{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 5 Filters\n", "\n", "To filter signals on graphs, we need to define filters. They are represented in the toolbox by the [`pygsp.filters.Filter` class](https://pygsp.readthedocs.io/en/stable/reference/filters.html). Filters are usually defined in the spectral domain. Given the transfer function" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pygsp import graphs, filters, utils\n", "from additional_utils import get_approx_filter\n", "import time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.1 Heat diffusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The heat kernel $h(\\lambda)$ is defined as:\n", "$$h_\\tau(\\lambda)=\\exp^{-\\tau\\lambda}.$$\n", "In fact, the graph heat equation reads (see section 2.5.5. of *Discrete Calculus* (by Grady and Polimeni)):\n", "$$\\frac{d\\mathbf{x}}{dt}+\\mathbf{Lx} = \\mathbf{0}.$$\n", "In the Fourier space, this translates in:\n", "$$\\frac{d\\hat{\\mathbf{x}}}{dt}+\\mathbf{\\Lambda}\\hat{\\mathbf{x}} = \\mathbf{0},$$\n", "where $\\hat{\\mathbf{x}}=\\mathbf{U}^\\top\\mathbf{x}$ is the Fourier transform of $\\mathbf{x}$. This equation is easily solved in each dimension by the exponential with:\n", "$$\\hat{\\mathbf{x}} = \\exp^{-t\\mathbf{\\Lambda}}\\hat{\\mathbf{x}_0}$$\n", "where $\\hat{x_0}$ is the initial signal at time $t=0$. Such that:\n", "$$\\mathbf{x}(t) =\\mathbf{U} \\exp^{-t\\mathbf{\\Lambda}}\\mathbf{U}^\\top \\mathbf{x}_0=\\mathbf{U} h_t(\\mathbf{\\Lambda})\\mathbf{U}^\\top \\mathbf{x}_0.$$\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,\"$\\\\lambda$: laplacian's eigenvalues / graph frequencies\")" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G1 = graphs.Sensor(seed=42)\n", "G1.compute_fourier_basis()\n", "G2 = graphs.Ring(N=100)\n", "G2.compute_fourier_basis()\n", "G2.set_coordinates('line1D')\n", "\n", "TAUS = [0, 5, 100]\n", "DELTA = 10\n", "\n", "fig, axes = plt.subplots(len(TAUS), 3, figsize=(15, 6))\n", "\n", "for i, tau in enumerate(TAUS):\n", " g1 = filters.Heat(G1, tau)\n", " g2 = filters.Heat(G2, tau)\n", " \n", " y = g1.localize(DELTA).squeeze()\n", " G1.plot_signal(y, ax=axes[i, 0])\n", " axes[i, 0].set_axis_off()\n", " axes[i, 0].text(0, -0.2, '$y^T L y = {:.2f}$'.format(y.T @ G1.L @ y))\n", " \n", " G2.plot_signal(g2.localize(G2.N//2), ax=axes[i, 2])\n", " \n", " g1.plot(ax=axes[i, 1])\n", " axes[i, 1].set_xlabel('')\n", " axes[i, 1].set_ylabel('')\n", " text = r'$\\hat{{g}}(\\lambda) = \\exp \\left( \\frac{{-{{{}}} \\lambda}}{{\\lambda_{{max}}}} \\right)$'.format(tau)\n", " axes[i, 1].text(6, 0.5, text, fontsize=15)\n", " \n", "axes[0, 0].set_title('$y = \\hat{{g}}(L) \\delta_{{{}}}$: localized on sensor'.format(DELTA))\n", "axes[0, 1].set_title('$\\hat{g}(\\lambda)$: filter defined in the spectral domain')\n", "axes[0, 2].set_title('$y = \\hat{{g}}(L) \\delta_{{{}}}$: localized on ring graph'.format(G2.N//2))\n", "axes[-1, 1].set_xlabel(\"$\\lambda$: laplacian's eigenvalues / graph frequencies\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.2 Exercise\n", "\n", "Solve the following problem using a graph filter:\n", "$$\\mathbf{x}^* = \\operatorname*{arg\\,min}_{\\mathbf{x} \\in \\mathbb{R}^N} \\|\\mathbf{y} - \\mathbf{x}\\|_2^2 + \\alpha \\mathbf{x}^\\intercal \\mathbf{L} \\mathbf{x},$$\n", "where $y$ is the observed signal, $\\alpha$ is an hyper-parameter which controls the trade-off between the data fidelity term and the smoothness prior." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.3 Example of denoising\n", "Let's define a low-pass filter\n", "$$g(\\lambda) = \\frac{1}{1+\\tau\\lambda}$$\n", "Given a noisy version of a smooth signal $x_\\text{noisy}$, one can denoise it with the low-pass filter $g$:\n", "$$ x_\\text{denoised} = \\mathbf{U}g(\\mathbf{\\Lambda})\\mathbf{U}^\\top x_{\\text{noisy}}$$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# the graph:\n", "G = graphs.Logo()\n", "G.compute_fourier_basis()\n", "\n", "# the filter:\n", "tau = 1\n", "def g(x):\n", " return 1. / (1. + tau * x)\n", "g = filters.Filter(G, g)\n", "\n", "# the noisy signal:\n", "x = np.zeros(G.N)\n", "x[G.info['idx_g']-1] = -1\n", "x[G.info['idx_s']-1] = 0\n", "x[G.info['idx_p']-1] = 1\n", "rs = np.random.RandomState(42)\n", "x_noisy = x + rs.uniform(-1, 1, size=G.N)\n", "\n", "# the denoised signal:\n", "x_denoised = g.filter(x_noisy, method='exact')\n", "\n", "# and... plot:\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n", "G.plot_signal(x_noisy, vertex_size=30, ax=axes[0])\n", "_ = axes[0].set_title('Noisy signal')\n", "axes[0].set_axis_off()\n", "G.plot_signal(x_denoised, vertex_size=30, ax=axes[1])\n", "_ = axes[1].set_title('Cleaned signal')\n", "axes[1].set_axis_off()\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.4 Polynomial approximation\n", "Let us approximate the filter $$g(x) = \\frac{1}{1+x}$$ on the interval $[0,\\lambda_N]$ by a Chebychev polynomial of order $m$:\n", "$$g(x) \\simeq \\sum_{k=0}^m \\alpha_k x^k=p(x),$$\n", "such that the exact filtering can be approximated by a polynomial in $\\mathbf{L}$:\n", "\\begin{align}\n", "x_{\\text{filtered}}&=\\mathbf{U}g(\\mathbf{\\Lambda})\\mathbf{U}^\\top x\\\\\n", "&\\simeq \\mathbf{U}p(\\mathbf{\\Lambda})\\mathbf{U}^\\top x\\\\\n", "&=\\mathbf{U}\\sum_{k=0}^m \\alpha_k \\mathbf{\\Lambda}^k\\mathbf{U}^\\top x\\\\\n", "&=\\sum_{k=0}^m \\alpha_k \\mathbf{L}^k x\n", "\\end{align}\n", "Note that computing $\\sum_{k=0}^m \\alpha_k \\mathbf{L}^k x$ takes only $m$ matrix-vector multiplication and costs thus $\\mathcal{O}(m|E|)$ with $|E|$ the number of edges of the graph (compared to the $\\mathcal{O}(N^3)$ necessary operations just to diagonalize $\\mathbf{L}$ for the exact computation!)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "m=2" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "g = lambda x: 1 / (1 + x)\n", "filt_g = filters.Filter(G, g)\n", "c = filters.approximations.compute_cheby_coeff(filt_g, m=m)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filt_approx = get_approx_filter(c)\n", "\n", "x = np.arange(0, G.lmax, (G.lmax) / 1000)\n", "plt.figure()\n", "plt.plot(x, g(x))\n", "plt.hold\n", "plt.plot(x, np.squeeze(filt_approx((x-(G.lmax/2)) / (G.lmax/2))))\n", "plt.legend(['original filter', 'polynomial approximation'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "start_time = time.time()\n", "G.compute_fourier_basis(recompute = True) #just to measure time\n", "x_denoised_exact = filt_g.filter(x_noisy, method='exact')\n", "time_exact_filter = time.time() - start_time\n", "start_time = time.time()\n", "G.estimate_lmax(recompute = True) #just to measure time\n", "x_denoised_cheby = filt_g.filter(x_noisy, method='chebyshev', order=m)\n", "time_cheby_filter = time.time() - start_time" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n", "G.plot_signal(x_denoised_exact, vertex_size=30, ax=axes[0])\n", "_ = axes[0].set_title('Exact denoising')\n", "axes[0].set_axis_off()\n", "G.plot_signal(x_denoised_cheby, vertex_size=30, ax=axes[1])\n", "_ = axes[1].set_title('Chebyshev approx')\n", "axes[1].set_axis_off()\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The max error is 0.47762878083754073\n", "The mean energy of the error is 0.0880500889369867\n", "The computation time for exact filtering was 0.4477078914642334\n", "The computation time for approx filtering was 0.010831594467163086\n" ] } ], "source": [ "print('The max error is ' + str(np.max(np.abs(x_denoised_exact-x_denoised_cheby))))\n", "print('The mean energy of the error is ' + str((np.sum((x_denoised_exact - x_denoised_cheby)**2)/G.N)))\n", "\n", "print('The computation time for exact filtering was ' + str(time_exact_filter))\n", "print('The computation time for approx filtering was ' + str(time_cheby_filter))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise: Precision-Efficiency trade-off of the polynomial approximation\n", "Illustrate the precision vs computation time trade-off of the Chebyshev polynomial approximation, as the order of the polynomial changes. How about with the ideal low-pass```g = lambda x: x <= cut_off_freq```?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.5 Spectral Graph Wavelets\n", "Given a (smooth-enough) bandpass filter $g(u)$, a wavelet centered on node $i$ at scale $s\\geq0$ reads:\n", "$$\\mathbf{\\psi}_{s,i} = \\mathbf{U}g(s\\mathbf{\\Lambda})\\mathbf{U}^\\top \\mathbf{\\delta}_i\\in\\mathbb{R}^{N},$$ \n", "where $\\mathbf{\\delta}_i\\in\\mathbb{R}^N$ is the Dirac centered on node $i$: $\\mathbf{\\delta}_i(i)=1$ and $0$ elsewhere. See the [seminal paper](https://hal.inria.fr/file/index/docid/541855/filename/hammond-vandergheynst-gribonval-acha-2009r.pdf) by Hammond et al. for details on spectral graph wavelets. Given a graph signal $\\mathbf{x}$, the wavelet coefficient at node $i$ and scale $s$, denoted by $W_{s,i}(\\mathbf{x})$, is the projection of the signal on $\\mathbf{\\psi}_{s,i}$:\n", "$$W_{s,i}(\\mathbf{x}) = \\mathbf{\\psi}_{s,i}^\\top\\mathbf{x}\\in\\mathbb{R}.$$\n", "\n", "Let us consider $\\mathcal{S}=(s_1, s_2, \\ldots, s_m)$ a set of $m$ scales. The collection of $m$ filters $\\{g(s_1 u), g(s_2 u), \\ldots, g(s_m u)\\}$ is called a *filterbank*. Consider all wavelet coefficients $\\{W_{s,i}\\}_{s\\in\\mathcal{S},~i\\in\\mathcal{V}}$ of a graph signal $\\mathbf{x}$. Can we recover perfectly $\\mathbf{x}$ from its wavelet coefficients? The answer is \"no\" because wavelet filters are necessarily bandpass (thus $g(0)=0$) and constant signals are in the null space of the transform!\n", "\n", "Let us add a low-pass $h(u)$ to the filterbank for instance (the exact form does not have a huge importance):\n", "$$h(u)=\\exp^{-u^4}.$$\n", "\n", "Do the coefficients extracted from the combination of filters $(h(u), g(s_1 u), g(s_2 u), \\ldots, g(s_m u))$ enough for perfect reconstruction of any $\\mathbb{R}^N$ signal?\n", "\n", "**Theorem.** (see Theorem 5.6 of [Hammond et al.](https://hal.inria.fr/file/index/docid/541855/filename/hammond-vandergheynst-gribonval-acha-2009r.pdf)) Perfect recovery is possible iff \n", "$$\\text{min}_{u\\in\\{\\lambda_0, \\ldots, \\lambda_{N-1}\\}} \\quad h(u)^2 + \\sum_{s\\in\\mathcal{S}} g(su)^2 > 0.$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "G = graphs.Sensor(seed=42)\n", "G.compute_fourier_basis()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The mexican hat bandpass example\n", "mex_hat = lambda x: x * np.exp(-x) \n", "plt.plot(np.arange(0,10,0.01), mex_hat(np.arange(0,10,0.01)))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "m=5\n", "g = filters.MexicanHat(G, Nf = m + 1, lpfactor = 50)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "eval_x = np.arange(0, G.lmax, G.lmax/1000)\n", "y = g.evaluate(eval_x)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 1)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(eval_x, y.T)\n", "plt.plot(G.e, g.evaluate(G.e).T, '+')\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('filters')\n", "plt.figure()\n", "plt.plot(G.e, np.sum(np.power(g.evaluate(G.e).T,2),1), '+')\n", "plt.ylim([0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we see on the last graph, we have :\n", "$$\\text{min}_{u\\in\\{\\lambda_0, \\ldots, \\lambda_{N-1}\\}} \\quad h(u)^2 + \\sum_{s\\in\\mathcal{S}} g(su)^2 > 0.$$\n", "Perfect reconstruction of all $\\mathbb{R}^N$ signals is thus possible! The frame is not tight though." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plot a few wavelets**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(64, 6)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "node = 10\n", "delta_node = np.zeros((G.N,))\n", "delta_node[node] = 1\n", "wavelet_at_node = g.filter(delta_node)\n", "wavelet_at_node.shape" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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V8Ktu2swCht+YEarcCBt8X2aUARBCPN02K11RUXEDuv7ycNiLaW78Rwfh3q4GUqmlqf43X+q4NDQ0+oYaydq3crvwpU6ySilfkVKmSSnTwsKuK2/Ql05L0xvQ6+udA0vLxyhKw5cwIg0NjatD4OhjuV24EW6SfZlR/spjsx6izRzTE0IYcdjPo/O47eeaNTS+UqiTrLeP8O4LN0KD3wh8w+lNMx6oux3t7xoaGl9tVD94TYNvhxDiPWAaamRXEfA/gBFASvlP1ImGeUAe0Ax884sa7M3E6DEBu+0MvWnximJBp0/8cgaloaFxVSh3mAbfFy+ah3vZL4F/u2EjukXx8nmClqbXeqyjKIILFxPYtG0tU6dOJTExkRuQEE5DQ+MG0KbB30loqQr6iN4Qg7fvt2hu/CfQ2ZNGSh06fSBlVQ9TU1PD5s2b8fb2ZvLkyQwePFgT9BoaNxmJwHGHBe/fWWd7nXj7/ZDzF2ZjtRkAb0DgcOhQFA+qqiMICP6YxYufYsGCBTgcDkwmE3v27GHFihWcOXMGRbmdHLA0NL56KFL0qdwuaBr8VVBdXc3OTyPp3/+nPPRgBA5HAWfP5GP0nE72OQvV9UVMnNif5ORk4uPj+eSTT6ioqGDUqFEcPnyY3bt3M3nyZFJSUtDptGfr9dDSamXPoVwul9Tg6Wlg3Mh4hgyMutnD0riFkQisUn+zh/Glogn4q2D16tUIIViw4GuYvNUlG4Uhi0uXi7n77rt57bXXGDFiBL6+vphMJhYsWEBBQQGbNm0iMjKSCRMmkJmZyZ49e5g0aRIjRozAYNC+gqtBSsk7GzJ5Y81BhBC0tNrQ6QRvf3iEyLAAfvOfi4iLDr7Zw9S4BVEDne4sxerOOtvr4Ny5c1RUVJCQkEBo6JX1eKOjoykuLiYkJIQRI0awe/fudsfFx8fz7LPPEhQUxJYtWxgxYgSLFy/m3LlzvPDCCxw5cgSbzfZln85XltdXH+SNNQdptdhpaVWvm6JIWi12LhVX8fRP3qGkrPYmj1LjVuVOc5PUBHwfcDgcfPTRR+j1eubMmdNuX0REBLW1tVgsFqZOnUpOTg6lpaXt6hiNRmbNmsUjjzzCkSNH2Lt3L/PmzWPp0qUUFBTw97//nQMHDmC19h5IdSdTXtXA2xsyaLXYu9wvJTS3WPnHm599ySPT+CogpcAhdX0qtwu3z5ncQKS00mrJoLl1D1ZbHp999hkWi4WEhATCw8Pb1dXr9YSHh2M2mzGZTEydOpXt27cju0g5GhUVxVNPPUVCQgIrV67k0qVLPPDAAzz66KOYzWb+9re/sXfvXlpbW7+sU/1KsWH7573WURTJwWMXqK1v/hJGpPFVQ0H0qdwuaAZgN6S0UVP/Z+oaX0O12OmQ0kpAqDf94iYxY8ZTXR4XExNDSUkJ8fHxjB49mszMTHJyckhOTu5UV6fTMWnSJIYMGcKmTZs4c+YM9957L/fffz+VlZXs37+fv//976SlpTF+/Hi8vb2/2JP+CnEiuxibrfcV7z2NBi4WVjFqmHbtNK6gTrLeWSJP0+CdSGnDXPkwdQ3/RMoGpGxEynqglaDgaiZP34qv//4uj22zw4MqwOfMmcPOnTux2+1IacfhqEZR2muUISEhPP7444waNYo333yT3bt3ExgYyOLFi3nqqadoamrihRdeYMeOHTQ0aMnLABSld+EOYLXZOHcum8LCQm1+Q8NF2yRrX8rtwp31OOuBusbXsFiPIenaPKLX26is+TFepikYOuR7j4mJYc+ePa6/ExMTiY4RnDn/Tbz8DoBUkDgweYwkxP97+HrNBEAIwejRo0lKSmLLli2sWLGCe++9l9jYWBYuXMjUqVM5cOAAL730EikpKUycOJGAgIAv7BrcaiiKQlFREbm5uWRnZ9NS24hOGHr1U1YUiV5pYuvWrVRUVBAUFERUVBQhIeGU14BObyI0xI+xdyVg8jR+SWejcSvguI183PuCJuABKRXqGl5Gdpvr3VkPSX3jKoID/qPd9pCQEFpaWmhqasLHx4cWSxbDx/wVRWlpZ4tvtR6lpOppAn2fIDzwv13b/f39Wbp0KWfPnuWDDz5g6NChzJgxA39/f+bOncvkyZM5dOgQK1asIDk5mUmTJhEc/NVwBaxtauFIfiEtNhuxwQHcFR/TY1RvXV0deXl55OXlceHCBQwGA1arlaCgIB67fzK/XpGJtQczjQBCfK0oDguPP/44BoMBs7mUlW/tZ1/mIUCiOCQ6nQAhmJgWzRNLxxMTE43JZLrxF0DjluFOjGQVXU0GfhmkpaXJrKysm9J3R2z2AorKZiJl7xNzRsNgYiP3dNq+atUqJkyYwIDESC6UpKHI7s0qQngTFfxX/LwXdNrX0tLCjh07uHjxIvPnzycpKcm1r7m5mSNHjpCZmUlSUhKTJk3iVs2rX9/Syi/Xf8qus/kY9HrXg87X5MmP509h7ojBANjtdi5dukReXh75+fk0NDTg7+9Pc3MzBoOBkSNHkpKS4nqgfbApixXv7cfShSeNTifw9zXxs+fS2f/ZJ7S2tjJmzBh2ZzRx7NTlLo8xGAQx4UaSY5vw8/MlKiqqXdHmQG4NhBBHpZRp19NGYoqP/M36oX2q+1BS1nX3dyugafCAlBb6Oh1RU1PGp9veIDo6mqioKEJDQwkICHDZ4UMj9yFlz7ZiKZuprP9zlwLey8uLRYsWkZ+fz8cff0xcXBxz5szB29sbb29vpk+f7gqYevPNN+nfvz+TJ08mMjLyWk79C6Gx1cJD/3iPkpp6bA4Fi/3K9Wi22vjZmu18fiabONnE5cuXCQsLw8fHByEEQgj69+9PamoqMTGdtf0HF6bh5eXBS6s+w2Kx4lBAr9dht9sJ8oGVf/oG4SF+jB8zkoMHD/L+us84fcGAQ+n6rcFul5RVS5554gEGJwZiNpsxm83s27cPs9mMl5dXJ6Hv6+v7hV4/jS8GNdmYpsF/KdxKGryiNHCpJAWJpcd6UkJpcSK7ds5x5ZVxF0BCCObetwG/gN7T4Qs8SYg6iNHQfXi91Wpl9+7dnDp1ijlz5jB8+PB2/VmtVo4ePcrBgweJjo5mypQpxMTc/EW/f7dpD6uPnMRq7/5BZxCC/05PwtpQx+XLl0lMTCQ1NZWBAwei1/ceTm63O/if37xMXMIQQkODOX96P5bmapYsWUJKSoqr3lPfX0VOflmv7aUMieEfv/96u21SSqqrq11Cv60YjcZOQt/Pz++GJ5SzWe2czLhAXU0TAcE+pI4ZgNHjztTJboQGn5DiK5//MLVPdZ8YdEjT4G8XdDo/vL3m0NTyMT2tyCiEN3eN/AMTx6fT3NxMSUkJBQUFFBcXU1ZWRktLC0LX1Kc+pdRT32AmODCyW8Hg4eHhEuwbN27k1KlTzJ8/3zXR6uHhwYQJE0hLS+P48eN88MEHhIWFMXnyZPr373/V1+FGYLHZWZd5ukfhDuq8x/acyzw3YxxLliy5Bvu3xEtXyzfuTwfgoEc1J06cYOvWrYSGhqIoCjabjdwL5X1q7dz50k7bhBCEhIQQEhLC8OHDneOW1NbWuoR9ZmYmZrMZIUQnoR8QEHBNQl9RFFav2MPa1/eBlEgp1XaE4IFlk3nw6WlaLqNrQEpuqyCmvqBp8E6stnyKy+cgZdcC2uEwUF0ZQVjQagYM6HpBj//7v/9j/te2I/Sne+3P4dCxcfVj2Kze+Pn5ERMTQ2xsLOHh4YSHh7tMFlfqO9i/fz8ZGRlMmzaNtLQ0135FOshvzOJY9WYqGopoqrXiXz2ImUOXkpQ4qFshI6Uku85MhaUBX4MnqUGxGHXXloypubmZ/Px89p44y8ozxX1aGi3Oz8R37orHbrfjcDiw2+2dPvf0t6Io6PV6dDodOp0Oi0V9AzMajeh0OhwOhe1HDNCHwBUhJPdN98DPzw9fX198fHzw9fV1Ffe/jcb2njdSSurr6ztp+g6Ho5PQDwoK6lHoSyn5449Xc/DTs1haOrt4enoZSZ81jP/4/YN3VArqG6HBxw/3k//14cg+1X1q8H5Ng7+d8DAmUl78X/gFP49ep2D0aLu59Ag8qK2Optz8XfbtXs+kSZMYN25cpxssJiYGe8sCdKbz6A09m3uqyqMwGkLRCQeNjY2cPXuWs2fPujQznU5HYGAg4eHhxMbGEhUVxZgxYxg6dCibNm3i9OnTLFy4EI8AeLfgP2ly1GJVWtSphGBoCDrGh43HCHxvMjPSFpKUlNRuvFuKTvL3c59QY21GL4Qa1iUEjw9IZ1nSFPSiZ03H4XBw4cIFzp07R0FBAfX19fj6+lJxNW7nQkdQUBAGg8FV9Ho9er0eh8OB1WqltbXVVZqbm2lubqapqYmamhosFguenp74+/vj5+dHSUkJOp2O1tZWFi9ejL+/PycvbsJcXt/rUHy9BBaLhYCAAEwmEyaTCUVRMJvNNDU10djY6Cp6vb6T4G/7Pzo6mkGDBuHj44OUkoqKCsxmM6dOnWLHjh1YrVYiIyPbCf2QkBDXd5Ox5xyHPs3uUrgDWFpsHPrkLJl7cxg7tXMgnUb3SO48DV4T8E5aW1vZvu0yJtNTxPa/SNrYKnx8wGgcgL/PE4T492ff7leZMWMGmZmZlJaWMn/+/HbanIeHBx+tr2HeEiNeehtCdG3uEcKLoYP+SFRwP0pLSykrK8NsNlNTU4OnpyeKomCxWKiurqampsYl+KWUGAwG/P39MRgMrHj1JTznnsZubEZ2MC05hBU8oHHkQT7Zr2fXLhNTpkxhyJAhvJa3j1fOf0aro7MQeTVvH6drS/hL2lJamluora2ltraWuro6ysvLKS0tpba2FqvVihACo9HoKvX19fj5+iH7oDHrgIQQf+x2OzU1NTQ2NtLQ0OAqRqMRPz+/diUmJsb1OSMjg6ioKCZMmOBqMyMjgwsXLnD+/HlqampITk7m618bxz9e391t/hoAvU4SF2EnNXUU0dHRXL58WfW7b2mhf//+xMfHEx8fT0SEGv9gsVhobGzsJPiLiopc29r+9/DwcAn/2NhYPD09cTgc1NTUUFhY6MpjFBkZSXR0NB+tOEtrS885iVpbrKx59TNNwF8Dd9okqybgnbz77rtIKXE4dFSWj2Bg/LfbabyeHvDggw/y3nvv8cgjj3Dw4EHeeOMNli5ditFoZP369eTl5eHpaSIpbitltQ/iUOo6uF4acdgljtZvE9JvGiGBMHDgQNdeq9XqEqJms5mioiIqKysxGo2uSd02zbK5uRn6lWMVzYge5g0U7CTP8yWmbjL79u1j3f6dbIiuxdaNp0+rw8Z+8zme+eevGdRowtvbGyklzc3N2Gw2vL29XWMIDAwkOjqa6OhowsPD8fb2prW1lbMb93K0uJKejH8CiZc5nzPUk5SURGxsbDth3tEM0pFt27aRltb+DXrYsGHs2rWLQYMGsWfPHsaMGcM9M4bx4eZjFJbUYLd3vk5Go57+/YK5b34/MjIOc+LECWbPns3ChQtpaGigoKCAgoICsrKyaGpqaifw4+LiejW3tLa2tnsItAl+IQR2ux1fX1+klBQVFVFaWsqlnL5FLZ87UdinehpXkNxei3n0BU3AAxcuXKCwsJD+/ftTVlbG9OnTu7xx+/Xrx+zZs1m7di3Lly/n6NGjvPTSSzgcDoQQzJ8/nx07duBtSiAhch/1zeu5VPx/eJoaMBh88PNeiMOymHfW7iIytKKTD7uHhwf9+vWjX79+rm2KolBVVaXe/JcuUVhYSHV1NQ6HA0N6CcLQ8ypRDmwcKfsI78+aMBqMfB7QiE1x9GiWtuvgfCTEn7W67N2enp5ERkbi4+ODh4cHoNrdzWYzOTk52O12/Pz88PDwIKq2BqPwwtqNhDcZDCSYJCE6HQ0NDWRkZJCUlER6enqfArgURaG8vNylUbfh4+NDbGwsAwYMIDc3lwMHDjB16lRe+O3DLP/uP6msVaNcFUWi04HBoGfksFh+8Z/34uPtyfTpU9m8eTObN2/ms88+Y+HChaSkpLi8croT+G1CPyIiot3kpxACLy8vvLy8eo1XaHuI7n/719Djo9F5DRza6mBXiwRsd1gumjvrbLtAURRWr16N0WiktrYWDw8Phg7tPhhi5MiRlJWVsXr1agBXrpPkOsKxAAAgAElEQVQZM2YwevRoDh48SGVlJeHh4QT6PsK7n9axZMmSdn7qM2cK10OiN01Vp9MRFhZGWFiYS9BIKWlsbOTly4/Rp+wseoWmlnocVrgcaevLnCO1Bjs2vQfSbsfHx8dl5/b19XV9di8eHh7s37+frKwslj/8IMt8A3nujQ3UNbfSbFWvkVEnUKRkcdowfrJgCocOHuTAgQMIIaipqeHdd98lPDyc9PR0BgwY0K12XFlZib+/P56enp32DR8+nLNnzzJ06FAOHDjAhAkTuJCfw+wJvsyas5gP1h/g+OdnGZAQw3PL7yU2Osh1rNFoZPHixcyePZsPP/yQd999l7CwMNf35+fn10ngX7p0iYKCAo4ePdqrwO+OtmCvnJwcPH0FrQ29C3gvPz179+5lyJAhhIaG3lETrtfOjcv1LoS4B/gboAdelVL+rsN+T2AVMBqoApZKKQuEECHAWmAM8IaU8ttux+wBoriy6PPdUsq+uYF1wx0v4Lds2YLVamXWrFl89tlnzJs3r8ebUlEU/P39OXLkCEII5s2bR//+/Vm9ejU1NTVERUVRXFxMeHg4DoeD6upqQkJC2rUxatQoCgoK2Lp1K/fee2+fx6ooCpWVlZSUlGA2m1GiJfQllYqAqVOmo9glm2t3A93bo9vQC8HCxYtIGTCoS0HqTkNDA2vWrEFKydNPP42fnx8AO/9zGUfyC9l5Oo9mi5X40EDKju7nuUmpGA0GpkyZQmJiImvWrMFisaAoCn5+fmzbtg2DwUB6ejrDhg3r9H2YzWaiorqOH0hOTmbr1q08+eSTZGdns2vXLs6cOcPDDz9MdHQYc6cPwFJ3kiFDvNsJd3d8fHx47LHHqKysZN26daxYsYL+/fvzta99zXVuAH5+fgwfPtzlQuku8I8dO0ZjYyNxcXHtbPht59Lc3Mz58+fJzc0lPz8fHx8fmpubiRyk4/LnCj3lVdPpYdCYQGpra3n77bcxGo0kJyczZMgQoqOjNWHfDRJQbsAkqxBCD/wDmA0UAZlCiI1SyrNu1ZYBNVLKgUKIh4DfA0uBVuC/geHO0pFHpJQ3zL3wjhbwNTU1HD16lNjYWHJycjAYDO2CZDpSVlbG+vXrqa2tJTw8nNbWVnQ6HaGhoSxfvpz169dTVlaGwWBg1KhR1NTU4O/v30lLbzPnrFy5kpMnT5Ka2jn4QlEUlwdGm0AvKytzacwWiwVFBCH6VYCuZ40vQImltKSMy5cv4x2j0OzV+7XRSUHWvoNs/3AjAQEBREZGEhERQWRkJJGRkfj6+iKEID8/nw0bNjB69GimTJnSyUQxfmAc4wfGubbtEs1kZGQwb948QPU8eu6559i6dSsXL16krKwMo9HI8OHDycrKYteuXYwfP55Ro0a5TENms7nbyF1PT08SExMpLCxk6NChZGRkkJqaSnR0NIDLlbIvGTpDQ0N55plnKCgoYMOGDfzlL39h6NCh3Hvvva6xuNNR4Dc2NrpMOseOHaOhoQE/Pz/sdjtNTU0kJCTg6emJXq+npqYGX19fElICaDLbqKlowt5Fzh2dDky+eoxBjZw8eZL09HQGDhzI+fPnWb9+PTabjcGDBzNkyBD69++v+ct34AZp8GOBPCnlBQAhxPvAIsBdwC8Cnnd+Xgu8KIQQUvXD3i+EGMiXwB0t4FetWoUQgjlz5vD6668zZ86cLqMo7XY7n332GRkZGQBMnjyZ9PR0qqur+de//kVoaCixsbEsXbqUjz76iFOnTjF27Fjq6uq6tb16enpy//3389ZbbxEZGYmU0iXI24S5v7+/y5UuNDSUsLAwcnJy8Pb2ZtSoUUQkTeaD0p9hlz24ZNr1+JcNZcCAAUybNo1hrWZ+fmIDzY7uPTX0UvBA/BievXc+DofDNQdQWlrKoUOHKC0tRQiBh4cHTU1NjBs3jmHDhvXpmo8ZM4aXXnqJGTNmuIKbPD09Wbx4MadPn2bLli0kJiZy+PBhBgwYwMSJE/n888/Zu3cvaWlpjB07ltLSUgYNGtRtH8OHDycjI4P09HROnTrVTqO1WCzodDoaGxv7NF5Ql1383ve+x8mTJ9m6dSu///3vGTduHLNmzepRgHp7e7vMV20eUH5+fi6f/dzcXAACAwNRFIWkpCRmz56N5WkHzz+3ios5ZqxWO1KRCJ3Aw8OAVyD82/PzMJcXkpubS0ZGBseOHePuu+9mxowZVFZWcub0WTZ+uIXGpgaGpaqafWJi4h2//q+U4mo0+FAhhLsm/YqU8hXn5xjAfZa7CBjX4XhXHSmlXQhRB4QAlb30+y8hhANYB/xKXmeg0h37jWdkZFBbW8v06dM5dOgQBoOB0aNHd6pXUFDAxo0bXZOI999/v0t7DA0NZfHixaxZs4Zly5YREBDA/PnzOX36NG+//Tbx8fGdBLzD4WinmXt4ePDyyy8THBxMTEwMUVFRDB06lKioKBoaGjh58iRZWVnodDpSUlJYtmyZayKytbWVYWIupxwfo+i6SKQlPBkRdjd3pz7n2jZdCSQ2by8XGsqxyc4TdQLwQIc4kIc5TDWFtAVftb1p1NbW8sEHHyClZPjw4VRXV/P+++/T0NBAWFhYO00/IiKinYnHz8+PgQMHcvz48XYujqAK5n79+rF+/XqCg4MxGo1s2LCByZMnM23aNI4cOcILL7yAzWbrMfI1KSmJjz76iF27dhEbG8upU6eYPn06/v7+WCwWhBA0NjZeiRDtI6mpqaSkpLB//3727t1LVlYWM2fOZNy4K/e2xWIhLy+PE5+f5cDOHFqbDAQFBTB51khmzhvFrl2fcvLkSYQQpKSkUFVVRVVVFSaTiTNnztDQ0EB8fDz/8edFNFY72LXxc6rL6wmJCGDmorvwDdbx1ltv8eSTT5KYmMj27duxWCx88skn7N65j9ZiXw5vz1Ynkx0KZ4OPMWBsPt6RVgYmDWTIkCEkJSX1ana7HVEnWfscyFd5EwKdHpFSFgsh/FAF/GOodvxr5o6MZG1qauKFF3+LydOTZ575EX/605+YMmUKU6dOddVpaWlh586d5OTkoCgKd911F9OnT+9SCzpw4ABnzpzhm9/8JkajkZWv/Z20cbHs3bsfP69BjEhNc7k+lpeXExAQ0C7QJSMjAy8vL5dr3unTpzl16hQNDQ0MHz6clJQUl8C/fPmyq1RXV6u+4QOtlAYfod5Rjg496CSy1cDchGdICZzVSYjVWZtZ+vFfqTTasKOgOL02vPUe+Bu9eGXC4zRcNLNt2zYmTZrE+PHjXW3k5OSwadMmxo8fz8SJEztpx21unm2loqICPz+/dkJfSsnWrVv5zne+06UGrCgK+/btIzMzk8mTJ3P+/Hnq6+u55557MBqNvPPOO+h0OhISEkhPT+8y/87rr79OfX093/zmN3nxxRcZOnQo9913H1u2bOHEiRNIKfnBD35wzSmCHQ4HW7du5dixY3h5eZGcnExtba3q5VToQ3ZWLTq9DqvT/97gIZBSkjrJkwVLpuDt7c2nn37KqFGjmDp1KkajkcbGRi5duuSy49fX1xMXF+eatI2KikKn05GVlcXRo0dZtmwZFRUVrF69mvpKC1lrK7DbFDo+tz29PBg2Jp7F307j/PlcLl26RP/+/UlOTmbw4MH4+Phc0zX4MrkRkazRw4Lksven9anur1I3dNufEGIC8LyUco7z7/8HIKX8rVud7c46h4QQBqAUCGvTyIUQTwBp7pOsHfrocX9fuaM0eEVppqHxX5RW/JUHHmpGr9dRXPouQ4cPY8KE7wGqh8rZs2fZtm0bXl5eGAwG7rvvPuLj47ttNz09HbPZzNoNK+ifksmgaYepVfSkzpIgNpN/cQiR/s8wfPhsIiMjO2lPQUFBrFy5ksLCQhoaGkhOTmbmzJn4+flRWFhIRkYGly5dwmKxEBcXR1xcHKmpqURFRbmZlJ5izea3CIn2JyV5JG++tIbouFFdaqgXzuSwpDKU8ffP5cPCo5y4dJ4QLz8eT53BxPCB6IQOUkLp168fH374IRcuXGDBggUcPnyY7Oxsli5dSmxsbKd2PT09iY2NbbfP3c2ztLSUjIwMzGYzra2trFixggEDBrgEf2hoqCv1wNSpUxkwYAAffvghCQkJjBw5kk2bNuHj40O/fv144IEHXPl3goODmThxIomJiQghaG5upqKiAl9fXwICAhg+fDinT59m6tSptLS0Ynfo8PUx0dDQcE0CXkqJ2WzG29ub0NBQqqurOXbsGH5+fviQzOHPz6o+925+93anz+iZgw7CI7LxCVR49NFH200W+/r6MmzYMJe5q6mpySXsP/roI5fAj4uLw8vLi+3btzN//nyeeuppvpH+C2yWrl0nLS1WzmReZOjBBB757texWCycP3+ec+fOsWPHDiIjI12TtFe7oExTfQsn9p2jtclCeGwIQ8cl3rJ2f3WS9YbY4DOBJCFEAlAMPAR8vUOdjcDjwCHgfmBXT+YW50MgUEpZKYQwAguAT653oHeMBu9Q6igtX4jVdgkh2tufFcWIp0cSPqZVbN26l/LychwOB4mJidxzzz2dBLLD4aC8vLydzbyh5Twj53yMwWhDdJj0lIoBS7MPw0LfJzpSze9ut9vJy8vj1KlT5OfnExERQUlJCWlpadTW1nL58mU8PDxcN3RcXFyv7nCrVq1yCbpt27bh6enJ9OnT29VpbGzk5Zdf5rHHHnOZmrZv346fnx/p6emdr5vDwfbt2zl69ChRUVF8/etfv+4c6VJKMjMzOXr0KCkpKS7h3zZn4a7tBwYGsmvXLoqLi1m0aBE7d+7EbDa75kGEEJw5c4YDBw4A6sP20qVLGI1Gzp49y+OPP47RaOQPf3yRqoZAci80IxWJBBITQnjq8WmMH9N1biF3bDYbFy5cICcnh/Pnz+Pl5cWgQYMYPHgwMTEx1NfX8/aq1Xz8ZkknDbojUbF+vL7hB1ctCN0F/sWLF6msrFQVBlsIG17OxNLcc54IH38v3s/6JQbjFTOF3W7nwoULZGdnk5OTQ2BgoEvY9+S739pk4Z//7312rTmMwXgl37+3rxfLfnk/Mx4Yf1Xn1hs3QoOPGhYkH39vZp/q/n7Euh77E0LMA/6K6ib5upTy10KIXwJZUsqNQggT8BYwCqgGHnKblC0A/AEPoBa4G7gE7EX1i9OjCvcfyN5yj/fCHaPBV1R9C5u9ACE63wQ6nQ2r9TwXLz6ExbIMq9XKggULGDJkCHa73SXI2/5vWwauLSd8SkoK5br3naH/nR+YQmfH5NNERt5zBOX8N/X19Zw9exZ/f38CAgKIiIigtLQULy8vTpw4wd13383cuXPx9/e/qnOsq6tzaWCpqamsXbuWadOmtXsobNu2jVGjRrXzQjGZTC7vko7k5ORw5swZ7rrrLnJzc9m3bx8zZ868rgm7tqUK9+/f71q4BNpH8paWlnL69GnKysrw8fHB29ubt956C09PT6ZOnUpRUREvvfQS99xzj8s2np+fz65duygtLWXatGkkJydz+vRpQsOTOHLSA5u9EfcggLwLVfzPbzdy3/xRPLtsWqdxNjQ0kJubS25uLgUFBURHRzN48OAuV9QKCAjA3hCEECW9hilVl7dQdKmKuISrW6zFx8eHoUOHuuI0zp8/z9q1ayk6UtWrcAdw2O2cO36J4WMHuLYZDAYGDRrEoEGDUBSFS5cukZ2dzVtvvYWHhwdDhgwhOTm5nfulpcXKD+f9nsIcM1aLDWvrlb5bGi387burqK1oYMm3Zl/V+X3R3MhIVinlFmBLh20/d/vcCjzQzbHx3TTbeRLwOrkjBLzNXkir5QDQ/U0gdDaioi9y6WIdEyZMIC8vj3379lFRUUFwcLDLXj5y5EgiIiLaucnVtWZRVFZBjxGIwk5Q1GUOrN2KUAKQUmIymYiIiCAuLs6Vp2TdunUUFRUxcmTfst61IaVsJ+Db7LXFxcWuyNjc3FzMZjOLFi1qd6ynpyc1NTXtttntdrZv305+fj6PPPII0dHRTJ8+nY0bN/Laa6/xta99jdDQ0Ksaozt6vZ60tDSOHDniigXoLpK3urqasrIyLl68yNGjR9mzZw8Gg4HAwEDWr19PQEAA06dPZ8AAVXBNnTqV8vJy8vLycCg69h/9HJtd0lWEV2urjfUfH2PI4CimTBxEWVkZubm55OTkUF1dzcCBAxk+fDiLFy/Gy6uzf6mUkkOHDrF//36OH2jq0X+9DYdiZ8U/VhGdYHK10VYURUFRlHaf3f92r9tGZXnfPIJsdjvvvbOaqbWjXYFb7oFqbfMaCQkJzJ07l5KSErKzs13ul22a/f7VJynMVYV7V1harLzxyw9JXzCKyLhr/418EdxOC2r3hT4J+D5EbcUBbwKBzjo/cT7hbgmaW7Y6PSZ6ricVgZ//cUpKoggLC2PixImEhIRgMBhcN5SU0iUM2260Ctt6lD4s94c0MGG6PznHgvD19eX+++/vZANeuHAhr7zyCqdPn3b5U/eFpqYmPD09XT73bV4aJ0+epF+/flgsFjZv3szixYs7+eV7enpitV4xW1VVVbFmzRpCQkJ4+umnXWP09vZm6dKlZGVl8a9//YtZs2YxcuTIaw6sGT16NC+++CKzZs3q1uzTFmcQGqrOCeTk5DB69GgyMzNJTk7GYDBw5swZV2SxwWAgPDycmJgYkpKSeGnlVufbSfdjbLXYeWHFNo5nbUUIweDBg5k1axYxMTGuXDKFhYXtcsrU1dVRUlLSzt1SNX30LuGlhKamRqqrm9sJ67YVrdQ67YV42z73a9223+Snp77U0XuGAykIDvcnIyMDX19fV+6gtnNoi1RuE/q+vr6Eh4czYMAA7HY7RUVFbN2yjS1/O4attWc7lCIVNr2yi6d+9WCv1+PLQkqwKZqAb0cfo7b+C/hASvmyEGIo6qtL/Bcw3mvCZqsBes7QB6DTO9DrW1129Y43VXefo4ZmExzXbbMuDEYdA4YMYMroB9i+fTuvvvoqDz30UDtNuM0//u2333alku0L7tp7G6mpqbz66qvMmTOHTz/9lAEDBpCQkNDpWE9PT5eJ5uTJk2zfvp3p06czevToTsJbCMGYMWPo378/69atIz8/nwULFlzTZKWPjw/JyckcPXqUyZMn91q/LYJ12rRprgnYpKQknnzySaqqqli5cqUr5XBNTQ3Z2dkUl9Ltcn3uVNVYUKQPRr3CqVOnOHr0KHa7HYPB4Mo3D7gWEmkTrgaDAZPJhM1mwz+0lcpietXipQK+wWpbbatDDR48mP79++Pl5UVVVRXFxcUUFRVRUVHhculUFAVPT08CAgIIDg4mIiKCoKAgLg8t558/3YrSS4CywVPS5KgiMDCQlpYW6uvr0TvXy3U4HNTX19PU1ERFRYXr9+3+JmG322mpseGw9z5vZ7c6yNh56tYS8FyVH/xtQV80+L5EbUnUSQOAAKDkRg7yapHSSovlMA6lDoM+nPPnqwgNN2A09nwHKIqBiIih3DXyQSIju15pqS3CtKioyFVqKkwExhjQ6XtuX6DHZOiHXq9n3rx5HDt2jH/9618sWrSoXeBOmxBbu3Yty5Yt65O9uysBHxQURHBwMEeOHCE7O5tvfetbXR7r6elJS0sLH330EYWFhe0mYLsjPDyc5cuXs3PnTlasWMGSJUu69KzpjXHjxvHee++Rnp7e61J97hGscXFxPPvss2zevJlXXnmF4OBgxo0bx+DBg9m6dSve3t4sXLiQrXvW0NDchQmjg3OBEILGJisRYd4EBwcTEBBAUFAQAQEBrjecI0eOUFhYiMlkYvTo0TQ1NXH27FmXBjx8dBRF2RW0dpPLHdT1Y8dNHsS/fX82ubm5ZGdnYzabuXz5cqfxtOWXT0hIIC4ujrCwsC5/CyNGwI63T5J/urjbCV69Ucew6WHo9Wp65qSkJKZOncrevXupqKhg5syZDBw4ELvdjs1m67ZcOFPIqfc2onQRZdsRRy+ret0MblQumq8KfRHwfYnaeh7YIYT4d8AHmNVVQ0KIp4GnQb1BbzRSOqhu+Au1DSvVv5FIRcE3WEGv7/3HptfrqKlK5dCBtdhsNgYOHEhcXBwGg4GysjKKioooKSnBz8/PZSvu378/53I9gKO9tm+1SGwNA8Fpyr3rrrsICwtjzZo1pKWlMXnyZNdDJS0tjYKCApcrXG/U1dV1OSk7bNgw9uzZw4IFC7q0IYOaF6WoqAh/f3+efvrpLsPwu8JoNDJv3jxycnJYvXo1Y8aMYfLkyVflHRIZGUlQUBDZ2dm9mqRKS0vbzU2YTCaWLFnC7t272b9/P7GxscTFxfH000+TlZXFG2+8gYexwzlLibBLOqXqlzBq5DCk0kpDQwNFRUVkZ2fT3NyMTqdDURQMBgMBAQE0NTW5vHZMJjXP/oQJE1TBn5LLr378AZbWzkJeCDB4SOze51m5sgAhBDabDU9PTyIiIvD19aW1tZXy8nKsViuKopCXl0dVVRUVFRWuuZrAwMBOysfv3voW3170RyqK63DYOmvYEQO8mTB7GP1i+7F9+3YuXLhAXl4e48eP56677mL37t1kZGQwZ84cV1oHUL2u2uIuCgsLKS0uQ3H0rsELnWBg6o2/x6+HG+gm+ZXhRk2yPoyaGe3/nEEAbwkhhkvZXp9whvq+Aqqb5A3q29m2grlqOc2WvUjZcmWHAJOX84tVQNdN3hYhvPD1foShQ8fg7x9Ffn4+2dnZrqCYwMBAEhMTufvuu4mMjCQ/P5/9+/dTV1fHxIkTCQh4hPKmNSjufbuPT/Eg/9hoDhe8QWpqKtOmTcPb25vY2FiWL1/OBx98QFlZGYsWLcLDwwMhhMsef+bMmV5TAXSlwYN6g9psNpKSkrq4ZpLjx4+zc+dOTCYTixcvviZ7+uDBg4mKimLDhg1cvHiR++6776r8qceNG8fBgwd7FfBms5m5c+d2Oofc3FzmzJnDqVOnKCgoYPHixYwdO5Zhw4bx4j/XYy5vwmEHpETnlLsdz1I4YNeuSv7w+6UYjXpyc3PZsWMHzc3NmEwmpJS0tLRQV1cH4MqqabFYOHz4MAcOHMBkMmEwGEid4sGZw3Zam67M+ygKBIULRk8PZsDAfkRHR7sifbt68FZXV7uE8IULF8jNzeXixYu0tLSg1+uJi4ujX79+xMXFqWmc/b343q8f4qePvtzeFi8lKJKqC81sePEI9/274Dvf+Q579uzh+PHjHD58mMzMTNLT0/Hy8uKdd94hODgYf39/zGYzLS0trgdnm/D/W8UqPl19uMeUxZ4mI0v+7e4ev88vH81E0xXFgPu7dz/nNneWAfcAOCO3TEAocF2pLq+GhpYNNFv2tRfubkihoEiBkB6A1XXjSSmQigfl5Yns/sST4OCPiYmJYejQodx9992EhIRgsVhcN9mbb76Jw+HAaDSSlpbGlClTnJOwoygtK0AxHUSnl7RNtgk8QAgSQn5AfPps1pnXcfnyZV588UUmT57M2LFj8ff354knnmDz5s289tprPPTQQwQFBWEymbj//vt55513iIqK6jFXen19fScTSWVlJcePHycuLo6cnJx2Sc3aJl3LyspYunQp69atu64shP7+/jz66KMcPHiQlStXMn/+fIYMGdKnYwcPHsz27dspLi7uMioVrjyoOj44MjIy8PHxYezYsaSlpfHZZ5+xYsUKFi5cyKBBg/jGI3P45JPXoFVekepdnKdUJOfOlfC///s+/v7qMn1tk9FtQtXX15eUlBRCQ0Opq6ujoqKCiooKHA6HS7g7HA68/G2Mnm3A3uqJpUmAAP8QcMhWbI4mSkpKaGhowGw2t5vUdC/BwcEEBweTlpaGw+GguLiY/Px88vPzKS8vp7KykoaGBrKysmhoaCA8NIJNfzqLYusu2MlG5UXY99FJ9Aa9y710w4YNVFdXs2/fPqSULnNdWVkZI0aMYNasWQipo7qsDqNRXU7xsZ8s4uDHx2mq7/pe8/DyYOTUoQwe3Xm+52ajaCaaTvQlausyMBN4QwgxBDABFTdyoL1RU/+PDqsndUSgCLC2JtJQ10JAYCkALc0J2K0PEhk2hx/+MKZL84TRaMRqtVJcXExwcDDDhg1z5RzJzMxk4MCBREZGcnD/YL6x7N9o5EMaLCdB6Ag2TSHK/+t4GqIgAJ599lk2bdqE3W4nJyeHzMxMZs+eTXJyMvfeey8ZGRm89tprLFmyhAEDBhAdHc3UqVNd+W66s8d31OCllGzatIkpU9Sw+BMnTrgEvNlsZu3atcTHx7N8+XKklN36wV8NOp2OSZMmkZCQwLp168jLy3OlF+jtuLFjx3LkyBGWLFnSZZ3S0lKioqLaPYQaGhrYu3cvTz75JEII9Ho9M2bMIDExkfXr15OVdYy1HxSgs7v5tvTwELNY7Bw8dJn0CVbapgOEEPj4+KDT6WhubiY7OxuTyYQQgtbWVleGyKioqHYBWv7+/p0emG3X2X1pwvr6eqqrq7l8+XK77Z6enl0K/kmTJmE0GqmpqaGkpIT6+npMJhOFp+p6XQTE0mLjYmY9IYNOcfbsWVpaWggJCSE+Pp7Lly+jKApBQUHU1taqAWiXKvjW3J9SfroBvV6HokgCQv1Y/K1ZpD0ez4kPCmlttNHapP52hF4ggLtmJvOz15695dIWq14017ao/FeVXgW8MxPat4HtXInaOuMetQX8EFgphPg+6gviE9ebBe1qUKQFqz2n13pCgM54mb27n2H+/Pls2bKFH/3oR93Wt9lsHD9+nIMHDxIcHMzcuXNJSEhw/XBnzJjhCob59NNPsdlsbN14gqSkexg06DuEh4d3+pF7eXnxwAMPcOzYMXbt2kVqaiq7d+/myJEjzJkzh3HjxhEeHs66detci3uPGTOGgoICduzY4Uqz25GOAv7o0f/P3puHRXWm+9r3qoGimGQQUGZUUFFBMeCsOMR5HuLQRmNiNOPevft8ezzf7u6995fd3Wd/+/RJurYnzv8AACAASURBVE0npmNiBuOsMYoQVNQozkgBCoLILIPMQ1FFDe/5o6wKM6ho0HhfV11WrVqsequseta7nvd5fr9rmM1moqKiMJlMxMbGUl9fT0ZGBmfOnGHu3LmtDESMRiNms7lX2sx9fX3ZunUrsbGxbN++nRUrVnS7aDtmzBg++OADW8BsS0cSwQkJCYwdO7ZdPX5gYCDjxo3jw22nqK+XYTbTI5MTsHxHqqtleHoK1Gq1zVKvsbERIQR2dnZ4eHjYTFj69++PSqVqVdJo7Ulo+bglCoUCNzc33NzcOnzemg5qbGxs5fFaVVVl29bY2EhTU5PNIDzrSjHG5u5dnhrrmnBz8KbRWM3YsWOZM2eO7WQVHx9Pamoqjo6OlOVWcvi9c5iaBcIsbB0k94qq+Oy3+/EO8eALzf/ixsUcfjh8hYZaLXllOSx5bSY1TZUo7fpei81zy75O6EHX1k1gUu8O7QEQRiw2zj2wMZNMNDc3o9PpbD8iBweHVoFYp9Nx9epVLl26hK+vLytXrmzVfNMSZ2dnDAYDnp6erF+/nvz8fLKysti9e7dNAjY0NJTg4OBWNepjx44lICCA/fv3079/fwICAti1axeDBw9m5syZbN68md27d9vMvRcvXsz27dttbkUtMRgM6HQ6nJycAMvMNjExkY0bN9pK/AYPHszXX3+NJEm8+uqrrcovJUmylUp2thD7oKhUKpYtW4ZGo+HLL79k6tSpREdHdzqrU6vVNg34tvIKYJnBDxv2o8l0bm4uBQUF7SqDTCYTcXFxZGfnUnFPibllzWIPZpRCgLX4wxpErfo41rrxwsJCCgvbe6J2VKPe8n5v/NvyvjUwNzU19aiTFUAmk7hbWIrMqZnk5GSKioqYPHkyAQEBLFmyhHHjxrF3z16O/OE8xk5q3Y3NZiru1PL174+w6TcrGTPNkorbuXMnQ0YEExd3yyZo1td4nqJ5CpEkB2QyZ8zm6m73Nei9cXZ2Jjc3FyEEH3zwAZIk2RaWtFotZWVl+Pn5sXz5coKCgrq81KyqquLs2bO89tprKJVKhgwZwpAhQxBCUFFRQVZWFklJSRw4cIDAwEBCQ0MJCQmhX79+eHp68vrrr5OQkMDFixdZunQpubm5/OUvf2HcuHG8/PLLHD9+3Gbubc3HDxgwoFU+vq6urlVKIDY2lhdeeAEvLy8AioqKyMvLA+CXv/xlh2me3g7wViIiIvD39+fAgQPcuXOHxYsXd6peGB0dzc6dO5kyZUq7MZaUlNgCv/WKZM6cOa1Sao2Njezbtw+VSkVExHROJsTR3NwiwAvRbZBXyOVEjhnKkCFuGI3GdjeDwdDtfZPJhEKhQKFQoFQqu73/IPt2dv/3BV9w8fv0bv8/jEYzJpkeuSTDZDJRUlLCwYMHMZlMODo64uvri7vMB2Hs+lj6pmaObD/FL/5pCXYqy8TF39+f4uJiYmJiOHnyJJs2bepTaZrnVTRPKZIk4er0GtV1f0LQeS5Zkhyor57P6NGjmTp1KgUFBWzatAmdTse5c+fIysqif//+BAcH09jYyP79+zEajbYFL2tdufXm5OTEd999x+TJk9s1JEmSZLuMnzRpEk1NTeTk5JCdnc2pU6dwcXGxze7nzJnDoEGDOHToEFFRUWzevJlTp06xfft2ZsyYQV1dHZ988gmrVq1i6tSp7N+/n1dffRWFQkGjsZ7cqts4eFgajTIyMrh37x4rVqywtdGfP3+e+fPnc/z4cWpraztsnmrZ7NTbuLu78+qrr5KYmMjHH3/M0qVLbbICLfH09GTAgAGkp6e3Koe0XmlZT2oXL160iWJZKS0tZffu3YwaNYoZM2ZwIiG9dal7x0oF7ZDJJQICLFdCVjXRBwnUSqUSuVz+xAPb4k1TSTmfbcuHd8bQ0UFsfnOlTbSsoKAAo9GIWq1GqVSSl5dH2oFCDLrubR2bm5s5uPMoq15bjFwux9/fn6SkJGJiYjh//jzZ2dmEhobSrGtGJpehUP704eZ5Fc1TiqvTq9yr+hRJ1txJKaQdSkUQWRkDmTrVkm5RKpXExcWRn5/PmDFjePfdd9vlf3U6HVVVVbZbYWEhGo2GqqoqW420SqWioaGhVfB3cXFplc+2piBGjhyJ2WymuLiYrKwsjh49Sn19va3xJC0tjdzcXJYvX05tbS3x8fEIIRg/fjx79uwhJiaGfv36sef0l1QGFJCnvY0kZJiGG/nDzRwMV+x4edFmmpubOXz4MFqtltdffx1XV1cKCwtJS0sjJiam3afzOAM8WLRnZs2axaBBgzh8+LAtELdtbho3bhynTp0iIiLCFiRLS0ttfqZ1dXWcP3+ezZs3256/ceMGsbGxzJs3z1Zq6enlQssqXYn71YNdzOLt7ZVsfm0ac+Y8aZ+HR2f0pFB8gz3Ju1WCqZMmJJlCYvi0/gwcOBB/f38mT56MEIK8vDwOHjxoO0EJQ08XLOD6lRTKmgqYP38+fn5+3L17FyEEE6In8pf/+SV3r9VQV2npxA0K82P1rxYwbeW4n0RSWAgJ488swD8zcsEVFRV8+dV/M/XF73BwqEeuMCJJAiFkCLMCB/UYvN0+5f//r49Yv349ly9ftjXXzJkz54ElcGtqati+fTuLFi1CCGE7AVRXV9sWw6wz/rYzf1dX11Zf8NraWrKyssjOziY/Px8HBwcaGxuZNWsWL7zwAjdu3ODEiRN4enpSVVWFcriRW27XEPL2OVKZWU60QwylcfWMGDGCmTNn2oJocXExBw4c4N133203w/z666+Jjo7usF6+t2lsbOTIkSM0NDSwYsWKVukmIQTbtm1j0aJFthzuhQsXqKmpYd68eezbt4/+/fszffp0hBAkJiaSmprKmjVrbIuwWVlZHD9+nOPHGjG0CFYWp4X7D1q8f4v9oJzFi8fwxtYZfSqt8CDUVTfyT6v/TGlBJU0tZvIyhYRMJuOX/7WaSmM+dXV1rFq1qtWifENDAzt37mTUqFFc3ZdNwldJCHPXsUGhkrP8X6dS0VSC0WjE09MTnU7HzCkv8ru126ksrcbUpmzT3kHF6Jgwfr3rXeSKnle09IZcsNswLxHzaYcCj+04PPnDR369vsAzMYMXQrB//34aGxw5FbuB9RsjuFf5FVXVdwjwf4Hv45W8+sp/kp6WjiRJ7Nu3jwkTJtgMih80uAshOHr0KBMmTOi01ttgMNiCfVVVFeXl5TaFwvr6epueSMvgP3v2bBwdHSksLOT69evExcVx8uRJwsPDmT9/Pnfv3iWvOocKt6wOgzuAWWbiUmMii+duYMbw1o0mPj4+7RQmrahUKnQ63QN9Dg+Lo6Mja9as4cqVK3z66afMnj2biIgIwBJsrSWTgYGBGE1m7t69y6BBg8jJyaGkpISlS5ei1+s5ePAger2e119/3VYKeuLECRoaGlCr1QQFm8i9o8R4XztFoqVCgWUmr1TKmTw5lJdWRTN06MAOx/u04OLmyJ+O/z1XTt3k0CeJlORXYmevIHxKMHqHcqYvjUKSorlw4QKffPIJy5YtY/Bgixa+k5MTGzZsYOfOnQRGB6Dcp6C5C8kFAJWTknpzFZIkMWDAAMrKymhubua3L71PQ7kOk7H9d1Sn1XM98QZfvneIV36z8rF8Dp3xPAf/lJKUlERFRQUKhYLVq9cw0CuAm2kKkpOTCdu4ERmH2b59O1qtFm9vbzZs2IBCoaCiooKmpo6bNboiJSUFrVbboUGGFaVSafMybYvRaKSmpqZV6icnJ4eqqipqa2ttjS7h4eG2tEpubq5F8yRKi5B1XS0k5GYyFFeZwZxW260Kk2lpaR0G+MeZommLNZAHBgayf/9+cnJyWLBgASqVCr/gED44eJZtF7fR0GQRiYsI1jPAfI9Xls+jrq6O3bt3ExQUxJw5c7hy5Qpnz55Fp9PZ1CR9fHxwd7/H6NEBHNh/DZAwmwUSlsm7SqVk5Eg//uO9ldj1wZK+h0UulzH+xZGMf/HHrmAhBDt37iQtLY2IiAgmTpyIj48PBw4csMlLSJKEs7OzLcj7DfOi8GYZBn3HuXg7eyWzXovG0U1GUVERVVVVyGQyGkubqb/XhLkLQTJ9UzOH/5LAun9cjJ19z2QxeovnAb4PYzQWUtfwGU26UwgM2CnDkcxrOHXqLDKZjEWLFtk0brRaixTr3r17MRgM2NnZMWjQoFbu8mq1+oEDfF1dHSdOnODll1/uVhyrMxQKhU0Cty0mk4na2lpb4FepVOTn51NeXm6RKnYq7tFiYXbDTczCbLHfa8GoUaPYsWMHs2fPbjX+Jx3grXh7e7Nlyxbi4+P5+OOPGTt5Jv/y9Rm0OgUm848KoCm5ZShk4JB0C/uKW0ydOpW6ujr+8Ic/YDQakclkhIeH2/oItm3bxpIlSzhz5gxvvTOWo0c01NUpkSuUDBrkyaqXxjF6dMBTm455ECRJYtq0aRw7doxRo0Yhk8kICgpiy5Yt7Nu3j6KiIpYtW4ZarcbFxYWNGzfyV92nGJqN3MurabVwK1PIAMGaf1jAuv9h0fE3mUyUlpaSn5/P16ePdBncfxwTaM5mEDU74nG97XY8r4Pvw9TWf0xN7e+wmK1ZfvhGYx5G4zGmTvdDzn8yYsQITCYTaWlppKenYzabiYiIYPz48fzxj3+ksLCwlbH2gwZ4IQTHjh3jhRde6LZx52GRy+W2lE1LKisr2b9/PzWK7G5lvwGE2cyHH29DrXRApVK1usnlcmJjY/Hz88Pe3t6mlmgwGGhoaEClUqFQKJ5Y8FMqlSxcuBBNWjpvfBSPvhN5X6MZvr2czfyhbsTFxSGEpRlp+vTpREZG2iSLL168aFuvaG5uRpK0LF4a2s7o5OdEUFAQjo6OpKen2zqanZ2d2bhxIwkJCWzfvp2XXnqJgQMH4uLiwmtbXuVz5ed4KCK5cSKfOzcKMRj0BI/1ZcqqMTSJelstvlwux9fXF19fX071T+a2KOl2PEJAfXXj433THfC8Dr4P0tB4gJq6P3RQAmlGoTDj51+Ek+N+Ll92sHWduru7I4TAx8cHpVLJ0KFDLfZtLWbNarWaqqqqHo8jPT2dmpoaXnrpyWtce3h4sHHjRn6tuYzerntzETu5ilXLXqK5uRm9Xo9Op0Ov16PX6/H09CQ/Px+TyWTbVllZiV6vJyMjA71eb9Met96sJ4KutrV8bL3/INUShVoZMoUSmjsv0TMJidPZ1awd6cWcOXPa9Sno9XrOnTvHihUr2L9/PxMmTCAlJYUtW7b0eBzPIpIkERMTw7Fjxxg5cqTt/0Uut+jS+Pn58dVXXzFr1izGjBlDv3792PjKRnbu3Mmyf5nKwIEDOXbsGE1NTSxcOZdPPvmEGzdutBOI8/TzQJLRrS+tJIGr14MZfD8qQoDxueFH30IIM9W1/9GpiBiAXG6gofEwRUUjbF2nH3/8MSqVCoPBslDUkYGwWq3u8cJiQ0MD8fHxrFu37qFTMw+DEIKioiJSUlLIyMjAa0QgdwdkY5J1HgTlKBjvMR1vb+8On4+IiOBPf/oT8+fPtzUKpaSk2JQYAVvwb3liaPu4qamJmpqaTp/X6/UoFIoenyi+itfQ1EVwt9Iss2PxqrX4eLQPEElJSQwePJirV68SFhbGhQsXWL9+fY8lkJ9lOprFWxk5ciTe3t7s3buXoqIi5s2bh6urKxs3buTzzz9n9OjRNgnj+vp6Fi1axJ49exg8eHCr5rg566dw5OMEjM1dy3PLFXIipgzrcp/HwfMUTR9D33wJs+jec1IulzF9pha3fpbFw6amJlxcXGwB3mppl5+fT1BQEGDR8u5piub48eOMHj26lVb246SmpobU1FQ0Gg2SJBEREcHWrVuxc1Ly3s1f0WCsu5+u6gCzxHSvjjVrwFLFEhAQQGZmpu2H3jYHL5fLcXBweOAKo5YIITAYDO0Cf9uTQG1treUqorZn3qJKuZyaBl27AN/Q0MCVK1eYNWsW586dQ61WM2XKFAYOfLqrY3qLzmbxVjw9Pdm8eTNHjhxhx44dvPTSS62CvFarZfjw4eTm5hIZGUlYWBjff/99q9RX0Ag/howJJOtqbqe68fYOKtb+w+IHKpPsDX6OOfg+f71iNBb1cE8DRmOO7VFTUxMqlQqj0TIjLC4uZujQoaSkpNj26WkO/ubNm5SVlXXYINSb6PV6UlJS2LlzJ9u3b6e+vp7ly5fz9ttvM2XKFPr164da7sDfhPwGZ0U/7GStbfLsJBX2MjWDsyP5IS4Js7nz62RrNY2Vx7HIaqkvt8PZ2RlPT0/8/PwYPHgwI0aMIDIykgkTJhATE8PcuXNZsmQJgT7tK446otlkwt25/Ynn7NmzhIWFcebMGXx9fXF0dGTcuLbeND9vWs7iO8JqGWm1e8zOzsbNzY0NGzbYfkv5+fmARWwvNzeXO3futDrGv+/9O9T97VA5qFptlyRLcJ/1i0ksf6d1hdeTQgipR7dnhT4/g5dkDvRUClAmszgamUwmjEajLUVjNltqqa2CXXq9HpVK1aMAr9VqOX78OC+99FKPrPMeFLPZTF5eHhqNhlu3bhEUFGRrOOrs9bzsB/LrEe+TUnOJH+59T42ukqa6ZoINw1k/YTP2w9Xs2bOHgwcPsmzZsg5TSkOHDuXYsWM0Njbi6Oj4k1XRWFNQycnJqGryUcrtMHTjGDRogAcD3Ft3HFdXV5Oens6wYcNsawxbt279WVTJPAjdzeKt+4wfPx4fHx/2799PZGQk06ZNQ6VScefOHUwmk007fv78+Rw9epQ333zTJqbXz8OFef8YTXOJjDNfX6Hhng6FnYIx08JY9csFjJwY2u41nxTPF1n7GPaqySC6V8qTJAcc1AsBy+zdqiNiNBopKyvD1dUVd3d3goKCuHnzJmPGjOlRgI+Li2PEiBEP5TfaFRUVFaSkpJCWloaDgwMRERG2RqeeoJTZEeU+hSh3i1m1Xq/n+PHjfLnjK1asWMHatWvZt28fe/fuZdWqVe1OFnZ2draF53Hjxj3xAN/U1IRGoyE5ORmTyURkZCTv/T/TWfP7PVTUNmLupMPa3k7BW4vb9x8kJiYydOhQsrKykCSJpUuX9viz/LnRVS6+JVb7w/3791NcXIyDgwNz5sxhz549JCUlMWnSJEJDQ0lLS+P06dO8+OKLP75GcCC3TbdZ8R8xlJeXM3369G4dux43FnOrn1eA7/MpGrmsHw4OSwFVp/sIIdHYaEd9nWVmYA3wSqUSg8FAYWGhrbFn9OjRtjSNnZ2dbbbfEbdu3aKoqIiZM2f2ynvRarVcuXKFv/71r+zcuROz2cy6devYunUr48ePf6SApFKpWLp0KVOmTOHLL7/k2rVrtsD+zTff2NYiWtIyTfMkAnxL3ZP333+fu3fvMn/+fN555x0mTZqEaz8XPvnVKtyc1SjafDNlkoRKqeCtRROZPLK1U1BpaSk5OTkUFhbi7OxMeHi4rUPzOe2x1sWfPXu2yzQeWDpcX375ZTw9Pamrq6OxsZGQkBB++OEHUlNTAZg7dy4ajYaSkh/LI318fKioqEClUqFUKvvIlZSEySzr0e1Zoc/P4AE8XN+juTkNg/EO0LbqRY5M5kSz9nfs/HYn06ZNs/lcKpVK9Ho9VVVVNl2TkJAQvvvuOyorK/Hw8MDe3r6VlroVnU7HsWPHWL58ebeORF1hMpm4ffs2Go2GO3fuEBISQkxMDIMGDXosgkvh4eH4+fnZ5HkXLlzIyZMn+eqrr1i3bh0q1Y8nSqvwV2VlJc7Ozo9NqqCxsZGUlBSuX7+OTCYjMjKSuXPndriA6+/pyrYts/mvzw9z1+xMRV0jwmRi1thQNsyOYph/+zz9yZMn8fHxoba2FplMxowZMx7L+3iWCA4O7tEsHiwL7rNnz7aZwA8bNgx/f38SEhJs3dGzZs3iu+++Y/PmzchkMoxGI0IIGhoa+lQF07OUX+8JT0WAl8kcGej1HbX126hv2IHAgNksMJn02NstZIDX/0ugrx/+/pUcPHgQs9mMg4ODRU63sZHCwkImTbL4kcjlckaNGoVGo2HGjBm2NE3bAB8fH8/QoUNtFTcPghCC0tJSUlJSbLX3ERERLF682NaM8zixyvOeOnWKTz75hCVLlpCZmckXX3zB+vXrbWVtMpmMESNGkJaWxrRp0zCZTJhMpl4pAxVCcOfOHZKTk8nJyWH48OEsWbIEPz+/bmdzKdeu8NqCCYwfPx6AP/7xj7yyfKLNAakleXl5lJWVYTAYkCSJzZs3P9Ey1qcV6yw+Nja201x8W7y9vRk2bBgajYa6ujpeeeUVdu/ebavySktL4+LFi0ycOJE7d+6gVqupqKjAw8OjT8zge1OLRpKkucD7WFzu/iqE+H2b51XAF8BYoBJYLYTIkyTJA9gPRAGfCyHeafE3Y4HPATUWg6W/fVRnvKfmWkQmc8Ct39/j75OGj1cc/V0Psu+bV8m7sx6FwpJ+8fDw4NVXX8XFxYWCggIqKyvRarVotdpWdfBjxoxBo9FgNps7zMPfvn2b3NxcZs2a9UBjrK+v5/z583z00Ufs3bsXe3t7XnvtNTZt2tSq0/JJIJfLefHFF1myZAnffvstKpUKf39/du7cSWPjjx2E4eHhrdI0zc3NnR2yR1h9Uj/44ANOnDhBUFAQv/zlL1myZAn+/v7d/tArKirIz88nMjLSts3Dw4PKysp2+wohSEhIsGmwz507t0tj8ue0puUsvieo1Wrkcrmtaezw4cMsXryY+Ph4MjIyWLBgAefOnePevXtkZWURGBhIXV3dYylOeCiEJQ/fk1tXSJIkB7YB84AwYK0kSWFtdnsNqBZCDAH+CPzh/nYd8K9AR16hfwFeB0Lu3+Y+3Bv9kT7yyfccSVKgVA5BqQS1OpG0tDQmT55se14ulxMYGIhSqSQjIwOZTNbOrNnb2xtHR0dyc3PbBXi9Xs/Ro0dZtGhRq3RGZxgMBjIzM0lNTaWoqIhhw4Yxf/58AgL6hs7J4MGD2bp1K99++y1arZaAgAA+++wzNmzYgIuLi62u/+7duw/t6mQ2m7l9+zbJycnk5+cTFhbGqlWr2n3uPSEpKYmoqKhWl/XWAD9kyJBW+2ZmZlJfX4/JZGLIkCHdphqe05oHncU7ODig1WpRqVSEhYVhNBr59ttvmTJlCrGxsSxYsIBJkyZx8OBBPD098fHxITs7G5lM1id+C9BrVTTRwG0hxB0ASZJ2A0uAmy32WQL89v79/cCfJUmShBCNwDlJklp9mSVJGgi4CCEu3n/8BbAUOP4oA33qAnxLgoODSU9Pb2fU3NTUhJeXF0OGDCEuLo7S0lKKi4vx9fW17RMREcF1zVUUHhWU6q8yoFlNP7sATpw4QXBwcJeLdEIICgsLbd2lvr6+RERE8NJLLz1Svv5x4ejoyNq1a7l06RI//PADgwYN4vPPP2fDhg24uroyYuRIvr58Do0DNKRdYnJwCFN9g5F186Osqanh+vXrpKSk4OzsTGRkJMuXL3/onGtdXR0ZGRm8++67rbb379+fioqKVtvMZjMJCQk0NTXh4ODQqRn5c7rmQXLxarXadiUVFBTEnTt3WL16Nfv37yc0NJRjx46xYMECamtrGTx4sC3t+VN5TrRF3F9k7SH9JUlqaVixXQix/f59X6ClKW8R0LbhwraPEMIoSVIt4AFU0DG+94/T8pi+nezbY57qAB8UFERubi5ZWVmMHTvWtt3axerg4IBMJmPs2LF88803REdHM3nyZMwYMPifp8b5W+SSnFxJRl7+DuyFN2UVAWxZ/dsOX6+6uhqNRkNqaioKhYKIiAjefPNNXFxcntA7fnistc2BgYEcOHAABwcHduzYwZC5M/l1cRoNOh0GBZzP1rAr9yZqpR3vT13AZN+gVscxmUxkZWWRnJxMcXExI0eOZN26dZ3KIjwIFy9eJCIiot3iq4eHB7du3Wq1LSUlhaamJiRJYvXq1T262npOex5kFu/g4GC72g0ODubkyZMsX77cVkrp6urK0aNHMRgM5OTkoGi2J/t4KRl1ZZz3uMmcX8Qwc81E1E5PLlXZlgc411Q8N/z4ifH390ev15OZmdkuwFuDu06nY+LEiURFRXH48GFu52TiOi2JelMBMoUJgem+lRs0UoDLhBJKmpMItrdUYuj1em7cuIFGo6GiooKRI0eycuXKh0o/9AUGDhzIli1biIuLQ9NYzbYL8RglbKsxAmg0Gmg0GnjtxEE+fXEFk30CqaqqIjk5GY1Gg7u7O5GRkb16xdLU1MT169d544032j3XNgdvMBj4/vvvMRqNxMTEPDH5iGeV4OBgHBwcuHHjBqNGjep0v5bpTFdXVxQKBZWVlfTv35+XX36ZU6dOUVFRgaHZSMH3dSSm7LXIFQi4l1NDwY1v+ORfvuF/fvEO0XOfnExwS3qpiqYYaNkY43d/W0f7FEmSpAD6YVls7eqYLU0aOjrmA/NUB3g3NzdkMhkFBQW27lT4sQ6+rq4OuVyOWq1GrVbz8ssvcyTlN1To7yB15oiEgbNl76Ercycj7Q5ZWVkEBwczYcIEQkJCnokKDTs7OxYuWsS/fnkHo7HzRVWdycjfnPyWvzX3o7y8nIiICDZu3Nihjv2jcuXKFYYNG9bKRg6gQavn+wt3+F5j5MqvPsPX25VQHzl6fTM+PgNt1VHPeXis3a2xsbGMGDGi01m8NQdvJTg4mNzcXPr3749MJmPWrFmUlJQQ938uUHW7sZ0uvFVX/v9b/yd+d/QfGTH+8dtDtsSygNorAf4KECJJUjCWILwGWNdmnyPARuACsBI41VVFjBCiRJKkOkmSxgOXgA3Anx51oE91gJckicBAy+wyOzvb1ilnDfB5eXmtVvAFJuqdLyN109xhNBg5n/cZ4X6/6LRe+2nnbHEuPfFWrjfoUQwL5O9+8YvHVg1hMBi4fPkyGzdubLX9anoB//hfhxECdHoZtcVV5BVXcTFF4GinZsfW9J//JQAAIABJREFUZU/lVVRfpCez+LYBPjAwkNu3bxMVFQVY1kVy0vKozdV16+i0/Z938X7ib3r3TfSA3iiTvJ9TfweIx1ImuUMIcUOSpH8HrgohjgCfAl9KknQbqMJyEgBAkqQ8wAWwkyRpKTBbCHETeIsfyySP84gLrPAUlUl2hr+/P/b29q1ytNYAX15e3mo2Uq2/g6AboWpAUpjwHqkjOjr6mQzuAKkVpTQZui+JNEtQLsem6fM4uH79Ov7+/q1KWW/n3+Mf/tchmnQGdPrWXbgms0Rjs5x/+t+xmB7TmH5uWGfxZ86c6fT/2SqvbZ2IBgUFkZeXZ3ucn59PmaYBs6n7/5M7qQWU5t3rvTfQQ3qjTNJyHBErhAgVQgwWQrx3f9uv7wd3hBA6IcQqIcQQIUS0teLm/nNBQgh3IYSTEMLvfnBHCHFVCDHy/jHfedQaeHjKZ/BgCfDJycmUlpZiNBpRKBS2AF9WVtZqhmcSBnoqXGYSj1YP3teRLO6k0I0/lNksSE5O5oPTl1qJtFlv9vb2rR53tq2z2b/JZCIpKYmVK1sbMH+y9zz6row/zILishouafKYOGbQg77953RAd7N4uVyOQqFAr9djb2+Pq6srSqWSiooKPD09uXnzJsZa0aHZdluUKgV375QxIKi9T8PjQiBhfoZkCHrCUx/gBw4cSG1tLV5eXuTl5REcHIzRaMRoNKLValvN4J2VPveDfNdIyHC3e7a1TMZ4DsReoUBr7PrzsFcqeWfBSsYN8MdsNtuMPtredDoddXV1lJWVtdpmvS9JUocngoaGBiRJorS0lNraWtRqNWbkXEzJ7XYm1aQzsOfYtecBvpfoSS7emqaxNu1ZK9k8PDzIzMzE1d2VAkq7fS1hthh3P2n6RsHmk+OpD/ByuRwfHx/c3d3JzMxkwIABqNVqiouL8fHxoajox9JStcINH3UkRdpLdPVfLZPsCHNb9QRG/9NgMBgwZOch6Q2WDGIXuNmrifa2LO7LZDJbcH4QrMYfbYO+VqslMTGRwMBASkpKbM+VVDQieph6KS6rfaCxPKdrupvFWwO8tWM4KCiIrKwsW/PgzNUvkHU1t5VRd0eYzWZCxgR3uU+v03uLrE8NT32AB/Dz86O5uZmMjAyio6NRq9UUFRXh7+9vyxFaUzUveL7J3bxkzFLHKRgZdvg4jKW//dAn+RaeCEII0tLSOHnyJH5+fvyfaQv4mwvxNJk6ToWoZHLen7rwkRcyrcYfdnZ2rapksrKycHZ2ZuXKla1eo+ReHXHXP8PYA/s+e9Uz8RXuM1jr4q0y2W1n8W07v4OCgvj+++9xcnIiLCwMT3evDpVLW2KnUjJ34zRU6p9AhOxnNoXvUUJKkqS5kiTdkiTptiRJ/9TJPi9JknRTkqQbkiTt6t1hdk1AQACVlZWo1WoKCwttAd7Pzw+5XN5KDri+VEH1uWgUOGI2/Dh9lZAjCQVU+TJ9wL8/yeE/EQoLC/n000+5dOkSK1asYNWqVcwOHcEfIqbgbAYHhRKlTIZSJsNBocRb5cDiOhjh8ni0XYQQnDt3jkmTJrU7gQzo74xbv+4Xt1V2Cl6c9OR9PZ91Bg0ahFqt5saNG+2ea1tJ069fP+zs7EhPT6e8vJy4hOO89ad1yO06Di12KiV+oQPZ9G8/zRXyc0enNrQQ1nkRS/vsFUmSjlhXfu/vEwL8MzBJCFEtSVLPvNd6CX9/fw4cOEBUVBQ5OTnY29tTUFCAn58fSqUSo9GIUqnk3r177Nu3j2XLXqe6toLTaTuJmOmMUehwtQsi1GUx+0+fIN0+g9GjRz/Jt/DYqKmp4cSJExQWFjJjxgzCw8NtAdVsNlNy8RrfTJpHY/9+pFWWATC6/0Be8PYlISGBb7/9ljVr1vR6OWJBQQENDQ2EhbXVaLLMIjcsieb9L053udAKsHjmc/2Z3qarWbxarW4V4MEihVFbW4tSqeTNN99EJpPxw4WzVFzWcTfrHnKlHKVCiRCCea/EsPE3K7B3ePKdxwIwm5+d4N0TenJ92xNhndeBbUKIagAhRHlvD7Qr1Go1Li4ueHp6otFo8PHxwcnJySYZbDAYMBqN7Nq1i1mzZjF48GA+/DAeL6fxvOi3odWxlixx5Msvv2Tw4MGt9G2eNvR6PefOnePatWtER0ezePHidhoxycnJ2NvbM3LkSIuUwcCAVs/PnDmTzz77jIsXLzJhwoReHd/58+eZOHFip001014IZNdBI+V1Mpo7qMpQ2Sn4t79ZgJvLs1nG+lPTchbfMhffUq7AYDBw4sQJSktLcXJysplvx8bG4ubvxEuvLiPh6Cn6O3kzYdIEQkYHYmf/E2rDC+AZmp33hJ6kaDoS1mkrghMKhEqSdF6SpIv3tZLbIUnSFkmSrkqSdPXevd6tgfX390en02EwGNBqtTYHJ6VSiVarZdeuXYwZM4bRo0ej1+u5d+9ehybaAwYM4IUXXuDo0aN9RiTpQTCbzSQnJ/PnP/+Zuro63njjDWJiYtoF96amJk6fPs3cuXM7nZ3L5XJWrFjBuXPnKC5+5K5pG2VlZZSUlHR6ldTQ0MBXX33J3748gXdejsHL3Ql7lQJHtR12SjmRI/z507+uYmrUkA7//jmPTmeuT9YZfGFhIR999BFarRa1Wk1zczNCCPLz88nMzMRgMHDv3j3cB/YjYupwRowP+WmD+316qw7+aaG3VqgUWPSLY7BoKJyVJGmUEKKm5U731di2A7zwwgu9+jEGBASQk5ODu7s7NTU1RERYtC7kcjmxsbH4+PgwZYrFv/Ts2bOoVCoCAgI6PNbUqVPZvn07aWlpT5UEbW5uLvHx8djZ2bFmzZpW6pltSUxMZPjw4QwYMKDLY7q5ubFgwQIOHDjAli1bekXT/vz584wbN67D2nitVssXX3xBREQEkyZavFdXzBlNQUk1Op0BT3cn3F2fe60+CTqaxatUKvLy8rh16xbz58/HxcWFkpISlEolxcXFHDlyhJiYGE6fPk1eXh5yuRxXV9ef+J204BkK3j2hJwG+J8I6RcAlIYQByJUkKQtLwL/SK6PsBq2xkUKXbM55H4cAM2Y95PXzIrR5CI2Njdjb27NgwQLbTDU1NZVhwzpfnJPL5SxZsoRdu3YxaNCgdm5PfY3KykoSEhIoKytj1qxZhIWFdZkzLysr48aNG7z99ts9On5YWBi5ubl899137SpeHpTq6mpu377dobyvTqfjq6++IjQ01HYyhvuSFD7PjTyeNG1z8SUlJZw6dQqj0chbb72Fo6MjCQkJhIWF0djYaLNOdHd3x8XFhcrKShwcHDp04vppeLYWUHtCT1I0NmEdSZLssGgqHGmzz2Ess3ckSeqPJWVzhydAkTaP3974OxJrYzE66DHKDZgdDJxvOMlv0n6J1qWOqVOn2nK9FRUVNDQ0dJieaYmPjw9jxozh2LFjfTZV09TURFxcHJ9++il+fn68/fbbjBgxossALIQgLi6OmJiYB5JhmDNnDpWVlVy7du2RxpyUlNShu1VzczO7du3Cz8+PmTNnPteY6SMMGjQIlUrF3r17+eabb4iKisLZ2RlHR0eEEGRkZBAWFoaLiwuFhYXMnTuX6upqm/FObW1t35vB9+T2jNBtgBdCGAGrsE4GsNcqrCNJ0uL7u8UDlZIk3QQSgb8XQnQljdkr1Bvq+CD7PZpMjRjaSAsYhQGjZKB6bAG15irb9sTERFxcXHr0pZs2bRqVlZUdlov9lJhMJi5fvsy2bdswGAy89dZbTJ48uUdiYDdv3qSpqamVvHJPUCgUrFq1isTERMrKyh5q3A0NDaSnp9u8Vq0YjUZ2796Nh4cH8+bNex7c+xBlZWU0NDSQm5vLli1bGDVqlK2KprTU0rHq4eFBamoqMpkMBwcHqqur0ev1+Pj42Aod+gQChFnq0e1ZoUd18D0Q1hFCiF8JIcKEEKOEELsf56CtnK84idHcdRmdWWbmqu4c98dJdnZ2K7/PrlAoFCxZsoS4uLhWPqY/Fdbxf/TRR9y6dYuXX36ZRYsW9TiFZDAYSEhIYO7cuT0yWW6Lh4cHc+bMYd++fQ/l3Xrp0iVGjBjRarwmk4m9e/fi6OjIokWLngf3PoLJZOLMmTN8+eWXTJs2DS8vLwoKCmyNTkIIbt68SVhYGD/88ANeXl7YSfbE70okOSGdktxyXF1d+9bsHcCmwdTd7dmgj5xaH45zFafazdzbIQlumVIRQpCVlYXRaHygkj+rHV9sbCyrVv108gXl5eV8//331NTUMHv2bEJCQh44GJ4/fx4/Pz+CgoIeehzh4eHk5uYSGxvL0qVLe/x3er2ea9eusXnzZts2s9nMwYMHkclkLF269KFOOs/pfcrLyzl8+DAODg5s3boVFxcXXFxcOLzvCNeNt0jblc+/XPwDOnUda/52KQlxJ9ClK0g+kcZZuzRMJhNmo5m7J78gal37PoeflGco/dITnuoA32is79F+JmHCKAycO3eOAQMGPLBn6PTp0/noo49sM5YnSWNjI4mJiWRkZDBlyhSioqIeynSkpqaGy5cvs3Xr1kce07x58/jkk09ISUnpcUPY1atXGTx4sE3DRAjBkSNH0Ol0rF279pkwUnnaMZvNJCUlceHCBWbMmEFkZCSSJCGE4MJuDSd+l4xMfh2j3kT1nTRkShm/jf0AhZ0Co96E2WTG1EKCuiC9hJJ/u8fkiVMIe8LmHp3yMwvwT/WUyU72AN1wJoni4mIm3i+9exCsqZrjx4+36+J7XBiNRs6fP8+2bduQy+W88847jB8//qED4ffff8+4cePaOSY9DHZ2dqxatYqEhIR2ZtgdYTQauXjxos19SQhBbGws1dXVrFmzpu/kaH/GVFRUsGPHDnJycnj99dcZO3as7Qpx338fZe9/H8VsNGPUm2x/YzaYMRsFzVpDpxrwBr2Rf1v1vzH1QCP+sWNtdOrJ7RnhqQ7wkW7jkXUhh6g1KilvcqKi0p3fH9kOcokRI0Y81Gv5+/szcuRIjh9/ZJOVLrHmNj/88EMKCgp49dVXmTdv3gMrOLYkNzeXkpKShzq5dYaXlxczZsxg37593YpLaTQaBgwYwIABAxBCkJCQwN27d1m3bl2vebo+5+Ewm81cuHCBHTt2EB4ezoYNG1rlzbX1TXz13kH02q7VIbtC39TMlfiU3hjuI/Nza3R6qgP8dK95yKX2AV5nUpBZ68nteg9KdM4UyVSccsrj9At1/O74X22r/w/KjBkzuHv3LpmZmY869A4pKSlh586dnDlzhoULF7J27dpH9j81m80cP36c2bNn93owjYyMxMvLi/j4+C5fPykpyTZ7P3PmDDk5Oaxfv97mofucn4aqqip27txJZmYmmzdvJjo6ut26zpl9F5FkjzajbWrQcTVe80jH6DXMUs9uzwhP9bWxl/0A1gdu5av8jzEKAwKB3iQnu64/5par4RKY7r/Tk4oc7sZ9wljhR1RUFMOHD+9x2kOpVLJ48WL2799PYGDgI82qW1JfX8+pU6e4ffs2MTExjBkzptcWHK9cuYKTk1OXjV0PiyRJLFy4kI8//pgbN250eHWUkZGBg4MDgYGBJCUlkZ6eziuvvNJrn91zHhwhBFeuXOH06dNMmTKFcePGdfp9y88o6lbbvSc067o32nkSSM/Q7LwnPNUBHiDSfTz97b2JLzlMek0yRY2urYN7GwyYyAzU8ornaK5du0Z8fDxjx45l7NixPRIXCwwMJCwsjLi4OJYtW/ZIYzcYDCQlJXHp0iUiIyN5++23e0UKwIpWq+Xs2bNs3LjxsZUfqlQqVq5cyddff42Lqwfnb97l+MUMmnQGfD374dxcwppF07l69SpXrlxh06ZNfb4z+FmmpqaGI0eO0NzczKuvvtrtFWJv6MeoHOwYPDrokY/zyDxjTUw94akP8AABDsG8Pvjv2HV8PxrFpW4TTzIkcl0a2LhxI+Xl5Vy5coUPP/yQwYMHExUVRUBAQJcBcebMmXz00UdkZWURGhr6wONta7zx+uuvP5Z27lOnTjFy5Ei8vB6verOPjw9eg8J56Te7UCgU6O5L/OaWVKGQQfrnPxDdv4Gtmzfh4uLyWMfynI4RwuKte+rUKSZMmNClkidYUms5OTk0KKuQ2ckwNz/8IqkwC2aunfTQf997PFsLqD3hmQjwVvJ1FUgOdBvgdWYDKTV3WBUwBS8vLxYsWMDMmTPRaDR89913yOVyoqKiCA8P77Ck0s7OjsWLF3Pw4EHefPPNB0o3FBYWEh8fjxCCFStWdCp49qiUlJSQmZnZY72ZRyGr4B5/TbiF0Uw7FyajGYrv1XNd6U6/fn2t6eXnQV1dHUeOHEGr1bJx48YuT/gVFRWkpKSQmpqKi4sLw8YP5my/69Tfe7hGP5WDHWv+fjFOfUUg7vkM/umlqakJeiivUlNTQ1lZGZ6enshkMuzt7Rk3bhzR0dHk5uZy5coVTp06RXh4OFFRUXh4eLT6+6CgIIYOHcoXx7/jzkBnjhdkojMa8bB3YMPQSNaEjMZNpW71eidOnKCgoICZM2e2Mt7obax6M9OnT38iue6/HDrXpTGHGYnSygYu3shj4qgn7MP5M0YIgUajISEhgejoaCZPntzhepNeryc9PZ2UlBRqamoICgoiKCiI/Px8bt++zcrfzuabf4hFr9W3qzCRyWXYO6gwGkzI5JItXy+3kyMBq/5uIWv/qecNcY+dPlCt+SR5pgK8fZUJ4dn9fnITyEoa+Prq1+h0Onx8fPD19bXdgoODGTRoELW1tVy9epXPPvuMAQMGEBUVRUhIiO3Stm7wQP7r8veI2xKm+1ODEm0976ee5+Mbl9k7Zx2BapdujTd6m/T0dJqbmxkzZsxjfR2AukYdl28UdDsx0uoNfJOQ/DzAPyEaGhr47rvvqKmpYf369QwcOLDV80II8vLySElJ4datW3h7e6NWq6murqa8vJywsDCmTJmCp6flBzVx0gQ+/NUXpJ+/hZ29EiHM6LR6Jiwcy1v/vQEnVwdO773Isa8SECaBi6+axW/MYfyU6J/i7XfMz9Dw45kJ8EIITNVNuNbJqXY1I7oKOZLEskFTyGm6hdlsthkWaDQaYmNjAWzBPigoiOjoaO7cucMPP/zA8ePHiYqKQvh782/JpzBK0Pa6T2cyojMZWRn7BWtLBcOCB/PGG288kfxzc3MzJ06cYMWKFU+k9b+8ugGFQk6z0dTtvsXltY99PD93hBCkp6cTHx9PZGQkL730UqtZe01NDSkpKWg0GiRJwtHREblcTnNzM0OGDGH27NkdLrwGDPPl97H/zL2iSvJuFiGTJM6nnmXJykX097V0J8/dFIPcz4BarSY9PZ2AwX5P7H33lOdVNE8pWq0WlUpFWK6Z6y8Y0Zr0HQZ5uQnG1w6krrGKzZs3U1lZSVpaGqmpqSgUCqKjowkKCqKhoYHi4mJ++OEHSkpKcHZ2xtfXl4CAAPLz89l28wd03RS8NBkN9Js8jmXR0x/Tu27PuXPnCAwMfGy5/baoVcoedynaq543NT1OGhsbOXbsGPfu3WPt2rU2wxeDwUBGRgbXr1+3fZd1Oh1ubm4MHTqUsLAwm4REd3j6eeDpZ0lXNthVk5mZSWBgoO15s9mMJEnU1NT0IR34FvRSgL/vWvc+IAf+KoT4fZvnVcAXwFigElgthMi7/9w/A68BJuBvhBDx97fnAfX3txuFEC886jifmQBfV1eHs7MzhioDH0W9ya/TviC/rgwhgSSTsJMpMDUbWekcje5GIaXqUs6ePcu0adOYPn06MTExFBUVkZqayp49e/Dw8GDUqFFMmjQJe3t77t27R3FxMcXFxdyrr6NELehOdc4gwdHyXN7iyQT4qqoqrl69yhtvvPHYX8taZXH9+nVkwkB3n4W9nYI543q/Fv/nQO6NIg79JYEbF7MBGDkxlGVvvEhQ2I+OXTdv3iQ2Npbw8HCWL1+OXC6nsLCQ5ORkbt68iUqlQq/X4+npSVhYGGFhYY+s9Dhs2DB2797N7NmzbetJJpPJZvHXmyW/fQlJkuTANuBFLGZHVyRJOiKEaOlT/RpQLYQYIknSGuAPwGpJksKweGqMAHyAE5IkhQohrJfA04UQ3et/9JBnJsDX19fj5OREdXU1gY5evMlkDqTHUd3PxLQZMQQ5eZOXoGGYeyCGcT5cu3aNa9eu4ebmZlvw9Pf3x9/fn7lz55KTk0NqaionT54kKCiIUaNGMWrUKCIjIymsr+Hj7z5Fa+q+eaNS92S0a8CiNzNhwoTHmgoqLy8nJSWFtLQ0+vXrR0REBG+sCOYvhy7YyiM7Y8nUkY9tXM8iQgi2/f3XJOxKwmgwYrpvPl6SV0HivkvM3TCVV35j0Ui6e/cuq1evxtXVlaSkJK5du4ZOp8NsNuPp6Ul4eDjDhw/vFS0iK9ZqnPLycry9vQHLiV+v1+Pm5tYnpZ97KUUTDdwWQtwBkCRpN7AEaBnglwC/vX9/P/BnyfKBLAF2CyH0WNzvbt8/3oVeGVkbnrkAb+Xq1asMdw2gsbGRl4NnAhA0pR8HDhzg3XffRavVkp2dTVxcHC4uLq0kdOVyOaGhoYSGhqLX68nIyCA5OZmjR48ybNgwgoYPxSC6zzkDuNg9mVlMTk4O5eXlrFy5stePrdVqSUtLQ6PR0NDQQHh4OBs3brTlaseaBSm3S7iQltdhkFfZKXjvjQW4Oj3vXn0QvvjPb0n4Jgl9U2tJbLPJTLPJTNwXZ7lxK5X5r09m8uTJHD9+3GbG4unpycSJExk+fPhjO+FLksSwYcPIzMy0BXiTyYROp+uDOvBY0jM9lyHoL0nS1RaPt9/3lAbwBQpbPFcEjGvz97Z9hBBGSZJqAY/72y+2+VvrpZgAvpckSQAft3i9h+aZCfB1dXU4OTkhSRJNTU1UVlYSGRlJTk6ObR9/f3/c3d3RaDTMnDkTrVZLSUkJ+/btY9OmTR0uLqlUKkaPHs3o0aOpr68nLS2Ns/EJuNkbKbfvehFTYYbJ9u6YTKbHKodrMpmIi4tjzpw5vabMaDKZyM7ORqPRkJubS2hoKDNnziQ4OLjd4q1MJvH7NxexO+EaHx04g1HIkMks/pcRIb68vWISIwYN7OSVntMRTQ06Dm6LR9/U+VVis85AXlIlVyOuIcmv4eHhwaxZsxg1atQT6xYeNmwYcXFxTJs2DbDM4A0GQ98M8PAgOfiK3siBPyCThRDFkiR5AQmSJGUKIc4+ygGfmQBfX1+Pp6cnkiRx7tw5VCoVSqWy3Rdt6tSpHDlyhNGjR7Nw4UL279+PTCbj66+/ZvPmzTg6dtyQIYTg7t27ZGRkALDBP4z3793C0MU3RqVUMrCsnj//+c9MmzaN8PDwx1LZcvnyZfr16/dQXbUtEUJQWlqKRqMhLS2N/v37ExERwZIlS7rNp8pkEsM8Zbw1wxehdEJSKJk9fQruLj33fX3Oj5z77hpST74rEnjKA9j4P1Z1+t19nPj7+1NXV0dNTQ2urq6YTCa0Wu0TW+R/UHopRVMM+Ld47Hd/W0f7FEmSpAD6YVls7fRvhRDWf8slSTqEJXXzSAH+qVaTbEl9fT3Ozs5IkkRqaipDhw61felaEhQUhLOzM2lpachkMpYvX45KpcLe3p5du3a1k741m82kpqby0UcfkZiYyLhx43j77bfZMHEG4xpl2EmydsuLCiTshMRbjoG8vn4DS5cuJSUlhQ8//JC0tDTbIlRv0NjYyLlz55g7d+5D5zwbGhq4cOECH3/8MXv27EGlUvHaa6+xadOmDg2yO0Oj0TB69Gic7ASDfdyfB/dHoLywqkciX8IkcHf0/EmCO4BMJiM0NNSmsGo2m9FqtX2zggZ6y3T7ChAiSVKwJEl2WBZNj7TZ5wiw8f79lcApIYS4v32NJEkqSZKCgRDgsiRJjpIkOQNIkuQIzAbSH+GdAs/YDN76JW9oaCAmJoaTJ08yYMCAdvtOnTqVuLg4Ro0ahUKhYPXq1XzxxRcYDAYOHTrEqlWrMJlMXL9+naSkJFxcXJg1axZDhgxBkiS0Wi1fffUVb0ZM5JchgfzhwvdcrSsHwA4Z0XJn/ItqqL97m0OmQyxevJiNGzeSm5tLYmIiP/zwA9OmTSMsLOyRF6JOnjxJeHj4A8sKG41GsrKy0Gg05OfnM2zYMObMmUNQUNBDjamqqoqKigpCQkJIT09/ZisonhT2DnYo7RQYulm4BsjIusm5c/3w9fXFx8fnicswDxs2jIsXLzJ+/HjbDP4ZSNF0fghLTv0dIB5LmeQOIcQNSZL+Hbh636v6U+DL+4uoVVhOAtzfby+WBVkj8LYQwiRJkjdw6P5vTwHsEkLEPepYn7kAbzAYcHJyws3NrcMZPMCgQYNQqVRkZGQwYsQIVCoV69at47PPPqOkpITPP/+cqqoqBg4cyLJly1pdbjY3N7Nr1y5CQkJsGuevKLz55aChaPU6FJKM6dOno9PpuH79OidPniQzM5ORI0cSHh7Opk2buHPnji3Qx8TEMHTo0IcKqnfv3iU7O7vHejPWNFNKSgo3btzA29ubiIgIVqxY8cjdtRqNhlGjRiGXy9HpdM8D/CMybm4EO9873O1+coWc6csn0NDQQGJiIqWlpbi6utqCva+vL97e3o91DWjQoEEcOnQIrVaL0WiksbGxTwZ4SfReo5MQIhaIbbPt1y3u64AOTZyFEO8B77XZdgeI6J3R/cgzEeCNRiM6nQ4HBwdMJhPh4eEAnQZ4SZKYOnUqJ0+ebDWLHjx4MFeuXKGhoYHx48czc+bMdq+zZ88evLy8mDVrlm17QUEBERERlJWVUVRUBFhqgCdMmEBISAg7duyw6cM0NTUxcuRIFi1aRG1tLYmJiZw9e5bp06fbrhA6o7y2gXqdnv7OjrioVRw/fpwZM2Z0G0zr6upITU1Fo9FgMpmIiIhgy5YtvfYjtGqerF69GrBomzw383g0XAc44errwL1f+mmOAAAgAElEQVTcWkQnGT25Us6IcUOImTPZts1kMlFeXm7r2bh69SrV1dV4e3u3kuRwd3fvtTJGpVLJoEGDuHD6CndvVdLcBDJZH/XYfYbMPHrCMxHgGxoacHJyorjYss4xZcoUDAYDer2+02qCkJAQTp8+TXJyMuXl5aSmpjJixAjWrVvHoUOHuHr1KgEBAYSEWMyCzWYzhw4dQqVSsXDhQtuPo6mpiZqaGgYOHEhTUxP19a2NwPv378/atWvZvXs369atQ6FQkJaWxjfffIO9vT2jRo3C3t6ehIQEW6APDg5u9eOLT83iw4SLFFbWoJTLaDaaCe3vwgilgVc7Mb02GAxkZmai0WgoLi5m+PDhLFq0CH9//16vT87Pz8fe3t6WDns+g380srOzOXLkyP9l77zDqrqzvf/Zp3AoBxAQ6UizIAgoSLGgiSaK0Yg1sUVjnWQmd2buvXPvzLxz79zy3veZOzN3Su4kMUZjQmyoYC8x9gI2lKLSm4A0kQ7ncMp+/ziyw5FqYhJJ/D7PftBdf3ufc9Zev+9a67uY/09TSfinE3S0fpkD3wmlhQIHFzt+uWWD2Xq5XI6bmxtubm5ERJiSQLRaLZWVlVRUVJCbm8uZM2fQarVmXr6Hh8dXzry5ee4uJ/6UTnXpQwSZqeXd8qO/YNE7M1nw1oxvRTJjoHguVTAI0RlgTU1NRRAEqfLU3t6+V2NWV1eHSqXi6NGjREdH8/bbb0sNP5YtW8b27dtJSkpi9erVuLi4cPToUdrb21m2bJnZF7asrAwPDw/kcjl2dnY0NTV1u5aXlxevvvoqu3fvZvXq1cyYMYPp06dTWlpKVlYW2dnZDBs2DCcnJ44cOYKdnR3Tpk3Dx8eH3x8+x54rWWh0Ji62U/PlTvVD8hUKIjPzmBU6CjB50mVlZWRkZHD37l08PDwIDQ3ltdde+0Z7n6anpxMaGio96+cG/qtBr9dz6tQpsrOzWbBgATdv3mTxf8TSnCtwIuHil81CBYHZq2J5/R9fwXYAMrwqlUpSiOxES0sL9+/fp6KiguvXr3PgwAFUKpWZ0Xdzc+t3Jvb5zsu898876XgsnbPhQTOf/e4Qd68W8JtPfvTsGPnnBn7woVOmIC8vT+KSe6Nn7t+/z6VLlygtLSUyMpKWlhZ8fX3Nujl5eHiwaNEi9u7dy/bt2wkKCqKqqoo33nijW555aWmpxNHb2tr2aOABRo0aRUtLCzt27GDNmjWo1WrpRxcXF0d+fj5ZWVm0tbVhZWXFvn37aFTZc7yyHU2PQl4CHXoDv9lzEl8HNdUlhZKAVFhYGG+99da3Jm6Wk5NjRlk9p2ieHLW1tSQlJeHo6MiPfvQjrl+/Tn19PatWrUKpVPLmvy6gpqwOABfvoSgtvt5PV61WS8V8YHIO6uvrJWrn9OnTVFdXS3x+5zJs2DCJz68pr+O9f9rZazs+bXsHaefucnLHZWatnPK1xvtU8BQ5+MGCQWvgq9ub+Sw/jT2F6TRq21GKAsOdIEJnuqWGhgapLLtTGvXSpUs8ePCAmJgY4uPjsbCwwMnJiQsXLnTjv/39/Zk7dy779+8nLS2NH//4xz0arXv37vHiiy8CYGVlhcFgoKOjo8egZXh4OM3NzezcuZNVq1ZJ51MoFAQGBhIYGEh7ezt3794lMzOTw3l1aAx9c5k6nZ5/3bqLNyIDmT9/Ph4eHt9qifjdu3cZPny4NL03GAzo9fpvXBL5+wJRFElLS+PMmTPMmDGDcePGkZOTQ1paGuvWrZNmXhYqJZ4B3TPCnhYEQcDR0RFHR0fGjh0LdOfzr127RkNDAy4uLnh4eHDrcHG/Kb/atg4S3z3BzBWTnw3pgucG/tnHjdoy1pxPRGc00GE0ebd6QSTPQU6B2EFsRT7GRx58Tk4Oly5dQqPRMGnSJEJCQswyCsaMGcO5c+coLi7Gz8/P7Do6nQ4LCwv0ej2HDh1i5cqVZlNNnU5HdXU1np4mWVRBECSapre0xalTp9Lc3MzevXtZunRpt+wGKysrwsPDCQwey19++z79fSMNwAMLe1555ZWBPr6nioyMDCZMmCD9v9N7fyZ+zM842traOHToEI2NjVJ/1KqqKo4cOcLy5csH1CP4m0R/fP7NMznoO/qX7Hhwv576miYcXZ6eDs5XhfC84cezjdr2FtacT6RV39Ftm1EwLT9N2c/yJltUje2o1WomT57M6NGje+QBZTIZU6ZM4cKFC2YGPicnh9OnT7NmzRru3LlDSkoKhw4dYt68eZLxqqioYNiwYWb8didN4+TkhF6vR6vVdlu8vLwoLy9ny5Yt+Pv7o9Vq6ejoMNunvk0DRiP9qTQCaHX950p/E2hoaKCmpsasgvY5/z4wFBUVceDAAYKDg1m0aBEKhYKWlhZ2797N7NmzcXd3/66H2CO68vnvKw4C7f0eI5fL6ND2L8z3HE8fg87Af5afhs7Yt9eg0es5b6zn3ya+SFRUVL/e5NixYzl//rzEp+fn53Pw4EHmzJmDRqPBw8MDT09Pbt++TWtrK56enmi1WkpKSujo6GDHjh1fGub6enbv3o3BYEAmk6FSqVCpVFhYWEj/VqlUeHp6kp+fT1lZmZSL33WRKRQk/mU3hgE00hhm9+3ojjyOjIwMgoKCzOISWq32uYHvAwaDgbNnz5KZmcm8efPw9/cHTAHWPXv2EBoaSlBQ0Hc8yoHB3XcYdZUN/e5nNIo4OD8jzdafUzTd0Z+4fZf9FmKSxpwgiuKNnvb5uthTlC7RMr1BFKBQjdRZ5nEP+nFvWavV0t7ezqeffmo6XhSxsrLi3LlzZgZarVZTWFiIXC7Hy8sLnU7HyJEj8fHxkfa7ceMG1tbWTJ06td/ikra2NrZt24bRaCQ01LzGwWg0MtbJhpvVjYh9ePFKAdw7TDrwYWFhT01srD905r4/rl6p0WieB1h7QV1dHUlJSdja2rJx40ap8loURY4ePYparWbatGnf7SCfAAvemkFBRintfUgqyOQCsfMiUFk9AzGZ50HW7higuD2PdBR+Clz9JgbaiSZd//ocACIiN29nYquyMvOMHRwcunnLKpUKhULB1q1bMRgMvPrqqwQGBnY7p8FgICEhgYKCAqKjo7lw4QKTJ0/G2vpLzZVhw4ZRW1s7oMpBa2trli9fzrZt21Cr1QQHm/TSs7OzOXjwIG4dRiwUNmj1PROHAiIOtmr+bvEM0q5d5fz580RGRhIREfGNN9u+d+8eCoWiW6/P5xRNd4iiSHp6OqdOnWLq1KlMmDDBbFaZmppKVVUVb7755qCKXUS+HIKbrzP3civR63p2ulRWFiz7h+8mPtQjnhv4bhiIuD3Af2LqWvKLpzrCx6BWWKA19M85CwiMCxqLv7//gIJVTU1NGI1G7OzsejTuYAo6rVixgo8++ojt27djZ2dnZtzBxMF3lSjuD0OGDGHZsmUkJCQgiiKXL1+murqaoKAg4uPjWVJWzVsfH8BoNNLehWu3kAsojEZmWLfj5e7GyKVLqampISUlhXfffZewsDCio6OfaoOHrng8970Tz1MkzaHRaDhy5Ai1tbWsWrVKapLRifz8fFJTU1m3bt2gyzySy2X894F/4NeL/kLRnXsYdF9aTysbFXKlnP/a8zPc/Yb1cZZvGT8wAz+Q6oOexO09uu4gCMJ4wEsUxaNPcWw9Yr7PWJT9lEELIgRoFeTn5/P+++/zwQcf8Pnnn1NQUNBNLRKQxMNiYmJob2/n/v37vZ5bqVSyZs0aFAoFTU1NtLWZd2yys7PrVs3aH4YOHYq7uzvJyclotVp+/OMfS4G38b4enPr1On46azLuakucrCwIdndmotrI1jfiELSmset0OoYNG0Z8fLzUsm/Tpk0cOHCAmpqaJxpPf+jMfe+UhOiK5x78lygtLWXTpk1YW1uzbt26bsa9traWAwcOsGTJkm/sRfxNw3aIDWv/+AqRK/zwn+DKyHE+jJsayE/+sJydt//AqPE+3/UQJQiYsmgGsnxf8LUJW0EQZMCfgNUD2HcDsAH4ynrRq0ZGsKPgJjp65+HlwJgHesZMGMOCBQuorKykqKiIixcvsnfvXjw8PPDz88Pf3x9HR0d27tzJyJEjmTJlCkqlkosXL0q6Kj3B0tISLy8vSktL2bJlC2+//bbEffdWzdobMjIyOHbsGKIoEhERQW5ubjce3dZKxYop47B9eA8vLy/Gjx/PRx99hJXKggkTJpCRkcGePXt4/fXXkcvl2NvbM3PmTGJjY7lx4wYJCQl4eHgwceJEvL29vzYNkJOTg6enZ48zo+ccvCl+cv78eW7evMncuXN71Olva2tj165dvPzyy3h5efVwlsEBURRJSUnBY5QTC96YLeXQP5N4zsH3iP7E7W2BYODcI8PhChwSBOHVxwOtj1pQbQaIiIj4So/a3cae9ycv5O1LSXQY9RjEL08jQ0AmiqxU+xI22pbz58+TkZHB7NmziY2NJTY2Vsp+KSwsZN++fVJBlKOjI01NTYSHh0s0SWcbssfRqcq4fPlytm/fTkJCgsSf2tjY0NbWjk6n61Me4MGDByQmJlJXV0dISAhz585FLpczdOhQtm/fzpo1a7rRP21tbdK6sLAw0tPTWbBgAWVlZTx8+JDDhw+bpXFaWVkxZcoUYmJiSE9P59ChQ1hbWzNp0qSvrGAJppfS+PHje9ym1Wq/8/zt7xL19fUkJyejUqnYsGFDj8/CYDCwd+9eAgMDuwXXBxvy8vKQy+XU1tYSEBDwXQ+nf/zADPxAKJo+xe1FUWwURXGoKIo+oij6YOo32M24P03EuvlxeNZalviFYilXIAByEWYM82NZsy2jNAp8fHzYuHEjXl5ebN68mcuXL2MwGFCpVIwaNYpZs2bh6uqKn58fEydOpKioiE2bNrF582YcHBw4duwYHR3dc+3BZJyVSiXDhw9n9erVVFRUkJSUxLncIlZ9vI/dOjWh//E3XvzjFhJSbtKq/fI8er2effv28d577yGXy3nnnXeIj4+XgrJRUVGMGjWKXbt2daOTWltbpcyL4OBgCgoK0Gq1LFq0iI6ODioqKvjiiy+6jVehUBAREcGPf/xjYmJiuHjxIu+99x43b95Er3+yHPrGxkYqKysZNWpUj9t/yBRNVlYWW7ZsYcyYMb0WKomiyPHjx7GwsOimVjrYIIoily5dIiAgABcXl288sP9U8HQafgwa9OvBD1Dc/luHr60j/3fCbP7vhNk0t7fx7p//wpppsRzMOyjp0MjlcqZMmUJQUBBHjx4lKyuLOXPm4OHhYSYe1mkAjUYjVVVV5OXlcfHiRf74xz+a0Tlubm4IgsC9e/cYPnw4YNKtWbx4MX+/8xAVWeV0GL/8dlQ2NvPnU5dJSL3Frg2vU5qbzeeff45cLmfRokW95jvPmDGDAwcOsG/fPl577TWpQKurB29lZcWIESPIysoiMjKShQsXsm/fPnJzc7GxsZG06rtCJpMxZswYAgMDKSkpISUlhXPnzhEVFUV4ePiADHNGRgZjxozpNR3zhxhk1Wq1HDt2jIqKClasWNEts6grrl+/zr1791i7du2zI8D1FXHv3j3a2tro6OiQVFefdTynaHpAf+L2j62f9vWH9WSwtbLGUqWipaUFQRC6CY05OjqyYsUKbt++TWJiIra2toiiyOrVq80MlUwmw93dHXd3d2QyGTU1NYSGhlJYWMj+/ftpbW3Fz8+PxsZGMw/2cm0LFTIVHYbu0RmNTk9VYzPz/2czLwnNhIePZ/bs2X3+uAVB4NVXX2XXrl0cPXpUkifu6sGDiaY5ffo0kZGR+Pj4EBUVRXZ2NteuXcPa2ppx48b1en5fX198fX2pqqqSMm/GjRtHdHR0rxRLZ+77/Pnzex37D82DLy8vJzk5GV9fXzZs2NBnJkxRUREXLlxg7dq134uX4KVLl4iJiSElJYUlS5Z818MZGJ4b+MEJJycnGhoaMBqNdHR0dOtRKQgCY8eOpb6+npSUFBQKBYWFhQQGBvbIRUdGRvLuu+/y4osvSt5JU1MThYWFHD9+nAcPHpCeno6Pnx+b0op6NO6dMIgiTUaYsXQpkwIH5unI5XIWL17Mp59+yvnz55k8eTJ6vd7MMPj6+tLa2kpVVRWurq5MnjyZsrIyXFxcOHPmDNbW1r1SKZ1wdXVlwYIFNDQ0kJqayvvvv8/o0aOZNGlSNz2d8vJyBEHAw8Ojl7P9cCpZjUYjly9f5urVq8yePZsxY8b0uX9dXR3JycksWrTo2e1X+gSorq6mqqqKGTNmoNfre41XPVMQv18ZMgPB4J4jdkFXAz9kyJAejXZ6ejo3b97krbfeYsmSJZw7d45du3bR0NC93NrS0pIJEyZw8eJFaZ2dnR1+fn4olUp+8YtfsHDhQqr10DEAHlsPnMgteaJ76mwlmJmZyZUrV7C2tja7L5lMRmhoKOnp6YDpJRYfH09xcTHR0dEcOnSI0tLSAV1ryJAhxMXF8c477zBkyBA++eQTdu/eTVnZlxmy6enphIWF9Rmc/SFk0TQ2NpKQkEBRURHr16/v17hrNBp27drFCy+8YKbJPphx+fJloqOjKS4u7rcT2TOFHxgH/70x8EOHDjUz8I+jUzxsxYoV2Nvb4+3tzcaNG/H09GTz5s2kpKR0kz6Njo4mJyfH7AVw7949vL29kclkuLm54eU/AosBNNMQRXjQ0vrE96VWq1mxYoU063gcYWFhZGVlYTCY0katra1ZvHgxKSkpvPTSS+zZs4eqqqoBX69TZuGnP/0p/v7+JCcns23bNu7evcudO3d6zH3XanWcOJnFL36VyJmLbXy4NYX8guonvtfBgLt377J582b8/f1ZuXJlv/nrRqORffv24e/vT3h4+Lc0ym8W9fX1FBQUEBERQX5+fo9poM8qOvuy9rd8X/C9omju3LmDwWDo9qMrKSnh8OHDLF++3Ix2kMvlxMbGEhwczJEjR8yCsPCldO/BU2eotxvGvYeN1FdXMdHblYKCAsrKyrieV4xWq6U/1UcBkGk13Xj0gcDR0ZFp06bx+eefU1ZWZpY37ejoiLOzM3l5eVIFroeHB1OnTuXq1avMnDmTnTt38uabbz4RNaBUKpkwYQLh4eHcvXuXL774AqPRSFFRkdRcGyA98x6/+W2yqdL2UeOHM+dyuHg5n9Cx3vz7v8RjafnNdZP6ttDR0cGJEycoKSlh6dKlkkR0fzh58iSiKDJz5sxveITfHlJSUggPD0cQBMrLywcP/w7fK+98IPjeePD2jo7kNTVSZjRg7JI/XllZyd69e1m0aFGvEqyOjo6sXLmSmJgYdu3axfHjx00iZDo9++8388dbJWy9cIMTWXlcrWnkf2/k8sb2o1S3tLNg6iRUyv7fkzJEFOWF/OlPf2LLli2kpqby8OHDAd9fZ3FVYmIitbW1ZtvGjRvHrVu3zNZNmDABJycnSktLmTJlCp999hktLS0Dvp40bpmM4OBgHB0diYqKIisri3fffZeUlBSyc8r51W/20tqmlYw7mNQDtVo96Zml/ObfkxHFwf2rqqysZPPmzRiNRmnWNxDcvHmTgoICFi1aNOgzZjrR0tLC7du3iYqKoqioCA8Pj8FDyQ2UnhncX1czDHoPXmvQ87frV/g0Mx2N0qS7eDgng50NtbwVHMqNw6YsFF9f3z7PIwgCISEh+Pr6cuTIEf70pz9zwWBNebseA8KX/TAR0ANNepG/pBfzan4eIwzt3JFZmaVIdoVCJuDn5ECEg5zS0lIqKytpaWnhwoUL2NraMnr0aEaPHi2lYfaEtrY2XFxcGDduHDt27GDt2rVStktgYCAnTpyQetN23s/cuXP56KOP8Pb2JiQkhB07drBq1aonDoI2NTVx//59Xn/9dZRKJZWVlaSkpPDn/72Ipg/tt44OA3fuVpCdc58xgb0HZp9ViKJIamoqly9fZtasWT1WaXZo9aR8cZuC2+XI5TKCI/0InzKSsrIyzpw5w5tvvjk48sMHiKtXrxIcHIxarSY/P3/QpEfCI6mC75HxHggGtYHXGvQs3b+H7Ae1aPR66DSORiNX75eTVlHOr8eF9ioeBibDWVZWJi2VlZU4OTkhDHOnouiBybj3AKMo0qzRkqW0YPM//oQ/nLnKkYwc2h8rTrKQy7DGyKaV8bg5DKGuro7z58+Tk5ODQqFAq9VSXl7O7du30ev1jBo1itGjR+Pj42OmSNlJ7YSGhtLc3Mz27dt58803sbS0xMLCgsDAQDIyMpg8ebJ0jEqlYvHixSQkJPDGG2/Q2tpKYmIiy5cvfyJZ4czMTMaMGSNV5rq5uTF9ehwfbnsf+pCMANBq9SQdSHumDLzRaORmSgF7t12kKLcSQRAIDPNm8eopBI0fjiAINDc3c+DAAXQ6HevXr+8xrnPmYBrv/XY/oogkmXt4ewoWlgoCJqt48+0lODk5fdu3941Bq9WSlpbG+vXrEUWR/Px8YmJivuthPRGeG/hBhL9dv/Klce8BegH+mH+XJZNjsbGwQBRF6urquHfvnmTQW1pa8PDwwMvLi6lTp0pTzrc+PYCBuj6vLyKQpwGVlRX//up0ZgWPYMvFG9woLkdvNOBub8e6KROQVxSRevYM8+fPx8nJSUpLvHTpEllZWZJomb+/P4IgcO7cOR48eEBAQACjRo1ixIgRtLW1SQU0kyZNorm52cxYjxs3joMHDzJp0iSzWYCLiwsvvfQSe/fuZe3atRw9epSkpCQWL148INqgM/d97ty5ZuurqhuxUMrR9SIT2/X4vPz7VFZWYm1tjY2NzbemWd8TdDo9//5327mdVoqm/csK42vnc8i4WsTkl4KYs3IsR48eITw8nNjY2B6f0+kDafzvb5LQPtZwur1VS3urlozjGtqXfj9omU6kpaXh7++Pg4MDVVVVKBSKwfcCe27gBwd0BoOJluknRdFoNPLHo4cYqdFRVlaGSqXCy8sLLy8voqKicHZ2xmg0otFo0Gq11NbWotVquV1eOcDvgkhNUyuejvZM9B/ORP/h5Ofnk5yczGuLZuDj44NON4atW7dy48YNqX/pkCFDmDNnDrGxsVy+fJnMzEyampooKyvD1taW2NhY5HK5qfn24cOS99zU1ISdnR0zZ84kKSmJ/fv3s2jRIokXLi8v7yZeFRYWxr179zh27Bjz5s1j9+7dZgVUfeH+/fsYjUazcxqNRurrH6AboMyBVmPqPdra2kpraytKpRIbGxtp6TT8PS1WVlZPlb/+678dIPNGMR0a87GLImjaOzh3PIOi0lx++f9W9iqI16HV8d5v93cz7l2h7zDw11/v5aOT//TUxv5dQq/Xc+XKFZYtWwYg0TODJj2yE88N/ODA3Qe1AwreaQwGztwvY7iNA+7u7hgMBmpraykvL+fs2bNotVoEQcDS0hJLS0tUKhWWlpYY9APrIdmh0/Hhpg9wtbfF0dERFxcXFAoFMplMCmoqlUoWL17Mxx9/jLu7u1mhkJ2dHXFxcUyZMoWUlBQePHiAlZUVeXl5VFdXExISwtSpU9m/fz+NjY188MEHODo6SsVIJ0+e5MSJE8yaNYuwsDBu3brVozphXFwcW7duJT09nSVLlpCQkMDZs2d58cUX+7y/9PR0QkJCePDgAUVFRRQXF1NSUoK1tQ2I/VeNqFQKFs6fxGuLowCTR6/VaiVj33Wpq6ujrKzMbF1nZexAXwh9Nfx++KCZ8yey0HX0/mLS64xU5OkY5uza6z6XTmT1e98AtZWN5GaWMSpk8KpFdiIzMxMXFxdcXU3PpaCggClTpnzHo3pCPMUUyP663AmCoAISgHCgDnhNFMWSR9t+BazFxG/+nSiKnw/knF8Fg9bAa/T6AXsPSmtrQkNDzQx41789UQZFB0+TdOM2emPfRsze2oqXYyOpqqyUDFR7u6kRcXJyMidOnMDe3p6hQ4cyevRodu3axbp167pxumq1mpdffpnJkydz5coVbty4gY+PD3q9nl27dqHVahk/fjxLliyhvLyc3NxcEhMTkclk1NbWYjQaCRs/gYTkT9hz7iFt7R04OdiwcOY4XogZicpCyZIlS9i6dSvu7u4sW7aMbdu2YW1tTXR0dLf7ampqoqCggFu3bmFpacmtW7fw8/PDxcUFnU5HVVUVIwJUZOdq6ecRETfzy9z5ri/TgUzvjUYjbW1ttLa2Sn87l8rKSrP/t7W1odfre30B3LxQMSCnQBAEzh2/xYSpAeh0OnQ6HXq9Xvp7+dTNPtvUfQmRwrsVg97Ad1btdtJ07e3tVFVVDc6iradg4AfY5W4tUC+KYoAgCK9jaob0miAIYzAJNgYB7sApQRA6Cwn67Zz3pBi0Bt7b3p6OgXR2EsFZkGFvb4+Pj8+Ap/tvTBzHgZt3+zTwcmC8rYKxwcFM6RLcLCws5NChQ7i6uuLg4EB1dTWlpaW0trai1+v561//ilwuR61W4+DggIuLC56enjg7O+Po6MiLL77IxIkTuXr1KteuXcPX15fc3FxycnJITU0lLCyMmJgYZs2aRVVVFRkZGZw8l8bvE7IRkWMwmmIH1Q+aKS47xQc7LvDef7yOp6sjc+bMYd++fWzYsIEVK1ZIRn7kyJGUlJRQUFBIdk4RbW3tuLs5MmTIEF5//XWqq6tJTU2ltLQUf39/amtreflFf6CBnLz7GHqg4uVyiJ04BGvrr54HL5PJUKvVqNUDayyu1+slg9/S0kJ9fT319fVUVFSQn1PSa2u5rtBqOjh+9BT5FddQKBQolUqUSqX07/qG+oGPf7BRGD0gJycHa2trSWCvsLAQHx+f7zSW8lXxlKQKBtLlbh7wb4/+vQ/4m2DySOcBu0VR1ALFgiAUPDofAzjnE2PwfUKP4Ka2JWSYK9crK/rcT6WQ84q7N6dPn6a+vp5Ro0YRGBiIn59fn19QX2dHfjQtkg/PX0Oj6/4iUSkUjHR1Ij7Qnc2bNzN58mSio6ORyWTIZDKUSiWWlttDElEAACAASURBVJbMmjXL7Li2tjY+/fRTbG1tsbKyora2loyMDK5du4YgCBiNRiwsLLCzs2Po0KGEh4fT2NgoeaYxMTGUlpayefNmPD09iYiIICgkkj9sz0Vv7D7Odo0OjVbP2/+ym93vriEwMJB79+6RnJxMTEwM/v7+HDx4EKMoo77NkeyidgxGEAQlYkYDoYH2fPLpDhyGqImMjKS4uJi8vDzi4+Px8/NjxIhc/vuP+6h5YIkgkyEIAjqdAS/PITg71DHcy5I9e/awZMmSp2YQDAYDra2tNDc309LS0u1v579bW1tRqVTSs7awlCF0zXjtBSqVBa/MjePl+PHSZ1ZcXExRURFFRUUo7TpQquTotH2/LPR6Az6Bg0CjpQ90SgLHxsZKM+b8/PzBof3eA56AohkqCEJXyfPNj/pZQM9d7qIeO17a55EibyPg9Gj9lceO7eRs+zvnE2PQGniAX02ayrIDe3oNtCqAKA8vVrxsqiJsbGwkOzuby5cvs3//fgICAggMDCQgIKBHFcCNL0ThbGfDX05epq3DxMkb9Hr0RiPx4wL55SvTUCkVhIWEmMkRC4KAXC7vsbDI2tqaFStWsHnzZubPn4+fn5/pvAYDDx8+pKamhoqKCiorK7l//z55eXnSsbm5ueTm5qJSqfDw8MDCwoKTJ09yJVtLL9L1gOlH2tjcyp8/3EdkkDPV1dWUlJRIaplTYl/kv99LoUPfhu6xBt9ptxtwHGLNv/w8hjNnTuLv789bb72FSqVCp9Nx+PBBYiKHsnbtOvLyq9Bo9bi52uPmOoSLFy9SXFyMpeXAjLxOp+vTYHf+1Wg0WFtbY2trK3n3tra2uLq6SutsbGxoamqiqKiI/Px87t+/j9pZhiADsR8n3mAw4jJcxRdffEFRURH19fUMHz4cX19foqKiGGI/hNci/61fA29tL2PPgQT8s/yZM2fOoGzLV1xcjE6nk0TrjEYjBQUFvPDCC9/xyL4CnqyI6YEoihHf3GC+HQxqAz/O1Y1Nca/y9vHDALQ9CozKBQELuZzhMgUvtesQRRFBELC3tyc6Opro6GhaWlrIyckhLS2NgwcP4ufnR2BgICNHjjQrBFoQHkz8uCBullZQ1dTCg6pKKtKvs2CUh1TB2ilHnJWVxe7du6WMlt56s9ra2rJgwQKSk5NZv349dnZ2yOVynJ2dcXZ2NtOJF0WRoqIiDh8+TFRUlJTeWVRUBIBCoaS01gKj2DcVoDfAhbT70FqMjY0N48eP5+7du/j6+vJBQhoanYChB0VMoxEe1rfxn/9zlD/8dgH+/v7StjNnzqDT6Xj11VdRKOTdct0nTZpETk4OAQEBFBUV8cknnxAREUFbW1uPhluv10vGuqvh9vLyktbZ2tpibW3dI9XW1tZGQUEB165do7CwECsrK6ysrGhoaMDFxYUJEybQWnGV7PR76PU9z9VlcnBwE7mZbqLG4uLi8PDwkGoSGhsb2bFzB1Hz3ElNruiWjdMJlZWS3yf8HS0dD/jiiy/461//ipeXF3PmzMHZ2bnPz+pZwuXLl81Sb+/fv4+NjU2PdQGDAk8nyNpfl7uu+5QLgqAA7DEFW/s6tr9zPjEGtYEHmDrcl6trfsSB3Lsczs9Fq9cT4OjI6pDxjHZ0Yvv27Xz++efMnDnTLCirVquJiIggIiKC9vZ2cnNzuXv3LkePHsXb25vAwEBGjRqFjY0NMplAhK/JaLeN8ObPN1K4deuWWQFVZyXsiBEjOHDgAA8ePEChUEgvl8fh6+tLZGQke/fuZfXq1WZFTV0hCAIymQwHBwdiYmKkwhKDwcD169c5d/7ygJ+VVi8wZswYVI+082UyGR9t3c7125b0oXaMUYSmVjkqK0dpXXV1NTdu3MDLy4vW1lbS09N79Lg7q2Dt7OzQ6/WcPn2awMBA7O3tcXFxMTPclpaWT5R219k6saCggPz8fB48eICPjw/29va4ublRUVGBn58fc+bMkeRsf/UHH9bH/w9iq4hBb/5rlysErOwEfvnfyxgTNLrb9Tq/HzExMaxaNZHMuCL+8ss9NDxsQdehQ6FQotfrcBvuhEe4iI2DHB/nYIKDg8nLy+PEiRN88MEHuLq6Mnv27AFLHnxXuH//Pg8ePDCr4B1s1atd8RQrWaUud5iM8OvAssf2OQSsAlKBRcAZURRFQRAOATsFQfgTpiDrCODao+H1d84nhvBd6YRERESIN258Y139JLS3t7Nt2zbCwsKYOHFiv/trtVry8/PJycmhoKAANzc3Ro8eTWBgIHZ2dgBs2rSJ+vp63nnnnR6Df+Xl5Rw4cIC6ujoCAgJ45ZVXevR4RFFk9+7dODg4dOPqu+L27dtkZ2ezePHibts02g5eWvk3jAP4HC0URl4co0EURSmbpLxGQX65st8ZgEwGUaH2BHiaqjw7ZyeOjqZAbFeP+/G/169fp6CggBUrVrB//360Wi2vvfbaV+Lk29vbKSwsJD8/X/LSAwIC8PLyoq6ujlu3bqFSqYiIiGDs2LES9dbS0kJxcTHnz5+n7kEDtcVQkaujQ2N6symt4M2fxDE6wplDhw6wcuVKKSWwq9DYwoULzdJcRVHkzLGrnD56iYmTJlLdWEzQeH8sLCxITU1l3bp1ZlotxcXFUj8BR0dHZs2aJRW4PWvYu3cvXl5eZllWmzdv5uWXX/7WM2gEQUj7upSJjbOXGDjv5wPaN23rP/R5PUEQZgN/4csud//VtcudIAiWwGfAOOAh8HqXAOr/AdZgUhH/mSiKx3s751e8VQmD3oPvD1ZWVixfvpyPP/4YOzs7goOD+9xfpVIRHGzyunQ6HUVFRWRnZ3P+/HkcHR0JDAyUPK+MjIweW+MJgoBKpUKtVjNs2DA2b97MpEmTiI6ONvPUO/XbN2/ejJeXV68t/Lq26nsclioLxo52JyO779mcgEh4oAtLl04kKyuL3Nxck6FHoBcJHTMYjWBv78SsWZGUlJRw5coVQkJCBqSSGBMTI9FhndRUYmKimZEXRZH2tg5TGqWVUjJ4oihSVVVFfn4+BQUFVFdX4+PjQ0BAANOmTaO5uZkbN25w6NAhAgMDWbhwIe7u7uh0OkpLS6Xc/cbGRoYMGYJGo2H9hjVSVXBrswYE+GDT34idHYiDgwOzZ8+WFDg1Gg1JSUl4enqycePGbsJagiDg7GVN+HRf5iycSGGhC6dPn2bDhg2Ul5dz6NAhFi1aJN2Pr68vb7/9NhUVFRw9epSdO3diZ2fHjBkzCAoKemYMfV1dHSUlJcybN09a19zcTH19fY91FoMCT1FIrL8ud6IoaoDuHplp238B3Yx3T+f8uvjeG3gAe3t7li1bRkJCAmq1esDeh1KpZNSoUYwaNQqDwUBJSQnZ2dncuXMHnU5HSkoKAQEBDBs2zOyHKQgCoihiZ2dHYGAg4eHhHDt2TArCdp2aW1lZsWTJErZv346Li0u3LkpAvxLDqxZE8c//vR+dvvdvr0wmoNKXs2PHDhwdHZk/fz4BAQHsSrpI8e4bfR4LppTHeyW5JCWV0dzcjEwmw9fXl46Ojj7b1JmuLWPevHl8/PHHBAQESEZ+9+7dxMcv5PihDPbtukJjQxsADo42TJnui4uHgZKSIlQqFQEBAUydOpXhw4ej1+vJzMxk9+7dGAwGIiIimDlzJg8fPqSgoIAvvviCyspK3N3d8fX1Zc6cOQDs2rWL1atXm3HgajuTEFhAQACFhYWmrKSgIFpbW/noo48AU5FYT0JjnWhsbJQCqL6+vjQ3N/PgwQNmz57Nxx9/zJUrV7pptnh4eLBhwwaqqqo4duwY+/fv5/jx40ybNo3x48f3Stl9W7h8+TITJkww+2wLCgrw8/P7zsf2dfBci+Z7ChcXFxYuXMjevXtZtWoVw4YNe6Lj5XI5/v7++Pv78/LLL/P73/8eg8HAZ599hqWlJYGBgQQGBkqKkKIoYmtrS0tLC56enixfvpw7d+6QmJjI6NGjmT59uhTMdXNz48UXX2TPnj2sW7eum8Fsa2vrNTBnMBi4l38DTwct9+qUGIzdPUCZIBLsqcPfx5WamhoA9uzZg1wux9Z2CCb6r59vvghhQcOoranEaDSiUCg4dOgQ7e3t2NnZ4e7ujre3N+7u7ri6ukrSCp0YOnQoU6ZM4eDBg6xevZoFCxawe9c+Vr/2Lu1tIh3aL4OVD2qbObQ3i2Fuan735xW4e5j488rKSo4dO0Z2djZ+fn5ER0fT0dFBcXEx586dw8HBAV9fXyZPnoy3t7f0HDuNdV8BzoCAAO7cuUNERAQtLS3k5eWhVCqxsLDol3NubGyUOH6ZTEZQUBBZWVm88MILLFmyhC1btuDu7i7lkXeFq6sra9asoba2luPHj3PixAlOnz7NpEmTiIqK6vfl+U2gubmZ7Oxs3nnnHbP1BQUFg5Z/l/DcwH9/4efnx8yZMyW53U5O/UlhYWGBr6+vpOQ4fvx4srOzSUpKwmAw4O3tjVarxcbGRuKqBUEgODgYf39/Tp8+zfvvv8/MmTMZM2YMgiAwfvx4ysrKOHr0KPHx8WYzgra2th49eK1Wy65du6ioqCDIS8ZQOyN1Hc6UVjxEEEy0ipOtyPRIN5RiM7W1tQiCQEtLCwqFAk9PT5N2zTAoq1H26sWrLOT4eykQjTosLS2RyWTMmTOH+vp6qqurpXTO/Px8ZDIZHR0dqNVqXF1d8fHxwdvbG1dXV6KiosjJyeHq1auMGzeOK+cbaW7U9VgJazCI1NW0seX9i8xd5M+NGzdobm7G09MTPz8/ysrKpCBqcHAwc+fO7fEZdXZUCgkJ6VNV1M/Pj6NHj5KTk8PRo0cZP348S5cu5fPPP2f37t2sWLGi15hBY2OjWVejkJAQ9u3bx7Rp0xgyZAjx8fEkJSWxfv36XhuaOzs788Ybb1BXV8fJkyc5d+4cFy5cIDIykkmTJvVK0X0TuHLlCqGhoWbXNBgMFBUVERcX962N45vAcw/+e46QkBCamprYsWOHJLf7VeDv709FRQXZ2dnMmjULDw8Ppk+fTk1NDTdu3KCpqYk7d+5QVVWFk5MTw4cPRy6XY2VlxZw5cygrK+PIkSOkp6cze/ZsHBwceOWVV9iyZQtpaWlERESY1C/rW6msaSJ4rLkn1ykZ3NjYCIC3tzeRrq64u7uTuPcAOj14e7kwMsCX7Oxs2rVaAgICaGhooKmpiYCAAG7fvo0oisyZMZKDJ4sprwGDUeTL7lQiKpWSaRNH8vONL/K///suWq2WUaNGERAQYDZVF0WRxsZGamtrqaqq4t69e9TU1FBYWIggCBgMBqysrFAoFJw8eZIjh0+Rly30KXPQ0WHg8vkcLO3KUFqY8uTBRINMnz4dBweHfjnrL774AoVCwbRp0/rcr1Oy4siRIyxevFjytuPi4khKSupTgbMrRQOmGZlMJpOE3wICAggPD5dmj31RHE5OTixdupT6+npOnTolVTOHhIQQGxv7jefSt7e3c+vWLTZu3Gi2vqysDEdHxwFXFD+z+IEZ+O99Fk1PEEWRY8eOUVdXx/Lly78Sp1hbW8uOHTsYOnQooaGhZhxtTU0N+/btIygoiLy8PARB4OHDh92qaA0GA6mpqaSkpDBx4kRiYmJoaGhg69aP8fCP5vDpXKrrmhGNBgRBztToEax5bSLWKiPbt2/HYDDQ3t7O1KlTSU1NlWYUDx8+RKVSodFoCAsLY+zYsXh5eUnG8ObNm5w4cQKj0Yi3tzdVVVWMGzeOz09d4V6NkoZmGUqFBXKjHp1WoKPDgFIpY7iXEj9vGV5epgbnc+fO7TPg1tHRQWFhIXfu3KGoqAiDwYBCoUCj0VBWJFKSJyD2k70jVwjEvTqCxcsm4+rq+kTKkllZWZw9e5b169f32XSjtraWpKQk9Ho9AQEB3TKaDAYDu3btws7Ojrlz55q9VERR5He/+x0///nPzZyF8+fP09rayuzZs6X9du3aJWXODBSNjY2cPXuW27dvIwgCI0eOZNq0ad9YLv3Fixepq6sjPj7ebH3ni/K7KnB6Klk0Tl5i8OyBZdFc2953Fs1gwQ/OgwcTXRIXF8fevXs5ePAg8+fPf+LshaFDh2I0GgkICCA9Pd3MwHdy8C4uLty/f5+lS5dKVbQpKSkkJyczYsQIAgMDiYyMJCgoSArCzp79Cvdb3Dm66+pjuekGzqTkcvFaAZEj9bg7q2hvb8fX15ezZ89iZ2eHSqXi4cOH6PV6oqKiqKmp4ZVXXpHOYDQauXTpEteuXSM+Ph5HR0cuXLgAwI0bN7CzEfn7jdO4k13Fzj05iKIglfVrtQbyCw2U3JPz2/8zAXvbDvbs2WMWTzAajVRWVpKbm0tRURHV1dU4OTkxdOhQxo0bhyAIaDQaWlpaKC0o6FcyAABRwNXVs9d2i72hqqqKEydO8MYbb/Rq3EVRJC0tjTNnzjBjxgycnJw4ceJEt/3kcrmkwHnmzBmmT58ubdNoNJKAWleEhISwZcsWZs6ciVwuRxAE5s+fL0lM9JfN1Ql7e3vi4+N58cUXuXDhAhkZGeTl5eHt7c20adOeakaLTqfj6tWrvPHGG9225efnm2XUDEY87+j0A4JMJmPBggUkJCRw+vRpZsyY8UTHC4KAv78/oihSWVlpNk3vNPBqtVri4B+vos3NzeXmzZscOnQIX19fgoODMRqN/P5/93D3ntBj4ZHRKKLt0HMlB6YpmhAwUFZmkq9wd3dn7NixDBs2jISEBEaOHClVuwI0NDSwf/9+5HI5GzZskOIPS5YsoaioiO3btz+a2ZzhSpoCYw/BWlE00Sa//c/9vLbAC2dnZ+7cuUNaWpqkowOm7CMrKyucnJyQy+XU1dVRU1ODVqulra0NQRCws7NEJtP0q0RpYSHH0enJaIH29nb27NlDXFycFPx8HG1tbRw+fJiGhgbWrFkjvbAbGhrMWh9+OQ4Lli1bxscffyxpAkF3eqYTDg4OODo6UlhYKPHzj2dMPYkXbmdnx5w5c5g2bRoXL17k5s2bbN++HWdnZ6ZOnUpAQMDXTrFMT0/H09OzWwJCQ0MDra2tT/ySfSYxyPsDPyl+sAYeTIZo6dKlUo58ZGRk/wd1gZ+fH3fu3CEoKIj09HSmTp0K0C2L5nGo1WrCw8MJDw+nvb2dvLw8srOzKSoqJv++qpsezOMwGkUqHkBkiDu1tbWsW7dO+vGVlpZib2+PpaUlTU1NVFdXc/fuXa5cuUJAQAAeHh7cuHEDjUaDRqOhvb2dyspKZI+EwgpLRPQGI/TSqhBMAdBbGQ2EBJkCqnZ2drS1taFWqxk6dCiNjY00NDSgUCiwt7eXvPihQ4fi5OSEtbU1jQ1tvP7qX+iPFDUaRSbGjur7gzDb30hSUhKjR4/u1UsuLi7mwIEDjBkzhoULF0rBU5lMhp+fH4WFhYSFhXU7ztrampUrV0pGPjQ0tFcDDzB27FiysrLMArBubm689NJLJCYmsn79+iduWK1Wq4mLiyM2NpbU1FSuXbtGcnIyarWa2NhYgoKCvlKDFKPRSEpKCgsWLOi2rVNc7FnJ0f86eO7B/8BgbW0tFULZ2tr2mWnxODozL5YvX87+/fslxb2uHnxra2uvcgVg8upCQ0MJDQ0lv7iKU7/c1e91DUaBRq09ra2tqNVqvvjiC7RaLRqNhtbWVjo6Oti0aRNGo5GtW7diNBql9M2HDx9iaWkpSQWIokhJSQkKhYLXX3+dn/7iEKLY3uf1RRFy8hvxdBNRKBSo1Wq8vb1pbm6mvLyc6OhoJk+e3C1VshMNDQ0cO34ML18Lyoq1PUoNgyn3fvRYeywsBm6wzp49i9Fo7HFGZjAYOHfuHOnp6cybN69HRUR/f/9eDTyYZmIrVqzg008/xcrKqk8DHxQUxJkzZ9BqtWaGPCwsjLKyMg4ePMjixYu/kuG0sbFhxowZTJo0idTUVK5evcrnn3/OqVOnmDx5MmFhYb0+/55w584d7O3te6R88vPzCQkJ6eGoQYanWOg0WPCDN/Bgmk4vXbqUHTt2oFarB8xr2tjY4ODggNFoRKlUUlpaio+Pj2Tg5XI5KpWq1zTHx9GhE1Eq5XQMQLO8qaWNhoZ2LC0taW9vN6v8VCqVyOVyNBqNNLba2lpqa2vNZApEUcTwyLrq9Xo+++wzmpuV9OW9d8JoNL3IJk2ayIQJEyQOuqamhsOHD1NcXMzcuXPNaAij0cjVq1e5ePEiMTEx/O2jRfz2n/eQnlbSzchbWiqJiPZjzDiBbdu28dprr/WbQZKdnU1WVhbr16/v5sU+fPiQpKQkrK2t+dGPftTr5+Hv78+pU6cwGo29esLOzs68/vrr7Nq1C39//15rKmxsbPD29iYnJ4fQ0FCzbXFxcWzbto3U1NQBSWj0BisrK7P+AampqVy8eJFz584RHR1t9tl0RU1FPXfTSjAajQwf6crly5fNYgud6KwInj9//lce47OEp6QHP2jw3MA/gru7O/Hx8SQmJrJ69eoeK0p7gp+fH0VFRYSFhZGenm5m4MGkHNnc3DwgAz/MSd1vE+tO2KuVLFr0Sjd5g8OHD9PU1ERlZSV2dnYsW7asVx66qamJDz74AC8vL0aNGkV4eDjXF/2V5mZNv9e3UMpZs+YNLl26xLvvvktERARRUVEMGzaMNWvWcOPGDUk9csqUKdTW1nL48GEsLS1Zu3at1M3p//1pOYk7T3IkOZ22VlM2k72DwJz5oSxcYjI4qampbNmyhQULFuDr69vjeGprazly5AjLly83e9aiKJKZmcnJkyeJjY0lMjKyT4/Z3t4etVpNZWWlmebM4/D09GT+/Pns3r271+cLJpomIyOjm4FXKBQsWbKEjz76CHd396+t7WJpacnUqVOJjo7m+vXrpKSkkJaWxuXLlwkPDyc6OhpbW1uqKx7yl3/ey520YhQKOYigNxiwVAtMDu+eTVZSUoKrq2ufWUiDCT80A//9avv+NTFixAimT5/Ojh07euTOe4K/vz9FRUWEhISQk5Mj9XjtDDiq1eoBn8vZyZaRfv03iLBQyggZYcuYMWPM1tfX13P37l2am5vZuHEjQ4cO7VWyGODSpUsEBQVx7949PD09SUxMxN62FaEfolIQwNnJwNmzZxk7dixr166lra2Nv/3tb5w4cYKmpiYmTJjAxo0bqays5H/+539ISEggMjKSlStXmrXqk8kEXl/+MrMXevKzX09g/+f/yC/+ZRZt2vsS3TVx4kTmz59PUlISqamp3druaTQaEhMTeemll8wCgRqNhv3793Pp0iVWrlxJVFTUgOiQgIAACgoKBrSfvb09KSkpNDQ09LjP6NGjqaio6PE7YG9vL91XU1NTv9cbCFQqFZMnT+ZnP/sZkZGRyOVy7t69y3vvvceOT/bykzl/JvNqATqtnvZWLe1tWnRaPc11On6z6iNuXc4HwKA3oGnvIC8vb/BXr3ZCxMQvDmT5nmBABl4QhFmCIOQKglAgCMIve9j+94Ig3BUEIVMQhNOCIHSvyR4kGDduHKGhoezcuZOOvrpoPIK3tzc1NTXI5XJ8fHy4c+cOMplMMkJPYuABfrRiCkpl7x+LXC5gqTSwduWrZrRMZmYmW7ZsQS6XEx8fL6k59mbgm5ubyczMRP+oWcqmTZsoLy8nJMiu3zZzFhYK/vU3KxkxYgTnz58nISEBGxsbli9fjkwmY9OmTRw6dIiCggJqa2sZNmwYcrmcsrIytNruvUwFQWDu3Llcu3aNqqoqRo0aRVVVlZnR8/PzY926dWRmZpKcnCwVPYmiyP79+/Hz8zPjzcvLy/nwww+xsLBgw4YNkjLkQDBQAw8mCiMyMpLPPvuM1tbWbtuVSiUjR47k9u3bPR7v7+/PhAkT2Ldvn0SXPQ1YWFgwceJEfvaznxEdHY1CoeDYtnRamtoxGno2YFqNjv/YuI2fLXiXuaN/ycKQ3/DhP54j80wVDXUD/w4/yxDEgS3fF/Rr4Ls0mI0DxgBLHzWO7YpbQIQoiiGY+g/+/mkP9NvE1KlTcXV1Ze/evf3+6BQKBV5eXhQXFzNu3DjS09PNKJq+jGxPcHFUMMqtDZkgInvsm6aykGNtYWTtwtG4uJh4X41GQ3JyMhcvXmTFihXodDpJmri3l4tOpyMxMRGDwUBGRgZqtZopU6ZgNBoJHO1DaLARmUzkcTsvkwmoVAp+/U9zGDnCnfHjx7Nu3TqWLVuGRqNh586d1NTUEBsbS3l5OUeOHMHe3p64uDh+8pOfIAgC77//Pnfv3u3mhdvZ2fHyyy9z4MABBEEgMDCQzMxMs32GDBnCmjVrkMvlbN26lfr6ei5cuEB7e7ukamk0Grlw4QK7d+/m5ZdfZs6cOU8UbIQvX9qdzdN7g8FgoK2tjSlTphAUFMSOHTt6fIF1ZtP0hilTpmBlZcXJkyefaJwDgVKpJCoqimWLV9FUpes3yKhp6yA3/R6iUcRoMKLTipzYeZ2NM/9ARXHtUx/ftw5xgMv3BAPx4KUGs6IodgCdzWAliKJ4VhTFtkf/vYKpG8mghSAIUoHQkSNHuhmjx9GZWhcQEMDDhw+pr6834+AH6sG3tLSwdetW3B2NvBCix89VxF4tx9lJjYONgfgXPJk0RgdG08zi3r17bNq0CUtLSzZs2ICDgwOAlLHRyf934uHDh+zdu5ff/e53VFRU4OXlhZWVFUOHDiUnJ4dly5ZRWVmJg72BmAgjk2K8sbKyeHROBTNfCubDv60idrJ52qKLiwtxcXH8/Oc/x97enlOnTtHQ0MD48eNxd3dnx44dJCcnExISwqJFizh79iyJiYmSzEInQkJCsLe358KFC4SGhpKZmdnt2SuVSubNm8e4ceP48MMPuXr1KkuWLEEul9PY2EhCQgLFxcVs2LDhiTKiukKhUDB8+HCzOoKe0NTUhFqtRiaT8cILL+Dm5kZiYqI0K+qEn58fjY2N1NXV9XieziKo/Pz8Pl8EXwc5t8pQWny19aVj7gAAIABJREFU5ue6DgPN9W38auWHPXb9GizoLHT6IXnwAwmyDqTBbFesBY73tEEQhA3ABjB5Sc8y5HI5ixcv5pNPPuH8+fN9apn4+5vEsORyOSEhIdy5c8fMg+8sRuoLer2eTZs2ASYD42hni71tBz/+8duoVCo++OAD6uvymR03i5SUFHbv3k1FRQVz586V8qwfPnyIvb29RN3Y2tpSWlpKXl4eZ86coaamBktLS9zd3XFzc5OaeTs7O7No0SJu3bpFba3JS/PydGLDhtel2Uh/3HVdXR1HjhxBq9VKipi3bt0iIyODIUOGYG1tTXJyMkOGDGHGjBncv3+fDz/8kGnTphERESHl4c+ZM4cPP/yQkSNHotPpJNnfrhAEgYCAAM6dOwfArVu3cHJy4ujRo0RHRzNp0qSvlAveFf7+/hQUFPSq0Q90K2575ZVX2LdvH/v372fhwoXSGGQyGcHBwWRmZvZa6m9pacmSJUv47LPPcHFxeWK10/5gNBr7dVT6giiKtDS2c+NcDlHTH5/ADxKIIsJAmh98j/BUg6yCIKwAIoA/9LRdFMXNoihGiKIYMRj6UnZWL2ZkZHDz5s1e9xs2bBg6nY76+nrCwsK4c+fOEwVZRVFky5YtUlpjTEyMpJPT6Y3b29uj0+nw8vJCJpORn5/Pa6+9ZlZE09XgaDQaCgsLyc3N5f+3d+ZhUV5p3r5PLRS7iOzKrrK4gSC4xSUYjcY1cc1iFqNZOtPp6ZnMTE+vX3fPTCbTPZ3pbLZ2YtSoUWNETeK+7ysgCi6gBBBlk00oqO18fxRUQFlKJIr43tdVF1XFqXrPoYrfe97nPOf3rF27Fiklc+fO5Y033qC4uJjy8nIuX77M1KlTSUpKora2lh07dmA2m9HpdEycONEm6q2Ju9ls5sCBA3z66adERETw6quv4u/vT48ePRg3bhw/+9nPGDFiBDU1NdTV1aFSqdi2bRuXL19m1KhRnDt3jmXLllFYWAhYT0oTJkxg06ZN9O/fn5SUVPJySriaVUj1LWt2j8FgYO3atSQlJbFgwQKOHTtGcnIyM2fO5LHHHrtncYcf/OFbE8Xy8vImlboadkfr9Xq+++67Jq9tCNO09n5+fn6MHz+etWvXUlvbdiaTPUgpyc/P51rJFbvWlFpDX13H9nXHO6RfD4xHLERjzwzengKzCCHGAb8ERksp7wxEPqS4urry/PPPs2zZMtzc3JrNKBBC2MI08fHxuLm5UVJSAtwZJmmOdevWUVRUhJSS0aNH2wqJNKTf1dTUkJ+fjxCCTz/9lLFjxyKlZOvWrbaYNFgF3sHBgfXr19sqNqnVahYuXGibEa5ZswaLxYJarcbf39+227PB6tjPzw8PDw+7rrDy8vLYsmULHh4eLFq0qNmyhGq1msjISCIjI6msrCQlJYWbN2+i1+s5duwYarWawMBAli9fTnx8PKNGjaqf7Z5j39YsUo5cR61OQaVSYTKZGTEmEu+QOnr1svrTNOSiCyHYunUrc+bMaZKl0148PT3RaDQUFRW1mAZZUVFxh+W0RqNhzpw5LF++nH379tlm7AEBAahUKq5du9ZqLdZBgwaRn5/Ppk2bmD17drs2QUkpuXbtGufPn7ddTZrNZpzctFSXGe/6/RrzsC+2dqXwiz3YM9WxFZgVQjhgLQa7uXEDIUQs8DdgqpSyqOO7+WDp0aMHc+bMITk5mYKCgmbbNOTDg3W21rA42zCDb2nmtmfPHi5cuABA//79OXPmDM7Ozk02v2zfvh0nJyeklISFhZGYmEhiYiIuLi62nZvnz59n7969ZGZmkpWVxdChQ20FG7y9vW3+LJcvX2bGjBmo1Wpb1snZs2fJycnBxcWFsrKyZje8NKa2tpZvv/2WdevWMXr0aObNm9esuN+Ou7s7o0eP5u2332by5Mn07NmTqqoqsrOzAbh06RIff/wxly9lc/i7ck4dvI7RALV6IzXVdRjqTOzbcY6vP8vCVOvAqlWrGDVqFE8//TQzZswgMTGRzz77jEuXLrXZl7Zo8Bpq6FtztLSLVafT8dxzz3Hu3DmOHz9ue7+2FlsbmDBhAlVVVRw+bH9BdSkleXl5bN++nffff5+NGzdSWFhoO2nPnj2b33y0AK1D+6sxCQHe/m1/zp0WibWCvD23LkKbAi+lNAFvAduBTGCdlPK8EOL3Qoip9c3+B3AF1gshUusrh3cpAgMDmTJlCmvWrKGsrOyO34eFhXH16lUsFgvR0dFYLBb0er2tIk9zl8dpaWkcPHgQtVqNp6cnRUVFREVFoVKpbBtfTp06RXp6OiEhIYSEhNji+UIIxo0bx4kTJ3j33XdJTk7GZDIRExPDO++8w7hx4/Dw8EClUnH+/HlrDL+sjNjYWEJCQsjKyqJ///7U1tayadMmWzbQwIEDW50BZ2Zm8vHHH2OxWHjzzTfbVUe0QTxnzZrF22+/zbBhw3BwcKCsrIyqqir+69eryckuwtJMApOUYDJKln94gldefqXJFvq4uDjmzp3LN998w759++4p5gxtp0s21HltDhcXF1544QUOHz5sE/UBAwZw/vx5uzKzZs2axfHjx7l69WqL7RpEfdu2bbz//vts3rwZKSWhoaHo9Xrc3NyYP38+U6dORa/Xc+XGOfqM0aF2EKi1P3xmWp19oq9zcmDSs8PabtiZUUI0d2JHgdm7s2J8SImMjLQV2liwYEGTijdubm64u7tTUFCAr68vQgjS09NJSEiwzeIb+5Hk5uaSnJyMRqNBCIGbmxuenp4YjUZiY2OxWCzs3buXo0ePkpiYyIQJEzhx4gQ7duywXXo3nqk+88wzHDlyhEGDBtnMsxqsbHfs2MHEiRPZvHkz8+bN4/z584SHh+Pk5MTSpUsRQhAbG8u5c+d46623mh17ZWUlW7dupbi4mGeeeabZ8nPtwcXFxeaFn5eXx/59hzi0+VKz4t4YgYasC6X0GNn0ZBQYGMjChQtZv349169fZ8aMGe0u6hISEsLXX3/dYt3Z1nxowJrW+dxzz7Fy5UqcnJzo3bs33bt35/ihFLS44uCgIWJQEI7Od753wyaor7/+moULF9pCQQ0x9fPnz5OZmYlOpyM6OpqJEydy8eJFUlNTCQ8PJz4+ntLSUlavXo3RaMTPz4+CggKemj2G372XQMrBLM4cvITJaMYv1INz59M4t7sUcwtVvdRqFb69PBk4NLxdf8vOwqMWolGsCu6SIUOGUFFRwZo1a5g/f36THOuGS3o/Pz+EEKSmppKQkGCLwzfMjCsqKli+fLmtwlPDgvO4ceP461//yty5c/nss88wmUy2hTej0UhdXR1ms5mNGzcihGDgwIGMGDGClJQUUlJSmghOdnY2mzdvRqvV8tRTT5Gbm0v//v1xd3cnLS2Nxx57jGPHjlFQUICPjw+VlZXNloazWCycOnWK/fv3M2TIkCbuix2JEIKgoCAiew/B0TGHmurWFwT1NQb27zhH4si+d/zOzc2NF198ke3bt/P3v/+dOXPmtKtAhk6nIyAggJycnCaL2fBDBau2/HF8fX2ZPXs2a9euZUj/0Rz5spCN+evR6ayibjabGTcjngX/+hROLk2dJRvCcevWrSMpKYmLFy+SkZGBo6Mj0dHRPPvssxQVFXH48GEOHz6Mo6MjZrOZ8vJyXFxciIiIICkpCTc3N1asWMHQoUNt2WCjnorhsUmDOHbsGIcOHWLua09yLrKQLz/ehcUkm2zmVGnAy68b/7ly0UPvKPmoZdEoAt8OkpKS2LhxIxs2bGD27Nm2rI2wsDAOHjzIyJEjkVJSXV1NYWFhk0wag8HAJ598AkBwcDA1NTVUVVXxyiuvkJmZSbdu3Vi3bh3Dhg3j2LFjTJ06lV27dnHq1CnbcZydnXnjjTds/iBjx47ls88+49atWzg4OLBlyxaysrKYOnUqqampVFZWcubMGV5//XVKSkooLy+ne/fufPnll2g0GkaMGMGePXuYOXNmk3EWFhbyzTffoFKpeOmll360KkKNqayoxmLnP2HG+Yu22bGTkxPOzs5Nfg4cOBB3d3eWLVvG5MmT77B2sIeGMM3tAl9TU2Mryt0WQUFB9A6I5X/+cT2W+hT5GuMPWTI7vjpJ+okrvL/hH2wi3xB+abB8XrduHYMHD2bUqFFUVVVx8eJFDhw4gBACX19fxowZY6t923jSIaVk06ZNtvWPBiorK21hvVdffZXu3bsTEwP9E4N5/7dfUHndutHJp2d3BowKoEeoBk/v9tUw7jR0sfCLPSgC3w6EEEybNo1Vq1axdetWJk2ahBCC4OBg1q9fb4u3Dxo0iNTUVNtuVovFwieffILBYCAuLs5ma7BgwQIsFgs7d+7EwcGB+fPns2fPHjQaDV999RVqtRoPDw9GjhxJZmYmly9fbtIftVrNhAkTWLZsGYsXLyY8PJw33ngDR0dHsrKybJ713bp1Y/fu3URHR7Ny5UpUKhXjx4/n+PHjJCUl2WbmRqORAwcOcObMGR5//HEGDx78o8zc6urquH79OgUFBVy/fp1r165RkFuB0dD2ln21WjBocATDhw+ipqYGvV5PTU0NZWVlFBQUNHnOZDKxfv16mz/97SeClu47OzsTHh7OunXr7ji+PbP3BvTVdaz47702cb8do8HE9dxSlv3pOya/bP1eZGRkoNVqbfV8r169yokTJ+jWrRs1NTU4OjoyefJkYmJiWk0LPXr0KIWFhbz88su2z/D8+fNs3bqVhIQERo4c2eT1MUMj+fcP5vPtt9/y2muv4ezsjNFo5KOPPiInJ+eeTdEeJNaNTo+WwisC304ayrh9/vnnHD582OZ/3qtXL77//nuklAwaNIhly5YRETmIy9lFnDj5GWVl5QwbNpT09HQsFgvz5s2jvLycDRs2YDQaGTlyJKtXr6ayshKtVktYWBjDhw+31VQ1GAzk5+eTlZVlKxNoMBg4evSo7R944sSJtpmlTqcjPz+f6dOnY7FYOHv2LN7e3ty6dYvAwEAcHR2RUtrSJa9evco333yDn58fr7/++h2VjdqLwWDgxo0bFBQU2G6VlZV4e3uj01nLD966dYsBsWHknLtGWUlNq+8nkVi016mp6WNXkYvKykq++uorwGoN0FDPtuFEUFZWhl6vb/JcTU0NarUak8nERx99hJubm038q6urbVYPt58UHB0dm5wQ925ueQ9FA0aDiW/XHKFCewlHJwdqa2txdnbGzc0NX19fnJ2dSU9Px9nZmcmTJxMcHNzmSffy5cscPXrUtvGstraWrVu3cu3aNebNm9eiW2bfvn3JyckhOTmZefPmodVqGTduHNu3b2/Wivmh4uHdiNsuFIG/BxwdHW1l3Nzd3Rk4cCB+/oF8/e0prl7X8MX6FI6cFmzdl4oQEotF4ubqjlR9j05jZPLkp7hw4QKpqak2kTt+/DhVVVWEhoYyZcoUm/1AA6GhoezcuZOLFy8yYMAAvv/+ezZt2oSbmxuRkZE4ODiwdetWW/3MBttgDw8PsrOzEUKQm5uLRqNhxowZLF++nGnTpqHX69m5cydXrlxh0qRJRETYX0XpdoxGI4WFhU3EvKysDB8fHwICAujZsyeenp7k5+eTn59PaGgoMTExREREoNPpCPbP4L3fbKSutvmcbQedhsSRfZkyPYYjR46we/duhg4dyuDBg1sMmbi7u/PSSy+xc+dOW758ZGRkq+OQUmI0Gtm0aRMeHh6EhYU1uVJQqVRkZ2ffcVIwGAw4OjraRP/w+mvU1rS9yUitVhHkG8HwxwcREBBAXV0dx44dY//+/fTp04fHH3+clJQU2xpPaxQXF5OcnMzcuXPp1q0b33//PcnJyYSHh7No0aI2Q0tJSUksW7aMY8eOMWzYMPr168fx48dJS0sjNja2zbF0VpQZvMJd0eC5/vnny/nqu0scPpWLxWzGbNSS8/3tMzdBRaWRg8fLGBjtxZ49ezAYDLbZpLOzM4GBgdy8eZMXXnih2X/i7t27o9VquXz5Mtu2beP8+fM89dRTlJSUoNfrGTVqFEuWLOHcuXOEhoaSlnoVtdqNvXsyyM4+ZcvJnz59OhkZGfj4+FBVVcWGDRvo168fb7755l2VkTOZTBQVFTUR89LSUry9vfH39ycwMJDExERcXV1tpQnT09Nt7o+zZs2643gjH4+m4mY1i/93OxJpC9kIIVBrBAFBLvzLH57GwUFD3759uXbtGkeOHOHAgQPExcXZjnc7KpWKCRMmEBAQwIoVK5g4cWKrxa+FEDg4OBAVFUV6ejpPPPGE7XdlZWW2q6vbaUiRbRD8lC3rgbYN5xwcHIiOjMbV1ZVt27bZCoU03kRWVVVFcnIyc+bMaVHk9Xo9X375pc0+effu3aSmpjaxtWgLtVrNzJkzWbp0KYGBgfTq1Ysnn3ySL7/8kujo6LsuNdgpuE8xeCGEJ7AWCAFygNlSyjtyq4UQLwK/qn/4Rynl8vrn44DPASes2YtvSymlEOJ3wEKgwfXt3+szHFvuy73mCreX+Ph4eerUqQdy7I7GYpG8/csvSL9ww1pEWkqEsfW6SCqVJCZa4O8jcHR0RKVS8fLLL/PJJ58wb968Vgscr1q1iitXrhAUFMSsWbNwdnbm22+/xdvbm4SEBAoKCnj/Lyu5fElNTbURKSUODlpqaw14esETT/Tkuedn88EHH+Dt7Y3BYGDKlCmtFrgAa8ZHg5g3xM6Li4vp0aMH/v7+BAQEEBAQgK+vLxqNhlu3bnHhwgUyMjIoKCigd+/eREVF0adPH7sWJ0uKKtmy/gTH6tP5wvr4MnlmHLsPbGLatGmEhzdN2SsrK+Po0aOkp6cTFRXFsGHDWlwYvnHjBmvXriUqKopx48a1Gnaoqanh//7v/3jnnXds6xTr1q2jX79+rXrVNPDJ75P5dvVRzG3U2lWpBWNf7olUG0hMTGTIkCF3FNowm818/vnnBAeGUl2gJXnZQUpuVKDRqol7LIIZCx7jdMYhfH19iYuL4+uvv8bNzY2pU6faVXTmdjIzM9mxYweLFi3CycmJjRs34u7u3uZmuI5GCHFaShl/L+/h7tZTJgz+iV1tdx/4ZbuPJ4R4D7gppXy33l69u5TyX29r4wmcwmrtIoHTQJyUskwIcQL4KXAcq8D/VUq5tV7gb0kp/2RvX5QZfAdw/MwVLl4ppd5+BmGHrbfFIsi/oePnbz/D/v376d+/P/v376dv374tirvJZGLv3r3k5eXh6uqKn5+fLa2xoqLCVmP0QmYZaakSk/GHsIBebwQEN0tg145KTOY1GI1GIiIiGDp0qM3u4If+WSguLrbNyq9fv05RUREeHh42s7JBgwbdkbVRVVXFmTNnyMzM5Pr16/Tp04chQ4bQu3fvu7bt9fJx5+WfjOPlnzTdZuHiMZXNmzfbFpIb6N69O5MmTWLMmDGcPHmS5cuX07NnT4YPH05QUFCTGa+fnx8LFy5kw4YNfPHFF8ycOfOOFNEGnJ2d8fb2Jjc3l7CwMNvf295F1snPDeO7NUfbbOfmrcHDy4WSEj3Z2dm2HPfG6yBqtZqxj43n5zM/QBpVGOqsK7cmo5kjO89xfM95Ikd4E/l6JMuWLbvnRfKoqChycnLYsmULs2bNIikpicWLFxMXF2fX7uVOx/2Z0E4DxtTfXw7sA/71tjYTgJ1SypsAQoidwJNCiH2Au5TyWP3zK4DptGDg2BaKwHcAqzecoLZxvNhiT1VTKC0z4ODgSH5+PmPGjGHHjh385CfNzzAKCgpITk7Gy8uL+fPns3LlSi5dusT48eMRQtgEp7q6jj+99y0mY/OzRSmhtPQWB/dX8t6fXqJXr17NivmNGzdwd3e3iXn//v3x9/dvduZdWVlJZmYmGRkZFBUV0bdvXxITE+ndu/ePkjPfu3dvevfuzfbt221rDY1xdnZm9OjRDB8+nLS0NDZv3oyTkxPDhw8nMjKySbrpc889x549e1iyZAlz5szB39+/xWNmZ2fftcDr9Xp2H9yKR6CK8jxa/Fy0Og2//eA1omKDMZlMZGdnk5GRwb59+/Dx8aFfv35ERUXh4uLCf7z2BcYaieW2tBxpkZgskszDRXzb7SA//dUrHeLL88QTT/DZZ59x8uRJEhISSEhIYNeuXXek1XZ65F2V7PMSQjQOMSyRUi6x87W+Usrr9fdvAM2ZGTXn0tuz/pbfzPMNvCWEmI919v9PzYV+GqMIfAdw6Uphu14nLRY+WbwUnYNgxYoVuLu789133+Ho6IiTkxOOjo5otVquXr1KTk4OiYmJREVF4eTkZMuKKC0txcvLyyY427amtzlbkxJKitWcOX2WXbt2cf36dVxcXGwhlqioKPz8/FrdAVpRUUFGRgaZmZkUFxcTERHBiBEjCAsL+1FE/XbGjx/P4sWLuXz5cosl5bRaLfHx8QwePJiLFy9y5MgRdu3axbBhw4iJiUGr1aJSqRg3bhz+/v588cUXjB8//o76qWAV+C1btvDEE09gNBqpra1tNs7fmCtXrrB+/XpMJhO/+Mt8vluWysGtZzGZzLaqSjonax9+/fF8omKtu4M1Gg0RERFEREQ0Efu9e/diqXSmpLCi1b0CZqMkL9WAp6envX/OVtFoNMycOZNPP/2UwMBARowYwYcffkhubm6nt/2+A/tn8CWthWiEELuA5sqE/bLp4aQUbdXAtJ9PgD9gDen8Afgz8EprL1AE/gEiVAIpjYADJpOJqqoqysvLMZvNTXxUhBCoVCoOHz7MoUOHkFLa7Ig//vhjNBoNRqORjz/+mFPHTdTWth0jUqmhvNzMqFGj8Pf3t6uocnl5ORkZGWRkZHDz5k0iIiJ47LHHCAsLuyPE82Oj0+mYOnUqGzdubLLpqzlUKhVRUVFERUWRm5vLkSNH2L9/P/Hx8QwZMgQXFxf69euHt7c3a9eupaCggPHjxzcZU0BAAFVVVVRWVmI0GnF3d2/xRGo2m9m9ezcnT57E1dWV+fPnW2sFjM/jls6NmgJHzHotbu4ujHhyIKMmDULn2Hz46nax/8WLn2CobSGhvhE3iyrJyy4iqHfbNX7twdPTk4kTJ/LVV1+xaNEikpKS2L59O6+++urDtbu1g6S2NXsWIUShEMJfSnldCOEPNGfAeI0fwjhgdendV/98r9uev1Z/TNtMUgixFPimrX4qAt8B9A3zJS3jh6sqqQbMrYdpBODvY8HVxRkhBM8//7zNRtZsNnPo0CFOnDjBmDFjiIiIwGw2YzKZbLeGjBQpJX369CE1NRVvb29+uDJsHQetA9HR/Wwhh5a4efOmbaZeXl5OZGQkY8eOJSQk5L6L+u2EhoYSGRnJtm3bmDFjhl2vCQoKIigoiJKSEo4ePcqHH35Iv379GD58OD4+PixcuJCvv/6aFStWMGvWLNssXaVSERYWRlZWFi7OrnfYBDdQUlLC+vXrqaioIDw8nFGjRnHgwAFbRszP3nmz3bFrtVqNvtI+u1+NRk156a0OE3iwup027JOYMWMGJ06c4OzZs81e8XRWhOW+JMJvBl4E3q3/uamZNtuB/xRCNORBjwd+IaW8KYSoFEIMxbrIOh/4AKDhpFHffgbQfKHfRigC3w4qK/Xs2ZHO9zmlODlpGRYTysUrhT/E4VWA2TpZaEnkVSrw9jBiMFiwWCxkZmbi4eFBTU0NycnJODs789prrzURkpqaGoqLiykuLqa6upqysjIsFgsnTpxACMG1a9dwdDYjVCpkG99jg9FEULBXs78rLS21zdSrqqqIjIwkKSmJkJCQTrfJZdy4cSxevJgLFy60mdfeGC8vL6ZMmcLYsWM5ceIEn376KcHBwQwfPpx58+axb98+li5dyqxZs+jVqxd52UWkbi/m80MnsZglQiW4kbaa2YvGEBYVgJSSM2fOsHPnTqSUDBgwgMrKSlavXk1CQgI//elP7bpKAusCd3l5ue2zLikpsf0st7P8o8lkxt2j+UXje+HJJ5/k73//OykpKUyYMIH169cTFRVlV1bUA0dyvzY6vQusE0IsAL4HZgMIIeKB16WUr9YL+R+w2rED/L5hwRV4kx/SJLfywwLre0KImPqR5ACvtdURJU3yLrBYJMv+tpev151ACKirMyEEODhqqXNRYRQSi6yX9PpUSbhN5Ov/3lqDGWGx4OomiU3Q0bt3oM1PPiEhgdDQUEpKSmy34uJiTCYTnp6eaLVaTCYTN27csDlRurm51S+GreboITC1kZIXExPEn99/3va4pKTE5lBYXV1NVFQU0dHRBAUFdTpRv53c3FzWr1/PG2+80WImTFsYDAZSUlI4duwY7u7uDB8+HIvFwjfffENAt0jWf3AMo9Fki52DtQi51kHD67+ZQrk5h2vXrmEwGHB3d8dsNjN8+HAGDRrUYvaQ2WymrKysWSF3cXHB29sbb29vvLy8MJvN5ObmcnTneS7uu4XJ0Prnq3NVMecXsQwZMsRWEKWjKCkpYdmyZcyfP59Dhw7h6enZYinCjqIj0iS7uQTIodFtaiIAO0797p6P1xlQBP4u+Oj97Wzbkto0Y6YeicTipsHipEGr1WAwmNBq1FhMFrQI6vQmkBKVyYIwSZvoCwFaB4gdYsJBh60GqouLC8HBwXh5eWEwGCgvL6egoACLxUJwcDDBwcGkn71Ebm4NZWVVREQE0zeiO6WlxWzfdoW87yUtXY06Omr564fzcXMXtpl6bW2tTdQbygI+TGzfvp2qqqp7zuywWCxkZGRw5MgRa4lEv3CW/Gpviza6YHVbHDLDE42ziR49ejB69Ogm2Tomk4nS0lKbgDfcysrKcHNzswl5Y0F3cHCgsrKStLQ0UlNTbQVa+kX3462nPqC0sALZwkKrzsmBRb+egm8fB06fPo1er2fw4MHExsa2uTBsL2lpaRw6dIjZs2ezbNkyXnvtNbvTRttDhwl81CK72u44/f8Ugb8XHjaBL8i/ycIXlmAwtLzAJQQkDO9NQlIUZRU1uLl/enRlAAATpElEQVToiAj15p//YRVGYysLn0IS3seFfgPVVFRU2HZQ1tbWolarCQ4OJioqipCQEDw9Pams1PPuf27hzOmrtgVXrYMGs8lM3wgt/j2NqOjNvr1XkNJCQ30JR0ctOp2Gp2eFU1GRh8FgIDo6mujoaHr16vVwLZbdhtFo5G9/+xtjx461a/NRW0gpycnJ4f9+vZ5LJ0taD3kJ8AvX8S//+yzdunVrMhNvqH/bvXt3m3g3CHmPHj3umN2bTCabr3t+fj79+vUjJiaGnj172j6fgpwSfj7zA/T1Va4ao3Ny4Mk5Cbz262k/tC8o4NSpU2RmZhIWFkZ8fDwhISH3/HknJycD1t3c5eXlPP300/f0fq3RYQIfudCutjvO/L5LCLwSg7eTTRtO2TJXWkJKOH38CkMf88BRVlBwtZgta8sxm9v4R5KCq1nVBAQKnJx0GI1GHBwcUKlUCCEoKCigrq6Obt26odO58JM3Pqe4qKpRGEZgqLOq+MULBnp4hfD/fj+bvpGbuXTxFnm5NzEa6/DxVeHlDT4+jowZM62JaDzsaLVapk+fzpdffklwcPA9z1SFEISGhlJwsabN9QwkFF2tY8OGDfTo0cMm5P3797cJeVsL0jdu3CAlJYX09HT8/PyIiYlh9uzZzYZ3AkK8WLLzX9iy8ghbVhyisqzaWhIwMZxZr48l7rGmPkIBAQFMnTqV8ePHc/bsWbZt24bZbCYuLo5Bgwa1O6w1adIkli5dSq9evWwnpNbqzT5w7l8MvtOgzODt5B8WfsaFjObrsTZGo4ERSe70CnLH1dWV5PV53LjeujMigE6n5uk54ZTevMrAgQPR6/Xk5OQQHx9PSUkJGRkZqFQqcq6qybliaTXGrtNp+M3vJrJn7xZ0Oh3V1dXEx8cTExODv79/lxH15ti1axelpaXtLlh9O1Oif4GptauveoSAjWf/iM7R/sXGmpoa0tPTSU1NRa/XExMTw6BBg+4wmGsLs8mMSq2ye7wNVaFOnTrFxYsXiYiIIC4uzuZYejcUFhbaiolcunSJV1555Uf5fnXIDN45QA7rs8CuttvP/lGZwT9K2BuTllj/cYuKarl+/Tq3bpmxZ19rw4YWXz8nzp07R21tLV5eXhw9ehRfX19mzZpFcXEJ+/bsw9RGGnRdnYnFn3xL/4EO+Pj4EBQU1KTYQ1dmzJgxLFmyhPT09Cb1WtuLi7sjFaXVbbZz0GntEneLxcKVK1dISUkhOzubvn378sQTTxAaGtpuYVRr7i5dVQhBYGAggYGB1NTU2Hb7qlQq4uPjGThwoN1lDn19fXn88cc5fvw4arWac+fO2WysOx/yflkVdBoUgbeTIUPDybp0o9UYPIAQKvpEBFBYWICLiwvhfbScSyvDbG79iyWlwMfXFZ1Og0qlwmKxUFRUZIsF5+TkoNeDxazBnhNGZaWGqKgoLl68yJw5c+5mqA81Go2G6dOns2rVKkJDQ+/Zz37CzAQ2LjuIsZXPXa1WMXZa6xa6paWlpKamkpaWhpubG7GxsUyZMqXd9WI7CmdnZ4YNG8bQoUP5/vvvOXXqFHv37iUyMpL4+HgCAgLaPPEMHjyYnJwcDAYDu3btIjIy8q59h+4LEkXgFZrnqWmxrFlxuNU2Go2K8RMH8fLLTyGlpLi4mLTUi5xLO9jq69RqQcLQEMLCXMnMzMTX15cRI0YQHR1NUVERu3btql98NaNSGZrPjmn44tYn39fV1nHt2jXGjh37cOQodyABAQHEx8ezZcsW5s2bd08hg8nPDWPj5wdabaNxUPPMgjuvkAwGAxkZGaSkpFBaWsqAAQN4/vnn8fHxaXd/fiyEEISEhBASEsKtW7dITU3lq6++wsnJibi4OAYMGNDi90gIweTJk1myZAlubm4cPXqUUaNG3ecR2MkjFoNXBN5Ounu6sugnSSz9eA91dXemSWo0Krp7urLgdWs+sBACHx8fnhjvQ84VI5u+PtVseqU1TVLF408E069/HyZOnEhWVhbp6ens2LGD0NBQEhMTUalU7Nq1B0kzhSMssomJkgCM1XD2dBUvvdSy33lXZtSoUSxdupTU1NR2F6gwGo3s3r+NuCk9OLmpGIGqSTxeo1Wj0aj51Ucv0CvUakvcUEs1JSWFCxcuEBQUxLBhw+jTp88D3/lrL66urowcOZIRI0aQnZ3N6dOn2bVrF/369SM+Ph4/vzstWHQ6HTNnzmTFihUcPXqU2NhYtBodN0tuodWq8fJt2drhfvKoFfxQFlnvkt07zrH4rzuoqzNhMVsQKoHFbCE2PpR//vcpeHS/03NbSsmaVUdYteIwKiHQ6w2o1So0GhX+Pbsxe1401TWl5OXlUVNTQ69evejVqxe+vr5UVlZy4cIFbty4QWRkJEePlHDqZOEPmR1miZDNB220Dmr6Dwjkv/48D7Xm4cpr7whu3LjBypUrWbRo0V3naOv1elavXk1VVRWOjo5MGDeZg1vOsW39SW5V6HF21TFuRhxTXhiBb8/uVFVVkZaWRkpKCiqVyrZg2lF55w+ayspKUlJSOHPmDO7u7sTFxdGvX787QjEnTpxg+7f7KM7RkpNZiUqtwmK24O7hzMwXRzBlTuJdrxlABy2yOvnL4SEv2dV224V3u8QiqyLw7cBikaSevkrBtTIcHDQMHhKKlx0V5/V6Awf3X+B6QRk6nZaEob0JC296uV5dXU1eXp6tnF1BQQHdu3fHx8cHi8VCbu51du+8haHOag8r2vC80TlqWfDaWGbMGnKPo344OXDgALm5uTz33HN2zyArKipYsWIFtbW1hIeHM2XKlGZjymaz2ZaznpeXR3R0NLGxsV0q/fR2LBYLly9f5vTp0+Tn5zNw4EDi4uJshVWyL1znZy8sxmi03GHspXPUEjUwkD9+PB+N9q4Xhu9d4B395PCgF+1qu+3ye4rA3wsPs8DfT8xmM4WFhTbRz8vLo6JcT/pZQUWJGWmH97y3jzurNrzVZUWnNcxmM59++ilxcXHExcW12b6oqIjly5djMpkYO3YsiYmJd/zdbty4QWpqKunp6fj4+BATE/Pw+LF0IOXl5Zw5c4aUlBR69OhBTEws7/7jVspvtpx1pHPU8vQLw3nxrRbNGJulwwQ+cL5dbbdl/U+XEHglBt/JUavVNp/2xMREwFo1KS8vj1/98zdU2eEuWFFeQ0lxFd4+bV9ldDXUajXTp09n+fLlhIeHo9M6ce7EFepqDfj28qR3/x928Obk5LBmzRqEEMydO5fQ0FDb++j1elvOenV1NTExMbz66qt3nbPelfDw8ODxxx9n9OjRXLx4keQv91FV2XpKaV2tkU1rjvHsa2PQah+A/DxiMXhF4B9C3NzciI6Oxslpt10Cr1ILuzbrdFV8fHyIH5zAr179kPxzlai1apASi0Xi4eXGol9Nwy1AkJycTLdu3Zg/fz7dunWz5aynpqaSlZVFnz59SEpKIjQ09KHz6vkxUavVREdHs+FWGmaTHXbVEi6czWdAXMiP3rfbj0srhVK6IorAP8QEBvegqLCyzXbSIvH06hqLfe2hrtbAV38+Qc7Fm1Y3yEbZTDdyS/nPt5YTnKBj+KR+zJo1i6qqKvbs2UNaWhqurq7ExMTw1FNP2W33+6hyq0pvVzshQF/TTDbYj46kbd+JroUi8A8xz8xJJCP9Gnp9y/8sKpVg7Lh+6HSdcOPJfWLth7vIzy5qYvXbGJPBTM7xWuYsCGXVqlUUFxczYMAAnn32WXx9O65gRlenZ1AP0k/ltFpOEMBstuDt9wDChRIwP1oCb9d1phDiSSHERSFElhDi35r5vU4Isbb+98eFECEd3VGFO4kbEkZYbx+0rWQkODk58NxLI+9jrzoXJqOZzSsO3eG6eDsWi4VvvjhEYmIiP//5z3nyyScVcb9LnpqVgNah7Tmjl283Qvs0V870PiClfbcuQpsCL4RQAx8BE4FoYJ4QIvq2ZguAMillb+AvwH93dEcV7kSlEvzXn+cxYFBQvcXBD9keTk4OdPd04S8fz8fPv30l4roC+VeKsNgxa5NmqL5hrd36sGxI6myER/oTHRPUqsjrHLUs+Mfx97FXt/GICbw9IZoEIEtKeQVACPElMA3IaNRmGvC7+vtfAR8KIYR8UDmYjxBOzg789/vPkn25kG+Sz1BQUIarq46k8f1JHNbnkdzg1BiT0WR3eqjJ2HYxa4XW+c1f5vHLN1Zw5dINahvF2TVaNSqVYOE/TWDYmKgH1LuuJd72YI/A9wTyGj3OBxJbaiOlNAkhKoAeQEnjRkKIRcAisBY/Vug4wvv48vY7Ex90NzodvoE97BJulUoQ3q/nfehR18bJWcefli0g9fgVNqw4TN7VYrRaDUPHRDJlbiJ+PR9gWqmEFsucdVHu6yKrlHIJsASsG53u57EVHk3cujmTkNSPw9vOtljiDkCr0zKjGcMwhbtHpVIxeFhvBg/r/aC7cieP2Azenuv3a0Bgo8e96p9rto0QQgN0A0o7ooMKCvfKS+88haNTy7tMHRy1xI2KoHf/wBbbKHQFpDWLxp5bF8EegT8J9BFChAohHIC5wObb2mwGGkweZgJ7lPi7QmehZ6g37619i+5ebji56GzPa7RqHHQahk8YwL99YN8WdoWHGAlSWuy6dRXaDNHUx9TfArYDauAzKeV5IcTvgVNSys3Ap8BKIUQWcBPrSUBBodPQu38vVh7/HSf3ZnDw21RqbtUR2NuHifOG4R/k9aC7p3C/UHay3omU8jvgu9ue+02j+7XArI7tmoJCx6JWqxg6rj9Dxz2aHvkKPHIxeGUnq4KCwqOBlI9cFs2jnSStoKDwaHEfNjoJITyFEDuFEJfrfzabGyqEeLG+zWUhxIuNnv8PIUSeEOLWbe3v2jFAEXgFBYVHBIk0m+263SP/BuyWUvYBdtc/boIQwhP4LdY9RQnAbxudCLbUP3c7d+0YoAi8goLCo0GDXbA9t3tjGrC8/v5yYHozbSYAO6WUN6WUZcBO4EkAKeUxKWVzvsuN3/crIEm0sU1bicErKCg8OtifAuklhGhccm5J/UZNe/BtJNA3gOZc65pzCGhrK7VdjgGNUQReQUHhkUBCq7uZb6OktZJ9QohdQHOWmL9sckwppRDigaXuKAKvoKDwaCA7ruCHlLLForJCiEIhhL+U8roQwh8oaqbZNWBMo8e9gH1tHLbBMSDfXscAJQavoKDwyHCfFlkb7+x/EdjUTJvtwHghRPf6xdXx9c/Z+752OQaIB+UoIIQoBr63s7kXrcSZHiK6wji6whhAGUdnwp4xBEspve/lIEKIbfXHsocSKeWT7TxOD2AdEIRV42ZLKW8KIeKB16WUr9a3ewX49/qX/YeUcln98+8BzwIBQAHwdynl74QQjsBKIJZ6x4AGG/cW+/IwWMYIIU61Fg97WOgK4+gKYwBlHJ2JrjCGzooSolFQUFDooigCr6CgoNBFeVgE3t78085OVxhHVxgDKOPoTHSFMXRKHooYvIKCgoLC3fOwzOAVFBQUFO4SReAVFBQUuiidSuCFEE8KIS7W22E258B213aZ9xs7xvBzIUSGEOKsEGK3ECL4QfSzLdoaR6N2zwghZH2Ob6fDnnEIIWbXfybnhRCr73cf28KO71SQEGKvECKl/ns16UH0sy2EEJ8JIYqEEOda+L0QQvy1fpxnhRCD73cfuxxSyk5xw1oOMBsIAxyANCD6tjZvAovr788F1j7ofrdjDGMB5/r7b3S2Mdg7jvp2bsAB4BgQ/6D73c7Pow+QAnSvf+zzoPvdjjEsAd6ovx8N5DzofrcwllHAYOBcC7+fBGwFBDAUOP6g+/yw3zrTDD4ByJJSXpFSGoAvsdpjNuau7TLvM22OQUq5V0pZU//wGFYPis6GPZ8FwB+welLX3s/O3QX2jGMh8JG0WrYipWzON+RBYs8YJOBef78b1t2PnQ4p5QGsOzBbYhqwQlo5BnjUe7kotJPOJPD22Gc2scsEGuwyOwt3awG6AOuMpbPR5jjqL58DpZTf3s+O3SX2fB59gb5CiMNCiGNCiHZtT/8RsWcMvwOeF0LkY62d/A/3p2sdTnssdBVaQXGTfEAIIZ4H4oHRD7ovd4sQQgX8L/DSA+5KR6DBGqYZg/Vq6oAQYoCUsvyB9urumAd8LqX8sxBiGLBSCNFfyg6yTlR4aOlMM/gGK8wGetU/12wbe+0y7zP2jAEhxDisvtFTpZR196lvd0Nb43AD+gP7hBA5WOOlmzvhQqs9n0c+sFlKaZRSXgUuYRX8zoI9Y1iA1dwKKeVRwBH7TbU6E3b9/yjYT2cS+JNAHyFEqBDCAesi6ubb2ty1XeZ9ps0xCCFigb9hFffOFu9toNVxSCkrpJReUsoQKWUI1rWEqVLKU82/3QPDnu9UMvW+3EIIL6whm1Yd+u4z9owhF0gCEEJEYRX44vvay45hMzC/PptmKFAhmy9dp2AnnSZEI60lqN7C6omsBj6TUp4XQvweOCWl3Ax8ivXyM4t6u8wH1+M7sXMM/wO4Auvr14dzpZRTH1inm8HOcXR67BxHgy93BmAG3pFSdpqrQjvH8E/AUiHEP2JdcH2pk018ABBCrMF6MvWqXy/4LaAFkFIuxrp+MAnIAmqAlx9MT7sOilWBgoKCQhelM4VoFBQUFBQ6EEXgFRQUFLooisArKCgodFEUgVdQUFDooigCr6CgoNBFUQReQUFBoYuiCLyCgoJCF+X/A1qUhvpu6XBeAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G.plot_signal(delta_node) # the delta signal centered on 'node'\n", "G.plot_signal(wavelet_at_node[:,5]) # the wavelet centered on 'node' at very small scale (large value of s)\n", "G.plot_signal(wavelet_at_node[:,4]) # the wavelet at the same node but at slightly larger scale (smaller value of s)\n", "G.plot_signal(wavelet_at_node[:,3]) # etc.\n", "G.plot_signal(wavelet_at_node[:,2])\n", "G.plot_signal(wavelet_at_node[:,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example** Plot some wavelets in the SBM model. Observe how wavelets first \"diffuse\" within the blocks before exploring the whole network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Filterbanks for compression :**\n", "We are going to use the filterbanks 'Itersine' (which forms a tight frame). Some methods exist to 'tighten' the frame formed by the 'MexicanHat' for instance, but we will not look into this here." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 1)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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fTvK9o+44b0Xf5XIMG0r/cs1vBY5U1Rtmnaerqnp1VW2vqvPp/Z7fX1Ub/iizqj4HHEvy6BX+LgMOzzBSF58BXpDkSf3ny2Vs8DeQhwxeAuVlwL/OMEtnSfbQOzW5t6q+Pus8o1TVx6vq6VV1fv91eRy4qP+cX9NcFX3/jZNHL8dwBLitqg7NNtVIlwK/TO+I+KP9nxfPOlTjXgW8M8n9wI8CfzTjPGvq//VxO/Bh4OP0Xpcb8uv5SW4BPgg8J8nxJFcBrwVelOST9P46ee0sM65kldxvBM4B3td/Xb55piGHrJJ5srk2/l8rkqT1mKsjeknS+Cx6SWqcRS9JjbPoJalxFr0kNc6il6TGWfSS1Lj/A49wJ4zjSzGFAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m=5\n", "g = filters.Itersine(G, Nf = m + 1)\n", "eval_x = np.arange(0, G.lmax, G.lmax/1000)\n", "y = g.evaluate(eval_x)\n", "plt.plot(eval_x, y.T)\n", "plt.plot(G.e, g.evaluate(G.e).T, '+')\n", "plt.xlabel('$\\lambda$')\n", "plt.ylabel('filters')\n", "plt.figure()\n", "plt.plot(G.e, np.sum(np.power(g.evaluate(G.e).T,2),1), '+')\n", "plt.ylim([0, 1])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "comp_level = 0.9 #a scalar between 0 and 1, 0 meaning no compression" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x_toy_orig = - np.ones((G.N,))\n", "ind_left = G.coords[:,0] < 0.5\n", "x_toy_orig[ind_left] = 1\n", "x_toy_noisy = x_toy_orig + 0.2 * np.random.randn(G.N)\n", "G.plot_signal(x_toy_noisy)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "W_coeffs = g.filter(x_toy_noisy, method='exact')\n", "n_coef = np.prod(W_coeffs.shape) # total number of scalars encoding the signal in the wavelet space\n", "n_coef_comp = np.ceil((1 - comp_level) * n_coef).astype(int) # authorized number of scalars at specified compression level\n", " # find the threshold under which we will set entries to 0:\n", "sorted_coefs = np.sort(np.abs(W_coeffs), axis=None) \n", "threshold = sorted_coefs[-n_coef_comp]\n", " # the thresholded wavelet transform:\n", "W_coeffs_th = W_coeffs.copy()\n", "W_coeffs_th[np.abs(W_coeffs) < threshold] = 0" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.723880543137642\n" ] }, { "data": { "image/png": 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ncWobXu/Ri60ogsL8RA7t3sj06dNJSkpCDVPX0NC41bRZ2HcyWvKnPmI0DCDI94dUN/wNSedIESl1GPQBNFQ9RE1NDVu3bsXLy4upU6cyePBgTbg1NG4xEoHjDh/cfWe3/iYT7P8LCq/MxWYzAF6AwOHQIRUP6mrCGRC6lRX3PsHixYtxOByYzWb27dvH2rVrOX/+PIpyZ6d21NC401Gk6NNyu6JZ2NdAdXU1B/dGEhf3L6x4IAybPZ8LF3LxMs3gcpYVe2MhkyfHkZKSQnx8PF988QUVFRWMGTOGY8eOsXfvXqZOncqIESPQ6bRn5Y3QbLWx+0w2eRU1mD2MTBoUx4iYiFvdLI3bGInAKvW3uhk3hCbY18D69esRQrB48X34eatTvnkaT1BYUMS8eTN4/fXXGTVqFD4+PpjNZhYvXkxeXh5btmwhIiKCiRMnkp6ezr59+5gyZQqjRo3CYNC+gmtBSskb+07w8hfH0AlBs9WGTghe3ZNGdJAff/neUuJDA291MzVuQ9SBM3e2oXRnt/4mcvHiRSoqKkhISCAk5Ov5OaOioigqKiI4OJhRo0axd+/edvvFx8fz9NNPExgYyLZt2xg1ahTLly/n4sWLvPDCCxw/fhybzXazT+eO5a+7j/HyF8dotdlptqrXTZGSVpudy+XVPPTCBxRW193iVmrcrtzpYX2aYPcBh8PBp59+il6vZ/78+e22hYeHU1tbi8ViYfr06WRlZVFaWtqujNFoZM6cOTz88MMcP36cAwcOsHDhQlauXEleXh7PP/88hw8fxmrtfWDOt5nS2gbe2JdOq83e5XYpocli5bnPD9zklmncCUgpcEhdn5bbldu3ZbcQRVqpa82gpuUgzbbL7N+/H4vFQkJCAmFhYe3K6vV6wsLCKCkpwWw2M336dHbu3InsIo1jZGQkTzzxBAkJCbz66qvk5+fzwAMP8Mgjj1BSUsJf/vIXDhw4QGtr68061TuKDcfO9FpGkZIDF69Q09RdzheNbzMKok/L7YrmQHVDkTau1r5Icf07qB4vgSJtWALNhMSMZ9asJ7rcLzo6muLiYuLj4xk7dizp6elkZWWRkpLSqaxOp2PKlCkMGTKELVu2cP78eZYuXcr9999PZWUlhw4d4vnnnyc1NZW7774bLy+vb/ak7yAyrhRhtfc+67XJoCentIpxSVqqW42vUTsd72zJ0yxsJ4q0ca7s+xTVv45DNuCQjThkA5JWfAJrGTZtDzqfY13u2+bHBlWQ58+fz+7du7Hb7Uhpx+6oQVHaW3zBwcE89thjjBkzhrfffpu9e/cSEBDA8uXLeeKJJ2hqauKFF15g165dNDRoyaSAPodF2mx2Ll7MpKCgQOsf0HDR1unYl+V25c5+3PQjxfXv0GD5CkV27Y7Q6e3kVP+aQM/JeBjau0Wio6PZt2+f6/+kpCQiowUns9dg9D0CUkHiwNtjNBH+/4i/5ywAhBCMHTuW5ORktm3bxtq1a1m6dCkxMTEsWbKE6dOnc/jwYV566SVGjBjB5MmT8ff3/8auwe2GoigUFhaSnZ1NZmYm1rImdHj0+srqkBIPSyPbt2+noqKCwMBAIiMjCQoNo9AmEB5mwgL8mJwch6eH8SadjcbtgOM2jrHuC5pgA1IqFNa/1q1Yf11OUtKwjrjAn7RbHxwcTEtLC01NTXh7e9NoySAp9UUcSks7X3aTNYMrlT8gxOd7DAj8F9d6Pz8/Vq5cyYULF9iwYQNDhw5l1qxZ+Pn5sWDBAqZOncrRo0dZu3YtKSkpTJkyhaCgoP69CN8QFkct5S0nsCut+BijCTGP7nHUZ11dHTk5OeTk5HD58mUMBgNWq5XAwEDWzJvC/9txske3iAAihAVptfDYY49hMBgoKS3l/3Yd4YsT6QgpcUiJTggQgtmJEfxgxngGREdhNpu/gSugcbvw9zDSURNsoNVegENp7LWcxEpl885Ogi2EICoqiuLiYhKTIsgp/x6SZroaG6PIFiob38HbNJpAr0XtjjFs2DASExPZtWsXL7/8MosWLSI5ORkfHx/mzp3L5MmTOX78OK+99hrJyclMmTKF2zWvuNXRwImK/6KoaT86jKhp4QVGnTejQ35KrO9cAOx2O/n5+eTk5JCbm0tDQwN+fn40Nzfj5eXF6NGjGTFihOsBVSK8eH7H4S4jRXRCEOBl5l8Xz+Dwni/44x//SOq4cWwpbeX4lVJsStvDU6izikjJl5dLyS3dyjga8PX1ITIyst2i9SH8faHcxhEgfUETbNSoENHHJ291TRlv7X6LqKgoIiMjCQkJwd/f3+XH9g8/jKTrsLOv62uhpO7/2gl2G56enixbtozc3Fw+//xzYmNjmT9/Pl5eXnh5eTFz5kzXAJy3336buLg4pk6dSkTE7TPKz6Y0srvwMZptpSjYUNwyHNodzRwv+x1ZOV9RfiGKq1evEhoaire3N0IIhBDExcUxcuRIoqOjO1nj35t6F14eRv687SAWqxW7AnqdDrvDTqhB8v6PHyYiwJeJd43myJEjvPPFQY61emDvxo1iUySFVsEz3/kOI8L8KSkpoaSkhIMHD1JSUoKnp2cnEffx8flGr5/GN4Oa/OnOFmzRVfjZzSA1NVWeOHGi94I3AbvSwLGrdyOx9FhOSqgtieP0lzNcHWDugiKEYMa9W/D2K+3uEF+XxcSwqIN4GLoXWqvVyt69ezl79izz589n+PDh7eqzWq1kZGRw5MgRoqKimDZtGtHRXc7OdlM5VfFncuo2otBDh59iwL/gF1SXWbh69SpJSUmMHDmSgQMHotf3PnzY5nDw6//7G9GDhhAaHMTltEPY66pYsWIFI0aMcJV74IX3uVBc3uvx7oqL4t2nV7ZbJ6WkurraJeJti9Fo7CTivr6+/Z7gy2Z3kHGhgNqGFgL9PLlrSAxGw509tPp6EUJk3OikuAkjfORvPx7Zp7KPDzp6w/V9E2gWNmDQ+RLsNZvK5h30NKObXngybczvWTrpbpqbmykuLiYvL4+ioiLKyspoaWlBiKY+1SmlnvqGEoIDwru90T08PFxC/dlnn3H27FkWLVrk6nj08PBg4sSJpKamcurUKTZs2EBoaChTp04lLi7umq9Df+BQLFyu/7RnsUbtUKzkS4amrGHFihXX7D8WUuLbUsMTcyYCcKSlitOnT7N9+3ZCQkJQFAWbzcbFkt7FGuBsYefJk4UQBAcHExwczPDhwwFVxGtra13inZ6eTklJCUKITiLu7+9/XSKuKJK3PjvO+1tPuOpsO84ji8fx2JLx6HR3dufZrUBKbutBMX1Bs7CdNNuu8FXxchyya8FVHHoaq8JICXmLpMSuJyj405/+xOwVX6Doz/dan8Oh44sN38Vu9cTX15fo6GhiYmIICwsjLCzM5SL4uryDQ4cOkZaWxowZM0hNTXVtV6SDiw1fcbRiB2UNxbTUWgipS2DBsPtJThrUrWhIKcltLKTKWoe3wZMU33gMuuuz4Jqbm8nNzeVS0SEsce+gM/bsFgLQtw7Au+BJ7HY7DocDu93e6XNP/yuKgl6vR6fTodPpsFjUNySj0YhOp8PhUFjXaIY+DITQIVkdrsPX1xcfHx+8vb3x8fFxLe7/G43tI0uklNTX13eyxB0ORycRDwwM7FHEpZT85uXtHMjIodXS+RqaTQZmpA7kN08v+Fal7O0PCzt+uK/89cej+1T2icGHNAv7dsbLmICj9OdY/f8bnV7B4BIcHTrhQWNtBI6yp9h8YDNTpkxhwoQJnW6Y6OhoaF2Iw5SD3tCze6W2PAIPQzB64aCxsZELFy5w4cIFVxY/nU5HQEAAYWFhxMTEEBkZybhx4xg6dChbtmzh3LlzLFmyBIOfYG3ub2mw12JVWlVtCoSywAu8UfM7YtaNY+44tfPSvb37yjJ4M+9z6m2N6IQOkOiEjnujZ7Iydi560bMl4nA4uHz5MhcvXiQvL4/6+npVzAKqCIzrm5Do9BAYGIjBYHAter0evV6Pw+HAarXS2trqWpqbm2lubqapqYmamhosFgsmkwk/Pz98fX0pLi5Gp9PR2trK8uXL8fPzY/+72yiq7T2O3U8vsFgs+Pv7YzabMZvNKIpCSUkJTU1NNDY2uha9Xt9JyNv+RkVFMWjQILy9vZFSUlFRQUlJCWfPnmXXrl1YrVYiIiLaiXhwcLDruzn81RUOZuR2KdYArRY7+07kMu/0FSaNTuzTddZQkdz5FrYm2E5aW1vZuzMPk/lhQmOuMnR8PZ5eAk9jPFG+D6MExvDa/teYNWsW6enplJaWsmjRonbWloeHB1s3VzPjXgOeehuIrt0rQpgZPehZEoKjKS0tpaysjJKSEmpqajCZTCiKgsViobq6mpqaGpeQSykxGAz4+flhMBj422svYZl7GauhBdnBlWPHCh5QMvwkuw7q2LNnD9OmTWPIkCFsKPiCD67uxKJ0dltsKNjNpcar/HrIKlqaW6itraW2tpa6ujrKy8spLS2ltrYWq9WKEAKj0eha6uvr8Tf6IPR9GOAiBWYlHrvdTk1NDY2NjTQ0NLgWo9GIr69vuyU6Otr1OS0tjcjISCZOnOg6ZFpaGpcvX+bSpUvU1NSQkpLC6unj+OO2A93mHwEwIBmstzJy5CiiotSO0MzMTFpaWoiLiyM+Pp74+HjCw8MBsFgsNDY2dhLywsJC17q2vx4eHi4xj4mJwWQy4XA4qKmpoaCgwJWHJiIigqioKN7bW0SLpWd3UqvFxjufp2uCfR3c6Z2OmmA7WbduHVJKFIeOpsrhTEj8h/YWtAm+853v8MEHH/Dwww9z5MgR3nrrLVauXInRaGTz5s3k5ORgMpkZGfc5eTUP4VDqUWSzWy1GHHaJofWHhMZMJzQQBg4c6NpqtVpdolhSUkJhYSGVlZUYjUZXJ2eb5dfc3IwlqhoLzdDDxGUOYSd+QRDJDeM5ePAgnx7ZwdFBhdjoOpbZothILz/PT4/8hgE1fnh5eSGlpLm5GZvNhpeXl6sNAQEBREVFERUVRVhYGF5eXrS2tnK2KYdGwyl6MtIVh+DMbgOBnudJTk4mJiamnTh3dDt0ZMeOHaSmtn9jHTZsGHv27GHQoEHs27ePcePGsWzsMNYdO01+RQ22LkZKeuj1JIYFsXJoBOnHjnH69Gnmzp3LkiVLaGhoIC8vj7y8PE6cOEFTU1M7AY+Nje3VvdHa2tpO1NuEXAiB3W7Hx8cHKSWFhYWUlpaSW2SiLy6cc5e0ea6vFcntPTlBX9AEG7h8+TIFBQXExcVRVlbGzJkzu7wRBwwYwNy5c9m4cSNr1qwhIyODl156CYfDgRCCRYsWsWvXLrzNCQyN3EdN86fkFP4ZD3MjBoM3gV6L0VmXsG7THgaEVnSKofbw8GDAgAEMGPB1DgxFUaiqqqK0tJT8/HwKCgqorq5WXQbjK8DQcx+EQ9o5WPI5uYerMRqM5EZUYVMcPSYlcOglJfEWwsqsLn+xyWQiIiICb29vPDw8ANVvXVJSQlZWFna7HV9fXzw8PKi3hBB3jxGErUvt0WHCUh6L0hxIg72BtLQ0kpOTmTRpUp8GBCmKQnl5ucvibcPb25uYmBgSExPJzs7m8OHDTJ8+nXeefICVz71KqUWH4hw4oxdg0OtJTRjAn7+7CB+ziVnTp7N161a2bt3K/v37WbJkCSNGjHBFnXQn4G0iHh4e3m5iCiEEnp6eeHp69hov3/ZQ3PL02p6ev19fg1vU93QnIwHbHZ5L5M5ufT+gKArr16/HaDRSW1uLh4cHQ4cO7bb86NGjKSsrY/369QCuXBWzZs1i7NixHDlyhMrKSsLCwgjxeYgNe2pYsWJFuzjp2bOFS/R7syR1Oh2hoaGEhoa6hENKSWNjI/91+aleIr5VpE6hsaUexQrlyU19yiDTZLTiMEikzY63t7fLT+zj4+P67L54eHhw6NAhTpw4wX3LVhESs4qDJT/F6qjH7nzLENKIIhUSA5YwOuFnHOYohw8fRghBTU0N69atIywsjEmTJpGYmNit9VpZWYmfnx8mk6nTtuHDh3PhwgWGDh3K4cOHmThxIleys7gv0pOZS+/l3T1HyDiXycCYKH56/2LiQr6e7MBoNLJ8+XLmzp3Lxx9/zLp16wgNDXV9f76+vp0xRZ/0AAAgAElEQVQEPD8/n7y8PDIyMnoV8O5oGzyUlZWFl1HSZO3dCvT2gAMHDjBkyBBCQkK+VR2Q18/tneu6L3zrBXvbtm1YrVbmzJnD/v37WbhwYY83maIo+Pn5cfz4cYQQLFy4kLi4ONavX09NTQ2RkZEUFRURFhaGw+Ggurqa4ODgdscYM2YMeXl5bN++naVLl/a5rYqiUFlZSXFxMSUlJShhsm/foBDMmDYTxS45qXyKrZeQOwCd0LFk+TKGJQzuUhjdaWho4KOPPkJKyZNPPomvry8Ai+M+o7wlncLGvdiVZrwNsez6oJg5D61Grzcybdo0kpKS+Oijj7BYLCiKgq+vLzt27MBgMDBp0iSGDRvW6fsoKSkhMjKyy7akpKSwfft2Vq1aRWZmJnv27OH8+fM89NBDRIWHcN+wePSXvmJIsLmdWLvj7e3No48+SmVlJZs2bWLt2rXExcVx3333uc4NwNfXl+HDh7tC/twF/OTJkzQ2NhIbG9vOB952Ls3NzVy6dIns7Gxyc3Px9vamubmZOH8HWZWmHnNe6IRkZKyZ2tpa3nvvPYxGIykpKQwZMoSoqChNvLtBoo10vKOpqakhIyODmJgYsrKyMBgM7QZddKSsrIzNmzdTW1tLWFgYra2t6HQ6QkJCWLNmDZs3b6asrAyDwcCYMWOoqanBz8+vkxXd5j559dVXOXPmDCNHdg7mVxTFFWHQJtBlZWUui9ZisaB3+KFE14Cu59fjYBlFaXEZV69exWOwoLUPA/V0CNIPHGX7pi34+/sTERFBeHg4ERERRERE4OPjgxCC3NxcPvnkE8aOHcu0adM6uQTCvcYT7jXeta582B7S0tJYuHAhoEbW/OAHP2D79u1cuXKFsrIyjEYjw4cP58SJE+zZs4e7776bMWPGuFwxJSUl3Y7sNJlMJCUlUVBQwNChQ0lLS2PkyJFERUUBuEL/+pIBMSQkhKeeeoq8vDw++eQT/vd//5ehQ4eydOlSV1vc6SjgjY2NLhfKyZMnaWhowNfXF7vdTlNTEwkJCZhMJvR6PTU1Nfj4+DA4ykC1w4fKuhbsjs4+d50Abw+Bj1LJmTPVTJo0iYEDB3Lp0iU2b96MzWZj8ODBDBkyhLi4OG3u0A5oFvYdzDvvvIMQgvnz5/PGG28wf/78LkfZ2e129u/fT1paGgBTp05l0qRJVFdX8+abbxISEkJMTAwrV67k008/5ezZs4wfP566urpufZcmk4n777+fd999l4iICKSULmFuE2c/Pz9X6FdISAihoaHqa7OXF2PGjGHuwOm8Xvgf2GT3M9UIh46wymQSExPV+G3HVf6c/QGtSvdhhzopWBg5maem34fD4XD50EtLSzl69CilpaUIIfDw8KCpqYkJEyYwbNiwPl3zcePG8dJLLzFr1izXYBmTycTy5cs5d+4c27ZtIykpiWPHjpGYmMjkyZP56quvOHDgAKmpqYwfP57S0lIGDRrUbR3Dhw8nLS2NSZMmcfbs2XYWp8ViQafT0djYe+6YNuLj4/nJT37CmTNn2L59O88++ywTJkxgzpw5PQqil5eXy13UFuHj6+vrihnPzs4GICAgAEVRSE5OZu7cuTxlk/ziT5+Qc7UCq82B4kxWZTTq8fVw8P8enURp8VWys7NJS0vj5MmTzJs3j1mzZlFZWcn58xf49POdNDTUM2LoIIYMGUJSUtK3fv5QKcUdb2F/awfOpKWlsX37dmbOnEl5eTmXLl3il7/8ZSfBzsvL47PPPsNut+Ph4cH999/fzrq7dOkSW7ZsYfXq1fj7+2Oz2Xj22Wfx8PAgPj6eoKAg5syZ4yrvcDjaWc45OTnU1tYSFBREdHR0u/jchoYGzpw5w7lz59DpdC7/aVvHXGtrK9suf0CadReK6OzNNgoPxgXNYvmA1a51dsXBj0/9iatNpdi7iBQRCDwUPVMuxvDwspVduh5qa2vZsGEDUkoGDhxIdXU1paWlNDQ0EBoa2s4SDw8P7+RS2bRpE1FRUe1C8tyPvXnzZoQQhIaGcv78eaZOnUpSUhLHjx/n/Pnz2Gw2Vq9e7bKaO2K323nuuecIDAzEaDRSXFzMM888g5+fH19++SXHjh1DCMGvfvWra3YfSCk5dOgQBw4cQAjB7NmzmTBhgmu7xWIhJyeHr85msjfjCk0ODwID/Jk1YQj3TB7Onj1fcubMGYQQDBkyhKqqKqqqqjCbzbS2trZzodS16thxOJOKmiZCA31YOHUo/maFd999l1WrVpGfn8/OnTtRFAVPT0+E0Ys6Ijhw8qrauepQCPDxYGi0ngB9LQMHJjFkyBCSk5N7dXPdbvTHwJmoYQHyyfXT+1T2dyM+uy0HznwrBbupqYkXXvwvzCYTTz31C5577jmmTZvG9Olff5ktLS3s3r2brKwsFEXhrrvuYubMmV1aKYcPH+b8+fN8//vfx2g08srrzzNmQhwHDxzC33Mgo0emukL1ysvL8ff3byfMaWlpeHp6ukLJzp07x9mzZ2loaGD48OGMGDHCJeBXr151LdXV1URHR2NKUsjzP0mtowKd1KsuklY9KwauYmzQjE6i1GBr4od7f0+duRUHCoozLMFTb8LH4MkfRvyImtwyduzYwZQpU7j77rtdx8jKymLLli3cfffdTJ48uZP12haW2LZUVFTg6+vbTsSllGzfvp1nnnmmSwtVURQOHjxIeno6U6dO5dKlS9TX13PPPfdgNBp5//330el0JCQkMGnSpC7zp7zxxhvU19fz/e9/nxdffJGhQ4dy7733sm3bNk6fPo2Ukp/97GfXnVLV4XCwfft2Tp48iaenJykpKdTW1lJQUEixNYhTec3odTosNvWhaNQLkAp3xzpYPn8SXl5efPnll4wZM4bp06djNBppbGwkPz/f5Qevr68nNjbW1YkZGRmJTqfjxIkTZGRksHr1aioqKli/fj21TQ72XgSbQyI7vPabTQZGDYri4bkJXMrOJj8/n7i4OFJSUhg8eDDe3t7XdQ1uJv0j2IFy9Ycz+lT2P0d+ogm2O7dCsBWlmdrGtyip+D/0hmb0eh12mw/nvhrK0kVvYvLwRUrJhQsX2LFjB56enlgsFu69917i4+O7Pa6Ukk2bNmGRZYQNP02zIR2p6NTkBQLq8pKJ91pFfGwKERERnayburo6Xn31Vby8vGhoaCAlJYXhw4fj6+tLQUEBBQUF5OfnY7FYiI2NdS2RkZHt3gjWb32fwEg/RqaM5r2X1/P4Y4+3m+G9jVOnTpGens60lfPYWXaUswVZBJn9eWDIfMYGpjhHPqo+/o8//hiz2czixYs5duwYmZmZ3HfffcTExPTxmivtXCptg4RaW1sJCQkhMTHRJeQhISHtzqegoICPP/6YhIQEEhMT+fLLL/H29sZsNvPAAw9w6tQpjh49SlBQEJMnTyYpKQkhBM3Nzbzwwgv4+Pjwox/9iE8//ZRz587xgx/8gD379nEh+xI+nmYe/e53rys9rZSSoqIisrOzuXjxoivM0tfXF5tfCtuOdT2sHMBk1LNkjC9+HjaWLl3abecpqIZFm3i7C3hsbCyXL18mODiYRYsW0dTczPJ/WEtja/cDlsweBh5ZMo7V903CYrFw6dIlLl68SE5ODhEREa5Oy2udIKOp2ULGuau0tNqICPVjxODobyTPSX8IduSwQLnqg5l9KvuHUZs1wXbnZgu2Q6mjoHwpVls+QrT3+SqKEbPHQPzM77Bj+wHKy8txOBwkJSVxzz33dBJYh8NBeXl5O59zXUsOSXO/QG+0Izp2Aip6bC1eTAh9m+gIdaCM3W4nJyeHs2fPkpubS3h4OMXFxaSmplJbW6t2EHp4tBPo3sK33nnnHZdw7dixA5PJxMyZ7X+gjY2NvPzyyzz66KMu187OnTvx9fVl0qRJna+bw8HOnTvJyMggMjKS7373uzecI1pKSXp6OhkZGYwYMcIl5m0+f3drPCAggD179lBUVMSyZcvYvXs3JSUlrn4EIQTnz5/n8OHDAEyaNIn8/HyMRiMXLlzgsccew2g08ocX/8pVv2BONzSjSNUKHRISxE9mT2PGwIRe22yz2bh8+TJZWVlcunQJT09PBg0axODBg4mOjqa+vp53121g3bGGXgdnDAjx4qM/PXnNHYLuAn7lyhUqKyuJiIhA5xPNui+6H87ehq+XiW1/+wEGt4x/drudy5cvk5mZSVZWFgEBAS7x7ulh1tJq5S9v7mXnwUwMetU4kYC3pwc/enQ686Z1Hxp7PfSXYD/2wew+lX121KbbUrC/Nb0QpVU/wmbPQ4jOIW06nQ2LNYfTVx7CYlmF1Wpl8eLFDBkyBLvd7hLmtr9t00615cQeMWIEOeITmu12uhz1oHNg9Gph36UfMyDrl9TX13PhwgX8/Pzw9/cnPDyc0tJSPD09OX36NPPmzWPBggX4+fld0znW1dW5LKSRI0eyceNGZsxo7xLZsWMHY8aMaeeHN5vNruiJjmRlZXH+/HnuuususrOzOXjwILNnz76hDqy2qdEOHTrkmogB2o/0LC0t5dy5c5SVleHt7Y2XlxfvvvsuJpOJ6dOnU1hYyEsvvcQ999zDyJEjGTFiBLm5uezZs4fS0lJmzJhBSkoK586dw2/gILbqvLDVNzndBer1uFBZzY8//pyHx47ml7OndmpnQ0MD2dnZZGdnk5eXR1RUFIMHD+5yxh9/f3+aDOFA79EnFfVWrpbWEh91bbMGeXt7M3ToUNc4gUuXLrFx40aycpVexRrA7nBwLqeE0SlfD8wyGAwMGjSIQYMGoSgK+fn5ZGZm8u677+Lh4cGQIUNISUlpFy5osdj44b9+SF5hFVabA3fzp6XVxrNrd1FT18zKJbeX3mkjHe8QbPYCWiyHoYf4Y6GzERF1haIrdUycOJGcnBwOHjxIRUUFQUFBLn/z6NGjCQ8PbxfWVdV6EktJJT0OURN2fCKKOPTxDnSKH1JKzGYz4eHhxMbGuvJMbNq0icLCQkaP7ltWsTaklO0Eu83fWVRU5Bo5mZ2dTUlJCcuWLWu3r8lkoqampt06u93Ozp07yc3N5eGHHyYqKoqZM2fy2Wef8frrr3Pfffd16W7pK3q9ntTUVI4fP+6KRe9upGd1dTVlZWVcuXKFjIwM9u3bh8FgICAggM2bN+Pv78/MmTNJTFRza0yfPp3y8nJycnKwCx2b0s9hVSRdDbtssdl5P+MrRkVHMG/wQMrKysjOziYrK4vq6moGDhzI8OHDWb58OZ6enl1e96NHj3Lo0CGOXJYosvc5IhWHnZdef4+4IL3rGG2LoigoitLus/v/7mXbqKyupy+3ss1mY92HH1E+aZhrIJD7wKe2foGEhAQWLFhAcXExmZmZrnDBNst7T1oR+UXVWG1dpzdotdj527qDTJuQTGTY7TUH6e08wW5f6JNgCyHuAf4C6IHXpJT/3WF7LPA2EOAs809Sym393NbrprFlh/oD7+XhKhXw9vuK4uJIQkNDmTx5MsHBwRgMBtcNIqV0iVvbjVNg3YJDtvR0aGcFesbNCOTyKT98fHy4//77O3V6LVmyhFdeeYVz58654nn7QlNTEyaTyRXzLYRgxIgRnDlzhgEDBmCxWNi6dSvLly/vFBduMpmwWr+2k6qqqvjoo48IDg7mySefdLXRy8uLlStXcuLECd58803mzJnD6NE9z9HYE2PHjuXFF19kzpw53bpZ2uLcQ0JCGDBgAFlZWYwdO5b09HRSUlIwGAycP3/eNfLUYDAQFhZGdHQ0ycnJPPf5TixY6enLb7HZ+cPW3WTu2IoQgsGDBzNnzhyio6NduUAKCgra5QSpq6ujuLi4XXig0dC3zjupSJoaG6nG0U5822bcATqJcts292vdtt3TqKAaC718D0IQEuBNWloaPj4+rtwvbefQNpK1TcR9fHwICwsjMTERu91OYWEh27fvYP3+Bmz2nuuSEjZuP8k/PtY3n/HNQEqwKf0j2H3QxMeB/wGKnKtelFK+dqP19irYQgg98FdgLlAIpAshPpNSXnAr9mtgg5TyZSHEUGAbEH+jjesvbLZqJNZeQ+Z1egW9vsXll+54k3T32X9IJj596IMzGvUMHpLI7NR72blzJ6+99hoPPvhgO0u1LT77vffec6Xe7Avu1nUbI0eO5LXXXmP+/Pl8+eWXJCYmkpDQ2V9rMplcLpEzZ86wc+dOZs6cydixYzuJsRCCcePGERcXx6ZNm8jNzWXx4sXXFW3h7e1NSkoKGRkZTJ3a2SXRkbYRjjNmzCAxMZGPP/6Y5ORkVq1aRVVVFa+++qorRWtNTQ2ZmZlkSx32PjxQylst2AJMmBUHZ8+eJSMjA7vdjsFgcOXbBlwTI7SJpcFgwGw2Y7PZCDJZKBHmXmfmVhAEmBwoiuKavWbw4MHExcXh6elJVVUVRUVFFBYWUlFRQWNjo8vCNplM+Pv7ExQURHh4OIGBgYwqquW599PVeSp7wKhTaK0vIyDAn5aWFurr69Hr9UgpcTgc1NfX09TUREVFhev37W7p2+12miwCRek9JNBmd3D05JXbS7DpnzjsPmoiwHop5T/ccIVu9MXCHg/kSCkvOxv7IbAMcG+cBNocrv5AcX828lqR0orDehyp1CF0oVy6VEVQmMEtx3XXKIqB8PChpI7+DhEREV1ajm0jEAsLC11LfYUHXlF6dPruZ/MGEOjxMkSj1+tZuHAhJ0+e5M0332TZsmXtBoK0idLGjRtZvXp1n/zFXQl2YGAgQUFBHD9+nMzMTH74wx92ua/JZKKlpYVPP/2UgoKCdh2S3REWFsaaNWvYvXs3a9euZcWKFX2OHHFnwoQJfPDBB0yaNKnXqcHcRzjGxsby9NNPs3XrVl555RWCgoKYMGECgwcPZvv27Xh5ebFkyRLe/mAzNHQxKUUHcdMJSYPFgp+3F0FBQfj7+xMYGIi/v7/rDeT48eMUFBRgNpsZO3YsTU1NXLhwwWWhjkmO4FKdhZYe/Ml6nWDK6ER++uhksrOzyczMpKSkhKtXr7YrJ4Rw5ddOSEggNjaW0NDQLn8Lo0bBp4fyyM6v6NZHa9ALUhNN6PVWampqSE5OZvr06Rw4cICKigpmz57NwIEDsdvt2Gy2bpecvDKO55zBofQerODoIjviraafRjr2RRO/Efoi2NFAgdv/hcCEDmV+C+wSQvwj4A3MoQuEEE8CT4J6w/U3UjqwNDyPtenVr9cpCokhCvW9iCmoP+raqpEcP7wRm83GwIEDiY2NxWAwUFZWRmFhIcXFxfj6+rp8rXFxcWRmm4AzvR7falGQjQngfPu/6667CA0N5aOPPiI1NZWpU6e6HhKpqank5eWxc+dOFi3qPFlvR+rq6rrspBw2bBj79u1j8eLFXfpgQc1rUVhYiJ+fH08++WSXw667wmg0snDhQrKysli/fj3jxo1j6tSp1xT9EBERQWBgIJmZmb26gEpLS9v59s1mMytWrGDv3r0cOnSImJgYYmNjefLJJzlx4gRvvfUWZqNv+4NIEPbOqcoVg+CuYcPQWVppaGigsLCQzMxMmpub0el0KIqCwWBQOxebmlxRKWazmWnTpjFx4kTMZjOjvrrMr174HIu1s2gLAUa9xFh7lldfvYAQApvNhslkIjw8HB8fH1pbWykvL8dqtaIoCjk5OVRVVVFRUeHq6wgICOhkTLzw6wd5/FdvUFbVjL0LnRwQpGfa2EQGDBjAzp07uXz5Mjk5Odx9993cdddd7N27l7S0NObPn99uQFJjY6Mr7r+goICS0gocSu+/DyEEgxLCey13M1FzifRZsEOEEO5hbK9IKV9xfu6LJgLcJ4SYBmQDP5VSFnRR5pror07Hh4C3pJR/EkJMBN4VQgyXUrb76ThP+BVQw/r6qW7nsRVaap7CbjkIbv5kIcDbE2wOHS2Kgq6bvBtCeOLr9V2GDR2Hv18kubm5ZGZmugZZBAQEkJSUxLx584iIiCA3N5dDhw5RV1fH5MmT8fBfSWHTZhyytesGKh4UnxrBG/lvMXLkSGbMmIGXlxcxMTGsWbOGDRs2UFZWxrJly/Dw8EAI4fJnnz9/vteh311Z2KDecDabjeTk5C6umeTUqVPs3r0bs9nM8uXLr8sfPXjwYCIjI/nkk0+4cuUK99577zXF806YMIEjR470KtglJSUsWLCg0zlkZ2czf/58zp49S15eHsuXL2f8+PEMGzaM5k2fUNDUjF0KkKBz9jt3PEudQ/BxUR2vfW8FHgY92dnZ7Nq1i+bmZsxmM1JKWlpaqKurA3BlLbRYLBw7dozDhw9jNpvVpFVxCieuSpqt6u8PQJEQ4uVg2iBPkuKHEhUV5RoJ2tWDtLq62iWqly9fJjs7mytXrtDS0oJeryc2NpYBAwYQGxur5nbxMvGrJxfyzB82Oi9M++OV1sH7u3N5ZJ7gmWeeYd++fZw6dYpjx46Rnp7OpEmT8PT05P333ycoKAg/Pz9KSkpoaWlxPQjbxFy/djc79l9A6cHKNnkYeHDx7RUlwrW5RCpvMKxvC/CBlNIihHgKtY9v1g0cD+ibYBcB7u+6A/jakd7GauAeACnlUSGEGQgB+jYDaj9gb/kMu+VQO7F2x1+nJs23SiNgdd1IUgqk4kFleRIbvjARHPQ50dHRDB06lHnz5hEcHIzFYnHdNG+//TYOhwOj0UhqairTpk1zdkqOoaQsH7s5DaGX4Bz2rcMDBKSEPMOoyTPYVLqJq1ev8uKLLzJ16lTGjx+Pn58fjz/+OFu3buX111/nwQcfJDAwELPZzP3338/7779PZGRkj7mi6+vrO7kkKisrOXXqFLGxsWRlZbVLMtXWCVlWVsbKlSvZtGnTDWV58/Pz45FHHuHIkSO8+uqrLFq0iCFDhvRp38GDB7Nz506Kioq6nfW97cHT8UGQlpaGt7c348ePJzU1lf3797N27VqWLFnCoEGDeGLBPD5a+x5CkQhnR1lXZ6lIydnCUn753iYGVF6lqanJ1TnbJpI+Pj6MGDGCkJAQ6urqqKiooKKiAofD4RJrh8OBr76VGfESC1402/UIAYFmB9JmxW5xUFxcTENDAyUlJe06+dyXoKAggoKCSE1NxeFwUFRURG5uLrm5uZSXl1NZWUlDQwMnTpxQUwKERfL+gVq680K0WuyU1hrYffwKev1+VzjkJ598QnV1NQcPHkRK6XKPlZWVMWrUKDWtgtBTXdOE0aBO37b6O5PZf/wSTc2WLq+mycPAuJGxDE3u2a12K1D6xyXSqyZKKavc/n0N+GN/VNwXwU4HkoUQCc5GPQh8t0OZq8Bs4C0hxBDADFT0RwP7iqXxJWg3u0t7hBAE6AS1rUkU1bbgH1AKQGtzAg7rA0SFzucXP4/u0h1gNBqxWq0UFRURFBTEsGHDXDkj0tPTGThwIBEREXx1KIFHVj9FpdxCreUsoCPMczLx/t/B0xABAfD000+zZcsW7HY7WVlZpKenM3fuXFJSUli6dClpaWm8/vrrrFixgsTERKKiopg+fTofffRRj/7sjha2lJItW7Ywbdo0vLy8OH36tEuwS0pK2LhxI/Hx8axZswYpZbdx2NeCTqdjypQpJCQksGnTJnJyclzDyXvbb/z48Rw/fpwVK1Z0Waa0tJTIyMh2D5WGhgYOHDjAqlWrEEKg1+uZNWsWSUlJbN68mfSTp3g5pwjQuSzOnm7XVrudLy4Xcq+uCYOzoBACb29vdDodzc3NZGZmYjabEULQ2trqysAXGRnZbsCPn59fpwdg23V2nwqtvr6e6upqrl692m69yWTqUsinTJmC0WikpqaG4uJi6uvrMZvN5JZZe7R4AVqtdrJK9ESfPceFCxdoaWkhODiY+Ph4rl69iqIoBAYGUltby4gRIygurWHNM89TXKlDr9Orswz5e/HA0ruYPkxwNMtMq1WhpVV9bWkb4Dh+5AD+42dLb7s0r2qUyPVNMt2BXjVRCBEppWybFmgpkNkfFfcq2FJKuxDiH4CdqCEsb0gpzwsh/h04IaX8DPg58KoQ4qeot8bj8iYOoZTSgmLP7rWcTgd+HkV8tHc1ixYtYtu2bfziF7/otrzNZuPUqVMcOXKEoKAgFixYQEJCguuHOGvWLNfgii+//BKbzcbOz06RnDyTlEFPERYW1ulH6+npyQMPPMDJkyfZs2cPI0eOZO/evRw/fpz58+czYcIEwsLC2LRpk2uy33HjxpGXl8euXbtcaUk70lGwMzIyUBSFcePG4XA42LZtGw0NDWRmZrJ/v2phuU+I0DYLeX+k44yOjuapp55i27ZtvPLKK9x33329dmKOGTOG559/3iWAHekqperu3bsZO3Zsp3jwuLg4JkyYwO+/OEg1RhzI7qbX7IQASjEQIxx4enq6pvBqampCSomHhwfBwcGuSSVCQkIwmUztQvDaYuLd/3fHYDAQGBhIYGBgl9vb3C9NTU3t5oisrq52rWtqaqKlpcU1YfD5/CZsvYWJAI3NFvxCommtL2fs2LHMnz/f9fDZuXMnZ86cwdvbm5LyRj78vBiHIpBSweacM7S8soG1bx8gKtyTj//2JGcuFrPnaBaNTa1cvZzJfQtTqa8pxWjsF2HsV/pr4EwfNfEZIcRSwA5UA4/fcMX00YftjKne1mHdv7l9vgBM7o8GXRfSjjqNSl/uyq9n4267Kby8vNoJa2trKydOnOD48eNER0dz//33txvM4Y6vry82m43Q0FAeeeQR8vPzyc7O5sMPP3SlzBw0aBAJCQntYqTHjh1LbGwsGzduJCQkhNjYWNatW0dSUhKzZ89mzZo1fPjhh67JfpcuXcorr7zimk3FHZvNRmtrKz4+aqLrhoYG9u7dy2OPPeYKSUtKSuL9999HCMGqVavahQsKIVyhfd11TF4rJpOJe++9l9OnT/Pu/2fvzcOiOtP878+phaLYRBCQTTZRBAHFfUelXeO+RTuKJmq2Tk9f77zzXjPz+73z/qZnemZ6Zq7p6VZYWagAACAASURBVJ5OOjGdxcQYd41RwBU1iEYU2RREEdn3vai96rx/YJ0GWVVUNHyu1GVx6qTOU9v3POd+7vt7f/01s2fPZvLkyd3OutRqteSB/Wg5PbTNsMPCwqS/CwsLKS4u7pT5YrFYSEpKIr+wkGK5PRbLXxab+/JTbWsj1banTRTlcjkymUzKW7b5uzxKVznS7e/3x7/t79uEVqfToTeqadOOnpEJUFZehZ2oIT09ndLSUmbOnMmIESNYsWIFU6ZM4cCBAxxMKMZs6frkbbaIVNUa+XLfFXZumc3EqAAAdu9uYFSIH0lJOZLB1ECjn0IifdHEvwP+rl8O1o5Xo9JRcEAQnBHFhl531Rs9cXZ2prCwEFEU+cMf/oAgCNJCi1arpaqqCj8/P1avXk1gYGCPl3b19fVcunSJt956C6VSyciRIxk5ciSiKFJbW0t+fj6pqakcPnyYgIAARo0aRWhoKEOGDMHDw4MdO3Zw5swZrl69ysqVKyksLORPf/oTU6ZMYfPmzSQmJkrNfm3x7OHDh3eIZzc3N3e4BE9ISGDixIl4enoCUFpayoMHDwD41a9+1WVYpb8F20Z0dDT+/v4cPnyY+/fvs3z58m7d4SZPnszu3buZNWtWpzFWVFRIQm67Yli4cGGHEFZraysHDx5EpVIRFjsf5cnzGNoJdh9KS1DIZEyMCCdi2BDMZnOnm8lk6vW+xWJBoVCgUChQKpW93n+cfbu7/w//k8ilGwW9fh5mq4ho1iIoBCwWCxUVFRw5cgSLxYKjoyO+vr4MGTYKkVv0NAEyGM0cOZnO1o3TsVO2fVb+/v6UlZURGxvLuXPn2LZt24AKizxmlsiA5JUQbEEQUDpuw6j5EOghFis4UFm3mHHjxjF79myKi4vZtm0ber2elJQU8vPzGTZsGEFBQbS2tnLo0CHMZrO0AGTLa7bdnJyc+P7775k5c2anAhebn7OtYlKn01FQUMDdu3c5f/48Li4u0ux74cKFBAcHc/ToUSZNmsT27ds5f/48u3btYt68eTQ3N/Ppp5+ybt06Zs+ezaFDh3jzzTdRKBS0mlsoariLo3tb4Upubi41NTWsWbNGKpu+fPkyS5YsITExkaampi6LcdoXz/Q3bm5uvPnmmyQnJ/PJJ5+wcuVKqYy8PR4eHgwfPpycnJwO6Xu2KyHbSerq1auSSZGNyspK9u3bR2RkJPPmzeO77FzJNhZAlLel8/WGXCYwckhb3qVarX5s4VUqlcjl8ucuVGsXjSftVrEUT+6O8JE+7HxzlmQiVVxcjNlsRq1Wo1Qq2xoM37ZiNPUuDUajkUNHz7FhTRxyuRx/f39SU1OJjY3l8uXL3L17l1GjRmE0mJHJhQ6mUy+Kl72BwSsh2AAqp620Nn6BTGZE3mXqnhKZPJCsXC9mz24LbyiVSpKSkigqKmL8+PF88MEHneKner2e+vp66VZSUkJmZib19fVSjq5KpUKj0XQQcxcXlw7xYNsl/9ixY7FarZI954kTJ2hpaZEKGbKzsyksLGT16tU0NTVx6tQpRFFk6tSp7N+/n9jYWIYMGcLBi1/RHFhIsfYuglWGZayZ/75zB12amk3LdmA0Gjl27BharZYdO3bg6upKSUkJ2dnZxMbGdn7/nqFgQ5t3SFxcHMHBwRw7dkwS1keLZaZMmcL58+eJjo6WRK+yslLqh9jc3Mzly5fZvn279PitW7dISEhg8eLFUmqgt4szYvtFuIeeTz05FKiVCn4VN5NF08b398t/5kyMGIH/8KHcL6ntsrUYgFwG4wMUeHt74+/vz8yZMxFFkQcPHnDkyBHphGPtorFFd6TfzKKmIo8lS5bg5+dHeXk5oigybdosPvzjScpKEmlq0iKKEBTswcZN04idG/5MLFh7QxQFzC+5YL8y9qq1tbXs3fNfrFiYgJNDCwqFCUF42BbIqsBOHYNqyC7+/T/+xBtvvMG1a9ekYo2FCxc+tmVoY2Mju3btYtmyZYiiKAl6Q0ODtDhkm5E/OjN3dXXtIOZNTU3k5+dz9+5dioqKcHBwoLW1lbi4OCZOnMitW7c4e/YsHh4e1NfXYx9u5L77NZB30fPPqiBGPY+ShFYiIiKYP3++JIplZWUcPnyYDz74oNMM8JtvvmHy5Mld5mv3N62trRw/fhyNRsOaNWs6hHdEUeTDDz9k2bJlUgz0ypUrNDY2snjxYg4ePMiwYcOYO3cuoiiSnJxMVlYWr7/+urQomZ+fT0JiIp83mTEI7X6gIgiWh/+2G49MELBTyNk4KYq/WTh7QF3GPw5NLTp+8c8HKKtu6jDTlsvaMnH+bkccLZW5NDc3s27dug6L1BqNht27dxMZGUnqzRYSz9+mN2lQKgQ2Lg+gvroQs9mMh4cHer2e+fMW80+/TqKuthnLI9pvb69kfEwg//jrNcgVfRfP/rBXHRrmKcZ+tq5P+x6b+dGgveqzQhRFDh06RLPGgQMnNvFm/DgaGr6hsaEQX78JfJcoZ8vWfyErOwdBEDh48CDTpk2TGpY+rliLosiJEyeYNm1at7nGJpNJEu/6+nqqq6slB7iWlhbJD6K9mC9YsABHR0dKSkq4efMmSUlJnDt3jqioKJYsWUJ5eTnFjfcod7/dpVgDWGVmrmvPsnjRNuaMWdDhMR8fn04OfjZUKhV6fTdFP/2Mo6Mjr7/+OmlpaXz22WcsWLCA6OhooC2UZEvxCwgIwGy1Ul5eTnBwMAUFBVRUVLBy5UoMBgNHjhzBYDCwY8cOKXXx7NmzaDQa1Go10aKZmzI1JpvwCG2hkbZgJggi2CnkxIWFsG3GBMb6Dry84cdhiLOaL/91M6k3C9mXcIOyqkZUdgomhHkhthSwcGYEgjCWK1eu8Omnn7Jq1SpCQkKAtkKgLVu2sHv3bkL8Q7FTKrqs1myPyk6gtakcQRAYPnw4VVVVGI0m/vf/OoymRewk1gB6vYn0G4V8+eUl3toe+wzehe4ZjGEPEFJTU6mtrUWhULBhw+u4e44gI1tOeno68fHxWDnGrl270Gq1eHl5sWXLFhQKBbW1teh0fXDZe4SMjAy0Wm2Xhv82lEolnp6e0sJfe8xmM42NjR1CLQUFBdTX19PU1CQVTkRFRUlhjMLCQjQaDfIpLZ3rqh9FbuWuKo05dKwKtDn4ZWdndynYzzIk8ig2YQ4ICODQoUMUFBSwdOlSVCoVPqEj+bfUi/zzn/9Ai9EIIky06gisrGPHosU0Nzezb98+AgMDWbhwIWlpaVy6dAm9Xi+59fn4+OBWU0OUXzBfpGWAIMPyMB4iCKBWKRnv78OfNixH9Qo1p5XLZMyaEMKsCSHSNlEU2b17N9nZ2URHRzN9+nR8fHw4fPiwZCcgCALOzs6SaPv7OFFU1oKpGwtVO6WcJXMDcFG3UlpaSn19fVtz4xaBlmYzVmv3wmgwmDl6+DqbN8/ETvV83/tBwX6OWM2lGFt3YzYkg2hGphyL3rqe8+cvIpPJWLZsmeRRotVqEUWRAwcOYDKZsLOzIzg4uEP3aLVa/diC3dzczNmzZ9m8eXOvZkXdoVAoJMvQR7FYLDQ1NUlCrlKpKCoqorq6GlEU0TuX0hdL3wJNDlbRgkzoOMbIyEg+//xzFixY0GH8z1uwbXh5ebFz505OnTrFJ598wri4eXxwJZlWOxlmm+WrAGk1lWTIBZQFebgdz2f27Nk0Nzfz29/+FrPZjEwmIyoqSspj//DDD1mxYgUXL17kHydH8m3GLWoU9sgVSkZ5DuPNaROYEuD30oY/HgdBEJgzZw4nT54kMjISmUxGYGAgO3fu5ODBg5SWlrJq1SrUajUuLi7Ex8dj+vMXmM2OVNXqOoVXRES2rJ/Mlg1tjScsFguVlZUUFRXx9e4fsVq7L2D7y5jgZkYRU6aE9LpvfzHYwOA5YtB8iqH532m7sGn7IVstDxDNiSyZ54tO/DURERFYLG32mDk5OVitVqKjo5k6dSq/+93vKCkp6dBo93EFWxRFTp48ycSJE3stBHlS5HK5FCJpT11dHYcOHeKBom+GYKLVykeffIRa6YBKpepwk8vlJCQk4Ofnh729veRGZzKZ0Gg0qFQqFArFcxMzpVLJa6+9RmZODq8nJ6Hr5rAmRA7cv8O6YUNJSmrzOFer1cydO5eYmBjJ4vXq1atSvN9oNDJE10p8WFCnxg0/JQIDA3F0dCQnJ0eqeHV2diY+Pp4zZ86wa9cu1q9fj7e3Ny4uLrz11la+/PJLXGeOJjOvhYLCKoxGA6GBLsydHoheWyLlgsvlcnx9ffH19eXMqUry7+T1Oh4RaGl+/Kvbp6W/8rBfFC+FYBu1RzE0/yedU/asKBVWgkeUoXQ4yrVrDlJVopubG6Io4uPjg1KpZPTo0eTk5HSY1arVaurr6/s8jpycHBobG1m/fn3/vLDHwN3dnfj4eP4lOxWjqgu70EdQylWsW7Ueo9GIwWBAr9djMBgwGAx4eHhQVFSExWKRttXV1WEwGMjNzcVgMEjey7abTdh72tb+b9v9x6mcLFAKCEoFmLuPnZoFgcTmet7x9GThwoWd8uQNBgMpKSmsWbOGQ4cOMW3aNDIyMti5c2efx/EqIggCsbGxnDx5krFjx0qfi1wuZ9GiRfj5+bFnzx7i4uIYP348Q4YMIT4+nt27d/P6a9Pw9p7GyZMn0elaWbZ0Hp9++im3bt3qZNjl6eXycLG/l/EAQ4c+327togjmfmpg8KIY8IItilYMzb8Buj8by+UmjNrjlJeNkaoSP/nkE1QqFSZT2+VcVw1F1Wp1nxfaNBoNp06dYtOmTU8cCnkSRFGktLSUjIwMcnNzGRoZRI13HlZZD57LKJjkNh8vr67tLaOjo/mf//kflixZIhWeZGRkSE53gCTm7YX+0b91Oh2NjY3dPm4wGFAoFH0W/j/fvvmwL2bP6FRKlm7ciL9LZ0fA1NRUQkJCuH79OuHh4Vy5coU33nijz5axrzJdzbJtjB07Fi8vLw4cOEBpaSmLFy/G1dWV+Ph4vvzyS8aNGydZvra0tLBs2TL2799PSEhIh2KrRYuiOHb0OmZTz+sscrmMceOefyXkYEjkGWMxpiGKvc8o5XIZi+brsHdpW0zT6XS4uLhIgm1roVVUVERgYCDQ5mXc15BIYmIi48aN6+AV/CxpbGwkKyuLzMxMBEEgOjqat99+G5WTgv+880s05ma67SFpFZg17LVun9vR0ZERI0aQl5cn/XAfjWHL5XIcHByeqkO6KIqYTKZOQv6oqDc1NWEwGKht7b2BLYBSLqdRr+sk2BqNhrS0NOLi4khJSUGtVjNr1iy8vb2f+DW8SnQ3y7bh4eHB9u3bOX78OJ9//jnr16/vINparZYxY8ZQWFhITEwM4eHhnD59ukOoKSjYk9BQT+7kVXbrHGhvr+Tnm2c8Vlpff/AqxLAH/PWB1VJKj81tHyJgwmq5L/2t0+lQqVSYH87YysrKGD16NBkZGdI+fY1h3759m6qqqi4LTvoTg8FARkYGu3fvZteuXbS0tLB69Wref/99Zs2axZAhQ7CXO/JOyD/jrHDFTtaxLZedoMJe5oDvnclcSrqCtYeOH7ZsERvPYtFREATs7OxwdnbGw8MDPz8/QkJCiIiIICYmhmnTphEbG8uiRYtYsWIFQR59M7w3WSy4qzufSC5dukR4eDgXL17E19cXR0dHpkzpylf+p0v7WXZX2FrU2drL3b17l6FDh7Jlyxbpt1RUVAS0mZ8VFhZy//79Ds/xm3/ZgINjmzC3RxDati1YGMnadZOfwavrHVEU+nQbqAz4GbYgONDX84ogtFUpWiwWzGazFBKxPszltRkoGQwGVCpVnwRbq9WSmJjI+vXr+9Sq63GxWq08ePCAzMxM7ty5Q2BgoFTA0t3xhqm8+X/CPiSn6SqptYk0GurQNxnxM0awcepOVKPU7N+/nyNHjrBq1aouQzijR4/m5MmTtLa24ujo+MKyRGwhn/T0dJzvF2PnoMDYywl65FB3fJw7dtdpaGggJyeHsLAwKUb/9ttv/ySyQB6H3mbZtn2mTp2Kj48Phw4dIiYmhjlz5qBSqbh//z4Wi0Xyzl6yZAknTpzg3XfflczNhrg68tpyLwx6F5LP3aelxYJSqWB8TBAbXp9KZNTjt5LrLwYXHZ8xCtV0EHv2RwBAcECpbmulpdPpJB8Is9lMVVUVrq6uuLm5ERgYyO3btxk/fnyfBDspKYmIiIgn6lfYE7W1tWRkZJCdnY2DgwPR0dFS4UxfUMrsGD90NuOHzgbaZueJiYl89fke1qxZw8aNGzl48CAHDhxg3bp1ncTfzs5OWoidMmXKcxdsnU5HZmYm6enpWCwWYmJi+I+577D46LdUa1uxdrNqpVYo+L+nzOy0PTk5mdGjR5Ofn48gCKxcubLP7+VPjZ5i2e2xtVs7dOgQZWVlODg4sHDhQvbv309qaiozZsxg1KhRZGdnc+HCBX72s5+1O8YI7t27x/qNgVRXVzN37txeOwo9a0Tx5Y9hD/iQiCAbgkK9HOi+U7NVFNC0Kmloaiurtgm2UqnEZDJRUlIiFYqMGzdOCovY2dlJs/GuuHPnDqWlpcyfP79fXotWqyUtLY0///nP7N69G6vVyqZNm3j77beZOnXqUwmMSqVi5cqVzJo1i6+//pobN25IQv3tt99Ksfz2tA+LPA/Bbu9b8fvf/57y8nKWLFnCL37xC2bMmMFQlyHsX/k6bvZqHm15IBME7BUK/nrKTOYGdDSOqqyspKCggJKSEpydnYmKipIq+AbpjC0v+9KlSz2GzaCtAnLz5s14eHhIXdVDQ0P54YcfyMpq62O6aNEiMjMzqaiokP4/Hx8famtrUalUKJXKAXKlI2Cxyvp0G6gM+Bk2gHrIr2k15WA136dzap8cmcyJ2tZ/4tTR3cyZM0fqk6dUKjEYDNTX10u+FKGhoXz//ffU1dXh7u6Ovb19By9pG3q9npMnT7J69epeO6b0hMVi4d69e2RmZnL//n1CQ0OJjY0lODi4X5oFPEpUVBR+fn6Snelrr73GuXPn2LNnD5s2bUKl+suJz2bEVFdXh7Oz8zMrTW9tbSUjI4ObN28ik8mIiYlh0aJFXS5oBgxx5Zu5i/nn40e47+pEjVaLaDGzeGQYO8dPYmwXce5z587h4+NDU1MTMpmMefOeunXeK09QUFCfZtnQtgC9YMECqSl0WFgY/v7+nDlzRqqejYuL4/vvv2f79u3IZDLMZjOiKKLRaAZUhs5Ajk/3hZdCsAWZI47DjmHQfISx9UvAhNUKVosBwW4JQ4b9PVHevvj61XHkyBGsVisODg5t9qOtrZSUlDBjRlt/BblcTmRkJJmZmcybN08Kizwq2KdOnWL06NFSRsnjIIoilZWVZGRkSLnf0dHRLF++XCrueJbY7EzPnz/Pp59+yooVK8jLy+Orr77ijTfekNKwZDIZERERZGdnM2fOHCwWCxaLpV/SFkVR5P79+6Snp1NQUMCYMWNYsWIFfn69VxdmXkvj/ckzmDp1KgC/+93v2DpphtShpT0PHjygqqoKk8mEIAhs3779uaZdvqzYZtkJCQndxrIfxcvLi7CwMDIzM2lubmbr1q3s27dPymLKzs7m6tWrTJ8+nfv376NWq6mtrcXd3X1AzLBfBS+RgTv3fwRBpsbe5a9xHn4TR4+T2A05wK5vNnPr3kZkirbGre7u7rz55pu4uLhQXFxMXV0dWq0WrVbbIQ97/PjxZGZmYrVau4xj37t3j8LCwrYGpI9BS0sLly9f5uOPP+bAgQPY29vz1ltvsW3btg6VeM8DuVzOz372M1asWMF3332HSqXC39+f3bt309r6lzTJqKioDmERo60c/Amx9Vn8wx/+wNmzZwkMDORXv/oVK1aswN/fv9cfbm1tLUVFRcTExEjb3N3dqaur67SvKIqcOXNG8qBetGhRj42KB+lI+1l2X1Cr1cjlcqkI6dixYyxfvpxTp06Rm5vL0qVLSUlJoaamhvz8fAICAmhubn4mi/VPhNgWx+7LbaAyQN7JviMICuSKEBycwF59nuzsbGbO/MsilFwuJyAgAKVSSW5uLjKZrFPzVi8vLxwdHSksLOwk2AaDgRMnTrBs2bIO4YPuMJlM5OXlkZWVRWlpKWFhYSxZsoQRI0YMiFlFSEgIb7/9Nt999x1arZYRI0bwxRdfsGXLFlxcXKS88vLy8ifuOmO1Wrl37x7p6ekUFRURHh7OunXrOr3vfSE1NZVJkyZ1uIy2CfbIkSM77JuXl0dLSwsWi4WRI0f2emk/SEced5bt4OCAVqtFpVIRHh6O2Wzmu+++Y9asWSQkJLB06VJmzJjBkSNH8PDwwMfHh7t37yKTyQbEbwEGs0ReKEFBQeTk5HRq3KrT6fD09GTkyJEkJSVRWVlJWVkZvr6+0j7R0dFkZl5jmGcJRnMrRpMcO+VIzp49S1BQUI+LVqIoUlJSIlUf+vr6Eh0dzfr1658q3v2scHR0ZOPGjfz444/88MMPBAcH8+WXX7JlyxZcXV2JiIzg5O0zlI9o5GjFKcaJY4l2HYNM6PkH3NjYyM2bN8nIyMDZ2ZmYmBhWr179xDHL5uZmcnNz+eCDDzpsHzZsGLW1tR22Wa1Wzpw5g06nw8HBodvmxIP0zOPEstVqtXSlExgYyP3799mwYQOHDh1i1KhRnDx5kqVLl9LU1ERISIgUZnxRnvuPIj5cdHyZeakFOzAwkMLCQvLz85kwYYK03Vbl6ODggEwmY8KECXz77bdMnjy5bTYuGPAPPo6z5x5kMjmCIKO4+t8Qrb7UNsSwYe2/dXm8hoYGMjMzycrKQqFQEB0dzbvvvouLi0uX+w8kbLm1AQEBHD58GAcHBz7//HMmrp3GHnUCrTItVgeRwoYqzjddQSVX8cvQrUS5dvT7tlgs5Ofnk56eTllZGWPHjmXTpk3dlsE/DlevXiU6OrrTYqS7uzt37tzpsC0jIwOdTocgCGzYsKFPV0ODdOZxZtkODg7S1WhQUBDnzp1j9erVUuqfq6srJ06cwGQyUVBQgAJn7t4wkXf5PqludSxc0cK8pdGoHV7cZzVAzh1PzEst2P7+/hgMBvLy8joJtk2s9Xo906dPZ9KkSRw7doyC+7nMWXAIq7UApdIEtKW7iSIg3GPanBJM1vnYswxoC5HcunWLzMxMamtrGTt2LGvXrn2iy/2BgLe3Nzt37iQpKYkHlPNh0ddY5WKHb4LeakBvNfDbvD/xt2HvEekaRn19Penp6WRmZuLm5kZMTEy/XlHodDpu3rzJO++80+mxR2PYJpOJ06dPYzabiY2NfW52Aa8qQUFBODg4cOvWLSIjI7vdr3340NXVFYVCQV1dHcOGDWPz5s2cP3+e2tpaTCYzJdkqLuxPaStPF/XUlOspLjjFp/91ir//9w1MnjXqOb26jgxmibxAhg4dikwmo7i4WKpehL/kYTc3NyOXy1Gr1ajVajZv3kzmrV9iMOahUHRtzC4IBqrq/4rKcl+ysx6Qn59PUFAQ06ZNIzQ09JXIQLCzs+O1Za9x5OqFbgtUAIxWE7/L/TNz7kZSXVVNdHQ08fHxXfp4Py1paWmEhYV1aFsF0GzUc6zyHt+66Ej4fhcjnIcSY7DDYDTi4+0tZf8M8uTYqh8TEhKIiIjodpZti2HbCAoKorCwkGHDhiGTyYiLi6OiooJT++9RX9GM9ZGfmF7XNjn6zd/s518/jid83Ihn9pq6om1BcVCwXxiCIBAQEEB9fT13796VKqlsgv3gwYNHVqjNOA89i1XsucmoyWzmQeEf8PN7r9t84ZedzMZcLDIrvfVb1Vp0uEV58fOxP39mq/0mk4lr164RHx/fYXtq5QN2XDyECOjsBWqa67jXXMclq8gQPwXHVq58Ka9yBiJ9mWU/KtgBAQHcu3ePSZMmAW3rCgV3ymiqlmHtqj/YQwx6E7v+K4n//ur5W94OpvW9YPz9/bG3t+8Q47QJdnV1dYfZgsGUh9iHjtAKhZmx0XVMnjz5lRRrgPuaIgyW3lP4RBloHA2SJ8uz4ObNm/j7+3dIvcxtqGb7hYNozSZ05o5VmmaZQKNKxs4rx7E8ozH91LDNsi9evNjt52yzI7YtIgYGBvLgwQPp76KiIqofCFgtvQeK79+ppLKsof9eQB8ZTOt7wfj7+5Oenk5lZSVmsxmFQiEJdlVVVccZmGhCQOiD9x+I4vM3Qnqu9HFmKlqt3ExPp/hIXgfTLNvN3t6+w9/dbetudm6xWEhNTWXt2rUdtv9X1iX0lu69sS2IFGkauFRxn7m+I7vdb5C+09ssWy6Xo1AoMBgM2Nvb4+rqilKppLa2Fg8PD27fvo1Zb4fF0ocGG0o55SX1DPftXAz1rBARsA5mibxYvL29aWpqwtPTkwcPHhAUFITZbMZsNqPVajvMsBWKEYhiXwpD5Ngpu+6G/qoQ6hSInUyJwdrz+6FSqNi66A3Ch4RitVqlxgWP3vR6Pc3NzVRVVXXYZrsvCEKXwq7RaBAEgcrKSpqamlCr1ViUci6WF/R6YtWaTXyelzYo2P1EX2LZtrCIrQjMlqnl7u5OXl4erkNdKab3mbMo8twb8EJfjJoHNi+9YMvl8rYO2W5u5OXlMXz4cNRqNWVlZfj4+FBaWirtq5APQ62agdaQTE8fnSDY4er01nMY/YvBZDJRn1mF1WrpyVMLAGelI2Nc2gRRJpNJYvs42BoZPCriWq2W5ORkAgICqKiokB4r0WtAbe1TwK5Y0/hYYxmkZ3qbZdsE21ZRGhgYSH5+vlSMNm/JOPJzyqUFxu6wWkVCxzzn7J7BRceBgZ+fH0ajkdzcXCZPnoxaraa0tBR/f38pxmYLjQxz/V8UVaYiCN0ZHalQq2Zib/fqVc2Jokh2djbnzp3Dz8+PX07bxv+UfoWxm1m2UlDwQei2p17YszUysLOz65AFkp+fj7OzM2vXru1wjFJNE3tO7MLUQ0jEv/q/XwAAIABJREFUhr184BUqvczY8rJttsKPzrIfrQwODAzk9OnTODk5ER4ejscwpy6dIdujtFOwaFUMKvsX8Nm95FPsPgV0BEFYJAjCHUEQ7gmC8Lfd7LNeEITbgiDcEgRhb/8Os2dGjBhBXV0darWakpISSbD9/PyQy+Ud7FMryx344exywBmTsf0XRo7Vakd9TSjebp88z+E/F0pKSvjss8/48ccfWbNmDevWrWOq3wTecluLnUGBvUyFXJAjF+SoZCpcZS6MzvEmQPFsZkGiKJKSksKMGTM6nRB8HV0YZt+71ay9XMHywPBnMr6fMsHBwajVam7dutXpsUczRYYMGYKdnR05OTlUV1eTdCqBd//+Z8gVXZ/klXYK/AOHsfWDx/Pp6S9e+Y4zgiDIgQ+BnwGlQJogCMdFUbzdbp9Q4O+AGaIoNgiC4PmsBtwV/v7+HD58mEmTJlFQUIC9vT3FxcX4+fmhVCoxm80olUpqamo4ePAgq1Z9QFP1RrJvf0jcQgERHXaKUTir3+BC4kVUQh7jxo17ni/hmdHY2MjZs2cpKSlh3rx5REVFSQJptVrJP3+Lv52xE9kIFfdbiwEY6RRImHMIZ5rP8N133/H666/3e/pccXExGo2G8PDOgisIAu9GTOOfbpztceER4PWRr8bnNJDoaZatVqs7CDa0WR80NTWhVCp59913kclkpFy+QM19NRVFzciVMpQKJaIosmj1BOLfn4+9+vlbroqA1Tpwxbgv9CUkMhm4J4rifQBBEPYBK4Db7fbZAXwoimIDgCiK1f090J5Qq9W4uLjg4eFBZmYmPj4+ODk5SRarJpMJs9nM3r17iYuLIyQkhI8+OoWTUxy+Hls6PNeKFa58/fXXhISEdPAnedkwGAykpKRw48YNJk+ezPLlyzt5fKSnp2Nvb8/YsWMRBIGIIR2rz+bPn88XX3zB1atXmTZtWr+O7/Lly0yfPr3bIo3FHkF8obVSYi/DIHZOM7OXK/j9jBW427+aaZcvmvaz7Pax7Pbl6SaTibNnz1JZWYmTk5PUjDchIQFXDyXrNs3lTNJFhg31Y/r0qYwc442d6gWGsERgAM+e+0JfQiK+QEm7v0sfbmvPKGCUIAiXBUG4KgjCoq6eSBCEnYIgXBcE4XpNTc2Tjbgb/P390ev1mEwmtFqt1GFGqVSi1WrZu3cv48ePZ9y4cRgMBmpqarpsqjt8+HAmTpzIiRMnBoxpzeNgtVpJT0/nj3/8I83NzbzzzjvExsZ2EmudTseFCxdYtGhRt7NnuVzOmjVrSElJoaysrN/GWFVVRUVFRbdXMRqNhj1ff83/CZvF30+IY7iDM2q5EielHXYyOdO8RrA3bhML/F9MefNPge660thm2CUlJXz88cdotVrUajVGoxFRFCkqKiIvLw+TyURNTQ1uHk5ETwoifNyIFyvWD+mvPOzewsSCIKgEQdj/8PEfBUEI7I/x99eiowIIBWIBP+CSIAiRoih2WMIXRXEXsAtg4sSJ/aqGI0aMoKCgADc3NxobG4mOjgbaRCchIQEfHx9mzZoFtHXXVqlUjBjRdWns7Nmz2bVrF9nZ2S+VZWdhYSGnTp3Czs6O119/vYM74aMkJyczZswYhg8f3uNzDh06lKVLl3L48GF27tzZL57ely9fZsqUKV3mZmu1Wr766iuio6OZMX06M4DNo2K431KPzmzCS+2Mh3qwV+PzoKtZtkql4sGDB9y5c4clS5bg4uJCRUUFSqWSsrIyjh8/TmxsLBcuXODBgwfI5XJcXV1f8CtpRz+oTl/CxMBbQIMoiiMFQXgd+C2w4WmP3RfBLgPad6D1e7itPaXAj6IomoBCQRDyaRPwtKcdYF+wWJvwHH4eherPqOwN6PVyXF20mM0BtLa2Ym9vz9KlS6WZZFZWFmFhYd0+n1wuZ8WKFezdu5fg4OBO3WgGGnV1dZw5c4aqqiri4uIIDw/vMeZcVVXFrVu3eP/99/v0/OHh4RQWFvL99993yuh4XBoaGrh3716Xdqh6vZ49e/YwatQo6eQKbbO9EBf3Jz7mIE/Go7HsiooKzp8/j9ls5r333sPR0ZEzZ84QHh5Oa2ur1KrNzc0NFxcX6urqcHBw6LJT0Iuh3xYU+xImXgH8n4f3DwF/FARBEJ/ysr0vIZE0IFQQhCBBEOyA14Hjj+xzjLbZNYIgDKMtRHL/aQbWVwzGHMoqpmCy/BEn5waUSi3Ozi1YxM8oLp+Mm3sRs2fPlmKltbW1aDSaLsMh7fHx8WH8+PGcPHlywIZGdDodSUlJfPbZZ/j5+fH+++8TERHRo6CKokhSUhKxsbGPVXa/cOFC6urquHHjxlONOTU1tcvuO0ajkb179+Ln58f8+fMHPUIGCMHBwahUKg4cOMC3337LpEmTcHZ2xtHREVEUyc3NJTw8HBcXF0pKSli0aBENDQ1SI5GmpqaBN8Puyw2G2cK3D2/tjU/6EiaW9hFF0Qw0AU896+hVsB8e7BfAKSAXOCCK4i1BEH4tCMLyh7udAuoEQbgNJAN/I4pi555O/YzFUktVzRqsYhOiqHvkUQMymZ7Y+SdAKJe2Jicn4+Li0qcv0Zw5c6irq+syvelFYrFYuHbtGh9++CEmk4n33nuPmTNn9smc6fbt2+h0ug52tH1BoVCwbt06kpOTqaqqeqJxazQacnJypF6NNsxmM/v27cPd3Z3FixcPivUAoqqqCo1GQ2FhITt37iQyMlLKEqmsrATa7G+zsrKQyWQ4ODjQ0NCAwWDAx8dHWvgfEIggWoU+3YBaURQntrvtetHDhz7mYYuimCCK4ihRFENEUfzNw23/IIri8Yf3RVEU/y9RFMNFUYwURXHfsxy0jZbWr3stNZfJzCB8w8Nxcvfu3Q79AntCoVCwYsUKkpKSOvRBfFHYxv/xxx9z584dNm/ezLJly/ocsjGZTJw5c4ZFixY9Ucd2d3d3Fi5cyMGDB5+o9+OPP/5IREREh/FaLBYOHDiAo6Mjy5YtGxTrAYLFYuHixYt8/fXXzJkzB09PT4qLi6XCGVEUuX37NuHh4fzwww94enpiJ1Nz6mAKNy/mU1lUh6ur68CaXQMg9PHWI30JE0v7CIKgAIYATz2JHSCnviejpfVrRLqrWGxDJrMi2J1GFEXy8/Mxm82PlaJma/+VkJDAunXrnnbIT0x1dTWnT5+msbGRBQsWEBoa+tjidvnyZfz8/J6oE7yNqKgoCgsLSUhIYOXKlX3+/wwGAzdu3GD79u3SNqvVypEjR5DJZKxcufKJTiKD9D/V1dUcO3YMBwcH3n77bVxcXHBxceG7wyfJOFdGTlIL/zt/FzpZLRt2LOTMqTMYC4eQfvEBKXYlWCwWrGaR8mvHmLQi8EW/nI70T3RTChPTJsyvA5se2ec4EA9cAdYC5582fg0vuWBbLfV93NOISFte8vDhwx+75+DcuXP5+OOPpRnF86S1tZXk5GRyc3OZNWsWkyZNeqImCo2NjVy7do233377qce0ePFiPv30UzIyMvpcYHT9+nVCQkIkDwpRFDl+/Dh6vZ6NGze+Eo0hXnasViupqalcuXKFefPmERMTgyAIiKLI1ZMFnPu0BJmsDLPJQnrZXWQKgV+n7EchEzHrKrFarFjMf0kBLMmrobKwnpnTZzFmYtALfGXt6AfBFkXRLAiCLUwsBz63hYmB6w8jD58BXwuCcA+op03Un5qXWrAFwaGPNqgCFrOcsrIyVq9e/djHsYVGDhw4QGBg4HPxyDabzfz4449cvnyZyMhIfvGLXzy26VJ7Tp8+zZQpUzp1dHkS7OzsWLduHbt378bPz6/XDjRms5mrV6/y85//HGgT64SEBBoaGnjjjTcGTozzJ0xtbS3Hjh1DqVSyY8eODqGMQ7uSOfhJMlaL2KExgdXcpn5Gs9itEJoMFn791i72pP8GufwFX0H1Y+GMKIoJQMIj2/6h3X090O+X5C/1Naijwwp6OudYRNBbBWqbhnIq+f9FrhCJiIh4omP5+/szduxYEhMTn3C0fcMWG/zoo48oLi7mzTffZPHixU8l1oWFhVRUVDB9+vR+G6enpyfz5s3j4MGDvZr9ZGZmMnz4cIYPH44oipw5c4by8nI2bdo0ILvM/5SwWq1cuXKFzz//nKioKLZs2dJBrLUaPd/8/gyGntz3BAF6OOkadCaun7/d7ePPk5e9gcFLLdguTjsQhM4/eIsIraIMLTJMyFC5NOITsp/FG3aTfPnvpdXtx2XevHmUl5eTl5f3tEPvkoqKCnbv3s3Fixd57bXX2Lhx41P3T7RarSQmJrJgwYJ+F8eYmBg8PT05depUj8dPTU2Vei9evHiRgoIC3njjjcFO5y+Y+vp6du/eTV5eHtu3b2fy5Mmd1kUunczs+1pJN/vpWg1cTx4Ygo1V6NttgPJSX4sqlcG4D/1v6hr+6mFoRMQqglY6Dwm2/1Datc0Qhvnv59LVMlob5jJp0iTGjBnT5/ipUqlk+fLlHDp0iICAgKea9banpaWF8+fPc+/ePWJjYxk/fny/LcClpaXh5OTUY6HQkyIIAq+99hqffPIJt27d6vLqJTc3FwcHBwICAkhNTSUnJ4etW7f223s3yOMjiiJpaWlcuHCBWbNmMWXKlG6/b0X5leh1fcwIEoRup6dGfc9XYc8LYQDPnvvCSy3YAE4Oy1EqAmhq/j2tujPoRLHHrBxBZiR8QipCyy+4nnaDU6dOMWHCBCZMmNAns6eAgADCw8NJSkpi1apVTzV2k8lEamoqP/74IzExMbz//vv9UvptQ6vVcunSJeLj459ZupxKpWLt2rV88803DPEcSobpDhdr0tBbDHjZuyNk6Fg1fQnXr18nLS2Nbdu2DfjK0VeZxsZGjh8/jtFo5M033+z1Cq4/PKtVajtCIv2e+nmemr8Uxby0vPSCDaCyi8Zz2OecOfslHiP/Abm8l8asgoCXXxbx4duprq4mLS2Njz76iJCQECZNmsSIESN6FLj58+fz8ccfk5+fz6hRj29A9GgjgR07djyT8t3z588zduxYPD2frdutj48PI2aO5Fe5/4pCqZDajpXqKpH7yyht+Jag6y7s2PIWLi4uz3Qsg3SNKIqkp6dz/vx5pk2b1qNTIjzsgF5QQLO1ApkCrL33koBumveKVpF5qyc94cj7E+Gld+t7JQTbhtFagMUi71WwRVFHq/Eqw9iOp6cnS5cuZf78+WRmZvL9998jl8uZNGkSUVFRXaYA2tnZsXz5co4cOcK77777WJf3JSUlnDp1ClEUWbNmTbcGVE9LRUUFeXl5ffYLeRoKW0s5ykUsciuWR7rXWORWqix1KKcrGeL69Bkqgzw+zc3NHD9+HK1WS3x8fI8n8NraWjIyMsjKysLFxYWw8SNIcSmkpb6neofuV+pUajs2/OJnOA0ZIDa4gzPsgYNe92h5evc0NjZib6nCw8MDmUyGvb09U6ZMYfLkyRQWFpKWlsb58+eJiopi0qRJuLt3tAEIDAxk9OjRnLv4NWETC6nTJmIV9Sjl7gx33oyX0waU8qEdjnf27FmKi4uZP39+h0YC/Y3NL2Tu3LnPJVa8t+h7jNbuY5SiDGpMDWQ05hIz9MmydAZ5fERRJDMzkzNnzjB58mRmzpzZ5XqNwWAgJyeHjIwMGhsbCQwMJDAwkKKiIu7du8eaX05i37//iEFn7KTLMrmAvVqFuVWPTGmHXtt2wpYr22bva9+dz+t/tfCZv9Y+08vF90DnlRLsqgoXQqJ6/0TMJgX38xw5l/8Ner0eHx8ffH19pVtQUBDBwcE0NTVx/fp1vvjiC4YPH86kSZMIDQ2VLiXHz2ihoO4/qdaIILTlpxotFZQ2/YHy5l2M9dqHXAzotZFAf5OTk4PRaGT8+PHP9DgAGrOWzMa8XicuequBE+XJg4L9nNBoNHz//fc0Njbyxhtv4O3t3eFxURR58OABGRkZ3LlzBy8vL9RqNQ0NDVRXVxMeHs6sWbPw8PAAYNr0qXz8j8fISSvETqVAFEX0OgNT48by7v+3EicXey5+l07C/gtYrSIuXkqWxc9l6syJL+Lld80r0MDglRFsURSpqxGoqxqOp28FPZ1KZTLwGbaZ+opCrFarZMCemZlJQkJbLrxNvAMDA5k8eTL379/nhx9+IDExsU24x4oUN/8auaJzcM8q6rGKejLK1vPjdxsIDAjjnXfeeS7xW6PRyNmzZ1mzZs1zKfWuMzSikCn61DC3Ul/7zMfzU0cURXJycjh16hQxMTGsX7++w6y6sbGRjIwMMjPb0vUcHR2Ry+UYjUZGjhzJggULulyIHDHSi3/5+m1qKhopyq9EkAlcvn6OFatjGTa8LdS1cOM0ZMM0qNVqcnJyGBH8nLui94HBLJEBglarRaVSkfXjbBasOYFV1NBVwMpiVlB6dylmrYbt27dTV1dHdnY2WVlZKBQKJk+eTGBgIBqNhrKyMn744QcqKipwdnbG19eXESNGUFRURKPiT7h66btLPW07llXH4tWuhI14umySxyElJYWAgIBnFht/FHu5HRarpfcdAZXs+ffx+ynR2trKyZMnqampYePGjVIDC5PJRG5uLjdv3pS+y3q9nqFDhzJ69GjCw8Mly4De8PB2xcO7rbBGY60kLy+PgIAA6XGr1YogCDQ2Ng4gH+x2DAr2wKC5uRlnZ2fq602EeH1Pce3btOoKEGRW5HIBUGEyWhD073D3lgK1upJLly4xZ84c5s6dS2xsLKWlpWRlZbF//37c3d2JjIxkxowZ2NvbU1NTQ1lZGWVlZbTqahnhUdGjWAPIFSb0ihPAu8/jLaC+vp7r16/zzjvvPPNj2bIIbmbcBDcr9JKNqJIpmeUxgC6PXyIK71VxZN9VcjLbLJgjxwWw6vUpBIX8ZfHw9u3bJCQkEBUVxerVq5HL5ZSUlJCens7t27dRqVQYDAY8PDwIDw8nPDz8qZ30wsLC2LdvHwsWLJDWYywWi9RSrD9TVAdp45UR7JaWFpycnGhoaMBeOZL6ot9w7ca3eHiXM3/+bFTKUE5+V0PoyDCmTDFx48YNbty4wdChQ6UFQH9/f/z9/Vm0aBEFBQVkZWVx7tw5AgMDiYyMJDIykpiYGPSmEjIqPsHayYO7MybrM7cFlzh9+jTTpk17pqGX6upqMjIyyM7OZsiQIURHR/NzLzf2lp2U0vm6RiDOq/9K438KiKLIH/8zkdMnMjCbrVgsbUJYUd7A+dPZLF4Rw7Z3ZpOYmEh5eTkbNmzA1dWV1NRUbty4gV6vx2q14uHhQVRUFGPGjOkXLxkbtmyT6upqvLy8gLYTucFgYOjQoQPSKncwJDJAsAm2jevXr+PkEE1t2Ug8h3wAwKyZJRw+fJgPPvgArVbL3bt3SUpKwsXFpYPlqFwuZ9SoUYwaNQqDwUBubi7p6emcOHGCsLAwIiIDEeV9SUwFhez5pLIVFBRQXV3N2rVr+/25tVot2dnZZGZmotFoiIqKIj4+Xop1WkUrua2F3Gy83aVo28mU/PXoN3FRDhbMPA67d13g9MlMDIaO3zWrRcRoMZP43Q1u3brJ0tVRzJw5k8TERKm5hIeHB9OnT2fMmDHP7AQuCAJhYWHk5eVJgm2xWNDr9QPQB5u2cMgALjvvC6+MYDc3N+Pk5IQgCOh0Ourq6oiJiaGgoEDax9/fHzc3NzIzM5k/fz5arZaKigoOHjzItm3bulxsUalUjBs3jnHjxtHS0kJ2djaJJy8RMnUorp7VPY7JYlZg1MzA4mV5pvahFouFpKQkFi5c2G/OdxaLhbt375KZmUlhYSGjRo1i/vz5BAUFdVrMlAky/ibsLU6UnOebe8ex2oEMAVEGY1xC+HnAckY5B/bLuH4q6LRGDu+90kms22M0WCi8Y+V6WjqC7Abu7u7ExcURGRn53KpJw8LCSEpKYs6cOUDbDNtkMg1MwYbBGPZAoaWlBQ8PDwRBICUlBZVKhVKp7PTFmT17NsePH2fcuHG89tprHDp0CJlMxjfffMP27dtxdOy6I7coipSXl5ObmwuAo2UzovUPCLLu848VChX3Modz9ewfmTNnDlFRUc8kc+PatWsMGTLkiaou2yOKIpWVlWRmZpKdnc2wYcOIjo5mxYoVvcYjZYIMv1o3VtVMR+6uQmYvZ/7Eubja9V7uP0hnfkjORZD1ZTYoMsw1jK07lnb73X2W+Pv709zcTGNjI66urlgsFrRa7XNb9H5cBkMiA4SWlhaCg4MRBIGsrCxGjx4tfYnaExgYiLOzM9nZ2URHR7N69Wr27t2L1Wpl7969bN26tYOrndVqJScnh8uXLyMIAjNnziQ8PByNRkPCpauMGJsGmDp+E0QFFosMbfG7bNq4g+LiYpKTk0lJSWHOnDlERET0m3C3traSkpLCtm3bnjhmqNFopJCHXq8nOjqat956q8+ZAzYyMzOZNm0ad+/eZfiQ4YNi/RRUVzai78nS9CGiVcDN1fuFiDWATCZj1KhR5OXlMXXqVKxWK1qtdmBmiMDgDHug0NLSIn1pbV3Rz507x/DhwzvtO3v2bJKSkoiMjEShULBhwwa++uorTCYTR48eZd26dVgsFm7evElqaiouLi7ExcUxcuRIBEFAq9WyZ88eoqPfYezwvyKv9D8wKa63PbnVDk31JG796I9R10xrw1GWL19OfHw8hYWFJCcn88MPPzBnzhzCw8OfemHm3LlzREVFPbYNq9lsJj8/n8zMTIqKiggLC2PhwoUEBgY+0Zjq6+upra0lNDSUnJycwQyBp8Te3g6lUo7J1FvKpEhu3i1SUgR8fX3x8fF57ra1YWFhXL16lalTp0oz7MGQyLPhlRNsk8mEk5MTQ4cO7XKGDRAcHIxKpSI3N5eIiAhUKhWbNm3iiy++oKKigi+//JL6+nq8vb1ZtWpVh8s7o9HI3r17CQ0NlTyea+5sYejQX2IwaAEFC+fOZc44PTdv3uTcuXPk5eUxduxYoqKi2LZtG/fv35eEOzY2ltGjRz+RSJaXl3P37t0++4XYwjoZGRncunULLy8voqOjWbNmzVNXX2ZmZhIZGYlcLkev1w8K9lMyddYovtyV3Ot+crmceQvGodE0kpycTGVlJa6urpJ4+/r64uXl9UzXUIKDgzl69CharRaz2Uxra+uAFGxBHAyJDAjMZjN6vR4HBwcsFgtRUVEA3Qq2IAjMnj2bc+fOdZjlhoSEkJaWhkajYerUqcyfP7/Tcfbv34+npydxcXHS9uLiYqKjo6mqqqK0tBRoy0GdNm0aoaGhfP7555K/h06nY+zYsSxbtoympiaSk5O5dOkSc+fOlWbw3aEx1WK0tuKgGIpK5kxiYiLz5s3rVRybm5vJysoiMzMTi8VCdHQ0O3fu7Lcflc2zYsOGDUCbN8Vgc4Knw9VNxVB3BdUV5m47oMgVMiKi/YmdN1XaZrFYqK6ulmoGrl+/TkNDA15eXh0sGNzc3Pot7U6pVBIcHMzVi9cpz6/HqAWZbID26BzMEnnxaDQanJycKCtr6zQ/a9YsTCYTBoOh29Xy0NBQLly4QHp6OtXV1WRlZREREcGmTZs4evQo169fZ8SIEYSGhgJtseyjR4+iUql47bXXpC+7TqejsbERb29vdDodLS0tHY4zbNgwNm7cyL59+9i0aRMKhYLs7Gy+/fZb7O3tiYyMxN7enjNnzkjCHRQU1OHHdK/5Atdqv6LJVI4MORbMuFiCMDsGdNsE12QykZeXR2ZmJmVlZYwZM4Zly5bh7+/f7/mxRUVF2NvbS+GnwRn203H37l2OHz/O6jfC+fLDDIx6EYulo2orlXKGujvxd79e02G7XC7H29sbb29vJk5sK1QyGAxUVFRQVlbGnTt3OH/+PAaDocMs3NfX94kzS9Iv5nLqv7OoKr6IIGsz7nsj6W9Z+/7PWPXO/OdikdBXBmfYA4CWlhacnZ25cuUKgiBIlYlDhgzpVpzq6upQqVScPHmSqVOn8t5770kNDDZt2sSePXs4fPgwW7duxcvLi5MnT6LT6di0aVOHL2BJSQm+vr7I5XJcXFxobm7udCx/f3+WL1/Ovn372Lp1K3FxccyfP5+ioiKys7PJzc3F09MTd3d3Tpw4gYuLC7GxsQQGBpJS9RE5jScwi232lraIZoOQj3zcA+61TCPUJRZom+mWlJSQmZnJ7du38fX1JTo6mg0bNjzT3okZGRlER0dL7/WgYD8ZZrOZs2fPkpuby+rVq0lPT2fDm6NorhlC4vGbUvxVEGDxyhg2bZ2Fs0vvbowqlUpy4LOh0WgoLy+nrKyMtLQ0jh07hkql6iDi3t7evV4pnf42lQ//dl+njjKNtS18/e8nuJ1WwP/6bOfAEe1BwX7x2MrS8/PzpVhsd+GQ8vJyUlJSKCoqYvLkyWg0GoKCgjp0m/H19WXt2rUcPHiQPXv2EBERQWVlJVu2bOmU51xUVCTFuJ2dnbsUbIDRo0ej0Wj45ptvePPNN3FycpJ+RIsXL+bu3btkZ2ej1WpRq9UcOnSIoaE6jKNTsdC5M7wggBUj5yp+i4PJl4JbFZKhz7hx43j33Xefm9lUXl5ehxDRYEjk8ampqeHw4cO4ubnxzjvvkJaWRkNDA/Hx8SiVSt58bz7VlU0AeHm7olQ+XcjByclJKg6DtpN9Q0ODFEo5d+4cVVVVUjzcdvP09JTi4dWl9V2KtQ2DzsiNC7mc/jaVRT+f+VTj7RcGY9gvDqO5khrNbuo0+zE5NRI0UYncJYjq4ilAm2DbynBtVpIpKSnU1tYybdo0Vq5ciZ2dHe7u7ly6dKlT/DgkJIRly5Zx9OhRbty4wfvvv9+lCBUXFzNv3jwA1Go1FosFo9HY5SLehAkTaGlpYe/evcTHx0vPp1AoGDNmDGPGjEGn03H79m2ysrJo8vgORRdi3R6zxcSBK//GKGE1q1atwtfX97mWBN++fZuAgADpctpisWA2m5+5heyrgiiK3Lhxg/PnzxMXF8fMz7ZqAAAgAElEQVT48ePJy8vjxo0bbN++XboysrNT4DfCvZdne3IEQcDNzQ03NzciIyOBzvHwa9eu0djYiJeXF76+vmScLJJ8Q7rDoDVy4A+nWLhpxsAoVR8U7OePxpDGveotiKIJESOCAAqlmcAxeQSMzqdRO5PGRnB1dSUvL4+UlBT0ej0zZswgKiqqw4p5eHg4Fy5coLCwkODg4A7HMZlM2NnZYTabOX78OJs3b+5waWcymaiqqsLPr61fnSAIUlikuzS7OXPm0NLSwsGDB9m4cWOn1Xu1Ws3/z96bh0V5puu+v68GiqGYQZBJJhUEQQUZHMBE4xSMs8Ypg2Onu3N1us9Z5/Tea+9z9llr732yeq/VvVd2JzFGY5yiOOA8x1lBDSqgCDLLIPMMRY3ft/9ASktGExMlyX1d31VQ9VL11kfV8z3v/d7P/URFRTF67Ci+zPum/8+XTMQppI03g98c+Al8gcjMzGT8+Cftn7qy61fiy/mKQ6PRcOTIEZqbm839Fauqqjh27BgrVqwYUI/RHxP98eG3zz/AqO/fqbGusonG2hZchrz8jkPCrw0MfloYTDUU1LyDKLV3e0wmE0EmUlz/e6pq36W2yhq1Ws2kSZMICQnpkUeTyWRMnjyZy5cvWwTs3Nxczp07x+rVq8nOziY1NZUjR44wd+5cczCqqKhgyJAhFvxwFy3i6uqK0WhEp9N1O3x9fSkvL2fz5s0EBQWh0+nQ6/WW46RmmCQhDGDla5L6zsJ/LDQ1NVFTU2NRYfkrfz0wFBUVcejQIcLDw1m0aBEKhYK2tjb27NnD7Nmz8fJ69bykwZIP/1x5DOjfAE0ul2HQDsx751f0jUEXsGtbtyFJfVeAmUxaHIdeYHjgPxMbG9tvtjd69GguXbpk5qPz8/M5fPgwSUlJaLVavL298fHx4d69e7S3t+Pj44NOp6OkpAS9Xs+uXbvMgbaxsZE9e/ZgMpmQyWSoVCpUKhVWVlbmn1UqFT4+PuTn51NWVmbWgj99KKxkHKg7h4m+HPA6YSd/vqKZF4XMzEzCwsIseH2dTvdrwO4DJpOJCxcukJWVxdy5cwkKCgI6Nxz37t1LZGQkYWGDoyuPl7879ZVN/Y4TRQkn91ek6vWXQIkIgjAT+HdADmyWJOnjXsYtBPYD4yVJSn9hs3wKdW3JSP0EMZlMYqh/AVatnZ0vns1wu2WzOh0dHR1s27YN6OQVbWxsuHjxokXAVavVFBYWIpfL8fX1xWAwMGLECPz9/c3j0tPTsbW1JTExsd9iBY1Gw9atWxFFkcjISIvHRFHEpmg4repshL422E0K6m47kd6QzpgxY16Y+VN/6NJeP+sOqNVqf91w7AX19fUcOHAAe3t7NmzYYK7MlSSJ48ePo1armTJlysud5HNgwW+mUpBVSkd77ys8mVxg8lvjUNm8Ansav4RNR0EQ5MCnwBtAOfCdIAhHJEm6/8w4e+APwI0fY6JdMEnNAxonCCLZ2bexUtpbZK7Ozs7dslmVSoVCoWDLli2YTCbeeustQkNDu7+2ycT27dspKCggLi6Oy5cvM2nSJGxtn3SEHjJkCLW1tQOqLLO1tWXFihVs3boVtVpNeHg4ADk5ORw+fBjJxgHH6VaIvVygJBHslE5Mid7AjbR0Ll26RExMDNHR0T96893S0lIUCkW3XoG/UiLdIUkSGRkZfPvttyQmJjJ+/HiLVV9aWhpVVVU/yA/mZWD8G6MZ6u9OaV4lxl5K6FXWViz/0+yfeGZ94OcesIEYoECSpCIAQRD2AHOB+8+M+2fgX4B/eKEzfAZyQY1xQJytwKhRYwkKDBrQ5k1LSwuiKOLg4NBjsIbOTZiVK1fy5ZdfsnPnThwcHCyCNXRy2E9buvYHJycnli9fzvbt25EkiWvXrlFdXU1YWBjz5s2jRp/D0fL/gCSJZi02gCAqETvktN0ax9BVPixbNpyamhpSU1P55JNPGDNmDHFxcS/UsP5pPKu97sKvkj5LaLVajh07Rm1tLe+++67Z9L8L+fn5pKWlsXbt2kGnrJHLZXyc8hH/uPQTirLLMBmeREMbOxVypZz/uudDvAKG9PEsPzEGecAeiJrdGyh76vfyx/eZIQjCOMBXkqTjL3BuPcLFbhECfX+wRVGg/tEI8vPy+eyzz/j88885ffo0BQUFGAzd+e8uM6f4+Hg6Ojp49OhRr8+tVCpZvXo1CoWClpYWNBqNxeMODg7dqh37g5ubG15eXqSkpKDT6fjd735n3ojysh3Ne0F7iHdfg0o/BKXJCVf5SAwZo5lm9xfa6yV27tyJwWBgyJAhzJs3z9wibOPGjRw6dIiamr59u58XXdrrLguAp/Frhv0EDx8+ZOPGjdja2rJ27dpuwbq2tpZDhw6xZMmSH+3C+mPD3smO1f8yi5jlwwiM8mDE2GGMTQjh939Zxq7Mjxk51v9lT9EMgU6VyECOVxU/mPAUBEEG/BV4bwBj1wPrge/tlzvE/j3q2rb36q8AgKQgLzOc1xNGsWDBAiorK81dz/ft24e3tzeBgYEEBQXh4uLCN998w4gRI5g8eTJKpZIrV66YfTF6grW1Nb6+vjx8+JDNmzfz29/+1swd91bt2Bu6OrVLkkR0dDQPHjzoxkOr5GoiXRZSckWBr68v48LG8eXFL7FSWDN+/HgyMzPZu3cvb7/9NnK5HEdHR2bMmEFCQgLp6els374db29vJkyYgJ+f3w9edufm5uLj49PjyuVXDrtz/+HSpUvcvn2bOXPm9OhTrtFo2L17N9OnT8fX1/clzPLFQJIkUlNT8RrhyvxVsWYN9yuJXwKHDVQAT3+ifB7f1wV7IBy4+DgQeAJHBEF469mNR0mSNgGbAKKjo7/XqbNSeBPotomiuvWIkp4nxdoAMkxGGZqadwnwHcelS5fIzMxk9uzZJCQkkJCQYFZ3FBYWsn//fnOBjYuLCy0tLURFRZlpia62R8+iy/VuxYoV7Ny5k+3bt5v5Rzs7Ozo6NBgMhj7Lwevq6khOTqa+vp6IiAjmzJmDXC7Hzc2NnTt3snr16m50i0ajMd83ZswYMjIyWLBgAWVlZTQ0NHD06FEL2aGNjQ2TJ08mPj6ejIwMjhw5gq2tLRMnTvzeDoHQeZEZN25cj4/pdLqXrh9+mWhsbCQlJQWVSsX69et7PBcmk4l9+/YRGhrabbN5sCEvLw+5XE5tbS3BwcEvezr9Y5AH7IFQIt8BwwVBCBAEwQp4GzjS9aAkSc2SJLlJkuQvSZI/cB3oFqxfJBxsEgnxPIWreimCYA0IiKIcG9kb3E99h5qyUPz9/dmwYQO+vr5s2rSJa9euYTKZUKlUjBw5kpkzZ+Lp6UlgYCATJkygqKiIjRs3smnTJpydnTlx4gR6fc+bfXV1dSiVSoYNG8Z7771HRUUFB1IOUNF+lXOPPiBw6Qn2PZzMoZK3yG3cg0F8QpsYjUb279/Pp59+ilwu58MPP2TevHnmTcrY2FhGjhzJ7t27u9E37e3tZmVBeHg4BQUF6HQ6Fi1ahF6vp6KigrNnz3abr0KhIDo6mt/97nfEx8dz5coVPv30U27fvo3R+Hz62ObmZiorKxk5cmSPj/+SKZG7d++yefNmRo0a1WvhiyRJnDx5Eisrq25ukIMNkiRx9epVgoOD8fDw+NE3ul8IpAEePwCCILgIgnBWEIT8x7c9dnMQBMEkCELG4+NIT2OeRb8ZtiRJRkEQfg+cplPW95UkSdmCIPwTkC5J0oBe6EXDWhnAMJePGebyMR3aVv721094//3VdLQdRt/R6SMil8uZPHkyYWFhHD9+nLt375KUlIS3t7eFmVNXQBNFkaqqKvLy8rhy5Qr/+q//akGfDB06FEEQKC0tZdiwYUCn78jiJYu5+PAfuVRRAzK9WYanMVaT2fA5D5r3MN1nC9kZxZw+fRq5XM6iRYt61dtOmzaNQ4cOsX//fpYuXWou+Hk6w7axsWH48OHcvXuXmJgYFi5cyP79+3nw4AF2dnZmr+6nIZPJGDVqFKGhoZSUlJCamsrFixeJjY0lKipqQIE2MzOTUaNG9Sof/CVuOup0Ok6cOEFFRQUrV67sppx5Gt999x2lpaWsWbPm1TFE+p4oLS1Fo9Gg1+vNrpavOn4iSuTPwDlJkj4WBOHPj3//v3sY1yFJUs92m71gQBy2JEkngBPP3Pf/9DJ2yvNM4EXAxtoelcqatrY2BEHoZvzk4uLCypUruXfvHsnJydjb2yNJEu+9955F4JHJZHh5eeHl5YVMJqOmpobIyEgKCws5ePAg7e3tBAYG0tzcbJFhikPScZTVIAndM3KTpKXdWM2+zBWUnIhn3LgoZs+e3eeXVRAE3nrrLXbv3s3x48fNdq5PZ9jQSYucO3eOmJgY/P39iY2NJScnh5s3b2Jra8vYsWN7ff6AgAACAgKoqqoyK0vGjh1LXFxcr5RGl/Z6/vz5vc79l5Zhl5eXk5KSQkBAAOvXr+9T6VFUVMTly5dZs2bNz+KidvXqVeLj40lNTWXJkiUvezoDw08TsOcCUx7/vA24SM8B+7kx6Code4OrqytNTU2Iooher+/W404QBEaPHk1jYyOpqakoFAoKCwsJDQ3tkcuNiYnhk08+4fXXXzdnDy0tLRQWFnLy5Enq6urIyMggMMif1uCvegzWTyAit2vl3d/NYJhrXB/jnkAul7N48WK2bdvGpUuXmDRpEkaj0eKLHhAQQHt7O1VVVXh6ejJp0iTKysrw8PDg/Pnz2Nra9kpddMHT05MFCxbQ1NREWloan332GSEhIUycOLGbH0p5eTmC0NmKqjf8UiodRVHk2rVr3Lhxg9mzZzNq1Kg+x9fX15OSksKiRYte3X6Hz4Hq6mqqqqqYNm0aRqOx1/2eVwrScylA3ARBeJrW3fR4D24g8JAkqfLxz1VAbyfH+vFrGIGPJUk61N8TD+412VN4OmA7OTn1GIQzMjK4ffs2H3zwAUuWLOHixYvs3r2bpqbu5bXW1p0KjCtXrpjvc3BwIDAwEKVSyT/8wz90ttZyrcNo6r98XFCYqDKdf6731NW6LCsri+vXr2Nra2vxvmQyGZGRkWRkZHS+hiAwb948iouLiYuL48iRIzx8+HBAr+Xk5MSsWbP48MMPcXJy4uuvv2bPnj2UlT1RdGZkZDBmzJg+Nyt/CSqR5uZmtm/fTlFREevWres3WGu1Wnbv3s1rr71m4Uk9mHHt2jXi4uIoLi7ut1PSK4WBc9h1kiRFP3VYBGtBEL4VBOFeD8dci5eTpL5Y8WGSJEUDy4H/KQhCUH/T/9kEbDc3N4uA/Sy6zJxWrlyJo6Mjfn5+bNiwAR8fHzZt2kRqamo3q8i4uDhyc3MtAnppaSl+fn7IZDKGDh3KiFF+KJUDKXiQ6DDWPff7UqvVrFy50rwqeBZjxozh7t27mEydahlbW1sWL15Mamoqb7zxBnv37qWqqmrAr9dVVv+HP/yBoKAgUlJS2Lp1K/fv3yc7O7tH7bXOpOds1Q3+091PSQ18yNfVxylsK+vh2Qc/7t+/z6ZNmwgKCmLVqlX96qdFUWT//v0EBQURFRX1E83yx0VjYyMFBQVER0eTn5/fo2zxVUVXX8f+jv4gSdI0SZLCezgOA9WCIAwFeHzbYyGEJEkVj2+L6KRNeuYwn8LPihLJzs7GZDJ1+xKVlJRw9OhRVqxYYbHMl8vlJCQkEB4ezrFjxyw2JeGJ1enlG0cYFtVOq7GMSm0jzsPGU1BQQFlZGeXNNxFG6pD109BFEkHTKKPdsb0bXdMfXFxcmDJlCqdPn6asrMxCt+vi4oK7uzt5eXnmCk1vb28SExO5ceMGM2bM4JtvvuH9999/rqW4Uqlk/PjxREVFcf/+fc6ePYsoihQVFZmb7QLcbcrnn7K/RJQktKIO7OFS/W1SG7MIdwzmP45ag7V8cFXw9QS9Xs+pU6coKSlh2bJlZkvd/nDmzBkkSWLGjBk/8gx/OqSmphIVFYUgCJSXlw8e/hp+Kg77CPAu8PHj28PPDnisHNFIkqQTBMENmAj8pb8n/tlk2K6uThiFfGycynB0efJfqaysZN++fSxatKhXy0oXFxdWrVpFfHw8u3fv5uTJk+h0OkyiDvnIU7T4f0524w5K286hd7xNjeNmbnR8gF5WS8yoeShk/QckySTn3kWRv/71r2zevJm0tDQaGhoG/P66inWSk5Opra21eGzs2LHcuXPH4r7x48fj6urKw4cPmTx5Mjt27KCtrW3Ar9cFmUxGeHg4Li4uxMbGcvfuXT755BNSU1PJbSjm/733BRqTtjNYP4aIhE40kNWczz9nf4nUZ5XTq4/Kyko2bdqEKIrmVdlAcPv2bQoKCli0aNGgV4R0oa2tjXv37hEbG0tRURHe3t6DhwIbKB3ywz+uHwNvCIKQD0x7/DuCIEQLgrD58ZhQIF0QhEzgAp0c9rN2H90w6DNsUdJR2vQZj9q2M3KyFhBAeYLMyt24yn9D8jffkZSUREBAQJ/PIwgCERERBAQEcOzYMf72t7/i/fp3yBwrkcmfUCWCDASZCZSttHhv4sy3UxGdh+E+tgBkPdu+CshxVPmD41hKGh9SWVlJW1sbly9fxt7enpCQEEJCQsyywZ6g0Wjw8PBg7Nix7Nq1izVr1pjVHKGhoZw6dcrc27Lr/cyZM4cvv/wSPz8/IiIi2LVrF+++++5zbwq2tLTw6NEj3n77bZRKJZWVlaSmpvJZ7UF0TvrOmt8eYBCN5LYU86C1hBCHvs//qwhJkkhLS+PatWvMnDmzxyo+vcHIhTuF5JRWI5fJGDfcm/gwf8rKSjl//jzvv//+4NAnDxA3btwgPDwctVpNfn7+oJHzwePS9J8gd5AkqR7oJrJ/XJuy9vHPqcBzl4UO6oAtSjqyKlfQrs9FRIviqUS3RXeTRuNtEqb/uVczJ+gMhGVlZeajsrISV1dX/EcrMDpUI8h721aW0JvacAjJY0HU/yKn4+8Ut57GJFkauguSFUaNisQRf8NhpQf19fVcunSJ3NxcFAoFOp2O8vJy7t27h9FoZOTIkYSEhODv72/h+Ncl6YuMjKS1tZWdO3fy/vvvY21tjZWVFaGhoWRmZjJp0pPeeSqVisWLF7N9+3beeecd2tvbSU5OZsWKFc9lw5qVlcWoUaPMlZtDhw5l2pzp7Lhxtd9sRCcaOFxx6ZUK2KIkcaWkhC/T07lfW4sMGOflxbroaKIft1hrbW3l0KFDGAwG1q1b1+O+yInrOXz8zXkkSUKj67xY772QgUopZ5yzhg3L5+Pq+uO19fqpodPpuHXrFuvWrUOSJPLz84mPj3/Z03ou/BJK019ZlDZ9ag7WPUGuMKJ3+CsmcTFymR2SJFFfX09paak5QLe1teHt7Y2vry+JiYnmJd7FR3/ikabv9keCXMLatxhbtYrx6j/jp55KduN2ajR3ECUTtgpPwlxWcf+yxLeF15g/v/ML3CWju3r1Knfv3jWbSAUFBSEIAhcvXqSuro7g4GBGjhzJ8OHD0Wg05oKMiRMn0traahF8x44dy+HDh5k40bJ3noeHB2+88Qb79u1jzZo1HD9+nAMHDrB48eIBLdO7tNdz5syxuL9a14BSpsRg6vscSUgUNJZSWVmJra0tdnZ2P5lnd0/Qm0z85vBhvquoQPNUJen5oiJSy8qYNXw4awICOH7sGFFRUSQkJPR4no6n5fDfd32LVm9ZKarRGdDoDFzuULBM/HnJG2/dukVQUBDOzs5UVVWhUCgG3wXp14D9ciBKBh617Og1WHdBkkRSM/6N8gfDKSsrQ6VS4evri6+vL7Gxsbi7uyOKIlqtFp1OR21tbeetmDPAy3Gn+kOt9MLTNgZP2xjy8/NJOZjC0qVL8XfyJ2CWgS1btpCenm7uf+jk5ERSUhIJCQlcu3aNrKwsWlpaKCsrw97enoSEBORyOVlZWRw9etSc3ba0tODg4MCMGTM4cOAABw8eZNGiRWZetby8vJuZ0JgxYygtLeXEiRPMnTuXPXv2WBTk9IVHjx4hiqLFc4qiSGNtAwbTwMrade0dHDlyhPb2dtrb21EqldjZ2ZmPrkDe02FjY/NC+d9/PHuWG+XlaJ8pyZeADoOBYzk5lN6/z/9YvLhXgzKdwcjH35zrFqyfhsEk8s/bz5Lyz++9sLm/TBiNRq5fv87y5csBzHTIoJHzdeHXgP1y0K7PYSBnX0JLu3QBnc4PLy8vTCYTtbW1lJeXc+HCBXQ6HYIgYG1tjbW1NSqVCmtra+TjTDCAvRSDQc/nn32BrWIILi4ueHh4oFAokMlk5k0+pVLJ4sWL+eqrr/Dy8rIoPHFwcGDWrFlMnjyZ1NRU6urqsLGxIS8vj+rqaiIiIkhMTOTgwYM0Nzfz+eef4+LiYi5uOXPmDKdOnWLmzJmMGTOGO3fu9Oj+NmvWLLZs2UJGRgZLlixh+/btXLhwwdzxvTdkZGQQERFBXV0dRUVFFBcXU1JSgq3aDkaJ/X6CVDIr5oZMY+EbnZSeJEnodDpz8H76qK+vp6yszOK+rsrJgQb4vhoA17a3c+zBA/R9rAr0kkS2QoF7H+Xl527n9/2mH6O6sZXskirC/D0HNP5VRlZWFh4eHnh6dr6XgoICJk+e/JJn9Zz4hbj1vZIQpccbjAOAnb0VkZGRFgH56duelug3ax5R2HIEib6zSGuFA/HR06h8VGUOOB0dnTx2SkoKp06dwtHRETc3N0JCQti9ezdr167txomq1WqmT5/OpEmTuH79Ounp6fj7+2M0Gtm9ezc6nY5x48axZMkSysvLefDgAcnJychkMmpraxFFkej4cXx+JoX83IvoxA7slc5McJ1BhFM8SqUVS5YsYcuWLXh5ebF8+XK2bt2Kra0tcXHdqy9bWlooKCjgzp07WFtbc+fOHQIDA/Hw8MBgMFBVVUVggyv5rnWI8t6/BRIS0z2fPP/TF8eBLKdFUUSj0dDe3m6+7ToqKystftdoNBiNxl4D+vn6evr25X0yx2P37vG6nx8GgwGDwYDRaDTfXryZbeas+8OD0ppBH7C7qjq7aLGOjg6qqqoGZxHQrwH75cBa4dtvb0fobGZgbHfF0dERf3//AS+vQ5zeprj1OCap94AtmeToK8IJHzeaSROfZBuFhYUcOXIET09PnJ2dqa6u5uHDh7S3t2M0Gvn3f/935HI5arUaZ2dnPDw88PHxwd3dHRcXF15//XUmTJjAjRs3uHnzJgEBATx48IDc3FzS0tIYM2YM8fHxzJw5k6qqKjIzM0krvMglj+0Iw0Gj69wobTLUcVBbxsnKXXwQ/E+4uniSlJTE/v37Wb9+PStXrjQH7REjRlBSUkJBUQH5FfmdqhS1B05OTrz99ttUV1eTlpbGw4cPCQoKora2lik2YxAc88lveYhJ1v2bIBMF4uoDsBG+v+xLJpOhVqtRq9UDGm80Gs0BvK2tjcbGRhobG6moqCCnpga92H9tslav59iFC1QplSgUCpRKJcqnfm5qbBzw/AcdZdADcnNzsbW1NRueFRYW4u/v/1L3Ir4vXuXmBAPB4Dvjj6FSDEVtNZoWXd8urnKZCpl+NufOnaOxsZGRI0cSGhpKYGBgnx84B6thhDm/T3bj15ik7jy5XFDhaBOMjeJNNm3axKRJk4iLi0MmkyGTyVAqlVhbWzNz5kyLv9NoNGzbtg17e3tsbGyora0lMzOTmzdvIggCoihiZWWFg4MDbm5uREVF0dzcbM4c4+PjefjwIZs2bcLHx4fo6GiiEiO44rUTJLFbAqEXtRhEHZ8V/Gf+r5BPCA0NpbS0lJSUFOLj4wkKCuLw4cOgBDFS5JHbI6QhEoIgUGIoIaA9gO3J23G0diQmJobi4mLy8vKYN28egYGBDM/L5W/ZX1Pvb0QmkyEABsmEt5U7jrcN+Ng7s3fvXpYsWfLCvuAmk4n29nZaW1tpa2vrdtv1c3t7OyqVynyubQQBGdDfd9bayoo5r7/OosduihqNhuLiYoqKiigqKsJWNGIll6M39Z2uGY0mRngNbt+QLgvVhIQE88UnPz9/cHhf94BfKZGXiACXP3O3auVjeqQ7RJMCF9sYRseuZHJspwdETk4O165d4+DBgwQHBxMaGkpwcHCPLmvhLu9jI3cjs+FzjGInzWE0GhElE0HOs4l2/yNyPxWjw8dY2LcKgoBcLu+xUMXW1paVK1eyadMm5s+fT2BgINAZhBoaGqipqaGiooLKykoePXpEXl6e+W8fPHjAgwcPUKlUeHt7Y2VlxZkzZ6gNyMHg3bseWkKiTdfKzmtf4KcLo7q6mpKSErMb4ZQZU9jZsRPRVsSI8UnxgBwK1AU4xjkyzWEa54+fJygoiA8++ACVSoXBYODooSNEOQawZuJaCtpK0ZkMeFi74mnjyhXdFYqLi7G2th5Q0DYYDH0G4K5brVaLra0t9vb25uzb3t4eT09P8312dna0tLRQVFREfn4+jx49wlOpRJDJoJ+s1ySKBAoCZ8+epaioiMbGRoYNG0ZAQACxsbE4Ojkz7U+f98mFA9grRQ7s+oqMoCCSkpIGZRuw4uJiDAaD2URMFEUKCgp47bXXXvLMvgdeTFHMS4XwsqrQoqOjpfT0H97joEFziZzaDwEJ0ayBliETVHQ0+tGQv5zFi5Z3W5q2tbWRm5tLTk4O5eXlBAYGEhoayogRI7oVlkiSSK02E42xhkdltVw7WUrS7PkW+m5Jkrh79y5nz57Fx8eHhoYGJEnit7/9bY/zLi4uJiUlhXXr1uHg4NDr+5MkiaKiIo4ePUpsbKyFHBFAoVTQPDMT+uCRuyBrs8b+Ygh2dnYEBwdz//59Fi9ezCHDIbKbszHRcwASJAHbZlv+GPhHgoKe+NOcPn2a9PR0Vq9e3aMHtCiKbNmyhbCwMIqKitBqtURHR6PRaHoMxEaj0Rx8nw7Ez97a2tr2SG1pNBoKCgooKCigsLCwM6u2saG+vh5XV1fGj3FdWTMAACAASURBVB/P/5+Tw53KSgy9UCNywN9oZJm7OwEBAQQGBuLt7W3WxDc3N5OSkkJZs5FT+R3oeukWbq2Us+0/LkfbWMXZs2dpbW3F19eXpKQk3N3d+/tXvTLYsWMHo0ePZsyYTtvm8vJyjhw50uvn+seCIAi3HhslfW/YuvtKIQv+NKCxdzb96Qe/3o+BQZ1hA7jYJhLrm0pN22Fq248jSlpslcF4O7yDtXcIOzN2cvr0aWbMmGERtNVqNdHR0URHR9PR0cGDBw+4f/8+x48fx8/Pj9DQUEaOHImdnR2CIGOITacvyxB/DRe0f+POnTsWAburUnL48OEcOnSIuro6FAoFkiT1yGMGBAQQExPDvn37eO+99yyKZJ6GIAjIZDKcnZ2Jj483FyqYTCa+++47rt68NNC9V7A2MmrUKFQqFW1tbchkMrbu20pFYgWirHeiQBIk9M561N5PeOTq6mrS09Px9fWlvb2djIyMHjPiripJBwcHjEYj586dIzQ0FEdHRzw8PCwCsbW19XNxvl2t2goKCsjPz6eurg5/f38cHR0ZOnQoFRUVBAYGkpSUZLb//CQwkFmbN9MqCBifSVaUgoCjycRf33qL8JCQbq/X9fmIj4/n3QkTmJlXzj9tO0tTqwadwYhSIcdoNOLj7kiodQOOVhLB4eGEh4eTl5fHqVOn+Pzzz/H09GT27NkDLnF/WXj06BF1dXUWFZ6DrbrxafxUlY4/JgZ9ht0fOjo62Lp1K2PGjGHChAn9jtfpdOTn55Obm0tBQQFDhw4lJCSE0NBQcya8ceNGGhsb+fDDD3vcDCsvL+fQoUPU19cTHBzMm2++2WOlnCRJ7NmzB2dn525c99O4d+8eOTk5LF68uNtjeqOO/5y9CmkAaz1Bq0B9ZhSSJJn9PVr8WmgMaURS9P33MklGcH0wbuVutLa2mjvDu7i44OTk1GdG/N1331FQUMDKlSs5ePAgOp2OpUuXfi9Ou6Ojg8LCQvLz881ZdHBwML6+vtTX13Pnzh1UKhXR0dGMHj3aTHW1tbVRXFzMpUuXqGtuJs/ammyFAq3YyfvbShJ/fO01YtVqjh46xKpVq8wStqeNnxYuXGghy5QkidPX7nD68g0mTJhAQ+kDIkf4YWVlRVpaGmvXrrXw2iguLjb7qbu4uDBz5kxzwdSrhn379uHr62uhItq0aRPTp0//yRUiLyLDtnP3lULn/nFAY29t+T9+zbBfBmxsbFixYgVfffUVDg4OhIeH9zlepVIR/jgrMhgMFBUVkZOTw6VLl3BxcSE0NNScGWVmZvbYiksQBFQqFWq1miFDhrBp0yYmTpxIXFycRSbd5V+9adMmfH19e20Z9nRrsGdhpVDhbxdCcXtO3yfCBH5SKDOWLePu3bs8ePCgM/tXCUg9KDyehYiI8xBnZobPpKSkhOvXrxMRETEgF7r4+Hhyc3O5desWCxYsICUlheTkZIugLUkSGpMeAbCRW5kDmCRJVFVVkZ+fT0FBAdXV1fj7+xMcHMyUKVNobW0lPT2dI0eOEBoaysKFC/Hy8sJgMPDw4UOzdry5uRknJye0Wi3r33/fTOG06jpNq774+995y98fZ2dnTLNnmx0OtVotBw4cwMfHhw0bNnQzOhIEAS8HBZNGDmHhlEgKC9WcO3eO9evXm+mDRYsWmd9PQEAAv/3tb6moqOD48eN88803ODg4MG3aNMLCwl6ZwF1fX09JSQlz5z6xd25tbaWxsXHwdnn/GXDYP/uADeDo6Mjy5cvZvn07arV6wNmBUqlk5MiRjBw5EpPJRElJCTk5OWRnZ2MwGEhNTSU4OJghQ4ZYfNEEQUCSJBwcHAgNDSUqKooTJ06YNyWfXgrb2NiwZMkSdu7ciYeHR7cuL0C31mDP4vUhC9ha+C+Ist4liAIyGtKM7GrZhYuLC/Pnzyc4OJhjecc42nK0V/66CzJRRlF2EQeaD9Da2opMJiMgIAC9Xt9nWyzolObNnTuXr776iuDgYHPQ3rNnD3MXLySl/BY7ilJp0LcD4GalZoZdMMNq4WFBESqViuDgYBITExk2bBhGo5GsrCz27NmDyWQiOjqaGTNm0NDQQEFBAWfPnqWyshIvLy8CAgJISkoCYPfu3bz33nsWHLLD4/2K4KAgCgsLiY6OJiwsjPb2dr788kugs+ioJ+OnLjQ3N5s3FAMCAmhtbaWuro7Zs2fz1Vdfcf369W6eG97e3qxfv56qqipOnDjBwYMHOXnyJFOmTGHcuHG9UmQ/Fa5du8b48eMt/rcFBQUEBga+9Ln9EAx2SuQXEbCh01Nj4cKF7Nu3j3fffZchQ4Y819/L5XKCgoIICgpi+vTp/OUvf8FkMrFjxw6sra0JDQ0lNDTU7LgnSRL29va0tbXh4+PDihUryM7OJjk5mZCQEKZOnWre3Bw6dCivv/46e/fuZe3atd0CoEaj6XWjymQykXU6H7nkjBhUD4pnuGgJEAWsM33wdvSnRtfppb53717kcjkOrg4DsE0HBAgWgqlurUYURRQKBUeOHKGjowMHBwe8vLzw8+usJvX09DSX0nfBzc2NyZMnc/jwYd577z0WLFjA7oP7mHvqX2lTiujEJxebal0L32jv4KWyZ+M7q/B276QmKisrOXHiBDk5OQQGBhIXF4der6e4uJiLFy/i7OxMQEAAkyZNws/Pz3weu4JvXxt+wcHBZGdnEx0dTVtbG3l5eSiVSqysrPrlbJubm80cuUwmIywsjLt37/Laa6+xZMkSNm/ejJeXl1nH/DQ8PT1ZvXo1tbW1nDx5klOnTnHu3DkmTpxIbGxsvxfDHwOtra3k5OTw4YcfWtxfUFAwaPlrM34N2IMHgYGBzJgxw2xP2pc6oy9YWVkREBBgdsobN24cOTk5HDhwAJPJhJ+fHzqdDjs7OzPXKwgC4eHhBAUFce7cOT777DNmzJjBqFGjEASBcePGUVZWxvHjx5k3b55Fxq7RaHrMsHU6Hbt376aiogK1zBdjuwO2sXpqdBUgCUiCiLLBnuHaGLQ6idrmWgRBoK2tDYVCgY+PD+Xl5TgUOdAS2IJJ6DnLVgpK3OvcMXWYsLa2RiaTkZSURGNjI9XV1Wb5YX5+PjKZDL1ej1qtxtPTE39/f/z8/PD09CQ2Npbc3Fxu3LjB2LFjOe1UT2O7np4EG0ZBokrU8LeSC6woDyE9PZ3W1lZ8fHwIDAykrKzMvKkYHh7OnDlzejxHXR1fIiIi+nRtDAwM5Pjx4+Tm5nL8+HHGjRvHsmXLOH36NHv27GHlypW9cu7Nzc0WXVciIiLYv38/U6ZMwcnJiXnz5nHgwAHWrVvXa4Njd3d33nnnHerr6zlz5gwXL17k8uXLxMTEMHHixF4psR8D169fJzIy0uI1TSYTRUVFzJo16yebx4+BXzPsQYaIiAhaWlrYtWuX2Z70+yAoKKizei4nh5kzZ+Lt7c3UqVOpqakhPT2dlpYWsrOzqaqqwtXVlWHDhiGXy7GxsSEpKYmysjKOHTtGRkYGs2fPxtnZmTfffJPNmzdz69YtoqOjkSSJNmMjTYYalDaWS/Iui9Xm5mYAc1D0ErxIOb8PUW7Ey9WXQJ9gch7moNPpCA4OpqmpiZaWFoKDg7l37x6SJDFBOYFrlddo9mhGEqQnbS1EsJJbEe0SzcrwlXzy75+g0+kYOXIkwcHBFktjSZJobm6mtraWqqoqSktLqampobCwEEEQMJlM2NjYoFAoOHPmDEcun+VeqAGxj8JTvWjkXOV93EqrUBk6ddrQSTtMnToVZ2fnfjnfs2fPolAomDJlSp/juiwKjh07xuLFi83Z8KxZszhw4ECfDodPUyLQuWKSyWRmI67g4GCioqLMq7u+KAVXV1eWLVtGY2Mj3377rbnaNSIigoSEhB9dy93R0cGdO3fYsGGDxf1lZWW4uLgMuOL0lcUgD9g/e5VIT5AkiRMnTlBfX8+KFSu+FydXW1vLrl27cHNzIzIy0oLjrKmpYf/+/YSFhZGXl4cgCDQ0NHSrsjSZTKSlpZGamsqECROIj4+nqamJLV9tYfyiQO4avqXZUIfJICJXyAh1jGPKkLeh1ZqdO3diMpno6OggMTGRtLQ0c8bf0NCASqVCq9UyZswYRo8eja+vrzm43b59m1OnTiGKIn5+flRVVTF27FguZl+kJaAFrbMWK5USDBKStQkjRuSSHJd6N1zL3fC0HUpTUxNz5szpcwNKr9dTWFhIdnY2RUVFmEwmFAoFWq2WB25Gsr3FPgM2gEIUWGwXyjuhiXh6ej6Xc9/du3e5cOEC69at67OJQG1tLQcOHMBoNBIcHNxNsWMymdi9ezcODg7MmTPH4iIhSRIff/wxf/zjHy0u/pcuXaK9vZ3Zs2ebx+3evdusDBkompubuXDhAvfu3UMQBEaMGMGUKVN+NC33lStXqK+vZ968eRb3d134XlbBzAtRibj6SuGzB6YSubnzV5XIKwNBEJg1axb79u3j8OHDzJ8//7l3593c3BBFkeDgYDIyMiwCdheH7eHhwaNHj1i2bJm5yjI1NZWUlBSGDx9OaGgoMTExhIWFmTcl33xzNq6zWrnUvOsJH60AEyaym6+R23wD5fVQbOXudHR0EBAQwIULF3BwcEClUtHQ0IDRaCQ2NpaamhrefPNN87xEUeTq1avcvHmTefPm4eLiwuXLlwFIT09HZVCxwmMFRbpCLkjfIlk9uZiLgki1SyX1bnW8HvQ6ykdW7N2714KPF0WRyspKHjx4QFFREdXV1bi6uuLm5sbYsWMRBAGtVktbWxv32x/0qf3ugiQX8Bjm02t7t95QVVXFqVOneOedd3oN1pIkcevWLc6fP8+0adNwdXXl1KlT3cbJ5XKzw+H58+eZOvVJMxGtVms2tHoaERERbN68mRkzZiCXyxEEgfnz55stBfpTK3XB0dGRefPm8frrr3P58mUyMzPJy8vDz8+PKVOmvFDFhsFg4MaNG7zzzjvdHsvPz7dQjAxG/Bx02L/IgA2dm0MLFixg+/btnDt3jmnTpj3X3wuCQFBQEJIkUVlZabEs7grYarXazGE7OjoSFxdHXFwcbW1tPHjwgNu3b3PkyBECAgIIDw9HFEV2Xf8EQ0hJ981DQELEiB5TdDaGU5GIhs6lKoCXlxejR49myJAhbN++nREjRlBUVGT+26amJg4ePIhcLmf9+vVm/n7JkiUUFRWxc+dOJEnizLXTVEwu7VnqJwMjBj7P/zsTKifj7u5OdnY2t27dMvugQKe6xsbGBldXV+RyOfX19dTU1KDT6dBoNAiCgKOXNXJTG6Z+FjcqmQI36+dbhnd0dLB3715mzZpl3gx8FhqNhqNHj9LU1MTq1avNF+CmpiaLVmtdsLKyYvny5Xz11VdmTxfoTod0wdnZGRcXFwoLC8389rOKoOfJkh0cHEhKSmLKlClcuXKF27dvs3PnTtzd3UlMTCQ4OPgHSwIzMjLw8fHptiHf1NREe3v7c180X0kM8v6iv9iADZ2BZdmyZWaNdkxMzHP9fWBgINnZ2YSFhZGRkUFiYiJAN5XIs1Cr1URFRREVFUVHRwd5eXnk5ORQVFyEaUZ5n/I86CyVNw6txccQSW1tLWvXrjV/mR4+fIijoyPW1ta0tLRQXV3N/fv3uX79OsHBwXh7e5Oeno5Wq0Wr1dLR0UFlZWWncZMgUOtTjUnqW+InCiLFjkUMrfJGr9fj4OCARqNBrVbj5uZGc3MzTU1NKBQKHB0dzVm2m5sbrq6u2Nra0qhv540zf6E/UtEkibzm0ftmYbe5iSIHDhwgJCSk1yy2uLiYQ4cOMWrUKBYuXGjeTJTJZAQGBlJYWGguxX4atra2rFq1yhy0IyMjew3YAKNHj+bu3bsWG5JDhw7ljTfeIDk5mXXr1j13A1u1Ws2sWbNISEggLS2NmzdvkpKSglqtJiEhgbCwsO/V8EEURVJTU1mwYEG3x7rMnl4VjfgPwa8Z9iCHra2tubDG3t6+TyXBs+hSFqxYsYKDBw+aHc2ezrDb29t7LU+HzqwrMjKSyMhIHrUWseXh7f5fWCliN0pLe2o7arWas2fPotPp0Gq1tLe3o9fr2bhxo9nLQxRFs9ywoaEBa2trc2m4JEmUlJSgUCh4++23+Z+N/0o/kmwkQaLCpgxVQ+cmolqtxs/Pj9bWVsrLy4mLi2PSpEndpH1daGpq4tSJEwTLrCmw7cDYS3xRiALjRBdUDHyP4cKFC4ii2OOKyWQycfHiRTIyMpg7d26PjnNBj/XYPQVs6FwprVy5km3btmFjY9NnwA4LC+P8+fPodDqLwDxmzBjKyso4fPgwixcv/l6B0M7OjmnTpjFx4kTS0tK4ceMGp0+f5ttvv2XSpEmMGTOm1/PfE7Kzs3F0dOyRYsnPzyciIuK55/jK4dfCmZ8HnJ2dWbZsGbt27UKtVg+YF7Szs8PZ2RlRFFEqlTx8+BB/f39zwJbL5ahUql5lec9ClBtQyJSYxP7N8dv1rWiamrC2tqajo8OiMlCpVCKXy9Fqtea51dbWUltba1GWLkkSpseOc0ajkR07dtA2o+2JSqQPSDIJmULGhLgJjB8/3szh1tTUcPToUYqLi5kzZ47Fsl8URW7cuMGVK1eIj49nW9wiPvpuF9/VFmF8OiZLYKNQMtEjmLhSK7Zu3crSpUv7VUjk5ORw9+5d1q1b1y3LbGho4MCBA9ja2vKb3/ym1/9HUFAQ3377LaIo9pqpuru78/bbb7N7926CgoJ61fTb2dnh5+dHbm4ukZGRFo/NmjWLrVu3kpaWNiDLhN5gY2Nj4Z+elpbGlStXuHjxInFxcRb/m6dRU9VMdlYZJlHEP3AI165ds+Dmu9BVMTp//vzvPcdXCb/6Yf9M4OXlxbx580hOTua9997rseKwJwQGBlJUVMSYMWPIyMiwCNgA9vb2tLa2DihgOyjdMEkD62SiMtrz1qJF3crZjx49SktLC5WVlTg4OLB8+fJeedyWlhY+//xzfH19GTlyJFFRUfzhzu9oN7X3+/oKmYL3332fq1ev8sknnxAdHU1sbCxDhgxh9erVpKen8/XXXxMdHc3kyZOpra3l6NGjWFtbs2bNGnO3mc/i32VH2mmSH92iVS2AIODaIWPJkHEsi34DoiEtLY3NmzezYMECAgJ67r5eW1vLsWPHWLFihcW5liSJrKwszpw5Q0JCAjExMX1mtI6OjqjVaiorKy08Q56Fj48P8+fPZ8+ePb2eX+ikRTIzM7sFbIVCwZIlS/jyyy/x8vL6wd4c1tbWJCYmEhcXx3fffUdqaiq3bt3i2rVrREVFERcXh729PdWVTfz1vx/jXlYpCoUcpM6Vh8oGJsV3p2dKSkrw9PTsU2UzmDDYA/aL6276M8Dw4cOZOnUqu3bt6pF77glBQUEUFRURERFBbm6uuUdk1wacWq0e8HM5KF3xtA7qd5xcssK5YQSjRo2yuL+xsZH79+/T2trKhg0bcHNzM2969oSrV68SFhZGaWkpPj4+nS3HChT9UiKCJGBTYceFCxcYPXo0a9asQaPR8Pe//51Tp07R0tLC+PHj2bBhA5WVlfzbv/0b27dvJyYmhlWrVlm0BpMJMt6Jn8kKXQD/1WYSV2b8R/7b8DkYH1SZ6aUJEyYwf/58Dhw4QFpaGs9KUbVaLcnJybzxxhsWG2NarZaDBw9y9epVVq1aRWxs7IDoh+DgYAoKCgY0ztHRkdTUVJqamnocExISQkVFRY+fAUdHR/P7amlp6ff1BgKVSsWkSZP46KOPiImJQS6Xc//+fT799FN27djPB+9uIvN2CQa9iQ6Nno4OPXq9idZmE//hD7u4810xACajCW2Hnry8vMFf3dgFic5Nx4EcrygGFLAFQZgpCMIDQRAKBEH4cw+P/0kQhPuCIGQJgnBOEITuNbiDBGPHjiUyMpJvvvkGvb7/FmR+fn7U1NQgl8vx9/cnOzsbmUxmDirPE7ABpnm+g5zeuUcZcsQWJQsmvmNBg2RlZbF582bkcjnz5s0zu+X1FrBbW1vJysrC+Lh7+MaNGykvL8ev2R+hH79WpVzJHxI/Yvjw4Vy6dInt27djZ2fHihUrkMlkbNy4kSNHjlBQUEBtbS1DhgxBLpdTVlaG7rHZ0tMQBIE5c+Zw8+ZNqqqqGDlyJFVVVRZBLDAwkLVr15KVlUVKSoq5iEaSJA4ePEhgYKAF71xeXs4XX3yBlZUV69evNzvvDQQDDdjQSRnExMSwY8cO2tu7r0yUSiUjRozg3r17Pf59UFAQ48ePZ//+/WZ66kXAysqKCRMm8NFHHxEXF9dZFHQgj7ZWHaLYc0DSaQ38l/9zD39YtYmkmH9iwcT/xsb/7yaZqfU0NfS/6hoMEKSBHa8q+g3YgiDIgU+BWcAoYJkgCKOeGXYHiJYkKQLYD/zlRU/0p0RiYmeRxr59+/r9EikUCnx9fSkuLmbs2LFkZGRYUCJ9Bc2eoGpxwXTDG4wCmCwDp1yyQmqxYmzbIoYM6VyGa7VaUlJSuHLlCitXrsRgMJitXHu7WBgMBpKTkzGZTGRmZqJWq5k8eTKiKDLccziemd4IRqFbLy0ZMqxkVqzxX4+/YwDjxo1j7dq1LF++HK1WyzfffENNTQ0JCQmUl5dz7NgxHB0dmTVrFr///e8RBIHPPvuM+/fvd8uSHRwcmD59OocOHUIQBEJDQ8nKyrIY4+TkxOrVq5HL5WzZsoXGxkYuX75MR0eH2TVQFEUuX77Mnj17mD59OklJSc+1+QZPLsJdzZR7g8lkQqPRMHnyZMLCwti1a1ePF6QutUhvmDx5MjY2Npw5c+a55jkQKJVKYmNjWfb2+zTX9xGJJAnBYELX3MGDu+VIooQoShj0Eqf2Z7B+4f+i4mH9C5/fTw5pgMcrioFk2DFAgSRJRZIk6YE9gIWCXpKkC5IkaR7/eh14tZ3Z+4EgCOaCk2PHjnULLs+iSwoWHBxMQ0MDjY2NFhz2QDPstrY2tmzZgqzCFasLY5EXeaHUqnFQuEKtmuGNU1FcGo2hrfO5S0tL2bhxI9bW1qxfvx5n587+gV2KhC7+vAsNDQ3s27ePjz/+mIqKCnx9fbGxscHNzY3c3FyWL19OZWUlqhprfNKGEaGIxFrWuWFlJbNigttE/lPofyHKxbIAzMPDg1mzZvHHP/4RR0dHvv32W5qamhg3bhxeXl7s2rWLlJQUIiIiWLRoERcuXCA5OdlcVt+FiIgIHB0duXz5MpGRkWRlZXU790qlkrlz5zJ27Fi++OILbty4wZIlS5DL5TQ3N7N9+3aKi4tZv379cyl+noZCoWDYsGEWOvae0NLSglqtRiaT8dprrzF06FCSk5PNq5YuBAYG0tzcTH19zwGvq6gmPz+/z8D+Q5Cb/QilVR9bVkYReulRadCbaG3q4M8bvsZkGrwkcFfhzGDOsAey6egNlD31ezkQ28f4NcDJnh4QBGE9sB46s5hXGXK5nMWLF/P1119z6dKlPr0ogoKCSE9PRy6XExERQXZ2tkWG3VXc0heMRiMbN24EOgOGg9IBfbE9v5v9O1QqFZ9f+JyixgZmzZxFamoqe/bsoaKigjlz5ph1vg0NDTg6OpqpEnt7ex4+fEheXh7nz5+npqYGa2trvLy8GDp0qLm5r7u7O4sWLeLOnTvU1tYC4Gk7lPVj15tXC/1xv/X19Rw7dgydTmd2HLxz5w6ZmZk4OTlha2tLSkoKTk5OTJs2jUePHvHFF18wZcoUoqOjzTrwpKQkvvjiC0aMGIHBYDDbpD4NQRAIDg7m4sWLANy5cwdXV1eOHz9OXFwcEydO/F5a5KcRFBREQUFBrx7lQLdiqTfffJP9+/dz8OBBFi5caJ6DTCYjPDycrKysXku7ra2tWbJkCTt27MDDw+O53ST7g2gSe+dmJQnBKPZJhEmSRFtLB+nX8olNGPlC5/aTQZIQeqGDBgte6KajIAgrgWjgf/T0uCRJmyRJipYkKXow9LXrqm7LzMzk9u3e9dFDhgzBYDDQ2NjImDFjyM7Ofq5NR0mS2Lx5s1mGFx8fb/Y56cqWHR0dMRgM+Pr6IpPJyM/PZ+nSpRZFGU8HEK1WS2FhIQ8ePCA5ORlJknj77bf54IMPqK2tpampifz8fN566y2mTp2KVqvlzJkznYoBlYpZs2aZg3RfwdpkMnH58mW2bNnCyJEjWbt2LUOHDsXV1ZVp06bx0UcfMXHiRDQaDTqdDplMxqlTp8jPzychIYF79+6xdetWqqurgc6LzIwZMzh8+DDh4eHcycigsLme3MYaWvWddINeryc5OZmpU6eyZs0arl+/zqFDh1i0aBGTJ0/+wcEaOnnswsLCPldXTU1NFp2EuqpnOzo6OHHihMXfdtEifT2fp6cn06dPJzk5Ga2258bSzwtJkigvL+dRVQE6fS8KpAHGsA6NnlMHb72Qeb00DHJKZCAZdgXwtDDZ5/F9FhAEYRrwj0CiJEndibxBCrVazcqVK9m6dSv29vY97pgLgmCmRaKjo7G3t6eurg7oTkv0hL1791JTU4MkSSQmJpobI3TJxTQaDeXl5QiCwJYtW3jttdeQJImTJ0+aOV3oDNhWVlbs27fP3FFGLpezbt06c8a2e/duRFFELpczdOhQczVglzWsp6cnTk5OA1oBlZWVcfToUZycnFi/fn2PbdDkcjkhISGEhITQ0tLCnTt3aGhooKOjg+vXryOXy/H19WXbtm1ER0eTkJBAeHg4mdn3OFBfwvmOWmQncpAJAgZRZIbvCEY96vQY9/LyMmuhBUHg5MmTLF261EKF8n3h4uKCQqGgpqamV9lec3NzN4tehULB0qVL2bZtGxcvXjRn1F5eXshkMioqKvrs5RgZGUl5eTmHDx9myZIl36uoRpIkKioqyM7ONq/2TCYTtnYy2lp6oDSeQxXRPMg3H19lumMgGEgq8h0wXBCEAEEQrIC3gSNPDxAEYSzwBfCWJEk1L36aV5nZogAAIABJREFULxeurq4sXbqUQ4cO8ejRox7HdOmxoTOb6tqs7Mqwe8uszp8/T25uLgDh4eHcvn0bW1tbi2KK06dPY2NjgyRJBAYGEhsbS2xsLHZ2dubKvuzsbC5cuEBOTg4FBQXExcWZDejd3d3N/hr5+fnMnz8fuVxuVlVkZWVRUlKCnZ0djY2NPRZQPA2tVsvx48fZu3cviYmJLFu2rMdg/SwcHBxITEzkD3/4A0lJSXh7e/O/23vvsKqyPN/7s07iEAUkiSBJJRlAUExlwlzGKmMFu6qrygrTXTXT9+079709d6anJ/XMnfdO3+6u0FpqqW2VZShRq8ocy5wAURAFRUBAgiRJJ633D+A0KHAOioRyf55nP5yw2Huts/f5nrV/6xeqq6vJzs4G4ObNm3zyySfcvJ3NV851HKwvoV4FtSYjD40GGswmvs1J5/805FLjomfLli1MmjSJl156icWLF5OQkMD69eu5efOmzb7YojlXTHPf2qK9KEcHBwdeffVVrl27xvnz5637s7X42MysWbOorq7m9OnTdvdXSkleXh4HDhzgd7/7Hbt27eL+/fvWH+Fly5bxD//2KlptG1Gjdv4oCAHefs82veszRQIWad/WS7Ep2FJKE/Az4ACQAWyTUl4XQvxGCLGgqdn/BlyA7UKIFCHEnnZ212cJDAxk/vz5fPXVV5SXlz/2fmhoKHfu3MFisRAVFYXFYqGurs5aMaQtF8HU1FR++OEH1Go1np6eFBcXExkZiUqlsgZSXLp0ibS0NIKDgwkODrbaw4UQTJ8+nQsXLvDb3/6WpKQkTCYTMTEx/PKXv2T69Om4u7ujUqm4fv06n376KeXl5cTGxhIcHExWVhbDhg2jvr6e3bt3W71dRowY0eEMNSMjg08++QSLxcIHH3zwRHUIm8Vw6dKlfPTRR4wbNw6dTkd5eTnV1dX84sB2MitKMLWxWwtgAP4lP5k33/ppq5DpuLg4VqxYwbfffsvx48dtLhbbwpZ7X3OdyLZwdnbm9ddf5/Tp01aRHj58ONevX7fL82jp0qWcP3+eO3futNuuWaT379/P7373O/bs2YOUkpCQEOrq6nB1dWXVqlUsWLCAuro67uSmEB5jRqOBlrUYtHqNXZqtd9Qxd0mvyzjaOZ4DkwhSyu+B7x957e9bPO5cqrs+SkREhLVwwFtvvdWqIoerqytubm4UFBTg6+uLEIK0tDTGjBljnWW3zCeRm5tLUlISGo0GIQSurq54enpiNBqJjY3FYrFw7Ngxzp49S0JCArNmzeLChQscPHjQeqvbcib58ssvc+bMGUaOHGlNZtSc+vPgwYPMmTOHPXv2sHLlSq5fv05YWBiOjo6sXbsWIQSxsbFcu3aNn/3sZ22Ovaqqin379lFSUsLLL7/cZrmrJ8HZ2dmaCzwvL4/jp0+RabiLqaNvjQCp0XC1tpxpnq1/XAIDA3nnnXfYvn07hYWFLF68+ImLVAQHB/PNN9+0W7eyozwi0OiG+Oqrr7J582ZrdXcPDw/OXryKSu+Og1ZNVNgAHPWPux02B9V88803vPPOO1bTS7NN+vr162RkZODg4EBUVBRz5swhMzOTlJQUwsLCiI+Pp6ysjC+//BKj0Yifnx8FBQXMWzSBf/yXMVw5f5fLF25jMlkYEODC9dRk0k5XYW4n75harcJngDsj4tuONO0r9HWTiBKa3klGjx5NZWUlX331FatWrWrl49t8C+3n54cQgpSUFMaMGWO1YzfPXCsrK9m4caO1Ak3zAuz06dP5/e9/z4oVK1i/fj0mk8m6EGU0GmloaMBsNrNr1y6EEIwYMYIJEyaQnJxMcnJyKwHJzs5mz549aLVaXnzxRXJzcxk2bBhubm6kpqbywgsvcO7cOQoKCvDx8aGqqqrNUlQWi4VLly5x4sQJRo8e3Sq7XVcihGDQoEEMUo9Ff7KIh6aOg5ZqTEb25mQwLeDxBE6urq785Cc/4cCBA3z++ecsX778iRL+Ozg44O/vT05OTqvFXfhLhR1b+U18fX1ZtmwZX3/9NbHjprP/mokNx4/h4NB43ZjNFua+EM3PXpmEk771j0Kz+Wvbtm0kJiaSmZlJeno6er2eqKgoXnnlFYqLizl9+jSnT59Gr9djNpupqKjA2dmZ8PBwEhMTcXV1ZdOmTYwdO9bq7TR5ejSTEqM4d+4cp06dYsWbMxgW+YCvPj+BxSxbmbVVGvDyceXf/vSTPp+xrzu8RIQQS4FfA5HAGCllm5VahBCzgf8LqIHPpZS/tbVvRbCfgMTERHbt2sXOnTtZtmyZ1SshNDSUH374gYkTJyKlpKamhvv377fyFDEYDHz66acABAUFUVtbS3V1NT/96U/JyMigX79+bNu2jXHjxnHu3DkWLFjA4cOHuXTpkvU4Tk5OvP/++9b8DlOnTmX9+vU8fPgQnU7H3r17ycrKYsGCBaSkpFBVVcWVK1d47733KC0tpaKiAg8PD7Zu3YpGo2HChAkcPXqUJUuWtBrn/fv3+fbbb1GpVI9VG39WVNY+xCLt8/W9dusmm+80zl4dHR1xcnJq9XfEiBG4ubmxYcMG5s2b91govz00m0UeFeza2lprkV5bDBo0iOCosfzDZ0cwy0bBM9X95Qdp74lrJN/IZ91vXrGKdrO5ozlF7rZt2xg1ahSTJk2iurqazMxMTp48iRACX19fpkyZYi0T13ISIaVk9+7d1vWDZqqqqqxmtLfffhsPDw9iYmBYXAD/9S9bqSpRYTHLxln1WC/6Bwg8vdquR9ln6D5zxzXgJRrX9dqkRUDiDBpdpS8KIfZIKdM72rEi2E+AEIKFCxeyZcsW9u3bx9y5cxFCEBQUxPbt26326pEjR5KSkmKNdrRYLHz66acYDAbi4uKsYexvvfUWFouFQ4cOodPpWLVqFUePHkWj0bBjxw7UajXu7u5MnDiRjIwMbt261ao/arWaWbNmsWHDBj777DPCwsJ4//330ev1ZGVlWXN29+vXjyNHjhAVFcXmzZtRqVTMnDmT8+fPk5iYaJ05G41GTp48yZUrV5g2bRqjRo16JjOrhoYGCgsLKSgooLCwkHv37nG7oRqDj9rm6ooGwejQIYwPiKa2tpa6ujpqa2spLy+noKCg1Wsmk4nt27db83M/KuztPXZyciIsLIxt27Y9dnx7ZtfN1NYb+GRnslWsH8VoMnOvuIJPt/7A0mlDuH79Ounp6Wi1Wms90Dt37nDhwgX69etHbW0ter2eefPmERMT06Eb49mzZ7l//z5vvvmm9Rxev36dffv2MWbMGCZOnNjq/2NGD+VX/7GC7777jnfffRcnJyeMRiMff/wxOTk5T52kqidpDJx59ootpcyAjt1haRGQ2NS2OSBREexnQXPZqC+++ILTp09b8z8HBARw9+5dpJSMHDmSDRs2MCIhgvsN2azbeomKinLGjh1HWloaFouFlStXUlFRwc6dOzEajUycOJEvv/ySqqoqtFotoaGhjB8/3lqT0WAwkJ+fT1ZWlrUsmcFg4OzZs9YLZM6cOdaZn4ODA/n5+SxatAiLxcLVq1fx9vbm4cOHBAYGotfrkVJa3fvu3LnDt99+i5+fH++99167Vb47i8FgoKioiIKCAutWVVWFt7c3Dg4O1NXV8fDhQ0YHBXNGXUqxseOwcCklrpn51HqG2JW0v6qqih07dgCNoeDN9TCbhb28vJy6urpWr9XW1qJWqzGZTHz88ce4urpaxbympsYa2v+oyOv1+lZf1gOnM2x/PkYz3xxJpqHoMo4OWurr63FycsLV1RVfX1+cnJxIS0vDycmJefPmERQUZPNH9NatW5w9e9YayFRfX8++ffu4d+8eK1eubDcb4dChQ8nJySEpKYmVK1ei1WqZPn06Bw4caDN1bZ/C/kBNLyFES1PGGinlmi7sSWcDEgFFsJ8KvV5vLRvl5ubGiBEjCAwbwOWSPWij8rhs+BrLpGQuOf6ANAukhwWnKBdyCtUYjGrmvTiPGzdukJKSYhWt8+fPU11dTUhICPPnz7eGmzcTEhLCoUOHyMzMZPjw4dy9e5fdu3fj6upKREQEOp2Offv2WevvNadZdXd3t1Ywz83NRaPRsHjxYjZu3MjChQupq6vj0KFD3L59m7lz5xIe/uTRbEajkfv377cS5/Lycnx8fPD392fgwIF4enqSn59Pfn4+ISEhxMTEEB4ejoODA/3vZvLXp/dS384KmINaQ+LAMF4eEM2ZM2c4cuQIY8eOZdSoUe2aKNzc3HjjjTc4dOiQ1V87IiKiw3FIKTEajezevRt3d3dCQ0NbzeRVKhXZ2dmPibzBYECv11tF/MDVWuoabKfNVatUDAyNYtLoSPz9/WloaODcuXOcOHGCIUOGMG3aNJKTk61rJB1RUlJCUlISK1asoF+/fty9e5ekpCTCwsJYvXq1TVNOYmIiGzZs4Ny5c4wbN47o6GjOnz9PamoqsbGxNsfSW+nEDLu0oyK8QojDQFsZxX4lpdz9JH2zB0Wwn5LmnNObNn/BTYfd5Hmcx2yyoPK0cPFBETSnZlY13pIZqKLU/yL93SM5euwohgaDdbbn5OREYGAgDx484PXXX2/zS+nh4YFWq+XWrVvs37+f69ev8+KLL1JaWkpdXR2TJk1izZo1XLt2jZCQEG6Wp+MY4MDlB2e5ejHD6hO+aNEi0tPT8fHxobq6mp07dxIdHc0HH3zQqbJVJpOJ4uLiVuJcVlaGt7c3AwYMIDAwkISEBFxcXKyl0NLS0qzZ9ZYuXfrY8WYHhfN3DbX806UjSCkxWMxNH6FAAwxW6fmvifNxUGsYOnQo9+7d48yZM5w8eZK4uDjr8R5FpVIxa9Ys/P392bRpE3PmzOmwGK4QAp1OR2RkJGlpacyYMcP6Xnl5ufXu51GaXTqbBfxk1hHggc3PUqfTEhkVjYuLE/v377cWPmgZlFRdXU1SUhLLly9vV7Tr6urYunWrNd3skSNHSElJaZXGwBZqtZolS5awdu1aAgMDCQgIYPbs2WzdupWoqKhOlzbrFXShDbsLPOPsCkh8FEWwuwBvby/85t3njiEdobFgUYNZdvDRaiyUOmWgcZeoi72tCYTefPNNPv30U1auXNnul1EIgZ+fn7Uq+fvvv4+TkxPfffed1bzw8ssv8/n+T3lYe5+GMfVIi+TLu7cxhBlwcHMmqmIMYWFh/OEPf8Db25vTp0+zYsWKDhP2Q2MYerM4N9ueS0pK6N+/PwMGDMDf35+4uDh8fX3RaDQ8fPiQGzducOjQIQoKChg8eDCxsbEsW7bM5gzvtaGxTA8YzKbMKxzJz8JoMRPp4cPrYSM5s20X+Tl3CQtrzB0+cOBAli5dSnl5OWfPnuXjjz8mMjKScePGtblQOnz4cLy9vfn6668pKChg+vTpHd7mh4aGsnfvXkwmk9XOX1lZ2W7EokqlwtnZ2VpIYWREEFn3yjG3k1ypmbp6A8cP7uWEuY6EhAQ+/PDDxwoHzJo1iy+++IIjR45TVe3Kzl2XKCmpRqNRMTo+hCUvjyb5yjGGDh1KQEAA69atw9XVtcMqO+3h7u7OvHnz2LlzJ6tXr2bgwIGEhoZy6tQpm8FVvZNelUvEGpBIo1CvAF6x9U+KYHcBtx9epExmIZoqnZulbRuf0FjQRhezPPFDTpw4wbBhwzhx4gRDhw5ttzq1yWTi2LFj5OXl4eLigp+fn9UNr7Ky0lqjsFB/lwcj72IWTQEaKjDIBlBDg89Dbgcks2WHCaPRSHh4OGPHjrWGtzdjsVgoKSmxzpoLCwspLi7G3d3dmjxq5MiRj3klVFdXc+XKFTIyMigsLGTIkCGMHj2awYMHdzrNqZ+TK/89djL/PXZyq9e95i9gz5491oXVZjw8PJg7dy5Tpkzh4sWLbNy4kYEDBzJ+/HgGDRrU6kfQz8+Pd955h507d/LnP/+ZJUuWPObS2IyTkxPe3t7k5uYSGhpq/bztXXR8afpIdh1JsVUXAndH8HTTU1r6kOzsbKuPdct1BLVazZSps/n5R5uxWNQYDM0l3sycOn2Ls+duMSzahRXLItiwYcNTLxpHRkaSk5PD3r17Wbp0KYmJiXz22WfExcXZFd3a6+iGRUchxGLgD4A38J0QIkVKOUsI4U+j+95cKaVJCNEckKgG1kspr9vatyLYXcDFsm0Y5V+S9VhQgY0iAAAGxwfonXXk5+czZcoUDh48yF/91V+12bagoICkpCS8vLxYtWoVmzdv5ubNm8ycORMhhFVA6sy1bLm75i9i/SgqqDSUc9M9hY+m/YqAgIA2xbmoqAg3NzerOA8bNowBAwa0OTOuqqoiIyOD9PR0iouLGTp0KAkJCQwePPiZ+GwPHjyYwYMHc+DAAautviVOTk5MnjyZ8ePHk5qayp49e3B0dGT8+PFERES0co989dVXOXr0KGvWrGH58uUMGDCg3WNmZ2d3WrDr6uo4fmgvPs5G7tdoMbUzy9ZpVfz7L5czbIg/JpOJ7Oxs0tPTOX78OD4+PkRHRxMZGYmzswu//sdvMRgEFkvrcyylxGSCtGsPcXK8wN/89U+7JK/KjBkzWL9+PRcvXmTMmDGMGTOGw4cPP+YG2uuR3VMiTEq5C9jVxusFwNwWzx8LSLSFIthdwP16+6qTPIrFLFmz/jNUUsemTZtwc3Pj+++/R6/X4+joiF6vR6vVcufOHXJyckhISCAyMhJHR0frqn9ZWRleXl5WAblQdtJmxRhUYPB/SEp6MocPH6awsBBnZ2f8/f3x9/cnMjISPz+/DiMEKysrSU9PJyMjg5KSEsLDw5kwYQKhoaHPRKQfZebMmXz22WfcunWr3RJWWq2W+Ph4Ro0aRWZmJmfOnOHw4cOMGzfOWlVcpVIxffp0BgwYwJ///Gdmzpz5WP1FaBTsvXv3MmPGDIxGI/X19W3ayVty+/Zttm/fjslk4jc/f4kdJ3I4cj4Ts9lMc1ppvU6NSqXmt3+zgGFDGu+sNBoN4eHhhIeHtxLvY8eOYTK5U1Ja1W7VGACzWZKTq8HT09POT7NjNBoNS5YsYd26dQQGBjJhwgT++Mc/kpub2+vTJD9GLy7/ZQ+KYD8DBPaubagw1Up02kZzR3V1NRUVFZjN5lZ5MIQQqFQqTp8+zalTp5BSWtO3fvLJJ2g0GoxGI5988gnFI7MxeNpOliikigaXGiZNmsSAAQPsKrJaUVFBeno66enpPHjwgPDwcF544QVCQ0MfM6k8axwcHFiwYAG7du1qFUTUFiqVisjISCIjI8nNzeXMmTOcOHGC+Ph4Ro8ejbOzM9HR0a3s2jNnzmw1Jn9/f6qrq6mqqsJoNOLm5taumcFsNnPkyBEuXryIi4sLq1atQq1WMy4sD3OpgQdmD4w44erixNQxQ0kcOxS9rm1z0aPi/cu/3YLB8Hgum0cpK6shN7eMoCD7iknbwtPTkzlz5rBjxw5Wr15NYmIiBw4c4O233+5b0Y99W68Vwe4KfPWDya/7S80+tTBjkmo6NItYgFxvnBydEULw2muvWRexzGYzp06d4sKFC0yZMoXw8HDMZjMmk8m6NXtcSCkZMmQIKSkpeHt7U6yyb7av1WqJCo8i1C20w3YPHjywzqQrKiqIiIhg6tSpBAcHd7tIP0pISAgRERHs37+fxYsX2/U/gwYNYtCgQZSWlnL27Fn++Mc/Eh0dzfjx4/Hx8eGdd97hm2++YdOmTSxdutQ6i1apVISGhpKVlYWTi+tjaVWbKS0tZfv27VRWVhIWFsakSZM4efKk1ePjFz9vOw2tPajVampq7av7qNGoqKiopYtSvgCN2SSb/fQXL17MhQsXuHr1apt3JL0VYem7FXNAEewnos5czfWKY5Qa8tAJPSEuCdyvz7LasVXWn3FJ+6KtwpzrgcFgwGKxkJGRgbu7O7W1tSQlJeHk5MS7777bShhqa2spKSmhpKSEmpoaysvLsVgsXLhwASEE9+7dA70GXAWoO55KmKQJP33bXiFlZWXWmXR1dTUREREkJiYSHBzc64Impk+fzmeffcaNGzds+lW3xMvLi/nz5zN16lQuXLjAunXrCAoKYvz48axcuZLjx4+zdu1ali5dSkBAAHeKHnAi38i/Hz+BWTYGYmZavueNmaMJD/BGSsmVK1c4dOgQUkqGDx9OVVUVX375JWPGjGnT46M9LBYLFRUV1nNdWlpq/VtZad/nbzKZcXOz73idYfbs2Xz++eckJycza9Ystm/fTmRkpF0h+j2OpDOBM70S8bQpKJ+U+Ph4eelSmzlRei1SWjhevJFLD3YDApNsAARaoUNIExaLEdEklFKCweraJ1rso+mvRY3FAlQ44Xg1mkDvMGs+7TFjxhASEkJpaal1KykpwWQy4enpiVarxWQyUVRUZM305+rqyowZM9i8ayPFE29haW/RsYkhLlF8OPRX1uelpaXWDHA1NTVERkYSFRXFoEGDep1IP0pubi7bt2+3ujg+CQaDgeTkZM6dO4ebmxvjx4/HYrHw7bff0n/wSNaeyMRgNGNp8X1RCYFOo+Zvl0yi/l4G9+7dw2Aw4ObmhtlsZvz48YwcObJd7xiz2Ux5eXmbwuzs7Iy3tzfe3t54eXlhNpvJzc3l9JlbXE8XGE0df2/1enj9lSBGjx5tLfDQVZSWlrJhwwZWrVrFqVOn8PT0bLf0WVchhLjcUSCLPfRz9pdjo961q+3BS79+6uM9CxTB7gQHCz/jasUBjG0U1JFSopagFqBRazFJA2o0mABp0WGQjflFJKJp/t30BbIIMGqQhyKhQWutoejs7ExQUBBeXl4YDAYqKiooKCjAYrEQFBREUFAQmXnXqXQppLK2glDfIfgYQigpKiVFd4aagDJkO7NsncqBvxn6D+geOlpn0vX19VaRbi5D1pc4cOAA1dXVT+25YLFYSE9P58yZMxiNRvxDhvKv312jI31UC8nsgRK9pY7+/fszefLkVt4oJpOJsrIyqyA3b+Xl5bi6ulqFuaVA63Q6qqqqSE1NJSUlxVpwIjp6GKvf30xpaftFMfR6LR+8N5UBfpLLly9TV1fHqFGjiI2NtblQai+pqamcOnWKZcuWsWHDBt5991273RyfhC4T7MjVdrU9ePkfFcFuSV8T7HJDIZ9nv49JdpD2UwrCXOIJd0ug1lyBXuWCt24IG3P+DjMdhCZbwLksGG3aYCorK60RdvX19ajVaoKCgoiMjCQ4OBhPT09qzQ/ZmvsHblVfRVokEgsaocNkNuGWG4i44YHfHDfSLJewmM1W4dYJB7RCx+iqqRSllWIwGIiKiiIqKoqAgIC+tXj0CEajkT/96U9MnTq1w8K59iKlJCcnh3/+8wGSC2uRHaxHCCRBLvCvb86hX79+rWbKzfUzPTw8rGLcLMz9+/d/bPZtMpmsea3z8/OJjo4mJiaGgQMHWs/PvXvl/PyjzdTWNVj9sJvRO2iZO3cEf/X+dGv7goICLl26REZGBqGhocTHxxMcHPzU5zspKQlojPatqKjgpZdeeqr9dUSXCXbEO3a1PXjlN71SsBUbtp1cerDHdtpPIbnzMBm37NFUlqgpKcnlgf+3EGZqdI1vDxXUeOSiqvPCwUGP0WhEp9NZK4kXFBTQ0NDQmGmun54/3Pp/qTSUYsFszWpnwgAaqBqUy9Bgb96K+TlJ+3dR7JZHSV0hDbUGHEv7oS91xTXKg4SFE1qJQF9Hq9WyaNEitm7dSlBQ0FPPJIUQhISEkF0lOxRraLxryq2BnTu/oX9/T6swDxs2zCrMthZoi4qKSE5OJi0tDT8/P2JiYli2bFmb5pSBAz3YsP4ddu+5QlLSZSqrahFCMHLEIFYsH8voR4oM+Pv7s2DBAmbOnMnVq1fZv38/ZrOZuLg4Ro4c+cRmpLlz57J27VoCAgKsPzAd1avscRQb9pPT12bYX9z+GwrrM203NKpxuTYWV+NAXFxcuBu6nxqd7TKXGunA4KK55CSXMGLECOrq6sjJySE+Pp7S0lLS09NRqVQYo+9TG1TUKNbtoBU6lrn9Nd99eQgHBwdqamqIj48nJiaGAQMG/GhEui0OHz5MWVnZExewfZQxP/+/GM22v+UCOPu7n+HQjnteW9TW1pKWlkZKSgp1dXXExMQwcuTIxxJ+2cJstqBSCbvH21y15tKlS2RmZhIeHk5cXJw1I2RnuH//vrU4ws2bN/npT3/6TK6vLplhO/nLcUPesqvtgav/rMyw+zIqYb9Nt7amlrqKYgoLCzH6PAQ74heaAyScHLy5du0a9fX1eHl5cfbsWXx9fVm6dCmlD0rYrf0D0kaQs9Fs4Jv0DbjqQvHx8WHQoEGtktf/mJkyZQpr1qwhLS2tVb3HJ8XV0YEHDztO9QrgoNXYJdYWi4Xbt2+TnJxMdnY2Q4cOZcaMGYSEhDyx0KnVnVtvEEIQGBhIYGAgtbW11mhQlUpFfHw8I0aMsLusmq+vL9OmTeP8+fOo1WquXbtmTfvb+5BK4MzzQqhLHEX12Zg7smEDKo1ggMtgCh7cx9nZGbUI4YG8gbThtYFK4oI3WgcHVCoVFouF4uJiqy01JycHi1MDcpodF5wKpE89kTKSzMxMli9f3omR9m00Gg2LFi1iy5YthISEPHU+74Xjh7Hl6BUMpvbPn1olmJsQ2eF+ysrKSElJITU1FVdXV2JjY5k/f/4T15vsKpycnBg3bhxjx47l7t27XLp0iWPHjhEREUF8fDz+/v42f0hGjRpFTk4OBoOBw4cPExER0em8Md2CRBHs54VYjzmcKf26wzYqNIzwmM6cV95ESklJSQmZeVc5Lm90GEMjUBHiEIebfwgZGRn4+voyYcIEoqKiKC4u5vDhw1RWVmJwqKVeiHaCtSSqJh8UicBgbODevXtMnTq1b/jIdiH+/v7Ex8ezd+/eDjMf2sPySSPYcqRj051Wo2ZVYtxjrxsMBtLT00lOTqasrIzhw4fz2muv4ePj88T9eVYIIQgODiYddjHwAAAN7ElEQVQ4OJiHDx+SkpLCjh07cHR0JC4ujuHDh7d7HQkhmDdvHmvWrMHV1ZWzZ88yadKkbh6BnfRxG7Yi2HbirPEg0fdtjt5f3+R/3RoVGpw17kz2eQNovIh9fHzw8ZlOQ9E9LpZ926Y7IBZQSR0hDS8wZGxj9eusrCzS0tI4ePAgISEhJCQkoFKpOHr8CA/amCGoMeOgMrX+TXA2URWYwbARb3TJ+PsakyZNYu3ataSkpDxxwn2j0cixg98zPUDFwVwTQqVuZc/WqtVo1Cr+c/U8gnwb7c7NtRiTk5O5ceMGgwYNYty4cQwZMqTHI0PtxcXFhYkTJzJhwgSys7O5fPkyhw8fJjo6mvj4ePz8Hs/b7+DgwJIlS9i0aRNnz54lNjYWrVrHg6IKNDoN3gM9e8XaSXeUCHuWKIuOneR6xTEO31+LSTZgkRaEEFikmWDnGOb5/wInzeO+qFJKTpfs4IeSbY1lviz1qFCjEmrcVX4Mq1lIWd5D8vLyqK2tJSAggICAAHx9famqquLGjRsUFRURERFBnk8quQ7XrJGMGmHCQZhp67ugRssg50heDf5HVKJviEVXUlRUxObNm1m9enWnfYTr6ur48ssvqa6uRq/XM2PuAvan3GHXmWtU1zbgrNcxf2wUyyfH4N/fjerqalJTU0lOTkalUlkXELvK77mnqaqqIjk5mStXruDm5kZcXBzR0dGPmT4uXLjAgd2HKblSx52LhajUKixmC279XVjy0VwWrE5Eren8tdgli46OA+T44Dfsarv/xm975aKjIthPgJQWcmpSqTAWohY6QpxjcNXaTrJjsNSTUXmGckMRWpUDg13j8NUHt2pTU1NDXl6etXxWQUEBHh4e+Pj4YLFYKCjLpzD2EhadEaGy4KQytCnWzWiFA4m+qxjjNf8pR903OXnyJLm5ubz66qt2z/AqKyvZtGkT9fX1hIWFMX/+/DZtsmaz2eoznZeXR1RUFLGxsT8qd8lHsVgs3Lp1i8uXL5Ofn8+IESOIi4uzForIvnqXj6b9BmOD6bFESw6OOiITBvMvu/4bGm3nbu67RLD1fnL8oJ/Y1Xb/rf9QBLslfVmwuxOz2cz9+/etIp6Xl0etrKY27g70K0erant23RI3jRcfha/70YpIR5jNZtatW0dcXBxxcY/bmR+luLiYjRs3YjKZmDp1KgkJCY99bkVFRaSkpJCWloaPjw8xMTF9J59GF1JRUcGVK1dITk6mf//+xIyM5d9e/pyK4qp2/8fBUcfLH87mJ//r5U4dq8sEO3CVXW33Z/3vXinYig27l6NWq615qhMSGosqV1dXk5eXxx7DP2MQD23uo9ZcRbWpDDc77gJ+bKjVahYtWsTGjRsJCwtDp3ci9cY96g1GBnj1IzzExyrIOTk5fPXVVwghWLFiBSEhfwlAqaurs/pM19TUEBMTw9tvv91pn+kfE+7u7kybNo3JkyeTmZnJrnX7qK7o+HpsqDOw+9NDvPK3C9HqekB++rgNWxHsPoirqytRUVEczHTEYLQt2EKoMMu2K5A/D/j4+BA3OoH/9q9/JrvYjEbdmE9RWiSe/Zz48LUpeOrrSUpKol+/fqxatYp+/fpZfaZTUlLIyspiyJAhJCYmEhIS0udyrTxL1Go1UVFR7Cg8gtlg2w1DSrhxIYvhE+3PrtglSKD31HR8IhTB7sN46QKoMpbYbCelBRfN8zsTrDcY+eJADrcLGjBboKWvzr3iSv7u93uJ8KpjSnwoS5cupbq6mqNHj5KamoqLiwsxMTG8+OKLdqdHfV55WFljVzshoK7GdpGNrkeCrfQSvRxFsPswY70Wkl+XgcFS324bgYph/SahVTl0Y896FxuTznO34AHtRZgbTRYySvS8OiiMLVu2UFJSwvDhw3nllVfw9fXt3s72YQaG+ZJ2KhOLjVB+s8mC98CuKV/WKSS0exH0Eey6rxNCzBZCZAohsoQQ/6ON9x2EEF83vX9eCBHc1R1VeJwwlxh89SGoRftRZTqVnkk+z0+k46OYTGZ2HkzBYOw40tRisbDrcAoJCQn84he/YPbs2YpYd5J5b09D62B7Dug10IOQYYHd0KM2kNK+rZdiU7CFEGrgY2AOEAWsFEJEPdLsLaBcSjkY+C/g37u6owqPI4SKV4N+zSCnKDRCh2hxOnUqPS4aD94I/S3uuudXeO4WlmO2oyyURQoqDE5ERkb2mQCX3kbYiCCiEoZ0KNoOjjre/ucenED0ccG2xyQyBsiSUt4GEEJsBRYC6S3aLAR+3fR4B/BHIYSQPeUz+ByhUzvyesg/UVR3h8sP9lFuKMJB7cwI98kMcR39XAbMtMRkMtvtzmjsIF+Ign38w1cf8qtF/0l2Wi71LezUGp0GlUqw+t9WMO7FUT3Uu94txvZgj2APBPJaPM8HEtprI6U0CSEqgf5AactGQojVwGpoLIaq0HX4OYbw4sAPerobvY4B3v3sEmKVEAwJ7n05Pvoaji56/vPg/yT5eDo7f7+PvMxCtDoN414cxfx3E/EL8u65zklAKcJrP1LKNcAaaAyc6c5jKzyfuLnomRAbyvGLWe2W1ALQadWsnGM7sEbBNiqVirhpw4ibNqynu/I4fXyGbc+i4z2g5QpBQNNrbbYRQmiAfkBZV3RQQeFpeX/5Czh2ZFfVaUgYEUx4yPNr638+kI1eIvZsvRR7BPsiMEQIESKE0AErgD2PtNkDNAfpLwGOKvZrhd5C4AAPPvn75Xj2c8JJ/xePGo1GhU6rZnL8YP7pw3k92EOFbkE2xiTYs/VWbJpEmmzSPwMO0FiZcL2U8roQ4jfAJSnlHmAdsFkIkQU8oFHUFRR6DeHBvuz5+F3OJN/hyPlMausMBPt7snDaCAb6uvd09xS6i+ch0lFK+T3w/SOv/X2Lx/XA0q7tmoJC16JWqXghLowX4sJ6uisKPUUfv/FXIh0VFBSeD6RUvEQUFBQU+gzKDFtBQUGhLyCR5r4dHKXkiFRQUHg+aE6vas/2FAghlgohrgshLEKIdosgCCFyhBBpQogUIYRd1VyUGbaCgsLzQ/e47F0DXgL+ZEfbqVLKUtvNGlEEW0FB4bmguWjFMz+OlBnAMynJp5hEFBQUng9kUwEDezbwEkJcarGtfhY9Ag4KIS7bu39lhq2goPDc0IlFx9KOivAKIQ4Dfm289Ssp5W47jzFRSnlPCOEDHBJC3JBSnuzoH3qsaroQogS4a2dzLx7J/NdH+TGM48cwBlDG0ZuwZwxBUsqnSvUnhNjfdCx7KJVSzn7K4x0H/h8ppc0FRSHEr4GHUsr/7Khdj82wO/PhCyEu9caS853lxzCOH8MYQBlHb6K7xvC0AtyVCCGcAZWUsrrp8UzgN7b+T7FhKygoKHQhQojFQoh8YBzwnRDiQNPr/kKI5hQfvsApIUQqcAH4Tkq539a+FRu2goKCQhcipdwF7Grj9QJgbtPj28DIzu67r8yw1/R0B7qIH8M4fgxjAGUcvYkfwxi6hR5bdFRQUFBQ6Bx9ZYatoKCg8NyjCLaCgoJCH6FXCbYQYrYQIlMIkSWE+B9tvO8ghPi66f3zQojg7u9lx9gxhl8IIdKFEFeFEEeEEEE90U9b2BpHi3YvCyFkR0luehJ7xiGEWNZ0Tq4LIb7s7j7awo5rapAQ4pgQIrnpuprbE/20hRBivRCiWAhxrZ33hRDi903jvCqEGNXdfez1SCl7xUZj+bFsIBTQAalA1CNtPgA+a3q8Avi6p/v9BGOYCjg1PX6/t43B3nE0tXMFTgLngPie7vcTno8hQDLg0fTcp6f7/QRjWAO83/Q4Csjp6X63M5ZJwCjgWjvvzwX2AQIYC5zv6T73tq03zbDHAFlSyttSSgOwFVj4SJuFwMamxzuARPEsMqw8OTbHIKU8JqWsbXp6jsYq9L0Ne84FwD8B/w7Ud2fnOoE943gH+FhKWQ4gpSzu5j7awp4xSMCt6XE/oKAb+2c3sjHs+kEHTRYCm2Qj5wB3IcSA7uld36A3CfZAIK/F8/ym19psI6U0AZVA/27pnX3YM4aWvEXjjKK3YXMcTbergVLK77qzY53EnvMxFBgqhDgthDgnhOg10XBN2DOGXwOvNQVrfA/8vHu61uV09vvz3KEEzvQQQojXgHhgck/3pbMIIVTA/wHe6OGudAUaGs0iU2i82zkphBgupazo0V51jpXAF1LK/08IMQ7YLIQYJmX3JH9W6D560wz7HhDY4nlA02ttthFCaGi8/Svrlt7Zhz1jQAgxHfgVsEBK2dBNfesMtsbhCgwDjgshcmi0N+7phQuP9pyPfGCPlNIopbwD3KRRwHsL9ozhLWAbgJTyLKDH/iRHvQm7vj/PM71JsC8CQ4QQIUIIHY2LinseabMH+EnT4yXAUdm0WtFLsDkGIUQsjZUoFvRCe2kzHY5DSlkppfSSUgZLKYNptMUvkHZkJetm7LmmkmicXSOE8KLRRHK7OztpA3vGkAskAgghImkU7JJu7WXXsAdY1eQtMhaolFIW9nSnehU9verZcqNxlfgmjaviv2p67Tc0igE0XojbgSwaE6aE9nSfn2AMh4H7QErTtqen+/wk43ik7XF6oZeInedD0GjeSQfSgBU93ecnGEMUcJpGD5IUYGZP97mdcXwFFAJGGu9s3gLeA95rcS4+bhpnWm+9pnpyU0LTFRQUFPoIvckkoqCgoKDQAYpgKygoKPQRFMFWUFBQ6CMogq2goKDQR1AEW0FBQaGPoAi2goKCQh9BEWwFBQWFPsL/D5rEGX1dET64AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x_toy_recovered = g.synthesize(W_coeffs_th, method='exact')\n", "G.plot_signal(x_toy_recovered)\n", "print(str(np.linalg.norm(x_toy_recovered-x_toy_noisy)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise** Plot the error of reconstruction vs the compression rate. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is only one quick example of compression. Denoising may be done as well, etc." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }