve5XH5UE+J4dx3giXyoWr+qt4z/Ievs3+bfic43P4wPoBruuv7whMlfNK2Gw2lMvlkWPAWKYLvfkbjUZP7eiOg2i32/D7/Xjw4AHy+TwsFgvu3r0Lm812Jucyu1wucLncc9tnfFagR+C0222Ew+GR6wmCwP/4P/6P0Ov1+Kmf+ql9kyKVSgU/+ZM/iUuXLuGP//iP8fWvf30ahw4A+z42RVH40pe+hAcPHkCj0eA7vuM7pvb8x4EtD2Y5EwxKmfL5PAKBAFQq1chyJbpxPpFIoFAoQKPRDF0vlUphsVgQj8dRKBRGlgkuLCwgnU4jFApBq9WCz9879JQeO8IX8JnRMRsbG3tETIPQUqZcLodKpQKl8mC9r0qlQrFYRD6fh0wuA0EQ4PC+eUG2LqB7aQncN2+Hvg4aAkD38iXAOtnM53/43//Dnn8LvAzgC/+PLxz4PT/yT34E3/Ld3zLR4zhNcDgcEBSBQrmATq8/b1coFMLhcGBOyGaTZoFsXgaFXIFisQiNWjOT2YynFbrHOp1Jo9vtMpuIojkR+Fz+jr7Swf/ncw8YBD0Cm82GVCqFQCAArVZ75ktTzyp0aeqjR4/OTGlqr9dDIpFAOBxGu92GWq2Gx+NhRsydVejrQyAQGKs0lWV6aDQaqNVqxONxZrbxMGQyGX7+538eP/IjP4Jf//Vfx8/+7M8C6G+s/Mt/+S/x8z//8ygWi/i2b/s2/Pqv//qhPme//Mu/jLW1NQD92asA8Lu/+7v4xje+AQD44IMP8MM//MPM+g8//BAejwc3b96E2WxGtVrFvXv38Pr1a4jFYvz+7//+0Ja3WUJckN2aC/EizzvdbhdbW1tIJBIgSRI2m22sEoZ2u43V1VVwuVzcvn175M1Pp9PB6uoqCILAnTt3Rq4vFot48eIFzGYzvF7vnq//x/B/BEVRqNVqiEQj4HK5zCy8/fpamdfb68Lv9wMU+muHHMfm1iaCwSBkMhksFgv4PD6zk0y8egn+L/7i0LE3NBSHQPtnfgbUlcnemHz/1e8/9Pect6CVoijwOP2e406vg0qtgmQyie3tbczNzYHqUeh0OlhaWtp384PlZNhubWPt7RpEIhHcHveFF11R6J+7cukciBYBhUSBJecSzDrzsQPTUaTTabx+/Rp2ux0u1/keg3Xa+fjjj5FKpXDjxo2hm6izhKIoFAoFkCSJra0tSCQSeDyekZvVZ4ler4cHDx6g3W7j7t277LVihmxsbGB1dRVqtRrXr18fub7b7eJTn/oUgsEg3r59i5cvX+InfuInsLa2Bp/Ph3/2z/4Zvuu7vuvQJeuf+cxn8N/+23878Ot/42/8Dfze7/0e8/ef/MmfZDahSqUSOBwOFhYW8G3f9m34whe+cFKlwUe6sLKZVpYzwyykTOPYitVqNTQaDZLJJIxG444dqh7VY8p4KtUKCIKA0WBEIplALpeD0WA8+PVyuIzAKZvLwmQ8WMokEUugUqpQKpewubmJeek8QPRLHqkrK+h8/vPg/fZvg+hRoLDzbEH/neIQ6Hz+8xMPWC8yFEWBx+WBAIEu1UWX6mJjawPJVBL1eh08Hg8WiwVqtRpbW1sIBAJIpVJYXFyc9aFfWIQCIXR6HTKZDEqlEtQq9awP6cQQcAWfZEkFElDbFFLrKXCrXBglRjhXnDCbzSdWWmkwGJBIJLC+vg6z+fA2YpbJ4XK5kMvlsLa2NpY19aSp1+sgSRKlUgl8Ph8+n+9E36snBV2a+vz5c0QiEaalieXk2V2ZN2pzhMvl4ld+5Vfw1/7aX8Pt27eRTqehVqvxla98BX/n7/ydI29A/Pmf//mh1v/ar/3akZ7nNMAGrSxnCqFQiE6nA5fLhadPnzLlSqMuoLQZlA50R9386PV6pFKpsQNjt9vNmAnfffdd5njo0uAe1UOtVoNEIoFKpUKlUkE+n4dKqYJQKDzwcQcFTiqlaqgW3WA0oFqrIpPJQOwQg+gR4HD7F+zet34Wba0W3H/378D9+M2O7yMA1BYWsPWX/iKUn/7M0Nd5VI5iGj6rUKAYi3OH6jC233anjXQ6jWKxCIIgoNPpoNfrweP2T8NSiZTZeFCr1We+lO0so9fpUSqVkE6loZArzlVpqpAn3HdUjJgvBo/Tfy+2Wi0Eg0Ekk0kQBAGHzQG73X7iWR2CIODz+bC6ugqSJE/lCIaLglAohN1uP3Wlqdvb2wiFQsx7dXFxcSbv1ZOELk2NxWIwm80jS1NZpgc9AockSahUqqGbJLFYDL/1W7+FSqUCiqLwAz/wA/jKV74ChUJxcgd8xmHLg1nOHO12G1tbWyBJEqlUCleuXBlrREW9Xsfjx4+h0WjG6hfY2NjA48ePoVKpxgqMI5EIIpEIfD4fM6pms72Jr8W+hvpGHeFwGGazGRq1Bo1mA4FAAFKpFHabfehjN5tNkAESEokEDrtj6NpCsYBkMgm9Xg+NRgMej7dXjhKP9ee3NrYAkRi95WUEtrextbUFn883NIhm2R8KFPicfs9yu7vTJtijesjn88hms+h2u5DL5TCbzPv+nNvtNt6+fQuBQACvz3vhS1NnSaVaQSQSgU6n2yFROwvM8eYg4Usg4ov29JgObUnodhGLxRCJRNDtdqHT6eB2u2fe2/v27VskEgm88847UKsvTub7tHGaSlNP63v1pDhsaSrL9IjFYvD7/fB6vVhY2OsD2djYwC/+4i/id37nd9BoNPDhhx8iEAjAZrPhG9/4xrmrBhgTtjyY5WJwHCmT2WxGMpmcmpQpk8nskDLRmdZqtQoAzKgb0ZwIGrUG+UIe1Vp1qJRpbm4OGo0G+XwelWoFSsXB/URqlRqlYgmFfKE/K3FQykRjXUBvl2jJ0mjAT/qRSCbgdAyfUcvyCXRmqtvrMr9rGgoUqtUqUskUtlvbEM2JYLab+6XbB8Dn82EwGpj3qFbDzgudFXK5HPPz88jn81Cr1adOjkUHpjsypgIJxDzx0MB0PyiKQi6XQyAQQKPRwPz8PDweD1Qq1ZSO/nDQ2Qy/3487d+5c1Ju8mUO7GJ49e4ZQKASfz3fix0BRFLLZLAKBAJrNJubn5+H1ek9tn+20kEqlsFqtiMViY93PsEwPWvYZCoVgMBggEAgA9N+rmUwGX/7yl/GVr3wFXq8XX/rSl/Dt3/7t+IVf+AX82q/9Gr761a/iB37gB2b8Cs4ObKaV5Uxy0lImDocz1vpCoYCXL18yUqZio4iHyYd4+/Yt+AI+3C73jtfg9/sBAqOlTN0u/KQfAOD1DJcybWxuIBQKQS6Xw2KxgMfljXWTl0gkkC/k4XA4hs6RvcgMlv62ewfPZ2s0GkgkE9jY2ACf1w9E1Wr1WJnTHtWD3+9Hu93uS5l457fM7bTT3G5ibW0N89J5OJyOE818EwSxf2D6zf9OahRSrVaD3+9HpVKBQCCAy+WCyWQ6dT2Lo7IZLCfHs2fPUCwWcefOnRNtY6hWq/D7/ahWqxAKhXC5XDAajafuvXpStNtt3Lt3D3w+H++99x67mTNDisUinj59CqvVCp/Ph0qlApIkUa1WweFwEI1G8YM/+IPMvVu9Xsf169fB4/Hw9u3bi1jizWZaWS4Ox5EyOZ1OrK2tTUXKpNFoGCmTyWRCh9PBVmML7U57T6aWy+XCaDQiFo+NljLRa2OxkVImqUQKpVKJcrkMpULZv6n4ppRpGAajAZVKBclEEvO+efYC+E0oUBBwBAABtLttRqi0H+12G+nMJ32rep0eer3+UD2R9LzQUCiEdDqNhQmPH2IZnznhHDN6qlodXhFxFAiCgIgnYgJR+o+UL4WIL5rqjN5ms4lgMIh0Og0OhwO73Q6bzQYe73TeFlgsFiSTyT3ZDJaTx+Px4MGDB/D7/XjnnXemHjQ2Gg0Eg0FkMhlwOBw4HA7YbLZz1Wt+FAbvZ+LxOCvwmyG0kDMej2NrawvFYhEcDgdOpxOLi4t73qvz8/P44he/iM9//vP41V/9VXzxi1+8sJsvh4HNtLKcWSiKwubmJsrlMp4+fQq1Wj1W7ylFUXjy5Ak2NjZw+/btkVImiqLw9OlT1Ot13Lp1a2Rg3Gg08PDhQ0ilUhg8BvynF/8J+UK+3y8q2NnHSFEUwuEwNrc24fV4h/aTUhSFcCSMzc1NeNyeoVKmdqcN/5ofPD4PTocTXB6XEf4Mo1gqIhaLwWAwDA2iLwI8Lg8URaHT64zMsPV6A32rvS4UcgVMJtOx+oMj0QgqlQo8Hg8k4gu3C3tq6Ha7ePv2LQgOgSXf0qE3c3YHpoP/nXZguh/dbhfRaBTRaBS9Xg8GgwEul+tMmHlLpRKePHkCs9mMS5cuzfpwLjQkSWJ9fR1Xr16FTqebynN0Oh1Eo1Gsr6+j1+vBaDTC5XINvfZdNCiKwurqKprNJu7evctu5syIdrvNSMoAjPVe7Xa7+JZv+Ra8ffsWb9++vWgVJEeK0NlUCsuZhSAICIVCZsh9sVhEoVAY6/u8Xi96vR4CgcDY6ymKQiAQwKiNHpFIhMXFRdRqNaQyKVRrVYjmRHsCVvqxTeZ+1jSVSg19bIIgGCFMMpUcupbP40Nv0GN7exvFUhG9Xg89qjfytapUKkjEEuSyOWy3tkeuP1cQ/TFDXKK/I9rp9s2/wwJWChQqlQrerr1FKp2CQCiA2+WG3W4/ttDKZDKBQ3CQSCRAsftuM4PL5cJoMqLVaiGby+67hkNwIBFIoJPoYFPYcFl7GTdNN/GZxc/gOxzfgc8sfgY3TTdxWXsZNoUNOokOEoHkRANWiqKQTqdx7949hMNhzM/P4+bNm7hy5cqZCFiB/vlJr9cjmUwyngCW2eBwOCAQCECSJLrd/StPjgpFUUgmk7h37x4ikQhkMhlu3bqF5eVlNmDdBX1/0ul0EAwGZ304F45er4d4PI579+4hmUwy1329Xj/yvUqPwNna2sJP//RPj7y3ZGGDVpYzzqCUic/nIxAIjHUBpaVMhUJhrEBXKpXCbDaPHRgvLCxgbm4OoWgIrVYLMrnswLW0lKlWr6FWqw193Lm5OWjUGmxsbKBaG37TplarMTc3h0K+gHa7PdbPhQABi8WCHtVjdgzPMxRBgcfhgcvhgqIodHsHl/7uZmtrC8FAEJFoBFSPwsLCArxe78R6vIQCIQwGA7a2tlAqlibymCxHQ6VSQSqRol6oQ86Tw66wY1m7zASmn3N8Dp9e+DRuGG/gkuYSFuWL0Iq1EPPFp6Lkq1Kp4NGjR3j9+jUIgsDy8jJu3rx5JkctuN1ucDgc+P1+9iZvhvB4PLjdbjQaDcRisYk9bqlUwsOHD/HmzRtwuVysrKzgxo0bkMtZz8JBqFQq6HQ6JJP9+d8sJ0OhUMDq6irW1tbA5/Nx7do13LlzB3w+HyRJotcbnSi4c+cO/spf+Sv46le/inv37p3AUZ9t2PJgljPPcaVMPB4Pt27dmoqU6T88+g9Ib6fh8Xggmjs4m0FLmQgOAY/HM1rKNKbAaWNjA6FwCAq5AmaLeWwpUzzRNyY7HU7IZAcH3GcVHocHCuOV/u6m1W4hk86gWCqCQ3Cg1Wmh1x2ub3VcelQPa2/X0O11sbS0NFaJN8vR4XA4EPP2So8kfAlaWy08evQIOp3uzMwLbTT6o7Wy2Sy4XC5sNtu+/VVnjVAohHA4jMuXLzPjxVhOHoqi8OjRI2xubuL9998/VhZ0c3MTgUAA+XwePB4PdrsdCwsLrFthTBqNBu7fvw+5XL5jVjzL5NnY2ABJkigWi+DxeHA6nbBYLMx7NZFI4O3bt/B4PGP1Gcfjcbzzzju4dOkSHjx4cGq9AhOGLQ9muZgMSplkMhlisRi2trZGfh8tMRh3p5g+OTWbTayvr49cr9Fo0EN/p43qDd834XK5MBgNaLVayOfyI9cajUa0223kcrmha6VSKRQKBSrVCrY2t9DtdscqEzYajeDxeEgkEmOtPwvQGVUA6PRGl/7uptfrIZPJYO3tGoqlIhQKBXxLPpiMpqkFARyCA7PFjE6ng0w6M5XnuGhwOBzMC+dhkBrgUDpwRXcFt8238a22b8Xn7J/Dhwsf4l3ju1jSLGFBvgCNWAMRX9Sfr2s2I5fLoVgszvplDKXT6SAQCOD+/fvIZrMwmUx4//334XA4znzACgA2mw1zc3MIBALodDqjv4FlKtClqd1ud6xWm/1ot9vw+/148OAB8vk8LBYL7t69C5vNxgash4BuSyqXyyPvC1iORqvVwps3b/DgwQOUSiUsLCzggw8+2LO5YjabIZVKEQ6H0Wq1hj4mRVEwGo34sR/7MXz00Uf4kz/5k2m/jDMNm2llORecRinT5uYm/uDP/gDFdhESsQROp3Po8VAUhVAohEajAY/HM1rKNKbAib4p4Av4cNgdY0uZCsUC4vE4TEYT9Hr9yPWnDuKbGdUxZUoHQYFCpVxBKp1Cq9WCWCzuX5QkJzfqIRQOoVarwef1nZn+w1nC5XAh4Uv2ZEzFfDHmeEfPBrVaLdy7dw9CofBUzgulewFDoX5bgkKhgNfrPZfVEtlsFi9fvoTNZoPb7R79DSxT4/Xr10in04cqOe/1ekgkEgiHw2i321Cr1fB4PCc6Que80el0cO/ePXA4HLz//vvnYoPqNNDtdhGLxRCJRNDtdqHT6eByuYaOqRkljaMoivlDEATK5TIePnyIv/AX/gKEQuFFyJSzmVaWi8tJSpk8Hs9Y6/P5PLpUFyqlCptbmyhXyiMf22Q2oUf1kEqlxloLjCFl4vOh1+vRbDZRKpfGljKp1WqIxWJkMpkzI2UiCAJ8Dp/pUR1HpjSMza1NBMgAoutRUBSFxcXF/o3VCQasAGAxW0AQBCtlGoDL4UImlMEoNcKpdGJFt4I75jv4rO2z+Jzjc/jA+gGuG67Dq/bCIrNAJVIdK2AFAIFAAKfTic3NTcTj8Qm9kslQKpWwurqKt2/f7ugFPI8BKwDodDqoVCqsr69jc3Nz1odzoXG5XOByuWP1GVMUhXw+z4zMEQgEuH79Ot555x02YD0mdJ/xuNVgLMOhKAqZTAb3799HMBiEWCzGu+++i6tXr46cq3pQnzFFUf17sF6v79HodhEMBvHs2TPw+XxUq9WxemEvKheicJrlYjAoZcrn8wgEAlCpVCN3G2kpUzKZRLFYhFqtHrneYrEgkUigUChAo9Hsuy6fz4PD58BkMmFjcwOZdAZymXzo8YhFYmg0GhQKBdRqtaE3nLTAKV/Io1arDRVVqDVqFEtF5HN5yGVyEAQBDm/4nhUtZSJJEqlkauRM21nBITjgEBxQ6IuU2lQbAI4cqAL9vtV0Ko1SuQQOwYHBYIBep59ZZk0oFEKn0yGbzaJSrkCpVM7kOE4aHpe3I1s6+P8C7mxGO9DzQsPhMAwGw7Et0cdldy+g2+2+EL2A9Ibj6uoqSJLE9evXZ31IF5a5uTnY7XYEg0GkUimYzeZ919XrdZAkiVKpBD6fD5/PB7PZfO7fqyeJ0WhEIpFAJBKByWRibctHpFKpgCRJVKtVCIVCXL58GUaj8VAZULfbjXw+D7/fj3fffRcAmICUtrmHQqE9lQa9Xo/Nkh8AG7SynBvobGu324XdbmfmyI0jZXI4HMjlciBJErdv3x55EbXb7chmsyBJEkqlcs8JptFooF6vQyaXgcvlwmQ0IboeRSabYcbWHIRer0elUkEylYREKhkqWqLXptIpSOelB67lEBxYzBaEwiFkc1mYzWb0er2Rr1MilkCtVqNYLKJWr0E2fzqyNgRBgEtw0aN6zJ9J0Ov1kM1lkcvm0KN6UClVMJqMEPBnP/vOoDegXC4jmUpCJpOdm4san8s/MDDlc/mzPrw9cDgceL1ePHnyBMFgEJcvX57JcbTbbYTDYcTjcVAUBYvFAqfTeaHmNEqlUlgsFsTjceTzeWi12lkf0oVlcXERyWQSwWAQOp0OfP4nn93t7W2EQiEkk0kQBIHFxUXY7fYda1gmA72Z8+jRIwQCAVy5cmXWh3SmaDQaCAaDyGQy4HA4cDgcsNlsR7reisViLC4uIhqNIpvNMuenUqmEQCCAzc1NSCQSXLlyhflar9dDt9sFl8tlN3P2gQ1aWc4Vg1KmTCaDWCwGg8EwtPcU+ETKtLa2hlgsBpvNNnK9y+XC27dvEYvF9mQh8/m+TEki65eQyGQyyOZlKBQKUKlUQ03CPC4PRqORuREz6A1DX6/BaOivzeVhMBy8ViqVQiFXoFKpQKlQ9stbCIycFWk0GlGtVpFMJiH1Sk90tuQgHA4HXHDRoTr90l9qcgIWChTK5TJSqRTa7TYkYgnMFjMk4uElQCcJh8OB2WRGJBph5DpnBQFXAAlfAhFfdCYC01HQ80JTqRQsFsuJjuPo9XpM32q73YZKpZroqKWzhtPpRCaTAUmSUKvV7I3ejOBwOPB4PHjx4gUikQg8Hs++vYBut3vk9ZjleMjlchiNRqTTaVit1jM52uqk6XQ6iEQiiMVi6PV6MBqNcLlcx8pU0y1FqVQKwWAQIpEIwWCQqTRYWlqC1Wrdcc4iCIIpIWbPZXthRUws545ZSJl2r3/y5AkajQYa5gY6vX5wtb29DT/ph1gkHkvKFAwF0Ww04fF6IBQMlzKNK3BqtVvwr/khEAoOJWXKF/JIJBIwmUzQ605OysQl+ruNnV5najMZNzY3kEwmsbW1BYFAAJPRBIVScazy4mlBof+73tjYgM/nw5zw9JR+0YGpmC+GRPBJYCrmic9kYDqKZrOJe/fuQSqV4tatWycizigUCiBJEpubmxCLxfB4PNBoNBdB2jEUesSE2+0eueHIMj0oisKzZ89QKpXgdrsRi8XQbDYxPz8Pr9d7YdoaTgPNZhP379+HRCI5sfPTWaTX6ztEaHmdUqmEx+M5lgtgULIEAOFwGNFoFACYSgOn07lvpQEdsHK5XAgEgvP8ezvSC2ODVpZzSbvdxtbWFvx+P9Lp9I7yi2HUajV89NFH0Gq1Y5XV1Ot1PH78GBqNBisrKwD6wem9e/dgMpkQEUR2vPsymQyyuSwWrAsjL+BbjS0EAgHIZDLYbcP7SZm187KRvae5XA7pTBpGgxEqtQo8Hm9k9pQCBb/fj9Z2C74l31TLZTkcDjjgoNvrTlU6tN3aRiqVQqVSAYfgQK/XQ6fTnfrdzUazAb/fj3npPBxOx4kG10KecN8ZpmK+GDzOxSvciUQiCAaDuHTp0oF9fJNgcC4gn8+Hw+HYMRfwokNRFB4+fIitra1jzwtlOR6ZTAavXr0C0O/Fd7lch+4FZJkM9PmJnWe8P8ViESRJYmNjAyKRCB6PB1qt9sjvVTqeGuxbjcViiEaj6Ha7EAqFuH379shKg263Cw6HAz6ff27agPbhSD/ki3eXwXIhoKVMdrsdhUJhbCmTTCY7tpSJLg1WaVSIVCM71mt1WpQrZaTT6ZF9iWKR+JN+0hFSpsMInDRaDUqlEnL5HGQy2aGkTIFAAMlkcmQQfRgoigKP0w+cu1S3b9bD9Ox53W4X2VwW+Vz+1PWtjoNoTsS8z6rVKhRyxUQfX8gTQsqXMqW8g72mw/qrLyJ0H18gENjTxzcJWq0W0wsIAAsLC3A4HGwv4C4IgoDP58Pjx48RDAaxvLw860O6cAz2AtJ4vd6zOS7tnLCwsLDj/MTjsbf8QH8TMBAIoFAogMfjwePx7CnTPSx0hpQmm80iFAqh2WxCJpOBx+OhXC6P9TsgCGJHbyvLJ7DvYJZzyaCUyWazIRAInJiUibZ4SmVSoLpzLZfziZRpnL5Eg8GAarWKVCo1tpRplMCJQ3BgtpgRDoeRy+dgMpnG6p+QSqRQq/oW4vpGHfPS+aHrh0FRFHhcHjjgoEN10KW66FLdIz/eWM8JCqVSCelUGu1OG1KJFCaz6VT1rY6L0WBEpVxBMpmEbF526IvtHG9ub8ZUIIGYJ2YD00NAS5meP3+OcDgMr9c7kcft9XqIx+MIh8PodDrQaDTweDwjxyxcZBQKBdPHZ7FY2D6+E6LT6SAajWJ9fZ3pBbTZbPjoo48QDAah1WrZioAZweVyd/QZX/R5xrs3Aa1WKxwOx7HkdbvnrVarVZAkiVqthrm5OaysrMBoNKJYLOKjjz7qb/qPqIYb7Gtle1t3wgatLOcWWspkNBqRzWZPRMoUjUZRqVSg1+sPzBbKZDLMz8+jUCxAqVKOlDIZDAYkEomRUqbDCJzmpfOQy+Uol8tQKBT9wG0cKZPJiEq1gkQiAa/Xe2gpE5fggkN8M1DtddHFdANVmo2NDSSSCTQaDQgEAthtdsgV8lPZtzoOXC4XRpMRsVgM2VwWRoNxx9cJgtg/MP3mf2cl0zqPaDQaqNVqxONxmM3mYwmR6BmWJEmi0WhAKpXC4/GMrPhg6eNyuZDL5bC2tobbt2+zJalThKIoRjDTarWgUCjg8XgYKdmgqJDtM54dWq2WmWdsNpsvpASr1+sxQrBOpwOtVgu3232sTcDdwWqz2UQoFEI2mwWXy2X66+lMqVqthkgkQjweh81mG3puIgiCFTIdANvTynKuoaVMpVIJz549m6qU6cmTJ6jX66AoCleuXAFvnofV5Oq+62kpk0QsgcPhmKiUady1tJRJKBTCbrePL2XK55FIJmA2m6HT6oaupfBJ6e80ZUoHsd3aRiqZQqVaAZfDhV6vP1c7//FwHJ1mB++98x6UUiUbmM6Izc1NPHjwAEqlEu+8886RgqV6vQ6/349yuQyBQACn0wmz2cwGXofkpPqMLzKlUgkkSaJer0MkEsHtdkOn0+14rw72Gd+9e3fm84wvMvV6Haurq9Bqtbh27dqsD+fEoCgKuVwOgUCA2QT0er1QqVTHesxByVKv12Osw/TosYOsw6FQCIFAALdu3Rp5DBdAyMT2tLKw7IYuEx5UwBcKhZFSJoIg4PF4mBKnUVImejba48ePAfRHYpS3yweuFwqF0Gq1yOVy/RE0Q6RMBEHAbDIjEAwgnU7DtmgbvtZsRiAQQCqVGtp7KuALoNPrkMlk+segUqLH6Y0MdtSafp9tJp2BUqHct7+Ox+GBAIFO72QzqjTdbhfZbBa5fA4URUGtUsNoNJ65XkCCICDiifbNmIr4ImzqN7G6ugpukQu7ZXJ9xiyHQyKRMPP4crncofr4tre3EQwGkUqlQBAEbDYb7HY72392RKbdZ3yR2dzcRCAQYFpg3G43FhYW9t0EpK+J9DV0VvOMWXa6N8ZxdZwH6DLdSqUCgUCAS5cuwWQyHSv4G+xbpSgK6XR6x+gxn8831CdiNpsRDAYRj8dHBq30cdIlwmxvax/2qshy7jmOlMlkMiGVSo11oh/MxlYqFbSF7aHrdTodyuUxpUziASlTvQbZ/HAp07gCJ61Wi3KpjGwui/n5+bGkTByC05cyBfuB8eLiIihQ4HP4IECg3WszY35OGgoUE1C3O21IpVJYzJaRmfJZwiE4e6RHTGDKEw29yO4nAmOZDXa7Hel0GiRJQqPRjDy/sDMsp8O0+owvMu12G+FwGPF4nMkmOZ3Okb2ASqUSBoNhJvOMWXZCzzP2+/24c+fOuak22s2gEIzD4cBut8Nmsx1rE3C3ZKlUKiEQCGBzcxMSiYSZTjEqIJ6bm4NO108ULC0tjfz8dLtd5HI5RhJ1DrOth4YNWlnOPXS2tdPpHFrK5HQ6mR6zUVKmYrEIoN9vSJIkjD7jgWuBb0qZTCasr68fTsqUTEHqlQ7NiA4KnKTzB6/lEByYzCZEIpHDSZmkUqiUKlQrVTS1TcyJ52YWqNLUN+pIJpJoNBsQCvolz3L56ehb5RCcHRnSQTvvqMB0FC6XC9lsFn6/HyqV6tzejJx26MzT69evEYlE4HK59l1HURSy2SwCgQA7w3JKTLLP+CLT6/WQSCQQDofRbrehVqvh8XgO9fN0u93I5XLw+/24efMme+M9I+iWA7/fj0QigYWFhVkf0kTZTwh2UJnuuOzuW6UrDejRY0tLS4e2DlssFmSzWaRSqQN7vSmKQiKRQCAQQKvVwvz8PDuP+5uwQSvLhYDuCziKlMnhcMDv948USuTzeXA4HDidTpAkiXgyDoxI8Mll8sNJmfQGJJJ9KZNed3AJ4m6B07C1snkZZDIZyuUylEolxCLxUCkTj8sDKMBkMqFarSIai8Lj9cysh3J7+5vzVqsVcLn9jQCtVnvixzMYmO7+7xxvbmoXnEERGCs9mS30Z259fR0mk2nP+aVarcLv96NarUIoFOLy5cvsDMspQJemPnjwAH6//8h9xhcViqJQKBRAkiS2trYgkUiwvLx8pEqOubk52O12hEIhpNNpdl7oDKGrckKhEAwGw7GsuaeFUUKwoz7mYN8qXWmQTCaZFg6n03mk1gONRoO5uTnE43EsLi7uOS8VCgWsra1hY2MDYrEYS0tLkEqlzOzWiw4btLJcGOhsq8PhwPPnzxEIBHD16tWR32cymZBOpxGNRmEwGPbduet2uygWi1CpVDCbzchkMlhLrEG6KB0qQ6L7Vf2kH6lkaqSUSaVSoVgqIpfNQalUDp0tqlKq+vNYszkoFIqhx2EymbBR30A6nYbdZgenxwG+Wd1Il/5SFIUu1UWn28+o8vl8GIyG/kzbQnFkn/Ck6XQ7yGazyOfz/b5V9Tf7VnnT62HjcDjMzNLdgamQK5zZjbHZbGYyIge9R1mmDz0vdHV1FSRJMtKTZrOJQCDAlKw5HI4dZkmWySORSLCwsID19XXk83nodMOlcSx96vU6SJJEqVQCn8+Hz+eD2Ww+1g3z7j5jtl97NtCl80+fPkU4HIbP55v1IR2LYrEIkiSxsbEBkUiElZWVPUKwwzAoV6L/Ho/HmRYOvV5/7NFjBNGfeR8MBnf4TDY2NrC2tsbMjvX5fFhYWGBmtvZ6PSbje5FhzxwsFwa6THhwnt84fYCDUqZAILCvlKlUKqHb7TJ9DV6vF6+zr0eKk4BdUqZqBUrFcCmTxfxJP+lIKdOYAiehQAitTotsNotKtQKVUgU+jw+CINDtdQ8s/dVoNCgWi0hn0lAoFVMNGGl6VK/ft5rJoNPpYH5+HmaTeWJ9q1wOd0dgSv+hM6anETpYevz48YHvUZaTYbDPOJfLoV6vIxqNTqxkjWV8HA4H0uk0/H4/1Go1u0kwhO3tbWaGJUEQWFxchN1un4jIip4X+vLlS3Ze6IxRq9XQarVM6fz8/NHnrc+Kzc1NkCTJBHjDhGDjsrtvNZfLIRgMotlsQiaTwefzHcs6PAgdtMbjcUgkEgQCASQSCQD9DZ79+sV7vR663e6F3/C52K+e5cKxW8pEkiSUSuWxpUz5fB4EQTAB8Pz8PNQ6NT5OfDxSnAQMSJlSacjmx5AyqdQoloqob9QxLz34ojO4dtRx6LQ61Mo1FHPF/oWMwMgglJYyBYNBpFPpqffJ1Oo1pJKpft+qUIiFhQXIZLJD963uDkx3ZEx5Z3M0g0KhYN6jFouF7ZGcIXSw9PLlS1AUBblcDq/Xy4poThj6hvbjjz8e22Nw0TgpIZhOp4NSqbzQ80JPCx6Ph7n/OUul861WC+FwmAnwrFYrHA7Hscqcd/etVqtVBAIBpoXjypUrx7YO72Zubg4ajQbpdBrZbJb53B3UL87hcNhs6zdhg1aWC8VxpUz0zC+lUsns6vV6PRQKBSgUih270nqjHv6Mfyxx0g4pUy4Lk3F434/eoEelWkEymYTHM7yf1GA0oFKt9KVMnr3Hwefw0UN/h9FgMiASjSCfy8NoMqJHjR6BMy+dh0KhQLFUhEqtglQyeelJc7uJZDKJWq0GLpcLs9kMjUYz9Nh4XN6OYHTw/wXcs9/Lsx8ulwu5XA5ra2sjxWEs06FcLsPv96Pb7Y95MhgMWF5evtA3GrPEaDQikUggEonAZDKxWe5vctJCMLoCaXfpPMvJIxaLmRFdZ6F0vtfrIR6PIxwOo9PpQKPRwO12H0uwtjtYpUePZbNZcLlcuFyu/vz6CVdn0J+7Wq0GiqLA4/HwzjvvjDWGiA1a2aCV5QJyHCkTbd8bFN6Uy2V0Op29PZ0cjC1DAvpSJqlUikKhAJVSNfTmis/jw2gwIpFMoJAvDL3o8Lg8Zm0+n4derweP4IGiKHR6HbR7n4zmkclkkM3LUCqXoFAq+lIm3sFSJhqz2Yx6rY5EIgGv1zsxY2+n20Emk0GhUAAAaDVa6A16JgPM5/L3BKa0nZfPvXjzGYVC4bk2RJ5mGo0GSJJELpcDl8uF0+lkeq5brRaEwrOZwT/r0MHSo0ePQJIkVlZWZn1IM6dSqYAkyRMXgs3Pz8NqtSIej1+YeaGnFbvdjlQqBZIkT23pPEVRTKKg0WhAKpXC4/Ec632zW7LU6/UY6zBFUTCbzXC73VPZ3KpUKlhbW0OlUoFQKASPxwOPxxtrZivd23rRhUxs0MpyITmOlCmVSu2QMuXzeQDYE7R2ep1DyZDoHlQyQCKZSsJhH1PKlMtBoVQMlTKpVWpUy1UUcv2MMASfPOee12g2oe6vI5PJwLZo2yFlOggBXwC9QY9UKoVCoQCt5nhSpsG+VaJLwKQ0wWv3QiPX7AhSL2JgOgqLxYJkMnmuDJGnmU6ng0gkwtz0mEwmuFwuCIVCqFQqps94eXl51od6YZHL5cy5u1QqTaw37ayxe4blLIRgF2Ve6GmHx+PB5XLhzZs3iMVisNvtsz6kHdRqNfj9flQqFQgEAiwtLcFsNh9rY2Wwb5WiKKTTaYRCIbTbbahUKvh8vqFz7Y8KvaGZTqeZCRN2ux2RSAShUAjVarV/XzYEgiCY47/I2VY2aGW5kBxHyuT1ehkp0/LyMvL5PORy+Z5MSqfXOZQMCfik1yGfz48lZTKbzUw/6eLi4o6vcwgOuAQXXaqLHnrQm/T9G5Z0Zs/aQYQCIXRaHbK5LKq1/smU4BAjs61arRalUgnpdLpfKn0IKZOAK2CC0dZGC+l4GvJtOewaO5a8S+yMskNAGyKfPHmCQCCAy5cvz/qQziUURSGZTCIYDKLdbkOpVMLr9e4QmygUChgMBqTTaVgslpE3JizTgy6d9/v9F650fhozLI8KXbG0trbGjP1gmQ0mk4mx4xqNxlNROt9sNvv3NN8M8Ox2O2w227EERIPBKkEQKBaLCAQC2NzchFgsxpUrVxiJ5iTpdDoIh8OMiM9kMsHj8TA/Z4vFglAohHg8PlbQOphtvahCpov5qllYMBkpUzweR7vd3nfcS4fqG3fFYjHUajWKxdEyJADQ6/SoVCpIp0dLmSRiST+bWy5BtaGCfF4OLoeLbq+LHtVDj+oduHaYwEmr06JcKSObzWJeOg+CIMDhDb/J4xAcmM1mZh7fgnVnaaqQJ9xXfCTmi8Hj8LCxsQGSJFEpVjDPm4fzkhMWi+VC3VxOCpVKBb1ez0iZWAHQZNk9auHSpUsH3vS43W7k83mmz5jdfJkNQqEQDocDJEkimUzCarXO+pCmzjRmWE6CwRFdRqORrQaZEYPW+WAwONNqkE6ng/X1dSbAMxgMcLlcx5oKsLtvdXNzE4FAAMVikRnndFzr8EHPm0gkEAgE0Gq1oFQq4fP59nzuRCIRNBoNMpkMlpaWRgai7PgbNmhlucAcR8rkcDiQy+UQjUYB7C0NBoB295NeUYPBgGq1eqAMaRAulwuj0YhYLDaWlMlkNGGzvol0Kg2JW7IjUN2NwWhAtVYdKXDicrgwGU2IrvdFDQajYSwpk1apRUfbwVZ1CyaBCXqVnuk15XL2D75brRbWwmuMEXBhYQEOh2MioxYuMh6PhwmWbt26dSEvcJNm96gFj8cDq9U69KZnbm4ODocDgUAAyWQSFovlBI+YZRCr1cpkx/V6/bkOlkqlEkiSRL1en8gMy0kyWA0SDAZx6dKlWR/ShWWwGsRqtZ74hsbujZVJmNZ39622221EIhEkEglmnNN+Y2UmQaFQwNraGjY2NiAWi3H58uWhnzur1YpCoYBUKjW2g4IOXE9jH/K0YYNWlgvNUaVMAoGA2bUXCAR7dgMpitoRPPK4PBj0hk9kSCOkTAq5AiVp6UApE4fggENw0KW64PK40Og1SCaTKBaK+wbQNHweHwaDAclkcqTASSaTYX5+HsVSEQqFAiKRCBw+B3O8ub0ZU4EEYp4YXA4XDX0D9+/fx3Z6Gwar4cCTda/XQyKRQCgUYoyAxx3czfIJdLAUDAbZYOmYtNtthMNhxONxAIcftbCwsLAjWGI3ZGYDHSw9ffoUoVAIS0tLsz6kiUNnk/L5/MRmWE4DlUoFnU7HnJum0UvIMh5ut5spnb958+aJbWwMbqzMzc0de2NlUK5E/50uf+52u9Dr9VO7x9jY2IDf72c+d+NmcbVaLYRCIeLxOKxW69DXTpcId7tdcLlcNmhlYbmIHFXKRPeutdttNJvNHYFlp9fZs54RJ2VzUCqVQ8VJ+0mZeBweQIAp+x0MitUqNUrFErLZ7J7RO7uh1+Zy/ePYs5YARDwRxDwx9F49yI9JyDfleNfxLhSS4cInoF/yMixYoiiKKcfe2tqCRCLBysoKa5KcAouLi8wuNhssHZ7dGytqtfrAWXrDoIOlZ8+eIRQKwefzTemIWUahVquh1WqRSCRgsVh29CCfZQY3ViiKgsVimVo2aVLQ80L9fj9u3LhxKrLAF5G5uTnY7XaEQiFkMhkYjcapPt9+GytWq/VYQdhg3yoA5HI5BINBNJtNyGQy+Hy+qQjYWq0WgsEgs6F52Cwuh9NvqwqHw6jVakMzzLRHIRwO49atW5DJZKduM2rasEEry4XnqFImegwLRVF7+kEGx8gMPo/FbEEgGEAqlRopZRIKhdBpdCgWip+czKiDX4PZ0pcypdIpLC4cLLcgCAIWiwXxcBxbhS1c8V7ZkTUV88U7yoAVLQXW19fRrDXRm+uhx+2NPFEeFCzRu5GlUonpKTGbzRfuxHtSsMHS0dhvY+XKlSsjzwnD0Gg00Gq1iMfjMJvN5yZYOot4PB4Ui0Wsra2d+WCJ3lgJh8Not9tH3liZBSKRCDabDeFw+ESCJZaDWVxcRDKZRCAQgFarnYroZxobK7v7VqvVKgKBADPO6cqVKzCZTBP/jHe7XcRiMWZDU6fTHflzZ7FYmJ/LQUHrYNmxSCRCs9mEVCq9cPdObNDKwoLDS5koikI+n4dYLIZCodgzSmG/TCvwTSmTSo1iqYj6Rn2PDImiKPA4vH4JCNWFVqdFqVxCMpWEdF56YF8o0BctKZVKlMtlqFVqSOelEPPE+4qPRDwR1rhryGQyMPFMQy3FNpsNmUwGkUgESqUSHA5n5EVmMFgKBoNwOp0IhUJMTwnbt3pysMHS4Zjmxsp5CpbOMmKxGIuLi4hEIshmszAYDLM+pEOz38bK8vLysTZWZoHNZkMqlUIgEIBOp7uQJY+nAS6XC4/Hg5cvXyIajcLlck3ssSdVsTLI7mB1e3ubyRRzuVy4XK5jW4cPet5sNgu/349Go4H5+Xn4fL5jVYrRss50Og2fz7fjmHeXHXu9Xqb3lS4TvkjXETZoZWHB4aVMm5ub2NrawuLiIqxWK3K5HEiSxK1bt8DhcA4MWoG+DKlSrTAyJIIg+qW/6J/cu1SXyagyUqZ4DLlcDkbDzp1ogiB2BKZuuRtvX7yFbFOGD5Y/GHoD4HK5mJuemzdvHnhTzuVy4Xa78fr1a8TjcTgcDvR6o7OtdLCUSCSQTqfR7Xah1WrhdrvZvtUThg2WRkOXeSWTyaltrJyHYOm8YLfbkUqlQJIktFrtmQqW6vU6SJI8FxUr9PXl1atXiEQiEw2WWA6HTqeDQtGvrDKbzccy9wKfbO4HAoGJVazsliz1ej1Eo1HEYjH0ej2YzWa43e6pjO+pVCpYW1tDpVKBUCjE8vLysWfH0litVhSLRUaItbvseGFhAS6Xi0kYdLtdpiT6LJ27jgsbtLKwfJP9pExGo3HfE3c+nwfQP8kLBAI4nU74/X5m7tywoJXH5UFv0CObzKJSrECtVaPb6x64XqVUoVFtoFPuQL+oh3pevSNjuvuEKfQIGVPpMBudQCCA3W5HIBBAIpEYular1UKpVCKVSkGv1zNB/kHQF6tarcb8/fr162cuC3BeEIvFbBneAfR6PcRiMUQiEXQ6nalvrNjtdqTTaZAkCY1Gc2Hn7c0aOrN0loIlOptEb6wsLi7Cbref+YoVvV6PeDw+sWCJ5WjQI3BWV1dBkuRYbo+DqNVqIEkS5XIZfD4fS0tLMJlMx9pYGexbpSgKmUwGoVAIrVYLKpXq2Nbhg2g0GiBJkpkd63Q6YbfbJ3rupu8l4/E4Op0Ok5XWarXwer17stKDM1vZoJWF5YKyW8p00Ik7n89jbm6OOZHQc1uj0Sj0ev2+QSsFCjyCB4JDQKPSoFwqI5lOQiqXQig4YIYpT4w53hw29Zt4/PgxOAUOFswLQ3f2zGYz0uk0IpEI9Hr90OBy3LUEQcDj8eDRo0cIhUJYXl5Gp9PZ96Rdr9fh9/uZi5VGo0GhUECr1TrwOFimD12GR2eWLnqwRFEUcrkcAoEAGo0GpFIpvF7vVGQdg+zOLLnd7qk+H8vBDAZLJpNppDV+VtD9c7QFVafTwe12n9rjPSyTDJZYjsf8/DzMZjOSyeSOlqdxaTabCIVCSKVS4HA4sNlsxw7wBoNVgiAY6/Dm5uZYY2WOSqfTQTgcZmbHmkwmeDyeqWRxCYKAQqFALpdDrVYbWXZMEATzcxmn8u28cLHvWlhYdjGOlGlrawsbGxs79OR0UEfPnZu39vsGKVDgc/igQAEUGNGRhC+BfcUO/2s/LNsWvON9Z+gJVyqV9uVJ8Tjy+fzQUTUcDgcejwdPnz5FMBjE5cuXJ7JWIpHAarUiFouhWOyP1uFwOMzJcncWwGazwWazgcPh4MGDB4zg4axnBc4qgz1L4XAYHo9n1oc0M2q1Gvx+PyqVCgQCAS5dujQVWcdB6PV6JBIJJrN0XoKPs8buYOnatWuzPqQd0P1zgUAAzWYT8/Pz8Hq9UCoPdhCcVY4bLLFMDpfLxfRt3rlzZ6zzYrfbRTQaZQI8vV4Pt9t9rKz57r5V2jpcLBaZsvhpjHOiKAqJRAKBQACtVgtKpRI+n29qM2wHy46B/qSJUaOH6PE3FEWh2+2yQSsLy0VllJRpsDR4ELlczgS6fCUfToUTIr6ICVLneHt354gagVQqhXK5PPIibbfbmRsYtVo9tCSEHhieyWRgMpmG3uQcZi0tZQqHw4yUicfjIRaLIRwOH5gF8Hq9eP78OWuwnTE6nQ4qlQqxWAxms/nC9RbvzgLY7fapyDpGMRgs+f1+XL9+/USfn+UT5ufnYbFYkEgkUCwWT83orUqlApIkGQvq5cuXYTQaz3U/+mCwdPv27QtzI37aGJxDP2rGN0VRSKfTCAaD2N7ehlwuh8fjgUKhOPLz7+5bpTOetMjxsGNlDsOgpXeaWVxg/7LjUqmEWq2Gbrc78rpEz2zt9XpMYH/eYc8ILCy7oLOtQqEQNpsNzWYTsViM+Xo+n4dAINh3GLrT6QSPx0M5XoZL6YJVZoVapN43YAUAh8MBHo8HkiR3zBjbDx6PB5fLhe3tbUSj0ZGvw+l0gsvljvXY466lZ6q1Wi3E43Hkcjncu3cPgUAAYrEY7777Lq5evbonc6TVaqHRaBCPx1Gv10ceO8t0oIMlAFhbW2NuCs473W4X4XAY9+/fZ/qy33//fbhcrpmVSdPVE4VCgdkIY5kN9Hnb7/ePPFdOm0ajgVevXuHx48eo1+twOBy4e/fuiVYCzAraD7GxsYFkMjnrw7nQWK1WiMViBINBtNt7R/gBQLlcxsOHD/Hxxx+DIAhcuXIFN2/ePHbASgdhFEUhHo/j/v37SCQS0Ol0+OCDD7C0tDTxgHVjYwNPnjzBRx99hGazCZ/Phw8++IBxeEySTqcDkiTx9a9/Hel0GiaTCR9++CEzr7bT6SCTyYx8HDrbSpcIXwTYTCsLyz7sljKtr6/DYDCAw+GgVqsdaIwb3KGkpUzD2E/iNAy9Xo9UKsVIooaVFQqFQjgcDkbKZLVaJ7JWp9MhlUohmUyCoqixyyu9Xi9KpRJrsJ0xEokECwsLWF9fH1lqftahZR2BQADb29uQyWTwer3HuqmaJE6nE5lMBn6/H2q1ms0szQiBQACXy4W1tbWxzsPToNPpIBqNYn19Hb1eD0ajES6Xayr9c6cZOutNz/ieRjaNZTSDY+vC4TC8Xi/zta2tLQQCAeRyOWa8zMLCwrGEQIN9q0A/ORAMBic2VuYgdlt6p5nFHafsmJ5rn0gkhma4aTgcDiNk4nA45/6+ir1CsrAcgFAoBJ/PZ0a8BAIBJiOi1WoP/D56FmY0GkWz2Rz5PCaTaez1dO8sAAQCgZGZMroENBwOY3t7eyJr6WOgn/vy5cswGAwjT5b0uI9KpTLWLiLL9HA4HBAIBPD7/eh2DzZXn2UqlQoeP36M169fAwCWl5dx69atUxOwAgCfz4fL5UKj0cD6+vqsD+dCYzabIZVKxzpXThKKopBMJnHv3j1EIhHIZDLcvn0by8vLFy5gBT4JlmiDKsvs0Gg0TIXUxsYG2u02/H4/7t+/j1wuB7PZjLt378Jutx85YB2UCREEgXq9jidPnuDVq1fo9XpYXl7G+++/P/GAtdfrIRKJ4Gtf+xpisRi0Wi3u3r07lSwu0C87vnfvHj7++GPweDxcv34dt27d2tMny+VyYTabUalUDlWVRmenzzts0MrCcgC7pUyFQgHJZBI8Hm/ojS8d1HW7XQSDwbGe5zDr6bLCYrGIQqEwdC0tWup2uyNvAA6zViKRMKbhRqOBdrs9VnmK3W7H3NwcSJJEp3PwWCCW6cLj8eDxeNBsNscqNT9LNBoNvHz5ck955WntBzSbzZDJZIhEImNtcrFMh8FgaZzz8CQolUpYXV3FmzdvwOVysbKyghs3buzbenKRUKvVzIxvtp1kttCb5C9evMA3vvENxGIxKJVK3LlzB5cuXRo6nWAYg8Eq0Bc5fvzxx8x52+l04lOf+hQsFstEz9t09c3Xv/51+P1+iEQi3Lx5E++8886esTKTYGNjAx999NGhyo7pDGsikRj5+LuFTOcdtjyYhWUIg1KmfD6Pzc1Npkx4GINSpnFMiIddPyhlUqlUQ3c5lUol9Ho9I1oaFnCPu7bb7WJ7exscDgeRSIQRVY36uXC5XHi9Xrx48QKhUGhHyRHLyWIwGJBIJBCNRkeWmp8Fzmp5Jd1n/OjRIwQCAVy5cmXWh3RhUalUTAuGxWKZmi2UtqDm83nGEzANC+pZxuPxoFAowO/349133z2VG07nHYqisLW1BS6Xi62tLQiFQly5cgVqtfrIv4/dkqVer4doNIpYLDb1sTKDll6hUIjl5eUDW72OS6vVQiAQYALPw5QdS6VSKJVKJJNJeDyekVlsgiCYkYI8Hu9cf1bYMyQLyxAGpUx0IDluCQYt9xhHhHTY9TweD06nE81mc6yyQpfLNbaUaZy1tVoNQL//Ynt7G4lEgrHYjUKr1UKtVjMlRyyzgQ6Wer0eSJKc9eEcmf3KK2/dunWmyivlcjlMJhMymQzK5fKsD+dC43a7weFw4Pf7J15uR5dXPnjwAPl8HhaLBXfv3mVGg7F8At1OUi6XkcvlZn04F456vY6nT5/i+fPnAMBsSqtUqmMFrINlrOl0Gvfv30c0GoVcLsd7772HlZWViZ+3G40GXrx4gdXVVdRqtallcYFPpH9f+9rXEI/HodVqjySPslgsYwmZer0eEokE7t27h1gsdu6zrexZkoVlBLSUiT4Z5HI5NBqNkd9HS5m2trbGKvM47HqDwQC5XI5YLIatra2ha4VCIex2OzY2NpBKpY69lr6xXlhYgEKhQCKRwNbW1oGWwUEIgmAyrBfJYHsamZ+fh9VqRT6fH1lqfhoplUp4+PDhnvLKaWXIpgltMl5bW7swJsjTiEgkgt1uR7VaRTqdnshj9no9xGIx5sZSpVLhvffem1r/3HnBbrdDKBSCJMlzfzN+WqDLdFdXV1Eul7G4uIgPPvgAHo8HjUZjxySFcaFLV+m+1XK5jEePHuHt27dD+zuPyzBL76St8fTon2984xsgSXJH2fFRRssZDAbweLyh94KFQgH3799n+mTn5ubOfW8rG7SysIyBUCjEysoKvF4vKIpCIBAY6/touUckEhlL7kFLnMZZT/fC0pKoUVgsFka0RJeSHHVtpVKBQCCAWCxmpEz0nNZxbi4kEgmzi57NZkeuZ5keTqcTfD7/VIz7GJetrS28ePECT548wdbWFtxuN957772pjCc4KWiDNzvuY/YsLi5ibm4OgUDgWL33FEUhn8/jwYMH8Pv9EAgEuH79+tT6584bdOn0eey9P23QGcJ79+7tGAvm8XjA5/MPdW9Cs1uyRJ+3nz17NtWxMvSonK997WsIh8NTzeIC/fuhhw8f4sWLFxOTR9FCpnK5vKcirV6vM32y29vb8Pl8uHv3LrRaLRu0srCw9ANEkUgEo9HISJnGyUzRWcVutztWYDkoZRpn/fz8/KGlTONYGYet7Xa7qFarUCqVIAiCEUOVy2WUSqWxpUwOh4PZRWelTLODNthubW2deoNtu90GSZJ77JU2m+1Y4xZOC1arFRKJBMFgcOTGEsv0oHvvW60WwuHwkR5jsLyy3W7D5/Phzp070Gg0Ez7a8w1dURSNRseqcGI5HHSG8N69ewiFQpBIJLh58yZWVlZ2eA7oe5lx7h8Gg1WKopiM58OHD1EsFrG4uIgPP/xwKmXx41p6J8G0y453C5noLPi9e/eYn+OnPvUp5vpHz2w9z1UJrIiJhWVMBqVMhUIBJEkyAqJhDEqWyuUylErlRNfTUqZxjkepVEKn0zGlMsNO5AetrdVqoChqh6TJ4XAgm80iHA5DoVAcSsr08uVLRCIRuN3uoetZpofZbEYymUQ4HIbRaDx1vaC9Xg/JZBKhUAjtdhsqlQoejwfz8/OzPrSJQhtsnz59imAwiEuXLs36kC4sWq0WKpUKsViMGQc2Dtvb2wiFQkgmkyAIAouLi7Db7eDz+VM+4vMJHSzRorKVlZVZH9K5oVwugyRJ1Go1Rkw0bHwdLWpMJpOwWCz7Wq53z1uNx+OIRCLodDrQ6XTweDxTs/T6/X5Gbubz+aYmN+t0OgiHw4hGo1OVR83PzzPtVzweD5FIBN1uFzqdDl6vd885ibYI05sFZ7XqaBhsppWFZUwGpUw2mw3NZnPs/g5asjRuCeZhpEx0pmxcKZPb7WZES6PKSAalTPRaup91MJjm8XhwuVyHljLpdDqoVCqsr69jc3Nz5HqW6XCapUyFQgGrq6tYW1sDn8/HtWvX8M4775y7gJVGrVZDp9MhmUwywjOWk2ew934cKVO320UkEsG9e/eQTCah0+l2lFeyHB1aVJbNZllR2QSgy3Q/+ugjbG5uwul0jj0W7CBR2WDfKgCmLD4QCEx1rEyr1cKbN29w7949FAqFqWZx6d70kyo7pigKUqmUGcNFZ8EP6pOlx9+c52wrG7SysBwCWspkNBohk8mwvr4+VSnT5ubmoaVMo46HDrrr9frI3rm5ubk9a+l+VpFItO8xJBIJZnbrKFgp0+lh8MawVCrN+nCwsbGBp0+f4tmzZ9je3obX68V7770HrVZ7LneQB/F4POBwOOxnYsZIpVJYrdah7Rf03Mf79+8jGAxCLBbjxo0buHr16pkfI3WaGBSVsZ+Jo3FQe4XD4Ri7vUIkEsFms6FSqSCbze7pW6XL4l+9ejWx/s796PV6iEQi+NrXvoZYLAatVou7d+9OTW6Wz+dx//59vHnzZuplx0A/ObC6usrc/0kkErz33nsjf46DM1vP4+eEDVpZWA6JUCgEn8+Hw+EYW4IEHE3KNO76w0qZrFYrxGLxWFKmwbXNZhO1Wo3pZ93vGGgp07i7fVKpFAsLCyiVSuxogxlDWxVnKWVqtVpYW1vD6uoqSqUSrFYrPvjggws1x5K+MaxWqyNHHrBMF4fDcaCorFKp4PHjx3j16hUoisLly5dx+/btkS0dLIdn0GrPisoOR6/XQzwex71797C+vg6lUok7d+7g0qVLEAqFh348m83G+CjozWk64/n48eOpjpWhN4m+/vWvw+/3TzWLC3wiPXry5AkjPZqGPIpma2sLz58/x8OHD7GxsQGXywWLxYLNzc2RUyIG2V2mfV5ge1pZWA4JXSasUCiY3tNCoTBSsEFnFZ88eYJgMIjLly9PdD0tZUokEiOPhxYtPX/+HKFQCEtLS2OtpW/cBvtZdx8D3R9ZKpWYIeSjgg2Hw4FMJgOSJKHRaM6FVOcsIhAI4HQ64ff7kUgksLCwcGLPTd9YhcNhdDodaDQaeDyeI40LOA/YbDakUimQJAmtVjvxEQ0s40G3X7x9+xbr6+uw2+1oNBoIBoPIZDLgcDhwOBznRgZ2mllYWEAymUQwGIRer2fLrkdAURQKhQICgQA2NzchFotx+fJlaDSaY81aJQgCTqcTb968QTKZRLfbxfr6OtPf6Xa791RiTYJKpYK1tTVUKhWmB9dsNk8leNze3kYwGEQ8Hmd6051O59RGVLXbbYTDYebnaDab4Xa7MTc3h1qthkQigUQiwVSmHcRgiXCv1zt35yT2KsjCcgQmIWUymUxjSZkMBgMymcxY6w8jZVKpVGNLmVQqFbRaLfL5PAAMPQ6Hw4FcLsdImbrd7siglR5t8Pr1a0QiEbhcrqHrWaaHxWJhpEd6vf5IO/GHgR4LEggEsLW1BalUCo/HM/FysrMGl8uFx+PBy5cvEQ6H4fF4Zn1IFxaz2YxEIsFUvSSTSfR6PRiNRrhcrlMnLjuvDG6ghsPhkTfwF5l6vQ6SJFEqlcDn8+H1emGxWI5VrTKYvdPr9fD7/QiFQqAoCkqlEj6fb2qWXpIkkU6nweFw4HQ6Ybfbp7KRRwfgoVBoqPRoUvR6PSQSCQQCAUYy6PP5dkiuZDIZ5HI5kskk01M8jMES4XGkmGeJ8/NKWFhOkElImcaRLAGf9PKMK2VyOp1jH89+oqWDoO2+BEEMvUkbPIbDSJkMBgOUSiWi0SgrZZohHA4HPp+PkT9ME7r/6cWLF2i321haWsLt27cvfMBKQ4vKYrEY+5mYMWq1Gt1uF/F4HDKZDLdv38by8jIbsJ4wWq0WGo0G8Xh8z/xKln6G8M2bN1hdXUW5XMbCwgLu3r17rPaKQckSQRAol8t4/Pgx0zd55cqVqfR30qNyvv71rzOb6x9++CHTxjJJ6NE/X//610GS5Ejp0SSeb7BPls/n45133sHNmzf3tTJbLBa0Wq2xWqjobOt5LBFmg1YWliMyKGWan58/tJRpXMnSYdcfRhI1KFpKpVJD1/L5fOZEmE6nxzoGWso0zhxW2mALjGfrZJkeSqUSBoMBqVQKlUpl4o+/+8ZqcXERd+/ePXYm4LxxWIMty+QplUpYXV1FNBplKldcLte+N5YsJwNddcB+Jj7hIHu11+s9chn1bskSPZf02bNnaGMln7oAAOrISURBVDabMJlMAPobnZPuW43H4ydm6aWlRy9evGCC8HGkR0dld5/s0tISPvjgA+h0ugN/jkajEVwuF/F4fKznOK9CJvbugIXlGNBSJqfTOVUpk8lkOpSUyev1HlrKRM/APAh6Piufz0c4HB66dlAMRc8WG1fKRNs66VJkltlAj0aapK2THQtyeNjPxGzY3NzE8+fP8eTJEzSbTbjdbrz33nvgcrlssDRjJBIJI++76J8JehN5kvZqOlilAx4647m6uopisYiFhQV8+OGHuHTpEgiCmKhAsVAo4N69e/j444+nbundT3r0qU99aqp9sq9fv8a9e/dQKpVgs9nw4YcfYnFxcawWKqPRiGKxOJaQiT7+cSvdzgpsTysLyzE4KSkT3cvz9OnTsaVMtBCpWCwO3THcLWWis527oefjORwO+P3+kT1FMpmMOYZyuQyVSnUoKZPf74darT53IoGzwtzcHBwOBwKBADNM/qhQFIVsNotAIIBms4n5+Xl4vV7WsjomTqeTEZWxn4npQgtR6IyGxWLZIWCZ1GeC5Xg4HA6k0+kL/ZmoVCogSRLVahVCoRCXL18ea9bqMAZLSgmCQDweRyQSQafTgVarhdfr3WHpValUKBQK6PV6x6qS2djYgN/vRz6fB4/Hg8/nm5oxvtPpIBQK7Ss9mgbdbhfRaBThcBjdbhd6vR5er/fQmwpWq5URMo1yHHQ6HYTDYWxsbODdd9+deDZ8VrBBKwvLMaGlTDab7dBSpsNIlhQKxaHW00IkkiRx69atkVImrVaLVCoFk8m0b+kbPZ/VZDKhWCwimUwyZcDDjiGbzSIUCkEul48lZeLz+XC73fj4448RjUbhdDqHrmeZHpOwdVarVZAkybx/JnFjddGgRWUff/wx1tfX4XA4Zn1I5w5aiBIKhdDpdKBWq+HxePaM0WANtqcDHo8Hl8uFN2/eIBaLwW63z/qQToxGo4FAIIBsNjsxe/Xu/sd8Po9gMIhGo4H5+Xn4fL59N7+1Wi2KxSIqlQpUKtWhn7fVajGWXgBTtfTSn/FgMIhWqwWVSgWv1zu1Wat0FpwkSTSbTchkMvh8viP9nIB+IkAmkyGZTMLlcu17L0VRFCN2arVaUCgUaLVa4PF45+Kay5YHs7AcEzrbSveHHkbKdBjJEr2eFieNK2VqNBpjHQ9tpdtPytTtdlGr1aBQKEAQxNC1+x1Ds9lk1PjjvE6j0QiFQoFoNHqo2WQsk4WWMrXb7UNLmZrNJl6/fo1Hjx6hVqvBbrfj7t27MJlM5+LiedIYjUbI5XJEIpGxeudZxoMWojx48AB+vx9CoRDXr18/cO4jXZlCZ2RZZge9wRqJRNBsNmd9OFOn0+kgEAjg/v37yGazMJlMuHv3LpxO55ED1t19q7Qc79WrV+j1elheXsb7779/YLWWTqcDgEOXadOtQ1/72tcQi8Wg1Wpx9+5dLC0tTSVgHZQe8Xg8Rno0rYCV7pN9+fIlAGBlZQXvvffekQNWoH+vabFYsL29ve/Pe3dp9bVr13Dz5k1wudyx2rPOAmymlYVlAgxKmTKZDNbX12EwGEbOKqMlSyRJjjUXk15Pl6dZrdah641GI1Kp1FjHQwfd4XCYMfXR1Go19Ho9JrsrEomwuLiISCSyZ+1uTCYTUqkU4vE4dDodOBzOyIsSLWVaXV0FSZK4du3a0PUs00OtVkOr1SKRSMBsNo8U0NClUNFoFL1eDwaDAS6Xaypz+y4SdEvBo0ePEAgEsLKyMutDOvPsHgvi8/lgNptHVoMMGmxpPwHLyUN/Jh4/foxgMIjl5eVZH9JU6PV6SKVSCAaDaLfbUCqV8Hg8x5KBURTF/CEIAq1WC6FQ6NBjZcRiMaRSKXK53FgjiOhWEb/fPzKLOwnq9Tr8fj8KhQLzGZ9W2THQ75P1+/3IZrPgcrlwu90TneFsNBrh9/sRj8eh1+sB7C2t9nq9TJ/s4KYE/bs+y7BBKwvLhBAKheh0OnA6nXj+/PnYN5Z0UBeJRMaai2k2m5FOpxEOh6HT6Yaup4VIH330EYLBIK5cuTL0sRcWFpBOpxEKhaDVapnSN9ogq1AodqzNZDJ71u53DF6vFx999BEikQh8Ph8zP2wY8/PzsFqtiMfjyOfz0Gq1Q9ezTA+v14tisYi1tTXcvHlz3wsfXQoVDAaxvb0NuVw+1dKri4hcLmf6xEul0rF27S8y29vbCIVCSCaTIAgCi4uLsNvthyr19Xg8THb2nXfeOfM3g2eVQZ+ExWLZcY06D9AtR5ubmxCLxbh06RK0Wu2R32+DwSrQD4jX19eZ/k6TyQS3232oTUatVotIJILNzc2h42EqlQrW1tZQqVQgFAqxvLw8VekRXXZMf8anVXYM9Hvh6T5ZiqJgsVimMsOZz+fDYDAgmUyiWq0imUwOLa2mf7Z04HrWe7/ZoJWFZUIcVcp0WMnS4PpQKIRLly4NXS+TyZjAeFwp04sXL3aIlsrlMgQCwQ5xAL2L+PLly7GkTPTPpFKpQKlUjiVlogU0fr8fKpXqzJ9wzyoikejALDzQvxnx+/2o1WqYm5vDlStXoNfr2Rv5KeByuZDNZrG2toY7d+6wI4IOQbfbRSwWY4zmOp0Obrf7SJZViUSCxcVFRKNR5HI5JuvBcvK4XC7kcjn4/X7cunXrXJx3NjY2QJIkisUikz077kiw3X2rmUyG6e9UKpXw+XxH2mTU6XSIRCLI5/P7Bq2NRgMkSR46i3sUut0u1tfXEQqFGOmRx+OZyqxVoB8MxuNxJguuVqvh9XqnOhKL3rh8+PAher0edDodvF7vga+Rw+EwNuizLmRig1YWlglyVCnTYSVLu9eP2l12Op3I5/MgSRK3b98eeuFTq9XQaDRIJpMwmUwQi8Wo1WrQaDR7TnYajWbH2vn5+ZHHEAqFcP369UNJmd68ecMKaGaMzWZDKpVCIBCATqcDj8fbIQThcrlwOp1YXFxkNxemiEAggNPphN/vH6ulgGV69mq73Y5UKgWSJKHRaNj3/YyYm5uD3W5HMBhEKpWC2Wye9SEdGbpMN5FIgCAILCwswOFwHEv4tdsIXC6XEQgEUK/XIRKJcO3atWNtMioUCvD5fORyOdhsNubfaYMt3SpylCzuuFAUxWxwT0J6NM7z5fN5+P1+JsN85cqVY2XBx3lO2iJP//3GjRsjEyM056FEmA1aWVgmCJ1t7XQ6sNlsCAQCY5sNXS4XE+jevHlzrCwkfdIctZ7P5zOjamKx2I4Ly3643W6USiX4/X44HI4d/awHrSVJcmiZ3GD/biqVgtVqBZfLHfk6TSYTkskkIpEIjEYj2xs5I7hcLrxeL168eIFgMAgul4tYLMbcjLhcrpGl7SyTwWKxIJlMIhQKwWAwTK3k7TwwjbEgNINWZ9Z0PlsWFxcZq7NOpztzVufdVQBarRZut/tYGcLdfatbW1sIBoP79j4eB4IgoNVqkU6n0W63wePxdhhsj5PFHYdyuYy1tTXmM37lypWpCv9qtRr8fj+KxSL4fD4uXbp07Cz4KHaXVtOVa+OILQmCAEEQoChqrGTBaYYNWllYJsxxpEx2ux2BQGCsDIpQKDyUlIkuEY5GozAYDEN7LQZFS4lEAgAOzOaKRCIsLCwgGo0ik8nAaDQe+Lhms5mRMmm12rGlTLSAhiRJXL16deh6lumh0WggkUiYHppJCEFYDg+Hw2HmPAcCgZEtBReRRqOBYDCITCYzsbEg+2E0GpFIJBCNRmEymdhNtRkx2NoSiURGzrE8LexXBeDxeI6VIaQDVdoI3Ol0EI1GmfP2wsICXC7XRDe7dDod4+bI5XLY2NiAWCzG5cuXodPpphJAbm1tgSRJZDIZcLlcuFwu2Gy2qZQdA30jfjAYZLLgdrv92FnwURz0Gun3DS24HAVBEOdCyMQGrSwsU0AoFKLdbh9aykRLlg4jZUqlUmNLmWghUiAQGEvKlMlkmN3EYX1fi4uLTH+MRqMZKWV68uQJotHo2FKmQQHNqL5clulQLBYZIQgASKVSvPPOO2d61/Yso1KpoNfrkUqlYLFYWOHVN6Fv0GmxjNFonIoQhYa1Op8etFot1Go1YrEYzGbz1PoYJ0W1WoXf70e1Wp3YDOvdpcCJRALhcBidTgdarRZer3cqtmt6syYcDoPH403V0kuPm4pGo6AoCmazGW63e2qfcdqIHw6H0e12YTAY4PF4jtQLPy6dTocRO/V6vX1fo8FgQCqVQrPZHPna6Wwr3ds6rcB+2pzNo2ZhOeUQBIG5ubkTkzI9e/bs0FKmUfZRukfx9evXIwdT01KmV69ejdzllsvlTD+uXq+HSqUaS8pEyzbW1tbw3nvvscHSCbG5uYlAIMCUlLndbrRaLayvryOfz7MCmhni8XiQz+extrZ2bgQ0R4WiKGYsSKvVgkKhmLoQhUYul499XmWZHrQtf3V1lbE6n0b2qwJYXFw8ViCxW7JUKBQQCATQaDQglUrh8/nG7n08DK1Wi7H0Av17kg8++GAqAWSv12PKjtvtNlQqFXw+39Q+4/Q5hc6Cy+Vy+Hy+Y/fCD4N+jfR5TKVSHWjht1qtSKVSSCQScLlcIx/7PGRb2aCVhWVKnJSUSalUQq/Xjy1lcjgcyOVyIEkSt27dGtkLC/QvsvV6fahoSaPRQK1WI5FIwGQyDd3NdblcyOfzCIfDkMlk4HA4I4NQgUAAl8uFt2/fYn19faw+YZajQ+9mx+NxRuFP6/Q7nQ4jhGAFNLODFtCEQqEzL6A5DnT//cbGBkQiEVZWVqZWkngQbrebMdiOkt2xTA+pVAqr1YpYLHbqRqVNowpgd99qvV5HIBBgjP+XL1+GxWKZ+GeBHpUTCoXQ6XSg0+kgkUgQiUSwtbU10aCVoigUCgWsra0xo3+mLT0qlUpYW1tjjPgrKysT64U/CNpRQpdWLy8vD32NCoUCEokEiUQCTqdz7GM7y+Nv2KCVhWVKHFfKRNt+x5EyDUqcbty4MXT9oH00Ho9jcXHxwLX0fFaCIEaKlgiC2CFwGkfKFAgEmPl640iZzGYzEokEI2WaVjnQRYbe6Q2Hw4zC3+Px7NiE4PF48Hg8TGZ9nF1elumwuLjIZBjPooDmOOxXBTCtksRRDIrmxnEMsEwPh8OBdDoNkiShVqtnvoFAURQjTptUFcDuYJW2DtNjZRwOBxwOx8TLQOleSr/fj0ajgfn5efh8PqjVamxtbTGjbyZVbVCv17G2tsa0KS0tLcFqtU7td7q5uQmSJBkjvtvtnkov/CC7X+O4pdUEQcBqtWJtbQ2FQmHkBs1giTAbtLKwsOzhOFKmw0iWhEIho/w/jJSJ7p09KPijd2tNJtNYoiWxWMzMLsxmszAYDAeupftxY7HYoaRMS0tLjJSJ7R+bHPRudiAQYBT+ly9f3nfUEQDo9fodAppp9vewHAyXy913tvJ5ZrAKAMCOKoBZYrVaGYOtXq+f+fFcVPh8PlOVM44tf5rQLgC6CuDq1avHyhDuDlZ7vR5isRgzVsZoNMLj8UxFCLbbYLu8vAyz2cy8FrFYDIlEglwud+zz0Pb2NiOlJAgCNpsNTqdzapty7XYbwWAQsViMqSxyu91TNeJP4jWaTCZm/Nk4VQUEQaBWq0EikYxs+zqNsEErC8uUOa6UaRzJEtC/cRuUOA27YaJ7f548eYJgMIjl5eU9a7rdLjOfdVzRErBXynTQTi9tQH369CkikcihpExs/9hkGRxkz+fzxxpkTwtoHj58CL/fj+vXr5/gEbMMQgto4vE4zGbzVEQrpwG6CoAuSdyvCmCWDJ7TQqEQlpaWZn1IFxa6KiccDsNoNJ74OK6NjQ0EAgEUCgWmMuW4GcLdfavpdBqhUAjb29tQKBTw+Xwj24OOQqPRAEmSTBbX6XTCbrfve23X6XRMifBRNjJ3S4/0ej08Hs/UpFp00B8KhZjKIp/PN7QV6rhM8jUKBAKmnWyUkGkwSHY4HFhaWjpzQqazdbQsLGeQWUiZgsHgSCmTXC5njme/4K9WqzHzWelszsuXL0eKlnZLmdxu94FrB/t3DQYDlErlWFImun9sbW0Nd+7cmXn511nluIPs5+fnYbFYEI/HT13/2EWC3kB48ODByNL8swhdBUCSJLa2tiCRSHDlypWpiGWOi1qthk6nQyKRgNlsZsdBzYhBW/44189J0Wq1EA6HmVFxVqsVDofjWFn33UbgcrmMQCCAer0OkUiEa9euQa/XT/wz3+l0GEsvPY/b7XYPzeLSQWsulztUhpuiKKaku9lsQiaTwefzTW1TmqIoRmK3tbUFqVSKlZWVqV7DpvUa6YRFMpncd1b0fkGy0WhkkgRn6VrBBq0sLCfAbilTIBA4tJTJbDaP3EUdlDKZzeaRYzCcTifTO7tbykT3s9LPeRjRkkajgUqlQiKRgNFoHLqWPoZQKITr168fSsq0trY28/Kvswi9uxyJRJhRCEcdZO90OpHJZOD3+6FSqc5kn8x5QCKRMKX5uVzu3Fid6/U6SJJEqVRi+r3MZvOp3qjyeDwoFArw+/24cePGmbopPE/Q18OTGAu1+5yq0WiOnSHcXQq8tbWFYDDI9HB7vV4sLCxM/JxLURRj6W21WlAqlfD5fGP9/BQKBfh8PvL5/NjX5XK5jLW1NVSr1RORHtVqNaytraFUKkEgEODSpUsjK4uOyzRfo0qlglgsZjKo9GMOC5K73S6zGXKWrtls0MrCcgIMSpkWFxeZ3olxpEx0UOf3+w8lZaLXDzspDspDdkuZ6H7WwRIft9uNcrk8MptDlx8/fPgQJEni+vXrB64d7MdNp9Mwm81jSZksFguSyeTMyr/OIvTuMkmSzCgEr9d7rJ1ePp8Pt9uNN2/ejP2eZpkOdrsdqVTqXFidt7e3EQqFkEwmQRAEFhcXYbfbz4RoSiQSYXFxEZFIZKQHgGW60GOhxrkeHgWKopDL5XaMl/F4PMeaJU4Hqr1eDwRBMNZhuod7YWEBLpdrKj3TtKWXNtheunTpUFlcgiCg1WqRTqfRbreHfl63trZAkiQymcyJSI+azSbjCeFwOLDb7YeqLDoKW1tb8Pv9UxU70UImv9+PYrEIjUYz0n48OLP1LF0n2KCVheWEoKVMJpMJ2Wx2bCmTUCg8lpTJYrEMXU/3zkajUUbKNNjPOnixEovFWFhYGEu0RK9dX18fudZisSCVSmF9fR0ajWZsKZPP58Pjx49BkiSuXLkydP1Fp1argSRJZjNiaWlph0TjOJhMJqZ/bJz3NMt0oHvnXr9+jWg0um+p2Gmn2+0yGatutwudTge3233mRF92ux3pdBqBQABarfbM9Y6dFwbHQqXTaZhMpok9drVaBUmSqFQqTMbOZDId65y6uxSYPq/SFTFer3cqPdwbGxvw+/07sriLi4tHyj5qtVqkUikUCoV9N2xokVo0GmWkR8cd/TMMOuinzykGgwEej2eq55R2u41QKIT19fUTETuZTCaQJMlsbowKkgmCYN5rvV7vVFeuDMKeRVlYTpDjSJlSqdShpUz0+sNKmQb7WXczrmgJAGw226GkTM+ePUM0GoXX6x1rB3CwT9hisUx16PdZZXt7G8FgEKlUChwOBzab7UCJxlGhNxAePXo09nuaZToYDIYdVuezsoFAj9IIBAJMKZvH4zmzn+nB3v5oNMqOhZohi4uLSCaTCAQC0Ol0xz73NZtNpjKIztjZbLZjPe5uyVKhUEAwGGT6LX0+31R6uFutFoLB4ESzuPRmdz6f3xG00iK1QCCAdrsNlUoFn883tb5vetRQIBDA9vY25HI5fD7fVM8pvV4P8XgcwWCQETsdd7zROHA4HIhEIhQKBQAYGSTT42/o9x0btLKwsOzhOFKmQSvlKMnSoJRpHIvloJSpXC7v6Wcd5DCiJXotnfkZduNG9x/RWVmFQjG2lIkWKty+ffvMnHynTbfbxfr6OqLRKCNfGCXROA5yuRxmsxnJZJK1Os+QQaszSZK4evXqrA9pJJVKBSRJolqtQigU4vLly1PtaTsp9Ho94vE4OxZqxuwWCQ67Zg2Dztitr68z42WOmyHc3bdar9cRCASYipjLly9PpYe71+thfX2dMXFPMovL5/OhUqmQz+dBURSAT8qO6XFqV65cOdbon1EUi0X4/X7UajVm1JDBYJja89GtN36/n3mNKysrB46MmxS77cdAf5NmHHP57hLhs3C+ZYNWFpYT5jhSJlqyZDKZxpIy6XQ6piTqMFImPp8PPp9/4E3WYURLWq0WSqUS8XgcRqNxqJiC7scNhUK4du3aWFImoVAIp9PJzCpbWFgYuv68Q1EUk90+6YyVy+VCNptlrc4zRiaTwWKxIJFIoFgsHqu/bpo0Gg0Eg0FkMhlwOBw4HI6p9rSdNHQFwurqKkiSxLVr12Z9SBcWnU4HpVKJ9fV1mM3mQ20gUBSFVCqFYDCIVqsFhUIBj8dzLLHT7mCVtg7TFTEOhwMOh2PiZeV0RYPf70ej0cD8/Dx8Pt/EzxFarRbFYhGpVAqpVIoZp7a0tHTs0T/D2NzchN/vRy6XYzYrFhcXp3pOGRQ78fn8ExE70b3Ufr+fycZfuXIFb968QT6fh8/nGxmE0l+nS4TPwnmXoHdBzjkX4kWynB263S42NzeZMhK73T6WwGZ7exurq6sQiUS4cePGyJPi4PpxJBSJRAIkSTIyhf3mt9JsbW3h4cOHkMvlQ0VLQP9C8ujRIygUCly7dm3o2lgshmAwCKfTCZPJBIFAMPJ19no9PHz4EM1mE++///6FlTLtzli5XK4Tz1jF43Gsra0xNwsss6HVauH+/fsQCASnbgNhGhmr08zbt2+RSCRw/fr1Uzmm56JQr9exuroKrVY79gZCqVSC3+/HxsYGRCIR3G43dDrdkc+pu4NVOuO5vr6ObrcLo9EIj8czlYqYSqWCtbU1VCoVCIVCuN3uiXkN9nuu1dVVAGBEak6nc2rSI3p8WywWA0VRsFqtcLlcU70XGBQ7EQQBm802dbET0O+l9vv9jP3Y5XIxQXIoFEIgEMDNmzfH2ojo9XqgKIpJppzgvcKRnojNtLKwzIDTLGWKx+OMBXEYhxEtSSQSWK1WxGKxkeM4aClTNBodW8rE4XDg8/nw0UcfIRAIDA22zyOnKWNlNpuRSCQQCoVgMBgu7AbCrBEIBHA6nadqLBTdYxYKhZiM1Un0e80ap9PJZLdUKtWp2kC4SMzPz8NqtSIej4+sQNjc3ARJkigUCuDxeHC73VhYWDjW72533ypdEbO9vQ2FQgGfzzeyguooNBoNkCTJ9OA6nc6Jew1oBmeCAv17nbt3706tNH53eaxGo4HX68X8/PxUng+YjdgJ6AfJJEky2fj97McWi4XpUR4naB3sa6U3Uk4zbNDKwjIjJiFl0uv1IwM6OggcV8qkUCjQaDRQrVZHHsu4oiV6bTabRTAYhFqtHipl8ng8eP78OaLRKDwez1hSJqVSCYPBwEiZpnHxP22cxozVRd9AOE3QJcKnYSzU7ozVysrKsTJWZ4nBDYTdo8VYTpbBudL7VSDQZbqJRAJA/zPkdDqPJSYaDFY5HA5KpRICgQDq9fpU+y07nQ5j6e31ejCZTFPzGuw3E1QikSCdTk/8uejn210eu7KyAq1WO5Xno5+THil2UmInoP97jEQijJ9iWJAsFAqh0+mQzWbRarXGmsJAB67dbvfUb6ixQSsLy4w4jpSJliwFg8GxpUzPnz8fS8rUbDZBEASKxSLK5fLQE/KgaGmU4ILH48HlcuHjjz8eKWVSqVTMiddgMEAulx9JynReb4in0WM1SZRK5Q6r80XYQDiN0D2Vs9xA2NzcRCAQYEZpTCJjdRahNxDYCoTZwufz991AoK2v9HgZjUYDt9t9LDHR7lJguiJm2v2WFEUxlt5WqwWlUgmfzze160O5XMba2hqq1eqOmaDlchnpdBq5XG6ilR7VahVra2tTl1UNMih2mpubm7rYCdhrPx43G2+xWJDNZpFMJsdqO6PL1M9CtpUNWllYZshRpUy0aXdcKRMdBI6SMvV6PVSrVajVaqY/8ubNm0MvBlqtlpEymUymoaIlnU6HVCp1aCnT1atXx5Iyzc3NMeXTiURiZPn0WaRcLsPv96Ner2Nubg5Xrlw51PD3k8LtdiOXy537DYTTzqwqEOhZjPQojUlkrM4ygxsIwWAQly9fnvUhXVjoFgZ6rjQ9b5Vui/F4PMcSE9GBaq/XA0EQ6Ha7iEQiiMfjU++3pC29GxsbEIvFuHTp0tSuD1tbW/D7/QfOBFUoFODz+cjn8xMJWneXx05LVjXILMROQD9IXltbO1I2XqPRYG5uDolEAjab7VBCpm63e6pnSrMiJhaWGXNSUqZms4mHDx9CLBbjxo0b+57IKpUKnj59Co/HA4qiEAgE4HK5Rhp5pyVlontjaKHQuFKm1dVVbG9v4+7du+fmJnlrawuBQIC5eNrtdiwsLJxq4180GkUgEIDP5zuXGwhnhWazifv370MsFk99A4GexUiP0lCr1fB4PBMZpXEeePnyJbLZLG7dunVqKiMuIqVSCU+ePIFAIGDKKGn53yT7Vukebjp7O61+y42NDfj9fqaiwel0YnFxcSrZx3a7jVAohPX1dVAUBYvFcmBbysuXL5FOp/Gt3/qtRxYU0eWxkUiEaYOZlqyKZhZiJ2D/3+NRrvPBYBDBYBC3bt0aa/xcr9dDuVyGRqM5KSETK2JiYTmLHEfKNChZGhUUzM3NwWazIRQKIZVKwWw271lTLpcB9LMzIpEI6XQakUgEer1+6Ml6UMo0SrQkkUhgsVgQj8eRz+eh0+kOXLuwsIB0Oo1oNAq1Wn0oKdOTJ0/GKp8+7bTbbUQiEebiaTab4XQ6z0R54cLCAlKpFEKh0Fj91yzTYW5u7lBCtqNAURQKhQJIksTW1hYzi5G15e7E4/EwLQy3bt1iKxBmQLPZRCqVAtAPTkwmE7xe77EyTLuD1UKhgGAwyPRber3eqfRbtlotRrwD9M+5LpdrKudauoQ6GAyi3W5DrVaPFKlptVpm5M0wWeN+HLU89jjMQuwETP73SAuZEonEyKC1Wq3i7du3qFQquHnz5tTLno8DG7SysJwCjiplslgsOwLLUSc4q9WKdDqNUCgErVa7Z32lUmHmsxIEAY/Hg6dPn45VzjYoZRomWgIAu92ObDaLQCAAtVp94C4i3Y/74sULrK+vw+12jyVlUqlU0Ov1SCaTMJvNZzKj0ev1mF36drsNlUoFj8cz9YvnJOFwOPB6vcx76KxvIJxlFhcXmT5ovV4/0bEM9XodJEkycwp9Pt/Ue8zOKvQGQigUYto1WE4G2mxLi4k0Gg1KpRK2traOXLGyu2+1Xq8jEAgw/ZbTmtlJj8qhs7harRZer3cqFQ0URSGfz8Pv92Nzc5PZkNJqtSODG41GA4IgkMvlDhW07i6PvXbt2lTbYGYhdgKm93ucm5uDTqdDJpOBz+fb995wt1Xa4XBAKpWeaiETG7SysJwCBqVMBoMBmUxmpJIfmKyUie5npS8yAHYcj8lkGlvKNEq0REuZ3rx5g2g0CqfTeeBatVoNrVaLTCYDvV4/tpTpLGc0aOnD5uYm05c0zg3CaUStVkOn0zEZvvM+3uS0Qm8gPHv2DKFQCD6f79iPub29jVAoxMwpXFxchN1un/qcwrMOvYEQCASg0+lOdQ/ZeYA229LjZeRyOTweDxQKBYLBICKRyMixbfs95mCwSpfMDo4jcTqdE//dUhTFjE9qNBqYn5+Hz+c7Vg/uMGq1Gvx+P4rFIvh8/qGDcD6fD6VSiXw+P5bkZ3d5rNfrnVqZM80sxE77/R69Xu9EK1MsFgtyuRxSqdSOnuL9rNJOpxNzc3PgcDg73tenDfZMycJySqClTHa7HcViESRJ4tatW1OVMpnNZiaIqNVq6PV6e77f6XQin8+PLWVSKpVjiZb0ej1SqRRisRiMRuPQGWculwvFYhHhcBgrKyuHkjJNsyRy0uyeDejxeGC1Wk/true4eDweRhBy8+bNU3kxvAhoNBpoNBrE43GYzeYjZ+273S5isRgzp1Cn08Htdk99TuF5gRa6vHjxAuFwGB6PZ9aHdG4plUogSfJAcZ3dbmfGmGi12pHX293BKkVRzNixac/srFQqWFtbQ6VSgVAoxPLyMsxm81TOp81mkykvJQhi35mg46LT6VAqlVCpVA7c+D7JMmeaWYidgJP7PQ4KmRYXF3eUW9NWabfbzSQCuFwuuFwuOBzOqb1Gs0ErC8spgSAICIVCdDodLC4uIhgMIhaLjSVlok27JEmOJWWig0C/389ImQb7WQcRCoWMkXdU7yxdUvzo0SOQJDlUtESvffz4MVMOfdBakUiExcVFZkfcaDQyJ9dhDJZEjppRO0t2zwa0Wq1wOByn9ngPi0gkYksiTwler5f57L/77ruHujmhswOBQICZxejxeKY+p/A8QlvXY7EYzGbz0A0+lsMzOGqJy+UyQsHdQSm9gfDq1StEIpGhFUK7+1bpdphpz+zcXcbpdDpht9unElzRJdThcHhiQbhOp8Pa2hpyudyen89JljnTzELsBJzs7xHoV9eYzWaEQiFEo1Ekk0lmTvbVq1eh1WqZBAAdsJ7WYJWGDVpZWE4Rk5AypVKpkVnF/aRMg/2suzGbzUilUgiHw9DpdEMlQBKJBFarFbFYbKRoSSqVMuMHCoXC0P6RQSmTRqM5lJTp6dOnY82oPWmmMRvwtDJYEqnVatkS0hkhFoths9kOXRJJj8CqVqsQCoW4fPkyjEbjqb/JOa0QBAGv14vV1VX4/f6R1nWW8RgctUSbbUeNWtLr9YjH41hfX4fZbN5zvR0MVjkcDsrl8o7s7bRmdu5Xxul2u6cSXNEl1CRJotlsTjQIF4vFkEgkyOfz8Hq9zPNNuzx2N7MQOwH7/x49Hs++tuVJQ//+/H4/U25tsViYTX8OhwMej3dmzj1s0MrCcso4rpSJDiwPI2XSaDR7+lkHGeydDYVCI3tnaSnTKNESADgcDuRyOQQCAahUqgPX0jviL1++xPr6OlwuF3q93shsK91TmUgkdpRDz5KLaFrlcrnwer14/vw5wuEwc/PCcvIcpiSy0WggGAwik8kwJXSDsxhZjo5UKmU2+EZt2rEM5zijlugNhIcPH4IkSVy9ehXA3lJg+rMw7ZmdFEUhkUjsKOP0+XxTEwqWSiWsra2hVqthbm4OKysrE9+Q0ul0iEQi2NraQrvdZnpIp13mTHPSYifgE5niSf0eB9ne3t5Rbg0At2/fhlgs3pFZPWutR2zQysJyypiFlMnv9+/bzzrIYXpneTwe3G43Pv7445GiJXoW2du3b7G+vg6Hw3HgWronL51OQ6/XQyaTgc/njyVlOi09lRfZtLq7p/I8ZpTPAuOURHY6HaZXjy6hO2gWI8vRcTgcyGQy8Pv9QzftWPaHNtsGAoFjbQDKZDKYzWYkk0kUi0UolUpQFAWgXzIbiUSY7O00Z3bS16mNjQ1Gwjet4Gprawt+vx/ZbJYRKU5rQ0qr1SISieD58+eo1WonUh4LzEbsBICxLdO/x8uXL0On00393mN3ebdOp4NKpUIymQTQv9+iM6tnJbs6CEF/KM85F+JFspwfKIpCo9HAxsYGPvroI/B4PNy+fXusE+3HH3+MbDaLd999d6wdvVevXiGfzwPo78QN663a3t7G6uoqRCLRyN5ZiqLw7NkzVKtV3Lp1a+jjUhSFp0+fol6v49atW0P7ZxqNBh4+fAiJRIKVlRUIBIKxLnrhcJjJEu83o3ba7DatLiwsXEjT6ubmJh48eACFQnHonkqWyUFRFJ48eYJKpYL333+f+czRJXShUAitVgsKhWLkLEaW45FMJvHmzRu4XK6xHAYsfer1Ovx+P8rlMvh8PpxO57E2AFut/z97f/qcyLntbcI/JKF5YJ4Rc0KpJFV5bw/7OR1PdHdE/939oc/Ztqtsb7s8kpnMkxBCaEICMb4f9N63kxQkyZCoJN1XREfv5zhLCQhB/nKtda0W/v3vf2NtbY3e3CRjMWQvaSwW02TtmDxchUIhzcIVMR1ns1naQh2JRDTb/d3pdJBMJpFOpwFA0zZnglzsRG40aO2JIO/JarVK35P7+/uah2R5e7fcN7C0tERv8H8m37lTPQgWWhmMz5Rut4vb21u6zJu05Y1DGizVVBWbzSa+/fZb6HQ6/J//5/859sM1l8shkUggEokoSpmAh4Dy8eNHGI1GvHv3TvGx3Nzc4IcffoDZbKbtWaMgEoVIJAKHw4HV1dWxj7vb7eK7775Dp9PB//F//B8LC4vMtPoYURSRyWRwdHQ08cJ5xvy4ubnB999/D4vFgi+++AK1Wo1WBzY2NhCJRBZSHXjt9Pt9fPz4Ebe3t/iv//ovVs0eQ7PZpD4GsmrJ7/fP9JlO5lbJ9xupgJOdndFoVJP27UWGK+JQSCQSmodw4HGb8+rqKlqtFv6f/+f/0ay6+hRiJ2CwHZfclB43Sz0vLi4uEI/HqW+AXBd95pKlqR4Maw9mMD5T5FKmTCYDu90+kZRJzaqX1dVVqu4na3CUILOz6XQadrtd8UN5a2sLHo8H+Xx+rJRpZ2cHHo+HSpmU2rukUiaz2axKyiSdqZzXnkolyLJyURSpaILjOJhMJk3P+xwIBoP0rrCaNRMMbdjZ2YHX60U+n8eHDx9wfX1NW/sXUR1gPEBmKolJ/ejo6Kkf0mdJt9tFNptFJpNBt9uF3W6fuWInn1slNxNTqRRWV1cn3kuqlkWGK9JCTXZ/ky6lUQ6LeTCszbnX6+HXX39FtVqd+83KRe+vJcjbce12OziOW4gNXN7eTarzZFZ1eXn5WUmW1MBCK4PxGbMIKdP19TX6/T70ej09XumO9aSzs4FAgK7JGCdlIscKggCj0agoZYpEIvjtt9+Qy+UQCoVUSZmsVutc9lSO4+rqCoIg4PLykl74uFyuF/XlMQuTrJlgaEe73aZze9fX16pMqwxtMBgMcDqdODk5gdfr1dxo+pwgN1TJepnd3V1Eo9GZXiN5WCXWYTL7t7m5if/1v/7X3DtyFh2urq+vEY/HqUNBqxBOkLc5x2IxegOs3W5Dp9OhUqnMNbQucn8tYVg7biwWW8hNaXl7t9vtRigUwtra2oAR+CXedGShlcH4jJmHlGncqpfLy0sAD9UvnudVVSGlUia32604O7uysoJwOIw///xzrJSJzIDE4/GxO2otFgvMZjNKpRLsdjt2dnZUSZmi0Si1JZIdtfOCLGQne9gCgQD8fr/my8qfI3a7HYVCAZlMBk6nk+2pXCBy0+rW1hZub2+xvr7OAusTEolEUKlUEI/H8c0337CbXHhofeR5nq6XOTw8nGm9DLlJQ1bY9Pv9geqtw+FAs9nE3d3d3D+3Fxmums0m3a2u0+kQCAQQDAY1G4uRtzn7fL5HN8D0ej2MRiPOzs7ozYJZWPTeU4K8Hffo6GghN6WHtXdHIhHs7OxAp9MNGIFf6mcHu5JiMD5zVlZWoNfrEQgE6JoUNVImo9EIm82Gk5MTuFyukcGSSCxcLhdqtRpKpRJcLtdY8Uo4HEa1WgXP82NnZ+12O0qlEnK5HJxOp+I8p9PpRKlUGrujVqfTIRKJoFarIZlM4ujoSJXCneypTKVS9LWZFdIiRPawORwOhMNhzZeVP2d0Oh1isRjbU7lARq1aMpvN+PDhA9LpNJxOJ5upfCLW1tYQDAZp2Bg32vGSubu7gyiKdL1MOBzG/v7+TKME0n2rAHB6ekqrt9K9pKRLptlszuUzfJHhipiOiUPB4XCA4zjNHAqkZZvsGrfZbIhGoyNvQtpsNtRqNVxeXk69A/ap9p7K23GJOE3r8RbS3h2Px+nn9uHhIR2N+oznVucOC60MxmeOTqfD2toaOp0O/H4/EokEcrmcKilTJBLB+fn5yGDZ6/VwdXUFs9lMQ+D5+TkEQRhrdp1kdlan04HjODqzdXx8PPJny+e7lNqhNzc34fP5kMlkcHZ2BrvdTj/ElfD7/SiVShBFEVardeq7z/1+n+6jJRc+HMex1j6VsD2Vi2PcqqVYLMZmKj8D9vf3USwWkUgkYLfbX51dvN1uI51OI5fLPWp9nBZpWNXpdLi8vIQoiiP3kpIbvFdXVzOF1mHhSitrbr/fp7uX5SFcC8h3nyAIE7U5W61WxONxVCqViR/bU+09HWZbXtT6L3l7N/ncls6tvoawSmChlcF4BmglZbq+vkav16NfHuvr6xNVIT0eD10JMG52dnt7m0qZxgWUnZ2dgZ15Sl+EPp+PiqFMJtNEUqZPnz4hlUohGo0qHj+My8tL8DxPL3xmbVt7rbA9ldoiX7Xk9/uHmlalM5Uej0ezi12GMktLS4hGo3S0Q2th3OcCaVkn62VMJhM4jpvJOyCfW200GkgkErR6O2ovqTS0TjN7Kbfmah2uyLjLqBA+b2Zpc97a2sLW1hbOzs4m+t59ir2nw9pxF7X+S97eLf3clobVlzi3qgQLrQzGM0EuZUokEqoqIkpSJjLPKq0MEjNvMpkcW4Uks7PEyKs0OwsMSpnGBZRgMIhKpTK2HVoq9ZlUymQ2m6mUSa21sdFoQBTFocY+xuTo9XpEIhH88ccfyGazCAaDT/2QXgTTrFoiM5U8z7OZyifEYrHAYrGgUChoKoz7HCAt66IoUrPt27dvZzLbSsMq8HfLbD6fV7WXdH19HWtra7i6upr43MOsuXa7XZO/pdvbWwiCQL+LRoXweTGvNmer1YpMJoO7u7uxbcvyvadSsZNWDLMtHx0dwWq1av6Z2Ol0kE6nB2asyajRS5csqYGFVgbjmaCFlInMs0rnT8jxaquQJpNJ1ewsALo0/a+//hobUORSJqV2aIvFApPJNCBlGtdORtqQv/vuO8Tj8bHt0OTLJJfL0VavUCjE5v/mgNPpRKFQoDOVbBZ4eoidVBTFoUvmlZDOVBYKhbF7mBnawXEcvvvuO/A8P/az6bkyrmV9GqStwKRlllRvJ9lLajAYUK1WVQuD5NbcaDQKn8+nSbhot9t0TEhNCJ+VTqdD22PnMUNqs9mQyWRQqVRGfq/L954OEztpwaJty4R+v09bn0l7dzQaxd7eHnQ63UBYfYmfBWphoZXBeEbMU8okn2eVYjabYbVaUSwW4XQ6VUmZyCzsOCOvw+GgUiaHw6FKyjSuHZrMzH748AGpVAqHh4fodDpj7wBvbW3B7/cjnU6jXC7D6XQ+OoZ8mSSTSbRaLRgMhoW1CL0WiJTpw4cPEAQB7969e+qH9Cy5vLyEIAjUavn27duJ2wT39/dRKpWQTCbH7mFmaMfW1had169UKrDb7U/9kOaGvGXd5/MhEAjMNL8rlyydn59DFEUqrpl0L+ne3h5OT09Rr9cVQ67cmru/v49wOKzJ302v10Mul0MymZw4hE97vkKhgEQigVarBZPJRIPULBgMBuj1epydnT0KrUTslEwmF7r3dNG2ZSnn5+eIx+O4ubnBxsYGjo+PYbPZXp1kSQ0stDIYz4h5SJlIsJTPs8qRBtFxd/rJLCy5EJlEyqQUUMixP/7449h26M3NTezv7yObzaJarQ586CsRCARwcnJCpUzSoFur1egcjfTLhH15zJ/d3V3Vc8yMQcisXrlcxtLSEoLB4NRtgmSm8j//+Y+qln+GdgQCASrXsVgsz34EgQQS0vqopmV9HPK51Xq9DlEUZ66USedah4XCXq9Hw1Wn04HVakU0GlU9ZjIJcnvs9vY2jo+PNRXXaTlDurS0BIvFgnK5TG8uE7ETz/ML3Xva6XSQyWQWZluWIq/ORyIReL1erKys0BU25H8zHmChlcF4ZswiZZIGy06nAwAjTbcbGxvw+XxIp9OqpExer3fk7KycnZ0deDweFAoFVKtVWCyWkcfu7u7C5XKhVCqNDTN+vx/lcnliKRPHcfj111+RSqXAcRxub28hiuLAl4nWczSMhxslZKbyX//6F3u9x0AuuEjbntPpnIvV0mw2w2az0ZlK1lXwNKysrIDjOPz+++9jd1x/zpBAkkgkJm5ZV/qZ0rnVdruNVCo1t0qZNLRKb8KS9nue5yey5k6LtF11dXVV83bVRc2Qks6varWKtbW1he89XbRtWYq8Ou/1ehEMBrG6uvqqJUtqYKGVwXiGEClTMBjEp0+fVEuZpMFya2vr0TyrnP39fZTLZU2lTIIgwGg0KlYRQqEQKpUKRFGE0WhUlDJFIhH8/vvvyOVyCAaDqqRMNpsNJpMJuVwOrVYL5XKZzgotYo6G8cDq6qrqOebXzCJa1jmOo3uYx7X8M7TD4XAgn88jk8nA5XI9u3lvqWWdmGZnsayTkCqdW83lcgPimnlUylZWVrC9vT0gY5rFmjspi25XXfQMKblRHY/H0Ww2F7r3lKwBJLbld+/eLcT8P6w6Hw6Hsb29PdAK/NrnVpVgoZXBeIYQKZPRaJxKyvTLL7/g6upqrA2PVCG1kDLp9XqEw2H89ddfyOVyCAQCiseGQiHwPD82zFitVhiNRiplIi3VSvT7fezt7aFWq+Hk5ARGoxHRaPRFWzs/VzweD4rFIlKpFJxOp2ZykefKolrWNzY26PqrUfPeDO15rvPed3d3SCQSc7Wsy+dWT09PkUwm0Ww2NamU7e3toVQqoV6vI5lMzmzNVcOi21WfYoaUVMWBh3DudrsRiUQ0lxre3t6C53m68ojjuIWY/+XV+e3tbUSjUZhMJiZZmhAWWhmMZ8q0UiaTyQSj0YiLiwtVXxJmsxkWiwXFYhEul2tskAuHw/TxqJUyZbNZOBwOxSoCaRHOZDJwOBwjHzuZg/348SNSqRTevn2Lbrc78ouJPNbb21usrKyg0+nA4/GwwPpEkIt0MvN8eHj41A/ps4Cst6hWqwtrWff7/bSFTj7vzVgc0nnvWq2m+ZzfLLTbbWpZ7/f7cLlcCIfDM918ks+tXl1dQRAEzfeSbm9vo9/v49///jd9LpFIRJNq96LbVZ9ihpSInURRRLvdxubmJu7u7uDxeDQNrK1WC8lkkr4nvV7vzO9JtUir86urq1SOxyRL06EjrRYvnFfxJBmvj263i9vbW7oAmwhYxkEETpubm6r2MTYaDXz48AHb29uq1i9kMhlamXW73YrH3tzc4IcffoDFYsHx8bHisVdXV/jpp59gs9nGhhnyHGOxGKxWK50XIdTrdQiCgPPzc7qKx+Fw4Pvvv4dOp8N//dd/PXvxyXPm999/x8nJCb788suFzBl9rpCqBJl/8ng8dP5pEZyenuLXX3+F3+9HJBJZyDkZj2m1Wvj3v/+NtbW1z3Leu9fr0Zb1drsNk8kEjuNmuvknD6uNRgPJZJJWb2cRjo07b6FQgCAIaLfb2NjYwPv372e25o5C3q4ajUY1bVe9uLgYmCHlOE7TGdJhe0+j0Sg2NzfxP//zPwgEAmO7uKaB2JYTiQQ6nQ4sFsvCOqjkO239fj98Ph+tqDLJEqZ64uy2KYPxjJlWynRzc4OlpSXc3d2hVCqNDZaTSpmks7A2m01xDmdnZ4dWEcZJmfb29uB0OnFycjK24iCVMpGZ2aWlJXrXtVgs0scqnRXiOA6//fYbUqkUu0h/QiKRCCqVCuLxOP71r3+9ui93UpUg809msxkcx2liJ1WCzHtns1m4XC7NV08whkPmvXmeR6FQwP7+/lM/JIq0W4WYZidZLyNHLlnqdrvIZDIL2UtarVYRj8dp+32n08He3p4mgXXR7ap3d3cQBAHlcnlhM6Q3NzeIx+M4Pz+HXq/Hmzdv4PV66U2Xra0tnJ2dzTW0knZcQRCobTkWiyleW8yLYTttyT53Ul0lwZUxOSy0MhjPnEmlTGQ/q8lkwt3dHZUsjavcTCplikQi+PTpE5LJJGKxmOLPDgaDA6KlcVKms7MzCIKAr7/+euSH/8rKCsLhMP7880/k83n4fD4Ui0Wk02l613XY7I7dbkehUGAX6U/M2toaQqEQBEFAoVCA1+t96oe0EEhVQrpj8ujoaCEXXMPQ6XSIRqP4/vvvwfM8vvjii1d3A+FzgRjXk8kkHA7HkwvipN0qer0e0Wh0ZrOtdG613+/j5ORkYC+pVjuy5etHotEofD4fPnz4gOvr67mea9HtqqRbI5PJoN/vL2SGtNlsIpFIoFAoQKfTwe/3IxQKPbpusFqtyGQyuLu7m8vc7tXVFeLxOC4uLmg7rsfjWYhkSbrT1mg0guM47O7u0vU1TLI0Oyy0MhjPnEmlTDc3N+j1ejCZTPB4PKptv8TM++uvvyKdToPjOMXjzWYzrFYrSqUSXC6X4oUGES0Ra6ySlGl1dRXBYBCCINAwOgq73Y5SqUR3fxIJAsdxI18fMlPJLtKfHq/Xi2KxiEQiAbvd/uQX6Vpzc3MDQRDojslYLAa32/3kd+W3t7fh9XqRy+VQrVY13Q/JGI10h24ikcDBwcGTPI77+3varaLT6R51q0yDXLJUq9UgiiJtJz06OhorDpwG+fqR/f19hMNh+lljMBiQzWbRarVm/vwh7aokhGvdriqfITWZTIjFYpqusCJV8VQqRcVOpBV4GDabDZlMBmdnZ4rf5eNoNBoQRRGlUonuqg4GgwuZw5fvtD04OIDFYmFzqxrAQiuD8QKYRMp0cXEB4OHLeHt7W7XtF3jQ1FssFhQKBTidzrFftpFIhM7rjJMyOZ1O1VImt9s9IGUadYdaKmVqNBpwOBx48+bN2C8y6UX62dkZbDab4vEMbfhcLtK1hqybKJVKtCrh9/s1W28xDcFgkIpbTCYTm/d+IsgO3WKxCI/Hs9Adut1uF7lcjpptbTYbwuHwTN0o8rlVsiN7VDvpvBi2fiQajT5qv5fua532Zk2/36f7p0m76vHxsWY3f/r9Pm1z1jr0S895cnICQRAmsjkbDAbo9XpUKpWpQmun06FVZNKOq5UsS4609ZlU5z0eD62osrA6f1hoZTBeAGStS6fTgd/vpxKiYVKmi4uLgf2s4XAY5+fnqmy/wEMQrdVqEAQB//jHPxSPX19fp2szxs3OkoD5448/jm1xJi2LP/3001jD7Pb2NkwmE13O3ul06B1QJUKhEL1IN5vN7CL9iTCbzbDb7SgWi3C73ZrJUJ6CYSEgEolott5iFsiKqj///BPZbBbBYPCpH9KrZdE7dMmMoCiKaDab2NnZAcdxM5lm5XOrpIWVVG9HtZPOinz9yM7ODmKx2MjOm1lD69XVFXiep98/BwcHM7dQKzFuhlQLarUa4vH4VDbnpaUlWCwWlMtldDod1ZVRIssSRZG248ZisYV8P9zf30MURdr67PP5EAgEoNfrB8LqU3fIvERYaGUwXghqpExkntVsNtMvFBIsk8nkxFImNfsb9/f3cXJyglQqNVbKJF3tMG7v7N7eHm2Hvri4ULyjS2Z3yuUy3G63qi+UlZUVcByH33//HZlMBqFQSPF4hnZEIhHagvXVV189+zvXZN1EIpGg6yY4jvvsLckul4vOhbtcLs33KjKGs8gdupeXlxAEgZpmycqOWSRLAAbmVvP5PL1xM66ddBak60fW1tZweHgIt9ut+Fw2NzexsrKCq6uric7VbDYhCAJtVw0EAgiFQpq1q8qDlFahXwpZw0VszpFIZCqbM+n2qlarcDgcY4+XyrJIOy7Zya4l8tZn6U1GqWRJp9M9+++ozxUWWhmMF8Q4KROZZzUYDAP/zuv1UuGFWinTyckJEokELBbLWCkTx3H49OkTXYOjBJEyqdk7K90J+9VXX4089u7uDisrK2i1WigUCvSLdVxwdTgcKBQKyGQycDqdn2UF7DWwsbGBQCCg+sbK58y8Q8AiIR0OHz9+hCAIY1dUMbSD7NAVRVGTHbpkRvD09JTOCM66XkY+t1qpVAZu3Gi1J1S+fiQUCiEQCKh6zXQ6Hfb29nB1dUVbmJXodDpIp9PIZDLodrtwOBzgOE6z745JZ0jnQbvdpt1c87A5E9N0pVJRDK2jZFlaVzTlrc+7u7uIRqMwGAzQ6XQDRuDn8Dn+nGGhlcF4QYyTMpF5VnlFhwTLX375BalUaqztl+j5J5UyFYtFOJ3OsVKmYDAInudHtjgTVldXEQgE6B3mYWsg+v0+6vU69vb20Ol0UCgUYLPZaEu1EsOkTIynwefz0Yv0cRX7z5FGo4FEIoFyuTy3EPAU7O3tweVyoVQqjV07xdAO+WfwvNZzkdCVy+UereyYFvnc6tXVFQRBmKqddBLmNe9oMBioyG9UGOz3+ygWixBFEff396pnOqdlWJB68+aNpt0acpGU2WxGLBabWSSl1+thNBpxdnY29MYAmfkvFAoAHr4LQqHQQsR88tbnw8NDOBwOJll6IlhoZTBeGEpSpsvLy4F5Vikmkwk2m02V7Rd4uDtqNptVS5mks7P//Oc/FT/kyUUxES0pXTC53W6cnJwgnU7Dbrc/CqLNZhOdTgc7OzuwWq344YcfkEql8PbtW3S73bGhYWdnB16vF/l8HmdnZ8yc+kQsLy8jGo1S2/W4GyufC51OB5lMZujevucK2aHL8/zYbgiGdthsNhiNRmSzWbjd7pmqa71eD6VSCclk8tHKjmmRh1USPmZtJ1Vz3nnOO0rnWoe9xkQ2eH19jY2NDbx79w4Oh0OzIHNxcYF4PI6rqytNQz9hESIpq9WKWq2Gy8tLGry73S6y2SxSqRQ6nQ5sNhui0ehC1tDJW5/D4TD29/cHJEukFZixOFhoZTBeGKOkTPv7+7i8vByYZ5VD2m3VCj44jsOHDx9USZmks7DEVqz0HKLRKH788UeIoqgoZSJVYmKYffv27cB/r9frAB7C587ODt11WKvV6GuhRspE5B3MnPp0WK1Waq92u92arYqYB6TyQkKAwWDQbMfkolldXUUoFALP8yM7HBjaM2yH7jSQm4n1ep2GrllMs3LJUq/XozduSDtpOBzW5MaNdN5xY2MD79+/n3neURpapfPDt7e34HkelUqFVr59Pp9m3w93d3fgeV7z0C9lUSIpm81GW38NBgOVIErbcZUcF/NiWOtzMBjE2trawNwqu1H3NLDQymC8QIZJmba2tobOs0qZxPYLPATR/f19ZDIZ1VKmcrlMZ2fHSZnUtiEaDAbaDu12uwee483NDQDQVQaBQACnp6dIpVIwGAzodrtjv4D0ej0ikQj++OMPZk59YqLRKL799lvwPD+2Yv9U1Go1urdvHiHgc4Tc/Ekmk3A4HC9+h+7nirQTpFqtwmKxqP639XodgiDQlR0cx81smpXOrZIWVtJOquWeUC3nHdfW1rC+vk5lTK1WC8lkkgYbr9eLcDg89UznONrtNpLJ5EDon2WGVA2LFkltbW1hc3MTJycnOD8/pzP/R0dHcLlcmn92Dmt9jkQi2NnZGWgFZnOrTwsLrQzGC0UuZUomkwAez7PKkQZLNbODPp9vIIgqfamRu8O//vqrKilTKBSiUqavv/5a8QIkFAoNGGbJsfV6HSsrK/SuPlnd8ddff6FQKNA74+MubpxOJwqFAtLpNJxO50L2wDEes7m5Cb/fj3Q6jdPTU1W2yUVBWsqq1SpWVlYQiUSwv7//Iu/KLy0tIRaL4aeffnrRO3SfA9L1XCaTaez7jYSuYrEI4OEzPxAIzHTjQS5ZqtVqEEVR8z2hrVYLiUQC+XwewMNzCYfDc7+JYjAYUKlUkE6nkUql0G63YbFYEI1GNev46PV6yOfzSCQSc50hVWLRIinC3d0dgIfZ//v7e4TDYfj9fs1CMkHe+ry1tYXDw0OYzeZHlVUWVp8eFloZjBfKMCnT8vLy2HkQqZRJzeygVAiSSqXGSpksFgssFguKxSJcLpfiF7Ber6dtiPl8XnH5+NraGgKBABKJBIrFIrxeL4CHSuv29vbAF47D4UCxWKRSpqWlpbEXOUTK9OHDB/A8j/fv3ysez9COQCBAJSQWi0XzC5txkB2T5MLZ6/UiGAy++OqjyWR6sTt0nxPkczIejyvK60g1KZ1Oo9PpwGq1IhKJzDQjKJ9bvb29hSiKmu8J7fV6yGazSCaT9LlEo1HaUTNP+v0+lpaW0Ov1wPO8JjOd8vORG7Ak9B8fH1PLrlbnlIqkDAYDYrGYYmfWPCCfnZlMhraTB4NBhMNhTc8LPLQ+x+NxXFxcYHV1FW/evIHL5RqYW2WSpc8LFloZjBcMkTKRaigAVdp+k8kEq9U6sZSJBNFxFw6RSIS2UE4iZbLb7YpzUB6Ph+6EJXNM9/f3jy4uyCwYkTIdHByokjLt7u7StshJW/EY80Mrc+qk9Ho92iLb6XRgNpvBcZwmF86fKy9th+5zhXwupVIpOJ3OgdZRUk0SRRGNRgM7OzvgOG4m87N8brXdbiOdTmu+J7Tf71O/AHkusVhMs3lHabABHjpujo6ONOueuL6+RjweR61Wg16v12yGVMr5+Tni8Thubm4WIpIC/v7sFEWRto5zHIcff/yRvtZaMaz1mVR1pWH1JXbIPHdYaGUwXjBEytRutwE82PjGrZEhRCIRakVUI2WKRCL4+PEjeJ6fSMo0bhZWp9OB4zjahnh4eDjyWFIl/vnnn5FIJOjPHVbN3dnZgdvtRrFYnEjKFA6HB6RM7IvtabDZbDCZTMhms3C5XAsxShJIJUQURdpSdnR09CpvYkh36I4TrDG0g3SC/PjjjwNCOiLSubq6oiKdWWcE5XOr+Xwe6XSa7gnlOE6Tv8fLy0vE43FcXl5ibW0Nh4eHcLvdmoQrebDx+/3IZDKahZlmswlRFFEsFqHT6RAIBBAMBjVd7UVmmiuVCp1p1lIkBTyuIm9ubg60jlutVpTLZXQ6nbl30JDW53Q6jV6vB4fDgXA4jI2NDSZZeiaw0MpgvHCWl5dhMplwdHRE23DGrZEBJpcybW5uUimTmlnD/f19nJycIJFIwGKxKH457+3twel04uTkZKyUyWg0wm6303ZoACMrX8FgcCopE5mJzWazCAQCiscztGGYOXURVb6bmxsIgkArIbFYDG63+1Vf6Eh36I4TrDG0g4yClEolWK1WnJ6eDuwF9vl8MwUB+dxqpVJBIpGghtdYLKbJ3t5GowFBEHBycoKlpSWEQiEEAgFNxgLkwcbpdILjOGxsbKBarVIZ07zodrv0fIuaIZWKpADt5oDl3NzcIB6PK7aOW61WnJycoFqtzs1XMKz1meM47O3t0RvVbG71ecBCK4PxCtjc3ITVasXS0hI+ffo0do0MYVopEwmi46RM0hbPcbOwRLSkRspEVvecnp4CwMi7/iSAxuNxFIvFgT1sSpAKbSqVgsPhYFKmJ2J7exterxe5XA5nZ2ew2WyanYvsmCyVSrT90e/3s4CGv/+WP336pEqwxtAOYkf/9OkTgId21lnXy8jnVq+uriCKouaG106nQ2+0kh3HkUhEk89bNTOdBoMBhUJhLlXAfr+PUqkEQRBwf3+Pvb09xGKxsaLEWVjkHLCUZrOJRCKhqnWcVFwrlcpcQitZ4Udan4+Pj6nHgs2tPj9YaGUwXgHDpEzn5+dj54CWlpYQiUSofViNlCkSieC3335TNWtIZmELhQKcTqeilGl1dRXBYBCCIIzdDSmVMq2uriqGUKfTiWKxiHw+T4O9WinTx48fIYoijo+PFY9naIfUnGo2m+fe2kZa6kklxGazIRKJaG7TfG5YrVaYzWbk83m43e5XNdf7OSDdC0zmTAOBwExCG3lYvb+/RzKZpF0s4XAYgUBg7n9z/X6fzju2Wi0YjUbEYjHNRF/ymc5Ru1339vZQKBRwfX09U0W5VqshHo/j+voa6+vrms+QkjlgQRBwd3eH7e1txGIxzccZut0uMpkMUqkUbR2PRqOKn516vR5GoxHValWVf2MU8hVIZJ0TuSlNqqssrD4vWGhlMF4JRMoUCARQrVYhiiKMRuPYqqLZbJ5KykSC6LiLV47j8OHDBwiCMHYW1u12o1QqIZ1Ow263K+6pczqddFVAq9UaGURJm+mPP/6IdDqNN2/eqJIy7e3t0YqrmhsADG0gq2X++OMPZDIZhEKhufzcfr9PuwZI+yPHcZpWQp4z5O/ou+++UzXXzpgf5+fnEASB7gU+PDykK218Pt/E3QByyVKv10Mmk0Eul0Ov14Pb7UYkEpmpejsKeWVsVICcB/KZzmg0SrtthkFC89XV1VShlazEOj09pd0JWs+Qyg25b9++hcfj0fRvk1SRRVFEs9mcuIpstVpRq9VweXk58eftsBVIZJ0Tkyw9f1hoZTBeCUTK1Ol04Pf7kUgkJpYyCYIw1var0+kQiURoEB03a7ixsUFnYdVImaLRKJUyEdnIMJrNJoCHL9BkMok3b96MPHZ3d5daii8uLmAymSaWMv3rX/9iX4RPBKmWZzIZuFyumdsHLy8vIQgCbX98+/YtnE4nC2Fj2Nrawv7+PrLZLCqVCux2+1M/pBeNfC8wqSaRi/Np2rXlkiViY2+1WjCZTIjFYmNvXE6DvDIWjUbh8/k0+UyddqZze3sbS0tLE8+1Ss/X7/fh9XoRDocVb7rOSqPRgCiKVCSl5RywFHkV+fj4eOLPTpvNRt8LakNrt9tFNptFKpV6tM5JXllln+PPFxZaGYxXxPLyMlZXV+FyuVAul6eSMqkxhG5ubsLn86mWMslnYcdJmUiLs8vlGvmldnNzA+BhDok8ZqX2slAohEqlglQqhb29PVVSptXVVToTq/YGAGP+kHbt77//HoIg4N27d1P9HHKhd3p6SuU1fr9f00rISyMYDA7s0GWv3fxptVpIpVIoFAoAhu8FlrZrezyesTZfaVjV6XQ4Pz+HKIrU8Hp4eEjnDef9XOSVMa2kQLPOdC4tLWF3d1d1aCV7cZPJJNrtNiwWC6LRqOIYzKwscg5YiryKHIlEpv7s3NrawubmJiqVyljXBemIEQTh0TonJll6ebDQymC8MsgKnFAoNLGU6eTkBMlkUpUhdFIpk3QWdtwXFREtCYKAr776ami4rNfrAEDX5QiCoLi6R6/XIxQKged5lEqlgfkXJTwez4CUSYuWOcZ4dnZ2pt6hS4yhpP3R5XIhFAqx3+UUaNWuzfg7BKXTaXQ6HVgslpHrZciqsHF2bfnc6u3tLURRpIbXWCyG/f39uVc8FykFmudMp8FgQCaTwf39/chKKdmLy/M8Pd/x8fGjfeHzZNFzwAStqsg2mw2ZTAZ3d3cjZ2AvLi7A8zxdgUQ6Yphk6eXCQiuD8cqYRco0iSF0FimTy+VSvHhZXV1FIBCAKIojpUw3NzdYX1/H9vY2/H4/ksnk2NU9LpcLxWIRuVxuYinTDz/8oPoGAEMbJt2hK5XXtFotGAwGRKNRTdofXxNOpxOFQmFu7dqvHRKCRFFEo9HA9vY2OI4b+5mtZNeWz62SCh0xvPp8PoRCoblXPEmA5HmeVsZisZhmToB5z3RK51qH2crJXtxarUb34no8Hk1HR6rVKuLxOOr1OjY3N3FwcKDZHDBB6yqy1WpFJpPB2dkZfD7fwH+7u7uDIAhUCCZd50TCKpMsvUxYaGUwXiGzSpmKxSKcTqcqKZPJZFIlZSKzsLVaTZXIxe124+TkZKiUqd/vo16vU1mG1+sdqBKPkzL99NNPE0mZDAYDnYl1u92a7CpkjEe6Q3dcu7ZcXvPu3TtN2h9fI+RGDplrn7Zdm/EQggRBwOXlJVZXV/HmzRu43W7V79NgMEjbJ4ldWz63ms/nqR3bbrePrN7OyuXlJeLxOK2MHR4eTvRcJqHZbEIQBDrTGQwGEQwGZ57pHBVa5ecLBAIIhUKazpAucg6YsKgqstFoxMrKCiqVCg2t7XYbqVQK2Wz2UUeMdG6VuSVeLiy0MhivkEVKmaR24HFSpklmYUnl9z//+c8jKVOj0UC326UhmRz7yy+/IJVKKa7u2dvbg9PpxMnJyURSpkgkQr/Mv/nmG/bF+US43W4UCoWR7dpyeU0kEtGk/fG1s7u7y+zaM0B2W56cnNAQ5Pf7Jw5B5EbOn3/+iWw2O1C1qlQqA3bsaDSqye+p0WhAEAT6XLSUApFW/3Q6jV6vB6fTCY7j5lbt39jYgF6vp3Ot5HyZTAbdbhdOp1PzlVjyOWCtquJy5FVrLavIS0tLsFqtKJfLaLVaKJfLEEUR7XYbJpMJkUgEu7u70Ol0A0ZgdtPxZcNCK4PxSlmklIkYRaeRMild2BgMhqFSJjLPKq3smkwm1at7QqEQzs7OkEqlsLu7S+/iKrG6ukpnYvP5/KOWJsZiGNWuTe7Skwu9YfIaxnxhdu3J6XQ6yGazVKTjcDgQDodnCl2kXTudTsPpdOL+/n7Ajn10dASXyzX3C/5FSoFIq78oiri/v4fBYEAsFoPBYJjreXQ6HQwGAy4uLugMqZbnkyI35NpsNkSjUU2q4lK0qlqPw2Kx4OTkBP/+979xf3+Pzc1NvH37FhaLhc2tvlJYaGUwXjGLkjL5/f6ppUzjZmHD4TDOzs4GpEwktMrna0iVmOd5RSnT6uoqgsEg/aKeVsqk5UoDxmik7doulwu3t7dU+GKxWBCJRDQRvjAGkdq12Y0cZchuy0QiQeerOY6bSaQjnVv1+Xz47bff8Pvvv+Py8hLLy8sIh8NTVW/VnHeRUqDz83PE4/GF7HYFHqrXnU4Hv//+Ox0tcDgcmp1vmCFXyzlggtZVayVubm5QLBYBPFSWY7EY3G43/R5mYfV1wkIrg/GKWbSU6ffff1ctZVI7C0sCpiiKKBaL8Hq9uLm5wcrKyqPQKK0Sj5Myud1ulEol5PN51VKmpaUlxGIx/PjjjxBFEYeHh4rHM7QjFAqhXC7j559/Rr/fx9bWFo6Pj1mb6oKRt2uzGzmPqdVqEASByuOOj49hs9mmviCXS5Z6vR7Oz88BPMyVut1uRCIRTezY1WoVPM8vJEAueqbz9vYWPM+jUqkAABwOB46OjjRd67TIOWDCoqrWwyBt8UQItra2hm63C4/HQ4OqmhvIjJcJC60MxitnUVImq9VKg6jL5VJsaZp0FpYEzFQqBZvNhnq9jp2dnaH/hlSJybGjqsRSKVMmk0EsFlMlZTIajXQm1u12q16OzpgfNzc3EASBymbsdjsODw/Zhc4TIL2RI589f+2Q9TIkdEUiEdrVMS1yyVK5XKZ2bODvoDVvFhkgF7nblZyPrHUBQGe119bWNAusckOuVlVxOYuuWhO63S6t6hIhWDgcRqPRAPD3dQr7DH/dsNDKYLxyZpEyhcPhqaRMSnsDCZPMwpLK788//0zvDg9bRyA9Vk2VeG9vj1agHQ4HjEbjRFKmeDzOpEwL5P7+HolEAqVSia7tqFarOD8/R6fTYfOrTwTp5CDdDYuo2HzOyOerPR7PzCIdaVjV6XSo1WoQRZGuQXn79i1+//13dLvduTwHwiID5CJ3u5Lz5XI5JBKJR+er1WpUxjRP5IZcLaviUp7CRAz83RYvCALu7++pEMxgMECn02FnZ4cagVkrMIOFVgaDMbWUaWNjY2opU6VSgd1uVzx+kllYo9EIu92O09NTAFC8kDGbzbBYLKqqxGRmNplM4v3796qkTGtrawiFQhAEYeQeWcb86Ha7yOVyA3fpifDFYrHgp59+giiKrMr3hEQiEZydnYHneXz99dev8gK01+shn89TkY7ZbAbHcTOFLmkrsE6nw+3tLRKJBKrVKvR6PWKxGLVjp1IpWrmax3NZVIActts1Go3CYrHM/VzS8wmCQNe6xGKxgfPt7e2hUqmg1+vNJdj1ej0UCgU602wymRCLxTTfGb3oqrWUWq2GeDyO6+trrK+v4+joCHa7nUmWGCNhoZXBYABYvJRJFEWYzWZVUia1s7DhcBiVSgX9fn/sxRPZCTuuSiydmT05OaGzNeMuVLxeL4rFIpLJJBwOB6vyaQBpf5Su7eA4bqAl22QywW63o1QqwePxaCaDYSizvr6OQCCARCKBYrEIj8fz1A9pYfT7fSqLazQa2NrawtHR0UyhiwTVXq8HnU5HTb1EXjNsDcrGxgb9fJxlXlYeILWUAsnXrGg90yk/39u3b+HxeB6dz2AwoFwu4+bmZmZZFpkDJlXxw8NDzXdGL7pqLUU6G0xan/f39wckSysrKyysMh7BQiuDwQAwXMpUq9VgMpkU/90sUqZMJoNwOKx4vHQWdpyUaW1tDVtbW6jX67i4uHhkD5aysbEBn8+HdDo9tkpMZmZzudzEUiZW5dOGy8vLgbUdb9++hdPpHHqhw3Eczs7OEI/HX22V73PA5/OhWCwikUjAbrePvcH1Eri+voYgCDQEvXnzBi6Xa6bqnLQVGADy+TzS6fTYNSibm5vo9XpotVpTCbEWKQVqNBoQRZGuWdFyt+uw841b60KC6tXV1dSh9ebmBvF4HOfn54+q4lqx6JsOUqSzwf1+Hx6PB8FgEGtrawOVVTZOwxgFC60MBoMilzIJgoCvv/5alZSJtNu6XC7FsAg8BFGj0Yh8Pg+n0zlXKRNp1yItzkrhcn9/n4pKlKrE0pnZTCaDaDSqSsokrfKxWb75QC4uT09P6cWl3+9X/F2sr68jGAzSeVclazRDO5aWlhCNRvHLL78gmUwiFos99UPSjGaziWQySUOQ3++fOXTJw+rZ2RkSiYTq8EFWldzd3U0UWhuNBgRBwMnJieYBUr5mRcvdrsPOp3aty+7uLnQ63VRzrff39xBFkRpy/X4/QqGQ5jdxnsJEDPw9G5xMJtFutwfWjklbgdncKmMcLLQyGAzKLFIm0m7L87xqKdPHjx8hCALev3+vWsqkNAvb7XZxd3cHk8mEWq2GZDKJN2/ejPy5pOr766+/jq0SS2dmHQ4HFUWMC/Qcx6FarVIpE/tSng5ycZnL5ejFbCgUUi0o8fl8KJVKEEVR0RrN0Bar1QqLxYJCoQCPx/Pi9uV2u11kMhlkMhn0er2B+eppkc+tXl9fQxTFicPH5uYmgIcQqsZqTlqOyXPRMkAuerfrrGtdlpeXsb29PVFoJe+NVCpFZ+85jlO8aTsPFnnTQUq/30elUgHP83Q2+OjoCGazmX53MskSYxJYaGUwGAPMImVS224LAFtbW/B6vcjlchNJmZRmYW9vbwGASpvI41C68LFYLKqrxOFwGNVqdSIpE6nykTvrXq9X8XjGIOTikqztMBgMiEajEwtKSJXv559/fvFVvs+daDSKb7/9FvF4fOwNrudCv9/HyckJEokE7u/vsbe3B47jZuqukIdVIs0pl8tThQ8SNsfJmBYdIBe52xWY31oXg8GAfD6PTqej+Dsg7w1BEOjsfSwWGzt6MyudTgfJZJKaiF0uFziO09xEDDyeDT44OIDT6RyYW2WSJcaksNDKYDAeMYuUSU27LcHv9+P09BSJRGIiKdOoWdibmxsAD+Zgq9WK8/Nz8DyPr776SvHLUSpl+sc//jHy2LW1NSqTIXtY1czg7O/vo1QqIZlMwm63MymTSsg6pXq9jo2NDbx7924mQYnFYoHVakU+n4fb7R7bxs7Qhs3NTfh8PmQymbHrrJ4D5LPj5uZmwII6i+yI/H/A39KcWcMHOf7u7m7kMYsMkIteszLv8+3t7SGfz+Pq6mpkW/bFxQXi8Tiurq6wvr6O4+PjkbP382KYiTgajS5EQiefDQ4EAnS/LJMsMWaFhVYGg/EIqZSJtMSqkTJN0m4LPMzQTiplUpqFrdfrAB5C68rKimpb6cbGBvb395HJZFAul+F0Okce6/F4UCqVkM1mYbFYVEuZotEo/vOf/yCRSODg4EDx+NfO7e0tBEFAtVql75F5CUo4jqOVli+//JJdPD0RgUCAVp+sVuvY+fDPkbu7O4iiONSCOi3yuVViZp9HxXNpaQkbGxtDK62LDJCLXrOi1fmkMiZ5aL27uwPP8zg9PaXfi+Nm7+cBWSsl3c9rs9k0/5wbNhscCoWwsbFBO5JIcGUwpoWFVgaDMRQiZQoGg7TipUbKNEm7LTCdlGnULCypyJGKLQmYqVQKNptN8SLF5/MN7IRVkjKRNtNsNguO41RJmcxmM2w2G4rFItxuN1u9MoR2u41kMolCoQDgYW1QMBic68Xs5uYm3S087gYFQzukN6zS6fTYG1afE+12G6lUCvl8Hv1+H263G6FQaCojL0EaVnU6HWq1GkRRnHv42NjYGKi0LjJALnrNitbn297exvLy8sBcK/kMy2az1JAbiURmem+o4SlMxMDjVnKDwQCO47C3twedTjdgBGY3CBmzwkIrg8EYilTK5PP5qKr+qaVMo2Zh+/0+6vX6QDWYWH+JrVSNlOm3335DOp0Gx3EjjzUajbDZbDg9PYXdbp9KysRWr/xNr9dDPp9HKpVCp9MZsEtqgd/vR6lUolU+rYUkjOE4HA4UCgVks1m4XC4qCvpcIW2XqVQK7XYbZrMZHMfN9D6Vz62S6i3pMph3+NjY2ECtVkOn00E+n19IgFz0mpVFnU+n02F3dxdXV1f0MyyRSND3RiwW03wEQW4iHrafVyvId5l8fENqBGZzq4x5wr6pGQzGSIiUye124/T0dCFSprOzM9hsNsXjh83CNhoNdLvdRxcJJpMJNptNtZTJbDajUCjA5XIpXsBNI2Xa2Nhgq1ck9Pt9nJ2dQRRF3N3dYWtrC8fHx5rvDFxeXgbHcbSNXekGBUM7dDodYrEYvv/+e3rD6nOk3+/TFWDkfXp4eEgtqNP+TFJd1el0tL2SdBloFT6IjOl//ud/0Gw2sbOzg2g0CovFMtfzEBa9ZmXR59vb28PFxQX++7//G41Gg36GWSwWTcPaU5mIgYeOpng8Tm+scBwHr9dLK6qkFZiFVca8YaGVwWAosmgpkyiKMJlMitWvlZUVhMNh/PHHH3QWViphkhMOh2mLs9Ico06nG6gSK0mZ1tfXEQgEkEwmUS6X4XK5VEmZfD4fXbXwmlev3NzcQBAE1Go16PV6vHnzBi6Xa2EzTzabDSaTCblcDm63eyEXe4zH7OzswOv1Ip/Po1qtahaepkX+Po3FYnC73TO9T+WtwPl8Hul0Gp1OBzabbebq7Siurq5QKpUAPIQeLQPdotesPMVal+vra1SrVQAPbcEHBwfweDyafoY9lYkYeKjqJhIJemNlf38fgUAAq6urA5VVNrfK0AoWWhkMhiKLlDKRIJrNZhEKhRSPt9lsKJVKdBaWSJiGtWOtr6/D7/cjmUyOrXBOYjb1er04OTmZWMoUi8Xw888/I5FIKLYsv0TIhU+pVIJOp4Pf74ff7194eCdVvu+++w7xeFzxBgVDW0KhEMrlMnieh8lk+iwuerV4n8olS2dnZ0gkEpq3zEqNruQ9HgqFFOV007LI3a6jzqf1WpdmswlRFFEsFunr6fF4sL+/r9k5gacxEQMPNzjIbHC324XNZkM4HMbW1tajyir7DGVoCQutDAZjLETKFAgENJUykSCay+XgcDgmkjLpdDro9fqRoZEEzGQyObbC6fP56M5FsvN1GNKZ2Uwmo1rKRFavFAoFuN3uiXeOPke63S5yuRzS6TRtZ9PyYlYNW1tb2N/fRzabVdWWztAGvV6PcDiMv/76S/XcvFaQC/RMJjO396l8bvX6+hqiKGrewio3urpcLvh8Pnz33XdotVpzPdeid7su+nzAw+uZyWToZ5jD4UAkEsGHDx9op48WPJWJuN/v05tJ0lZyo9FIHQ7ECMzCKmMRsNDKYDDGMkzKlM/n4fP5xv5btTtQyXmmlTKtrKxgZ2dn5PFyKVMsFhv5c6U7YdPpNCKRyMhjTSYTrFYrrcoSa+K4QB+NRunqlXF7ZJ8z5MInkUjQdjaO42A0Gp/6oQEAgsEgTk5OwPM8zGbzs1y98hJwu91UcqRmbn7ekPepKIq4v7/H7u4uotEoDAbDTD9TGlZbrRaSyaTmLaz9fp+OINzf3w8Eun6/j+XlZcVdrZMiFfJsbm7i4OBAs92uw86n9VqXfr9PxW339/fY29tDLBajn2FkrpX8nufFU5mIgcGq7traGt6+fQun08kkS4wnhYVWBoOhCrmUKZ1Ow263TyRlUrNiZBopU7lcRqvVGjuXSAJmqVSCy+VSrHBarVaYTCYUCgU4nU7FGbNIJILz83Mkk0m8e/dOtZSJrF5RI6t6jlxeXkIQBHrhc3h4CIfD8Vld6BCRCNkVPK4tnaENpF37hx9+QCKRwOHh4cLOfXFxAUEQcH19jfX19Znfp/KwSlavZLNZzVtmq9UqeJ7Hzc0NNjY28P79+4EAqdPpRu5qnZRF7nYl55MKgBax1uX8/Bw8z9P3xrt37x69NwwGA87Ozqika1aeykQMPFR1BUFAuVzG8vIyQqEQfD4fnVVdXl5mkiXGk8FCK4PBUI1cyqT24nJ/f3+g3VaNlIlUPcZVv1ZWVuBwOJDL5VRdiJGAKQiC4joeUvX98OEDBEHAF198oShlIgH09PQUTqdTlZDC7/fj5OQEoiiqklU9F8gM3enpKa0okQufzxGyeiWTycDpdH72q1deKgaDAU6nEycnJ/B4PDNVOdVA1stUKhUsLy8jHA5jf39/pvepfG61VCohmUxq3sI6SYDc2NgY2C06KfLdrlqvWZELgBax1uX29hY8z9P3BsdxIz/DyO/z6upqptBKbOrxeHzApq61iRh4XNV1u90IBoNYX18fmFv9HObNGa8XFloZDIZqZpEykRUj43agAg9BNBKJUDvwuOoXaa+r1Wq4vb1VvHCQBsxxFc7NzU068yjdCTsMEswzmQzMZrMqKdPy8jKi0Sh++eUXVbKqzx0yQ5fL5WhFKRQKLbzVc1Key+qV10AkEkGlUkE8Hsc333yjycV6u92m71NygR4KhWZqu5QbgWu1GkRRpDss5RXPeSEPkPv7+wiHw4qfPRsbGzg7O0On05moNZnMpZPdrlqajsn5stks3d9ss9kQjUY1NX2TFm7y3vB6vQiHw4rvDdKxc3l5OXXHzPX1NeLxOGq1GlZXVxdiIgYeV3VNJhM4jqOjNlIjMKuuMp4aFloZDMZEzCplIu22aqRMxWIRuVxubPWrXq/TL1RRFPHu3TvFL1gSMNWs45FXfcdJmT59+oRsNotIJIJerzf2dbFarbBYLMjn86pkVZ8jZIZOWlHiOO5ZCaY+99Urr4W1tTUEg0GIoohCoQCv1zu3n93r9ej7VH6BPi3yVmBSvSUtrFq1zJKWYxIgrVYrotGoqgBJPkuJtXgc/X4fp6en4Hlec9MxOZ9UAETmi7Xc39zr9Wggb7fbsFgsiEajql6f1dVVbG5uTlW9lpuIA4EAgsGg5l03pKrL8zy90Ut2D7O5VcbnCgutDAZjIhYtZfrhhx8gCIJiEK3X69jZ2cHe3h7y+fzYWVhpwBxX4ZRKmchO2FGYzWZYLBaUy2U4HA7s7u5Cr9erkjJ9++23iMfjintkP0fIjQtSUXr37h2sVuuzeg6Ez3H1ymtkf3+fhku73T5zG2i/30e1WoUoiri9vaXynlnaLklQ7fV60Ol0tMtAusNyXMVz2vPKA2Q0Gp3oJguZpVUTWi8vLxGPxzU3HUvP99dff9E5+KOjI7hcLk0lS5VKBTzP4+7uDtvb2zg+PobVap3o5+zt7aFcLqu6UQn83ZVCLNUOhwMcxy1kNEFa1ZXuHpbOrbKwyvgcYaGVwWBMjFzKlMlkNJEybW9vw+PxKAbRbreLu7s7uFwuBAIBnJ6eqpqFNZvNsFqtKBaLcDqdY6VMRqOR7oRVak8jwTyZTOL4+FjVbOvm5ib8fr/q1+Vz4Pb2FoIg0IoSx3Hwer3POuhJV69ks1kEAoGnfkivkqWlJUSjUfz8889IJpMz7TK+ubmBIAj0Aj0ajc7cdilvBc7n80in0xNXPCfl6uoK8XgcFxcXWF1dnTpAkmCkZBBuNBoQBEFz0zFBLgAKh8Pw+/2anQ94/Hq+ffsWbrd7qveGwWDAyckJbm5uFGeW5WZnuYlYS+RVXenuYWlYfc6f4YyXDQutDAZjKhYlZRoXROv1OoCHgLuysoJwOIw///xT1SxsOByeSMqkZhWPNJhXKhU4HA5VNuFAIICTkxMIggCr1arpxdosEGEHqSh5vV4Eg0FNpSiLxO12o1gsIp1Ow+l0fvbzuC8V6S5jj8czcQvv/f09kskkvUD3+XwIBAIztV3KJUtnZ2dIJBKat8wSsVmpVJpLgJRWWuV0Oh2kUilkMhk6l85xnGZ/B51OhwqAer0e3G43IpGIpn93zWYTgiDQ1zMYDCIYDM70mUuC6uXl5cjQKjURk66URdjU5ftl7XY7wuEwNjc3mWSJ8az4PK+KGAzGZw9pE16ElEkpiJLQSi5q7XY7SqWSqllYacAcJ2WaZBXPLFIm0rI87nVZNETYQaQoFosFkUhEMwnLU0GkTOQGxfHx8VM/pFcLx3F0l7HatnkiCyIX6DabDZFIZKa2S/nc6vX1NURRxOXl5UwVz3GQFtJ0Oj3XVTnESyCttJJ5X1EUNTcdk/MVCgUkEgm0Wi2YTCZEo1HNzgc8fj2dTic4jpvL6iEiLho211qv1yEIAiqVCu1KWYRNfdh+WfIak13iJKyyVmDGc4CFVgaDMTV6vR6dTmcqKZPZbFYtZVIKojc3NwBAW3YnmYUFHgJmuVyeWMpkMplG3pmXBvNsNotwOKxaymQ2m5HL5eByuT6LQEiEHaIoDqxh0FKK8tTs7e3B5XKhVCqpuhHD0IbNzU3V4wRE3pNIJKi8h+O4mdou5WGVmGW1bpmVt5BqESA3NzdppbVarSIej6Ner9N5X5vNplmQIQIgcr7Dw0NN5+Dlr6fBYEAsFpvrSqXl5WXs7OwMhNZpzM7zQr5f9ujoCHa7nUmWGM8aXb/ff+rHsAhexZNkMJ6CbreL29tbal4kOznH0Wg08OHDB+zs7IyVMgEPd6t/+OEHGI3GgSD6448/otPp4F//+tfA8aIoIp/P4+joaKxUo1qt4tdff4Xb7R67dub09BR//PEH3RWoxKdPn3B+fo7379+rljLd3t7iu+++g9FoVPW6aIl8HjAcDsPlcr2KNrJWq4V///vfWF9fxzfffPMqnvPnSLfbxbfffot+v4//+q//GhoQLy8vIQgClfeEw2E4nc6ZJUskrJLVK6SFdV4Vz2GQyvLNzQ02NjYQjUY1WZXzyy+/oFKpwGQy0bl0sqdWq/f6zc0NeJ5HtVqFXq9HKBTS9HzA4l5PAPjzzz+Ry+Xwf//f/zfdz6v1nLMcaVV3eXkZwWAQXq8XKysrdIUN+d8MxhMy1RuQVVoZDMZMzCJl2t/fRyaTmVjKVK1WYbVa0e/3Ua/Xh5ozpbOwJpNJsRWLrOMpFotj185IV/E4HA5FKRPHcfj++++RSqVwdHSkSnKxtbUFn8+HTCaD09NTOBwOxeO14P7+HolEAqVS6ZGw47WwurqKUCgEnudRKBSwv7//1A/pVSIfJ4hEIvS/kVnP09NTWvmcte1SPrdK5u+1bpmt1+vgeR5nZ2earsoBHv6+b29v0ev1cH5+Tm/AaVUBvL+/pyuMyHyxlucDFvt6EojM79tvv8X9/T22t7cRi8UWsj5r2H5Z4hpgkiXGS4GFVgaDMTPTSpl8Ph9t6ZtUymQymdBsNtHr9YbewZbOwmazWQSDQcWfrXYdj7T9eNxOWDIzm8lkcHZ2NtCeNe55EimTxWJZmJSJVJTIGga73a5ZRek54PF4BlavrK2tPfVDepXYbDYYjUZks1m4XC6srq4ik8kgm82i3+/D5XIhFArNJO+RhtWlpSXUajWIokgrdO/fv9ekQrfIFlLy903m0gHg+PhYM1t5t9tFJpNBKpWinyccxyne6JuVp2rJvbq6Qi6XA/AwO/v27Vt4PB7NK5ryfb1S14C0FZjNrTJeAiy0MhiMmXkKKVM2m6WzraMqo3a7faAqqlbKNK7yq2YVD4EE83Q6TXd/jruAIrKO33777VF1SQu0mAd8CSwtLSEWi+HHH39EIpHA27dvn/ohvUqIHOv777/Hp0+f0Gq10G63YTQaEY1GJzYLS5G3At/d3SGRSGheoZOHDS1bSMnfN8/zaDab2NnZgdPphCAI0GJErN/v05tu5PMkFotpOhu+yNdTinw1kE6ng9FohNfr1fS88n2929vb4DgOZrOZSZYYLxYWWhkMxlxYtJQpm83S1tlRFyY6nQ7RaJRWRY+Pj8dKmdSu41G7E3Z5eRmRSAS//fYbcrkcQqGQKikTCdykuqRVdUI+D3h4eLiQNQzPBaPRCIfDgVKpBLfbPVd5C0M9zWYTy8vLuL29xdraGt69ezeTvIcE1V6vB51OR82yZJWTVhU6edjY2dlBNBrVrIX08vIS8Xgcl5eX9O/b7XbTvajD1t7MwsXFBeLxOP08OTo6gsvl0lSyJH89tVo9JGXYaiDyOU/kgFpxeXkJnufpftmDgwPqGmCSJcZLhoVWBoMxF0i1tdPpwOfzIZlMIp/Pq5IyRSIRXFxcjG3NJech7blE6KHUtrm9vQ23241CoUBnYUcxSeV3kp2wJJiXSiXY7Xbs7OyMbTUlgfv7778Hz/P44osv5noRosU84EslEong7OwM8Xgc33zzDbsYXCBELHN+fj4wl0cqStMgbQXW6XQoFAq0ZVbLCt3V1RXi8TgNG1qtygFAQ2m5XMby8vIj07HSrtZ5nC8SicDv92v6eTIqkGv59zluNdDe3h5qtRqazebcd83Kq7rBYBA+n49WVJlkifHSYaGVwWDMjWmlTJubmxNLmUgQVXNxOamUiVR+x62dUbsTVqfT0ZnZZDKJo6MjdDqdsbOq29vb2N/fRzabRaVSgd1uH/tcx0EqSrlcjlYIZp0HfOmsr68jGAxCFEUUi0V4PJ6nfkgvHiKWIfKe/f19BINBVCoVamkNBAIT/Uy5ZKlarSKRSODu7k5TaQ65QVQqlTRdlQM8/H0nk0lqOna73YhEIo/+vpeWlrC+vj6wq3Ua2u02rTj2+314PB6Ew2FNP0/k4U3L11OKmtVApBPj6upqbq/BsKou+cwm1VUSXBmMlwwLrQwGY67MKmUi+1LHXYCQ0NpoNNDtdhWDKFnX8tdff6mWMl1cXIDn+YmkTErtxySYZ7NZVKtV2Gw2VVKmYDA4IGWatnJBdhUmk0laIeA4jhovGcrs7++jWCwikUjAbre/KpPyIul2u8jlckin0+h2u7BarYhEIrQ93uVy0cqo0+lUFQzkc6s3NzcQRZFWPLWS5pAbROl0WvNVOb1eD4VCYSLT8cbGxtSV1l6vh3w+j0QigXa7DbPZjGg0qunnybDwxnGc5jfc5Kt6YrHYyFU95PW+vLyc+SbjsKpuJBLB3t4eXV/DJEuM1wQLrQwGY67MImUiM0GpVGqslIlcbBEj5rggSuYSSVVU6cJRWvkdt3ZmkvZjv99PpUxGo3EiKdPvv/+OdDqNcDisePwwyIxxvV7HxsbGzPOArxEiZfrPf/6DRCKBN2/ePPVDelGQ2URRFKksiOO4R58bRMr08eNHCIKA4+NjxZ8pDaukeittrwwGg3Ov0JEbRKIo4v7+XtNVOQBwdnYGnucVK4DD2NzcxOXlpaoZe0K/36fnu729xdbWFt2FrdXnybiWXK0gq7/y+bzqVT3r6+tYW1vD1dXVTOeW/k6ln9lsbpXxmmGhlcFgzJ1ZpUxkX6pSa269XgfwYA5WYwceVhVVQr6OR+nClrQtjms/JsH8999/Rz6fRzAYVHXB6HA4UCgUkMlk4HK5FJ+nlNvbWwiCgGq1SsOv1+tlbWRTYjabYbVaUSgU4Ha7WZV6TshlYG/fvoXT6Rx5Qb63tweXy4VSqTT0hpg8rPZ6PeRyOVqhczqd4DhOk4rn+fk54vG45qtygMkqgMPY2NhAv99Hs9lU9Zlyc3ODeDyO8/Nz6PV6vHnzRvPPk2kD+SyQG6HJZBLdbhc2mw3RaFS1DG9vbw/n5+f0/TcJ0t8psVd7PB5aUWVhlfGaYaGVwWDMnWmlTGT28+PHj2Nbc+v1+sBKErIzVYmdnR14PB5aFVWaX5NWfsetnVlZWUEoFFLVfmy1WmE0GqmUibxWSpDq0ocPH8DzPN6/f6940dJut+k8IICBRfOM2YhGozg/PwfP8/jyyy/ZxeMMNBoNJBIJlMtlWvlUK+8Jh8OoVCrgeR7ffPMNDU7yudWTkxMkk0nc39/DYDAgFotpYoCu1+vgeV7zVTnAdBXAYZCg2mg0FEPr/f09RFGk88V+vx+hUEjTFvlZA/k0zGtVj8FgQKVSwe3trWqh17DfaSAQgF6vHwir7IYj4zXDQiuDwdCEeUiZlFpzb25usL29jZ2dnYH23HEiFSJlEgQBRqNRtZTJ6XQqXoBI24+Vqr6k4vvx40ckk0kcHh6OnckFHgK31+tFLpcbuRuWzJkRE6p00TxjPmxsbMDv9yOVSqmShjEeI5eBOZ3OieU9a2trCAaDEAQBhUIBXq+XhtWlpSXUajWIoqh5xbPVatGwAWi3KgeYvQIoZ5xBuNvtIpPJIJVKodvtwm63IxqNqu70mIZ5BfJJmeeqHulc67jPXvlrbLPZEA6HsbW1NSBZ0ul07AYZ49XDQiuDwdCMWaVMo1pzO50OGo0GvQMeCARQqVRUBVG9Xo9QKIR4PD7WQEoqvx8+fIAgCIprZ+Ttx0pV362tLRpAiZSJLIRXIhgMolwuQxCEgd2wZM5MFEVqQiWL5hnzx+/3o1QqQRAEVdIwxgNyGZjBYJhJ3uP1eunPs1qtWFtbw93dHRKJxEDFc39/f+6rV3q9Hg2QWq/K6ff7KJfL4HmeVgCj0ejMf98ktMoNwvKK497eHmKxGIxG40znU0IeyO12OziO02w/NUG+qiccDiMQCMz0fiHv56urq5Gm8WFVXY7jYDQa6XcBMQKzsMpgPMC+aRkMhmbMQ8o0rDWXzLOSC0QSRNXagZ1OJ0qlErLZLBwOhyopUzabHStlmqT9WCplInOw40KrXq9HJBLBH3/8QXfD3tzcQBAE1Go1OmdGFs0ztGF5eRnRaBSfPn1SJQ1jzF8G1u/3ATy0CX/69AnFYhHdblfziicRRvE8j0ajgZ2dHUSjUU1W5QDzrQDKWVtbw9LS0kCltVarIR6P4/r6Guvr6zg+PlacL56VebXkTop8Vc+o1UDToNfrsbW1NVLGJP+dHh4ewuFwMMkSgzEGFloZDIamECmT3++fSso0rDVXKmEiTGIH1ul0iEajqqVMJGCqkTKpbT9eWVmhATSfz9O7++NeF6fTSaVM9XodlUqFzpktYlch4wGr1Qqz2YxcLjdWGvaaqdfrEEVxrjIw6dwqacUke0m1rHheXV0hHo/TVTmHh4dwu92ahIthFUC/3z/Xv2+dToeNjQ3c3d3h7u4OPM/j9PSU3jRUO188LVoG8lEsalXP3t4eTk5OBkY/5K9xKBSCz+cbkCyRVmAGg/EYdnXDYDA0hVRbNzc3p5IyEfmQVMp0c3MDAAOtY5PagcksbLFYVC1lImtnlKRMk7Qf22w2lEolFItF2iI8TsrU6/Wws7ODq6srVCoV2O12zXY/MkZDbnx89913Y6Vhr5FWq4VUKjVXGZhcslStViGKIoCHOdZ//OMfmlQ8G40GRFFEqVTC0tISQqGQZjeISAWQhPB5VgCHsb6+jouLC/z3f/83+v0+PB4PIpHI2M+hWdCiJXcci17VYzAYUCqVcHNzg62tLSSTSWSzWVrVDYVCtNItbQVmMBijYaGVwWBozixSJp/P90jKVK/XsbW19egiZ5L2XGBwVc24WVir1QqTyYRCoQCXy6U4a6W2/VgqZUqlUnj79u1IKROZa0skEmg2m9Dr9Wi322Orygzt2Nraou9PcgPhtUPWy6TTaTrrGYlEZppNlK+wubm5gSiKtOK5tLQEs9k898BKhFHpdBq9Xg8ul0uzG0S9Xg+FQgGJRAKtVgsmkwmxWEyztUqk4nhxcYFerweTyYQ3b94MdK/MGy1bcpW4vr4Gz/MLXdVDOgBSqRQuLi5oVTcSiWBnZ2egFZjNrTIY6mChlcFgLAQiZQoGg/j111+nljItLS3h9vYWVqt16PGT2IEnlTJxHEcrv+OkTGrbj7e2tuDxeJDP53F+fk7v/EsvqOR7LA8PD2E2m/Htt9+C53mYzWZ2l/6JCAQCdCbPYrFoWi36nOn3+/QGUKPRmIsMTB5WSfWWVDyDwSCCwSD+53/+B91ud67PpVgsQhRF3N/fw2g0IhaL0SAyb+S7SA8PDzWrAJKKYzwex93dHVZXV9FqtRCLxTQLrPKWXK0DOaHZbEIURRSLReh0OgQCAQSDQU1X9QAPrzGZE65UKtja2qKf2fLKKgurDIZ6WGhlMBgLgbS+mkymmaRMTqcTvV5v5MyaXq9HOBzGX3/9NTaIAtNLmcZV1qTtx+fn54oX7yRop9NpGrSJIEUURZyentK2RDIDBQCRSAR//vknMpnMWPkUQxvIbDJpHQ+Hw0/9kBbO1dUVBEHA5eUlVldXcXBwMNNsIpEs9Xo96HQ69Pt9ZDIZZLNZdLtdOJ1OcBxH/1ZXVlbQ6XTm8lzOz88Rj8c1X5UDLH4X6fX1NeLxOJW2HRwcYHV1Fb/88guVIM2TRbfkErrdLq2Qd7tdOBwOcByn6aoegvQ11ul0WFlZwb/+9a+BuVUmWWIwpoOFVgaDsTBmkTKR1lxyl1ypKkCkTGqCKKmg/vjjj0gkEjg6OlJ8LFIpk9lsVpxrI+3HgiDgm2++Gfk8V1ZWEA6H8eeff6JQKMDj8SCdTiOfz9O2xFAo9KiNzuVyoVgs0jDP2oSfBofDQeVYLpdrIRfHnwOkklUul7G0tIRAIDCzLEg+t0r+1u7v72EwGBCLxWAwGAb+zTxCa71eB8/zA6tyfD6fJgHy/v4eoiiiUCgsZBepUsXx+voawOO1N7Nyc3ODeDy+0Jbcfr9PV1Hd398vZFUPQf4a+/1+9Ho91Ot1WllVI9pjMBijYaGVwWAsjFmkTKQ1t1gsAoCiHXRSKdPu7q7qqqhUypTJZBQra/L2Y7/fP/JYu92OUqmEQqGA09NTtFotGI1GcBw3sgJC2pA/fvwIQRAUd8MytEOn0yEWiw20jr9kOp0OrXz2ej04nU6Ew+GZZhOlYVWn0+Hi4gKiKNKK57t37+BwOIZWqFZWVtBsNqc6b6vVQiKR0HxVDvBQAcxkMkilUgvZRUp+T0oVR3KjS7r2ZhaazSYSiQQN5H6/H6FQSPOW3PPzc/A8T1f1KL1f5gmZe85kMvQ1DofD2NjYYJIlBmPOsNDKYDAWyixSJtKaS36GEpPYgQH1VVHgQcpkNBqRz+fhdDrHSpmKxSJ9nmqkTK1WC263GxzHja1a7e3tqQ7cDO0gErB8Po+zs7ORM9fPGVLJIrIgg8EAjuNmmvWUz602Gg0kEglUKhUsLy+D47iBlvhhTFNp7fV6yGazSCaTVBil1aqcRe8inaTiqNfrodfrZw6t8kC+qJbc29tb8Dw/0ftlHsjnnvf29sBxHAwGA3USsLlVBmO+sNDKYDAWzixSJlLd6XQ6YwPdJHZgvV6PYDAInufHVkWlAVMQBLx//36slElN+/H29jZMJhNqtRqWlpbQ6XTo3XolwuEwKpUK4vE4/tf/+l/srv4TEQqFUC6XwfM8TCbTi5IykXb+er2OjY0NHB8f0zVN0yANq8Dfc4j5fB79fh9erxfhcFjV6hUSWknwHXfe09NT8DxPhVGxWEyTVTnA4neRTlNxJLtap4EEZFEU0Ww2F9aS22q1kEwmkcvlJn6/zIp87pn8LUiNwGxulcGYPyy0MhiMhTOtlIlUU/r9/th9qcBkdmDgYUa0VCohk8nA4XAoVn+3trbg9XqRy+VwdnYGm8028tjd3V36s8dVQ3d3d1Gr1XB6egqPx6NqDmp1dXVAPqUUuBnaodfrqRxLzfvtOXB7ewtBEFCtVql0alZZkLQVmIQeUvG0WCyIRqMTmWzJzatut6t4I+vq6grxeJyuynn79i08Ho8m4WLRu0hnqThubm7i7OxMVeiXUqvVEI/HaUA+Pj6G0+nUNKyRlUrJZBLtdnuq98u0yOeeI5EIvF4vraiS6ioLqwyGNrDQymAwnoRppEz1eh3AQ0WyUCjA6XSObeebxA4srYqKoqhKynR6egpRFGEymVRJmUjVd9TzvL+/B/BQSSgUCvD7/aqCq9vtRqFQQCqVGhu4Gdrhcrno78HpdD7b3wNZL1MoFAAAXq8XwWBwpllPuWTp/Pwcoiji7u4O29vbiEajU7VVk7+7Ud0XxMJNVuWEQiEEAoGZhFGjWPQu0nlUHDc2NtDtdtFut1X9fsmNjNPTUzrjTz6ntIKsVOJ5nr5fjo+PF9KGL597lv4tSCurrMOFwdAWFloZDMaTMI2U6ebmBsBDG+avv/4KQRAU96WS86jdmQpMVhUl1t8//vgD2WwWoVBo5LGrq6sIhULgeV7xeTYaDaytrWF9fR2FQoGu2xh3EUpkQD/88AMEQRj7PBnaQH4PpHX8uf0eyE7NVCpFK5+RSGSmWU/53OrNzQ1EUaQVz4ODA3g8nqkv+qWhVQqR5KTTaWrhjkQimli2e70eCoUCRFFcyC7SeVYcyetB9raOot1uI5FI0IDs8XgQiUQ0b8kdViF3u92ah8Rhc8/hcBjb29uPKqususpgaA8LrQwG48mYVMpUr9exvLwMk8lEpUynp6dwOByK55lkZyrwEIrVVEUBwGazoVQqIZfLweFwKEqZpO3Ho55ns9nE5uYmwuEwfvjhB6RSKRwcHKDb7Y6tZBgMBnoONe3WDG2QyrGey++BVLJEUaSznhzHzST2kofVdruNZDJJK56BQAChUGjmiqc8tMolOUajEbFYbCZh1Cj6/T6q1Sri8Thub2+xubmp6S5SLSqORJbUaDQerRMCHgdks9mMWCymeUuuvEIeDAYRDAY1qZBLGTb3HI1GYTKZmGSJwXhCWGhlMBhPyiRSppubG2xvb9NVCmSHo8ViUS1lUmMHJrOwk0qZRFHEu3fvFKVMHMfhp59+Gvo8e70ems0mjEYjtdEWCgXUajWYzWZ6waREJBKhUqZ//etfrGXtiQiHwzg9PX0Wv4fr62vwPI/Ly0usrq7izZs3cLvdM0mWAAzMrZIVOVqYZaWhVS7Jef/+Pe1WmDeL3kWqVcVRWmmV8lQtufIKudPpBMdxC9lDfXl5iXg8Tv8W3r59C6fTySRLDMZnAAutDAbjSVErZep0Omg2m9TyKd2XOo2UaZysaFIpk3TdiZKUaW9vD06nEycnJ4+eJ9k1SS7OAoEATk9PkUqlYDAY0O12VUuZ4vG4qh24DG14Dr8HslPz5OSEVj79fv9MlSz53Gq5XEYymRy7emUWyOMVBAHX19dYWVlBNBqFz+fTJEDe399DFMWF7SJtNpsQBEGziuOwXa1XV1fgeR61Wm0uLdxqGFYhj0ajQ6u/86bRaEAQBPq3EAwG4fP5aEV1eXmZSZYYjCeGhVYGg/Hk6PV6tNttRSmTVMJEsFqtMJlME0uZxu1MBcZXReWQgCmKIsxms2IrbygUwtnZ2aPnSS4aSQVKGrQLhQK1gaqVMiWTSTgcjoWsgWA85nP9PZCdmplMBr1eDw6HA+FweKZKlrwV+PLyEqIoTrR6ZRparRYV5FxfX2N/fx/hcHgmYdQo5LtI7XY7otGoZrtIF1VxXFpawvr6OhqNxqOAPK8W7nFUq1XwPL+QCrmUTqeDZDJJV6m5XC6EQiGsr68PzK1+zp0SDMZrgYVWBoPx5Oh0Oqyvr6Pb7VIpU6FQwP7+Pj2GSJikwZQEyw8fPqiWMnEcp2pnKqBcFZVDpEx//vknMpnMWClTMBiEIAgDz5OEVmlV1+l0olgsolAo0F2A4y7Il5aW8ObNGyplGvc8GdqwtLSEWCxGbdRqdhFrSb/fx8nJCURRRKvVwt7eHjiOm6mSJQ+rpHo7zeqVSZBLcoCHG0fRaHSu5wH+ft0EQUCz2cTu7i5isZhms8ryiqPBYEAsFtO04ri+vo6rqyv893//N7rdLpxOJyKRiGaBnCBfI6NlhVwKEWclEgm0Wi0YjUZwHIfd3V3odLoBIzCrrjIYnwcstDIYjM8CqZSpXC4jnU7DbrfT6lS9XodOp3skOtrc3KRSpkqlArvdrnie3d3diaVMw6qiw7Db7VTK5HQ6FS/43G43SqXSwPMkoVVaSZGu4Umn03jz5o1qKRMJ3B6PZ+4tmQx1GI3Ggd/DIlodh1Gr1SAIAm5ubrC+vo6jo6OZKlnSsAo8VCHT6TTy+fzUq1fUnlcuySHz8FqsXLm4uEA8HsfV1dVCdpEuciYX+DsgX19fo9frLSQgA4/XyGhZIZdCxFk8z6Ner2NzcxMHBwewWCxsbpXB+MxhoZXBYHw2rK6uot1u05U20urUzc0NNjc3h16YEikTac2dp5RJWhUdN5tIKrnS9TpKUqZoNErbj9++fYtGo4GVlZVHs3HSoH1xcTFgsVQiEong7OwM8Xh87PNkaIdUjvXNN98s9GL49vYWoiji7OyMzoF7vd6ZAp50brXf76NUKiGVSmlulh0mIvJ4POh2uwAer7yZhbu7OwiCgHK5vJBdpMMqjvv7+5ruPpUG5JWVFfR6PRwfH2taXe12u8hms3Slks1mA8dxM61UUotUnEVeY4/HQyuqLKwyGJ83LLQyGIzPhqWlpaFSJoPBgNvb25FVVKmUKZPJIBwOK55nUimT2+3GycnJ2JU8wEP7MpEyVatVRdPm3t4eHA4HyuUyXC4XGo3GyHm1YDCI09NTJJNJ7O3tqZIyra2tDW1DZiwW8nsg8h6v16v5OdvtNlKpFK18ejwehEKhmSpZcsnS+fk5RFHU3Cw7bvUJCXbzCK1kLU82m6WvWzgcVvybn4WnqDjW63UIgoBKpULD28rKCv744w80Gg1NQmu/30e5XIYgCGg0GtjZ2UEsFptppZJa5OIsn8+HQCAAvV4/EFbZTT0G4/OGhVYGg/FZMUzKdHBwgH6/r3g33mq1wmg0Ip/Pw+l0Ku5LBQalTOPswLNImUwmk2K1JBwOo1qtQhAE3N3djbzol67hKRaLtAoz7kLL6/WiVCohmUwOtFszFsv+/v7A70GrUEJm9cisp9lsnrmSJZ9brdfrEEURtVoNer1eM7OsWhGRTqfDysrKTKG11+shn88jkUjQinE0GsXu7u6sT2Pk+aQzuVarFdFoVNOKo1JAvri4ADBoEJ4X0jUya2trODw8nGmlklrk4iybzUbndJlkicF4frDQymAwPiuGSZlyuRwAKF7QSfel8jw/kZRJFMWJpEwXFxeKM6JSKVM2m0UwGBx57OrqKgKBAERRBABFMyhZw5PP52G1WlVLmeRtyIzFQ34P//nPf5BMJvHmzZu5/vx+v4+zszNa+dza2sLR0RFdETXtz5TOrZLqbbFYhE6nQyAQQDAYnPuql2lERNOGVvK68TyP29tb+rpZrVZNQhWZySU3qba3txGLxWb6PY1DTUAetvZmVuQt1uFweOaVSmoYJs4iq3PIWAUJq6wVmMF4PrDQymAwPjvkUqazszMAGDsnt7W1NbGUiQTBSaRMPM+rkjIVi0Xkcjk4HI6xUqZCoYBGo6EYAKaVMplMJjgcDpRKJbjd7ieTAb12zGYzbDYbCoUC3G733Kp419fXEAQBFxcX0Ov1ePPmDVwu19QVJBJSpXOruVwOmUwG3W4XDocDHMdp0kY6rYhomtAqnXEkr5vX69Ws8jZqJldLyZJcWjUqIK+trWFpaQl3d3czn5fc3CBrZNxuNyKRiGYt1lJqtRri8ThdtXR4eAiHw8EkSwzGC4CFVgaD8VkilzItLS2pquhMKmUKhUKoVCoQRRFGo1G1lGncjCgJmETK9O7du5HHLi0twWazIZvN4vz8XPHn7u7u0orv5eXl1FImdtH2NHAch2q1ing8jq+++mqm30Oz2UQymUSpVIJOp4Pf70cgEJipkiWfWyVz1M1mE3t7e4jFYpqYqGddfTJJaJXPOPr9foRCoblXjAnjZnK1YNKArNPpsLGxMVOllbSmi6KIdrsNk8mEWCymWYu1lNvbWwiCgNPTU1rVlY5QLC8vY2VlhX3uMRjPGBZaGQzGZwmRMhmNRuh0OvR6vbFtucD0Uiae51VLmeSrakaxvb1Nq6jValWxBZBcTF1cXODy8lKxGkoqvslkEru7u7SKoMT6+vrCZUCMx2xsbCAQCCCZTOLk5AQul2vin0Fm9TKZDHq9Hux2OyKRiGJr+Tjkc6uXl5cQRZFWrLRa9TIvEdHKygqazabiMfIZR7vdjmg0qpktVz6T63K5Zv49jaPRaEAQBJycnGBpaQmhUEj1jYyNjQ26D3sSyBqZeDyO29tbbG5uatpiLaXdbiORSCCXy1FxVjAYpJVjJlliMF4OLLQyGIzPFr1ej36/j+XlZXS7XVVtucDkUibSIqxWyjTJjCiRMgmCAKPROLKVl1Q4lpeXwfM8vvrqq5HPU1rxLZVKdIXJuNeFyIASiYSmMiCGMj6fD6VSCaIowmq1qq7wkVm9RCKB+/t77O3tgeO4mdq95WG12WwikUigUqlouupl3iIipUqrfMZRy4oxOR+pOLZaLRiNRsRiMezt7WlyPuAhIKdSKXojY5qAvLm5iWq1qmrkgLDoFmtCr9dDLpdDMpmk4qxIJIKdnZ2BVmA2t8pgvBxYaGUwGJ8tOp0Ou7u7+N//+3/T3X5qVrdIpUyCIOD9+/djpUxkVlStlEm6qkbp4lev1yMcDuOvv/5CLpdDIBAYelyz2cTm5iZcLhcSiQSKxaJiNZRUfHO53MRSpv/85z9IJBI4ODhQPJ6hDcvLy4hGo/jll1+QSqUQjUbH/puLiwvwPI+bmxusr6/j6OhI1aznKOSSJVKFlFasIpHI3G3Tk8xZTgIJrSR8E+QzjlpVjAmk4liv1yeayZ2WeQZkqYxp3M2DRbdYE/r9PiqVCniep8Kxw8NDmM3mR0ZgFlYZjJcFC60MBuOzhkiZPB4PTk9PVbXlAg9SJq/Xi1wuN7GUqVarwWQyKR4vXVWjVBUFQCVI2WwWDodjaPWD7C70eDw4OTlBKpVSrIZKK76TSJnMZjOVRLndbk2rP4zRWCwWWCwW5PN5uN3ukSHh7u4OoijSyqd0Vm9apHOrpAoprVjFYrGx0rNp0FJERNpfu90uVlZWcHd3B57n6YyjVhVjwqwzudMgDcibm5s4ODiYKSCTzyViNR7GoluspcjfP0Q4Jp1bZZIlBuPlwkIrg8H47JFLmURRHLsrFXiQMp2eniKRSKiSMgWDQVQqFQiCMLYNWbqqRo2UieM4KmU6Pj4e+O+dTgetVgsbGxtYWloCx3H4+eefx1ZD5Wt41EqZOI6jUqavv/6aXeQ9AeQ98d133yEej+Of//znwO+BGFjz+Tz6/T7cbjdCodBMlU+5ZKlWq0EURbrq5fj4GBaLZe7vh0WIiMjPajQaKBaLyGazmlaMCfOayZ0EeUCOxWLY39+fOSCT4DlMxrToFmspzWaTjkIsLS0hEAjQ1TlMssRgvB5YaGUwGJ89RMpkMplgs9lQqVRUSZlWVlYmkjKtrq5SKVM+n4fP51M83u124+TkRFX1d2dnB263G8Vi8ZGUiQhkSKXDaDTCbrejXC6PrYYS+3EqlZpYykTakD0ej+LxDG3Y2tqCz+dDJpPB6ekpHA4HNbCmUilqYOU4bqbKp3xutV6vQxRF1Go16PV6HBwcwOPxzL0qKBcROZ1OcByniYiIVFA/fPiATqejacUYmP9Mrhru7++RSCRQKBQAPMxGh0KhuQVkaaVVyqJbrAny94/D4UA4HKY396StwAwG4+XDQiuDwXgW6PV6tNttBAIB1Go1VW25wGxSJrvdrihlIlVRMiM6TspEKrlkvQ650CaVDem5SPsxkTKNukAkUiZRFHFycgKPx6NKykRkQETKpPUsGmM4wWCQVrAAIJlM0lm9t2/fzlT5lM+tkuptsViETqdDIBBAMBic++++3++jWCxCFEXc39/DYDAgFotpsh+43+/j7OwM6XQawMONqnfv3mlSMSbnk87k7uzsIBaLjd3xPAvdbpfO9Hc6HdhsNkSj0bGfZZOi1+uxsrJCP4/ka2S0brEmDHv/cByHvb096HS6ASMwq64yGK8HHfkye+G8iifJYLx0ut0ubm9v6QUcme8bx+3tLT5+/AiDwTBWygQ8zE799NNPsNlsqtqQ//zzT5TLZXzxxRdjq7+lUgnxeByBQIBKmXK5HBKJBL7++uuBSg35v3Mcp1gN7fV6+OGHH9BsNvHPf/4TGxsbqqov1WoVP//8MzweD968eTP2eIY2ZDIZiKII4O8VTG63e+oKEvlel86t5nI5ZDIZdLtdOBwOcBynyRzi+fk54vE4bm5usLGxgWg0qpmI6Pr6GjzP4/z8nBrG//GPf8Bms839XABweXmJeDyOy8tLrK2tIRKJwO12aypZKpfL4HkezWZzIQH522+/Ra/Xg9ls1lzKNQxyo468fyKRCGw224ARmM2tMhjPnqn+gFmllcFgPBvmIWU6Ozsbe1ErnRVVI2Uie1PVVH+dTucjKROpbMjbJj0eD0qlElKpFGw228ggKrUCp9NpxGIxVVImi8UCm82GQqEAt9uN3d1dxeMZ84W0e5ZKJfp/++KLL2aSY8nnVk9PT5FMJjWfQ1ykiIis5SHm2kAggL29Pfzyyy8Dz31ezLL7dFouLi4Qj8dxdXWFtbU1HB4eahqQgYebHP1+H/V6HfV6XfMWayny9w/HcQOrvEgrMAurDMbrhYVWBoPxrJBLmdS05QJ/S5lEUYTJZBp7wSkNouOkTGtra7RFd9yqGiLg+fHHH5FIJHB0dIRGo4HV1dVHIZO0H//yyy9IJpOK1VCDwUDX8DgcDhiNRtVSJmIhVWpDZswP0u5JKp82mw0ulwufPn1CMpnEF198MfHvQT63enV1BUEQNJ9DXKSIqNvt0hlHecX48vISAEbuap2GYbtPOY5THBmYlbu7OwiCgHK5TG3RRDqkFfI1MgDw7t07OJ1Ozc5JGPb+CQQCWF1dHaissrlVBoPBQiuDwXhWyKVMp6enY3elAg+zbuFwGH/88YdqKVMwGIQgCKqlTNKqqFL1d3d3l0qZzs/P0Wg0RsppyPM8OTmBy+UaK2U6OzujwUeNlGljYwOBQADJZBKlUglut1vxeMb0kHbPRCKBZrOJ3d1dcBxH37ukG6BarcJqtar+mdKw2mw2kUwmNZ9DXKSIqN/vo1QqQRAE3N/fD60Yk1A3j9Da6/XoTOWsu0/VQuaNs9kser0e3G43IpGIpgEZeLxGhtz40nqFjXxO12q1IhKJYGtr61Flld1IYzAYAAutDAbjGTKtlMlms6FUKqmWMhE78CRSpp9//hnJZFJxVQ0wuF6n0WgoXhCHw2Gcn59DEAR8+eWXIy/ipBXfk5MTuN3uiaRMoijCZrMxKZMGXFxc0Monafd0OBwDv8tgMEhnGE0mk2LQlEuWyP5MrecQiYhIEAS6zzMWiw3YsOeJWnMtCa3tdnum852dnYHnebr79O3bt7DZbJoFJ2KLTiQSaLVaMJlMiMVimrfqD1sjEwqFcHFxgXK5jLu7O01COrlxQz73dnZ2wHHcwLouYgRmYZXBYEhhoZXBYDw7dDod1tfX0e12sb+/j1QqNXZXKvl3HMfh48ePEARhrJSJHP/TTz8hkUiMlTJJV9W4XC5FWyoR7sTjcQCP51mlrK+vw+/3q6qGkopvNpuFxWLB0tLS2FbN5eVlRKNR2oYci8UUj2eo5+7uDolEglY+Q6EQfD7f0ECq1+sRiUTwxx9/IJvNIhgMDv2Z0rlVsj8zmUyi3W7DbDYjGo1qEnrkVbm3b9/C4/FoEi4mNdfOWmm9ubkBz/OoVqvQ6/Vz2306in6/T6VDJCAfHh7CarVqGtbGrSEi//9hu1pn5eLiAjzPU5HV27dv4XQ6mWSJwWCogoVWBoPxLHkKKZOa3bBkVQ2pio6TMuVyOdzd3Y2dWfN6vTScWK1WRSkTqfhmMhlEo1FVUiar1QqLxYJ8Pg+3270Q+cpLpt1uI51O08qny+VCOBwe+/50Op0oFApIp9NwOp0DNzPkkqVarQZRFHF7e4utrS0cHR1pEnoajQZEUaRVuWAwiGAwqMmcZbvdRjKZRDabnahiTN7f3W53ovMRGVY+n4dOp5v77tNh3NzcIB6P4/z8HHq9Hm/evIHX69V0blPtGiItQqt8TjcYDMLn89GK6vLyMpMsMRiMsbDQymAwni2LljLxPK9KyhQIBJBIJFRJmaxWK7LZLM7OzhSPXVpaQiQSwadPn5BKpRSroaTie3p6CofDAYPBoErKFI1GaTumUhsyYzRkHpJUPk0mEziOU30TQKfTIRaL4cOHDxAEAe/evXs0t3p7ewtRFDUPPeOqcvOk1+shn88jkUjQivEk5lqdToeVlRXVlVYyU5lMJqkMS4vdp1Lu7+8hiiK1Hvv9foRCIc3b8eVriN6/fz9yDdHy8jLW1taokGkW5HO6LpcLoVAI6+vrA3OrTLLEYDDUwEIrg8F4tsxDypTNZhEKhRSPl0qZ1LQhezwenJyc0OqvUtWGzCReXl6OXa9jNpthtVpRKpXgcrkUW0BJxTeZTOL9+/eqpEybm5vw+/1IpVIol8sLsYe+FPr9Pp07vr29pfOQFotl4vAvFXVVq1X6fiYhoFgsahp61Fbl5nWus7MzxONx3N3dYWtrC8fHx1O9bisrK2NnWuW7T3d3dxGNRjXdfUrmjVOpFLrdLux2OziO0zQgA9OvIdrc3Jyp0krmdEVRpDduIpEIdnd3odPpBozA7MYYg8FQCwutDAbjWTOrlCmXy8HhcKiSMpVKJVVtyNIW3UQioShlajQaNFCqWa8TiURwfn4OnufHSplIxZfM2KqRMvn9fmpqtVqtmq7aeCnc3NwMVD6j0Sg8Hs9MFaRQKESFR19//TXy+Txd9WK32xGNRjUxvE5SlZuV6+trxONx1Go16PV6HBwczPS6jau0ynefHh0dweVyaRacyLyxIAg0IMdisbF7n2dl1jVEGxsbuLy8pJV9tZAbEDzPP7pxw+ZWGQzGrLCrEQaD8axZpJQpGo1SKdO4NmSplMntdo80cTabTWxubsLtdoPn+bHrdYiUKZVKjZUyeTwelEolZDKZiaVMZGdoNBpVPP41c39/j2QySSuf+/v7CAaDM1U+ydzqysoKzGYzTk9P8d1332keeqatyk1Ds9mkO411Oh0CgcDMrxswOrQ+xe5TaUDWck+ulHmtIdrY2EC/30ez2VTdCi6f043FYgP2chZWGQzGrLDQymAwnj1PIWVS04ZMWnR5nsdXX3316IKt3++j0WjAaDTC5XLRgDluvc7+/j5OTk7oTthRF/uk4vvLL78gk8mA4zjVUiaz2UylTFrs3nzOdLtd5HI5Wvm02WyIRCIzVT7lc6tXV1eo1Wr0v2sVematyk1Cp9NBJpOhr5vD4QDHcXOrGK+srKDZbNL/91PsPr27uwPP85rvyZVC1hDxPE/XyMRisalbnsnvQ2l/NKHZbCKRSNA5XZ/Ph0AgAL1ePxBW2dwqg8GYFRZaGQzGi2AWKVO5XIYoijCbzWMvLomUSU0bslzK5PF4Bv57p9NBp9PBxsbGROt1SBglUialaqh03tfhcGBvb2+slIlUlb/77jvE43H885//ZBUS/B0ORFFEs9nEzs4OotHo2JsX436mNKwSm+3p6Sl0Oh10Oh3+9//+33MPPfOqyqmh3+/TlvP7+3vs7e0hFovN9LoNg8y0Dpup1Hr36bTW41m5vLxEPB6na2QODw/hdrtn+nslQfXu7m5kVb/b7VJJF2lZD4fD2NzcZJIlBoOhCSy0MhiMF8EsUiayGzOTyWgmZSJVUWkFi8hOyEWitJKrRspksVhQLBbhcrkULatSKdO7d+9USZm2trbg9/uRTqdp4H3NXF5eQhAEOg9JdkxOGw6kYRV4CJGZTGYg9DSbTVxeXs41sJLgLQgC7u7usL29jVgsBovFMrdzSCE26uvra6yvr+Pdu3dwOBya3ARZXl5Gt9vFv//9bzpTqdUaIMKs1uNpaTQaEAQBJycnWFpaQigUQiAQmEvLs7TSKkd+A4KIrKSGchJW2Y0uBoMxT1hoZTAYLwaplImYXNVKmYrFomopE2nlnVTKlEwm8ebNG/rfyEWhtF1RWslVI2Wq1WrgeV6xGiqdg51EyhQIBKhIxmKxvEopE9lRenp6SneUztruKd23SmQ90hU5pCr4888/z/XC/+rqCvF4HBcXF1hdXcXbt2/h8Xg0CRe3t7cQBIG2yXIcB5/Pp1mb7M3NDc7PzwE8tDxrvftULh2axXo8CZ1OB6lUCplMhq6R4Thuri3Pa2tr0Ol0j0Kr/AbE0dER7HY7kywxGIyF8PquQBgMxotFKmXy+XwTSZmi0Sg+fvwIURTx7t07xQuvpaWliaVMNpuNzsISKZO80gpMVsnd2NiAz+dDOp2mP3sUZA42m81OJGXiOA6//vorUqkUOI5TPP4lQXaU5nK5Rzsmp0UaVnU6Hc7PzyGK4siqYK/Xm0sAaDabEAQBpVKJBu9gMKjJTYh2u41EIoFcLod+vw+v14twOKxZm6x09ynh66+/1rTSOW/rsRpIy3MikUCr1YLRaEQsFhspeJsFnU6HjY0Nuqv19vYWPM+jUqlQkdX+/j5WVlboChvyvxkMBkMrWGhlMBgvikVKmRwOB61cqpEykeovWVXTaDRo0JYyyXodEkaTySSsVutYKdOnT5+QzWYRiUTQ6/VUVaFNJhNyuRzcbrfmuyWfml6vh1KpRNs9jUYjOI6baR5SPrd6e3s7sCJHqSo4SxAgwTudTqPX68HpdILjONVG2Eno9XrI5XK0Yqx1m+yw3adbW1tIpVKanA/Qzno8DlLRrdfrdI2MzWbTNCRubm7i+voaf/31F70B4fF4EAwGsba2xiRLDAZj4bDQymAwXhyLkjKRWVE1bcikRZesSPF4PGg0GvQCUMok63Wk1dB0Oq1YDTWbzbBarSiXy7Db7djb26OWz1GQx/L9998jHo/jH//4x4utqJDfJal8HhwczDQPKZ9bbbfbSKfT1LTq9/sRCoVGhp5J92RK/12xWIQoiri/v4fBYEAsFoPBYJjqeYw7V6VSAc/zdEb2+PgYVqt17uci5xu1+5RUW5V2tU6D1tbjUdzc3IDneVSrVbpGZn9/X/OQ2Ov10Ol00Gq1aGdGJBLB9vb2QCswm1tlMBiLhIVWBoPx4phFyhQOh/Hnn3+qljIFAgFaffF6vYrHe73eASlTo9EYeeE7yXodi8UCs9mMQqEAp9OpWN2KRCI4Pz9HKpXC8fGxqkrJ9vY29vf3kc1mUalUYLfbFY9/btTrdQiCgPPzc7qjdNZ2T/ncaj6fHzCtchw3tmo9TWg9Pz9HPB7Hzc0NNjY28P79e9jtdk3ChbRNdnV1VfM22XG7T0m787xC66Ksx3KkLc9kjUwoFNJkDZEU+Q0IADg4OKA2YiZZYjAYTwkLrQwG40UyrZTJbrejVCohl8vB6XSOraa43e6BIKpGyvTLL78gkUjg/v5ecZfiJOt1OI7Dhw8fIAiCYjVUKmU6PT2F0+lUZRMOBoMol8tUyqTl3slF0Wq1aOUbeGi1nrXdUxpWAaBSqSCRSDyqCqr9WWrDQb1eB8/zODs7o8Hb5/NpEiAX3SardvcpCa3dbnfmc56fn4Pn+YVYjwnDWp7V3NyYB3JJl9vtRrFYxPr6Om0DZpIlBoPxlLDQymAwXiSzSJk4jsMPP/wAQRBUSZk4jsN//vMfVW3IpPpbLpcBQHG+cFIp0/7+PjKZDMrlMpxO58hjvV4vSqUSMpkMzGazKinTysoKOI7Db7/9hnQ6jXA4rHj850y326WVT7KjNBKJzBQO5HOrV1dXEEWRrsg5OjqCy+Wa6KJfTWhttVpIJBLI5/MAHoJ3OBzWpCq36DbZYbtPw+HwSBnWPCqtcumQ1tZjQLnlWWuIHZtIugKBAPx+P/0cXF9fh16vZ2GVwWA8OSy0MhiMF8u0Uqbt7W14PB7k83lVUiaDwTCxlOns7Az9fn+sjXaS9To+nw/lcplKmUbZYaVzsLlcDuFwWJWUyW63o1AoIJPJwOl0PjspE9lRKooims0mdnZ2wHHcTOFAHlbv7++RTCZRLpepadXv909l6lUKrb1eD9lsFslkkgbvaDSK7e3tqZ+L0uNYZJvssN2n0Wh0rAyLvMbtdnvic5Kq+6Ksx4RxLc9aMUzSFQqFsLGxQTsvSCswg8FgfA6w0MpgMF4000qZAoEADThqpUxqW3nX19dhMplwfn6Oer2uOCM6SSWXtE7+9ttvY1fUWCwWWCwWnJycwG63Y3d3V5WUKRaL4fvvvwfP8/jiiy+eTQXm6uoKPM/j6uqK7iidJRzIJUu9Xg+ZTIauyHG73YhEIjOvyJE/PhK8BUGg4qNYLAaLxTL1eZRYZJvssN2n8jVASkxTaSXW40QigU6nA4vFgmg0qunKHEB9y/O86ff7KBQKEEURrVYLBoMBHMdhb2+Prq9hkiUGg/E5wkIrg8F40SxSyhQMBlVLmUiYKRaL2N/fV5wHnKSSS6RMxWIRLpdLsfIWiURQq9WQTCYnkjJNshroqWk0GkgkEiiXy3RHqc/nm2lHqVyyRKrbrVYLJpMJsVhsphU50vNIg4N87vDt27fweDyahItFt8leX1+D53m6BmgaqdMkoXWY9TgajWpmPSZM2vI8T6rVKuLxOOr1OjY2NvDu3TtYrdYBIzCbW2UwGJ8rLLQyGIwXzyKlTKVSSZWUqdlsYnl5GZ1OB8lkErFYTPFnq63k6nQ6RCIRfPjwATzPK0qZNjY24PP5kE6nUalU4HA4VEmZQqEQyuUyeJ5XVYV+Csj8ZTabpe2Ps4YDaVjV6XSo1WoDK3IODw9nWpEz7HxLS0toNpsQBIHOHQaDQQSDwZmC9ygW3SbbbDaRSCSoKXcWqRN5H44TMQ0L/263W9NW2GlbnudBvV5HPB5HtVqls+ler5fepGJhlcFgPAdYaGUwGC+eRUqZotEo/vOf/yCZTOLg4GDksc1mE1tbW1hbW0OpVILL5VK8gJ2kkru5uUlX1JyensLhcIw8dn9/HycnJxNLmSKRCP744w9VVehFQnaUksqntP1xlp8pnVu9vb2FKIq0KqjV/sxer4dWq4X/7//7/2jw5jhOUd41y7lyuRySySTa7bbmbbLdbpfOVM5L6qTT6bCysjJypnWR4Z8wrOX5+PgYFotF85B4f39PbwgAD3/rgUAAq6urA2GVza0yGIznAAutDAbjVTAPKVO1Wh3bPmgwGGC322krr8FgeHRMv99Ho9GA1WpFKBSic4Nffvml4oXsJJVcv9+PcrmMRCIBi8WiSsqUzWZVS5mcTieKxSKVMmllkJ0EUkWXtz/OOrfa6/Wg0+nQ6XToDQ8t92eS4H13d4d+vw+DwYBYLDb0vTSPc8nbZI+PjzVrk9Va6rSysvKoPXiYdEir8C9Fusd22pbnaeh2u1TS1e12YbPZEA6HsbW1NSBZ0ul0rLrKYDCeDSy0MhiMV8OsUiZBEGAymVRJmarVKgRBwJdffvnoIrXVaqHX62FjY2Ngb2qpVILb7R75c4mU6eeffx5bySVyl99//x3pdBqRSGTksWQO9uTkBA6HAzs7O2PD/DAp01NRr9chiuKj9sdZwoF832oul6NVQS33Z56fnyMej+Pm5gY6nQ5bW1v45ptvNAkXi26TrdVqiMfjVOqkhSlXGlpJ+BdFEff395qGfymL3mNLIPPVPM9TO3Y0GoXRaIROpxswArOwymAwnhsstDIYjFfDPKRM2WwWwWBQ8fi1tTXFVt5GowHgbxkTadElFVSli1uj0Ti2kkuwWq0wmUwoFApwOp2qpUxHR0fodDpj2yZ3dnbg9XrpaiCtJTZyWq0WrXwCD/tng8HgTJVPeVitVCpIJBJ0f2Y0GoXZbJ75scup1+vgeR5nZ2dYWVlBNBpFNpvF2tra3APGottkb29vIQjCQky5JLRWq1XwPI+bmxtsbGzg/fv3sNvtmoa1Re+xlSJdnbO2tkbt2EyyxGAwXgostDIYjFfFrFKmbDYLh8MxkZTJbrcPBCkSWkl7Iqmgfvr0CalUCtFoVPFnj6vkEshM7ocPHyAIguKKms3NTfh8PmQyGZydncFut08sZVJThZ4HZP4ynU7TNSWzVj7lc6vX19cQBIGGgKOjI7hcrrlf9LdaLSQSCeTzeQAPNzDC4TBWV1eRzWbner5Ft8m2220kEgkqdfJ4PIhEIprvPr27u8OPP/5Iw7/P59O0JVde0dV6j62Uu7s7CIJA9wKHQiFqeSZhlbQCMxgMxnOGhVYGg/GqmIeUSRRFHB8fj5UykVbeRCIx0MpLQqs0+JrNZlitVhSLRTidTkUp09raGgKBABKJBEqlEjwez8hjpVKmSqWiuBPW5/Ph5OQE6XQaJpNJlZRJr9cjEomorkLPApm/FEURjUYD29vb4DhupsqnPKze398jmUzSEBAOh+H3++dehez1enTusNPpwGq1IhqNDlTDh+1pnYZFt8nKpU5msxmxWEzT3ack/F9eXgIYDP9assg9tlLkq3PcbjeCwSDW19cH5laZZInBYLwUWGhlMBivjkVJmUa18jYajaGBMBwO0+rvP//5T8ULX4/HM9BSrHRxTqRMoijCbDaPlTL99ttvyOVyCIVCqqRMLpcLxWIR6XQaTqdTk8rd1dUVBEHA5eUlVldXcXBwMFPlUxpWgYeglclkkMvl0Ov14Ha7EYlE5r4/s9/v0/loIj6KxWKwWCxDj581/EhnZImcSqtQNUrqpKUpVx7+19fX0Ww28ebNG02Do3SPLZmj1nKPLUG+OsdkMoHjOOzs7ECn0w0YgVl1lcFgvCRYaGUwGK+SWaVMoihOLWVqNBpYX19/dFEp3Zt6cnICl8s18ucqVXLlSKVMmUwG4XB45LEWiwUmkwmlUgl2u30iKRNpQ3737p3i8ZNA9nienJxgaWkJgUBg5sqndG6VyGvIihyj0YhYLDbTipxRDBMfeTyekeGCWIunYdGhSmrKJTcVtDTlkvDP8zwajQZ2dnYQi8VwdnaGTCaDbrer+R5bAJrvsSUMW51zeHhI11SxuVUGg/HSYaGVwWC8ShYpZZK38jYajZHtv/v7+zREWa1W1VImt9utGLSsViuMRiPy+TycTufI+U/pHGwqlcLh4aEqKdPu7i48Hg8KhQKq1erIyqFaiNQmm82i1+vB4XDMXPmUhlWdTodarQZRFFGv17G5uYm3b9/CZrN9VuKjSR+LNFT1+33NQ9VTmHIvLy8Rj8dxeXmJtbU1HB4ewu12Q6fT4eLiAsBD++w8QytpeU4kEiPbubVCvjonFovB7XYPzK2ysMpgMF46LLQyGIxXy6KkTNJWXpPJhHa7PbKFlrToTipl4nkeX3311cgLVxJGP378CEEQ8P79e0UpE5mDrVarsNlsqqRM4XCYVr/ITOykkD2eiUQCrVYLBoMBHMfNVPmUz63e3t4ikUigWq3SELC/vz/3quCs4qNJZlrlocpisSAajWo2R/oUptxGowFBEGjVPRQKIRAIDIRT8r/lu1qnZdJ27nkivyHg9/vh9/uh1+sHwiqbW2UwGK8BFloZDMar5amkTAAUg4vZbIbFYkGxWITL5VIMHtJKbrFYVJQybW1twev1IpfL4ezsDDabbeSxZA42nU7DaDSqujjW6/UIh8P466+/kM1mEQgEFI+XU6vVwPM86vU6NjY2cHx8PFPlkwRV0mbb6XSQSqVQLBYBPIinQqHQ3GU98xIfqQmtw+ZItQxVT2HKJb+3TCaDXq8Hl8sFjuOGVt3nGVonbeeeF/IbAna7HeFwGJubm0yyxGAwXi0stDIYjFfNoqVMp6enAJRDK/D33lSe51VJmch6nUmkTCaTSVHKROZg8/k8gsGgquDqdrtRLBaRSqXgdDpVtfPe3t5CFEW6ozQSicxc+ZS3Aufzeboix2azIRqNzrQiZxRy8dEs+0HHhdZhocrtdmsWZhZtyu31eigUCrTqrmbeeB6htdFoQBRF2s49rKKrBaTLQBAEekOA4zgYDAbodLqBsMpagRkMxmuDhVYGg/HqWaSUqVKpoN/vjw1z00iZfvnlFySTSbx582bksSQU/vHHH8hmswiFQiOPJXOwRMqk0+lUS5lIG/Lx8fHIY1utFq1uAw/he9bKpzSsAsDZ2RkSicSArGeWFTmjqNfr4HmeBu9oNIr9/f2ZxEejQussM7LTIJU6kfZ1rU25RDo06bzxLKF1WEU3EolotsdWivyGwNHR0cCuZDa3ymAwXjsstDIYjFfPIqVMOzs7uL6+Rq1WGytx2d/fx8nJiSopE3nsJOAqVaNsNhuKxSJyuRwcDsdYKdPHjx+RSqXw9u1bdLvdsWFlb2+PVlzPz88fhUSytiOVStH5y0gkMpPURj63en19DVEUh8p65gnZD5rP5wHMdz+oPLTOOiM7KYuWOgHAzc0NeJ6fet54mtDa7/dRKBQgiqLmBmk59XodgiDQGwKRSARer5dWVEl1lYVVBoPx2mGhlcFgMDCblEkaAMeJaEhrXyaTgcPhUAw3pKr166+/Ip1Og+M4xZ8t3fP65ZdfjpUykZncd+/ejTxWOgd7fn4Oq9VKWxXHPRYiZfrXv/6FpaUlurZDEAQ0Gg1sb2+D47iZKp/ysEpCZLlc1rS1U74fdN42WbI/VqfTzW1GVi1E6pRMJtFutzWXOgHA/f09Df86nW7qeeNJQ2u1WkU8HqcV3YODg6nbuSdh2A2BYDCI1dVVJlliMBiMIbDQymAwGJhNyhSNRlVLmZrNJjY3N3F7ezu2lRd42JtqsVhQKBTgdDoVg8P6+jr8fj+SySRKpRLcbvfIY6UzuVpImVZXVxEOhxGPx5HL5WAymSAIAp2/fPPmDVwu19QX5fKwSkIkWZGjJOuZhUXZZElovb+/x7fffjuXGVk155RLnY6Pj8fOa89Ct9tFJpNBKpWi0iGO46aeN1YbWuv1OuLxOKrVKlZWVjQzSMuR3+yQdhlIW4HZ3CqDwWAMwkIrg8Fg/P+ZRcrkdrvpjtJRF/m9Xg/39/e0JVdNKy/wt5RJEAT84x//ULyY9Xq9tKXYZrMpthRLZ3LNZvPItl/pHGw+n0cgEFAVXEkoTiQS6Pf7WFpagt/vn7nyKZ9bLZVKSCaTmrd2LtImW6/XAQCVSmVuM7JKLFrq1O/3cXJyAkEQ0Gw2sbu7i1gsBpPJNNPPHRdaSUWXzFFrZZCWQ2528Dz/qMuASZYYDAZjPCy0MhgMhgQiZQoGg/jtt99US5mCwSAqlYqilOn+/h79fh8bGxtwOp2qWnmBBynT/v4+MpkMyuUynE7nyGPlUqZYLDbyWOlMbiaTUZQykTnYYrGoSspEKmh3d3dUPPXll1/ONH8pNwLXajWIojixrGdSFik+ks/I7uzs4KuvvtIsVC1a6gQAFxcXiMfjuLq6wtraGo6OjuByuebyeyN/d/LQ2u12aYWz2+1qapCWc3l5CZ7n6Q2Bg4MD2mXAJEsMBoOhDhZaGQwGQwKRMpnN5omlTKFQiO4oHSZlajQaAB7aeNfW1mgr77j9qsBDRahcLiORSMBisYyVMlmtVpRKJbhcLuzu7o48VjqT63Q6R87kSqVMyWRypJSJVNASiQRd26HX61GtVtFoNKYKrfJW4Lu7O4iiqHlr5yLFR/K2UbPZTCVWWgTWRUudAODu7g6CIKBcLmN5eRnhcJhW7eeFTqfDysoKDa39fh/lchk8z9OKbjQa1cQgLafRaEAQBJycnNAbAj6fj1ZUl5eXmWSJwWAwVMJCK4PBYMiYVsrkcDhQKpVGSplIaCX/d9LKq2a/6qRSpkgkQh+70p7XSWZyt7e34fV6kc/nh0qZSAvzzc3NwNqOVquFb7/9FjzP45tvvlEdLklQ7fV60Ol0NGhp3dq5SPHRqBnZ3d1d/L//7/8790CzaKkTALTbbbpKpt/vw+PxIBwOz33emEBCq5YVXSWGrc4JhUJYX18fMAIzyRKDwWCoh4VWBoPBkDFMylQsFuH1esf+O2kAfPfu3cB/J6GVVLMm2a8KPEiZzGYzCoUCXC6XoqmWSJlSqdTYPa9qZ3KBv+dgpVKmRqMBURRxdnZGK2jS+cu1tTWEQiHwPI98Pg+fz6f4PIHHrcD5fB7pdBqdTgc2mw0cx83N1Cvl/Pwc8Xh8IeIjpRnZ+/t7AJjreRf53IC/VxslEgm0222YTCYayLVkaWkJ19fX+PDhA30/+v1+TVuegYfnS24IkPnqSCSCvb096HS6ASMwq64yGAzGZLDQymAwGEOQS5lINXRSKZPUKttoNGhLIGGS/arAQwX14uICPM+PlTJNsudVKmUaNZMLDM7B5vN59Pt9lEolWkEbVfn0eDwoFotIpVJwOBwjX0e5ZOns7AyJRAKNRgM7OzuIxWKatHbW63XwPI+zszPNxUck5CvNkUpX3szKsOfm8/k0lSydnZ2B53nc3t5ia2sLR0dHtDKvFaSie3d3BwBwu92IRCKaVXSlkOdbr9exsbGBd+/ewWq1srlVBoPBmBMstDIYDMYIppUykQAoCAKtRgKgM53yC1e1+1WBh9biSaVMnz59QiqVQjQaHXmsXq9HOBxWnMklkDnYYrGIfr8Pg8GAN2/eKFY+l5aWEIvF8OOPP0IURRweHg78d/nc6vX1NURRxOXlJdbW1nB4eAi32z33i365+Gh/fx/hcPjJ50jnEVoX+dwI19fX4Hke5+fn0Ov1ePPmDbxer6atsL1eD4VCAaIoot1u05szR0dHmp2TcHNzA57n6Xx1NBqFx+OhFVUWVhkMBmM+sNDKYDAYI5hWyjQsAPb7fTQajaErPSbZrwr8LWUiFVSltkez2Qyr1YpisQin06nYmimdyXU6nSOlPKQN+uPHjwAeQrcagY/RaITD4cDJyQk8Hg8MBsOjsNpqtZBMJqm8JhQKzbwiZxhy8ZHVakU0GtWk5XiaOdJZQusinxuh2WzSVTI6nQ5+vx+hUEixuj8royq6xWIR1WpVs/MCf6/Oyefz0Ol02N/fRzAYhF6vHwirbG6VwWAw5gMLrQwGg6HAPKRMTqcTy8vL6Ha7I8OddL+q1WodK2WKRCL47bffkE6nEYlEFB+LtJI7TsrEcdyAlGkU29vb2N7eRr1epzOSUinTKDiOw9nZGf766y989dVX0Ol00Ol0NGhls1kqr4lEInO32Y4SH0nbuOfJrHOkk4RW+S7QnZ0dRKNRzZ4b8LBKhlSPu90uHA4HOI4baaGeFzc3N4jH40MrupVKBd1ul94ImSdklVMqlaKrc8LhMLa2tphkicFgMDSEhVYGg8FQYBYpEwmAgiDA7/cDwMgQJpUypVIpxf2qwKCUyel0KlbRNjY24PP5kE6nx0qZdnZ24Ha7abVKKfCsr6+jXq8jk8nQOdhxF+tra2sIBoMQRZGu+iErcoi8JhaLjZ3tnQYl8dG8mXWOVCqhUsPl5SXi8bjm7dQEMsssCAJdbRSLxcZ2IcyKmoouqcp3Op25VXrJKidBEOjqHI7jYDQa6c0aElZZKzCDwWDMHxZaGQwGYwzTSpl2dnbg8XhQKBRo5UmpckikTGr2q+p0OkQiEXz48AGCIOCLL74YK2WSthQrXcwHg0FUKpVHM7lySCi4v79HsViEz+dTDK5EsuR2u5FMJlGpVFAqlai8RiubbbPZhCAIiuKjeTHvOdJxr4V8F6hW7dRSarUa4vE4rq+vsb6+juPjYzidTk3D2iQV3XmHVvnqnMPDQzgcDiZZYjAYjAXCQiuDwWCoYFYp08nJCQDl0Ao8tPJWq1XwPK9aypTNZnF6egqHwzHyWNJS/Ouvv6qSMoVCIcTjceRyOQQCgaHHtVotrK+vY2NjA4VCATabDUtLS48CmnxutdFooNfr4fLyUlOb7STio1mZ9xzpuJnWYbtAtWinlnJ7ewtBEHB6ekrfT36/XxPDMmGaiq40tM7C3d0deJ6nz1e6yomE1ZWVFRZWGQwGYwGw0MpgMBgqmIeUCcDY6qx0v6oaKZPf70e5XEYikYDFYlGssFksFlgsFhSLRbhcLuzs7Iw81ul0olQqIZvNwuFwDA1DrVYLBoMBgUAAP/zwA1KpFA4ODtDtdrG8vEyDaq/Xg06noyGyUCgAAHZ3d/Hll1/O3WY7jfholnNpMUc6KrT2+31qytW6nZrQbreRSCSQy+XoaqNIJDL2vTwr01Z0Zw2t7XYbyWQS2WwW/X4fbrcboVAIa2trTLLEYDAYTwQLrQwGg6GSWaRMgiCg2+3i/v5+bDVM2sprs9kUWxxJxev3339XJWWKRCKo1WoQBEFxzyuZySUrauRSpl6vh06ng9XV1YE52Fqt9miPqk6nQ6FQQCqVQqfTgdFoxMXFBVwu19wD66zio0nQco50WGitVquIx+Oo1+vY3NzEwcGBZs8NePgd53I5JJNJtNttmM1mxGIxxZsd80Be0eU4jraeq2Ha0Nrr9ZDP55FIJOjzjUQi2NnZGWgFZnOrDAaDsXhYaGUwGAyVzCJlIhe546y8wENVNxKJ4NOnT0gmk2OlTFarFSaTaWIp07g9r7u7uzSMnp+fD4TRVqsFADR0kjnYVCoFg8EAnU6HlZUVVKtViKI4UIVcWlrCx48f57oOZZj4iLRyzptFzJFKQ+usUqdpzl2pVMDzPDUsHx8fw2q1anI+All3RCq6Xq8X4XB44orupKGVrM6Jx+O4u7vD1tYWDg8PYTabHxmBWVhlMBiMp4GFVgaDwZiAaaRM3W4XnU4HW1tbqFarY628wN/7VdVKmTiOm0jKRIy9FotFtZTpm2++oUFJHlqlc7ClUgkWiwWJRAKXl5dYXV0dqEKWy+WBfzsL8xYfKbHIOVISWkulEv744w8AD/t5Q6GQJs+NIDcsHxwcwOPxaNoKK6/oWiwWRKPRqSu6k4TW6+trxONx1Go16PV6xGIxuN3ugblVJlliMBiMp4eFVgaDwZiQSaVMzWYTAGCz2VAoFMZaeQmRSETVflVgUMpUqVRgt9tHHktaLn/99Vek02lwHDfyWL1ej2AwCJ7nkcvl6OoeeWgFBudgM5nMyCpku92mP3ta5i0+UmLRc6TdbhelUgnAw1ynzWYDx3GaPDeC3LAcCAQQCoU0tRBrVdFVE1qbzSZdu0RW5/j9fuj1eja3ymAwGJ8hLLQyGAzGhEilTFardayUqdFoAAC2t7eplEnJykuQSpnG7VcF/pYyiaIIs9k8Vsok3fOqVNVyuVwolUrIZDJwOBxYX18fGlpJxfeXX36B1Wodaeod9m/VQsRHgiDQoBOLxWYWH41COkeq9Yxsv99HuVyGIAj0PRMMBhVvKszKMMNyJBIZukpmngzbmet2u+cSEpVCK3m+mUyGrs4Jh8PY2Nh41ArMYDAYjM8HFloZDAZjCoiUKRgMUrHRKCkTCSAbGxvY2tpCsVhUtPJKIa28avarSqVMmUwG4XBY8WdLW4rHSZmi0SiVMh0dHY0Mnru7u/i//q//SzEwT1tpHRZ0PB6PJgFy0XOkcqmT3+9HJpPRTHq0SMOylEXszB0WWuXPd29vDxzH0flrNrfKYDAYnzcstDIYDMYUSKVM+/v7SKfTI6VMJLSur6/TAPjDDz+oljJxHIdPnz6N3a8KPEiZjEYj8vk8nE4ntra2Rh67sbGB/f19ZDIZVVImUnGt1Wo0eA6rlo4Ldq1Wi4qa1LCIoCN9bIuakQUedoEKgoByuTzQTn1xcYFMJqNJgJIblt+9eweHw6FpWFvkzlzSdk9Cq/z5Hh8f053CbG6VwWAwngcstDIYDMaUECmT1+tVlDI1Gg3o9XoasqQrYiaRMhWLRTidTlVSpo8fP0IQBLx//17xYtzn89H1OlarVTEISqVM29vb9IJ/UtrtNvR6/diQsMigs8gZWeDhuZFdoETqxHEc1tfXAYze0zoLizQsE56ioktuiDSbTfz000/0+UYiEXi9XlpRJdVVFlYZDAbj84eFVgaDwZgBImUKhUL47bffkEwmcXBwMHBMo9F4FLRIABRFce5Spq2tLXi9XuRyOVVSpkgkgt9++23sntfV1VWEQiHwPI9+v4/V1dWpLvhbrZZi5XKRQYfMyPI8T9fyxGKxR7tm50Wv10OhUEAikVCUOs0ztC66ekyoVqvgeX4hO3OltFot9Pt9nJ+fQ6fTwev1IhgMYnV1lUmWGAwG45nCQiuDwWDMgFzKVC6X4XK5aMDq9/toNBqw2WwD/066IkYrKdPp6SkSicTEUial6iJpEb65uRnZejwulLTb7ZErguStnFoGHfkcqXQtjxacnZ2B53nU63Vsbm7i7du3sNlsQ883j9C66OoxYdHzwATp8+12u1hZWcFXX31FuwKklVVWXWUwGIznBQutDAaDMSNyKRPP81TKdH9/j36/P7SlVboiZt5SppWVFYTDYfzxxx9jpUw6nQ6RSETVnlfSfvzTTz/RudZJabVajwRD9XodgiCgUqlo3rraaDQgCAJOTk5GruWZJzc3N+B5HtVqle4C3d/fVxXipglX8uqx1oZlwlNVdIc9XxL6d3Z2mGSJwWAwXgAstDIYDMaMKEmZpObgYf9OSymTzWZDqVRSJWWS7nk9PT2Fw+EYeSwJnK1WC7VaDSaTSfFxSOn1euh0OjRwt1otJJNJ5HI5ANoGnU6ng1QqhUwmM3SOdN7c39/TEKfT6eDz+RAKhVQ9t16vB2Dy0LpIwzLhqSq6wGC1nDxfp9OJu7s7LC0tQa/XM8kSg8FgvABYaGUwGIw5MErKpBRagemkTBaLBcViES6XS3ElyqRSJrLnNZFIwGKxjKw8kgrr0tISBEHA119/TauG41ovpetuMpkMEomE5kGn3++jUChAFEXFOdJ50e12B9pU7XY7OI5TvGkwCrVha9HVY+DxXlmt54GlyJ9vMBiEz+ejFVWDwcAkSwwGg/GCYKGVwWAw5sQwKROZ3VRq/Z1GykTakCeRMp2dnT2arZUi3fOqJGUiO1rNZjPOzs5QKBSwv7+v+Jjl/7ZQKKDdbmveulqtVhGPx1XNkc5Kv9/HyckJBEFAs9nE7u4uYrHYRJVo6c8CxofWYdXjSCSiiWFZyqLngQnDrMuhUAjr6+sDc6tMssRgMBgvCxZaGQwGY04MkzIZDAYsLS0ptoROKmXa2NiAz+dDOp1WLWUql8sQRRFms1kxFFutVphMJhQKBbhcrqHVQRI8rVYrGo0G0uk07HY71tbWFEPL1dUVfv/9dwAPoUzL1tV6vY54PI5qtYqVlZWJ5kin4eLiAvF4HFdXV1hbW8PR0RFcLtfUz21caF109Zgg3Su7vLy8kIouMNy6zHEcdnd3odPpBozArLrKYDAYLw8WWhkMBmOOyKVM19fXWF9fH3shPY2USbpfdZyUKRKJUClTKBQaeSxpKf7w4QN4nh8qZSKhdW1tDdFoFD/99BMSiQTevn079Gc2m00IgoBSqUR/Fpk9nDetVguiKKJQKADARHOk0yAPceFwGIFAYGaBlFJolVePDw4ONF8lI69wut1uRCIRzeaBCf1+n67OkT5fi8VCK6sksLKwymAwGC8XFloZDAZjjgyTMqm5mJ5UykRaeX/99VfVUqZisYhcLgeHw6FayjRszyuZS11dXcXW1hYcDgdd9SNt8+10Okin00in0+j1enSdjiiKc29fJXOkqVQKnU4HNpsNHMdpJgNqt9u0Lbff7889xA0LrYuuHgOPK5wmkwnRaFTzii7wYF2Ox+M4Pz+nRmmPx0MrqiysMhgMxuuBhVYGg8GYM0TK5HQ6kU6ncXd3h/v7+5G7SQlSKdP5+flYoY3FYplYykRC8bt371RLmeR7XkmllVQvw+Ewzs7OIAgCzGYz+v0+isUiRFHE/f09DAYDYrEYDAYDUqkUAChWhidh0TIgEuJEUUS73YbJZEIsFsPu7u5czyMNrcRCvKjqMTm/vMJ5eHgIq9WqeUi8v7+n1XJiXQ4EAtDr9QNhlc2tMhgMxuuBhVYGg8HQACJlAh4CQDKZxMHBwdh/R6RMgiDgm2++GXthPomUaXt7Gx6PB/l8fiIpk3zPa6vVgk6no0F2dXUVwWAQoijSuc6bmxtsbGzg/fv3A62r8sA7C4uUAZEQF4/HcXt7i83NTRwdHWkW4khoLRaLyOfz6Ha7sNlsiEajU1mIJ0Fa4Zx0r+wsdLtdZDIZpFIp+nwjkQg2NzeZZInBYDBeOSy0MhgMhgYsLS3BZDLhm2++QSKRoO2zBoNB8d/JpUx+v1/xeKmUqVwuj50TDQQCOD09VS1lMhqNj/a8tlot6PX6gbDmdrtRKpVQKBRoK+f+/v6jn99utwcC7zQser2LPMS9efMGXq9Xs/DU7/dxdXUFAMhkMgtbJSOvcPr9foRCoblVxUcxzLocjUZhMBig0+kGwiprBWYwGIzXCQutDAaDoRFra2vY2dlBOBzG5eUl/n/t3dtXImfaBfBdyEHEAwgCooByKOhWu3sm05mZNWtm/vK5mpWLTneyZk06CVWAHERQEbA9IgVV30V/VSOKgApK6/5dddIFSHKR7H7edz+SJOH9+/cDw45eypTP5+Hz+YYqZapUKsZ+1UGlTLFYDL/99tvQpUzX97y2Wq0bk1KTyYTNzU0cHh4iHA7fOkntFXiH1Wu9iyiKYysDeooQd7WFGABEUcT6+vpYw9r1CafP50MikcDMzMzYPlNXr9eRSqWMwrLNzU34/X6WLBERUReGViKiMelVyrS7u4tgMDjwdaIo4tOnT8hkMtja2ur7/NTUFERRxH//+1/kcjmIotj3eZ/Ph3K5jGKxiOXl5b7hpNee11ar1bPgyOFwGNOx2/QKvIOoqmrckX2M9S5PEeKutxAvLi6iXq/D7/ePLbCNcq/sXZ2dnUGWZezv7xuty6FQCGaz2Vhho/+aiIiIoZWIaIz0UqZgMIj9/X1sb2/D6/UOLGWan5+/VylTqVTC8vLy0KVMsiwPVcqkHyl2uVxQFOXed1IVRRn43a+qVqtdZUAbGxvwer1ju0f62CFObyG+vkqmVCqhXq+PLbRdnehOT0/jzZs3WF5eHntIVBQFmUwGxWIRmqZhdXUVkUgENpuNJUtERHQrhlYiojHTS5mi0Sh++eWXsZcyybKMP/7xj0OXMh0eHmJpaenWZ/Ujxb/++ityuRw0TXtQaO0XqHUnJyeQJAmHh4ePUgb02CFuUAtxvz2tD3F+fg5JkowJZzwex9ra2oP3yg6iqiqKxSKy2SwURYHb7UY8Hsfc3FzXUWDeWyUiol4YWomIxsxkMsFms8HtdmNpaWkiS5kWFxf7Bhev14tyuYzd3V0Avdt/BUHoGzhUVYWiKH3vhOrrXXZ2dox1J+Nc7/LYIW7YFuJRh1ZFUZDNZlEoFIwJZzwev9PU+z40TcPBwQEkScL5+TkcDgc2NzfhdrtvNAIzrBIR0W0YWomIHoHFYoGiKIhEIsY09E9/+tOdSpn8fv/A0qH7ljIVCgVEIpFbn9WPFH/48MH4PnfVbrdvfW2n00GhUEA2m32U9S5PEeLu0kI8qtDaa8KZTCaHmnY/1JcvX5BKpdBoNGC1WvHq1SsEAgFjosqSJSIiGhZDKxHRIxhFKVM6nR5LKdPu7i4KhQL8fv/AUia3241arYaLi4ueP2s/vXa0apqGvb09SJLUte5kXOtdVFXFzs4OMpnMo4W4+7QQPzS0apqGarWKVCqF8/NzzM7O4s2bN/B4PGMPic1mE7Iso1wuw2QyYX19HWtra8ZElSVLRER0VwytRESPpFcpk8/nG3j0dX5+HoFAAOVyeehSJrfbPXQpUyKRwMePH5FOp/HmzZu+YcLpdKJWq6FcLiMcDncdox0UQhRFAfC/0Hr1HqnNZsPW1hYCgcDYSpb0UqezszM4HI6xh7iHtBA/JLQeHx8jlUqhXq/DarXi9evXWF1dHXu5UbvdRi6XQy6Xg6qq8Pv9iMVisNvtN44CExER3QVDKxHRI7peypTJZIYqZYpGo6hWq3cqZWo0GkOXMq2srKBUKg0sZdKP+LZarYF7Xq/TJ62qquI///mPsd4lFosZk7hxuBriLBbL2EPcKFuI7xJam80m0uk0dnd3jQlnJBIZ615Z4Ov31VcSXV5ewul0QhRFLCwsGOtrWLJEREQPwdBKRPSIHlLKFIlEIEnSUKVMMzMzCIVCyOfzQ5Uy6U3Fg0qZ9ODpdDpv7HkdFEiazSYA4LfffoOmacZ6l0H3dO/raogTBOFRQtyoWojvMmnVJ5z5fB6dTgd+vx+iKI51r6zu8PAQkiTh5OQEdrsdb968gdfr7WoE5r1VIiJ6KIZWIqJHdt9SpkAggEqlMnQpUzgcxt7eHrLZLJaWlvpOMs1mM6LRKH7//fe+pUytVgsWi8XY8zrMkWJ9vYssywC+Hnd+/fo1FhYW+v7899XpdIxjqo8V4kbdQjxMaO014UwmkwP/AGQUTk9PIUkSqtUqzGYzRFFEMBhkyRIREY0FQysR0SN7zFKmeDyOX375BblcDvF4vO/zfr8f5XLZmKDa7fYbz7RaLVit1p57XnsFFP0e6enpqRGav/vuu7GssNE0DeVyGbIs4/LyEgsLC0gmk3C5XCP/LN24WogHhdZarYZUKmVMON++fQu/3z/2kNhqtYyVRMDXtur19XVYrdausMp7q0RENEoMrURET+CpSplmZ2dvfVYPxR8/foQsy3j79u2NZ1qtljGxvL7n9Woj7MnJCSRJwuHhISwWC5LJJI6Pj1GpVMZyPLderyOVSuH4+PhBx3KHNe4WYk3Tev7sp6enkGUZBwcHMJvNSCQSCIVCY9srq9NXEm1vb6PdbmNpaQnxeBwOh6OrZGnQrl4iIqL7YGglInoiDyll0u+fulyuvlMtQRAQj8fx4cMHSJI0sJRpbm4Oq6urRimTx+Mxfk/TNLRaLeP46fU9r4lEApeXl8YkThAEhMNhRKNRWK1W/PTTT7BYLCMNNWdnZ5Bl2TiWK4rijVbjUbq+SmZcLcTXQ2uvCWcsFhvLxPr6z7G3twdZlnFxcYG5uTmIoojFxUUIgtDVCMywSkRE48LQSkT0RB5SyhSNRu9UyhQOh5HP57G/vw+/39/3eX2CKssyXC6XEQDb7TY0TesKSvqe12KxCEEQUCwWjfUuoijC4XAYzyqKMrIpa6vVQjabRbFYhKZpCAaDiMViDz6W289jthDroVVVVRQKBWSzWWPCmUgk+k7MR6XRaECSJBwdHcFms2FjYwPLy8ssWSIiokfH0EpE9IQeUspULpfvXMqUyWTg8Xj6ljJZLBbEYjH8/vvvKBaLWF9fB/C/5uCrofXqntdcLtd3vUur1XpwqFRVFcViEdlsFoqiwOPxIJFIjOxYbi9P0UKsqio0TcO///1vY8KZSCS6Jt/jcn5+DlmWjZVEkUgE4XDYmKhOTU11HQUnIiIaN4ZWIqIn9JBSpkQiMdZSpt3dXRQKBfj9ftjtdiiKAgA3jqTOzs5iY2MDJpOp7z1SRVHuPSHUNA0HBweQJAnn5+eYnZ3Fmzdv+u6Ufah2u418Pv+oLcQAcHR0hHq9DlVVoaoqNjc3sbKyMvaQqCgKtre3USgUoKoqAoEAotEopqenu+6tsmSJiIgeG0MrEdET00uZVldX713KVK/Xe043r/J4PFhcXBy6lEmfoOprbXpNWnU+n6/v5FHTNCiKcq87mF++fEEqlUKj0YDVah3rsVzg5iqZx2ghBoCLiwvIsoxKpQLg6/Hxv//9732n4qOgryRKp9NQFAWLi4uIx+OYn5+HIAhdjcCcrhIR0VNgaCUimgD3LWWKRCI4ODiALMv4/vvvB5YyiaKIDx8+QJZl/OEPfxhYyrSysoLd3V0cHh72Da2Dwow+pb3LkdpmswlZllEul2EymbC+vo5oNDrWEFer1SBJktFC/BirZNrtNra3t5HP540JZ7PZ7FoTNA56qZQkSTg7O8PMzAw2Njbg8Xh4b5WIiCYKQysR0QS4bymT1Wo1Spl2dnYQDof7Pj8zM4NQKIRCoTBUKZMeitPptHEU9z6htV/gva7dbiOXyyGfzz/asdyzszNIkoSDg4NHaSEGvk449Yluq9WCy+VCMpnEwsICPn36NNageHJyglQqhVqtZqwkWllZMSaqDKtERDRJGFqJiCbEQ0uZcrkcfD7fwFKmtbW1O5UyRaNR43iu/vfuaphJ6/VjuU6nE8lkcmBwf4inaCEGYEw4T09PjQmn1+s1QuJte1ofqtlsIpPJoFQqGSuJ1tfXYbFYusIq760SEdEkYWglIpoQgiDAZrM9qJQpk8lgc3Oz7/P6JHHYUqbl5WWUy2UcHx/fGmiGPR5826S1VqshlUrh5OQEdrt97Mdy9RbiTCaDdrv9KC3EwNcJpyRJODw8NCacoVDoxj/TUYfWTqeDXC5nlEr5fD7EYjHMzMywZImIiCYeQysR0QQxm81dpUz69PSpS5lEUcSnT5/u9Z2A/x0Pvj5pPT09hSzLODg4gNlsHvux3F4txIlEYqwtxABweXmJTCaDnZ0dY8IZjUZv/fc6qtCqaRrK5TJkWcbl5SXm5+chiiJcLhcEQegKqzwKTEREk4qhlYhowkxiKdP8/DympqbQ6XRQq9XgdrtvvF8/1++0Xj2WC+BRjuVebyHe2NjAysrKWKeLnU4HhUIB2WzWmHCKogiHw9H3daMIrfV6HalUyiiV2trags/nY8kSERF9cxhaiYgmzFOUMh0cHMDn8/V9XlVVCIIAWZbx5z//+U5hTz8ePDU1hVwuh2w2i3a7jaWlJSQSiXvvbx3GxcUF0um00UIciUQQiUTG3sxbqVQgyzKazSbm5+eRTCYHTsCvvv6+YfJ6qVQsFkMoFILZbDZW2Oi/JiIi+hYwtBIRTaCHljLl8/k7lTKl02m43e5bg1y73YamaXC5XGg0GigWi1hbWxv6+1xeXgIAPnz4gIuLC8zOziKZTMLj8Qz9HneltxDncjmoqorl5WWIogi73T62zwSARqOBVCqFL1++wGazYWtrC4FA4M4h8a7PXy+VWl1dRSQSgc1mY8kSERF90xhaiYgmUK9SpnK5jNXV1YGvE0URP/3009ClTPF4HJ8/f0Y+n0csFuv5nD4pdTqd6HQ6yOfz8Pv9A0Mx8PVYbrVaBfD1uOzGxgZWV1fHNul7ihZiADg/P4csy9jb2zP+ua6trd3rfu5dJq16qVQ2m4WiKPB4PIjH45idne06Csx7q0RE9K1iaCUimlDXS5m2t7fh9XoHljItLCxgeXkZlUplqFKmpaUluFwu7OzsYHl5ued9S/1Oqs1mM0qZ0uk0tra2APSeCl49lgt8nR7/4x//GOux3MPDQ0iSZLQQv3v3Dj6fb6xhTVEUZLNZFAoFY8IZi8WGCvS30TRt4ES0V6nU1tYW3G43S5aIiOhZYWglIppg9y1likajqFardypl+vHHHyFJUs9SpqtFSlebimu12o0jvr2O5R4dHcFms40tsJ6enkKSJFSrVZjNZiQSCYTD4bEehVVVFTs7O8hkMlAUBW63G4lEAvPz8w9+70GT1uulUq9fv8by8rIxUWXJEhERPScMrUREE6xXKdPKygoWFhb6vs5qtSISiUCW5aFKmRwOR99Spuvtv9FoFAcHB8ZdWKD/sdx//etfY9mB2mq1jFUyABAKhRCLxQZOox9C0zRUq1VIkoSzszM4HA5sbW1haWlpZCHxttB6vVRqfX0da2trxkSVJUtERPQcMbQSEU04vZRpfX0d9XodkiQNVcq0srKCSqVy51KmTCZzo5Tpemi1WCxGU3GxWITT6bz1WK6maVAU5caO1odQVdVYJfNYLcQAcHx8DEmSUKvVYLFY8Pr1a6yuro58oqtpWtdf95peR6NR2O12496qHlyJiIieG4ZWIqIJp5cy6dPQpyhl0kPr1eCpHxHOZDIAcOuxXL3EaRTTT03TsL+/D0mScHFxgbm5OSSTyRt7Y0et2WwinU5jd3cXgiBgfX0dkUhkpEH8Kv1Oq6ZpKJVKSKfTaLVacDqdEEURCwsLxvoaliwREdFzx9BKRPQNeOpSplarZQQknSAISCQS+OWXX+Dz+W49ljuq0Hp0dIRUKmXcj93c3MTKyspYw1q73UY+n0cul0On04Hf74coipiZmRnbZwJfQ2ur1cIPP/yA09NT2O12vH37FktLS12NwLy3SkRELwFDKxHRN+KxS5lkWca7d+8gCAJarVbP0Dk/P49//vOffd+z15T2Li4uLiDLMiqVCkwmE6LRKNbX18faQqxpGsrlMmRZxuXlJRYWFpBMJuFyucb2mbrT01O0Wi00m02YzWaIoohgMMiSJSIierEYWomIvhGjKGUqlUoIhUJ9n3c4HAgGgygWi6hWq/B6vbeG1mHcd9LabreNVTKqqiIQCEAUxQetkhlGrVaDJEk4Pj7G9PQ03r59C7/fP/aQeHl5iUwmg1KpBE3TYLfb8f3338NqtXaFVd5bJSKil4ahlYjoG/KQUqZyuYxcLgefzwebzdb3+bW1Nezv7yOdTmNxcRGtVuvWkqNBYe6uk1ZVVVEqlZDJZNBqteByuZBMJgeG84c6OzuDJEk4ODjA1NQURFFEOBzuOhI9Dp1OxyiV6nQ68Hq9qNfrmJ2dxfT0NEuWiIjoxWNoJSL6hjyklCmRSOCnn35COp0eWMpkNpsRi8Xw66+/Gvc5HzppHSa06qtkTk9PMTMzg42NDXi93rFOOVutFrLZLIrFIjRNQzAYRCwWGxjsH0rTNOzt7UGSJDSbTczNzSGRSMDlcuH8/BxmsxkWi4UlS0RE9OIxtBIRfWNGUcrUaDQG3s/0er0ol8solUoAbj/eO+yktd/Pd3JyAkmScHh4CIvFgmQyiVAoNNbpoqqqKBaLyGQyaLfb8Hg8SCQSY9kne12j0UAqlcKXL19gs9mwsbGB5eVlo2TJ6XTy3ioREdH/Y2glIvoG6aVMkUgEnz9/vlcp0/v374cuZQJun5RqmtY3XPWbtOr3OHd2diAIAsLhMKLR6EjW49xG0zQcHBxAkiScn59jdnYWyWQSHo9nbJ+pOz8/hyzL2Nvbw9TUFKLRqHEEWb+3ajabGVaJiIiuYGglIvoG6aVMHo9n7KVMHo8H1WoVzWaz5zPDTFotFkvXc51OB/l8Htvb2+h0OvD5fBBF0VixMy5fvnxBKpVCo9GA1WrFxsYGVldXxx4SFUUxSqU0TcPKygoikYhxZ5X3VomIiG7H0EpE9I3qVcr0/v37gQHsrqVMTqcT1WoVlUoF6+vrN3a1DqIoijFl1TQNlUoFsiyj2Wxifn4eyWRy4P7Yh7q4uEA6nUa5XIbJZEIkEkEkEhnr2hzg6xHknZ0dZDIZKIqCxcVFiKKIubm5rn2rvLdKRER0O4ZWIqJvVK9Spt3d3TuVMmUyGWxsbPR9vtPpAPgaPvP5PKLRaNd7DaKvy7l+j3NrawuBQGCsYa3dbiOXyyGXyxlrc+LxOOx2+9g+E/gazvVSqbOzMzgcDmxubsLtdt+YrDKsEhER9cfQSkT0DdMbZh9SyhQIBPqWMulFSk6nE8ViEX6//07HeFutFtrtNj58+ICpqSnEYrEbE9tR0zQNpVIJ6XT6UdfmAMDx8TFSqRTq9bpRKrWystJ1b5UlS0RERMNjaCUi+sbZbDa0222jlCmbzeLVq1cDXzdsKVOr1YLJZEIikcCPP/6IdDqNt2/fQhCEgQVM2WzWKGJaXV1FLBbD9PT0/b7okA4PD5FKpYy1Oa9fv4bP5xt7SGw2m0in09jd3YUgCFhbW8Pa2pqxtkYPq7y3SkREdDcMrURE37jrpUz69HRUpUz68V6Hw4HV1VXs7OygWq3C6/X2fP76PU4ACAQCA3fDPtTp6SkkSUK1WoXZbEYikUA4HB57SGy328jn88Y+W5/Ph1gshpmZGZYsERERjQBDKxHRMzDOUiY9tALA+vo69vf3kU6n4Xa7u4qMet3jFEURv/76K2ZnZ0f7ha/9fPraHACPsjYH+Pp9y+UyZFnG5eUlFhYWIIoinE4nBEHgvVUiIqIRYWglInoGrpYyBYNB5PP5kZUyKYqCmZkZAF/v0MZiMfz222/I5/NIJBIAvt7jlCQJtVoNFosFr169QjAYxPHxMQCMJUB2Oh0UCgVsb2+j3W7D6/UikUiMfW0OANRqNUiShOPjY0xPT2Nraws+n6+rEZj3VomIiEaDoZWI6JnQS5mCwSAODg7uVMrk9/uxt7d3o5RJVVUoitL1Hj6fD+VyGcViEV6vF5VKBaVSybjHGY1GjRU3eomT/tejoGka9vb2IEmSsTYnkUjA7XaP7DNuc3p6ClmWcXBwgKmpKcTjcQSDQWOiqk9XGVaJiIhGh6GViOgZuW8pUywWw+Hh4Y1SJv1O6tXQKggCRFHEx48f8fHjRwCA3++HKIrGRFbX6/UP8RRrc4Cv4TubzaJYLELTNASDQUQiEVitVpYsERERjRlDKxHRMzLqUiZ9Uno9dM7OziISieDo6AixWOzWlTmjmrSen59DlmXs7e0Za3PW1ta67tSOg6qqKBQKyGazaLfb8Hg8iMfjmJ2dvTFZ5XSViIhoPBhaiYiemfuWMgUCgRulTLeFVgAIhUKIxWJ937ff64ehKAq2t7dRKBSgqipWVlYQj8fHvjZH0zTs7+9DkiRcXFxgdnYWoijC7XazZImIiOiRMbQSET0z9y1lMplMEEURP//8s1HK1C90DjNd1I8H33UiqqoqSqUS0uk0FEXB4uIikskk5ufn7/Q+93F0dARJktBoNGC1WvH69WsEAgGWLBERET0RhlYiomfovqVMTqezq5RpUGgdRFEUWCyWoe96apqGw8NDpFIpnJ2dYWZmBltbW1haWhp7SLy4uIAsy6hUKjCZTIhEIgiHw8ZEdWpqiiVLRERET4ChlYjomRpFKZN+V7XXndRhwlur1Rr6PuvJyQlSqdSNtTnjLjdqt9vY3t5GPp+HqqoIBAKIRqOYnp7uurfKkiUiIqKnwdBKRPRMPaSUaX19Hel02jgCfN/Co+vrcnq5vLxEOp2+dW3OuKiqit3dXaTTabRaLbhcLsTjcSwsLEAQhK5GYE5XiYiIng5DKxHRM3bfUqaVlRVUKhWcnp7CarX2fH7YSavdbu/5e51OB/l8Htvb2+h0OvD5fEgkEjfW5oxDtVqFJEk4PT2F3W7H27dvsbS0xHurREREE4ihlYjoGRtFKZOqqvf6bE3Tek5aNU1DuVxGOp1Gs9nEwsICksnkrWtzRunk5ASSJOHw8BBmsxmJRAKrq6vGRJVhlYiIaPIwtBIRPXMPKWUymUxot9toNBo3QuWgYNdut6FpWtcx33q9jlQqhePjY0xPT+PNmzdYXl4ee0i8vLxEJpPBzs4OBEFAKBRCJBIxSqKuHgUmIiKiycLQSkT0AtynlEnTNKiqCkEQIMsy3r9/f6dQp6+7sVqtODs7gyzL2N/fx9TUFOLxONbW1jA1NfWg7zXI9SPIXq8XsVgMDoeDJUtERETfCIZWIqIX4Gopk8fjGaqUSQ+dTqcTjUYDu7u7CAaDxu8Pmo7q63JqtRrS6TQ0TUMwGEQsFoPNZhvBt7qdpmmoVCqQZRnNZhPz8/MQRREulwuCIHSFVR4FJiIimmwMrUREL4ReyhSJRNBoNAaWMumh0+12Q1EU41jxMIFTVVWUSiUAX0Orx+NBIpHA3Nzc6L7QLRqNBlKpFL58+QKbzYbNzU34/X6WLBEREX2jGFqJiF6Iu5Yy6aHVZrMZpUyZTAYbGxu3foamaTg4OIAkSTg/PwcAiKKISCQy+i90zfn5OSRJMo4gx2IxhEIhmM1mY4WN/msiIiL6djC0EhG9IHcpZdJDq9VqhdPphN/vx97eHlZWVuB0Om88/+XLF6RSKTQaDVitVvh8Puzv78Pr9Y71OymKgmw2i0KhAE3TsLKygmg0CpvNxpIlIiKiZ4ChlYjohRm2lOlqaAWAaDRq7Df9/vvvjYlls9mELMsol8swmUyIRCKIRCLY3t4GgK724FFSVRU7OzvIZDJQFAVutxvxeBxzc3NdR4F5b5WIiOjbxtBKRPTCDFvKpIdWPXTabDZEIhGk02mUSiWEw2Hkcjnkcjmoqorl5WWIogi73d7z9aOiaRqq1SpSqRTOz8/hcDiwubkJt9t9oxGYYZWIiOjbx9BKRPQCDVPK1Gq1IAhCV+hcWVlBuVzG9vY2isUiLi8v4XQ6kUwmbxwZVhRl5Otkjo+PkUqlUK/XYbFY8OrVKwQCAWOiypIlIiKi54ehlYjoBRqmlKnVasFisXQFQJPJhEQigZ9//hlWqxXv3r2Dz+frGRJbrVbPu7L30Ww2kU6nsbu7C0EQsLa2hrW1NVgsFiOssmSJiIjoeWJoJSJ6oa6WMu3v798oZVIUpWfodDqd+Nvf/gaHw9F3iqooyoOPBrfbbeRyOeTzeXQ6Hfj9fsRiMdjt9htHgYmIiOh5YmglInrB9FKmaDR6o5Sp1WrB4XD0fN3MzMzAoKgoinG/9a40TcPu7i7S6TQuLy+xsLAAURThdDqN9TUsWSIiInoZGFqJiF6w20qZ5ufn0Wq14HK5er5uUFDUNM04XnxXtVoNqVQKJycnsNvtePPmDbxeb1cjMO+tEhERvRwMrUREL9zVUqZ6vQ5ZlvH27VtomnbvO6mdTufOrz89PYUkSahWqzCbzYjH4wgGg8bxX4ZVIiKil4mhlYjohbtayhQKhZDP51EqlQDg1tA5KDjeZd1Nq9VCJpPBzs4OACAYDCISicBqtXaFVd5bJSIiepkYWomI6EYpkx4g7ztp1UNrv9erqopCoYBsNot2u42lpSXEYjHMzs52lSwJgsDpKhER0QvG0EpERABuljIB9w+tiqIA6D1p1TQN+/v7kCQJFxcXmJ2dRSKRwOLiIgRB6GoEZlglIiIihlYiIgLQXcrkcDhwdnaGy8vLe73XbZPWo6MjpFIpHB0dwWq1YmNjA8vLyyxZIiIiolsxtBIRkUEvZZqfn8fZ2RmKxSL8fn9XiBzmuO71SevFxQVkWUalUoHJZEIkEkE4HO4qWdKPAhMRERFdxdBKREQGvZRJL0E6OzvD7u4uVldX7/Q++qTVZDJBkiQUCgWoqopAIIBoNIrp6emue6ssWSIiIqLbCJqmPfXP8BhexJckIhqVi4sLXFxc4NOnT1AUBX/5y1+Mo7560Ozn8+fPKJVKxuTW5XJBFEXMz89DEISuRmBOV4mIiF6Me/1Hn3+0TUREN9hsNlgsFkSjUbTbbWSz2aFep2kaqtUqKpUKgK/Hg9+9e4fvvvsOCwsLmJqagsVigcVi4d1VIiIiGgqPBxMR0Q1XS5k8Hg8qlQoCgQAWFhZuDZonJydIpVKo1WoQBAEWiwV//etfjYkqS5aIiIjoPjhpJSKiniwWC8xmMyKRCEwmE2RZRq8rJZeXl/j8+TN++OEH1Ot1hMNhzM7OYmZmBmaz2dgBy6IlIiIiug9OWomIqCe9lMnhcCAUCiGfz6NcLiMcDgMAOp0O8vk8tre30el04PV6EY/HMTMzYxQr6YVORERERPfF0EpERLfSp6Srq6vY399HNpuF3+9Ho9GALMtoNpuYn5+HKIpwuVwQBKGrEZiTVSIiInootgcTEVFfqqri7OwMBwcH+Pz5M8xmM9rtNqanpxGLxeD3+431Nby3SkRERH3c638QOGklIqK+rpYyeb1e1Go1xGIxhEIh457q1NQU76wSERHRWHDSSkREA2mahvPzczSbTSPEXp2s8t4qERERDYGTViIiGg+9lElVVQiCALPZbIRVTleJiIhonDhpJSKioWmaBk3TIAgCwyoRERHd1b3+54GhlYiIiIiIiB7DvUIrLyERERERERHRxGJoJSIiIiIioonF0EpEREREREQTi6GViIiIiIiIJhZDKxEREREREU0shlYiIiIiIiKaWAytRERERERENLEYWomIiIiIiGhiMbQSERERERHRxGJoJSIiIiIioonF0EpEREREREQTi6GViIiIiIiIJhZDKxEREREREU0shlYiIiIiIiKaWAytRERERERENLEYWomIiIiIiGhiMbQSERERERHRxGJoJSIiIiIioonF0EpEREREREQTy/zUP8AjEZ76ByAiIiIiIqK746SViIiIiIiIJhZDKxEREREREU0shlYiIiIiIiKaWAytRERERERENLEYWomIiIiIiGhiMbQSERERERHRxGJoJSIiIiIioonF0EpEREREREQTi6GViIiIiIiIJhZDKxEREREREU0shlYiIiIiIiKaWAytRERERERENLEYWomIiIiIiGhi/R84Edpqz7YGdAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 506, "width": 470 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 7), 'b is not in Col A', \n", " -15, 15, -15, 15, -15, 15, (8,8), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "b = np.array([8.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "bhat = A @ np.linalg.inv(A.T @ A) @ A.T @ b\n", "fig.text(a1[0], a1[1], a1[2], r'$\\bf a_1$', 'a1', size=18)\n", "fig.text(a2[0], a2[1], a2[2], r'$\\bf a_2$', 'a2', size=18)\n", "fig.text(b[0], b[1], b[2], r'$\\bf b$', 'b', size=18)\n", "#ax.text(1,-4,-10,r'Span{$\\bf a,b$}',size=16)\n", "#ax.text(0.2,0.2,-4,r'$\\bf 0$',size=20)\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "fig.plotPoint(a1[0], a1[1], a1[2], 'r')\n", "fig.plotPoint(a2[0], a2[1], a2[2], 'r')\n", "fig.plotPoint(b[0], b[1], b[2], 'b')\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=30, elev=-80.0)\n", "fig.set_title(r'$\\mathbf{b}$ is not in Col $A$', 'b is not in Col A', size = 16)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "And what we want to find is the projection of $\\mathbf{b}$ onto the column space of $A$:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hide_input": true, "slideshow": { "slide_type": "-" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 445, "width": 420 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 8), 'b-hat is closest to b', \n", " -15, 15, -15, 15, -15, 15, (7,7), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "b = np.array([8.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "bhat = A @ np.linalg.inv(A.T @ A) @ A.T @ b\n", "fig.text(a1[0], a1[1]+.5, a1[2], r'$\\bf a_1$', 'a1', size=18)\n", "fig.text(a2[0], a2[1]+.5, a2[2], r'$\\bf a_2$', 'a2', size=18)\n", "fig.text(b[0], b[1]+1, b[2], r'$\\bf b$', 'b', size=18)\n", "fig.text(bhat[0], bhat[1]+1, bhat[2], r'$A\\mathbf{\\hat{x}} = \\mathbf{\\hat{b}}$', 'Ax-hat = b-hat', size=20)\n", "#ax.text(1,-4,-10,r'Span{$\\bf a,b$}',size=16)\n", "#ax.text(0.2,0.2,-4,r'$\\bf 0$',size=20)\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "fig.plotPoint(a1[0], a1[1], a1[2], 'r')\n", "fig.plotPoint(a2[0], a2[1], a2[2], 'r')\n", "fig.plotPoint(b[0], b[1], b[2], 'b')\n", "fig.plotPoint(bhat[0], bhat[1], bhat[2], 'b')\n", "fig.plotLine([b, bhat], 'b', '--')\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.ax.view_init(azim=30, elev=-80.0)\n", "fig.set_title(r'$\\hat\\mathbf{b}$ is closest point in Col $A$ to $\\mathbf{b}$', 'b-hat is closest to b', size = 16)\n", "fig.plotPerpSym(bhat, b, a2-3*a1, 2.5)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": { "hide_input": true, "slideshow": { "slide_type": "fragment" } }, "source": [ "### The Normal Equations\n", "\n", "So: how are we going to find this projection $\\hat{\\mathbf{b}}$?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Here is the key idea:\n", "\n", "We know that the projection $\\hat{\\mathbf{b}}$ has the property that $\\hat{\\mathbf{b}}-\\mathbf{b}$ is orthogonal to $\\operatorname{Col}A.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Suppose $\\hat{\\mathbf{b}}$ is $\\mbox{proj}_{\\operatorname{Col}A}\\mathbf{b},$ and that $\\mathbf{\\hat{x}}$ satisfies $A\\mathbf{\\hat{x}} = \\hat{\\mathbf{b}}$. \n", "\n", "So $A\\mathbf{\\hat{x}} - \\mathbf{b}$ is orthogonal to each column of $A$. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "If $\\mathbf{a}_j$ is any column of $A$, then \n", "\n", "$$\\mathbf{a}_j^T(A\\mathbf{\\hat{x}} - \\mathbf{b}) = 0.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Now, each $\\mathbf{a}_j^T$ is a row of $A^T$. \n", "\n", "We can collect all of the equations for all the $\\mathbf{a}_j$ as:\n", "\n", "$$A^T(A\\mathbf{\\hat{x}} - \\mathbf{b}) = {\\bf 0}.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So\n", "\n", "$$A^TA\\mathbf{\\hat{x}} - A^T\\mathbf{b} = {\\bf 0}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So\n", "\n", "$$A^TA\\mathbf{\\hat{x}} = A^T\\mathbf{b}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Looking at this, we see that $A^T\\mathbf{b}$ is a vector, and $A^TA$ is a matrix, so this is a standard linear system. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "This linear system is called the __normal equations__ for $A\\mathbf{x} = \\mathbf{b}.$\n", "\n", "It's solution is usually denoted $\\mathbf{\\hat{x}}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "__Theorem.__ The set of least-squares solutions of $A\\mathbf{x} = \\mathbf{b}$ is equal to the (nonempty) set of solutions of the normal equations $A^TA\\mathbf{x} = A^T\\mathbf{b}.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "__Proof.__\n", "\n", "(1) The set of solutions is nonempty. The matrix on the left has the same column space as $A^T$ and the vector on the right is a vector in the column space of $A^T.$ \n", "\n", "And, by the arguments above, any least-squares solution of $A\\mathbf{x} = \\mathbf{b}$ must satisfy the normal equations $A^TA\\mathbf{x} = A^T\\mathbf{b}.$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "(2) Now let's show that any solution of $A^TA\\mathbf{x} = A^T\\mathbf{b}$ is a least squares solution of $A\\mathbf{x} = \\mathbf{b}$.\n", "\n", "If $\\mathbf{\\hat{x}}$ satisfies $A^TA\\mathbf{x} = A^T\\mathbf{b},$ then $A^T(A\\mathbf{\\hat{x}} -\\mathbf{b}) = {\\bf 0},$ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "which shows that $A\\mathbf{\\hat{x}} - \\mathbf{b}$ is orthogonal to the rows of $A^T,$ and so is orthogonal to the columns of $A$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So the vector $A\\mathbf{\\hat{x}} - \\mathbf{b}$ is orthogonal to $\\operatorname{Col}A$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So the equation\n", "\n", "$$\\mathbf{b} = A\\mathbf{\\hat{x}} - (\\mathbf{b} - A\\mathbf{\\hat{x}})$$\n", "\n", "is a decomposition of $\\mathbf{b}$ into the sum of a vector in $\\operatorname{Col}A$ and a vector orthogonal to $\\operatorname{Col}A$. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Since the orthogonal decomposition is unique, $A\\mathbf{\\hat{x}}$ must be the orthogonal projection of $\\mathbf{b}$ onto the column space of $A$.\n", "\n", "So $A\\mathbf{\\hat{x}} = \\hat{\\mathbf{b}}$ and $\\mathbf{\\hat{x}}$ is a least-squares solution." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "__Example.__ Find the least squares solution of the inconsistent system $A\\mathbf{x} = \\mathbf{b}$ for\n", "\n", "$$A = \\begin{bmatrix}4&0\\\\0&2\\\\1&1\\end{bmatrix}, \\;\\;\\; \\mathbf{b} = \\begin{bmatrix}2\\\\0\\\\11\\end{bmatrix}.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "__Solution.__\n", "\n", "We will use the normal equations $A^TA\\hat{\\mathbf{x}} = A^T\\mathbf{b}.$\n", "\n", "$$A^TA = \\begin{bmatrix}4&0&1\\\\0&2&1\\end{bmatrix} \\begin{bmatrix}4&0\\\\0&2\\\\1&1\\end{bmatrix} = \\begin{bmatrix}17&1\\\\1&5\\end{bmatrix}$$\n", "\n", "$$A^T\\mathbf{b} = \\begin{bmatrix}4&0&1\\\\0&2&1\\end{bmatrix} \\begin{bmatrix}2\\\\0\\\\11\\end{bmatrix} = \\begin{bmatrix}19\\\\11\\end{bmatrix}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So the normal equations are:\n", "\n", "$$ \\begin{bmatrix}17&1\\\\1&5\\end{bmatrix}\\begin{bmatrix}\\hat{x}_1\\\\\\hat{x}_2\\end{bmatrix} = \\begin{bmatrix}19\\\\11\\end{bmatrix}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "We can solve this using row operations, or by inverting $A^TA$.\n", "\n", "$$(A^TA)^{-1} = \\frac{1}{84}\\begin{bmatrix}5&-1\\\\-1&17\\end{bmatrix}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "And we can then solve $A^TA\\hat{\\mathbf{x}} = A^T\\mathbf{b}$ as\n", "\n", "$$\\mathbf{\\hat{x}} = (A^TA)^{-1}A^T\\mathbf{b}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "$$ = \\frac{1}{84}\\begin{bmatrix}5&-1\\\\-1&17\\end{bmatrix}\\begin{bmatrix}19\\\\11\\end{bmatrix} = \\frac{1}{84}\\begin{bmatrix}84\\\\168\\end{bmatrix} = \\begin{bmatrix}1\\\\2\\end{bmatrix}.$$\n", "\n", "So we conclude that $\\mathbf{\\hat{x}} = \\begin{bmatrix}1\\\\2\\end{bmatrix}$ is the vector that minimizes $\\Vert A\\mathbf{x} -\\mathbf{b}\\Vert.$ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "More formally, \n", "\n", "$$\\mathbf{\\hat{x}} = \\arg\\min_{\\mathbf{x}} \\Vert A\\mathbf{x} - \\mathbf{b}\\Vert.$$\n", "\n", "That is, $\\mathbf{\\hat{x}}$ is the least-squares solution of $A\\mathbf{x} = \\mathbf{b}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### When the Normal Equations have Multiple Solutions\n", "\n", "We have seen that the normal equations __always__ have a solution. \n", "\n", "Is there always a __unique__ solution?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "No, there can be multiple solutions that __all__ minimize $\\Vert A\\mathbf{x} - \\mathbf{b}\\Vert.$ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Let's remind ourselves of what is going on when a linear system has multiple solutions.\n", "\n", "We know that a linear system has multiple solutions when there are columns that are not pivot columns." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Equivalently, when $A\\hat{\\mathbf{x}} = \\hat{\\mathbf{b}}$ has multiple solutions, the columns of $A$ are linearly dependent.\n", "\n", "Here is a picture of what is going on. In this case, $A$ is $3 \\times 3$.\n", "\n", "But note, that $\\operatorname{Col}A$ is only two-dimensional because the three columns are linearly dependent." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hide_input": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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pEZxrrWffWWuAPwQzA2ttlrX2PhWkReQkMA8o8Hg/0RjTKjJZERGRykSkBpe7Y8ahXvNID2YenBgEU+0tEamr/unx/0+D6JzWs3ni2zhNFEXCZZTX+39Za8sikhMRkbpvL06N1XKtgPsjkxUREalMtfrgAqepgjFmI9DL/VEXY0xKFdXvhgON3f8fBFbidFh/u/uzQAJc3mlC7n/LGHMKTj9iXYASnI51v7HW5oQ6T495x+PcRCThVGc+AuwElllrN1d3/l7LqrH1iCRjzFCgN05Ng8PAdmCetXZvGObdBuf36QS0xdkfc4GF1trt1Z2/17JOA7q7lxULrLHWflTFNI2BkUAy0B4oxdl/VllrV4Uzf1Uxxhic47wPzv7cHDgK7AN+wNmnw9pMyev3SQAOAB9UtU+7R1gdirPNWuIUSrcB8621B8KZxwC9AzyD87u3BC51f+aTMaYvMNjjo//D2fYSBu4RLQfh7MsG57wyPxLnS/dv3R9nf20G7AEygXRr7eEaXHRHr/dhPedVxRjTBTgd6IBzPtkH5OD8Dvm1mZeGyBjTAxiCs33jcParbJztG9a+WcJd/jDGRAH93PMsPy6KcK4BW4GN1totYch6rXA3Ny+/lrUG8nHKGun1vfaj+7cawfHyzUGc89fX1toCP5MGOv9OHD9PtMHZdjtw9uM91Z1/CJ7C6bewjfv9PcaYP9dGXowxA3COi/Y45YldgAunzBru8lfQZVaPaZvh3Kd1wSm77QMWW2tXVjFdE2A00BfnmrAHZ3TfxUH2Xeqdl3445dcEnHPhfmA3sLw+nUdqmvuaMQxnEIUjOOXmpeG+H6ppxpg0nH0oGWiBc03ah3OsLA739a821PKxH9b7bmNMLE4Z9xSce+1m7vnuB7KA9dba8A5gZK2t9gt4CacPrfLXz6tI/3uPtJ+7P+vi8Vkp0LKKeXzvtcx+ftJmeqSb5/H5hcBSr/l4vj4D+oa4TUa5pz/qZ/4bcGpomADnWevr4ScvY/0sz99rfCXz8vx+lsfnNwDrfMynFHgL6BJi/i/CqTVY6ievK4CLg5jnCeuBU0tyIpBRyfxX+plXP+A9oNBP/rKBe4BG4fxtvfIRB1wNvItT0PD32x4C/gH0CGL+U7zmkeL+vA/wb5wbGu/lXOZjXrHAXe7jylcei3CaRPs8X9TAsTHT/fkHHp99HMB8Znik3+D+bLzXvH8dRD5OOPaC/V1CTVvFfuPrNauS+czyTFPFOlSaFjgH54GIr/PKFwRxvqwqz36miwf+iHNx93dM/R+QXEP76gtey3ugpo4Lr+VejfNgy9d6F+OM3nh6EPMMZt/I9Eg7L4hlpHjlc0olaeaFsK9nVjKf8V5pxgaYx2ich4Wb/CzvMPAvoE8Q617pNiPM5Q/3cfEIToG6qu22y318DAvDPum9vQN9+f1dcM43/soaZcAi4Mc1cJyFZZ187fc4Dwbuxfc5rAj4K9AmhLxH4ZQBv/OTz1Kc421UuLedn3V/3/35b70+nxnkMbQniDzEAQ/ilPl8bYsC4FUgKYj5ek4/y2O7V1lmxUf5AieA9DxOILqyfC4FBvtYx0dxbngrmy4DuDCIdUsGHsA59iorR3q+MnHK0nFBzH+e5/Q1sN/N88rj2HAvw2t5o4AlPrZPCU73GEN8HBNT/Mx3ilfalJrYxjhdeVwEvEbV144inOvfCfthFcdsoK954doO1OKx7/48rPfdOBV7nsWpZFDVdsvGKZP2Css+HaYD43qvTL5cRfovPNI+5PH5Vo/PL/IzfSsqFhb24CdIRCUFM5yOdcsC2OAHgDOC2BaNcQpcwRwMX1FFQK+21yOAvIwNch3LX+OrOtBwAhX/DHB+OQRXeG4NfB5knt8CYoM9YbiXNdfPfFdWMo8o4An8B968X98DncP123rlJ9DfwfN1CLg2wPlP8Zo2BbgO/4G9yyqZT39gcxB5LAHuqaFtNtZrWeUBrss8PisGOviZRxTOk7Py9L9zfz7ea94KcPnO1wlpcQq8gSz7KHBDgNvKb559THM2Tk3MQLfFYeCnNbCv/slrOfNr4pjwWF4L4L9B7gfPAFEBzDuYfSPTI+28IPKf4pW3KZWkmRfCvp5ZyXzGe6UZG0D+EvEfEPB+FQOTA1z3E7YZYS5/4NQWcYWw/Z4Jw77pvb0DfVX6u+CUY14Pcl7vAo3DeLyFZZ2oZL/HqYn8WYDzWwckBpHvrjgPGIPJ80wCfFgc5Db0XvfyAFczKp7DDwGdgjiGAgpw4dRCCeaYOARcF+C8PaebRRBlViopX+A8mPR3I+6Zx7M95tWREystVPYqI4ByDE6QP5Dz0gnrR4APk2hAAS6cAEog26sIp3zufUxM8TPvKV5pU0LcBn63MSeWZQJ5lQD3B3HMBvqaF47tQO0e+2G/78ZprRdIYMv7dU849utqN1F0C7ijeWNMDE5V5nLzvf7/mcc8fHWoPJqK/YfNt+6tGQhjzEM4NzrgHNTf4jyBKsM5QffzSN4ceM8Y08dau6+K+TbHGeVstNdX+3Eu1ruAJjjV/np7fH8WMNcYM8oG0RylptajDvgrxzviLgaW4dzsN8JprtDdI20nnPUaZKuoommMScS5ufJu5rUb56ZgD87T4wE4T3/KjQNaGmMutoH3T2NwCrdj3e9L3OuRjbMP9DhhAmdEs3eAK72+OoSz/+zAuXB3c+exfBS5/sBCY8wwa+3OAPMXKO9++vbhDAixx52v5jjVvnt65CcOeMMYk2+t/ZTgjMI52Zafm7bjFHwO4DRPOM17AmPMGcB/cG6ePW3BKVgX4FSJHYZTgANnOz5tjGlirfUeRa6mfIxzsm+Ls34/o2JfHp7O4Xjn3xZnX5JqMMZcR8URA7fgdKpehHNOGeTxXSzwqjHmkLX2X2HOx9U4D0FiPT62OPvqZpzjqgNO4aCZ+/smwNvGmEbW2jfDmJ2lXu9HG2N+DzwazDU1EO7r49fAQK+v8tz5yMM5n5/O8S4MwBmlLAHnQZr4YIxJwqmtkOz11Q6c61sBTk354TjnP3DOQzOMMS2stQ8Fubywlj/cTZM+xbl58rQV59jY5853S5zrZxrHrzl1iruc+yFwvtdXhTi1tXbj7NOn42ybcj8FEowx51tr63J/i+VllfL1O4xT+yMX5/o/lIqDV/TBqVlxblUzdjfX/hInWOtpG05TtXycfWAoznmy3P045bfbqQXW2kJjzGMcv4bHAQ8Bd4RrGe4mSV9xvClkORfOtesIznEwmIrlr/8zxjSz1r4UzOIIsszqpS1OwDPJ/X4HTrm1ACdgOZzj5bo44F1jTC+cfedznHIsHL8e7MNpijXKvfzyPL5ojFlo/Q8qZqh4brA422wTzv5jcY6/ge6/5QYA/zXGDLZhaFpbHxhj7gGmen1cinM8Z+OcnwbhXJsb4ZTPb6m9HAbM+16lAOcY2YXTZLopTjmvL8evf9HATGNMobX2hdrKaCBq+diHMN93G2Pa41zPW3t9tQnYiBMXicWpsNQbp2wSXmGMAHtHGTv6SDfMI81RPKqEAhM8vlvoZ1mPE0S0j4oR2L0cj1T/nUqeuOAUOrZ6LWNGANvgDa9pNuMEK054+oxzwljklf75urAeAf7eTXAKoinA+17LSPHziq9kXp7TljeDKwWmAa0qSX8RzkXQc7oJVeQ3mhObJS0HzvGRfiyw3iu93+Y7XmkL3H/LcPprOKGKPl4RfJyLjOc8dgI3UUntMZwg10de6T8J1/HssZzXcQqV9+Gn6SGQCrzslZ9dQLMq5j/Fx3bbCJxbSfp4IMHjfaJ7OZ7zeJtKmt6494GbqVgFvoQwN2/ARw0u93fPeXz+bRXbvTzdXI/Px3vNu77U4EpxvyZ6pR2H73NFQiXzmeU5fRXrMMtrWeXnjM14PD32SN+LE88R+/BxLfOYzjP9rCrSnopToC9PX4ZTsDihyjfOOXYSFZu5FwDdw7ivxnHi8WNxnmRPIIgq7wEs61WvZRwAbsOriTXOzeuTnPhE+bZgfu8q0mZ6pJ0XxDqkeOVpSiVpOrrTjfZK+4yfff2E7UwQNbhwCrj/80qfC1yFV/kDJyhQ2ZNav03kqOHyB05gwDPtUuA0P+lb4Zw/PgaeCsP+Ge/xeyz2yMc2P79bCtCkknn90WtdjgK/A5pWcvw9wIldWTwWpmMuLOvEift9eTntMM45Pc4rvcEpu3iv1wUB5Hej1zRfUkkTVPcyLufE5kjXhGPb+Vn39z2+a0zFGktH8VMDiCBqcOGc/72bCm0GflRJ2jScm0nPtEeA/lUswzN9UGVWTixf5Ln/bnf/LsZr2lScMrfnNNOBv7n/z8cJnMR4TdeOE2sKvlvFesXg3KS/h9McvqWPdFE4QdrVXvP/awD7xTyP9Jnh3Ocqmb/f8381lnEqJzbffBOvMo97O13N8bLCPq9ppvhZxhSvtClB5C/gbYzTvDUDJ8jc33v/80jX0b3fFXvM+zDQ1Uf6JJxzwDiv9ZiI7/PnCWXGYLYDtX/sh/2+G6clkmfaT4HeftJ3wLlmpAN3h2X/DuOBMstrZa72ke5+jzQLvL7r5/FdEV6FAY903oEhv+1oqbyK4aQqpjmFigf+Dvw0k8B58uY5/wVA8yqW0ZiKzTXK8FPtrzbWIxy/fQjTe69Tma/9x2Oa87ymWVpF+kle6d+nimaHOAVozwtfIdA2iPWwVHFT5jHtcCo2S9xI1TfWUThPRT2X57cAGcJvU+lJ30/6+7zyU1XgcUol22yNv+3sNf3HXtPeF8A0A3Ce6JRPsyTM22ysV548A1zDvL47oS8wnEK+ZxPNmzy+G+81fb0IcPnJ/9ggt+0sz+mDSet+bcF/09BYKjaht8CrVSzHM+0sP+kMFc8npQTQ7BDnXFfiMd07Yd5fb69kO3m+MnGaad/j3n+jQ1iGd7DnEFUElnE6cfac5iDQOkz7RqZH2nlBrEeKV56mhCNtdY8VTuwmYhfQs4r5z/SaJguvm0s/26z8FbbyBxUL6XuopJDtZzknBJmqeUzM89z/g5w2lYo3T6XAlVVMc6nXMV6Kn5uBCKyT975scW6iRlcx3S+9pqkqMPFXr/TPUEWzQ5wn/zke02wjjP2SVrLu73t9733+fMXPvDyPoaoCXA95zXcT0N5P+iicJq6e0yyoYhmVne8DLbOOrWTaHfi//negYt9c+937+kFgoJ/pmlIxWH7E3/kB51obcNkVp6a0533lIaroN646x1OAefKcv8X/w0B/L3/3rXO9luE3sIdzPvcOblV1HZzildbn/lGdbYwTiAr43han8olnvvxW/qhkfx8f5O8Z8HYgMsd+WO+7qVhBZD1BnJMJ0/W82jPwyNDNXiv+nI90//ZIM93rO+N18FT2lL0pFQtM+VXt1JxYMPsswHV602s6nx2y4lTPL0+XB7QLcBkdqHgz+2Ik1yPE336W5/xDmN77QHshwOkWekxTio/aQjiBxB0eaTcHegDhPAnwrEnw2yDW48MgtsFsj+mKA/2NcCL9nn01fR7O3zbE/cGz74x5VaSd4rXNynB3ZBnAcgZ4Tft6EHm802vaEWFc/7Fe857p9b3nif/xSqYf7/F9IR6BchTgCvhc45020OXhVL/2LIQfxk9h12v+s/yku9Qr7aNBrPeTHtOVEOLgGgHOv6rXAZwBEy7FT0DEa/7vec0joM7scZoee043MUz7RqZH2nlBbKcUr/xMCUfa6h4rnNjJe5W1WHBqtH7nNd1VAW4zS5jLHzhN38vTvBfO/TuE42GeR14yg5zW+8m135r5HtP9xWu6SsvQEVon733ZAr8JYDrvviR3+knbASdwUZ52PoEPwHSJV94C6gM0xHX3DnA1wnlwUv59MT5quxNggAunBpJnzbQyAiij4DQn867RNtRPeu/fNJgy69hKpr8igOmer2S6uwOY7jde04T7Ye6pXvMfX0X6kI+nAPMzr5LtFMqrlY/59/VKt5HA+hq+tZJlTPGTfopX2pQQt0FNbON/BTr/SvZ3v/tHqNshgsd+uO+7PeMaT4T7twvk5d1mtTq+8Xp/Qj9cxhhDxf6pKkxjna2y0N88cPrvauTxPt0G3i9SuccDTPeJ1/sBlSUyxoygYv8tz1prdweyAOv0mfSOx0cXBZg3CPN61CGhrFcUzgWqMlfgVEstN9VaeySQBVhrV+GcZMsF8/vMDCSRMaYz8BOPj9601q4PZFr3eni2tT7LGNM08CzWiH97/D/U3bdYoOZZa1cEmPZXXu//EMRy/o7zlK5cML9rdf2fx//XuYdY9/Rzj//n2JOkL4hakG6tnVdVImvtDpzmtuWacGK/eKHw3F8LqdgfWFX+7PF/NCf27VMt1tr7cZogZAaQvDlOE5Q5wPfGmB/5S+weov0yj4/ycGpmBMK7Xyj1w+XFGNOTin0TrrPWvuMrfTlrbSlOodtTMNu3Jssf7YLIR11zncf/pTidHwfiYZzgyLH5uMvMdVEhTm0rv9xl8888PmpvjOnoI/nNVOx77w/ue4IqWWv/g9M8qVytXc+t01ea528cg/NbVsfZVOyD7DNr7aIA8lLAicdlMMd0QGVWHzJwHtRW5Suv9wVUvN4GOl1Y72OstatxutopNzyc86+DvPeLx20V/Ri7/QMnaN0QeN6rJBtjOvhMWXsideyH+77bU0Su52ELcFlrN+NED8v1M8Z4d452Csc7TCujYjCrnGen85UFuMZ4vfcOrFXlUBDTbPB67+tHOtvrfbCdEnvmp7MxJjmAaWpiPeqCTdbajKqTAaH9Phan9kEwPLfzUGNMY58pj9tPxX3Zn7FUPBars/80opKO2MPNGBNtjGlljOlijEnxfOH0Q1GuGcc7HQ3Ef4JI6/m7fhfEflMeGFzm8dGoIJZbXeX9a4FzITun/AtjTFeOd/IKTl85Eh7vBpHWO0AwotJUATLGNKLiw50vrLUHA53eWrsVpwlZubDvr9ba93D6IbsG5zgsDGCyvsAXxpj7/KQ5DSoMaDPbWnvUV2KvPH2P0xdFuVPdndXLcSO93r8dxLSf4NSC9zUvX2qi/LHR4//Rxpif+EhXZ7mvf508PvraHTCvkrV2D05/U+VaceKAOHXFwiAevIRSTtvLiYNXVcWzvFWb13Nwrume63mNMaafr8QB8D4O3wpi2rc4Xr6obF6+BFNmrcx/AwxIbvF6v9BaG8i1ZrPX+5DuY4wxTYwx7Y0xyZWUXfd6JO3tYxYNhWeZpowA7zvcQev3ayRHNcAYE2WMaWmMSark9y71Sl4XfvNIHPs1cd/teT3/qTFmWIDzD5twjaJYbj5OO2FwmhuOxhlJppxnwGq1tTa/knmke/x/unvUKM+nWt5Br2AvgputtSUBpt3v9d57lLZynhfTUuCQ++AJlPdFIY2KNzOVqYn1qAsCqrnkFsrvswNobYzxHtnBH8/9rzFOUMLlI2257wN9+siJhbG8IPcf7xpSaQR/XPhljInHqbVxGc6Ts2BGsGpN1ftzuZUB5qc9FUf1cAW5zcB5clguLchpQ2at3WqM+ZrjgawbcPp9Kv+/fLvuwOmjT8JjWdVJjlmJ0xSw/Bo5pJrLHoTTvL5cdgj7ax7HR8irkf3V/QT3XZwRrhrhjFR2usffypYbBTxpjMl2B8m8eW+7JUFmazFOIK18WQOp3o1YQxPy9rXWFhtjvuV4cKGdMaaLtTa7iklrovzxNs41Bpxr2hxjzGycGq//DSYgHEHh2Ncv9JrfOh9pIyms5TR3TTXPG+4tQNcgK7B5jkCebIyJCqF1R0istaXGmD9y/MFIFE6tritCnGV1juldxhgXx8/VA40x0e4am/4EU2atjPeNry8HvN5vrDRV1dMFdB9jjOmBM2L1WTi1TbwrXvgSzD1CbTgrkBroQRjs8f8mH/fjvgRTlqpV7goIF+HUuh+EM8J7oK1I6sJvHoljvybuu9/meMu2pkC6MeZNnC4Lvg70IWd1hDvA9TXHA1zgBKN8Bbh8FVCX4bTDb8Lx4YYXwbGn4J7VRgtx+vsJhveP44/3MM2NKk1VsYZKNE6HcNURyAm4JtajLqjp3yeQ4FRV2gQwj4CaqLp513AKtlait0Av4AExxozHqb4aas2/YAKqgW437212BaEXJiHM2ywA/+R4gOtyY0y8+wbuBo80bwZwYZLAeT859slae9QYk43TYTQ4w5VXh/f+epf7Faoa31/dD5YWuV8AuGsX/wynw3nvbfKcMeYja+1hr8+9zxvBXh+9b4Dqcg3kSAjH9vWsPdMOZ2Q4f2riOv0+zsjAF7vfG46f10uMMStwBu/5GvgmyBuy2nKy7Ovh/v1b49T2LjeM6pXTjHuee6tKGEbvAQ9yvOnc5caYIUF0ueDJ83e3nFh7qSobOX6T2whnZNp9VUwTTJm1MoHuE96B8YCms9aWeAU8/d7HGGNa4TS5vJnAH8Z6qssVAarFHQTyXL+Ay0Zuwe6PtcIYcxHOSOUpIc6iLvzmkTj2a+J6/hecbi+GeKS70f06YoxZwvHrebq19lClc6mGcPbBBVX3w+XZvLDSAJf7CbJndNhzHkOp+BR8YRBPEcvVxBOdcN9sxAeQplaeTEVAWNfLGBOD02dMOAXy+wTztDkS+09AjDEPA69SvYJ2MOeZQLdbnd1mAXqf432ANQOuNMYMx2kiVk7NE8PL+wlwVTwv+q2quez6vr8CYK3NstY+BvTAGcHUU3uc5o3eWnm9r87vAHXjKWtd0srrfW1s37CXP9y1ba7E6Z/Nu1wXg/Nw8z6cflN2GWP+Y4w5h7qlldf7hrqvh/v3r4mAfa2eI921n7z7AX00xNm18vi/MISaaKHsR9WtIRnqPhH2c4m7hcZXwC2EFtyC8N8f1yXe+0N1z1MRZ4y5GadrhZRqzKYu/OatPP6vrWO/Jq7nh3EenL3Bia3UmgBn4jwQ+BzYbYx5yxgzNJx5COuPaa1dR8WnAIPcTZswxnSjYsdp/poYeDZTPMPH/1D9mi7hEu4aUXW1Y9H6qCZqq4X796mT+48x5kxOLLAtxrnJOAOndktznJFXTPkLuCkcy69CXa6FWCV3/yVzPD76Oc6TjXLfuwc4kMgJ53FeJ4/xUFlrDwA/5cRO6QMJOATbDEbXw+DU2+1rrS2y1t6L06zkEZymwpUVvhvh1PT60hjzrzrcL1u9/S1qWX0op1XJWvshzoim5X5sjKluf2ChNBs8Wfejck9RceCvIzgPDG9wf94B58FitFfZNaxde9Qj9fo85W6G+jwV87UWJ4DyI5zuTFoAjb1+77NqPbPBqdfHvrX2gLX2eqA/zjHpqxlzU5zWf8uMMX9zt9artnA3UQQncFXeVCgGp5OzL6gYnNpSRcebngGuUR5t6avb/1ZN2cfx5hpZ1tqUCOZFPFhrDxtjDuM0dwWn7e/YCGapMp7VR0uAuBBqJtaE33u9v8ta+5cApquNmw3vKrcPW2un1MJyw+mfOM29wGmuONTru0iqC0+ywq0FwTXD8Kyunl/NZXvvrzdZa2dVc54R5T63vkzFWgo9Kkma7/W+ZZCL8m42kBfk9OFUF4+LfK/3gTRJ8FSXti8A1loXzsOVP7hrY5yOU/77Ec550rMQfwXOzeqPazuflcj3el+f9/Xa5L2/vmatHR+JjITBQxzvUxNgKhUHjglEvsf/8SH0J3ay7kcYY7pQ8WFhDnC2tTaQvr7qaqA83Lz3h+qep2pKoNfbB4BYj/czgckB9ClXF3/vfI//G8Sxb61dA9wP3O8eqXIkzvX8HMB7MI4JOL/77dVdbk0U1nw1U6yyeaKHBRx/atcSGGCMiaLiiABHqPikJJJ2evzfJcBR9qT27PL4v7IbsEjz3H9iON7vT8S4a156BpT/G2BwC8DXMODhtNPrfV38XavyX5zCFzjn4vILUylOR4zVVVkzn0C1CsPy65pugSZ0n8O7eHy0y1faADWE/bUy33u9r6w6vHdQsXslafzpWcX8QuF5bNT346Iubt+wsdbmWWs/tdb+1lo7DGeghSepOALW+caYCyKTwwoa9G9Rg/ZS8fest+dHa+2XVLwPOjOEprSev7shiGuXm+d+VEwdbFJWgy6kYgB8coDBLaidsmvEuTv49myWGOz+Fcx5rTbKoRd5/P8D8ECAAybUxd+7QR/71tqd1trZ1tp7rbWn4oxc+apXsl8aY/pWMnlQaiLA5V2r6gyvv1BF00Jr7X5gjdc8+lNxZ19SG73wB2ixx/9R1P1qj+FWnZFXaoPn75NojKkLQ8F6Wuz1/kcRyUVFyVRsNvB5ENOeHua8nMBamwnkenx0lglyyKVIc3cgX1kg6wtrbW4lnwfLu1+FVkFMW+2Liw+RPFecFkTagVQsiIXSUbCn5VQs6NWFYzwcvJ8sVtaXh/e2G15JGn88zydlBDjSahU889kqiOmCOS5qa18Pefu6+6j0HLVpdwAjKEaUtTbbWjsR+KPXV5eEczEhThfOfb2y+VVHnS2nuWusL/f4aKgxpi50+Byq33m9D7Yvruoc0+2oONrtypNssBrv4EtAZVd3za/EKhM2HN96/N/D3Sl/oIIpS4VUDnU3U6sykGaMaUrFQNWXQdR4CuZepT5cz+vdsW+t3WitvRl42eNjw/HBZkJWEwGuVVSsYjfMGJNKxShkIEN8ezZTHEPd7X8LnJoYnsZHIhMRVCHQaIyJ9ZUwQur671MX8+ddZTmgTiiNMUmceKzWlP95/N8JOL+WlhtOlTVFDFfzRO+n/wEFdt03FiOqTBga74cStXmuuDqItN6dpS+qNFWA3CNkeg73PCwcT6jqgF5e7yvremAZFYN7lwd6jTDGnAqc4vHRGnf/ddXleWx0cwd6AhHMOaa29vWFXu8r6+jflwupeMNRrf28lr3m9T4ljPP2/O0C/t3cD148j4Gx7iYZVTLGtAXO8/gon+CGb69KSOtUizzLQbEcb75f71hr06kYWBlujAnmhq06x/S1VKzBVJ+O6XAIqewKXBfujNRxnvtFFM4AH1Vyt6b6aRDLCakcinMfEVdlqhAH9nAHxi4LMC9QP67n9fnYD/v1POwBLnfkdIHHR42BiR7vc621gQx76RkEqyzAVVf63wKYi1MtstzVxpjRkcpMBHhXgaxr1T7fpWI75DvdnRLWCe7jwTNYM9wYE+mLbb7Xe++mE778iZrp268yL3i9n2GMCeSCWGdYa1fjNL0e4/GaHaZ576Bi07rzA6zldicVR6sNp0ieK0YbY8ZWlcgY0wm41eOjI8C/wrB8z/3VAE+5C4sRY4zpFWqTemNMNBX7OgGY553OWluIM/JduTbAHQEu5hGv968Hmr8qeDatbEIAfeQYY9IILkhaK/u6tfYHKtZ+6WeMubyq6dz7nvcgIuHavrXB+0amKIzz9vztEtz7eqA8a+VG43R0HIjfU7HW9JsBNrMJVHXWqTa8QsVA+B+MMQmRykwYPOT1/hEC7wB6LhUDpRcGMsKYMaYZMMnr4/p0TIdDvtf7Ksuu7v3s3hrJTd31htf7yQF27n0z0DmI5Xh3YxBoX4kPBJgu3+t9oPcqEwlu9NbaKruerMd+2K/nNVW49g4+3ezxfyC1t7zTtadiG9ti6lBk0l0F8E8eHxngA2PMIB+TVMoY0z2QG7A6yLt9e51qouke8etJj4+aAh+7axYGzBgzMNzDmHqY4vX+78aYc4OZgTGmkzHmwjDlZwtwyOP9z91PmP0t/3ZqZwRF4NhTUs+nvv2Bt9wn+oAYx8XGmPZVp64Z1tpF1tp0j1c4m17P8/g/iSp+Hx8jZ4ZTpM8Vr/irUeEu4L1Gxc5H37bWBtNpty9vUXEUmfOBvwZRewhjTIwx5mfBTFOFa4HNxpjbjDFNgpx2JjDA430J8IGPtM96vX/EGOO3mYMxZgJwqcdHhTg3weEw1+v9Q/6Cje5ajW8TXG2ew4Bnc78zajCo4N0/4t/cATl/HqNi88RswhRcD4Ux5r4gR0P0fggUaD87gfCcVyMgmAeWf6Nif1J3GGP8Np90f/9rj4/KgOeCWGYgqrNONc49sMAsj486AR8GG+QyxpxhjAn0JrfGWGuXUzGwPxDoGuC0xVR8IBIF/NNfGcx9/noZ5zpfbrG1dlmgeW4gVnu9v89fYndNnnc4PlDYScFau5aK9+o9gaf9TeOudf54kIvaQMXuRH5qjOlTxXJ+CwR0/2OtPQRkeHx0cVUVGNy1Kb0H0apKBk7sodzZQU4fkIZw7BtjEowxtwT58DTs1/OaCnB5Nx/0LDgHFOCy1m4HsnzMY7l7p64zrLVvUPHJXTtgkTFmmjHGZ7TbGNPeGDPeGPMRzg9aF0YCCpb37/2UMeYuY8wQY0yaMSbF4xUfkRzCDCqezHsA3xljHjDG+IziG2O6GmPuMMZ8DXxHxZHuwsYdrJnm8VEc8Jlxhkz1ebI2xrQyxlxtjHkHyAR+Hqb8HAU+8vioHc6Q7N4jXmCM6WCMeR5nmF6APeHIQ4BuomIH3pcC37qDAJWeXI0xUcaY/saYP+JcfP9DcE9y6pN/eL3/mzHm5941uYwxccaYSTjNKmKp/qiBlbLWZgDbPD76uTHmCWPMGHeA3/NcEe6n9/k4/ROkG2NOCKwZY3oBX1KxYJUP/DYcC3c/CLmWioHj24GFxpiLfAU/3EGt040xMwAXzpPXcNaSTMIpUO0wxjxvjDnbXeivLC/GGDPWGDMXuMfr6+fcN6knsNZ+A/yfx0fNcM4nt3g/NTbGtDDGPM6JN/iTwhRoBGeUs+0e788E/s84I/ZVYIw5G6fZwGkEf1x4Xhu7Ae8bYy40Ts05z309ydcMAvQ6Fa9vHYH5xpjLKznW2xtjXgUme83j9giP3vskkG2MeckYc57xURvXfa66h4o3Y5bwDMxRzrtM85p7Xx1ojEn1+u0qBIbd5zjPa3k08J67rFFhnYwxTdzn3ffc6crNtNaGs3kiVGOdatH9VHwIMAL43hhzu/Hz4MoY09MYM8kYswLnOKgquFtbfk/offc8QcWbvD7AAuM8hKrAOA9r/wOM8/i4CGdEspPNp1S8xt5kjHnKVBI8N8aMwWlxdDbO77S3drIYko5ex2gwL1/3+ndSMWhzhzHmDWNMhdpJ7jLzT3EemLYmiOugu1XXLI+PYoFPjTEn9C1ljEk0xrzC8fNnoB2kv+/xf2PgC1NJKypjTEtjzCM4D3JiCOJexX1P5Dmw3ZnGmJeNMT8yxvTw2t7Vrd1V34/9eJyAW5Yx5hljzGjvcl45928ylYot/cLTasJaG/YXzo5TgHPC8H4NDGI+/+djHtODzE+mx7TzgpguxWu5U6pIH4dTo6SyPG/ECRi8jnMw/g+ngB3wutXWeoT4m3/qY729X+Mrmdbz+1lBLHNsVfP2St8Op4Ni7zyV4lSj/bf79/kA50S+q5K0t/uZf0jr4TF9lJ99PhP4BOfm9l2cGzRXJeneDuNv2hc4XMkyvsOpzfAuTr9CpR7fbQLu9ko/1s8ypnilTQkhn6fjFEy883kY58b0X+7f9UN3fg9WkrZ3GLeb9345M4zzHu81718HMM3nlaxveW2NN3Fqsxzy+G4hTgEjoN8l2N8Qp+p5IOeKE44hnILSsTRVLGeW1/xu8Hq/2b0N3sXp2LOy88KVAWzfoI57nCDsoUqWV4Bzc/YeznH+EU5HsEcqSdskTPuT929X/irGOVd+xvFzzjwqP84sznUvropltcA5z3pPuwfn3PYm8BWVn3PeCmBdAt433Ol/VslyDrnX5Q2c80W213dXe6WfUsUyRuDUxqlqX88M4FgfW8WyugJbK5n3NpwC8Fs4fZsWV5KmyjIVNVz+8LEPrgI+xjl/v4XzgLSyY+fpcBwPHnkxwNoAfrdKfxecMvCXlaQtwLl2v4lzXj5QSZqvgdhwrk911ynQ39DHcoPdj3t47Wue+8MynHP2/wFz3PtzfiVpfxzG7ea97u8HOf1bPrbxngCmHYTTvYb3tJvd6/8Ozk239zmmDJgQwPw9p5kV5HqN9Zp+fIjbM5h9KaD84rSoqezY+5LjZcEsr++fwLnG+Twney0j4LQh7nfzKlmHUF+t/Czn3krSl7iPrbdwrh05Ht8Vc+Ix7fc3xAmK5VaynO/d+/C7OMe2573EzEC3Mc693Z5K5r8epzz1Ns61o8jju904XSwEvA/j9IcVyPaeV8m0U7zSpNTHY58AjntOPMYtTjl2Oc6x938cv38sqiTt3eE4hmqkrxxrbYkxZhEnVjHcj1NgCVQ6cH0ln9el/reOsdYeNsacj1Nb6B4qPpHrSWBtg/PDn7NacQtOge2EGj51hbV2tzFmJPAiFferKJzmbf2rmgU1OOSqdZ503GCM+R5n1B3PGkjJ7ldV8sKYn3XGmJ/jFAg8m+YMdL+8/YBTA/HMcOUhENbaxcZpOvoeFZvcNCGwztKPuF8N1Y04N+2enXUnUbE6c7lFOKOX3FWD+ZmJ8zsF01FptVlr/88Y05XjI1p1w/cQzEXAL6y14eh7yzsf/zbGjMK5wHuOEhRPYAM0HODE0QtDtRVn3/eusRGD0/xwQBXTl+HU/pponSZ5PllrD7ifQH5AxaapbYEL/Ez6V2pgf7TWvmmMGULFJixxVD7CZQFwFRX72gxkGYuMMRNxmnXUaJ9H1tqt7v3qY+BUj68647vPlFLg99bax2oybyGKwVmPU/2kscCfcWr+hI211hpjrsHZlgE1K/OavsQ4zWBeo2InwfH4b3rzAXCdtTac/YmV56la61RbrLWb3Nfz16k4qEMMTg36qmrRl+A8xKor/ohzrQv6+LfWfmeMOQPnYYfnb+bv2nUEuM1aG67Bauqjh3FqvVzl8Vk8cI6P9C/hPHj7qobzVedYa59219j27CMuGhhVSfISnHu9oAZ5s9bmGWOuwjn3eI6O6uu+63mc/qTmBjj/3cbpd/Ijr/n3pvJO7XfidHsUTJN4rLXvuGue1Xh/bQ3w2G+MU+4f4idNCfCgtfbP4VhgTXZwW1kQaqENfPhOqLw5YykVO7GvU6y1pdYZwrovTvOgqppUlEexZwCnWmun13AWa4S1Ngen4HEjTo2ZTYT3RiwsrLWHrLU34Bxk71F1QagUWIxTSOlmrX2rhrOItXYmThX7Z6jYdt2XjTh9sIyw1oa1Wqq19j2cvjr8NS3OwanxM8T6aKJU09zLPQ1nJJj5VOystjKFOLUOJwCdrDP6VYNkrc3F6bz+OXx33LgdpzPkM234moH5yk+ptfZqnBu9f+Cc//KoWFW+ppY9FSeY4j1SzbEkOMHAwTVZSLDWfodTAL8Zp5aWrWKSfJyb3xuAjuG6AbbW/gPn6ec1OL/FpgAn3YtTCB1srb2jquCWx/LycQJIP8P/w65SnFrOo6y1vw6y3BAwa+39ONt0q48kRThPfwdaa78IcRlP4RTin8DZ73Zz4ohMYWGtzQYG4/TntMVP0qM4T4EH1KHg1micbbSSin1YVaYI50nwKGvtvTWxf1hr1+AE1+7AucnI5Hjt30CmP2qtHYfz0Gehn+kszpP4S6y1V1pra+xhS3XXqbZYa/dYa3+Mc674jKqPl6M4tT0mAl2s0+VDnWCdQSBCvpZYZyCaPjjNHXP8JD2IE1DtVUdvcGuNdboDuBqnNYG/MvQinFrat9XUNaY+cJeLzqBiEzxPZTg1T0eFum+5j8nhOOVuX74DrrbW/sq6qwIFMf/5OPegH+H7fLYP54HZqdbaFcHM32M59+Gsx19xap3tJbwDnHguq74e+9k4IwI/h1OLrqrfshCn1vwAa+0T4cqECXIfkiC52z4PxNlJ2+JElw/h3NBtAtZaa8NW60aCY5zOmofhRMTb4vQNU4hz0toIrLPWRvRpoHE6duwPJOAMiXsE54Z3C87+s8vnxOHNRxrOU53y9uU7cDpeXFzXCgfu/hZG4tRcaIvTqW4BTmFnPbDROp05nlSM0wfeWCAV54lmLs5+tMBdKGwwjDGz8Bjlz1rr3RdRD5xq4Ek4Ty5zgG+s0/9jrTJOB6IjcI6ttjgPnw7gBB7XA5tq6xgzTp+EvTl+TozHKcAdwHny+T3gCrYA6mNZXXGaGHfAeZq6D+d3mF+b10V3P1VDcPaHBJxzRTaQbq2ty/2y+GWcfuUG42zfOJzr2lac7VsYybz54z5/98PZB9vjDAxzFOe6txH4zlpbELEMhsA4A5mMxjnGW+HUBs/FOfcG8iDrpOXuE+x0nKYvbXFqnB7E6UZiA7C+JgODdYkxZiBOkLIdTs363TjlsAU1UfOvvnP3/TMMpwzdGuc6tgP4NlIPZOsyd7nodJxBHo7glEGWuh+elKdJwekipdzD1topQSyjE05Lj0ScmpnbgDXW2mBaePmbfyLOQ90k9/xzca579foYqa/HvrtMeQpOxY0EnOv5IZzy3nrg+0Afkga1XAW4RESkoakqwCUiIiIigatugEukNtRkE0UREREREREREZEapwCXiIiIiIiIiIjUawpwiYiIiIiIiIhIvaYAl4iIiIiIiIiI1GsKcImIiIiIiIiISL2mAJeIiIiIiIiIiNRrCnCJiIiIiIiIiEi9Zqy1kc6DiIiIiEi1GGOuAs4EBgIDgObAG9ba6ytJmwK4/MzuHWvtuBrIpoiIiNSQmEhnQEREREQkDB7CCWwdBLYBvQOY5ntgTiWfrwlftkRERKQ2KMAlIiIiIg3BvTiBrc04NbnmBjDNSmvtlJrMlIiIiNQOBbhEIktthEVERMLAs9uNefPmcdZZZ3HdddddB1znndblcpGamsqNN954I3BjLWZTRE4OJtIZEDkZKcAlIiIiIielnJwcXnzxRfbu3Uvbtm0ZMWIE/fv3j3S2REREJAQKcImIiIjISenLL7/kyy+/rPDZ2LFjee211+jatWuEciUiIiKhiIp0BkREREREalPTpk35/e9/z4oVK8jLyyMvL4+vv/6as846i3nz5vGjH/2IwsLCSGdTREREgqAAl4iIiIicVNq3b8+f/vQnBg8eTKtWrWjVqhVnnHEGX3zxBcOHD2fz5s28/PLLkc6miIiIBEEBLhERERERICYmhltvvRWAb775JsK5ERERkWAowCUiIiIi4tauXTsANVEUERGpZxTgEhERERFxW7x4MQBpaWkRzomIiIgEQwEuERERETmpLFmyhKKiohM+/+qrr3j66acBuP7662s7WyIiIlINMZHOgIiIiIhIdc2ZM4c5c+YAkJubC8CiRYsYP348AAkJCcycOROABx54gLVr1zJ27FiSkpIAWLVqFV999RUAjzzyCCNHjqzdFRAREZFqMdbaSOdB5GSmA1BERCQMpkyZwsMPP+zz++TkZDIzMwF45ZVXmD17NmvWrGHPnj0UFxfToUMHRowYwa9//WvGjBlTS7kWkQbKRDoDIicjBbhEIksHoIiIiIhIw6IAl0gEqA8uERERERERERGp1xTgEhERERERERGRek0BLhERERERD9u2bSMS3Xi8//773HnnnYwZM4YWLVpgjPE5mmNmZibGGJ+vcePG1XLuRUREIkujKIqIiIiIuL3//vuMGzeOL774grPPPrtWl/3oo4/y/fffEx8fT1JSEhs2bKhymgEDBnDZZZed8Hm/fv1qIIciIiJ1lwJcIiIiIiJuZ555Jo0bN+bRRx+t9QDX008/TVJSEt27d+frr7/mrLPOqnKagQMHMmXKlJrPnIiISB2nJooiIiIiIm7t2rXj9ttvZ+7cuSxYsKDK9BkZGVx++eUcOXKk2ss+66yz6NGjB8ZoADYREZFgKcAlIiIiIuLh/vvvP1aLqzLWWnJzc3nggQfo27cvc+bM4aGHHqrlXDpycnJ48cUXmTZtGi+++CKrVq2KSD5EREQiTU0URUREREQ8JCYmcsstt/C3v/2N5cuXM3ToUMAJbG3bto2ZM2fy8ssvc+jQIQYPHsymTZv45JNPmDFjBtHR0bWa1y+//JIvv/yywmdjx47ltddeo2vXrrWaFxERkUhSDS4RERERES8PPPAAMTExTJ06FWstmzdv5vbbb6d79+48++yzDBkyhP/85z98/fXX3Hfffaxfv57Zs2fXWv6aNm3K73//e1asWEFeXh55eXnH+u2aN28eP/rRjygsLKy1/IiIiESaicQQyCJyjA5AERGROuqWW27hH//4BxdffDGfffYZJSUlnHvuuUyaNImRI0ce6ytr//799OnTh7S0NJYvX05UVPWfIc+bN4+zzjqL6667jtdffz3g6UpKShg9ejRLlizhmWee4e677652XkQkaOpITyQCVINLRERERMSDtZbvvvuOHTt2ALBy5UouuOACvvnmG2bPns2oUaMqdATfsmVLJkyYwHfffccnn3zid77p6enU5APmmJgYbr31VgC++eabGluOiIhIXaMAl4iIiIgITgBq0aJF/OQnP2Hw4MF8/vnnDBkyhO3bt/Ob3/yGIUOG+BzhcMKECcTHxzN16lTKysoqfFdWVsa///1vhg0bxpgxY/jqq69qdD3atWsHoCaKIiJyUlGAS0REREROatZa5s6dy3nnncfIkSP5/PPPueGGG/j222956qmnAJg6darfeSQkJHDrrbeyePHiYwGs0tJS3n77bQYMGMBll13G5s2b+cMf/sDAgQNrdH0WL14MQFpaWo0uR0REpC7RKIoiIiIiclIqKyvj888/Z9q0aaSnp9O4cWN++ctfcs8999C1a9djtbXGjh3LZ599xrp16+jbt6/P+d111128+OKLPPLII2zdupXp06ezadMm2rVrx2OPPcavfvUrWrRoEZa8L1myhEGDBhEbG1vh86+++oqnn34agOuvvz4syxIREakPFOASERERkZNKWVkZc+bMYdq0aaxYsYJmzZpx5513ctddd9GpU6cTmiH+7ne/Y926daxYscJvgKtZs2ace+65fPbZZ3zzzTckJibyzDPP8Itf/IKmTZtWma85c+YwZ84cAHJzcwFYtGgR48ePB5xaYjNnzgScUR7Xrl3L2LFjSUpKAmDVqlXHao898sgjjBw5MqjtIiIiUp9pFEWRyNIBKCIiUkuKi4t59913mT59OmvWrKFFixbcfvvt/OpXvyIhIcFn/1oAy5cvJz8/n9GjR9OkSZMK3+Xn5/PMM8/w8ssvk5eXR6tWrejcuTPLly8/Ia0/U6ZM4eGHH/b5fXJyMpmZmQC88sorzJ49mzVr1rBnzx6Ki4vp0KEDI0aM4Ne//jVjxowJeLkiEnYaRVEkAhTgEoksHYAiIiI17OjRo7z++uvMmDGDTZs20bZtW+644w5uu+02WrVqFdA89u/fz9KlS+nSpQu9e/cGnIBZdnY21157LWvWrKFLly7cddddrF27llmzZrF06VJOO+20GlwzEamjFOASiQAFuEQiSwegiIhIDTl8+DCvvPIKM2fOJCsri44dO3LXXXdxyy23EB8fH/T8VqxYQX5+PsOHDyc3N5fs7GxKSkpYt24dLVq04IYbbiAmJgaXy8WAAQO45JJL+OCDD/zWDBORBkkHvUgEKMAlElk6AEVEJGjvv/8+X3/9NStXruT777+noKCA6667jtdff93nNAsXLuTRRx9l8eLFHDlyhO7du3PzzTdz5513Eh0dXYu5r3kFBQW8+OKLPPXUU+zYsYOuXbty7733csMNNxAXFxfyfHfu3MmqVauOvW/ZsiWpqaknNG+01nLbbbfxxhtvsHLlSgYMGFCt9RGRekcBLpEIUIBLJLJ0AIqISNAGDhzI999/T3x8PElJSWzYsMFvgOvf//43V155JU2aNOGaa66hTZs2/Oc//2Hjxo1cddVVvPfee7W8BjUjLy+P5557jj//+c/s3buX7t27c//99zNu3LgTRhsMxuHDh8nMzGT79u2Ul5379+9P+/btfdbO2rhxI0OGDOHqq6/mrbfeUi0ukZOLDniRCFCASySydACKiEjQ5s6dS1JSEt27d+frr7/mrLPO8hngOnDgAN27d2f//v0sWLCAoUOHAnDkyBHOPvtsFi1axFtvvcW4ceNqezXCZteuXTzzzDM8//zz5Ofn07dvXyZNmsQVV1xBTEzog4YXFhaSmZnJjh07sNbStm1b2rZtyw8//EBqairdu3f3Oa21lhtvvPFYR/B9+vQJOR8iUu8owCUSAVGRzoCIiIiIBOess86iR48eAdUKev/999m9ezfjxo07FtwCaNKkCY8++igAzz//fI3ltaZYa9m+fTv33XcfaWlpPPbYY6SlpfH222+zePFirr766pCDWwUFBaxatYqFCxeSk5NDu3btGD58OIMHD6Zr1660aNGC7OxsiouLfc7DGMOkSZMoKytjxowZ6KGyiIhIzVKAS0RERKQB++qrrwD48Y9/fMJ3Z5xxBk2bNmXhwoUcPXq0trMWEmstLpeLX/3qV3Tv3p2nn36aAQMGMHv2bL7++msuueSSkPsU279/PytXrmTx4sXs3LmTjh07MmLECAYMGECLFi0AJ3CVlpZGSUkJ2dnZfufXr18/Lr74Yt544w0yMjJCypOIiIgERgEuERERkQZs48aNAPTs2fOE72JiYkhNTaWkpKTOB2CstWzcuJFbbrmFXr168cILLzBy5Eg+/fRTvvjiC8477zyiokIr2ubl5fHtt9+ydOlS9uzZQ2JiIqNGjeLUU0+tdLTFhIQE4uPj2bp1KyUlJT7nW16Lq6SkhCeeeEK1uERERGqQAlwiIiIiDdj+/fsBZ8S/ypR/np+fX1tZCoq1llWrVvGzn/2Mvn378uqrr3Luuecyb948PvzwQ84444yQOnC31rJ3716WLVvG8uXLycvLo0uXLowaNYpTTjmFpk2b+py2vBZXcXEx27Zt87ucIUOGcM455zBr1qwq04qIiEjoFOASEREROYmV1yqqa6P8WWtZunQpl19+OQMGDOCdd97hsssuY9GiRbz77rucdtppIQe2du3axdKlS/n2228pKCggOTmZ0aNH07t3b+Li4gKaT/v27WnWrBlZWVmUlpb6TGeM4YEHHuDo0aPMnDlTtbhERERqiAJcIiIiIg1YeQ2t8ppc3g4cOFAhXaRZa/nmm2+44IILGD58OB999BHXXXcdy5cv55///Cf9+/cPObCVm5vL4sWL+f777zl06BCpqamMHj2anj170rhx46DmZ4whNTWVoqIitm/f7jftiBEjGDNmDC+//DI7d+4MOu8iIiJSNQW4RERERBqwXr16AfDDDz+c8F1JSQkul4uYmBjS0tJqO2sVlJWV8cUXXzB27FjOPPNM5s6dyy233ML333/Piy++SO/evUMKbJWVlZGTk8PChQtZvXo1R48epXv37owePZru3bsTGxsbcp47dOhAXFwcmZmZlJWV+UxnjGHy5MkcOnSIp556KuTliYiIiG8KcImIiIg0YGeffTYAn3322QnfffPNNxw6dIiRI0cGXYMpXMrKyvj3v//NyJEjOf/881m+fDl33HEHa9as4c9//jOpqakhBbZKS0vJzs5mwYIFrF27ltLSUnr27MmYMWNITU2lUaNG1c57VFQUqampHD16lJycHL9px44dy7Bhw3jhhRfYs2dPtZctIiIiFSnAJSIiItKAXXXVVSQkJPD222+zfPnyY58fOXKEhx56CIAJEybUer5KS0t55513GDx4MJdddhnr16/n/vvvZ82aNcyYMYPOnTuHHNjKysoiPT2dDRs2ANCnTx9Gjx5NcnIy0dHRYV2PTp060aRJkyprcUVFRTFp0iQKCgp49tlnw5oHERERAaOOLkUiSgegiIgEbc6cOcyZMweA3NxcPv/8c9LS0hgzZgwACQkJzJw5s0L6q666iiZNmjBu3DjatGnDhx9+yMaNG7nqqqt49913a62T+aKiIt58801mzJjBhg0baN26NXfccQe33XYbbdq0CXm+5SMaZmVlUVxcTNOmTUlNTaVjx45ERdXsM93s7Gw2bNjAKaecQmJios90ZWVljBo1iuzsbFwuV53p90xEwq5ujdohcpJQgEsksnQAiohI0KZMmcLDDz/s8/vk5GQyMzMrfLZgwQKmTp3KokWLOHLkCN27d+fmm2/mrrvuCnutpsocPnyYWbNm8cQTT+ByuWjfvj133nknv/jFL2jevHnI8y0qKmLr1q1kZ2dTUlJCfHw8qampdOjQodaCdqWlpaSnpxMTE8PIkSP9Lnf27Nlcf/31TJ06lQcffLBW8icitU4BLpEIUIBLJLJ0AIqISINWWFjISy+9xJNPPsn27dtJSkrinnvu4cYbb6Rp06Yhz/fo0aNkZWWxbds2SktLadGiBWlpaSQkJNRaYMtTVlYWP/zwA6eeeiodO3b0ma60tJRhw4axd+9eMjIyiI+Pr8VcikgtUYBLJALUB5eIiIiIhN3+/fuZNm0aqamp3HfffcTGxvLcc8+xatUqJkyYEHJw6/Dhw2zYsIH09HSysrJo0aIFgwcPZtiwYbRr1y4iwS2ApKQkGjVqhMvlwt8D5OjoaCZOnMju3bt56aWXajGHIiIiDZtqcIlElg5AERFpUPbs2cOzzz7Lc889R15eHr1792bixIlcddVV1Rq5sLCwkMzMTHbs2IG1lrZt25Kamkrr1q3DmPvqcblcbN68mQEDBtC+fXuf6UpKShg8eDCHDx9m8+bNxMXF1WIuRaQWqAaXSASoBpeIiIjISc7f6H+BsNayY8cOJk2aRFpaGo888ghdu3bljTfeYOnSpVx77bUhB7cOHjzI6tWrWbhwITk5ObRr145hw4YxePDgOhXcAujSpQsxMTFV1uKKiYnh/vvvJycnh3/84x+1mEMREZGGSzW4RCJLB6CIiETMjh07GDduHFdffTV33HFH0NNba8nOzubxxx/nH//4B4cPH2b48OFMmjSJ888/v1qjF+7fvx+Xy8Xu3bsB6NixI6mpqXW+z6otW7aQkZHBoEGDSEhI8JmuqKiI/v37ExUVxcaNG2ncuHEt5lJEaphqcIlEgAJcIpGlA1BERCKmpKSEXr16UVRUxObNmwMOslhr2bx5M48//jj//Oc/KSoq4swzz2Ty5MmcccYZ1Qps5eXl4XK52Lt3L8YYOnXqREpKCs2aNQt5nrWpuLiY+fPn07x5c4YOHeq3T7AXX3yR++67j5dffplbbrmlFnMpIjVMAS6RCFCASySydACKiEhEvfLKK9x66628+OKL/PKXv/Sb1lrL2rVrmT59Om+//TalpaWcf/75TJ48meHDh4fcwbu1ln379uFyucjLyyMqKorOnTuTnJxcL/un2rRpE5mZmQwZMoQ2bdr4THf48GH69etH8+bNWbt2bbX6KBOROkUBLpEIUIBLJLJ0AIqcxPLy8liyZAk//vGP/aYrKysjKioKa23ERoiThquoqIgePXoQFRXFDz/8UGmQxVrLt99+y2OPPcYHH3wAwE9+8hMmTZrEwIEDqxXY2rNnDxkZGRw4cIDo6GiSkpJITk6u1032ioqKmD9/Pq1atWLIkCF+0/75z3/mwQcf5PXXX+e6666rpRyKSA3TxVokAtTJvIiISC07cOAA999/P23btuW///0vUHkn36WlpVhrjzX38gwi6AGVhEtsbCy/+c1vyMzM5PXXX6/wnbWWBQsWcPHFFzN06FDmzJnDNddcw9KlS3njjTcYNGhQSMEtay25ubksXryYlStXcujQIVJTUxk9ejQ9e/as18EtcLZpUlIS+/btIz8/32/aW265hbZt2zJt2jRKS0trJ4MiIiINkGpwiUSWDkCRk9CLL77IhAkTaNq0KV999RXDhg2r8L13Ta3vvvuOjz/+mOjoaJo1a8a1115LQkKCanNJ2Bw9epRu3boRFxfH+vXriYqKYu7cuUydOpW5c+fSqFEjrrvuOu677z7S0tJC3vfKysrIzc3F5XJx6NAhGjVqRHJyMklJSQ2ued6RI0dIT0+nbdu2DBo0yG/aGTNm8Kc//Yn33nuPq666qpZyKCI1SBdokQhQgEsksnQAipyErr/+et5880369OnDqlWriI6OrjTdihUr+N3vfscXX3xR4fN+/fpxxx13cNtttx1rvihSXc8++yx33303999/P4sWLWLhwoU0adKE8ePHc/fdd9OlS5eQA1ulpaXk5OSQmZnJkSNHiI2NJSUlhaSkJJ/7f0Owfv16tm3bxvDhw2nRooXPdPv376dPnz5069aNZcuW6ZgWqf8U4BKJAF09RUREalFeXh4rV64E4Mc//jHR0dGUlJRUSFNUVMSsWbO48sorWbp0KTfddBP/+Mc/ePPNNzn33HNZs2YNd999N5mZmboRlrAoLS2lbdu2xMTE8Le//Y1Vq1Zxzz33sHbtWmbOnEnXrl1DCm6VlpaSlZXFggUL2LBhAwC9e/dm9OjRJCcnN+jgFkBKSgrGGFwul990LVu2ZMKECXz77bd88skntZQ7ERGRhkU1uEQiSwegSAO0YsUKrLUMGjSI6OhorLXH+tL673//y/nnn0+TJk3417/+VWkH8//73/+48soriYuL48knn+Saa645FggoKiri8ssv59NPP+U3v/kN06ZNUy0uCVlxcTFvv/02jz32GOvXr+fUU09l9erVzJgxg1//+tfVmu+2bdvIysqiuLiYpk2bkpqaSseOHU+6fXXt2rXk5OQwYsQI4uPjfabbs2cPp5xyCv369WPBggUn3XYSaWBUg0skAnTlFBERCZNVq1Zx/vnnc9ppp3HJJZfwxBNPAE7n8OW1X5YuXYq1lvj4eAYOHHjCPEpLS1m1ahUtWrTgvffe42c/+xnR0dGUlpZSUlJCbGws99xzDwAffPABJSUluhGWoB09epS///3v9O3bl5///Ofs3r2bKVOm8P7779OiRQuef/75kDo8LyoqYvPmzaSnp7N582YaN27MqaeeysiRI0lMTDwp99WUlBSAKmtxJSQkcOutt7J48WK++uqrWsiZiIhIw3LylTJERERqSF5eHk2aNAFg7969PPTQQ9xyyy3s2LHjWIBr7ty5AIwcOZKOHTueMI/o6GjOPPNMXnzxRU4//XTKysqw1hIdHU1MTAwAjRo1olWrVnTs2JHDhw/X0tpJQ3Do0CGeffZZevTowS9/+UsOHTrEjBkzWLduHZMmTSIpKYmbb76ZzMxM3nzzzYDne/ToUX744QfS09NxuVw0bdqUAQMGcPrpp9OxY8eTekCEZs2a0bFjR3JzcyksLPSb9q677iIuLo6pU6dqpFQREZEgKcAlIiISJmeeeSb//ve/+e1vf0tSUhJlZWW8+uqrXH/99Xz66afs3LnzWM2Ma6+91ud8Bg8ezAUXXEBMTAxRUVHHggNlZWUAFBYWkp+fT6NGjWjevHnNr5jUewcOHGDGjBmkpaVx9913ExUVxZ///GdWr17Nr3/9a5o1a3Ys7cSJE2nevDmff/55lUGWw4cPs2HDBtLT08nKyqJ58+YMHjyYYcOG0b59+5M6sOUpNTUVgMzMTL/p2rdvz/jx45k3bx7p6em1kDMREZGGIybSGRAREWkoyvvCmjp1KhdeeCF33nknK1euZO7cuSxevJgrrriCJk2a0LRpU/r16xf0/Mubd23atAlwAmoA1loFEqRSe/fu5bnnnuPZZ59l37599OzZkz/96U9cc801NGrUqNJpWrduzYcffsj+/fvZs2cP7dq1OyHNoUOHcLlc7NixA2stbdu2JTU1ldatW9f0KtVL8fHxtG/fnh07dpCWlkZcXFyl6Ywx3H333bzyyitMmzaNTz75RMe2iIhIgFSDS0REJEzKA1DWWkaNGsWHH37I+PHjady4MYcPH+aNN97g8OHDdO7cmZ49ewY9//IaXAsWLABg0KBBALoBlgqstezcuZPf/OY3pKWlMWXKFBITE3nttddYtmwZ119/vc/gVrlBgwYRExNDRkZGhVpcBw8eZPXq1SxYsICcnBwSEhIYNmwYgwcPVnCrCqmpqVhrq6zFlZSUxHXXXcdnn33G8uXLaydzIiIiDYBGURSJLB2AIg1Uea2qAwcO8NFHH3H33Xezd+9eAPr378+UKVO47LLLKqQNxL59++jatStJSUksW7ZMTRTlGGst27dvZ+bMmfz973/n0KFDDB06lEmTJnHhhRcG3cH75s2bcblcDBo0iNjYWFwuF7t27QKgQ4cOpKamav8L0nfffcfevXsZPXr0sf76KpORkcHAgQO55JJL+OCDDxTEFql/dNCKRIBqcImIiNSA8hvSFi1a8LOf/Yxf/OIXx75btWoVN9xwA5MmTaKwsPBY2kAeOs2dO5dDhw5x5pln0rx5c44ePXrSd0adkpJybKRK71dlHfk3NNZatmzZwoQJE+jevTt//vOfGTx4MB9++CFz587l4osvDmn0wuTkZKKioli9ejVLlixh9+7dJCYmMnLkSPr376/gVgjKa3FlZWVVmW7cuHHMmTOHVatW1VLuRERE6jf1wSUiIlKDrLWUlZWxevVqALp27UphYSF79+7lySefZOvWrUyYMIGxY8f6rclVUlJCTEzMsU7qR44cCUDjxo0BKC4uZuvWrXTp0oXY2NhaWLO6pWXLltxzzz0nfB4fH1/7makl1lo2bNjA9OnTefPNNykpKeHcc89l0qRJjBw5MuRaP9Za9u3bh8vloqysjLKyMhISEujdu7fPvqMkMK1ataJNmzZs27aN1NRUn8eqMYb777+fN998k8cee4y33npLtbhERESqoCaKIpGlA1CkgSsrK6OgoIABAwawdetWfve73zFs2DAmT57Mxo0biYmJoUWLFvz973/nvPPOo1mzZn4DXSkpKeTn57Nlyxbatm3LkSNHmD9/Pm+++SbLly/nlVdeYdiwYbW8lpGVkpICVD1CXUNhreX777/nscce4/3336esrIyLL76YyZMnM3jw4GoFtvbs2YPL5WL//v1ERUWRmJhITk4OLVu2ZOjQoWFek5PTvn37WLFiBSkpKfTo0cNnOmstN954I7Nnz2bNmjX06dOnFnMpItWkiLRIBKiJooiISA2Kiopi/vz5bN26lUaNGnHhhRdyySWXMGfOHM4//3xiYmLYt28ft956K/feey/5+fk+AxSfffYZW7du5corr6Rt27bMmTOHCRMmcPXVV/Paa68RFxd3UjTJO1lZa1m8eDGXXnopgwYN4v333+fKK69kyZIlvP322wwZMiSk4FZ5p/SLFy9m5cqVFBYWkpqaypgxY+jTpw9dunQhLy+PvLy8Glirk0/r1q1p1aoV2dnZFBcX+0xnjGHSpEmUlZUxY8aMk74psoiISFUU4BIREalh77zzDgB9+vShW7duAPTq1YtXX32VRx55BGMMBw8e5OWXX2bgwIGsWLGiwvTlN7ZffvklAAcOHOD666/n+uuv57XXXmPkyJEsW7aMpUuX0rVr11pcs7rj6NGjvP7660ybNo0///nPzJ07l9LS0khnKyystcybN4/zzz+fESNG8Omnn3L99dezYsUKXn31Vfr16xdSYKusrIycnBwWLlzIqlWrOHr0KN26dWP06NF07979WPO58r64MjIywr1qJyVjDKmpqZSWlrJ161a/afv168fFF1/MG2+8oe0vIiJSBfXBJSIiUkNKS0s5fPgw69atA2DgwIG0b9+esrIyoqKi6NChA/fffz+tWrXimWeeYevWrfz2t79lyJAhlc6vfD7/+te/ALjiiit4+OGHOeWUUwAnEFJaWkpMzMl3ec/NzeWGG26o8FlqaiqvvvoqZ555ZoRyVT1lZWV88cUXTJs2jfnz59O4cWN+8YtfcM8995CcnBxyU8TywFZmZiaHDx8mNjaWnj170rlz50r3ncaNG9O5c2eys7PJz8+nVatW1Vwzadu2LS1atGDr1q0kJyf7PGbLa3F99NFHPPHEEzz//PPqi0tERMQH1eASERGpAdZaoqOj2bhxIxs2bADgggsuOCENwC233ML//vc/9u/fz2233XbCvIwx7Nix49j7m2++mU2bNvH+++9zyimnUFZWRmlpKcaYkzK4ddNNN/G///2P3NxcCgsLWb16NbfddhuZmZlccMEFfP/995HOYlDKysqYPXs2w4cP54ILLuDbb7/lzjvvZM2aNTz99NPHRo0MVnmNofT0dNavX4+1lt69ezN69Gi/QRY4PlKly+WqzqqJW3ktrpKSErKzs/2mHTJkCOeccw6zZs1i27ZttZRDERGR+kedzItElg5AkQaqvKP4hx9+mIcffphOnToxb948v51Kw/HREiuzZMkSUlJS6NChA+AEQsoDaXKiiRMn8uSTT3LZZZcxe/bsSGenSiUlJbz77rtMnz6d1atX06JFC2677TZ+9atf0a5du5Br7pQHUbKysiguLqZp06akpKTQqVMnoqICf9a5fv16tm3bxrBhw2jZsmVIeZHjyvtUO3r0KGPGjPF7HC9YsIDzzjuPu+66i2eeeUa1uETqPh2kIhGgAJdIZOkAFGnAiouLueyyy/j0008ZNmwYixcvDst8y2trBROcOBlt3ryZHj160KZNG/bu3Rvp7Ph09OhR3njjDWbMmMEPP/xAmzZtuOOOO7j99tur1RywqKiI7Oxstm7dSklJCfHx8aSmptKhQ4eQAiSHDx9mwYIFJCQkMHDgwJDzJcfl5uayevVqevbsSXJyss901louuOACVqxYwZYtWzSYhEjdpwCXSASoZCwiIlJDdu3axbfffgvA1VdfDRCWkdCio6MV3ApA+/btASgsLIxwTip3+PBh/vrXv9KrVy9uueUWDhw4wLRp01i/fj2/+c1vQg5uHT16lB9++IH09HQyMjJo2rQpAwYM4PTTT6djx44h1/6Ji4sjMTGR3bt3U1BQENI8pKIOHTrQtGlTMjMz/Q6KYIxh8uTJHDp0iKeeeqoWcygiIlJ/qHQsIiJSQ9555x127tzJj3/8Yy666CIANS2qRYsWLQIgLS0twjmp6ODBgzz55JN069aNX//615SVlfHUU0+xZs0a7r77buLj40Oa75EjR9iwYQPp6elkZWXRvHlzBg8ezLBhw2jfvn1Y9r3yvrg0ol94lPfFVVRURE5Ojt+0Y8eOZdiwYbzwwgvs2bOnlnIoIiJSfyjAJSIiUkP69u3LokWL+OSTT+jVq1eks9MgrV27ln379p3weVZWFr/+9a8BuP7662s7W5XKy8vj0UcfJTU1lYkTJ9K0aVOef/55Vq1axW233UZcXFxI8z106BDr1q0jPT2d7OxsWrduzdChQznttNNo27ZtWIOqTZs2pWPHjuzatYuDBw+Gbb4ns44dOxIXF0dmZiZlZWU+00VFRTFp0iQKCgp49tlnazGHIiIi9YP64BKJLB2AIicBay1lZWXqDL4GTJkyhenTp3PWWWeRmppK8+bN2bJlCx9//DFHjhzhwgsvZPbs2cTGxkYsj7t37+aZZ57hb3/7G/n5+fTt25eJEydy5ZVXVmvUy4MHD+JyucjNzQWgXbt2pKam1ngH8IWFhSxcuJCOHTty6qmn1uiyThbbtm1j/fr19O3bl86dO/tMV1ZWxqhRo8jOzsblcqmzf5G6S9W1RSLg5BtLXEREpJYZYxTcqiFnnXUWGzdu5LvvvmPRokUUFhbSqlUrRo8ezQ033MANN9wQkWah1lp27NjBk08+yUsvvcTBgwcZNGgQkydP5qKLLqrW/nDgwAFcLhe7du0CnH6cyoN7taFZs2Z07NiR3Nxc0tLSaNasWa0styFLTEwkIyMDl8vld3TLqKgoJk+ezPXXX89f//pXHnzwwVrOqYiISN2lGlwikaUDUESkAbHWkpWVxeOPP86rr77KkSNHGDFiBJMmTeLcc8+t1uAA+fn5uFwu9uzZgzGGTp06kZKSEpEA08GDB1m0aBGdOnWiX79+tb78hmjr1q1s3LiRfv360alTJ5/pSktLGTZsGHv37iUjIyPkPttEpEapBpdIBKgPLhEREZFqstayceNGbr31Vnr27Mnzzz/PiBEj+PTTT/nyyy85//zzQwpuWWvZu3cvy5cvZ9myZezdu5ekpCRGjRrFKaecErHaU/Hx8XTo0IHc3FwOHToUkTw0NJ07dyY2NhaXy+V3tNXo6GgmTpzI7t27eemll2oxhyIiInWbanCJRJYOQBGResxay+rVq5k+fTrvvPMOZWVlXHDBBUyePJnTTjst5OaR1lr27NmDy+Vi//79REVFkZSURHJyMk2aNAnzWoSmoKCAxYsXk5iYyCmnnBLp7DQImZmZbNq0if79+9OhQwef6YqLixk8eDBHjhxh8+bNIQ9QICI1RjW4RCJANbhEREREgmStZdmyZVxxxRUMHDiQt99+m8suu4xFixbx3nvvMWzYsJCCW9Zadu7cyZIlS1i5ciWFhYWkpqYyZswYevXqVWeCWwDNmzenXbt27Nixg8OHD0c6Ow1CUlISjRo1qrIWV6NGjZg4cSI5OTm8+uqrtZhDERGRuksBLhERETlpvPvuu5xzzjkUFxeHNL21lvnz53PhhRcybNgw/vOf/3DttdeybNky/vnPf9K/f/+QAltlZWXk5OSwaNEiVq1axZEjR+jWrRujR4+me/fuER0F0p+0tDSstWRmZkY6Kw1CTEwMXbt2paCggD179vhNe+2119KlSxcef/xxjh49GrY8vP/++9x5552MGTOGFi1aYIzh+uuv9zvNwoULufDCC2nTpg1Nmzalf//+PPPMM5SWloYtXyIiIlVRgEtEREROGnv27OF///sfb7zxRlDTlZWV8eWXX3LWWWdxxhln8NVXX3HzzTezcuVKXnrpJfr06RNyYGvbtm0sXLiQtWvXUlxcTI8ePRg9ejRpaWk0atQo6HnWphYtWpCQkMD27ds5cuRIpLPTIHTp0oWYmJgqa3HFxsZy7733kpWVxeuvvx625T/66KM899xzrFy5ks6dO1eZ/t///jdnnHEG33zzDZdffjl33HEHRUVF3HvvvYwbNy5s+RIREamK+uASiSwdgCIitejo0aN069aNJk2asGHDBmJiYvymLysr46OPPmLatGksWbKEuLg4brrpJu6++246d+4cch9bpaWlbN++nczMTI4ePUqTJk1ISUkhMTGR6OjokOYZKfn5+SxbtowuXbrQu3fvSGenQdi8eTMul4vBgwfTtm1bn+kOHz5Mv379aN68OWvXrg1LQHTu3LkkJSXRvXt3vv76a8466yyuu+66SoNoBw4coHv37uzfv58FCxYwdOhQAI4cOcLZZ5/NokWLeOuttxTokpOR+uASiQDV4BIREZGTRuPGjXnggQfYsmULb775ps90paWlvPvuuwwePJhLL72UdevWcd9997F27Voef/xxkpKSQgpulZSU4HK5mD9/Phs3biQqKoq+ffsyatQounTpUu+CWwCtWrWiTZs2bN++PaxN5U5mXbt2JTo6moyMDL/p4uLiuOuuu9i0aRPvvvtuWJZ91lln0aNHj4D27/fff5/du3czbty4Y8EtgCZNmvDoo48C8Pzzz4clXyIiIlVRgEtEREROKr/4xS/o1KkTjz766Al9BBUVFfHaa69x6qmncs0117B161Z+97vfsXbtWh555BE6dOgQUmCruLiYLVu2MH/+fDZv3kxsbCz9+vVj5MiRdO7cmaio+l0kS0tLo6ysTH1xhUlsbCxJSUnk5+eTl5fnN+0tt9xC27ZtmTZtWq33efXVV18B8OMf//iE78444wyaNm3KwoULFfgUEZFaUb9LUyIiIiJBatKkCQ888ACbNm3i7bffBpwmVS+88AJ9+vRh/Pjx7Nmzhz/96U+sW7eOBx980G8zMX+OHj3Kpk2bmD9/PhkZGcTFxTFgwABGjBhBp06d6n1gq1zr1q1p3bo127Zto6ioKNLZaRCSk5OJiorC5XL5TRcfH88dd9zBunXrmD17di3lzrFx40YAevbsecJ3MTExpKamUlJSUmVNNBERkXBoGKUqERERkSD88pe/pEOHDjz88MM89dRT9OjRgwkTJnD06FGeeOIJ1q1bx/3330+LFi1Cmv+RI0fYsGED6enpZGZm0rx5cwYNGsTw4cNp3759yH131WXltbiysrIinZUGoXHjxnTu3Jm9e/eyf/9+v2lvv/12WrZsyWOPPUZZWVkt5ZBj+WrZsmWl35d/np+fX1tZEhGRk5gCXCIiInLSKSoqYsiQIWzatIkZM2bQqFEj/vKXv7B69Wp+9atf0bRp05Dme+jQIdatW0d6ejrZ2dm0atWKIUOGMHToUBISEhpkYKtc69atadWqFdnZ2arFFSYpKSkYY6qsAdWyZUsmTJjAt99+y6efflpLuata+WBWDXm/FxGRukMBLhERETlp7N27lz/+8Y+kpaXxySef0KJFC2JjY1m+fDk333wzjRs3Dmm+Bw8eZM2aNSxYsIDt27fTtm1bhg0bxpAhQ2jTps1JcYNvjCEtLY3S0lK2bt0a6ew0CE2aNCExMZE9e/ZQUFDgN+2ECROIj49n6tSptVaLq7yGlq8aZgcOHKiQTkREpCYpwCUiIiINmrWW3NxcJk+eTGpqKn/6059ISkri9ddf59Zbb2Xbtm288cYbIc37wIEDfP/99yxatIgdO3bQoUMHTj/9dAYNGnRS3tS3adOGFi1akJ2dTXFxcaSz0yCU1+Kqqi+uhIQEbr31VhYtWnSs8/fKFBUV8fHHH4clb7169QLghx9+OOG78hFDY2JiSEtLC8vyRERE/FGAS0RERBokay1bt27lrrvuIi0tjSeeeII+ffrw3nvvsWDBAi6//HImTZpEixYteOqpp4IagS4/P5/vvvuOJUuWsHv3bjp16sTIkSPp378/zZs3r8G1qtvKa3GVlJSQnZ0d6ew0CE2bNqVjx47s3LmTgwcP+k171113ERcXx9SpU481Dyx36NAhnn32Wbp168bFF1/MihUrqp23s88+G4DPPvvshO+++eYbDh06xMiRI0OuGSkiIhIMBbhERESkQbHWsnnzZm677TZ69OjBc889x2mnncZHH33E//73Py688MJjoxe2aNGCW265he3bt/PNN99UOd99+/axYsUKli1bxt69e0lKSmLUqFH069ePZs2a1cbq1XkJCQk0b96crKwsSkpKIp2dBiE1NRWAzMxMv+nat2/P+PHjmTdvHunp6YBTy3DGjBmkpqZy9913Exsby0svvUS/fv2qna+rrrqKhIQE3n77bZYvX37s8yNHjvDQQw8BTtNJERGR2mC8n+6ISK3SASgiEibWWtatW8f06dN56623KC0t5fzzz2fixImMGDHCZz9Y+fn5/O9//yMxMZHTTz/9hHTWWvbs2YPL5WL//v1ERUWRlJREcnIyTZo0qY1Vq3d27drF999/T/fu3Y8FZ6R6Vq1axc6dOxk1apTfQRCys7Pp378/o0ePZtSoUfzlL38hPz+fvn378uCDD3LNNdcQExPjc/o5c+YwZ84cAHJzc/n8889JS0tjzJgxgBPAnDlzZoX0V111FU2aNGHcuHG0adOGDz/8kI0bN3LVVVfx7rvvnhR90Il40U4vEgEKcIlElg5AEZFqstby3XffMW3aND744AMALrnkEiZPnszAgQMDurl2uVxs3ryZAQMG0L59+2Pz3bVrFy6Xi4KCAqKjo+nSpQvJycnExsbW6DrVd9ZaFi9ezNGjRxkzZgzR0dGRzlK9V1BQwOLFi+ncuTN9+/b1mS4rK4sJEyYwf/58ysrKGDJkCL/73e+49NJLj9Vc9GfKlCk8/PDDPr9PTk4+oSbZggULmDp1KosWLeLIkSN0796dm2++mbvuuku/vZysFOASiQAFuEQiSwegiEiIrLUsWrSIadOm8fHHHxMVFcVPf/pTJk6cSJ8+fYKqNVJSUsL8+fOJi4vjtNNOOxbYKiwspFGjRnTt2pUuXbrQqFGjGlyjhmXnzp2sWrWKHj16kJKSEunsNAgrV65kz549jBo1iri4uArf/fDDD0ybNo05c+ZQXFxMx44dSU1NJT09PaDAloiElQJcIhGgq52IiEg9tG3bNm6++WYSExNp3LgxKSkp3HPPPeTl5UU6azXOWstXX33FOeecw6hRo/jiiy+48cYb+e6773jllVfo27dv0E2iYmJi6Nq1KwUFBaSnp7NmzRqKi4vp0aMHo0ePJi0tTcGtILVv355mzZqRlZUVVAf+4ltqairWWrKyso59VlhYyJo1a7jssst47733GDx4MP/61784++yzWbRoEatXr45gjkVERGqPanCJRJYOQBEJ2pYtWxg5ciS7du3i0ksvpXfv3ixdupS5c+fSq1cvFixYQNu2bSOdzbArKyvj008/5bHHHmPBggU0adKEG2+8kXvuuYcuXbqE3M9PaWkp27dvx+VyUVRUhDGGHj16kJSUpOZV1bRjxw7WrFlDr1696Nq1a6Sz0yB8++235OXlMXDgQLZv387OnTsBp++tHj16HOsra+PGjQwZMoRrrrmGN998U/1gidQuHXAiEaAAl0hk6QAUkaCdf/75fPHFFzz77LPceeedxz6/7777ePrpp7ntttt44YUXIpjD8CotLWX27Nk89thjfPvtt8THx3PLLbdw11130aFDh5Bv3EtKSti2bRtZWVkUFRURFxdHfHw8u3fvZuDAgbRr1y7Ma3LyKSsrY9GiRZSWljJq1CgFDMNg27ZtrF+/HgBjDB07diQlJYX4+PgK6ay13HjjjcyePZs1a9bQp0+fSGRX5GSlAJdIBCjAJRJZOgBFJCgZGRl069aNlJQUtmzZUqFvnYKCAjp16nSsc/RmzZpFMKfVV1xczDvvvMNjjz3GunXraNmyJbfffjsTJkyoVvCpuLiYrVu3snXrVkpKSmjWrBmpqal06NCB0tJS0tPTadq0KcOGDVOtlzDIyclh7dq19O7dmy5dukQ6O/WStZa8vDxcLhf79u0DnODWaaedRsuWLX1Ot3r1ak4//XRuvPFGXn31Ve3PIrVHB5tIBKgPLhERkXrkq6++AuC88847oePo5s2bM2rUKA4dOsTixYsjkb2wOHr0KC+//DJ9+/blhhtuYNeuXfzxj39k/fr1/OEPfwg5uFVUVMSmTZuYP38+GRkZxMXFMWDAAEaMGEGnTp2Iioo61qH8gQMH2Lt3b5jX7OTUsWNH4uLiyMzMpKysLNLZqVestezevZtly5axYsUK8vPz6dq1K/369Tv2nT/9+vXj4osv5o033iAjI6OWci0iIhIZCnCJiIjUIxs3bgSgZ8+elX7fo0cPwBlRrb45dOgQf/nLX+jZsye/+MUvKCwsZPr06axbt47Jkyf7raniz5EjR9i4cSPz588nMzOT+Ph4Bg0axPDhw2nfvv0JtVq6du1KdHQ0GRkZqKZ79UVFRZGSksKRI0fIycmJdHbqBWstO3fuZMmSJaxcuZLCwkJSUlIYM2YMvXr1omPHjrRs2ZKtW7dSXFzscz7GGCZNmkRJSQlPPPGE9mcREWnQYiKdAREREQnc/v37AXwGe8o/z8/Pr60sVVtBQQHPP/88Tz/9NLm5uXTt2pVnnnmGG264gSZNmoQ830OHDpGZmUlOTg7WWtq0aUNqaiqtW7f221SrvBZXeXOwhthhf21LTEzE5XKRmZlJYmLiCbUPxVFWVkZubi4ul4tDhw7RqFEjunXrRpcuXSqM4mmMITU1lZUrV7J161a6devmc55DhgzhnHPOYdasWfzud79TM1EREWmwFOASERFpQMpraNSHvnb27dvHc889x7PPPsvevXvp0aMHU6ZM4ZprriE2Njbk+R48eJDMzExyc3Ox1pKQkEBqaiqtWrUKeB5du3Zl69atbNmyhTZt2tSL7VmXldfi2rBhA7m5uSQmJkY6S3VKaWkpOTk5ZGZmcuTIEWJjY+nZsyedO3cmJqby4npCQgLNmzdn69atJCcn+0xnjGHy5Mn897//ZebMmTzzzDPan0VEpEFSgEtERKQeKa+hVV6Ty9uBAwcqpKtryjvAf+aZZ3j++efZv38/p5xyCk8++SSXX365z5v0QBQUFJCRkcGuXbsA6NChA6mpqTRv3jzoecXGxtKlSxcyMzNViytMymtxuVwuOnXqpCALJ47k2aRJE3r37k1iYmKVI06W1+JatWoV27ZtIyUlxWfakSNHMnr0aF5++WV++9vf0rFjxzCviYiISOQpwCUiIlKP9OrVC/Ddx9amTZsA3310RYq1lpycHGbOnMnf//53CgsLGTJkCJMnT+bCCy+sVpO1/Px8XC4Xe/bswRhDp06dSElJIT4+vlp5Tk5OJjs7m4yMDNXiCoPo6GhSUlLYuHEjubm5dOrUKdJZipji4mKys7OP9aHVrFkzevToQceOHYM6Ftq3b0+zZs3IysqiS5cuPoNixhgeeOABLrnkEp5++mlmzJgRrlURERGpM4w6mxSJKB2AIhKULVu20L17d1JSUtiyZUuFm+GCggI6depEWVkZu3fvplmzZhHMqcNai8vl4vHHH2fWrFkcPXqUUaNGMXnyZM4+++yQA1vWWvLy8o71k2WMITExkZSUFJo2bRq2/G/atInMzEyGDBlCmzZtwjbfk1VpaSnp6ek0atSIESNGnHRBw6KiIrKyssjOzqa0tJTmzZuTmppa6WAHgdqxYwdr1qyhV69edO3a1We6srIyfvSjH7F+/XoyMjJISEgIdTVEpGon18lNpI5QD58iIiL1SLdu3TjvvPPIzMzkr3/9a4Xv/vjHP1JYWMjPf/7ziAe3rLWsX7+em266iV69evHiiy8yZswYPv/8cz7//HPOOeeckIJb1lr27NnDsmXLWLFiBfn5+XTt2pXRo0fTt2/fsAa3wKnFFRUVRUZGRljne7KKjo4mOTmZwsLCY01JTwaVjeQ5cOBAhg8fTocOHaoV6OvYsSNNmzYlMzOTsrIyn+mioqKYNGkSBQUFPPvssyEvT0REpK5SDS6RyNIBKCJB27JlCyNHjmTXrl1ceuml9OnThyVLljB37lx69uzJwoULI9ZnlLWWVatW8dhjj/Hee+9RVlbGRRddxOTJkxkyZEjIN/LlfXe5XC4KCgqIjo6mS5cuJCcnV6tD+kD88MMPZGVlMXToUFq3bl2jyzoZlJSUkJ6eTuPGjTn99NMbdC2uUEfyDNb27dtZt24dffr0ISkpyWe6srIyRo0aRXZ2Ni6Xq8721SfSADTcE5tIHaYAl0hk6QAUkZBkZ2fzhz/8gc8++4y9e/fSqVMnLrvsMv74xz9GpCmdtZalS5cybdo0PvzwQ6KiorjiiiuYOHEi/fr1C/lmvqysjJ07d+JyuSgsLCQmJoauXbvStWtXGjVqFOa1qNzRo0dJT0+nVatWDBkypFaW2dC5XC42b97MgAEDaN++faSzE3YHDx7E5XKRm5sLOCMepqWl1VhAqaysjAULFgAwatQov7UjZ8+ezfXXX8/UqVN58MEHayQ/IqIAl0gkKMAlElk6AEWkXrPW8s033zB16lS+/PJLYmJiGDduHPfddx89e/asVmBrx44duFwuDh8+TGxsLMnJySQlJVVrpMVQbdy4ka1bt3LaaafRqlWrWl9+Q1NSUsL8+fOJi4tj+PDhDaYW14EDB3C5XGEZyTNY2dnZbNiwgVNOOYXExESf6UpLSxk2bBh79+4lIyOj2oMxiEilGsZJTaSeUR9cIiIiErSysjI+//xzxo4dy9ixY/nmm2+49dZb+f7773nhhRfo1atXSEGL0tJStm7dyoIFC1i3bh1lZWX06tWL0aNHk5KSEpHgFkBKSgpRUVFs2bIlIstvaMpr4hUUFLBnz55IZ6fa8vLy+Pbbb1myZAm7d+8mMTGRkSNH0r9//1oJbgEkJibSuHFjXC4X/h5gR0dHM3HiRHbv3s1LL71UK3kTERGpDarBJRJZOgBFpF4pKyvjww8/ZNq0aSxbtoymTZty8803c/fdd9OpU6eQa+KUlJSwbds2srKyKCoqIi4ujpSUFBITE0MeaTHcNmzYQHZ2tmpxhUlxcTHp6ek0a9aM0047rd7V4rLWsnfvXlwuF/n5+URFRdG5c2eSk5OJi4uLSJ6ysrL44YcfOPXUU+nYsaPPdMXFxQwePJgjR46wefPmiOVXpAGrXyc0kQaibpQYRUREpE4rKSnhrbfeYuDAgVx++eVs3LiRiRMnsnbtWqZPn05iYmJIAYri4mK2bNlCeno6mzZtolGjRvTr14+RI0eSlJRUZ4Jb4NTiMsZoRMUwadSoEV26dGH//v3s27cv0tkJWPmAB0uXLuW7776joKCA5ORkRo8eTe/evSMaLEpKSqJRo0ZV1uJq1KgREydOJCcnh1dffbUWcygiIlJzVINLJLJ0AIpIjbHW8sc//pHc3NyQmyIVFRXxxhtvMGPGDDZu3EibNm341a9+xW233VatzuyLiorIysoiOzub0tJSmjdvTmpqKu3bt6/TNXnKa3ENGzZMI9CFQVFREenp6TRv3pyhQ4fW6d++Lgx4EIhAO/AvKiqif//+REVFsXHjRho3blyLuRRp8OruyUykAas7j0VFREQkrIwxuFwuXn75ZdatWxfUtIcPH+Zvf/sbvXr14uabbyY/P59HH32UdevW8dvf/jbk4NaRI0fYuHEj8+fPJzMzk/j4eAYOHMjw4cPp0KFDnQ5wgGpxhVtsbCxdunQhPz+fvLy8SGenUmVlZWzbto2FCxeyZs0aiouL6dGjB2PGjKFbt251KrgF0KVLF2JiYsjIyPBbiys2NpZ7772XrKwsXn/99VrMoYiISM1QDS6RyNIBKCI1auPGjfTt25err76at956q8r0Bw8e5KWXXuLJJ58kJyeHLl26cM8993DjjTdWq+nV4cOHcblc5OTkYK2lTZs2pKam0rp16zof1PK2fv16tm3bplpcYVJUVMT8+fNp2bIlQ4cOjXR2jiktLWX79u1kZmZy9OhRmjRpQnJyMp07dyY6OjrS2fNry5YtZGRkMGjQIBISEnymO3z4MP369aN58+asXbu2zgXrROqx+nVhE2kgVINLRESkAevVqxc/+9nPeOedd/zW4srLy2Pq1KmkpqZy//3306RJE/72t7/x/fffc/vtt4cc3CosLGTNmjUsWLCA7du307ZtW0477TSGDBlCmzZt6l1wC1SLK9xiY2NJSkoiLy+vTtTiKikpweVyMX/+fDZu3EhUVBR9+/Zl1KhRdO3atc4Ht4Bj+ayqFldcXBx33XUXmzZt4t13363FHIqIiISfanCJRJYOQBGpcf5qce3evZs///nP/O1vfyMvL48+ffowceJErrrqKmJiYkJeZkFBAS6Xi507dwLQvn17UlNTadGiRbXWpa5Yt24d27dvZ/jw4Q1mnSLp6NGjpKen07p1awYPHhyRPBQVFbF161ays7MpKSkhPj6elJQUOnToUKcGOwjUpk2byMzMPBZM9uXgwYP07duXDh06sGrVqnoRwBOpB+rf0xuRBqD+Xa1FREQkKL169eLaa689VovLWktOTg4TJ04kLS2NqVOnkpyczJtvvsmSJUsYN25cyMGt/fv3891337F48WJ27dpFp06dGDFiBAMGDGhQgaDU1FTV4gqjxo0b07lzZ/bu3cv+/ftrddlHjx7lhx9+ID09HZfLRdOmTRkwYACnn346nTp1qpfBLYDk5GSioqKq3Efj4+O54447WLduHbNnz66l3ImIiISfanCJRJYOQBGpFRs2bOCUU07hoosuokuXLvzjH//gyJEjnH766UyaNInzzjsv5Bt5ay15eXm4XC727duHMYbExERSUlJo2rRpmNek7li7di05OTmcfvrpNG/ePNLZqfeOHDlCeno6bdu2ZdCgQTW+vMOHD5OZmUlOTg5lZWW0bt2a1NTUett0tjIbN25k69atnHbaabRq1cpnuv3799OnTx+6devGsmXL6m1QT6QOaRgnEZF6JvS2ByIiIlIvWGuJiooiNTWV//znPyQkJHD66aczefJkxowZU63A1t69e3G5XOTn5xMVFUWXLl1ISUmhSZMmYV6Luic1NZUdO3aQkZHBgAEDIp2deq9JkyZ07tyZbdu2ceDAgRqr8VdYWIjL5SI3NxdrLW3btiUtLc1vAKi+Sk5OZtu2bWRkZPht+tmyZUtuv/12ZsyYwaeffspFF11Ui7kUEREJD9XgEoksHYAiUmOstaxZs4bp06fzzjvvEB8fT0FBAWPGjOHjjz8OuZaKtZbdu3eTkZFBQUEB0dHRdOnSha5du9K4ceMwr0Xdplpc4XX48GEWLFhAQkICAwcODOu8G3q/cL4EOurnnj17OOWUUzj11FNJT09XLS6R6lENLpEI0JVLRESkgbHWsnz5cq688koGDBjAW2+9xU9+8hM+/fRTzj33XL755hu+++67oOdbVlbGjh07WLRoEd9//z2HDx8mLS2NMWPG0KNHj5MuuAVOLS4Al8sV4Zw0DHFxcXTq1Indu3dTUFAQlnnm5+efFP3C+VI+6mdV+2hCQgK33norixYtYu7cubWUOxERkfBRDS6RyNIBKCJhY61lwYIFTJs2jU8//ZTo6Giuvvpq7r//fnr37o0xhpUrVzJmzBjOOeecgDuULg9suVwuDh8+TGxsLMnJySQlJVVrpMWGYs2aNezYsYMRI0YQHx8f6ezUe4cOHWLhwoW0b9+e/v37hzSP8n7hMjIyyMvLO2n6hfMl0JqGO3fu5JRTTmH48OF89dVXDaYvMpEI0MEjEgEqlYqIiNRzZWVlfPXVV0ydOpV58+YRGxvLTTfdxL333ktaWlqFm9SBAwdy7rnn8u2337Jz5046dOjgc76lpaXk5OSQmZnJkSNHaNy4Mb169aJz585ER0fXxqrVC559cYUakJHjmjZtSseOHdmxYwcHDx4MKmhorWXPnj24XC72799PVFQUXbt2JTk5+aToF86X1NRUcnJycLlcfvfR9u3bM378eJ5//nnS09MZM2ZMLeZSRESkelSDSySydACKSMjKysr4+OOPmTZtGosXLyYuLo7x48dz9913k5SU5LP2xdatW1mzZg1dunTh1FNPPeH7kpIStm3bRlZWFkVFRcTFxZGSkkJiYqL65fFh9erV5ObmMnLkSJo1axbp7NR7hYWFLFy4kI4dO1a6j3qz1rJz505cLhcHDx4kJibmWL9wsbGxtZDjui/QfTQ7O5v+/ftz9tln88knn6gWl0hodOCIRIBqcImIiNQzpaWlfPDBB0ybNo2VK1fSvHlz7r33Xu68807at29f5Q1p165d2b9/P7m5uaSmph6rIVNcXEx2djZbt26luLiYZs2a0bNnTzp06KDAVhVSU1PJzc0lIyMjoICM+NesWTM6dOhAbm4uaWlpPgMyZWVl5Obm4nK5OHToEI0aNaJbt2506dKFRo0a1XKu67byfdTlctGvXz+f6ZKSkrjuuut49dVXWb58Oaeddlot5lJERCR0Kq2KiEi9lZmZiTHG52vcuHGRzmJYFRUV8c9//pNTTz2Vq6++mszMTB588EHWrl3Lo48+SocOHQKubZGWlgY4naMXFRWxadMm0tPT2bJlC02aNKF///6MGDGCTp06KbgVgPj4+GMBmcLCwkhnp0Eo30czMzNP+K60tJTs7GwWLFjA2rVrKS0tpWfPnowZM4a0tDQFtyoRHx9P+/btyc3N5fDhwz7TGWO47777iI6OZtq0aai1h4iI1BeqwSUiIvXegAEDuOyyy0743F8thfrkyJEjvPbaazzxxBNs2bKFdu3a8fDDD/PLX/4y5FHgmjVrRrt27cjNzWXnzp1Ya2nZsiWpqakkJCSoWVII0tLSjjWTayj7XiSVB2R27NhBamoqTZs2rbT5bJ8+fdR8NkBpaWns2rULl8tF3759faZLTU3lmmuu4c0332TVqlUMGDCgFnMpIiISGgW4RESk3hs4cCBTpkyJdDbCrrCwkJdffpmZM2eybds2OnfuzOOPP8748eOr1c/T4cOHyczMZPfu3QA0atSIU089ldatWyuwVQ2etbjS0tJOytH6wq08IJORkUFcXBzZ2dnHms/26NGDjh07KrAVhObNm5OQkEBOTg5paWk+O943xjBx4kTeeustpk+fzptvvqlzg4iI1HkqEYiIiNQxBw4cYPr06aSlpXHPPfcQExPDs88+y6pVq7jjjjtCDm4VFhayZs0aFixYwLZt20hISKBNmzYUFRXRuHFj3cCGQWpqKtZaXC5XpLPSIDRu3Ji4uLhjo1R6Np9Vra3QlO+jlTX99NSzZ0+uuOIK3n33XTZu3Fg7mRMREakG1eASEZF6LycnhxdffJG9e/fStm1bRowYQf/+/SOdraDt3buXZ599lueee459+/bRq1cvHn30Ua6++upq9SlUUFCAy+Vi586dALRv357U1FRatGhxbLQ6dY4eHs2bNz+hWZ0E78iRI2RmZrJ9+3bKysoASEhIYODAgQrEVlOrVq1o06YN27dvJzU1lcaNG1eazhjDpEmT+Ne//sX06dN59dVXte1FRKROM+o4UiSidACKVENmZiapqamVfjd27Fhee+01unbtWsu5Co61lp07d/L000/zwgsvcODAAU499VQmT57MpZdeSnR0dMjz3r9/Py6X61hTxE6dOpGSknJs1MRyq1evJjc3l5EjR1ar6aM4CgoKWLx4MYmJiZxyyimRzk69cujQITIzM8nJycFaS5s2bUhNTSUzM5N9+/YxevRon83qJHB5eXksX76c5ORkevbs6TOdtZZx48bx2WefsWHDBrp161aLuRSp1xQNFokA1esWEZF6q2nTpvz+979nxYoV5OXlkZeXx9dff81ZZ53FvHnz+NGPflRnR7Sz1pKdnc3dd99Nt27dePzxx+nVqxfvvvsuCxcu5Iorrgg5uJWXl8eKFStYunQpe/bsoXPnzowaNYp+/fqdENyC46PVZWRkVGudxNG8eXPatWvHjh07/I5WJ8cdPHiQ1atXs2DBArZv305CQgLDhg1jyJAhtGnThrS0NKy1ZGVlRTqrDULr1q1p1aoV27Zto6ioyGe68lpcJSUlPPHEExpRUURE6jTV4BKJLB2ActJLSUkJ6qb1uuuu4/XXX/ebpqSkhNGjR7NkyRKeeeYZ7r777upmM2ystWzZsoUnnniCWbNmUVRUxJgxY5g8eTJjx44NuU8hay179+7F5XKRn59PVFQUnTt3JiUlJaAaL6rFFV4HDhxgyZIldO7c2e9odSc771qGHTp0IDU1lebNm5+QdsWKFeTn5zN69GifzeokcHv37uXbb78lNTWV7t27+0xnreWyyy5j/vz5bNq0iS5dutRiLkXqLdXgEokA9cElIiIR1a1bt6CaHCUmJlaZJiYmhltvvZUlS5bwzTff1IkAl7WW9evXM336dN566y1KSko477zzmDRpEiNGjAi5bxtrLbt378blcnHgwAGio6NJSUmha9euQQUB0tLSyM3NVV9cYdKiRYtjo9WlpqYSFxcX6SzVKXl5ebhcLvbu3YsxhsTERFJSUvwGV9PS0li+fDlZWVl+m9VJYNq0aUOLFi3Izs4mOTnZZz9/xhgm/z979x3eVn09fvx9vffelq1hO8NxlrNtGUjh1zJaCP1CaZlhlKaFUkoGZY82C1JCgBCgoQEKhVJaKC2jQKDglb2XE8datrz3lGXp/v4IEs7wiC1bHp/X8+SBSFdXx8qVrHvu+ZyzYgVffPEF69at49lnnxW9uARBEIQRSSS4BEEQBLfaunXrkOw3OjoawO1LFGVZZu/evaxevZp//OMfyLLMj370I1asWMHMmTMHldiqqKhAr9fT0tKCl5cXGo2GpKQkfHx8znt/gYGBxMXFUVFRgUajEVVcLpCSkkJNTQ16vZ7Jkye7Oxy3O1eVYVJSEkqlsl8JwPDwcMLDwzGZTKhUqgEd58J3JElCo9Gwb98+TCaTc6nyuWRlZaHVatm8eTMPPPAAcXFxwxipIAiCIPSP6MElCIIgjEnbtm0D6PWkbSjJskxhYSFXXnkls2bN4p///CfXXnstO3bs4O233yYzM3NAyS273U5ZWRkFBQUcOnQIi8VCamoqOTk5pKSkDOqkX/Tici1HFVdZWRkdHR3uDsdtHIMUtm/fzt69e2lubkalUqHVapk0adJ5VbdpNBrsdrvoxeUiUVFRBAUFYTQa6erq6nE7RxVXW1sb69evH8YIBUEQBKH/RA8uQXAv8QYUhEHYvn07M2fOPCup8+WXX3L55ZdjsVjIz88nKytr2GKSZZn//e9/rFy5kq1bt+Lt7c3PfvYz7rvvPlJTUwdcsWWz2TCbzej1ejo6OvD19UWlUpGYmDioSYtnEr24XKuxsZEdO3aQlJTEpEmT3B3OsLLb7VRWVqLT6WhtbcXLy4vk5GSSk5N7XA7XF1mW2blzJy0tLeTk5Ax4P8J3KisrOXDgAGlpaahUqh63s9vtXHzxxRw9epSSkhKioqKGL0hBGH3EOl5BcAOxRFEQBEEYte6//34OHz7MRRddhEKhAODAgQN8+eWXAPz+978ftuSW3W7n008/ZfXq1eTl5eHr68udd97JvffeS3Jy8oATW11dXZSWlmIwGOjs7MTf35/JkyeTkJAw4Ib0vVGr1aIXlwuFhoYSGRlJaWlpvxv+j3Z2u92ZjG1vb8fHx4e0tDQUCgVeXoP76ulYVrd3716MRiMpKSkuinr8iomJITAwEIPBQFJSUo8Jcw8PD5YvX861117L888/zxNPPDHMkQqCIAhC70QFlyC4l3gDCsIgvPrqq7z//vscOnSImpoarFYrsbGxLFiwgLvvvpucnJwhj8Fms/HBBx+wevVqdu/eTWBgILfffjv33HMPcXFxA05sWa1WTCYTRqMRq9VKYGAgKpWKuLi4IUlsdSequFyroaGBnTt3jvkqLpvNRllZGXq9HovFgp+fHyqVioSEBJdWGcqyzI4dO2hra0Or1YoqLhcoLy/n0KFDTJw4keTk5B63s9vtZGdnU1paSklJCaGhocMYpSCMKqKCSxDcQCS4BMG9xBtQEEYpq9XKu+++y+rVqzl8+DAhISEsWbKEX/3qV84G9wPR2dmJ0WjEZDLR1dVFUFAQGo2GmJiYYZtc1tLSQmFhIXFxcaKKy0V2795NQ0MDWq32vKZbjgZWq9VZZWi1WgkICEClUhEfHz9kydjq6mr27dtHSkqK2/rsjSV2u52CggLsdjtarbbXf7f333+fG2+8kZUrV/Lggw8OY5SCMKqIBJcguIFIcAmCe4k3oCCMMhaLhb/85S889dRTnDhxgsjISO666y5+8YtfEBYWNqj96vV6SktLsdvthIaGolariYqKGrbEVneiisu1HFVcycnJTJw40d3huMS5krFqtZrY2NghP2ZlWWb79u10dHSg1WoHvfRRgNLSUo4ePcrkyZOdS77PxWazMXfuXGpraykpKSEoKGgYoxSEUUMkuATBDcQURUEQBEHoh7a2Nl544QUmTJjAz3/+c1paWli9ejVHjhzh/vvvH3Byq729naNHj5KXl4fRaCQ0NJTMzEzmzJlDdHS0W5JbcKoXF4BOp3PL8481YWFhREREUFpaisVicXc4g9LR0UFRURG5ubnodDoCAgKYMWMG8+fPH9Sy3PMhSRJqtdq5lFcYvISEBPz8/NDr9djt9h638/T0ZNmyZVRXV/PKK68MY4SCIAiC0DtRwSUI7iXegIIwwjU3N/PSSy+xfv16ysvLSU5O5re//S033XQT/v7+A95va2srer2e8vJyZFkmMjISjUYzqCowVxNVXK5VX1/Prl27UCqVTJgwwd3hnLf29nb0ej1lZWXIskx4eDhqtZqIiAi3JGJlWWbbtm1YLBZycnJc2udrvDKZTBw7dowpU6aQkJDQ43ZWq5XMzEw6OjooLi4e1GehIIxRooJLENxAVHAJgiAIY47Vah30Purq6vj973+PWq1mxYoVBAYGsmnTJvbv38+dd9454BO65uZmDhw4QEFBAWazmejoaObNm0dmZuaISm6BqOJytfDwcMLDwzGZTHR2dro7nH5rbW3l0KFD5OfnU1paSmRkJHPmzGH27NlERka6rcqwexVXaWmpW2IYaxISEvDx8UGv19PbRXBvb2+WLl2K2Wxmy5YtwxihIAiCIPRMVHAJgnuJN6AguNjtt9+OwWDgiy++OO/HyrJMdXU1zz77LC+++CKNjY2kp6ezfPlyfvzjHw+qz09jYyM6nY7q6moA4uLiUKvVI75/zYEDB6isrBRVXC5SV1fH7t27UalUpKWluTucXjU3N1NSUkJVVRUAMTExqNVqQkJC3BzZd2RZprCwEKvVilarFVVcLqDX6zlx4gTTpk0jNja2x+06OzuZNm0aHh4eFBUVjbnhCYIwSKKCSxDcQFRwCYIgCGNKWFgYW7du5euvv+73Y2RZpqysjPvuuw+NRsPq1atJSUnhnXfeYdu2bfzkJz8ZcHKrvr6ePXv2sGPHDmpqakhISCA7O5upU6eO+OQW4JxQJ6q4XCM8PJywsLARXcXV0NDA3r172bZtG9XV1cTHx7NgwQKmT58+opJb8F0VV2dnJ2VlZe4OZ0xISkrC29ubkpKSXqu4fHx8+O1vf4vBYOCtt94althUKhWSJJ3zT1xc3LDEIAiCIIxcooJLENxLvAEFwcUqKytRq9XMnTuX//3vf71uK8syer2ep556ii1btmCxWMjKymLFihVcfPHFeHgM7DqQLMvU1dVRUlJCQ0MDHh4eJCYmolQqR2WvGlHF5Vq1tbXs2bNnRFVxOY5ZnU5HfX09kiSRmJiISqUa8ces3W6noKAAu92OVqsd8PtW+I5Op6O4uJjp06cTExPT43bt7e1kZGQQEhLCoUOH8Pb2HtK4VCoVDQ0N3HvvvWfdFxQUxLJly4b0+QXhPIgKLkFwA5HgEgT3Em9AQRgCy5cvZ926dXz55ZcsXLjwrPtlWaaoqIi1a9fy1ltvYbVaufjii1m+fDlarXbAPYUcSxx1Oh1NTU14enqiUChQKpWjevlOS0sLhYWFxMfHk5GR4e5wRj1Zltm1axfNzc1otVp8fHzcGktNTQ0lJSU0NTXh4eHhPGb9/PzcFtf5Kisr48iRI0yaNImkpCR3hzPqWa1W8vLyCAgIYO7cub1+Jm7YsIEHH3yQN998kxtuuGFI41KpVMCpZZSCMMKJBJcguIFIcAmCe4k3oCAMgaqqKtRqNbNmzeLrr792npzJssyBAwdYs2YN7777Lna7ncsvv5wVK1Ywe/bsQSW2Kisr0el0tLS04OXlRVJSEsnJyW5NXriSqOJyLUcVl1qtJjU1ddiff6wds3a7nfz8fACys7NFFZcLFBcXo9PpmDlzJlFRUT1u19LSQnp6OrGxsRw4cGBI+6CJBJcwiogElyC4gfjtLwiCIIw5MTEx3H333eTm5vLll18iyzI7duzg6quvZsaMGfztb3/j6quvZtu2bbz77rvMmTNnQMktu92O2WymoKCAgwcPYrFYSE1NRavVkpqaOioTBT0RvbhcKyIigtDQUIxGo0umfvaX3W6nrKxszB2zHh4eqNVqOjo6KC8vd3c4Y0JycjKenp7odLpee3EFBQVx1113ceTIEd5///0hj8tisfDmm2+yatUqNmzYwFdffYXNZhvy5xUEQRBGPlHBJQjuJd6AgjBEampqUKlUaDQa4uLi+Pzzz/Hy8uK6667jvvvuY+LEiQOu2LLZbJjNZvR6PR0dHfj6+qJUKlEoFGN6ipuo4nKtmpoa9u7di0ajISUlZUifazwcs44qLkmSyMrKElVcLnDixAn0ej2zZs0iIiKix+0aGxuZPHkyKSkp7Ny5c8hee5VKhcFgOOt2tVrNli1buPDCC4fkeQVhAEQFlyC4gfjNLwiCIIw5drud3bt3ExERwcGDBzlx4gS33347+/bt4+WXX2bSpEkDSm7ZbDYMBgN5eXkcO3YMgEmTJpGdnY1SqRwziYKeiCou14qMjCQkJGRIq7i6urrQ6/XOY1aSJCZPnoxWqx1zx6yHhwcqlYr29nYqKircHc6YkJycjIeHR5/v+dDQUJYsWcKePXv45JNPhiyeW2+9la1bt1JRUUFraysHDx7kF7/4BXq9nssuu4z9+/cP2XMLgiAII5+o4BIE9xJvQEFwIbvdzr///W9WrVrFjh07iIqKoqWlBbVazfbt2wd8Mm+1WiktLcVgMGC1WgkICECtVhMXFzfuqkREFZdrVVdXs2/fPpdXcVmtVoxGI0ajka6uLgIDA1Gr1cTGxo7pY9Zms5GXl4eXlxdZWVkDrtIUvlNUVITRaGTOnDmEhYX1uF1NTQ1Tpkxh6tSp5OXlDetxtmzZMv74xz+yaNGiYVkmKQj9ID58BMENxu43HEEQBGHcsNlsvPPOO8ycOZNFixZx7Ngxli5dyo4dO7jhhhs4evQoH3zwwXnvt7Ozk+LiYvLy8iguLsbX15epU6eSlZVFQkLCmE4U9ERUcblWVFQUwcHBLqvislgsnDhxgtzcXEpKSvD392fatGksWLCA+Pj4MX/Menp6olKpaGtro7Ky0t3hjAlKpRJJkvp8z0dFRXHHHXdQWFjIV199NUzRnbJkyRIAvvnmm2F9XkEQBGFkERVcguBe4g0oCIPQ2dnJX//6V9auXcuxY8cIDw/nrrvu4he/+IWzX0xVVRXp6emoVCp27NjRrxN8i8WCwWCgtLQUm81GSEgIGo2GqKgoURGCqOJytaqqKvbv309KSoozgXi+2tvbMRgMlJWVYbfbCQsLQ61WExkZOe6OWUcVl7e3NwsWLBh3P/9QOHLkCGVlZcybN4+QkJAet6usrGTKlCnMnz+frVu39vra2+12lyVcm5qaCA0NxdfXl46ODpfsUxAGSXzwCIIbjO3LeIIgCMKY1N7ezqZNm5g0aRK33nordXV1/P73v+fo0aM88MADpzVDjomJ4cYbb0SWZUpKSvrc77Fjx8jLy8NgMBASEkJmZiZz584lOjpanCh/S1RxuVZ0dDTBwcEYDAa6urrO67Gtra0cPnyY/Px8TCYT4eHhzJ49mzlz5ozbhKynpydKpZLW1laqqqrcHc6YoFar+1XFFRMTw+LFi/nqq6/Iz88/5zaHDh3ihhtu4JZbbnFZfIWFhQADThALgiAIY4NIcAmCIAijRktLC8888wxpaWn86le/wmq1sm7dOg4fPsx9991HcHDwOR+3atUqnn76aWpra8857r6nJMHs2bPHZQVMX4KCgoiNjaW8vJzW1lZ3hzPqSZKERqOhq6sLk8nUr8e0tLRw8OBBCgoKMJvNREVFMXfuXDIzMwkPDx/iiEc+hUKBt7c3JSUl53zPC+fH39+f+Ph4qqqqaGlp6XE7SZL4zW9+g4+PDytXrjzttd+5cyeLFi1i6tSpvP3229jtdux2e79jOHz4MHV1dWfdbjAYuPvuuwG48cYbz+OnEgRBEMYaL3cHIAiCIAh9aWxsZOPGjTz77LNUV1ej0WjYuHEjP/vZz/D19e3z8QEBASiVSkpKSqipqSE6Oho4lSTQ6XTOiWvR0dGo1WpCQ0OH9OcZCzQaDZWVleh0OjIyMtwdzqgXHR1NUFAQBoOBpKQkvLzO/RWtsbERnU5HdXU1AHFxcajVaoKCgoYz3BHPy8sLpVJJcXEx1dXVxMTEuDukUU+lUmE2m9HpdEydOrXH7RQKBTfccANbtmxh586dtLW1sXLlSr744gu8vLy47bbbuP/++5kwYcJ5Pf/f//531qxZw8KFC1Gr1QQHB3Py5Ek++ugjOjo6uPzyy1m2bNlgf0xBEARhFBM9uATBvcQbUOiR1WrlxRdfZN++fezdu5cjR45gtVr505/+xB133NHrY19//XU2btzIkSNH8PT0ZObMmSxbtowf/vCHwxS9a9TU1LBhwwY2btxIfX09kydPZunSpVxzzTV4e3uf176sVit5eXkEBAQwceJE9Hq9SBIMkujF5VqVlZUcOHCA1NRU1Gq183ZZlqmvr0en01FXV4ckScTHx6NWqwkICHBjxCNbV1cXubm5+Pv7M2/ePFGJ6QL9fc8XFxdz1VVX0dTURF1dHX5+fvz85z9n2bJlJCcnD+i5v/76a1566SX27t1LRUUFra2thIWFMWPGDG666SZuuukm8W8sjCTiYBQENxAJLkFwL/EGFHrU0NDgXGoUGxuLj48PJpOpzwSXY1y6QqHgmmuuobOzk3feeYe6ujqef/5551KOkUqWZSoqKnjmmWd4+eWXaW5uZvr06axYsYIf/ehHeHp6Dnjfhw8fxmw2AziTBCqVSiRnBqilpYXCwkLi4+NFFZcLyLLMtm3bsFgs5OTk4OHhQW1tLTqdjoaGBjw8PEhMTESlUuHn5+fucEeFkydPUlJSwsyZM4mKinJ3OKNec3Mz27ZtIyEhgSlTppx1f1dXF6+//jobNmzg5MmTeHh4sHjxYlavXi2q6ITxRiS4BMENRA8uQRCEESogIICPP/4Ys9lMRUUFt912W5+PKSgo4I9//CMpKSkcOHCA9evXs3HjRnbv3k1ERATLli1Dr9cPffADIMsyBoOBX//616SkpLBu3TrS09N57733yMvLY9GiRQNKbsmyTG1tLbt27XImt7y9vcnKymLKlCkiuTUIoheXa0mShFqtxmq1cvToUbZv387evXtpbm5GpVKh1WqZNGmSSG6dh+TkZDw9PUUvLhcJDg4mJiaG8vJy2tvbnbfb7Xa2bdvGlClTuOeee6iurua2227D39+ftrY257JwQRAEQRhKIsElCIIwQvn4+HDZZZcRHx/f78e89NJLADz00EOnNZpWqVTcddddWCwWtmzZ4vJYB0OWZY4fP87Pf/5zJkyYwMaNG5k7dy4fffQRX3zxBZdddtmARsnLskx1dTU7duxgz549NDU1oVQqUSqVWK3WXhslC/0nJiq6jt1ux2azIUmSM4Gg0WjIyckhLS2tX/3mhNN5e3uTnJxMY2PjORuUC+dPrVYjyzJ6vR6bzYbRaCQ/P99Zdfy73/2OY8eO8dxzz3HppZfy7rvvUlRU5O6wBUEQhHFAJLgEQRDGkC+//BKASy+99Kz7LrvsstO2cTdZljl06BA33XQT6enpvPrqqyxcuJCtW7fy0UcfcdFFFw04sVVRUcG2bdvYt28fbW1tqNVqtFotEyZMQKPRiOlqLuSo4qqoqKCtrc3d4YxKdrud0tJSCgoKOHLkiPO4V6lUpKSknHe/OeF03au4hMELCQkhIiKC0tJScnNzKSoqQpIkMjIyKCgo4JFHHiE0NBRJkli+fDl2u521a9eKz1tBEARhyIkpioIgCGNEa2srZWVlBAUFnbPqKy0tDYDjx48Pd2inkWWZPXv2sGrVKt5//30ArrrqKpYvX8706dMH3CTYbrdTUVGBTqejra0Nb29vUlNTUSgUpyUIxHQ113NMVCwpKRG9uM6DzWajtLQUg8GAxWLBz8+PSZMmER8fz44dOzAajc7kjDBwPj4+JCUlodfrqaurIyIiwt0hjVqdnZ0YjUYaGxuBU5/nGRkZxMbGnvOCREZGBldccQVvvvkmjzzyiLPiUxAEQRCGgkhwCYIgjBGOE47Q0NBz3u+4vaGhYbhCOo0syxQUFLBq1So+/vhjPD09ue6661i6dCmTJ08eVGKrrKwMvV5PR0cHPj4+TJgwAYVC0WNiICkpCYPBwMmTJ4mOjhaTtwapexWXRqMRk/36YLVanYktq9VKQEAAU6ZMIS4uzpkkUKvVHDp0iLKysgFPnRO+o1QqMRqN6HQ6keAagI6ODgwGA6WlpdjtdkJCQrDb7bS1tREZGdljta0kSaxYsYKPPvqIp556ik2bNonPW0EQBGHIiCWKgiAIQ0ilUiFJUr//3HjjjUMe03CfXNjtdrZu3crFF1+MVqvl888/Z/Hixezdu5fNmzeTnp4+oJhsNhsGg4G8vDyOHTsGwKRJk9BqtSiVyl6rXhxVXC0tLVRVVQ34ZxO+o9FokGVZLAPrRWdnJ8XFxeTl5VFcXIyvry9Tp04lKyuLhISE05IEcXFxBAQEoNPpsNlsbox6bPDx8UGhUFBXV+e2JP9o1NbWxpEjR8jLy8NoNBIaGkpmZiZz585l4sSJ2O12DAZDr/uYNWsWl1xyCa+99hqlpaXDFLkgCIIwHokKLkEQhCGUkpJyXhPPEhISBvxcjgotRyXXmfqq8HI1u93Oxx9/zKpVqygsLMTPz48lS5Zw7733olAoBpxo60/1S384qrhKSkqIiYkRVQWDJKq4enZm9UtoaChqtZqoqKgejzvHRMXDhw+LKi4XUSqVlJaWUlJSQmZmprvDGdFaWlrQ6/VUVFQgyzJRUVGo1WrCwsKc24SHhxMaGorJZEKlUvXYK85RxfXFF1+wbt06nn32WfF5KwiCIAwJkeASBEEYQlu3bh225woMDCQxMZGysjLKy8vP6sN14sQJACZMmDCkcdhsNv75z3+yevVq9u7dS1BQEPfeey+//vWviY2NHfCJjaP3i8lkoquri6CgICZNmjTgfXp5eaFSqThx4gSVlZXExcUNKC7hO6IX1+na29vR6XSYzWZkWSY8PByNRkN4eHi/jtm4uDhKSkrQ6/UoFIoBDV0QvuPn50diYiImk4nGxsZhS/aPJo2Njej1emdla2xsLGq1muDg4LO2lSQJjUbD3r17MRqNpKSk9LjfrKwstFotmzdv5oEHHhCft4IgCMKQEN+UBEEQxpDvfe97AHz66adn3ffJJ5+cto2rWa1W/vKXvzB16lR+8pOfoNPpeOCBBzh8+DArV64kLi5uQIkoi8XC8ePHycvLQ6fTERAQwPTp05k/f/6A9+mQlJQkJiq6kJioeEpLSwuHDh0iPz+fsrIyIiMjmTNnDrNnzyYiIqLfx6yHhwcajQaLxUJZWdkQRz0+OJaNi6W035Flmbq6Ovbs2cOOHTuorq4mISGBrKwspk2bds7klkNkZCTBwcEYjUa6urp63M5RxdXW1sb69euH4scQBEEQBJHgEgRBGEuWLFkCwMqVK6mvr3fertfr2bhxI76+vtx6660ufc6Ojg5eeeUV0tPTufnmm6mpqeGJJ57g6NGjPPzww0RFRQ1ov+3t7Rw7doy8vDwMBgPBwcHO3i+uWlLo6emJSqWitbWVysrKQe9P+K4Xl06nc3cow66pqYn9+/dTWFhIeXk5MTExzJ8/n5kzZ562tOt8xMXF4e/vj16vx263uzbgccjPz4+EhARqampoampydzhuJcsy1dXV7Nq1i927d1NfX09SUhLZ2dlMmTKFwMDAPvfhqOLq6urCZDL1uu3ChQuZM2cOmzZtoqamxlU/hiAIgiA4iSWKgiAII9iaNWucDdT37dsHwJYtW8jLywNAq9Vyxx13OLfPysrivvvu45lnnmHatGlcc801dHZ28re//Y26ujqef/55VCqVS2Jra2tj8+bNrFu3DpPJREJCAmvXruXWW2/t14lRb/vV6XSUl5cjyzKRkZGo1WrCw8NdEveZuvfiGswSSuEURxVXeXk5arV6XPTiamhooKSkhNraWiRJIj4+HrVaPaj3gYOHhwdqtZojR45gNptRKBQuiHh8U6vVmM1mdDod06dPd3c4w06WZaqqqtDpdDQ3NzsT/cnJyfj6+p73/qKjowkKCsJgMJCcnNzjgA8PDw9WrFjBtddey/PPP88TTzwx2B9FEARBEE4jiSUZguBW4g0o9Oqiiy7i66+/7vH+W265hddee+2s219//XVeeOEFjhw5goeHB5mZmSxfvpwf/vCHg46pqamJTZs2sX79eiorK1Eqldx3333ceOON59VQ/0wtLS3odDoqKiqAUydNarV6WPrkGAwGjh8/TkZGxlm9y4Tz19zczLZt20hISGDKlCnuDmdIOJZ16XQ66uvr8fDwICEhAZVKhb+/v0ufy263k5+fD0B2drboxeUChw8fxmw2M3/+/F6X4I0ldrudiooKdDodbW1teHt7k5yc7FyqPRgVFRUcPHiQCRMmoFQqe40hOzvb2exf9EETxjBxtUwQ3EAkuATBvcQbUBg1amtref7553n++eepq6tjwoQJLF26lOuuu25QJ0dNTU3odLp+NTUeKjabjby8PLy8vMjKyhJVXC6wf/9+qqurycrKGlNVXI5lXTqdjqamJjw9PVEoFCiVygFVv/RXaWkpR48eZfLkyaKKywXa2trIz88nNjaWadOmuTucIWWz2TCbzej1ejo6OvDx8UGlUpGYmIiXl2sWc8iyTEFBAV1dXWi12h6ruADef/99brzxRlauXMmDDz7okucXhBFIfJEQBDcQCS5BcC/xBhRGNMdSlvXr17Np0yaamprIyMhgxYoVXHXVVYM6OTrXsi6VSuWSZV0DIaq4XGusVXHJskxlZSU6nY6Wlha8vLxISkoiOTkZHx+fIX9+UcXleocOHaK8vJwFCxYQFBTk7nBcrquri9LSUgwGA52dnfj7+6NSqYiPj+81ATVQZrOZw4cPM2nSJJKSknrczmazMXfuXGpraykpKRmTr70gIBJcguAWogeXIAiCcBZZlikrK+Ppp59m8+bNtLW1MXv2bJYvX87ll18+4JPrcy3rUigUQ7Ks63wpFAr0er2zF5dIIAxOcHAwMTExo74Xl91up7y8HL1e71zWlZqaSlJSksuqX/rDw8MDlUrFsWPHKC8vJzExcdiee6xSq9XOf9uMjAx3h+MynZ2dmEwm52TDwMBAJkyYMOSfa3FxcZw8eRK9Xk9iYmKPz+Xp6cmyZcu44447eOWVV7jvvvuGLCZBEARhfBEVXILgXuINKIwosixTUlLC008/zWuvvYbFYkGr1bJixQoWLlw4qMRWTU0NOp2OxsZGZ2JLqVQOqm+XqxmNRoqKipgyZQoJCQnuDmfUG81VXDabjbKyMgwGAx0dHfj6+jqXdQ1F9Ut/2O128vLy8PDwICsrSyRhXeDAgQNUVlaSlZXltupRV7FYLBgMBkpLS7HZbAQHB6PRaIiOjh62ZdeOpbTp6em9JmGtViuZmZl0dHRQXFzs9gscgjAERAWXILiB+GYkCIIwysmyzKFDhwa9jyNHjrB48WImTZrEyy+/zAUXXMBnn33Gp59+ysUXXzygk2nHsq5t27axb98+WltbUavV5OTkMHHixBGV3AJITEzE19eXkpIS7Ha7u8MZ9bpXcbW1tbk7nH7p6upCr9eTl5dHUVERkiQxefJktFptrxPihoNjomJ7e7tzGIMwOBqNBgC9Xu/eQAahvb2do0ePkpubi8FgIDg4mMzMTObNm0dMTMyw9hRMSEjA19cXnU7X62eot7c3S5cuxWw2s2XLlmGLTxAEQRjbRAWXILiXeAMKg/bII4+watUqjh07Rlpa2nk9VpZl9u3bx+rVq/nHP/6B3W7nhz/8IStWrCAzM3PAJ0ZDOa1rqIkqLtcaLVVcVqsVo9F42rIutVo94par2mw28vPz8fT0ZMGCBSMqttHKMRAhOzt7VFUStbS0oNfrqaioQJZlIiMjUavVhIeHuzUux2doX/0MLRYL06dPx8PDg6KioiEd0iAIbiAquATBDcS3IkEQhFHupz/9KbIs8+STT/b7MbIsU1hYyJVXXklmZib/+Mc/+L//+z+2b9/OO++8w6xZswaU3LLb7ZSWllJQUMDhw4fp6uoiLS0NrVaLRqMZ8cktEFVcrjbSq7gsFgvHjx8nNzeXkpIS/P39mT59OgsWLCA+Pn7EJZA8PT1RqVS0tbVRWVnp7nDGBI1GgyzL6HQ6d4fSL01NTezfv5/CwkLKy8uJjo5m3rx5ZGZmuj25Bac+Q318fNDpdPR2Id3X15ff/va3GAwG3nrrrWGMcPRz/G767LPP2Ldvn3uDEQRBGEFEBZcguJd4Awoucf311/O3v/2NQ4cOMXny5B63k2WZr7/+mpUrV/LFF1/g5eXFz372M5YuXUpqauqAK7Yc/Yr0ej0WiwU/Pz9UKhUJCQluXdI1UCaTiWPHjvXZR0bon5FYxdXe3o7BYKCsrAy73U5YWBhqtZrIyMhhXdI1EDabjby8PLy8vMjKyhrx8Y4Ge/fupba2dkRXcdXX16PT6ZyTZ+Pi4lCr1SOyd5her+fEiRNMmzaN2NjYHrdrb28nIyODkJAQDh06NCougowkl19+OVarlc8//9zdoQhnEx/MguAGI+uypCAIgjAgjz76KABPPPHEOe+32+188sknXHjhhSxcuJDc3FzuvPNODhw4wKZNm0hLSxvQSXJXVxc6nY7c3FyKiorw9PQkPT2d7OxskpKSRmVyC05VIPj5+fXZR0bon5FUxdXa2srhw4fJz8/HZDIRHh7O7NmzmTNnDlFRUaMiWdS9ikv04nINRxWXwWBwdyincQzo2LlzJ7t27aK+vh6FQkF2djYZGRkjMrkFp6bSent791nF5e/vzz333MPx48f5+9//PowRjn7Lly/n008/ZevWrezatcvd4QiCIIwIooJLENxLvAEFl7n55pt588032b9/P1OnTgVOJbb+9a9/sWrVKnbt2kVgYCC33XYb99xzD/Hx8QM+mT+zX1FQUJCzX9FoSBD0h2Ma2OTJk1EoFO4OZ9RzdxVXc3MzOp3OuawvJiYGlUpFaGjosMfiCo4qLm9vbxYsWDBm3nfutGfPHurr68nOznb7AAxZlqmqqkKn09Hc3Iynp6dz8uxo6VVVUlLCyZMnmTFjBtHR0T1u19LSQnp6OnFxcezfv3/UXhgZCFmWT3vvOs7Leno/O7bfunUrt956K2azmbi4OP79738zc+bMYYlZ6DfxoSwIbiAquARBEMaIRx99FA8PD5544gmsVit//etfmT59Oj/+8Y85fvw4y5cv59ChQ6xevZqEhIQBnRCf2a8oICCA6dOnM3/+fOLi4sbUSXZCQoKo4nIhd1VxNTY2snfvXrZt20ZlZSVxcXEsWLCA6dOnj9rkFpyq4lIqlbS2topeXC6i0Wiw2+1ureKy2+2YzWYKCws5cOAA7e3taDQacnJymDBhwqhJbgEkJSXh5eXVZxVXUFAQd911F4cPH+b9998fxgjd75NPPuHpp5/GZDLR2dmJJElIkoTNZjvn9pIkYTKZWLp0KaWlpXh5ebFs2TJmzJgxvIELgiCMUKKCSxDcS7wBBZdavHgxr7/+OsnJyRiNRiIiIrjrrrtYsmQJYWFhA95vR0cHer1+VPYrGgxRxeVaw1XFJcuys19RXV0dkiSRkJCASqUiICBgyJ53uNlsNnJzc/Hx8RFVXC6ye/duGhoa0Gq1w5pMstlsmM1m9Ho9HR0d+Pj4oFQqUSgUeHl5DVscrlZcXIxOpyMzM5PIyMget2tsbGTy5MmkpKSwc+fOETfcYajs2LGD+fPnEx0dzcyZM5k7dy5XXHEFkydPJiQkBDiV9HQkvurr6/n1r3/NX//6VwDuuOMOXnnlFXf+CELPxAeyILiBSHAJgnuJN6DgEu3t7fz5z39m1apVlJeXk5KSwm233cbtt99OUFDQgPfb1taGXq/HbDYjyzIRERFoNJoRMalrONjtdvLz8wHIzs4eNyddQ2n//v1UV1eTlZXl8mSTo1+RTqejsbERDw8PEhMTUalUbl9yNlT628xb6J+6ujp2796NUqlkwoQJQ/58XV1dlJaWYjAY6OzsHPUDOs7U2dlJbm4uoaGhzJ49u9dtn3zySdauXct//vMfrrjiimGK0H0cyw1/+MMf8vHHHztv9/PzIy0tjcmTJ3PddddxwQUXEBoaipeXF2+88Qa/+MUvsFgs/OAHP+Avf/kLUVFRZy11FEYE8Q8iCG4gElyC4F7iDSgMSktLCy+99BLPPPMM5eXlJCcnk5KSwldffcUnn3zCBRdcMOD96nQ6ZwPr6Oho1Gr1qF7SNVBlZWUcOXKESZMmkZSU5O5wRr2hqOI6V7+ipKQklEolPj4+LnmOkaqrq4u8vDx8fX2ZP3++OMl1gZ07d9Lc3IxWqx2y4+fMPoaBgYGoVCri4uLGXCL9+PHjGAwGZs+e3evFkerqajIyMpg6dSp5eXlj7nU4k81mw9PTkxMnTvDpp5/yzjvvYDQanReUHBITE5kyZQoZGRn8+c9/pqGhgcDAQP7xj3/w/e9/37mEfqy/XqOQ+DAWBDcQCS5BcC/xBhQGpL6+no0bN7JhwwZqampISUlh2bJl/PSnP3WeSMyePZutW7ee136bmprQ6XRUVVUBEBsbi1qtJjg4eCh+jFHBbrdTUFCA3W5Hq9WKkwgXcFUVl91up6KiAr1eT2trK97e3iQnJ5OUlIS3t7cLIx7ZdDodxcXFTJ8+nZiYGHeHM+rV1tayZ88e1Go1qampLt23xWLBYDBQWlqKzWYjODgYtVpNTEzMmE1OWiwW8vLyCA8PJzMzs9dtH3zwQTZs2MAXX3zBxRdfPEwRulf36quTJ0+yb98+Pv30U/bs2cORI0ewWCxnPeb6669nzZo1JCQkiN9JI9fYfEMLwggnElyC4F7iDSicl6qqKjZs2MCLL75IQ0MD6enpLFu2jP/7v/87rU/L4sWL+fvf/86HH37Yr5OEhoYGdDodNTU1SJJEfHw8KpVqxI6gH26iisu1BlvFNVb7FQ2Uo4rLz8+PefPmjdlEyXCRZZmdO3fS0tJCTk6OS5Kl7e3tzuXe46mPocOxY8cwmUzMnTu310rgyspKpkyZwvz589m6deu4eG3g7GmKcCrRqtfr+fjjj9myZQt6vd55n5+fHx0dHWi1Wi688ELmz5/PnDlzRIJ7ZBkfB68gjDDj71ugIAjCKCPLMmazmT/+8Y+88sortLa2MnPmTFasWMEVV1xxzj4tjz76KPX19XR0dPS63/r6ekpKSqivr0eSJBQKBSqVCn9//6H8kUad+Ph4dDodOp1uzPTGcafuExXVanW/q7hsNhulpaXo9Xpnv6JJkyaN+38TLy8vkpOTOXnyJNXV1eIkd5AkSUKj0bB3716MRiMpKSkD3ldLSwt6vZ6KigpkWSYyMhK1Wj1u+hg6KJVKSktL0el0vU78i4mJYfHixWzatIn8/Hy0Wu3wBelG3ZNbjiWHkZGRREZGYjKZaGxsBGDGjBl4enpSWlpKR0cHeXl55OXlAZCamsq0adPQarXcfPPNREREDP8PIgiC4GaigksQ3Eu8AYUeybKMwWBg7dq1vPbaa3R0dLBgwQJWrFjBJZdc0ueyhKKiIoxG41l9T87ViFuhUKBUKsdsI25XMJvNHD58mIkTJ5KcnOzucEa986nislqtmEwmjEYjVquVgIAA1Gr1mOxXNFBdXV3k5ubi7+8vqrhcQJZlduzYQVtbG1qt9ryruM5c7h0TE4NarXZOxhuPjhw5QllZGfPnz+912bvJZGLatGl873vf4+OPPx7Xx3JRURFXXXUVx48fJzg4mLfeeosrrriC4uJijh49yl//+lfy8vJoamqipaXF+bhf/vKXbNy40Y2RC4gKLkFwC5HgEgT3Em9A4SyyLHP8+HHWrl3Lm2++idVq5Xvf+x7Lly8nJyen31/2HX1PHNOrzmzE7eXlRVJSEsnJyWO+Ebcr2O12CgsL6erqQqvVjuuKIVfpqxdXZ2ens19RV1cXQUFBaDSaMd2vaDBOnjxJSUkJM2bMIDo62t3hjHpVVVXs37+flJQUNBpNvx5TX1+PTqejtrYWSZKIi4tDpVINaprtWNHW1kZBQQExMTFMmzatx+1kWebXv/41W7ZsYceOHcyZM2cYo3Q/u92OJEmUl5ezePFivvjiCwCWL1/O2rVrz9q+rq6OgwcP8sUXX/DRRx+h1+tpaGigoqJCVHO6l/glJQhuIBJcguBe4g3YjdVq5cUXX2Tfvn3s3buXI0eOYLVa+dOf/sQdd9xxzse89tpr3HrrrT3uc9OmTSxZsmSoQnYpWZY5ePAga9as4W9/+xt2u53LLruMFStWMGfOnAGd0DumV6lUKqqrq8d1I25XEFVcrtVTFVdHR4czsWW32wkNDUWtVhMVFSUSW72wWq3k5eUREBDA3LlzxWs1SLIss23bNiwWC1qttsf+brIsU1tbi06no6GhAQ8PDxISEsRy73M4dOgQ5eXlLFiwoNeknyNR+6Mf/Yh//vOf4/JYXrduHY8++ihdXV1ce+21bN68uV/H08GDB3nvvfdYsGABl1566TBEKvRg/B20gjACiB5cgiCMGK2trdx7773Aqel9cXFxmEymfj32qquuOmdfj9mzZ7swwqEhyzK7du1i1apV/Otf/wLg6quvZvny5UydOnXAX+ztdruzMkuv1+Pt7U1aWtq4bcTtCnFxcc5eXImJiaKKa5DO7MUFOBtxy7JMRESEs1/ReDzBPV+O5HVJSQm1tbVERUW5O6RRzdGL68CBA5SWlqJSqU67/8yqWE9PT5RKJUqlEl9fX/cEPcKpVCrKy8vR6/VkZGT0uJ1area6667jr3/9KwcOHGD69OnDGKX7vfrqq6xYsQI41YvrzjvvxN/fH7vd3uOybJvNhqenJ1OnTmXq1KnDGa4gCMKIIc5wBEEYMQICAvj444+ZMWMG8fHxPP744zzxxBP9euyiRYtYvHjx0AboYrIsk5eXx8qVK/nvf/+Lp6cnP/vZz1i6dCkTJ04c8Am9zWajrKwMvV6PxWLB09MTm81Genq6WK4wSB4eHmg0Gg4dOkRpaSlKpdLdIY16Go2Gqqoq9uzZQ0dHB7IsExUVhVqtJiwszN3hjTrJyckYjUZKSkrGzYS+oRQTE0NgYCAGg4GkpCQ8PT2x2+1UVFSg1+tpbW3Fy8sLjUZDcnKyqIrtQ1BQELGxsVRUVKDRaHocMCFJEkuXLuXtt99mzZo1/PWvfx03x3J1dTXr16/H29uboKAg/vSnP3HhhRcC9NpzsPsFl94SYYIgCGOZSHAJgjBi+Pj4cNlll7k7jCFnt9v54osvWLlyJd988w0+Pj7cdttt/Pa3v0WtVg/4S3xXVxcmkwmDwYDVasXf35/09HSioqLIz89Hr9cTHR09bk4Shoqjikuv16NQKEQV1yA4GnEDtLe3ExkZSVpaWq8NqIXeeXt7k5SUhE6no66ujsjISHeHNKo5qrgOHjyIyWTC09MTvV5PR0cHPj4+oip2ANRqNZWVlej1etLT03vcbuLEiVx99dW8++67PPbYY0yaNGkYo3Sf6OhoKioqsFqt/OQnP+H73/++sy9Xf39/i+SWIAjjlfj0EwRhTNi3bx/PPvssa9as4S9/+QulpaXuDuksdrudDz/8kKysLH7wgx+wc+dO7rrrLg4ePMhzzz2HRqMZUPLJarVy8uRJcnNzKS4uxsfHh4yMDLKyskhMTMTX15fk5GQaGxupqakZgp9sfJEkCbVaTWdnZ7+X0Aqnq6+vZ8+ePWzfvp3q6mpnQ3RfX1+R3HKB5ORkPD09OXnyJKLX6uBFRkbi7e3NiRMnOHbsGACTJk1Cq9WiUqlEcus8BQcHEx0djdlspr29vcftJElixYoV2O121q5dOy6O5a6uLgCeeuopkpKSWL16NQEBAXh4eJzz+4Hdbh/uEAVBEEY08RtZEIQxYcOGDaf93dPTkzvuuINnn30WPz8/N0V1is1m47333mP16tXs37+f4OBgli5dyl133TWoaXAWiwWj0YjJZMJmsxEcHIxGozlnlZZSqcRkMnHy5EnRqNsFuldxOZYtCb2TZZm6ujpKSkqcjbgVCoWzEff+/fspLy9Ho9GIxtyD5OPjQ1JSEnq9XlRxDYLVanV+xlqtVuDUe3/KlCmiQmaQ1Go11dXVGAyGXiuzMjIyuOKKK3jzzTd55JFH+j3NcrRyJEtvu+02MjMzCQsLQ5blHn9ne3h40NHRgdlsJjk5GS8vr163FwRBGOvEb2dBEEY1tVrN888/T1FREa2trZjNZt59911UKhUvv/wyt912m9ti6+zs5PXXX2fq1Kn89Kc/xWg08tBDD3H48GGefPJJYmNjB/QltKOjg2PHjpGXl4deryc4OJiZM2cyb968HhNmjubTzc3NVFdXu+LHG9ccy5asVquo4uqDoxH3jh072LNnD83NzSiVSrRaLZMnT3YmszQaDbIsO5csCoOjVCrx9PSkpKRkXFS+uJLFYuH48ePk5uZSUlKCn58fU6dOxd/fn/r6eneHNyaEhoYSGRlJWVkZFoulx+0cVVxdXV089dRT4+pYdgzO6e17QmlpKUuWLOHWW2/l888/73N7QRCEsU5UcAmC4FIqlQqDwdDv7W+44QbefPPNAT/fhRde6Gy+Cqca1V977bXMnz+f6dOn8/bbb3P//fcP6wSmjo4OXnvtNZ566il0Oh0xMTE8+eST/PznPyckJGTA+21raxvUhDlH8+mTJ0+KXlwuEBsbe1ovLrFM6XR2u93ZZ6elpcXZiDspKck53bM7x0RFs9mMWq0WVVyD1L2Kq76+noiICHeHNOK1t7c7P2PtdjthYWGo1Wpns36bzcaRI0cwm80oFAp3hzvqqdVqamtrMRgMTJgwocftZs2axSWXXMJrr73Gww8/LF77bmJiYkhOTuaNN96gq6uLpKQkMjIynBMVBUEQxhvxbVwQBJdKSUk5ryWBCQkJQxJHUlISl19+OW+99RbffPPNsCS4WltbeeWVV/jjH/9IWVkZiYmJPP300yxevLjHSVH90dLSgl6vp7y8HICoqCg0Gg2hoaHntR9vb29UKhXFxcVUVVURGxs74JiE76q4Dhw4gMlkQq1WuzukEcFut2M2m9Hr9bS3t+Pj40NqaipJSUl9JgEdExV1Ol2vzaeF/lEqlc6JiiLB1bPW1lZ0Oh0VFRXIskxkZKTz4kF38fHxlJSUoNPpSEhIEMsUByk8PJzw8HBMJhMqleqciW/4rorriy++4Omnn+bZZ58VF2g4VR3r4+PD4sWLqaur48UXX+TRRx/ln//8p0huCYIwbokElyAILrV161Z3h+DkaFzd2to6pM/T2NjIxo0b2bBhA1VVVajVal544QWuv/56fH19B7xfx4S5qqoq4FTFkFqtHlQT7qSkJAwGAydPnhxU/y/hlJiYGIKCgjAYDP1K4IxlNpuNsrIy9Ho9FosFX19fJk6cSGJiYr9Ptro3nxZVXIPnqOIyGAzU1dWJJNcZzvyMjYmJQa1W91hp6+HhgVqt5ujRo5SXl5OYmDic4Y5JarWaPXv2YDQaSU1N7XG7rKwstFotmzdv5oEHHiAuLm4Yoxx57HY7drvdWRl799138+abb/LBBx/w2WefOScviiSsIAjjjfjUEwRhzNq+fTvAkDWlramp4dFHH0WtVvPQQw8RERHB5s2b2bt3L7feeuuAk1sNDQ3s3bvXOWEuPj6erKwspk2bNugJc15eXqhUKlpbW6msrBzUvgTRiwtOTf3S6XTk5eVRVFSEh4cH6enpaLVa5zS/8yF6cbmWUqnEw8NDvJ7dNDQ0nDbFMz4+ngULFjB9+vQ+l5EnJCTg6+uLTqcTE+xcICIigtDQ0NMa+Z+Lo4qrra2N9evXD2OEI4vNZnMmrry8vCgvL+fee+9lypQpNDU1AfD1118DiOSWIAjj0vi91CwIwpiQm5tLTk7OabfJssyaNWsoLCwkKiqKSy+91GXPJ8sylZWVPPPMM7z00ks0Nzczbdo0nn/+ea688soBLwuQZZn6+np0Oh11dXVIkkRiYuKQVLF0r+IaaKN74TuOKi7HRMXxUsXV2dmJyWTCaDTS1dVFYGAgEyZMIDY2dlAnViEhIaKKy4V8fX1RKBQYjUbq6+vPWnY3Xpw5xVOSpNOmePaXh4cHKpWKoqIiKisriY+PH8Koxz5JklCr1ezbtw+TydTrBamFCxcyZ84cNm3axPLly4mKihrGSIdPa2srzc3NxMXFOSci2mw2JElyfscwGo2sWbOGl156yfm46667joceeoiMjAx3hS4IguB20niaRiIII5B4A55hzZo1HDt2DIB9+/axf/9+srKySEtLA0Cr1XLHHXc4t5ckiQkTJjBnzhwSExNpbGwkPz+fQ4cOERAQwPvvv8/3v//9QcclyzImk4mnn36aV199lfb2dubOncvy5cu59NJLB3xCL8syNTU16HQ6Ghsb8fDwQKFQoFQqz6uX2fkyGAwcP36cjIwMcYLmAlVVVezfv5+UlJQxP8beYrFgMBgoLS3FZrMREhKCWq126eCCpqYmtm/fTmJioujF5QIWi4W8vDzCwsKYNWuWu8MZVrIsU11djU6no6mpCU9PTxQKBcnJyQP+jLXZbOTl5eHl5UVWVpa4SDBIsiyzfft2Ojo60Gq1vV4k+Oijj/jJT37Co48+yhNPPDGMUQ4Pm83GunXr2Lt3L8888wwJCQlYrVa8vb0BOHHiBGvWrGHLli3OxyxevJgHH3zQucTTUVkoKrjcTnwwCIIbiASXILiXeAOe4aKLLnKW15/LLbfcwmuvveb8+/Lly9mxYwcnTpygrq4ODw8PkpOTueSSS7jvvvsGnWyQZZni4mKeeuop3njjDTo7O7ngggtYsWIFF1544aASW45m2s3NzXh6epKUlIRSqeyx0a4rOU7QPD09ycrKEl+EB8lxgtbe3o5Wq3WejIwl55owp9FoiIiIGJIT/H379lFTU0N2drao4nKBY8eOYTKZmDNnDmFhYe4OZ8g5pnjqdDpaW1vx8vIiOTm5xyme58txkWDq1Knjvh+UK1RWVnLgwAHS0tJQqVQ9bme328nOzqa0tJSSkpLzHrYykjmqtZYsWcIrr7zC6tWruf/++wE4fPgwq1at4u2333Zuv2TJEh544AGSkpKAU6+NLMuiwfzIIRJcguAGIsElCO4l3oAjlCzLHD58mDVr1vDOO+9gs9n4wQ9+wLJly1iwYMGAT+jPPOny9vZ2nnQNd1LEaDRSVFREenq6aJbsAo4qLo1GQ0pKirvDcZnW1lbnFM/eJsy5mqjicq2Ojg7y8/MJDw8nMzPT3eEMGZvNRnl5+WlTPJVKJQqFwqXLh202G7m5ufj4+Azqd4JwiizLFBYWYrVa0Wq1vSZp3n//fW688UZWrVrFAw88MIxRDi1Hby2z2YxCoWDGjBk89dRTvPLKK7z33nvO7e69917uv/9+5yRkkdgascSHgiC4gUhwCYJ7iTfgCCPLMnv37mXVqlX885//BODKK69k+fLlzJgxY1CJLbPZPOQnXefDZrORn5+PJElkZ2eLKq5BGmtVXM3Nzeh0Oucwgr4mzA0FUcXlWo4qrrlz546pyhc4NezAMcWzs7MTPz8/VCoVCQkJQ3bir9frOXHiBNOmTXMmG4SBKy8v59ChQ0ycOJHk5OQet7PZbMydO5fa2lpKSkoICgoaxiiHls1mw9PTk9tuu+20anVvb2+WLl3KsmXLnNNQHX25xO/uEUskuATBDcQnoiAIAqeSEwUFBfzoRz9i1qxZfPDBB1x33XXs2LGDt956i5kzZw4ouWWz2TAajeTl5XH06FHsdjsTJ05Eq9WiUqnc2pDc09MTjUZDR0cHZrPZbXGMFZIkkZKSQldXF0aj0d3hDJhjiue2bduoqqo6rwlzriYmKrqWSqVCkiRKSkrcHYrLWK1WSkpKyMvL4/jx43h5eTFlyhSys7NJSkoa0qoWhUKBt7c3Op0OccF48GJjY/H390ev1/c6odLT05Nly5ZRXV3NK6+8MowRDj3H94xHH33U+fff/e53tLW1sWrVKiIiIpyTFD09PUVySxAE4QyigksQ3Eu8Ad1MlmW++uorVq5cyZdffom3tzfXX3899913HykpKQOu2Orq6qK0tBSDwUBnZyf+/v6o1Wri4+NH1BdSu91Ofn4+gKjicgFZltmxYwdtbW2jqorrXFM8ExISUKlUBAQEuDU2UcXlWkePHqW0tHTUV3FZLBaMRiMmkwmbzUZwcDBqtZqYmJhhXS5YUlLCyZMnmTFjBtHR0cP2vGNVWVkZR44cYfLkySgUih63s1qtZGZm0tHRQXFx8Zj6bHAsVbzhhht4++23eeutt/jZz36GxWLB29tb/J4ePUQFlyC4gfiEFARh1LFarfzpT3/iv//974D3Ybfb+eijj9BqtVx88cUUFBTwi1/8ggMHDrBx40ZSU1MHdJJktVo5efIkubm5nDhxAm9vbzIyMsjKyiIxMXHEfTH18PBwVnGVlZW5O5xRT5IkNBoNXV1dGAwGd4fTJ8eEuZ07d7J7924aGhpITk5Gq9WSnp7u9uQWiCouVxvtVVzt7e0cO3aMvLw89Ho9QUFBzJgxg3nz5hEbGzvsvbCSkpLw8vKipKREVHG5QHx8PH5+fuh0ul6ruBxL9sxm82kTBccCx3HkqOJ6+umnaWhowNfXd8R9hxAEQRhpRAWXILiXeAMOQHNzs7Maav/+/ef1hc9ms/HPf/6T1atXs3fvXoKCgrj99tu55557BnVy1NnZicFgcHs1wUDY7XYKCgqc06lEo9rBkWWZnTt30tLSQk5Ozois4pJl2TnsoKWlBS8vLxQKxbBN8TxfoorLtY4cOUJZWRnz5s0b9mWnA3WuYQcqlYrw8HC3f8aePHmSkpISZs6cSVRUlFtjGQtMJhPHjh1jypQpJCQk9LidxWJh+vTpeHh4UFRUhK+v7zBGObQcVVxXXHEF//3vf/nPf/7DpZde6u6whPMzsr/8CcIYJS4DCIIw6gQHB3P//fdz6NAh3n333X49xmq18pe//IVp06bxk5/8hJKSEn73u985R2/HxcUN6CSpo6ODoqIicnNzndUEM2fOdFs1wUA4qrgsFouo4nIBRxWXzWYbcVVcjmEHBQUFHDx4EIvFQkpKClqtlrS0tBGZ3AJRxeVqarV61FRxNTc3c+DAAQoKCjCbzURHRzN37lwyMzOJiIgYEZ+xycnJeHp6iiouF0lISMDHx6fP3ma+vr7ce++9GAwG3nrrrWGMcOg5fu4XXniBlStXkpqa6uaIBEEQRgdRwSUI7jVsb8D33nuPr7/+mn379rF//36am5u54YYbePPNN8/aVq/Xo1are9zXddddxzvvvDOU4fapra0NjUZDWFgYhw4d6rFZu8Vi4Y033uCpp56iuLiYqKgo7r77bu68885B9Z9pa2tDr9djNpuRZZmIiAjUavWIqCYYCLvdTmFhIV1dXX2OaBf61r2KS6vVuj1xZLPZnFM8Ozo68PHxQaVSoVAoRs2/tajici1HFdf8+fMJDg52dzhnaWhoQKfTUVNTgyRJxMXFoVKpepyYd+edd/aY5HjppZe46aabhjJcTpw4gV6vJzMzk8jIyCF9rvHAYDBw/Phxpk6dSlxcXI/btbe3k5GRQUhICIcOHRqWitnS0lIeffRRPv30U2pra4mPj2fRokU89thjhIeHD/nzC6PG6PsyKAhjgPvGdwmCMKz+8Ic/sH//foKCglAoFBw7dqzPx0yfPp1FixaddXtGRsYQRHh+AgICePDBB/nNb37DW2+9xS233HLa/W1tbbz66qusW7cOo9FIfHw8a9as4bbbbiMwMHDAz9vS0oJer6eiogJZlomKikKtVhMWFjbIn8i9HFVchw4dwmQyoVKp3B3SqOaYqLhnzx4MBgNpaWluiePMYQd+fn5MmjSJhISEUZPYctBoNFRXV6PT6UhPT3d3OKOeSqXCbDZTUlLC9OnT3R0OcCoxXFdXh06no76+HkmSSExMHBHDDvqiVCoxmUzodDqR4HIBhUKBTqdDp9P1Wg3t7+/PPffcw4MPPsjf//53rr/++iGN6+TJk2RlZVFVVcVVV13FpEmT2LFjBxs2bODTTz8lPz9/SP79ZVkelRfPBEEQhptIcAnCOLF+/XoUCgWpqal8/fXXLFy4sM/HzJgxg8cff3zogztDS0sLzc3NxMfH97rdnXfeydNPP80TTzzB9ddfj7e3N83NzWzatIn169dTUVFBcnIyzz77LDfddBN+fn4Djqm5uRmdTkdlZSVwapy5Wq0ekZUPAxUXF4dOp0Ov16NQKHqsihP6JyIigrCwMEwm07D3trJarZhMJoxGI1arlcDAQNLS0oiLixu1TYpDQkKIjo7GbDajVqtFFdcgBQQEEB8fj9lsprm52a2fZY5hBzqdjqamJjw8PEhOTkapVA7qc3s4+fj4oFAoMBgM1NfXi0qeQfL09ESpVFJcXEx1dTUxMTE9bnv77bfzxz/+kVWrVnHdddcNafL+V7/6FVVVVTz33HP8+te/dt5+3333sX79eh566CFeeukllz+vSG4JgiD0z+j8lisIw0ySpARJki6WJGmCJEmj8qxq4cKFpKWljfgvSS0tLaSlpfGb3/ymz239/Px4+OGH0el0vPDCCzzxxBOoVCruv/9+goODeemll9i/fz8///nPB3yS1NDQwN69e9m2bRtVVVXEx8ezYMECpk2bNqaSW/Bd1ZEjOSIMjjt6cXV2dnLixAlyc3M5efIkfn5+TJs2jQULFpCQkDBqk1sOoheXazl6cbnr9bTb7ZSXl1NYWMj+/ftpa2tDrVaTk5PDxIkTR01yy0GpVOLh4TEqepuNBv2dUBkUFMRdd93F4cOHef/994csnpKSEj777DNUKhV33XXXafc98cQTBAYG8pe//IXW1tYhi0EQBEHonbg8LwjnIEmShyzLdkmSgoHrgceBWMACfCRJ0mOyLB+WJEmSz/jWda7bRiuz2czLL79MbW0tkZGRzsTOUAoKCuLSSy/ltddeY//+/b0unZFlmcsvv5zQ0FBWrFgBwMSJE1m/fj2LFi0acAWSLMvU19ej0+moq6sbVctkBismJoagoCAMBoPz5EIYuOGq4uro6ECv11NWVobdbic0NBS1Wk1UVNSIT2qfD1HF5VoBAQHExcVRXl5OS0tLj/2tXM0x7ECv19Pe3o6Pjw+pqamj/jPH19cXhUKB0WikoaFh1C9ddzcvLy+Sk5MpKSmhtra21wmVS5YsYcOGDaxevZof//jHQ5LM//LLLwH4/ve/f9b+g4ODyc7O5rPPPmPbtm1cfPHFLn9+QRAEoW+j+1KuIAy9FcCz3/7/VqAe+DGwWZIkL1mWZUmSvCVJCpckKQFgrCS3AD7//HOWLFnCQw89xJIlS5g+fToLFy7EaDQO6fM++uijeHl58eijj57zflmWKS0t5be//S2TJk3C39+frq4ubr75ZrZt28Y111wzoJMkWZapqalh586d7N69m4aGBpKTk9FqtaSnp4/55BacXsU11P/O44Hj9bTZbOj1epfvv62tjSNHjpCXl4fJZCIsLIxZs2YxZ84coqOjx1Ryy0FUcbmWY6DIcFQdOaoZ8/LyOHr0KLIsM3HiRLRaLWq1elQntxxEFZdr9XdCZWhoKEuWLGHPnj188sknQxJLUVERABMmTDjn/Y5ei8ePHx+S5xcEQRD6JhJcgnCGbtVbCuA+wARcIsvy/wMygDeBecACSZL+D/gCyAfekCTpCUmSUtwVu6sEBATwyCOPsHv3burr66mvr3f27frf//7HxRdfPKQl+Gq1mttvv50PP/yQHTt2OG+XZZmSkhJ++ctfkpqayoYNG8jMzGTjxo0oFAref//9AcUlyzKVlZVs376dvXv30tLSgkqlGrXLZAYrOjqa4OBgDAYDVqvV3eGMehEREYSHh2MymbBYLC7ZZ0tLCwcPHiQ/P5+ysjKioqKYO3cus2bNIiIiYkwmthy6V3G1t7e7O5xRLzAwkPj4eCorK2lpaRmS57BarZSUlJCbm8vx48fx9PQkPT2d7OxsZwJjrPDz8yMhIYHa2loaGxvdHc6o5+3tTVJSEo2NjdTX1/e67S9/+UuCgoJYuXIldrvd5bE4/j17msDsuL2hocHlzy0IgiD0j0hwCcLZHGeGvwD8gae+XY7oJ8tyHbDp2/t/A7wBTAc8gZmcqvh6XJKkc3/7GSViYmJ48sknyczMJCwsjLCwMC644AI+++wz5s2bR3FxMZs3bx7SGB566CF8fHx49NFHkWWZo0ePcuuttzJx4kRefvllcnJy+O9//8unn37KpZdeytKlS6mvr2fdunX9fo7u/V8OHDhAe3s7Go2GnJwc0tLShrUp+EjiqDrq6uoSVVwuotFosNvtg67iampqYv/+/RQWFlJRUUFsbCzz589nxowZPZ50jUWiisu1HFVcrn49z+wJ5+vry9SpU8nKyiIxMXHU94TriUqlcmtvs7HGURXX1+sZHR3N7bffTmFhIV999dUwRfcdR4XZWL7AIAiCMNKN/lpwQXAxWZZt3/7vIuAg8Pm3f3fc7hiNNA14hFMJLzUwEfgdcAOwC9gwDOEOKy8vL+644w62b9/ON998069G8AOVlJTEkiVLeO6554iOjqaurg5ZlrniiitYsWIFs2bNOu1L5O23386GDRt45513nMmxnjgSWzqdztn/JS0tTUwO7CYqKoqQkBAMBgPJycl4e3u7O6RRzVHFVVpaikqlwtfX97we7+gJV1tbiyRJJCQkoFKpCAwMHKKIRzbRi8u1AgMDiYuLo6KiAo1GM+jjaqT3hLPZbBQWFjon44aHh6NUKsnJyTnv9+a5+Pv7k5CQQFlZmdsnVI4FjgmV/eltds899/DKK6+wcuVKvve977n0eHNcROipMq+pqem07QRBEIThJ87kBKEbR4N4SZKmAnHAVlmWDQCyLDvWamV9+9+VwBvf9tw6AhyRJKkF+BC4kTGY4IJTV0iBYZkS9MADDzib3KempvKXv/yFqVOnnvMLq6enp3Pb0tJSNBrNWdvYbDbKysowGAx0dHTg6+vLxIkTSUxMHFNLZFzBUcW1d+9eDAYDqamp7g5p1EtJSWHXrl3o9XomTpzY5/ayLFNbW4tOp6OhoQEPDw+SkpJQKpUiocOpKq7q6mp0Oh3p6enuDmfUU6vVVFRUoNPpyMjIGNA+Wltb0ev1lJeXI8syERERqNVqwsPDR0Riy2q1sm7dOjZv3kxFRcVZ94eEhHDzzTfzyCOPDLrhvlqtxmw2U1JS0uuwFKF/lEolJpOJkpISMjMze9wuNjaWxYsXs2nTJvLz89FqtT1u29nZeV6V2o7P7Z56bJ04cQLouUeXIAiCMPTGZm24IPSDJEle3/7X+T7o1iA+DYgE9ny7jfe3/00AFgI1siy/7theOsVDluXPOVX15SVJUtyw/TBneO+99/j1r39NTk4OISEhSJLEjTfe2OtjCgoKuPzyy4mIiCAgIIBp06bx7LPPYrPZTttu27ZtAOdMILlaXFyc80Trl7/8JRMnTuz1JCk7O5vY2Nizekd1dXWh1+vJy8ujqKgISZKYPHkyWq12zPV/caXIyEhCQ0MxGo10dna6O5xRLzw8nIiICEpLS3vtxSXLMlVVVc6ecM3NzSiVSrRarXOognAqGREVFSV6cblIUFAQsbGxlJeXn/cFjObmZg4cOEBBQQFms3lE9oQzmUxcdNFF/OEPfzhncgtOVeC88MILzJkzZ9CNwv39/YmPj6eqqmrIepuNJ35+fiQmJlJbW+uslDoXSZL4zW9+g4+PD6tWrTpnY/rq6moefvhhEhMTz2vZ+MKFCwH47LPPzurx1dzcTH5+Pv7+/syfP7/f+xQEQRBcSyS4hPHs55IkXSLL8rk6ke4HPgKOwWnVW36cmqT4LHyXJJNPsX/792jAG2gb2vB79oc//IEXXniBffv2kZiY2Of2//rXv7jgggv45ptvuPrqq/nxj3+MxWLht7/9LT/96U+d23355ZesX78eoM+EmSu0trZiNpvx8/Nj8+bNdHV1nZVw6+7M3lFWq5WTJ0+Sl5fHiRMn8Pb2JiMjg6ysLBQKxZjt/+IqQz0BcDxKSUnBbrefs5dM955w+/fvP60n3IQJE1yydGqsSUlJEb24XMhx4aK/r2dDQwN79+5l27ZtVFZWEhcXx4IFC0ZcT7ja2lquvPJK9u3b16/tjUYjl1122aCPK5VKBQzPhMrxwNHbrK/XU6FQcMMNN/DJJ5+wa9cu5+0mk4l7770XpVLJypUr0Wg059UQPiUlhe9///vo9Xo2btx42n2PPfYYra2t3HzzzeN26bggCMJIIPU2clcQxjJJkpqBf8iyvLiXbTzOlQCTJMlblmVrtyWNjsmLFwD/Bj6TZfnanh7fzZC8Ab/66isUCgWpqanO6YcXXHCBs5FwRUUF//3vf9FoNMyfP59//OMfWK1Wtm/fzuzZs7nooos4fPgwdruduro6LrvsMiwWC19++SUAv//973n44YeHIvTTvPbaa9x6661ceeWVfPjhh7z88stce+21vZ7oy7LM9u3baWlpQZIk7HY7wcHBqNVqYmJiRkQlwWgiyzK7du2iqakJrVYrkiwusHv3bhoaGsjOzsbPzw+73Y7ZbEav1zt7wimVStETrp/27t1LbW0t2dnZorrNBfbv3091dTVZWVkEBAScdb8sy9TV1aHT6aivrz+tJ9y5th8ud955J2+99dY57/Pz86Ojo+O89zl//nw+//zzQV0MOXjwIBUVFWRlZYnEhwscPnwYs9nM/Pnze+1tVlJSwowZM/jRj37E2rVreeqpp3jjjTewWq1cfPHFPPjggyxcuPC8vxOcPHmSrKwsqqqquOqqq5g8eTLbt2/nq6++YsKECRQUFBAZGTnYH1MYG8QXTkFwA5HgEsYlSZIu5lTzeB3wI1mWj5xxv2e3ZvPdb+81YSVJ0hOcajx/lSzL/+5pP90M+Rvwf//7HwsXLmTq1KkcPHiwx+0CAwOdyyheffVV3n//fXbt2kVlZSWSJKFQKFiwYAF33303OTk5Lo3xm2++ISsr67STeVmWufDCC9m3bx8FBQXMnz+f+Ph4CgoK8PPzO+eywo6ODgwGAyaTCVmW8fX1ZfLkySOmsfFoVVdXx+7du0lOTu5X7yihdw0NDezcuROFQkFgYCB6vR6LxYKfnx9KpVL0hDtPTU1NbN++ncTERNGLywWam5vZtm0bCQkJTJkyxXm7LMvOnmdNTU14eHigUChQKpX4+fm5MeJTektwdZecnMzMmTORJMnZY7A3zz33HLfffvuA42ppaaGwsJD4+PgB9zYTvtPa2kpBQQGxsbFMmzatx+1kWea2227jo48+or29HbvdzlVXXcUDDzzAvHnzBhWDyWTi0Ucf5dNPP6W2tpb4+HgWLVrEY489RkRExKD2LYwp4ounILiBuDQsjFc2Ti01VAO3AcskSfKSZbkLTpukeJo+klupwE3AUVmW/93bftxh2rRpHDhw4Kzbb7zxRt566y3+9Kc/OW+7/fbbuf322+nq6iI0NNQ56n0oqnfeffddrrvuOl5//XVuvvlm5+1Hjx4lNzeXW2+9FaVSyW9+8xuqqqqoqqoiISEBSZKcV9Xb29vR6XSYzWZkWSY8PByr1UpbW5uzB5kwcBEREc7eUSPlZHY0CwoKIiAggNLSUuBUr5709HTi4+PFstkB6N6LS0xUHLzg4GBiYmIoLy9Ho9Hg6+tLZWUler2elpYWvLy8UKvVJCcnn1eDbnfz8vLiueee45Zbbjnt9tdff5177rmHrq6ucz5u48aNg0pwOXqbOSZUurPKbSzoPvGztbX1nFVxn3/+OWvXrqWwsBBJkkhOTubf//43U6dOdUkMSUlJbNmyxSX7EgRBEFxLfJMWxiVZlv/HqaWEAHdIkqR0JLcG4tvk1muAEnjm29tGRQlGUVERcO6pP44Tma6uriHrIXLllVeSmJjI448/flpj+FdffRWAxYsXA7Bs2TIWLVqE2WzGZrNht9tpbW3l0KFD5OfnU1ZWRmRkJHPmzGH27NlMmjQJu90ueke5iKN3lHg9B66zs5Pi4mJyc3NpazvVoi8iIoLs7GwSExNFcmsQHL24xPHpGhqNBlmWOXToEAUFBRw6dAiLxUJqaiparZbU1NRRldyCU70pz0xuAdxyyy089thjPT6uqKjIOVxloNRqtegV50KOdgvdX09ZlqmpqeHaa69l0aJF7Ny5k//7v/9j0aJFmEwmvL293RWuIAiCMIzEt2lh3Ok2NfFZoBwIAR4c5P4mAS3AGuDdb+/qrffWiNHY2AjQY0Ngx+3n04j1fPj5+fHII4+g0+mcV0QtFgtvvvkm06ZNY8aMGcCpZJtKpaKtrQ2z2ew88SovLyc6Opp58+Yxc+ZMwsLCgNMn1g2k94pwurCwMCIjI8XrOQAWi4Xjx4+Tl5eHTqcjICCA6dOnExkZSX19fa8TFYX+cVRxlZWViYmKg2Sz2airq8PDw4OGhgZsNhsTJ04kJycHtVo9KhMFUVFRLFmypMf77777bufvjnPJz88f1PN3r4oTx+fgBQUFERMTQ0VFBW1tbVRWVjqnzk6ZMoWbb76Zffv28cYbb3D//fdjt9tZu3btOScqCoIgCGOLSHAJ4863zeA9ZVneB3zw7c2XSZLU7+ZCUrc1b98uW/wcWAKslWW5+dvbx8Q3KcePMZTL/G699VZUKhW///3v6ejo4F//+hdVVVXccsstpz1vYmIiPj4+GAwGqquriY2NZcGCBUyfPp2QkJCz9puamtrjxDrh/ImJdeenvb2do0ePkpeXh8FgICQkhMzMTObOnUtMTIx4PV3MUXUkqrgGxmq1UlJSQm5uLsePH3dWaEVHR5OcnDyq+8JdcsklvSbmfHx8+N73vtfj/bt37x50DKKKy7VUKpVzqMyBAwecU2cfeughNm3a5KzyysjI4IorruDNN98Ur70gCMI4IBJcwrjUrTfWZqAdUADXwenJK0e115nLDc9MXsmybJFlWS/LctNQxj0UHBVajkquMzU1NZ223VDw8fHhscceo7S0lFdeeYVXX32VgIAArrnmmtO28/T0JCEhAbvdTmhoKBMmTOi1n0loaKio6nAh8Xr2T/els6WlpYSHhzuXzkZGRjqTtuL1dC3xeg6Mo8diXl4eJ0+exNfXl6lTp6LVap29zUZ71ebkyZMHtU1lZeWgY+jeK260v57uZLPZMBqNzp6iXV1dqFQqcnJySElJOSuRKUkSK1asoKuri6eeekpUcQmCIIxxIsEljDvdklYesizvBV769q7fSJKU2D155WgqL8uyTZKkOEmSAiVJulqSpKjhj3xoOKbiHT9+/Kz7urq60Ol0eHl5odFohjSOG2+8kQkTJvD73/+ezz//nKuuuuqcS0bs9lMrP9vb27HZbNhsvffxd1TJDFUPsfFGvJ49a25u5sCBA2ctnc3MzOxx+ZOo4nItUcXVfx0dHRw7dozc3Fz0ej2BgYHMmDGD+fPnExcXhyRJztdztB+f/Zls19sSxfr6epfEIY7PgbNareh0OvLy8igqKkKSJFQqFXAq6dV9CvOZZs2axSWXXMJrr71GWVnZMEUsCIIguINIcAnjTreklf3baq1ngWNAOPAHSZIWSpJ0uSRJT0qS9IgkSZ9IkvQx8A1wHPgHEO+m8F3OsSzj008/Peu+b775hra2NrKysoZkgmJ3Xl5ePPHEE9TU1CDLMjfffPNZyyJlWaaiogJfX186OzuprKx0NpzvSUhIiLP3SWtr65D+DONBSEgI0dHRlJeXOxulj3cNDQ3s3buXbdu2UVVVRXx8fK9LZ7tzvJ5ms1lUHbmAqOLqW1tbG4cPHyYvLw+TyURYWBizZs1izpw5REdHn/a5GxoaSmRkJGVlZWO+6qi3yh5XLdHv/nqK3nv94xjOkZeXR3FxMd7e3mRkZJCVlUVaWhoRERF9vp6OKi6LxcLTTz8tqrgEQRDGMJHgEsYNSZISv01cXSpJ0r2SJP0BWA+8Cai/3WwRsBX4D/Aw8ATw/4BLAQ2nElsnZVk+KLnqG6+bXXPNNURFRfHOO++wa9cu5+0dHR08/PDDAPzyl78clliuvvpqgoKCCAwMZNKkSWfdX1tbS2dnJ0lJSfj5+WEymUQVlxuI1/PUyXBtbS27du1i586d1NbWkpiYSFZWFhkZGQQFBfV7X2OlSmakEFUy5+aoMMzPz8dsNhMVFcXcuXOZNWsWERERPSZxxsLrWVdX1+c2vQ1S6a2663xpNBoxkbYfOjo6KCoqIjc397ThHAsWLCA+Pt45dVatVmO32zEajb3uLysrC61Wy+bNm12y5FQQBEEYmXqu5xWEsedTIBXwBSzf/rc7OxAKdAI+QBdQD3gDR4Bg4ADw9rfbe367zYjzwQcf8MEHH/Dee+85q5beeust3nrrLec2sbGxVFRUEBISwp/+9CeuueYaLrroIn76058SERHBhx9+SFFREddccw3XXXfdsMT9+eefEx8fz4kTJ1i3bh2rV68+7f7y8nIkSSI+Ph5vb2+OHj1KeXk5CoUCT09P5xfeMwUFBREXF0dFRQVqtfq8kg/C2YKDg4mNjaW8vBy1Wk1gYKC7Qxo2jlH0Op2OxsZGPDw8SE5ORqlU4ufnN6B9dq/iUqvV+Pv7uzjq8aV7FZdarR7wv8tY0djYSElJCTU1NQDExcWhUqkIDg7u1+MdE1TLyspQqVRufz2PHJH43/88aW6G4GC46CIb6em9V+QcPXq0z/0eO3asx/tiY2PPO86ehIWFOSf8qtVqZzN/4ZTW1lb0ej3l5eXIskxERARqtZrw8PBzJmHDw8MJCwvDZDKhVCp7fD0dVVxXXnkl69evZ+3atUP9owiCIAhuIBJcwrggSdJ8YMq3f3Ukt8qBCKAYqALmAoHf/v+jgBk4wanEV4Msy42SJPnIstwJIMvyiExuAezbt4/XX3+9x/tDQ0NZtmyZ8++LFi3i66+/ZuXKlfzjH/+go6OD1NRUnnnmGe65554hnaDoIMsymzdvRqfTkZqaymuvvcZ9991HdHQ0cGqZQk1NDdHR0Xh7exMXF4der6e0tJS4uLheE1xw6qp5RUUFJ0+eZPr06UP+84x1Go2GyspKSkpKmDp1qrvDGXKyLFNZWYlOp6OlpQUvLy/UajXJyckuOUFNSUmhurqakpISpkyZ0vcDhF5pNBpnIrI/DcbHGlmWqa+vR6fTUVdXhyRJJCYmolKpeh3M0RONRsPOnTsxGAzOvo3D7auvPFizxpu8vLOnOWq1Nnx9e/499cUXX9DV1dVjnyaLxcKXX37Z4+NnzZp1/gH3Qq1Ws3v3bgwGA2lpaS7d92jV3NyMTqdzVldFR0ejVqv7HHDj6BW3Z88ejEYjqampPW67cOFC5syZw6ZNm1i+fDlRUWOmnaogCILwLZHgEsaLbOA9oAgwfvunA9gPhMmyrJck6WLgc05NVESW5c8kSZJkWZYdjekdya2R7vHHH+fxxx93NmDtz1KI7OxsPv7446ENjFMnXtXV1cTExJx2e3l5OR999BFXXHEFV111FbfddhurV6/mmWeeAU5NsZJlmfj4U+3PHF9qDx8+THl5OUlJSb0muQIDA0lISMBsNtPc3Nzv6gXh3MZLVZzdbqe8vBy9Xk9bWxve3t6kpqaiUCjOmtY1GMHBwc5ecWq1ekBJCOE747WKaygqDOH0qiOVSjXkPRnP9Prrntx9tw92uwTIQPdklvxt0uvsxJdDTU0NL730Enffffc579+4cWOvSxSzs7MHEnaP+lt1NB40NDSg0+lOqzA8398pERERhISEOF/Pnj6bPTw8WL58OT/5yU94/vnneeKJJ1zyMwiCIAgjh+jBJYwLsiz/EfiZLMuPyLL8J1mW/yvL8teyLDd8m9zyBAqAL759yK8lSYpzTFR0NKYXBkeWZS655BKuuOKKs5q8vvbaa3R1dbF48WJ+/OMfc8UVV6BQKOjs7ESWZcxmM76+vqdNw4qJiSEwMJDS0lKsVmufvbg0Gg2SJFFcXDwkP99445isORZ7cdlsNkwmE/n5+Rw5cgSbzcaECRPIyclBrVa7NLnl4Oh1NBZfT3cYT73NHAM4tm3bxr59+2htbUWtVpOTk8PEiRNdkuBzV++or77y6JbcgtOTW+f6+7k9/PDDvPHGG2fd/vrrr/ea6Jg4cSLz58/vZ7T947hAY7PZ+uwdNRY5ErE7d+48rYdhdnY2U6dOPe8LJpIkoVar6erqorS0tNdtL7vsMqZNm8YLL7xAY2PjYH4MQRAEYQQSCS5h3JBl2eaoxDqzQbwsyzZZltuBLYANmAZc+e22o7rS0WKx8Oabb7Jq1So2bNjAV1991WciaKhIksSFF17Irl27+PDDD52322w2tmzZglKp5KKLLsLDw4MXX3yRGTNmYDQaaW5uprW1lfj4+NOWSzpOErq6ujCbzX1OVPT39ycxMZGamhrxxdYFAgMDiY+Pp7KykubmZneH4xJdXV3o9Xry8vI4duwYkiQxefJktFotSqUST8+eq0QGq3sVl5j4OXjdq7jG6gRAu91OWVkZ+fn5HDx4EIvFQmpqKlqtltTUVJdWBoWHhxMeHk5paemwTgBcs8a7W3Jr4KxWK7/85S9JT0/nxhtv5IYbbiA9PZ1f/epXdHX13HHgrrvuGvRzn0tERAShoaGYTCasVuuQPMdI41jqvX37dvbu3UtzczNKpRKtVkt6evqgKlejo6MJCgrCYDD0+u/p4eHBihUrqKur48UXXxzw8wmCIAgjkyRG5QrC6SRJ2gHM5lRDea0syy1D+HRD+gZUqVQYDIazbler1WzZsoULL7xwKJ/+nJqamlCr1SQmJrJv3z48PDzYunUrl1xyCQ8++CC/+93vnNvu2bOHpqYmYmJiqKioYMGCBWc14JZlmZ07d9Le3s7s2bPx9/fvtbqmo6OD/Px8wsPDyczMHLKfc7xoa2ujoKCA6OjoUd3bzGq1YjQanSebgYGBqFQq4uLieu3t5motLS0UFhYSHx9PRkbGsD3vWNXY2MiOHTtQKBRjqheXzWajrKwMvV6PxWLB19cXlUpFYmLikCZh6+rq2L17N0qlkgkTJgzZ8zgcOSIxZ44/Zy9LPJfFwLl7T/r6+g4oKTd//nw+//zzIfsMqK6uZt++fWg0GlJSUobkOUYCu91ORUUFer2e1tZWvLy8SE5OJikpyaVJ2MrKSg4cOEBaWpqzRcO52Gw25s6dS21tLTqdblwNShGG1ZiYti4Io42o4BKEbzmqu4CVnJqOOA34lfsiGrxbb72VrVu3UlFRQWtrKwcPHuQXv/gFer2eyy67jP379w97TCEhIdx///0cPHiQv//978iyzKuvvoqHhwc33njjads6lsRUVlYSFhZ2zulykiSRkpLiPOHrq4rLz88PhUJBbW0t9fX1Lv/5xpuAgADi4+OpqqqiqanJ3eGcN4vFwokTJ8jNzaWkpAQ/Pz+mTZvGggULSEhIGNbkFpzqbeaYUCmquAZvrFVxWa1WdDodubm5FBUV4eHh4awwTE5OHtLkFpyqOnL0jursHPqWlP/7n+PnGdx54sMPP9xr8/FziYuLY/PmzUP6GRAVFUVwcDBGo7HXqqPRqvtS78OHD2O1WklLSyMnJ4eUlBSX9x5ztC0wGAy9Vqp7enqybNkyqqureeWVV1wagyAIguBeIsElCN+SZdn+7XLEj4H/fXvzdZIkRXZLfo0qjz32GN/73veIjY0lICCAjIwMXnrpJe677z7a29t5/PHH3RLXXXfdRWxsLI899hgVFRW8//77/L//9/9ITEw8bbuwsDCCgoKQZdk5TfFcHA1mzWYznZ2dfZ4oqFQqPDw8OHny5Fm9wITz5+htdvLkSXeH0m8dHR0cO3aMvLw89Ho9wcHBzJw5k3nz5hEbGzssk0N7MpZ7m7nDWOjF1dnZSXFxMXl5eRQXF+Pr60tGRgZZWVkoFIphTcSmpKRgt9vPWR3saq5a+RwdHc2HH37Y74mvycnJfPzxx6jVatcE0IPuy+xNJtOQPtdw6urqQqfTnXOpt0ql6nGa5WBJkoRKpaKzsxOz2dzrttdccw0ajYZ169bR3t4+JPEIgiAIw29UnrQLwlCRZblLlmUr8CanenHNBH70bfJrzJQaL1myBIBvvvnGLc8fGBjIgw8+SFFREUuXLqWjo4Obb775nEkFx20tLT2vFHVUcdntdkpLS7Hb7b1Wcfn6+pKUlER9fT11dXWD/4HGOX9/fxISEkZFb7O2tjYOHz5MXl4eJpOJsLAwZs2axezZs4mKinJrYsvBUcXlqLwUBmc0V3F1dHRQVFREbm4uOp2OgIAApk+fzvz584mPjx/2CkM4fQLgUFdxuXLYrVKp5JtvvuF3v/tdjxdMQkJCuOuuu9i5cycTJ0503ZP3or+9o0YDRyI2NzeX4uJivL29T0vEDnWFIZyqvPP390ev1/f6PcDb25ulS5diNpvZsmXLkMclCIIgDA/Rg0sQzkGSJF/g38AlwH5ZlmcO0VO55Q3Y1NREaGgovr6+bjvh6+joIC0tjcrKSsLDwzl69OhZvbPa29spLCzEz88Pi8XCvHnzem1C6+jZNWvWLAICAnpd/tDZ2UleXh5BQUHMmTNnRCQ2RrP29nby8/OJiIgYkb3NWlpa0Ol0VFRUAKdOKtVqNaGhoW6O7Nwcvbji4uL6XXUi9Gy09eJqa2tDr9djNpuRZZmIiAhUKhUREREj4rOqtraWPXv2oFarz3vp3/k4vx5cOLfbubOd9PSef73abDYKCgooKSmhqqqKsLAwlEolF1xwgUsmTp6v/vaOGqk6OjowGAzOC0whISGo1Wqio6PdcryWlpZy9OhRJk+ejEKh6HE7i8XC9OnT8fDwoKioCF9f32GMUhgH3P9hLQjj0KieDicIQ0GSJE9Zli2SJG3gVILrvW9v95JleXRfXv1WYWEh8N1SKHfw8/Pj+uuv56mnnmL+/PnnbAxfXl4OnIrzyJEj6PV60tPTe9ynRqNhz549lJaWkpqait1u77HCwcfHh+TkZHQ6HTU1Nb0ugRT65u/vj0KhwGQy0dDQQFhYmLtDAk4lNnQ6HdXV1cCpq/sqlYpgV5aGDIGgoCDi4uKoqKhArVYTFBTk7pBGte5VXGq12i1JjP44MxEbFRWFWq0eMe8nB8cEQKPRiFKp7HWwx2Ckp8totTby8vpb+SORk2PrNbkFp3ow5eTkkJOTM/ggXaB776ikpKRhqXRyhdbWVvR6PeXl5SMqEZuQkEBJSQl6vb7XXoq+vr7ce++9LF26lLfeeovbbrttmCMVBEEQXE0sURSEM8iy7OhMmvvtnz9/+/eeO5aOEKWlpdx2220kJCTg7e1NUlIS995772nN1A0GA3fffTfAWU3dh5Msy1RVVREVFUV+fv5ZS7FkWaa8vJzAwEBiY2OdkxR7W7IVFhZGZGQkFRUVtLe397ncQ6lU4uXlJXpxuUj33mbuVl9fz549e9ixYwc1NTUkJCSQlZXF1KlTR3xyy0H04nKtkdyLq7GxkX379lFYWEhFRQWxsbHMnz+fmTNnjrjkFnzXO8pmsw15L67f/c6Kh0f/Pp89PGTuv986pPEMBUmSUKvVdHZ2UlZW5u5w+tTc3MyBAwcoKCjAbDYTFRXF3LlzmTVrFpGRkW6vMvTw8EClUtHe3k5lZWWv295yyy3ExcWxdu1arNbRd+wIgiAIpxMJLkHogSzLTcC1siyXS5IkySM8A3Ly5ElmzZrFli1bmDt3LvPmzcNsNrNhwwY0Gg333HMP11xzDZMmTaK4uJjLL7+cZcuWuS3epqYm3nvvPaZOnUptbS0bNmw47f76+nosFgvx8fHOL/9AnyenarUaWZYxmUx99uLy9vZGqVTS3NzsrPARBs4xobKurs4tEyplWaampoadO3eya9cu6uvrSUpKIjs7mylTpoy6UfCBgYHEx8dTWVnZaw86oX9GWi8uWZapq6tj9+7dZyVip02bNuITsZGRkYSEhGAymYY0MbBwoZ0XXujsluQ681fxqb97eMi88EInCxf2/Jk/ksXFxREQEIBOp+t1AqA7NTQ0sHfvXrZt20ZlZSVxcXEsWLCAGTNmjLjl3omJifj4+KDT6Xq9gOXv788999zD8ePH+fvf/z6MEQqCIAhDQSS4BKEXsixXffvfEZ3cAvjVr35FVVUVzz33HB988AErV67kJz/5CeHh4TQ0NLBx40a+/vprtFotr7/+Ov/5z39cPqL7fLzzzju0tLTws5/9DIVCwcsvv0xTU5PzfrPZjCRJxMXFAadO9uPi4qiqqqK5l9FaISEhREVFUVlZSVtbW59VXMnJyXh7e4sqLhdxx4RKWZaprKxk+/bt7N27l+bmZlQqFVqtlkmTJuHv7z8scQwFR2JXVHG5hqOKS6/Xuy0GWZaprq5m586d7N69m4aGBpKSktBqtaMqEdt9AqDRaBzS57rlFhsffmghJ8fG2W1tTi1L/PBDC7fcMjITQ/3RvYqrrwmAw0mWZWpra9m1axc7d+6ktraWxMREsrOzmTp16ohdPu3p6YlSqaS1tZWqqqpet7399tuJjIxk1apVIza5KAiCIPSPSHAJwhhQUlLCZ599hkql4q677gLgwgsv5O2338ZgMBAYGIifnx96vZ7PP/+8x4mFrmYwGPjNb35DW1vbabfLssyf//xnIiIiWLRoEcuWLUOSJAoKCgCwWq3U1NQQFRV1WhJOrVYjSVKfVVyOpV1Go7HPKi4vLy9UKhUtLS19LmUQ+tZ9QuVQV3HZ7XbKy8spLCzkwIEDtLe3o9FoyMnJIS0tbUw0DO5exdVbYlfoH0cVV2lp6bBXccmyTEVFBdu2bWPfvn20traiUqnIyclh0qRJI7YvWG+ioqIICQnBaDQO+fKuhQvtfPqphV/96rvnuegiGzt3tvPpp5ZRW7nVXX8nAA6H7hcOHANclEolWq2W9PT0Xge+jBQKhQJvb29KSkp6veASFBTEXXfdxeHDh/nggw+GL0BBEATB5USCSxDGgC+//BKA73//+2c1Uw0ODiY7O5u2tja2bds2rHEVFBTw3HPP8eKLL552+/79+9mxYwfXXXcdfn5+3HLLLbzxxhsEBATQ1dVFZWUl25rNTgABAABJREFUdrud+Pj40x7n7+9PfHw8NTU1p1V7nSkoKIiYmBiqq6tpbW3ts4orKSkJHx8fTp486faTirFApVLh6ek5ZFVcdrud0tJSCgoKOHToEFarlbS0NHJyckhJSRmyhtfuotFokCRJVHG5yHBXcdntdsrKyigoKODgwYNYLBZSUlLQarWkpaW5tZJ2sLpXcZlMpmF5zsmTv/uMVqnkPhvKjyYeHh6o1Wo6OjrcVsVlt9sxm81nXTjQarVMmDBhVCVivby8SE5OpqWlhZqaml63XbJkCaGhoaxatUp8DxAEQRjFRIJLEMaAoqIiACZMmHDO+9PS0gA4fvz4sMUEcN1115GRkcGaNWtOqz7ZvHkzADfffDNwainB5MmTnSdJZrMZHx8fIiIiztqnYwlcXyf7jqVd/ani8vT0RK1W09bW5pxeJgycj48PSUlJNDQ0UFdX57L9Ohpa5+XlcfToUWRZZtKkSWi1WlQqFV5eY3MwcEBAAPHx8X0uzxX6JzQ0lMjIyCGv4rLZbBiNRvLz8zly5Ag2m40JEyaQk5ODRqMZM4nYqKgogoODMRgMfV5McIXw8O/+34UfLyNGfHy8s+J6OBMtNpsNk8lEfn4+hw8fPuvCwWhNxCYlJeHl5dVnFVdoaChLlixhz549fPLJJ8MYoSAIguBKIsElCGNAY2MjQI9NXh23NzQ0DFdIwKmr0U8++eRpTeRbW1v561//yty5c0lPT3du6zhJMhqNtLS0EB8ff87R3n5+fiQkJFBXV9frz+Po2VVTU0Nzc3OfJ16JiYn4+vpSUlIirt66gFKpxNPTk+Li4kFXcVmtVnQ6Hbm5uRw/fhxPT0/S09PJzs4mKSkJT09PF0U9cjmW54oqLtdISUkZsiqurq4udDodeXl5FBUVIUkSkydPRqvVOt8XY8lwV3GFh3/3eVJf795pfUOh+wTA4bjg0v14PXbs2GnH61i4cOCYKN3U1NTnBZdf/vKXBAUFsXLlSvE9QBAEYZQSCS5BGAccCQZ3jO5etGgRmZmZrFu3jvr6ev7xj39QX1/PTTfddFo83cfOA2ctT+xOqVQ6q7h6S56oVCokSep3FZdGo6G9vX1ENfgdrXx8fEhOTqapqanPpSE96ezspLi4mLy8PIqLi/H19WXq1KlkZWWRmJh4zgToWCWquFxrKKq4HMdrbm4uxcXFeHt7k5GRQVZWFgqFYkwfr9HR0QQFBQ1LFZdGI3PPPVYef7yTX/xi6CvG3MFxwUWn0w1ZoqWv43UsJWKTk5Px9PTs8wJBdHQ0t99+O4WFhXz11VfDFJ0gCILgSmP325YgjCOOCi1HJdeZHP2q3DHGW5Ik/vCHP9DY2Mi6dev485//TFBQED/+8Y/P2rZ7fL1dNfb19UWhUNDQ0NBrI3NHUqCuro6mpqY+myAnJCTg5+dHSUmJmKTkAkqlEi8vr/PuxdXR0UFRURG5ubnodDoCAwOZMWMG8+fPJy4uzi2J2pHA0Yvr5MmT7g5lTHBVFdeZx2tAQADTp09nwYIFPVaijjWOCxRWq3XIq7iSk2VWr7ayfHkXV189Nj+nHVVcbW1tLh9+Mh6PVx8fn359ZwC455578PPzY+XKlWKysiAIwig09n6LCcI4NHHiRKDnHlsnTpwAeu7RNdQuvfRSsrKyePbZZ/n666+55pprCA4OPmu72tpa5/8bDIZe9+lY6tPfKi6DwYAsy70mrjw8PEhJScFisVBWVtaPn0zojbe3N0qlkubmZqqrq/vcvr29naNHj5KXl4fRaCQ0NJTMzEzmzJlDdHT0uE1sOfj7+5OQkEB1dXWvQxaE/hlsFVdbWxtHjhw563idO3cuMTEx4+54jYmJGbYqrvEgMTERHx8fdDqdSxItZx6vYWFh4+p47V753ZvY2FgWL17MV199RX5+/jBFJwiCILiKSHAJwhiwcOFCAD777LOzljM0NzeTn5+Pv78/8+fPd0d4ziqutrY2AG655ZZzbldeXo6npydhYWGUlZVhsVh63Gf3vhrdE2Nn8vPzIzExkYaGBhoaGvo88YqLiyMgIACdTiequFwgOTm5zyqu1tZWDh06RH5+PqWlpURGRjJnzhxmz55NZGTkmD/xOh+OXlyiiss1BlLF1dLSwsGDB8nPz6esrEwcr9/qXsVVWlrq7nBGPU9PT5RKJa2trYOq4mpububAgQPO4zUqKoo5c+Ywa9ascXW8+vr6kpiY2Gf/TkmSuPfee/Hx8WHVqlWiiksQBGGUEQkuQRgDUlJS+P73v49er2fjxo2n3ffYY4/R2trKzTffTGBgoJsihOzsbCIjI/H29j7ndMSOjg7q6uqIiYkhJSUFu93e50lnf6cjOa7cOnpx9VXFpdFo6OzsHLax92OZl5cXKpWKlpYWqqqqTruvqamJ/fv3U1BQQHl5OTExMcybN4+ZM2cSFhbmnoBHOEcVV01NTY9LkoX+O58qrsbGRvbt20dhYSEVFRXExsYyf/58cbx2ExMTQ2BgIHq9XlwgcIGkpCS8vb0HVMXV0NDA3r172bZtG5WVlcTFxTF//nxmzJgxbo9XR0W3TqfrdTuFQsENN9zAJ598wq5du4YpOkEQBMEVRIJLEMaIF198kcjISO655x4kSXL+Wb9+PQAvv/wyP/3pT90W34cffkhgYCBWq5U//OEPZ91fXl4OnOqD5TjpNJvNtLe397hPb29vkpOTaWlp6XUJnKNnV2NjY7+ruBwnaWKpzeA5TtIcVVyOE6/t27dTXV1NfHw8WVlZTJs2jZCQEHeHO+KJiYqupdFoeqzikmWZuro6du/ezY4dO6ipqSEhIcF5vJ5rqfV4NlxVXA8/7M2iRb5ceKEvJ06M3QokRxVXX7/jHGRZpra2ll27drFz505qa2tJTEwkOzubqVOnjvvj1TGFuaamptdl3pIkcd999+Hp6cnq1atFFZcgCMIoIhJcgjBGpKSk8OGHHwKnqmY8PDwIDQ1l7ty5rFixgscee4xrrrnGLbHJssyrr75KdXU18+bN4/333z+tX5gsy5SXlxMQEOBMcPR20tmdQqHo1xVuxxQlg8GAzWbrtbpAkiRSUlKGpWHyeOCo4mptbaWwsNB54qVQKMjOziYjI8Ot1YWjjb+/P4mJiaKKy0XCwsLOquKSZZnq6mp27tzJ7t27aWhoICkpiezsbKZMmSKO117ExsYOeRXXtm0efP65J7t2eVJZOXYTXPDdBYLeKpVlWaayspLt27ezZ88empqaUCqVaLVa0tPTCQgIGOaoRy7HBYK+qrjUajXXXXcdH3zwAQcPHhym6ARBEITBEgkuQRhDEhISALjhhhuw2Ww0NDSwfft21q5dy+OPP+62BJfBYOCzzz7jyiuv5LHHHqOrq4snn3zSeX9DQwMdHR3Ex8c7+4EEBwcTHR1NRUWFs3fXuXh5efWrT4ljilJzczP19fV9VmbFxMQQHByMXq/vc/qi0DNZlqmqqqKiogI41W8rKSkJrVbL5MmT8ff3d3OEo5PoxeVajoS6TqdzJgr27dtHS0sLKpUKrVbLpEmTxPHaD5IkoVar6ezsHLJhHeHh3yV66uvHdoLLy8uL5ORkmpubqampOe0+u92O2WymsLCQAwcO0N7ejkajQavVMmHCBPz8/NwU9cjl7+9PXFwcVVVVtLS09LidJEksXboUQFRxCYIgjCIiwSUIgkuUl5dz/fXX8/HHH59135YtW7Db7dx8881otVpuvvlmZsyY4Uxcmc1mJEkiLi7utMep1WrnSWdvuk+bOrPJfncDqeLq6urCaDT2+vzC2WRZpqKigm3btrF//37a29udvddCQkLEidcg+fn5oVAoqK2t7bVhstA/ISEhBAYGUlpayoEDB+jo6CAlJYWcnBzS0tLw9fV1d4ijylAP6wgP/+7/6+pcvvsR58x+kzabDZPJRH5+PocPH8ZqtZKWlkZOTg4pKSn4+Pi4O+QRTa1WA/T53WLixIlcffXVvPvuuxQVFQ1HaIIgCMIgiQSXIIxBZrOZl19+mVWrVvHyyy9z4MCBIX9Of39/PvnkEx5++OHTkkxdXV28/vrrpKamkp2dDcCaNWvIzMxEp9PR1dVFdXU1kZGRZ51EBgUFERsbS2VlZa9XWj09PVGpVLS3tzsrhc7F0bOrtbWV2tpaurq6ek2IRUVFERoaisFgoLOzs78vxbhmt9spKyujoKCAgwcPYrFYSE1NRavVMmPGDHx9fSkpKen1dRf6R6VS9WvsvdAzm82G0WgkPz+f1tZW4NSSRa1Wi0ajwdvb280Rjk5DXcU1niq44PSpwUeOHCEvL49jx44BMGnSJLRaLSqVCi8vLzdHOjoEBgYSGxtLRUWF831/LpIksXz5cux2O2vXrhVVXIIgCKOASHAJwhj0+eefs2TJEh566CGWLFnC9OnTWbhw4ZBWIoWFhbF8+XL27t3L+++/77z9v//9LwaDgZtuugkPj1MfOd0TV47JhvHx8efcb3/7ZSQkJODr64ter+81eeK4Em40GrHZbL1+YXVUcdlsNgwGQ6/PP951TxQcOXIEm83GxIkTycnJQa1W4+3tjaenJ2q1mvb2dudQAWHg/Pz8SExMFFVcA9DV1YVOpyMvL4+ioiIkSWLy5MlERkbS1NQkhku4QFxcHP7+/kPSiysiYnwluDo7O52vodlsxsvLi4yMDLKzs0lKSsLT09PNEY4+jiquvvp8Tp06lcsvv5w333yzz+8hgiAIgvuJBJcgjCEBAQE88sgj7N69m/r6eurr6/n6669ZuHAh//vf/7j44ot7vVo5WPfccw9RUVE8+uijzuTRq6++ire3N9dff/1p2zoSV6WlpXh7exMZGdnjzxQXF0d1dTXNzc09PreHhwdqtZqOjg7MZnOP2zl6drW1tVFTU9NnFVdERARhYWEYjUYsFksfr8D409XVhV6vPytRoNVqnUtCu0tMTBRVXC7kqOISvbj6p7Ozk+LiYnJzcykuLsbb25uMjAyysrJQKBRoNBrsdnufJ71C3zw8PNBoNFgsll4/kwei+xLF+nqX7npE6ejooKioiNzcXIxGo3Pp4aRJk4iPj3deNBLOn6PPZ3l5ea/TmiVJ4v7776erq4unnnpKVHEJgiCMcOI3oyCMMCqVCkmS+v3nxhtvdD42JiaGJ598kszMTMLCwggLC+OCCy7gs88+Y968eRQXF7N58+Yhiz0oKIgHHniAI0eO8Pbbb1NRUcF//vMfLrvsMmJiYk7bNiAggMjISLq6uoiMjOz1i7rjNelrKVZ/KwYckxcdVVy9JVokSSI1NVWc9J7BarVy8uRJcnNzOXHixFmJgp7+PR0nvX0lIoX+cfTiqquro34sn+kPkiNRkJeXh06nIyAggOnTp7NgwYLTEgWOiYplZWXOiYrCwDk+k/vqj3i+xvoSxba2NudSRKPRSFhYGJmZmcyfPx8PDw9RSeQi/Z3WPGvWLC655BJee+21IRucIAiCILiGSHAJwgiTkpLCxIkT+/3HMTmxN15eXtxxxx0AfPPNN0Ma/y9/+UsSEhJ4/PHH+fOf/4zVauWWW25xTkfsztHfpq8TSX9/fxISEqitraWxsbHH7RxVXH31fenes6uqqqrPKq7w8HAiIiIoLS0d9ye9FouFEydOkJubS0lJCf7+/kybNu2sREFvEhIS8PPzc/lJ73glenH17MxEQUhICJmZmcydO5eYmJhzfi6JKi7XcXwmu7qKq3uCq65u7CS4mpubOXDgAPn5+ZSVlREVFcWcOXOYNWuWs09lUlKSs0JbGJyQkBAiIyMxm829/m6XJIkVK1ZgsVhYt26dqOISBEEYwUQ3SkEYYbZu3Tok+42OjgYY0iWKcCoZ9fDDD/OrX/2K559/nqSkJL73ve+dtZ3dbqempgZvb28aGhpobGwkNDS0x/2qVCrKy8spKSlh5syZPW4XGxuLXq/HYDCQkJDQY9PdhIQEjEYjRqOR6OhobDZbr8mZ1NRUduzYgU6nY/Lkyb28AmNTe3s7BoOBsrIy7HY7YWFhqNVqIiMjz5kk6I2jiuvIkSOUlZWRlJQ0RFGPD76+vigUCoxGI/X19YR3X781TrW0tKDX66moqECWZaKiolCr1YSFhfX52O5VXCqVSkz8HKT4+HhKSkrQ6XQkJCS4ZFndtwNZgbFRwdXQ0IBOp6OmpgY4VfmmUqkIDg4+a1ulUonJZKKkpIRZs2YNd6hjjkajYefOnRgMBiZOnNjjdllZWWi1Wv70pz/xu9/97qypz4IgCMLIICq4BGGc2LZtG3Dqy9xQu/32251N5H/2s5+dswFuTU0NVquV5OTkflWf+Pr6kpiY2OeVa0mS0Gg0WK1WSktLe9zOUcVlsViorKzsc6liaGgoUVFRlJWV9dqvY6xpbW3l8OHD5OfnYzKZCA8PZ/bs2cyZM4eoqKjzTm45xMfHO5cuuboB9XgkenGd0tjYyP79+yksLKS8vJyYmBjmz5/PzJkz+5XcchBVXK7T3/6I5+P0JYou2eWwk2WZ2tpadu3axc6dO6mtrSUxMZHs7GymTp16zuQWfPe7sK6uTgyXcIGwsDDCw8MpLS3tdVqyo4qrra2N9evXD2OEgiAIwvkQCS5BGEO2b99+zi9oX375pfMLWfeeXUPF29ubSZMmAfT4hbG8vBwPDw8SExP7lbiCU1euPT09KSkp6XWJQHR0NEFBQRiNxl6nocXHx+Pn54fJZMJms/WZaElJSUGW5XGxFMyxVKagoACz2UxUVBRz584lMzPTJRVC3RtQi54mg9d96VJdXZ27wxlWsixTX1/Pnj172LFjB9XV1SQkJJCVlcW0adN6TBT0RvTici1XL0uOjZVZv76T116zsGlTz0mJkUiWZaqqqtixYwd79uyhsbGR5ORktFot6enpBAQE9LkPR19K0YvLNRwJ7b6mJS9cuJA5c+awadMmZ7WdIAiCMLKIBJcgjGBWq5UNGzZw6623MmPGDHx8fJAkqcdG8ffffz+JiYlce+21/OAHPyAuLg5PT08uvvhiLBYLN954I1lZWUMed11dHTt37iQuLo7XX3/9rOmHFouF2tpaYmJinFMN+5O48vHx+f/svXeYJGW99n9Xx5mezjmn2WV2dpe07IILi4lzvEQ9RhQTAqIePHgUSb5gOIKS/MFZEcEASlSOoh7fVwVMGNgFFjaH2TAzHadznJ7pmelQVb8/muqd0F3ds5Nnn891zQXT/VTV07PV3VX3c3/vL+x2O4aHh3lv4jkXV7VaRSgUajpucmZXPB5v6eJSKpUwGo2IxWILXuq5VAwPD2P//v149dVXkUgkYDabsXXrVpxzzjm8JaSngtlshkwmIy6ueWKyi+t0yIhhWRbpdBq7d+/G7t27kcvl4HA4cNFFF2HDhg3o6uqa0/6Ji2v+EAgEcLvdmJiYQCwWm/P+ZDLgc5+r4sMfpvHWt66MHD+GYRCNRvHKK6/gwIEDGBsbg9frxcUXX4yenp5ZlcJ2dHTAZrMhnU6jUCgs4KxPDzQaDVQqFcLhMCqVStNxAoEAN998M0ZGRvDggw8u4gwJBAKB0C5E4CIQljHFYhHXX389Hn/8ccTj8ZaZD1dccQUuuOAC/OlPf8Kf/vQnJBIJdHV1obu7GwqFAk8//TS+//3vL/i8f/azn2FsbAwf/vCHkcvlcP/99095nrvBsVgsANoXrgDA6XRCJBK1FMN0Oh2USmXLC1aTyYTOzk6Ew2FUq9XT0sXFsiyy2Sz27NmD1157Del0ekqpjFwuX5Djci6ucrmMcDi8IMc4nZBIJHA6ncjn86s6gJplWSQSCezatQv79u3DyMgI3G43tm3bhnXr1qGzs3NejkNcXPOLzWaDVCo97ZpL0DSNcDiMnTt34siRI6hUKli7di0uvvhidHd3QyKRnNJ+2+0uTGgNtyhG0zTvohgAXHrppTjrrLPw/e9/n7fpDYFAIBCWBiJwEQjLGJlMhueeew7RaBTxeByf/vSnecdfc801uO2221AoFNDd3Y1sNotCoYCBgQEcPHgQWq0WN91004I6EliWxU9/+lMYjUZ87Wtfg9vtxqOPPloXrliWRSwWQ2dn55RMnHaFK7FYDIfDgZGREd4SgXYvWDmRpVKpIBaLtXRxyeVymM1mxONxjI6O8vwllj8syyKVSmH37t3Ys2cP8vk8HA7HrEpl5orZbEZXVxcCgQBvOSmhPTg35Gp0cXEOmJdffhkHDx7ExMQEuru7cfHFF2Pt2rWQSqXzfkzi4po/OMfs+Pg44vH4Uk9nwalWqwgEAtixYweOHTsGAFi3bh22bdsGt9vdtAFKu3DdhVOp1AyXNGH26HQ6KBSKltEGAoEAt9xyC7LZLB5++OFFnCGBQCAQ2oEIXATCMkYikeDSSy+tO53a4Yc//CEA4Ktf/eqUrCS3243rrrsOpVIJjz322JzmVS6X8fDDD+P3v//9jOdee+01HDhwAB/72MfQ2dmJb3zjG7jsssuQTCYB1ErgxsfHYbFYpgSUtytcAYDD4YBYLG4phmk0GqjVaoTDYd7wWKPRiK6uLgwNDaFSqbR0cXFB/Ss10HuyA2b//v11B8zFF1+MdevWLWrXOIqi0N3djUqlQlxc84BEIoHD4UA+n181WVzTHTDVahVnnHEGtm3bBq/XC7FYvGDHJi6u+cVqtUIqlcLn861aF1e5XMbAwABeeukl9Pf3QywWY+PGjbjooovgcDgaNl05VYiLa/6YHG3Q6rvove99L9atW4ft27ev2rgCAoFAWKkQgYtAWGW8+OKLAIB3vvOdM5679NJLp4w5VSqVCm6//XbcdNNNM1Y6H3nkEQDApz71KQDAhz70IXziE59AIpGou6QANCy3bFe4EolEcDqdKBaLdeGsERRFwePxtAyPnXxhG41GW7q4urq6YLVakUwmV9TK+eQMGM4Bw2XArF279pRLZeaK0WiEXC5HMBgkLq55YLW4uKY7YCiKQm9vL7Zt2waXyzVnB0y7EBfX/MF1r50PF9ett4px7rkdcLk68cILS385OzExgePHj+Oll16C3++HTCbD2Wefja1bt8JisUAgmP85ymQymM1mJJPJFe8oXg5wDWqCwSDvQpdQKMRNN92EVCqFH//4x4s4QwKBQCC0YumvCAgEwrxRLBYRiUQgl8sbur7Wrl0LADhx4sScjtPV1YXbbrsNx48fx89+9rP644VCAc8++yy2bduGNWvWAJhaKhgIBJBMJqHT6Rq6hLjA+WKxiEQiwTsHu90OiUTSMs9Fo9FAo9G0dGDo9XrI5XJEIpG2XVwURWFgYIB33HKAYRgMDQ3h5ZdfnpIBs23bNnR3dy+oA6YdJru4WuWfEFrDZXENDw8jk8ks9XRmTblcxuDg4AwHzIUXXgi73T6vDph2IC6u+cVms9U/u+ciwCaTFE6cECCdppBOU603WCDGxsbQ19eHHTt2IBQKQaVSYdOmTTj//PNhNBqnOJUXAo/HAwCko+I8wC2KVSoVDA0N8Y697LLL4PV6cf/992N8fHyRZkggEAiEVhCBi0BYRXCBp8263XGP5/P5OR/r3//932G323H77bfXy/9+8YtfoFAo4Morr5xyUa/VaqFSqTA0NASapnlLLiff/PAJV0KhEC6XC2NjYy3FsHZagE8W4iKRSEsXF5d/kk6nl23QLE3TCAaD2LFjB44ePQqWZec1A2Y+MRgMUCgUCAaDvE0BCO3RbmfS5USpVMKJEyewY8cO+Hw+dHZ2LrgDpl3a+QwhtAfn4hobG5uTi0ujOXle53KLL3CNjIzg0KFD2LlzJyKRCHQ6HbZs2YLNmzdDp9MtuLDF0dXVVc+FJOVyc8dkMkEmk7V0cYnFYtx4442IRCJzjn0gEAgEwvxBBC4CYYGhKCpAURTb5AfTfz75yU8uxpzmvI+Ojg58/etfh9/vx2OPPVYPl9doNPi3f/u3Gcfzer1gWRYCgQB6vb7pfmdTwsLlubQSw1QqFfR6PaLRKO9KK9d5MRqNolwut+XiEggEyy6Lq1KpwOfz4aWXXsKJEycgFAqxYcOGBcmAmS84F1e1WiUurnlALBavGBfX+Pg4jh49ih07diAYDEKhUGDTpk244IILFsUB0w6ci2toaAilUmmpp7PimezAPVUBVqtdGoErn89j3759ePXVV+vdjd/0pjfh3HPPndI4ZTEhLq75g3NxlUolRKNR3rEf+9jH4HA48J3vfId8LhAIBMIygQhcBMLCMwjgeKOfnp4eTP+xWq2nfCDOodXMUdTK4TVbrr76ani9XnzrW9/C66+/jldffRUf+chHGnbf4/KdGIZp6dDhhKtAINDSxeV2uzExMVHP9mqGx+MBy7K8OTqTXVyc24zv+B0dHbDZbMhkMsjlcrzHXwy4cOMdO3ZgcHAQUqkUZ555Ji688EJYrdYldcC0g16vh1KpJC6ueYLLqVquWVyjo6M4fPgwdu7ciaGhIWg0GmzevBlbtmxZVAdMu5AsrvmD++xupxy9GZN6qGChP35ZlkUmk8Hu3bvx+uuvI5PJwGaz4aKLLsKZZ54JhUKxsBNogVwuh8lkQjwex9jY2JLOZTVgNpvR0dHR8hpEKpXi+uuvRzAYnBLXQCAQCISlY3nf7RAIqwCWZS9hWXZdo59jx45h+s93vvOdUz5WV1cXbDYbRkdHGwo+/f39AIAzzjjjlI8xGbFYjG9+85uIRCK46aabAJwMl5/O5Pm0ukHk2slPTEy0XEG1WCz1C1E+x5VCoYDBYEAsFuO9AeA6L8ZiMZRKpZah5x6Pp+7iWioRYXq4cVdXF8455xy86U1vgtlsXnZCQTM4FxeX10aYG5yLq1AotOxMupgUCgUcOHAAr7zyCmKxGAwGAy644AJs2rRpSufX5YZarYZWqyUurnnCbre31VSkGZNLFLPZhfmMY1kWyWQSr732Gvbu3Yvh4WE4nU5s27YN69evb7iYs1S0s4hDaI/J1yCtFs+uvPJKmEwm3HvvvUu+MBMIBGZUBUz++ehHP7qk8yMQCITFgAhcBMIq4+1vfzsA4IUXXpjx3PPPPz9lzHzw8Y9/HD09PdixYwfOPfdcbNy4ccYYhmEQj8ehUCig0+lalgoCtRXUzs7OlsIVdyHaTjmB1+sFwF/Gwbm4GIZBOBwGwzAtV3AdDgdyuRyy2Szv8eeb8fHxKeHGarUa5513HrZs2QKDwbBihK3J6HQ6qFQqhMPherYb4dRxOp0QiUTLIosrl8th79692LVrF1KpFCwWCy688EKcffbZUCqVSzq3dunu7iYurnlisouLrxtuMxYyg2tyx9kDBw5gbGys3nG2p6enYZOUpYZbxGnn+5XQmskRCHyfnZ2dnfjSl76EEydO4Nlnn13EGTbn7LPPxn/913/N+LnsssuWemoEAoGw4CyfhGECgTAvXHvttXjqqadw55134v3vf3/dEREIBPDQQw9BKpXi6quvnrfjCYVCvOMd78Dx48frnQWnk81mUS6X4Xa7oVKpkMlk4Pf7sX79+qb75YSrvr4+RCIROJ3OpmPNZjOCwSACgQCsVmvTjKmuri6YTCYkEgm4XC7I5fKG4zinRjweh81mg0AgqJdYNsLtdmNoaAiDg4PQarULLiyNjo4iEAggHo+DZVno9Xp4PJ4ly3+ZTzgX1969exEIBObNbXi6wrm4fD4f0uk0DAbDoh6fK+3y+/3I5/MQCASw2+1wu93o7Oxc1LnMB5NdXG63G1KpdKmntKKx2+0IBALw+XyzzlvT6U7+/3yVKNI0jWg0ikAggImJCUgkEqxduxZ2u31ZNeVohtfrRSqVQiAQQG9v71JPZ0UjEAjgdrtx/PhxxONx3uY411xzDe6//37cdddduPzyy5c85/Kcc87BN7/5zSWdA4FAICwVxMFFICwDKpUKHnjgAVx99dU455xzIJFIQFEUHn30Udxzzz246qqrcNVVV+G3v/0tAOCxxx7Dtm3bGlrQL7roIgDA4OAgzjrrLHz5y1/Gddddh82bNyObzeK+++6D2+2et7mzLItDhw7BZrPhhRdeaFgKFY1GIRAIYDKZ6qvM7XR8mtzNiK9UcDatvT0eDyiKahnGy4XiDw0NtXRxSSSSeqD3QpaCTS/tMhqNSx5uvBBotVpoNBqEw2FSCjYPcC6uxSyjZVkWiUQCu3btwr59+zAyMgKXy4Vt27aht7d3RYpbHMTFNX+IRCK4XC6Mjo7O2sU1nw6uarWKQCCAHTt24NixYwCwbDvO8qFUKqHX6xGJRDAxMbHU01nxTO7qzPfZKZfLcd111+HIkSP16zQCgUAgLA3UUpcsEAinOSxQ68rEOa1MJhMkEgnC4TAeeeQRPP300/jHP/7RdAcOhwOf/vSnGz73hz/8AX19fRAIBNi0aRNuvvlmvOc975nXF3DixAn09PTggx/8IH7zm9/gc5/7HO6777768+VyGTt37oTRaMSGDRsAAMViEbt27YLRaGxY0jiZZDKJw4cPw+v18gpzLMvi9ddfx8TEBC688ELeG5KjR48iFoth8+bNvKVRBw8eRCaTwaZNmyCXy3ldXJVKBTt27EBnZycuuOCCeXVx5fN5+Hw+ZDIZUBQFi8UCt9uNrq6ueTvGciObzWLPnj1wOp3o6elZ6umseHw+HwYHB3H22WfDaDQu2HG4cuRAIIBisQiRSASn0wmn0wmxWLxgx11s9uzZg3w+j23bthEX1xypVqvYsWMHpFIp3vSmN7X92ZnNAg5HLQNLpWIRjc6+LK9cLiMcDiMUCqFaraKrqwtutxtms3nZN+VoRj6fx+uvvw6Hw4F169Yt9XRWPIFAAP39/TjrrLNgMpmajhseHkZvby/WrFmD1157bUnOn0AgAI/Hg3/913/Fhz70IWQyGeh0OmzduhVnnXXWos+HgJWXE0EgrAJWxpIUgbDKkclkeO6553DOOefAYrHgm9/8Jm6//XYAwN///veG2zz++OO4+uqrcccdd+Cqq65qOGYxLOo/+clPAACf//zncfToUTz11FO48cYb63Z+roxusr2/q6sLZrMZ8Xgco6OjTUsFAcBgMEAulyMUCsFmszW9SeZcXIcOHUI4HK63TW+E2+1GPB6H3+/H2Wef3XScx+NBOp1GOBxGT08PGIZpetEqFovhcrkwODiIVCo1ZxGBZVlks1n4/X7kcrkVX9o1W7Rabb0UzOVyLcvMm5WE0+lEKBSCz+dbkHy2lV7aNVu6u7vx+uuvIxAIEAF2jnAuroGBgVl9dqpUAEWxYFkKw8MUqlWg3VNtYmICwWAQkUgENE1DqVTC4/Gs2OzCyXBltJFIBB6Phwiwc4Qro/X7/bxltCqVCtdeey3uvfdePP/883j3u9+9yDM9yZ///Gf8+c9/nvLYW9/6VjzxxBO8cQ8EAoGwGliZy1MEwipDIpHg0ksv5c14WErK5TIKhULDx5966ils2LABW7Zswde+9jVoNBrs2bMHQE2kiUaj6OjomNEdze12g6Io+Hw+3mNzoe/VahXhcJh3rF6vh0KhQCgU4u1m1NnZCavVikwmg+Hh4abjFAoFjEYjkskkisViy46KnEtlLqVg07t2FQqFVVPaNVtIKdj8wYkIIyMjSKVS87bf1VLaNVtIR8X5xeFwzLoZglAI/Pa3Jfz97xM4eHAc7RhmxsbGpjTmUCqV2LRpE84///xZZ4AtZ7hGKcFgcKmnsuLhXKgjIyMtIwg+//nPQy6X48477+SNNVgoZDIZvv71r2PPnj3I5XLI5XL4xz/+gbe97W34+9//jksuuaRlNASBQCCsdIjARSCscPbv34/vfve7uOeee/DUU0+1zKCaLdlsFmeccQa+9rWvzXju97//PWKxGD71qU9BIBDg3e9+N5566inI5XKUSiUUCgWMjY3BYrHMuHGQyWSwWCxIp9MNxbPJ6HQ6KJXKlp31ODGMpmmEQiHefbrdbggEgpYCG+cEC4VCLbO4RCIR3G43RkdHkUgkePc7HZZlEYvF8Oqrr9a7dnk8Hmzbtg1nnHHGabkKr1arodPpMDQ0RPJk5gGHwzFnAZajUqlgcHAQL730Evr7+yEWi7FhwwZcdNFFcDgcSx6yvBhwIgIRYOfOZAF2NjmG//IvDLZsYdDdzfIKXCMjIzh06BB27tyJSCQCnU6HLVu2YPPmzdDpdKtG2OLQaDT1HEPSjXbucAJsqywug8GAa665Bq+88gr+9re/ndKxuMW/dn8++clP1rc1Go244447sGnTJqjVaqjVarz5zW/Gn/70J1xwwQUYGBjAo48+ekrzIhAIhJXC6lxaJRBOIx544IEpvwuFQnzmM5/Bd7/73Xkp69Jqtejt7cWPfvQj3HTTTXV7O8uy+MlPfoKOjg5cfvnlAGpdh9auXVvvgMddCJrN5ob7drvdiMVi8Pl8OOecc5rOgROu9u/fj1AohDVr1vDOV6VSIRwOw+FwNM3NkkqlsNlsCIfDyOVyMxxmHNPLKZVKJW8Wl8PhQDAYxODgIIxGY8scDoZhEIvF4Pf7MT4+DrFYjDVr1tQvqE93uru7kclk4PP5eLtuElozuRQsmUzy5sk0o1QqIRgMYmhoCDRNQ6FQwOPxrCr3S7toNBrSUXEe4T47fT4f9Hr9vJxP+Xwefr+/LpqZzWa43W4oFIo573u54/V6sWfPHgSDQaxdu3app7OiEYvFcDgc8Pv9yGaz0E1u4TmNL37xi/jRj36EO++8E29/+9tnfR53d3fP6trNarW2HCMSifCZz3wGu3btwj//+U986UtfmtWcCAQCYSVB7p4IhBWKx+PBgw8+iHe84x2w2+0YHh7Gjh07cOutt+JHP/oRCoUCfv7zn8/Lsb797W9j8+bN+Na3voVHHnkEABAOh/HHP/4RH/zgB6eIQ5zrJhqNgqIoaDSapmV1HR0dsNlsGBoaQj6f5+0EqNFooFarMTQ0BIfD0fRmkhPD9u3b1/LC3uVyIRqNwufzYdOmTU0vRLnMrmAwiA0bNvBmcQmFQng8nnpr8WYXnzRNIxKJIBgMYmJiAlKpFD09PbDZbKeF+6VdVCoV9Ho9otEoPB7PaVWiuRBMFhFmI0qNj48jEAggGo2CYRio1Wp4PJ5V6X6ZDV6vF7t37yZZXPOAWCyG0+mEz+dDOp2GwWA4pf1Mzy+kKAo2mw1utxsymWyeZ7184b4zw+EwXC4X78IMoTVOpxPBYBB+v59X4DKZTLjqqqvwwx/+EDt37sS2bdtmdZy//vWvc51qQ7j3EylRJBAIqx1SokggzBMURQUoimJn8fP0XI73lre8BV/4whdwxhln1Mv9PvzhD+Nvf/sbNBoNnnnmGRw4cGBeXtt5552HD3zgA3jsscfQ398PAHjsscdA0zSuvPLKGTe4Ho8HLMuCYZiWq4sul6teKshn/eeEq3ZyRbjyjEgkwpuPI5FI6uJgNpttOo77+2azWRQKBd58L6DWWlwqlcLn880oaaxWq/D7/dixYweOHz8OiqLQ29uLbdu2wel0EnGrAd3d3WBZtmU5KaE1sy2jLRaLOHz4MHbu3ImhoSFoNBps3rwZW7ZsmTeXzUpmsouLZHHNHafTOessLpYFRkeBYnFqfuHw8DCcTie2bduG9evXn1biFjC7kn1CayQSCRwORz3bqhkUReH666+HRCLBXXfd1fQ8Hh4ext13341IJLJQU57Cq6++CqAmyhMIBMJqhghcBML8MQjg+Cx+ogsxCYfDgXe9610AgH/+85/ztt877rgDDMPg9ttvR7VaxeOPP47u7u6Gq5NKpbLe7bDVTYVUKoXdbkc+n+e9aASmdodqlcnUbj5OuzdUHo8HFEUhFAqBZVnQNN10rFAohNfrxfj4OKLR2j/z5MyigYEBiMVibNy4ERdeeCHsdvuKbUm/GCiVShiNRsRiMYyNjS31dFY8XBYX3zlfKBRw4MABvPzyy4jFYjAYDLjggguwadOmpuW8pyski2v+4ErBCoUCMplMy/Hf+IYYWm0nTCYZbr99aEp+4cUXX4yenp7TugOrVqut51e2WpghtIZbkPP7/bzj7HY7PvGJT+D555/H7t27pzyXSCRw6623wul04rbbbsNTTz01b/PbtWtXw8y1F198Edu3bweAKZldBAKBsBohJYoEwjzBsuwlp7DZzfM+ESyMFX3jxo342Mc+hp///Oe46KKLEAgE8M1vfrOhMDM2Nla/mA6FQtiwYQPvvl0uFyKRCHw+HzQaDa8rZHJJ0Lp165qOU6lU9VJJp9PZtLRtcrYGX1lMR0cHrFYrIpEIhoeHoVared1WVqsVfr8fPp8PxWJxVbajX0y8Xi+SySR8Ph82bty41NNZ0QiFQrjdbvT39yORSEzJyMvlcvD7/chkMqAoChaLBW63G3K5fAlnvLwhWVzzi8vlQigUgs/n4y2BpWka4+NjKJf1AIBcrpYBabfbSX7hG0zOrwyHw8S9M0cmZ3cODw9DpVI1HEdRFG644QY8+eSTuPvuu/HrX/8awWAQ9913H37yk59gYmICW7duxW233YZ3v/vd8za/r3zlKzhy5Aje+ta3wm63AwAOHjyIF198EQDwrW99CxdeeOG8HY9AIBCWI8QyQCCsQnbt2gVg/q3onKD17W9/GyKRCB//+McbjovFYgBqq8eJRAKjo6O8+53Nqr1SqYRer2/LzeP1esGybEtnRbst6rnOi8FgEAzD8Lq4SqUSZDIZSqUSQqEQFAoFzj333FXXjn6xUCgUMJlMiMViJENkHuAaMHBltOl0Gq+//jp2796NXC4Hu92Oiy66CBs3biTiVhsQF9f8wWVxNSsdr1arCAQC2LFjByYmYvXHFQoX3G43EbemodfroVAoEAwGUa1Wl3o6Kx6XywWKolq6uDweDy6//HL87ne/w3vf+16sWbMGDz30EN785jfj73//O3bu3In3vOc983otcMUVV+CCCy7A66+/jkceeQQPP/ww+vv78ZGPfAT//Oc/G3bDJhAIhNUGEbgIhBXKSy+9NOMxlmVx991345VXXoFer8c73/nOeT3m2rVrcfnllyMajeKtb31rwy5sLMsiHo9DLpdj7dq1bV0IArPLXmlXuFIoFDAYDC3FMK67XLFYRDKZbDqOW70dHh5GPp9veLNQLBZx5MgR7Ny5E9lsFgKBAGKxGJs2bSKZRXOEE2xJFtfcEQqF9XN+586d2LdvH0ZGRuByubBt2zb09vaSQP9ZQLK45hcuj3Dy90G5XK6Xeff390MsFmPdOmN9m3yeXNI2gnNxVatVhMPhpZ7OiqezsxNWqxWpVAojIyNNx/3jH/9AIBBAtVrF73//e3zgAx/A7t278cc//hFvectbFuRa4JprrsHvf/97BAIBjI6O1hfYfvGLX+Diiy+e9+MRCATCcoQscxEIy4R77rkHx44dAwDs378fQC3IfceOHQCAbdu24TOf+Ux9/Jvf/GacccYZ2LJlS1102blzJw4fPgyZTIaf/exnUCqV8z5Pl8sFkUhUL2GaTjabRalUgtPpRFdXF8xmM2KxGAqFAu98RCJRvYNWKpWC0WhsOlYul8NoNCIej8PlcqGrq6vpWK/Xi1QqBb/fz1sqabfbEQ6H4ff7YTAYmmZiceWUwWAQKpUKNE1DKBRiZGQEfr+/HtxtNBrhdrsxNjaGw4cPIxwOw+12Nz0+oTVyuRxmsxnxeBwej4c4i04RhmEQj8fr4cYTExPweDxwOp2k09ocIB0V5w8u0DsQCCCRSGB4eLhe5q1QKOD1emEwGDA8fLJMPJcjiwfNMBgMkMvlCAaDpJnJPOB2uxGJROD3+3HWWWfVH2dZFn/9619xxx13YM+ePRAKhdiyZQv279+Pb33rW7yxCgQCgUCYH8hyF4GwTHjhhRfwxBNP4Iknnqh3P3z55Zfrj3FCF8dNN90Es9mMF198EQ888ACefPJJVCoVXHfddTh06BDe8Y53zPscGYbB//7v/2Ljxo3Yt28f/vSnP80YE41GQVFUPdeHC2dvx3XTTvg1h8fjAYCW7rCuri6YTKaWpZKco2VsbIy3uxx34zUyMoJ8Po9sNot9+/bh1VdfrecZbd26FWeffTZUKhXMZjO6urrqK7mEuUFcXKcOTdMIh8N4+eWXceTIEVSrVej1tfyirq4uIm7NEeLiml+4Uu5Dhw4hFApBqVRi06ZNuOCCC+rPTe530KJHyWkN5+KqVCrExTUPcJ2VE4kEisUiWPZkB8+///3vOHToED72sY9h7969+N73vodKpYJ777237c6gBAKBQDh1KPJhSyAsKSvqDcgwDJ544glkMhl89atfRW9vL/7xj3/U3U7lchk7d+6EwWCYEgR+4sQJDA0NYdOmTVCr1bzHCIfD6O/vR29vLywWC+/Yvr4+xONxbNmyBQqFoum4sbEx7Nq1C3q9HmeeeWbTcTRN49VXXwVFUXjTm97U1MVVqVTw8ssvQyQSoVQqgaIoWK1WuN3uhl0jE4kEDh48iDVr1tSFOcKpc/jwYcRiMbzpTW/i/Xcn1KhWqxgaGkIwGES5XEZHRwfcbjesVisAYMeOHRCJRNi6dSvp5jlHcrkcdu/eDafTSVxcp8jIyAgCgQDi8Xj9sZ6eHjidzhljjx+nsGlTrZR2zRoGBw7wd9c9nWFZFq+88goqlQq2bdtGXFxzZHR0FK+88gpUKhWq1SqKxSJEIhEsFguUSmX985VlWXzkIx/Bn/70J5w4cYJcA5xeEFspgbAEkCtZAoHQNgKBAJ/61Kfwuc99Dh/96Edx4MAB/P73v68/n0gkwLLsDGGKa63djjPLarVCKpXC7/eDYRjesZw7rJWLSyaTwWw2I5VKoVAoNB3HdZebmJioB+U3ggtBLpVKEIlEOP/887Fu3bqG4hZQcyIoFAoEAgHSqn0e8Hq9bbsCT2cqlQoGBwexY8cO9Pf3QyQSYcOGDbjooovgcDggFAohFArh8XgwNjY2RVAgnBrExXXq5PN57N+/H6+++iri8ThMJhM2bdoEgUDQNBtRozn5fUJKFPmhKAoejwflcrlenkw4NWiaRi6Xg0AgwPDwMMrlMtauXYuLL74Y69atq4tbQO3v/pWvfAXVapW4uAgEAmERIAIXgUCYFUKhEGKxGLfeeive//73o6OjAyzLgmVZRKNRSKVSaLXaKdtIpVLY7Xbk83nkWtSRtCsyASfDXtPpNIaHh3nHtiuGWSwWdHR0IBAI8HZJNBgM9f8XiUS8F60URaG7uxvVahWhUIj3+ITWcOUhyWSSV7A8XSmVSujv78dLL70En8+Hjo4OnHXWWbjwwgthtVpnuLRsNhukUmm9oyJhbpCOiu3DsiwymQz27NmD119/Hel0GjabDRdeeCHOOuss6HQ62O125HK5ht8d00sUyenLj8lkgkwma/n9RmhMtVqF3+/Hjh07cOzYsXrHToPBwNvB87zzzsO//Mu/4PHHHyfiIoFAICwwROAiEAizRiKRwGq14utf/3o9cH5kZATFYhEWi6Vh+HyjrljNaFdkAqa6w/jo6OiAzWZDJpPhFcMEAgE8Hg9KpRKi0WjTcdzNVrVaRTqdRrVa5RUH9Ho9VCpVvUyMMDc4F9fg4OBST2XZMD4+jmPHjmHHjh0IBAJQKBQ499xzccEFF8BkMjXt2sWJyuPj48TFNQ8QF1drJmcW7d27F/l8Hk6nE9u2bcP69eunNA5xu91NP+PFYkChqH2fMAwFonfz0+732+kMwzKYqE6gUCogM55BfDSOwfQgXtz/In7+p5/jz4f+DN+ED1VTFUKPEHFxHLFYDBMTzctjKYrCLbfcglKphPvuu4+4uAgEAmEBIV0UCQTCrOFcXA6HA7FYDD6fr94hkQuXn87krliZTKYebt0I7iL86NGjiEajcDgcTcdywlU4HEYul4Nm8pL+NFwuF6LRKHw+H84999ym40wmE4LBIILBIKxWa8OsklQqBZFIBIqiEAqFoNfrIRQKm2YYcS6uvXv3IhgMYu3atU2PT2gN596LRCIYHh6GSqVa6iktGcViEYFAALFYDCzLQqfTwePx8L4XpmOz2RAIBODz+WA2m0kW1xwhHRUbwzAMEokE/H5/PbOoVQdPzgEcCoWQz+dn5DhqNCxGRmribS5HQa0m4gEfZrMZPp8PgUAANptt1b7XGZZBmS6jwlRq/6UrqDAVVOgKykwZZbqMKlOd8nuFqUxZqCqVS0glU8hkMmBZFoouBcwOM2RyGViKRaFcQIe2A+PRcQQCAd4uiRdeeCG2bduGRx55BLfeeitMJtNi/BkIBALhtIMIXAQC4ZSQSCR1cSkYDGJsbAxqtbppDhVQ65I4NDQEn88HnU7X1FEC1C7Cg8EgAoFAU5GJw+VyIRKJwOfzYdOmTU33K5VK62JYNpudUUrJwQlsR44cQSQSmRFuXC6Xkc/nYbFYIJfL0d/fj2QyWRcGmt0waLVaqNVqhEIhOJ1OSKXSpq+J0Bqv14toNIrBwUFs2rRpqaez6BQKBQQCgXrXT6PRCI/HUxebZwOXxXXs2DHEYjHYbLb5nu5pxWQXl9vtPu3f6zRNIxqNIhgMYnx8HBKJBGvXroXdbm9a1jUZl8tV/+6Y/l5/4YUSZDIWanXN0UXgRyAQwO121xeQ7Hb7Uk+JF4Zl6iJUha7UhShOsJr8e30MU55TufVEaQKJeAKFfAEsWCjkChhMBsjlclDTcsO7ZF2oyquIRCLweDxN3+uci+u9730vtm/fjnvuueeU50cgEAiE5hCBi0AgnBKci8tut2NoaAg0TTd1b3Fw4ew+nw+pVApGo7HpWC4Q98iRIxgaGoLL5Wo6lnOHBYNBZLNZ6HS6pmM5F5ff74dGo2kqhhmNRgQCgbqLa/JNWCaTAVArO9RqtQgGgwiHwzAYDGAYhtfFtWbNGuLsmCc6Ojpgt9sRDocbOjtWK/l8Hn6/H+l0GhRFwWKxwO12Qy6Xz2m/nIvL7/fDYrGsWmfHYkFcXI07eHIh3LPp4jfZqTv9ve5yEcfWbLFarfD7/fUFpMV4r3NCFSdKcQ6qyS4r7ndOqKowFdDM4mWFjY+PI5VIYTg/jCqqUKvUMJqM6JJ18W4n1orBRBgEg0GcccYZTce97W1vw5YtW/CDH/wAN998M++1CoFAIBBODSJwEQiEU0YikUAqlUIsFoOm6bZyJRwOB8LhMHw+HwwGA6+Ly2g01ksFbTYb70q/0+msr/Brtdqm+5VIJLDb7S3FMIqi4PV6cejQIYTD4SmtvVOpFIRCIbRabd35cvz4cSSTybow0OyGYbKzw+VyoaOjo+lrIrTG7XYjEolgcHAQ55133lJPZ8FgWRbZbBZ+vx+5XA4URcFut8PtdqOzs3NejjG9NHi5OzuWO6ezi6tcLiMcDiMUCqFaraKrqwtr166dU/mr2+1u6uIizA7OxXXs2DHE4/EpXf9awbLs1NK/Jm6qyULWYgtV7cKyLISUEMViEfF4HPlCHpSAgkajgdFkRGdHe5+trIRFp7Kz/l5vVm4rEAhw88034yMf+Qi+973v4fbbb5/Pl0MgEAgEEIGLQCDMAYFAAKFQiK6uLpTLZQSDwZbODy7Qur+/H/F4HBaLpelYzsV16NAhhEIheL3epmM5dxjnbJnc5XA6TqezXtLIJ4bp9XooFAqEw2HY7fa6kMcJY5wDwWKxIBgMIhQKwWg0gqZp3r/BmjVr8Nprr8Hv96O3t7fpOEJrOBdXKBTiLTtdqbAsi1QqBb/fj0KhAKFQCJfLBafTuSDiKOfs8Pv9i+bsWM2cbi6uiYkJhEKhuqtXoVDA4/HAaDTyLma0A+fiGhoaOu1z9+YDi8WCE4Mn0DfQhw5NBypM5aSDqolwVabLy1Komg0sWIgF4tqiwXAWiUQCxbEiBJQABoMBBqMBUsnsxehOYyfGB8YRCoWwZs2apuMuvfRSnHnmmfj+97+PG264gZzHBAKBMM8QgYtAIMyJjo4OnH322QgGgxgcHGwrv8dqtSIUCsHv98NkMvHeROv1eiiVSoTDYTgcDoh5QlY4d5jf74der296Q8UF5LcSwzgX14EDBxAKhdDd3Y1MJgOGYaZsM3013Gaz8QbOq1Qq6PV6RCKReXXgnK5wzo7BwUHestOVRKMwbq/XC4fD0dQdMB8QF9f8crq4uMbGxhAIBBCNRsGyLDQaDTweD+8Cwqng8XjqixNco5BSCchkKGSzgFIJOJ2nV8kiy7INw9NbuayqdBUpaQpDkSHED8eh1ayuxYHJUBQFESUCg1qZZDKTRDKRxPjEOIRCIUxGEwxGA8SiUw9xmxBNQKVSIRwOw+VyNb1WEQgEuOWWW3DFFVfg4Ycfxq233nrKxyQQCATCTCjSqpZAWFJWxRtwYmICY2NjeP3118EwDLZu3doyXyUSieD48ePo6elpKYhls1ns378fTqeTd2UUQF1o27BhA2+Xomq1ildeeQUSiQTnn39+05swlmWxd+9ejI6OYuvWrfVA+W3btk25gGUYBrt27UK1WsXmzZvrpZvNKBQK2LVrF6xWKzZs2MD7mgitOXHiBILBIM4777wV7eJiGAbRaBSBQKAexu1yudoO456vOezcuRMAcNFFFxEX1xzJ5XLYvXs3XC4Xbz7PSmR0dBR+vx/xeBxAbUHC4/EsaB5eX18fIpEILrjgAiiVSjzwgAi33VYTfa+7roLvfKeyYMdeSKYLVdO7/k1/fLJQdaowDIO+vj4IRUKsW7duRoD6SoVzaQG17C+GZcAwDDLZDFLJFErlEsQiMQwGA3R6HUTC+flsPbPrTBw7fAzd3d28jnOapnH++ecjk8nA7/ejq4s/44uwYlkdbygCYYVBHFwEAmHOSCQSVCoVOJ1OnDhxomHnwelwZX2BQABms5lXENNoNFCr1RgaGoLD4eB1QXDlan6/HwaDoenNuUgkgsvlwsDAABKJRNOAfK5Mcv/+/QgGg8hkMlCr1TPEK8750tfXh1gsBofDweviUiqVMBqNiMVicLvd5AJ3jnAuroGBAWzZsmXFubhomq6HcZdKpVMO454PBAIBvF5vXUhwOByLevzVhkajgUajqTs7VoOLa3h4GH6/H6lUCgBgMpng8XigUCgW/NgejwfRaBQ+nw/nnHMONJqT60S53NK/71mWbRmeXmbKqNLVGb8vNgKBAAajAdFoFMP54RXfqEMkEIFF7e9fZWp/T5qmkc6kkUqmUKlW6jmcOq1u3sX7SkcFCoWi3im52aKEUCjETTfdhM985jP48Y9/jC9/+cvzOg8CgUA4nSEOLgJhaVk1b8BSqYSxsTHs3r0blUoFW7dubek4icViOHr0KNauXdvyJjqXy2Hfvn2w2+0tXRDhcBj9/f3o7e3lzfiiaRqvvPIKhEIhLrjgAt6L3b1792J4eBgsy+KMM85oWLrFsix27dqFcrmMzZs3o6Ojg9fFNTo6ildeeQVmsxlnnnkm72sitKa/vx+BQADnnnsu9Hr9Uk+nLSqVSj2Mu1KpQCaTwePxzCmMez5gGAYvv/wyGIbBtm3biItrjmSzWezZs2dFu7i4RgeBQADZbBYURcFqtcLlci26QD/ZxfXPf2pw+eU10fDSS2n86leleTnGdKGq7qbiKf1bKqFqLtA0jb6jfRCLxOhZ17NiXFwsWIgoEQSUAFW2OqPJTaVaQSqVQjqdBk3T6OjogNFohEajgYBamM8zTYcGXrEXBw8exNq1a+F2u5uOrVQq2LRpE0qlEvr7+0lUwepkZbyZCIRVBnFwEQiEeUEikaBcLsPpdOLYsWP1zBk+zGZz3cVlsVh4BTEuy4Zzh/EFbLeb8cUF3p84cQKJRIJXDPN6vdi7dy8AtMzsOnz4MGKxGJxOJ6+LSy6Xw2w2Ix6Pw+PxQC6XNz0+oTUulwvhcBiDg4PQ6XTL2sVVKpUQCoUQDofrYdy9vb3zEsY9H0x2JBIX19zRarUr1sU1vdGBQCCA0+lc0i6wnIvL7/dDo1HXH8/lGo/n6/I3w2XFlf4xM0WT1YhQKITRYEQ0FsXw8DDUKvVST4kXISUERVGoMlXQLA2anRp6X66UkUwmkUlnwLAMZDIZTCYTVCrVgot3uYkclCYlurq6EAwG607uRojFYtx444247rrr8Pjjj+Pzn//8gs6NQCAQTheIg4tAWFpW1RuQc3Ht2bMHpVIJW7du5XUwAUAikcCRI0fg9XpbCmKFQgG7d++G1WrFunXreMe2m/HFMAxeeeUVUBSFN73pTU3FKJZl8fe//x0sy+LCCy9semPHsixef/11jI+PY8uWLS1dXMViES+//DJMJhPOOuss3tdEaM3g4GC9dImvk+ZSMT4+jmAwiEgkAoZhoFKp4PF4eJsiLBWTXVwXXXTRopdKrjZWmourUaMDh8MBp9O5oI0O+JjsqDp05BCGYkOQKc7Bxz6hAIRluLon8OTTxRnCFbnW5YemaRzpOwKJRIKenuXj4mJZFkKhEEII62JWs7lNlCaQTCSRzWXBsiwUCgWMRiMUCsWivp4Nhg2QjElw+PBh9PT08MY1lEolnH322RAKhTh27NiKEr4JbbE83kgEwmkGcXARCIR5g3NxuVwu9PX11TsP8mE0GhEMBhEKhWCz2XjFIKVSCb1eX3dHyWSypmPbzfjiOiAeP36ctwNkoVCo3yQFAoGmAhvn4jp48GC9SyKfi6urqwtWqxXRaBQjIyOLkmGzmnE6nQiFQhgcHFxWolGxWEQgEEAsFgPLstDpdHC73cu66yOXxXXkyJG2cvUI/KwUFxdN04jFYlMaHaxZswYOh2PeGh1UmSp/178GAesVpjJFqCpJS/BN+EBN5AH9WgBAjmaRLJbnZY6nE0KhEAaDAfF4HIVCASqlaukmQwEiSgSKolChK2AYBgyYN56a+Vk5NjaGRDKBfD4PoNal2GQyoUu2NLmW8dE4tli2YHBwEIFAAHa7ven3v1QqxfXXX48bb7wRP/vZz/DpT396kWdLIBAIqw8icBEIhHmDoihIpVLo9XooFIp6KDzfav9kQSgcDvN2HgJqpYLpdBqBQADr169vOo4rsTp69Cii0ShviRUnhvn9/qZiGBemrNFoWgpsOp0OCoUC0Wi0HhLOl2Hk9XoRi8UwODiIc845p+k4QmvEYjFcLhcGBweRSqVgNBqXdD4jIyPw+/1IJBIAaoKu2+2GSrWEN5CzwGw2w+/3w+/3w2azERfXHPF6vdizZw+CweCyc3FVq9V6o4NyudxWo4PJQlXDrn8NAtarTBUMy8x5vlKpFBq1Bqn0ybrE0dGaLXp5SsbLG4PBgFQqhUQ8AaVSuaiuJ4FAAAEEYMGCZmhUWf4cMxYsiqNFJBIJFEYKoCgKWo0WRpMRnR1Lm2WVnciiylbrJd7RaLRhZifHlVdeie985zu499578alPfWrRuuUSCATCaoV8ihIIhHlFLBbXRYbDhw8jGAxi7dq1vNvodDoolUqEw2HY7XZeQUwul8NoNCIej7cMN56c8cV3k9ZKDGNZFul0Gl1dXVi7di1ee+01XoGNoih0d3dj//79GBoagtfr5RW5Ojs7YbVaEYlEMDw8vGLEj+XKZBeXwWBYEodUPp+H3+9HOp0GRVGwWCxwu90rLmeNe28QF9f8MNnF5Xa7l6zUbzLlchmBUAC+oA+lSgmSTgksXgvUOjVKbAkncicauqzmS6iaCyazCdlcFhIJjXJZCIamMDEOkLzu2SMSiqDX65FIJDAyMgKlQrlgx2LBQiyoubVphp7i0mq1XaFQQCKeQHGsCAElgF6vh9FohFSyPByRLMsiUUzAZrHB5/PB7/fDarXyfv9/6Utfwm233YZf/vKX+PjHP77IMyYQCITVBWmLRCAQ5hWKoiCRSKDX66FSqRCJRFAq8Xe14lxcNE0jFAq1PIbH4wEA+P3+lvv1eDyoVCoYGhriHWs2myGTyRAIBFCtTl09Hhsbw9jYGPR6/RSBrVgsNt2fRqOBSqVCLBZDqVSasc/peL1eCAQCDA4O8o4jtEYkEsHlcmF0dBTJZHLRjsuyLDKZDHbv3o3XX38dmUwGNpsNF154ITZu3LjixC0O7r3h9/tB03TrDQi8eL1eMAyDQCAw7/umGRoT1QkUSgWkx9KIjcYQLoQxmBvE0fRRHEwexJ7YHrwaeRV/GfgLntzxJLb/YTue3f8s+ib6UNQXwdgYRNko+tJ9OJE5AX/ej8hIBIliArmJHEbLoyjT5SUXtwCgQ9oBrUYLacfJz9fR0SWc0ArHYDBAKBAiEU+AneeIUAElgEggglAgBIVaSHyVqbZ1HIZlkM1lcfzYcfh8PkxMTMBkNGH9+vVw2B3LRtziiI3G6vEHExMTiMfjvOOvueYa6HQ63HXXXeQzlkAgEOYIcXARCIR5RywWo1wuw+1248CBAwgEAujp6eHdRqPRQK1W18sa+fJpurq66t0HW+VWcRlfwWAQNputqf1/cgfE6R0gufJELrTc4/EgmUzC7/dj48aNTffX3d2NvXv3IhwOY82aNWAYpukqbkdHB2w2G8LhMHK5HDQaTdPXRGiNw+FAMBjE4ODggncmXI5d5uYTLouLe2+4XK6lntKKph0XF83QTbv8Tc+pmtwZsB3RqVQqIZFMIJuthXHL5XKYTKZFD+OeL0xmEzo7qhgp1L4zCiPAMuwvsSIQi8Q1F1cygdHRUSjkc8uEFAlEoECBZmkwLDNrUZRhGWSzWSQTSZTKJYhEIljMFugNeoiEy/cWJjOeQZkuw2q11l1cFoul6feQXC7HddddhzvuuAO//e1v8aEPfWiRZ0wgEAirh+X77UAgEFYsXBaXRqOBRqNBNBqF0+lEJ0/dCCcw7d27t618Go/HU+/wxdd9kHNxHTp0COFwuO7+aoTBYIBcLkcoFILdbq+LYalUClKptC6ktSuwqdVqaLVaxOPxetAsX0mSx+NBJBLB4OAgzjvvvGUbPr4SEIlEcLvd6O/vRzweh8VimfdjcF3mAoEARkdHIRKJ4PF4lrTL3ELBZXFxockki6s9GJZpKEpRegrBWBBjB8Zgc9imjmFqwdrzzfjEOBKJBHK5WmaVUqmEyWSCvGtlOgs5OqQdUCiryOVpKBQAXaWwyhoULyoGYy2LKx6PQ7FmlgIXBQipqQ6tU4GmaaQzaaRSKVQqFUgkEthtduh0Ot48y+UCy7JIFpOwK+1wu904ceIEEokEzGZz022uvfZaPPDAA7j77rvxgQ98YEW8TgKBQFiOEIGLQCAsCCKRqC4y7Nu3D36/nzcUHjgpCEUiETgcDl5BbDa5VVzoPSdcNevUODnwPhQKwev1YmJiAiMjI7Db7VMEp3YFNq/Xi927dyMcDmPt2rW8Li6pVFp3HmWzWeh0uqb7JbSG+1v6fD6YTKZ5u2FgGAbRaHRBu8wtNzih+PDhw3Xn0enEZKGKC09v1OVvcmfAVkLViHgEiVACjIKBWNS8e+xcKY7VwriHh4cB1D5nzSYz7+frSuPrX6/gxIlD0Gq0xGE4R8QiMXR6HVKpFEZHR1uWVgspISiKqju0aPbUS+wq1QrS6ZqwRdM0pFIpnE4nNBoNBNTKEnxiozHYlXbY7fZ6ow6TydR04UqlUuHaa6/FvffeixdeeAHvete7FnnGBAKBsDpYnVfiBAJhyeGyuFQqFXQ6XVuh8MBJQSgQCKC3t5d3rMvlQiwWg8/nw7nnnss7F6/XiwMHDiAUCqG7u7vp2MmB9w6HY0Z5IkdnZycsFgui0SgKhQKUysaBvEqlsh7c246Ly+12Y2hoCIODg9BqtcTFNQeEQiE8Hg+OHz+OeDwOq9U6p/3RNF3vMlcqldDR0YGenp7TprvgZBeXw+FYka+ZYZmmXf6mlwLWxzDlBXFUmc1mDAwMIJlMwma1zeu+WbAYHR2tB4ZTFAWdVgejyYgO6covm51Ol6wTarUa2VwWJrNpVb7GxcRkNCGTziCRSMwUuChARNVuH2iGrglaczTMlStlJJNJZDNZ0AyNzs5OmE1mqNSqFVk2C9TKFCt0BWJhrenOwMBAy86+n//85/HQQw/hrrvuwqWXXkq+/wkEAuEUIAIXgUBYMCa7uDKZDG9mFYdSqYTBYKgLYjKZrOnY2eRWabVaqFSqunDVTGTixLD9+/cjGAyiUChAJBI1dIi53W7E43H4fD6cc845TY/t8XiQTqcRCoXQ09PD6+KSSCRwOp31DnzThTXC7LDZbAgEAvD5fDCbzafk4qpUKgiHwwiFQqhUKpDJZFi/fj0sFstpVUbCvTe4ct+ldHFxQhUnSnHC1PTfp5f+0czyCXBWyBWQy+VIp9IwGo3z4uJiwWJ4eBjJRLLeZc5gMMBoNEIiXl1ls9Mxm83I5/NIxBPExTVHxGIxdDodUukURoujUMlVoCgKLNha6SF7aqWH05koTdSErVWSBzcZhmWQHEvCprDB4XDUv4f4OvsaDAZcc801eOCBB/Diiy/ikksuWeRZEwgEwsqHCFwEAmHB4LK4FAoFDAYDkslkWyUPHo+nHtq9YcMG3rEulwuRSAQ+nw+bNm1qeuHI3Zzv27cPwWAQa9eubbrPyYH3DMM0FUY6OjpgtVoxNDSEfD4PtVrdcH+TX387Li6Xy4VwOIzBwUHo9XqyijsHOBfXsWPHEIvFYLO175Qpl8sIBoMYGhpCtVqFXC7HunXreMtMVjsmk2lKFtdcSzJZlp0iSnFlftPD06cHri8noWouzJeLi2GZmriTSGBiYgJCoRAmkwkGg2FByx+XE50dNRdXLp+D2WzmbVRC4IcFC6vZilwmh2QiWctpe8OlNR/C0/j4OOKJOPL5PIDVkwc3nfhoHDZFrbmN0+mEz+dDJpOBXq9vus0Xv/hF/OhHP8Kdd96Jt7/97aftdw2BQCCcKkTgIhAIC4pQKIRYXLPop9Np+Hw+3swqAPVV3ESithLPJ4hJJJK2c6u40Hsu46tZhzsub2jfvn0AZpYnTsblciEajdbLJJtdjHq9XqRSKYTDYaxbt47XxcX9vQYHB1uWNBBaM9nF1Y7ramJiAoFAAJFIBAzDQKVSwePxELERU3PqJjdtmCxUNe36Ny2/ajUJVafKXF1cDMMgmzvZZU4sEsNqsUKn1y3rLnPzzcgoEA5TyGbtyGZpaDUJOJ3OpZ7WioKiKIgoEWi2VnYoEAmg1qmRTqcxNjbG66Zul9HRUSSSCRQKBQC172ST0bSq8uAmkxpLocpUIRLUBC4uE1Kn0zX9LjGZTLjqqqvwwx/+EDt37sS2bdsWedYEAoGwsjl9rn4IBMKSwGVxcaJVPB7nzazi8Hg8SCaT8Pv9OPPMM3nHOp1ODA0Nwefztcyt8nq92LNnD4LBIHp6epqO02g0EIvFqFQqvLlhUqkUdrsdoVAIuVwOWq224biurq66aGe326FUKnldXE6nE6FQCIODg7wlDYTWCAQCeDweHD16FNFoFHa7veG4YrGIQCCAWCwGlmWh1Wrh8Xig0WhOm78/J1RND0+fIlSxFYSYEI4fPo517DowFIMqPT8lS6cjp+LiqneZS6ZQqb7RZc5uh067MrrMzTdHjghw/31iABL0rnfC6eyDyWyCVEJcXM1gwUJEiSAQCFBlqrX3PlsBcNKlZTQakcnUsrj4OhC3Os5IYQSJRAKjxVEIKAH0ej2MBuOqd9kxLINkMQmrwgqxWFwvVeS7VqAoCtdffz1++tOf4q677sIf/vCH0+b7h0AgEOYDInARCIQFZ7KLK5FIYHBwkDcUHgBkMhnMZjNisVhLQUwsFredW6VSqaDX6xGNRuF0OpuuHNM0jWq1dtMeDod5xbDJZZJ8YgjXeTEUCmH9+vW8Li4uu6y/v79le3FCa6xWa72TldVqnfJ3HxkZgd/vRyKRAFBz7Hk8Ht7OnMsdlmVnhKU3Ck+v0tUZv7dDp64T8UAc4VgYJpNpgV/N6mY2Lq4qXUUqlUI6nUa1Wq11mbOuzC5z84lcfjLlnKY7wLIsEokEnA7i4pqOSCCqZ2nRLA2abu6ilEqk0Gq0yGQzGB8fn5XTigWLfC6PRDKB8fFxCAVCGI1GGA3Gpp2MVyPxYhxWRa3BicvlQigUgt/vbypwAYDdbscnPvEJPPbYY9i9eze2bNmyWNMlEAiEFQ8RuAgEwoLDubhkMlm982CrUHjgZIi73+/H2WefzTvW4XDUXVytSsm40He/34/169c3HDM59LaVGDZ5ZZYvX4N7/bFYDCMjI1Aqlbwr2Fzp5eDgIIxG42npzJgvBAIBvF4v+vr66iWq+Xy+LooCNSeNx+NpmRG3mEwWqpqV/s1FqDpVVGoVOjs6kUgmoNfrV2RHxeVEKxdXpVJBMpVEJp2pd5lz2B0rusvcfDJZ4BobE0KlUiGbzcJkOr1dXHWXFiVAla3WP0+A9rO0TCYTsrks4ok4PO7WLi6GZZDL5pBIJlAqlSASiWAxW6A36E+rslmO5FgSNENDKBDWnZahUIg3t5OiKNxwww148skncffdd+PXv/41cXERCARCm5x+3zQEAmFJ4DoqOp3OeudBvlB4AOjs7ITVakUkEsHw8DCvo4bb9+DgIJLJJK+rRKFQwGg01js1NipBTKVSoCgKa9euxb59+3jFMGCqwMaXr8GJdsFgEBs3bgRN003FAS4g/fjx44jH47BarU2PT2iNxWKB3+/H4OAgEokEcrkcKIqCzWaD2+2el4wZPhqFp9f/n3t82hiudGi5QYGC2WKG3+9HKpUiDsM50szFVSqVasJWJlMT3Lve6DKnXPld5uYTxSRNenSEgtlkxvDw8Gnr4hJSQlAUddKlxZ561p1UKoVGrUE2l8X4xDg6Oxov9DAMg3QmjWQyiUqlArFYDLvNDp3u9Cyb5WCYWjdFi9wC4GQTGb/fz+tk93g8uPzyy/HMM8/g0KFDLbNLCQQCgVCDCFwEAmHRkEqlqFar9c6DrULhgZogFIvFMDg4iE2bNvGOtdvt9QtHg8HAe1E9OeNr48aNU55jGAbpdBpqtRoajaalGAacLJP0+Xy8wfDTRTu1Ws3rfpkckN6smyOhNSzL1p1alUoF+XweTqcTLperabOBZnAiVDNRarLLarkLVXNBpVKhs7MTyVTytHVnzCeciyuVTEGj1SCRSCCfz4Nl2VqXOaNpWbkLlxOT/yyjo0CnTAalUnlauLhYloVIKAIFakrpIebx48Zkrrm4EokE3C73lOcals06nNBoT++y2cnEi/G6wNXR0QGbzYahoSHe+AWKonDjjTfimWeewT333IOf/exnxMVFIBAIbUCuRgkEwqLBZXE5HA7EYrG2QuEnh7hns1ne3AqhUAiXy1XPrbJYLE3HdnV1wWw2Ix6PY3R0dMqNYz6fR7VarWd58Ylhk5kusPG5uGKxGILBIJRKZUsXl9frbRmQTmgMy7KIx+MIBAIYHR2tn4MA4Pa6QYPGcGm4cdc/Tsh6o+yPG7PahKpThQIFs/mki8tibv5+I7RGIVegs7NW9plI1vLg1Go1zCbzqu0yN19IpIBIzKJaoVCtUiiVaoJhoVBAMpmEw+5Y6inOL1QtS4sChQpdmdKNdCGcfR3SDqjVauRyOZjNZnRIO0jZ7CxIFpNgWKYu+LndbkQikZbxCz09PfjABz6AX/ziF/jGN76BdevWLdaUCQQCYcVCBC4CgbCoSCSS+gpmKBRqGQoP1DoKthPiDqC+X7/fD5PJxOt4crvdSCQS8Pl8U+z/qVQKAOrz4hPDJiMSieByuTAwMMAbDC+VSmGz2RAOh5HP56HVanldXHwB6QSgylRniFClaglDsSEEwgEUx4uAENCb9FDr1EjmkhjwD8D/uh8mIwlInwuciyuVSsFgMBAX1ynAgsXo6CgSiVoYNwB0dnTC7XGjQzo7d+HpCgVAoWCRy9a+G0ZHAb2uC0qlEplMBiaTCRJx8661KwGBQAABBGDBgmboRe9cajabkc/nEYvGIBQJT+ZUkrLZltAMjWQxCbO8dk3Q2dlZzyPlu6agKAo333wzfvOb3+Dee+/FT3/6U+LiIhAIhBaQK1ECgbCocA4au92OaDTaVii8RCJpK8QdqN0EeDweHDt2rKXjaXLoPVcqwJWyTQ+AbyaGTWeywMYXDM91XgyFQlCpVLwurskB6UNDQ3A6V2emDM3QUx1Uk9xTXF5Vo8B1hmXq+2AYptbWPpmo58CYjKZ6DkyJKaFL1QVphxTJZBJ6HQlInwsUKFgslnppLnFxtQ8LFsPDw0gmkiiOFSGgBDDoDSiOFTExPkHOy1ki7wJy2dr/j4wAet0kF1ciueLcryxYiAU1tynN0GAYBgyYFlst6IQgFouRH84DQK1s1mSCvIuUzbZDvBivC1xA7ZoiGo3C7/fjzDPPbLrdmWeeiXe96114+umn8Y1vfAMeT+ugfwKBQDidIQIXgUBYdLgsLrvdjkAgwOt24mg3xB2o3dQEg0EEAgFYLBbeG0WuXNDn8+Gcc87ByMgISqUSbLapncwaiWGNEAqFcLvdOHHiBG8wPCfaBYNB5PN56HQ63nlaLBYEAgH4/X7YbLZlffPbTKhqFrDeSKiaLVW6ikw6g2Qq2TIHhgIFi9kCf6DWQZGvIQGhNUqlEjKZjLi42oRhGeTzeSQTSYxPjEMoFMJkMsFgMEAsEmNkdKSexUUaS7SPXHGydLg4SgFg0SXrglJRc3EZTcZl7+ISUAIIBAKw7BsuLWZxXVqNGC3W3IWFQqH+mFqlJkLLLEmOTS1TnOwM93q9TfM9KYrCLbfcgueeew733nsvfvCDHxAXF4FAIPBArkIJBMKiIxAIIBaLYbPZ6iuYfG4noP0Qd27/Ho8HfX19iEQivI6nyYGv+XwemUwGABqWTXJiWKvcDKvVWhfY+ILhnU4nhoaGEAwGoVar23JxHT58GOFwGG63u+nx5wuaoVuGpzcSruYiVM2WSrVSDzimaRqdHZ2w2+xQa9S85TIqtQqdHbW8I72euLjmApfF5fP5kEwmYbUQUaYRDMsgm80imUiiVC5BJBLBarFCp9dNEQXlcjnkXfKaYGg01DsqEviZGjRfE7iAWkB6ob+WxWW3LT8Xl0hQ+7dnWKb2Qy+hS+sNWLAYKYwgkUxgdHQUFEVBp9PBZDQhEo1guDCMUrm0qsP755sqXUV6LA1j18lrF4/HU8+I3LBhQ9NtN2/ejEsuuQSPP/44vva1r604NyKBQCAsJkTgIhAIS4JEIqkHyPt8Pl63EwcX4u7z+XhD3AHAZDIhEAggGAzCarVCJGr+cedyuerlkqVSCTKZrOFq6nQxTK1WN9xfu2WSnGjn9/uRzWbrr6mZIMYFegcCAdjtdt7XNBmGZXhFqWYB64spVM2WcqWMZLIWcMywDLpkXTCZTVAqlW3lwFCgYLacDEhv5SAk8KNUKtEl60I6lYbRaCQurknQNI1MNoNkIolKtQKJRAK7zV4vm50Od24SF9fsMJtZOJ0M5AoWHZ0n3VzyLjkUCgUy6QxMRlO9ycSSQQEiSlRzabHLw6XFwYLFcH4Y8UQc4+PjEAqEMBqNMBgMdfebyWSqldauxvD+BSZejE8RuORyOYxGI2KxGLxeb9NmEhRF4Stf+Qr++te/4r777sP27duJi4tAIBCaQJFuUATCknJavwEnJiYwNjaG1157DQCwdevWlgHqoVAIAwMD6O3t5e2SCADJZBKHDx+G1+tt6XgaGBhAKBQCUBO8uru7G44rlUp45ZVXoFQqsWnTpqb7YxgGu3btAk3T2Lp1a1OHULVaxcsvvwyJRIJzzz0XUqmU100UiUWw58AeONwOWOyWhl3+Jv9eYSpgmOUrVM2WUqmERDJRDzhWKBS1HBi5fNYBxyxYHD9+HOVyGevXryeizBwpFAoY9A3CZDIRFxdqjg3OXciVzZpMJmg0M8tmp8OCxUD/AMbHx9G7vpe4uObI6Ogo+gf6YTAYlsTFJaSEoCiq7tJabjAsg1w2h0QygVKp5i7U6/XQ6/UNz73BwUGMjI5g/fr1y77sczkhEorwL+5/mfL+LxQK2LVrF2w2G9avX990W5Zl8c53vhN79+6Fz+cjpfUrA6JCEghLALmaJxAIS4ZEIkGlUoHD4cDAwEDLUHhgdl0SDQYD5HI5QqEQbDYb78q9y+VCOBwGy7K8Ifac6ywUCiGbzUKr1TYc126ZpEgkqpdeZjIZGI1GXhfXuHQcA/QA+o72YT11+ogy4+PjSCQTyOVyAGrd+0wmE7pkjXNL2mFyQDoprZs7CqWi7uLi8qRORyqVCpKpmruQZmh0dnbCYXdApVa1LcISF9f8IpcvvouLKz2kGRo0Sy/L5axGTTlsNht0Wv5MyOVQ9rlvxz70H+qf8tiGLRuwYXPzUr+lpkpXkRnPwCA7GYGgVCqh1+sRjUbh9XrR0dG4cyqXxfXe974X27dvxz333LNY0yYQCIQVBek1TyAQlgyBQACJRAKr1YrOzk4EAgHQNM27jVAohMfjwcTEBGKxGO9YiqLg9XpRrVYRDod5x4rF4vpNT7lc5h3rdDohFArh8/nA54I1mUyQyWQIBoOoVpuXoTgcDojFYgSDQdA0zeu4olkaFosFNE0jlUrxznM1UBwrwuf34djxY8jlctBoNFjXsw5ej3dO4hYHF5CeTqVRqVbmYcanL5woQzM0UsnVf25Op1QuITwURl9fH5LJJDo7O9Ht7UZPTw/Uav5MuEZwWVzpNDk35wOzyQyGZZBMJed93yzLQkAJIBaKIaAEYMGiylRRZapgl6GyVaWriMfjONJ3BEORIQgoARwOB9avXw+jwdgyk3By2WelsvjnZiqawvZbtuPZHz475Wf7zdtRyBVa72AJiY/GZzzm8XjAsiyCwSDvtm9729uwZcsW/OAHP6jnhRIIBAJhKkTgIhAIS4pYLK67mMrlMoaGhlpuY7FY0NHR0ZYgptPpoFQqEQ6HeYWriYkJlMtlUBQFv9/PK1xxHRALhQLvRSYnsFUqFd7XJRQK4XK5MD4+jlQqhWq12lTkqjCVet5RKplalTe+LNhaJ7nBAZw4cQKFQgE6nQ7re9fD7XI3zSk5FbiOiqerKDPfKBSK006UGZ8YRzAYxNGjR5FOpyFXyLF2zVqsXbu27Uy4RpzuguF8I5fLIZfL503MZsFCJBBBLBBDIBCAYZl6duGp/psvNJVKBdFoFH1H+hCLxyAWieF2udG7vhd6nb5l6exkFlIw5INlWfzgmz/AeHF8xnPD2WH85O6fLOp8Zku8GJ9xfaFWq6HVajE0NIRSqdR0W4FAgJtvvhmFQgHf+973FnqqBAKBsCIhAheBQFhSOBdXu24nbhuPx4NSqYRoNMo7lhOZaJquZ2w1Ip1OA6gFuY+OjrZ0RzkcDohEopYursllknyvy2azQSKRIBQK8bq4Kkxl1d74smAxXBhG/4l+DAwMoDhahMFgwPr16+F0OCGVLkzHLoXy9BNlFgoKFExm06o7NwFgZHgEJw6ewK6/7MIff/FH/OqRX+GRex/B4//9OP7ym78geDgIhUQBj9sD+eSWfnOAuLjap1AA/v4PAX7/BwH++mLzRh0My5zyuUlRVE3QekMIqjJVVJgK73fAcqBUOukuTCQT6OzshNfrRc+6Hmg0mlMS5OZbMGyXPz/7Zxzadaj+u8FqgEKjqP/+8h9fxqt/eXXR5jNbKnQF2YnsjMc9Hg8YhuG9TgGASy+9FGeeeSa+//3vY3h4eKGmSSAQCCuW0yO8hUAgLGskEgnK5TJcLheOHj2KcDgMj8fDu43JZEIwGEQgEIDVauUtqdBoNFCr1RgaGoLD4WgolKRSKYhEInR3dyOdTrfs1Mh1QPT5fEilUjAajQ3HcQLbwYMHEQqF4PV6G44TCoVwu904ceIEkskkLBYLBALBjCyuKl0TyTinTCqVquUdLXVnsDnAgkU+l0cikcD4xDiEQiFMJtOi5ThNzjtKJpOwWW0LfszVzGQXl8G4crO4ssksXvrDSzi69yh8R33IpXJtbSftlGLL27bgkg9cgo3nb5zTHEgWV/ukM8BD36+da04Xg0vePnORYLJg2M65yYKFiBJBIBDUyg1ZFhW2JuYsV5fWZMYnxpFIJJDP58GyLJQKZb0px3xgNi/uuZmKpvD0d5+u/96l6MKt378VYyNjuP1zt6NSqv3bPHrno1h/3nooNcoFn9OpEBuNQdepm/IYd50SDofhcrkgkTQO7xcIBLjllltwxRVX4OGHH8att966GFMmEAiEFQNxcBEIhCWHoihIpdIpbqdWuR6ci6tV+R+3f6/XC4ZhGmZcVCoV5PN56PV6SCQSuFwujI2NIZFI8O7XbrdDLBa3LGmcXCbJ97qsViukUinC4TBomm5YfllhTt5cWSwWMCyDRJJ/nssVhq0FHB/tO4pAMIBKtQKrxYr169fDarEuqjAyxY2wBJkyq4nJDsNkcnHLl+aTo3uO4unvPo09/9zTtrgFAKXxEnY8twO3f/Z2/PfN/43Rwuic5kFcXO2hmKTZjDb5k7fjMKQoCiKBCEJBbdGEZmlU6OXv0prMaHG0ll14rJZdqFKp0HNGD7q7u+dN3AJq52aXrKvWKZTmd17PlemliUKREDfefyMc3Q70nNOD//z2f9YXpJZ7qWJ8dGaZIkVR8Hg8oGm6ZWbo+973Pqxbtw7bt29HsVhcyKkSCATCioMIXAQCYVnAhby7XK6W5YQcRqMRcrm8rbJGtVoNnU6HSCSC8fGp2R3pdBosy8JgqHU24soF/X4/b+C7SCSCy+VCsVjkFcPaLZOcXHoZj8cblipyAhcwtTNYucIfjL+cYBgGqVQKfX19CIVDYFgGdpsdG9ZvgMlkWpLOkFwW10oWDJcTCrliScqXlhuv/OkV3POf96BSPvW/wWotSZ5v5FMErubuKoVCMUWU4VxaIoGoFhDP1gLiaYZeES4tDhYsCiMF9A/0o7+/v55d2NvbC4/bA5lMNu/HpEDBbH7j3FzgpifTSxP//Rv/jjMvOLP++9Z3bMUnvvSJ+u/LuVSxTJeRm5gpmnOLYa0W+YRCIW666SakUin8+Mc/XsipEggEwoqDCFwEAmFZQFEUJBIJ9Hp93e3EF7bKbePxeFCtVtsSxLhORYFAYMrjqVQKAoEAWq0WwMlywfHx8ZadGtsVwzQaDVQqVcuwe7PZjM7OTgwNDaFarc5wcVXoyozxDMu0dJstB6p0FYlEomHnLoPBMKMcc7FZqYLhcoU7N1eii4thGRRG56cb2/H9x/GLh38xp30QF1drOjoBgbDmiimXKDTTFDn3K8VSyKazoEChytY6HjJs88/w5QoLFvl8HsePH8fg4CDGimNTsgs7pB0LenyFUgGZTFZrkLJALq7ppYkf+tyH8Lb3vW3GuPdd/T7864f/tf77o3c+umy7KsaLM7spTr6maeVMv+yyy+D1enH//ffPWLQjEAiE0xkicBEIhGUD11HR7XY3LSeczmRBrFVpmVKphMFgQDwex9jYGACApmlks1lotdopOV5Wq7WtTo2TxbB4fOYFK0erMkkOzsVVLpcburiqzNQbCHmXHEqlEplMBqUyvyC4VFSqFURjUfT19SEai0Isqjn11vWum3XnroWmLsokVp4os9yY4uJaIWWfNE0jmUqir69vRodUoUgIq9uKsy88Gxf8ywW4+N0XY+s7tqJ3Uy9kCn53zJ9++ac5lSqu5vD++YLCdBfXyf9nWRZCgbBeetgl74K0U4p4Mr7gpXULBcMyyGQzOHbsGPwBP8rlMsxmM9ZvWA+7zQ6JuHGG03xTd3HRNNKp9IIcw2A14MmXn8SzB57FsweexUev+2jTsZ/72ufq4x7926PLOoerUdkrF9UQDAZ5rz3EYjFuvPFGRCIRPP744ws4UwKBQFhZkJB5AoGwbOBcXFqtFmq1GpFIBE6nEx0dzVegOeFo//79CAaDWLNmDe8xPB4PUqkU/H4/NmzYgGw2C4Zh6uWJHJzQdPToUUSjUTgcjqb7tFqt9cB7s9nc1Imk0Wig0Wjqr6tZV0CTyYRAIIBwOAyz2QyhUAiBQACaoRs6DCxmCwqFAhLxBJxOJ+/rX0zKlTKSySQy6QwYloFMJoPJZIJKpVq2pT/yLjmUCiXSmVoItVSyMJ0bTxcsZgv6B/qRSCZgt9mXejpNqdJVpFKpWtlatQqpVAq9Xg+9RY+3vOctOPvCs7H2zLUQiRtfNtE0jddefA2PfPsRjORHZjw/XhzHvh37cPG7Lj7lOa6W8P6FRCFnURiufbaMjgBGvQhgazlaNHNSLBBQApjNZgz6BpFKpWAxW5ZqynX27diH/kP9Ux7bsGUDNmzeMOUxhqllFyZTSZTLZYhFYlitVuh1et5mKwuJUqlEZ2cnUula05OlmsdKolQtIV/KQ9OhmfI45+I6dOgQhoaG4HK5mu7jYx/7GO655x585zvfwTXXXNM0mJ5AIBBOJ5bPsjmBQCCgtirJuaIalRM2YnKXxFZljXK5HCaTCYlEAqOjo0ilUqAoCnq9fsZYk8kEmUzWciWVE8MmJiYQjUZ5j8+5uPheFyfaVatVRKPRuotrcv7WZGQyGdQqNbK5bMvXvxiUSiWEwiH09fUhlUqhS96F7u5unHHGGVCr1MtW3OIwW8xgWXZFlH0udyaXfS5HF1elUkEkGkHfkT7E43GIxWJ43B709vbize98Mx567iF89AsfRe+m3qbiFlBzcm7916349P/5dNMxR/cendNciYurNfIuAUCLAUaE0SKFKl2tdz+czmKU1rVLKprC9lu249kfPjvlZ/vN2+sldtNLvClQ9RJvk9G0pKISBQpmkxnVahXp9MK4uFYj8dHGrm+TyYSurq6WDnKpVIrrr78egUAATz/9dNNxBAKBcDpBBC4CgbCs4DoqqtVqaLVaxGKxejkh3zbtlP9xeDweUBQFn8+HdDoNtVoNsXimG2JyuWCrPAwuO6vVBalKpYJOp0M0GuXNzeDKFIaGhlCpVEDTdFOBCzgpyvCVSS404xPjCAQD6DtaK+9SKBRYu3Yt1nSvgVKhXPbCFkeXrAtKpRLZbHbZln2uJJZjTlypXEJ4KIy+vj4kk0l0dnai29uNnp4eqNU1EVYml806F657Q3fT52LB5nl+o4VR7N+5H8/+8Fnc9YW78Om3fBofPvvDU37+49L/mOLiIllctfwpkaAWEE9RFORKGhBWAEEVRZ6geWBqad1CB6TzMb074GSGs8N45M5HEI3ylHgvcXYhh0qtQmdHJ5KpJG8eJeEkjXK4gNo1jdvtRrlcbrloduWVV8JkMuHee+9t2WxnPqhUKnjggQdw9dVX45xzzoFEIgFFUXj00UdbbvvEE0/g/PPPh1wuh0qlwlvf+lb8/ve/X/A5EwiE0wtSokggEJYdIpGonsWVzWYRCASwfv163m04QaydskaZTAaz2VwPkJ9enjgZo9GIQCCAUCgEm80GkajxxyYnhvX19dXn0Ayv14tMJoNAIIDe3t6GYzjR7uDBg4hEInC73SjRzcWWzo5OaDQaZHNZGE1GdHZ0Nh073xTHal0kh4eHAdT+LcymmuC3UlmuZZ8rEXnXGy6uTAZGk3HRsoEaMT4xjmQiiVw+B5ZloVQoYTKZIJ8c3tSAiD+Cvf/ci8Gjg4gFY8gmsyiNl1CaKIGh27uZLxaKTZ+75fJbkIq2Flk4F9fg4CBSyRSsVmtbx15NUKAgFArBsixohp6SSzj5n7Ews1J0BvXSulQKRoNxSVxQ07sDGqwGTIxPYCRXewGv/vlVWHusOO8t58FkNkGpXJ6LBRSoWnl9MIB0Jg2jwbjUU1r2jFfGMVwahkqqmvGc2WyGz+dDIBCAzWZrKmR2dnbiS1/6Em677Tb88pe/xMc//vEFnXOxWMT1118PoOY0M5vNCIfDLbe76aabcP/998Nut+Ozn/0syuUy/ud//gf/9m//hgcffBBf+MIXFnTeBALh9GF5LPsQCATCJLgsLqVSCb1ej3g8jmKx+c0hh9frbbus0e121/+/UXni5Ll4vV5UKpWWF3GTSxr5VlIVCgUMBkNLd5pOp4NCoUA0GkW5XEapwu8mMpvNALAoLi4WLEZGRzAwOIATJ07UWtJrT7akX8niFrD8yj5XOksd3l8cK8Ln9+HYsWPI5rJQqVToOaMH3d3dvOLW0b1H8bUrv4br3389nvzvJ7Hz+Z3w9fmQT+cxXhxvW9wCgLFRfidqu5yOLi7OpSWgBGDBokpXp2RqccjlJ0sRR9vI9F9qF9f07oBdii7ccP8NuPL/XDmlJPYvP/sLTAYTVMrlm18IAGqNGh0dHUgmTs3F9f2vf3+Gc5H7+dv//dsCzHjpaVamKBAI4Ha7MTEx0bKb8zXXXAOtVou77rqL10E+H8hkMjz33HOIRqOIx+P49Kebl2VzvPzyy7j//vvR3d2NgwcPYvv27XjooYewZ88eaLVa3HTTTW1dtxEIBEI7EIGLQCAsSzgXFxew6vP5Wm7DCWLtlDV2dHTUV0RbCRh6vR4KhQKhUIg3R2iyGNaqpNHr9QIA/H4/7/66u7tB0zQikQhK1RJvG/sOaQd0Wh3y+fyCtQ1nwWK4MIz+E/0YGBhAcbQIg/6NlvTOhW9Jv5iYzUtf9rlamBzeX66UF+WYrURYmYy/8+Gff/VnfPMz38Tx/cfnZT7t3vALRULYvLamz58WWVxUTdQSUjVHVZWpZWnxff4BgNvNYssWGm99Gw27fWbuViNUKlU9IL2ROPDk/U/OEFv2vrR39q9pGtNLE4UiIT5+88cxUh6B0qzER7/8UVBUTcwq5Ar46d0/nfMxFxrOxVWpVmZ0ISU0JjbaXLyyWq2QSqXw+/28nx9yuRzXXXcdjhw5gv/7f//vQkyzjkQiwaWXXgqLpf3GDD/84Q8BAF/96leh0ZwM1Xe73bjuuutQKpXw2GOPzftcCQTC6QkRuAgEwrKEy+JSKBQwGo1IpVIYGWldc8K5uPiEIwAYGRkBwzD1LK5Wc/F6vaBpGqFQiHcsl53VSgzr6uqaEnbfDI1GA5VKhWg0iuJ4seXqrMlsAkVRiMX5V3xnCwsWuVwOx48dh8/nw0RpAiajqdaS3r54LekXk87OTqjVNRfXRGliqaez4lms8P5mImxvb2/bImz/oX48cucjs3JozYXz3nwerrjhCtzx2B14YucTuO37t/GOX20uLhYsBJQAYoEYAkoAsDVRi2Zn50Z561sY3HJLFdf9RxXnbWpP4OJcXI0C0hNDCTz/zPMztgmeaJ312IrppYmXXnUpjG5jXYR93yfeh0986RP151/+48t49S+vzvm4C41arYZUIkUimWgpSBKAscoYCqVCw+c4F9f4+HjLz83Pf/7zUKlUuOuuu5ZdBtqLL74IAHjnO98547lLL710yhgCgUCYK0TgIhAIyxahUAixuBao244QBdRWMo1GIxKJBG9ZI1eOYjKZkMvlkM1mefer1WqhUqkwNDSEcrm5A2VyB8RWJY1c2H0rFxcXoD8UGwLLsrw3DVKJFFqtFsPDwyiOtS7rbAXD1lrSHz16FIFgAJVqBRazBevXr4fVaoVYNDOcfzWxmGWfq50uWReUCiUymcyCuLgYlkE2l50qwppOirBSibTtff3i4V+AZRoLJBqDBtfceg2+9/++h5+99jM8e+DZ+s9Dzz10SnO/5tZr8N4r34veTb2QdrSe52pxcQkFQoiFYgggAMPWOsUuhSiiUp0MSJ+8iPDU9qdQrcwsN5+rwJWMJvHU9qfqv2973zZc8sFLZjhh33f1+/CvH/7X+rhH73y03lVxuSKgBDUXV6XS8nuVUKNZ2DwA2Gw2SCQS+P3+ht1AOVQqFa699lrs2bMHL7zwwkJM85QoFouIRCKQy+UNXV9r164FAJw4cWKxp0YgEFYpROAiEAjLFi6LSy6Xw2w2I5PJ1IPM+eDK//gEsVQqBZlMhjVr1kAoFMLn8/FePE52cbXq1KjT6aBUKhEOh3nFMC7svpU7TaPRQKPRIJaIoVwut3Rxmc1mUBSFeOzURRmGYZBKpXD06FGEwiEwDAObzYYN6zfAbDZDJDw9epRw4f25XA7jEwtT9nk6sRAuLoZlkM6kcezoMQSDQVSqFVgt1poIa5m9CDs+No7Drx1u+JxILMK3Hv8W3vnRd8LiskAinepcHBluI9l8nlhpLi6WfcOlJRTXs7RohkaFroBFe26rhWKKiytTc3Ed3XsUu/6yq+H4UxW4GJZBJptBppDBDT+4AV9/+ut44IUH8B/f+A/YbY2dsJ/72ufqAuqjf3sUSo3ylI69mGi0GkgkEiQSxMXVDnxlikKhEC6XC8ViEckkf4bh5z//ecjlctx111281zOLCXfNplLNDNKf/Hg+n1+sKREIhFUOEbgIBMKyRigUQiQSwel0QiAQYHBwsOU2MpkMFoulqXBULBYxNjYGg8EAiUQCu92OQqHQMjOEE5oikQhvbtdsShrdbndb7jSv14sqWyuhaeXikogl0Ov0KIwUeMsfG0HTNBKJBPr6+jAUGQIFCg6HA+vXr4fRYFw2LekXE+Limj+6ZF1QKmsurlJ5buH9NE0jmUqir68P4XAYLFjYbXZsWL8BJpPplEXYdDQNutpYRHb3uGGym5pue/CVg6d0zFNhJbi4WLAQCUS10kPBGy4tuubSWm5h6Sq1qhaQnqy5uJ6474n6cxqDBq4zXPXfY6EYKuX2RUWGYZBKv7FgEAqBrtKwWq3YsH7DKYmwyx3OxVUul5HL5pZ6OsueYrmIkXJzcdxut0MsFrdciDMYDLjmmmuwc+dO/O1vzUP5ueuOdn8++clPzun1tQOXN0cgEAhz5fRYgicQCCsWLouLE60ikQiy2Sy0Wi3vdm63G/F4HD6fD2efffaU57jyRIPBAABwOp2IRCLw+XzQ6XS8F1perxd79uxBIBBAT09P03EajQZqtRpDQ0NwOByQShuXHXV2dsJqtSISiWB4eJh3lVOulCOQCUCv04OiKAhEzcUmk8mETCaDWDyGtWvWNh3HUalWkEqlkE6nQdM0Ojo6YLVZoVara5k4pzEd0g5oNVpkc1mMj4+v+A6RS43FbEGhUEAikYDT4Zz19lW6inQqjVQ6hWq1CqlUCqfDCY1Wc2rnajgEwaHDwPgY0CnDmKir6dB0vCYwN/qMSMfT+N2Tv5v98efAZBeXwWhYFkKJgBKc7Hb4Rjj8YjE+Dvzud8J6B8VPf7r9DC8KFMwmMwLBAJ77xXMYPHJyMeXy/7gcJw6eqDu36CqNocEheHo9vPus0lVk0hmkUilUqpX6gopOq1v1iwVarRaJRAKJROLU35unEfHROBRaRcPnuEW+wcHB2nv9jWuXRnzxi1/Ej370I3z729/G2972toafVd3d3ejoaL8hjNVqbXvsdLhrmmbu+1YOLwKBQJgtROAiEAjLHi6Ly+Fw1EUrjUbDK0TxCUfpdBoSiQQKRe1iUiwWw+l0wufzIZVKwWg0Nt2vSqWCTqdDNBqF0+lsKnZwLq69e/ciGAzijDPOaLpPt9uNWCwGn8+Hc889t+k4o8UIf9qPVCoFm90GhmWa3jSIxWLoDXokk0mMjI5AIW984VyulJFMJpFJZ8CwDGQyGUwmE1Sq5d2OfrExm83I5XOIxWPwerxLPZ0VjUwmg0qlQjabhclkajsbq1KpIJmqnas0Q6OzsxMOuwMq9amdq9ShgxD+6lcQ9h2d8riWJx4sn87jqe1P4WP/+TGIxSfFpOP7j+PBrz6IkfzilSgCJ11cg4ODSKVSsFpO/Ub0VGHBQiyo/S1olgbDMnWH6WJ/hjAs8OyztUvbjg52VgIXAKg1agjDQvz20d/WH3N0O/DW97213u2QI9gfbCpwkQWDmtBpNBoxNDSEXC4HnVa31FNa1sSLcazVNl+McjgcCAaD8Pl80Ov1Ta9/TCYTrrrqKvzwhz/Ezp07sW3bthlj/vrXv87bvFvR1dUFm82GSCSCWCw2I4erv78fAHivkQgEAmE2nB7fsgQCYcUjkUjqolU75YRATTgSCARTyv9KpRIKhQIMBsOUC0SuBKBVkCtwslNjIBDgHadWq6HVahGJRDAx0bwLn1Qqhc1mQy6XQy7XvJxD0iGBSqVCfjiPUqnUMovLaDRCKBAiFo3NyLgplUoIhUPo6+ur5ZF1ydDd3Y0zzjgDapWaiFvTkEql0Gpq4f1jY2NLPZ0Vj9nUfhZXqVxCeCiMvr4+JJNJdHZ2otvbjZ6eHqjVp3auCl78K8Tf/jaEfUdnpD+ZxYCc5+rod0/8Dtddeh3u/sLd+O5XvoubPnwTvnbl15AYWtjukM2ou7hSi5fFRVEURAIRhAIhANSdWkud+yOTAQJBbQ4TExQa5MPzQoHCwb8fRCFzMsj9k1/+JIRCIRxrHFPGNsrhKpVLGBoaQt+RPiQSCXRIO+DxeLBu3TpoNdrTRtzi0Gl1EIvESCQS856zRtM0+vb04W//92/435/8L/787J9x4OUDsyodXU6MlEZQLDdvDMMt8hUKBd7wfoqicP3110MsFvNmcYXDYdxwww0tc73mg7e//e0A0DD8/vnnn58yhkAgEOYKcXARCIQVwWQXF+d2alVOyAlH4XC4XtY4vTyRQyQSweVyYWBgAIlEop671AiFQgGDwYB4PA6XywWZTNZ0rNfrxe7duxEIBLBu3bqm41wuF6LRKHw+HzZt2tTwdVWYCkwmE4aHh5FKpWC32/ldXKKaiyuRSGCkMAKlUonxiXEkE0nk8jmwLAulUgmTyQR5l7zp3Ag1TGYTsrksYvEYur3dSz2dFU07Lq4Z56rijXNVPrdzlTp0EKIf/QjUG10Sp7/TRBTwZgXwHE8/i1wqh1xqphht89oQ8UXmNL/ZshguLhYsxJQYoFB3aFXZav34ywUKQJccGHlDnyqOAmp1+9vnM3n88Zk/1n/feP5GbLp4E4Cak2sykwWu6eeqQqHA//vx/8MrL7zS8Dgbz9+Ib/z4G02/v4ojRdz04ZuQjqUbPn/lTVfiPVe8p/0XtkQIBAIYTUZEIhHkc3loNJo577NaqdYErV/9ueF7sFPeibe//+24/LrL0SlbWeXk8WIc3ZLm3y1OpxOhUKh+/dMMu92OT3ziE3j88cexe/dubNmypf7c8ePHce+99+Lpp59GpVLBunXr8LnPfW5eX8d0rr32Wjz11FO488478f73v79+HgQCATz00EOQSqW4+uqrF3QOBALh9OH0WkoiEAgrGolEUhetRkdH62IVHy6Xa0qXxFQqBZFIBHWDu57J7bgZhr/zk8fjAcuy8Pv9vOOUSiX0ej1isRjGx5t34eOyWYaHh5uuzlboCjo7OqFWqzE8PIyJ8Yn2XFxCIYYiQ/D5fTh27BiyuSxUKhXW9axDt7ebiFttIpVIodPpUCgUUBxrvtJOaA+L2VJzccWnOp+KY0X4/f4p52rPGT3o7u6es7gFAMJf/aoubjXjozpAI5zdfjUGDa79xrVzmNmpo1Ao0CXrmncXF+fSElACVNmaS2u5d8WTy0/+286yxwb+5/v/g4mxN9y2FPCeq0+KSFqjFl2Kk/lswRPBmeeqUoUzzjgDa7rX4PP/9XlYnJbphwAAHH7tMJ77+XNN5/GTu37SVNw6783n4d2ffPfsXtgSotfpIRaJEU/E5+ziSsVSuO2K2/DLH/yyobgFAOOj4/jD03/AjR+6EZHA4orNc4WvmyJw8john8/zur0pisKNN94IoVCIu+++GyzLYs+ePbjsssvQ29uLxx57DO9617vw6quvnpK4dc899+Cqq67CVVddhd/+9rcAgMcee6z+2KOPPjpl/IUXXogbbrgBg4ODOOuss/DlL38Z1113HTZv3oxsNov77rsPbrd71vMgEAiERhCBi0AgrBg4F1e7HYUATOmSmEwmkc/nodM1DvgVCoVwu90YHx9v2TFPLpfDZDIhkUi07FTYrhjmdDqniHGTYVm2HtZsNtXcZalUirejIgsW4+PjEAlFKJVKGB4ehk6rQ29vLzxuDwlLPwVMJhMoikI8RjoqzpXOzk6oVWpkc1lMlCYwMjqCgcEBnDhxAsOFqecqn0tyVoRDDcsSp6MWAd+wAeo2RS6dSYev/+jr0Br5m18sFBQomC3mWkfFNoT/RrAsCwElgFgonhISTzP0kpcezoapAlf77rJgfxB/+78nO8+dddFZkKqkUxY77N32+v8XcgXsfW0vhgvD0Gq0WLduHTweD7pkNRGsU9aJL3/nyxCJGxdL/Px7P28owLzyp1fw0nMvNdxGa9Tium9dt6I6zgkEAhiMBkxMTGA4z2OLbMFIfgTfvvbb8B/l/x7lSEVTuP0zty9Z6fCpUCgVMFbhL4F3uVwzohca4fF48JGPfATPP/88LrzwQmzevBm//e1vccUVV+DIkSP47W9/iwsuuOCU5vnCCy/giSeewBNPPIEDBw4AAF5++eX6Yzt27Jixzf3334/HH38cZrMZP/7xj/Hkk09iw4YN+N3vfocvfOELpzQPAoFAaAQpUSQQCCsKqVSKarUKu90Ov9+PeDw+I7R0OlyXxIGBAbAsy9uByGq1IhQKwe/3w2w283a68ng8SCaT8Pv9OPPMM5uOUygUMBqN9ZLGrq7GXdq4sHu/3z+jU9LkTmRcHhTX1U8mk03pqMiCrQl6iSRGi6O1jouUAGKJGA6nY1mVFK00JGIJ9Do9UukURoujxP02R0wmE/LDefT396NarUJACWDQG2AwGtoOn58NgkOHAcwsS2xEdwfwgAt4Mg38oyhAlZ4pJHcpurDtXdtw+X9cDoVagWRk4fNsmjHZxWUwtNdRkaXeCIhnUXdnMfTSBMTPF5NNfqNFCmjTNfTkfU/WX7tYIsbl112OYrmITDYDg94AFixMThOO7z9e36ZUKOH8C89veq56ej345Jc/ice/8/iM58oTZXz/q9/Ht5/4NoSimpKaTWbx42//uOG+BEIBvnTPl6BQN24Y0g65dA6V0sJmVKn1akikkimP6XW1hifxePyUm0L8z0P/M+u551I5PPjVB3HHY3esmK6V8dE4vJrmjUwmRy8067xM0zSeeeYZ7NmzBxMTE3j99ddx3XXX4eabb4bL5ZrzHP/+97+f0nZXXnklrrzyyjkfn0AgEPggAheBQFhRCASCuosrEonA7/fDZDLxXrxO7pJIURRvdoVAIIDb7caxY8cQjUZht9ubjpXJZDCbzYjFYigUClAqlU3HThbDNm7c2HScw+FAOByG3++f0impwky9sDeajMjlc0gmk3C5XGBYBhRFYTg/jHgijvHxcQgFQpiMJhgMBmRzWUSj0XnLQTmdMZqMyGQyiMfjWNO9ZqmnsyJhWAb5fB7JRE0Qqlar0Ov1MJvNbQkzp8z47BoEaETAl8zAle9/Hw7b1iIZSaI0XoJKq4Leokfvpt4pN/NGmxHPHnh2vmfdFpyLq1UWl0AggBBCMGBAMzSq9CyT2Jc5kwWukTabWu755x4cfPVg/fdLP34p1vSuwbGjx5BIJCCgBEimkpAqpwpZY7mxlkLsuz/xbhzadQh7/rFnxnMDhwfwvz/5X1z275cBAB7+r4cxOtzYEXzZ5y7D+vPWt/eCmvDdr3wXfbv75rSPVnzz0W9iw5YNUx4TCoUwGoyIxqIYHh6GWqWe9X4ni1sGqwHeXi9AAb4+H1LR5q7F4/uP46+//iv+9cP/OutjLgXxIr/ABdQa6AwNDc3ovMwwDJ555hnceeedCAaD6Orqwpvf/Gbs3LkT//mf/zkv4haBQCAsd1bGcgaBQCBMQiKR1APnJyYmEIvx51YAqLu8BAJBy5Vcs9mMzs5OBAKBlhlXHo8HFEW1LD/s6uqC2WxGMpnkLWnkwu5HR0endDeaLnBJJVJotVqMjo6iOFpEOp3G0aNH4Q/4UalUYDFbsH7DelitVojFYhj0NUdHLB5b9hk6yx2JWAKdXoeRkRGMjLZ5B00AUBO20pk0jh09hmAwiEq1AoO+5lRkaGZhxS0A6Dy1UscujRpb3roF7/7Eu/HBz3wQl3zwEpy99ewZTpWlplEWFwsWIoEIYqEYFEWBYRhUmApohv+zbaUi75pdBhddpfHU9qdObq+S44PXfBBgAVmXDJVKBaFwCHSVxrozpzYKadRJsRHX3XEddKbGCyu/+vGv4Dvqw/PPPI8DLx9oOGbDlg340Oc+1Naxlit6vR5CoXBOHRWFIiE+/83P4+HnH8ZN/30Tbrr/Jjz8/MO49r+urbvgGvGHn/3hVKe96OQn8hivNM/rBICOjg5YrVak02kUCgXQNI1QKISdO3fi+PHjKBQKuOGGG3Ds2DHce++9oGka99xzz4oqNSYQCIRThTi4CATCioNzcVmtVkQiEQQCAZjNZgiFzS9wC4VaWy2aplt2SRQIBPB4POjr60MkEoHT6Ww6tqOjAzabDUNDQ8jn8w3D6zncbjcSiQR8Ph/OOuuspuPsdnu9TNJgMEAgEEwpUeQwGU3IZrOIRCKoVCsQi8Sw2WzQaXUz/hYCgQAmkwlDkSHkcjnotM1dbITWmIwmZNIZxGNxyNfKV2w512LBMDVhK5lMolKp1LLxbPZ6Hl6lWkE2l4XJbEKHtGPh5nFmzT3Jor0yRW4ct91C8fwzzyMePpnrNj468wZ3dHgUj33nsSmPnXPROTj3opMODs7F5Rv0IZfJwWwxg2GYhp8fqxW54uRNfLGNDK4//+rPUzpffuCaD2B0YhT+kB+VaqVW4i0QYF3vOoxapipmwf72BC6FWoEv3v1F3P7Z2+tlkBx0lcZ3b/kuMslMw22VGiW+eNcXV0yJXTOEQmG9+zDX1Xe2fPL6T+LtH3j7jMcv+eAlGB0exdPffbrhdhF/BMf3H0fPOT2zPuZSEC/G4VF7eMe43W5EIhEcPnwY5XIZlUoFnZ2duOaaa/CVr3ylHoWg0Wjwrne9C08//TS+8Y1vwOPh3y+BQCCsdIjARSAQViQSiQSVSgUOhwP9/f2IRqNwOBxNx3PBy1yXRKPRyHvDYDKZEAwGEQwGYbVaIRI1/7h0uVyIRqPw+XzYtGlT03EymQwWiwXRaJS3pJELu+/v70cikYDFYml4gyoWi6HT6ZBOpyGVSNG9ppu3XEan0yGRTCART0Cj0UBArewbpqVELBZDb6jlyoyMjECpmP3N2ulAla4inUojlU6hWq1CKpXC6XBCo516/pnNZuTzecTjcbhd7oWbkMMJen0vhH1H2xpOAaA3rAcczUXu+eDVv7zasnRsvDiO5342tfNel6KrLnAJBUIIIIBSoYRMJkM8EYdGp1l4V9wyY0oGVwsHV3GkiF/+8Jf133VmHRxnORCNRtHR0QGL1QKGYeoLGHqdHgqNAiO5mnMz4ougWqk2DZKfzPrz1uOyz12GX/7glzOei4Uau5ApisIXvv2FeWtecPtPbp+X/ZwqBoMBqWQK8XgcCqViVgsDSo0S7/zoO5s+/65Pvgv/+5P/RXGkcYfbo3uPrhyBa5Rf4CqVSohEIqAoCsViETKZDD09PQ3jGiiKwi233ILnnnsO9957L37wgx+sqCYFBAKBMFvI3Q2BQFiRCAQCSCQSWCyWejlhtdrYpcAwDNLpNNRqddtdEimKgtfrRaVSQTgc5h0rlUrrrbuz2SzvWLfbDYqiWnZAslqtkEql8Pv9YBgGZbrccBwXMMuwDMBiSsev6XAurlK51HKehNYYjUYIBULEY/FTLrlZrVQqFUSjUfQd6UMsHoNYLIbH7UFvb2/NtTVNXO3s6IRarUYul8NEaWJB50ZfdhlYQXs3eKyAAv2h5VsaRlEURIKauEIzdL2Uea4dFVcyXi+Ld727issvr+C8zfzl2L959Dd1sQoALv7gxZB1yeDxeLBu3TrotDrodDpIJBIkEgkwLANH98mFlGql2rATYjM+9LkPYf3m9nO03vOp9+Dcbee2HrhCEAlF0Bv0KI4VMdJuQNobnH3h2bxColgsxllbmzujBw4PzOp4S0luIoeJ6szPwbGxMfT19WHHjh0IBAKQv6HmKpVKWCyWpot2mzdvxiWXXILHH38ckUj75yuBQCCsRIjARSAQViwSiaSeWVWpVDA0NNRw3PDwMKrVKgwGA6xWKzo6OurCER96vR4KhQLhcBiVCn/3JqfTCaFQCJ/Px5tzwZU0ZrNZ5PP5puM4FxeXMdasxGhionYRXKlUMFocbZkZNv1mjXDqiEXikzdrBZLFBQClcgnhoTD6+vqQSCbQ2dmJbm83enp6oFareR0bXNlwK/F5rrBnnoXqv/97XeSa/m7lfmcFVG3cmc1vmpcalmUbfjY0yuI6XVjXw+Lqq2hcdhmDc89p/lkc8oWmOOLsa+14z8fegzPOOANq1clzVUDVFgbK5TJy2dwUgQsAQidCbc9NIBDgi3d9EQpN606Iazauwcf/8+Nt73ulYDAYIBQIkYgnZrXd9L/7bMfkM/lZHW+pSRRP/n1GRkZw6NAh7Ny5E5FIBFqtFps3b8ab3vQmmEwmxONxjI01b6DBubhKpRLuu+8+ksVFIBBWNaREkUAgrFgoioJEIoHRaEQ4HEYoFILNZoNYPLUkh3MxcHlWXJfESCTCW9bIubgOHDiAUCiE7u7upmMlEgkcDgcCgQAymQz0en3TsZNLGs8999ym5QIWiwXBYBCBQADaMxqXqIyOjtYyYigBUskU5F1yMAzTdCVXQAlgNpkRCoeQSWdgMBiazpPQGqPRiHQqjVg8NuuSm9XE+MQ4kokkcvkcWJaFUqGEyWSqOwzaobOjExqNBrlcDiaTCZ0dnQs2X+btl6BiMED4619DeGRqaSBXlkh/6EOLJm7xlY4JBUIIKAGqdLVtp2C7HRVPR8bGxpBIJPDTu36KauWkOPjZWz8LlVLVcButVotEIoFEIgGb1zblueCJIC5+98VtH19n0uEzt34G22/Z3nQMJaDwxbu/2Fbp40pDLBJDr9cjkUxgZHQECnlrsQ+ohf+3okvR1fS5Zt0plyvx0TiUjBKBQADpdBpALTrB4/FAoTj5N/N4PEgkEvD7/diwYUOz3eGiiy7Ctm3b8Mgjj+DWW2+FyWRa8NdAIBAIS8Hq++YkEAinFRKJBOVyGS6XC319fQiHw/B6T7bYZlkWqVQKCoUCHR218Gqz2YxQKFTP1+ILp9dqtVCpVBgaGoLD4YBE0rxrmsPhqLfu1ul0TYUrrqQxFAohl8tBq20sXnFh90ePHkUsEQOm3e+zLItisYiuri50ybrqNwwqpYo3X0yj1dSyuBKJesg34dQQCUUwGGvByYVCoekN8mqlOFZEMpFEfjgPAFCr1TAZTZDJTq1bodlsRi6XQzweh8e9sGHI7JlnoXrmWaiGQxAcOgyMjwGdslqg/AJnbjWdE8tCJBSBAlVzZ7FV0AwNGrPveDjZxWUwGE67LK7JsGBRHC0ikUigMFJAZCCCY68fmzLmvz79X6e073aD5ifz6l9e5X2eZVj88/f/xOX/cfkpzakZuXQOldLCOvrUenXL7qIGowGpVAqJRKJtgasdeAXgFbL2wIJFoVBAf38/MoIMJEIJbDYb3G53w89VhUIBg8GAWCwGr9eLzs7GCwOci+u9730vtm/fjnvuuWehXwqBQCAsCUTgIhAIKxqKoiCVSqeUE9rt9roQNTIyglKpBJvt5Ko7JxwdOXIEQ0NDcLlcvPv3er3Yt28fgsEg1q5d23SsWCyG0+mEz+dDKpWC0WhsOtbpdCISicDn80Gj0TQVw7iw++OR49B5dRAKTopx4xPjqFarkMvl0Ov0SGfSNTFPrmjt4jKbEQwGkUqnYDKSldy5YDDUbtZisRiUSuWqd3GxYDE6OopEIoGRkRFQFAWdVgejyTjnDogd0g5oNVpkc1mMT4wvqIurjsMJZokELaD29xQLxKBA1QUtjrmcS8TFdVIsSMQTKI4VIaAE0Ol0+MX/94t5O0bwxOwErj//6s945U+vtBz360d+jY3nb8SGzc1dObPlu1/5bstmBnPlm49+Exu28M9ZLBJDp9chlUphtDgKeVdrd1Y7DqxioXHAPADIle27SZcChmUwnB9GIpHA+MQ4hAIhZF4ZtvZuhVTavHkMUHNxpVIpBAIB9Pb2Nh33tre9DVu2bMEPfvAD3HzzzdDpSDdlAoGw+iDL9gQCYcUjFoshFovhcrlA0zRCoZOZKJPLEydjNBrR1dWFYDDYNJyeQ6PRQKPRIBKJoFQq8Y612+0Qi8Xw+/28ORdcSWOhUEAm07g9PHBSjBsvjyObmRoMXxytXcwr5Ip6C/aJiQkURgqgaZo3Y0uj0aCjowPJZLJlbheBH5FQBKPBiPHxcQwPDy/1dBYMFiyGC8PoP9GPgYEBFEeLMOgN6O3thdPpnLO4xWEy1wTXhc7iWkoElAAigaguWFeZKipMZd6zcSa7uKo0/+fcaoEF8OCDQtzxLRY33lDFwIAPExMTMBlNWL9+PYKHghg8PDhvx8ulchjJt5fBFx4I4/H/7/G2xrIMi+/d+r22973SMBlNEFCCtrO4woP8zV4AYMjXOIcTANQ6dbtTW1QYhkE6k8axo8cQCAZQqVZgMVuwfsN6yIyyluIWUGs2o9PpEI1G67mcjRAIBLj55ptRKBTw4IMPzufLIBAIhGUDcXARCIQVD5fFpdPpppQTSqVSpNNpyGSyGdZ+zpl16NAhhMNheDz85VBerxd79uxBIBBAT0/zVuNc6P3AwAASiUQ9OLsR7ZY0Go1GiDvESKaS0Gq19ZLK0dFRCAVCdHTWhAW9To90Oo1UMgWlQgkhK2xalkGBgsVsgT/gRzqdJnkcc8RgMCCVTiEei0OlUq0qFxcLFvlc/qSzQCiEyWiCwbgwZW9TXFzj401LblYSLMVCTNX+VjRbE585AXohzxUKFMxmMwZ9g0gmk6vexcWwDLLZLF57zYSJidrnolpth8ulgUgoQrlUxjMPPlMfr9KqcMdjd7SddcWwDAb6B/DCUy/g+J7j9ceDJ4LYeP5G3m1LEyVsv2U7yhONO+I2IpvM4qGvP4T/8+D/aXublYJYLIZOp0MqnUJxrIguWfP8LAA48PIB0FUaQlHjSIFKuYKDrxxsuv2ajWvmNN/5hqbpmus6mUKlWoFEIoHdZp8SG5AZz6BMlyER8pd8ArVrlNdffx3BYJD3GuXSSy/FmWeeiQcffBBf/vKX652YCQQCYbVABC4CgbAqEIvFdXHp4MGDCAQCcDgcKBaLcDqdDcUjrqwxFArVnVfNmLxC6nQ6eW+6bTYbQqEQ/H4/jEZj01LBdksaKYqC0WxEaiCFVDoFs8kMhmVq+VvyLgio2v6FQiGMBiOisSiGC8PQqDUAhfrzM16TWoXOzk4kkgno9DqIhOQr4VSZ8rfPD0OtVi/1lOYMJxYkE0mUyiWIRCJYLdZFOVfMZjNy+TeyuFqIz8sViqIgpIT1LK0quzQOKoXypIvLaDSuyvf5dLFALNFjYqL2Ol97zQSxmIHTAfzh6T8gFU3Vt/vAZz4Aq3t2op9QKsRu++5ZC1yP3ftYUxfSpR+7FP2H+jFweGDGc3v+uQd/ePoPePcn3z2reTaCr5nBUmA0GZHOpBGPx9Htbd7EBQAKuQJe+J8Xmv4dnvvZcyiONC9R7N3UvHRvMalUK0ilUkin06BpGh0dHbBYLdBoNDO+q1mWRbKYhF1pb7lftVoNjUaDoaEheDyepnmhAoEAt9xyC6644go8/PDDuPXWW+fldREIBMJyYfVd5RAIhNMSLotLq9VCo9EgGo3WnU7NOgXOpksiUFshzWQyLXMuhEIh3G43Tpw4gXg8Dqu1+Q2U3W5HOByG3++HwWBo6uKSKWTo7OxEOp2GXq9HqVQCzdAzutRpdVqkUimkUikolUoIGAHQJEOfAgWLxVIX2CxmC+/r52NkeASxYAy5ZA75TB6liRIqpQrEUjE6ZZ2Qq+VwrnHC4rKs2lB7vV6PZCqJWDwGlXrluri4kplkMolKpQKxWDzDWbDQSKVSaDVaZLKZFePiYsFCRIlqHQ/Zal3YAhbWpdWK1eziqlQrNddqKgWaphGJ6PHyTgdGCifLun7zazF+82tgbXcGwb/9b/1xnVmHd3z4HbM+pk6ng9E2dTGiVQ7Xzhd24q+/+WvD5xxrHLjihiuQjqdx80duRml8Zhn80999Gr3n9cLb622wh5WLRCyBVqtFJpPB2NhYy/FPbX8KMrkMb3v/26Y8/tff/BXPfP+ZJlsBNo8NPec0dzUtBqVyCalkCplMBgzLQCaTwWQytXT8xkZjbQlcwEmneau80Pe9733o6enB9u3b8cUvfhFdXfzuOQKBQFhJEIGLQCCsGkQiEYRCIVwuF3K5HGKxGCQSCZRKZdNtuC6JXDg9X97F5G5FLpeLt1Oc1WpFMBiE3++H2WxuKgy0W9JYZaowm83w+/1Ip9KgBLUL4ukCl1AghNFkRCQSwXB+GBqtBpSAauriUiqV6JJ1IZVMQa/Xt11ylk1m8dIfXsLRvUfhO+pDLpVraztppxRb3rYFl3zgkpaOh5WGUCiE0WhENBqtdcfUNO6OuVyp0lWkU2mk0ilUq1VIpVI4HU5otDOdBYuByWRCNpdd1i6uuksLLBiWAc3SoNnll2m32lxc5UoZyWQS2UwWNEOjs7MT/SfceOppJViGQi2Ja7JowKL/5f8BJsbrj3z43z8MsWT2JbYCgQBrN0wVD/g6KSaGEvjRt37U8DmRWIQv3vVFiCViWJwWXH3L1fjh7T+cMa5aqeK7t3wX9/7iXnTKlr/YOxtMJhOy2SwSidZZXHSVxsP/9TCe/dGz6N7QDZZl4evzTXHlNeLdn5i7++1UGZ8YRzKRRC6fA8uyUCgUMJlMkMvlbQnfmfEMKnQFYmHrc1Wj0dSvZ9xud1NXulAoxE033YTPfvaz+PGPf4wvf/nLs35dBAKBsFxZncvoBALhtIRzcXFW/UqlArVa3dQVxW3j9XrBMAyCwdbdsLze2gq6z+fjHceFw5dKJUSjUd6xNpsNEokEfr8fDDMzGJ7L61HIFZDJZEin0xgpjEAkEjUM9tZqtRCLxUilU2AYpuE+ObhOazRDI5Xkv0mYzNE9R/H0d5/Gnn/uaVvcAoDSeAk7ntuB2z97O/775v/GaKF1Z6yVhEFfy6WKx+O8If/LiUqlgmg0ir4jfYjFYxCLxHC73Ojt7a25tpZA3AJOurjyw3mMj4+33mARYNn/n70/D5Msreu84e85sUfGvu9bVlUu1dXV3XQ30gs9wDsq7esjigoM48jYjLaiwLDKCCM+SAsIIqIg0zryKIyDwjOXOqCvDgh0N03v1bVkVXVVxr6e2CMjMjJjOef9I/qciqyMcyIyM3K/P9fV19UZeceJO06djLjP9/7+vj8ONEVDIVOApuiBS4sddD6cdkD8NOFdXH22D4Zh9ns622ZtfQ3JVBJLS0soFovQaDWYnZ1FZ31+SNwCNoUPrieB+r8IP1pcHvybn/o3257H4tnFDT+no+mRzTp63R4++4HPot0cff2++dffjNBcSPj5dT/zOtz92rtHjs0lc/izj//Ztud8UFEpb/ydSzU8GRYji9kifvgvP8RT/+epseLW3G1zeN0bXze1+U5Ka7WFWCyGK1euoFKtwGgw4tSpUzgxewJ6nX5iVyfLsWBWJ/ub5dczNzfbGcXP/dzPIRKJ4DOf+cyB+XwlEAiEaUAELgKBcKSQy+WQy+WCs6nTGR/oO9wlUaoDEQDMzMzA6XSCYRg0m9LijMvlgkajQTwel1y48yWN7XZ7ZOe4br8LYLB45W9SW6st6GZ0I8U7mqLhdDrR7XZRq9YGIpeE2KLX66Gb0aFYLKLb7Uq+p2ny5D8/iU/8xifQ7ezda+42ND049+vr66hWJxf+9oP1zjpS6RSWlpZQYArQaDSYjcxibn4OZrP5QJRYOl1OUBSFXD63b3PgKA5ymRwKWgGKosByLLr97qERMHmGXVyHraNiu91GLB7D5cuXUS6XYTAYcPLkSZw8cRIGvQFf/4Z8SNwaQfG/A7jx76Xxv0UoYd8OM/oZGCw3nMGdtQ7yyc2f3V/93FexfGl0x8bFOxfxk//hJzc9/vBvPwyz3TzyOd//39/H9/7he9uc9cGFb3IiJbS86dfeBHdga2X0ZrsZv/Hx39iz0moOHBorDVxfvo6XXnoJ9UYdVosVCwsLCIfDY4P0xcg3J+8oa7VahWxRqQ7RCoUC733ve5HJZPDlL395W/MiEAiEgwgRuAgEwpGC76hI0zQoikKtVhsrRAHA7Oyg3CEej48dGw6HQVHUxC6uTqeDTCYjOdbj8UCtVo90cXXZGwKQXqeHRj0oUZHKJTKbzVAqlUKQ7TgXl9vtBsuxKDCTtWyfFlfPXcXXvvC1PX3N3cZqtUKhUKCQLxxIEaS91kYikcDly5dRKpWg0+lw8sRJnDx5EgaD4UAIWzwq5SBXr16vT5TRMy1oioaCHri0KI5Cr9/b8Hd4GDmMLq5ms4nl5WVcuXoF9XodZrMZ8/PziIQj0M0MNjGSKeDykgyDssQRtJ4DVl+48bMqjEzt1UiOznufGF9kYy7SzTlczz/2PL75lW+OfK5Wr8Wvf+zXRwovepMe7/jYO0Sdx3/2yJ8hG5d2BR82eLem1IaUwWLAh//0wwjOBSc6pt1jx28/+ttw+na/QzAHDrVaDS+99BKWl5fRarZgt9uxuLiIQCAw0mm9FYqrRfTYyURp3sXV6/WQSklf5G95y1vg9/vxqU99aqLNQAKBQDgMEIGLQCAcOeRyOU6dOoXbb78dwPhyQmCQRWWz2ZDL5cbeSGu1WrjdbpRKJTQaDcmxTqcTMzMzSCQSkrupNE0jFAqNLGm8+cZarRksltfWxd1mNEXD5XSh2+uiWq2OdXHpdDro9XqUS2V0ultf6MrkMnhCHpy95yxe+f95Je7/ifvxqh99FRbuWIBWL55VBgD//Df/fKRKFQUXV2cd1crBcXGNKpmZOzWH2dnZTVluBwmnc/ddXBw4yCgZFLIhlxZ7+Fxa4xBcXKWD6+LiwKHeqOPatWu4dv0ams0mbDYbFuYXEAqGBIGf5+IFfik7QhDi+kDxLzY+Zv33AEUNPW97eEPeDT8P53BVmAr++CN/LFq2+ksf/CXYPaObnwDA2VedxYNvfXDk79ZW1/CHH/zDI+V8BQZuzXE4vA783ld/D2/85TfCaDGOHKPRafAT//4n8JlvfAbesHfkmGnBcizKlTKuXLmCWDyG9fV1uFwuLJ5ehM/rg1IxupPhdl6HaU0uStvtduh0OiQSCUn3uEqlwrvf/W7E43F89atfncZUCQQCYd+hDnJmBIFwDCB/gLtEr9dDq9XC5cuXUSgUcOedd0qGzQMDt8DTTz89WKAuLkqOXVtbw5NPPgmz2YzbbrtNcizDMLh48SIikQhCoZDoOJZl8dRTT6Hf7+NVr3qVUEJTWi3hmdwzwrjr169jtT0Q4ebn50UX0RzH4epLV9Hv93HixAkoFArJcOlmq4lr167BZrPB7/NLvqcn/vEJfOVzX8ED/98HcPaeszh55iTkitHH7vf7ePo7T+PR330UK7WVkWPe+XvvxP0P3i/5mocJlmNx+fJlAMDCwsK+5Vhx4NBsNsEUGDRWGqAoChazBQ6nY8eugr0kmUqiXC7j1KlT2y7zuRmaokHT9CDjTsLheNRoNBpYji7D6XQeqI6KHDjUqjUUCgW019qQ0TLYbDbY7XbRsGwA+Po3aHztf249LP5Nb+7iZ9+4s3/3fr+PpctLUMgVmJufO1Dux8NILB5DrVbD4sKiZMMXYHDur7xwBYVUAfVKHVq9Fg6vA6fvPA2lajrCkhgsy6JcLoMpMuh0OlDIFbA77LBZbTsqfZXCpXPhDtcdE4/P5/O4cOEC5ubmEAgERMe1222cPn0aJpMJFy9ehFx+uBtQHDDIBwKBsA8QBxeBQDiSyGQyKBQKBAKBicoJgYGLyeFwIJ/Po9VqSY5Vq9Xwer2oVCqo1WqSY/nd1GQyKZlxJVbS2OnfcFT12T5W26vQ6/TgOA5MQXxXl8/s6vV6qFQq411cMzoYDAaUy2Wsdza3qh/m9vtvx59860/w5l9/MxbuWBAVt4DBv8Wr/u2r8Eu/+UuiYy4/f1ny9Q4bfA5ap9NBpVLZ89cXXDAvXcP169fRbDZht9mxsLAwlZKZvYZ3cY3KqJsUDhxktGyQpYWBS6vX7x0rcQs4eC4ulmNRKpdweeky4ok4ur0u3C43Fk8vwuPxSIpbALDdpoLTaEYok8ngsDvQXmujXq/v/IDHHL6L8CQdFWUyGU7feRqv/enX4qcf+mn82M//GG6/9/ZdFbd6/R7y+TwuLV1COpMGBQp+vx+LpxfhdDh3TdwCAGaVQZ+dvEOr0+mEVqsdmwGq0Wjwrne9C1evXsXf/M3fTGOqBAKBsK8QmZ5AIBxJ+CwunU4Hl8uFXC6HWq0Gk8kk+bxwOAyGYRCLxXDLLbdIjg0Gg8hms4hGo7j99ttFM1P4TIzz588jlUoJnRhH4XQ6kUgkkEgk4PF4IJfL0eNu3IS2Wi1wHAeD0QBQQKVagd1uF93tNhqMUKvVKJfLsJgtoGkatEx8b8PtcqPRaKCQL0ju+mp10mWHo5g9PSv6u1xCvPwsE8/g4tMXcf3CdWRiGTBZBqvNVbB9Flq9Fp6gB/O3zeM1b3jNrpekbAWLxQKmwCCfz8NiseyJi2uUC8bpcI51wRx0VEoVrFYrSqUSWqutiV1cFEUNcrRACd0O+5j8JvEowmdxLUeXwTDMvrm4+v0+ypUyGIZBt9uFQqGAz+sbdO7cQij4LWd4gZLDZIaJwbgbz9sZNpsNBaaAfD4Po9FIXFw7QKPWwGQ0oVKtwOlyQqWUdnHtFZ1uB8ViEeVSGX22D41GA5/XB5PZtGf/3iw76Kbo1k0WtE9RFMLhMC5duoRsNgu/X9yV/dBDD+HTn/40HnnkEbzpTW/aVaGOQCAQdhsicBEIhCML31ExGAyiUChgeXkZd9xxh6gQBQy6JLpcLuTzeaysrECv14uOValU8Pl8SCaTqFarsFgsomOtVisMBgNSqRR8Ph+UytG7zPyi9OLFi0in0wiFQhscXHxgvk6ng1arHYhRTAEB/2gxiqIouJwuxBNxlMtlOJwOsDQrKrZotdobNxhO59gyEQDIxDJ4/vvPY/nyMnKJHCpMBevtdayvrYPtT3YT2WqMdsz98Uf+GN/7e/GuYSvVFVytXsXVc1fx93/593jw3z2IX/jPvwCZfP8X6LyLiy+vs9vEM3d2CsuxqFQqYAoM1jvrkMvlcLvcsNltkmWphwmn04lyuYx8Lo/Z2dFiKQcOclo+cGhhUHrY5463oDWKYReXw+HY02uk1++hWCwOHGS9HlQqFQL+AMwW87ZE4IAfWFjsvxw0PwkUFk/3EZCuwp4Y3sWVy+fQaDRgNIzOhiJMhsvlQq0+EOnFvtf2ivX1dRSYAiqVCjiOg25GB6fTCb1Bvy9CZr6Vn1jgAgbncnl5GfF4HF6vV1Q41ul0eMc73oGPfexj+Lu/+zv8zM/8zLSmTCAQCHsOKVEkEAhHGpVKBY1GA4/Hg3q9PlG52KRdEoGBi0smkyEajYoGCgM3XFz9fh/JZFLymDeXNA6XJTSbTSiVSqiUKmG3u1qtYm1NPHDeYDBAo9GgUqmg1x1fkuVyu8Bx3NhysMvPX8aHf/HDePcb3o2//IO/xBP/+ASiS1HUSjW0W+2JxS0AWG2ODvZfXZm8cx7HcvjmV76JL/7OFyd+zm5jtpihUqoGHRV3oRSOZVkwRQZLS0tIpVJgORY+rw+nF0/D5XIdGXELAJQKJWxWGxorDTRbG5sSyOhBQDwNGn22jx57/EoPt4LQUbG/dx0VO90OMtkMli4tIZ/PQ6FQIBwKY2FhYeDa2oHD8Wd/tg+KnizSkqI5vPGN0xU9bfZB9lIulwNHojV3hEajgcFgQKVS2VbDk2nQbrcRi8ewdHkJ5XIZer0eJ0/uf6dZprW1MkU+9mBtbQ25nHSTjocffhhGoxGPPPII+ewkEAiHGiJwEQiEIw2fxeX3+ycSogAIgli5XB6bq8Ifu9FooFwuS461WCwwmUxIp9NYXxfPuLq5zTffRbHX76HdbkM3c6PjndM56DwllVnCZ3H12UFJ0LgsLo1aA7PZjEq1gvZae+SYf/n6v+Cjb/8orp67KvmeJ2WSBTVFUYgsRvDATz6AB/6vB+A/MdqC8b2//x4uPHVhKvPaKTRFw+lyotvrolQuTe24w1kwmUwGNE0j4A9gcXERdrt9SyVehwmH0wEKFIr5IuS0HDJKBg4c+mwf3X6XiAtbYK+yuNbX15FMJbG0tASGYaDRajAbmcXc3BxMpumUeN16hsOv/EpvSOS6+ToY/EzRg3G3npnudSKXyWG329Fut8d21iWMx+Vyjc2YnDZ8Q47l5WVcuXoF9XodZrMZ83PzmI3Mbvje3S/6bB/F1eKWnuPxeKBSqRCLxSTXPiaTCQ8//DCee+45/NM//dNOp0ogEAj7xtFcARMIBMIQSqVSCIVfWVlBqTReaAiFQqBpeiIXl9/vh1wun0g8i0QiYFkWiURCctxwSePq+sDF1GoOyvh0uhsLbbVaDbPZjFq9JnRWHIVeN7iZrZQrA1eYROgscCPsd5SL69qFa3j0449uyaG1EzQ6Dd7wS2/AF/9/X8Qn//qT+PXf/XX8+sd+HZ/5+mdEg+u//7+/vydzmwSLxQKVSgWmwOx4Z7zb7SKbzWLp0hJy+RwUcgVCwdBUXDAHGQ4cFLQCWpUWNpsNtZUaais19Lk+yTzaJsMurmJxazfNk9ButxFPxDe7YE7sjgvmda9l8eEPd7F4uo/NWVyDssQPf7iL1712dz637HY7ZDIZ8vk8EVp3yIx2Bgb9oOHJbru4hhtyXLt+Dc1mEzabDQvzCwgFQ9BoptCNYIrkW1trtEHTNEKhENrt9lhX9q/+6q9Cp9PhkUceGbuWIRAIhIPK0aldIBAIBBF4F5fP5xNC4W02m2QWl0qlgtfrRSqVQrVahdlsFh3Ld2uMRqMoFotwOByiY00mE6xWKzKZDPx+v+jimXdxnTt3DulsGhqrRijLGha4gIGLq1YbZJaEQ2HR4/HB0uVSGS63CywnnsWlVqlhtVhRrpTRbrc3zPNrX/gaOHb04tdsN+Nn3v4zOPuqs7C6rBs6WjEZBu948B2i52YUr3zdK/HLH/llmKymke/p9W95Pc7/8Dye/e6zG36XuCYtIO4lFCi4XW7EE3EUS0U4Hc4tH2O9s44iU0S5XAbLsZjRzsDpcu5rucxuQ1EU5LQcfa4/cGi97GR0OB2DLK58HidmT+zzLA83eoMeWq0WxWIRdrt9KiWtzVYThUJBcDKZzWY4Hc49EQpuPcPh1jM9JFM9XLxAY7U96JZ4yxl2aplbYvAurnw+j5XGCgwGw+6+4BHH6XKica0BhmHg8/qmfnyWY1Gr1cAUmEPVkINZZSS/u0fh9XoRi8UQi8XgcrlE1z52ux0PPfQQPve5z+Ff//Vf8drXvnZa0yYQCIQ942hu9RIIBMJNqFQqqNVq+Hw+tFqtiXJnJs3XAgYuLoVCMdHYcDgMjuMQj8clx5nNZphMJuSYHLrdLprNJtRq9abFt0qpgsVsQaPRwOqquItLp9NBp9OhUq2g0+mMdXE5XU5QFIVc/kZ2R3u1jYtPXxw5Xq6Q42Nf/hh+/M0/DnfQvald+0p9RfL1RvHATz4wUtwaZvEVi5se66zvT3aLGCazCWq1GgzDjD3vw7TX2kgkErh8+TKKpSJ0Oh1OnjiJk6dOwmg4Wh3bOIobZGnRCtAUDY7j0O13wbLshvepVChhtVmxsrIiNF0gbA9efN2pi4sDh0ajgWvXruHatWtYWVmB1WrF4sLivrhgAn7gwQdZ/OwbWTz44O6LWzx2ux0ymri4poFuRge9Xo9yqYxurzu147Isi2KpiCuXryCRSKDb68Lj9mDx9CI8Hs+BFreAQXl6aXVr5e4ymQzBYHCitc873/lOqNVqfPzjHycuLgKBcCghAheBQDgW0DQNhUIBr9cLhUKBWCw2tlxMqVTC5/NNFE4vk8kQCoWwuro6tgzAYDAIO/1SghTv4ur2u8jn81hbW9vk3uJxOB2gKAr5gvRr89km5VIZHMdJZnGplCq41jvQ/J//A/Z//jXob30LpecvoN8bLdCE5kJw+sTdSeefPC85t+0y6t/R7t69joXbgRcSer3eRCWyq6uriMViuHLlCirVCowGI+ZOzWF2dhY6ne7ICFu8S0tGyUBxlODUkrouAcDpcIKm6LHXO2E8wy6urWZxceBQq9Vw9epVLEeX0W634XA4sLi4iIA/MFEX1qOEXCaHzW5Da7WFlZWtC/qEjTidTrAciyKz8xLafr+PQqGApaUlpNNpcODg8w0acjidzkPVkCPXlA6MH4XP54NcLh+bxeV0OvG2t70N3/nOd/CDH/xgJ9MkEAiEfeHwfJoTCATCDlEqlVCpVPD7/YhGo8jn8/B4PJLPCQQCyGQyiEajsFgskmWNHo8HyWQSsVgMTqdTMug7HA6jWCwiFovh9OnTouNMJhO0Oi2qtSoAiAbdKhVKWK1WlEolNFtN0XF8tkm1VoXVagVFUaDlm+dJXTgP2de/juDS5Q2Pd0dnzgMASvkSOI4beY5K+RL+4S//QfzJO+CZf31m02O33XvbrrzWTjCajNCoNSgwBdhsg65rw3Dg0Gq2BuVdKw1QFAWrxQqH0wG1Sr1Ps54+MkoGmqLR43rgOA49busB5wqFAlabFcViEc1mU1T4JYyHF1+Xo8soFotwu9xjn8NyLKqVKgpMAevr65DL5XC5XFMrczzM2O12lIolFPIF6PX6IyNG7wd6nR66GR1KpRLsDjsU8q27q7q9LorFIkqlEvr9PtRqNdweN8xm86HNLCysFrZcpiiXy4UohVKpBLt99CYQRVF497vfjT//8z/Hxz/+cXzzm9+UXPcQCATCQeNwfrITCATCNhh2calUKsTj8bEuLr5L4srKytgSHt7FNUlLbp1OB6fTiUKhgFarJTnW5rQJO64zuhnRcQ67AzRFo5AvSO/QupzgOA7FUnGki4v+zreh+N3fhWzp8qYiG50MotRKNfzVZ/8K3e7GcpKr567iow99FCu16Tsavvv3393UyVFn1OHf/OS/mfpr7RQKFFzuQag3U7xRJjIq5Nhus2NhYQGBQODQi1u8S0tOy0FRFPrcwKW10/IX3sU1XEJL2B6TurhYlkWxWMTS0hKSqSRYloXX68XiwiLcLvexF7cAQCFXwGazodlqEhfXFHC6nIPugVssoV3vrCOdTmPp0hIKhQLUKjXC4TDm5+dhtRzuhhy9fg/ltnTX5lEEAoGJXFw+nw9vfetb8Y//+I949tlnRccRCATCQYSsRAgEwrFCqVSi2+3C7/fj+vXryGaz8PmkA2z9fj/S6TRisRjsdrvkbqbb7UYikUA8HofL5drk0hkmHA6jUCggGo3izJkzI8f02B40Gg1oigbLsej3+qI3kRtcLa0m9Dr9yHFajRZGoxG1Wk0I2+ddXNSF85B/6UugXg6Rv/mdehSAjgaaIrrgP/w//4DHv/U4wvNhaGY0SEfTSLy0O4Hv5544hy/931/a8BhFUXj4tx/GjEFcCNwLVuoryCVyqDJV1Mo1rK+to7vehVwlR2Olgauaq/iRV/8I9BY9isXioQo5HgfHDbK0ZLQMfbYPlmO35dIah0KhgM1uA8MwWGmuiF7vhPGMc3H1+j2UiiUUS0X0ej2olAMnrMViOdRCwW5hd9hRKg1cXAY9CZvfCXr9oANwqViCw+EYK6K219pgCgyqtSo4joNBb4DD6ThSpd0AkG/mYddurRSf37CLxWKoVCqwWq0jx1EUhfe85z34q7/6K/ze7/0evvGNbxAXF4FAODQQgYtAIBwraJqGUqmE2+1GOp1GPB6H2+2WFKLkcjmCwSCuX7+OQqEAl8slefxwOIzLly8jm83C7xdPN9ZqtXC73cjlclhZWYFev/kGvdvvotPtCC6rAlNAwB8QPabdbkelXEE+n4duVie6KHU6najX6ygWi/D5fEK5g+zrXxfErVHIKODVeuBbddEhqBarqBarmx73RrzIRDPiT9wCT/7zk/ij//JH6HU3Cie/8J9/Aa983Sun8hpbocJU8Ng3H8Pl5y8jejk68v3fzDf+6BtQqBSYe8UcXvNTr8E9//aeQ+uA4SgOCloBiqOEDC22L+2OnAYOhwOlYgn5XB66k0frBnavGdVRsdvtgikyKJfK6LN9aNQa+Lw+mMwmcq4l4F1cBaZAxNcdQuFGB2CpEtpmqwmGYVCvD76cTCYTnA4ntFrtXk53z8i38riFu2XLwlMgEEAikUAsFhMVuAAgEongTW96E/76r/8aFy5cwK233rrTKRMIBMKeQLbdCATCsUOhUEChUCAQCKDT6SCTGS+6eL1eKJXKicLpnc7BojqRSIztmBcKhUBRFKLR6Mjfd9mu0ClON6NDtVrF2tqa6PH4G6vV1VXJ8hiNWgOTyYR6vY61tbXBPFPJkWWJN/NmK2CWKFUchdluxsP/9eGtPUmEf/6bf8ZnP/jZTeLWv3vnv8NP/uJPTuU1tsrl5y7jK3/4FTz3/ecmErd4uutdXPzBRXz+g5/HH/3mH6HZODxdAWmKFjoeghu4fLrs9LqdTYJCroDdbkez1SQdFXcILyT0+33kc3mk0iksLS2BYRhoNBrMRmYxNz8Hs9lMxK0JsDvsg0YIY5qOEMYzLL4Of6dy4NBYaeDa9UH3zkajAavFioWFBYRD4SMrbgGDza/tlCnyzXOq1SqqVfHvKoqi8N73vhcA8IlPfIJ0VCQQCIcGInARCIRjB+/icrlcghDV60mXUPH5Wu12e+wNC+/i6nQ6SKfTkmM1Gg08Hg/K5bKw8zwML3BRFAW3e7BzXSgUJI9psw8CzPP5vOSi1OUcONGKzCCLiz5/AcDmssSbMcmB/+oFTBOKXFanFR/50kdgcVgme4IE33j0G3j044+CG3KZURSFX/rNX8JPP/TTOz7+fvLkPz+JT/zGJ9Dt7K1ItBVklAwKmQIURYHlWMGttZ+Ch91hh4yWIZ/LgxsrzxKkUCqUkMvlKJYGodw6vQ4nT5zEyZMnYTAYiLC1BRTyQQlts0nE151CgYLT6US/30epVNrYvXN5Ge3VNux2+6B75xHILZyUfGt74mkoFAJN04jFYpLj5ubm8NM//dP42te+hpdeemlbr0UgEAh7DRG4CATCsUSpVApdhbrdLlKp1NjneDweqNXqiVxcDscg82MS8YxfbI5ycXX7A4FLq9FCq9XCbDajVq9htb0qejy5TA673Y72Whv1hngtoUqlgtlsRmOlgXa7DXZVOux+mFk18Lkg8DoDIBfpFjmjn8GPvenH8Pt/8/vwz4qXak4Cx3H48u9/Gf/zj//nhsflCjne9Yl34fVvef2Ojn9QuHruKr72ha/t9zQEaIqGnJZDRsvAgRsExPd3HhA/TUio985ptppYji7jytUrwueV1WrFbGSWdKjcAXzjj3yBuLh2itH4chfaQgGXly4jFo+h2+3C5XJhYXEBPq8PSoVyv6e5p+Sb0ptYYqhUKni9XtGNNR6KovD+978fLMvik5/85IH63CcQCAQxDmfYB4FAIOwQiqKgVCrhcDiQTqeRSqXg8/kkw71pmkYoFMKVK1fGhtNTFIVwOIwLFy4glUohHA6LjuUXm6lUCtVqFWazWfhdc7WJbrcLi3ngfnI6najVaigUCgiHxI9ps9oGIceFAowGo2QWV61WQ7FYhEG9tV1vsxx4lwv4xTe/GRetPjAZBuvtdRgtRtjcNizcsQCl6sYNh8PrwN+++Ldbeg0A6Pf6+MJvfwHf/9/f3/C4ZkaD9/3B+3Drjxy8bBCZXAaT3QSjzQiNVgO9cZDBUy/VkbiWwOqKuED5z3/zz3jDL70BOsPeCwscBllaAISAeD7/7SC7d/hQ73wuD71ef6DnelDgwGFlZQWFQkFwiVqtVtjtdiSTSdRqNXg8nkObC3cQuLnxh26GiIXbod/vo1wpo9PtoM/2gd4gNsBqsUrmZx51Ov0OqmtVWDRbd0cHg0Ghec5tt90mOu7MmTN48MEH8ZWvfAUf+chHJNcyBAKBcBAgqxYCgXBs4TsqBgKBQdv7ZBKzs7OSz3G5XEKXxHHh9DabDXq9Hslkcqx4FgwGkc1mEY1GcccddwiCVKlaAgDBRaFSqmAxW1CulLG6uiqaMSKTyeCwO5DNZVGr1TaIZsOolCpYLBaUy2W0Zk9ADYDD+DJFDI3T3P0K3CURfL8T1tfW8dkPfBbPfe+5DY8bLUZ86E8+hNlF6X+vvcTqsuL2V98Oz0kP3BE3zGYznE4nZnQzGwSXfr+Pp7/zNB793UexUtvsOGq32njh8Rdw/4P378m8KYoCTdGgQKHH9tBjp9/xcLfhy8EKhQJWGiswGEjnOjE4cKjX6sgX8mi326ApGna7HQ6HQ3DAuFwuRKNRyVBvwmQ4HU6US2UU8gXoZonAtRW6vS5KpRJKpZLQvZOmaXAcB5vVBlrEPXycyLfy2xK4NBoN3G43stmsaJMbYPD98IEPfADf+ta38MlPfhJf/OIXSUdFAoFwoCECF4FAOLbwLi6bzQaDwYB0Og2/3w+lUrzMgc/XWlpaQjqdRjAYlDx+JBLBiy++OFY844NfE4nEhvbdlVoFNEVDo9UIYx1OB6rVKvKFPCLhiOgxLVYLisXiwMVlMg7CwEfgcDhQqVSQUyhgXJiH/PIV0WNueH8A+qcXgV0StwDgT3/nTzeJWwBw4pYT+P7//v4mV9cwP/srPys4p3aT1dVVWAIW/PLv/TIomoLJaBIaDYxCJpPhVf/2Vej3+vjcb35u5JjLz1/eNYGLAwc5LQcFCixYsCyLPifdDOEwIHRUzOehNxAX182wHItqtQqGYbC2tgaZTAaXywWbzQaFfKP4bjAYNnVUJGwPhUIBq9WKYom4uCal0+2AYRhUypVB906NBn6fH0aTEbVqDfFEHKVyCQ67Y7+nuu/kmjksWBe2JTqFw2Fks1nEYjHJLol33nknXve61+HLX/4yPvzhD0u61wkEAmG/ISsWAoFwrOE7KgaDQVy4cAGJRAInT56UfI7T6UQikUAymYTX64VcLv5RarFYYDQahRJIlUolOjYQCCCTySAajcJiGezIVuoVaGe0kNE3nGJKhRIWqwWlUknyhklGy+BwOpDJZFCtVmG1jG4JrlQoYbVaUSqVUP/x18Ny9SoodnzWBkcBvZ9549hxO6HCVEY+/tz3N4teN/MTb/2JXRO4OHBoNVsoFAporDSE8i6H0wGNWjP+AABmT4sLnrlEbuTj6+11XHzmIpYvLeP6pesoZUtoNppYqa2AoiioZ9RweBwIngrizn9zJ17x6leApgfuLP4a6rG9QZnPEUMukxMX1whYlkW5XAZTZNDpdKCQK+DxeGCz2kQdqHxHReLimg4OpwOlcom4uMawtr4GpsCgUq2A4zjodDo4nc4NZccmswmqvApMgSEuLgDrvXXU1mswq0e7tKXQarVwu93I5XJotVqYmZkZOY53cX3729/Gpz/9aXz2s58lLi4CgXBgIQIXgUA41vAuLqvVCpPJhEwmA7/fD7VEHhXvzJokX4sf+8ILLyCRSODUqVOiYxUKBfx+P2KxGEqlEjQaDdY6a9BZN98QOewOVMoVFPIFzERmRBebFosFDMOAYRiYzWZxF9fLx8vYrND+0i9B/d//OyiW21SuyP/M0RSiDz4Ijc+L0bLZ0YQDh0ajAabAoNlqDsq7bHbYHXaolAPxMhPL4PnvP4/ly8vIJXKoMBWst9exvrYOti/dnICn1Rgd+H/94nV84jc+Ifq8bqeLleoKli8t4zv/6zsInAjgvZ95L9wh94bOk0cVh8OBUqmEXD537F1cvX4PpWIJxVJRKO/y+/2wWCyinwPDEBfX9FAqlLBZbSiWimittjCjHS0kHFdWV1dRKBRQq9cADALlHQ7HyM0bvqNiMplEuVKG3Wbf49kePPLN/LYELmDQ5CaXyyEWi+GWW24RHXfvvffi3nvvxaOPPooPfehDcDqd250ugUAg7CrHe9uDQCAQMBCWZDIZgsEgWJZFIpEY+5zhfK1utys51mw2w2KxIJPJYG1tTXKs3++HQqFANBpFpVJBH/2RXcz48OJmq4lmS7wFPU3RcDqd6HQ6qFRGu6GGj7e6uora3Xdj7Tc/hP7pxU3yAF+W2Pkvv4XanXeikC8IIeRHGQ4cqtUqrl65img0ina7DafDicXFxYEzT6nC5ecv48O/+GG8+w3vxl/+wV/iiX98AtGlKGqlGtqt9sTiFgCsNsVD6LdC8noSH337R9Gsi18jRwm+g+jq6ioajcZ+T2df6Ha7yGazWLq0hFw+B4VcgVAwhPmF+YHjZQJxC7jh4ur3+ygWi7s866OPw+kARVHI50lHReDlJgfNFSwvL+PqS1dRb9RhMVswPz+PSDgiWcppNpuhUqpQKByP759x5Fvbv6Z0Oh0cDgfy+TxWV8W/dyiKwgc/+EGsrq7is5/97LZfj0AgEHYbsh1HIBCOPRRFQaVSCUJUNptFIBCARiNearaVfC0AiEQiePbZZxGPxzE/Py86Ti6XIxAIYHl5GYVCARzFic7D4Ri4rvL5PHSzOlEXl9lsRpEpgikMXFzD5Y6jjscwDGYWF4GzZ0Fn0qAvXATaq4BGC/bMLULmlrNURDqdRqVSgc1qk3z/2+V3/vx3duW4k8JyLKqVKgpMAevr65DL5XC73LDZbRscLf/y9X/Bnz3yZ1sSsSRfl5U+DkVTCJ4Mwhv2wmAyYK29hlwyh6vnrm5q5V4tVvGd//Ud/NTbfmoqczvo2O12FItF5PN5GAyGY+PiWu+sC7lFLMdiRjsDp8u5o3NAXFzTY7gU/Di7uDhwqNfrYAoMWqutkS7YcfAbN8lUcle/fw4L7W4b9fU6jCrjtp4fiUTAMAzi8TgWFxdFx73mNa/BXXfdhS9+8Yt4//vfL2SFEggEwkGCrFQIBAIBA2FJLpcjGAyiUqkgFotJLvSAjfla48LpDQYDbDYbcrkcgsGgpHjm8/mQSqWwsrICtVYt6riQy+Sw2WwoMAWsrIhnDt18MyBW0jF8vGazCYPBANofACsSIm+1WsEwDAqFwsRlT4cFPreowBTQ7XahUCjg8/pgtVo3Zb5cu3ANj3780T0pAbS6rXjXI+/CK+57BbRGLQZFpDeIXYnhYw9/DCvVjd0Zr52/tutzOyjwLq58Po9GowGjYXs3fYeF9lobTIFBtVYFx3Ew6A0ju3duB5LFNV0cDsfgc6VQkGwQchQZ1eTA6XTCbrNLdhgWw2wxI1/IH8nvn+2Qa+a2LXDp9XrYbDZks1lEIhHRiAaapvH+978fP//zP4/Pf/7z+OhHP7qDGRMIBMLucLy/DQgEAuFl+Cwuo9EIm82GfD6PVmt0DtLwcyKRyMRljeFwGBzHIRaLSY7jF/4AwNHSoonNPgiKzufzm5w7w5hMJqhUKjAMg35fPGCcPx5TZMCyrKSTiKZouJwudDodlEtlyXkeFnr9HvL5PC4tXUI6kwZN0Qj4A1hcXITdbh8ZaPy1L3xNVNwy28146EMP4Y/+/o/w1ae/ir998W+F//7kW38y0ZwoioKclkNGy+DyuXDfT9wHjVGzSdwCgPB8GPf86D2b31evN9FrHRXsdjtkMhlyudzI83QUaK22EI1FceXKFVSqFRiNRsydmsPs7Cx0Ot3UnGvDLq5e/3hdR9NGpVTBYrGgXq9LloMdJViWRbFUxOXLl5FMJtHv9eFxe7C4uAiP27MtcQvYWH5frVSnPOvDR765s9LXSCQCjuMQj8clx73+9a/HmTNn8PnPf/7YloETCISDDRG4CAQC4WWGXVwAxgpRwKD8z2w2T5SvpdfrhayLceIZv+ivrdQkM0Z4t0p7rY16oy46jqIGToxer4dSuTT2eGtra2isNNDv9yVf32wxQ6V6OQtlTFndQUYst2hhcWHg2hJxB7RX27j49MWRv5Mr5PjYlz+GH3/zj8MddEOp2ujwW6mvjHweAHAcBwWtAEVR4DhuS50Pi9nNeUmeoGei5x4V5DI5HHYH2u026nXxv4vDBgcOjZUGri9fx0svvYRGowGrxYqFhQWEQ2FotdqpvybJ4pouTqdzkMVVONpZXL1+D4VCAUtLS0in06BAwefzYXFxEU6ncyrlrhaLBQqF4thmccllcmgUGhjVRmgVWqz31rd9LKPRCKvVikwmg/V18ePQNI0PfOADqFQq+JM/mWyThkAgEPYSUqJIIBAIL8NncfFCFMMwWFlZgV6vl3xeJBLBc889h0Qigbm5Ocmx4XAYDMOM7VhUq9VAURTWu+uoVqqSWRc2qw2lUgn5fB5Gg1E0i8toMEKj1qBYLMJmHTi1pI5XLBZh0Bsg42QQM4PQFA2Xy4VEIoFiqQin43B1VlrvrKPIFFEulyfLLUolN2SSlQw29HujhafQXAhOn/j5OP/kedHf9ft9dFnp5gUb3kd7HdlEFv/y9X/B8489v+F3MrkM//Zn/+3Exzoq2O12MEVm8HdhNB7qLC4+t6hQKGB1dXWQW2S3w+FwQKkQL42eFiSLa3qolCpYzBaUK2W0223JcvXDSLfbRbFYRKlcQr/fh0atgcfrgclkmnoZIU3RcDqcSGfSqNVqsJgtUz3+XiGXyaGklVDIFFDQCihkig0/K2XKkY+Lfddvl3A4jHK5PLbj80/91E9hbm4On/3sZ/HOd74TMzPHM0+OQCAcTMgKhUAgEIaQyWRQKBQIBoMoFouIRqM4e/as5HP4ssZJwulnZmbgcrmQz+dFxTOWZVGr1WAwG6BcVaJQKMBkNomGw8tkMjjsDmRzWdRqNZjNo9uF8y6uWDyGYrEIl8s19nj1Rh1mkxmgIHpzYjabUSgUwDCMpHB2kFhbXwNTYFCpVoTcIofTIVraRV04D9nXvw7Z0uUNj3fb4q9RypfAcdzIm5BSvoR/+Mt/EH0uy7JYW1+DWjU6CwUA/vgjf4zv/f33xCcAQKlW4td+59fgDh6/7CSZTAanwzm4jut1mIym/Z7SlhHNLbLboZBvr7RrO5AsrunidDpRqQ4ahITD4f2ezlTYjSYHk2C1WlEoFFAoFGA2m/dVyB4WqpS0ctPPYgLWtIWq7WI2m2EymZBOpxEKhURzRWUyGd73vvfhP/2n/4T/9t/+G/7zf/7PezxTAoFAEIcIXAQCgTAEn8Wl0+ngdDqRz+dRr9dhNEqHt4bDYZRKpYnC6cPhMAqFAmKxGG699dZNv280GmBZFnqTHs6eE6lUSjIcHgAsVguKxSIKhQKMJqOoGKXX66HValEqlTZ1Ahx1vGKxCKPBCJqlARHdigIFt8uNWDyGUqkk5IcdRFZXV1EoFFCr1wAAJqMJDqdDsqMZ/Z1vQ/6lL4FiB2lOw7ciOgktr1aq4a8++1d4y2+8ZVBySgEySoaXzr2Ez37os1ipiZcoAkA+n0coGJr4vd3MA//XA3jzO94Mm+v4dhiz2WwDF1fucLm4WJZFuVIGwzDodDpQyBXweDz7KiAbDAZoNBri4poCKtXRcXG119qDz9RabepNDiaBpmk4nA5kMhnUquIbPFthnFCllCkhp+Wbfj4oQtVOiEQieP7555FMJnHixAnRcT/3cz+HRx55BJ/5zGfw8MMPH+prmEAgHC3I6oRAIBBuQiaTCVlchUIB0WgUt99+u+RzhvO1gsGgpGVfo9HA7XYjm82OFM+q1UFgrs6gg7lnBsMwYBgGFrNF9OZWRsuERX61WoXVMrqkkaIoOJ1OxGIxSSfG8PFq9cFNA0VTosKZ0WSERqNBgSnAarMeuJvfZrOJQqGAxkoDFEXBYrbA4XRAo5ZelFMXzgviFrC5UtOjAHQ00BSJf/mH/+cf8Pi3HkdkIQKVVoVMNIPES+MbEtA0jWq1CqfTOXaOYnz/f38fjUoDv/yRXz62ItcGN2KtDpPJtN9TkqTX76FcKqNYLKLb60KlVMHn88Fq2dy9c6+hQMHtdhMX15QQXFyFPMKhw+fiarZe/kx9OWjcZDLB5XTti9Bhs9oEF5fJbBKENTGhii/544Wpm38+CkLVdhnuDh0MBkWbACgUCrzvfe/DO97xDnz5y1/Gr/7qr+7xTAkEAmE0lFTXLQKBsOuQP8ADSr/fR6vVwtWrV5HNZnH77beP3RlutVp46qmn4HA4JPO1AGBtbQ0//OEPYTQaN4lnzz//PFZXVzF3+xyezT+LWr2GRCIBl8slmXHFciyuXr0KjuMwPz8vKkZxHIfl5WW0223ML8yLljqxHIsrV64AAE6cODEI4ZcQruqNOqLRKFwu14G4+eXAodFogCkwaLaaoCkaVqsVdocdKqVqomPIf/u/bipLvJk/LQDf2kaOuTfiRSaaGfk7m9uGX/7EL8NkNImWMD32rcdw/eJ1cByHtdYa0tE0rl+6vqmjo8lmwkf/7KPwhr1bn+QRoN/vY+nyEhRyBebm5w6ki6vb66LIbMwtcjgdu5JbtBM4cLh69So6nQ4WFxcPnJB92EgkEqhUK5ifn9+2kL2XcOCw0lhBoVBAs9UcbBZYLHA6nFCpJvtM3Q43C1OjhKpcJodkLInbztwGn9t37IWqnVAsFnHu3DnMzs4iEomIjltfX8fZs2chk8lw9epV0ZLGYwy5AAmEfYCsTAgEAmEEfBZXIBBAPp9HNBrFHXfcIblgniRfi0etVsPr9SKVSqFarQriWb/fR71eh8PhQJ8bhJcPh8NbreLuKJqi4XA4kE6nUalUYLOOdu3wWVzL0WUUmSI8ntEd9jYE+FZrsFgtYGlW9IbbYDBgRjuDIlOEzWbb04ygYThwqFVrKBQKaK+1IaMHWUx2u31rLelTSciWLm8qS7yZt5qBJ5tAdbImhwAAs92Mh//rw/jI2z4y8ve8y6xSrYiWMN3/4P24/8H7NzyWS+Tw++/5faSup4THaqUa/uyRP8NvP/rbk0/wCCGTyeBwOAaOyQPm4hrV5MDhdBzYckri4pouTtdQFtcBdnEJn6lMAe324DPV4XDAbrdP3OSAoqhBWd9NoenDP+/EUeU44cBKfgWFdAEhb4iIWzvAZrNBp9MhmUwiEAhALh+95lCpVHj3u9+N9773vfjqV7+K//gf/+Ouzqvb7eILX/gCzp07hxdeeAFLS0vodrt49NFH8fa3v33kc7785S9LzuuLX/wiHn744d2aMoFA2AeIwEUgEAgiKJVKaDQaeDweQTSS6mYIjM/XGiYYDCKTyWwQz+r1OjiOg9lsFrroDYfDl4ol0XB4YBASW2SKYAoMzGazaDC9TqeDTqdDuVyWFH7MFjOYIoNSqTTI9qJp0LLRAhcFCi63C8vL0sLZbsFyLKqVKgpMAevr65DL5XC73JJZY1LQFy4C2CxucQAUL4tZLA3olcB/9QK/kwFqE4hcVqcVv/XF34JKLe14cLlcqNaqyOVziITFd9GHcQfdeMf//Q785r/7zQ2PX3z6IurlOoxW6Sy5o4rdZgfDMMjlczCa9l88aq+1wRQYVGtVcBwHvV4Pp9Mp2uTgIEGyuKaHWqWG2WxGtVod21RiP2A5FpVKBUyBwXpn8JnqcXvgdrihVqo3dvfj/58XrPhA9T0q/ZPL5QgEAlheXkapVILdLp5ZSZCGoihEIhGcP39eCJwX4xd/8RfxqU99Cp/85CfxC7/wC6Ji2DRotVp497vfDWBQ4utyuZBKpaSf9DI/9VM/hdtuu23T43feeecUZ0ggEA4CZFVCIBAIIvAuLr/fj1wuh2g0CovFIrlIH5evNYxSqYTf7x+UqbwsnvH5W2azGbn1nDB2OBzearOKuqNoiobT6UQylUSlXJFc5LtcLly/fh0FpgCf1yd5PN5pZrPZJF1cer0euhmdcPO7JcfUNmFZFuVyGQWmgG63C4VCAa/XC5vVtrPcovaq8L8UB8hZgKOALg30btINZ9XA54LAX5aA7zVp9NjNoVwz+hnc9+B9eNOvvQl6kx5MhpF8eZVKBYvFgnK5jNXVVWi12ommHTgZGPl4IVM4tgIXTdOCi2taQdTbobXaAlNgttTk4KAx7OIaJ7gTxuNyuVCtVnfcVGKr3OyoGnZP0RyNMlNGIVeAtqvFom4Rs6FZBH1BqBSqA+uO4r9Po9EobDbbgZ3nYcDhcGBmZgaJRAJ+v180/1Oj0eBd73oX/st/+S/427/9W7zlLW/ZtTlptVp861vfwm233Qa3242PfvSj+J3f+Z2JnvuGN7wBb3vb23ZtbgQC4eBABC4CgUCQQKlUCuWEyWQSxWIRDodD8jmhUEgoaxwXTh8IBJBOpwXxrFqtQq1WQ61Wo9fuCeN4FxdfGuRxi7ujTCYTmCIDpsjAYhEPpp/RzsCgNww6NNrFc6nMpkHQfblchtlsnsjFNU44mwZ8IDdTZNDr9aBSquD3+2GxWHacW8SBg0wzA0UfYCmgTwPdl0+j2C2TWQ68ywX84pvfjItWH5gMg/X2OowWI2xuGxbuWIBSdaOcx+F14G9f/FvJeTidTlQqFeTyOYRD4YkEu+T15MjHxznGjjp2mx1Fpoh8Ib8hiHq34cAJTQ5WVlZAURSsFiscTseBc+xMCu/iYorMth2ShAFqlRomkwnVahUul2vL1wQvVEmV+Y0qBxzlqOp0Okgmk0ilUuj1enDNuBAKheByufa9ycEk8LEC0WgU5XIZNtvxbK4xDSiKQjgcxsWLF5HJZBAIjN44AYCHHnoIn/70p/HII4/g53/+53et06tSqcTrX//6XTk2gUA4OpAVCYFAIEjAu7h8Ph9yuRxisRjsdrvkzrBYvtYo+AV5LBYTboBdLhcoikK3390wVjejg25Gh3KpDLtN3B3Fd0pMJBIolUuSwfROlxONa4Mgdr/fL3m8ZDKJaqUKm32Mi0unh16vR7lUhsPhmDijZVJGBXL7vL5BCeUOhC0KlFDS2WN76J45DVqGsRlcPPw4zd2vwF1+8ZuBraBSqmC1WlEqlZCMJfHHv/nHeP1bXo+7X3c39MbNGW/paBpf/O0vbnpcoVLA6RO/Do4DNE1v6DRqMVt29fU4cKjX62AKDFqrLdAUDbvNvqUmBwcV4uKaLi6XC/VaHRWmgpOzJ3csVG2VtbU1JBIJpNNpsCwLg8GAUCgEh8Nx6FxQgUBAcHFZrdZDN/+DhNPpxPLyMuLxOHw+n6jIqdPp8I53vAMf+9jH8Hd/93f4mZ/5mT2e6XjOnTuHP/zDP8Ta2hq8Xi9e85rXwOfbvQ04AoGwfxCBi0AgEMagUqnQ6/Xg9XoRj8dRKBTG3tCNytcSw+/3I5VKIRqNCvlbAIQMLh6KouB0DRacTJGB1yPeFW/SYHqtRguj0YhqrQqHwyHaCctkNIFRMyiVS2NdXMDghu3atWsoFArw+0YLZ1tlVCC30+WEwWDYlhuH4zjIZDLIIEOf66PP9Td2IPQH0F9cGNtFkYcC0D+9CExJ3OJxOp0ol8soMkUkXkrgT3/nT/Hoxx+Fb9YH/6wfM/oZtFZaKKQKuHbh2shj3POj90CtPZxuoWlis9rAFBjk83mYzeZdcXGxHItabdDkYG1tDTKZDE7ny00O9qnxwm5AXFyjGXZUKelBFpXw81BO1c25VZfZy2AYBnfZ7pq4HHmntFotxONx5HI5cBwHi8WCUCg0thT/IMPHCsTj8YGQbdldIfsoQ9M0wuEwlpaWkM1mJQWhhx9+GJ/73OfwyCOP4A1veMOBc/x97nOf2/CzTCbD29/+dvzhH/4h1Gry3UggHCXIaoRAIBDGQNO0kOuUzWYRi8XgcDgkF3Cj8rXEkMvlCAaDWF5eBgBRgQsYuLj0er0QDi/mjtpKML3T6US9Xke+kEcwEBQ/ntOFeCKOcmXgzJJycelmdDAYDCiXB2N34lhZW18DU2BQqVbAcRwMegMcTsf2ArkpQE7JBYccy7Jgwb78q83H6v/sz4L+3d8FNSx8icDRFPpvfOPW5jMBSoUSNqsN15gb4lW/10fiagKJq4mxz3f6nfgP7/0PU5/XYWQ3XVwsy6JcGQiR6511KOQKeNweWG3iAvNh5qi7uCiKuiFE0UOh6bLxXf+2w3CDktOnT0/53WykXq8jHo+DYQY5gA6HA6FQSDIz8jARDAaFTSMicO0M/m88Ho/D4/GIrntMJhMefvhhfOpTn8I//dM/4cEHH9zjmY4mHA7j85//PH70R38UPp8P9Xodjz/+OD70oQ/hS1/6EhqNBv7H//gf+z1NAoEwRY7eiotAIBB2AaVSCZVqkPG0vLyMXC4Hr1fcQQVszteS2hH3+XyIRqMAIJQe9tjeyLEupwvXVq6BKTCSO6qTBtNr1BqYTCbUajU4HA5o1JqR43jHRqVcgcVsGevicrvcaDQaKOQLkvkdYqyurqJQKOw4kJumadCgwYFDn+2jx40+r6PgztyK3q/8CuRf+hIolttUrsj/zNEUer/yK+DOSHfO3C4OpwPLV5a39ByKovCqH30VHvrQQzCYDbsyr8PIsIvLZDLtOK+t3++jVC6hyBTR7XWhVCrh8/lgtVgPnIth2hwGF9deC1XbRa/Xw+FwIJfLIRwOT93FxXEcqtUqYrEYKpUKKGogUIZCIeh0uqm+1n7D/w0mEomxMQEEaWiaRigUwpUrV5DP5yW7I//ar/0avvCFL+CRRx7B61//+pFrnlAohERi/MYMz1vf+lZ85Stf2dbcAeCBBx7AAw88IPys1Wrxcz/3c/iRH/kRnD17Fn/913+ND37wgzh79uy2X4NAIBwsDt5KhEAgEA4gvIvL4/EgnU4jHo/D5XJJhqkO52uNa1vOsiw4buASKhQKcLvdmzK4eLRaLQwGAyrVl8PhRcoKtxJM73K6UK/XUSgURDt5Ca6wWAzlShlOp1PSxaXVamEymlCpVuB0OkXneTN8IHdjpQGKomAxW+BwigtvN8OBg5yWgwaNHtvb4NLaDuxrX4eu3Q7ZN74B2aWlDb/jyxL7b3zjrolbwMDFNbswi1/5xK9gvbqO6KUoMrEMGtUGVmor6Ha6UGlU0Jv08Ia8mL99Hne/7m54Q9Ii7HGEpgedQdOZNKrVKqwWcXelFN1eF8ViEaXSIAtOrVbD7XEPSnh3KJodFvbSxXVYhKqdEIlEwDDMVF1cHMehWCwiFouh0WiApmn4/X4Eg0FoNJN9ph5Ghl1cr3jFK/Z7Oocaj8eDaDSKWCwGt9stullnt9vx0EMP4XOf+xz+9V//Fa997Ws3jZmdnd1SSaCUoLYT/H4/HnzwQXz1q1/F97//fSJwEQhHiMPzrU8gEAj7jFKpRLfbRSAQwLVr15DNZkWD2Xn8fr/g4pJqW16tVgEMRLFYLAan0zmyRJHH5XIN3FFMAQGJzCe9Tj9RML1KpYLZZEalWsFqexVazWj3gF43cIVVypVBt8JxWVxuF2r1GvL5PILB0eWPwECUWmmsoFAooNlqgqZo2Gy2icsbaYoGTd1wafXZPvroj33epHBnbkXvzK3opZKgL1wE2quARgv2zC1Tz9wSw+lwouwpQ3tCiwf/3YN71gXwKGK1WlFgCijkC1sWpDrdDpgCI2TBabVaOJ1OGI3GY/lvslUX181CFS9C8ULVptyqoZ+POnq9Hna7HblcDpFIZEcCFMuyyOfziMfjaLVakMvlCIfDCAQCUCqn2/jjIKJSqeDz+ZBMJlGr1WAymfZ7SocWmUyGUCiEl156aWwG6Tvf+U586Utfwsc//nG85jWv2bTm+fa3v73b050YftOx1Wrt80wIBMI0OfqrBQKBQJgSNE1DqVTC7XYjnU4jkUjA4/FIurjkcjkCgQCWl5clF4a8wBUMBnH9+nXkcjlJgUuj1sBkHLSWd9gdkjuikwbTO5wOVGtVFPIFhMPhkWMoioLb5cZydBnlUhkut0vSxaVRa2A2D4SzUS4sDhzqtUH+V7vdhoyWwel4OZBbRIzjkdNyUKDQ5/pgORYst32X1sT4A2D3SNC6GYVCAbvdjgIz6LZp0JOyw+1C0zScjq25uG7OgtPr9XA6ndvLgjsC0BQtiFDzwXnEl+OQt+QIB8KjXVbHSKjaCZFIRHBcLS4ubvn5/X4fmUwGiUQCa2trUCqVOHnyJHw+H+Ty43Xug8GgsMF0xx137Pd0DjU+nw+xWEzYgBPbrHM6nXjb296GP/3TP8UPfvAD3HvvvaLHTCaT24ovmBZPPfUUgMHfHIFAODocr286AoFA2CFKpRKdTgeBQABXr15FOp2WdCYBg4VhKpWSDKevVqvQ6XTw+XxIp9O4Hr2OnqsHGS0unjmdTtTqg25tUnPQzehg0BvGBtOrlCpYLBaUy2W0VluiWVc6nQ66Gd0gpNs6yBaj5dIdFavVKvL5PMKhgXDGciyqlSoKTAHr6+uQy+Vwu9zSDhAKkFEyUKDQY3uiGWVHGbvDjlKphHwuD71efyyFlWkxqYtrWllwB5VhoWpTmd+EQhXHcXiq+RTa9TZOGE+MFacJ4hgMBthsNmSzWYTD4YldXN1uF6lUCslkEt1uFxqNBgsLC3C73ZKbMEcZtVotxArU6/UjE6K/H8hkMmEDrlgswuFwjBxHURTe/e5348///M/x8Y9/HN/85jc3iGEsy+Jb3/oWPvGJT+D8+fNIJpO76q577LHHcP/99294jOM4fOITn8CTTz4Jm82GH//xH9+11ycQCHsPEbgIBAJhC1AUBaVSOcjwednF5fV6JXfGh+39o0Ja19fXsbq6Cr/fL7TlfvHSi6iUK5K5XWq1GmazGdVqFfa2XbSsEBiIYY2VxthgeqfDiWplIEbNRmZFx7ncLly/fh3lUhlujxssJ+7iUqvUsFqsKFfKaLaaaK+2wRQZdDodoTulzWobKfzJKBkoihIcWn1uemWHhxGFXAGb3YZCoYCVxgoMBuLi2i5CFlc6jWqluqHTKQcOzWYTTIHZdhbcXrMVoYofMy1HFUVRiEQiePHFF5FKpYgjYofMzs6iVCohHo9jYWFBcuz6+joSiQTS6TT6/T50Oh3m5+fHdvo9LoRCIWQyGcRiMdx22237PZ1Djd/vRzweRywWg91uF3Vx+Xw+vPWtb8WXv/xlPPvss7jrrrvQ7Xbxta99DZ/85Cdx8eJF6PV6/Nqv/ZqQPTopn/jEJ3DlyhUAwLlz5wAAf/EXf4HHH38cAHDffffh7W9/uzD+1a9+NU6dOoW77roLXq8X9XodTzzxBC5evAitVouvfvWr5HuUQDhiEIGLQCAQtsiwi+vy5ctIJpNjb+g8Hg8SiQRisRhcLteGGw++PJHv9ORyuXA5ehlMkYHFYpHcfXc6najVBi4u3h01ikmD6RUKBaxWK4qlIprNpmh3rRntDAx6A6q1gTAwzsVls9lQrpRx/fp1cBwHlXLQkdJisWwUxl52adGg0WW7A0Fra+vfI4/D4UCpVEIun4PeQFxcO8FqtYJhGBQKBZgtZlAUJXT+bK22QFM07DY77A77RFlw04Cm6BuOKV6MGuGgGhaqlDKlpNtzL7Db7dDr9UgkEvD7/cTFtQN4F1cmk0E4HB5Zgr66uop4PI5cLgeWZWEymRAKhSSzHo8jGo0GHo8HmUwGKysr0Ov1+z2lQwsfuRCNRlEul2Gz2UaOoygK73nPe/BXf/VX+NjHPoYf/dEfxWc+8xnE43E4HA488sgj+NVf/dVtObf+6Z/+Cd/73vc2PPaDH/wAP/jBD4SfhwWu973vfXj66afxne98B5VKBTRNIxAI4B3veAfe8573EDGeQDiCUFtVzgkEwlQhf4CHlE6ng1arhRdeeAGrq6u45557xt7QZbNZXLlyBadOndrgorp8+TLy+Tzuv/9+wQn2Uuol/L/P/r9wuVxwOpySx02n0yhXyjhx4oRk2VR7rY2XXnoJZrNZMpi+2+vi6pWrUKvVmJ2dFb1ZWl1dxbXr12AymQQX280urm6viyJTRKk86DQHAG6XGw6nYxAKzw06HlIUBQ4cemyPCDYTkMvnkM/nEYlEYDSQspudUCqXkEqlYLVYsbq6ivZaGzKZDDarbaIsODGGhaphx5TUzwdBqNoJDMPgxRdfxOzsLLlx3CH1eh1PP/00/H4/5ufnhcdXVlYQi8VQKBQADDYPQqGQsEFC2Ey73cYTTzwBu91OuuXtkG63i8ceewx6vR533nmn6PqAYRi8/e1vx3e/+130+32Ew2G8//3vx9ve9rYj3b3zJshihkDYB4iDi0AgELaBQqGAQqFAIBDApUuXkEgkcOLECcnnuFwuJBIJxOPxDbko1WoVer1+Q5mjyWKCRq1BsViE1WqV7EzmcDqEjCupssJJg+kVcgWstoGzZaUpHmbOu8JqtZrgGuBdXOuddRSZotBpbkY7A6vVilQ6hVarBaVskAPW5/obXFpE3JoMu92OYrGIXC4Hg8FAzts2YVkWHMeBoiiUK2XIZDJ43B5YbTf+5sYJVUIXwKGfFbTiUAtV22XYxRUIBI5dqPk0MRqNsFqtSKfTCIVCaLfbiMfjKJVKAAbfJ6FQiDiSJkCj0cDtdiObzUo6kwnjUSgUQqlitVqFxWLZ8PtYLIbf//3fx9/8zd+g3W7DYrFgbm4O3/ve94irk0Ag7Alk5UEgEAjbgM/istlsMBgMSKfT8Pv9oqV/AIR8raWlJWQyGQQCAbTbbaytrcHp3OjS6rE9uFwuxOIxlIolybbcSoUSFqsFpVJp7OJ90mB6u92OcqmMfD4PvU4vukvrcrnQaDRQLBbh8/nQbrdRLBY3dZrT6/RQ0Aqsr62jUCyg1qiRm4wdIJfJ4bA7kMvnUK/XYTKa9ntKBx5eqFLKlKA5GpVSBaVCCVyPQ1AbBMVSOHXi1KAL4JCYdRyFqu0ynMU1Sek2QZpwOIxyuYynnnoKnU4HFEXB6/UiFApBqxXPXCRsJhQKIZvNIhqN4tZbb93v6RxqgsEgkskkYrGYIHC1Wi0kEgn8+3//73H16lWcOXMG73nPe/D3f//3+Lu/+ztEo1HMzc3t88wJBMJxgAhcBAKBsE0UCgXkcjlCoRDOnz+PRCKBU6dOST7H6XQikUggkUjA4/Fsyt/i6bJd6PV6aLValEolWG1WKOTiu58OhwOVcmXg4pIoK5w0mF4ukwth5o1GQ7T7FO8Kq9Vr4DgOjUYDwMB94HV7MaOdEQLiu2wXdocdxVIRuXwOJ0+clDxXBGns9sG5zOfyMBqNx8bFNSxU8TlVwz9vCFe/SajqdDpCpzl1T4054xxCoRAcDgeefPJJtJk2zCfNJJx7BxAX185hWRaFQgHxeBzAoCTe5/MhEolIbqIQxJmZmYHL5UI+n0er1cLMzNHogrofKJVK+Hw+JJNJZDIZlMtloWT2ne98J9xuN37sx34MADA/P4//9b/+Fz75yU/iz//8z0k+HIFA2HXIqoNAIBC2CUVRUKlUsFgsMJlMgitLrPSPf044HMbFixeRSqWwuroKiqI2CUhdtguKouByuRCNRlEsFuFxe0SOeqO73riyQmDyYHq7zY5SqYRCoTAogxNZmPKusJXGCkw6EzxeD5QaJShQ6LG9jfNUbJynXkfKa7aLTCaDw+5ANpdFvVbf1VbruwFN05vyp0S7AO7QUbW2tobrietIp9NgWRYGg0EQtvjrOhKJCO5Kv98/7bd7bCAuru3T7/eRy+UQj8fRbrehUCjg8XiQzWZB0zQRt3ZIOBxGPp9HLBbDLbfcst/TObRwHCesWZaWloS1yqiS2TNnzuDBBx/EV77yFXzkIx9BOCy+5iAQCIRpQAQuAoFA2AFyuRwymQyhUAjnzp1DLBYb29addzikUilB3Lq5UyIvDOlmdNDN6FAulWG3SQdeT1pWqFIORLlyuYzV1VXRUhdeQMnlc6jVazCbNrrMWLBQ0ArotDroZ/RYaa1ArVODVtCSbiKHw4FyqYxcNgfdKd2xcR7tBjabDUyRQS6fg9G0Py6uSYSqUYHqe1H612q1hE5zHMfBbDYjHA7DYrFs+vtwu92IxWKIxWLwer3ExbUDiItra/R6PaTTaSQSCXQ6HajVaszNzcHr9UImk2FtbU3I4iIi1/bR6XRwOp1Cgw5S5rk1OI5DsVhEPB5HvV4XHj979izsdvvI51AUhQ984AP41re+hU996lP4whe+QFxcBAJhVyErDgKBQNgBvIvLZDLBarUin88jGAxKLpyHHQ7A5vJEYODg4sc6XU4sLy+DKTLweryix520rBAYiEzVShX5Qh6RsLjDwmqzolgqolAowGg0gqZoyGiZ4M7qs4POiAqlAmgBzZUmrFYrWI7d1FGRh3ebFQoFrDRWYDCIu80I0shkMjgcDmSz2UHgr9ky/kkiDAtVSloJhUwhCFX8zzeXAx7UjKqbO83Z7XaEQiFJl9vNGXnExbV9iItrMjqdDpLJJFKpFHq9HmZmZnDy5Em4XK4NAmskEsGzzz47URk8QZpwOIxCoYBYLIbTp0/v93QOBSzLIp/PIx6Po9VqQS6XIxwOw+Fw4Omnn0Y2mxUVuADgzjvvxOte9zr8xV/8BX7rt35rQxdpAoFAmDZE4CIQCIQdIpfLIZfLEQwGUS6XJ1o4WywWqNVqrK2tjQxb7/a7wv/rZnTQ6/Uol8uw2WxQKcV38CctK1QqlLBaB+KVVDA9TdFwO93IZXJo1BowmoyCqDXM+vo6ZLQMzVYTq6urmNHOgFaIO2AcDgdKpRKyuSz0Bj1xce0Au82OIlNEPp+HyWSCXCYXBKlNwpSIUKWUKUUFycNEtVpFLBZDuVwGRVFwu90IhUITNzQYdnF5PJ5NzkrC5BAXlzjtdhuJRAKZTEYomQ2Hw7Db7SM/s81mM8xmM1KpFEKhEJRK5T7M+mig1+vhcDiQy+UQiUSg0Wj2e0oHln6/j0wmg0QigbW1NSiVSpw8eRI+n0/4e56kOyXv4vr2t7+NT3/60/iDP/gD4pAlEAi7BlltEAgEwg7hOyoaDAbY7XahQ6HUTTXv/FpbWxsEvt+0+8k7uHhcTheurVwDU2AknSXjygqHsTvsKJfLI4Pph11aRrMReSaPXCEHg8mwSYxiORbtdhszuhk0m00UmSK0IS1YlhVdxJIugOOhaXpioWpWNovo9SjOas/C5z1eu+Mcx6FUKiEej6NWq4Gmafh8PoRCoS3fvNI0jUgkgkuXLgmZeoTtQVxcm2k2m4jH48jn8+A4DhaLBeFwGGazeWzZViQSwXPPPYdEIoGTJ0mDjp0QDofBMAzi8fjYSIHjSLfbFZyF3W4XGo0GCwsLcLvdm0R/vjtlLBbDmTNnRI95zz334N5778Wjjz6K3/zN35TsDE0gEAg7gQhcBAKBMAWGXVzFYnHsYo/jOMHqn81mEQwGN2Sr3BzOrtVqYTQaUa1V4XA4JHNYRpUVjkIhVwzGFotYXV2FUW8Ex3Hoc/0NLi0ZLYPT4UQ6k0a1UoXVat1wnPX1dbAcC92MDiqVCqVSCa1mCzqdTnKX9rh0ARQTqkZmUw39/1YcVaaQCcVMEfFYHB6351jsjnMcJ5QaNZtNIQsvEAjsKKfI5XJtyOIiLq7tw7u4ksnksXZx1et1xGIxFItFAAMHaygUkiwjvxmz2QyTyYRUKoVgMEhcXDvAYDDAZrMhk8kgHA5LNoY5TqytrQnOwn6/D71ej/n5eTidTlEBdrg7ZSQS2dSdkuM4sCwLAPjgBz+Ihx56CJcvXyYCF4FA2DWO50qDQCAQpgzvyOJDbPkcLLF8qWaziV6vB6/Xi0wmg3g8jrm5OeH3Nzu4gEG3wnq9jnwhj2AgKDoXGX0jl6lWq43MZeI4DgqZAh6nB5VyBdlcFlqtVnQRa7aYwRQZFJgCTGbThtyl1dVVAAMRTqVSoVKugCky0GqlXVzD+VG1am1kFtlBQkbLNjioJLv+DYlZe1H6J5PJEA6HceXKFeRyOXi94llthx2WZZHNZjd0mpudnYXf75dswjApfBYXcXHtnGEXVyqVOlYd1DiOQ6VSQTweR6VSAUVR8Hg8CIVCm0SASeDP5fPPP09cXFMgEokIzs/5+fn9ns6+MqoZRygUgtVqnSgQnu9OGY/HhXiGYWGLoiiwLIsTJ07gG9/4Bu6++25wHEfC5gkEwq5ABC4CgUCYEjKZDAqFAoFAAAzDIBaL4ezZsyPHVqtVAIP8irW1NWSzWQQCAaGkajiDi0ej1sBkMqFWq8HhcECjFi+/slgsKBYHLi6TyQSaogcB8ZQMHDj02N7AJUYPOvEVmAJWVsQD32mKhtPpRCqVQqVSgd12o6Sy3W4P5qfRQCaTCa6w1moLep1e2sX1cn4U3wVwT8Sgl4Uqqa5/+yVU7QSv14t4PI5oNAq3233kXFy9Xk/Ig1lfX4dKpdrQaW6aEBfX9BjO4vL7/UfexcVxnFD+1mg0QNM0AoEAgsHgjp1CFouFuLimhNFohNVqFVxcx7E7Zb1eRzweB8MwACZrxjEKnU4n5JoNn0uKooQOoclkUih35DcmiMBFIBB2g6O9yiAQCIQ9hM/i0ul0cLlcyOVyqNVqIxeL1WoVcrkcOp0OkUhECKdfXFwEx3GbShR5XE4X6vU6CoUCQsGQ6Fx4F1c+k0ej1oDFYgHLsWA5dtNYu92OUrmEfD4PvV4vuug0mUxgGAZFpgiLxSK4uFZXV6FSqQQRwG63D1xcDIMZ7Yyki4umB8JZOpNGtVqF1WIdOU7sPR5FoWq78M6jy5cvI5vNHplOVTfnwWi1WiwuLu6qiMdncV28eBHpdBrBoLhjkiDNcXFxsSyLXC6HeDyO1dVVyOVyRCIR+P3+qQlRwy6uZDKJEydOTOW4x5VIJIJnnnlmk4P6KDPKWbjVZhyjjhkMBgVhd35+Huvr60ilUkin00K54+LiIux2O2iallwXEAgEwk4gAheBQCBMET6LKxAIoFAoIBqN4vbbb98gGrEsi1ptUJJH07TQ1Smfzw925dXiN0MqlQpmkxmVagWr7VVoNdqNAyhATg0+2nkXVzafhd6o31BWOIxMJoPdbkc+n0e9IR74TlM0nA4nkqkkKuUK7HY7+mwfa2trG0Q8hVwhuMKazSYMBoPkQtZhd6BWqqFZauKk5yRUcpUgTPFi1c0/H2Whaid4PJ4NLq7D7DwalQezsLAAh8OxJzv/vIsrHo/D5/Md6nO53xxlFxffaS4ejwvOwlOnTsHr9e7K+7RYLDAajUgmkwgGg1Mpyz2umEwmWCwWpNNphMPhI+2IG+Us9Pv9CAaD2+4kyXGc8J9er4fJZEKhUADHcRvKHSORCGw2GyiKEkoX+fJFAoFAmDZHZ4VBIBAIBwSVSgWtVgu3241MJoNqtQqL5UYO1srKCvr9/obMKb6rUywWQ2ROutuYw+lAtVZFIV9AKBwaCFrUy5kXHIseN3B/SZUV3ozNZkOpNHBxGQ1GaRdXkQFTZGCxWLC2vgaO46DVaiGjZYIAZQwYwTU40A0aIV8IM+oZqBXqkQHrNEXjFtUtuHLlCnzwwec6Gs6j/YB3cS0tLR3a/KjV1VXE43Fks1nhBikcDsNisexpSQtFUQiHw7h48SJSqRRCodCevfZR4yi6uMQ6zXk8u9vkgT+XL7zwApLJJGZnZ3fttY4D4XD4SHenHOUsDIfDCAQC2xb0eFGLd2FRFIWVlRX0ej30ej1ks1k4HA6hQ6jYvEgOF4FA2A2IwEUgEAhTZjiLK5/PIxqNbmgDz+dvDS/8hjsRWT3SZXoqlQoOqwOlUgnt1Ta0Wi3AjR4rVla4ac5DwfSNegMuu2sgQA2FqvPilFfuxfLVZfg4HzQ6DfR6Pe4+dTfMpo0LWXfPjVgsBgtrgUPngEKhEL3x4/OjYrHYrt8gHnXcbvehzI9aWVlBLBZDoVAAMBBdw+HwlvNgpsmwi8vv9x+ac3kQOSourrW1NSSTyQ2lV+M6zU0bq9UKg8EgdKckLq7tc1S7U47KLNyps3DYsQUMNlSq1eqGckdg8H0u1kWaoqgNTi7ymUogEKbN4VxdEAgEwgFHqVRCrVbD4/EglUqhXC7DZrMBGAhcCoViUyetUCiEQqGAa9FrwJBWxHEcZLQMMkqGPtdHn+3DareiWB6Es89GRu/gy2gZNDINTvhOIJ1Ig27RCHgDglDFC1d8+R/to/Fc9znIO3K80vdKUZGJM3LoFDtoFBqQWwbPNeg3h9P7/X6kUikkk0lYrVbJRTWfecQ7j/x+/7hTTBCBpmnMzs4emvyoWq2GWCyGUqkEYCAqhUIh6PX6fZ7ZDbfMhQsXiItrhxx2F1er1UIikdjgLNxKp7lpwp/Lc+fOERfXDjlquWadTkf43u31elPJLBwWtniBqlgsbih3DAaDCIVCePbZZ1Gv1yc6JhG4CATCbkAELgKBQNgFeBeX3+9HLpdDNBqF1WoFy7Ko1+tCHsUwfFnjpcQlcCoORp0RHDjQoCGXyQVHFV/epw6oUSqUEFAGYLfYN+RUyWm5kFHF+Tk83X4a6411zN0yJyk0RcIRXL16Ffl8Hh6PZ+QYvnTr/PnzqFQq0Ol0IxepcrkcwWAQy8vLKJVKgsNBbJHtdruF/CiPx0MWvjvA5XIhGo0e2PwojuOExgq1Wg0URcHr9SIUCg0ciQcIp9O5IYvrsDqPDgJ2ux06ne5QubgajQbi8fiBchby89Dr9cTFNQX4XDPexXUYz2W73RYyC1mWhV6vRzgc3lFmIS9CARCOMVzuqFAoMDs7u8H5Zrfbhd+LfZYPO7hImSKBQJg2B39lQSAQCIcUlUqFXq8Hr9eLRCIBhmGgVCrBsqxoLkUoFEIyk4RuXYc7F++EghZvpX3SeBJPrjyJNWYNdp9ddNzNLhQp54Tb7UYikUAsFoPL5RIVo/gSmUajISlI+Hw+JJNJJJNJ2Gw2yGQyyY6KpHPddKAoCrOzswfOecQHHcdiMaysrEAmkyEYDCIQCECtVu/39EbC//2cP3/+UDqPDhL8dXnQXVwcxwnOwnK5LHSaCwaDB8JZCGx2xEUi0tmNBHH4TZvD6IhrNpuIx+PI5/PgOA4WiwWhUGjbmYV8+eGwsNXv95HNZjeUO87NzY0UqR0OB+LxOIrFouh3OD8vPmz+oG3AEAiEww0RuAgEAmGXoGkaCoUCPp8P2WwWsVgMdvsg6F1M4FKr1Qj5Q0in02g1WqLjgEEZpM/nQyKRQKVSgdUqnt01vNvv8/lEd6j5kPLLly8jm83C5xsd+E5RFBwOBxqNBrrdrujrymQyhEIhXLt2DQzDCKKZmMjFZx7x+VGHweFxUHE6nRtcXPt5Lm8OOlYoFIhEIofGeeJwOA6d8+igcpBdXBzHoVQqIRaLoV6vg6Zp+Hw+hEKhbXea202Gc80CgcCBOpeHjeHvyGAweODPZb1eRywWQ7FYBDD4jAqFQjAajds63qh8rU6ng3Q6vaHc8ZZbbpHMyTSZTJDL5WAYRnKTiuRwEQiE3YKk+BIIBMIuolQqoVKp4PP5sLq6CoZhoFKpJG+WQqEQaJpGNBoVFpti8Dc148byu/39fh/JZFLymE6nE1qtFvF4HP1+X3Qc/3q1Wg3r6+ui4zweD1QqFZLJJPr9vmR7cN7h0e12kUqlJOdJkOYgnMt+v49EIoHHH38cS0tL6Pf7OHXqFO677z7Mzs4eCnELuPH3Q67LnXMQrsub4YLIpTUAAPc5SURBVAXYH/7whzh37hxarRZCoRDuu+8+LCwsHEhxC7hxXfZ6vQNzLg8rh+Fc8gLss88+i6effhqlUgkejwf33HMPzp49uy1xixeZhssFO50OXnrpJTz++OOIRqPQarW47bbbcP/998Pn80lmedE0Dbvdjkqlgl6vJzru5jJFAoFAmBYHe3uCQCAQDjnDLq5MJoN2uz2225ZSqYTf75/ImcXnfPE7uQ6HQ3TscM6I3+8X7RZF0zRCoZAQ+B4IBEaOazQaoCgKLMsikUjg1KlTI8fxLq6rV6+iUCgIu79ii2SHwwG9Xi84jw6LCHIQ4Z1He30uefEimUyi2+1Co9HsOOh4vyEurulxUFxcw6VX7XYbSqUSJ06cOFSfOwflXB4FDuq55DgOhUIB8XhcKO0OBAIIBoPbLu2+2bFFUZTQSIEvd7RarYhEIlsud7Tb7cjlciiVSnC5XCPHDHdTJDlcBAJhmhzOVSaBQCAcIpRKJRQKhSBUTbKQCwQCkMlkE7m4/H4/FAoFYrHYRC4uXpCSwul0YmZmBolEQnQXdmVlBQaDARaLBZlMBmtra6LHc7vdUKvVSKVS6Pf7ks4w3uHR6/XGus0I0uz1uVxfX8dLL72Exx57DMvLy1Cr1Thz5gzuvfdeeL3eQytuARudR+S63Bn77eLqdruIxWJ4/PHHceXKFXAch/n5edx3330Ih8OHRtwCNroL0+n0fk/nUHPQziXLskin03jiiSdw4cIFrK2tIRKJ4L777sPc3Ny2xK2bHVs0TWNlZQXnz5/HD3/4Q+RyOTgcDrzqVa/CXXfdta0uoXwTHb58UoxhFxeBQCBMi4OxNUEgEAhHGJqmoVQqhZv7SqWCfr8vmTuhUCgQCAQQi8VQKpWE7K5R8N0Kr1+/jkKhILpjCgyyv8xmMzKZDPx+v+gCeVwwfafTwdraGux2O5xOJ5599lnE43HMz8+LngM+2yufz8Pr9UoGzttsNhgMBmEnXcxtRhgPn9Ozm93WVldXEY/HkcvlwLIsTCYTwuHwtm6ODjLDmUe8sEzYHvvhlul0OkgkEkin0+j1epiZmcGpU6fgdDoPtfg67NT0+/0k02gHOBwOYXNnv85lr9dDOp1GIpFAp9MRQt35783tMMqxValUEI/HUa1WQVGUkDen0+l2NH+lUgmTyYRisSjpzqIoCu12GzKZjLi4CATC1Di83+YEAoFwiFAoFHC5XLBareh0OshkMmOfw9/0TeLi8nq9UCqViMViY3dDJ3Vx8aG7qVRqU5B8o9EAAOj1ehgMBthsNuRyOayurooez+l0QqPRIJVKodfrjXVxnThxQshwImyfYRfXtM/lysoKLly4gCeeeAKZTAYWiwV33nkn7rrrLmEX/ygxnNNDXFw7Yy9zzdrtNq5cuYLHHnsM8XgcMzMzuO222/CqV73qUJfN8vBdAA9SrtlhhT+Xk35PT5NOp4Pr16/jsccew7Vr16BQKHD69Gncd999gqt7q3Actyn7slgs4umnn8YLL7yARqOBUCiEBx54ALfccsuOxS0eh8OBTqeDer0+8ve8a+yxxx5DvV4nOVwEAmFqEAcXgUAg7AF88OrMzAyeeeYZJBIJeDweSdcC78xaXl4GwzBwOp2iY/mcq5deegn5fB4ej0d0rNFohM1mQzabRSAQEA1QHm5Df3Pr9JWVFQCAwWAAMBDNSqUS4vE4FhcXRc9BJBLBpUuXkMvlhN1xsZtLi8UCk8kkdLUiLq7tY7PZYDQaBRfXTs9lrVYT3IXAQLwMh8PQ6/XTmO6BZi8ccceF3c41azabiMfjGzKFQqEQzGbzkRNf+a6p++k8Oiq4XC6hA+1OXFOT0m63kUgkkMlkwLIsDAYDwuEw7Hb7tq/T4dI/PiuT72TbbrehUChw4sSJqXwfjMJut+Pq1asoFoswmUzCnKrV6obuj3xnZZZlD73QTCAQDgbkk4RAIBD2CKVSKYhWk2Z8+Hy+iZ1ZfLfCScaGw2FwHIdYLCY5jg+mT6fT6HQ6wuONRgNyuVwQx3Q6HRwOB/L5PFqtlujx+PKPdDqNbrc7URYXy7Jj50mQhj+XO3HEcRyHcrmMZ599Fs888wzK5TK8Xi/uvfde3HrrrcdC3AJIRtw02S0XV61Ww7lz5/Dkk08KmUKvfOUrcccdd2w5MPuwwJ/LTqdzIPKjDjO8i2t9fR3ZbHbXXqfZbAoO2FQqBbPZjFe84hW4++674XA4tnyd8iWIvGOLF7aSySSeeOIJXL58Wcibe+CBB3DixIld2ziamZmBVqsFwzDgOA4Mw+Cpp57C008/jXK5DL/fj1e/+tU4e/YsNBoNyeEiEAhTgzi4CAQCYY+gKApKpRIOh0PoMOf1eiUdIDKZDMFgENeuXRvrzOJzrq5cuYJsNgufzyc6Vq/XC4JUMBjEzMyM6JwjkQheeOEFJJNJnDhxAhzHodFowGAwbFiAh8NhMAyDWCyGW265RfJ4Fy5cQDabRTAYHOvislgsSKfTO+oYRbjhiEulUltyxPE3J7FYbGodvA47fEYccXHtnGm5uHgBdjhTyOv1Sn6+HTV4FxffNZW4uLbPzS6uabqLRjlgQ6GQ4IjeKqPytXihk48E0Ol0mJub27OSXIqiYLPZkEwm8fjjj6PVakEulyMcDiMUCkGlUglzByCE3h9F8ZlAIOwtxMFFIBAIe8iwi6vX603kWvB6vVCpVIjH42N3OV0uFzQaDeLxuKQ7CoAQHD/OHcUH06fTaayvr2NtbQ3dbneTY2dmZgYulwsMwwgljKOw2WzQ6XTIZDJjXVwAiItrSgy7uOLx+NjxLMsik8ngBz/4Ac6fP492u73jDl5HheEsLpIRtzN26uLiOA6FQgFPPfWUkCkUCARw3333YXFx8diIW8D+5kcdNfgNo7W1tam4uDiOQ7FYxDPPPLPBAXvPPffg1ltv3Za4dXNHRIqisLa2hqtXr+KJJ55ALBbDzMwM7rjjjj3tZMs7hfP5PABgbW0Np06dwgMPPIC5uTlB3AIG1yzppkggEKYJcXARCATCHkJRFFQq1YYAd74MUYytOLP4sUtLS8hkMggEAqJjeUEqn8+j2WxKhstGIhE899xzSCQSQp7GqAV5OBxGoVBALBbDrbfeOvJYvNDy4osvIpPJIBQKSbq4TCYTbDabMFYsM4wwHovFArPZLLi4hm80ePr9PjKZDBKJBNbW1qBUKnHy5En4fL496XR3WBjONQsGg8TFtQO24+IazhRaXV2FQqFAJBI59l1X9zo/6ijjdruFc+nxeLYlDrEsi0KhgHg8jmazKbiyA4HAtjcJhh1bvEDUbDY3iEo2mw2RSGRP8+a63S6SySTi8Ti63S40Gg0oioLZbEYkEpF8Li9wkeuVQCDsFOLgIhAIhD1GoVBAoVAgGAxOnIm0FWeW0+kU2pz3ej3JsaFQCBRFIRqNSo4zGo2wWq3IZDKoVCoARgtcGo0GbrcbpVJJ6LQ4CovFAoPBgEwmg06nM5GLi+O4sfMkjId3xN3s4up2u4hGo3jsscdw9epVUBSFhYUF3H///QiFQkTcugneeUQ6fe6crbi4eNfc448/jqWlJfT7fZw6dQr3338/Zmdnj7W4BWzMjyIurp1B0zRCoRDa7bYgHE1Kv99HKpXCD37wA1y8eBHr6+uYnZ3F/fffj1OnTm1L3Brl2KrX63jxxRfx1FNPIZ/Pw+Vy4Z577sGdd965Z3lza2truHLlCr773e/i2rVrUKvVOHv2LO6//344HA5UKpWxeZvAjTJFAoFA2AlktUogEAh7DJ/FxTtAeKfVKDcNz1acWfwNzsWLF5FKpYRSxFFotVq43W5ks1khV0uMcDiMcrmMUqkEpVIpOt9QKIRcLodoNIrbbrtNdI6RSATnzp1DOp1GJBKRdHEZDAY4HA7kcjmEw2FotVrReRKkMZvNG3LNKIpCMplEKpVCv9+HTqfD/Pw8HA4H6Wo1BqvVOtXulMeZcS6uTqeDVCqFVCqFbrcLrVaLxcXFPcsUOkwMu7h8Ph85PzvA6/UiFoshFovB7XaPFYz4BjLJZBKdTgdqtRpzc3M7ctONytji8+ZqtRpomobf79/z70a+S2kmkwHHcYJTy2azCefJ4XCgUCigXC7D4XCMPM6wwEVcXAQCYacQgYtAIBD2AYVCgU6ng1AohBdffBHxeBxzc3OSz3E6nUgkEkgkEvB4PJKOGrvdvqEEUqp8ahJBChiITDabDaVSCWazWXScWq2G1+tFOp1GrVYTShpvhg89z+VyQjaIlEAQiUTAMAyi0ahoiD1hMmZnZ/HMM8/g+eefR7vdBsuyMBqNCIfDG25OCNLw5bbPP/88EokETp48ud9TOrTwovf58+c3CPNra2tIJBLIZDLo9/vQ6/VYWFjYVpe54wJN04hEIrh06RIymQz8fv9+T+nQwru4rl69inw+D7fbPXLc+vo6kskk0uk0er0eZmZmcOrUKTidzm0LjMO5VPy1zjDMhnLHcDi85w0/6vU6otEoCoUCgIGIFQ6HR64LbDabMG8xgQvAhhwuInARCISdQAQuAoFA2Af4LC4+wD2bzSIQCEjmSw07s9LpNEKhkOTYSCSCF198EclkErOzs6JjJxWkAAjlh91uV/L9BYNBZLNZRKNR3H777aI3opFIBM8//zxSqRROnDgBlmVFbwb0ej2cTidyuRxCoZBkZhhBnGaziXQ6DQBotVowmUw4ceIETCYTEQy2wXa7UxI2M+zislqtSKVSyOVygjskHA7vWdnVYWc3uwAeN4ZdXC6Xa8P1t7q6ikQigWw2O7WNAl7o4TgONE2DZVlks1nE43EhF/HUqVPw+/17lv3HcRwqlQqi0SjK5TIoioLH40EkEpH8LlapVDAajSgWi5JdEocFLtJNkUAg7ATybUcgEAj7hFwuh1wuRygUAsdxE3UJtNvt0Ol0SCaTY0Umi8UCo9GIdDqNTqcjOTYYDIKmaUSjUckMDD7Tq9lsotVqiY5TqVTw+Xyo1WqoVqui40wmEywWC/L5PNrt9tjMMF6oI1lcW6der+PcuXN48sknkcvlYLFYAAyaDexlEPFRg2RxTQ+KouB2u9HtdvHUU08hm83CZrPh7rvvxp133gmr1Uqu0wmZdhfA4wwfDN9qtcAwDABgZWUFFy5cwBNPPIF0Og2LxYI777wTd911F+x2+5avU74Esd/vg2VZUBQFlmWRSCTwxBNP4MqVK6AoCouLi3jggQcQiUT2RNziOA75fB5PPvkknnnmGdRqNQSDQbz61a/GrbfeOtFGk8PhwPr6umR3Zf58DZdiEggEwnYgDi4CgUDYJ/gsLj7APZ/PIxgMSra1Hy7jGefM4se+8MILY8uneEEqmUyiWq0K4sfNDC9Qo9Eozpw5I3rMQCCATCaDaDQqKaBEIhE8++yzSKVSOHXqlKSLa2ZmBm63G7lcDisrK9Dr9aKvT7ix6x6Px1GpVIRd91AohJmZGZw7dw7ZbBbhcJh0p9wBxMW1MziOQ7VaRSwWE5pYUBSFu+66C0ajcZ9nd3jhuwDGYrFtdwEkDPD7/YjH47h27RrS6bRwnbpcLoRCoW1/F43K1+p0OkK5I1+WOz8/D5fLtWf/hrxrLBqNCl1KZ2dnt/X55nA4cO3aNTAMI5nzOeziItcqgUDYLkTgIhAIhH1k2MVVLpcRi8XG5ktZrVYYDAak02n4/X7JxSZfAjlJkH0wGBwrSDUaDWg0GiE7S0pkUiqVwk1BuVwWsjhuhs/2YhhGCEQel8WVz+exvLwsmRl2nOE4DsViEbFYDI1GAzRNIxAIbMpqiUQiKBaLiEajOH369D7O+HDDZ3E999xziMfjOHXq1H5P6VDAX6fxeBz1el0Iy56ZmcGVK1dQqVSIwLUDeBfX5cuXkc1m4fP59ntKhxJ+o4CmabTbbaytrcHn8yEYDG471H2UsNVut4VyR7HQ9t2m1+shlUohHo9jfX0dKpUK8/Pz8Pl82+6kq9PpoFarUSwWceLECdFxvGuNlCkSCISdQAQuAoFA2Ef4LC69Xg+73Q6GYdBsNiVt//zN9CTOLGAgYvA33lJB9gqFQlKQYlkWzWYTdrsdoVAI+Xwe0WgUZ8+eFT2m3+9HOp1GNBqVLC+KRCIolUpIpVKYm5uT3MHVarXweDzIZDKo1+vkBngIlmWRz+cRj8fRarUgl8sRDodFO/wNd6fkXV2E7WGxWGA2m5FKpRAKhYiLS4Jx1ynHcUin06IdFQmT4/F4EIvFEI/HiYtri9x8nfKdfrVaLebn57clwPCiFv8dR1GU0I2QD2232+2IRCKSzVymTafTQSKREOIPZmZmcPLkyalcMxRFwW63I5VKCaKZGCzLotvtQi6XE4GLQCBsC/ItRyAQCPuMTCaDQqFAMBgERVET5UsNO7PW19clx/IlkNlsFu12W3IsfzM5Kour1WqBZVkYDAZoNBp4PB6Uy2XU63XR4ykUCgQCATSbTRSLRdFxOp0ODocDDMOg1WqNzeKKRCKgKArLy8uS444L/X4fqVQKTzzxBC5duoRut4uTJ0/i/vvvx4kTJ8Y64ibNgCNIE4lEwLIs4vH4fk/lQNLv95FMJsdep3x5dbfbFRoiELYH3wWw3W4jl8vt93QOBaOu0xMnTuD+++9HOBxGs9lEqVTa0jF5UWs4PL5Wq+HcuXN46qmnwDAMPB4P7r33XrziFa/YM3Gr3W5jaWkJ3/3ud7G8vAytVovbb78d9913n+CongZ8B0WxdUCv1xPyxhKJhNA9kkAgELYK2RIjEAiEfYbP4uK7BObzeTQaDcmsCmByZxY/tlwuIx6PY2FhQXQcL0hFo1EUi8UNbb0bjQYACCWJoVAIuVxO6JQohs/nQyqVQiwWkwzfDYfDYBgGyWQSCwsLki4utVotHHdc58ejDC8AJJNJdDodaDQazM/Pw+PxTNxqfbg7ZTgcJi6uHTDs4goGg5JOheMEf50mEgl0u92JrlO+o2I8Ht9ReRRhYxdAt9tNXFwidLtdpFIpwcU06jr1+/1IJBKIRqMTlQ4OlyJSFAWKolAqlTaU5QYCAYRCoW2XO26HlZUVxGIxoUup1WpFJBLZtS6lFosFMplMiCLgudk5ptVqoVaricBFIBC2DVktEAgEwgFAJpNBLpcjGAyiUChgeXlZUjQCNjqzAoGAZEg4XwKZy+XG5obwwlE0Gt0gSDUaDVAUJQhcKpUKXq8XqVQK1WpVdMeZf1/Xr19HoVCAy+UaOW5mZgYulwv5fB7NZhMGg0HSeRQOh5HJZHD9+nXceeedouOOIvxNQTqdRq/Xg06nw6lTp+B0Ord18xqJRITr7tZbb92FGR8fZmdn8eyzz04kPB911tfXkUwmkUql0O/3odPpMDc3N9F1OtxQI51OIxQK7c2kjyB8FteVK1eQz+fh8Xj2e0oHirW1tQ2h7lLXKV/KzzdEsFqtI4/JO7aAGx0Cc7kcEomEUJY7Ozs7Nhtz2lSrVWEDCxiE5IfD4V0v9ZfJZLBarSiXy+j3++h0OojH48I5NxgMOH36NBwOh3DuSA4XgUDYDkTgIhAIhAMAn8Wl1WrhdruRzWYlRSOeSZ1Z/Fg+eFwqUFxMkGo0GpiZmdnguBgOpr/jjjtEF6NerxfJZBKxWAwOh0P05pbP9kokEjh9+rSki0ulUgm76ZVKRbTz41GCDyHOZDJgWRZGoxHhcHjHIcQ6nW6DuDhJ63fCaMxmMywWiyDKHEcX1+rqqhCWzbIsTCYTQqHQlq9T4uKaHnwWVywW29NufAeZVqu1IdTdZDIhHA5L5kUCg++9ZDKJaDS6yfF0s7DV7/cFYWttbQ0qlQpzc3N7mi3HcRxKpRKi0Siq1SooioLP59tzxy6fM/r888+jUqmA4zhYLBZEIpEN55wXt1iWndiJTCAQCDxkpUAgEAgHBN7FFQgEhAB3KdEI2Joza2ZmBk6nE4VCAcFgUFLEuFmQ4jgOrVYLbrd7wzi+UyIvMontZstkMoRCIbz00kuSDgI+QD6bzaLRaMBkMkm6uEKhENLpNK5fv4677rrryO728iHE+XxeKCcJhUKi3S63w3B3SqnGAYTxzM7O4plnnkEsFsP8/Px+T2fPWFlZEcKy+es0HA5vO0+IuLimB/8ZfPXqVRQKhU2f5ceJRqOxIdTdZrMhHA5PXOo+3JBleCOKF7Zomkan00E6nUYqlRJK706fPg2v17tn4iIfkh+LxbCysgKZTIZwOLypm+5eUKvVhPNdLpfhdDoRiUREnWNE4CIQCNuFCFwEAoFwgFCpVOj1evB4PEin05KiEc+kzizgRs5VLBbDmTNnRMfdLEjxwtmoXLBAICB0SpTK7/B4PEgkEojH45IOAj7bK5lMwmAwoN/viy5ylUolAoEAYrHYyM6Ph516vY54PA6GYQAMHC3hcHhsPtt2mJmZEcTFlZUVoRSVsHVMJhMsFgsymQxCodCe30zuNbVaDbFYTAjedjqdCIfDU7mGiItrevBZXNFoFC6X68huCIyC4zhUq1WhSzBFUXC73QgGg9u6TnkX1/LyMu644w4AA0GWL8vNZDIbSu+cTueene9+v49MJoNYLIZ2uw2lUomTJ08iEAhAoVDsyRyA0c4xhUIBiqJw2223iZ4PiqJImSKBQNg2ZJVAIBAIBwi+o6Lf7xcC3MeFvm7FmaXVauFyuZDL5cYG2Xs8HsHFxYfCjhrPB9PzN7h2u33k8YZzYLLZ7Iag2WHUajW8Xi/S6TTq9TpMJpPkLm4wGEQqlcL169fHlpYcBvgbMT7jhaIoeDwehEKhXS8nCYfDyOVyWF5exm233barr3XU4V1c8Xj8SLq4OI5DuVxGLBZDrVYDRVHwer1TD8smLq7pcfPGxXFwcXEcJ2wANRoN0DQNv9+PYDAomVs57phyuVzIoFxZWYFcLkcikRBC20eV3u023W4XyWQSiURCaDqyuLgIr9e7p04olmVRKBQQjUYF51goFEIoFEIqlcLy8jKazaaosDhcqkhcXAQCYasQgYtAIBAOGEqlUhB5ksmkpGjEwzuzotHo2JDwcDgslEBKiRh8e/krV66gUCiApmlRgcXv9wudEqVydlwul+DicrvdogvXYDCIbDaLRCIx1sWlUCgQDAaxvLy8qfPjYYK/ERvurrXTG7GtwpeIZjKZiTp5EsQxmUywWq2CKHNUXFwcx6FQKCAejws3r8FgEIFAYNfeo8PhwMzMDOLxOPx+P7nh3QE+nw/xeFzI4jrsGwJi8OV58XhcCHUPh8MIBAKSZe9S8N0QWZYVNh5SqRSWlpbQarUA3HAv7mVn37W1NaETIR+SPz8/v+dZazc7xxQKBU6cOLHhnDscDuG7Wso5N+ziIn/vBAJhKxCBi0AgEA4YvIvL5/Mhm81O1I58OJx+nDAx7JCq1WqSC3FekOJ3W8UWy3ww/fLyMhiGgdPpHDmOF80uX76MbDYLv98/ctxwh8ZarSa0GBcjEAgI5SLDnR8PA/xudywWm9qN2E4Ih8PIZrMTdfIkSDM7Oyu4nMY1gTjosCyLbDaLeDwu3LzOzs7C7/fvetkTRVGYnZ3F+fPnkUqliItrB/CC5LVr1yS72h5WeJGFD3Xny/N2Ut7KC1scxwEYfI/xLltgEFbv9XoRDof3tEFHq9VCLBZDJpMBx3Ewm80Ih8N7/h3Y7XaRSqUQj8fR6XSgVquxsLAAr9e76ZwbDAaoVCowDINIJCJ6TFKmSCAQtgsRuAgEAuEAwmdx8bvtk9yI8NlV45xZwA2HVDQaxe233y66eKRpGoFAAFevXh27E+zz+YSSRrvdLjr+ZheX2E0H36ExkUjAaDRKurjkcjlCodChumnr9/uCYMDfiJ04cWJPu2uNQqPRbCgR3e328UcZo9EIq9WKTCaDcDh8KF1cvV4P6XRaKHtSq9WYm5vb87In4uKaHnxAejQa3dNsqN2k0+kglUoJoe4ajQYLCwuSTuFxDAtbFEWBoigwDLPBvahWq9Hv93HLLbfs2XlsNBqIRqPI5/MABt0JI5HItps5bJf19XXE43GkUin0er2JnGMURcFutyOdTqPT6Yhu4vDncvj8EwgEwiQQgYtAIBAOIDRNQ6FQwOv1IpvNCt0MpUSmrTizVCqVIEhVq1VYLBbJscCgk1+v1xMVX/icDV5kEst34TN1Ll68KJmpM9yhsVqtwmazSd6o8GMP+k1br9dDKpVCMpkUBIP5+Xl4PJ4Dc9MeDoeRyWQ2BCgTtsdhdXF1Oh0kk0nh5nVmZgYnT57c87InHuLimh7Dn9VSjtvDAF+ex4e66/V6zM/P7+g7gHcOATeEFr5kfnV1dUPpXSKRwPLyMtrt9lSz50bNqVKpCFmXfInktJo5bIVWq4V4PI5MJgOWZWEymRCJRCZ2jvECV7FYhNfrFR037OLaj88cAoFwOCECF4FAIBxQlEqlIETxu7Uej0fyOZM6s4BBWV8mk0E0GoXZbBYd22w2AQwcR6lUCuFwWPSYw8H0TqdTdFFqt9uh0+mQTCYlS0f4Do3JZBJms1nSxcW3QL969SpyudzYc7XXjBIMTp06JXme9gu1Wg2fz4dUKoVqtbrnzoCjhNFohM1mEzoq7lWe2nZpt9uCYMCyLAwGw76UPY2CuLimB+8OjkajcDgc+/5vu1V4kYUPdefL88Y1ZRGDLz8cFrb4csdkMon19XVhM2L4O4vfSKrVarsicHEcJ+Rr8tmMgUBg6s0cJmFazjGr1QqapicSuPigeeLiIhAIk0IELgKBQDigDLu4+ODWce6JrTizeIcU3zbdZrONHMd3ntJqtUilUvD5fKKZO7wzgBeZxBavw53RpESz4Q6NlUpFuMkWOwder1e4adsvp8nNHGTBQArexRWNRvGKV7xiv6dzqJmdnUWpVEIsFsPi4uJ+T2ckNwsGFosFoVBo24LBbkBcXNODz028fv36oWrOUa/XEY/HwTAMgIHIEgqFth3qfnO+FkVRQqbUzZsRbrd703fKsMA1zU0VPvNuOJsxEokgGAwKruq94GbnGAC43W5EIpFtO8fkcjksFgtKpdJE7iwicBEIhK1ABC4CgUA4wCiVSnS7Xfj9fly/fh3ZbBY+n0/yOXx21ThnFjAo60un04hGo6LtzBuNBoxGIwKBAF588UUkk0nMzs6KHtPtdgsZWy6XS9RlYbVaYTAYBBeXmGjGd2hMJBKwWCyS+VS8i+vKlSsTnavdZJRgEA6Hx/6bHBSGxdJKpSIplhKkMRgMsNvtyGazCIfDB8rFdbNg4HA4EAqFDmz2GnFxTY/hsu6DLLjzIks8HkelUgFFUXC73QiFQtsOdR8lbK2trSGZTAqbEUajEZFIRNLhplAoMDMzg1qttt23twE+847PZlSpVJibm9vzbMbddo45HA6USiVUq1VYrdaRY/jcM1KmSCAQtgIRuAgEAuEAQ9M0lEolPB4PMpmMEMwudVOnUCgEZ1apVILdbpccGwgEEI1GR+7ir6+vo9PpwOVywWKxwGg0Ip1Ow+/3i4bD0jSNcDg8tlMiRVEIh8NjRbPhDo2lUknIVhnn4orFYvB4PHu+KG40GojFYodGMJAiFAohnU5jeXn50AhzB5VIJIJisXggXFyjBAOPx4NgMLinXeC2A+/+vHDhAnFx7RC5XI5AIIDl5eUD6eLiRZZYLIaVlRVBZAkEAtsWiUcJW61WC4lEAvl8HhzHwWq1IhKJTOxeNJvNSKfTkhmV4+h0OkgkEkgmk+h2u9BqtTh9+jS8Xu+efoftlXOMX5cwDCMqcHEch2q1ikqlglOnTk3ttQkEwtGGCFwEAoFwwFEqleh0OkI3w3Q6jWAwKPkcPrsqFovBZrNJLtL5rKVRu/iNRgPAwIHC31i+8MILSCQSOHnypOgxnU4nEokEEomEZHg6L5qlUilJ0Yx3EiWTSSFsXmzRT9M0IpEIlpaWkMlkRAW2acIvxPlyz2k4DA4CKpUKgUBAEELEbkQI4zkILi6O4wSRjS899vv9CAaDB8pVNg6n04loNEpcXFOAD0o/SC4ulmWRy+UQj8exuroqiCxS3xHjuFnYomka9Xp9Q+mdy+VCOBze8maEyWQSus5u9TOy3W4jHo8jnU6j3+/DYDDg9OnTe94oZa+dYxqNBjqdDsVicVPzjVHuMb/fD4VCcSCuTwKBcLAhAheBQCAccCiKglKphNPpFLrveb1eyUXnsOtpXJes4SyWfD6/ofvhsMAFDHaqzWYzMpkMAoGA6I4u7+K6dOmSpCA3qWh2c9cvPl9LTORyu92IxWKIRqO72p2Q4zghW2l4IX7YBAMpgsEgUqkUlpeXD1Qe02FkdnYWxWIR0WgUp0+f3rPXZVkW+Xwe8XhccGWEw2EEAoFtCwb7CXFxTQ/exRWNRsc6fncbXmThQ91VKhVOnTo19vtOilGOrXK5jHg8jlqtBoqi4PP5EA6HMTMzs63XGM7hmlTgajabiMViyGazgmssHA6LRgXsFvvpHHM4HIhGo2i1WpiZmRF1j/l8PiiVSrAsS8RsAoEwFiJwEQgEwiGAd3EFg0Fcvnx5bDdD4IYzKxaLwW63Sy5WvV6vMHa4q1+j0YBCodggZEUiETz33HOIx+OYm5sTPabD4UA8Hh8ryE0qmnk8HmEhbrfbJTM5aJrG7OwsLl68OJHjbauwLItCoYB4PI5mswm5XI5QKCQ5/8OKUqkUgv6lmhEQxqPX6+FwOJDL5RAOh3e9CxrfBS6RSGBtbQ1KpRInT56U7Fx6WCAurukRCASQTCYRjUbHOn53g5s7zGq1WiwuLo4MdZ8UPrcJgPB+GIYRPrP5vMZgMAi1Wr2j+c/MzEAul0+Uw1Wr1RCNRoUSdqfTiUgksucl7AfBOWa324WujDKZTNQ9xofME4GLQCBMwuFe3RAIBMIxgaIoqFQq2O12wcUlFcwODFxPwWAQ165dQ6FQ2ODMGjX25u6HHMdhZWUFRqNxw4LXaDTCarUim81KZqHc7LKQEuQmEc34G5KrV6+CYRjh5kfsBsjlciEWiyEWi+3IATBMv98XSmfa7TYUCgVOnDgx9t/isDPs4tprh8FRIxKJCLlCu+Xi4rvA8a4MjUaDhYWFsfl9hwni4poew1mMeylij+owGwqFJEPdx3GzsMW7ghKJBNrttiDyBgKBqX1mUxQFk8mEWq02stvfsNOXz7zzer0Ih8N7XsLebDYRjUaF5if75RwDAK1WC5qmcf36dXAcJ+oeGw6aJ90UCQTCOIjARSAQCIcEhUIBhUKBYDCIS5cuje1mCAxcT8lkcpMzaxQ3dz9cX19Hr9cTyhOHiUQiQpnHzfkZw9hsNuj1+rGC3KSiGT/HZDIJh8OBfr8v+p4oisLs7CzOnz8/keNNCr50JpFIoNPpQK1WY25uDl6v98gIBlIM3wDvdxnTYWfYxRUKhbZdFjWK9fV1JBIJwZWh0+kwPz+/53k+ewVxcU2PYRfXbosdzWYT8XhcCHW3WCwIhULbLoHmyw+Hha1er4dMJoNkMolOpwONRoPFxcVd+8w2mUwolUpotVqCaMVxHPL5vJB5x28khUKhHbvGtspBcY4BN9xjqVRK+De75ZZb4PV6R/77848RFxeBQJgEInARCATCIYHP4rLZbDAYDEilUvD5fJIlcaOcWWLc3P2QF6NGCVx6vR52ux35fB7BYFC01Ip3WYzrlAhMJpoNzzGfzws3K2Iil8PhgF6vRzwe35bL6ubSmZmZGZw8eVLIADtO8DfAy8vL+1LGdJSYnZ0VXFy33HLLjo+3urqKeDwu5PmYTKZ9c2XsJcTFNT347ru8y2g3GkrUajXE43EUi0UAO+8wOypfq9PpIJVKIZVKbRB5d/sz22w2Axi8R41GI2RJra6uCk7fvc68451j0WgU1WpVyBvbr+YnKysriMViG9xjJpMJy8vLkMlkkp9Vwy4uInARCAQpiMBFIBAIhwiFQiHkPZ0/fx6JRGJs+2ze9RSLxeByuSQXh8PdD3mXjl6vHzk2HA4LHdmkSq34TonpdFqyC9akopnT6RR2f51Op6TAxbu4zp07N5HjjWdtbU1wwvClM+Fw+MB0GdsPePfg8vIyisUiHA7Hfk/p0KLT6eB0OoUsru26uPgbxkKhAGDgmAyHw0Lo9XGAd3ElEgni4tohwWBQELGn1VCC4zhh44IXWTwez47ci6OErXa7jWQyiUwmI4i8kUhkzz6zeZEulUrh2rVrWF9fh1qtxsLCwtRK5CeFz4iMRqNYWVnZV+cYAFSrVUSjUUHYHHaP9Xo94XdSMQp8uSkpUyQQCOMgAheBQCAcIvgsLovFApPJJASzSy1ah11P/PhxYy9duoRyuQy1Wi0qSPE36YVCAcFgUHRHeNJOicBkohk/x6WlJeRyOeGmVkzk4h1vyWRybJv5VquFeDwu7DDvtHTmqDHs4jrOYt80iEQiwk3omTNntvTcarUqhP4Dg7y5UCgkKkYfZYiLa3rwLq54PL5jFxfHcUIjDl5kCQQCOwp1Hxa2KIoCRVFYWVlBMplEPp8HMAguj0QigqNqL+BLgwGgXq9Dp9Ph1KlTOwrJ3w58U4lYLCZkRJ48eXLs995uIOYeu1nQl8vlsFgsKBaLko1jhssUicBFIBCkIAIXgUAgHDLkcrmwI3vu3DnE43HMz89LPsflcgnOLI/HI7mbzHc/bLVaY8OGw+GwUGoldZM+aafESUUz3mmWTqcFV5rUwvjEiRN4/vnnRQW2RqOBeDwuOGHsdjvC4fC+5JMcZORyOYLBIK5fv45CoQCXy7XfUzq08Nd6Pp9HJBIZ62bhbxjj8ThqtRpomobP55N0Ox4XiItrevANJaLR6LaE/VGNOCKRyI5C3Uc5tvhyx3K5DIqi4Ha7EYlE9lTkXV1dRSwWE0Ly+W7Hd999954KSnxTiXg8LmRELiwswOfz7fnfAsuyyOfziEajQrfKce4xu92OcrmMer0uKUwOlyket4gAAoEwOUTgIhAIhEMG7+IymUywWCzI5XIIBAKSN7m8y+HixYtIp9OSLge+hOTatWvo9/uSc9FqtXC5XMjlcmg0GiPzungm6ZQITCaaURSFcDiMixcvIpvNIhgMSopcvOMtmUwiGAwKNx/DThj+Jmm/8kkOC4FAAIlEAtFo9MiGl+8Vk7i4+HKjeDy+4YZRSig+bhAX1/RQKpWCi6tarcJisUz0vN1oxDHKscWLvPV6HTRNIxAIIBQK7anI22g0hCwpYOASjkQiWF1dxcWLF1Gv1/ekEcf6+rpQrt/r9fYsb2wU/X4f6XRaEDa30q3S4XDgypUrYBhmrMBFyhQJBMI4iMBFIBAIhxC5XC5kcVUqFcTjcSwuLko+x263Q6fTIZlMwuv1Si46+cVxvV5Ht9uVHBsKhYROUWfPnhUdN2mnxGHRbGVlRXRHnn8/mUwGHo9noiyu5557DrFYDBaLZZMTJhQKic6JcAOZTIZwOIyXXnoJ+XxeMjeFII1Op4PL5UI+n0c4HN4grPb7fWSzWSQSCcEJc+LEiW01SzgOEBfX9OCzuHgXlxS70YiDd+kAN0rT8vm84CyWy+WIRCIIBoN7JvJyHCdsiPBZUm63G+FwWNjY4edSq9V2VeDiS+l559he540N0+12kUwmBWFzO90qtVotZmZmUCwWJTe/eIjARSAQpCACF4FAIBxC+I6KBoMBNptNCGaXKnPiXQ7nz59HKpVCJBIRHbuysgJgsJAcF86u0Wjg8XiQyWRQr9cly/om6ZQI3BDNotGoqGg2/H4ymQxCoZCkyGU2mzEzM4NkMolkMkmcMDvA5/MhHo8LLi5SLrJ9IpGIcK3feuutu+KEOQ4QF9f04F1ciUQClUplpMjVbreFzp0sy8JoNCIUCu1IZOGFLe7/z957PieSrdneC4SRQQgEwkMa5KvazjkxERP3/uk3Zj7MTMRMd3VXVbtySoeXRQgBwuX7Qe/ejSgyQQhT5vlF3Ii5pzewhSv2yvWsZZpwOp3o9/soFArQdR2tVgterxf7+/vIZDILC203TRNnZ2dQFIVfEEmn05Ak6SPX2Pr6OjweD6rV6lz2UqvVoCjKUvPGGK1Wi7vHZtFWubOzA03T0Gg0bFuZaUyRIIhxkMBFEATxmcJcXIIg8DDXcWHVoVAIfr8fuVwOqVTKMiekVqthfX0dbrcbuVxubEitKIoolUpQFAU//PCD5bpJmxInFc3Y31MsFi1dXP1+H8VikY9OAIDf78ePP/5ITpgpYS6ut2/folwuI5FILHtLny0bGxuIx+MolUr4888/UalUZuaE+dogF9fsYFlczPHKuLm54XmFpmkiFApBFEUEg8GphC2WqzXo2Op2u/xCRKfTwfr6Op49e8a/4xdBv99HqVSCqqqo1+twuVyQJAmiKFpeEHE4HAgEAri8vJyZw8g0TVxeXkJVVZyfny8tb4xRr9e5e8w0TQSDQciyjHA4/KS/l2V/np2dQRAEy3WDY4oEQRCjIIGLIAjiM4VlcW1ubiISieD09NR2pI/dRpZlvHz5EoZhYHd396M1vV4Pt7e3iEajiMfjE7Ufer1eJJNJ5HI5yyv+jEmaEoHJRLPBvyefz0OWZS5yMSeMYRi8sv3g4ADn5+e4vLxEt9slgesJJJNJ7uIiEWZ6ms0mP+QXCoWZOGG+VgZdXPl83vagTNjj9XqRSqVgGAZvwWMiC3AvJoqiaJu7aMeo4Pi7uzvkcjnk83n0ej34/X4cHx8jFost7LPAsqRUVUWr1YLH48H+/j7S6fRE/14EAgGcnp6iXq8/SYAyTROnp6dQFGWpeWOM6+trKIrCi1gikQgkSZqZeywQCMDlcuH09HSizy2NKRIEYQUJXARBEJ8xKysrcLvdEASBj1HY5WABfweu5/N5pNPpj65G1+t1mKYJv9//oP0wnU7b1rsLgoBisQhFUWyv5k/alDgoml1dXVn+kA4Gg9ja2kKpVEIymUSv10O5XEYul+NX/4+Pj3lleyAQwP/8z/9AURRbgY2wh7m43rx5w597YnKYE6JcLsM0Td7AdnR0tBRnxpcCc3FpmraUFrkvCebievnyJbrdLhwOB5LJ5NhxeDtGCVuNRgO6rqNUKsE0TWxvb0OSpCe7gh4Dy5LSNA2dTmeqLCngXqgB7nO4pvkcM8exqqpLyxtjmKaJi4uLB0UsiUQCkiTN/DvK6XRyd3e327UcQW00GlAUBTs7O/T5JghiJCRwEQRBfMawLC4WVl0qlcbmYAHggeujGg1rtRoA8Cvz2WwWP//8MzRNw+HhoeV9ejwepFIp6LqOi4sLhMNhy7WTNCUC9wesQqEARVHw448/jjzssAD5X375Be/fv8f19TX6/T42NzdxdHSESCTy4HZ+vx+RSASlUmlkjgoxOYMuLiYgEvZcX18/CKpmTgiXy4X//u//nkikJqwhF9fTGWzuNE0T3W4XsVgM+/v7U4ssTNRi2UkOh4OPO56engK4/yzIssxFokUwnCW1ubmJ4+PjqbMFt7a24HA4cHV1hXQ6PfHtmONY0zSeN3ZwcIB0Or2wvDGGaZq83bVWq2FlZQWCIMy9iGVnZwelUgnn5+eIxWIP/hv73mT5Yy6Xa6EjqwRBfD6QwEUQBPGZw7K4MpkM/1Fql4MF2Dca3tzcwOFwcGcVC7IvlUoQBMH2B24mk+GCVCgUsrz6PmlT4nDYcSgUGrkuEAhge3sbl5eXWFlZwTfffINoNGr5+LIs8/GP58+fW/49hD1OpxOSJOGvv/7iLj/iYwZzdNi4VyKRgCiKD5ww8XgcxWJx7KgxYQ+5uKZjVHOnKIrQdR2dTmcqcWvYseV0OnF1dQVN03B5eck/C7IsW7p558FwltSsXGMrKyvY3NycOGi+3W5D1/WP8saSyeTCLxiwUH9VVdFoNOB2u5HNZiEIgm0G56xgz/3Z2RlisRj/3lQU5YGDjH1v0pgiQRCjIIGLIAjiC8Dr9WJ9fR3xeByFQmFsDhZw76Ia1WhYq9Xg8/ke/LiWJAnn5+dQVRXHx8eW9+l2u5HJZKAoCs7OzhCJRCzXTtKUCNyLZvl8nlfW24lWTOAKBAK2P3w3NzcRjUZRKpUgiuJCD1ZfGolEApqmQVVVuqI+BMvRUVUVNzc3PEdHEISR476SJPHcOXJxTQ+5uB5Hp9PheYWsufPw8JB/nnu9HnK53ETuYMagsMXa787OzqBp2kJdQcOMypKatWssGAzyFlQrYYi1UA7mjT179sz2wsy86Ha7yOVy0DSN51UeHh4ilUot1D3m8Xh4hhkL+K/VaiPzx3q9HncE0r85BEEMQgIXQRDEFwDL4kqn01w0Gtdq5ff7P2o07Ha7aDQaH+UpsSB7ttYufyWVSvH2Lbug7EmbEploxgKOd3Z2LO8PuL8i3mw24XQ6ba86Z7NZ7nj79ttvLdcR9jidTsiyjD/++AOFQgGZTGbZW1o6rIGN1d6zHJ1xbaRMpCYX19MhF9d47u7uYBgG8vk8ut0ufD4f9vf3PxrPE0WRX2QY5w5mogMA/t3PXGHLcAWxPY3KkpqXaywQCEDXdVSr1Y8u8tTrdSiKwvPGQqEQJEmydTzPi7u7O+4eG2xuTSQSSxk37/f78Hg86HQ6ePXqle17xeFwkMBFEMRISOAiCIL4QvB4PFw0yuVyY3OwgI8bDVn+1qiD9WBult1Yn8vlgiAI+PDhAyqVykdZGoNM0pQIAOl0motmViMkt7e3/P82DAMHBwc872UUGxsbiMfjY8ckifHEYjEoigJVVR8dyvwlwRrYdF3H3d0dvF4v9vf3kUwmJ3ZCyLKMUqmEk5MTfP/99/Pd8BeMw+GAJEn4/fffycU1RKPRgKZpKJVK6Pf72Nrash3PW11dRTKZRD6fH3kxgo0fDgpbg+OO7LOwaFfQsrKkBoPmmcBVrVahKArPG4tGo5BleWJH3Cxhr38+n+evvyzLH+VVLophBxkAhEIh/PDDD5bvFYfDgX6/T2OKBEF8BAlcBEEQXwiDLi4mGo27KjzcaHhzcwMAI6vfNzY2EIvFUC6XxwpCyWQShmFAVVVEIhFLkWnSpkQmmp2cnOD09BTRaPSjNUzgCgaDOD09RSqVGuvikmUZ5XKZxIQn4nQ6kc1mv1oxgTWwWTV3PoZBZ2OtVhv5WSQmIxaLQVVVcnH9/9zc3EBVVT6eFw6HIYqi5ffuIKIo8nxFdjFiWNhyOp1ot9t83HFZriDWRKgoylJcY6urq/B6vbi6uuLtxix7L5VKLW0svlarQVVVlEolAPevvyRJtqP/88TKQfbhwwe0221bIZTtd3AMliAIAiCBiyAI4ovC4/Hwq+26ro/NwQIeOrOAe6HMagRRkiRUKhWoqmo71reysgJRFPHu3TuUy2UkEgnLtYIg8MOIVVMicD/6OCiaDa9jApcsy3jx4gUMw8DR0ZGti2t9fX2iMUliPF+jmNBqtaDrOgqFAm9gG9Xc+VgkSUKxWMTJycnYkTDCGnJx3QsALNT94uICwP1nVRTFR7lWh0fKNzc3ucDlcDjQarWQy+W4K8jv90OW5YVmSn0qWVKmaXKB68WLF/zfQ1EUR2bvzXsvV1dXUBQF5+fnAO5ff1mWlyaej3OQ3dzcQNd1tFot2+drcEyRGnwJgmCQwEUQBPEFwVxcqVSKi0Z2OVjAw0ZDt9sNn89nm5vFMoLGuUsSiQR0XYeqqojFYpY/QD0eD1Kp1NimRHZIeP/+PcrlMuLx+IP/fnt7C4/Hg62tLe5Kq9fr8Pv9Y11cTEz48ccfLdcR9gwGe+dyOYiiuOwtzY3b21vouo5isQjTNBEMBiGK4sxydCbNpyPG8zUKr8C9sMFC3a+vr+F0OpFKpXje4jSIosj/Xfn222/hcDj4Z6FcLvNMKVmWF+oKYk2Euq4vNUuq1+vxFsJmswngfrx+b29vYXljDPb6K4qCarUKp9OJdDoNSZKmfv2fys3NDRRF4e8VKwfZzs4OdF3H6empbaYjjSkSBDEKErgIgiC+MDweD7xeL1KpFFRVHSkGDSNJEsrlMjqdztiruqz9cJy7xOl0QpIkvHnzBsViEalUynLtpE2JiUSCu7iGg5AbjQZ3njGnmWEYOD4+tr3Cu7q6yoPxq9XqTNu0vjaGg70X6ZpYBLVaDZqm8RGvnZ0diKI4l/cMc3FNEuxNWPO1ubj6/T7K5TI0TcPt7S1cLhdEUUQmk4HX653qPtkYmNfrRTQaRblcRrVaRS6Xw9nZGYDlZEo1m02oqrr0LCk2osyaE1dXVyGKIjRNg8/nW6i4xQouVFVFvV6Hy+WCJEkQRXHq1/8pTOMg297exsrKCs7OziYqLSGBiyCIQb6sX54EQRAEnE4nd3Gxq8nDYtAwq6ur2N7exsXFxViHw+rqKhKJBPL5vG1uFnD/Q1bXdWiahng8bnnfkzYlMhfX27dvUSqVeNtjt9vF3d0dvx1ro2MB8ltbW7aHDEmSUCgU8OHDB/zjH/+w/fsJaxwOB7LZLF6/fo1cLgdJkpa9pSczPOLlcDgQj8fnnqOztrZmG+xNTM7X4OJi7iE22uXxeLC7u4tUKgW32z3VfTJha3AUkYnWv/zyC8+UkiTJtll31rAsscEmwkW7xoC/R5RzuRxvoTw8POTFKqxJcRGiarfbRT6fh6ZpaLVavOAinU5P/fo/hac4yJxOJ8LhMM7OztDr9Sw/rw6Hg8YUCYL4CBK4CIIgvkBY1XY6ncbJyckDMcgK1ip1eXkJSZJsDwqDoyp2uVnMxfXnn3+iUCjYXo1lTYmKoli2eQFAPB5/IJo5nU6evzV4yGJOM13X8fz5c9sfwF6vF+l0mo9Jbm9vW+6TsCcSiWBzc5OLCcs4XM0C0zRxfn4OVVX5iFc6nYYgCHNtYBuECa80Pvs0vmQXV6fTQS6Xg2EY6HQ6WFtbw9HRke0FhXEMClvse/j09BS6rvMiknA4jOfPny80U4o5gZhrLBaLQZKkhYu/t7e3UFUVhUIBpmkiEAhAluWP4gC2trZQrVbnupd2u83dY6zg4tmzZ0gkEksRcmflIItEIqhUKri4uLDNER0cUyQIggBI4CIIgvgiYe2BLMdH0zTEYjHbH7zNZhNOpxO1Wg1XV1e2Io/H43kgCFnlZgH3oyssHyWRSFiOrU3SlMj+NkmS8Ndff/HRRyZwDV4ZHs4xCgQCtj+wRVFEPp/Hhw8f8M9//pPGHaaEZXG9evUKhmEgm80ue0uPot/vo1KpQNM0fkB76ojXtND47Oz40lxcrVYLhmEgn8+j1+tx95Bda+04mBMG+DvAu1QqQdM0NJtNuN1uPnq3tbW1EHGLCc3DTYSLdo0BwPX1NR/7B+5HlGVZtnQxBwIB7qia9XPVbDZ5UHuv14Pf78fx8TFisdhS/u2atYMsHA4DwERFOQCNKRIE8TckcBEEQXyhuN1uuN1upNNpvH//HsViEel0euRa0zR5aDwLgg0Gg7Y/FifNzRp2T9iFj7PDvKqq2NnZsTyoMdGMubhGObiAe9GqVCpB13X4/X7bcQePx8PHJC8uLvgPbOLx7OzsYHNzE4ZhIJPJfBYurl6vh2KxyA9osxjxmgWiKKJQKHC3JDEdX4qLa7jgIBAIQJKkqQsO2PjhoLA1OO7IMqWOjo6QSqXgdDqRy+VQr9dn+ncNw7LEFEVBvV7HysoKJEmCIAgLdY2ZponLy0soivJgRFmW5bEtlEyQrlarfGzxqdTrdaiqyl//7e1tyLI8s4KLx8IC/pmDcFYOMq/Xi62tLZyenuL4+Nj29wXwtzj7uQvXBEE8HRK4CIIgvlCYiysej/Mrq1Y/OlutFjqdDgKBAL/qPE7kmTQ3C7gXPHw+HwzDQDKZtBQMVlZWIAgC3r9/j0qlYhmO73Q6IYoiH31sNBpwu90f5Wx5vV4kk0nugGHhtVYIgoBcLoeTk5OlHRi+BFgW18uXL6HrOnZ3d5e9JUs6nQ7y+TwMw+CH+cPDw6WN+Ayzurr64D1MLq7picViD0oQPoXXd1JqtRpUVcXp6SkA8Aa6ad8Po/K12u028vn8g0ypg4MDPgrO2NjY4BcVZs1wE6HH48He3t7ChXLTNHF6egpFUfiIciaTgSiKE7cQzlLgqlarUBSFv/7RaPRJr/9TGeUge/bsGaLR6Mz+3YxEInj//j1ubm5sy28Gc7g+p880QRDzgQQugiCILxiPx4N2u41MJoO3b98il8uNdFDVajUAwObmJoLBIHdmjRN5Js3NYmNrLHxclmXL+7RrShxkcPTR6XRajqsIgoBCoQDDMLC1tWXr4nK73XxMctLRCGI04XAYW1tb3MW1yCaxSbi7u+MjXuwwv7+/P7aQYRkwF9fJyQn+5V/+Zdnb+Wxh30Ofi4uLFRyoqorLy8uZFByMEraazSYMw0CxWES/37fMlGJsbGygXC7PdCRsuIlwbW0Nx8fHSCaTCxUt+v0+isUiVFXlLZSyLEMQhEePKK+urmJtbW3qHK5R45nJZBKSJM214MKOUQH/T3EQ2sEErtPTU1uBq9vtolAoQBAEuFwuujBFEF85JHARBEF8wTgcDng8HkSjUe5SGeWgYsHBfr8fLpcLmUyGh/naiTyT5mYBQCgUgt/vRy6XQyqVshQ8rJoSR/1tsizjt99+AwBLt9lgXli1WkUoFLI9MGUyGRiGgZOTE8sDHjEe5uL65ZdfoOs69vb2lr0lAH87D9hhfmtrC5Ik2Qq0y4ZlcRmGMba5lLDnc3BxsQY6VVVRq9VmUnAwStiq1+vQdf1BppQkSWPH030+H0zTRLPZnNjNZAVrIjQM40GWWCwWW6jQPCpD6uDgAOl02jI3chICgQAqlcqjWv7YeKaqqri5ueH/JoqiuNDxzEGY0DroIJNlea4B/z6fD6urqzg7OxvpAr67u4OmadxxuLq6inQ6/Ul+pgmCWBwkcBEEQXzhDLq4/vrrr5EOqlqtBq/Xy69QDzqzxok8k+ZmMUHq5cuXMAzDdmxtsCnRLhw/HA5jfX0djUbD9oc/ywvTdR2BQMDWxcVEuw8fPqBSqcwsO+VrZHt7G4FAAIZhQBCEpbq46vU6NE3jzhPmPAgEAp+ssDUIK0FQFIVcXE/gU3ZxMWFD0zTuHpIk6UkOyFHC1vX1NTRNw/n5OYD771tJkmxdMoMwt2y9Xp9a4BpuIgwGg5BleeFC86gMqefPnyORSMxEYAsEAiiVSqjVamPHCYfHM91uN3Z3d5fmgLUK+H+Kg/AxOBwO7OzsIJfL4e7ujv8+ub29haZpKBQK3HEoiiJ2dnZoTJEgCBK4CIIgvnQcDge8Xi92dnZ4vsqgg8o0Tdzc3DxoTWRXjN+/f49yuWyZhcXWTpKbBQDBYBCBQAD5fB7pdNpy5GO4KdEqHN/hcCAUCqHRaNiGHg/mhV1eXmJnZ2ciF5eiKDPNFPnaYC6uFy9eQNM07O/vL3wP1WqV58QB984DURQnPsx/Kni9XnJxzYhPzcXFRqx0Xcfd3R3PnUqlUlO7h0YJW+fn59zJylxhkiQ9WqRiAtc0OVyPbSKcF8zJmcvl0O/355IhBTzM4bISuIbHMwdD/Zfx3hwV8L8sB1kkEkEul8PZ2Rk2Nzc/eu8wxyHbN7UpEgRBAhdBEMRXAGtUFAQBv//++wMHVaPRQK/X+6gRatIsrMesZe4JNrZmJ3jEYjGesTVJ4PfZ2Rna7bbllW7mStN1Hdvb27YuLvaD/t27dyiVSkgkEraPTVizvb2NYDCIXC43VY7NNJimiYuLC2ia9iC7RhAEy6y2zwHm4jo5OcE//vGPZW/ns+VTcXG1223kcjnkcjnuHjo6OnqSe4iFbQN/N8xVKhXouo56vc5dYaIoTv1ZZILYpALXqCbCRCIBSZLGNhHOmkVmSAH3uZYrKyu4urr6KP/yUxnPZPR6PT6mucyA/0GCwSCcTifevXuHdrs9tsWSibokcBHE1wsJXARBEF8BLIsrFApha2vrgYOKBcwPO1omzcJ67NpAIIBQKIRCoYB0Om2ZKeNwOCBJEv744w/bQ2iz2YTT6US/37cdfRzMCzs/P+dX6q0OEqlUCrquQ1GUpR04vhSy2Sx+/vlnqKqKw8PDuT2OaZqoVCrQNI1n1wiCgEwms7Tsmlni9Xp5ntzl5eUD1yXxOJbp4mLCRj6fR7/fx+bmJo6OjhCJRKY+mDNhyzRN/n1YLBZ5ppTH48H+/j7S6fSTxYqVlRWsr6+PFbhm0UQ4K5aRIQXcu5H9fv+DoPnh8cxxof7z5lMJ+B+EfZerqop+v492uz3WcTjYpkj/XhPE1wsJXARBEF8JbrebizyvX7+Gpmk4ODh40KA4zKRZWINrVVUdu1aSJO6wOTo6slwXiUS4iyuZTI4c17m9vcXm5iYcDsfY0Uc24mUYBsLhsO34z8rKCiRJwps3b1AsFpFKpSzXEvYEg0Fsb2+jUCjMZcyFHeZ1XUej0YDb7YYsy0t1HswLURSRy+VwcnIyNgycsGbQxVUoFJDJZOb+mCw7iLmHgsEgJEnC9vb2VK8jGz8cdGz1ej3+HdfpdOYmVmxsbOD6+nrkfxvVRJjNZpHJZBbi4GRYZUhJkrRQJ2cwGMTV1RVOT09RLBaXPp7JaLVafEyTubiX6SAD/n7vKIqCRqMBl8uFcDjML0rZCaMOh4PGFAmCIIGLIAjia4FlcbGRsWKxiEwmg1qthvX19ZFCwKRZWI9d6/f7sbOzg3K5DEEQbK/ISpKE3377DblcDpIkPfjvvV4PzWYTwWAQsVhs7OjjYLbY2dkZYrGYrYsrmUxC0zSoqjqz0OGvlWw2i59++gmqqtqKmo9hOLuINZ8t03kwbzweDzKZDB+/JBfX9DAXl6qqc33PsFB35h6KRCIQRXFq99CofK27uzvkcjnk83kuVhwfH48dL5+WjY2Nj8bC59VE+Fg+pRZC0zT5++qXX35Z6ngmgxVuLDvgf5But4tcLgdN0x58l6fTaXS7XfzHf/wHTk9PLduSByGBiyC+bkjgIgiC+IpwuVzcxcVGNur1OiKRiOVtWBaWpmmIx+O2B5XHrJUkCWdnZ1BVFc+ePbNcFw6Hsbm5CcMwkEqlHghxjUYDwP1hKxAIcJeQ3UhaIpHguSfhcBgrKyuWB0Cn0wlZlvHnn3/ykUpiOgKBAMLhMHdxWY2mTgLLLjIMA91uF+vr6zg+PkY8Hv8qREhBEMjFNQPm6eJiuVOapuHy8pILG4IgTN1AN0rYajQaMAwDxWJxoWLFcND8PJsIJ2VUC+GyMqQGR+yY021zcxM//PDDwsczGdfX11AUBZVKBcC90DoY0r4M7u7u+Hun2+1iY2MDe3t7D947LpcLfr8fZ2dntsKVw+GgMUWCIEjgIgiC+JpgWVwsB4uNStg1yg0HMg8H5U671ufzIRqNolKpQBRFy5ERdp+vXr2CYRjIZrP8v7HDFTswyLKMn3/+GZqmWWY9DQbIn56eclHE6sdwPB6HqqpQFGWisHvCGlmWcX5+DlVVcXx8/Ojbj8oukiTpSdlFnyMejwfpdJqLJ6FQaNlb+myZtYuL5U4x9xDLnRIEYWr3EBO12KHd4XBwF86yxAr2ff3hwwdUq1X0er25NRGO41NqIRw1YpfNZlEsFuF0OhcubrHCDUVRHgitsixPLbTOgkajwXPI+v0+tra2IMuy5Xf5zs4OTk5OUK/XbZ1vg2OKBEF8nZDARRAE8ZUx6OK6uLgAYC9wAfc/Ln0+HwzDQDKZtL0a/pi1kiShUqlAURR88803luu2t7cfhOOzkRgmcLHDlt/vRzgcRqlUQiaTsTxMMBdXLpdDJBJBr9ezdXFls9mlN659CWxtbWFnZwfFYvFRQdPD2UXb29sQRXHq7KIvgUEX19f8PDyVWbm4rHLgBr+vHsuwY8vpdOLq6uojV9iix93q9ToMwwAAXFxczL2J0IpPqYXQbsTO5XKh2WyiVCrZtvfOEtM0+ZhmrVbjhRtPdc8+lVqtxlssgXuH9iQ5dJFIBCcnJzg7O5vovU5jigTx9UICF0EQxFcGy+Ly+/3wer24u7ub6DayLOP169fI5XKQZXkma9fX1xGPx1EqlXBzc2P5w5Xd56+//gpd17G3twfg/irwysrKg+Bi5hLSNM3SJcTywt68eYNyucydG1aHolgsBlVVuctjkXkyXxrZbHai0VTg78MQyy7a2dmBJElzbz77HGBZXKqq4uLiYqJsGmI0T3FxsdwpwzC4sLG/v/+k74lBYYuNXZ2dnUHTNNRqNe4KkyRpoWJFtVqFoij88+hwOLC1tYV//vOfC9sD8HELIQvrX0YLYbvd5kUobFx61HhmIBBAsVjE9fX1XHPz2JimpmlcaN3d3UUmk5laaH0qpmni6uoKiqLg/PwcwP1nTpblsRfXGOz3yunp6djfH+wx+/0+Oa4J4iuEfqETBEF8haysrMDtdvMfg7qu49tvv7W9TSgUgt/vRy6XQyqVsv2x/Ji1oiiiXC5DURR89913luuCwSCCwSB3WXi9Xtze3mJjY+PBocbn8yESifAAe6vRR5YXlsvlEI1GbQUuh8OBbDbLRbvhsHticjY3NxGJRFAqlUaOprLDkKqq3KUSj8chiuJSR2o+RQRBgGEYUBRl4e6ZL4lpXFztdhuGYSCXy80sB44dytmeAKBUKkHX9QdthIIgLEysYE2Eg5/HZDIJSZLw+++/o91uL2QfwH2GlKqqn0QLYaPRgKZpfFx6a2sLkiRZjmeyPVar1bkIXJ1OhzvI2Jjm4eEhUqnU0i7IsHFdRVFwfX0Np9OJdDoNSZIeParpcDiws7ODfD7/oNjAai0JXATx9UICF0EQxFcIy+KSZRmFQgHn5+eo1WoTZXG9fPkShmFgd3d3JmvX1taQSCRQKBRwfX1t686RZRkvXryApmnY29tDs9lELBb7aJ0kSTwH5/nz5yPvi7m4/vzzT5RKJaTTaVuRKxKJwOfzQdO0j8LuiceRzWY/en1M0+QulcHDkCAISx2p+ZRxu93k4poR0Wh0IhdXs9mErus8O8jv90MUxSflwA0LW71eD6VSyXLcbRGwETdFUSybCDc2NnB9fT3XQG8W1q8oCi4uLpbeQnhzc8NH7EzTRCgUgizLY0fsfD4fVlZWUK1WZ7qfu7s7aJrGhVafz4eDg4OlFm6wcV1VVbkwK8syBEF44LZ+LEzgOj8/RyKRsFw3KHDRmCJBfH2QwEUQBPGVsrKygmQyCZ/Ph59++gmKouD777+3vU0wGEQgEOBZWHY/Vh+zVhRFlEolKIqCH374wXLd1tYWQqEQisUiwuEwTNMc6dDa2NhALBZDuVxGvV63dP5Eo1F+FT4Wi411ce3u7nLRbjDsnngcrGCgVCpBEATc3NxA0zR+GJIkaakjNZ8Tg1lc5OKaHtaYauXiYqHu5XKZ58CxUPdpnnOWq8WELafTiXa7zccd7cbd5sljRtx8Ph9M00Sj0Zi5u3KU+yeTyTwqu2+WsBG7s7MzAPcO4MeMSzscDgQCAVSr1ZmILiyXkAmtgUAAsiwvZUyTMS6H7KmEQiE4nU6cnp6OFbgAGlMkiK8VErgIgiC+UpiLi4lBpVIJ1WoVgUDA9jayLOOXX36BruvY39+fyVqv14tkMolcLoerqyvbkRNZlnFxcQFd1wHA8rAzGGBvNX45OJrEguntRK5wOAy/3w/DMJ4UHk3ci5qVSgX/+7//i36/D4/Hg729vaWO1HyOMBcXy7fZ2dlZ9pY+W0a5uKrVKjRN48JGJBKBKIpT58ANB8c7HA7c3d3BMAw+7ub3+yHL8kLbCLvdLm8ivLu7402Edlli7OKC3UWExzLK/ZPNZvlY+iJhrlJFUVCtVuFwOJBKpSBJkuXoux2BQAAXFxdoNptTi3SjxjSfIrTOApZDZhgGOp0O1tfX8ezZMySTyZkKsy6XC9vb2zg/Px/rGqQxRYL4eqFfkARBEF8xg42KlUoFJycn+PHHH21/KAcCAWxvb3OXAxtXeepaQRBQKBSgKIrtHjY3N7Gzs8MPnFYHjbW1NcTjcRSLRdvxS9b6mM/nEY/HJ3JxMdGOhd0Tk8OyYlgLW7/fhyRJkCSJDiJTkslkeBZXOBwmF9eUDLq43r59i0ajgaurKz4WNyozblJGCVu3t7cwDOPBuNui2wjv7u64OMFG3Pb39ycacWPPBWuzfQrzdv88hn6/z8cz6/U6VlZWIEkSBEGw/TdsHOziUbVafZTANWpMMx6PQ5blpYxpMoZzyPx+P549ezZXYTYSieD8/BxXV1cIhUIj1/T7fZRKJVQqFfzwww9wuVz0nUgQXxEkcBEEQXzleL1edLtdxONxFAoFXF5eWv5wZMiyjJ9//hmqquLo6Ggmaz0eD9LpNHRdH7sHSZK4wGV34BgcfbQavxxsfSwUChBF0Vbk2t7eRiAQgGEYCw17/txhLpVcLoderwefzwdRFPHhwwfc3t6SuPUEyMU1GwZzsAqFApxOJwRBGCvO28FErX6/D4fDAafTievr6weusGg0ClmWF9oO2mg0eBPhtCNua2trXKibllHun0WPZTJ6vR7y+TxUVUWr1YLH48H+/j7S6fRMMheZwHV1dWU7YscwTROVSgWqqn4SY5qMm5sbKIrCx3UnzSGbBey77ezs7KPfCKNev9vbW3g8HhK4COIrggQugiCIrxzWqJjJZPhV63E/VP1+P3Z2dnhTod2Pbb/fj3A4PNHaTCaDfD4/dg8ssLfX6+H29tZyPGZ1dRXJZBL5fN52/DIUCmFzcxPFYhGJRGKiRsUXL15AVVUcHBxY/j3E/UFa13UUi0V+kBZFkTuNbm9vUSwWcXNzs1Q3wucOc3GdnJyQi+uRDIa6N5tN/t0iy/LUjanDji2n04nLy0tomsZdYayNcJHtoLVajYekA08bcXM6ndjY2JhK4Go2mzwcfVHuHytYI6au6+h0OlhbW8Px8bFt2cA0uN1u+Hy+sUHzn9KYJmOw3XbaHLJZsLa2Bp/Ph9PTUxweHgIY/fodHR0hHo/D5XLNtQSBIIhPDxK4CIIgCHg8HqyuriKRSCCXy03kAmEuKlVV8ezZM9u1sizzqnm7tYOtcHZ76Pf76PV6AABVVfHNN99Y3qcgCCgWizzAftThiYlWL1++RD6fhyzLY11c29vbyOfzTx5b+VJhwfEsKyYcDkMUxY/y1SRJQqlUwsnJydiSA8Iat9sNQRBwcnKCs7MzRCKRZW/pk4eNxRmGgXa7jdXVVd5A97//+78wDIPn8k3KoLDlcDjgcDhwenoKTdMs2wjnzShxIh6PQ5Ik2+bcSdjY2MDFxcXEwenTthDOg1arxUW2Xq+Hzc1NHB8fIxqNzk0QYcUr3W73o9HLT2lMkzEqhyydTj9pXPepRCIRKIqCy8tLVCoV5PN5/vodHh4iEonA6XRyxySJ/QTxdUECF0EQBMFdXOl0mo/0jXOBsCa8SqUCQRBsXQiDa8f9ME6n08jlcrZ7aDabAO7zuM7OzmzdP16vF6lUCoZh4OrqCtvb2yPXBYNBbG1toVQq8Sv3doecbDaLn376CZqm8SvJxH2+DBMogfvxK0mSLF+f9fV1JBIJFAoF26w0YjyZTAa6rkNRlKW2qX3qDIa6d7tdbGxsYG9vD7FYjH/mJUnCH3/8MbJRcRRsDBH4O+B60BVm10Y4L4bFCafTiXQ6DUmSZjbitrGxgUqlwoPprRhuIVzGWCajXq9DVVUUi8UHjZiLcD4ygev6+pqP2LExTV3Xl9aeOQzLsVJVFfV6nbfbfgoXdNhvjf/93/8FcP9vtyRJXCR1Op1wOp3833D6HiSIrwsSuAiCIAgAf2dxpVIpaJqG09NTRKNR29tIkoTT09OxLiq2lrUa2q1lofcnJyeWe2AjMYlEAu/evYOiKPjuu+8s7zOTyfAAe6tRHJbF9euvvyKfzyObzdqKXIFAAOFwmLu41tbWbP/+LxnTNHF+fg5N0/hV/mQyOXFWjCRJKBaLODk5wQ8//LCAHX+ZuFwunmtGLq6PYWNxbFx2a2sLoiiOFANjsRhUVX3QqDgMGz8cFLZ6vR4KhQJ0XeeusMPDw4W2g44SJ2RZhiAIMx9xGwyaHxY+2PeCoih8LPMpLYRPhYnvlUoFwL0TSJZl2+bgWTMYNL+2tvYgpH1rawuSJC1lTJPR7XaRz+ehadpccsieAnMhnp6eArh3rf7444/8oggJWwRBACRwEQRBEP8/TqcTbrcbyWQShUIBqqpiZ2fH9gry+vo6YrEYSqXSWPfN+vo64vE4SqXS2LylVCqFXC5nuQcmcAWDQe7+ub6+tnQDsAB7TdNwcXGBcDg8cl0wGEQwGOQuLqfTaeu2yGazfPTy+PjYct2XymAIMmsbEwTh0QfptbW1ibLSiPGwooaTkxNycf3/sHHZSqXCx+LYuKzV8+N0Oi1dXKMaEdvtNvL5PHK5HHeFsXHHRblw5h2SPopBgYs5klgLoaqqSxvLZJimiYuLCz7StqzsM8bGxgZcLhcMw8CHDx+WPqbJGBX2/+zZM55JuSxGiaTJZBLtdhvn5+fY2NggYYsgiAeQwEUQBEFwPB4PvF4v0uk0b0ka1/YkiiI/zNi5qAbXjnNcMaHk/fv3qFQqiMfjD/57o9GA0+nE2trag6ZEO/dPOp3mAfahUMjyR7Asy3jx4gVyuRz29vZsA2r9fj8ikQiKxeLSm60WyXAot9vtRjabfdJBmrm4FEXBjz/+OOMdfz0wB+SHDx8mcmF+yVxdXUHTtAfjsqIoTjwGO+zicjqdHwlbrVYLhmHwNsKtrS3IsoxIJLKwg/aiQtJHMShwMfeaqqpoNpvweDzY29tDJpNZuPvHNE3+71KtVuP/poiiuBS37WAOWrfbRbfbXUpI+zDM1chyrPx+P46PjxGLxZYqFFmJpCxov9ls4vj4GKurq1hZWeF5dwRBECRwEQRBEJxhF5emaQ9yaUaxtrY2kYvqsWuTySQMw4Cqqh+F/t7e3mJ9fR0OhwNerxfJZBK5XA5XV1cfhZgzWIA9y4GxGt/a2tpCOBxGpVJBKpUa6+KSZRmnp6dQFAXPnz+3XPclwMZXBsevDg4OZnKQZo2X415HYjzMxaUoykKFlk+Bp47LDjLo4srn80ilUgDuha16vQ5d17krLBwOQ5blqdoIp2UZIenDuN1ueDwenJ2doVQq8e+Fo6MjpFKphbt/mMimaRoajcZSss8GGRXS7vf7UavVsLu7uxQXGfBx2P/29jZkWba9+LMImAuRXTzxeDzY3d1FKpWC2+3mGVt+v39sTiZBEF8nJHARBEEQD/B4POh0Okin0/jw4QOKxSI/2FnBXFQnJydj3TeTOq6cTidEUcTbt2/5yCBwf2BoNBoPGhYHmxJ//PFHyx/ow6OPVuskScL5+TkMw8DBwYGti2tzcxPRaBSlUgmiKC7twDJPmENkcPxqOJR7FkiShEKhgJOTE/zjH/+Y2f1+bbAsrvfv3381Lq5+v49KpQJN0/i47KDjYxpM0+SNbbquI51O4/r6+oErLBaLQZblhZYjLDMkfZBWq8XF7na7DZ/Ph8PDw5l/L0xCp9PhDYTLyj4bxC6k/fb2Fj/99BOq1erC/734lML+B2m32/z1Yy7Eo6MjxONx7tBiY4js/08QBDEKErgIgiCIBzDHUjwe51dS2Y9MKwabCi8vLy2bCtnaSZ068Xgcuq5DVVXEYjGsrKyg2Wyi3+8/cGN4PB6kUinouo7Ly0ueBTPM4PhWpVJBLBYbuW5zcxM7Ozs4PT1FOp2eKIuLBeh/++23lus+N5rNJnRd5+NXfr8fkiTNLdvpMe8jwh6WOXdycvJFu7h6vR6KxSIPxWaOHeb4mIbBjC2Hw4FwOIxcLoeff/4Z19fXcDgcSKfTYxthZ8319TUURVlqSDpw76BVVRWFQgGmacLj8aDdbuNf//VfFz6KeHd3x11s3W4XPp9v4dlng0wS0s4Et2q1Ovbi0SxgLjJVVR+E/X8KF2RarRZUVeUjkpubmzg8PEQkEuF5WiRsEQTxGEjgIgiCID6CHVgymQzevXv3UcjyKCZpKmRM6rhiI0J//fUXisUi0uk0D5gfPlgOPr5dWO/g6CP7ET0KSZJwdnYGwzBweHho6+La2NiYOED/c6Ber0PTNJTL5QcOkUWMX0mShHw+j5OTk4WOe31pMAcTy7GzEnM/VzqdDh+X7XQ63LHzlFBs0zQfNCICwOnpKReU6vU6d+EsKiydhaSrqoqLi4ulhqRfX19DVVWUy2UAwM7ODmRZxvX1Nd68ecPz+BZBo9HgIlu/30cgEIAsy0srVhjOQVtfX7fMQXO5XNjc3ES1Wp3rnliOlaIo3NW46PevFcMuxGAwCEmS+L/dFBxPEMS0kMBFEARBfITD4YDH40EsFuOHyEQiYTvqMWlTIVs7ieMKuB8B0nWdO8msBC632410Og1VVXF+fv5ghHEQdvB/9+6dbYi+z+dDNBrlWVx+v39sFle5XMbJyQm+//57y3WfMmz8itWwRyIRiKK40PEVj8eDTCYDTdPGvjcIewazuKLR6BdxSLy7u+Pjsr1ejzt2npI7NSxs9ft9FItF6LqOZrPJv/e+++47y+y+WcMaShVFWWpIummauLy8hKIoXGBLJBKQJIkL+b1eD8C9s2veo5q1Wo0XoAD3ItuixPdRTBvSHgwGeWPhrEXBUW2aywr7H6ZarUJRFMt/Y0jYIgjiqZDARRAEQYxk0MX15s0b5HI5SJJke5tJmwqByR1XDocDsizj999/Rz6fR6PRgMPhGHnIG3x8uzyaRCLBRTO7vBhJklCpVGAYBo6Pj21dXOvr6xMH6H9KsAMsE5TYAXbR41eDCIKAXC6Hk5MT2/cGYc+wmDvcRvo50Wg0oGkad3wEAgGIojh17hRrQhwUtrrdLgqFAgzDQLvd5m2EXq8Xv/76K187T5i4pigKD0nPZrMQBGGhIelMYFNVFdfX13A6nchkMiPD+tn3RL1en9teLi8v+cUL4H58XZKkhWafDVKv16EoytQh7YFAAIZhoFqtWl6MeSzLbNO0gxU/KIrCRyQHix9YAyIJWwRBzAISuAiCIIiRsIbCSCSCfD6PXC43Ntdm0qZCtnYSxxVwf5Xe5/PBMAysrq5ifX19pNDkcrmQyWRwcnJiG67NRh/fvHljG6K/vr7+YPRwa2trrIurWCxOFLa/bEzTxOnpKTRNQ61W4wfYT2F8hbm42FiWnRuQsCeVSkHTNCiKMtZV8ilSq9WgaRofEwyHwxBFceqWzcF8LeD+e44FXA+6wgbD0mu1GoB799i86Ha7PGT77u5uaSHpTGBTVRW3t7dwuVzIZrO2Yf2rq6twOp3cXTsr2HeUoihjRbZFMexAikajkCTp0TlobP0sBK5ROVaLbtMcBRuRVFUVNzc3HxU/MGFrMF/rc/t+Igji04MELoIgCMISt9vNRas///wThmEgm83a3oY1FSqKMjYPZVLHFXNxvX79GvV63VY4G25KtPqBH4vFoGna2BB9URRRLpeh6zqeP39u6+JaXV3lj1+tVhce/jwJ7NChaRo/wMqyjHQ6vVCHyDgGXVzLrq7/nPkcXVymaeLq6oqPOzscDsRiMYiiOHW+3Shhi5UoDOYAybL80XcR+1y02+2n/3FDtNtt6LoOXdcfNJQmEomFihPDApvX68XBwQHS6fRYgc3hcGBjY2NmAtcokU2WZQiCMHUj5lMY5UB6akj72toaPB7Pk3K4PpU2zWHYiKSmaWg2m/B4PA+KH0ZlbBEEQcwKErgIgiAIS1gW187ODvx+P/L5/FghZLCpcNyBetJWQwAIhULw+Xyo1+u2hxyWVcPCta0ef1SA/SjW1tYejB4GAgHbx5ckCYVCAR8+fMA//vEPy3WLptfroVAoQNf1B7ksi3aITMqgG3Ccw4+wZ9DFtWxXhx2s7U3TNO7YSaVSEARhasfOcCOiw+HAzc0NdF3nrjAWlm7lCmPfd7N0cLGRy3w+j36/j62tLciyvPDGSyawsTyo9fV1PH/+/NEC28bGBk5PT/nzPA3DDYSPEdnmgZUDSRTFJ7tcHQ4HAoEALi4uHv2czcpFNms6nQ4fkWQjvkdHR/wCEjUiEgSxCD69X7QEQRDEJ4Xb7eZC1G+//QZd17G3t2d7m2QyyV1U4w7Uk7YaOhwO7OzsoF6vo9lsjn18dp92jz8cYG91iBJFEcViEYZhYGtrC71ez9Lx5fV6ebj35eUltre3bfc6bzqdDnK5HD/AskPHoh0i05DJZGAYBk5OTpbuSvicYe1pb9++tS1WWBajXIWDo0zTMMqxVa1WH7jChsPSrXA6nfB4PDMRuG5ubqCqKs9uCoVCkGV54VlzzWaTj7X1+334/X48e/Zs6jICn8+HcrmMZrP5aDFylMj27NkzJJPJpXxHsYsBqqryZsi9vb2Zu1wDgQBOT09Rr9fHvgetcqyW0aY5TKvVgqZpHxU/sH/PSdgiCGKRkMBFEARB2MKyuEKhEAKBAAqFAtLptO0VbHal++3btyiVSkgmk2PXjms1BMAPO5eXl3yMxmrdJI8/HGAviuLIdV6vl48eXl1dYXt72za0VxRF5PN5fPjwAf/85z+X8oO+1WrBMIwHuSyHh4efVZue2+2GIAhjM9WI8SSTyQdZXJ+CuGnlKkwmk1O3vY1ybJ2fnz9whU2T48RKN6bl6uqKZxMC9+K6JEkLL6OYl8DGguZvb28nfl5ZA2Eul5uJyPZUrBxIqVRqLiHtzDF4dXVlKXDN00X2VIZHJIPBIERR5CPl1IhIEMQyIIGLIAiCGIvL5eKjf69evYKu6zg4OLC9TTwef9BUaHdAYK2GqqraHr4bjQaA+x/9uq5jf3//yY8/GGBvN64nCAJvWBvn4lpmSPqotjlJkj7bHCvm4lIUZeHjW18Sg6Lzsl1cVq5Cuyy8cZim+aAREcDIrLlpc5y8Xu+jM6asspskSVp4Q+m8BbZBgWvcOPEokW2Z31GjHEiDJQPzwu/3c2dhJpN58N8W5SKbhuERyUgkAlEU+XuJhC2CIJYJCVwEQRDEWJiLKxgMYnt7G8ViEZlMBmtra5a3mTTjanDtuFZD5g5YXV1FoVBAJpOxvIo96eM7HA5IkoTffvsNuVwOkiSNXOfxePjoYbVaRSgUsj2MLzoknR0aB9vmPoVclqfCxtVYpppdThthz7JdXMOuQiYk2I0mj4MJW6Zpwul0otfroVQqcVfYrHKcPB4Prq6uJspLYq4bRVFQr9f5iOiiG0oXKbANClxWDIts0WgUsiwv3MXGqNfr0DQNhULBtmRgXqysrMDv9z8Imh92ka2urs7VRTYpViOSgiDw156ELYIgPgVI4CIIgiAmwuVy8Syuy8tLqKqK4+Nj29tEo1HuokokErY/0IfzsIbXmqaJ29tbbG9vQxAE/Pzzz9A0DYeHhxPdp93jh8NhbG5ucheX1XhUJpNBPp+HrusIBAK2Lq7BkPSzszPb5sencHV1xZ1is2ib+xRJp9MPQtLp4DQdTGh58+bN2NHhWXJ7ewtN07hjZ3iU6bGwXK1Bx1a324VhGHPLcfJ6vej3++h2u5bfD8OuGzZymclkph65nIZlCGwrKytYW1tDvV5/8L9/Si42xvX1NRRF4RcDIpEIJEmyLBmYJ4FAALqu4+bmBoVCYeEusnGMGpEUBIE7IdkY8GC+Fn0/EwSxTEjgIgiCICaCNSpubW0hHA6jXC4/uHo7Cuai+uOPP5DP5yEIwti1f/75J3dnDXJ3d4der4eNjQ34/X6Ew2GUSiVkMhnLzJfhjC2rx2frXr16BcMwkM1mR65zu91cbLm8vMTOzs7ELq6dnZ2Z/fBnh0ZN01CtVmfSNvcpww7oLKfNrpmTsIe5uFRVRTwen+vhuVarQVVVPsq0s7MDURSndhWOCo6/u7uDYRgoFAro9Xpzy3EabFIcFqtGZTcdHx8jmUwu1HWzbIFtY2MDtVoNwGiRbZnZUaZp4uLi4sHFgElLBuYJey7++7//eykuMitGjUju7u7yC0CjMrYIgiA+BUjgIgiCICZm0MV1fn4OVVXx/Plz29tEIhHoug5d15FMJm3HhJjjS9d1JBKJB2vZ6AsTcGRZ5iKPnZOMZWyNe/zt7W1sbW0hl8vZ5pwwF5dhGNje3rZ1cbHn6sOHDzMZr+v3+6hUKtA07cGh8Sltc58LqVTqgYuLDlTTMTy6azUOPC2maXJX4eXlJRwOB+LxOERRnLrtbZSw1Wg0oOs6d4Vtb29DluW5jQOzz9dg0Hyr1eLtf8t03XwqAtvGxgZ3a+VyuaW62BimaaJSqUBRFNRqNe5AEkXRdsR+3gy7yNbW1vDNN98sxUU2iFXQPnNVUyMiQRCfOiRwEQRBEBPDsrg2NzcRiURwenqKm5sb2yvggxlXhmFAluWxa0e1GrKAeeYY8/l8iEQiY51kk2ZsMRfXr7/+Cl3Xsbe3N3Kdy+Xio4cXFxc8+NzqQDsYkj6tq6TX66FYLELX9ZFX078GmIvrUwhJ/9xJJBJQVRWqqiKRSMxEjDFNE6enp9A0DbVaDU6nE+l0GoIgTC0kMFGr3+/zTJ+bmxtomsZdYdFodCFZc4MOrtvbW6iqurTsJsanIrAB98II+45+9+7d0kQ2BvvOVFUVjUYDbrcb2WwWgiAsLaSducgUReHibyKRwPn5Oc+4XBajgvYPDg54Ph4JWwRBfC6QwEUQBEE8ipWVFZ4vdXZ2BkVR8N1339neJhwOw+/3c3eUnSgz2GqYTCb52mEHFwBIkoTT09OxTrJJM7aCwSCCwSAfkbRyRaVSKeRyOei6jlAoZOtKYy6rd+/eoVQqPUqY6Xa7vG2OBQ4fHh6OzTP7Ull2SPqXwixdXP1+H6VSCZqmodFowOVyQZIkZDKZqYWEYceW0+nkrrDBgGtJkqZ2hT0W9l2gKApubm4A3H9XybK8cGHiUxHYgI+FEeA+M+/o6Ggpn0+WxabrOu7u7vh3pl1D7rwxTZPnWI1ykb18+RKnp6dcyF0k9Xodqqry1t3hfDwKjicI4nODBC6CIAjiUbAsrs3NTUSjUZTLZVxfX9s2YTF31MuXL6HrOnZ3d8euff369YM8rNvbW6ytrT0QdjY2NhCLxVAul22dZJNmbAH3o48vXryApmk4ODgYuWZw9PDs7AyxWMzWxZVKpaDr+sTCTLvdhmEYyOVy6Ha72NjYwN7e3lcv6gyGpM9jvO5r4qkurm63i0KhwIUEr9eLvb29JwkJg8IWC6s+OzvjrrBljJeZponLy0t8+PABwH1b6bKym66vr6GqKsrlMoDlCWzA6AbCdDqN169fw+VyLfx76u7ujrvZ2Hfm/v7+3HPm7GA5Vkz8Zc7bYfE3EAjwf8MW1ShZrVYftO5GIhGIosgfn4QtgiA+V0jgIgiCIB7NYBYXyzf54YcfbG8TDAYRCASQz+eRTqdtM6NCoRC2trb4Wrfbjdvb25FjSJIkoVKpQFVVfPvtt5b3OWnG1tbWFkKhEIrFIjKZjOVBOplM8ta2cDhsG7Q7qTDTbDah6zoKhQL6/T62trYgiuJMA+o/dwZD0mc1Xvc14nQ6IcsyL3VIp9MT3a7dbiOXyyGXy/G2wqOjoye9FmwMEQB/n7ORXDthYJ6wkUtFUXB9fc3/tlgsZvs9M499XF5e8pHoZYej2zUQmqaJP//8k7ttF0Gj0eBuNvadmc1ml/qd2el0kMvloGnaA+etlfjL/l2rVqtzFbhYOclgPl4ikYAoinzEn4QtgiA+d0jgIgiCIKbC6/VifX0d8XgcxWIRV1dXtk4C5qL65ZdfoOs69vf3x65leViZTIZflR9mbW2N76FWq8Hv9090n1YZW8C9i+vi4gKapuHo6GjkmsHRw9PTU+4UsDrk2wkzzA1RLpdhmiZCoRBEUUQwGKQDxhCD43WPEWaIj4nH49zFlUwmbQUqlveUz+fR7/exubmJo6MjnkH3WNj44aCwNZg1t6zxsn6/z7Obbm9v4XK5kM1mkclk8F//9V98DG/esHB0VVW5wJbJZCCK4sKbUidtIHQ4HNjY2FiIwFWr1aAoCnezhcNh7mZb1ncm+4ww5y3LsRrnIvP7/XA6nahWq7ZNw9PCyknYeC1zQgqCAK/Xy92Sg/la9O8OQRCfKyRwEQRBEFMxmMXF6uB//PFH2x/GgUAA29vbPOPKri5+MA+LiVZWBztRFPkevv/++4nu0y5ja3NzEzs7OzzA3upxE4kEP9BEIhHbDJVRjplqtQpN03B2dgbgPjBbFEVLkY64J5FIPBALv8Y8slnAxEI7F1e9Xv+orVAURWxvb89E2HI6nQ9cYYMjuYt06HW7XeTzeWiahlarBa/Xi4ODA6TTaS6ueTyeBy2K82BYYFtmOPpwA6HT6Rw7IrqxsYFSqTSXPCnmZlNVFefn5wDuRVpJkpb6nTmciRYIBCDL8sQuMqfTCb/fj6urq5nui41Iqqo6spxkVMYWQRDE5w4JXARBEMTUeDwerK2tIZFIIJ/P4/LyEqFQyPY2sizj559/hqZpODw8HLv2xYsXyOfzAGDZlLi6usr3MM5JNknGFnA/+nh2dgZVVfHs2bORa5hA8ObNG1QqFX4gtzooMMfMyckJyuUyqtXqyDERwh4mFv7xxx9crCSmY9DFNSgWXl9fP2grHM7oeSzDwfEOhwOtVguGYTwYL5NleWpX2DS0222e3cRGLp8/fz5SXPN6vXNzJ7FCCU3TeKbZsMC2KPr9PhdGHttA6PP5YJomGo3GzAoARo2LLsvNNsgsM9ECgQAXV+0u/ExCp9PhQfujykmoEZEgiC8ZErgIgiCIqWEurnQ6jVKpBEVRxjo7/H4/wuEwSqUSMpmM7QGF5WFdXFwAsBa4AEAQBBSLxbFOsq2tLYTD4bEZWz6fD9FoFJVKBYIgWB7WYrHYAxeX1ZVw0zRxdnYG0zTR6XRwfX2NTCYDQRCefKD5GonFYg/G68jFNR2DYmE+n4fP53vQVphIJGzf/+MYJWzd3t5C1/UHI7myLE/tCpuGZrMJTdOQz+fR6/Xg9/vx7NkzRKNRyz14vV5cXl7yEPxZ8BiBbd4Mi2zTjIiy7+jb29snC1yjxkVlWeajdctgXplowWAQmqahWq0iFotNdR/DjZZsRDISifA8LRK2CIL40iGBiyAIgngSzMXFQtfPzs4QiURsbyPLMg+7tXJHDa69uLjgP8qt8Hq9SKVSMAwDV1dX2N7etlwrSRLOz89tM7bYutPTU6iqim+++WbkmsExr3K5jFQq9UDk6vf7KJVKvEnL5XLB7XYDALLZ7NKq6z93mDDz+++/I5/PzyW75mshGo3i/fv3eP/+PUzT5A6Zp4ivTNTq9/v8YM0cL2y8LBaLQZKkhTXHAfcjl4qi8JHLUCgESZIQCoXGHvg9Hg9M00S32+Wf4WlpNptQVZVnmk0isM2LUQ2E046IDgpc0/IpudkYo8Y1Z+kiGwyaf6zANarRUhRF/p6m4HiCIL4m6Fc1QRAE8SSYiyuVSqFUKkFV1bHZI4PuqHGjeZubmzyAutFo2B4mBEFAoVCAoii2YcObm5uIRCIolUq2GVvr6+uIxWIolUq4ubmxvEIfjUa5GyQWi2FlZYWP+bDAbK/Xi/39fSSTSVxcXOD169fI5XKQJMny7yHsYS4uTdO4sEhMDnPIsLY34L7B9Pnz51PnPQ07tpxOJy4uLqDrOneFpVIpSJK00JHcarUKRVH4yGU0GoUsy48S15hr6O7ubmqB6+bmBqqqPhDYFu1eYzQaDf69NasR0fX1de7SeyyfkpuN8ZRxzcfg9XqxtraGarU68W2q1SpUVeWNljs7Ow8EYxK2CIL4GiGBiyAIgngyHo8Hq6urvCmwUqmMvQotSRK/Im7ljgLuDz3ssDzO8cXGJTVNw8XFBcLhsO3jM3eW3X0OBth/9913I9ewhsbff/8dhUIBAFAsFtHtdrG+vo7j4+MHTVqRSAQ+n48LM091g3ytsOf9t99+Qy6XgyiKy97SZwELVGcZPV6vF3t7e8jn87xl7bEMClvsIH16egpN01Cv17GysgJJkhY6kmuaJneKXl5ecnFNFMWpxueYoDFN0PzV1RUUReGFEstwrzFqtRoX2YD7BkJJkmYisjmdTqyvrz9K4BoW2pbpZmPMYlzzsQQCAZTLZduA/lHv6eEMRxK2CIL4miGBiyAIgngyTqeTu7hYZgrL/bBifX0d8Xh8rDuKHZT8fv/YPCwAyGQyyOfzUBTFduxoY2NjoowtFqJfKBRwfX1teSDd2dnBxsYGP6T5fD5LN4TD4cDu7i5evnwJwzCQzWYt/x7Cnmg0+sDFRSOf1rTbbRiG8VFbYSwWg9PphNfrffTIJxtDBO7f16Zp8pHcZrMJj8eDvb09ZDKZhQm5pmlyUZoJdqIoQhTFJ4lrgw6uSffBiiqW6V5je2Ei2+CIqCzLM28g3NjYwNXV1dissk/JzcaY5bjmYwkEAiiVSri+vv4oqL7f7/MLQuw9LQgCzyNzOBxwOBwP8rVI2CII4muEfgUSBEEQM8Hj8aDT6SCdTvOWwEQiYXubSdxRjUYDAJBOp/Hnn3/a5mEBgMvlQiaT4eNI0WjUcu0kGVtsnyxE/4cffhi5xuFwIJvN4vXr1wCA77//nh88RhEOh+H3+2EYxkIP/18azMVFI5/WNJtN6LrO2wr9fj8kSfpolHjSkU/mqBwUtrrdLgqFAgzD4M1tR0dHCx0d7fV6KBQKPO/O7XZjd3cXmUxmJuNkkwpc/X6ff68ty73GYCKboiioVqtwOp1Ip9OQJGluDYQbGxs4PT3l7sBhPiU3G6PRaEBV1aU2eg7mcDGBi72nVVVFs9nkI5KpVAoej2dkxhZBEMTXDAlcBEEQxExgLq5EIoF8Pg9VVbkzxIpJ3FHMwRUKhXgeVq1Ws3UdpNNp5HI5ngdmtYfBjC27+/R6vUgmk8jlcri6urKsgQ+FQnA6nej3++h0OnC5XJaPzVxcv/zyCzRNw97enuXfQ9gTiUSwublJI59DsPBp1la4vb0NSZIs8+kcDgckScLvv/8+cuRzVCNiu91GLpdDPp9Ht9uFz+fD4eHh2M/+LOl0OnycbFBcSyaTM3X0jRtRHBYjluFeY7ByC1VVUa/X4XK5IEkSRFGcewPhYNA8e6xhoW2ZbrZBarUaFEVBuVwGcH/hQZZl2wzHebG5uYmVlRVUq1V0Oh0YhsHHiNmIZCKR4A4takQkCIL4GBK4CIIgiJnBXFyZTAbv379HoVBAOp22vc04dxQ7JLEDWrlchqqqlo4vAHwk6f3796hUKojH45ZrJ73PwQD7H3/80VIgYAJXoVCAJEm2V9W3t7cRCARgGMbMQ4u/JpiL69WrVzTyib/Dp9koWjQahSiKE42iDbq40uk0VlZWRgpbzWYThmGgWCyi3+8jEAhAluWxBROz5O7uDpqm8ZFLn8+Hg4ODB3l3s4R9PocdXMNixNraGo6Pj5FMJhdefMDy1TRNQ6vV4uUW6XR6YSLboMDFxu6Y0LZMNxvDNE1cXl4++IzE43FIkjTzcc3H4HQ6sbm5ifPzc/zHf/wHer0efD4f9vf3EY1GeZ4WCVsEQRDWkMBFEARBzAyn0wmPx4N4PM5DrNkVZysG3VGXl5fY3t5+8N9vb295PhYLss/n86hWq3ykYxSJRAKGYUBVVX44GMXgfdplbHk8HqTTaei6jsvLS4RCoY/W9Ho9dLtdeDweFItF/rfbubiy2SxevHgBVVVxcHBg+fcQ9uzs7HzVI5+maeLi4gKqqnKHTDKZhCAIj3LIDAb3M+F1UNi6ubmBYRjc8bKzs8MdL4tieJxsUeKaw+GAx+PhDq5Wq8UFNiZGLNq9xmD5arqu8wbCZ8+ejf3+nQfs/VYsFnFycoJWqwWPx7NwoW0Y0zRRqVSgqiqur6/hdDqRyWQgiuLcxjUn5fb2ln92gfvMyWw2y3Mk2RgiE7dI2CIIghgNCVwEQRDETGEHwEwmg7dv304UWC0IAorFIhRFeTAa0ul00G63HxzQB9f+8MMPlj/0mYvr7du3KJVKSCaTEz2+VcYW8DDAflQQcqvVAnA/5lIsFpHP55HNZse6uLa3t/nztCxXw+cOEwt//fVX6LqO3d3dZW9pIfT7fZ4jxxwygiAgk8lM/V6KRCLY2NiArut8zK9arfJ2UuDe8SLLsmU5xDwYbv/b2dmxHbmcB16vF41GgzemmqaJYDAIWZYRDocXLjw0m03eQNjr9eD3+3F8fIxYLLYUEYQJbcB91tYy3WyMfr/Py09ub2/hcrkgyzIPaF8m19fXUBQFlUoFALC1tYXr62sIgoBwOEyNiARBEI+EBC6CIAhipjCXQzQaRS6Xe3BItoK5o9gBOhwOA/g7YH7w6rrX60UqlYJhGLi6uvrI8TVIPB6HruvQNA2xWMzygDV4n6NcZAy3241MJsNHW3Z2dh78dyZwbW9vo9lscmGNOdusyGaz+Omnn6BpGg4PDy3XEfaEQiFsbW1xF9eXPPLZ6/VQLBah6/qD8OmnOGQGRxGTySTevXuHYrGI09PTpTleRrX/LWuc7Pr6Gnd3d2i327i9vV2Ke41Rr9ehqiqKxSLPV5Nl2bY5dp4MC21MkPm///f/Li34vNvt8my2u7s7eL1eHBwcIJ1OL7VtlbktFUXB5eUlHA4HEokERFGE2+2Gqqrw+XxwuVwkbBEEQTwSErgIgiCImcNcXIIg4K+//oJhGJBl2fY26XSau6PYIY0FzA+PWGUyGZ6HZefecDqdkCQJf/31F4rFom0eGLtPVVVt73MwwH7YscEErtXVVciyjBcvXiCXy2Fvbw/9ft/yoBcIBBAOh7mLa21tzfqJIixhLq5ffvkFuq5/kcH9nU4H+Xz+QVvhwcHBkxwypmk+aEQE/i53eP/+/VIcL8to/7Pax+XlJRRF4e41APi3f/u3peQ1VatV3hAL3OerSZJkO649T0YJbSzXkDncFs3d3R10XYdhGOh2u1hfX8fz58+RSCSW2jJomibPe6zVah+5LR0OBxwOB54/f87HEEnYIgiCeBwkcBEEQRAzx+FwwOv1YmdnB7lcDrlcbqyzhLmjWH18JBKxFLisHF+jiEaj0HV9bB7Y4H1aZWwBgMvlgiAIODk5wenpKaLRKP9vzWYTwL3A5fF4EAqFUKlUkEqlJnJxnZ+fQ1VVHB8fW64j7PlSg/vv7u5gGAZvK9zY2MDe3t6T8p6YsGWa5oNyBF3XuVibTCZxeHi4sNykUe1/yxgnY3lNiqKgVqtx91q/30c+n1/oKLFpmjg/P4eiKLi6uuL5apIk8XzCRTNOaGPf3Y1GY2FjrI1Gg7vI+v0+tra2IEkSotHoUoUi1q6paRoajQZ3W6ZSKXg8ngcZW3bj7ARBEMR4SOAiCIIg5oLb7Ybb7YYgCPjjjz8mykVKpVLcHbWzs4Pb21t4PJ6Rh+tRjq9RMBfXH3/8MTYPbPA+R2VsDe6TBdhHIhG+rtVqwel08v3KsoyLiwvkcjns7+/burj8fj8ikQiKxeInEXr8uTIY3K9pGvb395e9pSfRaDSg6zpvK9za2oIoilMHqjNHzaBjq9frwTAMGIbBA8ozmQwMw0AkElmIuNXr9ZDP56Gq6tLa/4C/85oURXkgRjCxVFVVAPdZU/MWT/v9PhfZbm5ueK6gKIpLyep7jNA22KQ4b4Hr5uYGiqKgXC7DNE2EQiHIsmz7Hb4Ihts1V1dXcXh4yC+0UCMiQRDE7CGBiyAIgpgLLIsrHA7D7/cjn88jnU7bujCYO+rDhw+oVCq4vb21bIAb5fiyIhKJQNO0sXlgbrcb6XTaMmOLwQ6a79+/R7lcRjweB3AvcK2trfGDyubmJnZ2diZ2ccmyjNPTUyiKgufPn1uuI+zZ3t5GMBhELpf7JIKkp+Hm5gaapvG2wlAoxB0y0wpb7P8B95/Pu7s75HI5npu0ubmJ4+NjRKNRXF1dwTAMLoTNi0+l/W/SvCb2Xrq7u5ube4o5flRV5flqu7u7S8uV6/f7fLRuUqGNfW/X6/W57Ills6mqirOzMwBALBaDJEmWTbiLotVq8RFJ1q65v7/P23xJ2CIIgpgfJHARBEEQc8PtdsPlckEURbx+/Rq6ro911CSTSRiGAUVRcHd3ZykyAX87vhRFsXW0OBwOyLKM3377DblcDpIkWd7noIvLrhUtkUhwFxc7uLRarY/cCpIk4ezsDIZh4PDw0NbFtbm5iWg0ilKpBFEUlzZ+9CWQzWbx888/Q1XVzyq4/+rqCpqm8UB1Nvo1rQtmlLDVaDRgGMZHuUmD73f2Hp2XwNVqtaBpGnK53ANxbdHtf+12m48wD45+WuU1MYGp3W7PfC+jHD9HR0dIpVJLaSB8itC2trYGp9PJRxVnhWmavDV0MJtNFEXLiyGL4vb2Fqqq8uyxQCAASZK4w5iNITJxi4QtgiCI2UMCF0EQBDE3WBYXy0UqFAo8UNcK5g549+4dANiO6g07vmKxmOXacDiMzc1NGIaBVCplOfY06X2yfb59+xalUgmxWIwfSgfx+XyIRqPcxeX3+8dmcbGxpG+//dZyHWFPMBhEKBRCoVBY2kjXpLDRL03TUK1W+ejXU0ZVmajFBFWHw8FdYSw3KRKJQJblkQHl8xK4rELJ7cTkeTBtXtOgg2tWjHL8HB4ePilf7SnMQmhzOBxYX1+fmcDFRkdVVcXt7S1cLhckSYIoikt3aF5fX0NRFFQqFQDAzs4ORFHkn6vhfC0StgiCIOYHCVwEQRDEXHG5XNzF9fLlS6iqiqOjI9vbJBIJqKqKTqcztlFw0PEViUQsD4TMxfXq1SsYhoFsNjv2PlnGltV9xuNx6LoOTdN4o9qo/UqShEqlAsMwcHx8bOvi2tjYQDweR6lUws3NzcICmr9EZFnGTz/9NNF7bhmwjCVN01Cv17lomslkpj60Dzu2nE4nd4VdXl7C4XAgkUhAlmVbhyB7f/Z6van2McywCGAnrs2Tm5sbqKqKUqk0VV4TE6dnIXCNcvzIsjx1vtpTmbXQ5vP5cHZ2BtM0p/57ut0u8vk8NE1bajbbMKZp4uLiAqqq4uLign+uBEHgnysStgiCIBYPCVwEQRDEXGFZXIFAANvb2yiXyxAEwdaZ4nQ6sbm5icvLS9zc3Fg2GgIPHV+lUgnJZNJy7fb2Nra2tniro5WTavA+K5UKz9gatU9RFPHmzRsUi0UAGOkUWl9ffyBabW1tjc3iKpfLODk5wffff2+5jrAnEAggHA5zF9c4sXRR9Ho9FItFfmj3eDzY3d21dRaOY1DYcjgccDgcODs7g6ZpvAVQEISJn4dZOLiYCKAoChfXltX+d3V1xfP6gOnzmljr3VNGFK+vr6GqKs9X29nZgSzLCAaDU9/nUxgW2oLBICRJerLQtrGxgXK5zLMJHwMbHR0sPlhGNtswpmnyPLJarYaVlRVkMhkIgoDV1VX+2RvM1yJhiyAIYnGQwEUQBEHMnUEX1+XlJVRVxbNnzya6LQuntzvUsDwsTdMQi8Us1zIX16+//gpd17G3t2d7n7quP8jYGkUsFoOu6/ywajUKJ4oiyuUydF3H8+fPbV1c6+vrSCQSKBQKuL6+Xnpo8udMNpvF+fk5VFXF8fHxUvfS6XSQz+d5oPra2tqDVrVpYGOIAPhBulQqQdO0kS2Ak8L2M43AZZomH7NlIsBjxLVZYZomzs7OoKoqb/1LpVKQJGnqvCYm2D9W4DJNE5eXl1AU5YHj5yn5ak9l1GjdLIW2wSbFSV/3ZrMJVVX56Kjf78ezZ8/Gjo7OG5ZHNvy5SqVSXPQcdmwRBEEQi4cELoIgCGLusCwuv9/PWwUHRzlG0Wg0sL6+jkajgXw+D0EQLNc6nU5IkoS//voLxWIR6XTacm0wGEQwGOR5YFajYOw+37x5Y+sMY+v+/PNPANYC19raGhetarUatra2bMfQJElCsVjEyckJfvzxR8t1hD3sPVcsFp+UafUU7u7uoOs6byv0+Xw4ODiwFU7HMSxsMVeYruu8BfDw8BCpVMqyNdSOaRxc/X6fh5I/RVx7Kqz1T1EUPvopSRJ32TwVj8cz8YgiE/tUVcX19TWcTicymczS3otWo3XzENoGBa5wOGy7dtTo6GBA+7LodDq8XZPlkQ2K0tSISBAE8WlBAhdBEASxEFZWVuB2u5HJZLir4ptvvhm5ttfrodVqIZFIwOFwQNd1JJNJ24N6NBrlbWjjHDGyLOPFixfQNA0HBweW65g7S1VVW2dYNBrF27dv0ev1bA84giBwEeKbb75Br9ezvM+1tTXeElmtVheeVfQlkc1m+XtuUufgLGBB5ixQPRAIQBTFqQPVWa7WoLDFXGGGYaDb7WJ9fR3Pnz+3bAGclMcIXN1ul4sAd3d3XASYVlybll6vx/Oams0mPB4P9vb2kMlkZprX5PV6cXNzY7tmVCh6Npt9Ur7aUxh21T12ZHUaBgUuK4ZHR6PRKGRZXrprleWR5XI5dLtd+Hw+7O/vc1GahC2CIIhPExK4CIIgiIXARns2Nzd5q2CtVuPh7IM0Gg0A9wekUCiE3377DblcDpIkWd4/c1L98ccfYx1fW1tbCIVCKBaLyGQylge8QXeWnTOM/W3NZpPnPY1idXUVyWQS+Xwe1WoVwWDQVoiTJAmFQgEfPnzAP/7xD8t1hD2bm5uIRCLcxTXteNqk1Go1aJrGR7/C4TBEUZx69Gs4ON7hcKDVaiGXyz0Y5ZJleWajXJMIXCwnSdd1dLtdbGxsYG9v78ni2mMZbv1bW1vD8fExksnkXPKa2IjiqPD0YbHP6/Xi4OAA6XR6oWIfY5muOpfLhdXVVdTr9Qf/OxsdVRSFt4Y+dXR0VowK/h90krExRCZukbBFEATxaUECF0EQBLEwmItLEAScnp5CVVV89913H61jV/w3NjYQDAaxubkJwzDGhnBHIhFomjaR40uWZT6qY5fNFI1GoWkaNE1DPB63vM9Op4OVlRUYhoFkMmm5z0EXl9/vt3Vxeb1epNNp6LqOy8tLbG9vW+6TsCebzfL33PPnz2d+/6Zp8rZCNvoVi8UgiuLUo1+jhK3b21ue+TZNC+CksPsa1aLInGlMXNva2oIsy4hEIgs98LdaLWiahlwuN5PWv0nxer0wTROdToeLRMNi36ycdNPyqbjqNjY2uMDV7/dRKpWgqupcRkefwqg8MlEUuXOWGhEJgiA+D0jgIgiCIBYGczptbGwgFouhVCqNHL8bFLhYMPyrV69gGAay2azt/cuyPJHja3NzEzs7O7zV0co5wO7z999/Rz6fH+nO6vV66Ha7CIVCuLi4QC6XgyzLI+/P6/UilUrBMAxUq1WEQiFbl4koisjn8/jw4QP++c9/0sFqSnw+H6LRKEqlEkRRnFmLH3OjaJrGM5ZSqdSTRr+YqNXv93kLG3OFLWqUizXBDTq4hnOSwuEwJEmaubg2jlGtf7IsTz36+VgGRa1ut/uR2CdJ0tJC0VneGxtZXZarjrGxscGbNA3D4K2h8xgdfSxWeWSD+ZAkbBEEQXxekMBFEARBLBTWqJjJZHgmzA8//PDg4MAya9hBcnt7G1tbW8jlckilUrYZNuFweGLHlyzLPJvJztWzs7MDn8/H73PYAdFqtQAAgUCAhxKzdq1RCIKAQqEAwzAQCARsXVwejweZTIYfwsaFNRPWZLNZ/p779ttvn3RfLMhc0zT+fpUkCel0euqMpWHHltPpxOXlJTRNm1kL4GNwOp3o9/sf5STFYjHIsjxyvHieDLtsIpEIJEmaWevfpLDX96+//sLl5eVcnXST0mg0uOi3TFfdIO12m4+bv3v3bu6jo5MyKo8sk8lwJxkTlQfztUjYIgiC+DwggYsgCIJYOF6vF+vr64jH4ygUCri6unowftdoNLh7C/jbRfXrr79C13Xs7+9b3vdjHF/MSVYul1Gv1y1dPew+X79+DcMwPnJnNZtNAPfB8LIs4+XLlzAMA7u7uyPvz+12I51Oc+EiHA7bHvgEQUAul8PJycnSW8U+ZzY2NhCPx1EqlXBzczPV6GCv10OhUICu6w/cKE8Z/RoUtthry1xhNzc3WFlZgSiKEEVxYaNcbD8XFxeoVCpLy0kyTROXl5dQFGXurX+TcHV1BV3XAQAXFxeIxWKQJGlpoei1Wo276oB7gV+WZQSDwaV9TzSbTe5qYyOumUwGh4eHS3GRMVjT6HAeGbsYMZixxRxbBEEQxOcFCVwEQRDEwhlsVCyXy1AUhR/I+v0+Go0G4vH4g9sEg0Fsb2+jUCggk8nYHvQHHV/pdNo2TFkUxYlcPaFQCH6/n9/noDOMObjW1tbg8/kQCASQz+dt3TzpdBr5fB66riMYDNq6uNhzxVw0kUjEcp+EPZIk8ffcqPw3K1iQeS6XQ6fTwdraGo6OjhCPx6d2o7AxROBeRDVNE6VSibcAut1u7O7uIpPJzD0QnMGcaYqioNvtwuFwLCUnaRmtf3Z7GQ5FB+4doHZi+zz3w1x15+fnAIB4PA5JkhbuqhukXq9DURQ+wrq9vY1UKoXXr1/D5XItTTBirlpd1x/kkbG2XWpEJAiC+HIggYsgCIJYCh6PB6urq0gkEsjlcnz8brBBcRhZlvHzzz9D0zQcHh5a3vew42tvb89yLXOSFYtFy1bHwft8+fIldF1/4M5iAhcbb5FlGb/88out22xQtLq4uOCjRFaHwEEX187ODh3CpoS5uIrF4kQurlarBV3XUSgU0Ov1sLm5icPDw6kzltj44aCwNegKa7fbWF1dxdHR0diihFnC9qCqKprNJjweD9xuN9bW1nBwcLCQPQD3z0uxWISiKAtv/Ru1Fyb2DYaiJxIJ/Nd//Rd/LReFaZo4PT2Foig87y2dTkOSJKyvry90L4NcXV1BVVWcnp4CuM+HkyQJgUAApmnijz/+4LmKi4R9dnO53IM8smg0yvO0SNgiCIL4siCBiyAIglgKzMWVTqdRKpWgKApCodCDgPlh/H4/wuEwSqUSMpmM7aEuGAwiGAyiUCggnU7buk9EUeR7+P77723vk7mzBl01zWYTKysrXIwIBAITuc1SqRRyuRwMw0AoFLIVM1wuFwRBwIcPH1CpVBCLxSzXEvZIkoRSqYSTkxPL1/v29haapnE3SjAYhCiKU4+IjmpEbLfbyOfz/ADu8/lwcHCAeDy+MLcLc6YxcW0wJ+l//ud/FrIH4OPWP6/Xu5TWP+Be7Mvn81BVlY+h7u/vc+cmGyVtt9sL2Q8T/VRV5XlvsixDEISp896eimmaOD8/h6IoPB8umUxCkqQHo94OhwMbGxsLFbiGSwgCgQBEUeQlBGwMkYlbJGwRBEF8OZDARRAEQSwNr9eLbreLZDIJXddxenpqK3AB9y6u8/NzaJqG4+Nj2/uXZRkvXryAruu2LpTV1VUkk0nk8/mRrY4MNq417AxrtVrcvTX42OPcZoOi1dnZGWKxmK2LK5PJwDAMKIqytJa2L4H19XUkEgkUCgVcX18/yE+6vr6GpmncjbKzswNRFC3fE+MYJWw1m00YhoFiscgDwbPZ7EKdeczdYhgGer0efD4fDg8PEYvF+PuPucvmSbvdhq7r0HV96a1/7Xabi31sDHVUKDprg727u5vrfrrdLvL5PDRNQ6vVgtfrxcHBAdLp9MJFPwZztamqOnE+nM/nQ6lUQr/fn+tren19DVVVUS6XAXz82aVGRIIgiC8fErgIgiCIpeF0OuF2u5FKpbhDYX19HSsrK5bOBJ/Ph0gkgnK5DEEQbAOvt7a2EA6HUSwWkclkbLN7BEHgo1HDrY6DDGaBMWdYq9X6KGR6UrdZMpmEYRgwDAM7Ozu24cbsMPnu3TuUSiUkEgnLv4ewR5Ik/np///33vK3w8vISDocD8XgcoihaFg+MY5SwVa/Xoes6P4AvIxB82N0SDAYhyzJ3twyysrKCTqczl300Gg0eRL7s1r9WqwVN05DL5fgY6vHxMR9lG4XH45mbg4uJfoZhoNPpYH19Hc+ePUMymVxajhVztbF8OFaukMlkbJtqgfuLFaZpotlszryggBUhsJbZUZ9dErYIgiC+HkjgIgiCIJaKx+OB1+tFKpWCqqrcxWF3CJEkCaenp1BVFc+fP7e9f0mScH5+DlVVbR1fbA+GYXzU6jgMc2fpuo5sNotOpzPSvTCJ22xQtKpUKnw8zeogm0qloOs6FEV54LYhHsfa2hp37f33f/83Go0GzzQSBGHqIPNRwhZzhbFA8FgsBlmWFxoIPsrdwsQ1K5xOJ88KmxU3Nze89c80TYRCIciyjO3t7YULD/V6HaqqolgsjhX7hvF6vbi5uZnpfprNJlRV5aKf3+/Hs2fPlurWHDXCenR0hFQqNXG5AhO1bm9vZyZwjSohyGQyvAzB4XDA4XA8yNciYYsgCOLLhwQugiAIYqkMurgKhQLa7bbtoRu4PzDFYjGUy+WxQeGbm5sTO74ymQwKhcKDVsdRMHdWsVhEOBwGgJEC16Rus0QiwcOQI5GI7SgPC7p+8+YNisUiUqmU5d9DjKbf76NUKnHBqdlsQpKkJ7UVjhK2Li4uoGkaqtXqUgLBTdPE5eUlLzJwOBxIJBKQJGlsuD5w/9mc1Ygia/07OzsDcC/ySZL0kfNxEVSrVaiqikqlAgCIRCKQJGns984gzMHF8riewqck+jFGudqGR1gnZVDgeiq9Xo+7fQdLCFKpFDwez4OMLTs3LEEQBPFlQgIXQRAEsXQ8Hg86nQ5isRjPBBqHJEn8Cv533303du0kji+Px4N0Og1N03iro919np+fwzAMALB0/Ezy2E6nk4tWlUqF5w9ZHc6SySQ0TYOqqkvJKvpc6Xa7vK2QBZkHAgFUq1WEQqGpxC3TNB80IgJApVKBruuo1+twuVyQJAmiKC4sEHxU214mk4Eoio8S157q4DJNE2dnZ1AUBdVqFQ6HA6lUCpIkzXxUbZK9XFxcQFEUPoY6KhR9UrxeL0zTRKfTmVoU/ZREP8ZTXG1WzELg6nQ6yOVy/LO7urqKg4MDJBIJuFwuakQkCIIgAJDARRAEQXwCOJ1OeDwefhCqVqvo9Xq2IzBra2uWQeHDDDq+6vW67YE2nU4jn8/zVkergxJzhrEwcquA5UkfOxaLccdEJBKxdR84nU7Isow///yTZ4ER1rTbbd5W2e12sb6+juPjY8TjcXQ6Hfznf/4nTk5O8I9//GPi+xwWtljTHQsEH27eWwSj2vay2SwEQZhKhFlZWZlK4GJB5IqioF6vc9chGx9bJKZp8lD0Wq2GlZUVCIIAURSnHkMFwMXKu7u7Rz23TPRTVZW3Dy5L9BtkFq42K5xOJ9bX16cSuO7u7vj3Ihtf393d5U4yErYIgiCIQUjgIgiCID4JPB4PH1fsdDooFArIZDK2txFFEaVSiQfDj1vLHF/ffvut5Tq3241MJsOdFZFIxHItc2cB1gLXpI/NXFx//fUXyuUyz7ixErni8ThUVYWiKEgkEhPn4XxNsLZClmm0ubkJSZIeBJl7vV6k02nouo7Ly0vb7DU2fjgobA26wuya9+bJvNr2nE4nH7ucRDh4ShD5rOn1eigUCtA0jY+y7e7uPmkMdRB2H5MGzX9Koh/DNE2eTzgLV5sdGxsbqFarE6+/vb2FpmkoFAro9/sIBAIQRZE7yZjDlYlbJGwRBEEQAAlcBEEQxCeCw+FAOp1GKBTCTz/9BF3X+fiJFV6vF8lkErlcDldXV7Zug/X1dcTjcRSLRdRqNduA71QqhVwuB1VVsbOzY3l42tjYgNfrxd3dHVqtluUhftLHjsVi0HUd+XwesVhsrIsrm83i999/Rz6fhyAIln/P10a9XoemaSiXyzBNE9vb2xBF0TLTSBRF5HI5nJycjMxeG5Wv1W63uXjGMoqOjo4WGvw/qm3v+fPnMxtbZffR7/dtxbpRQeSLFvkG95LL5aBpGtrtNlZXV3F4eIhUKvUksW+YQQeXHUz0U1WVO/uWJfox+v0+F9xvbm5m5mqzY2NjA2dnZ2i327YC46gyBFEUsbW1NTJfi4QtgiAIYhASuAiCIIhPBhbcLAgC3rx5g3w+D1EUbW8jCAKKxSIURcGPP/5oe+ARRZG7KL7//nvLdS6XC4Ig4MOHD6hUKojFYrZr7+7uoKqqrTNs0G1m9dgOhwOSJOGPP/5AqVRCOp22FblisRhUVYWqqkgmkzM9wH+OsMMxyzSKRCL8cGyHx+NBJpOBpmm4vLxEKBQCMFrYajQaMAxjphlFj6XZbELTNC6uzattj73vrMaFZxlE/lSGR9l8Ph8ODg54K+msGefgYgLoMp19wzBXm6qqaDabM3e12TGYwzX8WKPKEOLxOERR5E4yErYIgiCISfi6fwkTBEEQnxQOhwNerxeRSIRnJiWTSVung8fjQSqV4iNmTJwYxerqKhKJBPL5/FjHVzKZhGEYUFUVkUjE8pDcbrfh9Xpxfn5u685aXV1FMplEPp9HtVpFIBAYuS4SiXDxYpyLy+FwIJvN4vXr18jlcpAkyfLv+VJhh+PBTKNEIgFRFB+VaSQIwgMXF7tvh8MBh8OBm5sb6LrOM4p2dnYgy/JMMoompV6vQ1GUhbXtDTq4hvfBxseWJfIxGo0GVFXlo2xbW1vIZrO2zstZYOXgGiX6HR8fIxqNLq0MYthht7q6iqOjo4WK4kyour29ffD5Yk6yWq3GyxDY2Cb77A3ma5GwRRAEQdhBAhdBEATxSeF2u+F2uyEIAv7880/kcjnIsmx7m0wmg0KhAEVRxh72J3V8raysQBRFvHv3DuVyGYlE4qM13W6Xtz9WKhWoqmrb6Dj42D/88MPIx3Y4HJBlGb/99huKxSIEQbAVuSKRCHw+HzRNQyqVWtrY06Jhh2NN0/iY1eDh+LEwF5eqqjg/P+cFA9VqlbdqMvFMkiRsbm7O4a8aTbVahaIoPO8tGo1CluW5t+0xpxETuK6vr6EoylyCyB9LrVaDoih8lC0cDnPBcREiiNvthsPh4ALXcPvg9vY2JElaiujHaLVafIS11+vB5/MtzWHHxOZ6vY5+v8+dZCwfTZZlpNNpeDyekaOIBEEQBDEJJHARBEEQnxQOhwMejwc7OzvY3NxELpdDKpWyHaFxu91Ip9N8PM0uGN7r9SKVSsEwjLGOr0QiwV1cow6FrVYLwH2josvlGuvOGnzsq6sry0DzcDiMzc1NFAoFxOPxiVxcr169gmEYyGazln/Pl8BgWyEbsxo8HE8DG0NMpVIPsrs0TXvgLBFFEevr6zP+i6z3dH5+DkVRHrTtDY5tzRv2nru8vMQff/yxVJEPeOjWOz8/B3BftiBJkm2m3jxg31O3t7f49ddfH4h+sixbfgcsgtvbW+5qYw47SZLm7mqzw+PxwOVy4ezsDKVSCXd3d1hdXcXBwQHPWqRGRIIgCOKpkMBFEARBfHK43W64XC6IoojffvsNuq5jb2/P9jbpdJqHOY87yAmCMJHjy+l0QhRFvHnzBsViEalU6sF/ZwLX6uoqIpHIA2eYFYNuMyu3CXNxvXr1CoVCAZIk2YpcOzs78Pv9MAxjqeHV84Q1BbIxK9YU+JRMI9M0HzQiut1umKaJi4sLVCoVuFwuZLNZCIIw94wixqgAcFEUIYriQtv2TNNEvV4HAPz+++9wOp1zDyK328vp6SkURcH19fVSBMfh/Zyfn6Pb7eL6+hq1Wm1u7YOPYdhht4wx2lGwfLRut4tut4uNjQ3s7u7yiwYkbBEEQRCzggQugiAI4pODZXGFQiFsbW2hUCggk8nw3JtRPCYY3u12PxhH29nZsVzLmg01TeNuKkaz2QRwL3ANO8Os3FkejwfpdJqPvYXD4ZHrtre3sbW1hWKxiEQiMZGL69dff4WmaWPFwM8JFtbNwsM3Njawt7f3pDErJmyZpgmn04ler4dSqQRN0wDci0wHBwdIp9MLyyhiAeCapvGxrb29vSc506ZheHwMuM+jOzg4WOg+2F6KxSJUVcXt7S1cLhdkWYYgCLbfBfPcz6D4CNyPcf6f//N/Fi76MZggq6rq0h12w9ze3vKstn6/D7fbjU6ng3/91399EBZPwhZBEAQxK0jgIgiCID5JXC4Xd6+8evUKmqbh4ODA9jaTBsMD946vXC4HVVVtc3KcTickScKff/7JhTbGoIMLmMydxR47n89DURSe9TQMc3H9+uuvyOfzyGaztiJXKBRCIBCAYRgLdRzNi2azCV3X+eHY7/c/acyKNSEOOra63S50XUcul0On0+FuIObGWQSdTge5XA6apj0IAE+lUgtt2+t2u3wfd3d38Hq9iMfjKJVKSCQSC30/MbeepmlotVrcrbdIwXEQq/bB29tblMvlhTrrGKMC2pflsBtmVD6aKIqo1+s4PT1Fv9+H1+ulRkSCIAhi5pDARRAEQXySMBdXMBhEMBhEsVhEJpOxPbxNEgzPYI6vk5MTnJ6eIhqNWq6NRqPQdR26rvO8GOBe4HK5XHwkcFJ3FnOQKYpimxkWDAYRCARQLpeRTCbhdDothQbm4nrx4gVUVR0rBn6qsIY+loMVCoUgiuLU4eEsX4sJXCwY3DAMFAoF9Ho9+P1+PHv2DKFQCP/v//2/hQhLbGyLOdOWFQB+d3fHg8gHHXKJRILnJQ23KM6LdrvN98IEx2fPnvH3/qKxEh9Z++Dbt29hmiY6nc7CBMBer8ddbczpt+gx2lGwfDRFUbiTLB6PP8iMC4VCD8atSdgiCIIgZg0JXARBEMQni8vl4llcbPzu6OjI9jbjguEHYSOFLLfLbgSQNRvmcjnu7mk2mx+5NyZxZ7HHZg4yO1cSE63y+Tx2d3fR7/ct97m9vY3t7W3k8/mp2wSXRbVafRAeHo1GIYri1OHho4St29tbGIaBUqnExTNJkvjr1G63AWCuYkqj0eAB4P1+H4FAALIsLzwAvNFoQNM05PN59Pt9bG1tQZZlRCIRvg/2PMxb4Go2m1zsY269Z8+eIRqNLkUEmbR9kI1J3t3dzV1cYmKbrus8oP3w8BCpVGoprjbGKCfZYJupw+H4aAyRhC2CIAhiXpDARRAEQXyysKayra0thEIhlEolZDIZXjk/inHB8IMwx9f79+9RqVQQj8ct17JmQ9bq6Ha70Wq1PmpLm9SdNWlmGPvbJ3FxAfeC2E8//QRN03B4eGi57lNgMD+oWq3C4XAgmUxCEATb13jcfbKMLeYSubm5gaZpOD09BXAvnkmS9NFrx4SceQhctVoNqqqiVCoBuA8AlyRpamfatNzc3PDxMSbyybI8smxh3gLXzc0Nf05GCY6LZrh9cJz4OChwzSvvatjpt7Gxgf39fcTj8aW42hjDWW3DbaYsOJ6Fxy9zrwRBEMTXAwlcBEEQxCcNc3EJgsDFkOfPn9vexi4YfphBx1c0Gh3r4nr16hXPuep2uyNHJid1Z02aGSZJEi4uLpDL5bC/v2/r4goEAgiHw9zFtew8nlGwsG5N01Cv17GysgJBEJDJZKZ2nQ07tpxOJy4vL6FpGq6urrh4Ztd0N2uByzRNXF1dQVEU7kyLx+OQJGlqZ9q0sH2cnZ0BuP+MSJKEra0ty9uw56HX6811L9FoFLIs2+5lnlxfX0NVVZ4ZNWn7IBOamfNvlgwHtC/L6TfMqKy2g4MDPrpNjYgEQRDEMiGBiyAIgvikYVlcfr8fOzs7OD09Rb1etxQpgIfB8EzosYK5uN6+fYtSqYRkMmm5ljUb5vN53pI4SpCZ1J01aWYY+9srlQpSqdRELq7z83Ooqorj42PLdYuG5Qfpus7DurPZLNLpNM8xeyyDwhYbfzo9PYWmabi5ueHi2STh24MB9E/BNE2cnZ1BURRUq1U+tiWKIg+yXwTD+3A4HEilUpAkaSKH3CwdXKZp4vz8HIqicMHxMXuZNaMyox7bPjjo4JoVo8S2ZTj9hhmV1ba7u8vHNknYIgiCID4FSOAiCIIgPnlWVlbgdrshCAI/JH/77be2t2HB8IZh8FBoK+LxOHd8xWIxS8fXYLNhLpcDMFrgAiZ3ZyUSiQePbefiOjs7g2EYODw8tHVxMUGsWCwuXFQZRafTQT6fh2EYPKz74OAAyWRy6kB3NoYI3L8upmmiVCpB13U+MrW7u4tMJjNxPtJTHVz9fh+lUgmqqqJer8PlckGWZQiCwMWQRdDv91Eul6EoCnfISZL06Fw29to8ReAatRdRFCGK4ifTPjit+DgrB5dVQPsynH7DDGfGbW1tQZIk3jzLxC0StgiCIIhPARK4CIIgiE8elsW1ubmJaDSKcrmMWq1me/izCoYfBXN8/fXXXygWi0in05ZrWavjxcUFAFi6giZ1Z7HMsHEOMp/Ph0gkgtPTU6TT6YlcXMy9M26kc16wtsJ8Pv8gP8huFNQONn44KGz1ej0UCgXous7Fs2nDt6cVuLrdLvL5PDRNQ6vVgtfrxf7+/pOcadPQ6/WQz+ehqiparRY8Hs+T9vEUBxfbi6ZpaDab8Hg82NvbQyaTWehzwuj3+ygWi1AUZWbtg263m7dyTgMT21RVxfX19dKcfqOo1Wo8qw24zyAURRGBQGBkvhYJWwRBEMSnAAlcBEEQxGcBy+LKZDKoVCo4OTnBDz/8YHsbFgxvGAYPhrdiOLfLThyRZRkvXrwAYO3gAiZ3ZzEHGWt+tHI1SZKE09NTGIaBo6MjWxcXEwNLpRJEUbQd6Zw1jUYDuq6jWCyOdH08lmFhy+l0ot1uI5fLPQjfPjg4eFL49mMFrna7DcMwoOs6Op0O1tfX8ezZMyQSiamdadPQ6XRgGAY0TUOn08Ha2hqOj4+f5JADphO42F6Y4DirvUzLqMyoWbUPMuH9sQLXsNjmcrmQzWaRyWQW6vQbZthJBtx/Nw1+f5CwRRAEQXzKkMBFEARBfDZ4vV5sbGwgHo+jWCzi6urKNgh6OBg+m82OXfv7778jn89DFEXLtVtbW3C73eh0Ouh0OpYHZeYMG9foOKmDbGNjA7FYDOVyGTc3N9ja2hrr4mLjWONGOmcBaytkrg/WisdcH49lODje4XCg1WrBMIwHI1OyLCMSiTz5sD2pwNVqtXizXa/Xg9/vx/HxMWKx2EIP/MP72NzcxNHRka2Y+hgeEzI/vBefz4fDw8OZ7eWxjMqM2tvbQyKRmOl+vF7vxCOKVgHt6XT6yWLbUxjlJEun07ykgmXbDY4hkrBFEARBfIqQwEUQBEF8NrAsrkwmw3N9fvzxR9vDFguGz+VyvMLeip2dHfh8Pp7bZef4crlc6HQ60DQNR0dHlusmbXSc1EEmSRIqlQoMw8CzZ89sXVxMDCyVSri5uZk4PPsxmKaJarUKTdN4U2AsFoMoilM/3ihh6/b2Frquo1wuwzRNhMNhSJKE7e3tmR22xwlc9XodqqqiWCzCNE1sb29DlmWEQqGFHvjr9Tpv2DNNE8FgELIsT+2Qs2ISB9ei9jIpjUYDmqYhn8/PXAAdhdfrRa1Ws12zKLHtsYxyksmyzL8nR40iEgRBEMSnDAlcBEEQxGeFx+PB2toaEokE8vk8Li8vEQqFLNcPBsPruo69vb2xa1+/fo1cLgdZli3XdjodeDwelMtlCIJgmZkz2OhYKBSQyWQsH1uSJPzxxx+2DrK1tTXuYKvVaggEArainSzLKJfLODk5wffff2+57rGwVrxB10cqlbJ9Lia5TxYezw7Xo8QzWZbnEr5tJXBdX19DURRUKhUA9wUGzJm2SIb3EYlEeMPePLATuBa9l3Hc3NzwzKh5CaCjYCOKrMVzkEWLbZNi5SRLJBJwuVzUiEgQBEF8tpDARRAEQXxWMBdXOp1GqVSCoihjD7EsGL5QKCCdTtvmZoVCIfj9fuRyOaRSqZHiUafTQbfbRTQa5aM9z549s7xP1uio6zo/RI4iEolwp4ddRpAoirwx0O/3o9frWTrD1tfXkUgkUCgUcH19ja2tLct9TkK/30elUoGmabwpUBTFJ+UHDTu2nE4nLi4uoGkaqtUqHA4HUqkUJEnCxsbGk/Zvx6DAZZomLi4uoCgKLi8v4XA4kEwmIUnSQvPM2D5UVeUNe4lEArIsz30fLGOJPS9We5EkaS7uwHGYpomrqysoirIQAXQU7D3fbrf5/12r1aCqKkqlEgAsTGwbxygn2e7uLh8jJWGLIAiC+NwhgYsgCIL47GAurmQyCcMwcH5+jp2dHdvbZLNZ/Pzzz9B1HQcHB5brmIvr5cuXMAwDu7u7H61ptVoAwA/RlUoFgiBYCg7MnTUu34utG9f8uLq6imQyiXw+j2q1imAwaBvgLUkSisUiTk5O8OOPP1qus2OwrZA19O3u7o4N77djUNhih+nT01Munq2srECSJAiCYCtKzgom5FxdXeHt27eo1WpYWVmBIAgQRdGyMXMesFwkRVGWug+n04ler8dHgmu1GpxO51L2wjBNE6enp1BVFdVqlWdGSZK08PZBJoDf3d3h9vZ2qWKbFY1GA6qqPsitGyx9YOIWCVsEQRDE5w4JXARBEMRnB3NxpVIpniEzLvPH7/cjHA6jWCwik8nYHsyDwSACgQDy+TzS6fRHziQmcK2trSEUCvHD9jfffGN5n5Pme03a/CgIAorF4kQurrW1NaRSKeRyOVSr1UeN1nU6HeRyORiGwRv6Dg8Pn9QUyMYQgXtRzzRN/rc0m014PB7s7e0hk8lMLZ49ln6/z5vjPnz4ALfbjd3dXWQyGdsR0Hnso1AoQFVVNBoNuN1uZLNZCIKw0H2wvQDA2dkZyuXyUvfC9sNcm7e3tzwzShCEpbUPsufh1atXuL29XarYNkytVuNjm8D9d4soirz0gRoRCYIgiC8NErgIgiCIzxKPx4PV1VWkUilomoZKpYJYLGZ7G0mSeG7U8fGx5Trm4vrll1+g6zr29/cf/HcmcK2urmJ9fR2xWAylUgm1Ws3SrTFpvtekzY9erxepVAqGYeD6+hrb29tjXVyFQgEnJyf4l3/5F8t1g3+jYRjI5/O8Fe/g4ADRaHSqsGk2fjgobHW7XRQKBRiGgXa7jbW1NRwfHyOZTE4tnj2W4Twi4P65ymazC222G97H6uoqDg8PbUdVF7GXXq8Hp9O5tL2w/eTzeWiahlarBa/Xi/39faTT6YUJoMOwgPYPHz4AAJrN5tLFNuD+c3Z5eQlVVR84yQZHa0nYIgiCIL5USOAiCIIgPkucTucDF5eqqohEIrbiy+bmJiKRCA+Gt8tzCgQC2N7e5sHwgyNyzWYTAPj/JooiyuUyVFXFd999Z3mfk+R7AZM3P2YyGT42uLW1Zevi8nq9SKfT0HUdl5eX2N7eHrmOtRWypsBAIABRFKduxRvViNhut5HL5ZDL5bh4dnh4yLOAFsGoPKJgMIhyubxQIedTatgbtRfTNLGxsWE5VjtP2u0230+n08H6+jqePXv2JPfgUxkW29hnU5blkePMi4KNbSqKwksf0uk0BEHA2toaHA7HR2OIJGwRBEEQXxokcBEEQRCfLR6PB51OB6lUio/iJBIJ29tIksRHCp8/f267VpZl/Pzzz9A0DYeHh/x/b7VacLvdXARhrY7jgtwnyfcaXDeu+dHj8SCdTkPTNFxdXSEcDtse/EVRRD6fx8nJCYLB4IMDbq1W40444O9g7GmbAkcJW81mE4ZhoFAowDRNBINBSJKEnZ2dhR227Zrt2HtoEcLSp9SwZ7eX//qv/+Kv4aJoNpt8P71eD36/H8+ePUM0Gl2aKGMltkUiEfz7v/87ut3uUvbFnGSqqj4Y22TC+KhRRIIgCIL4UiGBiyAIgvhsYS6uZDLJc4vGuYA2NjYQi8VQLpdxc3Nj2/7GcrtKpRIymQzP1Gm1Wh+FnrNmQ0VR8MMPP1je57h8r8F1rPnRrqEwnU4jn89D13UEg0FbF5fH40Emk+EteKFQCFdXV9A0jbfixeNxCIIwdSveKGHr5uYGuq5z8WxnZweyLCMYDE71GNNwc3PDBSzTNEc22w22KC5zH4tikrY/p9PJn5d5c3Nzw/djmiZCoRAkSUIoFFqasDUs/g2Lbawgod1uL3RfwyOtXq8XBwcHvKV1sBGRCVwEQRAE8aVDAhdBEATxWcNcXOl0Gh8+fECxWEQqlbK9jSRJqFQqUFUV3377re1aWZZxfn4OTdN4bler1fpInPF6vUgmk8jlcrYjgOPyvYYf+8WLF9A0zbL50e12I5PJQFEUXFxcIBKJ2Lq4BEGAYRh48+YN3G43b8UbHGeahlHCVrVa/Ug8k2V5avFsGq6urqAoCs7OzgDYN9vNU+BiuUiT7GOemKbJn5NJ2v6cTufc3UnDr1E0GoUsy5ZOyEUwSmyTZfkjIdLhcMDr9fL8tnkzaox0d3eXC/uDwhY1IhIEQRBfGyRwEQRBEJ81TqcTHo8HiUSCZ+PE43FbkWfSkUIA8Pl8D3K7PB4Put3uRw4u4O9mQ1VVPxoBHMQu32uQra0thEKhsc2PrCHRMAyEQiFLF1e/38fZ2RmcTieazSbu7u4gSdKTmgJHCVtMEGRZQJlMBqIoLqxVzjRNnJ2dQVVVXF1dweFwIJ1OQxRF29y1WQtcbB+KoqBarU68j3kwvJdJ2/6cTid6vd5c9nN+fg5FUfhrlEqlIEnSwp+bQUYJopIk2X5HeDyeuTu4Ro2RiqLIx3uZuEXCFkEQBPE1QwIXQRAE8dnDDpiZTAbv3r1DPp+HIAi2txEEYaKRQuDv3C5FUXjY9iixyePxIJVK8SD3UChkeZ9W+V6j1l1cXEDTNBwdHY1c43K5IAgCPnz4gPPzcz4+xYSaXq/Hw+hZfpjT6cTa2hqy2ezU4fGDjYgAUKlUoGnagyygRbbK9ft9lMtlKIqCer2OlZUVSJIEQRAsRcTh2wN4sjjw1H3Mkn6/j1KpBFVVUa/X4XK5IEkSRFGc6HVZWVmZ6YjiqOdGFEWIorjw54YxSoh8jNjm9XpxfX09l72NGiMVRRGBQGBkvhYJWwRBEMTXDAlcBEEQxGePw+GAx+NBLBZDPp+HYRhIJpO2TXirq6t8pPDq6so2D2owt4s5OawO46zZUFEU21ylwXwvu9HAzc1N7OzscAeZldsmmUzCMAzous7D5llOTy6XQ6fTwdraGo6OjhCPx2EYBj58+IBKpYJYLGb5tw/DhC3TNHk+06B4xrKA0un0wpoImYCnqiqazSY8Hg/29vaQyWTgdrsnvp+nOrh6vR7y+TxUVeUNe/v7+0in04/axywYbvvzer1T7WVWGVzsudE07Umv0SyxEv8eK0R6vV60222ex/VUTNPkI62DY6SiKPLxXhK2CIIgCOJjSOAiCIIgvggGXVxv3rxBLpeDJEm2txEEgYtRP/74o+0hkeV2FYtFANYCl9vtRjqd5ofTnZ0dy/tk+V6qqvJ8L6vHZiN3z549G7lmZWUFgiDg/fv3KJVKuLu7Q7lcRq/Xw+bmJg4PDx+00GUyGRiGAUVRxrbTsfHDQYdTt9uFYRgftcolEgnb8dBZ0ul0uKjXbrextraG4+NjJJPJqfbQ7/enErfa7TbfBxMSn7KPpzC8l6e+Lk8VuGb9Gs2CYfHvqUIkG+9tt9tPciuapsmdomy8dzAbz+FwfDSGSMIWQRAEQfwNCVwEQRDEFwELe45EItzFlUqlbA+sHo8H6XR6opHCwdwuwFrgAv5uNlQUBeFw2PIQOpzvZTUO5fP5EI1GUalUIAgCfD7fyHWDLq5er4dAIGDZQsdGw969e4dyuYx4PP7R/Y3K17q7u0Mul0M+n0ev14Pf78fx8TFisdjCDtutVosHbQ8KeOMaNMfxWIGr1WpB0zTkcjm+j+PjY0Sj0YW31jWbTZ7RNMvXZVqBa9RzM4vX6CmMEv9mIbY9VeDq9/s8u29wvDedTsPj8YwcRSQIgiAI4mNI4CIIgiC+GNxuN9xuNwRBwB9//AHDMJDNZm1vM+lIIQCIoohCoQCHw2E7fjeYiTVuBJDle6mqiufPn0+07ptvvhm5xul0QhRFvH37FisrK/jmm2/4AXkULC/s5OTkgSgzSthqNBrQdZ23ym1vb0OW5ZHi2by4vb2FqqooFAowTRPBYBCyLNuKiI9hUoGrXq9DVVUUi8W57OMxDO9l1q+L0+nkY6mTPjeaps3tNZqGeYl/DCZq3d3dPaohlI0Qa5qGu7s7PkbKxqsHGxGZwEUQBEEQhDUkcBEEQRBfDCyLKxwOw+/3I5fLcReEFY8ZKfR6vXC5XOh2u2Nzu5ibSlVVRCIRy8PpYL5XvV63dGetr68jFouhVCrh5ubG8iAdj8fx7t079Pt99Ho99Ho9y8dm4edv3rxBqVRCIpHgwhYbf7q5uYGmaTg9PQUARCIRyLKMQCBg+bfPmuvra6iqinK5DADY2dmBLMu2z/80jBNxrq+voSgKKpUKgPvnQpKkme9jEqrVKhRF4a9LNBqFJEkzf13Y8zHuualWq1BV9ZN4bhg3Nzc8oH2eouygwDUJd3d33IHY7XaxsbGBbDaLeDzO87SYsEWNiARBEAQxOSRwEQRBEF8UbrcbLpcLoiji9evX0DQN+/v7treZdKRwsDlwXG7X8AhgIpGwfHxRFFGpVKAoCr799lvbdayB7rvvvhu5hjk9er0eSqUSUqmU7VhTMpmEpmlQFIULcQ6HA1dXV9A0DZeXl3A4HEgmk5AkyVKAmzUsaFtRFFxcXMDhcCCRSECSpEe5ZB7DKBHHNE1cXFxAURT+XCQSCciyvLDnYnAv5+fnUBQFV1dXC3ld2OjeqDHFUc/Not8no7i6uoKiKDg7OwNwL/7JsswLImbN4IiiHY1GgzvJ+v0+tra2IIoidnZ2uKg1nLFFEARBEMTkkMBFEARBfFGwLK7t7W0EAgEUCgVkMhnbzKxJRwq73S76/T78fj+ur6/H5nYlEgnoug5VVW2zh9bX1xGPx1EsFlGr1eD3+0euG8wBu76+HnlgN00TvV4PKysryOfziMVilgIXG0EUBAFv377F5eUlAEDTNNRqNR5cL4qiZcvjrBkVtJ3JZCBJ0tz3MChwmabJRcdlPReD+2J7ubm54eKpKIqPavubhkEHF8M0TZTLZaiquvTnZnBPrIiBiX+pVAqiKM5dbBvn4KrVatyBaJomQqEQd9uNytciYYsgCIIgpoMELoIgCOKLw+VycRfXy5cvoWkaDg8PbW8zyUhhq9UCcD8i12g0xuZ2OZ1OPgJYLBaRSqUsH18URZRKJSiKgu+//36idT/88MNH/73T6QAAgsEgzs/PUSqVkE6nH4hcg060wTyxt2/f4u7uDm63G9lsFoIg2I53zpJRQduL3gMbzczlclBVFY1GYynPBaPX66FQKEBVVTSbTbjdbuzu7iKTySxsL4MCF9uPpmn8uVn0fobp9/vc1Viv1xcq/jFYXtagg8s0Te4kOz8/BwDEYjGIosgdiCRsEQRBEMRsIYGLIAiC+OJgWVyBQADb29solUrIZDJYX1+3vM0kI4XNZhPAfW7WpLldsVgMuq5D0zTE43HLtrbV1VUkk0nk83lUq1XLLCWv14tkMolcLjcyB4wdsgOBAJrN5gMXl8PheCBs9Xo9FItFKIoC4P5Qfnh4iFQqZRuiP0u63S7y+TxUVeVB2wcHB0in0wvbA9tHq9VCp9PBH3/8gdXV1YU/F4xOp8Pb/trtNlZXV3F0dMTHTRcJE7hYwQDbz7KeG0av1+Pvm1arBY/Hg729PWQyGdvm1HnAXKN3d3cjHYjpdBqCIGBtbY1n2w2OIZKwRRAEQRCzgQQugiAI4otk0MV1eXkJTdNwfHxse5txI4XMwbW2toZAIDBRbhdzcf355598XNIKQRC44PTDDz9Y3qcgCLz5cTgHjAlcXq8Xsizjt99+Q7FY5I+7srKCTqeDfD7PQ66ZIPCv//qv2NjYsH2OZkW73eZB251OB+vr63j+/DkSicRC2+KGA7+dTieePXu28H0A9+8vtpderwefz4fDw0Pb8dZ5cnd3x3OsdF2Hz+fDwcEBD0NfBu12m4t/nU4Ha2trOD4+RjKZXLj4N4jH40G9Xsd//ud/cgeiLMu85GLUKCJBEARBELOFBC6CIAjii4S5Kvx+P8LhMMrlMgRBsBVwxo0UMoFrdXWV5w6Ny+0C7kOudV2HrutIJBKWrhev14tUKgXDMHB1dYXt7e2R6zweD9LpNHRd/ygHjAlczMHm8/lQKBSQTqdxd3eHfD6PQqHAQ65lWcb5+TlyudxCRrqazSYP2u71evD7/Xj27Bmi0ehCnSyjAr8bjQb8fr/tKOk8uL29haqqKBQKME0TgUAAsizz8PFFc3t7C03T+PsEAPb39yFJ0tLcRq1WC6qq8vfN5uYmjo6Olib+MbrdLnK5HOr1+oPnKplM8tHFQVGLhC2CIAiCmB8kcBEEQRBfLCsrK3C73RAEgbfPffPNN7a3sRspZDlI7H+bJLcLuBfbJEnC77//jnw+D1EULR9/0J0VDAYtBYVMJsMdZIM5YIMCl8PhQDabxatXr/Dq1Svc3t7ykGtZlvntSqUSH5maF/V6HYqioFQqjdzDori5uYGiKDzwOxwOQ5IkbG9v49///d8X6gK6vr7m4ePAfbabLMsfjZ0ucz9+vx8nJyfY2tpairhVr9ehqiqKxSJM00QwGIQsy7auyUUw7EB0uVzo9/v4t3/7t4+ELWpEJAiCIIjFQAIXQRAE8cXCsrg2NzcRiURwenqKm5sbHvI8CruRwlar9aAlbpLcLsbOzg58Ph8Mw0AymbTMCXK73Uin09A0DRcXFwiHw5brMpnMRzlggwIXAN4mWa1WEYvFIEnSR+2L7XZ7biHh1WoViqLg9PQUwL2bTZblkQ2Q84IFfquqykfuYrEYZFl+0Fg52KI4z71cXl5CURRcXFzA4XAgkUhAkiTb9+Ui9xOPxyHLMjY3N1GpVAA8bFFcBMPvm0gkAlmWLbPpFsWw88/v9+P4+Bj1ep0Lg0zUImGLIAiCIBYLCVwEQRDEFw1zcYmiiLOzMyiKgu+++872NqNGCk3TRKvVejAOCIzP7WI4HA7IsozXr18jl8tBlmXLx0+n09ydFQqFLA/J6XSaN/4xR0u73X7QjOhwOPDNN9/A6XQ+EOcGmbXAZZomd8xdXV3B4XAglUpBkqSFZXyxfbDXvFqt8sBvURRH7mOeApdpmqhUKlBVlYePZzIZiKJoW34wLybdD3s+er3eQvY0/L5JJpOQJAk+n2/uj2/HsPMvFApBFEXusozFYtjf36dGRIIgCIJYIiRwEQRBEF80zMW1sbGBaDSKcrmM6+trWwcRE6N+++035HI5SJKEbreLXq/3UU7VuNyuQUKhEPx+P3K5HFKplKWoxNxZiqLg7OwMkUhk5DqXywVBEHBycoLT01NEo1Hc3d3x8cTB+7MTsFhY91Pp9/uoVCpQFAU3Nzfc4SaK4kLyvQb3USqVoKoq6vU6XC4XJEmCKIrwer0jb2Oa5lwErn6/j2KxCFVVefh4NptFJpOx3Ms8eex+2PMxTwdXv99HuVyGqqpLfd8MY+X8E0WRu+2Gg+NJ2CIIgiCI5UECF0EQBPHFwxoVBUHA6ekpbym0IxwOY3Nzk4tRzWYTAEYeuO1yuwZhwtnLly9hGAZ2d3ctHz+VSnF3ll3YOAulZzlgnU7nIzHL7tBtmiba7bblyOQk9Ho9FAoFqKrKc8r29vZ4g9yi6PV6yOfzUFUVrVYLHo8H+/v7SKfTY/8+0zQBYGYCFwsf1zQNd3d38Hq9ODg4QDqdtiwZmCfT7oe9l+chcI163+zu7iKTySz0fTOMaZr8e4K529LpNARBwNraGhwOBxwOx4MxRBK2CIIgCGL5kMBFEARBfBV4vV6sr68jHo+jUCjg8vLSsqUQ+FuMevXqFQzD4I6NUU4nu9yuYYLBIAKBAPL5PNLptKWLhwly41oamdvl/fv3KJfLaLfbH2U52R2+u90uTNOcSlDodDpcNGm321hdXcXR0RFSqdRCw9rb7TYMw4Cu69yNdnx8jGQyOfE+mIDzVKGChY/ruo5ut4v19XU8f/4ciURiKQ16w/vZ2NjA3t7exPuZh4Or0+nw12uZ75thRrnbJEnighsLjh90bBEEQRAE8elAAhdBEATxVcCyuNLpNMrl8tiWQuA+oH1ra4uLUcBoBxcwOrdrFEw4++WXX6DrOvb39y0ff9KWxkQiwdc9Nk9rOJR+Eu7u7qBpGnK5HLrdLnw+Hw4PD20zyOZBq9Xi++j1etjc3MTx8TGi0eij98EEnGn3Pxw+vrW1BUmSEI1Gl+LuGbUfWZYRiUQetZ9ZClzDr9ey3jfDdLtd5PN5aJqGVqsFr9eL/f19JJPJB42IJGwRBEEQxKcNCVwEQRDEV4PH48Ha2hoSiQRyuZxtSyHwtxj166+/4vz8HIC1wOVwOCBJEn7//Xfk83mIomh5v4FAANvb29ztZXWfk7Y0snVv377lf+fw3qx4jMDVaDSgqioKhQL6/T4CgQBkWbYdoZwH9XodqqqiWCzCNE1sb29DkiQetD8N0wpcNzc3UFUVpVKJh4/Lsozt7e2lCFvDYejhcBiSJE29n1mEzNfrdWiahkKhANM0EQwGIcvyk16vWcDcbYZhoNPpYH19Hc+ePeOCGxO2qBGRIAiCID4PSOAiCIIgvhoGXVylUmlsSyFwP1IYDAZxdXUFt9ttO0K1s7MDn88HwzCQTCZtc59kWcbPP/8MTdNweHhouW7QnWXndInH49zB9ZiMp06nA8Be4KrValw0Ae7/TlmWEQwGJ36cWXB9fQ1FUVCpVAAAkUgEsiwjEAg8+b4fK3BdXV3xEgDgPodNkiTb8oJ5YRWGLssy/H7/k+77KQ6uUa+XJEkLf98MM+xu8/v9OD4+5kItCVsEQRAE8XlCAhdBEATxVeH1etHtdpFMJqHrum1LIUOWZbx48WLsfTPH1+vXr5HL5SDLsuVav9+PcDiMUqmETCaD9fX1keucTidEURzb0uh0OhGNRpHL5dBoND7alxXMwTUsxjHRRFEU7l6Lx+OQZfmjjK95YpomLi4uoCgKLi8v4XA4kEwmIUkSfD7fzB5nEoHLNE2cnZ1BURRUq1U4HA6kUilIkoSNjY2Z7WVShvfDwtBFUZzZfh4bMj/q9UokEpAkaaHvm1EMu9tCoRBEUeSjytSISBAEQRCfNyRwEQRBEF8VTqcTbrcbqVQKxWIRiqKMHbFjLphOp4NmszkyaJ4RCoXg9/t5+6KdM0qWZZyfn0PTNBwfH1uum7SlkYkaZ2dn2N/fnyiwe3hEcZRokslkIIqipQg3D0zTRKVSgaIoqNVqWFlZgSAIEEXR9vmfFjuBq9/v89y2er2OlZUVSJIEQRAsx0vnSb/fR6lUgqqqqNfrPAxdFEXL0oJpmdTBZZomyuUyVFVdyOs1KVbuNlEUueBGwhZBEARBfBmQwEUQBEF8dXg8nv+vvTt9SiRb0wD+sCQgKAjIvuTirr1HTMyXO//7TMTE3ImY7um+vVdXV55kBwtFERWSJedDTeZ1AdQqkbLr+UXcuGF7MjkkVlT79HveF36/H/l8HkIINJtNZDKZmevtY3wAIISYG0bZVVw//PADSqUStre3Z65dXV1FMplEs9mELMszq24eOqXR3udoNLp3mqPNDri8Xi9qtdqN0ETTNMiy/OShyTyTycTZx+XlJSRJwubmJmRZfq9Jj495XeBmwDUej1GtViGEQL/fh8/nw/b2NorF4tzjp4syqxl6oVBY2H7uC7jG4zFqtRoMw3A+r62tLWfy4LJMC2rz+bwTuNlHEa8fQ2SwRURE9LIx4CIiok+OXcWVy+WcMGXe5L1+vw8AWFtbuzeMAt5NX1xfX3dCpnkBkaqqODo6gq7r+Pzzz2eue8iURjusCgaDN9bN+8Xdfm9///vfb4QmxWLxUb28PtRoNEKlUoFhGBgMBggEAtjb20M+n3+WfVwPuEzTRLlcRqlUwnA4xMrKCg4ODpDL5R5UFffUbu/HboaezWYXvh87+LndZH44HDqfl2maz/55zTKrus0O3G4HW5yISERE9NfBgIuIiD5JPp8Pw+EQhUIBb968QaPRQC6Xm7rWDoGy2SxevXoFIQQ+++yzufff3NzEd999B8MwsLu7O3NdKBRCOp1Gs9nE+fn5zD5FD5nSaJom3G43NE27d5qjHZrYDcDdbvezhSbXDQYDZ5LdaDRCKBTC9vY2stnss4YPlmUBAJrNJn799VeMx2Osra3h4OBgbvi5SFdXV04z9PF47DRDT6fTz1pt5Ha7nQCw3++jVCqhUqlgNBphdXUVu7u7yGQySw2Lble3+Xw+7OzsIJvNQpKkqT22iIiI6K+FARcREX2S3G43fD4fstms84txOp2eGu5cXV0BANbX150wqtfrzW1yHolEEI/HUa/XUSwW5/YhUlXV6Tf15Zdfzlx335RG0zTh8/nurLt+VKzf70MI4YQmbrcbfr8f//Zv//asocntSXaRSASapiGZTD77UbFerwdd1wG8618WjUahaRo2NjaWcmzN3k+j0YBlWYjFYtA07d6Jn4vi8XhgmiZ+/vln1Go1WJaF9fV1aJp2b/+6RTNN0wlI7eo2OwS0jx5yIiIREdGngQEXERF9siRJgiRJKBaLeP36Ner1OgqFwp11dgVXIBC4EUZ98cUXc++vqiqOj49hGAb29/dnrltZWUE2m0WtVsPZ2RkikcjUdfdNabQDrtvr9vb20Ov1IIRAvV6/EZr89NNPCIVCz/aLf7fbhRACjUYDALCxsQFN05xJds/p9PQUQginig0Adnd3oarqs+7DZjdDPzo6AvDuWKqmaTN/Hp7D2dkZRqMRTk5OcHJygkQi4Xxey3R1deUEtZPJBOFwGPv7+05AymCLiIjo08OAi4iIPll2FVcmk3GquKYd0bOPPHk8HqysrCCTyaBer6Pb7ToTFqcJh8NIJBJO3655UwgVRUGj0YCu6/j6669nrps3pdE0TScMub7u6urKCXFSqRRUVcX6+jqAd0e7Ft0wfdYkO03T5j6/Re3l+PgYuq7j5OQELpcLuVwOq6urePXq1VL20263oes6Op0OXC6X0wx9XoXgovd0cnICXddxfHwM4N2R3n/5l3+ZeYT2uZyfnzsBqWVZiMfjUBTFCUg5EZGIiOjTxYCLiIg+aT6fD6Zpolgs4tWrV6hUKnf6Vl1dXSEQCDhfK4qCZrMJXdfx1Vdfzb2/qqp4+/YthBA4PDycuc7v9yOXy6FSqaDT6cyskLk+pbFcLmNrawvAu+baw+HQCbyurzs6OkIul4OqqjdCk/F4jPF4vLBpd9Mm2RUKBaiqOjfsW9Rems0mhBDodrvweDyQZdmZqler1QDg2XozTSYTZz/n5+fweDxQFAWKotz4WXtOlmU51YndbhdutxvFYhHtdhuSJC013Op0OtB13QlI7aDW3hODLSIiImLARUREnzSXywW/349UKoVqtXqnv5VlWej3+0gkEs41gUDA6d01L4wCgNXVVaRSKbRaLciyPLcqR5Zl1Go16LqOb775ZuYv6dFoFOvr66hWqygUCvD7/RgOhwBwI6yKxWL45ptvsLa2NrUHmD118akDrlmT7BRFmTtRchHG4zFqtRoMw8Dl5SUkScLW1pYzVe/6noHFB1z2foQQuLq6gs/nw/b2NorF4sIr6WaZTCbOnuxntLm5CVmW4fP58F//9V/O83lOtwPS69VtKysrdyYi2l8TERHRp4kBFxERffKu9+L67bffbvS3Gg6HmEwmd6pqFEVBvV6/N4wC3lVxHR0dQQiBzz//fOY6n8+HQqGAUqmEk5MTxOPxqevs6qz//d//RalUws7OzsywKh6Pz5yK+NQB16xJdoVC4dnDm+FwiEqlAsMwYJomAoEA9vb2kM/n4fXe/defRQdcw+EQ5XIZpVIJpmliZWUFBwcHyOVyzzq18rrRaOQ8o8FgAL/fP/UZ2U3mn8usgNQOJW8HW5yISERERAADLiIiIrhcLvh8PiSTSVSr1Rv9ra43mL/uoWEUAASDQaTTaTQajXv7dhWLRVSrVei6jlgsNjM4W19fRywWQ61WQ7FYnBlWzQvenirgMk3TCW+Gw+FSw5vBYADDMFCpVDAajbC6uord3V1kMpm5QYgdcD11BVC/33f2Mx6Psbq6ir29PaTT6aUFM4PBwJk8OBqNEAqFsL29jWw2O3VPbrf7WSq4pgWk29vbTkXltB5bRERERDYGXERERHhXxeX1eiHLMn7++Wenv9XV1RWAuwEX8PAwCvhn3y4hBL788su5+ygWixBCoN1u3zgaeZumafj2229hGIbTXP4xYZV9rPF9q6v6/b4zyW48HmNtbQ0HBwdIpVLPHj5cXl5CCIFarYbJZIJIJILNzU0kEokHhVZPXcHV6/VgGAZqtRosy0I0GoWmadjY2FjaMbppz0jTNGfy4CyLDrhM03QCt+FwiGAwiIODA6TTaefoISciEhER0X0YcBEREeGfVVzxeByRSMTpb2VXcE3rYfWYMGplZQW5XA7VahWnp6fOFMNpCoUCKpUKdF2fG4iEw2FsbGyg0Wg4R8qeo4Kr1+tBCIF6vQ7LshCLxaCq6lLCm263C13X0Ww2AQAbGxvQNM2ZqvdQTxVwnZ2dQdd1Z2plMpmEqqpz+7Qt2oc+o0UFXFdXV05AOplMEA6Hsb+/7wRuDLaIiIjoMRhwERER/b/rVVw//vgjDMNwvjerOXqhUHCquO4LeGRZvtG3axZ7D2/evMHR0RFSqdTMtZqmod1uo91uA3hcWPXYgOv09BRCiBvhjaZpc8O6RbAsCycnJ06wCACZTAaqqs49/jnPhwRclmXh+PgYQggcHx/D5XIhm81C07S5QwUW6Smfkdvtxng8frK9nZ+fQwiBRqMBy7IQj8ehKIoTuHEiIhEREb0PBlxERET/z56oGIvFEI1GUa/XEQ6H4fP5ZvaS8nq9KBaLDwqj/H4/8vk8yuUyTk5OEIvFZq7N5/OoVCoQQiCRSMwMXlZXV5FMJnF0dOQ03n4oO+Cad0TRDm90XcfJyQlcLhdyuRxUVX328MayLBwdHUHXdZydncHtdqNYLEJRFASDwQ+69/sEXJZlodVqQdd1dLtdeDweyLLsTPlbhkU8I4/Hg8lkAsuyPihs6nQ60HUdb9++BQCkUimoqoq1tTUAYLBFREREH4QBFxER0TVer9epoOp0Ouj1evcGOQ8No4B3fbtqtRp0XZ97RMwOS16/fo1Wq4VMJjPznvaURvtY10OZpglJkqbu17Isp2fYssObyWSCer0OIQQuLi7g9XqhaRpkWZ5ZWfc+rwE8LOAaj8fOfi4vLyFJEra2tpwpf8uwyGdkP5P3Cbgsy8Lbt2+h6zpOT0/hcrmQz+chyzKCweCdiYiP/RkmIiIisjHgIiIiusbuxbW+vo54PI7j42Onv9Us18OoZrOJbDY7c609fdEwDBwfH2NjY2Pm2mw2i3K5DCHE3MbtoVAIXq8Xo9EI5+fnTkXMfWGBaZp3ApmPKby5PVXP7/djd3cXhULh3s/ksR4yRXE0GjnTIgeDAQKBAPb29pDP5598Pw81Go1QqVRgGAYGg8FCnpH9czeZTB5c4TaZTNBoNCCEQK/Xg9frhaqqzs/R7WCLExGJiIjoQzHgIiIiusWu4spmszg+PnYmKc6Ty+VQLpdhGAbS6fTcX9iv9+2Kx+Nzq7gURcGrV6/QaDSQy+Vm3tOyLACAEAJffPHFvfsF3gVcdnXPxxTeTJuqd3h4iFwut7AgxA5vpn0Wg8EAhmGgUqlgNBphdXUVOzs7yGQySwtmBoOB84xGoxGCwSA+++wzZLPZJ9/T9YDrPrdDSZ/Ph+3tbeRyOUiSNLXHFhEREdFTYMBFRER0i92Lyw52Li8v7z2q6Ha7oaoqfv/9d9TrdeTz+Zlr7emLdj+iZDI5c20mk0GpVIIQAul0emqPrclkgvF4jGAwiHa7jW63i3A4fO9RLzs8+uOPP5ygJBQKLS28ubq6coIke6re4eEhUqnUwo+tTatOury8hBACtVoNk8kE6+vr0DQNiURiacfoLi8vYRiGM3kwEolAVdWFPiP7ucxrNH87lFxZWcHBwYHzM8uJiERERLRoDLiIiIim8Hg8zlHF09NT6Lp+b2VUOp1GqVSCYRjIZDJzG77bfbt0XZ8bmNjB2W+//YZ6vY5CoXBnjd0sPhaLod/vQ9d1fPXVV3P32uv1MBwOnQmMkUgEmqYhmUw+e/gwbaqeqqpzq9ue2vWAq9vtQtd1NJtNAEAikYCqqnN7pi3a+fm5syf7GWmahlgstvA92T/H0yq47FCyWq1iPB4jHA5jf3/f+TlisEVERETPhQEXERHRFC6XCxsbGwgGg/j111/RarWcyqhZ7DDq119/Ra1WQ7FYnLnWbmT/559/otVqIZ1Oz1x7Ozi7fWTQDriCwSCy2Syq1SpOT08Rj8fv3Kvb7TphEgCsrKzg888/X0p4M22qnqZpiEQiz7oPAM6UwG+//RbtdhvAu+o5VVXnfuaLZFkWOp0OhBDOM0qn01BV9Vmf0bQjirdDyVgsdiME5EREIiIiem4MuIiIiGa4PlHx6OjoQZVRqVQKpVIJpVIJ2Wx2bv8qu2+XEALJZHLmkUCXywVVVfHLL7+gWq1CUZQb37cDLr/fj0QigXq97vT3Av4ZlOi67oQ3GxsbaLfbkGUZsVjsgU/kw1mWhXa7DV3X0el0nKl6qqoiFAo92z6u7+fo6Ainp6cYj8c4OTlBsViEoigIBoPPvp/rexJC4PT0FG63G4VCAYqiLOUZXQ+4poWSiqI4ISCDLSIiIloWBlxERERz+P1+hEIhpNNpNBoNnJ6eYn19feZ6O4z6+eefp4ZR19lN5P/44497py8mk0mnx9Htxu92wOXz+eD3+5HP51Eul3F8fAwA0HX9RlCiqiqurq7QbrefbTLiZDJBs9mEruvo9XrOe1cUBYFA4Fn2cHs/9rTIi4sLuFwuSJKEv/3tb07j/WXsqdFoQNd1XFxcOJMHFUVZ2p6Af06W/Omnn9Dr9ZxQUpZlBIPBOxMR75veSURERLQIDLiIiIjm8Hg8kCQJsiyj1WpB13V8/fXXc3+BTyQSWF1dRblcdqbHzZLNZp0qrnnTF10uFzRNw48//ohyuQxN05zvXQ+4AECWZdRqNXz//fewLGtqUNLtdgFg7t6ewng8Rq1WgxACV1dXzlS9YrG48NeeZjQaoVKpwDAMDAYD+P1+7O7uol6vO8MFlrGn65MH/X4/dnZ2UCgUlvKMbHbg9ueffwJ41+BeURTIsgyfz3cn2OJERCIiIlomBlxERET38Pl8WFlZQSaTQa1WQ6fTmXus73oYValUboRRt7ndbiiKgt9//x21Wm1qE3lbPB5HOBxGpVK5EX7cDrgkSYKmaahWqygUClODktvXPLXhcIhyuYxSqQTTNJ2perlcbm7z/UW5PeUvGAzis88+QzabhdvtRq1We/aAZtqeDg8Pkc1ml/KMbLcDN7ta8ODgAJlMZmqPLSIiIqJlY8BFRER0D7uKq1gsotls4s2bN/c2ZY/H44hEIqhUKsjn83ODpHQ67YRB88INOzj74YcfUCqVsLW1BeBdUGJX0dgKhQI0TZu5x0UFXP1+H4ZhoFKpYDweY3V1FXt7e3Or0xbp8vLSmfI3mUwQiUSgqipSqdSNZzOZTJ6tWurq6gpCCGdP4XAYh4eHd/b03EzTdH4Oh8OhE0oGAgG8evUKfr/f+TnjREQiIiL62DDgIiIiegCfz4dAIIBsNotKpYJ2u41EIjFzvR1Gff/99yiVStje3p651p6+aDeRl2V55tpoNIr19XWnOsvv98M0zUcHVU8dcPV6PRiGgVqtBsuyEI1GoWkaNjY2lhKE3J7yF4/HoWkaYrHY1P1MJpOFB3DT9qSqKuLx+FLDoqurKycEHI/HWFtbw/7+PpLJpHMMMZlMMtgiIiKijxoDLiIiogewq7gKhYLTCPy+8CYajSIajaJWq6FYLM7t75RMJmEYhtO3a9b0RbuJvR2c7ezszAy45u1tWtXX+zg7O4Ou62i1Ws77UFUV0Wj0g+77vm5P+Uun01BVFZFIZO51iwy4pk0e1DTt3j0t2u3ALRaLOZ/dtGOIDLaIiIjoY8aAi4iI6IH8fj9GoxHy+TwMw8DR0RFSqdTcazRNw3fffQfDMLC7uztznV3x9dNPP6FSqUBV1Zlro9EoYrGYE5yZpolQKHTnfvO8T9WXzbIsHB8fQwiB4+NjuFwuZLNZqKqKtbW197rnh7AsC2/fvnWmRdpT/lRVvfNcZnnqgOsp9rQo0wI3RVEQDocBgMEWERERvUgMuIiIiB7I7XZDkiTk83lnMmAikZgbjEQiEcTjcdTrdRSLRaysrMxcu7GxgbW1NZTLZeTz+bk9oTRNw7fffgshBEaj0Z2wahEBl2VZziTJbrcLt9sNWZahKMrc97Uo9pQ/IQR6vZ4zLVKWZQQCgUff6ykCrtt78ng8772np2QHbkIIdDoduFwu5HI5KIqCYDB4ZyKi/TURERHRS8GAi4iI6BF8Ph+GwyEKhQJ0XUez2UQ2m517jaZpOD4+hmEY2N/fn7nOruL6xz/+gXK5jM3NzZlrw+EwNjY20Gw2nX09ht1E/CEmk4kT6F1eXkKSJGxubkKW5YVNYZzn9pQ/n8+HnZ2dqdMiH+pDA65pe9re3kaxWHy25vXTTCYTNJtN6LruBG6KojhHZm8HW5yISERERC8VAy4iIqJHsKu4crkcarUaDMO4d0Lg2toaEokEGo0GZFlGMBicuTYWiznTFwuFwtwASVVVtNttAHcDrnnVN5ZlwTTNe4OX0WiESqUCwzAwGAzg9/uxt7eHfD4/s0fYIs2a8pfL5T6ol9hkMgGA9wp3FrWnDzUej1GtViGEuBG45XI5SJI0tccWERER0UvGgIuIiOiRrldx/fnnn6jX68jn83Ov0TTNOSJ2eHg4c91jpi+ura0hEong7OzMCWkeYjQawbKsmeHZYDBAqVRCuVzGaDRCKBTC9vY2stnsUoKQ21P+wuEwDg4OkEqlnuxYIfC4gGva5MGn3NP7mhW4pdNp5+ihHWpxIiIRERH9lTDgIiIieiS32w2fz4dMJuMcS8tkMnMrdkKhENLpNJrNJmRZxurq6sy116cvFgqFub2bYrEYzs7O0G63USgUnH9+3wRF4G7V1+XlpRPaTCYTRCIRaJqGZDK5lCCk1+tBCIF6ve5M+dM0DfF4/En385iAq9frQdf1O5MH75uouWjTArf9/X2nRxyDLSIiIvqrY8BFRET0Hnw+H0zTRLFYxB9//OFMNJxHURSnSfsXX3wxd609fbFUKs2dvmjrdDo4Pz9/0BTD2wFXt9uFEAKNRgPAu2b3qqoiFostJQg5PT2Frus4OjoC8G7Kn6qqWF9fX8jrPSTg6nQ6EEI8254ealrgpiiK89lxIiIRERF9KhhwERERvQeXywWfz4d0Oo1qtYpSqYRsNju3N1UwGEQmk0G9Xke320U4HJ659qHTF4fDobMfIYQTnD2kgmswGODbb791+nil02lomjZ3X4tiWRba7TZ0Xb8x5U9V1bnVbk9hVsC1zD3d53bglkwmoaqq89kx2CIiIqJPDQMuIiKi93S9iuv3339HpVKBqqpzr1EUBY1GA7qu46uvvpq71p6+KITAwcHB1DWDwQAejwepVOpBwZllWTg+PgYAvH79Gm63G4VCAaqqzm1+vyj2lD8hBM7Pz50pf4qizD2a+dR7AP4ZcH0Me5rGsiynj9v1wE1RFASDwTsTEe2viYiIiD4FDLiIiIjek8vlgt/vRzKZRLVaRaVSQT6fnzudMBAIIJfLoVqt4vT0dO4Rt7W1NSSTSadvVygUurPGNE34fL57g7PJZIJGowEhBHq9HgAgn89je3sbfr//0e/9Q43HY9RqNQghcHV1BUmSsL29fe/kyEWwLMv5/1KpBMMwcHV15UweXMaerrMDN13X0ev1nMCtWCzC7/ffCbY4EZGIiIg+RQy4iIiIPoAkSZAkCcViEb/++ivK5TI2NzfnXiPLMur1OnRdx9dffz23ykZVVRwdHUEIgc8+++zO9+2A63pw1ul0kEwmAbybmGg3wu/3+/D5fIhGo+h0Otjd3Z0bxi3CcDh0pvyZpolAIID9/X3k8/m5TfoXyT6y+ebNG4zHY6ysrCx9T8C7ELBarUII4Xx229vbyOVykCRpao8tIiIiok8VAy4iIqIPYPfiSiQSCIfDqFar91b8+P1+5PN5lMtldDodxGKxmWuvT1/s9Xp3ej+Zpun8Mzs4E0IgGo06QdJwOEQwGMTBwQFyuRx++eUXnJ6ezu0X9tT6/T5KpRLK5TLG4zFWV1ext7eHdDq9tGCm3+/DMAyUy2UAgNfrxeHh4VL3BLz7TK9/dnbgZk/q5EREIiIiorsYcBEREX0gSZLg9XohyzJ++uknlEolbG9vz71GlmXUajXouo5oNDo3pJg1fXE8HmM8HjtHDK8HZ//+7/+OyWSCcDiMg4MDpNNp5zXsqq/nCEYuLi4ghECtVoNlWYhGo9A0DRsbG0sLZnq9HoQQqNfrsCwLa2trOD8/x87ODrLZ7FL2BABXV1cwDAPVahXj8Rhra2vY29tDMpl0GsUz2CIiIiKajgEXERHRB7J7ccXjcUQiEdRqNRQKhbkNye1jjUIItNttJBKJmWtnTV+0j9ZdP2YoyzLevn2LlZUVaJqGeDx+JwixA65FOjs7g67raLVaAIBEIgFN0xCNRhf6uvOcnp5CCOHsyZ48OBqN8N133y3tOOLtwC0Wi0FRFMRisanHEBlsEREREd3FgIuIiOgJeL1eeL1eKIqCf/zjHyiVStjd3Z17TaFQQKVSgRDi3oqmaU3k7YDrepN4SZLwt7/9bW5YY5rm1Ib1H8qe0CiEwPHxMVwuF7LZLFRVxdra2pO/3kP31G63IYTAycmJM3lQVVXnaKcdeD33scROpwMhBI6OjgD8M3CzA0wGW0REREQPx4CLiIjoCdi9uKLRKKLRKOr1OorFIlZWVmZeYx9rfPPmDY6OjpBKpWauvd1EPhqNOgHXY6uxhsPhkzaXtyzLOULZ7Xbh8XggyzIURZn7/hdpMpk4ezo/P5+7p8lkAuB5Ai47cNN1HZ1OxwncFEVBMBi8MxHR/pqIiIiI5mPARURE9ESuV3F9//33EELg4OBg7jX5fN6p4kokEnNDluvTF7/55puZAde8QMTu2/UURxQnkwlqtRqEELi8vIQkSdjc3IQsyws/AjnLeDx29nR1dQVJkrC1tYVisThzT88RcE0mEzSbTQghnMBNURQUi0X4/f47wRYnIhIRERE9DgMuIiKiJ2JXcUUiEWxsbKDZbEKW5bnHAe3KotevX6PVaiGTycxce3v64vtUcL1v1dd1o9EIlUoFhmFgMBggEAhgb28P+Xz+WSczXjccDp3Jg6ZpIhAIYH9/H7lc7t49LTLgGo/HqFarMAwDV1dX8Pl82NraQj6fhyRJU3tsEREREdHjMeAiIiJ6Ql6vF5IkQZZlp/fTZ599NveabDaLcrkMIQRSqdS9VVz29EW7h9RjKrg+JOAaDAYolUool8sYjUYIhULY2dlBJpNZWjDT7/edPY3HY6yurmJ3d/dRe1pEwGWaphMCDodDrKysYH9/H5lMxjl6yImIRERERE+HARcREdETsqu41tbWkEwmcXR0hPPz87lN1u3jaq9evUKj0UAul5u5VpIkFAoFGIYB4F2g9phg5n0CrsvLSwghUKvVMJlMEIlEoGkaksnk0oKZi4sLZ0+WZWF9fR2apiGRSDx6T08ZcPX7fQghUK1WMR6Psba2hr29PSSTSadRPIMtIiIioqfHgIuIiOiJeTweSJKEYrGIt2/fQgiBL774Yu41mUzGqeJKp9NzpyAWi0VUq1X0er0bExRtT1XB1e12oes6ms0mAGBjYwOapiEajS4tmDk7O4Ou687kw0Qi4ezpfT1FwNXr9SCEQL1eh2VZiEajUFUVsVhs6jFEBltERERET4sBFxER0RO7XsWVSqXQbDZxdnaGSCQy8xq32w1VVfHrr7+iVquhWCzOXOv1elEsFqHr+p2gxLIsWJY1M0AZDocAMHOKomVZ6HQ60HUd7XYbwLvwTVVVhMPhue97USzLwvHxMYQQOD4+hsvlQjabhaqqcyvjHupDAq7T01Pouo6joyMAQDKZhKIozmfNYIuIiIjoeTDgIiIiWgB7oqIsy2i1WtB1HV9//fXca1KpFAzDQKlUQjabndscvVAoQNd1DAYDTCYTJ5yxp/HNMquCy7IsHB0dQdd1nJ2dwe12o1gsQlEUBIPBh77tJ2VZlvPsut0u3G43ZFmGoihYWVl5std5bMBlWRba7TZ0XUen04HL5UIul3Oe1e2JiPd9JkRERET04RhwERERLYjf70cwGEQmk0G9Xken05l7lM7lckHTNPz888+oVqtQFOXe1xiPxzemL94XpNwOuCaTCer1OoQQuLi4gNfrhaZpkGV56vHH5zAej509XV5eQpIkbG5uQpblD5r+OMtDA67JZIJmswkhBM7Pz53eacViEX6//06wxYmIRERERM+HARcREdGCXO/F1Ww2oes6vvnmm7khVCKRwOrqKsrlMnK53MyjhHZQ5fF4bkxffEjAJUkSxuMxqtUqDMNAv9+H3+/H7u4uCoXC3MqxRRoOh6hUKiiVShgMBggEAtjb20M+n1/onizLAjA74Lr+rK6uruDz+bC1tYV8Pg9Jkqb22CIiIiKi58WAi4iIaIF8Ph9WVlaQzWZRrVZxcnKCeDw+c71dxfXjjz+iUqlA07Sp6+yAa2NjA61W697pi7Z+vw8A+I//+A8Mh0MEg0EcHh4il8stLZgZDAYwDAOVSgWj0QihUAg7OzvIZDLPsie7gut2ODgcDlEul1EqlWCaJlZWVrC/v49MJuMcPeRERCIiIqKPAwMuIiKiBbKruAqFAhqNBnRddybrzRKPxxEOh1GpVJDP56cey7MDrmQyibOzMxiGMXf64tXVFYQQ6Ha7AIBwOIzDw0OkUqmlBTMXFxcwDAO1Wg2TyQSRSASapiGZTD7rniaTyY0+Wf1+3wncxuMxVldXsbu7i2Qy6VTJMdgiIiIi+rgw4CIiIlowv9+P0WiEXC6HcrmMt2/fIplMzlxvV3H98MMPKJfL2NraurNmMBg491ZVFb/99hvq9fqdvl3n5+cQQqDRaDjTFSORCP71X/91acFMt9uFrutoNpsA3h3LVFUV0Wh0KXuym/T3ej0IIVCv12FZFqLRKFRVdQJJTkQkIiIi+ngx4CIiIlowt9sNSZKQz+fRaDQghEAikZgbkMRiMayvr6NaraJQKNxp+H69Wfza2hpKpRIMw0ChUIDH40Gn04Gu63j79i0AIJ1OQ1EU/Pd//zdWV1efPZyxLAsnJyfQdR3Hx8cAgEwmA1VVEQ6Hn3Uvt9mTKP/zP/8TwLuqOEVREIlEAIDBFhEREdELwICLiIjoGfh8PgQCAeRyORiGgVarhXQ6Pfeazc1NfPfddzAMA7u7uze+dz3gcrlcUFUVv/zyC3777Tf0+310Oh24XC7k83moqopQKORUfS1iEuEslmWh1WpBCIGzszO43W4Ui0UoioJgMPhs+5i2r3a7DV3X0el0AAC5XA6yLCMUCt2ZiHj9CCMRERERfXwYcBERET2D61Vc9XodQginp9MskUgE8Xgc9XodxWIRKysrzvdM04TX63WuTyaTKJVKaDQa8Hg8UFUVsiwjEAjcuAZ4noBrMpmgXq9D13VcXl7C6/Vic3MTxWLxTjXac5pMJmg2mxBC4Pz8HB6Px3lGBwcHd4ItTkQkIiIiehkYcBERET0Tn8+H4XCIQqGAN2/eoNlsIpvNzr1G0zQcHx/DMAzs7+87/9w0zRtBkcvlwuHhIbrdLrLZLCRJunOv5wi4RqMRKpUKDMPAYDCA3+/H7u4uCoUCvN7l/WvHeDxGrVaDEAJXV1eQJAlbW1vI5/MolUoYDodOoMVgi4iIiOjlYcBFRET0TNxuN3w+H7LZLKrVKoQQSKfTc8OUtbU1JBIJNJtNyLLsHOszTfNGdRYAhEIhrK+vzzxKt8iAazAYoFQqoVwuYzQaIRQKYXt7G9lsdqlh0XA4RLlcRqlUgmmaWFlZwf7+PjKZjHP0cHd3lxMRiYiIiF44BlxERETPSJIkSJKEYrGI169fo1aroVAozL1GVVW8ffsWQggcHh7CsiyYpuk0Qb9uXkBjB1zTqrve1+XlJQzDQLVaxWQyQSQSgaZpSCaTSw2L+v0+DMNApVLBeDzG6uoqdnd3nWOh9lREBltEREREfw0MuIiIiJ6RXcWVyWRQrVZRKpWQzWbh8XhmXrO6uopUKoVWq+X01ZpMJncqse4LaYbDIYCnqeDqdrsQQqDRaAAANjY2oKoqYrHYUsOiXq8HIQTq9Tosy0I0GoWiKIjH406oxYmIRERERH89DLiIiIiemc/ng2maKBaLePXqFarVKmRZnnuNqqo4OjqCEAKbm5vOfR7jQ48oWpaFTqcDXdfRbrcBAOl0GpqmIRwOv9c9n8rp6SmEEGi1WgDeNd1XFMWpcmOwRURERPTXxoCLiIjomblcLvj9fqRSKVQqFZRKJeRyublN2IPBINLpNBqNBuLxOIC7QdV9oY1pms6RvMewLAtHR0fQdR1nZ2dwu90oFApQVdXpCbYMlmWh3W5DCIGTkxO4XC5ks1koioJQKORMRHS73fB6vc7XRERERPTXw4CLiIhoCexeXLIs47fffkO5XIamaXOvUVUVzWYT1WoVwPsFXI+p3ppMJqjX6xBC4OLiAl6vF5qmQZblGxMcn9tkMkGr1YKu6zg/P4fH44Esy86+7CDLDvM4EZGIiIjor48BFxER0RK4XC74fD4kEglUKhVUKhUUCoW5DeADgQByudzMgOs+Dw24RqMRqtUqDMNAv9+H3+/H7u4uCoXC3CqzRRuPx6jVahBC4OrqCpIkYWtrC/l8HpIkTe2xRURERESfBgZcRERES2JXcSmKgp9//hmlUglbW1tzr5FlGbVaDZZl3QnDHtJkfmVlZeb3TdNEqVRCuVzGcDhEMBjE4eHhvU3wF204HKJcLqNUKsE0TQQCAezt7Tn74kREIiIiImLARUREtCR2FVc8Hkc4HEa1WkWhUJh7/M/v9yMUCqHX66HX6yEQCDzotSzLgmmaUyvELi8vYRgGqtUqJpMJwuEwDg8PkUqllhoW9ft9GIaBSqWC8XiM1dVV7O7uIplMOo3iGWwREREREcCAi4iIaKkkSYLX64WiKPjxxx9RKpWws7Mz9xr7mKFhGIjH406wMy/gGY1GsCzrxhHF8/NzCCHQaDRgWRbi8Tg0TUMsFltqWNTr9WAYhlOpFo1GoSiK8145EZGIiIiIbmPARUREtET2RMVYLIb19XXUajUUi8W5lVmj0QiSJKHb7eL4+BgbGxv3vo5pmgDehWOdTge6ruPt27cAgHQ6DVVVEYlEnuZNvafT01MIIdBqtQAAyWQSiqI4+2KwRURERESzMOAiIiJaMq/X61Rx/fDDDxBCYH9/f+Z60zSdY4q6rt+o4pplMBgAAKrVKv744w+4XC7k83moqopQKPSk7+cxLMtCu92GEAInJydwuVzIZrNQFAWhUMiZiOh2u+H1ep2viYiIiIiuY8BFRES0ZHYvrvX1dcRiMTSbTciyjGAweGet3UsrEokgFos5lVjJZHLqvSeTCRqNBl6/fg3gXV8rVVUhy/KD+3ctwmQyQavVgq7rOD8/h8fjgSzLkGUZfr/fCbKu99disEVEREREszDgIiIi+ghcr+I6OTmBEAKHh4d31o3HY0wmE/h8PhQKBVQqFei6jmQyeSMAGo1GqFarMAwD/X4fXu+7v/K/+eabBx1pXJTxeIxarQYhBK6uriBJEra2tpDP5yFJ0tQeW0RERERE92HARURE9BGwe3GFw2EkEgm0Wi3IsozV1dUb6+yjhj6fDx6PB4qi4PXr12g2mygWizBNE+VyGaVSCcPhECsrKzg4OMBgMMCbN2+wsrKyjLeH4XDo7Ms0TQQCAezt7SGbzToVWpyISERERETviwEXERHRR8Lj8UCSJBSLRbx9+xZCCHz++ec31lxvFg8A2WwW5XIZQghcXFygWq1iPB4jHA7j4OAAqVQKbrcbv//++43rnku/34dhGKhUKhiPx1hdXcXOzo6zLwZbRERERPQUGHARERF9JOxeXOFwGKlUCq1WC91uF+Fw2FlzO+Cyq7hevXqFUqmEWCwGTdPuNJ43TRMul8s5qrhoFxcXEEKgVqvBsixEo1EoiuLsixMRiYiIiOgpMeAiIiL6iHg8Hni9XsiyjKOjIwgh8OWXXzrfvx1wAUAmkwEARKNRrK+vT72vaZrw+XwLD5LOzs6g6zparRYAIJFIQFVVRCIRAGCwRUREREQLwYCLiIjoI2L34gqFQkin02g0Gjg9PXWCKzvg8vv9zjVutxuyLM9tyG4HXItgWRaOj4+h6zpOTk7gcrmQzWahKApCoZAzAdHtdsPr9XIiIhERERE9OQZcREREH5nrvbharRZ0XcfXX38Nl8vlBFySJD3qnqZpIhQKPek+LctCs9mEEALdbhcejweyLKNYLCIQCDhB1vX+Wgy2iIiIiGgRGHARERF9hHw+H4LBIDKZDGq1GjqdDmKxGEzThCRJd4Ki+4Kj4XD46FBslvF4jFqtBsMwcHl5CUmSsLm5iXw+7xyDvH0UkYiIiIhokRhwERERfYSuV3E1m03ouo5oNArTNG8cT3yI8XiM8Xj8wUcUh8MhyuUySqUSTNNEIBDA3t4estmsU6HFiYhEREREtAwMuIiIiD5SPp8PgUAA2WwWlUoFx8fHME0TwWDwUfeZ1pj+Mfr9PkqlEsrlMsbjMVZXV7Gzs4NUKuU0imewRURERETLxICLiIjoI2VXcRUKBTQaDei6jsFggGg0+qj7vG/AdXFxASEEarUaLMvC+vo6VFVFPB6fegyRwRYRERERLQsDLiIioo+Y3+/HaDRCLpdDqVQCMD2omhcuPTbgOjs7g67raLVaAIBEIgFFUZxJjgy2iIiIiOhjw4CLiIjoI+Z2u50qrlqthtFodKdZ/H0B00MCLsuycHx8DCEEjo+P4XK5kM1moSgKQqGQMwGRwRYRERERfYwYcBEREX3kfD4fhsMhNjY20Gw2cXV1deP7HxJwWZaFZrMJIQS63S48Hg+KxSJkWUYgEHCCrev9tRhsEREREdHHhgEXERHRR86u4opEImg2m2i325hMJnC73Q+63g64rld+jcdj1Go1GIaBy8tLSJKEzc1N5PN5+Hy+qT22iIiIiIg+Vgy4iIiIXoDr1VemaaLRaCCXywG4v4JrOBw69xgOh6hUKjAMA6ZpIhAIYG9vD9ls1qnQ4kREIiIiInppGHARERG9AG63G6qqIpFI4Ntvv4UQAul0Gh6P595rTdOE1+vFH3/8gUqlgtFohNXVVezs7CCVSjn9tBhsEREREdFLxYCLiIjohfD5fPD5fCgUCnj9+jVqtRqKxeLcMOri4gKnp6cYjUYQQmB9fR2qqiIej089hshgi4iIiIheIgZcREREL4TL5YLP50Mmk0G1WkWpVEI2m4XXe/ev87OzM+i6jlarBQDwer34+uuvsb6+DgAMtoiIiIjoL4UdY4mIiF4Qn88Hr9cLWZYxHA5RrVadcMqyLLTbbfzP//wP/v73v+Po6MjprRWLxRCNRuF2u+H1eiFJEiRJ4nFEIiIiIvpLYAUXERHRC+JyueD3+5FMJlGpVFAulyHLMjqdDnRdR7fbhcfjQbFYhCzLCAQCiEajCAQC8Hq9TqDFUIuIiIiI/kpclmUtew9EnzL+ASSiR7MsCxcXF2g0Gvj111/h8XgwHo8hSRKKxSLy+Tx8Pt/UHltERES0cPyvSERLwAouIiKiF8buxZVIJLC+vo5+v4/t7W3nOCInIhIRERHRp4YVXETLxT+ARPRe7Cqufr8Pv9/PYIuIiOjjwb+AiZaAFVxEREQvkN2Ly7IseDwep78WJyISERER0aeIFVxEy8U/gET03izLcv7HYIuIiOijwb+QiZaAARfRcvEPIBERERHRXwsDLqIl4DglIiIiIiIiIiJ60RhwERERERERERHRi8aAi4iIiIiIiIiIXjQGXERERERERERE9KIx4CIiIiIiIiIioheNARcREREREREREb1oDLiIiIiIiIiIiOhFY8BFREREREREREQvGgMuIiIiIiIiIiJ60RhwERERERERERHRi8aAi4iIiIiIiIiIXjQGXERERERERERE9KIx4CIiIiIiIiIioheNARcREREREREREb1oDLiIiIiIiIiIiOhFY8BFREREREREREQvGgMuIiIiIiIiIiJ60RhwERERERERERHRi8aAi4iIiIiIiIiIXjTvsjdA9IlzLXsDRERERERERC8dK7iIiIiIiIiIiOhFY8BFREREREREREQvGgMuIiIiIiIiIiJ60RhwERERERERERHRi8aAi4iIiIiIiIiIXjQGXERERERERERE9KIx4CIiIiIiIiIioheNARcREREREREREb1oDLiIiIiIiIiIiOhFY8BFREREREREREQvGgMuIiIiIiIiIiJ60RhwERERERERERHRi8aAi4iIiIiIiIiIXrT/AyAguHUN2yzxAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 445, "width": 604 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = ut.three_d_figure((22, 9), 'Multiple Solutions to the Normal Equations', \n", " -15, 15, -15, 15, -15, 15, (7,7), qr = qr_setting)\n", "a2 = np.array([5.0,-13.0,-3.0])\n", "a1 = np.array([1,-2.0,3])\n", "a3 = -2*a1 + a2\n", "b = np.array([6.0, 8.0, -5.0])\n", "A = np.array([a1, a2]).T\n", "bhat = A.dot(np.linalg.inv(A.T.dot(A))).dot(A.T).dot(b)\n", "fig.text(a1[0], a1[1], a1[2], r'$\\bf a_1$', 'a_1', size=20)\n", "fig.text(a2[0], a2[1], a2[2], r'$\\bf a_2$', 'a_2', size=20)\n", "fig.text(a3[0], a3[1], a3[2], r'$\\bf a_3$','a_3', size=20)\n", "fig.text(b[0], b[1], b[2], r'$\\bf b$', 'b', size=20)\n", "fig.text(bhat[0], bhat[1], bhat[2], r'$A\\mathbf{\\hat{x}} = \\mathbf{\\hat{b}}$', 'b-hat', size=20)\n", "#ax.text(1,-4,-10,r'Span{$\\bf a,b$}',size=16)\n", "#ax.text(0.2,0.2,-4,r'$\\bf 0$',size=20)\n", "# plotting the span of v\n", "fig.plotSpan(a1, a2, 'Green')\n", "fig.plotPoint(a1[0], a1[1], a1[2], 'r')\n", "fig.plotPoint(a2[0], a2[1], a2[2], 'r')\n", "fig.plotPoint(a3[0], a3[1], a3[2], 'r')\n", "fig.plotPoint(b[0], b[1], b[2], 'b')\n", "fig.plotPoint(bhat[0], bhat[1], bhat[2], 'b')\n", "fig.plotLine([b, bhat], 'b', '--')\n", "#ut.plotPoint3d(ax,0,0,0,'b')\n", "fig.set_title(r'When there are Multiple Solutions to the Normal Equations', \n", " 'When there are Multiple Solutions to the Normal Equations', size=20)\n", "fig.ax.view_init(azim=26.0,elev=-77.0)\n", "fig.save();" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "__Example.__\n", "\n", "Find a least-squares solution for $A\\mathbf{x} = \\mathbf{b}$ for\n", "\n", "$$A = \\begin{bmatrix}1&1&0&0\\\\1&1&0&0\\\\1&0&1&0\\\\1&0&1&0\\\\1&0&0&1\\\\1&0&0&1\\end{bmatrix},\\;\\;\\; \\mathbf{b} = \\begin{bmatrix}-3\\\\-1\\\\0\\\\2\\\\5\\\\1\\end{bmatrix}.$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "__Solution.__ Compute\n", "\n", "$$A^TA = \\begin{bmatrix}1&1&1&1&1&1\\\\1&1&0&0&0&0\\\\0&0&1&1&0&0\\\\0&0&0&0&1&1\\end{bmatrix}\\begin{bmatrix}1&1&0&0\\\\1&1&0&0\\\\1&0&1&0\\\\1&0&1&0\\\\1&0&0&1\\\\1&0&0&1\\end{bmatrix} = \\begin{bmatrix}6&2&2&2\\\\2&2&0&0\\\\2&0&2&0\\\\2&0&0&2\\end{bmatrix}$$\n", "\n", "$$A^T\\mathbf{b} = \\begin{bmatrix}1&1&1&1&1&1\\\\1&1&0&0&0&0\\\\0&0&1&1&0&0\\\\0&0&0&0&1&1\\end{bmatrix}\\begin{bmatrix}-3\\\\-1\\\\0\\\\2\\\\5\\\\1\\end{bmatrix} = \\begin{bmatrix}4\\\\-4\\\\2\\\\6\\end{bmatrix}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "To solve $A^TA\\hat{\\mathbf{x}} = A^T\\mathbf{b},$ we'll use row reduction. The augmented matrix $[A^TA\\; A^T\\mathbf{b}]$ is:\n", "\n", "$$\\begin{bmatrix}6&2&2&2&4\\\\2&2&0&0&-4\\\\2&0&2&0&2\\\\2&0&0&2&6\\end{bmatrix} \\sim \\begin{bmatrix}1&0&0&1&3\\\\0&1&0&-1&-5\\\\0&0&1&-1&-2\\\\0&0&0&0&0\\end{bmatrix}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Since there is a row of zeros, we know the columns of $A^TA$ are linearly dependent. \n", "\n", "This happens because the columns of $A$ are linearly dependent.\n", "\n", "You can see this as follows: if $A$ has a non-trivial null space, then $A^TA$ also has a nontrival null space." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "So there is a free variable.\n", "\n", "The general solution is then $x_1 = 3-x_4$, $x_2 = -5+x_4$, $x_3 = -2 + x_4$, and $x_4$ is free.\n", "\n", "So the general least-squares solution of $A\\hat{\\mathbf{x}} = \\mathbf{b}$ has the form\n", "\n", "$$\\mathbf{\\hat{x}} = \\begin{bmatrix}3\\\\-5\\\\-2\\\\0\\end{bmatrix} + x_4\\begin{bmatrix}-1\\\\1\\\\1\\\\1\\end{bmatrix}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Keep in mind that the orthogonal projection $\\hat{\\mathbf{b}}$ is always unique. \n", "\n", "The reason that there are multiple solutions to this least squares problem is that there are __multiple ways__ to construct $\\hat{\\mathbf{b}}$. \n", "\n", "The reason that there are multiple ways to construct $\\hat{\\mathbf{b}}$ is that the columns of $A$ are linearly dependent, so __any__ vector in the column space of $A$ can be constructed in multiple ways.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Here is a theorem that allows use to identify when there are multiple least-squares solutions." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "__Theorem.__ Let $A$ be an $m\\times n$ matrix. The following statements are equivalent:\n", "\n", "1. The equation $A\\mathbf{x} = \\mathbf{b}$ has a unique least-squares solution for each $\\mathbf{b}$ in $\\mathbb{R}^m.$\n", "2. The columns of $A$ are linearly independent.\n", "3. The matrix $A^TA$ is invertible.\n", "\n", "When these statements are true, the least-squares solution $\\mathbf{\\hat{x}}$ is given by:\n", "\n", "$$\\mathbf{\\hat{x}} = (A^TA)^{-1}A^T\\mathbf{b}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "__Finding $\\hat{\\mathbf{b}}$ directly.__\n", "\n", "When $A^TA$ is invertible, and $\\hat{\\mathbf{b}}$ is unique, we can put together the two equations\n", "\n", "$$\\mathbf{\\hat{x}} = (A^TA)^{-1}A^T\\mathbf{b}$$\n", "\n", "and \n", "\n", "$$A\\mathbf{\\hat{x}} = \\hat{\\mathbf{b}}$$\n", "\n", "to get:\n", "\n", "$$\\hat{\\mathbf{b}} = A(A^TA)^{-1}A^T\\mathbf{b}$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Let's stop and look at this another way. Up until now we have seen how to project a point onto a line, or on to a subspace with an orthogonal basis. \n", "\n", "Now here is a formula for projection onto a subspace given an __arbitrary__ basis. This is a general formula that can be very useful." ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }