{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# IF YOU WANT TO USE GOOGLE DRIVE FOR THIS PRACTICAL SESSION : \n", "#from google.colab import drive" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "from time import time\n", "from TVL2 import *\n", "from ULA import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Unadjusted Langevin Algorithm (ULA)\n", "\n", "\n", "## Reminder on ULA\n", "\n", "Assume that we want to sample from a target distribution $\\pi \\propto e^{-U}$, with $U:\\mathbb{R}^d\\rightarrow \\mathbb{R}$ a known potential.\n", "\n", "To this aim, we will use the Unadjusted Langevin Algorithm (ULA), which belongs to the family of MCMC methods, and relies on an Euler discretization of the Langevin stochatic differential equation associated with $\\pi$. \n", "The algorithm update step reads \n", "$$X_{k+1} = X_k - \\delta \\nabla U (X_k) +\\sqrt{2\\delta } Z_{k+1},$$\n", "where $\\delta$ is a step size and $(Z_k)$ a sequence of i.i.d. d dimensional standard Gaussian variables. \n", "$(X_k)$ is an homogeneous Markov chain.\n", "\n", "Under some specific conditions on $U$ and $\\delta$, it can be shown that the chain $(X_n)$ converges to its unique invariant distribution $\\pi_{\\delta}$, which is \"close\" to the target distribution $\\pi \\propto e^{-U}$.\n", "\n", "Mainly, the assumptions on $U$ and $\\delta$ are \n", "1. $U:\\mathbb{R}^d\\rightarrow \\mathbb{R}$ is continuously differentiable and such that $\\nabla U$ is L-Lipschitz, i.e. such that\n", "$$\\forall x,y,\\;\\; \\|\\nabla U(x) - \\nabla U (y)\\| \\le L \\|x-y\\|.$$\n", "2. $U$ is strongly convex oustide a ball $B(0,R)$, i.e.\n", "$$\\forall x,y \\text{ oustide } B(0,R)\\;\\; U(y) - U (x) \\ge \\langle\\nabla U(x),y-x\\rangle +\\frac m 2 \\|x-y\\|^2.$$\n", "3. $\\delta \\le \\frac 1 L$. \n", "\n", "Observe that 1. implies that \n", "$$\\forall x,y,\\;\\; U(y) - U (x) \\le \\langle \\nabla U(x),y-x \\rangle +\\frac L 2 \\|x-y\\|^2.$$\n", "Hence, 1. and 2. imply that the behaviour of $\\pi$ outside $B(0,R)$ is not too far from a Gaussian.\n", "\n", "\n", "\n", "\n", "## 1D experiment\n", "In the following, we start by experimenting with ULA for sampling 1D distributions.\n", "The conditions on ULA make it appropriate for distributions which are not too far from Gaussian distributions in practice.\n", "\n", "1. Use ULA to sample the Gaussian distribution $\\frac{1}{\\sqrt{2\\pi}}e^{-\\frac{x^2}{2}}$.\n", "2. Starting from $X_0=0$ for instance, what is the distribution of $X_n$ after $n$ iterations of ULA? Show that the asymptotic variance of the chain is $\\frac 2 {2- \\delta}$. What happens when $\\delta=1$?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "###### ULA \n", "x0 = 0\n", "niter = int(1e5)\n", "delta = .1\n", "\n", "Y = ULA_gauss(niter,delta,x0)\n", "\n", "#display result\n", "x = np.linspace(-3,3,100) \n", "y = 1/(np.sqrt(2*np.pi))*np.exp(-x**2 /2)\n", "plt.plot(x,y/np.sum(y)*100/6)\n", "plt.hist(Y,bins=100,range=[-3,3],density=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using ULA to sample TVL2 with blur operator A \n", "We observe an image\n", "$$u_b = Au_0+n$$\n", "where the original image $u_0$ is unknown and the linear operator $A$ represents a (circular) convolution with a known kernel $h$, and $n$ represents i.i.d Gaussian noise. We wish to use ULA to sample from the distribution $\\pi \\propto e^{-U(u)}$ where\n", "$$U(u) = \\frac{1}{2\\sigma^2}\\|Au - u_b\\|^2+ \\alpha \\mathrm{TV}(u). $$\n", "If the blur operator $A$ is invertible (true for Gaussian blurs for instance), then the strong convexity assumption is valid. The TV term is not smooth, so we propose to use instead the Huber approximation of the total variation \n", "$$HTV(u) = \\sum_{i\\in \\Omega} \\|\\nabla u(i)\\|_\\epsilon$$\n", "where $$\\|g\\|_\\epsilon = \\begin{cases} \\frac{\\|g\\|_2^2}{2\\epsilon} & \\text{ if } \\|g\\|_2 \\le \\epsilon \\\\ \\|g\\|_2 - \\frac{\\epsilon}{2} \\text{ otherwise.}\\end{cases}$$\n", "$HTV(u)$ is smooth and its gradient is \n", "$$ \\nabla HTV(u)_i = \\begin{cases} -\\frac{1}{\\epsilon} \\mathrm{div} ({\\nabla u_i}) & \\text{ if } \\|\\nabla u_i\\|_2 \\le \\epsilon \\\\ -\\mathrm{div} \\frac{\\nabla u_i}{\\|\\nabla u_i\\|_2}\\text{ otherwise.}\\end{cases}$$\n", "If we use the most simple discrete scheme to compute the gradient, then $ \\nabla HTV(u)$ is $\\frac 8 \\epsilon$ - Lipschitz for $\\epsilon \\le 1$. \n", "\n", "\n", "The ULA scheme can be written \n", "$$X_{k+1} = X_k - \\frac{\\delta}{\\sigma^2}(A^* A X_k - A^* u_b) - \\delta \\nabla HTV(X_k) +\\sqrt{2\\delta } Z_{k+1},$$\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Create the blurry image. \n", "\n", "For the sake of simplicity we will use in the following a uniform blur, even if it does not fulfill the invertibility condition. The matrix $A$ is never computed explicitely (it would be HUGE !), all the operations involving $A$ or $A^*$ must be written directly in the Fourier domain. For instance: \n", "- $Au$ is a convolution with the kernel $h$, it can be computed as \n", "$$\\mathcal{F}^{-1} ( \\hat{u}. \\hat{h} )$$\n", "with $\\mathcal{F}$ the Fourier transform and $\\mathcal{F}^{-1}$ the inverse Fourier transform.\n", "- $A^*u$ is a convolution with the conjugate of the kernel $h$...\n", "- the inversion $(Id+\\sigma AA^*)^{-1} u $ in the Fourier domain becomes a division $\\frac{\\hat{u}}{1+ \\sigma |\\hat{h}|^2}$ " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ODCOALB76Rc5fWR0xnC8t3Crn1ihOCLvAeB6YIz4fJy9Zlp3bx+qoIKIrinOnFyGMSHLTfqclEPrIB0V0zLPiworK3OeDz909jcrMx9TH7KJcr2jA3Ki4YmU83HDxDG+3y73TIFE+I03jdXnQTFrkt9KmGCHnlB5fly7bvo5i31gLoDtf03FuKW4MaLe76yj3MoP0onIpkB2FTsawtlTMgYqCgYCWDagTrZIK6MDdPRbHeDxOE+yLyK2Lt9fRnAvl8/rnwsaicSGRiqeEeP9ZXG6l/TtHM460UIIILULkBDB9cF7Ki1MG/uPCGDk+Rypc60jGXVDaxHVR0Bn/iHhiKkuZO+r/I0P8jqemeJsjoqZt7ko6EuU6N4au4P23G0XvY4zg+/NQYI7sfQz4jGtiEK4sy8GRPOOO7Ptme6cjIndYpvz4n+LKmPqdhojXg+58Xt1gfVlld2mQXRk6i98jOAyyL1y/161QGQLyhe7XI0gxyTW2LSJIii+yuLARumazeS74EHkXPiv7mzrLlCBCFxGFP8vb5Is6ZulHVMEcxACQk9iuqOL3XpyjYX58IdCfMgPjc+Vz5G1ECcV59/H0+iKnd1Epc908oBbduHiix0Uy6ePihTEAkUeyHyXhY+Fz6mkeF7l7DiLol6fouCIHVDjyjOjR5dh5uDKKyl1kN8RlKN2NMeAgJmi/qFwqZHdVrspVuSpfVbk0yM4RQ7RUjhyce+C3owqpeBKuVJ4759Df63ZL5VyN1x+jl95WR2sRFUUuzN0Gt9rSIgXH3STuu2g3hrv0jpz8+VzL/W6pY//42zm+2BY+j/XGEu+JbldZlBa3JSK3i/hKIteVSvFE6Fg8GR03ifErc8GiK0vCeUQycUwcgTOPPvfxGU6rxHHwfvr9ZZSDexhliC6miSDzUQ7dneY6R9WgMefPfe01m800rgTNopvq8+7ehK8951Xpa3SXX6ZcOmTngk8pI/sdEkfXE6XCgDgnxkDFwANCD6EayVoWkXNCZQPOoiZS5txGLEtLS0lhOXfnBHtZ3/ksppHwfMYxEurOHbmLGd1O/59x9udENzByNoyru33OcZUFTyie04hR8nF2HtKVa6QxvH0+Z9yPzPC3p1HEftBunuUyyv203Relu7X0K/LFPlaejkGfIgcNHYKidfmkDfP5PJ26wnOc54uGJ8/Pnxjk4+cK26mM2WxWSMNiDTlf6f3nM59PDgKINA1RWO7zQnpYHO8XlUuj7Bw9eIkaP4bqJaXsdOesfHH4dixPGfBIrgt/jIyi+HxSKf6/TxrKxYWZ9vvicwHw63xR+vjwnLJJjiiBhemW2xc/13pxAfVorS/cizgib0fkt3zMUWSMXdl4Omqi757h721yPtfHy9NJPAjC9xx57saN4kreEZUX56qctPexd+WIsQW1lxlwP4TUlbh7Nf5sxtYTcEG2nofn64C14kre3+Xgn/v4Oc/tYCMqK2+fK9Y8z88lOkeO1w0J4xTTYfguGs4XlUuj7MoQSlnAAuXkSM1/u+JwF4U6/ToKQsngenSvbBFHQY2KSDr/vgeeGZU6QuPEbFQ4/mxQokc3ERJfaC6w3l4WfBlJ7hbYDYj3u8yt5t5YH0oEJJJl2bltdtzrior+RuKbvoOCHdmSf1kWkXWEgxFzufDj/i9Cud632C4WqMtslDU3rL7Q49hybRzj6MpxP7+97WUy68rId8u48ULeXWm7wvb+ueLmOvJeMUbuffjfniNJvyLic7Dhz/Z149e8TLk0ys6jWlIx3C4t0hjcnWCwossWrbQL/3Q6VavVKvA0MXzOsTN8fpH1iMiEhUg7y4TON1k7AsNSed2ukLw9CJgvdnfRpSJCdqUfXVhHyW5AvLjQu3DH+fC5iq4qi8ojaLEe6nKkhOJ1JRzbB/XA3y4fLLx2u50+ox1ROdMm+lA2Fyg2lJdzoUtLS4VzGcvmw2XNf1whkGPp8tJoNAq7eXwu4jx7+5Eb321StqYiDeQKzbdxcWoNxzCxxczlz9dNHIssywqnB/EZbiuRa7bT5XleQMLR+Hjk+EXl0gQoXMlJShxCTPh0yzmfz5NV9kUKWR1dqKWlpZTJflFwwcPg0X3y4kLrSshd3rIShdGtpvffn+9bniJije6o38ezVlZWVKlUtLKyIklqtVqSzhbg9va2NjY2tLe3l5S8K9mybTlR8caF5OPG/7z3IxqOMgLaiW5PD6It7l45/RARI/IBJ+WILNIb3B9TH3i2j3F0xWPKku8o8fZQt8uMc2XujlP38vKyhsNhCopQqMNRlCtMvmO8I11CX9k6Sd+c23UXmYDDdDpNa4htii4rPl7j8TgFKRh/X3PRsDgnKKmQ/+hz8GVcVy+XRtl5NBatzt8emYz5WJyWIC3cEUdVUdj83bPOAUVl6TyD/6ZOj1p5uylRofrfCOVFvFb8zBeUu6CxTf6cer2utbU1NRoNXb9+XaPRKLXXd2ncvHlT0+lU9+/f19LSkvb393V8fKyjo6OCq8i4sIi9X66oYlSZwtz4fEyn0xQZ9XEGtbpLx5hwnz8fNOV1U48rtJg76O4RBfQIYvHxRaFERea0Cm2KfWXu4ndurPntxxoNBoNSg8MzPZqJ8oxG2J/nChsl5IjM6QR+l+1acmUf1yQKEzTqyNyvj266AwHmNBpD2h2zM16mXBpl5xCVkxj4vIwk5jMGkEVDAXHwuVs8qbgZG2EqmwgXaBaFh9ddMboCco7Ji09cVFrRzaVNvg1tNjs7xWNlZUXr6+uFhTsajdTr9TSfz9XpdFSv19XpdDQYDJKwQYJzD4TxbDZLCu6VV17RxsaGtre3z/EkF80JiyUKH4rDDYqPl7vy1E2JLhGLEmUgLXjBiPi8OMfJ/z5/yIAvbkch3sboWXiCa3Qpo6FlPCL/RL8jZzUcDtVoNNRqtRKaAt3RhjzP0+sJ3WBWq1VNJpPCkUr0zVGhozzqZe2h+FhLyD3zTvvcC6Od1MH689cnOnJzY+br1GkJ51c9KBF1wovKpVB2rkQYKBd+F3iE2XPmUBKOzJjMLMvSQLv1dE7PF6y/fCYStRQsCm1wF8OjgREBlUXtuJZrfPKwighMrVbTu+++q/fee09ra2taXl7W9va2JOmTTz7RZDLR7du3UxtwA15//XWtrKyo0Whob29PR0dHkqTd3V3t7++n8D/PQTnevXtXT548KbWejkx9Dl14peKBn95X739ZcUXoioPtfD53UT4ceXiqhNcdDVYMfLkRcsThcwZXiAsakaOPVXSPna/066TiomcMKaenp5LOqAgQEOPhOzUokdCP40G7HS17f6O34kqnXq8n5cZnPv8+ByhEPpOKgIAxZ0yi++qRd5/rLxOguBTKzhWAc1JeouvpC6BsYFAOLHjP14mIzJ/vPJP/jpYaIeEePkOQysh+R2dlXJsLk0+uJN2/f1+rq6u6efOmut2udnd3VavVkuJqNBo6PDxMSuvo6EhLS0taX1/XZ599ptdee013797Vt771LX3yySeSFgtHOgvK9Ho9NZtNDQaDFC3rdDrpGowQAueuh+deuWvGtQgli4Q+xnmmz2UuOmMNUnTZcK7Ho7WeXM2YgoIiReGJyP6iF9pDffQrGkH65Tyjt8+9EW8P9/qcOw/JnM7n85QiEse+Wq2m9vMM7xuFNvE2L54JWnZAQf9cEU6nU7Xb7WQQneZArj1S6v11t5viaJTnOPqPydh+/0W8+EXlUig7lMlFE+ScER0sO5DR/3c0EV1CIj/+nLLFFXm7+L/zBywEV25+rbvPzt3Exe73swDW19eTW/ro0SPduHEjRcMIOgyHwySww+EwEdv9fl/ValW9Xk8HBweazWZpMeb52XHmBHNu3Lihdrut4+NjTSYTDYdDra6upoDGycmJsizT5ubmufFbWVnR4eGhut2uTk5OUv2u6OgvaMjdUS9lSBIUA0KI0UNHWNEIejCF/yuVinq9Xuob9bjii5HmeHoHBTQVzz4skwnPpXO6xu+JMhODCowH9UUlElNcuN4PyD05OSkYJZRMHHsUkCPzwWBQAADMSTRucK+er1rWdu7HgLATpoxiyPO88Fa2L6PwLk3qyVW5KlflqnyVJfvzhnH/Mku9Xs9v375dsDBlhDXoL0aUyrQ71sjdHedqIlR2FwMOzvm4aM3dYkeXNxLwtJU+OOnqro5bM1yWWq2m1157TUtLSzo9PdVbb72ld955R6+88op2dna0tbUlSXr69KmOj491eHhYOPCQtjQaDa2vr2swGCQ02O/3CxzUcDhUtVpVt9tVtVpVv99P7o60OMablxxzkOVkMtFoNErjRcb76elpqsvnMo6V810+vpF8jq4/41oWZY11OA/kqSK4fR6NjBSCUxk+r/68iGC9jzw/BjxiQMzpgcgvgx4v4qjKgj0x2sl1MeDkxZGYc5/cGznq6BH53PjYRrfUx6kMAce16nmK0mKr5WQy0UcfffSjPM9/pXRgvG8vuuCvqvjCvIiviSUmanp+EMXd4wiNnZPx6xl8j8A5x8Nkx+gXk4MQx2cD03Fl4ntqfXGTOtJutzUcDjWZTLS8vKzNzU299957unnzpsbjceLf1tbWUl2j0ajgGtAn8qQQZgS31+slng4hwmWD96QuIr2+C4FoIbwovFKn00mpLH4suUf+Ij/H365kPVouFY1IVEAUT3Vg7qLyZDHSlqgkI3/qz3G5dL4yFucSvf2++GPfY0Fe/BlupOgnbcGdj3V6ZB95jErQ8xHL3HhfPx7M8+JKtgyMeLBCOqNgUJ7OERJp9v6ytgaDQcrCeNlyaZSdIzqfoMhHOBJwhRIjtQxYFGi3Wl6nR+CcAPcFEqO9TIAnTEbLRnGSFiVH//wannH79m2tr6+r1+sVEBNCd3R0pM8//7zwLljGwElsBIK0FBfOVqul2Wym5eVl9Xo9jcfjwsZuEoFXV1clSYPBIKURrK6u6uTkJM1bp9PRbDYr5PPVajVtbm5qOp0W9p86ar6In/Ux86AR/XJejoXuiy4u/ihXZVwaBT7Y++HXoYhB4z633r4of/TPo/KRX7xI4cU+xqhzjJqiJPicFCNfT56GghIkAOR1eTQZPs0j/t5GL2XIPHpUKGbnI32sywAMcuM85MuUS6PsKGV5NZDLTs7G3CYnzD2yG90FT1VxF4IS0YaT7NFNYoJYvF5iRDlaP9rrrlyz2dT6+nq6fn9/Pwni2tqaVldX9fTpUz148EBZluno6Ei9Xi/Vh0LBSi4vLycXc2NjIwkH1nB9fV03b97UwcGBKpWKDg8P0/jw7onpdJoivuRW0W8WYLfbLWzHorDQWq1WmitXECwudzE9mTgmD1NnDOr4e0R9P68jBK+D8YrGyeXFFQuLi4UZX+UXESCKLKZ9RCoEOfH54954bZky94gndSAvKGu+4725vV6vgJodgeEmxzkkl5D5dSrDx9C9AJ8rPo8uOGuUdqJ4HXEy9tH74ufnLvVEKibtlkU13VVgkr1E1xWeLfr6CMnzdkk4L+hKLGaKO1pgolyBOvrLsiwJWb1eLyRu8l21Wk1vxSI5mIWLq3l0dKSjoyN97WtfK3AnoEv2LnY6HVWr1ZRY3Gg0VKlUdPPmTV2/fl2S9M1vflPNZlM/+tGPdHR0lJ7V7/dTG90lYvtPv99Pi29lZSVtOTo9PVW/3y8kmY7HY+3t7SVj5QiIeXWl5sg9KifGN6b0eKoJi8UjzsxT2cKIvJtzpx6BdOTP547QfK7LaBg+R9FHZOLKxNFbTPylbvcOqBuPJO6iYC7cY7kIYZa5736fzwvri+vjm8S43t14Tz3is4i66a+vLf/7z1sujbKTiogpkv98FhGAVHR3uN95Np+ciBy4PyKAiB5cAXobYz2+cL1P3CMpvafT3UkSf+/fvy/pTMD+9b/+1wVlXa1WU/rIcDjUK6+8khbLw4cPzylS2rW8vKw8z/Xmm2/qV3/1V/Xqq69KOgsgbG1tpa1R1Wq1gAbZitfv91MfQHwgs+Pj4ySwjniofz6fq9VqpXQF30HAuPtcogx9juJmb18IXO+ukKM/55kc3Tua4G93ozzPjuJcZyTTqdfnOQY2uBYFEZWiK0P6Fhc+BRTvgQl3vaMiom24oT523obIIdJXdubUAAAgAElEQVRXV2R+f3StHU27oXFkHLnAaCS8vmioovfwZZTfpVF2UcE5XxIjX26VmFRPyozWCuHB4nuyKXVyX7TwTuZG15aJ8sni/7hIY8Ikrvkrr7yiv/W3/pa++93v6vj4WLu7u5Kkx48fq9VqqdfrpTfHTyYTjcdj9fv99HzyxDY2NvT06dP0zGvXrung4EDSmYLq9/vJhcEF2dra0n/4D/9Bjx49SpHJwWCQfhgb58ogk09OTnTt2rVC/Ry04K5M3PbH39QXF4wblejKRHIe+SDIEpOIvb7IJ/FdJOqjS828liEL2g2XGiP/9MFpE48Al7mmcLPIoiNKb5NzhlKRO/N+RMrFlQ3XIbe0x9ehAwx/rst9BAFlhsTBh6+jGPDxeY9R71iigXpRuTTKDoGLmtqtZdToKCBHM1KRR/CBep4L4Vaf36AQiNlIuLrVQThZXE7Cc620OGSASOudO3e0vb2tL774IvEhklIEs9vtFsaA46mePHmiXq+XdkEQmCC15IsvvlClcpa4enp6qtlsps8++0wffPCB3nzzTUnSkydPkvtzfHysLMt0cnKSFoovUGmx/WxpaalAeCOstAVlSqLz0dFRmlvcdO6N8+0y4IsCZRJd0W63mygAlGLksaJMUDhKCQTl9AhI1WXPFQ7Iz5Wg81ietsJzxuNxeluXKwGpuGvEla+jHObA+xOVMEoFZUN/UE6xL2W/499RqaEAHb0xdx5QYM4uinqXBZa8fa7oI13E5z+XRzxFSI0iajQa5zrvg+vXUtx9vchKgay43he2Z89TIJC9TbEenunRYc9HAsmsrq5qZWUlKdxWq6Usy3Tt2rXUvkajoU6no6OjI7VaraSA2u12WjgsdOksgri+vq7Hjx9rMBio0+mo3+9rMBio1+slV+Tw8FCPHj2SdIYGT05O1O/3NZvNUoACgUXZO5ogaDGfzxMvyEkyrVZLlUolKbSf/vSnOjk5SRvV2ZjOmMWdFdKCm41pEb5w3dovLy8nZcWPGyVXCE4jRP4Vg1a2AGMgAOTF+ETDCgr3MYyeCNdHrsqVsisqb7+kgrIF4aBsfH1EY1JGEbmX4sjW01ei18L9vmYdSPB3Gf3jxdelU1WODJ3m8LGKKPVF5dIoO0kF+OunNZRxaJRo4agnnoQaJ1kqcgQMHH/7Xtqy6/k/wn6EAT7KQ//UfePGDc3nc62trenWrVv67ne/q7t37+rhw4cpeNBut1Wr1fTRRx/p9PS0sFUKxdtoNJJi+ZVf+RW98cYb+uCDD/T555+nhGHOqGs0GoUcOkn64osvlOe5jo+PVavV1Gq11O12NRqNCiSyc5JwPjdu3NB4PE57Z9fW1lSv11NwQ5K+/vWvq9/va3d3V9vb2wUjEaOhEQH74Y5lizZez2coRRYaz4qpGe4CeiCAOn1xOdr3xYnSi/LhBo9+ePtQHO6CEdVH2bjXQDQ0ymBsV4xYxt+uhLifH5SS98cRFO1xmXcQgnx4Xa70I7cYi9fv80l7Xam61xXl4nnlUim7i9IE3PePMNivcTfAv4tJqVwfAwv8XZYmwT3S+aRJvovcj1TkWCqVs/2npGqg+O7du6fV1VU1m80CsS5Jb7/9tj755BOdnp6qVqulxF8suyvHx48fq9vtppNgSUuBixsOh2lfpHSW9Dsej9PY4gajEJeXlwvnBeK+dTodLS8v6/r16zo9PU2u9dOnT7WyslJIGm2323r99dc1GAxSxJhzzuB/fAN+5GlAkcwNi8uTW31OmRPnp6Jy88UbvQT+duTJtR4EiZ6Cy5crK0dLfr0HDygEGPw5jpYit+Xy53JaxjHSfkevGGRXpLFN1Bv7FLlWH8M4tvQltgmPCuMY+TtQaqzLFWOZ4ryoXO2NvSpX5ar8QpRLhewkFWCzVAxPu9Vxq+nRVP/e/wdt4B5DFEvFdAc+9zw4t8yUMkhO2oNHkL3N6+vryVIPh0MdHh5qe3tbz54908HBgT777LNkHRuNhjY3N7W6upo4Lz+9lURdggL7+/t6+PChHj16pNPT08QHQpyTz+Yc3Hg81ubmplqtVkoUvXHjhk5OTpIldsQyHo+1urqqa9eu6f79+1pbW0ufT6dTra+v6/T0VPv7+6kPRB/feustPXr0SLVaTWtraylnENQe+TjGFlcGJM7veIxSpDOYS/52TrgMUbncxWg9rqi7ZNG9JgiBHLp7jjdC+7wtUab4jaeAK8tznR92dElAzL2LWD/3eFDG3dFYIo9OYY2UBe6cxvGx9mc4ivcAhs+Pz3vkNT2Y83PpxtLZGOFxyOsT45C7zGWMg+B8mj+Lwj0u+ExEpVIp7JLgNykhcX+gTza/OVtub28vRQ8rlbOTgp88eaIbN27o9PS04FYRyZTOjlDqdruazc7eG9Dr9bSyspJSVQg0nJycpOPVWbSMC9ug3JXq9/upbhTo7du3k4Ikn0uSVldX1el0tLa2pu9+97v6a3/tr2k6neqnP/2pPvnkEz158kRZlqXtZcPhMOXaDYdDtdvtpHiazabu3Lmjw8PD5FZLRUUS+Rt37aLiigQ9SrSM43I+z11b6ocPivuLnc+66MVBXqefEefyGmkTl9Hoormbd1H0le/8msin0U7GgXHiMFRXat7OqCxRrE4txLXq69iDFA5cqM/XokeomeOojCOf+GXKpVF2UpFE9Ryr2KmozBBQ54qc73ABipZPKiaFOm+AouNviisMIpEQ975v0q1Vp9NRpVJJkdXZbKZut6sHDx5oNBqll+Iwqbu7u5pOp/r444+VZVkKGsB9VSqVpEikBbriPLrpdJqQFWfTSWcGwU+2hStstVrp1BP6wmJgsXENC3g0Gunx48d6+vRpmgeSkSXp8PAwPdvrrVQq6WQWxt8VkUdLqdfnKi5A5jxyVlHBcW2MKDLftMc5Of73+vy7GMxgjBnfyBc6IvTPI1phnPBEosy6IXBlAOpyhRWv9zp8H3CM5vp9zgmCCulPWf8drTlIcA8pKkWKe1MoZk9piXPwsuVSKrsYSKC4pXaIHYlNR2nRsqPQolvjgsxnjjCi5XP3heezoL2468NJDSTfjsdj7ezs6ODgQI1GQ6+++mpyS2/cuKGtrS31ej11Op10xBOKnSgrQYh6va5ms6n9/f30HQjTk5C93LlzJwVF2u12CnxwOgqoj/lgf+Pa2pr+7M/+TPP5XN1uV8+ePdP+/r4ODw81Ho9TMjPu6WQyUb/fTygR5ddqtVLQBQXJeIOc3HC5jHi5CLFHwrxs/qKSi4jf5TDmfEnlL9dxBINcOfovS1Z25CMttoNFpVvm9nofYmDN15J/zrMcYZYF4tzLYdwYpzKXGQXPMyLSLEvOj+PGdd7+iOzo70VZGmXl0ig7V3JxQKRiPk6E8NGKx0GOQvo8oY7bXSgOm8sgtdfr/Az3nJ6e6t69exoOhxqPxxoMBkmZgti2trZSKsmzZ8+UZWcR0m63m6zwYDAoKC8s/3A4TEdlt9vtZOH7/X6BK2q1Wolr470UnFRCvp8bnYhKqtWq9vf3tbq6qo8//ji1i1NTQLfSmXJEebPzgzroA8XzEcsEPBot57wicnClwIJ2ZeOunKP0uHAiYnHZiwrU/yeZOqK4qESii1mmkKM7WPa9pzq5Qo17jt195R5XfJFndmXj688juLFwxqGvH7+PNtAHV5y+jn3tRATnnljZGr6oXApl5/AWiBw76oPnC9EVIBYzviM0KkLcwvgiHr73xVaWH+QkqUPtLMvSOXVxt4Wk9DYm6Szzn2PBQUJZtnjnwze+8Q39+3//7wvJoxwGgOtcqVQK+1YRcNATbWWhE3hhb+y1a9c0HA7V6XTU6XRUq9WSS3p6eqpqtZqOdZIWx8RPp1N98skn2tzc1PXr17W7u5t2XhweHqZxBa1xgKfvdKnVaoWDPSMa889iqpHnqLmlvyi1xDmjKHPUUYbuy1A+yNrbF2UIftflKBpplLLfj6JAtuNCLjPAER35WJTl3aEQ3RuijrLz/lz+Y5JzRJrORfoedEeZ0U32+XdF6M/1teeo2ef8ZcqlUHZSceO1R76cjPbTHKJljdnUXp+/G9MtCYuR+qJFkhaCHpNS4c1ccKgLF5JrvU3NZlNLS0tpQ3/M74Mf+/GPf5yCBrPZrBAMoaDQaCeKBEUOomFsrl+/rl//9V9Pyu5P/uRPVK1WtbGxoXv37iWX8/DwsMDh+QGKlUolbXuCj8vzPCUPk5AtKR0Y0Ol0dHBwUEAQ0SUqcwcjki5DzJFfZYE46vYoNs+ISbSOwiJ6yfM8GTHqdoVKicrUvyuL0LsHwz2uxF3xxWdE7tLnJxprv94Rmq8ZX1MRVLjiinMSn+/Re9aNKzDvP+MejU3Zeoo0Evf9XLqxUdidp/AJZzLixMT3dsY6/Tt/cS/X4Q44apMWibRkuEtFVzdaHHi7LMsKL5Rh0bNw1tbWkku7urqa0JqnbeBW+o4AFi67Klyp1ut1DYdDjUajtHeVQMW1a9f02muv6e/9vb+nDz/8UNIZZzebzfS3//bf1q1bt/TZZ59pZ2cnnY5cq9XSdjVJ6XQULPVoNEpbzHw8UY7MCWkZ8GoRuTvPifDCEVGHI+6oAPg78l6MSzzBxMcsXs/ijM9wWXEejT54O1CcMfHZF3XknljgrqwjhRPRKzJYpqRiG6Nc+2c+blEZxT6WpYr4vESF69Fxlx3/DkNerVbTcWH0B4Xpz6rX6+fSg16m/IWUXZZlDySdSppJmuZ5/itZll2T9H9IekPSA0n/dZ7nh8+rx3kJkAPFlVQMKPj9LpzOufmEuovsEaWf9aXAr8S2RTLW72chc36bL/o7d+5IUtoidnp6mhQZuW3Ly8spIooby8kieZ6nvDmU53Q61crKSmGil5aW9Nf/+l/X6uqqfvKTn2hvby/lQFWrVZ2cnOj999/XZDJJbnOz2dS7776bjnj/4osvNJ/PdXx8nM6sq9frhTd6oXjZb8sR7fTfjxDq9/spCAGPiGD7vJRxVX4MlisAD/hIRVcuGsqyBcx8+by7svLveEY8WADl4FSGF+pBdkA7MTjgshbrjCjUkSmfx+BD5PgiL+jKwVF2WcAk1ukKyz9D9qiz7FAMnsN4RnfZ37LmSpU2uyF19FtGFT2v/GUgu/88z/M9+/8fSvpBnuf/OMuyf/iz///HF1USBduFgP8dUZWRp9wT/fjornBNdAOkheWSyt8fQIlchgskE7SxsaHXX389tTHPc3U6nSQAb731lp4+fZoUhiuwSuUsTeX4+Djt8+UYI9oGDyYpJSAvLy8ry7KExtbW1lSr1fT666/r1q1b6vV6evz4saSzdJgnT56oVqvp008/1dbWlnZ3dxM3Rc4eEd/4tndJOjo6UrvdVrPZTKiVeYDjc/SCQuRvhNcXmaf8oODKjB7jWiYDce79Pp4J6mNMXem5EvSTNSJCxEhGReSHYDpNclFbPXoZlbO7kI7eQFER2fl7caNCiNyl0zDU5QEpv875tYg8vQ9uHJyzi1s23bD4q1GRmyzLCmPv7RiPx2q32//JDwL4HUn/2c/+/l8l/b96CWUXJ9kHPFowqWhto/sShSlaSlekfMazWFjwZAyuW1Lq8IMDfEdGrXb27oXbt2+nAAKTzULrdrtqNptaW1tLCKparaYz4rin1Wrp8PBQDx48KFjLRqOhRqORlN3JyYmePHmSormVSiWluMxmZ3tjcdMZ2263q36/n3YycOYdgQnpDJ25QJHP5waFxFSp+KJp51/8Xb2MgfNSMZcuckm4eMiGoy5XVhehGq6leLTSkVjkBF1OkKUoa1E+omL2NnkbY27dRRxU9Fq8HV6inHvbI0iIit9LmTHxoAdKK6JLR9KuiKOijgrYPSOpHIjEMeVwhEhdPa/8RZVdLumDLMtySf9znue/J+lWnufbkpTn+XaWZTfLbsyy7Hcl/e7P/k4D54Mlnc+UdmUX0xXcMkfojaK4KBXAhcQ5HefmuB4X1l0xvmeC2+124eQWFAQRSU41mc3OdhPU63W12+30msP19XUtLS3p/v37icfb2dlRnufpfQ+NRiMJyI0bN9TpdHR4eKh2u104i41E3x/84Af67d/+7YQ2d3Z29OMf/1hHR0eq1Wra2dlJhwHMZrN0pp4L4Xw+T/ly/HDP+vq65vN54VWNs9nZgZ9EnsnpOzk5SbsDSK9hzMuQezRoceFEY/a8qK6jDpPHJHueRMwzPF0pokfkyuvnx/POooKMaJAxdg/EXWuPZMY20N7Yp6gcYxtA2hhCT/aOLi3yXOamU8peJuVt9hNcPJBC38r4wIgIGVMf85cpf1Fl9xt5nj/5mUL7f7Is+/Blb/yZYvw9SapWqy+fLHNVrspVuSp/jvIXUnZ5nj/52e9nWZb9U0m/KulplmV3fobq7kh69hL1FCJmDtux6lgSLJdbECyyH5hYRqxSYlJxGV8YiWPuk4okdeQ35vO5lpeX1Wq1NJlMEne2urqq/f39xHfdvHlT3W5XWZalJN/33nsv7St99dVXNRgMtLGxoSdPnujjjz9OfcMi1+v1VP/9+/f1/vvvazgc6o/+6I8KOxaksyOg9vf39fu///t6++23JZ0hhV6vpy+++CLxjoPBQAcHB6pWq+n8OR9nLDPRRlAw77l1K8z7LEiEJum5Xq/r+Pg4zS9t8fF2NM1cRO7OSxmqcjRzUaSefnnEz9005t1d6TJX0t1m5xs9Yg5adV44umsxWOCoKLqMfpBqdE+Rzchr4zI6MqOdICo/BCOiVuqKHpjPXeQcGQ/GqCzAUMZfMidx7nxu/0qQXZZly5IqeZ6f/uzv/0LS/yTp9yX9d5L+8c9+/18vWV9BYHySndh1N9QjSfGkBVeYcA0+oC7c/lw/NBJhiIvOBdXdb4SJY8tJEpWUUjk4J253d1edTkftdlvLy8t65ZVX9Pbbb+vWrVuSFm6sdPamsdlslhJ/acONGzeSa/Gtb31Lr732mh48eCBpofDZ0cCbv3wD+/r6uobDYXI14U14zwTPYheELzhXANPpVLdv39bGxkZyaSWlXRLr6+uazWba2dlJdXHowGw2S7wl4xQXqEe9WWSRj3Ul60aO712OYtS9LCXDv48upRtGb0NUuH4/n3mAyY1qGbfnxWWM+4n8M8++SyQqeGTclW2MLDMuvBoAxUS9ZevTP4OvdSqAMXMFFykH/obmQdFF15YCkIgG4EXlL4Lsbkn6pz9rRE3S/5bn+R9kWfZDSf9nlmX/vaQvJP1XL1MZk1mWjhCFmOLRtIuipXEHhXMaMZVEWiBJz/p2oj0+Q1pM8nw+1927d3Xjxo3UbhY+kVqQDtEnNvYTXmcxOFKdzc5eZD2fz9O2LHLq4MdqtZq2t7f1k5/8RKPRKHGE1erZG8CcZ4QDzPNcy8vL6vf7KYGYbWw8m0hs7I8T+uvr6ylPMM/zlD4DWiflhHE5PDxMr3jMsuJuFjjGMkXgaCsiQRaXG0DmM8qRIxPm2hUo90TFEYl15xJdYVJXbHdEJG5wXUG7fEW06PLqwZ3ovcTiBtyVLt+VHankgQbvpwfupPIUEJ8frololeuQS4/IUiJHizwRfIvc5fPKn1vZ5Xn+uaRvl3y+L+m3/hz1SSrfWB3zmdztBJZfBGddYH0BRZTHZ16PWyeP/jpikBbb07iuVlu8oxPkhUC0Wi21223t7e1pY2NDk8lEJycn2t3dTWkojEOlUtHR0ZE+/PDDdLwTfa3X68rzPCmf2Wymg4MDHR0dJXQ0m810enqaAgEYkWfPnqV7eNvYYDAovLxmNBqlSLIvOFxX+t5ut3X79m195zvf0Wg00mAwSEc2OQo9OTkpLBQOFJAWycrS4oRmxjQisLKF7YqqjPjHXQex+MLBUDpqi56BL1Sff54dP3Mkg7vpcu1t5DfurqeBRAUQ5Zx2Eu2M8+Sy7V5MRKLeR9pIPyINkOd5kr0y9IlrjZJ0VOZBp1jKrqXOWC6iJl5ULs0OCopbEEmFheWWkWtd8bkyQunEFAZXfrHEAafE+j3s7rwOG+KJFIO+qLvVaqWTRarVatpqxUkhz549SwuyUlmkjnAsO69SrFaraVM9aAne7fDwMPFhLATaMJ1Otbu7mxTwycmJ1tbWklJrNpsJXXa73XSeHtc7QnEe59d+7df027/92/roo4/0x3/8xylpudVqaXd3N80RR8tLZ4vr9PQ0ITzO7XPkERefI3+nLKLsRGQ2n8+TEaFEvs1lxF3eKB/eDpcTr++i/Zp+nmBUZM5Lk2eGS8fclWUpOM9MAnjky+gbY0c/yzIeXGk72qQdzWazcFS/j1WeL/IXy1zkMsXl/WDOfUzK+uHP+StBdn/ZxSGuW+7Iq/kkxUnxgsKLAul/+4RFHibWX8ZXUJzHIvdtNpslrk1akL0IAvlvjUZD/X4/KRyU88rKSnItHj9+rDxf7FpAifd6vcJ7JnZ3d9PxTOy6wN1h36u0QE/z+Vm+Hm61n3uXZZkGg0FKFvYx8ZzBd999N6G6w8NDjUYjra+vSzpLOD4+Pi6MNcdU4a7CcVL8/Ro+9vF/R1Z+6kcszFs0ktTpiM2/i8XdT6dEygINjBF9cWRG/Sg671cMTrjSdNKeflUqlbT7gDFxPs4NEgo2ekmMQ0yd4Tf9pq+xTu71ufE2441ESiiOH/eXzUPZeiszdi8ql0bZSUVegY5G4jVOwEWw2JVmRIYRMfh3LhB+fRRMr98XH5aVQzSZFK5hEaCAEGry3LyQ/4RbSHCDOqbTaXotIicd47rCk6H8fP+pu+3D4TAFCAaDQarbDxmI4xr5utlspgcPHujp06eqVquJEwSt+SKPqIcF5EjKeVue4yS/z4W0CMaw8CKCL4vmRVdNevFb7Fw+fO5ZxH5tlmWFAygc5bjn4cS9980PDvAtWCSRe4DB3UoUnkdp6TPjj2FwFBsVCmPHfa644jU+DzzLqR8HL66w3Z2OBikqad+b7HTWRfNVVi6FsnMhiNnWFNf0Dt+536OxPhh8H7kQqZhK4tfxd9nCim2KsJ83bzmxLy2yxEejUXp/KvtPpTOFwEkoktKrCn0708rKSkKMCDjfceKIpPRO2fF4nJCZW1jKbLY43KBer+vOnTs6OjpK+3mHw6GePXt2LkjBGLbbba2vr2tnZ0f7+/va2dnRYDBIbjTHPvGmMxdOAiFRUfg1vngZa8+0Z+4wGsgP10TU5gtpPl8cqQQycqRxUXDAFbMjFXe7aYMb5Pj+4It2APCKTJ5JX9wY8wzaRt9oi3N48cgl+uD3+vhHOgglFJPx3eA7MKFv3te4Xim+zdKDRXHMuZbPHc3/p94u9qVLu93Wt7/9bR0eHur09FSj0Ujvv/++JKX3LIxGo0Skw1fBdyHULgBYVaynuz8RPUaEJ50/XaUMRUYOBEvKOx14Pm3iiKD5/CwX7/T0NPFYHg3z+mezWdpQz3coQQ4LkKSDgwO1Wi3t7e2l/bfSYucGaCwiq+l0qtdff13f+ta30k6GnZ0d7e3taT4/iy5zisnW1lbKuGfeer2ednd3tbe3p8FgkFxZ6mb3hBsEF2r+p73MV0yPkFRYSF5cUTnVEVG6F/IVnVS/qCAv7sI5cuLZfj4iaUa0JSJRrnNKJsuyZJxQcp5P6veWBeU8KID8RsPgAZ4ob5Evj/l1ke7hfz+j0BWdK0Lqi1yhI/HYFuopy/Nz9/lly6VQdnfv3tU/+kf/SPv7+/qDP/gDvffee/re974nqXis+dHRkfr9fopMbm9vazKZaHd3V0dHR9re3paktBWJ/aDkkEmLAUcgpAWi86RVJjMqPEoZKiTqx3tbSaDl+1qtlo5Od8sPMiEy6vX5GX5O5HoEU1LaEra8vFx4WQ6CyMkkfipLrVZTp9PRvXv3dO3aNd26dUs/+clPlGVnp5kQpKBNd+/eTWkqjM90OlW329XDhw81n88TV8gYka/np6EQQWZcsdTMt6P8si1Bvoip0w2aVEQrHHfl99N2FBHIx5WDKyXPNeOZ/v4GECKfEzDwRYlSdnebEo2cu35879c4LeKLPhrk6CHFrW/U7QjQD79wtOio1I2DK+zIk/O5t9/biMHhkAlpgZ6db/bvkA0f85cpl0LZzWZnG9VbrZa+973v6bXXXktRSbdC165d0+rqalpA3/3udxPqqVQqyd1i8CaTiY6OjnR0dKTxeKzt7W0dHh7q4OBAk8lEW1tbkpSIec6II3jAomARRWLWFaHDfV5RGI+qYsKbzaayLNPGxkZS2ERNeQZ822QySfsVEVB3KxE6lDr7Wt1F7Ha7yWXjRzo7qfhv/s2/qZ2dHX3yySfpGa1WS3mea3V1VUdHR0lh+0nLLOTBYKCPP/64EIhwS++ozRemR9wcebnLXYbIHOlRJ4sV949Fx2KOwS7njzzQgRJyMp7rnGTPsvOnceDK0gcvrkAjh+yIFjl3Q4whwHB43xknPIaYr+hKzO+lL95X5pez4mgraUu88AkembH38fQ++vzO5/P08ifaTZ8xvpVKJdEJfM61eZ4XQI/zhxdx9mXlyyWqXJWrclWuys9puRTIbj6fp3PbIHo9AknOEVbOX+xSqVTSexmcgG61WlpfX9ft27cL0cBarZZeAk2KxNOnT9PJH0+ePFGv19PTp0/V7XZ1fHys4+NjnZ6epvwxLO1gMEjWE6QzGo20tbWlt95661ySJBwj/cISY72wrPShWq1qdXU1tZ1EZZBg5Jnckjs3Q+R2Op2q2WxqY2NDkvR3/s7f0c7OThoPAguvvPKKPv/885SSAsqo1+sJSZNSsbu7mxAJ4xxRm5PlzA3BmcjtOC/kEckY0aS4yyst3GBP0gUV+XjRJw9kOHr2gEN0j50HdHfQ+wCnSl+cI3MX3AMf/L4IkbqnAAqNqScu6942R3XIKSlSnuqDZ8LYzueLt8Gx5dERVZk760EsxglvibZLZ0gyy7LS54O6fQ6o22mDi3o7IlsAACAASURBVIKHZeVSKDs6AscGLyQVBwZl5T48QoUC5DMWJi8/8Yn3XQKSdP36da2urqpWq+nrX/96euUhCxgBQQgODg40Go10fHys3d1dDYdD7e7uptcJ3r9/X9KCBJfOBAEuzYUF3qVaPdt4zzMajYaazaba7XZKKZGU+tTtdguutfNkFM6e43sWPkc8VSoV7e/va2NjQ5ubm3rnnXd048YNPX78WEdHRynJmVQShJdgEQqavklnicROJ/gLnlEgBGv8nRs+Hh4NdLeVuY+pSO5WMd/8oOydj3Me1GUsLlIKz4hkO8orRomzLEv98ggtyiO6ZD62Xpwjixwx13LYQ8weiEfReyCAcfF8S+fEqNs5bFxfDHLk2ajHDbhTO36asVMWXni2U0SMM/JFjifJ9fHVpc8rl0LZOfpBGfiidQFG8fhughjJZNCd5HfEAbnv581hzf0IcufXpLNTPKSz0389FA9qof4PP/xQf/iHf3guoOFBAp45m83SHtHJZJKesbm5qXq9ng71nM/nKamYCeckYYo/z5EQQttqtXTnzp10ssqnn36qTqej2WymN954Iz0TDnNpaamQ8BwXNoEY5zd57SOFwwBcEZAa4Ru646JxwtwVC+cBokzod1RYjrw8nYI6PQ0HjpMgFfLm3zuycMKe58M7cQ3zS58d1VxE8sMTgrgYF3/5u/+N/CDbMagRAz/MAfIHT+m8HfJMv/r9fuLP2XPN2vBr6TdrL7bD93m7B0YdrthiGhkZF7QPeS5778zzyqVQdhQmjsx6aRE589cjci0LzglkaXEiBMLhrpRHVokKxnQCSUl4SZtgIUuL6B4Th9IkgZd9oLRTUnLRY7i9Wq1qfX1dm5ubaQcEz4cIf/vtt9Xv97WxsZHQpLv80gLe0z76zbNQmr/0S7+Ukpd7vZ5effVVbW5uan19PZ1a/OGHH2pnZ0fValVHR0cFdwpBZnG6YfK0B+97nueJRGcBttttbWxs6OHDh4U5iL/529GG95tCm5hzR9X870jOXVGug+yPrh8yFVNFuCdGGWNgxWXTcwAjokI5s4jLKIHo1iFHrkypN+5EcXTqz0aBOZqiTUTjHVD46z29r96XGEgpc6m9f4yHP9tRvYMf5DAGq15ULpWyk4oDIBXfA+ECEM+zc+vtE+DoDyGDQ4gCwwKAW+NauBcsoyuzZrOp4+Pj9H2329Vnn32mwWBQOCaJnDhfdKPRSGtra+lk4WvXriXEwrsk1tfXdf36dWVZptXVVf3Lf/kvdXJyooODA83n88JeWsYDpYsrjwv1y7/8y3r11VeTgmk2mzo5OVGz2dTu7m56jeL+/r6q1apOT08LAuhKDHTDoQOgLc+F8wXiCc4gVtxfP7oKA0bbeS5WP+bZOV+GDMRcL9yq6D6h3PgMhVaGzOIYOyrznTAUlC3fsTvFXU7k3etxtON5g7G/zhci4+4Kg1A98sn3UDRwcTFdxJ+BV0Rboisf2+f9cgPkYx/HNdYV02m8Tf6csjSX55VLpexQNs5FMalYPDrniM0tFPVI5/fQIUwIXuRLUAy4tCxqFJ/X5bAcWM3xTSBG3+h9enqqdrut0WikTqej/f19dTqdguu+vLyszc1NSdIbb7yhlZUV3blzRzdu3EjuL0EZTvFgg/vy8rJu3bqlN998U7/5m7+pDz74QAcHB4lvW15e1t27d3V8fJwQap7nun37dhrnXq+nBw8epJNS6Iuni4DeWAS1Wi0ppcij+AJjPAkkofyZE1dQGxsbOjo6KuR2xQRYnsGcIBtutBxBRGRB21kwIM6YT+bF++9otywheTqdJvThfCkFBOWG3NGeKzD22EYUxS4U2us5pPF5zt36HHGPt4MSUSTz7tdFrpE2xoCIj0O8nvFAETpF5HVyXZlBeplyaZQdQkPUxoUYF4wJdEvB2VbRWroVQul5JMfhulS0lFznC9FdAqw1Cg6OCYXRarXUaDTOcT0O/1dWVtRut1MbOCbp5s2zV3a89tprWllZUbPZVLV6dibdZDLRxsaG7t+/r93dXR0fHxdedCOd8YX7+/spAZvPK5WzTeO3bt0qfIbSffjwoVZXV9Xr9dLuD5S2F+fTJKVgDvW5VY65cvwGYfOiHz9+qdlsFnKy/D6e78qR+YyLlOugJkjE9vpi3hf38rtMifE9MsG8R76Mej2TwJUliioaau6bz+eFaGVUIvzt4+vcl5P9fMf/zvt5/2P7fZuaz6XTFWVIzdvq3GLZM2Ib4n1lypHvysb8eeXSKDuEEs7EeSC+80UDh0dkzzP0pcXr2Jzo9To8eubuFgou8hsx8uMDjQIAFcDzOVHr/AaIh4M7b926pbW1NS0tLSWkRggexUOd0+lUT58+TS+qoc+9Xk+dTkevvPJK2sXgJPrBwYGuXbum9fX1wsJCwdXrdW1vb6vf72t/f1/1ej0pO1fYjhA8vcXdQIIsklJKDzwUruv+/n56rr+u8ebNm9rb20voxosbMObRXUW+Z549EISi87mg3TE44ryRz7fvuHBEf1HBTcYgOlqhrbFdfOdKhn76NSBP/98VAXPvig3j7LLIT1RckgontrjSLFOk3sbI0UU3twzZ+d+u5CJyLFPyL1suhbLzwfcIKcW1PciBhTObzRJv5CdCkBMEb4EF9vPk4kkglUoloYoYDfKCkoEXiyiEtBaUrbRwu1DmnU4nIZrhcKgHDx6oWl2cGPLee++p3W7r8PCw4LL/8R//cdouB3qUpLfffjv1H1IZZXR4eKjl5WXt7OykM/Uk6fj4OO2K2NraUqfTSWk/pJY4YqYf3icXSBArZ+xNp2fvwj0+Pk7Kq9vtpgASqSLeDxApaIz58KhjJPwj9xMXh8tXnG+vI17n9aBQ4+JELl1JYoRRsu7OO+/sEdIY3IlbF93I8NtTPyKaiugtun7eDzdaEUnFvlKnG3tXcihVf3ZsX5wb2uzoN7rQXk/ZfL5MuRTKTloMTDxm3TvuaC9qd3efsixLyM75Nkc6zpeggEBw5IAxadTt0T0nvn1yXdC9zVIRwns+GodYPnjwQN/85jclSR9//HEKUjx8+FDLy8vqdrtpW5d0FnW9fv26pDM3+N69e9rZ2UlpOZPJJNU9GAw0HA7VbDYLp5osLy9rMBhoeXk5JRUzxjHXkf5Ezof5YOsP777NskzHx8dqNpvpBd8HBwcFl2gymSSFIJ0pu2vXrunXf/3X0ynOvDtjPB6nk5CZu7j3dz6fp/dbENX37U/SgrdCuTjHByIsc4v9b/oMsvS5JTjgyjm6gxTGOM/zlPjsytOJ+DIlFFFUmXKIfS9T5q6IKWXBB/euXIn792VGgRJRtH/m6zrytN5m72vZmFxULo2yo+Ee+o/FQ9/wCe7zgwoRvul0qlardY5gdwUpLRQsMB8Xt8wtloo8g08e/OLGxoYePXpUWCS12tmLbCaTSWFXBLlzvAv2k08+SW1rtVo6OjrSzs5O4unYeVCv17WysqLvfOc7khbI7tq1a/rhD3+Y0BBJ2tS5t7eXXqRNIvZoNEqRYk80JSLqfYxBA1+IjUYj8YyS0rtxe71eetMYSctEsPM8T/uiJSV0/dZbb+n+/fvpvbWHh4epvUSNpbPIeLfbVbfbTYeF7u7upgAL/JjPlfOnfM7iBfE5ynKKw2UVWfRFinxE1OVKxOXIZd13Drgxj4iKOp1n9oUfXWa//iJl6EqwDJFRf1RWL3JL3VXmHopzb15fTDuJCC6OwcuWq72xV+WqXJVfiHJpkJ27sc7bgTbc9YAI9yx0/xuND5oCtTkf4JaeaC4WFRcEPo6cpDIuwjkSeCneq3B8fJzaxJ5SSGveUYHLNJlM9PTp07QneHNzM23ZqlarevDgwbn679+/n/g3EBk5dP1+X6enp8lNYv/w0dFRsr4gN/o6mUzU7/fT3yAad7UYV3LmcNWYj6WlpYQcpTNXu9frqd1uJ7R5//59ffLJJyn44s8gUPJnf/Zn+trXvpbauLGxUeCGXnvtNUkL1we3utfrqdFoqNvtpiRptvbhprMtcWtrS/P5XAcHBxoMBikI5PPJ2EZkgjz6uFAikotpEh6VLXPPYrTxonSQMm7SkZ5fX/a5Iy7W1vOQWhmvF72b2C8PKJTVWebyRoTpPGBsz5cpl0LZzeeL7V28V5RIIG+gwtXodDrpO/LlJBWUEVGqmJIwn8/TYqZO6fx7YHFhnZfyDfEsBFwbXDvSYL7+9a/riy++SPlstAnXaDY7O23YhYAtWvx/eHhYOLwRZQavQwSTPvR6PW1vb2tra0s7OzvqdrvphGBXyCxu+o9w9fv9VC9Kieud7I5J3q70CP7E8V1dXU0BE9pE1Jlgi29lWlpa0r/7d/9O165d03e+853C+xp8F4qk0mcR2Njc3NQbb7yROFyUDvmQGI/5/GwrHnzi3t5eOulZkvb395O7vLe3l8ZnOBzq5OQkBcs89w8+j9+eAxfdVIrLKrLoOz2kovJyRcJznDeLEVH/zHcjXRTdjDxeWfDCaaEyZei8nwcZ+T8qYX9urMfb4BkAL1suhbLr9Xr6V//qX6WJOjw8TCT3yspK2jvK268mk4k6nU4BAfqbmHiHKYsXpCKdRVJ9sUjF0Dk8V8zf8QhX2V5CIrREKF9//XU9e/asEPFFYXI/yC/P86QkPBXBUROTD5dHDhaKixfeEGHlEACE1bPl3ShQL7wehR0gvh0sJtnGNlarVS0vLxf2XvIsuEbQHNvdmBsXZrjNDz/8UO+9917iX1H8cILS4pQT2lKr1TQYDNKpuSRjezSS+Ww0GinJeWNjQ2+88UYK7PA+XeYbBVmtVnVycqLj42P1+/0ULT88PEw8IidQn5ycpARt2gCSxlB6EExa5OaVccuOmCi+KygqxciHRdlF+ZZxdf6/K90y76bsb1di3raIJhmLeE3sQ+Td3UN72XIplN18Ptef/MmfqFqtJgG7deuWJOndd99NqSUe5cIlwaISReUzlGOlUlG73U4D0+l0Cu8ekJTcS5CUKyQ/wYFF5siG64j8okDefvttPXr0qHAIYbvdTovcCfCIPPiMRc7WI/KyEAxXpmtra3r8+HE6eQU02uv1EmqjHp7LAnR0hMXkpTu+wR3FTHAIREa/PdVHOhPWXq+XFAKKpCzaRvHIHPl4m5ubBUXtr3ckLQMqIu40kJTGAUNCki+ozE/GYWwJHEkLJY+xajQaun//fmG+42nY8/k8vUJgPB4nd/rw8DC15ac//Wlq02AwSK/URLH6MVEu+6wZby+fxcCKy1hURO4iX6S8fFxc6XiJ6NGfhxzHYEp8jsu8P4/6nxc8edlyKZQdaAVBdfez3W5reXm5EKEhYufch1TMZfPjjUA/9Xpdh4eHmk6n6X0L0hnaI1rYbreTxWm325rP52lbFy42dXk+nSsNJuB73/uefvCDH0ha5HJhSTudjk5PTxN/BKJ0WO5pLFm22GmAAt3b2yv8PZ1Ok/sqKfWV4gml0kLo/Yw9CkrN+SfGmjaitPkMo8L18HA+d47imDc/Np3xIeeQVBRp4W45infXLCIivkcp8Qzfx0t7HFVE15H7QWOtVkvHx8eFnTW48YwL3CU7YtxY4477C8UZe97ZMZ1O0/FhGLB+v59kmZeaQ+mgNKFCQKP0GYVOW2kTxRVhdBndxYxpYRExl0VRY7Q6usI+V67oXCnGOmNazMuUS6HsNjY29A/+wT+QpEQWsxDW1taSG4ZgIRi4FbgcLEK4JBQIAjYej5MC84MAIPOr1Wp6/R+WiIki+VVanE0mKb0IB6sfOQZSQ/7oj/4ooVBcSpSFKwUnvefzeTp7L8syrayspGN2pDP3H4TbarUSysC6o3xRWp7kTHGBQXn7y5y5nzahaFDcCJ2/oJkxGA6HyX31Y6LctWcM/Mgm3FHSUZgjKAhfOMwJKUO+qH3BkMTMtR6AIPUIxO9cq3SmKDBK7AXmZBnnoJiXLFsEXJAV+uTKsVKppINUGV/fr4v3AcJ3F7TX66VzDo+Pjwvu9Gw207NnzxKalKSdnR3V63V1u930vhLGwNNtHA1SnK8u2x0R+T/6i9KNKM2LK7GyAAolpvFEg/Qy5VIouzzP07lqvndTKpK9uCMUhADBciF1xMWk+s6KmFOGECKI3MOPKyUmBKFkIUWylGONpAUX02w2k2Kez+dpQWOh3QXkNJBKZbE/l2fjZjlaIZDhC4VkW2lhYfmf01EcdS0tLSUFPp1Ok3KmbZ6AzfPpN9/t7e1JWvB05Me5m0lbcYWpI843ycTuxjoxTf/cKPjGeVzy6N75oZce8fejg1hI1C8tov4oEQwAsubjwBg6L+Xb21zBO2qErmi1WonHdWUsSZ1OR7dv3y4YL8YXmYO7pXS7XfV6Pe3t7anX62k8Huvx48cJNe7u7qbTtyWlN/35uLsMOdplLKB2aENUZjHIEev1vpQpyejSXoQSy8qlUHZwcCCw4XCYlECv10svwXH0hiJpNptaWVlRnudpm5LzTkB5Jggh6na7aRHP5/PE30TXxheNu1qggciDsZ2KdJUnT55IWuyTJPmZt5AhTAgz+0pXVlYKWfgID9up/Ggn6Uy5o7wiIQ+qi4iN587nc33rW9/Sq6++qnfeeUfvvvuu/tk/+2fa3d3Vs2fPkvICKbthgK9iIR4dHSXhZwcIOxnijgCEFR5SUnKHK5VKOt6KxHBHpt43pzd8y5Jf6wjAEQz3+oGecF9+D8iUvjvS8GRg5iK62bQDxQrKQuGhUHk5EsaA+1kDXpzicGXC581ms/DiqtXV1WRA3Jg1m83CCTeMW7fb1f7+vkajUXonMAnb3W43/Y1C5exD3H7fsx69Fl/7zuu5IvO/o1J3d/Zly6VQdu72OGriuyw7O4Gj3W6nYIVHocrOOPMABEqUzfOStL6+XlhgkRNkEp2sdk4QRAl6AqXMZrOUTgEpzzPI+8PyoXxqtZp+6Zd+SZ999llKtcHC7+/vp+AHC86jyxQPlEhKrr8HPnw/KuPUbrf1jW98Q9///vdTesUHH3ygfr+fFjyc2bNnz1Kkm50VjJe7wMwHrh9z6wvSt+plWZZy81DGN2/eVLfbTVwuyAyE5XSBpwE5pxSRRHSLPNLsLjDXxr9RkPyA1Px5Xrd/726gy6sjL3+nCWOKUcVNj8qROjnSv4zX9uJb9bIsS6fqtFqtc2/pu337tr72ta8ll522sqNFUuGVAeQ2Pnv2LLnX29vbmk6n6Wgxti0yXlmWpf3YoF2nA3zMmW9Xdl+mXAplJ50/94qBRatXq9XE0aH8mEx307w+aRG0AIHxDCfuIdaZUKJ1oBW+R1GCNikINNFG3IMf/ehHaRH7ZnYKrup7772n8XisjY2N9IzV1VWtra1pdXVVW1tbOjo6StE9qXg6B+PkKIV+o7AxDj5GJPj+/b//9zUej1NS88rKSnqdIv2SlBKlCZK4OywtlBsWHEFmMYKKKPB17XY7IXnkYDQa6Wtf+1qKqOPaogw8z87n3yPGzjW6+zOZTArb0/AC+B4jEZGIRxUZP+ffnIKgb7igjk4iyqQdHln2PjKH8aVBID2nYaAaGHt/DSbolb7l+WKvLgYDyoS54Df8MeXOnTvK81w3b94s7RcURrVaTaf0UBeBvoODg+Rak66zv7+fsgcePXqU1hly7/QBhiAe1HFRuTTKjoGP7+P0SXauiNQIP/vM0xa8YO1ZiKA0JhUrBfqDWCcyixAw0CAtBANXlLb6hm76g9JA2cGtsFhPTk6U52enhkjSm2++qVu3bml5eVl7e3v64IMP9NFHHyU3hD77RDtn6OktPNvf+SqdHRD6/e9/X//8n/9zDQaD5DJev35dvV5Pa2trBd4HlNfv99OuBPoECnEOx9NWPI9veXk53dNsNgtz7u7fxsZGohRYnHCx3OMowN0jlIXzZ64gmV/mwZVhfAmQu8XRWKLMXMk7wnMX1t01rnMFQZ2gWw9IVCqLQ2Rpk7t5/lxH9xg9AARtAl2hiN0Vd/6UuXP+GkPrxoQ2+jwy/3fv3k3y2Gg0Ej+NAQQskCQPT0w6z8nJSSHqfHBwoJ2dnaQk/8W/+Bd6mXJplJ0T1W7VpIVl8ZwgF7ZIvKOEXNB80t3CUz/3cAQRxLAHLfygAepx0ltSyqsiedR5PtrCxGVZpvfff197e3saDAa6d++evv3tb0s6O7zz+vXrunXrVkp74a1fuMwQ2tKZ5XYi25EeYwLqI5Dzy7/8y/rxj3+s7e1t1Wo1Xb9+XXfv3tUbb7yhra2t9HYxlDzBgvl8rpWVFWVZlqJ/jDVjQ19xpx0F0k5c3njiSr1e1/Xr19MWMZQMCCTmKLoyx5DhAtGm+PJnjAb9Au34sxyheqI5lApuNZ97gAIe01EpBhBU4nLjQYnIqfpYukJ1xUO9KF6Swh0AgO6ZT54ZOUjvT0TqXIen5QqOABfrGOoi8rasBefx5vO51tfXE/e8srKiRqOR/kdmoWHInuj3+y+t7K4OArgqV+Wq/EKUS4PsQGJwcb5FBisLuvOcILc+zqWAYojuYsn9zVuOergPd8khv7ue0vmDDHExsJzSAqLv7u6mProly7JMb775Znqd4Y0bN/TNb35Tv/mbvynpjLNjS9J4PNZ3vvMd/Zt/82/S+XQHBweqVqsJEZWd2SYppbrw3WQy0d/9u3839RsX/t69e7p+/bru3LmjSuVsd4GjW0nJtZAW+WOcHedI10l/5wk9F9F3nNRqtRTxbTQaunPnju7cuaPl5eWECPgdURroAjnwFBpoEf52FAJScprEr3HvAURFW91t9UCRB9fgwHiO89GgTg+eeAqLX+vReA9suEvsbWb+ySf1/tIml0dHdPw4L+gelfPEzIf337MfGFeCLrTN+0D0mbXv64v/Wf/uog8Gg7Qnm3eovEy5NMoOyE4U1QlNh+IINIqMQXV47C6M8z3Ly8tpQ7orMedGOp1OOkpcKr4Wzt0z7nMBc26L5E2Kn+bC3suNjY2Uy0RSsOfbcYIJffid3/kd/ZN/8k/05MmTFA12N2g+n6f0E8+v8+PbO51Oekn2gwcP1O12k2J99913k4Le3t5O2f30AxeCpFQoBB9Lpx9WVlbSi3OI4hLoIXLbaDS0v79fEGYijTs7O4k+gHtDRnzReIoOCtUDVHC2fpI1MkL+pBshD4r52CKbyB2KIFIaHrn15FcfJ+TGgxr+vDJ33ZUTfC/tiTSPt79Mjl0BuQy7QvT0G7/X58qNmY85rnqkUrwu3inM3EFfxUh3WcoNrzxwxfyicmmUnQ+iF6yoC5Vbct/LGiOd3MMgwyH4BPi15A/FCB/XRIEAocRJRAksLy+nMD77HZeWlrSysqL79+9rNBppMBhoZWUloSiQFoGBTz/9VGtraxqNRrp9+7beeOONpNTiibqbm5v6rd/6LT169Eg//OEPCykwpBag6CRpa2urcFIJ74R49uyZTk5O9OzZM41Go8IxUbQLpcTvOD+SUtCF8XD+hjk4OjoqvJsWhU/0mQCQbw+MqUZEzjGA7L7wA1cbjUbqB1F2ovsoSOa0LFCG8vBAT8zpc8LeeS9f0BdFPhkPD2AwXqwND3iAPJ0zjukurqzcoHN/zCV0pUdh66WvBVfELn++V9gVMP12jymOjT/fQYV7b1wDoszzvLDL5kXl0ig7JpYfz+lhEkF/rsRYqD5JnpvjdTnac4UX4X4MbrjFls6fPuHRRz97j8RhCkKyvr6uPM/18OHDFI18+vSpNjY2tLW1JelMUWRZlravDYdDHR8fJ1K83W5rZWUl9QkL/2//7b9NuYgrKysaDodaW1vTysqKZrOZ3nnnnYQefUFzDNOnn36q+Xye9u0ShPDxAXm760cOX3RV3Ig51SCdpfB48EI6y9uqVCp6+PCh3nzzzZQH5oElJ+oJBER0hqvjqIxnNxqNhHZJfK5UKul9IH4aio8TCb8cMY/SY85RJvFABBRDHBePECMn0bX1lBTkx2UJxcL48zdtjsjM3UMQsUet3Xj7rpVYV0T0Pk4eWOF+5idGmD3Dwj/zZ7H+GVv+n8/n57b2Pa9cCmXniswVh1Q8qpnTSaQFx+HKiBItjw8U1scPZPSBZmI8OTWG9h3tudKjrURPl5eXk7LCaoM4cBEJsxN5fPbsmaRiBPrzzz/X8vJyUkjuUgDxu91uQoBYfFI7yPfqdDrK8zydJRc3w/Pc3d1dnZ6epqReCpFclBtz4fSBpwKx4Ek7oD8e4YO7ozQaDfX7fT158kQ3btzQb/zGb6R2eTQYlMZnFF7tuLa2lqw/C86Rdzyy3ZU4fCvz3Ol0VKlUEpdcqVQK6RkoSgo7E1AmyIQbQuegKcwnPCOJxO5JOOpxjhveEUXr64Z2omicL/SItaNynuHKqOx7P36e9eiImjl2ZB7PZsRw+kYBnutKmbrcoLqr/qJyKZSdh8x9G4+0QFoe/sdS+7alSLz6b7da1M8ClIonNbA4I8/gPJDvX0QAXMF6SoMjO/rnysoXxpMnT7S6uipJKTn54OBAs9lMp6enOjw8PLcpHcV169YtXbt2TbPZTI8fP9bKykrajsZYcYLG+++/L2mxrWkymejzzz/Xs2fPEmc5m50dMOrpBY7kmBdPbGUx8kIfEHK/39dgMCicnFytVlOaj48tiuTo6EgPHjzQp59+qnfeeUetVkurq6tpDEGnnhDuvFav10uBDRQqgZpKpZKIcV9kLDQUne8JJtDjuW5wZn5EFPKGW+3zxAvOHUXGnSP8zbyh6JzL8nXT6XTO5SI6Uoq8HZ9BP3jyNcYhupkus05ZTCZn50oi75HOQMGDOBkPN6AYRJ4R17P3lz6X8eQvUy6FspOKx6q76+kLC4HwbHcniuPEYs18wCll/ITDb9rj1teDFh7kcJjPMzkuCmHu9/uq1WrpJTScRYcrdXx8nM40k85OggGlsH+x2+3q9PQ0vUh6NpulJOQ7d+7onXfeG4eUkwAAIABJREFUSfXt7+9rd3dXWZalnL88zwunG9+8eTO9GKhWq+no6Einp6fpiCEsrltpkBvuhbtcXLe5uSlpcY7c0tKSbty4kdrPRnRpIazx1JP5fK6dnR39x//4H3Xz5k212+3CPmLK8fFxYbcDCqLVaqWXkNN3380CamBxQ3j72X8YKhRmnufpe+rkJBaMFmMR3Wve5eu8o/fZc9OgKXC3QTpcw7j5WYtuvF1J0iZXICgMxhEezdE29yDj7v3wN7yxe07OFZIw7PSPK07n9Xzt+7P9ubQdcDCbFU/LeVG5NMrOeRvnLaSF8sOCEmFztzJyQ0Bk30wtLXiQSJRKC4FzZebRsOiy+mTEyFCz2dQ3v/nNJGw//elPVa/X1Wq10laayWSSUkfyPC+cOLG9vZ3a4e6IBwRYDJL0+uuv69atWzo+Pk7KAkGt1+tpD+Pnn39eUAwefCBI4mjCd32g+EC/RE0J/PAsBLDT6aS9vsfHx6pWq1pdXdX169f15MkTPX36tJSCYHFNp1M9fPhQDx480Jtvvpnm3BcYhgU05i6QW/2lpaU01n5KCcoKlHbr1q3UJlCrn3zNwiQqjTs/mUwKwSiQvkdU+Q3iZ8wZf9zR8XisXq+X7p1Op2mefWM//ex0OulzgADGHV4R5VyrLY6o4n7mkvn1oIkjStYNAR3n96TFe1ZYn86tO2p1r8kDGNGtpb2O/F0PwCm+bLkUyg4rQ6c9TO6WAUuBC8DERkuFoEfL5FbEI2bcg7XwCYjIjcK2Miyio0/4xBs3buhv/I2/IensPQanp6fJ2nPETqVSSVZ/NBqlU09QINKZgB8dHWllZSW5cRDrCHm3200nlOA2TiaTtDcVt4wgh7R4v4crM8bOd4m4y4BicI7VifPBYJBehkOm+2g0Urvd1t7eXnLxNjc3VavV9OTJk4Krz/NQYicnJ9rd3dU3vvGNAlkdFQjz55yP80xZlhXcUgov2YHHBUX7fLtyRUGhSPw8Q5Qd8oKiQIYxJKTtsNNBUjriDAU9n5+dBLS2tpa2t/nJJ4w5ipGAGK8uyLLFUVfUT3Ci1WqldCBkC6XrHpDze853e8DAgUSz2TwXMIxBDOf9aA/F8ySdOnFkCeJm3mNk/nnlUig7lAqD4oSkpIIV53+PRsUJcCXnBUWBcooWxqM8zh+w+DzC5CS7R6xQ1sPhMB3TJEnvvff/sfdusXGe6Z3n/yOrSNaJRVIkRVKWTUkWJast+dB2utvuTjcSN7o7GeRwkWBzwG6yyaYDzCC52Iud3ZsssJhgLnazCDDAAEl2MAnSk9kBcrE5AUk6QSd2u42F0pZttS1LliyLlHgmq4pnsg57Ufq99f9eld10b3bBRusFBIrFr97vPTzvc/g/h/cJXbt2LVR3AE+DYTJ2T5vq7e1VsVhMbTaaHQeQA4bpefPmzWCOgeXEoQM4Tah6y99iTI5xulRG46IR14d2VSqVwvscY4Kxr66uqlAoBO0I4o0dUuzj/v6+bt68qUceeUSTk5NB++aQIABZm9hUo8+NjY1UnKOXoo/NP/py+mDeFInAUURwK8zI6QGhAH3B9PASMzbe4QKOvYWhEbZE87Al9sjT5XDiMDcq9/T29gbnmGNyMHg3DdkTYkBdW4TJ+fN+z4mfDc4TzjLmiMDkMxSG2Kpjz6ROhXC05o/TjgSzo0EASBBJD3Dwer2eqmvHgYyBf6nD9DxYU+peA8sdGDTXDACNpQ7A68yXccMwAY555sSJEyFGrVKphJALtCXUfsdRWq1WysuKBGcO7gnr6enR0tKScrmcFhYWQu6ge/Q8v1DqXqob09TX1NfLCdmrcKDFoI1JbdyxXq8H07pWqwX8EEbPwXGcyDUKxlCtVkOxSjedoA3fe/dcJkkSPJw0378YmmAusYBhLJ5Zw/4QHuOYneOdvmZoju4g8Hc4BgX2yPccq3bnEtbCzs5OSkARIkP/+/v7gWbAHnO5XIBPEKCuPdbrnRqQMEbqC7IPfh8I+4k5i2VE/T6UDRr9IPyw2NDuGCNnmr/7fh22PcyNfdgetoftB6J9V80uSZL/IOlfSFpqtVpP3v9sRNL/KWla0m1JP9tqtdaTttj5XUk/Jmlb0i+1Wq1vH+IdKcnsqizhA0hvLwtOQ/NCy0BiI4loSPQ4rMQ9ZLEW4zica4juBEA65fN5VavVlAcMKVQoFFQulzU3N6dSqaRMJhNMWO7D8Hm5RK7VagGjA48BO0MKY75SgPPg4ECVSiWluTB/rwnWbDaDZAeLQmvoBv6ihXlcF3329/drZGQkmNYEMrtzAGyJ9WWdvKwS48S0Yu1Za4cswLEwEQHP6Qd6QgNibeMYwTj+TOp4iF17ij36XgiVvnwMaHWYaoD8eOtjk81hDQ+xIcwnpnHeXyqVwnpBI36uHBsbGBjQyspK0AyhB7RuL8eF2eqwBllGYLHEhnqMH/vHHnhJeceicQyhwXoIGhaJzxvs0Nf5sO0wZux/lPTvJP2RffavJf1dq9X6t0mS/Ov7v/8Pkr4i6ez9f5+S9O/v//zI5gNmofx3j8VxDM0dD1KHQUDcHhrioCb90jCb3axptVqh+ivvcszHPUkOQMMc2SgO9ubmZriEudFoZ1Fsbm6mDmPstXKTzHGmvr6+EJZy7do1SW1mStYAxAogD27C/2kcXt7v3kbPIqG5oODgYuZwoAuFQiDq7e3tVJaEm8R8xiGMI/6JZcRbCjbFIXYTkwPjTiOYDwGtjsfBJBBS7vBwL7zH5cUMGXp0DIr+vaik0wzMgDxpB+KdATuDck+x7yMxe3EYEEIqPhOOYYInu7CUlDLF/XfCh5IkCYUokiRRrVZTvV4PIT0ISje5OX/gxH47nu8J32dN8/l82CcPccrlcg+k+x22fVdm12q1/jFJkuno45+U9IX7//9DSd9Qm9n9pKQ/arVH9lqSJENJkky2Wq357/YeJHRsj8exNmgKSdJJCQJfgljYMDxngMK1Wi0Vye0LHYeZSB18Ckbo0gV3uHskpbQ3C9BZkt56660A4nPo0QTjsBufP2E0xOzV6/UQRuKe6pWVlfA+14zdRQ/R+Dq5QACP8mR6FwoxXgZOhyZI2XuYQqvVUq1WC2EWjUYjaA/MsaenndfqlYpds2o2mxoeHlahUAiHGycBewUO5Z5a12w89ZDvuIYWC0HXLpwenNl7JADWR4whcbARiFL6esk4dMJDNggBcW3fnWTsDzTgexN7gXmedUFoIJyhuzjWDY1scHAwjIu4v2azqdHRUe3v76fuU240GiEKgDAX7rjw6ACnP8e6cfTwnHt7JYW7YlzhOWz7Xh0Ux2FgrVZrPkmS8fufn5A0a8/N3f/sAWaXJMmvSfo1qROE6pOI8wildBlsD0dBQjkITNQ6h4cyT27yeAaFSz7eyecwMxgxRI924ITUanXuKeUmJ/pDQ+OwcRjYtDhAk/lglqCpEN8VM2wIy5mYHyYOF2vXLaTGNcpuXm0YlK8/TP/48eOpYpZxeSs3e/kejH9oaEhSWsBIbQ2mUCgE+AKtAgaGBzJ2JqCtstesvdRhojAS9+YT5xYHw2KeORTC+vo7eR4N3+GROIbMzVA0OHe4OcNmzZ3GoQn20rVS126dpn3v3SqK9xi6gKY9woC1xyPtWTRoZ0NDQ0FDy2QyGhwcTL2f5pAPJjVnlBAqjwdlHdGY44ooH9X+ub2x3W7B6GpUt1qt35P0e5J0+vTpFkQnpcMPfAHdZLnfRzj8rh7H2Rg096J1M10g4G7jiF3dTmjeFwzCQwYYq1/vyD93pUudjIJsNqtHHnkkZbZ4fCAHwsdA7qp7G92kRlh080DG6w1j8sBc1sklMwc4m82G0k3u1SQEhnQ1Z8SYKDHEwHcJ/h0fHw8Hhed4B9YApqEHYbswkpRiFNAJFoIzGqcX3oVJBw2h0TAmFwAwRhcmzNf3LT78/C02rf3/wCLuAWW/HOKJvez0AxP1wHxnmE7zrBlCKZ/Ph4gA5ut7xzih0RiPdPySz9gzPLhUanbrCQ2T/QbvZh6Hbd8rs1vEPE2SZFLS0v3P5ySdtOcekXTvMB2ycB5KIaVvgXdTESyGw+igqpTOh2WjMPHi+Bz6czPAxwWuFjs2GF9sAjt2c/fuXUkKFVDYPDBBroGk1p5jEGfOnFGj0dDa2loK9yIZ38svUYKbgw5DhHDRVpgvY5UULrwZHBxULpfT8PCwnnjiCV2+fFnz8/NaXV0Nc40PD+aNm2kujEiBY+4e0wZDGhoaSmnyaDyZTLuyyOjoaDhgaPIukLw/qVOGnQPhTJ+1QrvkPf5uxu4ZFF6clX5iM5ID6dk5zmxdcNJcQHsCvzMK14j90hvmH++nMyzG4YKdz1ES+LvHBPIZ1gZCBMsB+nLad8YZ0wlCCSXA94z94R0uPBzT5jvNZjMwxbgU10e175XZ/Zmk/0bSv73/8/+yz/9VkiT/WW3HRPUweB3aBknuAJ5S2vTiJ3mFXmqIrApJgYAdY3F1Fwnmm8RPZzYuHWNJ5WavE9LBQTuBn/grmLAfRDY4l8upXC6HtKq7d++G9xcKBU1NTalQKGhpaUlvvPFGCALGHHeA3zUeYpkYO4eT+cX5qCdPntTP/uzPqlQq6a233tLW1lbAXMbHx1NZGn4TvR8u7guIzep6vZ662NwPDpptNpsNYwGXlNrC4oUXXgg3WWEeeoxjrH1xWBy/c0yVdXAN1oUd74GRe/PDx/+90KwHb7v2yvgcUmAdnCm6R9gFK/Pq5jBCCPtdy65ROmNhbrzD49lYP393jJd1m4NrgR6byU+EhkMFMGzHxp2WYnPcY+sYP97/WHH5qHaY0JM/UdsZMZokyZyk31Kbyf2XJEl+RdIdST9z//G/Ujvs5D21Q09++TCD8E0ggNCli2NXmB4ePpEkSdDapPQFO1I6St7BexbYcQknZA6xH5x43L6x4GxEvlcqlZRps7q6GjCOcrkcPFk9PT26ffu2ms2mpqenJbWJc3x8XKVSKdS5m5+fD5U3/I5dqYNndtNa3bzwQNYkSTQ6Oqpf//VfVy6X05UrV7SwsKB8Ph8YL95Q1pXx7u3tqVKpBEyK92K283+0OvbXNTryaB0PZb8khawJT8tz4cMe8B00Pw81YQ/damDuMDs38Vkfr0fX7YD7mvJd9ygzRw8V4fB7aIgH8LomTj9o86xxHGyPFlkul0Mgujtm4kR5GBzmp78POnJm6doav3NG3NJiLPQJBMLvHnrjSgKfuVWDQKaf2PTFmvKrIg/TDuON/bkP+dOPdnm2JelfHvrtUXOmwsSbzWZQnWFqUqc+V4wxeF+4qGNMLj4ovAdp4kQJXuAEz7McdDaGjAjGxy3rkkLsG5u+v7+fyleU2hkHbOqlS5c0NDSk8fHxAPguLi7q5s2bkh6MLXRm4J9xGNyzxfz39/f1mc98RleuXNHKykqIlC+Xy5qZmdHc3JwWFxdTRSqJnSoUCrp9+3Yo7Fmv17W0tJSqQBLDAawdf+cg7e/vh+otOJIKhYI+/elPpxwQfsDcTKNvGJfTD9/xMAtnCKwXmB0Wg8fl8R4pXdmDtWAf4kMMc+qW+0t/bpZCczwH9OBMwCMCpE76lDu3sDC8HD9hMK7Z+VjjdWEM8R46DAHt8rwrI+wFz3mkBfvgGTyuyblp+2F05Nj4YduRSheDOGKnAlLIvWIsEpvopdTdFHUMxDfZmSS4jsdNuUrvID/P04er3B4vR6gFJhyBu6jgfX19OnnypBqNhhYXF/XII4/o7NmzQbM7e/aspE6oQrlc1s/93M/pt3/7t4Om4wwYLYO+WU/XRBgz7eLFi5qcnNTLL7+sQqGg8fFxjY+P65lnntHw8HDwrN66dUtSmziJl/I0HuKtMFWcmfpeIYBovk9ekbnZbOrChQtaW1sLZi775+az04wD7g5TwAi6MUCnMTf1EWLd6InPCKdgTz3A1YUmnkPej9nsz9A8YBx6Ys1cSECD4KVofo5ree6vpFD4lj7pN7ZWXFjGsZauELim5fvpmLFr2u788O8wrzjQmzXyMcfvYO0P244MswOwd3OThicMoNixGBbFS1G7FtENFHYm5++PMTve7eaD98XGefgIBwWAHM0uBunPnz+vYrGoq1evhvi0Wq0W3l+pVAIuB2ZWKBR08eJFLS0taXV1NVRPkTo4XqFQSElfxsvYHOR+5JFHdPny5RAbNzAwoEcffVQnTpwI67u7u6uRkRFJnVveMb96enpCnTmwyW6mtf/zgGUYY6PRCLfEJ0mi4eFhra+vh5vOYEDuJHBMC+2bvpg7WE+saXYz99HM3KKAPjygG+GGpQGD8nxupy1/1jVv/53nYYY+BzzSMAs3rT2yAAcVv7NGMaYJTsr6o80yNxcmjpH72L0ScWxiMmf/P82VAh8TzBM4w/crjgiItfKPo9k9zI192B62h+0Hoh0ZzY5ATzi9405IMbw6cHrsdj6PXeCupcXxeS6RpI6EcomEFHQPKs9iNiAZXdI0m00VCoUUgApel8lkVCgUlMlktLy8HEwW7qF4//33JbUzIuIKGPl8XiMjI9rZ2VGhUAgOA0mamJjQ888/r2984xt6/fXXUzd2eThPkiSamZmR1K6x12g0VC6Xg4a8s7Oj9fV1VatVXb9+XQcHBwEnBD+jekasiTA/B90dE3IngIc4bGxspEJINjc31d/fr62trWAKgk2hGTqu5KEZ7t10r7xjUWhjvb29IWI/No2dPqA5D+6GpvxeVCAHUt08NMNpAw3LTVhyb9F80OKAaWJcmowjHEieouWaoJ8jNHtwXDRsr+bDfKW095U5Mxbm5bAJ35E65j4mNp81Go3gNY6fdbOXv7Gmjm06dPF9acZy6FG9nfg5pDDCbl612IsEBtdqdQIf/fuOHXj0vJsKeLQco5AezGN0td3j286ePavr169L6piS9Xpdly5dCocvn8+HQ7y/vx/Mud7e9uU7+XxeBwcHmpqa0rVr10LK2/7+fkihktqJ4Ldv31Y2m9Xjjz+u5eXlUBSAQgP1el3Hjx8P2QrE/vX09GhoaEhra2s6ceKElpeXde3aNeXzedVqtUCsxNCR/7i5uZlKZme9HPzmp3tcPTRjf38/BUE0m+3CBNx/AWN0TyCYpdQBudlfPywO6HNAeQe/U7rdGXHMxN0cZG/ck9qNSTQajVSmBuODYcJkY5OtGzbMZ7Fzh6BmH4OfJ8fc8OAnSafgAzTHWYkZTewlBxrAfJcUSjn5OoEHIhh9/XHcSZ1EfuZJ+AyM201bGoLPnzlsOzLMLsZhIFIwOndMuDcUAog9NnG6jgPnUhq3cQLiILhrHqKJwxxiry4HJUkS5fN5TU1NBcZCxd4TJ06EmDQYG/fFeljI8vJywGzy+bxef/11LSwspIhjZGQkEEKlUlGhUAgaZDabTeWUHhy0K9ROTk6G+a6trYXCjB6Iu7y8rMXFRTWb7QBm99bFawtWR0iD4154gOP9deIlL5K94G/ValWzs7Oanp4OqUfsmx/iGKdjLg6K03iOvfT1Rqj6oafFAcxoflgTMf15GA5aDPOHvsDNYowaGkdoYDk4Nsx4XbtFINMPZ8j3Lo6j41zB7GOHhae1xc4CF3AxToq26Ngg/aM8eGNOYIGOgaIgMGbPhXf87zDtSDC72KMjpU0vqZM0LHUi4FlQX3i+wwZKHZe41NEyHHSGwFz9R5twc8P7w+XOM/zN+2+1WuFS6tXVVW1vb4cSSATcumdpfX09xVCz2aympqbUarV0586dFOGPj49ramoq3EaG5xenhacTkbxdLpd17Nix4NRoNpvB+0kg9NDQUND4Njc3w0VA7I1X4PBD5vsYx5ahRXNw2Es0i/gQ89zq6qpu376ts2fPhrg8Dg1MFmaNJuPvRqtHALn26B5i9tQthNhZFTugoD+/OtIZK99hbh4qgdPJn4f5wnDIEICOGI9DAt3Kn8PwPO6UsfhZYj4ekkLjHTBx9tiD2VkHb9Asc3Vrx73Dbtb6/6ERqQNrdbO23EKLGedHtSPB7JB63cxUCCybzapWq2lwcDDFyJzJsKAuBSEULxWDduBeHhioe8cg/BjP834YL5uzv7+fwnROnTolSeHy6WazGUof+eYyBk8fqlQqWltbC+V4arWacrmcisWiTp06pUcffTQw09nZWV27di1UqXDNFU2Ef3hXZ2dn1dPTiVDP5XK6efNmuNlsc3MzxAf6fsAg2QcP7/D9GxgY0Pj4eMq0lTqZFRxeXwfXHiqVim7evKmhoSGdPNnJQvSiD3H8o5S2DNg/fwdrg2c6Dob1PY5pw72hjtU6LcYHncPv0AwMl+YMwgWIC18Py4oVBJ+De4lpzJf14P2EF8VYOTToDJbnOUvMxzE7FxBxWSvMdl9XQrGazWZKALhF4PviCsbH9cYeGWZHQytyU4gJUXEBDSOuveXcn+aE6MB4XAsLCeZR7E4ATjge0+WanWNj5L2iTVy8eFH/+I//qHw+r+3t7cBkXJPxC7CZW6FQCMnXuVwuxBQODAwEk1hq3xu7uLgYzE76dRP93r176u/v1xNPPCFJunLlStAcPJ0ORkykvVemIEcXZuAOJJ7DdJuentbo6Ghw1LRarXBXBthfNpsNGSdOC4xpYWFBtVothVfF4QzxmrF3Luzc/GcuaA2eNYPW6XiQa/owd9anW6gKfTE+9gEGD9NxBuzvx3JwZ5lnqfA+lASfH2OP0whhUDBDaMQZXTdIyE1t/o/QRlv0wgrAACgYON/YE9em/awzFneE8C5PheNssU/fdw6KbtIsXkD3DMXS0qWFpAc2zInKTdhuOIsThXvR0N782dhbBwNmvNwOJbWxqRdeeEGLi4uqVqshZg3CobxNrFlkMplUEVHHBCuVSjAxNzY2ND8/H+6+wInApSsQxcLCQsARHSz2gGjGxVzi8jqu9TjuE8MDVEEplUpBG/M80mw2Gy7f4R3u6UNwzM/PB/zTvatSp4owZpYzTTyPBCY70+aZ2BRCq+Sg8ZxjgZhl7uV1bY61ZW8RbNAfa+mN78Mg8Ho6c3HGw3z9HLgX1x13zIFnubzHtVTm5Cannx+3YhyzdiYP/fr549y4UPJ15VnMb3eW8B6/VJsAbUzq/z8KAfyzN49+9wND8CoH1g+CExd9SJ2wAw6zB2ZCnI5pOMHGDNWltHv20ARdcvI3/8nGlkolTd/PjlhYWAiEEgPLXIojdW7uQnsDl+PC7GKxGA7R3Nyc1tfXQ4oQRO91z5Cyi4uLkjqMYnt7O2iZMHs0YV9XLnTxQ+eMg1YsFiUpeHlZHzRUPxzM0w+CM5ZMJqNaraalpaUgOFxjZR1hZjEeRN+sk6QURuX7gDkYY1Foca4ROROJnSGOvzlUAjMC7nBT072xbr0gzJ3ZMCbW3DFQNEj+7s4I1tw1LrzpPMtZ4FnHxF1oSkoxKn7ns9j0j73ZrJNXVXEPbuyZdoiCv8PsD9uODLNz4nOgmcnCsBwj4m9ugkodjQJJwUZ6eRpMGBqM0LMyGEuMrTk2ApOUOonQbHJfX18A0mEs4+Pj4VmI3k1aJwqYnIPjMH/CMightbq6qq2tLa2urqaIEDwE7XNgYED37t0LY0KzYy6YwXh1vbl2zfpwqD1diYyPwcHBVLgBpak8+p919btawdL4yf7HEAef1+v1lEbN566duqfRvXnsY0yDzjgdS2aOboZ2w99w5IA3wQBZD5ikMwr67oaBxY6w2FvsmJfTlQsF8DOnT4dsHIuG/tAGnfG4puuCj7+xHn6G4vX0Fltv0KpDB870sKA8tvYw7cgwOymde8fknAikDm4AkbtL3BcxBokpH4XG54nT/k43iSEw1xz43J0eXl0CYoHJeVCxJN29e1eDg4O6d+9e2Hykv5sEDjRjxjL35eXlIJl53nNWXWstFova3t4O46lUKoGxuAnn5hEMn3HH0tMxGwBuBI4XTUAA4b31RHDHhzBXfN+cGTSbTS0tLQVnj2ssfMd/d6bMnBibN383a+vC1aEPxuGHC23MTWqpEyDc09MT8CUYDO9yTzWN+UKfru0gGOJYPmdWzFPqCErXiHieM+Xrj8MlDldhD3kWLRbtPzbd3RSnL1cIOC/M1+kEbc3jXmmxshFDV4dpR4rZQQSoqtKDJcP528DAQIoB+cK75sZmOr4C8cXYBFLDMy0YlxMaZrYTt3uyPLQAYtva2tK7774b7nMtFospkzXGZCSFG9vdvMFJcPfuXTUajWCeEYgLUaKhbW9vp8q4ZzKZ8N44Xs0Fi5upzME1Mh+3Y5t4jaW215UQCi513tzcTOU3M2f6ZEyM1/Ea3u/CxTNT3Lx1oBzzKtZKYS6uzbinz+cIPbhpxh47w6EPxz15J305PuxM2gU2h579dFiFd8SWC+vJHGKzl3HDRLE28Ma7kOI78R67E4f3A0c4fSAEupmhrsUz1v7+/iAgHI5ya4vGGMhSOmw7MszOzSIHst2TxUbGRAazYUHdxe1moZQuzxSDxJhv9NUtNo/+YaIQNFIcj2o2mw3apNTG1IhRymazKpVK2tzcTOGAro2USqXAgIhFc9B9YGBAy8vLKYzR4+t2d3eD15cCBMyJNUED5EA5NMDaxGEnLqX9kDumhUTe2NgIa4n3FfMdpuUBxfRJhQ7Wdnh4WENDQ6EsuJRmxuw/zMM19UwmE0x/18Dy+XwqcFdSiE+LtS6fs//ND6ebla5BuUaH1ubama83jNAxTBhdTLNuejum7BCM0xTMxx1A0LGb/24a4kRyesfhwL650gC9whz5Xkw3NCwymLALC6eHGN6BJ8TB39+tPSwE8LA9bA/bD0Q7MpqdSwMprVG4meGALlItxlswbZBwMXiMOt5NcrsG5J7SuA83fwBU0drQNDY3N/XGG29IantZPe1sZGREGxsb4Yo5j4GSlNK4vLQ7/69Wq6k7WgGbt7e3U1qHA704eTDT0QRiIJ41dqyGdeJYHLcWAAAgAElEQVSnxxniIIixvSTp3DMKBoWThWfxrPn6DwwMhO/19fWpv79f+Xw+FTLhz7Nu9IuGwVzcGy8plYGB1tDb2xtK0aMVddPWoIPYIxxjXZ62FZu5jvV5iXx3dLEvaMYxfOA5olg+mKLumODdnllCX/Trc45xQE+9gybQQH3MvMuhH9dm+czn4FooY/dzzfh8nTwLJg4x+27tSDA7V3lhNo6h0MCu3NyTOqC6p6RwEGMToJu6jPmKOeJxSr7JfsDiIFGIFyIn1Yn8V+YHYL23t6eJiQnt7u6qUqmEaxDdXOJZnBFgbWCLBDGzBjBNxyclBdPMiYj1hCG4N8zXkr59/Tkc7jlzrBVnCYfeA0K9nxhPlToeQD8gvb29qbCTD2MgHH7ff77Duvm+O2bm84IBMG8PAYE2HceKhURPTycrxcMsGK87UGKnCcwejJbcZs8V5XukqzmEAK3jXHATHWbk6x7DFk7zfC+GjJibY9i+V7x3d3c3VbHFU/dYC2gHTzDnH54A7kt1Hw+Wdjo4TDsSzE56sBCAE6hjRB7L4ylfjk+woGxm3Le/0/uVOgfSPU88E0tW3kFjPBBetVp9YKMZ3/DwsAYGBnTs2LGQSjY8PBwwqUqlot7eTgFK8mY5aGQlODOOMTcOFf9nfDG2GWu4YEaO5cR7wWHhH9igOzkYj5dDJ8iZRn9gjWjFDnCXy+UQPwio7kTuKWbsEx5sx5N4l2uqMaDPnH2M3Zw27mCJaQih54KE5nF8zozc28o6ujcaRuDzce+t07tXkenW4tAPxowwdgEaO2Bca3UGT/PYPL9DGKzPlYZmsxmq+rAXaHk4ISiX5dcdwNy7YfIf1Y4Ms4tDCfxziJbFh/BZeFR3DxJ2Z0LMBNgQ36hGoxG8O7lcLkVkTkw+Rjet3YzCjKzX60HLof5cq9VO8uYinTt37iiTaV8wPTY2Fu5iePPNN7W0tJRK40KDdQbn5iB/g8n5QYTpubmFV87jGuM9IGZRUgh1cVPJGV4cEuJE7Ac79ioyFkmpm+X29vY0Pj4e6u9JSjE1vsfh4qBQFdo1SNe68f6hYbMGsckYa/4wAg6Z7wP9SXqAZtzCcC+yXyXAAYcZxn/3UCB/3rU01+JiLSpWJBz+cVMVoUk/MFQP8nerwt9BAD/vdi3T18DPEQLdK7vEMZexA8utiO+7DAo3uaR0uhcT9wPpkpYFdW3QpScMwbG7crmcilGj3729PQ0ODoYiirF2E5skbu6S6bCzs6Nms6larRbuoZDankkY8tjYmAqFgu7evavd3V1NTU1pcnJSzz77rAqFgiTp0Ucf1e/8zu+kXPvMEabqoQpI/kKhkLqhnfnFHkXWYWJiIkjY7e1tnT59WlNTUzp37pw++OADXbt2Te+8846kdiiJ17eLDw1MLDZrYCQILWciccgIB6/RaKhYLOr06dNBuDlG5loy2gf77FkUCCUXgL297SDnnp6ewDS6FYD1tYWBcLjc7C0UCqnSReBP7I+bmfwfxuJj9b2BvmDejpGyBm5yugeWfjz7xnEx1wI5W45DMwb31m5tbQVLAiYTx6sCw0AXfm7YF48B7enpSYVpoQgkSfvicirKQJ+sCWf143hipSPC7DioTgSej8lPj/XhM1d/aSxirOLSv5cU4nk2mlCR2ERxzcTHBeAPhkJF3bW1tQfSXXp721cTFgqFEIpSKBR05swZnT9/XkNDQ6mLmZ9//nm99tprKQkcYz8Ig4GBAS0sLATicIyOeTMPUriGh4d18eJFPfbYY+FOWA7g6uqqarWaKpVKODDlclkjIyOq1WqBmcdryNiYM3vh0hgmwzMxAJ7L5VQoFDQ6OqqJiYlUpH6Mp8Gs3LR0jYP5AEuwZ56RA1Pm+4zXTWVnsG62o/nG1oiHRuAc8jXib92EvGOAmJbb29vq7e0N6+ZwAfMHg/SYSt7nucdO214NCGbpTkLG6GY5f/MQG8bh9NnT05Oq5IwThWdc848ryKCtO2zl55I+P047EsyOBWMj/BC7Chybjd2Ihe+w8R6Q6NiVfy8+LDAHJwAnEMcC0UBgUlw+Q/6qaxP1ertS8PLysvb395XP5zU6Oqq+vj6NjY1pfX09BOTu7u5qdHQ0jIvNp+IJCf9kFVy8eFGbm5u6evWq5ufnw0XWrsFKCsVAJenChQt6/vnndf36da2trSmbzQZwHUlOTT3GhAmey+W0urqqzc3NsK707/vKzxj7428IKteKdnZ2VKlUlMvlNDc3p6mpqZDqB2NyIeLCDTpqNjvxj76H7IXHr8EgcAbE2J47OtzM9X5cI6LBXGE60C3M3hkFf48ZHuuO08LhBmjVNU53kjhzYs9jBQHt0f9Gw6qAUTumhuYqdTKAqJzMe2G6sWPI6cDzvn2vXAixxswZ4RLDJt+tHQlmJ6WT8WOPIT89qTpuzozcaREzSN9QN3Vd6mI6xJqkB/B6QzK6KU2KFr/39PQEgiPAlnG3Wi3dvXtXKysrIUkfQsjlctrZ2VGpVNLIyEjIqMhkMioWizp37pykdjklxk92xvb2tqrVaqiCTAgHDPILX/iCZmdn9fbbb6uvr0/lclmTk5OamZlRJpPRe++9p7GxseA0IbgZXAUckuBoZzTMIT5ILqXdnOEzNNiDg4NUdRi0PzQEX1c3Yz2KP061cqHne5fJZAJQ7pkFMcbIu9CqEKgxUI5pBgNzTJE50q83N21jc9TzeWNaxKSESTqz9ncAJXhhV+jf30Vjbo7HxoHbrm2iqZHXjLbmuKJ7Zxkz+KQ7udwJ5Xg5ml4MfxymHRlmJ3U239Vvx5ogescbIMA4fcs3zT2hsdSW0riPe35cOrpDIw5R4b3uxcOM8BJKQ0NDQTsiu6BSqejevXva3NwMSfysxf7+fjDpmBemUyaT0eDgYGAYS0tLAQ8ZHh6W1Ja05XJZ5XJZ1WpVm5ubKpfLOn/+vKS2tH/zzTdDPNv09LTK5bLOnj0bvL/gl5JCYYMkSbS1taVstl0odHt7O3WZNVVPYs3F8SkObuwg4fpJ3js7O6tyuRzuqPXYLPqFkSPxWfsYy0PAOObI/ylBxV46ngaDg2kCg9C//595+0XQziycDl2jdcbqTAom4XdlsBd46n2M9BGnWGHlOCNlLxwWckjBz4Djg95PzLDd/PR5cI7dqcZewtg8HZC/xw4SzHn24uOYskeC2bm52O1vjn259PMN9SBkB+QdhI2xCQdQHWh3DSKWZlKnWq/jCWywm+H1ej0QfZIk4UBWq9Uwlq2trRBnt7i4mMLHJiYmwpyQksViUeVyWWNjY/rEJz4RiD2bzWp+fl5zc3MPMHuYQavV0vDwsCYnJyVJ3/nOdwKDGBoaUqVS0cTEhObn5/XOO+/o9u3bwcSTpPn5+cCEvTx7Pp8PTKpQKAQI4vTp0yoWi0H7QwOsVCqpNDHHQnd3dwPT3t/f1507d0IhVDRTP3iucRHqwIFBA4WpOmPhe66tsU5gsB4X6EIMDTb2JMeOEejSAXr+HlsNjMMFLPTY19e+xcwBeY+ddCENPcC0GBtjwuT3d3m6pWt3rhE7c8ZLzBxccYidQs5wY4bvTobYMRR7kePga4cUDtuOBLOLJYQzPhwX/MTkdAncrQ822xkihxSJzvMubYhlcrU5Bt7pn41AMm1tbaUOof/k7xQCIIK/2WxqZWVFx44dSwHd1Wo1MInR0dGgmaApjI2NaWpqKoxpY2NDi4uLarVa2t7eDoS5t7cXtB+8kKurq2EeHMbt7W2Njo5qfX1dm5ubWlxcDIyJwGjmQ797e3sB+OYQSApl348dOxY8lZjW1Wo1xdzwLPMZY3PsZnl5WUtLS5qZmQn774zIPYCMBWeQ1AnyZXxuzhK0DcPY2dlJ3ZjGcy7IMKEwZd0c4/08h0bL8zAO9y7zHRfMaHFOYw7BIGjdnPVzQnMNEcWB8XTTLl1b8vAZ5uOhMtCVv4Nz4YzINUE/T5i7rIX347CEx+v5mvj8DtMe5sY+bA/bw/YD0Y6EZielMQeX0kgHlwiO2aCGuyqN1EIKodH5hTyuHcYaYfz+RqMRLiRmLI4ruFt9b29PuVxO09PTWllZCUHFDmQ3Gg1Vq9WA6bnJjMbnkhhpSzQ5469UKqpWq5KkO3fuaGVlRSsrK+rt7Q2eYHeE7O/vP1ChmTHhRS6VSlpcXFSlUgl153yd6IP5xOli7gEsl8vKZDKh+kqxWAzaE9If6d7NZES6V6tVra2taWNjI8SuudbgsWSYcw5NSJ2qzzzndObxZx8WYI1Gyf7xPdbH69/xHfdYMhaw5bisOJpZDOo7TcfBtaxhq9WJT8NKwcvq6xQ769xa8isH3Fxmjx0P9/G5ReU07iYua+OarY/DnSv+XvqKsy6wvHy9D9OODLPzBXDgOFZfmaCrvnEwJBtJi0MNMOc8pABC5pBkMplgAiZJEnApHysEz+FyFXtiYkKf+tSn9Bd/8RfhOwcHB6kS6L751Wo1MAKeBxfb3t7W0NBQ6o7WZrOpmzdvBhNzeXk5ZXKSV4jJ6QHZs7OzktpmZpK0AziHhoZUq9WC06TRaGhlZSUwU+breCeHJfaa+Z6BVcLgAJgJifFy6ZKC2eve8/7+fi0vL+vu3buavl/a3k1RH5dn2/iYY7OKBrN2vDZujv86c/XgWqdNfkco839M3RiTkzqYLDUJ3bMPE3YT0/vFnHVc0Bkx9ARjQYA6Juc1HP0cuYc0DguBobKexJh6yI+/J2ZOzliZr3vXfR2ZhwsPdygdph0JZhd7XnFh02KPTozDeVKy90eDeXnYgN/3yUa4xHPPlFeNZRz8HqdQIQWHhobU19cXQkPu3r0bDuPBwUGYI3FMfiCYFwcM0L5er2t9fT2V2sNmg9PRLxkCHj7AWMHFYHR4WKnxtrGxoY2NjdQtaDT3PLPW/ll/f3/QZldXVzU6Ohr2DIyPqxRjnEtq30xG6XgPG6nX66lxxPFkrkV183K6NcAhdobhWqCD+fQHk0ALzmQ6Jc7dKnF6RQg744pbNy0KJo82ihCMnSa8y5mxnw+fE2tJzcMkSVIB0Y4HeiNm1BUIhAlnyhUV+nFPLIwa7C3G52NHoe8xZ8IxdfeUf985KNAiIFJPeWJR2UjUbgjDD0McXuKSkNg2HBAwA97hjIw++C7amydhE17AwUGDkDr5fvl8Xi+++KIk6fLlyyHQl/Fy2D2FyMFh3o2WBtPd2dnR4uJiSr3f2NhQkiThngfM1dgUODg40NLSkqTO5T4DAwPa3d3VwcFBYISMrxsg7Nkt7IOb4Zj7y8vLKhaLwTFzcNC+eBvmy08/MATQxpCDex5dmEEXHr7goUNupvnBh0G5Scrh6paGRF9eagja9Ng+6M41O8KNfOwwMxrj4XuucdLc2wps4n36vnsalzduc3OFAitpYGAg5fRoNBoaHBwMgsZj5GJhwbxZQy+oCt266Q+N839P1XNBEwuJJOkUa3Wv/GHakWB2mUxGhUIhEIkHDydJp0YbWBSbSzVfV63pzw8oxAs+tLm5mVp0DpxjHHzuUt4J3VOgpM7Bx0TAxCbm7emnn9Y777yjhYWFwLwajU5tuYGBgQfS2HwduGAHhjQwMJDCoTDN3aSHYaH1wOxhcggApL4zGBcO3lgz5g8D8jJI/uzCwoJ6e3tDWM3W1lY4kDBI98b63roQQJPCLPa1YZxu6jkT8j1ifvwO7eDd5HPHfD0vlr5cWPIsjIi58D6YiO+NH3SnH6dlz1kFLnBG70yO9C3iEenLtUwPoWKszhBbrZaWl5cDzfb29oZ0QbQu1op1jbF2j2/kvTGDcvgIunM683lx7n1tiYn8OJ5Y6YgwOyl90QpMrNszIyMjqcOL6cT/pY6pxWHZ2dkJDgaX+p4wT821ZrMZYsMgOh+b1CYC1/LYNAjJmSn4TiaT0eOPP665uTnNz88HxkUj2duJxGOrHJtCW3Czl4bmxcHHtIUJ4xyROkUWMC88jCQO8aFv16I5vK6NNhqdAqOkYGF2xBcTQeBoWqyT1L6ZbGlpKWj1fqWma/G+R1Iaq0LT8/xO3u3v5R3xGFwY0ujXGZGH/0htRu3mq8/V9zJmsK6Ju9CEXn0cCBd3rDB21zTdOvH1dsYJI9vZ2QlxiZJCDCX9edAv/cUXEzmdOg4aO/zon/WNYxeZWxyvyhx51/edZgfnd9vcub/jKq5GexKzLzomA8TsG4tZ494cDoc7JjY3N5XL5VIlbzyPj03N5XJBxZc61xPu7u6qWCymDuXOzs4DF8jE0twPXH9/f/Bmwqg89cgJgLVyQnVs0ePJIDKI24OtWVvXOmOtizVzIDleT6mN91A2i7HAqLzwqJsqEG9/f3840G5exe9wLUZqX2yUy+WUy+VSuZndtE4YS4wZ838H6pm/m9SeVuaOC99LGIJrlQD+9Xo9pT3ye6xhe3kzxodwjKMUWq1WYEYuRHy8zih8HR2H9HlDT3H2h2OfPM/+eIYR/Xs2iZQufOB05/GJjNOFpNNLbHl8VDsyzM5DOHzDfdJSB7eIcRs3Yz9KvQYo9ZI8MEv6yefzGhoaCqYt7yW3FS2yVqupv79fg4ODQXukjDjSErCev1M1ZHZ2NjBkpHOz2bmNvVgsqq+vLzBuL6XOHB2Adu2S32EwrLGkVOgJ/Xl5I5h9tz6d2bAvri25p1FSwBndvIfxeJFTJ3g0nK2trbCHjk3GDCrOTkDqo/liysOInOZ8btCPm41OH87UGafTl8MisUD2vl3zcnPPwX/HFmOs0hm2M0DOj2cleJA6jMwdLXzfFQNnJl4ePpPJBOzRmY2XU3M68Tn7vF3LhVnHWqBDL07j9M0auVPqMO1IMDsW2AsSuhnrtr6rxM7t/Zb3eDM9+t2JheafeQ0vJ1qPv2I8x48f187Ojnp7e1UoFFKaHBoTeaIffPCBtre3lc1mlc/nAwhPwUNJwYMrdTQ7xuK3cnEQu90GhklHRWAkKc9L6TLaHAjMs5gBsJ68AwbqQDYNLYTCAcPDw+FeB8x2l+Ju2vha+3xck6O6jEt6NA4fP3vie+5j5bmY+bjJFWNZ/N2dGy5cfW7u/PB+3LlGi6MIOOCsJYIwxrY4C4yXvWKsCOq4eIZr/lInlxXHED+ljunrFgJ77+90qKO3tzdEOrhwYB6xAwirLma6RAbElh5Cy5nhYduRYHZSuj6WS0n+5u5rDrmneXXDrtgUJ2ypEzrCd10SoiXEnqpu5gLmK4eKjcJsPDg4CDjO2tpaCMYtl8uamppK1fAql8sqFovhHSsrK8GUdEJ2YneQ281hXw8nSgJZPQiXMcNwkO7M27UJ10icIcDIYAiY6hw0xwKdATshO1PjPcwDrLa3t11EknJPNH53sy7OZ3ZmB+0MDAykvMcwRczsuDqIt9iR5T89Js21N58rNBQHtjNOAtQ9p9fn4/CON7Q7LBLXaHmvl4RCMBLfCO0yHzclYVb+fT8X4LLQB5/FUBTNg6uBjDinrhn6BU0OC3kA+mHakWB2bIJLDJ+cx/U4jhR7QvmdBXFCcsLAe8jvEIfX0ENNhoF4nTaYTk9PTyoOSUqDrdvb2yHMQ+qYkMViUSMjI5qdndXIyIiOHz+uVqul8fHxoAl+4xvfCJVHnJG52YimxRo4TuTr6IwM4pHShS9dsjpjcO3RtZVuoDTj8v9zqxqhDo6humbka+uMDLN0Z2dH77zzTog3A1JotVqh+ECr1Qpml6SQNVMqlcJ+Mu+enh5tbGyEwpg9PT2hD+jDA1ndXHTtSeqYbV5TzmEE4tmcTgD6PwxqcU2Rfem27jHmFTNApw9fY+bpZa1iMzmOHYxxQzRq5k1zTd090I47+3j9/c7oWFu3slwg+5wO044Es3Og0/EHKX0rEz9dW3G8xvEs7xss7MMAa7QzsDH33uHJpC8pDUCjbvMsRAkhu3YDERSLRVUqFRWLRSVJosHBQU1NTenkyZNaXl6W1C6s+a1vfSsE4bp2RVC0E4XUYUwQgmOBrLGb+24q8yzEBSFRl4294EDE+BQE7WOi31j6OjbjxCt1btvyA5IkSaomX7PZDB7lvr6+EGiNGcaYSK/r6ekJ2Cc0g5fR48soK54kiUqlUooRSQr7JSmUuEI7j62RmCG4qe1C27/jmiH0hLnczWnAd1x78tQu9rzbmaCuHXvg5fLdgvGzyD0bHu7kc/B9j60O1wBjho1wduFLvzBZ5wN+dj8OZvewEMDD9rA9bD8Q7UhodlKH22PHu/rd29sb8DH3LjmgLKWlnmuKDj57mSfXTpAYqPhoOu69cqAeCe3YHpoP2ROzs7NaW1uT1NG6jh07FgBozKF8Pq/HHntM2Ww21LDb3t7WyMiI5ubmUvPysAXGwhxiB4aHGbh2ijQkWJMLu8nZZf1iDySgsJu5nmkB3up/wwylubnt83I8lb1gvzc3N4NjgoBSd7bQT3wnhscXOgzh2gAZBY7DDg8PpzQasFS09v7+/tQNd7lcTvV6PdxtS3wae5LL5UJKY29v57Ifj9f0/qFNLqJxbTnWelyri7FCtEmpg+nyXmgSc529iqMcHKbAYdCtAjHrCs1B746x+RljDq6ZulbnhTYw8RkT9OZ84jDtSDE7Dpf0oGrsqTWOXcVYln/Hn3cG4AvMu2Fw3q+HNcTevNi0YJNIht7fb18W7Wbs6OhocDowbhL8uX2MPnO5XEi1ciyH78UeYyeIVqsVDqOPG9ONenOEIrRaLeXz+YBB0gf74BioMyvHsNwEcoYXY6vdHByO88GkeBZszpm4lGZY7JEfEJ87h57v4PTJZDJaX19P0Ut/f7/W1tZS/eNkIpDYsTRMziRJtLKyEtagp6cnrC+B1eyL/6Svvr4+ZTIZlcvlANiDJUK3bmoi8Jg39OxJ+C5QHFohfrPZbIbP4pg/frqQdAcZe+b72y3mjXV3B4czVMeI2TdCXRyu8v5i59xh25Fgdu6h6QbEu/dKSnN3B9jjsJI4jID/x7gHz/m7nJHEeImPxSWSY1Z7e3up/ENc7nGiPvFkd+/eDTF6UifXFUL0TY6DiSWliAMMysHkvr4+jY6O6qmnntKZM2cktaue7O/v6/Lly7p+/bpWVlaUz+e1srIS1oDQA+YfMxveQXbKxsZGcLIUCoUHwgNiby/9xtrf1tZWCNXx9Yu9zu7FdNDex4iWHjscXGNCw3GmyLjxJsce3jj+jEYOKf1wKRGaElZCLpcLa+sVkt1RBh4IbTg98U6uAJXa1XZwCnl4DO+nkg9l3YvFYsCTYyuA93DOoHtnYI6nsZ5Oe76Gnt7IenpojZSuGMMZdwaJMGROsXPko9qRYHYxs3JihumgRrOBMXDbzVSSOupzrD3wN97nAGnMFF0V9xZ75ZB8mCZUDpGk8fFx7e7uppL5C4WCqtWqCoWCarVaqvLvxsaG6vV60ETjTUUT4N3+O0RQKpU0MTGh4eFhXbp0SVNTU8rn86kYtUwmo5deeknPPfecXn75Zd24cUOtVjtWjbLmXtoq1iglaXJyUqVSSYODg+rv79c3v/lNSQrlitA+WPcYsPZ5cEBgXtVqVUNDQ0HzxfRyT6iX6nbNEabq3lRvvq+Y8NBCzIxhPH4wm81mgFfiy8xdY8E8dCcG+dG+f2igmPBo60QLuCmezWZDMLvUDm06ODjQtWvXVCgUVCgUVKlUgmnNenMrHVkmc3NzIS/dtVG+w2fQigfZu3eZvUCoYNqzHpjksamMAuDZFR70300Quqf8oy7hitt3ZXZJkvwHSf9C0lKr1Xry/mf/s6T/TtLy/cf+p1ar9Vf3//Y/SvoVSQ1Jv9Fqtf76UAPJPHiLOY1Je1kmP3Sumd0fwwOhJq5u83vsbfO6Xf5uTwtirGBBzhw9NQjGAIGSvuPlmrgu8N69e6EiCpu3t7cXtD+0K+LCCGDOZNoXbktts7evr0+nTp1SkiR67LHHND4+HsxAd+EzP34vFArK5/P60pe+pAsXLujmzZtaWFjQ7du3UyXZadlsVrlcTv39/Tp58qSGhoYCrnXs2DHNzMxIapeWf/nll8PdFawLzBPtg5g3msMOrJWbON3MF5i804Gk1H44k+I9Ukf4uRYax1X696Eh+nKz2/tFK4FW/LJz5sKhBYvk7zAXLyFGzjW0ury8HISca/VcZM6VlKxDT0+PVlZWUs83Gu3sEjDFgYGBwEA5W7lcLtBKvd6+iJ3f8WAzbpQEYBG3klAo/Ax7eBS/x/ivR1xwPr2fw7bDaHb/UdK/k/RH0ef/e6vV+l/9gyRJLkj6ryR9QtKUpK8nSTLTarW+a+SfA6Qe+Q1REWQZE5VjEjSkMFIAM4NaXrT40CCVMJk87scX3xOh2VyIwnNsqXcnKVQk2d/fT5U5ajbbZZFqtVpwztDQhgYGBpTL5fTcc8/p3LlzOn78uPr7+1UsFsOF11KbELiFykHl7e3tkObDuvia8XuhUND58+c1PT2ttbU11Wo1LS4uBoZXq9WCljwxMRGwPvqgEguEOTU1pSeeeELvv/++3njjDV29ejXEtmEuMR4Pl/Ag5FarfadGPp8P1VrcWQQduBbGZ3zu8YGsk2NRcXwZ34/NWWjUNT1o0fuMzUcPk3AszSEWN9Hpt1tKnWe/AId4qSc0Yr6LZQEk4OfMzWwEesxkpE6mEiZkoVAITNIZEfvlAcfQLnP02pPcngdThCGjxTI3P0esHRr+P6sZ22q1/jFJkulD9veTkv5zq9Xak/R+kiTvSfohSd/6Lu9IgbpSZ4HZFMdNiBGCcGKilDqgNNqW5wl6Ph/vcKLlM9eE3APo2h/PQWTgajs7OxoZGQn14ShDRGknrwRC3wcHnTLqxNIlSaKnn35av/mbv5nyhkIQYDVoqgcHB6FwAAB3Pp8P74ewpA7TcInK30ZGRjQ4OKiJiYmUae3rw+He2dnR8ePHgwbjUrivr08XLlzQzMyMfuqnfkpvv/22vv71r+vu3bthzBCvN5/yFbkAACAASURBVMbiYLtjbQ4dOJ24l9r3xM0hZ3z+vhjPdWHoTMcdFY4hxp5Sxs64XLvxPaM5LumRBjwXC2dnwj4PxuQVm1k39wa7owjNM1Yg/HwxZ49xhE55B0yLM9vT06NyuRwEZuzgQZs8ODgIgpMogWaznSLoWKV/xzXjw7T/N5jdv0qS5L+WdFnSf99qtdYlnZD0mj0zd/+zj2wxIfrG+sF0PMo32CWilC6h49IYwocIHENyD6P366aIeyVR3zFh0B4ciJ6eng6XXnMw6vV60FD554fSGfbBwYGOHz+uX/qlXwoeOrxpEA3jxcR3jdjf6evm6UBOeD4WnxfvGBoaClVgkMJJ0g6KRot2YvZwgf7+fvX39+uZZ57RU089pTt37uiNN97QG2+8oYWFhSD9OeDOMFnPTCaj5eXloK3xPAca7cVT13wcsbOI9Wd+FHLA9HVz36vGuKkMc/L3uYXgWmiMCzve68y6Gy3yrhg39nk5tuuCgTEh2KCLbtEEMYTjEA30gXYGxEAuNDRBIVj6xCxGG/Sz6/RXq9UCs4ahrayshApEUsepUSwWUyXDDtO+V2b37yX9L5Ja93/+b5L+W0ndqul1zdRNkuTXJP2apJD3yOGR0lqaS6v73w3/2DRnmM44PB7PzQInNCdqiAFCaLVaqRI7UifJ39X+2CXOpnLBda1WC+bC/v5+CvPjQMSxYD09PXrppZfCoemGt3GQHbBFerNWzBHij7FNX1+Yox8Gv3OBTASYkjMdB999H3jeS4BPTU2pUCjozJkzmpub0/Xr1yW1Cya4JsE6cHjx+jI2L5AA6O9aPd912mKf/LDznNdFjA8SsAJ7H9ONa4VgVdAQAteZWTdsGnp3uozpnGdjIR1rmt6ne1M5D81mMzAMjyRwJYDGmuFw8mwlXycu7va12d7eDkUMYqHgQtZLz8MYsYAwx8F2CQ/qxvw/rH1PzK7Vai3aIvy+pL+4/+ucpJP26COS7n1IH78n6fckaXp6uhVLOMdeMF3dtO0GGNOH4x/89EtxpLT3FiLhu75ROCj8MPNdj02KTReI66mnnpIkvf7661pbWwvMJA7MpQ/+X6/XdfHiRT311FOhQoqb2hwk/67XjYsPjldX9rVlrK5p+mGROh4vmJiHEMBInHnHXkzSktBqWKOBgQEdP35cAwMDqcvBr127FqAKxoqGjueXvYCpORNxYB9zXtIDAsCZXrPZDAnn8SVAMfODeQERsJYx/sa4/Q4H6NRplz2NrQofKyabC69uoVb8hAZ8H2GI7gRwRuV07WOKz5UzUIeDUAz8uw4HJUkSMFueoUCtn3/GTCiQr5ffB+Pn5TDte2J2SZJMtlqt+fu//rSkq/f//2eS/lOSJL+jtoPirKT/+zB9Mhn3NvE7i+q4Q8zo3HzyvyH1XApAgBxiCBegnIWMY9V8Yx2/kR68wQzJxHcnJiZ07969ULQSk9OZhR+0iYkJffGLXwwxczBdCAf3PqC9myKYjY1GI1XuCLPevc/87qZfjE/FewRO48wTE9aFkEMPMFEcRplMRoODg0FyUwr84OBA169fD7imexvp0xmDa7j+mTNV1stNPGLR3FHhmptjkuxZs9kM4UOsB/1sb2+nvK3sQU9POwMkjjHDkeQYKOA/42E9fF/jWEE+b933XBP7544OnuE8sE+xphjDFnzu0FL8N7e44uZniP3zM5EkyQPrEmOEND/bQCbs8WHbYUJP/kTSFySNJkkyJ+m3JH0hSZKn1TZRb0v66v2BfCdJkv8i6W1JdUn/8jCe2IftYXvYHrb/r9thvLE/1+Xj/+Mjnv83kv7NxxmE2+7gLS7ZiMdC8iKpvVqJN891dDPIJbt7Z3lPkiQhQNTNLlfFpQ6G6AG3rt5LHe0Clf348eOhhDthNIxL6mi0PH/u3DmdP38+SC83TTDpfJ3cGeBaTS6XS4G+7gRBG6NP9oK5oN24qeNanKcvuTaBdoIp6Zia353B+Ht6esJ3RkdHNTg4GJ7zNYoxMf+/7xfjiTVTWqPRvjUL/Mm1fiASfxfhEWhx0AvvhF54NxogZe+5dMgtiFqtlto3vkNGDXtOnnWM0bqDBW0N7z7OFK/ojWaERgQNOZbrpidr4WvG2KELtDa0TY+FjHFGNLIYK/cY0m5QgDtH+Jw1AGs8bDsSGRRS2qmA55CGHV8sFoML24NFpfS1iY7N9fb2hoBNGGfspfPYOhY1l8sFYnXPrTevORaDrs7AGcczzzyjV155JcVo3XOXzWZDqtVXvvKVQLBO1KwPfTpDgMgwQSFGB3udmFl3TF1S3OKYNRgzIQE4ZBw7xCnjWBKVmzl8XtV5fX09OBd8T4aGhnT27FktLS2lQmVgFp6W5XTjHnzG4PP3sfozjqWBOcHsPdOEMB8vjZTNZlPeRYc0KP55cHCgixcvBg8iGRf9/f26c+fOA8xTauNSCAqyUHZ2dsLdJpLCrV/AGAgSFAAYJXNwBwF0Eod5ERoVB/Cyzs7owJA9jMv3qre3Nwgsd3rF8BNj9wKdjN0Flcf+IbhdSB+mHQlm5x4k955JnQBeMIk4mBep5swOosGLClGjHXJoXcOBEOjb8ag4FADCir1OzkiQamxSLpdTPp9XoVAIQLlLOalN8JcuXZIkjY2NpTQFCIn1kdI4XYzR8DfmQcgJTJF14u+eEsY68Lvvk2MmMAywLyLrHR8Cu8LBRLwfBTWp3syYNjY2NDY2FoKIEXx+MH3N3CvMfnTDnxxL9BAi9ti9lbE2iAbhtOneVWoaOrZLn54f7FqJJJ0+fToVlgJzQejW6/WAy8aWwv7+fghUpw/2kCoxnrNbqVSCEwuhx5niXQgfX18PXyL6AEuLzAu/pc/XOcYGiafr5oWOP+t2NpzO+fd9qdlJHc+rBwpyUFk0P4yuVbjL3A+zSzdnBo1GuvowbniILtY0HST38jVsCM+5lpHJZAJj84wHqqG4eYbW+fTTT4fx+AF0L1xsQkodMx2ClJTyKkIcTkT075AB78JMdoJijV3zxoEwNTWVMk/9vf49Km6gWfT09Gh1dTWkNXGr2MzMjK5cuRK0iYODA5XL5QcOBuuRJO1sAb/hywF0P8RoGew3dEDsJLThmgY/GXPsNIidZjzjwsIZmTveaDAOBAjg/dDQUAibchMOTzCaMRk8vMudUQgkhAiMjdhCzGdJwcTGu7+1tRUEJU44NMCtra1UBAHOLugGyyiTyYSL0uOKzplMJuw7NODOJd9zP5NuwR2mHRlm52kuPgn3brom45gMhOV2PXa+ExwbBZYRe2P9cHigL4zQL/vgqj73jrpnK2YKrVZLs7OzIUyCPiHgTCaj8+fP65FHHgnvwGPHuME2uoUfUGONRO5arabbt29raWlJZ86cUTabVa1W082bN0NWx7PPPpvS4nivj5s1ZP3c28fBHx8fT4UX+HonSRIOlDPfnZ2dlKccQt/Z2VGr1dKxY8eCoKM6Bxq4V09GQLpnz733zGF3d1f37rWjoDCR0HAGBgY0Ojqq0dHRVPkjGAuCxNfJPb9u6klKwRJS51IZQilgkB5ihVbqwdp8z0NdaKwdmq5fzkT/7vmEHjOZTLg5j78RmQCDdGiE8+DJ+lRpJqzHrQLO1NbWVihuwb7t7e2FAGT22sOwMMmxQtBaY88z6+7FBg7Tjgyzc2bV7W8eV+abH3N6nvGDhHYgpSO2aTwP1uCmL0TpQCyOBg83iV3ssYpdqVQCpkKUvseISdInP/nJkP4FM3fNBAIjTMI1idu3b2tvb08vvPCCDg4OtLm5qeXlZX39618P5vP+/r7W19dDVZITJ05oZGQk1R97AJH6AYOp+LqWy2UlSRIcIZiqrCtma7PZ1L179zQ8PBywHIjbtRQ0dtek+/r6QuEDKX0vBsJgfX1dKysrwZTmBrfBwUEtLy/r3r17YW0ff/xxjYyMaGBgQBsbG6pUKlpbW9Pm5qZOnz6doiloxUOeYESxNh/HHiI8WQ/WzvfUrRC3CnhnrMW6NdMN6/JA8Fhrdxyc9QUPhLb8kmy+32g0giDp6enR2NhYoPXBwcEUbMG5w1ECneP8g+bpn/RJr6MI3eDk4R5naIFQoG6lzj6qHRlmJ6W9srHEQ9uSOpiIBxfHxOnYlZTeCMdHeKa/vz9suoOqvBfgWupooUhev0/Ay8/ACCVpYWFBzWbbC0dg7Pr6ekgnGxsb06OPPpoKevbYJoi8Vqvpxo0bevrpp1Pv3t/f171797SwsBDu28hkMpqfn9c//MM/6Mtf/rJarZZKpVLQ7C5fvqwXX3wxaGy1Wi2YdRwW1ooxAYCj3eIpdG0QwmVtNzY2dPv2bf35n/+5fvmXfzns1507d3RwcKATJ0484Pmr1+saHR1VpVLR0NCQkiQJwsIZy9bWlu7cuSOpXUYLIbG8vKxsNqvZ2Vnt7u5qYmJCn/70pyW1r3hkT8GslpaWdPnyZS0sLOjUqVMBc4UGGZeXk3Jh6BpRDMK7qesMyJ/F1Gcv+OnvwfFBv3fu3FFfX5/Gx8dTQskZJnsXx96hMCCwOXsee+iOB8bOGOk3hp1iGABtkTlxHabUZsiUl3LN2ecL1guduwDgva+95hmqH96OBLNz8w8TkMWkpBGqLZLHGV1MZI5JOdP0RXctDJMmk8k8AHKzYX6Riz8TA8xIrnw+H6SS1NFyCBIeHx8PplOlUtH09LTGx8dTGRFIRgjn4OBA77//vr71rW/pzJkzgfFIUqlUUqPR0K1bt3Tq1KlQbyyXy+nGjRt64okndOzYMfX19WlqakqSdPXqVZ0+fVqlUillrsf74PAA78vlckFbxBHEmsHscEDs7u7qtddeC/uGCfsnf/InmpmZUalUCtgmJubAwIAmJyfDRdu1Wk19fX0aGBhQqVQK67S2tqbe3l49//zzGh0dDeuEGTU/P6+xsTFdunQpmMqsK8Kp1WppampKk5OT2traCoUmnYHggEGrxEnlTjA3tZx5u6PEw0+c6bkWj5B1RwKmJgzoO9/5jv7pn/5JxWJRn/rUp/T444+HcXnJLBee8flwDcuZrDsY+BkzmVjhoD/X8jxX2unJCwe4qe+WEOecZ53xorh4BZXDtCPB7Pxw8Q+uXSwWA+dHk3EVnAP0YcRF/0gszCSXTv53vKwxRugAtIcqeAoQhIx50Wq1wh0U1Wo1mIbZbPaBzIgzZ86Ed0vpUBwIn7neunVLt2/f1qlTp8I8t7a2NDs7G8IWdnZ2tLS0pP39fb399ttqNps6fvy4hoaGQkHHb33rW8rlcvryl78cDoDHTEGwNMwZD91xfFNSag4A4Wtra3rllVf07LPPamtrK1Q0XllZ0enTp7W7uxtA8ddee00XL14Ma7S5uRlwunq9HkxODur29raeffZZTU1NBS2qWCyqUChoYmJCMzMzqYoaMU249jY8PKyVlRWtrKyE2oGSQkhNqVTS+Ph4yhPoAoGD182pxd77xc8flqrlFX3c/Ovp6QmOnO3t7aChIzx4J/QdO3McS3aTmTHyDprvL99HYXAN1eEGaMejEmLngp9VPuOMx9or4+UdMGWHkA7bjgSzAzPyizwcX/CSTiy+a1eOd0gP3tAeS6Y4BAAvkzMz6cFLUGIHhH+H35GsjBXi9AttqAfmc3CJJSmVOuRXJNbrdc3NzemVV14J5pckvfHGGyoUCpqdndXf/M3fBM1mfX1dhUJBly9fDtoB67K5uakrV67o2rVrGh0d1dmzZwMDBd+S0jmxmO65XC4VAuPmNOtXqVS0s7Ojr33ta8pms3rqqadCGatXX31V6+vrGhgYCAxMkhYXF0PZ+Gw2q5mZGY2Pjwfhtr6+rvn5+bBOTz31VIrRcQgd0Adr9EMZe0+bzabGxsY0Nzenubk57e3tBQZJfF21WlW9XtfU1FSKofCT93n9N9ZjeXk5lNzKZrMaGxvT4OBg0MDcaRE7QjjULnyr1aoymUwIMwGTQzNmPRyrhkHTD/g36+a0zE+PjyOmkOc4E44j8rmfH8c6/Ry5QwdGHVeL8fdJCmE+0J3/7bu1I8HspE4IAxvtE3JvDBIZwpDS9y/4d2ItLt4EmjMqvwzH71iVOs4NZz6xI4GNazbbhRW98KUD1gSZwnhj3DHGTjDj8/m8arWa/vZv/1Z/9md/FgimXC7rxIkTOnv2rJ544gnNzMyEIp8rKysqFova2dnR8vJyMBmXl5d19epVra2t6b333tONGzd08uRJnTt3Tl/84hcfALlZT7QZsJmNjQ3du3dPt2/f1jvvvKP33ntPUhun5BKa3t5efe1rX1Mul9PGxoZu3rwZMiXW1ta0sLAQ9pc15FYu4rmazaYmJiZ04sSJVI6oZ8a4+YcAQaOKg4phIhzi8fFxfe5zn1OlUglAvI/pxo0bunnzpnp6enTixIlUfy480Uz29va0uLgYHDTQOUKwVCqlaDIOTJc6JiNnwDE4aI/+8VpDSz4uD9Wisaax0ObdBL/DON1T7xBObA1AHz5vP0N8j3V3i87N4ljLZB5uZvs5/m7t4b2xD9vD9rD9QLQjodmhFSERPGbN8TAkm4dfOPDr3B+Jj9RBC0PqgbVJHS+bex6JDeqWx+rvjFPQHM/Bwyt1zLtMJhPMWUxc4qXclHAHCXNYXFzU7//+76vVagVNkbGsrq7qE5/4hH71V381AOzNZjsgtFwuh7lMTk4GrfnRRx/VzMyMms12cOnbb7+tV199VXNzc7p165YuXLigUqmUCvaUHsyB/N3f/V21Wi1tbGxoaWkpeEf5zs///M+r0WioVCrp3Xff1fXr11UqlbS7u6u/+7u/S2GsZAyA11UqFQ0ODqpcLqfuYnV8jHHF9ziwF2jybjZ5LrLTBhcHxZf6FItFzczMqFKphMuQ/Lu+T9vb2wFrZN0zmYwKhULAnnd3d7WyshK0x2w2m6JBh2yg/Zg+XLPr6ekJe+406hobkIk7F/xZP4+cPRrvyGQyKdwxhoc4m66FuimdJEkw3TFxWbcYM+w2D9aFs/dxNLsjwezc4+lpPzTwDIIICY/wG6EcrMST40nnhIR4mpiD05jBrn67C9y9Z/53d9k7xgfQ6jXQwKsA3MHQBgcHU256KV0Bd39/X1evXtUf//Efq16v6xd/8Rf18ssvh1JIjOnatWt69dVX9eyzz4Y4JRg76+ZmAB5bCl6eP39eTz75pK5evRpwOYJsGRP7xb7U63V99atf1cDAgG7evKnf+q3fCvuws7OjZ599Vk899VQoDT89Pa2XXnpJu7u7mp+f1/Xr1/X6668HB8Xe3p5mZ2d1/PhxNRoN7e3tpTzoMabLmiEwYiig1WqFlEOYPM85/AGWFnsqeb6np0ejo6MqlUpaWloKTCZJOvc8rK+vB7oClnHs0A8yed6Y+VNTUymhztwcf46zDxDCBEwPDw+rUCgEmnPvLcyZflkfN2Ed12OfeT+OEg/XYk5OTx4L6kyOM+P9M4/YCUFzeMn/FjuEDtuOBLPjULOZH5ZnyEEF33BgFeKVHsyNhYDivFp3k4OLeWUV75fQA6mTRoN0cW8y2EjMWKROVd1ms6mNjQ1tbGyEu0Nhnu6KB6d799139Qd/8Ac6ceKEfuM3fkPDw8OanZ3Vu+++myIorj9ECBBK4nGArLfU8Sp7WEy9Xtejjz6qY8eOhfASd8y4tCbWbmxsTBsbG/rDP/zDwMylthCpVqtBg2FdOWDj4+MqFot68skndevWLUnSlStXtLm5qe3tbU1MTEhqO1LK5XLYS6/mQdydaxgcnlgT/7BYNJiea09+wLx+HaFFGxsbGhoaUrVaDZ95aBKhK64FI4DRQHEuSO3QoUKhkKIFHzMCi2wF8DRiIjc3N3Xnzh2dO3dOU1NTKSceY0KgMhfH9mLnAc+4Iw36jTW3D2ucA74D/cThMKyTKxxeEYfx8R3Ovs/nMO1IMTtc7O5M8Mm4tIUBwVTixXfCjoN86d+9SESixxsEM3CXuIfHxBLOD3RfX98DdyswX3761Yoeo5bP58M4/vqv/1qf/OQn9dWvfjU8++M//uP65je/GRwg2WxWExMTGhsb08HBQYgLJG4O7ceZL8w5SRIVi8Ug/dH4KJdPw9ykpJEnpddqNX3nO9/R1tZW6h0jIyMaHx/XwcFBiJljXjx3cHAQvL+f+9zntL6+ruvXrwdGxI1s3DtApgs04ZoQ6xrnsNIXzekg9spy6JxpI4imp6fD+Lkisq+vL5ijjAlm6YIcxwtr4E6T+fl5PfbYY8FSYW/QztbW1lStVgM9xYHb5XJZb775ppaXl/UjP/IjyufzD8zX41SdDmNT0P+O4IDpfZT56PCQm7OshTNKp0E3vfndoy9c+WEvXCM8bDsSzM4XgP8zOXfxS+lqre4Rim19iDk+5N08OP4+l85sEH3wLo/Pc+0g7ru/v1/j4+OSpHv37mlzczOYllIHZ0RzcEJkjvv7+/qZn/kZnTp1KoQuNBoNDQ8P61d+5Vf0p3/6p5LaWuwv/MIvBA9nJtOp28/8XHOlAQ80Go0QTtLb26vh4eGgNfnzrCvR7YTREOjr3raRkRH99E//tLa2tlLCYGdnJ3X4HXc7ODjQyMiIzp49q/n5djHs5eVlZTKZcOFQnG1B7KJ7HF3DJn6LFof5uNDDc8vF1DSCjXd3d3Xs2LGw5mQFuFYOtkX/CABCRKAbtDu+Q86pWxWNRkNvvfWWrl+/rnK5rAsXLgQ69YPOGrz//vt69dVX9dJLL6XiH51meR8MycOr/FmPlYPunB7Qpj3/2z9njTFvu5nA4HQ869WEHMpxvJU9/TiMTjoizE5Kx8Y5UMlCORH7XRQQp8cUuVni8UZI4bium4cmuHbg2oer+GyA40axNohzBI2F+CD6R8tsNBoaGxvT+Ph4CmPxDZ+YmAiZB4C7vb29evrpp/Xkk0+G/rlCEabmxAYzjpmFB2jDEIvFoiYmJkI8mq8J2jT9kti9vb2tr371q/r7v/97nTzZvobkx37sx0JwNQydm6eYPwUxXQNrtVrhxnoSzbPZrKampsIasC/OJGNJ7/vl+4cA8wox7higoTVXq9UAXfA96JOr/mJ6IrC7Wq0GWkALhcm7EOcC7FwuF+IZK5WKrly5oq2trWD6+jnweSNwR0dH1Ww2dfnyZT3//PMpBiy1GS+XJsX0HK8bGpQ7D/mM/evr6wtYJZlO7izxkBLOCRYSNMqc8vl8qp4g348tPWjWmflh2pFhdlIHp0K7kDqguDMfx6lghr55HBgOOyYy+BX/j+OueB/YjGMnUtozFMeeefqaSy6Y3fT0tJaWlrSyspLCd/BODQ4OPmBO8XdP+vf7c32j0Z62traCxzfGMDksvJvAZcaMdjQ5ORlAeWeM9AGE0Gy2vb0wxR/+4R/WD/3QDz1wwQ3jJ32OPcST7U4FXzsYMCbUzs5OCkNkndwk9T5iWAIGkSRJ6jJxPmMP6/V2EUuY3d7eXhAYvb3t2n+FQkEDAwMaGhoK7yAwmkKb7p1ttVqhHBKmYLy2y8vLoerN2tqavv3tb2tkZEQvvviiXn/99VTKImuEuZ3P5zU6Oqrx8XFduHBBV65c0RtvvKGLFy8GGuBiI5iXa3NuYnrGhGuEYMibm5u6e/euFhYWUrh0NptVqVRSsVjU8PBwMKVRTpIkUbVa1e3btyVJKysrgYYHBweVz+c1OTmpfD4fCr+6AsOccRy6xneYdmSYHYfHF4bPMY0AprHpufbON0VKYweuKkudQEZCS6TObfZx2pmn+7gEckno3mEfs2dwSO2y7CdPngwXtniO5dTUlIrFYkrSc7jQAJBiSZKEMkjOJDywmdAAxyqlDkbH557fyViHh4eDWcYaOPMAs5M6mQJgeK65SAoHg/XzcfHP19D3r9FohPp09XpdKysryuVympqaSlVjca3TP0ObwhuKUPR9deHFO6vVqvb39zU0NJSiTYcchoaGNDQ0FDBmMEuYPE4ItBgqgDjdsScw1FKppO3tbd27d0+9vb26evWqPvWpT+mZZ56RJF2/fj2VLM+6ukDAu0/e9Ouvvx6uqLxw4UKKoXFmUBLcqnBT162ig4MD3bp1S9/+9rc1OTmpRx99VKOjo6n0wNnZWTUaDd24cSMU1hgaGgrl6Ql8lqQnnnhCxWIxaLV3797V5cuXNT4+rkuXLqWsEZo7KKDJw7Yjwewcw+BQuzmBFua17iAm93yyWbFGhunqnjFngM64CH1xLNBVcMZLGEkulwtmGoTjqraXEb906ZJWVlYCs7pw4YImJyf1+OOPPwDeOtaCZuDFGTk8/B5jnTBKx2HQwmgIBAeyh4eHg7bUzbXP+2BqvJcKuOBS9M93wHuorss/GLQLFdZib29PpVIpXJZ869YtVatVDQ8Pp+LTent7g2lLX9zdABNzDA1Gg5MFwUNKF+92+kmSdhmrcrmsQqEQGB0pcY1GIzAutFhMdz7zaAIXOFJHC56dndXKyoo+97nP6YUXXgjFNt25RmPvwHKLxaLu3bunfD6vS5cuaW9vT1euXJHUxoxPnToV3unOh1arldKcHKvz7KN3331XV69e1U/8xE/o3LlzobyTCxy0t62tLW1tben999/XBx98oI2NDRUKBb3wwguamZmR1NbmECD1ej04uW7fvq1r167p4sWLqWgMPxfuODlsOxLMTkrfSckCS2mwk0lj0sRxX45BSJ3gUd9M+vRAYAde0QI8pAVm6czO7xjwQGRPN3NmQ+rZZz/7Wc3NzelLX/qSisWiBgcHQwiCA9aOi8AkCCkhVMSJn78xBw4W2hgmEPNjzQma7uvrS0lpNx9iQNkLPTKWnZ0d1Wq1lJYGkyMchXWDyaJVuuCp1+uhqCMOALSDarWqpaUlzc3NhbzV48ePa3BwMBw8DvHGxoaWl5c1MDCgs2fPpryTMFloo7e3Xex0Y2MjPMfes9/UBCTdbXd3V5VKJVTxBUagfw/BQfPlcIIdY61IO8PHDAAAIABJREFUnfS17e1tff7zn9dnP/tZ5fP5B8w0FzYekNvb2xvWhEpB58+fV7ValSTdvXtXw8PDGh4eTnkyneH5WeQd7MnW1pbu3r2rH/3RH9Vzzz0XNOZYQ06SJODPPT09mp6eDoy80WgEBgc9cTbp7zOf+YxOnTqlb37zm/rggw90+vTpgM1LHWzTafSw7UgwuxiHQHOiYb66R8g9ZbH67bie1GFu9O9qMH/nUHEQHKyGeXiJILAId3b4QXdGIymYZJcuXdJXvvKVYJ7xXpiGq+dojLEW5+YrhMT7IFw0EccuM5l2mXj3bCVJos3NTc3MzIS8SoQEZqmPCaeEQwo4HWAAOA14Hm2PsXn4CMIBLNI1b55pNtsVR8AKXWtaXFzUBx98kDqgrCse3GKxqOnp6RS90C/Pw7ClNgN97LHHNDc3F/qUFDC3tbW1gOmxP8zf6ZH1BYvGbGy1Ohd3o0EifD2zg7XH0xpjm8yRvcaKWF1d1cTEhEZHR/XCCy9Ikv7qr/5K165d03PPPZe6c4U1d8bvITfQ9+bmpg4ODvTEE0+kMD9vDq3AvPL5vPL5fAqOipkpzYO3T548qRs3bgQhxlg9cPzjmLDSEWF2ziBiRuPFMPmMDWDx3EMopZOy6RNJ43gFB8YdC0gaDzdBejkD5W98Hnv8YrA3m80G3M4ZtdQm7K2trYBDSmkcCw0HyY92EONc3Q4UQcuslTMW1mR8fDyEkHQzDVyYsPa1Wi3gcBsbG6rVaqGkU2xae7jF9vZ2yoPu60nb3d1NlftmXcE1iQmEFlivWq0WHBg4h5aXl3Xjxg319fVpZGREUtt8Iq7Ss0NarZaWl5dDsU9M5YWFhSDgAOW3t7eDMwhh5IcYOnMBhfaOwHFnkTugtra2Up5jAsX9Qml/H++BRnAEkcUhSS+++KL+8i//Urdu3dLp06cDXTFOaMfhC2iw1WqnJ05NTYVCqmj5Pnbo1LVyZ4pg8g4RuTnNuevr69Mjjzyi69ev68033wzaNPvU19enyclJjY6OhnJlh2kPCwE8bA/bw/YD0Y6EZielsyNcswDXQHJ5YUMP8vVQErQuV6cdQ+N3x3DQhmJ80FVlD+Hg99gT7LF9BwcHqdzYkZGRYIZ7psjBQftylDgqHi2TZzGJdnZ2gsqPluj9EeTrGhXr1dPTE95DjBjakMd/4fEmvERS0NrASwmWJY0JUBrtlIh77xsnka8x42PvHAd1OMC1ZubtITJu6mLuDA0NaXl5WVeuXNHw8LAkhQKmjUZDo6OjIT+Y/dzY2NCNGzdCRed6va5qtapGo5G6F4G/eQ0/pwvW27VPTDK0GqcpNKGVlZWUdsWe4YjxNcBq4TmgC9a9VCpJagesf/7zn9crr7yivr4+nTlzJmht7JNHAjAm1r+/v1+Li4vBWnDnUpw25vBEvF+xKR47HAgLOn78uC5duqQrV64EZx6tVqvpvffe0+rqarh69DDtSDA7zAmI1PE6DgpEgRnlJpwzECldqRjVGdyEDXAniON47n3yw+mNZzxLwTeWd3kw9Pj4eArD6unpCQQG48DhIaXjCqmugcu+1WqFe0B5b6FQSJVD39nZUalU0v7+fgiIJaaO2D9im0ZGRlLeW/4P1uZBoHy2tbUVvIpkFvA3KugWi8UU1uJYXeyNpWHCOSPwvcPU8v33dQf8h0YKhYLy+bxWV1eD84cLunt7e0M+Ktku0NfCwkKqpmK1Wk1dUi11GBGmJs0ZNOPETPQ8ZYQyv/NzZWVFr7/+ui5duhTon71jPcHBYCSE22QyGd29e1fnzp0LjI45nDx5UqdOndK7776rXC6nycnJkELmsXUxvJAkiYaGhrS4uKi33npLn/zkJ8O9vz52TGvm/v+092bBkV3nnef/JjKxJJCJBBJLFVAbiyyqqKpSURIpypR7LMV4keQHecIxds/DjGeiI/xiR0xH9MN4pl/m0S/TEz0RPY7Q2B1tT7THngi33Q6HbWm02BYlkaJUlERTJRaXKrJQqEItQCKRmdgy885D4nfyfw9QJGRRKpDEiUAAuHnz3rN851v+33LccUEf3Fno6+7mPKFgH/vYx/TBD35QxWIx8452u61XX301VOjZbzsQzI4GrhRHshM06RKToww9qJQJ428Iy2PUnBBdm+Cz+DmO5cXM0cNZIDj3MLnUGxoaUr1eDylWeM/AOHAIOIHA/JIkCZiab/hOpxM2MAfHAFwPDPRyeakaAgMYHR0N75iZmVGxWAx9B19jTGidMDuYHIA8TJRil/wPUO7OiEajkTmrQup7IF37ca+xM4x43ZzZsY6sF/1nngYGBjL4Dh5onC1+QheYZiwYcXq4p9nxSO+HBy+zHh4a5IUF4qBZMNBmsxnWUOoJAccqW61WqCRDnCTzu76+Hjy57lwqlUq6cOGCGo2GFhYWVK1WA06MgPO5dex7dHRUlUpF3/nOd9TtdvXhD39YY2Njgckyr9Ayz3Mh5Hg5fWK/+zt9P3vFbEkhHvb8+fO6cuVKwPL20w4Ms2u3e2WPPE5L6id1e6yWS0Q3CZh0NCf3KO7lYfXGO5ho99ZhDnvIBovsDMgB11gjTNM0mHqNRkOlUikjkbnHCYHPYLZp2ou1K5fLqlarajabYbGpfIG5StmoSqUSiB9NEolPapJrF2zOTqcTNDnGjdMAgB6TVup7Hr05IyDOz6U+a+FpdJiUHCq+urqaMWkxj/ZybgBNxKWGYDJeUQbv5fj4eObMVYoOeDiMa5M4I3xdma+YngnadueQm62uRbmJK/WYPrSFxo5jhYY5ub6+rmazGcJjcIZ4eBXe/+PHj6vT6ehLX/pScFb4SXLx3Pqazs3NaWRkRD/4wQ+0uLioixcv6syZM+Fzd26gcXr8qTuEuN/p3WnQ97Vr/ygZQBA/+MEPtN92IJgdBOMHbdDiyffQCqlf/QTCkHYTEt/jebF3lTgev0aKE8/00BMI17EmH4cHJbuWU6/XtbS0lDnMhVPB3IxhXC7hXGtxTzRjhLAgJphbPp/X7du31W63A1H7Ji4UChnPqmsuhGPAUImxQ5NjXI4XupeQ9xF0iyT3OEfG588bGRnJ9JE+Oc7qjfXg+Y7/MJdOD1yPtUc2KIHcbESuwfzz+XwIancMijXH07y+vp6BYeiHe9KdLn1Dl8vlwHALhYKazWY4WIfG8/P5fNCyBgcHde/evYzpSJ+gp/n5eT311FN6/vnndfv2bR07diwIei9t5fNUKPTK44+Pj4eCA88884yKxaJO7YT1OAzkzJs54m/2uQeCe4SFxwH6XNEnLIEjR47o6tWru+jhfu1AMDtwFsdoaE5MbJiRkZFAbI7luMMCDM8nx81QKVt5GDe7S0Nnnh6S4QvqkilN0zAOl2ySgknJATMeNsPCOtYo9c0ILzEEcTsz4F7mkRpn9B+t1c1yxgGBUvkYJ0Ss3Ul9zI75Yj7AWWH+/l7WgswE5shLTzm2yWcwW8dQoQffAO6AIl84DnmI8T3WnDl3jZrn0WdJ4QwM6MnT8KAB/nZa8HhO5gx4xQswSD2hiDAdHh7W0tJSYN5oyMPDwwEzdJPY6Zg6eo1GQ+VyeZdTjb3yyCOPaGFhQW+++WY4b9etGe51Zx57YHZ2VuPj4/rhD3+ohYUFzc/Ph3n10Kf4N9+HrhEcrnU7Zsz/sUWWy+VUKpV09uxZTU1N6fOf//yu9d2rHQhmJ/WDQV2jkfrmHA4B1HYPAIaZucnEsyBC9za5OSH1QVlfHJ7NM4izknafYckzfFPxTI8NpJoFxQhgjO4I8VgtcDsW2Dd5bAJDNBA8BSRhjl61mcYYyQPF6YAJdb+in/yO8SfX2iQFPLDd7hU+JX7Oq9RwL15GZ7RgaxA8Y42xTcfG4jRA1gUzDvqAEblwGRgYCLjerVu3MvGQezkS6FeM5znG6xg0NEFf8vm8jh49GtYT3JO1QMA5qO+aP837wjzfu3dP1Wo1Mwav0NztdvUzP/Mz+uIXv6gXX3xR586dC55cn1uYF/TPGKHLhYUFffSjHw3XaA69xFYXz99L03UtkHl3AY0w3draCvF2+20HgtmxUaRsddP4czdBXcVFe3DsxiWUm0z+TF9UDz/hXf4eX0je4QvquB0EDoOR+kn3Q0NDASzHdMQj6BLNq5rwfAicccAgaHh4XUvBLHRNzM1Cd/cXCgWtra0FwkIbdYbt+AtmVS6XC+cyOOFiOk9OTgZtAxPegWXP12VzoQW4w8iDvd0kdUcQ1/wzn0P+JqwGLQ3ge2BgINTxc02NFsMoft0hD8bAPPt9zEulUgmBznjcBwcHVa/XwzGYadqrplKv1wMu62vN+/xgb9bbtXv64VpwsVjUE088oS984Qt68803dfz48VD+iXVBeLhQSNM0mK+vvfaalpaWJPUyT4Bt4vUAU3fIxhmar+NegsOb04jjp2/XDgyzi7MeGISHZziGFXvGnDjZ4K1WK0g2N2HdyxU3ZzpgIBC44yzuhaWcEtoXJqVLqGazGUI8IB4vrgluGG8QTqF3Zo7G4nF8XEN6dzq9xPQ0TYNTAbM6xsBg/IODg5qdndXt27cz5ynEQgHGiZmJtp0kSebQFxgA3mBCdXgfsW17gftkDSBwEFjOBBk3gofxOJPzze55qAMDA0EDxqnhzKpUKgXG4lADv7nfhUiMvzFvbqmwRjyHPhE6VCgUAo760ksv6cknnwyFRD28xWmUZ3e73XA8J55xZ1zOhIE8Jicn9ZGPfETf+MY3lM/ndezYsQzO7EzO551q1oODg3r22WclSZ/85CeVy+V2mc9uwsbYJMIFOogx77jFsNZeEMX92oFgdpLCgjoWI/VB5HgDOaHs5WH1EIpYTWZSXfrwXDdLIEjX3uL7YVKufvtCexVipHEulwsaE0A2YShuvnOfe3Y9xMWxOxoYjode0Pf4WXvlFA8PD4cCkHhbHXhvt3u5oQQWc1CO1E8X4qwO1g6GXCgUQsWQer0eGJ5jcmCyzJtrI51OvxQ8GhnMzRlmrHXxbLzQpVIpaOvr6+vBs+xm++joaCYqwM1YT1Vzk9ppY2BgIGhJhNPAVLFGYgHqhSU6nY6Wl5fDfEI/YHbE3jk9+Ljv3r2bsY68Qo1DQJVKRQ8//LCazaZefvnlUOKLuYfh0V8C4FnXubm5UJ/ub/7mb3ThwgWdPHlS1Wo1zClrQz09L+NGtIQLCOjUMdXY0pN6RQG++c1var/twDA7qc/w4O5SX0q6VGOjowG6lJOy5wu4w8FBYmd0fMerA2MyOdYSayDOiJ3R+ealdTq9mLhKpRKwJU92hwk7s/fn7rU5YuwqNgEgTL8vNqlcA3LtcGJiImwsKmcQl0aJcn8emKrPLZje6upqKHLZ6XSCtxVGVq/XM5gMm8SFD3FksZYL/skcuUYNk8eUBo9zbzDltlgHNqJX56C6CXTA5uM9McMbHh4Oz8rlcjpy5IhOnDihF154IQRho9F4NgsMietoljh/3NxHgENHjAtI4s6dO6rX6wGP3UsAICQmJiZ04cIFXb16VQsLC0FY4eFlzNA764pmSL+uXbumS5cu6etf/7rK5XKgUdbx0Ucf1cWLF8M6uDPD949rbpjnNB/rd77znR8p9OQwN/awHbbD9r5oB0az8zgwNx/wAjn+ISlIFvesxd5WB7rRityZAG7X7XZDYUw3idC23AvF88Hd3Px17QpJ5ZgdajvhBGh4pP7sFUOGhsnfrrUi2aV+eMrbebOk3QHVPl/u0Z2bmwuOB0mhRhzeWnAgimzGIS9ocdzLczc2NkJAL411RZvx7Bd3UsThM77uaNXuJJKyB57zDGgLfIxCn8zlwEC/Ptzq6mqYe0+r4z30Aw0kl8upUqmoWq2qWq2qUqlkQn9ijzp9Zw+wppubm3rmmWc0PDysCxcuBFNWUjjPd2RkJBO6w/ixjmJ8NjYZ+WxwcFBPP/20vvWtb+nOnTuSFLz5zCs0igWGiU7OcalU0srKipaXl0PBUQ43397e1muvvaaNjQ19/OMflySNj48HbdH3zODgoJrNpi5fvqzr169raGgoeF3z+byWlpZ069YtXbt2LVRw2U87EMyOBSFtB/NR6ptCxOI4fucJ0JgxNIKAUaOd+N0LyTuo0ebYAJ97KSjvc5zp4b/dvOQ3GAz4GV5BzkiNzV/fYDBSN/9Io5OU6Qt4R+zi5zNajC86o2QjJUmiEydOSOrhQIODgxobGwtYFxgLG2JrayswMeCHUqkUCmP6ZocRUqqetUnTNANbOD7LxnQM0xl57KiQeoyBUldST/CAH+E8ATODKedyueApHRsb02uvvaZarZahmXw+H94/PDwc1uKhhx5StVoNcZUIAHdmdbvdTIlyql6T9pfP54OgcWfWqZ0A3pmZGd2+fVtvvPFGED6sLZ5djp90GvX4U782OTmpsbEx3b59Wy+++GKY29nZ2cx8eyweCofvVQ6PoritM8qbN2/q1q1b+sIXviBJevjhh3Xy5MlQwIH9v7q6qm984xuh/Pv2du/sZNYfJn7u3LlAm/tpB4LZSf0AQ89JlPpuaRYc6ekS0cM7uAae52EbMFGPS+JZrjk6ThZjXFKWSThO6KEjbBjftFJPSyA1rlarBWk9Pj6+yxvr/ZIUnAIwPfJTpX4gtUtz76dvBteAHedzMNo9xGwYUqxGR0e1ubkZEv6pz4amS4MZ+HWAbWfO3CcpYHXUvXPvH3MBFunzH8drueeUU6t4x4kTJ9RsNsO78BQjFJln5q5cLodCDh7MnsvlQuWYycnJUCUFOqAQAo4JsDr662E9eLd5LoInSRI99thjunnzplZWVsK8TU5Oanp6OnPkpHumYTBOCx7l4GmCHt1w8eLFsK5vvvmmSqVSsCbc8+/0zrq41u317NCqOT/k1q1bkqRvfetb+vrXvx4O5xkaGtLKyoquX7+ukZERffKTnwyVlR0HZp0RVPttB4LZIRnZGLFm52EgqNIutfH4eNFID1HBROB5Hgcm9c1YCNLLSPnmiT3FUjabgns8vYjGBuXa2tpaAJ7pF+EbksJ8OCjO2Nj4HlmOxGZ+XEvF6cCY2cRuyvA/xMrfTkxpmuro0aMqlUpaXV0NAPbq6moYG1WL6RNjJyTFy9aTw+rmIOP1IFqYLvMN06HPzJPPUSywcBow9+QYU4Sz3e4VlyiVSpqamtrl6OH/xcXFwMSIKyuVSqpUKsFpQ19hEmiva2trGfqOTfDYO76xsRHKkM/OzmpycjJ4v998880QJsJas24IExfUzBvC0p0qzkAKhULQlr7yla9obGxMp0+fzmSQIFh5Tuz8cKsJpogZX6lUgld8e3s7eHKXlpbCGpw9e1bT09OheKp7wF2hiZWRt2sHgtlJfc9MPChp96nheGggGDw/NAiTTeYMzyU2Da0PUxePGcG+MW4Hw8IkwdyDgMgFdZOU/viGpAST1DtGb3p6OhA8DISqFM5AHVujQcjuKfS5Q/135gURuWnCd7wSigevooVyDu7W1paq1Woole6byLUZUqS8oEOS9AOTXfMDp+W+eHM6k2ccrmHwmw3cbDYzNOKMD+8yazY+Pq6xsbHADLl/enpa8/PzunLlitI01fj4uMrlctjsjUYjcwaEM3CyRlyzYp34n/M4mGc0w7W1Nd29ezfMOQz1yJEjStM0hAYlSaLJyUltbm5qcnJS165d0/Xr1wPWBY1CC8yzx6eur69raWkpaHYrKyu6d++eTp06tUvguIfW6cahIq9y41qhKyrnz58PGT4oHa1WK0AhBDX7ecnukY8tp7dqB4LZxaC6q62e/kPD3HPXv5Q9eQhGB3PxyWYz8w4ICGwlSZIw2RCkMy/ucw3PFxoNFFOFax4/BLG5lrOyshIW1efATxWDUPguQgGm4qWxc7lcptAiDgMaR+8xLmLePFzABQOSH8jBgW4cPl4VhKBnNCuehVPDw3b8He50chjDP3MG7OFHjuG5dkGICo05ohYfDOru3btaWVkJ4Ue8Y2JiQrOzszp9+rSuXLmihYWFUA8Q5sn4PI4MrZFS7wjrGFKQFISH03KSJFpYWMhozPSffGPogLWECYGp8R53YDE3zWZTy8vLWlxc1KuvvqoXX3wxhKucOnVKDz/8cIgjjUvpA7W4durCOQ5tisNn3GQH3+Nv3uVKBO9gzHuFkL1VOxDMDmL2uDOYhGsmDjJL2aBYBi8po6E5ZhKbdhCPPxNm5BgOTMHxFal/xB5E5SYm5kKcm8gYAcSReuA3lEzCY0uwMfGHMHq0Hz+wxTEUCJtxu8nOvKFVEdTsCf/uVXYwG1MMDDV2zLinlD4Tg0fGBGvOYdIuSNwBwLjiDRqbrGiJziS9MbcOsoORNZtN1ev1MMceiO3B1LVaLQRTQxONRiNTzNPT+TY3N7WxsREEXq1Wy9BGvPHJSCgUCoEGut2ulpeXNTo6GjA6xlYulzU+Pq52u60bN24Eq8E9mq1WK1NhBI1xY2NDy8vLevPNN/XKK6/ozp072t7e1uzsrD796U+HOLuBgV6WyV5RApjovlfjKIiY0bEPXTmB2bnz0b3vsWPNHZgOZ+2nHQhmxyKhfQA+0tDEPIXE1WWaT6JfxzPkavdeGgUaCgviQC8LxXtgQmySfL5/chfPda2UaH0Ikf7xXDzCjKtQKGhlZSUwHBaXdCJq/8UmJv0FywFwZ05du0Ga4uhwZoGH1Zk89xNgy9gbjUbGxHcNxPNt2cSYLbyL97AOCCvXSGMvspuDfAYc4cIPAQSNQQ/dbleNRiNomTAlwmfIj+V9LkScqcX5yVLfTMYTu729HTyra2trgfnncr2TtKQe80AYeB24drutsbExnThxIsMgPcvBM06Yz263q9dff123b9+W1D/I54033tD169dDIPfJkyf1xBNPaHR0VGNjY4GB+b5gPpkHaAwahqbcIULfYGZAGM4EfW4R7owvruYdOyQdz95vOxDMzsNJpH7ivn8GUUN0fB57AKXdR7SRReCljpwZIiHYRL7pfZJ9U8XvZ6PE3/eColJWo+R9EJM7Nfj+vXv3tLS0pHK5HMzyYrGoer2eibvy8JRCoRCYF5odz3TzzDUkvsdYHIcBFI9T3Rx7gznCXHg+4Dxz7/PearXUbrczGh/mmZtkaLBsKjQBbzGU4VgrAoKGKd/tdnXv3r0MFghtra2tZarkoo0RPuNYG8zNnSqEsIDnefVjhBdeZ6lf1AHnGIyOOQXUjzVg5p5IBZ/7q1ev6vd///fD87vdriqViqanp/XQQw9pbm4uQB/Qv3u0YVDeuGevnPF4HxM3CB3QXFEBTkBh8PVlDyBk+SzW+vbbDgSzk/oTCyOJB+KE6Pieb8o4+Navw4hYWGd4LJhLELQEzOGYmNmA3pc4pU3qa57ch/blHmFMAd+QEAIgf6PR0MTEhMrlslZWVkIf2LjtdjuUbnfJDAPDGcJ4pL7ZgZSk1DeamDt3JAWmhcYILrSXKeNjpvov6+PediAATz9z0xDmShgKgcDMNXOGGbSXR1mSbt++Hbx79Xo9aCcwYPA+ScHREDe3PmDyril7CSqYlofOSD1mBv7mgc7Dw8OZkBq0X2Lzbt68qVKpFMYDpgwNQtes5fT0tB5//PFAs9VqNThd0E7dDPS5ctplXtz76ZCTKwQINOg81src8cU7Je16DszeQ7Fo3Ctltfr9tLdldkmSHJf0R5KOSOpK+nyapv82SZJJSX8q6ZSka5J+LU3TlaQ3gn8r6bOSWpL++zRNL73VOxyT8YnhM8fi+MzNXTaUM8C9zB4HqmNMAWbnjIi+uBTjOrFY/O/eUSQ3REIfWFD3JjlhOJPne0jkZrOpxcVFXbt2TePj4yG6HY0ArAdmg2bBu2/cuBGYofd7YGAgjCWfzwfPJFqIQwpoDw4Su/SPHUZgVtyHFHdB5gxHUjiA2r3LjrnC8NwUYlN6hoCvp9TX7iWF09nW19czZ5ICsFMvEcbj2hXM35kq0AQMDSYyNDSkYrGomzdvZoSixzE6luo4M+PZ3u4dYERWA84DGEs+n1etVgsBxHx3cnJS8/PzAToAD3RPtisH7IPYakIoYF56GInvEeaJvYxQ4nmxw4Ln816HqLjukQLxXnWzer9tPwZvW9K/StP0MUkfl/RbSZJ8UNLvSPpymqZnJH15539J+oykMzs/vynp9/bdm8N22A7bYfsJtbfV7NI0vSnp5s7fa0mSXJY0L+lzkj65c9sfSvo7Sf/TzvU/Snvi+9kkSSpJkhzdec59GxLT82C57tqP4xiEb8QpQ0hNuH+MvfEMxwi4B23AK7Agrbgfqeq4FVIwdnp4c+nO//zGBPHzSPkcExoPb71e171799Rut4OkB8imvyMjI2EcmPB3795VpVIJ58CmaRpOrHJMZXh4ODhTXNtut9uZsznwsLqG6uOKNRjAarQ75nBtbS28n9JPaMceSsGz6JfPHRoImqBr6E4v3r8YT5T6wd8eJFyr1SQpYHgUx0TbREuMHRppmgYvrq81mqo7QaS+huWRCIVCQaurq6rVahlvLFoTc/fss88GTY+zIorFYsbh5fnLaKmsIc6J2OGXy/XPomU+0dI8nMXn2fuHic2+cgvM9yBaOc4Knw80Q/5mP8ShMG/XfiTMLkmSU5I+LOk5SbMwsDRNbyZJMrNz27yk6/a1hZ1rGWaXJMlvqqf5aWJiYhdxOvCOmeKMBQ9p7CHiO7TY8QHDxJSV3hrcZoPmcv1aYpiOscfYS/GQ1eFgLMzX+xUHNMfZGaQQuTcaotze3tby8nJ43t27d4M3bWRkJOA+kkK6lMfyST2zkT5hrkOcxCrGWCTOAmdmeB3vZ65xfWBgQGtra5nabd1uVzdu3Ni1Zsy7g/Uu/HxenQmySZ1Rg0dKCgUuSVaXehgYzgwcDggSGB8btlarhc1MHKNjSfSz0+loZWUlcwYt4UBOk4wZ7zpCz2kmDpPK5/OhOCvMEI9ykiS6fv0DZyu9AAAgAElEQVR6BodM0zSEkXS73eDsKpVKoS4ep80xT15/jsraCDnW0vcdOCZrEDsSWCP2RBxryHdZOxipe4i5Fsed7qftm9klSTIm6c8k/cs0Tetv8ZK9PtjlNknT9POSPi9JJ06cSGOMzicqlh5sHDYSm8I3GfdJfe8YTNHd4NzPd/gpFosZz6KUTQOS+hkUUpZhInFcY3JvsrfY+eHzEGMcAwO9MwbAlDhJKky8efrw8kk9KVur1QLIz2e+EdACkfTO4F1DdQaGgAL3Y+7AutiwnibnWBQbFVyJeYSR8L8LCQ/b8f64tgfW53RDQLfUj2mbmpoKMXZ4WulXDKwTatTtdjU9PR2Yk29qZ0QDA716daurq4EeYvrDWpH62qJbIdxHOA8eXakfI7m6uqpbt26pUqlksG3owDUfnBk4vSSF/OxGo5GxXHi/1GN65K8++uijmp+fD/tlYGAgPAtrwt/vTjd39kF3jNEtKWd2zJlr4zB/PL37bftidkmSFNRjdP8xTdP/tHN5CfM0SZKjkm7vXF+QdNy+fkzS4ls9371A8QbnOr8dyLT+7fKKEkqBag8hOQAcx+q5RkmUu787Tk2Jgy1ZXFRxzCs+8z664wWTgHsY0/2cFwSIpmmqmZmZ8P5Go6FWq5VR/9m8MG5ntvTVnSXu9fZ30WcP+HSnAOYpmrCUPYvBBZGvOxvWyy9BA85I0OT9Hp8nX0f65BsSxiP1NDXOhmV8uVw/SLrRaGScP1QtdkiAoyqJ03NtmU3cbDYzwsi91zEjov++7sw74Ss+9zBkwnRcs5b6jIf7XQj5fkArLpfLQWNyRxzZHzdu3NDW1lZI5RobGwvOMzRBhCB049qsKxROg75XadDMXtAD9IXD6Z32xiaS/kDS5TRN/4199JeSfkPS7+78/s92/beTJPkTSU9JWn07vI7BeQiIl91mU7mHMA6ijTcAE092wl6eUxYj3pDSbne4axssGISfy+WCN4zAyPiMCyde10499s9NeRYRzyGMi2cNDw+rUqmEChJUTeF0KTQPP36PxpgwedicELdrYk5wMEH/H6brRBczSjYZeB+ayr1793T37l2Njo7u8tK5CRuH07igYLP4vMFEPVwCr6/UEwok2BeLRR05ckT1ej0ER4Npcj9B2UmShLmkTBSbFGbkfazX65k8WYcs0D6r1Wp4F8LOPdeMCUFK2SlolvxVZwae10zzvFaPYvDwD6ln4jOXaE8cVH7nzh212201Gg2Nj48HRcKb00tME54C5nToCgn34tF2zJbPwOkdR99P28+dn5D030p6MUmS7+5c+1/UY3L/b5Ik/0LSm5L+653P/lq9sJNX1Qs9+R/205FYzXcNLtkJnKS0UDxAgg5dC3Ogk8/dTHAcIMYC/TmEOcTZG+AqYGku2fk/NnMdg4DJuZnmDJF+lEqljJlH+AibA82OemhS34HCoTGYB91uN5PVgZnp2jROnzhWkXlyvMeZjtQPuYgDeDFr2OgbGxshXKJYLGY0ApgAAsy1DNdqHPcBwHYmHIcobG1thawDpwNCT6h5t729rfn5+WDuSQoxgpiSQByE4sA86Gua9hL0a7VaBmPkvQiN0dHRsH6dTkevv/76ngB9mqaByXp6YKvV0u3bt3X37t1wn2vCCEWnSWjfMWvfPzhsoAWsAeZ7eHhY1Wo1E+YTh4XQF5o7ImJtFgzQ195hBKdHGmvtwf37afvxxj6jvXE4Sfov97g/lfRb++7BTiM9BkkeNzcBpL5Z4xslbo7vuMMDTxrP8hgpNoFrkm7WSVmJtJcHzhlIzLRj84rmTNb7C2F6XiWBuLxL6jMVB+ulPiGzeb2WHIwLYkzTNEhMGGSc+sU4EEouhWFOPlcQLjhRvV4PyfE+dsdDeaY7oWBwMYN1geX5lXyftUIL5ztopMvLy9rc3NT4+Lhu3ryZifqnYbaNjY0FIYeZu729HXJ8eX6j0QglvFhL5h26GBoa0tjYWDABl5aWgiYMDsZYnTao5NzpdEKNO7y0sTPIrRWHVra3t4P2imAgPcutGY/Nu3Pnjsrlsi5evJg5m8L3Q8wA3dnAuxzmcGblWL07lxCe7sTw3zHzfKt2IDIoCJXwem4+kQ5WMsk4HGBEbl554x42zubmporFYkZbkvrYDwTDcx0w943V6XSC1ETNhlD3Yoz02TMNYARsaPe68U4YEBiFZzG4FOadniniqXHgTB7Ai7eR7zuRssHcxISRYiqjHcfmBM+nbzgv1tfXM3X8YKiuFbHGjvf4honX2P9nTnO5fkobmQUIONbCA3/R2sAPmUdokIDedrsdsjBGR0c1PT0dNHsf/+TkZLBCSCdjYyO4xsbGVC6Xg7Y5MTGhb37zm5l1cObcaDR048aNTEUVwo+czny8zrQ7nU5IOUNgsp4IKEJxcGC1223VajVtbGzo2LFjOnfunI4ePZrBHF34uJClP/xGWMX7lH3mDkau++d+3TX2d1Sz+2k1NuZe5pFzfDYDnk43S2OvoTcYCZ5Drkm7T9wirohN7NLO+yT1zQOYIi12UHCNBYfJ+Xv9udR/y+fzIVvCa8IlSaJKpZJJrkfrYKxOFK4petl0B4xh6Ji6ANxeZ03qhzF4lDzPdonf6fRyTLvdrmq1Woih29ra0r1790K+b3wAuaRQXWV4eDiY52CwsTOK8bsHFebmITLu0YPZtlqtwLj3MhulPm16+AXFExzfQlBxGhkaGjguTHh4eFizs7Oq1+uBATUajbC+mPEwSOh/ZmYmZHuAnbm57/vHsW7W2p10WAbQCPeXy+VMvcZ2u63JyUl9+tOfDrm07Df6xbh5P+9wTdEZokcBQGfsCcfgHbaI4SD+fqcxu59KczzDk9dZEKnPlFwrcuyNzVgsFtVsNneFhbjnzhmYOyNgpL6BPdyCazxjL0+vtNtT6yEy5HZiSkOIngvoROoYHyEQcW6o1D9W0OucMZ8uxV36Oogfzwffd/Cf5/qGgsl4vKCkkKCOF4/j/drtdjjDolKpqFKpZJhUo9HQrVu3VCwWNTMzo263d44rc7y1tRVwKo59hCnAqBYWFgL+Vq1WM0UTMG+pdsLacyYFdfk8SgDGlSRJAPH5roe3QLOYiX4cJRoklWAmJiaCdk2FbIdOHBpot9shlY/GMxFQ7szxtWEMsSnoDrL4HtZ7a2tLTz75pI4cOZKpkuPQj5ulQBZu0rKvY4wNjdIVGxg0woi95XsYKy+GTN6uHQhmh2Rh0yB1pOz5lgwSLA6tS8pyfJiOa4uxdHeG5pLeQXy0lhhPozk24toGG8YJh4V2rQsGh8bikopN4YxmfHw8LC4mkjNeB6XZsMyZ95l5IvaM50A88QZxU8TNK5fWnlFCwyySepoa5YYkhcNllpaWMoHNadrLOqAqL6dLkb0Ak3RvMRVeKHZw/fp1tdu9MleLi4uq1Wo6evRoBqwn5hDBOjw8HM6lgOHSJyAW+uAhSTiZnLb4Dc7qjNPxQve4uvfR1yxJklA1+/r166EPFB3FwvF18aIK0EfssPH+uvJA36Re8YTx8XFNTk4G5usmNt9D4PI8dxZ533wPQ1/0wyEI+oT3PjZxnZ73gq7u1w4Es5OylUfcFnfgX+p7C11F9s+lvnRA6/IFdxPSNT82tks7TKE4YyLG5tz04/PYhHWPFnga2JuD8jTHszgQhj44CA2BEyawtbUVYqxarVbGxIfgnFGA1TjmSI065ihmlqwPBInmcz8clE3NkXvMG4LFw0Ly+bxmZ2cz6wpT5N2epJ8kiZaXl9Vut3X79u2Ai1Wr1cAM1tfXtbCwEN7Pu9fX14NXkhCf0dFR1Wq1TMl83oMnlrAf5mVzczMEGEPLfgzh+vp6Rnvqdruq1+vK5/PBQcGhQMRJxkJ0bW0tg9FifsdmXa1WUy7XOwjIq6TA2Omf0xqMBmuIkl7b29t69NFHdezYMXW73fD+2EPu73CG7/GhMPdYUCDUYhjI97P/7zxir/veqh0ekn3YDtthe1+0A6HZYSohzVztd5ASbcq1ME8Dck3K64XFJgSudpprSa7eu2YTazf+G08r30frjL1LfOZS3nP8/B3upGk0GpqamgqpYjzbY+uSJFG9Xs/ET6VpGgDxNO2XVHfNyjVpNDXMavcc8zwktJvIwAVoMg4PoKESc+jhLUAH4DySMscaYv54zb44XssxHeaFsuLucHBznOh+j+d0rzXxhzTXUKmFVy6Xg5aMac13PGTHzTwwTeiz1WqFIgPdbjdgrXFYjq8lQcVbW1taXl4OoUP1ej14vcne2NraCpWQMU9xanB+BuvQ6XTCUY04pEZGRnTixAm1Wi21Wi1Vq9UwLhwvU1NTgT7W1tZCXCfOHN8P4KSeCcNcb29vB40aByHWUbwW/vsdzaD4abXYo8cgmDDHvDBVHDeIbffY68NGlBRCDpxZscEdK2BDs2EhPFehMV8diPUYQG8xtsffLCgbkHnI5XonlU1NTQWzbWhoKDDJ0dHRTDgFIQMk6m9vb4dzOzqdTjhngrkaGhoKyeQIhDj63gnNw0yYd+ZtrwoUCBU8iPQzBsFxQPj73AnCXLM+zrhghADgjvmwmWOvO89wOALcEgYeY49SP+6s1Wrp1q1bmpycDEKVPkp9mMNhBt7Lps/n+2X8eQdwiNMNYSIIBOLsXn755XBYDu8cGRnR+fPnVSgUdOvWLTWbTV29ejWsdbPZDCFT29vbWl1dDd59TFeHIo4fP67l5WV9+9vfVqlU0oULFzQ1NaVmsxkOsN7Y2Age5TfeeENXrlzRmTNn9IEPfCCY6LlcTnfu3NH6+noI3WHtob2XXnpJCwsLeuihh/TII4+E2nyk6LEGKDCOi+63HQhm5xw8xgEkZTQ3JDhYABvXCQTCibE+36D+WZqmoY6/b5a4ekn8Dg+y9Q0o9YOgXQIxtpjh8Tv24ILrsRErlUqYCw+N4ft+qIrnAPt1pD7P99hB98ZubGwExuS5tozLnRnc60GrkjLYmjtcfN1iDZgN4HPkDibucSboY+CZzDPf8bi5WDB6OSLejSbFd2EK4J737t3bFdTuAgNG75oac+Qat6+1M3i0QHeOeSGAubm5kLM7ODgYzq8lCJiIBI8RnJ2dDTS0uLioxcVeyno+n9fMzIyq1aq63W5IQazX6/rOd76jUqmktbU1ffvb31Yul9Pq6qrSNNXdu3f1yiuvhPkn3Oall17StWvX9NBDD6lYLGp5eVkvvfSSOp2OZmZmdPr0aUm9kllDQ0O6dOmS3njjDQ0NDWlhYUErKyt6+OGHVS6Xlcv1jiaAqVerVU1MTGROAtxvOxDMjrYXU4mZmW922l5SlPs2NjY0NjYWgkzd/e3Br2hVftwhz4hz+ty1H3u30C48I4Tm2h73use4WCwG7cy9ssViUePj45lQEBixg8XOALa2tjInhmGmctANz/bQEw+fYU6cibOxnRmRh+vMi9ZqtTIM1Z0bEGuslcehBb7+rrm5lubeVY+95H1oomhFaGTuBHH6wiPr4T/dbjcwKsYLrcTCE3ONv/30OMaP4IZmPYPEYQju5/30qVDoHZyNZu1eeRh7pVIJubdetitJEp05c0aPPPJIiMukEECSJMFUZk+RUocQPXr0aBBsnCMiKVgg29vbunv3rp5//vlAY5yzu729re9+97thb8LcT58+raGhIdVqNS0uLoaMElL08DBPT0/rQx/6kGZnZ9VqtfTaa69pv+1AMDsPw/B8U6nv6eRv1wJj70+MdaB9uYREwxkYGAhaR6wBQtR46LrdbubQD2fGceFGN40dH5P62o17U+kf3ky0RfA4vKoQLc+OMQvmkHE7Q4cwY+bFsxi346XOTFyzwITwk9Qc43Rtlvm5c+dOhhF4AHg8Dn8vjXV2Lce1TdZbyp5JwVzgVSdsg4onzng6nU5IuXNPPXPrwgx6abVaKpVKgXH5nCMY+J7HgoKrxRoujBbtGGFIwyPKvPo88iye5xkb/n0vxNlutwN84HQFrXkkQ7lc3hWBAFPnGS7YEChEMzgGxxj4ncvlwml47DeOuASuwVTe2NjQ3/3d3wUNNi5y8VbtQDC7OD4uDjyUsknCUjZeyUFQmktRJCTE4KEYvN/NXneAeEyUtxgYh7HGOKADqL6BwZqOHj0aqm/4ubgeVZ7P5zPhLYzZK90S3kD82vj4uJrNZiAcNtDq6mpmUzqz2NjYCKaXCwoPFUAIeBoZTDyO6wOAdq3EwWpf4zjUyOeKz1wrZ+0cW/S8YV935h6tGfOPPlPMk4OG6I9ryjhT6BdpYH7Gq/fNzWjGz9+EsEj9QGQvNeUQBGPzgF5JARJwLHpgYCBTicctCacb5ohnuHOJ8fK8GOrw/dPp9FIHfb1diJVKpYzlgjWCFusMlPlDKy0WiyqXy4EhOz1sbW0Fx874+Lj+/u//XvtpB4LZwcRYPCdS35gOLHOPbwzXEjy+x5ndXnE5ECHZB2xKX+wYQ/LJd6JLkiRTRICWy/VTnyYmJkK+JEUXkVSuAcVamJtT7uGTehuYDAAwubGxMc3OzoYDmre2trS2thY2GIGzBOnCrMApJYXyPowBs8y1Yc9t3curPDg4GDIhXEAkSRK0Z18XL00Ps3fsK47JYs2ZN4/Zg6HHMVwwArQpNhTrFjtbfM0RtBQBYJ3cskCrQVNjvpwpUwVY6jNrF6popC60Ydjk1MbCA7MUrYt5cUHpmla8z3w/gfeiZbr26EUXvLmW3+12NT4+HuAD1sWZswsy359oe+w/x7iLxeKexXXfrh0IZif1Qf7YnJH6EsNBfu53hhA7I1yzigFuZ140x73A3VwzizXOvUB2zKZYexkbG9PRo0fDYnlYjEvZWKPBUygpBKI2m82MuSYp5GliCjMWQiUgdA8tgGBHRkYCXog5h4ZHjT6pH/rhpgOhGnutB5uXgFmpx5SbzWZgzLzX8THayspKOLE+PvvCmSNal3v0XeMeGhrKnGzvWCs0gpbmNOZeVp7JmHgWoRTeHzRgnwuHGHgveBR9IoyEMdBH5sQDl2MHF+vrmKI3F6IxDft+4H/Wwpmkrw+M1PvnGSPswdXVVSVJEjBamDzvR7i4w9GxXC98AM166FYs9N6qHRhm58zCJYYTkpuxLGiM3Uj9YoBOAFI2eZ/ncT1mNE4UToDeYEYxhog0zOVyAWuYnJwMoD+pZHEBwvHx8ZArefXqVa2vr+vll1/Wl7/8ZZ06dSr0mbCFe/fuBcl25MiRMGbMUcaKpon2ihcQzAOic+YO0XlNvnw+nynpTt+5L3bIOCFiorhZwtq4eci7hoaGVCgUdPz4cV27dk3PPPNM2BBsJqcD5sHXg/7VarVMQVLq1fE+agRiesWCSuoXZuCdaP2u1XuGgtNMDL148YIYB+a7MDu0QDJpaGDb7uig3zAhF8LO1Bw/dC+0wyP+OeODjmJ8MN6TOPAcJvJDzrlOql78PHdO4XCBnguFQgYOeddhdpJ2EZdL+hjcdu3OMYW9TA+eET8HM9Wf64sfh0NIu9VvNIrY1IQwWCj64hsSzbFUKgUgOJ/PB+8ScVI3b97UV7/61WACl0ol3b17NwSNUsHETwkjYJV+gJuB6Rw9elSS9PTTT6tWq+nSpUtaWVkJz3/ssccCrpXL5bS0tBT61Gq1VC6XNTc3F0yJpaUlLSwsSFLwxrEeEH25XA7pca1WKxAt2l0chsGhzqSP/dzP/Zy+973vhbp4LgB5F5vDGQEahZuYkkJx1SRJMu/mM+IPWS9wU0+1QxC7t5SGCcum5XNnAHvBIQMD/cIWvI859Jxgnge9EQPoDKhQKARhS5/c+SH1nQSUg0rTNJidCDJ3AjLXjDsO14qdVg5LIaw8/pWxsSf8ObwL5yV94JmeormfdmCYnbTboyRlPaUOjLq2wUS6ZIAQ3SvKhkeiurRwEwVVHMYax7+5RxdVmgNQ6A/moWc4SH0NAW8r2EqpVNKdO3d082avgj213wYGBjQzM6PFxcXAkJIkCTmQPJ+quBB/vV4Pm4cA7Fwul9nE//AP/6Br164Fk6TZbIbTsB5//HFNTk7q+eefDyd/QWT5fF6vvvqqTp8+rSNHjuj555/PYIk8n7GOjIyE3Fa0h+3tbZXL5UwIj9T36H3gAx/QuXPnNDg4qEqloqGhIdXr9RAk6xsQgcN6w5hY+3a7V8uPjdFsNgPzhbGMjY1lSja5JxMmQrgKp495PxyCgak5vhyP0zUUKevQcisFxoKGR7WXl19+OTAy5nRgYCB4+4FGeNbg4GA4RhHT2zXa0dHRQP8+Dhgegptqx+T+OmPDyYCpiYAH4yXuEqcOloWHjgHrMHZ3kLEu0OJeGvhbtcPc2MN22A7b+6IdGM3OPbFucrpnFrXdvTRIA8dGkJJeHw5J4LiDP9e1Q56HhMEccfPCQ00A/XkX5h2BwJIC+IxzQupXNikUCqpWq7p27VqIeJd62tro6KjOnj2rV155JfSVd6KxMT7MNXDB0dHRUO4J7SRJknDiFb/B0CgLtbm5qRdeeEHNZjMDE3jJq/X1dX3ve9/TpUuXlKZpMIG92jRSGGzG12J7u3fmbalUynhQ0QTGx8czHr/BwUFNTU0FDdFDVRiXmz9uDfC/v9+LeqL14CyZmJjYs3gnPx736R5f3ukOHd5LFRm/B61X6lWN5khDD4GBxqWe5uRpdVgSjvsBXzSbzV1ONPA4+hBjcrlcLoNtujMGx5pDOa49S/3AaMJoxsbGMhAScaM09ombqWiF3EcYkcMH9DmGDt6uHQhm58wtVo39c4jFCwVIWVPGr7nHyANrY4+eExQE4hkEgK6+wSSFuLYkSXT8+PFw0LJHtPMOTKS1tbXMITRkSNy6dUuvvfZa+B595yDnoaEhnThxQhsbG1pfXw8nPTmDZwwwbc+nZXO4Z63b7YaUHDYO4D/pOcwFY/HT6jHLMAfjgGLK37spEgs0TEMPMOVEe+6XenGJ8UZn7bzFcY1uNtIog+VeWbC7brcbGDc5vR5Q7pBGjGU5/Tk+5mFMXKtWqzpy5EhI1O90OoHRQf+sFWame+bL5XII20GAe0ob43aHE3305zqN4hTx4wbA00ZHRzMxp/c7QoG96GMFSuEac+kedEnhHUAheOxhtFLfucEZHu+60BMmFS7uk+CbNA47kbIVhz37gIWPGac7IzzGKQaKeQYArDPT7e3eeaNzc3M6depUSMj3HMsYe3HvXRzzR/ULj8IH78LjNDMzo1/4hV/QkSNH1O12tby8rD/4gz8IxE8kvwPXaHRgWGhEezlyPIbOU91IvmfuXKP1DeXMx4Nr0WwQHo674sXle1KfGcYewfX1dVUqFZ08eVKXL1/OZBZI2QoneH0B3Hmna5xoOUTt0wqFgiqVSub57tn2gF/XFnm3r7fnF8PwhoeHQ86oOw9Ia4QZoPF49RCwWu5nrIwx9mgzn1IW/4KZQKeOk7Xb7czcg7OB5fmYUUCcPhyjazQaKpVK4X//YR2csTJvVH9xx8/KykoYD8Hqvm77aQeC2Un9BYo3omtl0u4cSa65OovG4IvjBB9rA/49l3rOEF1TKpVKOnv2rCYmJgLRO2DrAauuDebz+UA4fvgNYSR4TaVshghmQbFYVKVS0cbGhgYHB/Xrv/7r+uM//mNJfZPUQyrQWlwweFgEGqiD43iGYfL+fYibDc/3+DsWLGxAmA59ItXs9OnTOnv2bEhhkqRnn31WadorJDkxMRHWgd8nTpzQ+vp68BhSsmhrayvMPUwGhu9hSMxNnJsLcA7Iz0HaksLZry6gfJPHphRCwYXd0NCQTp8+rVKpFMrIx8Iwl8tl8nZxJgBF5PP5DHMgBAm6i013d1AAyyDInNZhmCgLHt0AI3XnRQwVuIbotEAYlYfsuJYPE4Tm4pAY36cO17Tb7SCQYufhW7UDxezcTb+XZ5XFwIbHHIW5xMTlVXSZQN/YbEwkmKvfXq0Y8+bEiROSpBMnTgSsxQMrPWvDMRfe4aEEuVwumKhoDATbStmTz2EimNV41R555BH99m//tiTpz/7sz3TlyhUVi0U9/PDDWltb0/Xr17WxsRGq9na7vZxWFyzOyHwzo1242RHjnntp3N4INk6SXhK+z8mHP/xh/ezP/uwuU+T73/++Go2G5ubmglbpuFSlUtHU1FTw6HF4z+bmpl5//fVQqsiFIQyetYCJofXGaVOYjZjNBPNilnm/EIjgnbwPumRe5+fnNT4+rtHR0dAfp/PYo+pC1JkLe4B19Fp/rnXyHegJ2vSIg3j/+T6Etl17d/qgP3GI1l7aZcw02XfsG7BnFAssEV9Hh5nwhju2t592YJidL7ZLKXfZu7bh56TGm80xDxaWEk4suqcceUEA13RQ+dvttk6dOhVK08AYY0JlUZ0gXLODwJFIFBHg5HhSgCSFvmJaEj/n0pNzTCXpV3/1V/W7v/u7OnfunH7xF39RnU5Hf/EXf6FXX31Vd+7cCX2bmprSQw89JKkXvuClhug7+A9atTNHj60iyds1KBiC1CN+KraAMQ4ODuqpp57S448/HgBrZ3isk6dtwfCZE65JvUobs7OzQeu7cuWKbty4EWABN13dweRmL8JMUga7Azes1WphfWEuODgIuvaYr9i0PXr0aOivB9eOjY0FMz6GUaBDEuSXl5e1vr6+C6OKwzKgjVhQsV6M3bV9B/z3ElrQhNO7a2Jxv705k4whKHcIOqbqkBHfdwZZLBbDu36U0JMDwexcrQYTiokAYnPngC+KSyufBMxWL4fEQrkm6JOJlsjCnThxQvPz85lNH+OGsUa3F3i9ubkZqrHmcr26YIVCISTqY35L2kWM4HlomtzD30NDQ+EELiTkL/3SL+npp5/WpUuXtLW1pYmJCZ0/fz6AvVNTU/rSl76UMYVgqGfPntXU1JSeffbZjPeYDbS2tqahoSE98cQTarVagXHSF6mXEfKpT31KExMTajQa+tM//VNNTwT6bJMAABzGSURBVE/rqaeeCliZl9eSlPEiM89gpxA+NMK8cr1arerJJ5/Uww8/rOeee06Li4tBWLJhJQUzF9AfoB/htrm5GfAzqZemh8PGqzfjHYXR+8ZDOykWi6HQgEcIEATsJ5JhdsJw4zNvW61W5n4XspzlCx1BK65pucD13Gpnjl4oM2Z6KBGM1R0jTrMea4k317Vr71O8T+PAfffK8o44A2q/7UAwu9iUoiKFfwYDc63L8SlX3R3o92dL2Uq8LvUdpPeabkNDQ5qcnAwSnfe5aezmARqolA2Ihvh8zGQT+P00Dzeg4i5l12muRUGo9FuSTp48qW63q5MnTwbcx7GQT3ziE5qYmNCzzz4bilFOTk7qySef1PT0tNI0VaVS0TPPPCNJoYR2oVDQ0aNH9bGPfUynT59Wt9vVxYsXw8EzEL+X7MZzzWE6hHuwtp5CRP00TEG0J3Auxsq4wbLQNI8cOaLBwUF96Utf0srKSlhr1xbAS736MZt0cnIyE36SpqkWFxdDZZl6va61tbVQMsqtEtaMTV4ulwODJmuDsSdJEryxg4ODqtfrGe0M5xT0jKbrcwYTQcj5oTzeoHn65WYtDBXtz2mUdzr8wjyCk7oz0RmZM2THc2OPue8RmBnjj01V5sQhgv22A8HspH7lXw+f8Bar5TAnFirm8u59cnU5xi54Fv8jsdgQZ8+eDUQNEbnHzE0O34xStuyPa66SgjMiZrR8FynvWBK4G1IcpiH1YpuoMIFHjawOvMUQiLvvL1y4oDNnzgQpyqZDuJw5c0Znz56V1HOC4Fwol8uqVCpqNpsaHBzU2NhYMLUZA0yJ5G+YC9U+fL6o1EJ81tjYWOYgZzZ3DKLjeCKER+ptwmPHjulXfuVX9JWvfEVXr17NzC0CxkF6fpP1wolaUo9pX7hwQffu3dPq6qquXbuma9euaWBgIDg1YtO4Xq+HMkVDQ0OhaCoCEG+iY7qeUUMWBrGO5CS7KcncIaDHx8d18eJFXbp0KSNA2A8+B27B+B7ks/h7jk/GpqO/h7/doeDKCXCEv8eZLJhw7MChMV+xBbSfdmCYXew4cAnhk+mSJAbVaTBGN3W4xvNjScz/bLBut6v5+fmQu+ohGA4Ck39IPBlEyHN9fLVaLUh2NhzvdelNg+nC3GBCMIZYWlarVTUajdA3JLFryi4wkJpgZ2wwGBJMgHmamZnJxKhJCowU00vqCwW0p263G5gwgdasGZvH4wuJMcRJxG/G5HMErsXasiYwoJ//+Z/X1772Nf3gBz8IfcbJMzIykjlLFiz22LFjqtVqYZ5JsYPhnDx5UrOzs3rjjTfC2QpxuEe1Wg1mP5qIh0RJypilzFm9Xg+YJfsBaMHDYWIGgnb7+uuvZ6qOMGausXd8DZi7WFPy70NjCGCnpXjsjlvHvx0TdM9srAjcL5yJMcee4P20A8PsYgL2WC2aY2lsBsByl1JMOOatx/k4U/VnO8jMhqKSCJuA5p7IarUaJDcSmQ0emwQksW9vb4dNDMNDe8FTSM0xiku6VIXQY8yDenxoWGiETuA4ExhzLBRgfmwsz9LwkJ+YYTFmwmS4xz2M+XxeY2NjGhkZCRofm8zLmE9OTgaNFSETr6lreM7YuTefz2tiYkKlUkm//Mu/rOHhYb344ouZNfzgBz+oRqMRSkjRl8XFxUzgOg6LQqEQSkFtb2+HA2muXLmiu3fvBvoDKkGbcwiDjYzZjTZKADP4stMz9OIQhaSQKePYZ6PRyNSxc23TcW1niF7slHtZP2dkjhEimGOsEg3ZlRKaOyoYa2xdOZ0yBvf6xs6fH6Ud5sYetsN22N4X7cBodlLfhnfJhHbgXiA3P2Msgu84HuSYHhpPXLut2+2GlJZcLqdjx44FjS52fxNrhZm5tbWl1dXVoKF1u91MoKukzP+YfaR+UaabKie0GNhtNptqNpsaGxvLxOwxdydPntS9e/d09+5dnTp1KuNhdq+kh9rwOR5JtELXItEmyBJBm3asM/aGeyNEAycAz2Cd3PTf3NwMxT7REpHyxD1imvNswPlOpxOO4HMvbaFQ0Gc+85kw7lu3boX1zufzIVC7VqsFLNVLVREvODo6GpwAAOhTU1Ohr4wfvPUf//EfdfXq1UxcKPfgSKCKCc9fW1sLc5IkSYgnBGtlDL72aI2rq6shFIj1dWuHWE9fo1arFcZD3x0X9PAuHDiOlzl9QmfuXHOPLdaJOxIdEmKfel+xwjxfN97v+20Hgtk5vhDH6rg6G8f2xACrM0E2igcKY256doWUVaEBz6vVaia40V3s/IbwV1dXw3kPlDp354PUw1ju3LmTKQ6A5xY8x01GN7uHhoZCNLoTso8B06jRaISUIgeXMT08How5YhPFMVfOMHiepF3MUFKIfXLzBQbVaDS0urqq0dFRVSqV4DVlTsEZmX/mm1AKX0PwIDylpOglSa/wAqaeh3mQV/trv/ZrkqS//du/DWtFzbzR0VEVi0XdvHlT6+vrKhaLYe1hQpiNHk7B2IEdaO4196IVTr9gmswVZbvY2B6RAC0Bc0B70IszkNgc5Bm+lvyOU65i0xAh5o4GGJA7AaFJr7wMg3NYIy6CSp8du+O9NN7lc0mWybsyqBim5hxdyoZvSNq1uI4r+ASBubjGEQPf8ffY4HNzc5nDbHivEyaMEObiVTvu1++NjQ3Nz88HfAviYAyO8TnegZdwZWUlg6G4R5kwDT/NHucCGKMzPprX8ou9d2B64GkwVwK68Zxub2+HnMi4SAOMZ3V1NTMupDOCyataUKbdczidccMseY6HAEkK1Tk8ewBHhiR96lOf0gsvvKDLly/rySefVD6fD8VQvWgCjIAKItAlYyiVSoEJOePpdnvVR/Csuud0c3MzYHWMJx6Ha7sekuPOJS+B7qEkrBs0F2OszgBdicDicIbI82KNzbUrpyXfLx7dAFOM95uHmUCj8ZpDI07nnnO8l8f2fu3AMDtnAFIWJIUAXKV2j2McrOibw1Vs1GgYaiwtut1eTNvMzEzmvdLuQ2Xc4SD1CIvg3K2trV15e61WS2traxnV3QmQxYZg/NjC4eHhcKK7a8HusUrTVKVSKfQpDsp0ryoN5gjDi0FnCMqTxJOkX8SSTc5YYsKDaAcHB1Wr1VQsFjU5ORkYLvPj5jvpbd5vd0isr69nyhSlaa+SzOzsrHK5XNDIoAfm1rMkZmdn9fTTT+v73/++Ll++rDNnzoTnU1K/2+2G1DOuI1AWFhbC3NTr9UwRUKknVBuNRgjTkbJgvNMg9MOce8gFjpu9PJkuHKAj5sqrM7sAQwv2dXZBWyqVMhk1fBch51og9OfaqntmXai584h9Tt/doQXDdycMY3dHiwctu8Pi7dqBYHZsCoiJAFRJmQVzV7SHSsRqsUuImLnwOd5Aqa/dDA0NaW5uLhOmISlDsJKCV7HRaKjVaoVYKCQOTBbPqNQPyIVJwBQhVidwScGs9DQqztKcnZ2VlA3iTJJExWJR+Xz/nAjfYDApZzLuEWbuaU7o8cHdzAnl1RkTwsSPB8SsX1lZ0fz8vCYnJzPn8QIhUNadnFQ2F+Yra8u6evhCoVBQo9EIsXmY9J754cG2aI0f+chH9Nxzz+mb3/ymzp07F7QltDegAz9bIkkSnTx5Msz/wECvAkez2czgcSMjI7s8/67Nx/Fq0DKaFCXBHJsiro/553PmiDVEUIMre995PswHoQBte6qWMzcXHA6LxFEKPmbPZffnQ+Me7wkPoK944R0KYu24Lw57ebt2IJidN3dESNmAXxbe1eNYzZX6WAcMju/xHDQaJhFcbHR0VJOTk4EYaDG4S8Bup9PJhJJ4PitmDAvaaDSCmST1gyKl7NF8MHmwKeK7yCqA4L2OGWNGwjebzUwmg2tqvnnQTjE1PaQGovYIdpeyTsCubTI/zL/UT6Q/fvy42u12JvgXhwVYVC6XC2lvGxsbIR3LBVYulwsxcGi8U1NTIaVqeHg4OAw8yd+FZb1eV7Va1eOPP67vfe97+uu//msdOXJEH/3oRzU+Pp7ZZN1uV7VaLaRwvfLKK5qcnAy1AAnedixU6hdFdUbn5rGf3+AC2DEup0F3JAAX+NryPXdSxGFHfo2/mVfoKRbuHmbk343pwEu0IWidocZOBcKRYnOU/UCfXGizf1073W87EMyOTgMqx6p7DJpCuG5qeSyOmz7ONF3Lk7IgcqfTCZU2XBryPHdiIL3wpCLZ8SZB3J6Pu7y8rGKxGJhQp9PRyspKJjjUNbmY0XBGBZ9JWTA6TdMAsjteBZGxGTwR3ccCUTqjQ4Peq0DiwMBAIG4YXYzNoF3ggMBE9LjHgYEBra6uZuILq9VqhibcW46AQSisr69rZGREq6urGfPYPfqYPq5JlctlpWmqU6dOaWhoSI1GQ6+++qquX7+uUqmkp556Kmh2ODGY8/n5+UAzCC33EHvMXKlUyjgW3FnhubEDA/1gcRccaDcwMt8LCNbYQ+nz7woCn/k8MM+OicZRCq6dxoLNLQW3MphzKXt0pWurLlAwlWMrDGHhjBIYYK+0uLdqB4LZObMC63JV1fE1mg/eVXIaEgZpFUsHvzeX69URI/nbGSffczBZ6m0yzFS0OwBpB5Mh4E6no5mZmcxYwODAzZgLH4OHuODRJfQEApSyAcH1ej3MY6wZc2qYfydeA/eIOeEhZNbX10NVWRdGYEKYWoR2oJmS4A+zIhODSieSQiUXJ3LHhGKMJjb1PIfTy2Xh1ZX6B0ZDR3Nzc/rsZz+rL37xi/rhD3+oWq2W8fzDbBqNRibFq9PphKrGLqik3tGZq6urqtVqIbzEzTd3/Pg11oVr7mV1QU3ffR46nU4oCIo2FTu6mA/XKGMnQ7y3HB+n3c9aABKCzmOPaaxh+/5kbYhKgCa9Oc7oc7WfdiCYXTy5Ul/rwlvpGgPALgsQm51odc6kXE12yST1iIBQE/fyxAzRQXLSvcDriKWCOfh5q1Ivr/Sxxx4L70Z7fe655zQ6OqpCoaDJyclMyhXPbLd7xQpXV1cDA3TNl/lK01Rzc3O6fv26Go1GiAtzhoHJzTt4jgPTEBTz7N5q3gWD7nQ6wcyEWfrRhJubm2GtiIFDy0KaYyZK0tGjR9Vut0MKmGOcjjU5htdqtcLmioUi98daPFoon4+Njemf/bN/pieeeCI4NBy3BIbodruhDmGr1QqVU3zTE4aTz+f1oQ99KJwYB/bpDrS4v+6ddGcEws7XHYEOswCzi7NOpD7+5po8Y4Mu9hK4TjvMsXv7Y0bnz+Zz1oXPXJFI0zScy5Km/RhQxhvvb9d4Y8b8du1AMDufXMwbr+bBQnjMmpei4Xs0xwH24vwQM5L1xIkTGh8fD0zEF4hFgKilnpnSbDaDGbu9vR2YF8wEhucePYpBgpUtLS3pa1/7WugHoLbUr9vF/ysrK9rY2NDi4qLOnz8f+uVjyuVymp6e1uXLl/Xyyy/r/PnzwWx0/MkdMB7jR/gIjB4TxiVxfA1zxeOf6DNYnVdU6XSypbgx592cY23clPExxo4Svsf42u12GAs4m2sJjMO9iUmSqFKpBNMSJisppIfBMGZmZsI6Uw6qXq/v0qKYG7S+vbRmn1s342jgwDwz3tzOsNFmYTrOjFyw0CdfA0Jh9sKqmWf2FfPFGJ25wXydNt0x5BYW44XJYR3BqOlzzNScub/rNDupf15BDDqCXcXamg8ePMjNACY1PmxG6gOgFGck1CSOQ+I5FI9kQ1KV1jUvQjcIQYFoMW1YzFKppEajoe3tbY2Ojupzn/ucbt26FYozOnMED4SRxtike/RarZba7bZGR0e1urqqr371q/ryl78c5sXHgYMARwDzigmJGUo1kxiz43tra2vBLHVG6RVMGo2G3nzzzRBMjRnoBO/CrVar6a/+6q+Cw4d5HhgY0NramiqVip566qlQiQVz3b3vmP6Ebrg5y2+ez3yOjIyE8utoo9CBV3IhzsuFggsLnu/lph5//HF9/etfD9q+3+cwBMwFjcZDpVh7N6H9d7fbzRxEjvbseJorC5J2eeKdwfMdsNmYqbl56howWjTr6nPuwsb7EXtqfd7decJ3COB+VzoopL7KG0+4b7TYDe2mi3s++cy9lfHkoz5LCmWeYw+ja3mU8pF6WJubrWxWNiYaHnieJD366KOB4UG4w8PDmp6e1uzsrDY3N4OZw7h5brvd1tWrV3X58uWg8RGk7ATT6XSCJxGvJExoc3MzeA1v374tSQH0ZzNjOjmeJWXL6cBgXevy2LCNjY1QEos16Xa7On36tCYnJ8Ocss7uXZSkmzdv6ubNm2FtvI4gcXqjo6OByefz+aB54dHElGOecWK4M8EDkRnX+Ph4BkfFtJb6oUCSgtfUNScP3QGHZK2eeuopfetb38pgu9CzaybQEpq/pAyuF2t9MD/e45Wrud/X0r3pvM8hB57pf8dmtuN3vj94H801St+3zvT43zW5GG6K++T37+W8fKt2WAjgsB22w/a+aAdCs0O6ItU8W8HDTNye53s4Ltyj6dkALtmQ6CQjHzt2TFLfs+RBkFx3/IHj3DBPG41GRgrHY9nY2AjaGubIyMhI6BsgOBK2VCpltCjwj3q9rjRNdePGDS0tLQWAHLOQ+73676lTp/SJT3wiSH7MLQ9L4RmYoY7DMU7XJDgDAY0BE5YxDA4OBs2I79+8eVP37t0LfWDN8I7ybrTm+fl5nT9/PlQ0TtNetWSwJQ7P9rCG7e3tTE25NE3D4UVoeG6WOh6LpooDhTH5UX21Wk23b98Oji5PyYM+HeDHFCajZWBgQJ/97Gf153/+5xlt3R0tjNU97E7Tvi787TgfpbPi8I/Y287+iUOEfJ3dGcDccI8HqcdaGmvqmC/4YIyRMnc8x9eGz5gnTyd00/tH0eqkA8Ls2u12qPYgZY+pA3dgoTDJvEIvEwHehUnhgLqkUEctSRJNT0+HZ7A4TgTu7WGz8B5wOgJ8SZkCVOdvN/fGxsZCLqXHLrnH1wONvS9jY2O6ffu2NjY2MszB1XjmqVAohBCaYrEYQk3I9QXHkvrOABpMHEwrDvlxDygM3cfDmPnOxsaGhoaGdOfOnfAeL4OON9E32mOPPabjx49rYmJCUt/kBJbg/Y7Z+kn1/izG6xuUlsv1ApM50MbDZ/A2E8YBg11eXg5ChbLx7imNgfpGoxFM91KppIsXL+qFF17Y5dxhD7hTzR0xQBFxFAE0xPGMsTc6ZkTACqS+0Vfmlntizyf7yBks12OHCWNCaeEdMDTHmcGT3ZniZqyntzmdOrTxozC8A8Hs2PQAu2wkGg4AcLDh4eFQzmZtbS0wG8/pa7VaIU+Syec71Wo1xLxJfa+kMziXZuBpMDu8ffxIu7GEbreXW+n4FdoTYwEHZJFjjzLvco3Ny1DFIRh41eIA1PHx8SAstra2Ml5hx63YyDzPvXzSbsw0Js5yuZwRCkNDQ2FjVSqVTLiJa1fNZjNgdLlcLnhFXSA4EL29vR3W2rUIMlTQMNxbFweg4uX3DclvZ3hSj0GXy+Vw6A7zQgaIx8OxZjArNN1isRjSzF544YWA38URBayTa3keEuXY19DQkMbHxzOHQflYYsZVKBRULBYzTI3fsRbIHMUB4LFwcgbr3+N/F9pOb/SJ9d3LeYH14zi+W34xn3i7diCYXS6XCxswVpdLpZLW1tbC4rr2xO9yubyrdEy5XA7aDpoK3lIvmS1lD/OJwfmBgQEtLy8rl8sFMxbtEmeDSz1CBXBqwOzwhhKO4SY4C+jMCzUe7x+bGbDdY9UkBS3DD9KOiQoXP22vsAc3KSRlCIpKyJ7yxqZGK+XULKmXNUKQdaFQCM4T1s4zDmIQ2vuMAwkmCq3QPzRsN5Pcg+jjk/oMkr74GuJc8uBXmJeHFGG2Qyt7hYxAs5j/g4ODmpub09zcnJ555hktLS2F++k7DNbnyZmJm6ljY2Oam5sLDMwdP9CzWy8OAblAd68w80WDRt1jSyPkKA5jiTOQCGuJx+AOjlhgQAf0G5pj37iist92IJid1Lf3mXQWqdVq7ZLUTAIbgs+ZUDTEcrkcclQJu6hUKjp27NiuEJN4gdiMnU6vPJFvRsxoD/yk3/Sr0WhobW1N586dk6Rw6j2LhKcPTA9zIl5wmPjo6Gh4hnudYSwIAZ6xsbGhtbW1kOkAk/Kaea5FMA8xduSlw91ka7VaAft072K8OZeXlzUxMRHiFP1z5tCT9CkCABPlXvoMbuZM26EMCqGCocXaiq8h93u/mA9ojHd7hoyHINFHx3ZZS4pDwATQnAuFgj71qU9pY2NDly5dkiTduHEj4I5xxg9rMzw8HBj97OysqtVqgFTizAL/nqRdGpTTLqYnc8Z1x8Z4rvcvjptjTf2ZCP5YiYjpDygi1tRibzF9YLy+F96uJT8qyPeTaEmS3JHUlHT3QfflJ9CmdDiud1t7r47tvTquk2maTr/dTQeC2UlSkiTfTtP0iQfdj3e6HY7r3dfeq2N7r45rv+0wzu6wHbbD9r5oh8zusB22w/a+aAeJ2X3+QXfgJ9QOx/Xua+/Vsb1Xx7WvdmAwu8N22A7bYftJtoOk2R22w3bYDttPrB0yu8N22A7b+6I9cGaXJMmnkyR5OUmSV5Mk+Z0H3Z8ftyVJci1JkheTJPlukiTf3rk2mSTJ/5ckySs7vycedD/friVJ8u+TJLmdJMk/2rU9x5H02v+xs4bfT5LkIw+u52/d7jOu/zVJkhs7a/bdJEk+a5/9zzvjejlJkl96ML1++5YkyfEkSb6aJMnlJEleSpLkf9y5/q5fs3eqPVBmlyTJgKR/J+kzkj4o6b9JkuSDD7JP71D7VJqmj1tM0+9I+nKapmckfXnn/4Pe/oOkT0fX7jeOz0g6s/Pzm5J+76fUx39K+w/aPS5J+t931uzxNE3/WpJ2aPGfSzq3853/c4dmD2JrS/pXaZo+Junjkn5rp//vhTV7R9qD1uw+JunVNE1fT9N0S9KfSPrcA+7TT6J9TtIf7vz9h5J+5QH2ZV8tTdN/kLQcXb7fOD4n6Y/SXntWUiVJkqM/nZ7+aO0+47pf+5ykP0nTdDNN06uSXlWPZg9cS9P0Zpqml3b+XpN0WdK83gNr9k61B83s5iVdt/8Xdq69m1sq6YtJknwnSZLf3Lk2m6bpTalHlJJmHljvfrx2v3G8F9bxt3fMuX9vMMO7clxJkpyS9GFJz+m9vWY/UnvQzG6vkgXv9liYT6Rp+hH1zITfSpLkv3jQHfoptHf7Ov6epIclPS7ppqT/bef6u25cSZKMSfozSf8yTdP6W926x7UDPbYftz1oZrcg6bj9f0zS4gPqyzvS0jRd3Pl9W9Kfq2f2LGEi7Py+/eB6+GO1+43jXb2OaZoupWnaSdO0K+n/Ut9UfVeNK0mSgnqM7j+mafqfdi6/J9fsn9IeNLN7XtKZJEkeSpJkUD0w+C8fcJ/+yS1JktEkSUr8LekXJf2jemP6jZ3bfkPSf34wPfyx2/3G8ZeS/rsdD9/HJa1iOr0bWoRV/VfqrZnUG9c/T5JkKEmSh9QD87/10+7fflrSq530B5Iup2n6b+yj9+Sa/ZOaV6l9ED+SPivpiqTXJP3rB92fH3MspyV9b+fnJcYjqaqeJ+yVnd+TD7qv+xjL/6OeSbetnhbwL+43DvVMon+3s4YvSnriQff/RxzX/73T7++rxwSO2v3/emdcL0v6zIPu/1uM62fVM0O/L+m7Oz+ffS+s2Tv1c5gudtgO22F7X7QHbcYetsN22A7bT6UdMrvDdtgO2/uiHTK7w3bYDtv7oh0yu8N22A7b+6IdMrvDdtgO2/uiHTK7w3bYDtv7oh0yu8N22A7b+6L9/1JQ9RzmtjRYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "u = plt.imread('./images/simpson512.png')\n", "u = u[0:250,0:250,1]\n", "n_Rows, n_Col = u.shape\n", "plt.figure(figsize = (5,5))\n", "plt.imshow(u, cmap = 'gray')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#kernel definition (for a 5x5 uniform kernel)\n", "s = 2\n", "h = np.zeros((u.shape[0],u.shape[1]))\n", "h[0:2*s+1,0:2*s+1] = np.ones((2*s+1, 2*s+1))/(2*s+1)**2\n", "# convolution operation\n", "convol = lambda a,b: np.real(np.fft.ifft2(np.fft.fft2(a)*np.fft.fft2(b)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xHEpJ7EwsC4TE9TonyXw+71EI8JSPUV7f1Z6NsRuPx5lMJqXy32Enk44xYOLqcgIEgb8hHIRQTKaTFkkH7R1SUFxc8z38HS6M2qSmaTKbzQoEpz8u83AygX7QB3M2jAFiHuWYTCaFm8TYM2ZqthAWjLO3VtGoraJSH2UxmZ/0+R36eHd3l8Vi0RPIOkSqKYK6KJb5Yf1ckIsiYehq5GtlT9ILBVE6Gwz307QHiu4EAf1l54HrC2vk4t07SVdoTp9YI8aA4ht9u1B9NBplPp+XAnaH+3bMjGG9Xpc+43wx1ITzvm42mxX6Afn1PDB3OGrPU13f5xDSRefcB/oGh8FuGRp64L7iXOG8Mc7IHM8wxVInMz/XnoWxs/fBEDyWZWmaprfLwFmzOtzCgyKUTmIgMCbfWXTDbATGiIrrat7ASAphsgG1QQXxYQjN0yEU9J9mvgZFAWUxd9zD11vQeB5GjubMbc2BPFarhbG0cvFMo0kj5ZpfqQ0lzQ4LZJh0xg1S3plPDApOk3kDrTBXNffo39kT6hDQ62PHRPILtOOxMjYcD1QJ80iIi9HjGYToRqnILwrPnCcpFAL9w/GSBINjo0HpOPnA2AlLbayZW6Ip7zPHUbnvjJs5x5HVda5GwLPZrNAIgAdQJHpkqiDpEGrt9J7SnoWxS7rN2SgmE2+IzCBBB3BO9o5JegaI0MvhR9Inwv27eSoT7RZsC4yru2u+x/tEaYyP8NClHPSd/41amQ8EgFIaIxLuY4RjoX4MzVB+AskNSvC13qecdJk1PK5LCWpi3AS0M94YSQyBDZSzwfSddXdYzP0JhQitfc1j+6pZ48Vi0ds7bbK+NoYUdxuJE7K7KoA+tW1b7u/tUre3t73ses0X8hlygWExuqr7VyezQFMkm5AP6wDj3O/3n1AGpgT8DBeI132gmWNkzenf4XAokVuSEhExdzV6Rdb87MViURwCz3pqezbGDgVzBi15CM/W63XhVsw5eJJAGUnKvlSUAM/nbFKtmNQTJR0igJdjj6zvz88+FcJhzmw263lQ+oQXc5hu4XF/zJ9hWFAcjHydEXZI4IaDcOhEWInAYXjMsYAs6B/XO2R2SI7SJR1asWIzV9zr+vq6Zygon4DE517e1lVzmy4DMW+EATEqZxyz2ewTNJZ0jszzj3zSjBThuJAXGs4IB074B2XA/4yD6gEM0mw269Xy1UkA82H87h0R5qoZH0jf3Cnr7u+aFkAXHzNEjoL4PjQGa4qRMx1lpwNYwPnXiHE6nfZoLVdFcO+ntmeRja2zU3in29vbbDabnke34cKYEbJZUL2lKOkQBpAcw4nSIWwIJwuzWCxKmMQ/vHWNWlA0oyu+e3l52RM0BNge2ejHfUcoIKnpr+vmqDFzgoBrQUIII+NwYbTRk+fCigZtwDw7rEv6wu4w3mQ8nBHrRdlN7aWZW2gH+lbzSTTmJ0nJUDqzaeNYozhzpcgDjo+/0xdzbsmDYbm5uSnOB6Pvesy6hIR+YyRZd6M5+ufMNEbbpTDcr0ZgNeo6HB4KeJ1UwiD5+DIbM3QIuYJisnw6k45+mbbw9+qGAzOnjpPw3mzrH3Jo7vCp7VkYOzw1pLLT2SySEQINwTRHB3eTdNxJ0gkLE0i4hIKCShBSQiwWsTY+DjNZEASWvtnzzWazEg5zDZ7JBaAoLckJFOv+/r7HpYCsKHRmh0XS1RLyPO5LgSg8EryPdzWAnlAAhzYosdeAUAnUgJKhrEbfzIezz+YEmTcoCtbLjsMo0gYsSU/JyBRiSGy8nLxCaczVMWesHQbHvKiRM8aMAmHGXhsc77G27JnzrZMWrAN/Z9w2nHW2llNh6KeRtCMQvk/CCV3EQfu71iHk0WF4vX6MxQi4ppKM+NDL+/v7zGazEs3UEQqy4mLqp7ZnEcYi+AiyjRoZWodwhuu190y6kxoQYntCT159UKYhtBWHxedvGFcQIAiFTBbX2vAamdbJCm+k9nFFRgM0Z2gJsZOO0K8Rir0yXJ9DnDqUI3RAYV3LR2hXh5ggPid0+Nxcq52T153vshb0n6SS157sMjypEby5MxeYe6cH4wChsh6mQuAwnUnH+METYxCd/DE/ivzWVINR0Gw2KwaU72MwiTyQJ55nTteySr8ZI+vNWpA4Yo5IBmBs7NQfC4drZEgfnCmteXCiDPSFZ1hP62fvdrtysIYzvQ7Hzav+xoWxL+2lvbSX9kO3Z4Hs7D1AA0Yf/A4JSxjgOiHQTtLfYkYj48bfk450JjzDA9G4P2GaOSW8mPdnggDgx2rO0DwE43bIk/Q5EzKjoEK8MM+r69mcycN7u77NdWM837tWCO99Jp5PrcXz4oU5RdchqtGpkSxc6GAw6B34wByCkEBizD2ZRe8OsHd3dtvorT7nzvJBP6EqTP67iNacGM93Vpg1QoYcWvJclyJBrtNnSq0s5/wMdUOrOTXzo4zHUYTPC0TmjczZggd1YZTrQnSPndCRPrBW1l+HyK7XBEVah5wJZv6RQUc0v64Ok2c+tT0LZIchYqKJxTECht4u+Ui6kKEmQM17IMAIPNAZ7oqQySfLIrAmRtlLaXKae9alAHAoznb6f5STcMqGm4V0GOjasscaAgnHQzgCt8KYHUI7BERQMapJeoaNf3YYy+Wy8GqMzaSyQw9vB4K74p6ssRM+Dm/YGuSw0twcBtsJBLhAOzY/A0ORdErNv8e4Niu9eSqcC47MyTOy23BoJGgcsiIfkO3mpimwtYzRMDpOHtVj8BxDtWCA6cvNzU2Rf5fT1CewoGvemcI1fi7rzlzUB+di9JkTOxGegRwSJvO5x1SX+zylPQtkl3TIJOmfiIvCs/AYK2f9aiNhghxB8kGVSb+GCO6LBUCBfTqukw94UZAoE+/iR+7r+jG4HkhkG0KI+3qLEoKD0WI+jFKS9HikpCulMWo0Yko6QQYFuM+eTwsrzUgAJ0Vy47G1RZEYZ9KVZ3jtjQTNaYK21ut1Dx2Yh/V32bYHajc/SF+Y+5OTk1LeZMKc+QFJ1LsAfDoOc5f0D2QwF5V0dWLIo9G2kSEomOx4jaowgjwLw+p1dM0ixsJ8GY4BA4XxMqfKtYzTPLENFP+bV8cosdUTvpXtaOb7zLnzN2/PrJFtzTc/pT0bZOf9rsB4NnXf3t6WbORjHifpMokYLASAScGjGs1gFC1oJvQRBAtZktIvjAbFvUYjKBfoEYXnOw4fPQYbGQu2kSrok3sSjqIQSUqIAtJAOe2BMbY+zp3QAqOz3T68IIekhftAHzGqpgOMGJ0V984PKwv/QAMOmVEKn8RM43w5h2dN02S9Xn+yHlb43W5XQsH1et2r83I2nzDRWVI7WOSFPiMzRsg0oxa//Mjzc3R0VIwBhpwxsI2Nwlw7bJDs/f19Sd7UJUhGvRidOiQdDocl44vjB50m3a4Z5KOWKVNBg8GgvKiHax0tYcScmKQvjK0uScKIWw+f2p4FsmNg8EZMYNKFLISSCLsPqDQflfT3LiYdR+MMrTk8lznAhcGx0ScbV4yKjZNf5+h9t0YxLBzHUx0Oh3JUEuGFv89iw2M4HEUw64JkwiU8oxGg5yzp0J9Dt8FgUMpk+J4PZaBPGHPXlIGszEnaYJufA3VgSKx01AXyM2vm9cKYYjgcDtO4jrE5/MI5sK5G0JT+cNqG0T3joL9GjSirtyiaOkDOuA/PQ6bgELkvMsQYjbpA+jXaol/w2n4PBus1m81ydXVVZA4enJDWNa/MNc8wmvchEfSTqMWIDaPnUJ11YAyAHPTJdJIpBMbD+vnFWZ9rz8LYJV34QjreyMDlCpSJUPhqT2PhQPBQUL5nkpRFRUGd7MD78RlhMX0wp4IRTTqUilGoK/2TfohpBGZFtWDX1/vdEzZc7IdEeDHyrtz3tiPmwsbR5QwOEZP+e2ZxAN4NAKluYh9lckiMgTOH57IN+uT+mMi287EcGMkyX4RUdanMaDTqhYB8juGqT/k18vKb2FB45MFz5cQByos81gkp1p/n+O1ZyDSGEjnj/p4fUCZOzXWdRk+uY2Xs9MVyzrUk3QaDQa80CT6c75suwIkhg3ynXgdkit0SyI0Psah1tU42PqU9C2PnCfDr/5Ku3so8HgW0ZHnwgq5RS/p7VV286rO/+D5FxSxOXY9mPqxOOiT9o93hUlyZ7rB1Op0WL4rhJFtm8t77Jf2zM5I819lAjBBGj88cIrnd3Nz0Dsek4Wmd5eYzb25HeQkH6zDcPB2cmjNwVkKTzxgunBRz7WOFMBDIEPNv1FNzO66rdFhr2atP1MDI8TPzQV/rTKN5r7qWzUki3x+5q9eAMXotQENO/hD91ImiJD0n5xNdeKb1DT2rEwE118w8OiMNWsXp01/QmbO9rBtGFz3GuIKwmTuuQUdrHvVz7VkYu6bpDrH05CQdn0MoZ9TFolrJk25hQVx4b4fL3hKE1+JlxJxYjMDUaMJG0cXINXHrxXb/INtpCD+HEtInBAfOyaGEjxDyPHGtQwFOkeBZtZdlvypCzCZ5c0PMK5lRDB3PtDC7ENQCDn9qo0BzOGIjiycHTRK+0HBc3krIc50wsWPgGicZmqYpyLgmwx2io5wYLSN/Gn+/vr7u3dOoE7SITNAnG1zCcgj+OmS0rNFnELojmqT/cnP6PpvNsl6vc3x8XGiFOpNLw8h4iyCG1qDAW96c4R2Px1mtVkWGPE9O8lgnCH0fc8DIx29kNpZQyuR30nlPEAS8HaFEfbps0nknhIVslhfR3sKpePMKhAre5+jrk06JQD2EN/B29mImyev+MlZvysZIMUaEdD6fJ3lAuDV6gkvEQCNow+HDIaO8RIXnoegIFgaFsNQkN0bG/Fny6SGWVnwcDjtQjLhcVkGzARoOh7m8vCxbv2j39/dlDkDINiKDwcOhEcw/a8PcoowOLR3mEVabMDeqrusImRM+x3kcHx8XFGVkj+OyHGF8HVqCrPyOZGSdqGE6nfayy/QX54B8cPABn4HKLMMYW8vlZrPplQ0l3Zl3drSsNX0mmcg6b7fbLBaLT+gEo2hkAxmoKZOkfxKRqauntGdj7EA7zvQk6XlQIL7DB6f2mQgEjBDXSQzq7cyHuPzD2TSykn7zVtJl1RCAmivhZ7Zr8R2EEOVEoebzeTn000J1fX1dwksMN5nH6XSayWRSMlJ4VcJCZ9ySZLlcZjgc9rLco9GoZMswPD40Ec/t0hNIexQMB0T/uIbvYFDt7bkXxt1Z5CQ9w+bwizlDSVg7/maFIewlS1+HakmH0M2pMXZTCqB85I5nrlarUuLCmjA2ngWyc7hovs2cHTLM+kHaI2t2DG3blkjESSfWsT7MwLIL0qTfOGKysE6a2IB625xRLbpqR+/neV6TFBlCtn0KOWNl7ZwQoRnk2LF+rj0LYwdau7297ZUmJOlZb3NQLDrK5syWF8BeicVrmqZkifgcZUW4jo+PC7fmBeD7jx0amqRnJOsqfMZqqI/HXSwWRbiT/t7QemP6YrHIYrHoZVun02mv1s0JD8YKwkMJOEAAg7ff78uJtnAmeFbmnOcz7jpTaUFnvfjMlAPNvA3fqY82IpTFmHktCI/hQinjYPcAtXb1M1F6rgeZOWRnjBgxDDf95HOMmLlKoxI+8yETjiqSrubMCSXkG7TEffgctAxIMMLlOw7FGetk8vDyJR++agPtygOMlPtcgwtz2aYO7GBIytUUBGuFHlP65BD+9PQ0q9WqjN+85fdJUDyLOruX9tJe2kv7oduzQHaEkVhq8w+ErfBweF68ncMcW3yHJZDB5mycaicc2+125dV0kPB4HZdt2OviTe1BB4NBKaFxOp++uGZws9mU8MDIx7wS+xjhdUCdi8Wil1Vr2zaXl5ef7Km8ubkpp5e4Rs3Zyvl8XlL9RpquZXIZBQWi3Ae0tdvtCuIBqZoLcvhGiGIETPjtGj0fm1UjHJ88YzkAlYGk+Jk+OLQ1J+qjxhxRgPYdRjLn3lvKHD/GSbp8xBRAkt4eax+f5NDWXK/lym9x4941/8caOHICsfllTI+VZjlsdfRjufe80hcfYQXFU2doCUmTLgRH9okMSJxwDUX637V98rH2LIwdCp10YYm3ZlmQSW8bdqNQhtWGx0kXXnpDOn9zGQKLiPATekwuxAapAAAgAElEQVSn057CupDVBCqG2qcq83z6j0LBWSHMTqJYsODpZrNZxuNxlstl3r59m+Vy2Ssmvbi4yOFwyIcPH3oFyi6DcDbU2WvKRnhNpGutmFdq2iiFgQ6gHQ6HnJ6ePpoBRbnsSDC8LsJmfRzu1eGZw8mkI9+9ls4UOgtvOWJtFotFGTfX24A6fHYJBAaEJIH7YAPlrKMzzZZrZ0mTriAao4XhcljMM+F0HdZiVFhrqg3qMbCe9NkyyJj53u3tbanxdMEvfWJs1lkoAt4d4/pKnuXET61PdtzI8tXVVY+rfmp7NsauRnJk22rrjZGzAEFuGgH4RFvKEFye4NoueD1n9vBa1OBxX/43iY/X52cTt05i+BBKFottcHzfBsheGiM5Ho8zn88zm81ydNS94BrkulqtelwMWdb1el3mwuMhG8nbyby1jXn0ZuzhsNtOhOd1LeF+vy8npczn855RqrcOGTk8JtTmT5P0eDAMMAqO8zBKhD9yEoDPnYwCcZgvBGVwnZM+zn4aGYFomeu6NIe1TLqyJDsDfscYuu7MqJTmHUH16SHIrp/HawHqCgeejy6xFhhYIhvKRzCmNb8OyrURZkyABeYbeTLCdtnQ4dCdnuPdUC5p+Y1EdofDoVc06wJOb6D3G5bwLvzvVDiNCeQ7Nzc3PUV3BhAPlHTIgYVk0RBcw3EW3qG4kRSNMJjnkCzhvoyda7k3SoShQcnqMha/qQlhAX24bmy32z2aVKHvJDb8HdAjyoXBQ4H9+93dXc7OzpI8GDdeLwnKQgEx7BzOWmcOUXAfCsqYMQZJV4yLrKAMrkdkbDaoRiUYXmoHeREM62eEyX1ZO5cnmWJhnpFn1pQGJcN62wCDgLi/6/PIZDJ3DoXpI1vdXBrjJCDzTSUAsksfXFRM86sOeRbGzZ/RyOLzHL/outY7dANkRyYax+Ln2gA/9q6V72rPwtixQEBph04M2unpu7u7wqcBq/1m99qT12Gbq/mT/jYh14855e+GAcGoYLysCJy8YWHjnhSI4n0tpEabLudwSAuKSToeysbaqAJjj8efTCa9N069fv26FJyuVqsiwMyHK+RdaI3hqXeWmINBufDuzkSzRjc3N+VvdcNAYuBACBwMkXSvVgSNUVrk9aN/KDFhrzlLyw3oxugx6XNXrpXjGpq5p7oUw+FpfYoKKJGwnqwp88ypxsig++h+El24/MSf4UCMSilfgQNNOgM3Go1ycXHRK61Bpj2/jkyQaU4aQrapcEi6E6Pv7+/L2X5kom3oMYi0xzjPp7RnYezsIerC4nrbDsLlMJCJYbHrgkcUFGOEgtqw2OA5TE46FGDOB87CAo3HZO8usJ1+I0gI29HRUanTIiReLpdJurPO6sMRb29vi2HyOOtyBocqRqgkOJLk3bt3pfaO74J4SVbABTFmjARG2yeSoDwupD4cuneIJCleezqdliO0cA6sHUiDuaLgG07R5UQolUMtn9pSJwHoF3Pm6KCeR9bb8mLDy5oa3fk6OyUUnfvUISP98l5e5twcNv2sdxG5tMlhvHWMvnlnUT2HNp7oAjrD70nKDpv7+/vecwxMfG/kpN7V4tIq5guu0c7Ejoqx1Ympz7VnYexonmwvhGubkn7Sglo1Tg/hM9CCPY8V1YaLezv7RTP/xv0JERB27x5IPi06TjpDQZaTsOzu7q68YITkQ5Je1TzIiGTJx48fi7Ghr7w0BQVqmqa3+yJJuT+COJ1Oc3p6WnjD6XSazWZTwi84HiNjsmw22KBcPK4zlvR/u932dkYwB3VNIELtrBx9tRGs+0T2lPWif2S/zY+xrg6P/RkGzwYaTpb7GTXWMgXvW3PLPryBMNaKTx+QeZ4B0vH+bvNtNnDcH+ftk394ZSHPNbdW87X0xeiRMDd54CVJAhpJ46CdUbYx9inDjL1+jwVjoC/mbXHC6N5v5KknSXcmnavUXbDpRWAiTF4yeSAYEIePxgYtkB1KuiQIQuKyFSad8JkGRHdRr1PtoBxnK100ikKcnp4WRZ7P51ksFkmSk5OTbLfb3NzclP/J8hpB1FwXZSHsYcUYsKPg7u4ur169StIVjNaeleN/uNbhE8+lP6yBwwnmiS1NeH8QshE1BsRCTn+NLh3u2wEmHdnvqIBXcCb9U6vpF9ewDqwZhe3+PvewkQCN12Eca2BZZLxOOnAPkArPXK/X5eXaOAVvXTTqtMEHsdkI4gCS9J7LOpsvZG5t/H2wA8XZ3lVBf2p0hWOxE2INbfQZg9EefcAAEsYzPxhrwMdvZDaWyWFBLMx4ClLfSXo8gHmjpDOGLISR1mDQvWy7zrZZ+V36AlowF+i0PWQ0oQyL5eQAgn19fV3QnTfzz+fzLJfLQu77uPjValVqjQjRjo6Oejwl74NwuIWA0Qd2TFiZzd/hQODWUE4LVG2YWC8Uzc9j3CAE9h47U8ececO66xndpzpTjuyAQJP+wRGsDRRGzb05RKQ/tVzyvyMBjKpRM4g1Sdn6x3rhEPge3BSOhUbfLZ+gOZyCd6OYg4buIBR2VpfG2oC2nGDhuZZz5s98NPPhI8G808T6A1L0mplucsKJNQONMr81l0404QzwU9uzMHYM2p7KGcCkX4c0GAx6dW8IM4JDqUbSITAMFJ8ZYfA7iLA+9BMjWBeUAqMRCoxQkk8QF8rMS7e5bj6fF0P35s2bnJ+fJ+m4iV/+8pe9UgSHITWZjBCAHDlqHGNMYSeCQ1/X63UuLy9zdXWVq6urrNfrRxEdaJHwxMkMh/vOPh4dHfVeF+hwjbk0+uEeIAln07ne/Bjr5kw6fUSZkQHky59T62iFYp3Nt7lAeDqdlhAZBMrcMgbmCNkFvbikBqOPzHsO/DOJF8bOuG1sXXDP/b3GpoBsRHgW88C5iEl61QsYLdMUABQACAaT+1Iw72t4DvdE90ztYFh9oILLVZg3h79Pac/C2DlLZEWmYUSA4AgYn+GlPInmlZggFKn21JQHOHx1ijvpH0VuocMIkRXe7XYl22dhrlED5SRN02SxWOSLL77I+fl5ETQKePf7fT58+JDr6+vsdrusVqui3AgsfXIZBZwdtW14aMK95EGYv/zyy8LPtW1b9iBibBy+T6fTrFar0m8oBur/cDqeV++mMJ9IqzfpG3EwbygEzsWEOApp48uzLV+eK9AE64WDIAnC2rkoG6UDmZBwcMjIMy03HlPSIZF6d4rH6ew2RgZnbYRIEotw0c/0nCUpawRqcoIFoMEYXOCPHKBDTvxxX+aJPjGGmjPGuHkOvDvHxfZci1HzPfifcquntpe9sS/tpb20H0V7Fsiurs8iDKN5yxa8BlwOPISJUiMzF4SCPJx14/uj0ahU/nMNKMXhc/IpT2CeoT5Wvg4nKBcBeVGUDKrke4S54/E4i8Ui8/m8JFXIqhFGJB0pDHHO35qmyWazKQjqq6++KkkQxkt5h/eTgoCdlHFYg4efTqdlGxKo0igW5AfvSmhLf+tEDtu2XNbBeAhpk35SidCL+aN2zwWv9YkbJJN8Eq7rwpbL5SfocLPZZDAYFCQPN+eSDI876eoAWV/QmkuCkCnWjNCV55luMRWDXJmDBGnVhfiMweE94SzzCopDvuEyWXdnnUm2gUhZC5Cykb5Rm0uTHGkRsnJv7x5xAsRhv/XsKe1ZGDvCj+l0WowXymSy3VkbFAYhrkMjFJWJx4DBtThL6mSG64qAyq43SvqHNnJvc2MotoU5Se93QlEMAb/TLwy7t3FxHJPDY5Qfrgo+CQPsTCBjIFSlTxgoDAzPr5Ms3AdierFY5OzsrJS00BeMpvk6Qj+yzBhB1odr5vN5cW7OyHOIJ+G6uaTRaFRCUAzLcDjs7ePk1GXWrD530BvUCet9/BJrtt/vC01hxXP46cJreNOkK+UwDeJdQS45IatufswGlcyoXzrlxBJGzzsPuA+G1vJvPtUOGsdjmsEUj40j/ff3nVnHsVuWXDVhGgsqq94oQFjftm2pW3xqexbGzqlzBLW22M7Y4EGoKmdyTYzjwXz6CPxGkh5qQVjwKnAE9pLm7Fg4jCeELGPAg9cGOEnZwWDUSWbZWSb+jrFxdtYZNBPPu92uoBpKKK6vr4txgQ+hL4zhMT4TZbMSY9D3+4cXZL9+/Tqz2Sxv374txmK1WpUxkFm102BDuufZBDbItK7Vg8MkWYAykYmkn+w7JnttZbTRwWC5EJxrKY9wH3w6No6De4IIUWTWxwbbztRZYhsK7lfzc9YTvkeyyM4I3amjBLe6LMYlQayhHTLy7UiH/huNMQbLiOWK611z5x1IyD5gByNbc4WMzbWZT23PwtglXShr5Uo+fStS0p3X77CS8CXp3kDkNDfeEqNG9scNASRkZHFQBppfs8fR6Hghkh30xeHGZDIpZDoGFmL8q6++yuFwKKjrzZs3Bfbf3NxktVplt+sKXcm2eq6chUSRt9vtJydNcM1ms8lsNusd7onyEL44O+2dKJPJJMvlsoxpsViUEhAnZVwyk3QvEsKA4TBcsG0n4bDZ+0+NPniPAsji+vq6JKz4zOGgHZ1Pz6BkKOmOROIZGGGjJcuQj46nJIh5dwKFvmAgTdAzJxggFxEzn5Ynh3sYKSMh6xKIjvdOUM7DujI/LiK3UcTI+74+fIBncJ0NIckKbwfle4TTyBa66ejOug4IILlUJ/6+qz0bY+cwoq5zQxkJS/G8ZJIQOvNkLDxIhUnnnkl6ngHPi4Bx35ubmywWi17tnyvq+d0KaqFhHOyTdRW90cfl5WVBTEmKsaWImHeAIiAYb5dgMC9N83DoAXOEEa8zlYyTUIPP/ZIbDH7SLxMxcgZZWXFpGEvQEIYTw1PXj/l65suZ8pofI3QHDTiDiqwQDVgZkTfCPmcia1RGmEvNoENflJ09rTwbp4dzcaG7+WSe4RKZ0WhUMr2M289lDG4AAAyMeUHGQCbexcDeGwvSN21R6w6Gie8aZUMzOJQFrWEwfW+H1HyXufDp1M7ys1bQNd+nPRtjh9ASPrh40jwHb2wCjpsv83lzSYf4zGvxu0tV+C6pcJPsTdOUfaiuu/J1JmtdYJt86u18HQbj4uKilIlcXFwkSc7Pz7NYLHJ5eVkMFiQynpWC4yRl8VEw5oKxeFcD87NYLApnxjsq8PI4C9aFPuMMMJ6sFRu8bYxub29zdXVVCopdNsDfnaThs8PhkPV63eNwWW8UzI6NftF/ZIH5QGFotdJbBm0EzRmyXjia8Xicm5ubMjc1bcH1OBHkC1klbEP5cZiQ8tAOKDrcqlEzP3M/DAF/g+ulf8gbr85Ef1zTaIPkCIUyLhwq96z5dSIWogLoEOTOoMFjJaSlKJn7Ihe1o6pR5VPaszF2eHeQiycc1IByoPiEgAih4bG5LGdvMUSEOEnHQaDgCIazhQ4JEHy8o3k7N4cgdbbOXA7j4QU7PGO9XvdQLG/MQlm9u2G1WuXo6KgUciKQV1dXvTo2MrHM7Xg8zsnJScbjcVFc81JGj5D6OI3NZpNvvvmmvM+AbWYYYHZMYAStLDY+PtEDygCUBoIaDAaFA3QIBirByLEmlh1n8HkGY+NzRxagEde00Y+a40KejAS9xnCKzB9jASm6TtLviMBwOMRELrkXBtCHTzC+7XZbElrMBeObzWbFwPFcdKWWTRtXZ9IBEpZz883IHM7BlQ9OumBczXkmHVKt9cZ7ceukzefaszB2TDgIzgMwWmJSas+QfPpyX0NsJtRFsk5pA/kxnq7IN5fjRcUoYwDoqzNbDp0Ii5OUUBXPiqFCCZIU3omwhFCQvmOEzKuA3j5+/FgUhj275nNOT0+TPBi+2WxW9ucyPzVKcZYy6fZSgiJWq1Ux+vt9d3gnnKEP/ySbbGTuXR2cakJ/Gb+zheZiQQ6gopo3tDNibpEzHCRJG1MezGnS8ZxcZ+IdY2TlT/qhvMM1UOl6ve5FC6BYeE4MGM7FxDx9s6zRb/oCOvUOCvdpNpsVucZ5kBH1FkKfIuPw1KFnrY/1XNa7PGwU6a9Lssi00u86QWGHUPPu39X+QsauaZo/TbJKsk+ya9v2p03TvEry95P8TpI/TfI327b9+Ll7kZE0h5L0PVjSVXWjOJ4gew/QwdXVVak098LU6MLcAqQpYXWNDJhovBwLj6cBWTGmpNulQd9AKFdXV8UgcTx68nAQAIqBwiN0GD8rGJ6waZqcnJyUfjBnCP75+XlBj/P5PO/evSu8G570cOhqypwx5Dm7XXcYIwaafnz48OGT47ecDWWtHEY+VqfGtYRjXgOPG2MJAoffYj1RKO6Z9CmEwWDQQzaWNfebsNVraC7LqN77o717wiEg19alJf4cQ4Aj9r0wDja8GEnmx4k1DJqz16wH6JDXPpquYf3rsizLlSkb85N1FpYsOXJJdAbYwSmam633yvuZXquntL8MZPevtW37tX7/gyR/0rbtHzZN8wff/v63PtsREdk1RPa+2DpsQGiTDkaDZMisWqGM2uosEgvPZ/7cm+75jrOV9Jl+Qj5zD0oneJ9E0zS9Y4swrKA+l77gxSlPwSAaSTjrxasOD4dDCTEJXxeLRXn5zmKxyOnpaU5OTnrGBFRQIyrPsbO6TrSMRqPeu2WTzsgQrrNuhIYgBpqRtsPVx5r3Pbv2zqQ4xpC+Y0QwPiBJZzVB7UkXFkKao/wOK2tZNppzqQroDsNBn5AtE//mDZFh5sFcJrJB2M/+a2eOmdP5fN7jp5n7mn9k/cx/s8Y8l+ShOTzPBw6edaIigbkYDoe9civmhWdguL32fJ86yH/eRcW/n+RvfPvz303yj/IEY0dD4LynL+leDuIMLG8YBykYRYH8gNb8Q8m8r84e05PrQwhMitMHDJV5NPM4JE+SPv9BDREn7hpheOGn02kRfnOH3zV3ZI45MJPr2rbNmzdv8urVq7x+/TpJisElhHaW1plf5ulwOJTiXMIe+loXhTOXGH4MIvMIYsHoOHlhpIwyWolYD5q/Y36ItcAIs8YuGcGgcs/pdPqoMyF0xljRZ4fZ5gRxfp4LG57awDMPduYuKq55Ma7hM8aNjhC2GpU7uoG3w8G7UNolH9y3aZoecEC+a67SCA0jzPH8fEarw3A/07qC4U+6ImxAg0vCPtf+osauTfI/NE3TJvnP27b9eZL3bdv+WZK0bftnTdO8e+zCpml+luRnSXrCb2VK0uN7DOtZJG8VMsK7vr4u6XuuS/oHeNJub2+zWCx6/AX9QpBQ6G/HVSA6i0EfQXuj0aiXZeQIefMVXEsY4XoivCxjI5RiixInVNCn6XRaXpRtHglOEZRpxMob5U16Y9BQvMvLy17o7/8RdJTXmVqPEeOLEQGxIKxG29zfCuBMtzPqScdVGnXwXYyRXxrEOrGGzujD2VLK4gwg/UXGCFFJKpibQsYYnzP2hGgu2aBPDsWRQ5eq1EXCRAM8EyqD6/wMnAyG0JyayzqYb2QWecdh8Zk5M/PSd3d35fRt1t6JBp9BhxxDzzjhAijhM+9mscw+Vjj969pf1Nj9q23b/vJbg/bHTdP870+98FvD+PMkmUwmT88fv7SX9tJe2p+j/YWMXdu2v/z2/y+bpvkHSf5akv+3aZqffIvqfpLky6fcq2maQgIbXWHhqeOCt8O7O9tWp/jxqkZQJrFBZEBvJzDgbPCASXqIxWUBZNZAFSAa1wl5qwwhJpX58HTHx8dlDGdnZxkOh2Xf7Hw+LzV4SUoGlDFwLt5sNiuczWDw8C5Z+g/nZwL6/v6+HBQAmluv17m4uCilL3hits4xx/BOhGjeBpd0PBScFXNhUpt1qevmzBXxObQE6806OasHAufZlEA45HF4a5oDJAK/VIeZ3J+5ZE4Yk0Nroo56R4PJd2/1Qv4dncApEik4vGNOLItEGz6ayf131YDnHJQK0jJadMgOj+zEDxEMc5Dkk/InGhQLY3REx/pZpkmkuHSKgxU8rqe2P7exa5pmnmTQtu3q25//jST/SZL/Nsl/kOQPv/3/v3lSR74ltmvDYuIYYatLI2jmWupzuBxuIUROUOz3+0+KWDFYSX+XBCHWbrcrWVueR0aL7BYCRaofiM6zCTuTh7AEw3d+fp7JZFKSBx8/fixZT/gx34eDAsisHh0dlWJowlNCHb+D0yU0GPfdbperq6tsNpteqNWqBMiZWh8+AOmcdIZsOp2WejuUBsV0NjvpzsDjWShu27Yly2xjyTphzDAIdc2Ys+8+ww2ZggemD3UIaN4Ix0B47D5yPdlQ83CEeTiG/X7fqy906ZSTXCQQnGQhFOXZNi6Hw6HMoQvtneiz7DBP3qvKOKCHyJi6f8wRxo6XjXMfZ2WppfRzzW/TTE3VsoKcYwNIkDy1/UWQ3fsk/+DbiRkl+S/btv3vmqb5x0n+66Zp/qMk/3eSf/dzN0LZMEhslUrSi+9dXuGMm3c+JP0yDzyuvbvRB88HMaCgw+HDlhgOy3SRqdPzfgbKhiGyoTCPBvkPn5E8LOJ0Oi3vh3jz5k3m83nev39fhBdOh5NBeH7SN458dnx8XOrWyJBS+Jt0J5F4nyHCxmf8PenKW9idYCfieUcAvTeVRAxz6LrF+nQLlx6xFvTLho3vk2DwbgkUzKVDNb9j/rKu6XOmlD64XKXmcm0s6wwhnCAoxZwimXEft4ThoZEEo5+sBU6ifs8JmXJzxua0zQu7HpUdF06qcf862vJ3fIqweUvGSkYcVGaEiV46S0uEQL/ati3lUkm3owXZeWr7cxu7tm3/aZJ/5ZHPv0nye9/nXngvez2jLhbVb3iykDksSdJTMBclMnEQvvZsro5noz/vvGDB63qpOmXOz3hObw73c0As3AN0wSsNk4ew9O3btwXpkTiYz+c5OTnJer3uoaj9/uHNZbxljO8fHx9ntVrlcDjk8vKyh6JA05DA3j+JIUy6I5scztJPDCPnv7EbI3konmbOOaeO8NcJAIcphHa8aIXQmRoth32MGwVDoZEZ1zo6fHeWmLmt69qs0C55Yo2dKLNBTTqld2aZvtYG146CNcGw+6QX+uE+1ZlQ7oPBNGLynt+kSxQ4ZCQiouFYGLMPu2BsGCa+42uhoEDrfsUiY+dUIpcbsU7QDKYP6nV4LML7de3Z7KBI+gcYungSb00j/GLi60kCbWE0fU+MllFXzfGAFPFsKCnN/BAems8JKYDwZFXt3Qk9CAsIrclE0Y/RaFRKBFzXxe8Ord68edOD+Bjbb775psxZ0nFf9Jc5RGn5O5lxoyjKI5Lu/a9kWuELfbR88iCQnEV3c3NTeBgMPU7L4aYpBEIV10i6fsyIHLTjbW3OQrIWzng6U4gSG1WyPjgpZI8MoUsw/FoA7sNYQGeDQVdi5Oy7DaKNDEW4RkNJd3BGvdXLKNA642c56gDR1yEq33PVgctE2FvrZ9jRsybIs7OzjjzQNfSUyA29cqWA+0Rf/0o4u7/MZnIY5XMyIEnPCxtSg+jMBVBw6K1cfIdn1cW53jTOfbytyOGCN9kbacClwfG4nyBS19TZ06/X65ydnRXDcnNzU45gatu2IE14L4Qe5GejDtJcr9fFeDAueEbmFAOCofV2LkIUJw9Go1ExgswXIfjr16+zXC5Ln4bDYb755ptCE+x2uzIOh5t1iMlzTcBjyIzMaS4VwqHBZzmpwnrbQBiVgBocUnN/5tWy6KSDZTbpjEutmE5eMVae77IoeC8nJ/ie9QLOmBCU9eZZjNXIjP5gGHEIPl8Q+bYDRSeMWt0eS07VKJBz+Lh/0t/D7EjODs9n6Rnh/lXvoPhLaQgsnJInzbsIsPoIRtK9nxTPTdYHr+saLRTbaI57+5gbFIZQijoyvk99Fxxd0vFNnFLh2jxvusZgI4B8vlqtepu5EcDBYJAvv/wyHz9+zGq1KtcYpR0dHeXDhw85OTnJ4XAoJ45wPhzC7zAl6YqdXQ8GaqN/VjQbP7z0eDzO27dv8+bNmywWi94GelDZ5eVlD+2QsAA5GuE4qwqaIAlU11fBIxrR0TeyjPTFYR0K5QQWSYXNZtPbd20FJOFj8p37O6SCA4OPoj92yjyXuQXt+VTl2vHa0HocTmZgxJz5pCbQCSFklLHUBtHZYPOAGDCe43kyhQMdAgXh2kjGX0dGzJmplqOj7vQV5pkKgO/TnoWxw5Ag1N6aRZFn0mXq2DjPtZ6cpM+DsKgYR6A3E5b0X8cHz2V+J+mf1gCn5B0PoK2medjKgieycEL22+vBk+x2u1xcXPQ8FYKC4nz99dflwE6SOM6ceVvUxcVFEVBKSxBQc29JeorhebVH5fsIJ1vSjo+PM5vNChnuBMnV1VXati0ZR+aNMLZGSEmf/6zLQnxaiceddIpTv31sPB6X0iArJYbOqJI1gsJwkqzm4RgPiMrhr4l6nKWTH5vNJvP5vJc4Avn47V9OtHHsvfk7j8VoFYNq5EXozRwSlmP83D+jR5BefUQ8a+ZMqfdWs04YMJ5pVI7u4rj5PvONDHotWA8nQp7anoWxS1I4HTyHIS6fITTORh4dHZWUtiedhWQR4bYQZDJjSYfIjLzMC4EK8C4oHiiFxcf4OSSyQeV/uA1CZxCXCeMvv/yyELoYrS+//LIYOkJblP7Dhw+ZTCbFEWC8XDNFf23sSMCQQca4gq4uLy976wS6wVixc4PSGvNv1OwRvmL0HMagMMwTW+5oRhV4cyc0jNBcne+/ma9iDXyUlNEETq/O+Nqp2sByn6ZpClfpPbXm7cxVYdS5hnUl4WZ5MZquw324Qp+fVyMtmnc24Bx8SChy7PWzPiITRrrWo6R/PBjGmuut18mn9ADXQ8cYxDi6YG1cYvSU9iyMXdM8nNRxdnZWQlL4MbKMSVd+QiiGh6fY1gpDGAT68YGfw+HDHkgjDpQYw+OMD6itTmIw2RhJFnQymZTQxeG4EaVrngihferJ9fV1VqtVTk9PSz8xiCQ3ttttr9wBVAoSxChi9FBm5sn9GI1GOTk56RXaMocH6OcAACAASURBVM92LH5ZDyjRXBHHyCcPyI53YaAYlBkhyFznJBXGDaPtd0w4a8f36T9job8m1u14CEWTDr1YgemP+S0OjU06Z4qDhjPDofI8h5eMm3pIOwXkw0ksh8w4Ueol0RnXe7JuyM5isegZfugJ84bIBUbb0QfjZB5dr5mkjNsct8fI//wdMOHQuk5+OattDhOHxNxStGzu7intWRi75MHrYCRAc8mDsaMkA+Hwqbf7/T5ffPFFCR+T/oGYKBhvuWfSnIFKulM8KOdwIgTjZoV0CImCtm1byi3oh/euIpwmtjECKBQN9HJzc1OuA4EYiaK0lKWQlMC4+rAB16wl3Wbq8fjhdY2u0yPri9H1eOg7XBkh/cXFRa9eil0Y7MRwrdx2u+0hFmc+nYxCueCSQDEeg7N/9MfokFIiPiMrbLRi6oPXJLK+IEEIf5QMRIxTZa19pBZyhkO0cnNvrsGJoeCE5ciA6+9syBxiswsHBOfdDfTbISjPBo3BsyYPiT5AAdwe8+dIirXgHtTUIX92NkaOGGnkytwmOkBVgLO6UDbfx9AlLy/Jfmkv7aX9SNqzQHZ4vdevX2c6nRaUkXTlERSGJv33wnIGnmvnHDbBIxEeg0x8XBL8GuEX+06B/S41oVF+geeBSHZWE+REs2czonHSwCU1eFNn5ggfvL2Lv8F1JB1vxG4N5q3OfPIOCOaf7WagDJfPrNfr8h5bJ1rgm1yEnTwgAxJPXhPvbSWL6jnCk4OqPYfmgmjwVoT47ENmvjm9mHEjW4SrhKwu0DYC9gvKmWe+b4rDhc7QGU4Kme4gO290RIgH8n0MqdUNmUPWHfaScON7JBAILZljdi+BJI2s4I0pPneo7VNJmE9nfSldsS5ah4xO6z3bhNhw1vVWOmiE37g6OwRjuVzm/fv3ef/+fRFM+JDT09Oi+CQQnGFM0lN0w3KMlouV4ZKSDuL7PoR/h8OhGDbvjeT7u92uF34mD6UvVL/7iCc4M3aKuDwGJXY45QQDkB6+iFCy5uzoo4tgSd0T9nqL2ng8LmfaTafT8tLr/X5f3lDmmi64HcJc+DpCQcIYGn21QcDAObvJNa4rw9GxjnCr3kBfnxnHNcwtPGbSKZcPrUQmMGIun0AGCZ0ItbgX19U1dcgQe70pn3D4iNPhGow6csA9MbrOTCMfGEvm1TQPzQaSXSzmJ2vu0689YM0I09Eb+m0+O+nKZ/x81pE5rPfC2sn7ufTbhjhJkWPG8Ru3gyJ5MBC8ePm3f/u3e5nV2WxWPKH5EgbrI8STh0m34tc1ZnzfpCfv0kRx/ZIdkKE90f39fSmRMbqEm+AcOisii+j9oYyjFhxI46Q7Nw4hhTOx8a7LAjB0w+GwvLja5R7ME3zd+fl5jo6Oyh5EeFIQG2uBsHMf7mtlgTvFGSHIzOV4PP4E9XgPZ5Kec0GxQQpJpyTeII9hpw6OUiYbVxoG2Hysyzbog78Pojaq4zobXYypnRfPwMDYmHr9vN51JtINIwKKYjyMwXWgzKH/B5WxdjgvJ7Doi5NDzCUO0ckiODgbLrjZJIXTtUN+LJtqrq8uLTGyNhh4SnsWxo7BgcBc9kHo4FKOw6F7ozuZVh/90jRNTk9Py99ZLIwDaM9hbNIJ0Ha7LYW1LCghc9KFk0ZjeBzIcQwrXg4B9pFDZF+pr+LvSVeewEknkN6uS/KpJBbEyWTyCansGjyegSNZLpeF/D4cDqWmi1NcnO0GQfB9Qn+y5N7XjLHF0FPKACFNQsGN8RCaolQoEn8zUY+McC8bzrqQlQYR71NLbHxqQ8ezMGTeSYDBcUID5OHSGiNWl3okXUEt97BcPNaQSe+GAYnxPAMAjCtUg2smmVd+Z+w+OBddYDyUezn899q5ZMhGzckG6AWAjGtXMa44Eu7NQRjOpj+1PQtjZ0+CIjMhhKu1EsFXITQod5Keh0NBXWiJxzfXgAJbQJNPN8En3Um7+/3DET0YaDij3e5hx4AzRtvttmSRCScJg9i3SaiTpKAf+jocPpxpB78Er2ilx2DioeHKuB91dAgzhwqANOAY4cRqRTOqhgu0UILiMDAIvbd6EUoRimy321KgnKTXb5TPZUBwOBgFFIXnOQRlrr22XMNc0QfmwCjaRsChu0/eQWZreba8uNTD5RZ1WOosuxWe0DzpDJB1xajMaNP9ApFiuDBe6As64LIcc731XOG0AAbIGICF6AM0j+7V0UhtmB3t4OjMRROFkRX/jSsqtucHgYAYptNpmQSsvuvoEBKfeoJQmYgHAYJ8CH+S/n47roEw5eXRbgi8OT7Csf3+4dWC4/G4tyMCw+dQ0kR4fbzOyclJQXfL5bKEvxD4ICbKQkgSgMZQVgsQfBj1YuxMIbTEmWC0MNAOFe7vu3e5Xl5eln74KC0UmJ0LCK0FllCYeWROrEzMBcrobUPe0oQBQcnhEVEYEK/loS5kRalAZA5nWSfvrnH04YQK8uH54p6Wd4+Bz+C2ai4NxON7gI7RD0dAu90uy+Wyd4AnAIHnMickJTCy3p0E6jM6ZY0wYKwn3ze9xJwit06a0SeebWrGUQpAB13jXsiBy8c+156FsbMnT/o1cC6UBaEl/TO1nLhIupARpeRvLsq1QLIgJCZms1lWq1VPKc2/md8xCuDARPp9OBwKf0VBLv0yQU+SAHSVPLzb9fj4OK9evcpyuSyoi5C5frMS79HAKGDIkg7VtW1btiklKe8IRfjx0szner3O9fV1EdLNZtPLxKJgCD6ZQCcbvLc26ScHGA9rmKS3o8BhH2jM73xADjDOIFKcjt/e5pDZRcdGhXZ69bY+X4/jRTHr2j8MEIbbkQbohmeZU6O2D9Rlp4iB9dl1JO+IcOh327aFl/ab3jBAnAjE+lB3CCrzGXEYIJwaSSl0C+fHd+kjRo9+k4n2vV3ozD8bUdbGzhb6ycmTp7ZnYexYCHsRcy1GHt4GBonPm+IN2xE8eANzCHU4QdYOJOAN5EnHu7GTg7C5LiuhEVJ+8803ZXF5cQ1CiUAQhhFicpjj+fl5zs/Pc3p6mvl83nvN3Wq16hmeJL2tbBg7jD6KNRqNcnZ2VvoK0Yuhd+h4d3eXq6urrNfrsmXMnAxzyTP4x+dJx50ZKSGkSXeitJ0bc0+fMGo16mLuMXw2ViiOOSY3lN20Bvdip4R5IqNVy44THNyT7ztUxWDzszOSlhsjJZw018KRsc70BfSG86Q/dWE1fUEeoGDQOdbeRhZZ8DzSF353QTYcMUbLAAH5cgKEsYGSSXzc3NwUA0yzU0LOzck+pT0LY4cBcrU1wsCkue4JSE94NBwOSxyfdMS4dz1AhibpvdEoScnYmf8wQqi3T6FMhMIoK9uzrq+vi6KCcjB6w+GweFPOBOOYHXi55OHoprOzs/KeV8JB5mixWJTTOfg+qG40GhVjh2GlJMBV/PP5vIS/JBjm83kuLy8LyuPAz6Q7ww6jBspyGJ/0j+OygeJvzDP8XX0SC87PBs1Z3br20CVE5l/pM+tn5+SEAmiCEJj+MU+gPEJSEJLLbVyfBuLHeNCYN0ckNX9lw8X9MXTmHQ+HQ+8dsJZXxmZDAC/s3TW+ln5hBNETDDcyCtiwM3GZCNUJjI1nMZY6U0udJwkiJ7lYT1NSNBCeI5jPtWdh7BwWwrWY1zARiyED/SFUPknYdVZJFwqDHkEPNYfjBYEDRDjgFWgYWpqPWnemDQOAYQAFYGicQicjlXQ80XQ6LefF4U1vb28zn8+LUUu6vYXj8Tjn5+dlDm5ubnJ9fZ27u7ucnp4WJ8EzCOU8Jxg+Ms7s103S4zpdYmLF8gGkZG3r8g/GXKMvJ10IFcfjcZbLZVFCJ154jo0t4ZHLfOg7jcw2Sgad4HHgHM1F+hBJ1hmZMWfnjKeJeGQZJ2f0yLhIYDkEt3NPOoBgow1yMoJjvuuxOgmFXHJ/Oxl4NXNxRu6cf8jvzpp6HepIzXMIUHHlA4bXOsTaOxqqHeV3tWdh7JhQk7w0e4X6yB2E4fj4uEDypP/2pPv7+xIaotzOWiVdeQvV4kw0Hs0lKEl3JBWZK2cXQUlJdzprklKrhwASLiH0CDgHX+73+4Lc4GAOh0O++uqr7Ha7fPPNN4VXTB5C7KZ5eJGxSV/mCuOAsffco7SEraDe0WiU9XrdU/CkK2OpOafdbleSI0mHmHFIGHbmqjZ4rDdJFI6YB5mORt0x8nYK9APFZd2vrq4KkgS1/br+Jw8HF5jns0FljuA4XUPI/RmDs+WMCWfE+HBuyIpl1uEsxpIicUcXpl68M4b7Y1R9L/pS1wtyf5eJOAHH/9ZF8878HflyKRh65L4wLwAEv3gIowr15Fo+149ioJ9q8F72xr60l/bSfhTtWSC7JOXIcZpDUlADXglCldgezqyG04SgfMdoz54GMhdvQemCIb9LEUCVwG12GsCX8c+hDaEgXtBZR/q13W5zdXVVnnF3d5f1el3OigPy39zcFAQGOh0MHl528+rVq4JyQYUfP34snCjolmczVpISrgsklDLBz7iM6AjZCaHgHeEQWRt4TYcyrI/RBOvMjo7lclmSQ8wDJTegViM71vvt27clXCWUTx6SP3WBuLknlzkxT05iMHbCRhpzB6IHOSIvzD39q8N/7sV8kngDEZqDNu92fX1d0Kh3crh6wXV11AmavmBclnNHWU5CeTyeN9CtQ1BzhPU9+R0ZgI9lbl1v6C2ORtDfpz0LY2depyZ2gc7mz5gYeAdnipL0DBQwG8FxuETYy6LTB0IhDCqkq2uW/LIQSHCn6ZN+DRAnLCMoGBjXRw0Gg17d3Ha7LeEQhpckAUJKaLZcLnN+fp7RaJQ3b96UkhGOxk5SSm5QGEJnQmzmwcS8uU82ZBPekjV8jFdJHkJrOMck5Zil7XZbSiOYV5wB3J6TN69fv87JyUk5tPVwOOT9+/dJ+pl0J53ICrMN0AaV70G2Qy8wHySj6uxzkuJIfNRQvamfuXPY52w5Cu5khUNmJ3HMLZp/xOFwL/SG9UJHCA8BDYSNDhEx7jaCjBu6waUt9B2DbofL9/g7XLMdel3fiq6g9+g1DtS7l8z5Plb4/l3tWRg7c1JXV1f55ptvCvLBqF1eXvZOWjVp7AlOOs6CiYLXsydAsPm+65/MzWF0jWbw2BZukCOei5NEWBy2fVE8SX9sTEBxSXdQgQ0npQYkTzj7LEnZi3tyclL6zO6O7XbbQ5Y+44z+WdHhM5umOyMw6XN2GLC6SNqnlDCv0+m0KBL8E4gEw+lMKcYGY358fJyzs7OSnfY+ZZ5v1Gq+ypl+5oVEAPKB84BPZN5AgswJaCxJUUBvjKdPfGbngiJjYJA3lJ1sp40J6NZoCJklMnHJFc6adfba4LBtSOH6MN6sF2PEMNtIsYZsSXR5CM4bowdYqJN1ztpjrEGlLqBGDl0ehJzyHXOGn2vPwtglD8Lz4cOHJA+K+/XXXydJOcaFXQ+gJRTdtWoMGgNJhpZFZ9KOjo56CQ0jQ4creBa8EoIJtGbC8azsO3QW0NlSwmt+ds0YWU6fngyJ7DCB3xEsGscvgSBAL7zNC4L85uamt4WMvznscp0Ugs6cmPDHoHsf7mg06imAw8/lcpmrq6tCFWCcXLbBWlxfX+fq6iqvX78uIflyuSxHwNOc4cQgMW/Onrro1+PBUPEZ17i4lbWwg9tsNoVWYO64P6gRxDwajbJarYpxw/ix59g6wPz6cFFnz+2wMYQkFkBuOCojQWSTcBhw4GQbDp3rnBxANwADGPQ6LKVBW1g/mWNTOMhaXfo1Ho+Lg/SGA+aG3SP1iUPf1Z6FsWOSyT5+/Pix/O3y8jLL5fKTTBGLRoau5gUIM5lAhJSaIntpBArvjgJ4G03NWyGwKCfXwd0dHR2VY+aTB57o4uKit0cxSeH7jCT4HM8Jp4gXTLrSDZAXW+Hg2larVcmkksVztTv3oJnD4m8YcH9mtMDYMVj39/e9N7d721qSntC6IBpjm6TXR2Tiq6++Kpu/R6P+i5lZKwxv0p167XovI3PzZ/ydsJdIwKjLBbfMFeEzv9fZWwwJ94afMyLFWCJTIEVHHfQJ50MfvJMAlEX45zo4l3DRb2dvXfjtDCvzb+TvdeIe9/f3xXjxPEqmMOx+FlQI3zfiRLaM7DzvSXfUmXXtqYXFz8LYIbBGP65PQzCA7K5rIkwg3Z10OxhsHOCB7JF4hrfKuOaq5o7s/eEYXNeUdIrE1pizs7PSJww0RsInmaxWq95JLPWCWlExgh4zOypAGSAj+CwnS2pvyD0IjzFqoE6HNQghoQ9IFqXDKyfpIThCQxrzz1ybIkg6J7DZbLJer3NxcVG20FkJnQji3QTuszkqHAyICEWrTz3BsGCkHa7yt/V6XRwQc8+4KSpn3EbH/I6M8jlGgfAe53l1dVUQG//oIwaZMBzjDVfLmjKvyDZrRWLGUZITfci8azydEEQnmWvz5+iDS44Iy7k/Ro1DORyhmeMz1+6Eh3dvPKU9C2PHpC0WixJ+MoE++eP4+LiEhXhtjBnvFU26TKaLhpOHOip4NAQoSamNo6jSITEK6ewciopxoA8OB7xdKOk8PYttz4U391YavBzGAqFkfBg2ULDfzAZyZacGoZm9fNIdCwQ/5oJS13iZk2OccIb1BvuTk5OeoYF3IaTDkLrWzRwctXrm2BzCELbR7ARYF6N+xumw1MqMgbCRRZb4/nK5zMnJSZnztm3z6tWrgirqOkTkkLmln/CtLsZ13RwGyXtkcY418mZ+SGohIxikmmPEOIJgkREnYkxh0Bivd/nQt3prpWUWeUOnfGqRHTrojhCZcRDCsouj1j32BduRfK49C2NHG41Gmc/nef36dY8fg/TmZTxt2+bk5KRwByZOk5S3mDPZ3h8LL8YC8gxQIijAigZRb2QCInGaf7/fFw6H8JlGJhHj7dIOhMOlN05IONFh2O6wd71el+SEj8lxuGhUkKSXYaYgGUHjeHXCKL6/2+3K0ew+LgoUvF6vC0/n7UOEaYTnzGldRmDSmj6DOswvoaB+zzDfddkDyuAsI38nIbRerwsv5d0C9IGkUtM05VmOODgZB6Vz6Y2TAswVDsjP8GsmOS2GkM/O1GvvrL7LWDBsPCfpkN39/X3JpOMUQJkYQ8u+S1agFSxDzBU/0zfQnZ04ztObA9Cb2rkyNpB6XXSMoXtqCJs8E2OHor1+/Trv37/P27dve+ls4vTD4aGGyzycwxMnA1w64rKQ7fbhiPc6mzoYDIqCM/EonlPvSQqiQcFMCnOtyxmSjv8wd+JMUts+nG6MwQPh0vCsDkecdh8Oh7m4uOhxiwgdAuvMIfe8vb3N2dlZGcu7d+9K2EAo6wNIEbA6rMdBgM4ZE5ydyzxAEFybdIaYdTKSB1Hc3t4Wg240yTUgRZyj57muZ4MmuLq66r2qEacGQmKeMHggCsqOUFjXPMKlkR1t27ZUEjA2J5eSB/TocRGuMVfsHKnDNhyGqRvKnGpDhEM3vwwQ4FoQIX0wagKZohtsKWRuN5tNoQSMRpEPznN0n5AbOEejep7BrhbWwpla83mfa8/G2C2Xy4zH45ydneXdu3cFcbhwF6NDmYUzYFby3W5X3psJGkg6g0Io4QJG/gdyE4K51sdcA0gAjor+GOITutA/jEctdPv9w+si2b/KnGAcCePv7u6KENeoq23bLBaL4v1R9qQzJE4sMF4UkjPz5vN5Tk9Py/WE6lxP0oOsmJUcY+O1MJ9E+OtwCuOLkvt/EDrzO5vNSiLCqNbPBzF7rzMlHebg6Cvr5My8UQZjYB04qxBFRQaJAOgPGV3Wtg7rHP4n/RdqJ92+YpD827dve8YQVPj69esS+oHE0BVOz0Y+KC2C0yWiAd3BFxqBOsvt8hyQpTPZDpHtZEkgol/OclPC46QMvChrcDgcil5gkJ1E/I1KUBAW+G1cJpMROpQZL09IWGdsHIqiNC6b4N2uTBLvFjg9PS0KyUInKX1DcFAcG0y+i+dzBpg+sdjmKRir+T76hFHnUE9CCI7AqbO3l5eXRVmdTaV/fu8D13BC8mQyKbVsGPPFYpHLy8veIZ8oIaUyLnqtjR0eGmRtxGSuxaiZNcKDg8B4yTmK6iOhEHwjOaNKGzA3+nI4HAqiNl9sBIzy4sxciuQsq2XXqA9lx+Exh7WRtfH02YDmLf0MfsaoOjx2ZEBoiCGChsFo2Uk42iBsJ6NPSRPcsNt2uy3G8urqqpcUM53CLiEQNkkY+oDegrSNzJ0BB4T4oIrvas/C2B0dHeXdu3flHLGkz0dhOBgo0Pb2tntT1uHQbfRGgEk0uFTEJybUr9QDDZCBsiHzqSocrcP3WFAyuEaBtUCgnAhd8mDYMCgcBHB8fFwO7YTcvbi4yHg8zq9+9atiNFloMltGKyhnTUAzLpADLyefz+dZLBaZz+c5OzvLarXKbDYrSZBXr14l6ZARnIoLTs0dua7L4RgoBq/sejCMDWhzNpsVw4/BciYdxYDuwFk54YQDYr3hcX0kGMaXkMuF06Bonm9jZkKdPjE3piUwGqAh1sFJExwUv7N7hvE69HXkwd9Bbt7+xTU2PEQKOGxKhszroZeM0Y4JOca5WNZZO5wx0YcTcxhwI0SiBVAe8ltv8ne4TRXDL37xizylvRwE8NJe2kv7UbRngeyOj49zcnJS3rfqZs/vn0FI1FYl3flqeHk8OiEXCIl/ToG7aBeOxcXEoIGke/GLt/LgDTlVmFc50je4Lrgcp84Zl08kfv36dZbLZd68eVOeM5vN8qtf/aocAgBJznyAOq6urj7ZEobnNDo4OzsrCJe9pyApwk9qspIHdALyhJuBU6MuzuEV72Yw0Q5RDWIx8qSRYIC3dDIKPsooyrVdhIh1baK5W+4LQjVScAmI5cPo31lWQlwXivM7IZkzjl4Th9Xmby3vXM9znMghIw6Ch4czYub7oDD67yQBc8U8OEMP6lssFmU90QtndLkXcw3CPzp6eB0BSNpcJVQRnCrrCspFxl1uVMtz27b5kz/5kzylPQtjNx6P8+7duywWiyK8Jqqd7SQju9lsegppRYYQ51rCGZIJCE1d2W/yvK6LY+tM0vGIrltDgWwEJpNJ2difpCgryoLiUmM4nU4LEXt6eprz8/O8evUqi8Wi1NExDrYaOZwjdKEmzAIJX7fdbsv5fjzXbxVj3kajUeF0fJgmYRmUw9XVVW++Xd9G/+BU6zCQjJu/D2FOnyi7cbEzoSZrbXKf/+Gh/BY5G6+kS2zgHE3GkzDiOuaHseBknAxCnmzYMYI4QPrmpAcyZV55PB6XkN7cmsNeQmcX2RJCujKA79d9pzCaBAJ0gHlCSoSQbb+bhcbP3uvtLX3M5X6/z6tXrz6hdsxTsqaMj6J41oL5WK/Xhft+ansWxu7o6ChffPFFkq5eDW9R8zrwPy7rgDPBsOAFMToomlFEfWKCT12gDy42dU2U95NifDDEzhqTbUpSikidoYWERjDpV5LyPgreQYGhe/XqVb7++uv85Cc/6ZG+tNPT05LUAM2AelBYkBoo1rVLHChK/2azWeFKQVvD4bC8s9alCiienQhrxrwaMaG8rmukNIP5d/2XEyI06uWM5FA4+CEjYxr34TkeB0bCp9w40wkx7sSX0aZr9ZAX5pukiRFh0n9jnY2GM8rMJffiO8i5eTnQEHM1m81KaYg5Tydj+GdDbtQMyuLeyK51xHzbYDAoXLIBgrlSohzk8/7+vhSmN02T8/PzAg6QjyR59+5dD+k+pT0LYwcKYjIZOK1Gd3gWLyzbfpJuZwDCaiLYSuCdASAhlIZn2HN7UXk+pRlk13j+/f19L2PqsSEUde3ceDwuCsmcONmC8P/Wb/1Webs6YaVJZzwpYQVGifAQZPfq1auy4dqoCKF0Bi5JPnz4UGqlHHoSmhKOGDFxX+Zkt9sVA+pjvWyomCefdMO7MCCzbYiYe0LmOvPKurI+zlji9EBFGD+/sIYSHf4GEkSGiAxYO6M6UJplGllznZgdLP0wGlssFgWJcQ87SeTQhh7Z5u+sE+8roX82WDgY+sQ9bAxZc4wVzbQNY3Z9nwvMua/nANBA3SN6S9kRzbLqMqfPtWdh7PAmIBErkiEuyoEnw1DUG5hr5GBDyeTXk4zH8/sqmMxfd5YYyuWtVqCYeiHI8tYhOl4eb2hPi7f/8OFDb+sXwv/u3buSiXIo2rZtOTwh6Tbw8z2yqjzbYaJfq7fb7XJ1ddV7HR/lAfTVIQlj5vveYsf8HA6HorSsQY2CMPqUmWw2m1JM7nVhnurDWlkP5MrIikY5TM0fen1qZOd1BfmtVqtSAO0qf2c0zdFh9GrkhYEFWXPCD44X42uuEtSEoXUGts5AYwwpO0EXzEcSpcAbM4c0Qsi68Nnb5aCAeK2nDTbPcUSGnLMHnfth7DDqzBNjrLn9p7RnYeyAyJvNplfTxd8gXfF2rsjH+tfV5YQaJtlBHUw236d8BAFmcepSAIfSRn0UmnobjL0Z16PYeFTfA0FEcG5ubnJxcVFqkEhAcEoxSJCtSSw+aBHFpQ4JY85WMM9T0iHe/X5fDv7cbh8O2USJOayAe9N3wh0UzWfdYfAw9PQB5OW6r6R7twIKRXE49V12cEmKgSeBRBRgw8Rn5q+oC3SBuSOFOvnEuJlj19r5aCbkib4ZVfp35NAvezbqtxEEwXkMyAJI0ztvWA/XDCLfGFB0i/tjHOu1AdFCJRlJQg0he6wvjgndA5FjOJEnkis+hQVDhlHDEbo2FD0xb/iU9iyMXdu25QXSZPSMfpLuNGM8nreAISAIY9LVxhGiIAx4R8JIvluHqCgPAnB3d9dDLCiSSWYXFCNYvHMVQ0JIB1R3Rb15RyMeZyBJzNSKxXgpQAYBgVwwoq9fvy6GAnTF/OBVUUyMDOPmNA7CUTyzuRyHNjaq9OuxbBrPSTrjy35V5gae1AXKSb/o3Ec/8T3WmjlNOu6xB1ioxAAAIABJREFUvobrXB+GDGKUj4+PCzJ1vaFREIgHxM5amC9DyekHNADHnCEnllXWKkmhbWq0CD+NAWHMTuKwXuY5aSR1PDc2KjgSF4Uzhs1mU5CpazkZM4kvDDnRAd9Bd+xQa5oDmWFdfiP3xnpzt+G9i0QJuRCAOrvK9SgWnhDhST5901HSbaPCgNlrcW84mKTjAFlEhMOFlywU9wbt+DghlDHpNlkbdfokWA4bxaNhvGuUNp/Pi/ATknIqBuO2U0AwmU97TJyP9zhuNpuCHJhPGs/DmDJuPL+TTxgLwh4aFAX9//DhQ8lkojA+gADlY51AaSgRJT4YC8YxGo16J0PDBSYdmjQdgtIhCxiZutwi6ZJfdm44lF+nqMjadDot2VGjO1cDMO7aaLm0hHuzFjgI74IBTZkKYB3RC4xaXfqSpITO9Iu95cyNjRc6bPrIyQrGSH8x3EdHR8WIIm/QLC78fkp7FsbOMb0ngMaio4gYMr//4XA4FOLdysjie4IRZCtMzaXZgzn88f82WNSbgVIItbnneNy9+xRBQ1BAdff39wUJsojcx/wjAo5hSLodF975kXTedjQaFQHxFiV4sSQ9aqBpHs5s81zSDwwVzQYKh5Q8GA3GzfhQZEJeo6Okq6qHQL+9vc1ms8n5+XnZ92vDRbbe68D8YayhKbwjhnCLLYht25bj4y1nyIyRJONFcTGGpixAlswxDrwOIXkGfXdFAeG8E3KueTSHTQQA51ZTO65RdObXWdC6/g/jaMfm6wgnnTxwlpgozYkjUC8NXcIQ4jDJjnunCzLLXPH3p7ZnYezqbJqFn1obPKtT9mStIGi5BiHzthlfw8QbsSAceI7NZpPFYlGMkstQ6Atey3yXs5Hm1Nq2LaEZWU6H7OwXNNkLYkA44JFALibqZ7NZLzuLks3n86xWq4IaKZZOutAXQ79er0vixSQ2BtihC9ejLObLqBUcDodlq9disSgHcB4Oh7KPF64TNIExpUzi+vo66/W6vFWN8dFYL5PnjAd5QSlADRhk5sicHeS6QzHWjP65JhH043U3GmF9uT8O2iU6SYdQCR0xCqYHDodDkROSI/QF+XSCyDykC4VxcDglH4bgQ1aRPRwlPLQzwkao6BBzxf2bpilhuhF0vd+8zkSbS7eTABxg8J7anoWxw2M5PncmMem/ws9hA0bHSmj+rSZ6QUfmcuDNQEwu4EW4nXbnmfQDhYHv4LV9LFjysJhnZ2fZbh9el4hAu1YOgWNOIMExbnAe1MqReWR+UEA8o5MIZCW3220xXk6ouFzBm7gt3CiRUTKoGDrBoTnlM5xDSHE0hD77m/0+EMa9WCxK5nc8Huf09LTs1b26uiooHnlxttdlC6yhX06Es+P7rCFv2KqJb+oPPXbCMsuWx3B2dtajM8yN+cRtZNAZTu6B88AAmB5gDIyDfjpUZ36SbscR9IB54MvLy17m13VwhN+OUDCUzB/NWeTVatXL/iIfljucizlH9IpwnqOvXKLD9Ti4p7aXvbEv7aW9tB9F+yyya5rm7yT5d5J82bbtv/ztZ6+S/P0kv5PkT5P8zbZtPzYPbuQ/TfJvJ7lO8h+2bfu/fO4ZwGbQCARn0kFhMjRAdtejOdRLHjwMYS0eAZ4Gz4HXTLqECEjI4ZCJUs1Jr+I+6Z/666QEiJOX77RtW14HyFioW2vb7o1TZOros5MdeExzOBDuJuw5+85H59QcHOGPExcgW/gxspImyhmXyW3COiMjxkgfCSuNhN3gqQjpkI/NZlOSJa4b9Jrf3d2VY7FAKWTS+Q7jcK2cM97mcZFLl7k482w06xcNDYfDUjRt1AxK8nsezNnRJ58iw/w5DKZ5WyB95Q1zLr1inUCajJO/O1QGndGn6XTay5jWvO5oNOrVYYJCkS/Pm7lt7s88og/IJFSD97t7HKzd92lPCWP/iyR/O8nf02d/kORP2rb9w6Zp/uDb3/9Wkn8ryb/07b+/nuQ/+/b/72wmmyFoURCEyTCXWiUgMMJrJYN0h0RmYlC2WrCtrE73E3JRq0afmqYpR607cYFxgS8k/FmtVuWFMR8+fCiGEOOGwXP/McyMj50Rzr4hDOyc2O12JYTmbWZ1RhVjB4+IISVsrWu5WB+UBVLaxt7CZ86HEg7CaEJpc5P+HwNhotzlC5QAmQvl/vXYmqYppRwmxjEsvPAI8p95xSDwDI6lcgLNmVbTJcwxRbUudB4MBjk9Pe2VWZiz8rU+JgyDUBfb21n5Ggw8O2qQTcp4nIF2oqQu0eE+zIt3m/BckkboLON1eRB6CvVkimo6nZbdMYwVAOCEj+UDasYUy1PaZ41d27b/Y9M0v1N9/PtJ/sa3P//dJP8oD8bu95P8vfZhlP9T0zRnTdP8pG3bP/vMM4q3Jq38WA0ck1kLkDk6/rdHx2tjHFgI8xp40d1uV7bm+F7mV1zUjPFk8UGGKF4tOCgLXAalIXg+vg/vZq7DJC/PRkh84ACE//39fSkQNsLF0GC8IbpBRLyar84gcr3r/Wo+0wew8re27e9tJGHA+phrYm1wNk4oodwU+TIG+u7nmYfFsNQnxICMndWmjUb99x5gbEE+rsUkucO7N5gPeEnk29lZIzfGgXFAxiD/XTfp7CpKb+dN0sznL1omTk9Pi+yAphgXKNKIyX12wgeUNhgMek6O9WH+cTREDo7KWHMKxi0Dj6FP6xFz9tSDO5M/f4LiPQasbds/a5rm3beff5Hkn+l7v/j2s0+MXdM0P0vys+Sh0JUiU1Aci4rwsxhOwzvMdO0YC26055c5J/13puLleT7GCyED3dFqz8ICsMD03fV9DotQLhPmCLMLLutaQJQExEDfGN/FxUXP65K5Yq4eOwiRMg6XI6AEKBehMgYLJGgyHOPtrLjWupxewakZOC2eYSSPojNmwh1X5Dukt6xQbOswm/VzkbAzeXzHBctGOmQYjYToF31cLBY9VMnaYyBsNJCBOhGCHDis5n70w3M6n8/L9kZ0AeMDirK810XCGNiTk5OCCp10cHbW5SM0y3SSXjgK5eEIivExrxg+/z3pn5QDOseROJL5PoYu+cvPxjaPfPboK8Pbtv15kp8nye/+7u+2SRcG2pITLthjMJGgQBbI/EfSVcMbXnvxHSZhgKwQ3/azIA2+X4c9debMCuyiYdAMnvSxmit7btCIv4eR8baeJL1yAxyDn+OwgP/rfciMnc/qUgLGyjtHzaPYSGEcUUCMGuUknGPG2rIeSXdiCLwmtXqz2SzD4bC3/Yx5InQ7HLqjrPibC9GZL5+EYoRPf3190tUfEjKBnJyJ9Dy6dAqDhzzQF4xSnc3EyCKPGFlvUaMPyB2OyiCAsbtPNGf2oQF4UZK3OO523ZvknP01AjMH3DTN/8fe24VYtq1pWu9csSIyItZaESsiMnOfXecUVBWUYOuF3qjgTYFXitB40WJfaNsWlhdViNAXat+0IA19oS0NQsORFi3QLgsUupACwQbxxlZEBH/6pgqbc3btqrMzM2L9xu+KNb1Y+Yz5zLHz7Ix9bJvYnJyQZGbEWnOOOcY3vu/93u8dY5SjDRhLZznw0HCClpdhT/W8RL7kBQN8xmuQn3L9rM7uJ6SnTdN8nuSr9z//Iskv6nM/SPLlkxryPl2Bi6jTGv6YE8A4rElKusiKQwRe29gxQp7BVTuEZDco7nBzWLQZA7cMAY6EZ6Ktg0sjAg6Hu51IfLQg3AprWXkPq9Tpq6QTW7q/kr6chcljJMQ96ANOvvpQ8JhOp0U6YhTFveu+c/r58PBQ+sAkPMik3q+MFAjHx2L7pmnK/5Nu1YZtxuPGOECRJH1OCk7SBQo7JO7jdaZst+7A4oKXnZbtpN6pxOttzR/joNu2LWdvgHKMzgkY1gk6gNiROjDxWaevRoGWhuzv7/cKRYyN+8vziKBHW/g5/cqif/oVO0NKRTvqzMtjYXBRo+Nvun5WZ/d7Sf5ckr/y/u+/pZ//VtM0v5NdYWL+Mb4u6TYCqPmWpJswoCv+b42dOQW+w339e7giEIDJYUc18yBwM061PBFoF+13JcoOc7FYFOdniA9Ji54M0ayXzHm/L1fN4Ploh9M1OxDaSrW2dtr7+/vFoRLNmRD1cjCcBwjPzpIqOH2wWq3KGJAOgSZBKfCP3p2DNc2Q/IhzT09PyylotJ37M3mtS+RnvD+BB5TE2PI+rmp6009PYgoeJuDpf5wEDgcEDrJjtYef480lzH1he24D75d0a60JfkaW2Cht9udxdjhj9yWXA6idDzt4w1XWFWw4ZjICi+jRehqNTSaT3gapSXdeMvOxDt48mznslTwfu54iPfmb2RUjXjZN80WSv5Sdk/vdpml+PcmPkvyZ9x///exkJ3+QnfTkzz+lEYgISfvMwYGS6HgGzQZbL83COImERBomar3Oj/SVCI1z5DtMBEdqfmbeASeJY/TB2vv7+5nP57m7uyvrPO2cX7x4UbY1SnaDyilfCHOprLZtWxble7CdGnrTTlZGMHmc3my3u/WYLOkaDAblAHIcqscJSYX5KXMu5qW8GB2ER//QLtrI2NE274v24sWLjEajggDM+3ji8T60y6mX01Acy2azO5CaA5RwStgNzwDBcg8vF3Pa5x1McDS8P1ymqRAjmNph8A70iW2NsXB6bKdk6sNos2ma8jvz0Eai9ANtYm7AS4Poa+7cF3OV3U+2291STir/XivtpX8AGPOcjKPH19KV6XSap15Pqcb+2Z/yq3/mA59tk/zmk5/+/sJhMWBeewnJ7qqPdVIMdB1prQMCLYBMMGgTwCC6h4eHYthOt8zZmT8hTST9srEMBoNSJUX+Qen98bFbo4izt0Ztf3+/nK7FTsXz+TyLxaJETfMl2+1umdDJyUlJ00kfvFTKqIK2D4e7LdjPz89zeHhYlnRtt9uvHdl4cHDQO4DZToK+ZaKxewp96UombaMf7SAZv729vUyn0xwfH2cymZR21WNHG3Bqbk/N79IHXKenp2USMuFdsGEs6C+0Z9iQiwO++A5ZgfvKmYcvoyQHABym9wc0ZcP7eAy4jAS5LwGPNB7E6TXGtJ3AwI4+9JM5ddsWzp8xJ8iyxtVO1ioI5pjbaQqKCwTNmH6b69ksF0v6C+sZaO8kknScDpETIyCqcjEgcCsWRtYdy2SDUwElgjTpcBuneR0+x2e8m68n/vX1dW5ubjKfz4vhY8Bon0hj9/f3y4HhRnjD4bDwefU617Zty9pJUl4WwtOXDiREWc6iGI/HZQsoEK2lKpeXlyUVubq6ymAwKE4cwyPyJx2ZXPcFY+odUYzKLcomwuPw6R/TCEm3e4vv48qmN3fFjgaDQW8JHKm7J3XSFTTsOLA/UyV+FzseF2EsurU8xA7YW4Xh3EGGdgY4ZD5L3xHo4EmTLojQDwQB7MFOx86TTAHHaGfFvz0Gzsq4P6CBq3a80BrwkzUP7eKS9bb2E0+5no2zw3jIx+kQFyNAakl/zzCnD0kXgff393toA00bUc0ciSMGjpKUgRI9EYbPuPqHQ8VpgmR8qC/VWAaRCEhZ3efmcvbE0dFRLi4uSiR7fNydFbtcLrNcLntqdyYsaJh3xBnhiM3jUO2aTCZ58eJFXrx4UZ5puUjSF6Zy2pQr1RilRaYeD8aNIOXCjlMT+px0hnWtfM+7bFAZ9WQgOyBtrGkL3t2Igsu8U+2UaDv9xnvB+9lh1dxyLSMilXTKWvebdWagZM8ZS5Z4H4MCy4BqORR9jxzLfLClJ3zWG14kXaXU9I43bWWOuYBDOzyPXFW9u7v7mgNljjioe7y+TTX209rYT9en69P1c3E9C2SXdPyFIyI/J4oYrkPmkxpYM8Znrf1CNOmzGfj76OioRK56uyDgvtuUdDuqsJSoLsO3bdsrHpgTIuXhMwcHB0WUas5qPB5nNBqV4sXDw26/u+l0mtVqlfl83ktJLWx1CgBfSV+CMs7Pzwtf52ogbUNjZfKcHTJM1h8fH/eqy3zeuxG7+OPoTPvpW9Io1ufSV+zJBwdG5HcqBHfKe/M7UjST3CAx3pmU3CtX6Cf6puaHKaqBui3pIRshlXNVkWe7Yk5/wnWBzl1Moh/5t5HkwUG3LRZzyGiQ5/HuZAF19uM0lvY7E3A/okIwdWAJEag6Sa+QU6+gcHGFeeJCIXbBfUD5NZ/3setZODtXwSByeUnrg8jTgc90oJfz+J5JdxAv61hr7i7pzkqwQXqy8AwLWYHbCJdJiTAYHCbtIH2F49put0VHhxMkTeMZTBhSBTi+o6OjcqC11xmStpJ2bjabUrW1hswpgU8nu76+Llwg6yp9kIxTv+Tr+8LBjVnaYo7FbUUbh/zD/ZT09zpL+oUIV+eYONZ20Ve8q6upSSfloU2MIWPMCgz0YNZlOnAw0bfbbQlatNV9Yk7af7s6i00nHb+GY6qrs1xeJ5qkAAC31f1jfstO1aoEF+IoZHhtLPMOraHvi7zGvB5jwjzivvXz4Mp5J4IINu7U2pKrb3M9C2dHBLDXtpNjkhsp7e/vFzkGeT9RBAO24DLpxKHmA3kGO3DgpKyi98J1P7/WAuJcaBeC4CRlwTO/qwWRkLSOohDMV1dXBWWZQGeTTL7PpKD9oLLlcpmLi4uecj5Jr6hAe8yt1as0iPRMUks+LLlx5Gb8LGYmGOBwvBU8k/Xh4aHwgnCfIFf0btzLVT0/FwLbXFLSOS8+bzlS0qEQP4P72XFRAKLQ4yq3xbcOoNYWelkb7ccO/AxPdp/p6gALgqeNPmCKNrmgQlDwuPN7VzkZVxy3K/z1ubEGKQQ+EBvb4xPUuUCDXq5njo+gVfOhvP93rkDh1A6i3YJYJgwG5MNG0AFR3Eg6EpPBtESE+7sqhqh2u92tcby6uiptsaLfhl4bC2jv4OCg5/BM0vNML4fzhEu6Cfn27dvyf2Qnj4+PWSwW5cBt5Cm8A2kfkhd0bDgUn6vLd5zGkTZRBYUYB9khEr65uSl9TRTHgdkoXRXkMzxrOBwWGYpRuZ3U1dVVoRgo7pgkTzoRMuPh4oEDWy3atTi13nKplm94FxsmH6gEct9EPbbnAozTSdriJXc8A80lfY6t0pdOEw0MQKlQIS7SJf2jPLEBvke7jfbqMWQO2WZxgnWVmvlraorxsaMzWKBNDggUbQ4PD3sqAzIqxvKp17Nwdkm3xpEO8BIVEA5Iw3wd0dODYV6O0jqVWDgNdxLQGN4P46djvUIg6aqL/N4Sle222wodTiTp9h5r2zbv3r3rabowMm+V/eLFi7x9+7a3BRP6Opzo8fFx7ySok5OTntyGSQviI3W0YLdeIkQ/8N4PDw8lLWaZm0WpcEMYvidU0pdb1IZuZ8R4gXZAe5eXlxmNRmXRu2UxXIw7/W/tH5PG3+F3RrlG9FR8XRlGX4fNYQ+MvVNSL+nzBhG0iwOhjEpwdCAp3gWExvgbHTuN5b25NxITB1WcM5VlbMQpd611Y36QujPmjJeDD+9nng7HxXyxtARkCI3EmFhJgPSJCjxtJbv5znF2Sbc8CkfkYoOXJdEpNmBza0lKukjqS4eenp5msViUnUpqvQ8/M1Fr/snQuk7bLJREDmJt1mAwKFt1Iy62o6MtlpKYB6qXKLGmFF7p9PS0cIuWNpyfn5dDbpC5XFxclD5P+lvlDAaDzGazXF1dlTSSPmBtL5Pd3CCBok59mUBwgOaokm4JG+/JQeBcbdvmzZs3OTw8zGg0KqtSHBQIGgQqBxF+lvSLIEl6dIXlF7VUhOIL3KNTeLIKuNekK16Zd91sNuVME75reUst/iUQ4ZRsi9iZD2qiL3Bk2LILZswD0lXzcxwngMCYZ5COUqDZbrflfA361mfWogOliEgBzzykaSWDBWsFa82eESnp8Lfl7Z6NsyOi2/iSzpPTSZxDwO8wJk8YE8tJf1cFJpxhNp3H/YhWdkJGSDgqUhQM15GQiQHymk6nefPmTSkwuCIJKqgJaxAaOjImFMZwdnZWNHqIbuFfzHXgKElxiLxO15gIs9msVD5ns1n5edIVCer98Xwfp1pEeVCIF3sTUAhkpG04avhBghPL7MbjcYbDYelXVw6hNigGke7URP/9/e5QHTg59pwjeNHXtAlHyJpj2wfOD+eDvTlL2dvbK46a38Mr1zSGizr0O88iA6HfGWs2dQVVWzngDWcJdsvlshRgaCeUEP3oeYFjAX1SUGKsnPayaejDw0OpbuOAsYda1WD+2z+n/U3TlGBsjaWR61OuZ+PsiH41GZn0NxBkkbo5NFfeki6Cw39Y5ItTcwe7w/w7EAQGwectG3jx4kXW63Xh/ID8TADahGExWQaDQdkAEzQDQkh2GweQIl5fXxcDAi1MJpNSuEl2EwgFOhPAAm3zSDYsigcgh8PDw4K2cER8np2G7VApHoBMvPsIG2uenJwUwTJOh0BSI1gbuTnQ5XJZ0J03GzByIfCQpiM3qquiOE/LSUCgfH61WvWqpm4/KaFTU7IO2xNpJY7bhRlQktMwHBVB3ykhn+cZyEjYaNVjYhs2Snt8fCy8q7evx2Zw0l7BgOPHTrFRqByPgWkNAhvvbKWDtwDDvmqHCmrkGfQDtAj9W/uKb7qejbOjGkpp22SvdXNMJjrFlSuX2eG1GCCgO0gEB5j0q6lEcAyNz5g0ZhCIcHwObo/0wKn1drstnBqOnRUKThPr7dOp9LGGEYNHssGErNvg8jxIwvKKpFscnqSkH6z0YHLYeeHwXZF1gYaUB8cFcjs4OMjJyUkvNeNZ6Ai9Hx8XHBk8Dukyk5v3dhHLVUAcBE4FxImTc9GBdtVVWmzQNIrHtubWkg4BkxJaTuEUGLtjvJ1Wm88EQboA5HSu5iAZy1ozx/s6gLu6Sv+7cMe7uBhSp5g4YH5en/tKSutdhZjz9D9jTfAAvHhVExcBAUf81OvZOLvj4+NeNMXJYHzAbByAITcT1MJDjuJL+kf/YUR0KM+wYTliOEoTXSxtQCIBmsLocCxMXtqHfIK1pURWNIBeNmWhqquAPJfUJUkpvuCI7u7uen9zbwcSfofxL5fLkmLT7578FCIswWBiPTw8FNRmXRjSD9JYxoOfuxiRpGj7HOlxIjc3N2V9Jrwj6Jp3IljU0gjG2uNNpY8Kf9IJ0k3Ug0RPTk4Kauc+TuGNPuBuvd+fU1T6x86IZxH0XC0ny3DV2gUfOykcpzeAqLfiN2XDkjuCgYs2OFOcLWksztQqCPN6g8GgOHOqswRCV76Z2wR+5gTtrvc7dBX9Q1ngN13PxtmhV2LiQXp67SmDYAU3qQpRIOlHDEfh7XZb7gu8TjqeibMnGAQG0mLTpIuSSYciQY5c1lPxHkl/PaoduytRtIkUDw7SaG8wGBSkyfX27duSUqFdIlpiIPf39z3uKOmqy8gTaDfVNJ8exefbdreCgGoxv/Pk54AhJoUFz66qmVKoU3+c8/X1dV69elXuT5u88sSSI6eWBCY7L1fAGTscoFEM7wtfjE24YFQjYIIpaa+r9TgBxtXVVfofRGXUSRXdBS/e8fHxsdAcIKqDg4Oe9o/7YL+mhuAba3TJO3BPy5HgTA0C6uKer+12W8TcXLyr+WkcKwHH0iXe20VMO/yPXc/G2UFcAtURzJKSgH5cMCCVI2I6MmFcOAbzI3VKkKSQ5ERxp3sUNywAtYNlkmDMGI4rgZYimHzGsZLaGkUlXSSGK2HyzmazYoRJ/9Cim5ubXF1dJUmZACAvozK+76qWl58hYzHRbhkB/cL3cZoW8RrFsOicZ242m3J/Podh83s27sQxuDqZdIjIFU5X+UBvfC9JOZ0MLm44HBbe0RVvxoL7uMK5v79f9JS1DpO01ZIK6AcjOPdP0i2FIt3DmZHq44j5rFEjjgOwQJ/bZnE0Dgy8N7ZMH/B9UnQOTmesvYyMZ2D/5n8tbK6r41ZD8Fn6nwAD2LGTdNbxbQoUnzYC+HR9uj5dPxfXs0B2RBDDVxOm5shAcC5QgNSMKEj34AmckiT9jRMfHh5KSZsqHciN53uJElVPK+ddISa1tWYJBESKDgQnutUKd5AMEZcIhmaOqEYqi/4MZNm2bW+vNvoTfo2LPkJ+Qf/TT0YsVvzzWRPV9H/N522328LxGFka1dYRGkRE+lavh6zb4dSPMaNPQXUgHt6VfjRXnHQVZXO0Sf8oyw+lYOaAeS/IdVAWtkw2wnMpFNDnLtQYAXrFC7Zqysb96nFOOtt3Ec0rb3iOK9xQRVAv1oF6ZYnHDK7a9yJFdiZQLyQwJ4/kqaaD6C+Ext5Y9mPXs3F2SX8DRSa9ZQOkC3WVCKOuJRXwSlyeCB4IHAScxGCwOwd0MpkUAwDOcx8mKPfxhMVwLNvwiVqcycpnmHiuLDHJSX2sdKevZrNZ7+AZChTcm77FIHCCXHB4j4+PWa/XXxPB4iA8ITGyxWKR0WjU4+jg77geHx/LaVMeIxwXKb2LAUx682tJV9nFRnyCFeNJaodw1hVKJg+2we+cQnGRDpoyYXwcnEjzoTxcxTQ/ZmeMdMIcHm0icFib5iDEGHJfqAacBu8F17q3163gsQTH9A20iIO2naaBx2q1Kv3atrtdcQiU2CzcIeNNkQLROeknfUihpXbQ5nKpbPNzAg3289TrWTg7Ih+aKhxS0qnRecl62QwOxZ1oVOZJ5IjpiIIhuvIHiYyTMcENz+MqlJEoBrDZbIoY8v7+vixqp4DCDsGInqmeJl1hhokDv0K/gAItt5nP5+U9eUf+hu8yz0fwgI8yx+PJ7kjPe7tSbEkDPJvfgVUsGDbOmLay1TzjxDibrGas0StStGFMqe4ysVzwMEJOOucF0nJVEHszx8dnOc4Rx0G7mHwOniAcV0SxHbg5a8ZwNjhlHBWOyDwbfWuU6DEwSvUY2qHUMhj60YABO6A/cDi8IwfqGMkj6MZR8nwq7wYNFFLoS2d1vBefscCaYOb5+pTrWTg7HE0tO0k62G5VOekKE9RiyiRFdIr8IejgAAAgAElEQVTxUm0ykWtDw/GwOgODd5pqR2mjY3IlHQrF4bmqzK7COC3vjOK1qkxijNfvWBcakn5BwX9bzkEqCbLgMvKx3IS+pl/m83lvLGp9o1F40j+d6uDgoIin0SrSjzglV2OdzjGOHJ3ITs6u/tpB4By4P89G4Ep/uO28F+jTaI5/k+qBHk2hsM8gz+e9XRn27xwojIJpg6uNXtqFU/LY2R7pC+yaFLBeIlc7P8aTe11fX/cCiUECzyFjqgtUpOYgP/rdK1oIrlxGyAY5zGfmoykMKB5s56nXs3B2FnHa2yfdpKdTLb9I+kfYMWBW+aMfYkCt83GViHtaM+WKk50pE9eQ3oZnLohngXBccRsOh6UqeHZ21ks7eD5aOI5iNMJzKu6F2qAvHBGfYXLaUYJWLOAkZYSHOjs7S7LjBW9vb3uiXsYgydf60PycUxZ0bU7hHOh4N1fbSelZKcL4m6tiJQv3AYkyZk5j+Zt+sp6N9NG8pZEpPwMNekka1/Hxca+6b77Mm1oQKDlwiTng9Jt21ZVz69loU00DOaCT2rqSCVIi/bfebm9vr3DEtIHxA2U72/D85f+gNC8TM8J+eHgoqDnpztKFvgEYmHPHedLGp17PwtlhKHhqHELSra/EqTFp7O0tW+B+SZdSMpGd3tZpqfkTL+vBKIxgjBCYVDiO7bZ/jKG3R/L6xdFolKbpFsg3TVMcT9IJWW9ubnJ5eZm7u7ssFoviJKyHS9I7Q9POhn6i/Yg3eQbp0cnJSZqmyfn5eXGa5pi4NptNEVGDXlilwqR2au3iEsZPGoW20how69uY8OzYjDbRAcvEN86AdIqJx2aTXuvqwoYdjIWx5o9wKl5Bwd+kbC562fEYJXviu6hBeokDdlGNAGJ05xSX9BOHRWBH7kJ7jIZ5ZxwJ9/d7MF9oLwEYhwjNYu2qaRSeZZG5Od7NZlMOPze3yRxivltP51Tb6e1Trmfh7OzQ6Oy6eICRM1lYXoLB1KmleQYQBgLSGrWZF3HE4z6Q0I5wRmws38JJk7pcX1+XwYAvc2rKfXA6r1+/Ls/Aobx79660582bNz0Utd1uC5IBtdJP2+22FEWYqDgcJgDp8+vXr0s6bY6QDRd5B4oBNzc3XxNfU/zAYGkT4lkQKoS7d66AXuA7vuhfAmGdAtrx18ZvvZcRrlMz2jCZTMo+fdzbCIQJjy0xKUEl3kLdztCojupp0jkw3hd7S9KzUaezdvIEMrg7luDhQGxj3NOVYS/Zol8sgmZeeqkbbYRvJSDyfYCKkbo1f+zybCdujg+nCwJFvGx+lHd1Rfyp17Nwdkl3NqY7Ounvnc9L4hhxaHVa6uouRr7dbssOIebkku6EKgzIlVF+5xTC5Cspo3kup7VGnUB+EBaHM1sZf3JykmS3SwpFjeVyWT7H+/IdDIdNPL3zx3A4LFv3uFJp3oazaSeTSQ4PD8szQHpO36+urtK2bdlOHmnL/f19JpNJb8kP72zBLROOPiNFdRrJJPKefdvtbl0xSMnFE6dyOEzQKoiMd3bq7RTWy+gILDjJpI82zV8RVAg6TjGTznEjVeLCidXyEv+fwIxzqldcOB3l3ehPnLPbYycJQKBNds7MNZ7hfQtZkUK/QQ+ZgvCKJ8arBgamg3CicIAgfTK5GjUDPFhP/Z1LY5P0kBvaniS9FIqJQWfgnOoIw2DbgRk51IT6eDzukcMMvKMNqV3SP4CFSUWbnNayZjdJqbYy+OPxuKQJfIZ3TLqVIyy1Au5bre405fz8PEm3gHyz2W00gKSE9mAoyc5BfvbZZxmPxzk8PCwFgL29vVIUSHabdtJf2+227Bc4GOx2uKjPCfAWTwQkTwICiB0VE4/IzjvgqEibcGpu22QyKWOOjIYU2mmWUTETzcUWUDAH6Ti4YYuMM4i/dlrYGHbq9JOxr3/PvbE7S0BczbQMCOdo1GXujr6tU0ougqaXxzFP+Bz3dXbg8zd4D4+d5wzBjsuOmr95J4Lf/v5+UTCQbhuVE7BrBPmU69k4OyYkFTsXIOqcnUmLM2DgasEl/7bxMEDePsYbBmA0pBkMhLVY5g34uZGpK4uuTNIOp2I1v2X+4/b2Nuv1ujhUihnci+2Okh0SpGhC9ZWiBu/rffH4ztHRUXF2pKksgXLqw3sz+bhIfegjONKkOwAG8p3ne5zod1eO3TcY9nq9LqkmqXCyW39L3zMhmUx1Gl9XAZm0Xtbk9A/7oN2MoymLpNsivUZq1oUSMK1rY9y5XB2HFiCQWIpDn/EzB2L6jv6ri0eWWXE/siZnVrwD3yeYme7heXUxZDDoNnkwz02gMijhHZjTzD/a675KukIh7fxOcnaGtIbgGAxbq2M8oApQHU6N+3F5NYS1XbUI1DIBuLWk2z78Q8gRPiXpn6uAwzBqs5OGp3PJ/u7uLm/evCmIBU0eu0XwbPqALdm/973vJUnOzs4KwkmSN2/elPdhXSORm/RsPB4Xx847uqTvqM17O90ZDodlcbwLON5c9fj4uGy46VQSxGOSnzZtt9uew2asSLO9xjTpKvKMHWmXCziexEaUTunt3J06wYMhj4BDIh13hZa/QZQWwIMWKWY5zaQfoCHMJ9crerA3gp63frf41k7QlVfQtZ9tZ+0xd9WbuWNH5MN5ePcPVYyRwliPCJrc398v+kkXz3DoH0Kn2Iuzoo9dn9bGfro+XZ+un4vrWSC7pL+9NikF/wdyA2HhBNilgWhFRCFaUB1yCkka5MoYWh6ny0m3Q633gEvSI2lJT9xO8wwWk+7t7fVOjSKSrlarTKfT3N7eFr4ChEeVzdU+eLfT09NSmDg9PS1ocj6f96p+7EpLdCYa82/6iZQCFEHVFPTqvkTasbe31zvFzEUTkNhwOMxkMiloltSUTUnd53BEoBCntKAiV/SgJUA1oE+PR5IeyiENAtWyxI62Mu5eTcI4g9YpSICwTNSbYwLRuCAwGo0K0c7lQhbjxB/sHqTOe2NnFFhqsbzlSJZ01PIe+hwRt4XIfh6X+9t6SWc/ltaAImmbaQbr78w1eiWVswbQNWP6navGmlfg/zVnB19lqGuNU9JPX82bwVkxME6Zk27pDWkpVSUTuE5r4GNIb1ijxyRjQIHtPINiQdJt5glZfnV11fs8S7/oF6eAfI6tf5KUyhUiTSa9DcbpEX3z+Ljbqns8Hpf3p4LLO3pDAZwvgk+nQHUahAD47OysnL3BioaDg4OyWWgtFyGQMIaz2awUDuDUeA/SvrqyS1tpE5tA2s68bMriY/raAYc00EUXUi3SWnORruo7eODEaYtTOts2jo371u3kMwQe+sFFBmyA94IzdKHEfBuFHTthxsHpJLpFC9mTznnZGbVtW077Yy57x2hsGy4brtJL/1zNhvfj5zWH/E3Xs3B2XKA1R2TzbN45g2VD5ntMGFusymR1x7jS5cocKM5Vsg+RoF5TCDdFuzio5vDwsEwYJCWsQID3okrLBHAEBZExmcyPUIigCsvGBYvFoshcQGWgIfg2k9lMDk4RG41Gmc/nxamwaiJJ3r17l5ubm6zX68JV4ZhcmGHsWCEyHO4O9OZzi8Ui+/v7GY/HvSo1Y8FkhKhH5oJTRteWdFu3W8NI8YAAR+Ax98PkB8laPwf36rGgeAEKSvqbgCbd3oPmaWkLKJALJM1lR+z1swROHJiJeQK5l9u5sk0gcr/SbgdDc5CW8JiXq6urtM+8rot61sqxDLOW1ziAOyCQpZF58K7YLNmDiyNPuZ6Ns4O0R65BlKSDMH53EC+K4+H/oC1Ia5wIhl1PSozLjmC1WpXoUleIgd6O9hYPg0LX63VxcsgtIKsfHh4yn89LpKMSi9FTySW9AG3hfOfzeYbDYVm3imGRCs9ms3KwMAUOq+STFAfnFQgcW0g1bbPZ5PLyMknnHO2IQIB81pueMkGY9NPpNEmXxjmIsB4TITaTk5UPoFbez5pJk+dUq2krNgCKoG+Nolyg8uYP2KA1dc4e6tU5dqZ2IJZkgPpqW8Y+GCdQMO9kRJakOHzuQdt4d5wNfUym4iKFV2Qwx9wvbh/zywHTxUH6EbRHEbBO75NOrO2t8Ak4vD/v5KVrHm/QHXbwlOtZODvgLSmYhcI4FkdHOhxDtu4n2a2RdGUVg3Oa7AjjpVc8j+hnzR4X8pCk2+GCCUPVtW3bnJ6e9iQSGDhtM/fldCjpb6OddDoskOp0Os1qtSqodTqdZrPZlHMaqGCCvJCwED2Tbu2iZQd8z2fb8r6Pj48FIWKcJycnhV+pD2b2ihS2iecMCWvxnCpbSkEawwoTJiptSTokBDIz6kr6e9CZQrBzpM1eKub3wLHXh8bwLMabNtXCWQKUHag5VC5r8nhvHAgiZwJJvbuIEZYrq7yzz0/GOeNk/P96XhowePMKV0FNQ1F9fnx8LCtncFy107Oj9Hpa0n+LmM0jup9dOf7Y9SycHRMbA3Rq6oG0jsuGQiSs002nCZ7QGFMN/UEAPDdJcRS+F6QrRmKkwADyLBbRIww+ODjIH/3RH/XSBadRLqljADyPgd3f3y+HD4MEV6tVmRRsOGAZjYs79NPl5WVJlTFolPqs2thut+XcCIyW9r548SKz2awnE/ByKxD6YrHI+fl5VqtVcaBOs+ljLohuCGgQDH1R66zM2bJus84EvHLEtmWkhi3wO6eDjBepO0GU73gplzOHejK6YFFrznAsoH/QPcUQtpNPujTSwlzbJ2khF0HBAnwXJz7UVgc6P8cBx0UJa/tY4UCKbYfnexp9Ahp4hoslXornOfBtrmfh7JJuwjOANjQQFzwHncf/HYWTblLW6IHqYk0Oc3//n4Fx1OL39an1THyT6q7Q8h6Q6JPJJHd3d5nP5yWSwy1Z6Az38fj42NuVlr5Cg5fsnB3fpdqJ8wXBQQY7neC56BiT3cE9TGT0ftyXyJ3sEHQ9yUAn/B8H6oIH9zTX5vswXpDQSUr/gtB9wDVOi4CFDeHAeX/vo/bw8FCQmh0VF0gOezLBzj03m92mCPS3q73Yjm2PPuF3Tn1xoo+Pj0VIzLPRMoKUkq4KjWP0M3HOzhSsQMCO7+7uesUoxs+BHYeEbfP+OP7NZtNDhP4utuI5TUDCxg1maDP2YAE0/eSsxJslPOV6Fs6OSOAKmtMUBghuzUZFZ5vkhnOhc422gL5GhhgeRsmieNT8Nho+78FLuu2MGCh+x6RkOxxOhkcSQmWTFNDGAl9n5+80mKIEbUq6Ki+OlnWxpGagkqRbH5rka9wWRZOkW/51cHCQ2WzWk964iEAg8Y7OjA8T1j//UHADxYKE7XQYJ2/KwHtYfmT05wqqlyBCIYA8sD0KHk6XTJuATEhl1+t1sdFapmF7qwswIC0+izN1WortcizoarXqFQhw9A72Lro4dXT/EHRw1ACHvb29ElSSlOyB4Gj0yT0dqOhjc6iWxrjvsSfmHRyj+xzQYmDBZ2o0/ZTrWTg7Bqcu7ycdKU5kYsDgV0jPrO9KuvMlXUHj33QWne7ImOw6Gq4Ho3YBxApxa7JqlOlUlHd4fHws2jbaAqoyr8jE4jOU2Y1ofcZF0leV47AwGhAVfZX0eR/ahQHTLyasMVivz/X9SZ0wQH5eG6blMdvttqBTfsck57sEG5a2OW2DksBhOgD+tBTVaSzIem9vr5cqUfBJUlaAMFYEZgcQT0gcqJGdCXYcsfuWCe/UjTaiybOCgABPX9T8tdci068uBICOLUchYDMe9B82yFyj3ThrnuEiDqjNWj/6tk6XKdzwLkZ49KfnFO/OXHjq9SycnVNWILwditdEknZYU8XgWSsFN0IqxIAQEfk9zzW3xSAxmfnbPB68AsaOEzbfgqNMUuQmy+WyREPeFcdsAttSEy9qp1pIZdIc02g06lWmmRh19K83Raj1grTfVTHaRMXS/XB9fV362NouL5nbbnd7+OHcSI2Y+PQt70MwAB0zmV3YSTrkb0RhbSSfqWkOT1jGmHQex0L/47BAaub6CLymLJyGuULtogFBAfsguDG2FCZAW/QF84IAwuUCnZeOmetknOtgQF/UhT7G6afxpfybvl0sFiWQ4ORMEdluGWPuhUPHbi2pcVDA4RLMv3NpLGkf+iZSlaSrhDHJbDCWNpgXwYhBXaAVo4LJZFKId6e1LsWb2DaBSwfT7vF4XOQRFofW+qfVapWjo6Msl8vyvMlkUiIzbeQCUSLHYV0ofVSrx/kc0hdHa96z5hqRTtA20J2LDP4OQQVuDg6HC8eRpLeygpSpnkhJf3UDzuz29jbj8bi3DhZUslwuSz+xWgTnhMNm7AlGRpb39/dlhxc+S6pl50ebcLbOJOgLUnlsMUmP0wJ54khwzA6+2IeroqTUpM2DwaCMfdJp5bAPbI2gQLHAQeTg4KDwc1w4eVJ6ZziWJHHRr16LzP14b4MDo2eoD8aOzWyZN3UKjq25vwgCfuZTr2fh7Mx5IAEgguGAKL0zQR2NQSKG+ExiovrJyUlvvyx3YJKSKmJ85pAczZJumQqGhwHY+BlEJgDtc3rMxoSTyaSk4YiQmbjb7U7UyRbvGBETgndm0IfDYdHPOV3l8tI32mvyfrlc9qQSw+GwGBYbdjI2VryTUnmyMF5GNlSJeS7BiGhvp89k5l3MMX755ZdJdpIbJon3PyMNdYWQd6SK7OIRiM52Ye7RKak1e0x4np+kPNfKApC1d0txCmhn6aIF7SEFdfZC5mAezU7aaNYSKhwSNsucg4Yx92in7fHi3kZ+tJn+NAjhb+8YXQMCAqc3QWjbtrePH+PEs79NGvtpI4BP16fr0/VzcT0LZGcOhMhi706aB9KAuzJ3YI0a0QUu6eFht80REcFVL77vaO6qrLdaJ7rQRuA3aY7lHS5aJCnFAfMP7PNGysx2SLTj+vo619fXmc1mJX0jNYFjdGXaS3jMeUIFgI5c/KG/QCCMBfeu9ySzNuvm5qZsfMo7+CJScy/QIuk/zzdt4eodshXSRC/O93kbXpTvk8TMNWEPSUoxwn1l/shCXOwTexgOh1mtVqUtlj+4AANyYrywUfrUgltsAbsjpfM2ZG4X75CkVION8JDteA9Gt/FDagb62NSIi343NzeZTCaFUmLMzA0zdpvNpqAxz+XNZpP5fF60grZBo1fuRXuNJMm+mB91seObrmfh7Kw5YiKYBCctgTzHCJziumJD52BQ7IACv8E6VvMZGB7pCrA96YzCi+5JU/leTQgzsXkPhL4Iaa3aPzk5yXC4O1iG5WWHh4c9we58Pu8Ryq6Y8rOkv3kjjoI2e4NEnpH0JxF97rTcQmunlaYXfKQj/+b79Ks1VPRfLS1I0qMAoDTgblx8SnakOMvifMaBOStLNOgzAqglDhS+Hh4eiqQn6TR+VC+TLsV0ldwbAbD0j+IZOzNTlPIYMm68F2myKRpXXrEneFucRJ3i2VFCNTi1NC+NDblayrwiaMNLk6LjwM2V4zxJ5X0fgozTdGgOa/+QZI1GoywWi1Ix5ve01TKWp1zPwtkl3XmarEl1tQs9ExU/r6JI0uNQkm5iW79nMp1nOXJ7eyCiE5HY1bskPaM3P+eth2h7ze3wh3bzTHYwgbNjgmJo7BJCX2HMNkwm9GazKe+GA2iapkgouF68eFGeSbv4LI6Z/uFvOwXE1ThXKmTWgvEc2ojBWzQLcU5/4jBxQi6WMOn5mXkvzm3AZhg3gp31YEza+uJzTLZkVwShSEVfjEaj0j4UAuYA+SxOEJudz+dljF304v3pLwI53Bz3oS+tBOAyJ8h3nSHxM3OTcI0EhrqqDGdn3hH7c/En6e80hK3g3JhPDm5wgDhiOEXrNi2dYbyTHX/sMX3K9WycnauUpDBJR5JSYbQROx31/nQssbFg0UaCnMHGDgLhjyONK05JvwpnR+nJBUJgwrNUighutGjnV6OcpJs8joq8v0XBRkr8H2Ol6mvRLw6WiXp5eZn7+/vc3t7m6uqqOPhaV8gkJcIzqe303Cbel8XoTreTLqDxrtvttlS4QSJMKtri92accVKgTeyDMeB5TdMUeiP5utCVz7579678zDo8lsDxWTvvJGVfPKeErnCC8qkWcw/Gdrlc9gpOLtA4wKONdLECh0Q1GyfqSjVODwmWd+whYHBZ1WDJELZnOoJMxRskmPrBbrk/Y2VaA7sw8jclcXBw0Dt17NtcH3V2TdP8p0n++SRftW37j77/2b+X5F9P8ub9x/5i27a///53/26SX0/ymOTfbNv2v3vCM4qDAjE4l0+6HB6vTzT6kPIbB8nEs1bHlUIjDwzfxoTYt658YoA4NJwjg8Z3LfVA3sHneA7RDf6BLZt4V0tHWB5GRLUMAr6KdB7HCRo4Pj4u0hV4QX7OluOvX7/OYrHIbDbL4eFhrq6uCm/IM3h3nOBoNCpcVp2m4Pzv7++LMyBak/7wfqAdO1hSRe7lgOJ0jncB8Vk+UvONyc5hv3v3rqdzJPAwzlYEUKnkfnyOXXFWq1U5cY13qHlAns+k53u+cM6gHQdj0L0dNo4DZ4SdkIJ/9dVX5R7z+bwnqyKLapqmaD9pL5+DmmnbtigPCO6AC28KQGADMVL5p98+xCVjE56H2If5Y7fJYOLbXE9Bdv9Zkv84yW9XP/+P2rb9D/yDpmn+VJJ/Kck/kuQXkvz3TdP8Q23bfuOaDl6sFsEm/UM5bOBMFv/O8NjGmXQpoyMR9yPawfU5HWvbtpw0z6CQFtnhmRtzWZ6Jz6oHFsAn/VQEY/vqq6+SpDxvsVhkPp+XlBzjIo06PT0tfYZjI6qC5oxKLi4ueoiEw3bu73d72l1eXubs7Czv3r3Lq1evMpvNeqeLrdfr4uDh9Vhel6SHVuif7bY7S+LhYbfXHlpB0KFFwvSTUaLHCu6Q/zOmIBzu5+KIkZftwcvk0G/RblMpBGG0bk3TFORpWRFtIjV3FmD7wMa8azS/A13hULBz9wcOmbHDKRHoabPTPJwQf9MuAhTvZf0jm0V4vtHHjD+2hY1jG5bLWLLD/IMaIFCztJJg7fs5tcaBeoneU66POru2bf/Hpml+6Yn3+9NJfqdt27sk/0/TNH+Q5J9I8j995BlJOo7HL4GRkctz1qqhL5HAjg0jdoqJ4QH/LewEbYFCXB3zhEi6QfLE88ROOi7PotHtdlscMZOd3V3ryhUng0FEN01Tzk4djUYlNeXzRGscYtJti07KMhwOy8+SlOMZDw8Ps1wuc3NzU9busvPJ6elp2YcOR4XhOgofHx/n5OSkl5JSuWyaphwGdHV1VdYJsxefecykQ3dJd1IcAltXuPluXWUmwDAeNQ3hwhS2RdEArpCKHxefI7g5reOZdWpN33iXFJA5DsbFFaiVWozuiiPjjeNhR2tskX7HkVmMC8XhlBoH6/SS9+BISXaK5h5wtvSrsy/SaYADO/3wPgYD/H4wGJRDobzkzAJm7IN7AWasf/3Y9f+Fs/utpmn+lST/a5K/0LbtVZLvJ/k7+swX73/2jVfbtmUzSnMVSdeBVNWY+HYuIBkGG85iMBiU8yVM3FKldbRIdh1JJGWSmHinTa4A0fEgQy4cQW1APM/pHXwWfeBnmI+ZTCY5PT0t25yThiYpnzk9PS0L6BEubzabsmKgXu3AxMDxgQjH43Gurq6yXC5LWrTZbLJYLEr7kxRniSMgpU3SQ9vL5TLL5TJnZ2cFQY7H456IOek4UirkBDaCAhMVFGDjp98tdfCKFl+Ml4XqToXtvLgffCWVYZPw9ef8NwHXGw84tUu6c1BIgQnINXLh/9hMXUTCFl3kSVJWsJD+Hh4eFkeb9Jf2WRzNnHFBw0UmV/fNedOWxWKRvb1udUidyoP4mZOcg0HfGIEybvW696deP6uz++tJ/v0k7fu//8Mk/1qSD9WBPyiEaZrmN5L8RrI7BhAuZ71e95ZMueLo3X5JM7wkiMukpvkbjMmRJen4O8tRbDwYNJ83Me+iAtGGCWOi1+VzlnWR5tzd3ZWyvt8bqcLh4WFxcj/4wQ8ynU5zcnKS0WjUq+zhsHiuOUtSCi+1sYSAVINt1A8OdnvlTafTgk7X63UuLi6K0VpdPxgMSvWS9wRxsKPsZ599luVymdlslpOTk8zn88zn87KVfLKbYOzNR/uS/vmq3o4KdG/JDfwS3CkXQY3ixGAwyHw+L1wRE9vpImNhdMHlCefdeIw6cF782xkLThMb9LpcMgHUB/VlbpHgz+UNM2kTK0ZwssvlsvQhKTj38+a0UAo4oaRDm2QktlsACe9glJt0RSsu5jJ6wcvLy16xxfIaLuY393/q9TM5u7Ztf8K/m6b5T5L8t+//+0WSX9RHf5Dky59yjx8m+WGSfP/7329ns1lJn0jpkm43UjrXRgTMheMw4oIMtfHyfxt20iEca4aIkExoTxxryljDaOkHhQVSzaQ7JYxUAudG5Q3n6UjOIJMi/vIv/3I+//zzXFxc5OLionA27ieqVKTglmvgcM1/kRa6KkZfnJ+f9zjGs7OzwilRLSP6WvJhcW7btmU3481mk9PT05yenmaxWOTo6Kjwg6S0DmKr1aoEONp8dHTUG2vLTBhfHJP5IhxH0l8+ZyeDg/uQhMhVRThjnkkgNRfsarmVAKBoFvnzHNAWjtzbw9uueQbPqwtlpI84CouKLWVJumzDVXyKebwrdrFer8vcA9G66IG9YtfYGzZJHxudf4gucHV9OBwWJ2tqAo7PmcNTrp/J2TVN83nbtn/8/r//QpL/8/2/fy/Jf9k0zV/NrkDxq0n+l4/db7PZrQ6YTqfFa3u1A2Q9gwqysPiy1q8l3QAjfuRZSbfVzvv3KbwP3I01UDgq74JB1OQ7IB3vKGySG6eMIZNiQ/rzruY26IOLi4t8/vnn+fzzz/P9738/L1++LAULczg4XQwKHdyLFy/KeQa+1ut16bskZb802kzfgh55jicLY0Aw8sL9tm3LCovT09My+cbjcSaTSUF3g8GgpOPwh3/yJ52jlt4AACAASURBVH/Skxfg0JKUyZOkiHoRi+N4GDdSQa8fxQljTwRY0IRpjSQ9B1QHRFemeW+jLCgQ24vty3QFztq70uDEaMOHimoWIBPYXQXFFmkrIKFpml6/gSJNA/AOOBx2xyEw2qZw8PQjmw6wIQTUjtv0+PhYwAoUBPPm4aE7a6UuVNX0xVOup0hP/maSX0vysmmaL5L8pSS/1jTNP5Zdivr3kvwb7wfg/2qa5neT/N9JNkl+82OV2E/Xp+vT9en6B3E9pRr7Zz/w47/xDZ//y0n+8rdpBFVKILbJ/lq4ilrdZWsim8vyoDqEj9wr6SKm0cH7tvdSs6RDfbV+jEjprXGS9BBE0j9ejy2UiGgmqb2CgHfYbreZTqc5PT3N69evM5lMyve9RpA2eT0pkRHODE0Zu44kKQQ3pLMJclI0+j7pdqoFNfiELyppvCt9AdJijJBkoM87ODjI0dFRIctBpZvNphwSZD4MNEKEB4XU3JAJbrbBN+JnPHke6Kw+KzZJyTh4BnYH0uH9LYeBf6aPqVpi56BwxgIawCsGQGuMKyiPZ5D68r5IbkCMRkTWrZp/tMQDZFVXs/kZaTJZDPbiwiD9yOeQs1CkIfPgHZk7IFR2+qGPoBTM3aLQYEyeej2bFRQMEnDZqQDVGH5fSz6S7rCVpOOiqNrA9XmBtkvtODnOVOC+To99IC8TD/hNOoMx19XfpFvAjP4Ih8H9LWNIdo6IIsTZ2VkuLi4ymUzKZ0g5cSyWXeD4j4+PyxmtyB+cpnqfMQcKO2JrBbmvU3ycPmkRbWfc7AS5D+kHaZ2/y32R3JA2eemQtzMnGHoFSc2huTjEM7ADquybzaYcFM596VO/K/3rIMvv6UOezcQk/cQ5keqZruHeTqfdd+6XpCP6KSa4Lbe3t8VRMBboFinmMZeYW143i0O1ENhOjZQcx8YzcGx+H+aHD9mxlMZ7BTolxqGZcki+fvzBP4hq7N/XyxMt6XalSPqDjMzBinGr7K2fAsnAqTnSwWNZyIohEpVwiBapuqDBQLjyW5fsjTQolLx48aLIL66ursrAMaAY2osXLzKZTHJxcZHpdFpQIU6XdlmKcXx8nNVq1XOaRrNUXvm9iWl4IfrK967JetAK96qlFxitnZ6DgXcv4fcgKhAqp5uxfA1bOD4+7gURqvH8DO6H/mRcHDzJHuBQ+T/vALdoXSUOzu+N08L2XEhgGRYSFYpNjHftSHEc9Bvc2f39fY+XZKMIHDZjA9KhL+kHS4RAul53Wp/Ba0UCjpFggPOythFtIv3qQGo5EI7bgZV+B+DQx16Fwee4XFxyBvaU61k4uyS9CYQeKOm28KHjiYY2GpOySdchVAaJXqQ/rtpxORIl6TkGp9JckLogszpltjo+SanM2pmenp7m3bt3JVXwJNjf38/Z2VlOTk5ycnJSjjx0+u60B8M/Pj4uSn9+hnP2lklJZ0SQyURLG2Bd4WYS8VkXUqAXoAV4D+vJ6mhMO0FeSGMmk0lZocDSJtaVnp6e9hAPTsSEOWjOqSvLs6zbtFAWB4xw3TpMHObJyUnPDnEOdXBw33NxPz5vjR6OjmBzeHhY3peVCk6tQWHYg/scJ+eggryLPgc5TyaTguQpZPk9CMSMW10w8ViCkp1SW4OKPdXghgDKvXlHZwK2QbI6AuNTr2fh7MwNmIdL0uvkpHN+3rOeqEonAYtdKSOiYWg2TtIqoigd7kqveUQ6m/bA+5DCJp3BOfJbSmAeC+Oh1J6kHC7z6tWrjEajnJyclPYbsbjyCRoA6Wy327L3GhwS6UHS50qTbm0i7ab66PSFMbJDaNu2aOzQ6CVd5GbM4GP4PT9v227t5cHBQVmvO5lMslgsysoCTxJLQUBApifgurxbhhEqHJF3V8GZM16MHTZBRkCaaLRIuoXN8rfHB3RjNGeVgNeG8p2zs7PSTo8F+7kRnKzF85xx8AY1Nc1uNQ52ZCmVnSbo7+HhoVdRpu20286JHVVMb3hlFLQS96jHgXbgTEGIHjtvQ/+dQ3a8NBEzSc9xgYSS/pmfdISJTj4DZ4djJCWy1sjOC0PG2Pib6Eok5oJPYoI59TXPwISojcWTyVwg6dzLly/LmlPetZaXmOzl30RTkBdrOelf+iJJz9HBxxH9abfRIxPGS/CSlA0IQDsYIBORvgAJWRIE6iZIMBlA8/wbh2dHTrtpIxIHiHN/zmO3Xq8zmUxKJmFFvsfSjoggYt4NlGF9HDZL8YhAi+M3N+lJTFrtgEiwpm99fgT6TvqWYIOjr3lv+t2OAjthGSIFAjsvHArvYSQL4nTf7u3tlW2sQHjeG9Fpsp03wQB0N5lMetwefUvAxmk7xf3Y9SycHUbsDjIX5e2aMG74Oju6Gqkl6aWWoDdO4eLzwG87PwaW1NKGwx5xdgQgNw6A5lnmgkhJmDRAfDsI+JPhcJjRaFSWf9UiUowXRIQh0WcnJydZr9e5v7/PcrnM3t5eFotFttttbwcL+pJ0HVTrYIMxU0gAAZv7Y40jji9JEc42zW4HDHR9PjAI58rz4LZYdnZ0dFQWozstor+wARzP4+Nj2RORdzMS5J0QuZpq8IFFFuS60k+wdNAyt8u78M60F26Q7YlMwSQ7Z8ROwOj+xuNxuT/vaiRjzi7pCgf0rcXR/JxngXztqDebTW9eJOmt7DEQMMft6+HhoaTGSQdOzDPT54AI2u7Ch1Go0SOBjPvVGzx80/UsnN1gMCi79dYLf4HBGL8reTVSM6JwqmBjBP04qsC/AcONzhgEI7GkK4Yw0bgnxC0Iw+Tt7e1tkVOcnp7m+vq6Z9A1smO/OWA+TtGTGWNxNfLg4KAUP1iHyvs5cvNvFtqPRqPSFssrLOdgjAg2e3vdwUG0wakWDhqDZ60kQaFt26xWqzLePvBoNBrlzZs3PTnPZrMp/ZakrEqp95MDJTCOTjMZI2+KYOTOWHjSm9bgj9NEp6x2vq5sgqpoT13pdmXTvJSlJJaQeINVxoM5wzxyhRgHgjPxvXEsOGn64dWrVwUw8HmAh1NZbBDn5jmHjbl4lOx4RNujFQPM26S/1x/oE/TsMfrY9Wyc3d7eXiGUSUOT3YuycSeTDX4KSI9huSprDZCjoVGKF59jXC5S4KAwDDrckS7pn0zmNZx1wYL2PD4+lojJBorJzul+9tlnSXaGM51OC+LiuWyxRDWYttSnooEkb25uyh51Rit8x/0BN0g6DsLmGUw4fg4CBLlQNbTkg368vr7OarXKer0ubWU9stvBKWr0E5MY46cvuAcpJ22G52EHGFZP1H1Dm21DjDG2VO/+wR8vlqfdIHsunotj4TsEIK+BpW3QAJ7YJv0tRWENMX0ErVLvaWib9XgaKZk73m63peKLHIo+tnOhOOdUkoBBlgFIsG2aPuLfzoBcScfebDOuJPPMp17PwtkNh8O8fv26ICIqUknXqRgPqQFRjoF1fp+kh95MlJtkdomdSeroRdqJkRjhwEWQyhJtHPFqtLDd7tYTsr06hnZ6epq9vb2cnZ2V/enOz8/LTiUYMkWMt2/f9nawoE2kW6C/tm3z7t27srAeNOU2gTJAdkxEyGoqvEkKyqQyTLqJ0VpCk3TbqN/e3mY2m2WxWOTu7q5URe3kQMCgVqPZo6OjXFxclOqiHTCTmM8dHBz0dtBwhdb8zmg0Kv3LcsTDw925HwQmV0jZnBNO0VVrJqUpDdqInQ6Hw2K72I/bBirGEdgB4TywtySlaHB9fV0cxM3NTc7Pz3uL8Z0mu4DDONOfzmCsiaPSyxwwdcT9eQdzqvQTcyjpNkH1tmfYoZegMe+xj8lk0rNZ/nZm85TrWTg7OsHCz7pMj4F5IJ22mjDHCRoOE+lMsnJhYI6G5hBxhO5Y0CYGw6DbyIwGF4tFbm5uSlXNbcKIx+Nxb0UA7aWQMBgMMpvNcnt7m/l8XgoOSco23KRbSF8IIJa10M+c4E4Bg80YqIiOx+NMp9PeBMMR4eRwgMhX4AaTnTO7u7vLbDbLj370o6zX64JGHh4evraVPt8hfU+6CURaayEwv+ed9/f3i4NmU1KyBOwBm4Jz9AYKjAGpNxfVbBczCJ44fQpgtMlkPIETdIZzPDw8LO+BYzeZX6eCXreKrUEBPD4+5vz8PDc3NwWdO6uhDfDNTpGdOiYdWiVjWq/XPSfn+WZkh7OmrwEA9LnTWf8MGRDZGz/HyRmYmLes5/HHrk/nxn66Pl2frp+L61kgOwSN3jHWvI9JbzaAtD6qTulAXU6rgMekS95mnf3NDLFBakRZ68OS7uwIbzzopUekyy7LE4GXy2UpapACwzF5LzhQHfen/WyV/vbt27KNe9M0hXcDtZBqsT2707IkBcWAgKgWkoYQ0YnE8EFEX3in+/v7rFarsizo8vIyScpKiMvLy7x79663bTn9RTTnd/f39zk7Oys7JnOKFCgbFFBzd0dHR5lOp4Wv9TpWxpf3QAtocfV2uy2nr61Wq5ydnZXdaKyp5D6uZFJk8gXfBU8F+W5k4tUEFtWCGkFKFpq7EEP/UfSiGk4KnHQoHgkS44x0CVRuLaWLe1YcQF/QTvO3jAWpr2VVVIZBh+Y5nTkxJ5nHIPJaosN3v00KmzwTZ8fFUidzK67ssAkkA4Ah0aF8D5huSUXSbadeV9JMdkOIMuG9zAZHaY4j6XbN5XK1k+9QVIDHwhnD1fAeJo6tdyJNvL+/z2w2y1dffZWvvvqqpIw4hdFolNevX/cOwtnf3y9bLeGEk12q7G2eKNRQWOHnXJDNJuwZG/pkuVzmJz/ZbXfI7sTv3r0rfTwej8uYrFarIj/gObe3t1kul6V4wf3NnZLiu5+orMIrwXXhnK32514EMt6D74xGox7XBFVAUMBOsBE4ZiakCXS+C9WByBvnBB9qiRW0DVo6JrWLIPP5PLe3t6W/XAl1oK9tCPv0ulkXG3CK2KzPWOa9vXgf7i7pHBEBkDQZrpI03FwdtAS2xTtCTSAJs76Q35n2esr1bJyd9WNJeiV4Ohotl4sARDHzGTZiBhb5AsjLe6VRCQNZsveaEaGV30knsMVB4UiZnDgA3gdHRYHCPFfS8Y61bogJ//bt29zc3JQ/OCec3dXVVe7v7/P69etst9v8wi/8Ql6+fJnJZFIc2MnJSZlM3JsKKsvJ4NKsWbST4B4gA5/QdXV1lcViUQowP/7xj3N5eZnFYpHhcFiKL4wLHJsPVLaI21Vq+CZ2brYsgftxwVeZ1EbfyP/5HgUxozTGBLQDn0fA5UwG9IvwcSbircOkf80Xg6YsJSEwmh/zjieupIPesX9r+9jdBmfveWSb5Pnm1TwW2EjNTbqyaxRHW7EZ0D/FQi9N450ZR8tJkF+5sm+dI5cLPE+5no2z804RTmu46BjvrACxbF1c0m26SMeyCwkd4918uTeSAAYSASUOyAPDZVkBDo5BwVj5jgcGYySCYeg25vV6nfPz86InRJTLmQ0uuNAWZCZnZ2c5Pj7OxcVFfvCDHxTkCwrBOCn7r9frUqmdzWbFaUMtMIlx7EYdFGNYW/vmzZt88cUXSZI//MM/zJdffpmjo6Ocn5+X75BGkgqZHtjf3y8qeSYUyMA/wxnbsTGOOBnSR1JE68FwDPThzc1NcdyTyaQUYxg7Ah8Hw1CMAblYyuTVQKBpO3guig5Jt3oGx3J8fFzG2VIf7MuCYWyTXa+9zb9BAykijtmFNPoMpULSbYzqwG1H7Co87TDaQwpEW3HAtnNQLumq+9t24bFzal+rML7pejbODoMhCjBIwH2Xxr2nGmlB0j+kxlIRRzVv8+z0wLs7uMqbdOgB1GUZS9KtMnAqigzFnAlRkZTYKeLJyUlPioERYnggBYyCdN6iZSq7cHf1Nt+kj0Z2w+HuIJ/JZFIQsPvPzo4tpljnWgt3meSgTd6Rdb4XFxd59epVxuNxbm5uigPH0fIdqITj4+OyCoRxRU5iLaS1X0YepGFMug9pzqyt3NvbK2lbLeDF+bF0DRsk0Nlx0c56dQE2a92gtXz39/dFWwnKpK3whdxztVr1jrkksBrtM2+wL1eVaWfdRvoq6arvRlekmYh7jbT4DNkIHDh2R+rLZcE39uk+xzEOBoNeyooNEzCfej0bZ+dBQJ/Dz3lhp66kgSAFS0/o1OPj415KcnBwUNJJ66IwQCYKjgsn6UnE53FGRDKQIBwDztBok9+BaOAfSN14Js/gOcvlsrQF5IFDY00kCOro6KinWcSpY4BOUa0t5Genp6fFIBGpslphf38/JycnhQOj30GBnJXB0Yuz2axISU5OTkpazXetcyNSI5alT71ChcmDpo7PW1TMmB4dHZWxxl7sIJNOvsF44OxBgxay4oDILMzfer1p0j94iX62RAM+cm9vr9gnBTA0iEiCmBfIeGgTuklQEIjNW2LZGcDZMmdwslBEBAVTAshVGAscuGVfBgf0JwETlM3PaoE/c6SWLvF9fm79HdItMpXaWX/T9WycHRGMCIxhEmUxVlJHw2pSBnMRwGMqmT5eEIeGIYD6GGxHFwYXDo/L62hxdEY6fN47gFDNtMbJpLv1XaSISf/8CoxmOp3m4eGhOKK9vb3CIeFwcJ5s3MjEMrJjUpPC8E6gRJ9gxt9MZgIB/cS7cMjQZ599lsPD3clok8mkJ2LFmLfbbY+Ep80HBwdZLBY5OTnJbDYrDoNCj4ssSQrXRHA0v8SkMWeHPfFc2m7nj30sFouCjh2scHpsCMFFCo3D5T7sXLxYLHpL4JLk7du3ZXMCBz34wPl8XpwkP693OiH44qScWdBn9CHBFD7U/cDcg3vknb1FGtlM7XA2m91yPqrivAfUBPaVpNAqrs5aiOzCEkWTo6OjXkXY56N87Ho2zo5SvquvSXdSutfnmTtjEvhySol8ArkH0c5VJJ6fpEgtiEyuOFpsyc8ZdJwn3/VC9CQF+Uyn01xfX+f6+rq3Fc7+/n4vZcSwiZwYMwhmNBqV1DbZraW1KBkCmwlF/1kqMBjslp/ZyZF+ICqmXUnHdcEjElRMHluygbGSxrJekyIIyNA7sdgpISHic0R+bxtUIwXey4p82u1iEAHUVVQoBhwq92vbtmwmCsri/ZBj0F7Gjs/C6TKOOCk7fdpOYefy8jI3NzdFCsO42anAg5kzNG+ITXJPH09KgGC+WeriCi5jZJRFUGOzUHPoXAYfzCHmDP2R7BwrVWgcqNdrs2GH5U8ujFjW9ZTrWTg7tFN0uKMLPBCd7SooyIKBrYl0HBQRg4hGlctk8Yc6E+7I1Sk+Q4qZdCQpRsFzXe73fvpIGzCcyWRS9HEYIqmTyWoG2GmL0ZbXFdJ3oAw0VkzypEvnQHakEDwXR2H0iOO3PABHzMqL8/Pz0iYcOo6O1Ga73e21hyNwFRoHBAoG9TKxGFuPHVHechWn667yOWiCoPmOiX8vsqe9IELGA3tyYHFlFfSCvgynNRgMenwz6bmLbk3TlOo3/WDemPXOJvJBtxRbXGTBqZEtYbeMHbwjbfdySPNt9JE5dMaNsWPVA2jTgd2BjQwFG/KKGBxh0qkzuBi/79yuJ0l6xuBigElSIgvaKhBRkh5SAx2ikUv6xQsmqJ0YjsCpDtGmXvPK5AUtkHpDqAPvPSFJ787Ozooj5SCY8/PzfO9738vLly/LImwQ0d3dXUklnD5gOE7/SDt4Lv1AX2F4RpuublmXSMrsTSpxiExEUJCF2Bgw/yelIbWiLbQNp2a0ZBTkgGIOFOEyRZPxeJyrq6uvrTE18jSXxQQzQqKdBFfTItZ3mXQnXbZEB8fAO/N51isTnFnbSl+5D4zomPBe8gbvjMqADU8JOHzW1Vjr2ehTa1CxEUu4ABgEAiMqKtkWZzPPrEkkpYVqqIEFnK35O1fi4ar9TFNZT72ehbOzp3fqlnRbPJmwNclu/Y/1O0QjFy5AbHzGshB3aNINPoPk3UmSlFPS0ZthRLSHCpOryk3TFD7LKdr+/n5OT09zfn5ePo9AFhLbqNVVWA82jo1CBEaFY7fBJP1zAu7u7nJyctKrnvJ8UwpMEMaprrQ5cifd6hSE2vQR7YRmMEUASjVSZrJiE3weHuzy8rJILQiCg8FuLTEiZBcmLKvAFqAWeB/bA7bDPQiuOEFXlLG9+XxeJjAo1rpNB1zzz3Bpd3d3ef36dY6Pj0s24MBCxkI/2fam0+nXqBrr7Egn2XHac832xPf42xTF3d1dLi4ues4OATBtAqlaVUEf4hCZAzhSC/Fr8MP/Qe6mtD52PQtnV0cQO6IkPfQG+mNgWeWQdJEbB2TnZikBKa+fwedNbHuXY1BJkpLeIaY138FzMNp6kKbTaU/+Ak83Go2KI0z6m2biSKkY0l4Hhc1mUxyKU176CseEI6Sf6AOcLKJd3oV78N6uKNMvtMU8I23yTiukrOZ6QKNOvRkjOBz6kPGxBGO73RbH7Kqt9WsQ3owfy7u8VyBpIqtefLgN98KR1oES/ZqlJ2jdQHS8m2VLLpLRDoLgaDQqtkgFHLtIdoJtfmZkDjID2TF3LNZmjNCbkq561QN95wzC9Ad0x/n5eXkH2k4fMC+Wy2X29/dL9RjnOBgMyliQRhNArq6uyjyGyqK/62WOT70+bQTw6fp0fbp+Lq5ngeyapukRw3BTXKA30tcavloUnHTRD67EFVv4Gqe9RETr+cz7AMedOn9Ik8TvLMtwmsmCfKA+qRbbEjk9g+8A8lvpDprwvn9o0yx0tVCaZVkgUS7agDTAcgHek/+Deng3dHAUP66vr7NcLksURjgMigUB0T5QoUXCIB54SsaMQs58Pi9bnCf9MyhYbO6zHxBqg5qSlHT17OysICFSRNvV1dVVkm7fQY8NkhD+Zt0z9uSqIjZseRH38yagpLEIpxkfxpW1xLSJMXYRB1s3r5x0qb8X2lPxBQ1zH9M1tAukStrJ0kFW69AvcMdUiJfLZcbjcQ+B825wdTVNQnuQ29SrNECI5nSfcj0LZwffA69iDgei0no0eJ+kE3UmXXVxvV4XYrfWdTnV4MKJucKIw+WZScdd1KJK7sekJM3xQOK8IJKn02lOT08Lt4aRmq+wWNlp0nA4LPvCMdj8vVqtiqaQ51LocErPeywWi4zH43KsIO/qPnPwsGaMdlIpZW+1+XxePo8zY6LhsC3rcGDxmJC+mJMidWH8sB1SLqfKUCNtu9tVh5UFbPB5eXnZq35TNeW9fFbCaDQqDqp25vSHUzj3DWky/WMtp9Px29vb4jiQ2FiMy+aqdT9xHzZZIMjVxY2jo6OyhyH9igbTFW5zo5YrwbchkDcg4RnQJ3yXczW4t+cO720HCLVBSty2bW+jDct5LKN6yvUsnB3X7e1tWZdIh+MAkaMQycxh8DM6hcHA6OB6+HeNulz9gqNwNPf3kxSDYvCNwDAaBsqrEXgXNpZs27YcrmKEkqRsH8UzaBvOnTbwDlSzQckYpQWYOAEXcuBFWAdLH5lvtNwBRImD8y4uDw8Pmc/nZUIiwuX+IC8HE9psRT/vY/KeoMAkMJFupMm/maS+JwGA8V6tVuXcjevr616V1EjeKIt+BmW1bXcMpBET7baKwCtmaGuN5BknikXr9TovX74s42g7s/aSSjg/c8EH+yNw0xb6He4WnV6Nml3ld5WUsXXRBAdrvtlFLFeDf5p8Bzu37MbcJv9Gr/jU61k4OwyVLYesSKejrcOxMNFaJaIYHQyasfaNPy6ZE/0ZCKerfNeTq3Z+VGyNUvx73pGlOiaDido8z5Vj3guHRkWYIgFtT3YOnhUUfAftlkXLTvdZtmWZCY7OZDqXnRrIkuVJVFxdMXRFlZUEXlHA0YFOrTy2FHlIm3AI9/f3vZ0x6HP6FvKdaiNptivabKhwdXVV7s/kt/wlSQmkBCgXMUDAXtds2QoTmLHgvQm2tbSGFRnc36iY/kxSijqWEtl+UALwu+12W9ApDptxwqHQXi5QFnQJgMA6QbKZZFfcoh+d0RBcsHlnSgQ9r4ig0La3t1fGj7FzNdgZwlOuZ+HsLLEAiltzlHTLxgyxGVDQiRdVJ+k5PD8r6c6d4BlM7Br1AcftlLjv4eFhTzphJOJyOs9lIjuttKCXAefzcEhIKuDQkq4qhTEzMRxFk67KSipnvaCXg/E9ou319XWpRmNoODjOPQDlMfn5mVdtgOZwFjgmECbbkdcVV9Jf+hqO7+DgoLc0CwRXbwzAJAKlO1sw7wuapnLKn9vb2zKxLLXBzrAVNs60xMkby/J5qwFAurZz2wrjzr3hYx0IqG7Sn7W0xsg26Q4f3263efnyZW/rfLcfW6Cd2KTBAePAMrra2RIQEF+bhsKBJikojov3Zvx9djDvAvWD3Oft27d56vVsnB2D6W13ki7SYCz8nIjOgCT9iQ2vw+oDcx0m15P+YSfmAIiCpJGOIjzb3IULE0l6jpaddxE6m6DebDYl6nIvDBxjQT6BM3p4eOjtnIJeCpQ0Ho97Cnr3JROGdJ+lRjggnkuEZckRE+P+/r6Q/KSzPNvR1ikqRYM6xUIaQr+b7/JYgHC4r+URlhhxD1YhmO7gM548IDJswdo5i5Cd3jLx7ehMQTjlwtEx4f1+RkA4ZwIa7VmtVmWdMwid77P21sHBfWiURh8TvPf29no7mlgeZNLfG43aCZEBfWjNKxupQnswn62bZOxcRKyLjgj6vaEH3COf+c5xdsPhsIhPcSBGSUSupFuojCPBEK2twhjhGIh0oBsmgNcLtm237912uy2ohvsh9Ew6PsnpjicxbbeWr2maMgFdqfPOvbXw9+joqKjuIeZJE+DYMByMBqOCD+Qz3qeMNhHFSS0eHx8L6e603kiNbZnM2SXdQu9amM19rYvkPankepWGv0dqzPiAhvxZIxhSIGwp6RwPfePxGQwGOT09LWNJ4KGdRs3mkBl3O2Rzxg56RoXWkWI3ziD4Pe2zaoB+ox1OAQmMLIkDOHi3ZfPHh4eHOT8/z3w+T9u2uk6mSQAAIABJREFURQdoftfPcKXbKftms8lisSjvAGfnoOQ14oAG2zhjZa6bPvbaXPPJ9J/n71OuZ+HsqDTNZrNCzLskb67KRDQQ2uJZ7mfobK7APAXG7CIC0dWpCIiMzxHpMGb/G+6x5iecCvN+PMdSCV9EbdJYUC/Iy6kTKeLh4WHvEGlOtydVow+TLp2zrIIoyySDb0u6tJQJAmeHsZtjoo9Bjzg7nBPbbbGG08GMZ4H8/D2nQ9iHJ5V3zeAd6CsvjeJz4/G4Vy3EKZqjpT12dLSDdwcFc3+nydgu/e0CiHlEEFGS3gYMPg2MfqI/vNUUp3HZuXCB2EGN9W7Ai8WicKj1xhDYFeMIR01Rh3lBpXdvb68AA6N55ijvAKWCg8Wu3TdkVnXfMqbfuV1PQD04FiJMkp6zwmDN4ZAWmgBO+tU86+m44HH4ucleKmZMJJARE8DOzsbHJHd0cqpcH2zNoOJgDMm9UgE04HWFIE0HBRwK59DC49B36MycZhIlnaJR9PH+be4/0KaNlfd3FZMxwXBJryHsvd25K8SPj49lay5X1UFI1o+ZC+XZXjVBQHFqRl+PRqOeQ/USMG8S4ZUkbAwBac8YsQUU9+eZoMQkJThYLmQdHMcBsKbV1XPGxtym+S2Q9vn5eXHYRrM4WQpR2KqDP1wsSM/rak2HkGHs7+8XioOfE7yxdQAJDs/yKuaCpWbYZE0r1dIkAhvfe8r1bJwdaAz4bw7HazzR8BgBJOnxD0l3iIhJZyYEcNkIxASyyV8cHYc383uMzUUDV+Dq0j/yGKMLp4/8rtZRMYlq5Me+Xq5iUsRgORr/JlVk04K6UmZnBofHFt8WCdOnLD3yiVHcz/wbDpt+g3Nkp2LO0TXxjtMhVQJtsIEpDsz0AM4Ax8ez+floNMpqteoVf/gbZ+ysAWTOGNZbUJnGoP+cKfBdVzzdJpwFxRPGmWDgDIUgQj/iiLCnurDlQgJFNOwNJIQDpdq53W4LwrUc5v5+d24J8wCE6eDEMq9k55Bms1lJpeGNcV51ms4Y0Bbeu65S13o67LTOhD52PQtnBxm8Xq9LRHBnws95zSvfw1EaGeE4zQXQYebucE6GyEmHzPgsaXPNA2HwOLeabDZ/YUMnJfB7JN0JU0mXzvEzDA7nx7uD7OBSSM+YxDhyEIU5Lhsav4Okhr9iQXqSIuGguEOxoj5dzbwSzxiNRiU1o33wkpxwlnSOglSyaTrdIGNUp2ikpYwRY80kcwaQpBz8YgrADhOZhtsEjYAtmAumf/ibYIBzNn9s1GL+GBSEuoAx4P5kEa58fsgRMK6sxMDGQW2sbMDRb7fbTKfTkqbTLuyYLegNDLzjj3lEkOi7d++yXq8LCq5lLT6qIMnXEDV9i9aV92WsHWRqxPdN16e1sZ+uT9en6+fiehbI7vHxsSjSiYDAWCIY0cWRjAhP2oH3d0pRl+GJzK5UEf0Mx82jwX84dTKcN/cHqepo57aCnqwoB7XC9SQp0ReukPcnNXHk5/4+I8A0gNN4c2AmjV2phEvjPpZLICKmv+vVArXey7tvELUh0p16wv1AJ8Abcg8E03WVkcjPWQn0BZVvy29c5YSvY2VH0i2H4x1AatPpNLPZrCAQr6El/TKFMhwOyz57lhOBGs2ZujJMP4FUfawhz7EQHh6Y7zvtdWEkSUHqoEmQPGnw8fFxTk9Pe+tvQbD0C8VD5iCojrGAO6dwcXNzk8lkUmyJdyN7OTs7K8iX1NXcN5ulJh1dxbxp22736Kdez8LZbTbdVkBAWZen64HHmfH/+uT2pEt3MACKHKQ3yCyS9NJgjtRLugXocH82cCadq2xt2/aWatUOmO/ynkwoigEUaugTE73b7bZwcbyXCyDmzpgE6KGcEtSTkglBezG6D22QOp1Oy+HKyE6Ojo7Klvd2csmuEozDWq/X5RwKHC5bmpNyMZZ7e7vzG969e9ertqItRBybdFIE86QUr2rux4UB+E14LN6TyVbzXdPptDhkggQpPxcFICY2dAVpH8/j3GCf/eCA6qJR0hV6sOEkZVnl3t5eOf7SabidJPdw4cSVfQKhNXWMBVQGnHG9eehkMvkajUGxg/M2XDSyIoLxYTMBBwH61v3Fc3knr01+yvUsnB1SBldWMRzIV0dAIosjvKMrBsTAWKkNP2jeBwNJukIHg+OCiO/BKew4QpyTyXb4s6RDLERgGzpGYN7Ry6gsagUdWlLBhUPzkiN+5g0RLPNwJdr6Nhc86Ke3b9+Wg65xDqyMoI/rxeGudhoNg1S4P4p+Dtjh53BwcITYB+9AsAANefMExtVEO/3E99mRg7HmPZAhJd1GlbyPl/p5zK2ZQ+MIikUzaZ7OFw6Cs4Kx38vLy7x8+bLHD/MMdixhj0R4RvST5mfh/ZgrjHuyc4iTyaSME0UyshYccNI5OYvQuawtvLu76x0FwLMs88HWCMbmEcn2hsNhFovF11a/mE9/6vVsnB1OiJK2q3PL5bJUH4laGDkRltQu6e+YkXSpHBMFFOCqFcUP0JwjHU7HxoHxueMtMGYQP1TxZXLwf9IIBjbptoMCYXniQ3xbj2h9HOklRHnSkcCuYG2327I1vFMsjBN0w3dOTk6KFooggJPh2e4nKowYMQHJzs8V8CQ95EH/0jYHqFqETBtYR81YUN0dDLqTqBAnswmDlQC0D8eZ7ILlcrnsTfrLy8sSEHm/V69eFfs7ODgoY3h0dJTj4+OyEgAk5FUXrkbyNwLpzWZTEC2fB92CrNlNh37AIZO9TKfT8nNSfDIL5Cjo70wN4LCwHzaYZZydKrsABoKzw3QVlgs7sKNzVRZKqC707e3tlSMQnno9C2eXdJPRkyPZOSKgsrVrVNQsAHU1FofJ5Ey6nUHMvXCBZojwOK9a1Jp0Cv9aMgFixFmYL4LTqjkwozsjDlJvnm2ExHe9CBt+BQc3Ho9LNczbItXfMTeGEyV1T7plaMluXSJpz+HhYeGxaH/S3+qdd2Jy4XRwQAQvIyeeTX8zWYzazVUaIZqnhLeDUgAtYGv0sVEHaNVBjb9fvHiRyWSSy8vLPDw85NWrV0W8TbDCZnGU6OUQdlPdJG2EakhSdjehHxlzghZjz+7JtJXgPRgMSsCk3Rbw0l/YbL1aBNTovfR+8pOflLHhXVwZJyj43sxLwIgzH9rh/sZenKajHuA+piMIgvC/1kN+7HoWzg4EA7JiP7qk26wPw91ud9vreDUAURkNElHPaw1xop54RD2X9SGoifjwRF4gDWJjkTxpEwZItAMBJR0vyOA5ha7Tdj5/cnLyNXG0t8cBwST99b3IO+z0MW5r1JJunajRItEWVOm0l3QQpf3FxUXW63URGuOkk25VBwWm+/vdAd9t25bxSzqOhvYwNpYE1c7Rv4PnrSUO5kYdZO7v73N+fl6cL58xZ+z35vdO91arVW+pE/xckrKUD2Tp1Iu+gyc09+jCEs7ZBTsHIYIWDhsO1H1jPVzSrdX2sQB8Btu4vb0t82i77a+e8elsLoY4yJj/NiDgu0470b0iiAYg1Gdh+BkgXRd+nno9G2dHpQkY6yiMIUD4M1hJf3PPepmLdV4sTwJhuaP4PhMJBMgOwkx6BspprCuxoDvOhjVnx2TFAZt/cXGBCXZwcNATaDKRcCCPj4+F60s6RIWjpp0sdfOaVCMXJpINF2PiD0GBSA03hCGbP/KaUtJi+tbpOKmpCyRJf9nV3t5eEQPzHFAIBY0PVWa5SLV5Xz7nYgYBgXQNm9rb2yvvTUZBpdoVSOzW6T47c8Bl0qdQNfTJwcHB1wIoyKUuujBO/J8zfUG25olBTN6xhntTmHPaT4X99vY219fX5V7QG9grSNSBmv7EBj3feCdnR3wOW6YtzJNkV4WFD91sNmX/R/rBxZlvIyx+Fs6uFomS5iSdATMZMa5adkHn8B0O2EVa4MmCYfJ5k/fml7iXU8RkF51IL0AzGKhPUnJhxHyP35tJAP9lw+H+8EIo0kESTBpf/AxuBYfnNJi+BblyP1IHJgkGyoQhhSEYgF4xPMbFUZlUmr7FqTt18h543I8JxsoPJhFjYkE43BMT01Iac3dep2yUB5fFJATd4VBBoeZ1Dw8Py47MBFXWIxtt8T6k4qZdGPskRQrjaiz0AzsluzJO6szzQfoOWA582ChnzYISCVCAAO+kQ4AnNYVjxi6ZGzg9+hOEyjuYEnJqnaTMF1fH2Ryjfi/sAwBi3v0p17NwdknHKZjUTLqSfNLxOUQMeBEXCJL+OkAcGSiFiFlro/gZkwCHxfccVb2Sw7o5R0A4M/Mn5itIlVg6hYG7/A689559SXopPReOnMDhTQQwEHOF9DnvfXl5WVI3HBBOzakQqR7vDcphkuBw+CzGDJmfdA4mSUETPIMlZOZHQUc4iVp6QoHKW2q5eISTIyUjlbZz42/kQx5vggEOm7Fh/S52aLRYV5P93jgIggXfYbUMk9z2wNjS1tFoVKqZTh3dZjZr4P5snc9qCsaSfqq5T9vVZDIpxUPs3ZX8JD0Hj8Nn3Myn1/RE0m035iIZ873e+Rg6x4XMp1zPwtnRaTTcDs66HyYn/BNkPIiCgTViYiBdPXV6m3TpHAZYcy1Jt0A56bZTSrqDTJwKMgg2ZkdLjNR/DwbdYvmkS89JsSh+wDne3NyUSZ50VUyeR9rMu4HUaHPdtzg4p6fmGRmXpJu0oBbWjsIzeYJZkgEfiBOFc3LVEGQDyiRNBd2yOQCXJzh9A6pxqgbqdt9iD4iWCaJ1JZ2dZLgf4+jNVWtKgdQM2+T+LoAYoYKMbWs8ywGQC4EwzpEgTtBxVZ6rdkz0Lc7PgSpJETnTzzh8bIR+huPzOm+2nuJ79/f3JbU3SrNujoIWTtecn/uM/q8D/seujzq7pml+MclvJ/lekm2SH7Zt+9eapjlP8l8l+aUkfy/Jv9i27VWza9VfS/LPJblO8q+2bfu/feQZxbhAXJ5YSZeu4PFBc5aU8B2gN+iGe7oq50oOBQMjGP7NxDUygYvB0HGcJpI/FPVwspDvpNRMRq/XTXZOlcnN+1rlj7HQThb58yyi5XA4LHylSXCe50CB8bioASIyB0V66ncEFXF/JjtOE0mPERTv5XTcFT8cH9W9D5HSFGToKyNvxhm9G+9o/unq6qogTFcPcT739/e9A3dAu7XUwmPt4IdTOzzcHeZNW7F3LoKYHTj9MZ1OC6pJUuQivOuH1AL0cZKiWaO/6yCK83Sh5fFxt/tM/Z6MYd1PzMe23R2Sw/vT5pp6sUrCARhnR1ZDUE26jIjvGYV+7HrKJzdJ/kLbtv9wkn8qyW82TfOnkvw7Sf5227a/muRvv/9/kvyzSX71/Z/fSPLXn9yaT9en69P16fr/6foosmvb9o+T/PH7fy+bpvm7Sb6f5E8n+bX3H/vPk/wPSf7t9z//7Xbnfv9O0zTTpmk+f3+fn3p5t4OkS5kODg4K6Q0XBzohlTJsT1KgOZ9HJkG0h4dw2kzUHA6Hpfhgns9prNPfpJ8OWubiqG0YTqTkuzzf0gLSHUtnLEewsJc2eRUKWzvB8zgdoY9N2NfasmSHLKmMJd0RlS56mJ+rERopMJIG+tOfdfWb+7CTCmms0ZFROv3nZVQ1x0qqtVwui7zH40QqS4UfW/IYQUvQ74w32YY5L4811XwQCpVOS6acTbgo4aWKR0dHpb/MX3u8ED6v1+uyPtXpn7Mf+C7Sb7blByWS7nuJIWmy007uyzPMc1K13m63ZemYq9D0Eyiz5gpdCGEMPL7MSZ9H8rHrW3F2TdP8UpJ/PMn/nOQzHFjbtn/cNM3r9x/7fpIf62tfvP9Zz9k1TfMb2SG/shyGAfbSlqRLh+AJ7HS8K605O0sd0MnBbSBQtlARLskSGJPHTq3hwTBYpzCkp162xDPqd2AwSRdrpwnvc319XQzD7zYYDHpnoZp3JO1yZdKVTvqJAgLqeRwHxgSJzTPcTlIa2uLiDv1G+o/Dw1nggB8eHnp7+LF/Xl1ppu9Ieer0BcfKIS30F9ITT9DNZlMqjNjBarUq44XOy1XDnyZzcLpJ8GSlA/1Hql8XLTzB6SPuiT3jpNbrdcbjcelbnDKfI6gtl8uSKkNtJN22+QiHWYB/fn5eqr3cj/FAsVD3ufueOUabACHcCxuvgzoX/cB3rXF1YHMhAq0d8/Cp15OdXdM04yT/dZJ/q23bxYcGno9+4Gdf25qgbdsfJvlhkvzKr/xKy7FsyERcxk+6taVMWBPMXuSfdJokyv1owIiyRkNJSrXHBLQ7kUhv2QTGbJ0Ye39Rbk/Sizw17wG/UWsCk27vOJCJCXHaYT5ksViUCPn4+JjFYtFzQiDkei0hDmwwGGQ2m5UqJcZv/oh7uuCTdAvVsQnLSMxdUiWmn9mQ0xor3uv+/r4sIgc9EERw+L4Gg0FZ+kZf+2jFpL/EDOcBd4bMBWfrTTQt2/H/4f28CoDneNxxxOwWY4TKNRwOS/ZB34KOaMf19XVxRLQb+1kul1kul7m6uioaO5wMbRgOhz1UNxwO8+Mf/7hXTLDNMs4u9rAaZDwe97hj5gw/A7FxeUmhK6suNtE2AxXs2YgWhOrD4J9yPcnZNU2zn52j+y/atv1v3v/4J6SnTdN8nuSr9z//Iskv6us/SPLlx56B87DQMunK00wokBxoDOTmMrQRU9KtkOBejkQ8AwO1rAV04WVOfA/DoCBBp7OCAYeMcfJ9IzPrrIbDYREA8w5JJza1Y3O6heGwFhgHQ5oJ5MeRkirx3nZeICHSINIYPxe0CUqwkt87hSQpE7tOb0lV2RiUVDXpDj6mukkRhggPQnZFD4dG2uhKpFGdqQPfgz5mXK0LTFIKPy5MOKDWn8dO+Rv75L1te7SNYEHRis9yT/qEyufj42MJHJz0xmqf2WxWELcrytad3t7eZj6fl9SU7Kdt29527Mwxxv76+rpnow7QVh5YGuS55CILCK3OCpijoFWv8baUy8Wwp1xPqcY2Sf5Gkr/btu1f1a9+L8mfS/JX3v/9t/Tz32qa5neS/JNJ5h/j63gJOuPu7q4IJvf390va6WoTzsPRns4G7YFM6HwcmlOKpC8CBQVRyT0+Pi6aM9qUpPdcBob7mCsxV4aTcPRjslrsnHTqdfN0XuLm9a6+PwJW0CNomfdaLBa9pWlIZ0B48/m8V6UGQSQpjpBJaeRBu9m0gT7C+TNZiMzJDr3WSBMulX4FcVDR9bJC2kiAJM2FlzXFYadNGo1DJ5h5EwFskjbR5yBUnJzTbS+rwxlhz7wrE/tDgb1t25yenhZbswQGLs0BHBoH+5vNZlksFlksFr3VDIw1bTOyo29B366u4syYlyA8ENXFxUX5v+cROkWQW02lGGlDtWy3294Jg35mkjL3sH+Cz99X6UmSfzrJv5zk/2ia5n9//7O/mJ2T+92maX49yY+S/Jn3v/v97GQnf5Cd9OTPP6UhpIEYrycBg3l7e5vJZFIgOoiCSWRRsRdA4zD4uUWtfJ7vk0o4JaR9Xqz+/7Z3Nr+xbtlZf7ar/F2usn3O7e50iCCgHhAmTRShSCAkhATpnjTMwoQMkDJpJJCYBGXCPwBISCESiCgBITIBRAYMQBESYsBHQE0nUatJ8yER+sPX5xzbVbaPP18G5d9+f+97fO5x9723Xeec2pJlu/y6an+svdaznrXW3lgblBALZteRhU6694Q2TZu4ikIiH4nFxC1CsRh9cSwRLidzxLO029v2zDS4SqeKoEzYeNPptBaaW5CYA7hU+uHzAJ31z6keKBrWBRccwwbqwe3y5zLXfV4GQ2eCHiTnNBpzQe4jMuENiBzBdSbpKDEfjsC6O/GVNbHM0sfpdJqrq6scHx/XG7kGg8Ert8A5j81J0yboUVKMm/k4OzvLyclJnU/Gb97RqScoEfPUoLo+aICrYw9xbBUI324sfaKf5t78vsw7Cpm5ZC/4wnJ4WMu5k91NBbypPSQa+x9yPw+XJH/2nuebJF99cA+Sav1wH0spdcPANTj3Bh6HTWwX5K4PHWVWSnu/7NnZWZ1QIxwvOHAfQWbD8Z6gICy989dAVWwuIzEEEb4DpYkgmahno4IAgfF7e3s1N8rkMPMDL8PmJJDAuEF/SaobZEWPcCV5xXVI2qRfBI7cLISRuUu6h04yz0lb4cLmJMLOeju3EiTiYAvUBePGsLh/IG8jCmSK0ivQoPlaFDrrmXTvLgaZ4OJzP0jSIjvQtZEk/K4Vt+89BWXZhTM/fXp6mt3d3Q5dgsHBLfWJKX0OGM7RHhJlcCgl5s7oCSXpSCqomZOILYNwpc7X7CtoAwjoJpLGXePLWOyuEjm3S/7QtlAVFLiMniAWybAWVAcXABoA4qP1UUpYIdwGElRpLBJ8hCsgzIn5FGFHaOk/JUsm4hkHChcewhG5/sZLUi2eeSQ2IdyaURrKAAWDFWaDj0ajOr4+8Z50b3FjDCgX8yLMH4mz/I6bZVTGZzityGVKIGxzPHZhaLiMRjuua/a62+1CfpyQynNOxnYVDJQCHCRrx2f5b6CxJB2lDuJDNnh9PB53Tp9BySbpuPr8jxUGcmNuk4AYEXsUEDLiAzNQ1D4EgIi01wqO12PiPQ0IbODpE+9rRe9TSjDafYSH0b4vJcevuTEfppbe1BZC2YFIsFLO3WETI4goNoTFQu3UEzY+P1sAk1aZJG0UyUXLKFQE0MJsBZa0CgDLygbqIxa7umxeR5bpK+/J/5mnMfJylApURnpCP/eMdAt4tKQNglDj6bmEQ3RjzlCcCKXzz4ymknQQFl9UKnDfAWiUcYPUPAfMt10qXsOQGaVi/T0PDsyYZzVpzjh8OAFG1uvpQFTSvW4RpXt9fd3xRJxegjJi4+MuwveyBhgdc79Jah9RjARxvA42Osib0amDMQ742b032iQgtbGxkfF4XA8v6AeLzAGC4EHAfWPLPOEN0S/mkjXqB7g8hoe2hVB2uJ0IOMKStEmLuC8uEbG/7/9J0lkAlILLUzj5lc9n0bCwCBGEOIqK90YogP2QqysrbeEzwQEaAs9Gc8TVqC/p5iyh4BgrQuEABX1CqfIz7tZ0Ou3MhT+DeXRqBQJlZds/Pp4NyrgcPeN9QHCOTJIPhjE6Pz+vhgduCrTST2tw7aTnjg2Pa0jtMOudpINyzTdh3FBoduOSdAwEa+CgyM3NTc3jTNK529V9YQ6cksFc+Z4KUB38Jhue3EnWAnd9Op1WQ8tcWtbdeD/6TaAPuTeyg5sEbXLc/NbWVnZ3d+sxUxhf7lYGPdq9t2fWz5NFMRLNB3A4t897r4/8H9oWQtkl6SAeuzW4jyaI7fqghBzUYKN6MREOrKaRnREXVQhwNOYFHaU0HwOqcgImKMzcg5OM2ShJq1ysyHl/3IakdXXoM+NI5oLGBTso8lJKRU/kRzlFImldFSwrws6ZYUYv/eN6HIk1CiPRmbrKy8vLzGazXF5e5sWLF5WwZw2NBllnELyDUOZ2+/fr4vI7iMUmgrOEuqDf29vb1a2GxkBBDwaDesEOyqqUkt3d3U5C9H11xSsrK3W8rJ0VCYYdxZ60CsFRUuTQ7rmDP6B1n2QCosUjYczsCdbD2QcoJlCuOTXWhXt/t7e3M5lM6gnU/aAJRtxK04ClT3EwTugX9hayxj6lT0SCmftPOhr7qTdHKZkYhIRIJYrAp3GYcPUxMmwEa39zPLhKjnRhSSklcwUEqIfn4d+4IwBXCaUBYrkvSRlSn9d8WgYbwX13wMO8Ji4pCtvnndlgeNwoCQQORWdkx4Zwblg/PYK++VBQjMnt7W0N/JC/BUdGgAbE4FIwmoMPKFZoASfwej5JTaJvBwcHdSP4iCy3zc3NzknVW1tbHU7P/BhzNxwOa24aRpTPIVDF884P5DPsfjGHdpVBYy5jpD8YYwcX1tfXq9FAgYMqbVRZa+SZcfYDC3By/eR5nh+Px9nZ2anH87PfGIOVpg2xjYMb4/NRaFa+GCuvN8eBoRgtm29qy0uyl23Zlu29aAuD7EBa/QgPiAnUQrgZVJG0pUG2xHZvse6grX4GvYu8seAOfsAVglhwpeBZfGiAqwucWwSC8nsb0dmlpmHJnac0GAyqe7Oy0t6YhQVk7J63UkrtqyNbDoy4egSXkPkD0dLslriWke++PQtUDncHAoJb8mcmbVqPOVzmnHH1j/MaDofVjWfduagZ5GeXjPl4+XJ+MRHckXP6HEVlHoxCp9NpJpNJrXoh3Ydxn52dVZRF/ihjx3W/ubnpXE0JP0yDBwUZsy6MG7lh3jmskzVFbpPUvWM6B3mwi0sKCONm7Xd3dzsu7Hg8rtQLMu6IseUi6XKrpqj6GRa8j70pu8R+5q10Yx1ldDQ0aRc1ad2LpN1I8ByeROcYlVI6hLT5JvNpKCEWuE+Mut4VIUHQHEq3InHdHu4BfYKLtCJzSoQjnc7WX1tbq2VR5gRNTDM2uB67/45guZzLXA18ktMLmCe+O3EXZdVP2CZ4gxFg/U5PT2tSNYrG843xcVoJeVUoOveFVJg++c/nMW7ey7mIuFumRAgKMQ74PJ7lu/lcK0Lquwk2sN702VFiDAPzgLKnH87ds1HgM1ZXV3NyclLn1OOl2J/mvyOvGEF4PruacKa4oHzBh7pvPM8eMLcMtQJ9YS4PXhjjlLT1r2RBmGc2zWUK6CFtYZQd0cykrY9L2qRiBmsOiU1HhM78B5uRDYPVYRH6PBSbCFTmyCfCAP/lK/CS9qJmLBllXU62deoFCNP9MALjd/6PBSZVgYgWioznHZ0mDYWSJebSEV9bRpCieR8Erc87Mi/MG/M7nU5rikIyD5qgAFdWVmrNZtIeH8R8uR/OyDfiAx06ss7YUcxsZuaY6KCfZ076qRJsYlJXfHqy1915YwRUHCFkrb73ve/VcYCiHVzDaDFuxomHw+twr/TPjRQZFB/zyHw5TQrFaz4cpb+9vV1Rn/chz8BPHx8fV776PuTvMjcAwQk/AAAgAElEQVT2pcvJrLhY+6Ojo8rhmuME/PQRN59r2XxIWxhlh8VHCH1yRl+Q7W4ipMPhsEP8O1WFz0haItjCCbLh942Njcxms7qJONLc1RAuEcO6gAzIHbMb67QZVxb47gQrciwh7i5heGfae0P60mxvTpAC0WK7SQ5OsFHszjm1JWkpBeaOsTj6R44fz6MMHAAxyra7zFqQ88XGcPQYd4tx8LuROQrXG9+b0rej2dg4iogsIk+g5LOzsxokcnTcxerMveVrbW2tViPYyPigCBAOY2ZtcKlNvaystHfKUp2DHDBWp244p9BZBb4KgMi761Gvrq6yu7tb5ffly5d59uxZ7Z9TfEopOTk5eeU2PjIccO+Nvkni5ypOEDRKlmtU+5kWjNtVR29qC6HsSFew9eVnrL9z5Ry1Bck4lcT3FJB2gHJy3hITCIJgAxMdYmLtZibd/DHcTYQdZWpUkrSIhU3/ur56g5mfxLVaW1vruFE8z+XGRDNR/vA4WHSSb5PUAx7hkwj5EzX1nDJPzmn0wQZsNv7GPBElxzA51w/LbyXBM3yhtOAp+Qyje4TfUVPmhfexm06KBmNzviHegNGEKQOMIqeLUMJlSgFuDiQD0kFhmN+1McTddUmXEaFldjqddpAc0fikpUyc3sR4mGue73s6RubX19fZ3d3NcDisJ79gvGjshf4YkGFcWI7rYn6Qd2QaFxv3tGmamnFg3cBnnJ6edu6zeEhbCGV3c3Pzym1YTkzFGjEJJHGySe2+JakpASgkE/MW+D7X5mCD89x4HyaWxQYZOF8J5cx3J6aaX+BZJ1zatSb/aDQadZJYNzY2aqG4U0sYizdQkor+hsNhnWN4IoQLg8AGtAtlFwXF5ZwxPs/1r31+hfww1svuHMS15xYDYyPHHOGOMUbkJUmdIxQd7lOf/wP5sHGtUFgDUx7maEF3rB1pLx4DBsTI2JwVhrGvtEGL5+fn9YJ0gi245PZQ2BcoSDwOZIsjtGhQK4wDw+Pkens4BE2Qfdbde8eBPGQZmXKCOUEIu+gYFR+ey5qQ5gMq98XdzAMo+KFtIZSd0QCLZSGALGbyELLNzc3OfassLJAZQUMROSqbtAoCdMVCo+wcNLALaOIagXBgBfRmBOfEWRALKA1yvB/ssOUG7pMftrW11XGjkpaD821OKAkfm2UFxvFP5N/hVpobAw3YveRnjBDKC2VEA30bFYLCWGevP3mVDrbwHubhbHDM8fIaiMOIzrzP+fl5rUhg46M0QBx2Q91HFCNzkHR5ZpSrDR8InZpWlLJlFkWA8eEZuFrXdPtiHA5aRcHx3XwZ/2PFfV+k1KgYIwAIcV0v88prPI93YSUIouR5XseYOm+O+WbtCEyZjqJf/fMT39QWRtlx9lg/ARGXDfLeybu4N/jt/YJwFpbJd6kRSjJpM7/h5YDVnmQrFaMweAg2yGQyqZsfAfb/o6zpx3A4rFFZCsWTbiImkB7XFiVhFAev44AFSJCDHRFcW2IiWiBglBL9vbi46NStOm3BqS2gMfOUDrIw16BUxs34zBvBw6IcVlfbqw69DjQHDJxKAVKiosRBrqQNOMBz2gNAfpAn5IO5NpVgZcm82t1FUTtQghFHednQsr7MuzlgFOpsNsvOzk6VJ/6P/qP8eN6KBmVMX/l8qBAr+cFgUNO6kFFQHgbZ/HrSejEgfp4dj8fVcPE8ShPvysFIR7Jpg0H3TmRTIG9qC6HskjZNAAXBhLtAOWndOybYi2zl5RC7SW0guKNSJshRfJC1DpAYPeDSESwgegRKRJhBU3AoKFqsK/WGtthJG00DofokWvoCeZukRscQ9KZpKvSHDzEiTdoNgGKhTwifi/h5nv9BoVh4mWuE1ZFaUCCbEYXK/Jk0Z00hyKfTafb393N6elrTNtisrpRgbinTKqXUoIADDtfX17WUzRF7+sUpz3bVHLkFdWJwjISStpYWGUSmXBeN4WItHPDgNdAp8235s+eAd4FSQHFaYTt6SZ/MX3tc5vEcQGJf8TN70uiK9URxkz3AZ2B8Pa8YCoOLpOWhjUL5Hc7xrQtQoDQYuCOK8ABWFo64EWk0XIcXQUnw/6AiBMdRQyC8+SG7eyaHnZvWJ0hRqAgA9ZWgLBTEZDKpryFMo9Gog3B4j4ODg1xdXeXo6Ki6mv2SoqRb5oTA46ZyVI/5FrgbCHY2Di6sDQjzBAr33DmP7+qqvUCHaFlfkO3mo2TsIk4mk4qwSynZ39/vcEZsQN7LPBiICOSOInZ0Nmk5OZCscy5B1E5aZy6cCYByQLnyHk5qJ/+R8TLP980tiesYSYwNCrXff58m0nebeU/kiagrxsBuOWuNLJk77qd5OGLNOI0enUeH0eKz4HP5XOgfDOjV1VW939c83vb2dmctCFxwudJD20IoO1sh3Cq7EE5DcJi7T9J68XiGOjsWgpA8C+XPd6jfEV6UrDmfpCXH+2HxfgpE0ro25qRIadnY2Kjj59QOp4AcHx/n2bNnmc1mOTw8rMLvQnPQE++NcPAeV1dXnSOvGLcVkQM6l5eXlf8xAiaplN8J0rDJ3KcXL17UfqF0UPhsHjL7mVtfonJ7e1vzvy4uLjo1txiCs7OzjjFkvexa4QayFnwW+XSWPQrcncyOIkXBjcfjmgiNXFqeOPXDJ95YEfeRFH1BccK58r54Mn4eHgwlcn19XYN2zm3sc4o+2JUoK31L0kGbyDCKFbqD+WHe+tFXgmAgOgyNUSN9MoUxHA7r6TzwsuwNj9s8Xr/m+aPasjZ22ZZt2d6LthDILulGZO23J6nhcYjJJB3UBeLwCR8ORMCtOD0Ei5W05L7ra402zQXy2XBPWBfcXucW3dy093aCKH0sjtMrHEFMUjk5zn07OjrKwcFBDg4OcnR0VF1tJ5MyV/BkWHGjELtbIGUQgO/2wOJDLSSpx0dhzc2dMGcczJl0z+Qzn9Uvy7Jr7QRxPnsymdT0lST1rDsanA6IGmRK0AhSG/4UJIFrDNom2fi+9bZ7bAqBMfieBOcigoxB1vQPZMVnkcdmmeKznQMJemRNORx0MBjk6Oiow1Pft79cz02yL3QHaR40J6KTusRJKyDyfvAJ7tQBGde+8jPzi6yZbkjm9A/8Hhy49549kIe2hVB2bHYEz9EiICzC7ckBruMKMiHm/OzS4O72BYGIEz9fX193Cvr7kR+UIIIG95PMD4ZkQyPASap7xAa2wkRx2RWHfD09Pc3h4WEODg7y7W9/Ox9++GEODw9rJNT8jN27pJvbZf6G7xTBM2YUdNPMS7/gjZx7NhwO8/z580o1zGazajiYI0fbHB3F6Djdg7W1gkFxf/DBB3WzbG9vdw49oJkjxZ0lEt4PhCAf8HwrKysdzpR5xBg6aMJ4WaukpTP6StSGzwEJ5I/ADRkClin6bLrBCpy2sjI/M8+RZEfSHRGlryggyr3Yb4zRQR7G45K59fX1nJycZH19vSY1m/s2390v9+Q7ipZ2c3NTE98BIoz9+Pi4ptCY0zXl9Fbm2R0cHNQTFRCupOWiHPpHMIgcepJpCDfcC1EcE9tOVTH5yuSar3NkC6FCsLh0hg3CiRCTyaQKAovmvpoT6tcyUtjNxchwYRDe8CcoFlDY0dFRHZPz/hyxZpPyvr7NyhFrLvexIgC5gTacMuHaUtaOjU+Cq+fTCcTMBbwYp+CurKxkb2+vzu/Tp0876TMIvO+EYM3JXWR8nm8Mj3PT9vb2qqGDf6Q5D9LcmY2ggxwEQI6Pj2vfmR+QpNNh4KnuS+3pZxMk3Rvd2AP0A0TUN4aMnfFxRwkKFpBhoACXy/+h3EoptbKB9yZfjig0XCzKye+RtNwriBl5ISK+u7tb62Z9/4vnuh8g/Ki2EMrO7lyfyMQ1wnI7v8wbxZsMlGSrZuXCZmPTM8FWBAijyWzD9SQVvU0mk9ze3tYNZHTKET4IOWgOoXKkCvI6mSu7s7Ozzukgg8Eg4/E4m5ubmc1mtUYzSb0vNGmLxxE6Kx0bBE7OcEDFa3FyctLpE+gQ9w+FYtfMBDREu/PanMhLKovXjg2Ae3h9fV3vuiVavbGx0amG4HOdy4hywC3FrWfdLi4uas0n84rLhKyBunjd11xa5rzhkRWSgLe3t3N8fNxBNrijyFjSngTMvF5ezo+YJ+hwc3PTOXCUNYNOIGGeSDl/d6TULjrzwRhQRv0INv/n6w1BbqW0J0czryhHSh2hTfqBRt6fQAqvl1KqC3t8fFz3jvMCTRfcl3f5urYQyg4+ButpjsdcRZ+XMcJDiSSpIXm4DxAN/w/SMUeIdeufDMHmv7q6qooLNDccDuu1iLipWCDe28LGZzqy5eoQowSKoPv5cXt7e/W+UTZ0khweHmZjYyPPnz+vc+CoL4KPC9fvG/PHvJJi4ioB+pykRkk52cQ5YYzdUVK+c+6co7GTyaT+D99By5ubm9XoUOS+ublZ77cFzZ6ennZcRxQbqMKb2AYFno4IPBt+ZaW9exglsre3lw8//LBuMoyelV/Scsb9ZFt+dtSdcfBZHJ/PBncqFtFp5APlA1oCWYF0+5/LPDBHRo12H91v1sz8Ijww+4K+m47w1Z3IqXNImX9kjvns8/Z9d9XemOXlIW0hlB3KCBdiZ2enkx7RR20IM4oPRdVHXk5FQADMvXjCTHqCFnBFWHQWgPSJyWSS9fX1WixNcbnLhhw0aZqmc9hjv0YTJJe0/A/WuJRSN/1gMMhoNKqcWpKOK3p1dVWTjJkfp2j0uSCQEGiK/vOzuT42nzlVlJaTnek7iAllCndE5cJ4PM7e3l6Hbz05OalKjk3IGpBszBqjbCnIJ5+Q9XWgwMEiUDmbifI7lDJGDJlzyoNdSKo8XO5kxcrvfB7ruLq6mp2dnToO0CT9AQHS9ySdIAjPbW5u1lN66Csyb+VBFYlzRFlb3M0+V8g8mScHoQEI7stzczoWF7ozDxhRxkAfbbj5G7yjlZ1l3OWUD2kLoeyS7hn8DlB4sAi+825YGNBJ0j3p1OR5/2Zx5xOZTyPAwHtBeINwtra2MplMsrm5WUt21tbWKtozonEyZNIeANB33dicCAKK3wXjbJSmabK7u5v9/f2qHOFKtra2cnh4WOE+KGo0GtUSIwcQ+Nl8mt09rwsNhQX62dzcrEXZbJ7+c2xcnkeh7O/v58mTJ538Qv6f1waDQd2oW1tbnby9nZ2dajxub+enEl9cXOTFixdJUo/q8no76k0kk/7aAFkRuZSK5GzcNhQB/UbZMr/me7e2tmpNN5F5ZMClXyBn/j4cDqsR4HlQuI9Gs2JwDtx4PO6UWZpKcMklRptxOHjTV4aub2YP4r6ORqO670B1fcRMw8gOh8NOdB/5s1LreyOmZd7UFkLZOXrjMq0knQ2LQkKZmctyAqfTPlh8FJlPNUH4kxaFnZ6eVkHGXaR/CNp4PK5cHZFCWx4nOdsdRwHCLzkC6eOWGPfKykp2dnby8uXLTkCAcWPVGTN9t/Uj0jybzepJGg7+JKm3U5Ge4Q3jdBzmjM0FCb2yslLvETWHAjLA6Jh7QrA/97nPZW9vL7u7u0nm3CPBDJADUT/G7RN4jVTOz88zmUxydXWV8Xick5OTDAbzW8Jwq/gfkChuJcaM90KpJq2rhHJomqYiZaNGn8yxtbVVI5eO/IJYcdNNd4DikVuqI5I2wwDlBU1j42AOGkVhMMBcuQRwMBjUQAPz63MbMRTIFXsJhdxP/cAgIb8vX76sPK2j04yZn1H+GAkrOdaBuSXlyQjyIW0hlJ2buTUayMeQngnw5LHxsUanp6cVJjMpkKdWkLhwR0dHWV1dra4uEBz3Cb4Ebo7ys6SNGvOz3Qdec5oF1tTH57iQ34gO5QixTv8vLi6ys7NT52l7eztPnz7N9vZ2tcpbW1tZW1urc+MjnOCixuNxvaCcQAljM38KesO9dIY70WavHaT83t5ezs/Pc3JyUhXO1tZWxuNxPvvZz2Z/f78jA86hYu7Pz8+zt7dXTwxxegSKgTKipN08oKd+RQPygDF1hBjPwagKN5eAA0qMsRIgYNwoa+Zoe3u7on+nl9BfKzaUL1QHSq2/sW2wbVhRInCSSZszx7rx+bipRvk2JNA/KFcMFsbbxtOBIvOxjJG9TZ8x4PCM8IAoYweXaKW0N6AhXw9tC6PsBoNBdVk9gL5P7pQQByAMjc0R4UpCzjspFOGEk8HN7ecLbW1tVaWRpBLkJlzNayEM/UWyS/PixYsqHAgAY/O4cQ1Go1FevHhReTte9zHuuLUWmP39/QyHw+zu7ub4+LhyX0l7F0PTNDk6Osp0Ou0U0fPebLIPPvigJmeT44WgbmxsvFKPCvpMkv39/YqSWbetra1qodmo0+m0GjXXcdpV9DytrKxUpLe+vl7dte3t7RwdHVUZsMuDITHfy9r6GCTGv7Ozk6Ojo050n81JgKBPozC/TdNkPB5XpYcBAfHgMrKpfdQW1IMNu1ONHG3Hm/DBDo4gI3/MJcEP5pn39WlAKJN+gT6fw5gcDAJt8T+8732lXc6rY08a1AyHwzpPNPpm3vihbWGUHQQqwQQGhXtCOgeoDTfRUSQHMdgcRktMKgtnRWqC2fAfizkajTrIDiXqpEdcATYBPyctJ3Z+ft6J/tF/E+pJeyQ2f6MvLg63MLFJHfmkT6PRKLu7u/nggw86cw6avLq6ymg0ysnJSbWYIEkngKJIOaEXl5pN7EAQ8wsxb+rAbhAK264N888a+7AAUIijwp4DItbM4/r6eg4PDzMcDvPhhx8maU/5Zb0IOuA+oeicIvHkyZPq7jnthzrYwaA9FBUjQtqII9x286+vrzv3fYDWXalh2bUbazRGIMnyZZmh8R4YKsupA3wOiBCko7+8J2uJ0vT+QmF6f/FMfw5Qgk5LQbkzLhsqpyzxmQ9ty9rYZVu2ZXsv2kIgO3x5p0TYguEuWaODDoC7DlsDrSHGk/YI6KSFwLih8D68F1ZubW2t42rY7fXxNLgBuMNYaKJySRsBJNrJ59kyQiAn7Z2auIXmh5gTV1wYyfRzFeEXHXiggTyn02ktH+Ozic464HFxcVEDHayDXVnQNGMGBeD2kQ9HEm0/lcXukukMuCV4S5+6DBd2e3tbUffNzU2ePHlS1x1eMZkfmQWfCZLktF/66lIru35wgSR98/ra2lrNw8QTwd02EjWCp++sPagFWUE+zIX1eTvXGePS+4gr1tfZC3gl/eAFY+VZqj94DU+BKhrLLY2+OvfSCJX9laReruNEarwnn8QynU7rPN3c3FRvyjmgD2kLoewgo1Fy3qgmjiHsnVKCgJr4BOKzSVFsbLwkHR6AcDjhd7sxnCu3s7PT+V/zIiwuvI2Vg/tEPWLSvfQZV8SL50CNw/W4fIwPQSPZFncMspfN6xQJ3gs+BH6ODUgaAEoP4eQ6vVJKTVp2dJy+uz7XnA3zymYn0OLNAB3hsUNvMMe43IwbI+MDOAmwEK0kJYf1RSHs7u7WnDrSJZh7b9BkflE04yAd5vJyfiEMQZ5knjJjg2YqAyWBrKMEx+NxZrNZNRA858oa+F3WDiXOe6PsUPZWXPxMQjBBG8sQc24FSf8wuOZ7+/QRn0U/eR4gY97a78EeZY/Q6Fs/q4GrMOEGH9oWQtlZYSXtceFJauCADdZfSAZtDY/S4D2xTkaQRkW2bA5sYPnhnZwTxcK6bAni2ydc+Nho+Io+gjNP6QgxxDcbz9aMzeooc79CgueYB94LhUt/UHIgCxPJJqBJfL2+vs7Ozk7l8EDBICtf7+hNbSRuPswRdfrPMz7wFCVDhYznD+WGYeB9SV52MGdra6vecQsvSaDE4zWKch4m6AIFS7oUUeXpdFojlS9evKiRVubFCJJ5IABikp/nzYHyGnmUGHYnhVvZOJcUA+W0LmSZLyM2jCo/G606ARoZJ6WI343GrCjNDSKD/nzQqeWEOfDfke+HtoVQdkkLxxFmE5K4IiZ67a71ERWojyRNFhRFx/s5ioSVYKNDGJNyYMGkD7hmGxsbVQhxXX2DV9LW+KJYnFzs3DgaaMdurAMhCD6pJ6XMawpdMI0QzWazPH36tM4DGwDhQ0myeR3RdegfBOiE4n4Sq9EpaJL14LMxJoyFNWZurZxNYCMTdpucf4eyxTA4EbxpmurGDgaDVyLXJDn3T7thLegbhD7eAq4YaTzJPGo9m81qZPvs7KyiKRsj3GLGwdwRgbWxoq8YKlC3PaGVlZXqWjsXNWmpD6+No6394BHr6X5DN7gMLGmTv0mVYY3oF+uPgmQM9r74m7MtTAHYAPcrLR7aFkbZsRFdLZG0uWBOKGZz2B2yFXY2O6iC6JYTMHFl4d1QLPA3KD+nI/C/lNiQv+XcKpSa3WbqAEEiCK83atJWhNgF9WbiWCksoRESmxbFxWc5NcYNA4CRMZdpF4I5Y75BcTYmGCtzXbjqRrSsNek0VppJe1k0hgC0RnM/GQMomugh5YaDwaCmonhuKUnb2dmpmx4FYTfQ1TZ8LukccKb9cibG8OTJk5yenla0z3o5Z9SpJMgMHCZj8ry51A+ZN1rHgBhZOc3KCdiuMXU1Ap+ddLMO7A73KyJsqEFkKGqUFDxoX3ExDhtxo0CUKn2y4fTrD2kLoexAW7PZrCoWh7uxNrbsoDS4DLux9xH+WC1zMnB0m5ubVeHg9g6HwwrL2ez+DCA+FhFlh/vhBFb64k1Hn83rgUho8IhsPMZg4t4I2AEe+sthA3bzjOz6PCGI2XmPdp0YS9Jyo045YUw876AMrhUbrV+sTh8wAjaAbLx+cT2Ij03Kse4k8q6srNT0lH5JGuT/bDarbh5I0qe1IA9sVBAVc8D6Mz+ub15dXa33kDgdw5uX9WNuUZ7mLlkbZBa5MfLuG8J+EIGf+Ttj8D3Ezi9k34F4+4aH1je4zjHtp3D5oM6krbKhj6BY88+mOZx65IDlQ9pCKDsGDLdiBGbhJkBh1MNr8BFJW2drpchGc5SoH8nBbS2ldDLvr66uas5U0p5MYauI0nXFhMnfpmlqVMkoFJTR5/foI2gFl4lcJi5m8abjfLT7cpFQhubk+NnKj4MKku6lNDzvgIQ3D9bWgunPdTScdSMi61wuUxkEH0wb9AMzKG94PPoEUgeBj0ajSi0wTxyWMBjMS8o4P7DPx15eXlYFSh93dnZyfHzcyfMyEuRQBxszIyCUft9wWC49TvaC+VhzzuwLI3kQOGNmbzg/k0AcKNPcedM0VTnh7XgP9ftHaSFr4nMQzZkzPnPRyDt8sJ/z3NMHn67z0LYQyg53BXeGDUDDsrIYRJVI6mUjeTOxgGxw3wNbSqk1oEkb2cKtg7CGtIa76gcoEBC+OBab03pBY0nqQqJ4nUTKZnUUOklHAdjNQjCSdgMB6VGGEO1OyMXV9NwilCDT7e3tWmYHwmDzI7TME5/POM0HJq/eIsY4mV9QpGs1WVcjFFxLnkWJ0icbFA59dCCEDeII/PX1dSaTSU5PT+vPrC3pMSh983++V9iKo0+mM9dnZ2ed8dmAgHbpO/3kOwcsONJvFGVj64jqfQE0mucPhQkPd1/wxylf9wUyzFWy1vTRfBx/M0/HuNifDgJ6L1Cdk6QeDQ8V0K/K+Ki2MMoOK25rwHfnmbGpWRCUkAUHAeC9WQAQGxbXDW7KJ1GY+PWmQmCwbCzW9fV15R9ADfSJUizcY+ddAd1BBPQ7aV12OB0UmYlkGsJEyRHKiXpYuE/nXN3c3FT0DOrE6FDF4U3svEHmBC7GkfKkGyFOUs+ycz0m69EPOrjGlbXb3t6um99oE+V/cXFReUA2EZ9jlMP/mns8Ojqqc4oxtYvN2Mir86nAuFROwSDgRaSWdCXWF0+EPlm+MFqnp6f1/Xm9bwydt+c0DBSV3ViQF3OKssQQDQaDjkFAqZDnytisWJn/pK24wKCbtyPDwjQM/YaiYK4wCOY52a9EtaGevp+2EMouaaOuSQtvk7Zm0C4RE87EUO7jwTu/h4lDMHyqRtIeUgiKGI1GNW8t6R7PlLT8BwoYISaUb+Vs9Mh7NU1ThfHi4qKeMnxyctLh7+jr1dVVPaadzUHeH7+DekARoCaXf9mtcwPdGTXD95kTYm34Yg5xYRF8k+JEpjEczAd1snbFWAuUsnOsjKatgJN2YzMPuP8oJdbRBoSN75NHrq+v85nPfKZzGGiSDt8JmkPenOrBWpjbw4Ng0/s0YcbL/ySpQR9kiARepyfxvBEW88+8s3dMNSAHTojnPTB0Lt3j7+alDUxMGSBH5gPtDYGUcY0ZA8ix338HyYzeQKB9FPmQtjDKzidzJN06PIIGs9msCizoisX2xJrncT4Tkap+6glcIWkmCGnSkrkmpZM2bymZW1ysD8oOd9Ln07Hgl5fz49p5jeOVuDWM8d3e3taLsW9ubjKdTtM0TS3ItxKij7iMz58/rxzfd7/73Rqk6N+ChdA6NwtFCfJhLaxQUES4l06DYEPy883NTU0CbpqmnrIMXWG3nN/hzmazWUVGz54966xx0t4aD6XBz6BKooAgl6Stp3WwZH19vXJFfHewCEVOEIbxg+h8nwRE/OXlZT1KnqoPbozD7bWSR7mZX2XebdTob/8EYRfNg/7Nxzp/lfekj64oMqJFKUI18Zprknme94dj8xj6cso8+bNsTKzM7CozXva7PYI3tYVQdmwy4KsDFEwYuUe2NmxuSGBDXSYVAtoTxGTbnQPZAeXN2WBdzAmaVHfyJ9FYp1kkLWe3vr5e85Q4Zy5p3RpXBmDRQXQcXQ+nhuvLWEgJQOm8fPmychy22h6Xq0tQXlhyEKIDJ0nrPmF9QdismykE+n10dFQTfEGSKDuQBg3Fj8FinphzLmaiL6urqzV6l7Rnw8FX2jNIWpLbJ+AQqV1dXa2VMbzfyclJZ6x25UGRdt+RJVKamJ+Li4t6DSEoifcixQIZx4g7ss37IWsYImQFI4Kb6qAac438o6zhvJEBnwaiD0AAAAmOSURBVI/nI5ccEETJIBsOsmBcmGfQvfPmaKwPY6Oh6G5uburaO2jG+jhF5SFteRDAsi3bsr0XbWGQnfPbnKuFhgfS9nPlsI4QqUk67lef0IWvwcrxPHwKn283BktoUhwkxlVv3KTkyKCtDsEROA+nUMCHOOBgV7vvLjgCzN+w8LgrjtI5XQHXhd8d5bbL4mx5rC4uJhYaqw4aJPpoVAsS5XRjOCxoi1JK/RvNqIE+9CtRcNf66NxReMZKcMMpHVRegDiIEjsCzDg2NzfrDWEgHXhIJ1wzT0Q1HUEfj8c5PT3NZDKpqMyXWiMzlkvoAUj6fioTcu6AHOvgAn4afcUzAqFBKTj5nudNXfA/fDaehNeNeXXKEc8SvWWe+hw9XhioGPmlNJFGmpqDJQ9pC6HsklRFAOflzGvC0obhSatQcGV4neRKJ2batWWRrOzW19dr3hefiyvYL1eCCzw/P6+nm+CmEvXkuwMTSWowBaXE549Go47wkCICsY+gowRJi+nXrSKczqVznh7KIGnLgcxpQjKTqkPRtce9vr5eTwzGKDhtwhv49PS0rmnSboh+JNIR3OGwPdEZioINgpIjqsl1g2xglBanONMf3os1IF2GeYVP4+f+RmJzoZAc0bQx8XiYK7IFxuNxpRbon/lTzplzPXPSni7tgJSDaygflPdkMnlFsaDYzOP1AUU/I8LRVicL475juBzdNnVkN9Zn4/G8o7coSfhWuFOoGp+4TA4lNMtD20Iou37kzblgzusBUYEwiAiyUI4KIURJK4RO2zBHhJJDMB2xJFUC3iVJteq+EIcgBcrCSsL98EGW5+fnNTI8HA4zHo9fGQPzQUIsGwgy3gqDeXOiM/2GE+qX1iXt8UIgAQSMXDJH5yChfdpI0nIpTu5mg6AYzZlyCXbSckNJG9QAsZBGA2ojebqP6Fy+57QR5sgI1aV79If0EfNH9G9jYyP7+/uVX3UCNQrSKRgYDace7ezs1IqY2WyW58+fd9KHMEgEHZA5jBnKz+ieo9bNVXOXB+kc9gr6+W/3oTYHPNx/fjY3jKwzTxhnKyPm0YDBAQryFwmmWf6T1GPH7I0k7VFmb12eXdKmirDpjN4QSpcfJd0LlYfDYed4GP8/6AihZgNxZ+fKyvxim35OHUJtBZLMJ/ro6KhGWx2NJJKIa+0TIZKWxCXCRN7Y3t5e554B5gClSiY7uWQvX77s5F0598/pJ7u7uzk/P8/nP//5GjF0hA4FaeXVNxZeI55FQbqQ3a4kY2C+UHBGeKwPisNrx1H4o9GoEzy4vb2taI7XSP1x5j3r57s3iLAbXSBbTruB3HdwgEAJF/dAXZh6cBIt6Ob8/Dzj8bgiy9FolCdPnuTly5c5PDysc4WbjAIC5SHX/YCD5xW3jpvuHGBhnkzBIP92Z5krZN7z5Gg5+wU5s8J24ID59H51YIY+kR+LS+66aOfqsY4+iMIn7DykLYSyQ8EQckYok7a6os89OYMchGeLZSFM2ioEBNH3gnqzoRBxM1FkbJ4klWNiY6DYkrbe03mASTpuDwqCcSftKRGeE5TLeDx+5UZ25sHlYrj1COFwOD+SfWNjI2tra3n69GnHEiJU/B+5YHZ3nGfXTyhNWm7RvKPR3mg0qpt+MGjvYwVh8tnUj4LaUKpPnjzJeDx+hXuycsSdoq/OS4OL9Rqh8OFwnUJitOOoNZcvgSDtWrK5reSRj9XVeW0sR0xtb2/n6uqqnlbz7Nmz+j8+WsqUC4aINeB55hE3nkgoiqKf5wZy8t9tuPr5bnbbUVSeP8shn2H+1oa4lFLpKF4nko1SY06RRSL3RtvOK7y9va2VLw9pxe7cY7VSyodJTpMcPnZfPoX2NMtxvW3tXR3buzquP9g0zQdvemghlF2SlFJ+q2man3rsfnzSbTmut6+9q2N7V8f10LbMs1u2ZVu296Itld2yLduyvRdtkZTdP3jsDnxKbTmut6+9q2N7V8f1oLYwnN2yLduyLdun2RYJ2S3bsi3bsn1qbanslm3Zlu29aI+u7EopP1NK+WYp5VullF947P583FZK+T+llN8upXytlPJbd6/tl1L+bSnl9+6+7z12P9/USim/Uko5KKX8jl67dxxl3v7e3Rp+vZTyk4/X849urxnX3yql/L+7NftaKeXL+tvfvBvXN0spf/5xev3mVkr5sVLKvyulfKOU8rullL929/pbv2afVHtUZVdKGST5pSRfSvITSf5SKeUnHrNPn1D7M03TfFE5Tb+Q5DebpvlCkt+8+33R268m+Znea68bx5eSfOHu6+eT/PIPqY8/SPvVvDquJPm7d2v2xaZp/nWS3Mnizyb5Y3f/8/fvZHYR23WSv9E0zR9N8tNJvnrX/3dhzT6R9tjI7k8k+VbTNP+raZrLJL+e5CuP3KdPo30lya/d/fxrSf7CI/blQa1pmn+f5Hnv5deN4ytJ/nEzb/8xyW4p5Ud+OD39/tprxvW69pUkv940zUXTNP87ybcyl9mFa03TfKdpmv929/M0yTeS/GjegTX7pNpjK7sfTfJ/9fvv3732Nrcmyb8ppfzXUsrP37322aZpvpPMhTLJZx6tdx+vvW4c78I6/tU7d+5XRDO8leMqpfyhJH88yX/Ku71m31d7bGVX7nntbc+F+ZNN0/xk5m7CV0spf/qxO/RDaG/7Ov5ykj+S5ItJvpPkb9+9/taNq5QySvLPk/z1pmlOPurRe15b6LF93PbYyu73k/yYfv8DSb79SH35RFrTNN+++36Q5F9m7vZ8Dxfh7vvB4/XwY7XXjeOtXsemab7XNM1N0zS3Sf5hWlf1rRpXKWU1c0X3T5um+Rd3L7+Ta/aDtMdWdv8lyRdKKT9eSlnLnAz+jUfu0w/cSinbpZQdfk7y55L8TuZj+rm7x34uyb96nB5+7Pa6cfxGkr98F+H76STHuE5vQ+txVX8x8zVL5uP62VLKeinlxzMn8//zD7t/D2llft7SP0ryjaZp/o7+9E6u2Q/UOOfqsb6SfDnJ/0jyP5P84mP352OO5Q8n+e93X7/LeJI8yTwS9nt33/cfu68PGMs/y9ylu8ocBfyV140jc5fol+7W8LeT/NRj9//7HNc/uev31zNXAj+i53/xblzfTPKlx+7/R4zrT2Xuhn49ydfuvr78LqzZJ/W1LBdbtmVbtveiPbYbu2zLtmzL9kNpS2W3bMu2bO9FWyq7ZVu2ZXsv2lLZLduyLdt70ZbKbtmWbdnei7ZUdsu2bMv2XrSlslu2ZVu296L9f4nwa3hlLcDKAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# blurred image + noise\n", "sigma = 0.01\n", "ub = convol(u,h) + sigma*np.random.randn(u.shape[0],u.shape[1])\n", "plt.figure(figsize = (5,5))\n", "plt.imshow(ub, cmap = 'gray')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:34<00:00, 146.45it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "34.14853096008301\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# parameters for ULA\n", "alpha = 30 # weight of TV\n", "epsilon = sigma**2*8 # regularization for HTV (since ULA needs differentiable potentials)\n", "L = 1/sigma**2 + 8/epsilon # Lipschitz constant\n", "delta = 1/L # ULA step \n", "n_iter = 5000 # number of iterations \n", "n_burn_in = int(0.1*n_iter) # number of iterations for the burn-in phase \n", "\n", "# ULA iterations\n", "t1 = time()\n", "X_mean, Xf, std, X_samples, MMSE_error = ula_deblurring(ub, u, sigma = sigma, delta = delta, alpha = alpha, epsilon = epsilon, h = h,inter= 10,n_iter = n_iter, n_burn_in = n_burn_in)\n", "print(time()-t1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'echantillonnage de l espace')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Comparison plot\n", "plt.figure()\n", "fig = plt.figure(figsize = (20,30))\n", "ax1 = fig.add_subplot(3,2,1)\n", "ax1.imshow(ub, cmap = 'gray')\n", "ax1.set_title('Noisy image(PSNR={:.2f})'.format(PSNR(u, ub)), fontsize = 10)\n", "ax1.axis('off')\n", "ax2 = fig.add_subplot(3,2,2)\n", "ax2.imshow(std, cmap = 'gray')\n", "ax2.set_title('Standard deviation', fontsize = 10)\n", "ax2.axis('off')\n", "ax3 = fig.add_subplot(3,2,3)\n", "ax3.imshow(X_mean, cmap ='gray')\n", "ax3.set_title('Average image (PSNR={:.2f})'.format(PSNR(u, X_mean)),fontsize = 10)\n", "ax3.axis('off')\n", "ax4 = fig.add_subplot(3,2,4)\n", "ax4.imshow(Xf, cmap ='gray')\n", "ax4.set_title('Last sample (PSNR={:.2f})'.format(PSNR(u, Xf)),fontsize = 10)\n", "ax4.axis('off')\n", "ax5 = fig.add_subplot(3,2,5)\n", "ax5.plot(MMSE_error)\n", "ax5.set_title('Average error between X_mean,t and im')\n", "ax6 = fig.add_subplot(3,2,6)\n", "ax6.plot(1/(n_Rows*n_Col)*np.sqrt(np.sum(np.sum((X_samples[:,:,int(X_samples.shape[2]/10):] - X_mean[:,:,np.newaxis])**2,0),0)),'+')\n", "ax6.set_title('echantillonnage de l espace')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison with the MAP" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'MAP (PSNR=32.19)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9kzPUlM0WoWoOBAKBQGCGmDvGS9BUhJOqjqa5gpJ1eR0v5OqRhxV42pmG44CGLuFYXnRVk1lMbVYoDbEpZb6lTDcHjY14njdPdFL6nEvYS6nmZdJ3tUt4CuD/lpSOQ0+9Xc1clsagDV3fJ4uVdnEmLHVY1OqYFJyRH+bYBILxBgKBQCAwU8wt4y1ZfVvp1yZx+ZYoZYylOVutdkrq72LX7RKE7l0tz5rtTAOeFT2h1P7DV/kl7Vh15f4ukafEV6Cqqux9W/mE+TH5znod+TzomozBqqOL5sdK5jKL9IRWqsRS7Yr2jbDqnJRNt2Ha34lZatOC8QYCgUAgMEPMDeMlm4yHeWlesprtlP+WyFFynSWn165jpaGUHqCHaYtta2eaK8JJPRdLAt1zsO7Hk/autD9K7Fle9lnqJSvb8Xqaasw61/e876wUmppX7qy1HdNI/2fV7anvMHbe8XrQezy4rfSkbdfK9krk/HrGXE28QLeBzx0ptExSXeXxqHw9KiStvDccI7fDT9uuMocRYqTV0zWE5zBVip5756pSazck7XprMpmGU9C0wWWeRugU1VPy7K02phGqMemC2fu+TGvxaTmLTlJnVxOO9R3zqKEtEuRpn9fhwWEv0A47m1iomgOBQCAQmCHmgvG2OZl465jkei+67oSRc4LREkHwMqXZXErgWdVZKkVeRxf2A+jOJ5ojj+e+S/b/5fdl5Xq1VvuWiu+1CofhMnhYLkfOXKOhTUVd4lSknTvs74C8Vw/b8vaj5967ah7anJ40U0LuurZv2DTMOTlMI2vcPGqXvAjGGwgEAoHADDEXjJfDWnV79lIldLUnaqEeVj18hT3pSr6rI5h35dZ1hVeSFKLUxuaxrbXl+Z3UQcvDxK3xVNqvXRId5ODVDnhSTHrOl4Z6lIYoeWzCBM9uSJZsbXWUYlJbdVctAUfueVk5wacB7Ttd4uBaKsc05C5h9NPWpAbjDQQCgUBghpg7xluyaiwNpSi5XmOwmnejZiMqsX2llLJ2xGkmFOBtdmVZ00rb6N1FxZNK87BXyl7mZF03qZbDYp3eJAyedrqG4nl8EyxZ2sZjTg4txV+pFqhkPHRJTWvJ7rnOcx8WU57k+5Fr2yt7KWYdSibbbfN5meZGCXM38RI0J6aSnL9edV6JGtVbXrteOkdZqlLu7NMlXMerPrTKlW5GPQ2UOJ54HaC6oqSOtkWaVp7/vpYozfF8mA43Wtva+1H6PntMQFYd1q48pbLwPu5CCA5r0pvUDOWZoLw56Uu/+dNCW7+XmE3aEKrmQCAQCARmiLlgvJaDjMdRhKtrJ2URberUHKtsa7dE9eaFh+lO2h/e/YK71uldKeae77T3yczJNA2VXQmT6dq3uTAfj3ON1beyTv7OdZXVeoe67get1eVhwd7QuhJGXZrQwlKTT9Mp0yuLRwVb+j5a77v2jsuds9r2NvegxGHP48TZJfQvGG8gEAgEAjPEXDBeDosdyBVh6SrQs9rS6vC6m0vX/VnZJ0rtbpME6Mt6DuMerVRzHru0tw1Z3mIcfMxZmoViW0/mXi35tPJWnRq8TFce0/Yr1fbzLWEAGtPVfDRK2ZKExwGyhN21tWM9G2vXII1BzdofwNuPWoKfaWlvNDu4Jze+tz3tHnOphqfd/8F4A4FAIBCYIeaK8batsnJ2mZQOEnNbmyN09eLlbMZaiebqn9Vq1dtOqTbAur5rSroSb21vnYRST1WNxU3qtVtqb590jHT15vV6wBPa7L4eeMbFJOF5bXVzaPfQ9Vl4IgG8ST9yiS9eC49fa2xpfibT3EiiVC7A7qM2r/Cu9vpSzM3Ee5ghFiVqwDaX95IJQ5uUSp3APNmzSqF9dD0ya5DXaXJaIRie++Gu/LkXPlf/cDgEACwuLo79DQC3b98GAGxtbQGYzgRc+ny65v72tMf7aNJ2tPa6hI1YoTltdZW+C5Z81niX0MarZ1y0jXOpQtd2JSN4M/mVZNvLned1c3gzonVdYHomSa0ejQy1Zezy4rCyAoaqORAIBAKBGWJuGG8buq5utTos5wBv2572+Cq1SxhSm5OPB9rq1sN+LGaiMUKrjGfXIK+m4ciRI2O/CwsLtawLCwsADhgsZw27u7uNX/r/zs5OQ5ZpaWC8qsFpqg21cW4969IxJduR9bQ53Vl9+1rkzfVCM3dxTCu0jdejqdItdagHfHx4QhGtzGQelLJn+Z3idXgdLS0tm+fYtPatztYxcQ2BQCAQCATceN0wXuBwVrpd0raVYpK6Jk13qdVlMd9S5m+Vl0zXWvlqdhlisAsLC1haWgIAnD17tlHHYDAYa2dtba2um+okWYjd9vv9ujydI5vv9vZ255Wv1R/TSjjhdfTo6mw36Z7TVVU17rVLnuOSc4RpOPl4bNelturSdkvs315nwtL+8Hx7umoo5Pjg7FsL3SvZK7oNnn6w7qvEFp3D3E28XSYa7nxT8kBKVc5t6rouqg/tOk/c4iTwxN5N04mLHJpoIj19+nT9f1lWQ0qp4Wxy4sQJACOnKZp4ZR2bm5uNviRZuMPR8ePHAYwmXAC4fv061tfXAbRvSchl9GLaGZ+mXZ6jqxqaMKlartQzXnt3LLWjtfj0fHwnmYC79GmbulvWyd8bKxZbgn8TvDmWLZk9ZbV2cmaqtj7Inbcc0bRjlpOpphL3IlTNgUAgEAjMEHPDeNtYXld2UdKGREnM6GGpk0vUGt7Y1MNQ2Wty3X///QBQq4kfe+yxhiykFn7++edrxqn1B9VPdR07dgzAiD3n7uf69evY2NgAYDscSZXzkSNH6v6j68kRi5fnf3uy9XjUf9M0LRwGPM6Abc43JWFBbec8zMbr3EN1lrKrSZ+L5fRp7dJW4ujVFoakoSS7l3a+xJnT+03mdfF30gtNY+BlrJ5cD14E4w0EAoFAYIaYC8arGdY9KLEv8P+XZlnywJsUooQJTLLbhraqLQmWt+Ty9Ptb3vKW2o5LNlgOkos7OxHj1UDlNzc3ARzYY/f29ho25JMnTwIYOUuRw5S8F23MUT8cOXKkIfPq6mr9f8lQuB2NjlHCDuCALdM5vlLPsQ8raUMXhuUZ31IGzfZvQXP+Kkk00cUZrKQdjq67NU0rEUkp2nI7A/7vTpud03POAys8aFJwx8kSOb1JQLRz07yPYLyBQCAQCMwQc8F4gclWxtbKnHuvlqLUbbzLCrHrqtLLDrquzD2rQM22effddwMYT2wh+/Ho0aO11zCxv+FwmGWn/Hoq/+qrr9Z/k91XXre7u9vJy73f79eynzlzBsDIlgyM+pOYNZUZDAYNNkuMfHNzs75XmahDk09jI9OwzVvhGKXeu22ycNurxUi9ZUruWwtd89hsvXbmWTBdb7RF6bdD2kQtD+lpsDpN9ml9j7TvuhUpYtVVeq/TGANzM/Hm4FEr8Zg9y8mlRGWqPTyv6q0kts36AE5ixNccgGQ7no+hdY5fTyE5XMVKfU+xtzQpnzp1Crdu3QJwoMJdXFzMhvBoTkiUnWplZWUs/7KUk1TGdL2latLuXYYzLC4u1s+FT2L0f6n25gsQubAADj6G1vOaR1gft9IJwXLK4u+cZ3K0xq/1rnlNRaXwOIvK8eeNHdfek5xDEy9rvQua7J7vpld2+Xy0LF0eVfje3l72Prqa/bzjdhoq9FA1BwKBQCAwQ8wd45105V9iPNdW7W2hAx6VXdc8n5osnv7QVr4e9WRXxxQqv7CwgDvvvLP+PzDuaLS8vAwAePDBBwEAFy5cqM+RA9TFixcBjJjfyspK/X9+X5azDjlbcfDMV8SMNTVvDlqfaQ5ifNVuJS6gvNKkDSDV+M2bN2uWLxkAzxddihJnG2+YiTbuJ3W+0WTytl2CtkQRHKUJMbi6tkQdnHN2kuctU4REW45xulbmLQeafdvVRGepr9uc7qTM8p3lcvLnpDktdsEkmppSBOMNBAKBQGCGmCvGq9lzvavOw7CJeexFXVmjVleXsB0Nmi26jclbIPZGK+Bz584BGDG4nC2Ju/sTK+VhO8RuCUeOHMk68FRV1VilW+yH21tlakpK2HHjxg3znidJ6kAyA+NMWSYB2draqvtGJjzR7NreRBBdHMq6YNqM18uwSplGiWPONBw1vQkqJrUxWuc0W7nFIOXfXLtXgkmcsjT5CPIb5PHV4LDs+3TOan/a80sw3kAgEAgEZoi5YryHxVw9jHJaad+A7knwPTYiL3MtSeJu3Tu/nrySibFpdir6JdslADzzzDMADjY2OHnyJK5cuTJWfmdnx2S8tOKVDFZjJ8QyeVIOkplWtdwW5bHNc2jjKDfGtFU0tTMcDk2PTG0vVllu0g0XNLk0WL4J00yMQLASF2iyaM/Q2mXIevae/aOt91CzNZaEsPDvoPV8S2ybOXmlJskbZmZ5tHuus/qjRKuQq8NCl/eev+PTmKPmZuKlweaJ7ZNoixOzduPwxCdaYTfWdfylKclT2vWF167XPkTaAMqFYaWU6hAZ6WCk5UulkJlerzcWy8px6tSphqzr6+tFu6fQOXJcAoB77rkHAPD4448DGPUVtX358uWx35dffrm+riSsiqu95Y5JvDzP9ayFEQGjXNIETYXmccTzjIfDmDSnrWamOj0f7bZJi5AL1eLP0Lpumv1mLaCtTHpSBr6Q86pWZflpLpQ8Oco98vFnb9VhhRzxdqxvqizftR8nmYBD1RwIBAKBwAwxV4yXw2I92orDCrshZlIaQiLPcRWQZ6cKuUrzwmJgnjzTbSp7qcbSylLoyx133FFnbyKnKmLAt27dwrPPPgsAjV2AdnZ26v4mxkfs9OTJk40+4o5Qkv1pz5lkOHbsGB599FEAwJvf/ObG/VFiD3Kq4kyX5CMWQXJypizvq9/v131DqvOlpaUsU9PYrszapd0zd67SmHVXTDtfLkdXFlzKxCZRM8o2LRW19p2R13EtXYkM3necwuG4bJ5+Lw2FKgXVL7UKmglHMxtY33XrOu1vz3VWf3v6wFunF8F4A4FAIBCYIeaO8XoSWpTaOS37gGRVbTZeKeeku5V0Xa1a8DpRcTuStCm9+93vBgA88MADY2kguczLy8u1zZQ7U/Ey/P8UwnP//ffX7RCbGwwGNYu9evUqgIPVPn9ekq33er2alWoMkVJTPvHEEwCAL3zhC0rPjMvJ7bI8iQcwYsfcOQoYd/iy2A8xa+qHlFIjrIrubzAYNMZUV+brtYladjFPHaUMQGNuJZod3qamzSqx0fL3OhfGpdkVve16HNfkLlYkD4emJdH63dJmeWyibciFU7YxXks+SwY5LqzrrO91rpzEpH42bQjGGwgEAoHADDE3jBdoZ3+5lQ23s0yrba1OSz5vKIZmq7Dua1rgaQ1zQfNAM72hlrqQmFe/36/tnLRbEF+ZSqZAGyJsbGzUtleNHRCTJK/o3d3dhg2UGOnm5mb9f7LjUmrKXq+H5557DsCBN7P2DEkunlJPsg9+X9I2TH3A6+Dsm+6DmDmB2+9kOzs7O7UXubSnaYny28Z/zi5VVWVJIbT3cVLPaF6PxZKs5AladILl05HzKdHSf/I+lnV6vXi19nIaBq2Ptecnnz337ZBavpxN1MMypXxWGX5MG5uHoSns6pWswWNLLqkvh7mYeGkAdJ1otMGoDWLrIyUHwjTUCbzuLgPMUtFwWGpy7cWT5XiYEMW7apu703WUZ3lxcRH3338/ANROVhyyT6nO27dv1xM832KPzlP9NGHxCUo6K21sbNRqbpp4v/a1r421S+U4qqoaC32S9ynVfxx0zpPphm8xSHXRRM9jA2U7PN+2hGYqaZv8SnbtamtTouuHT5s4vBMZHfcsfC2ZJaxJfW9vT5VZwqOm1CY9bcGtTbjagsWqIyeTJcMk8Kia5X3lvk9d5Tssc50mS5c+C1VzIBAIBAIzxFwwXi88ruHWCjF3DUebGsvrhKXJrR3T2LrWdukKzpP1iG8gf9dddwEA7r33XgAHoUOPPfZYw7mK46GHHgIAXLp0CcC4SjfnwLK9vV2zWWK+nP2RGvrmzZv1tdeuXcveJ9Uls1v1ej08//zzY+U5w5R9o626rWdHOzPxY9RX3EmKcPTo0bFjKysrNUsnFkx9NBgM6nKWM4zFwPg9WIxw0l2J8t9tAAAgAElEQVRdJLzaK81ByWIRnvfe816WOtVY8mn9rUG7zvpe5Bir9V1r67MSh6G2Psox6zb19WHC0up5+k8z+5XMJyUIxhsIBAKBwAzxumK8BI/9wrN7heaMMA2HJs1eZ+0WZLGRw0iiwJka4dixYwAOHIWIufEVrMX+iDFTKJDVtzs7O3WCCmK3nBlKJrS5uZldZe7s7NSOXcS6ifFSbmneNm8nZ6PVklfQ9cPhsNYUnD17tr6GHMKIwWssktrm+XFJVt7fdI7k0xy9pG23NM9yV6cggsYOusrgdfZpk4mfsxIstNVhhTR2ZYaaLCXMid9XiWatlJ15+pa3pd2fx/bpsft65dTmgy7fce2bdVgIxhsIBAKBwAwxF4xXW6HkdO05SJsXt/l47EYW8/W6vudWSbu7u9kQHivZN+8XDyPnZahezvCWl5fV63q9Xs1AKaEDeQpvbGw00tbl6miTj8AZL7E6noTilVdeAXDAnvkmC7KPORu2PFy1UCrqG7IRa+A2V5KTvK4J3/3d313LSLboF198MSs7MdibN2/WTFnzNJfHOPOVTNdiEB7tD8e0woO0c9oxqz2vXdLy8dCus/w+Sm2h3ja9KGVbJfb0SWTo6q1dcv0kx6wwLAse9m3Zj7tgLiZeDk+HtU3SuXOlg1+L57O2rrNyqNIEIzd05gNVy5gzrbi3NlU1TRCUVYnUqRcuXKjVz1J9OhgM6vvKOT9p2N7eruWhdpeWluq6yOGI504m8FhbKiM/+HzrPznhUrvD4XDMsYtfz2MsLYe3j33sYwBG6mUqT05pFL700ksvNcY03Z+8N14GOFiMSCer3d3d+jlJtI33SXMaa3JqJpyudXucpLwTfO4b0tZHparOkknfC20RTn93VaOWTEZa29q5UnjU+F0ntkll6ipLl29yqJoDgUAgEJgh5obxSqeBUuN7boXoabetTl7WwxisFbknmw5nuZIBlO7gwp2ELNZL6lZiUsREe71ezeKIedHv8vJyrQ4mBycOKTPPOkWslJj10tJS3SYlwCCZdnZ2GmpansRC9omVHEJLkKL1sdXPchclbhKw9iwmlT2p8auqyu7Vyx3ypPlEyw2toSQZBa/fozZsewdLWaOFkjAd6zqv2tG6TlM1W8i16WH02rm2kJmcfF421/WZlGo7tHY9ZjXvHFBSV+7vNkyifg7GGwgEAoHADDE3jJfgWTFpK3N5fSnj9dpnZHnvytWykVltdWEOKR3kqeVsSbIxDh7iAhzYIW/dulWHGlHIC0+oQffBnYikXDwRhjx35cqVxjnNYUj2qWb/JXCbKGfnwAHD5jmXZe5lHmak2XrpXl966SUAwKlTp2p5KKSJ9v3luzZ95StfachKiTO0fVepn8kBi7C1tdVgw5odnN9DCdPVrvMwysNivJ46vCyxDRqL8X4bSr5dbShhkFqCH8sePqm9WHP65Ody37o2hl3CTnN15Orif3vl8aJL+FIw3kAgEAgEZoi5Yby9Xk9lGhpKVuZtK5ESew4/X8J8c3Xl6uToGtpBoNXwxsaGa1Um99Xd2tpqJJHgjNcKZyG7r+Y1LOWTxwGMsXbP3qMEShCytLRUp2kkpkuy8xAibZMEmbSC26np2ieffBLAKOmI9LbmY1ljulRGJvHg9l9iw8TaZTrKLih9P7RnJq8rZSMezPo6gsWIcu+41addWNw0bN9aWU3OnC2Us2Htt4sWocs4mdQOq8lgfbs9NnKrTi/mZuKlAZy7cevmqsre2syr1vUgNxDa5NP+r9XhrVOrX7tO2+5MTjRVVTUcr/iE4MlIJOXkzla5j3fumOwjbQs1DTTJ0raAy8vLtVw08VKZzc3NhpqX34NU1WuyXLx4sW7njjvuGCtP/UcqZw5SVfPxLtXemhqQT8A5lWIuLrxkQrKum4Z6uOQj5TX9TEMuqif3jpe2odXlmYit/tG+CdbEwWX37FTmJQhtMlp/t6HUEcrzfCzZPf3RNr+EqjkQCAQCgTnGXDDeqqpq9Z2X2suyntWOBa8qyDLa5673OmV41NcepJQaq1ue/ENjvMT6NBUr1SGdfLzyWYlFrDp4IgzLYYMSfHzHd3zH2HVbW1s1073vvvsAHNz72tpaXQcluyAGTL9cVs5MaaySIxX95iBZLa9ThpfxczIMi+5rfX3dzY5ysuT+bsMkam5PnZajjCVD7tuQK59rQ1PJWijtf6sctctzhWvfGevZ59psY3oe+UqZqKcdrzZQ+9u61651tpXVzvHvrRfBeAOBQCAQmCHmgvECTRuv/G3T6VvGeY/hXmvH4zTRVq8lc+7cpKyCr77o/3x/V6qf2Ja2YuMsVaYsJPDnRXWS/dJiW21hDNQehehwVihTPy4tLeHd7343AOD+++9v1HX69Omx8vz+iNlSQgrNLq09L8/+tbz/pP1Wc8Ai8LFQ4jNgMYG2Z9EFbWza4+w4iZbIqsM6LtFVA1DKFkvLag5/slyJZsy6HrDzm3va82ghvONwUjuzdzcuia47wGm7z7Ve06mlQCAQCAQCnTAR400pPQtgBcAugJ2qqt6TUroDwKcAPADgWQB/uaqq61Y9ZM/iDMpagWnX58q2MQePV1/pKlyT12vnsOqQZa37ohUYsblz587VKzqqg/9N9luyiRIbPHXqlLqTEsHavIHks67neOc73zkmHyXeuHz5cs1+6X6IyQ4GA7z5zW9W29UYBIH3I9m36Z6tHaO4lzK3mcuQK/l3G7j2gX4l2+EsyPL+J3jGnNfjuWT8euy0bXVPi/nmYNUrn7m181ZbuyX2Q28/lDDcNk1ITsvmZdiaRiPHcC1WmEvzavl2EDzvGu9H+R3i1+dk9GpOvZiGqvnbqqp6hf39CQB/UFXVT6eUPrH/90+2VUITrxWvSfB2MP3tecmmiS4OAaV1AnnZe71eHctKO/Dceeed5ktGA+7UqVNjv8DBwJQDnA9SmrBpEtMcRHKyAsCb3/zmsfhgfn98ByIClb3vvvvqRYMss7W1VTtOURlyjPrCF75QT3a0FSKpybUFgoxvzpWTm933+/2GXNoY1xzfaJEhTQM8pKnre2JNvF3HqFZniSq3y8Q2KTwLb23S66pqnvQ6jSyU9pH3e+SZcDVZ5PfB02fad5o7dmqwvkcSWl513jZdn6uDf8802UtxGKrm7wHwC/v//wUA33sIbQQCgUAg8LrEpIy3AvDPUkoVgP+lqqpPAri7qqpLAFBV1aWU0l2tlbCwipxzFWA7IeXOlaq92sp5nDlKGIRXVeWRhavpaTVIzJCvlC1HMlmm3+/XSSfOnDkD4IBFLy4uNhyGnnvuOQDje85q+/gSmyP5KB80nZeQ8nGHL9k3pJZ+9dVXG9mzSJbt7e2a6b7yyisNmSV4bmiLxUnVu1fbQvfD2bsMJ9KutdT3HmcnzUHOcvLrqiHyaqA87MjjiGO9j23lLZmkfJYpy3IA4pjW96KrOUurw1IZ82Oa7CVMl1+nfXs8qmbLFCDLAPq+5/Sbq6ut/0qdqyadeD9YVdVL+5Pr/5VSetJ7YUrp4wA+vv//CcUIBAKBQOD1gYkm3qqqXtr/vZJS+g0A7wVwOaV0fp/tngfQ3H5mdM0nAXwSAPr9fiXtXl1tV6z+1mNtzlUlK3PL+aFttWTZbDzsQ5OBWCq31Vrlcyu2t7zlLY1j5Nj00EMP1ceISdIuQJ/97Gdre68Mm+H9TnIOh0OcP39+rC4aE2tra7h169aYzLRv8NraWm23JbksTQjZaq9evVrbdMkOzOXLaV44e+f9J52jCL1er2b3xGpJ3o2NjbpvpFZAc/TgY46u0xzXrHfI40PB4bHRlrKwkoW2xoQ0WUo0XZaNU2PkGgvUri9xNMrJqLXpvSbXjgeWPVdjgTmNi2YnLWWDvE7tfdKO545p5yw7bq7f27QXpf3eeeJNKR0D0KuqamX///8qgL8N4LcA/DCAn97//cee+to+CG0Tj/XiWR+iXHttE7DH8cALzyReoo46duxYPeHyfrE+GvLc8ePHG/W+7W1vAwA8/vjjAEYOVTKrEqmhv/SlLzXOERYWFmoV88mTJwEAH/jABxqTG99AniZaLVk/TcqkrqaJ7tatWw0HKvrlG9CTfHwM5jZs4JMyL8/VYyQXANx77711HVSGJl5adHAZaLFSVVXDy1pzVqPr6Fhb7mvLlEOYVAOlTZbW+2E5L2njlsveVfVtfWCtd816V7U2StStXvkIpaawUpW75S3skc+jAtZQGhFgoVSGrpPrLFXNdwP4jX1hBgB+paqq300p/QmAX0sp/RiA5wF8/wRtBAKBQCDwdYXOE29VVV8D8Jhy/FUA315Yl2v1mltFc9WlteIvXeWXMmRrRWQxeUudnJNPYwLE9N7+9rc32m1Tr+Xaq6qDzeQ50+XtcTz88MP1OWJvVJ4wGAxw7tw5AOPMmtokByP6m7cjnfB2d3cbzlHaipnO8e37cuoy/jexU7ntH5dBY8jE5Hu9Xq0FoFUx1bm5udlg+deuXRsry8FX7/I8Z/DaOPewTAtanSXjiNfjUQdb74SHRXrPaQzbelc9DNnSMllOPpb82nWe51aaxYmPMarfG38ry3Zl+1od2t8lmhOt7tItV3Omny6IzFWBQCAQCMwQc5OreZLgZIste229WntyZW7V1SanhymX2GC0FSnPxayFtXgYCoE7/TzwwANj56wVME8cYd0D1cHDZ0gessOSIxRPXqHtk0v9RnVy26nFDug6YsNUd6/XaziGWc5L2tglp7TTp083HLuonc3NzVouGULF+0NmHOOJBUgboO3x2+anIDENm1pbPRpj8byX3jYtltVmS6ZfTz9Y3wntes3W6MnoVnqdJ5THa4/02Ee19zxX3stkvbD6Pcd0Nbs7HxeHweA1BOMNBAKBQGCGmBvGW+LNLK+xwgqsur2wVun8eFePQg9bl7LwlRut0nhSCc3m7bF70DlielevXq1DhCgZBbXDV7vE4i5evFjLYN0XnaO9dHlZCu8hT2a+P6608e7s7NTlibny5Bx0P2RX5UkyiNVy+6iUxWMH4unkyHb93ve+t26D7LYkg9zXWGuHynJIBsz/38W/IIdSD1BtXHkYjdQYeP0seJ0eZuPRcE2DxZSwyzbmZdVp2V5lnV09i7teo8lljYuudWrfNa3/LA2A5n9Q6p3cFXMz8bbBcmKYdGL1os3ZKheGUCqfxwmMx5xROZpwcpOeHHyamki2ffv27XpjAMpKRc5CR44cqSetl156CQDw27/92wBGkyVNbLLdnZ2dOgSIVKQ0yQLAU089BWA8rMh6IaQ6mNrd3NxsqGkJe3t7DfmsCbfNGYlyY//4j//4WPmdnZ363qTKmbfBM2Npbcp26f/Uf5Zsufug8h41rYZceU1OawLh/S8Xzp7rOLSJRvvATkut3vah9ixArH7wOJlpx7pkj5Kw7q2kvlJ1d+li1yNTqfnjsBGq5kAgEAgEZoi5ZbyWaqDEKcOrciK0lSlRC3sdr6y6rDroHKl+KWwnp4aRalotJ7JcRW5ubtZqT2KiPBPT888/DwD44he/CAD46le/2qhLY1TaJvfEmonBahme5LNcXV01n0lOFcu38vNsbM+vk/d1/PhxvOtd72qUA8ZDoSQjB5qOXTxbl6VGJfU69SNnENr7kXtnShmvl3lZ12sMlP9K+Q5DBolJGFgXVjlJWIvVjsV0LdV01/ZK0bWfpbNoaZ+VfvtLHd5KEYw3EAgEAoEZYm4YL9lwc3attpWyZELadaUMtDT8yBMyVAoP+5AOUW0yWLveEIiVbWxs1P9/8snRHhjEcn//93+/tjHyVIeEHJPs9Xo10/vyl7889stBiTG0ftUYM4E77cjkHcRyB4NBXY7YI61kd3Z2GitsrZ077rijbkfuJUzY2tqq75Vsu+QsduPGjYaDEfWj1h63ZVv2LU0zlCvfxnitkKkuLDOl/Gbjuc3QPe1Yzjee8ta95/wEqHwX+bjPisbicnVq/TepBmAa13nhYarWs29LiSqvKWXGHlghR14E4w0EAoFAYIaYC8abUqptYcRk5CqT7wtLtknuHSoTCfC6u4QteMObLE/ErmEcmk3ako/YEfWH16tUA9VFoUMcFAZDZYbDoZpKkeTLrTY5Y+PPl45dv3597Byvi34pyYYGuk5jjRS+tLy8XI81aVNeX19v2F75uOKJSkh2WZ5kePbZZ2uGS8z66tWrdRk5Nnm4kzxnsU8OyaA0Fse1PyX7mXqYaFuZ3HV8/1VPcgj+f/l+aDZUbzKEnB2x7R3qmpDf853g3spdQ16mwdQOC7lIDI+Pi3W8lMFbY5on2OFlu7DquZh4T5w4gW/+5m/GysoKLl26BOAgHpS2inv00UfHQlyAA7Xcq6++Wn88SQ1KH9jBYFCXu3nzZqPtnMMWB3dGkiE42g41JTlY21TJ1ktJA4DUnHxDZ61+68NA7XDHHzrOQ2O0a7RjfLKUfbu3t1fLQjGufBK3+s+KuZXg/UDjiOJrgYNJjiZ6Gh/Xr19XM0LR36S+prGwt7dX//9LX/rSmAyXLl2qQ6dowuWyy3vWFguyjDUpacd4piuCpmqW48NaPPFyFuQEZ2Uv0mS36mqTRapyPZMtP8fj4ul3mpmNSiZc7e/SPMxW2WnmISaUEhCPQxNfAE5bjaz1J31v+DdLOmz2+/3i/pqfJU8gEAgEAn8OMBeM98yZM/jRH/1RAE11Gq0y7rnnnrq85mRFakJiLcRU1tfXa0ZDCSBIjfrKK6/U54hpkzp1aWmpVhGSTCsrKw1VImc9lgNLTs2tqc04cokceKgMl5nLJGUgaHmBJZvSVvkyfzFf6WlOEBrTlfflYQl7e3u1mlYyUGvVu7i4WO+HS7sm0b0Ph0M1gxQwUgnLkCvq09XV1fo6vgqX2gAaY88//3xjhyMN1rPXnolUwWnqVK1+zRFF05RImUp2xPEySk8d3ClQXmuF5FhOT6U5gy0Hz9w1WluanBraNF05eByPZDvyWs2koLVjaRGkqccrgwapbeP3aOWDz9WjsXz+DtEx+s7QPfBvuBaOWfq8gvEGAoFAIDBDzAXjBcb15fxvHqZh2amo3JkzZwDo9sT3ve99aj1UDjhgdevr6zVruXz5MoBR+IcMDXnmmWcAjGwBtCqjMvR78uTJ2s5HLJqY+eLiYja1Ir8PKSc/Rysvaj9n7yO7pWYrlKxHsyVptsYcw+r1elnnIAB1GkpentrU9tyV90xIKTUYPI2h8+fP14xXOustLCzUY0Y+++Fw2EhoQY592n0BBxoTslnTs9BCvPj1liOYptmhX6lNaHMmytXZBmmbteyCpe14bZw5pmuNUat8sT3OsJVr5aYBj+Oapg3zOuARpMzWM9GcPUlO/g2ywho9slg+Brzd3E5oVkIcrf+4vPJ91EK8qDz3hwkbbyAQCAQCc4y5Ybxky5ErKbKP7e7uqikOJSyvULky4u3ROdoA4OjRozV7JvugFTK0u7tbt81ZMzDykiXWTEyXwmE2NzdrZk2/5El3+fLlOokEycU3E+C78AAjZk2g+6Eylp2Z35d0mdfKe6AxFWqfp3n0ej5a9mK6V/ql/rj//vvHUjby6xYXF+vycoXe6/XqsaZ5sWqrYXrWZBviTFHaYbV7JY2IxVy11brmlS/HuZbmkiPHKDnDy/1OglLbX6mduITpWiEoXvbYZmcvQS6Mpk0WK+yQwOuU30vNF0CO35RSI7qA93HJ/fNnpPWf9p0lWWQaWenzIuui66XPhfZeah7xmmc+odTDei4mXi2GS/69u7urTpx0jh6CpoqUKkweJlDy8vOJWl7X7/freuVEeO7cOTzyyCNqG1q4Dg2M7e3txiROqsxLly7V6k1SX9PLcOLEiboOLqdUx1F/bm1tNdQu/GPf5vjEy1vbspGcuQw9sjwf6HKy489BPldNLSxVvydPnmw8w+PHjzfuWXvOWt/KjxNhZ2fH3CGJnpk10ci/+TiU6jbe7/wecqpY7iCntZdzGOyqZubqw9zzljJ46rXKeybctgnKut6aHK1+yqmFcxm8tPOTIpeZjY8xSz6CtSiU9fJf7rxE4O+6Za6SkMSHQxsX2uI/RwgsJ8Q2E4SGUDUHAoFAIDBDzAXjBQ5WGzmHkrW1tcZOLNrOM9pqK7ci1ViZxmI0Jw6NEcmVO//bWhHROVKR5MJcgJH6FAAee+yxsf1qgYPcxpcuXcIf/dEfqffO74EzUKlitnbu4RoDqv/YsWMADlTb1kpfc77gckrNhsbatTouXLgA4EDTwFftMiyNr2CpPGe8pGHwrLA1hkxhaoCPoWhjmcLDZN23b9+utSpWrmqCxoKtMc1hhRjl3tVcXTlMg+l6oLF+yxnJyq/MId97zthyz17LQMVVn9ozlOVk+7KcPKfJ7WGnFjPUkHte3OyiySmTyPB2NFlKxoX2zLW6raQ/UtvDtVweR0GOYLyBQCAQCMwQc8V4tV9aVWxtbZnhMgQ6x52K5DkCN+hr8mhOJ5JpcaZIrEVz0ZcOMh4HhLZVlHTllzvx5Oqy7Fmy/waDQeMY7cpz/Pjx+tzp06fHZNjY2KhDhoj90e/Ozo6LXXHmr9mC6O+HHnoIwAHj1dJ4yrSaHFSG5F1dXVXtuMDI7i7tzTyPM9mXSu1wml1bPk8qQ7IBzWQomv2X94PmLKbZhNvQxjZyTIXa1GTh57x1ETxhRFoCFyvJg2V7tsrzNjxOhPKed3Z2srZNrR812z+XIXcPbZqn3DPmfhUWM5fX7+7uNr4zbY5KGvPU2pUyaN8J4CBfOj/Gv9vyvjSWPw0Hw2C8gUAgEAjMEHPDeNtS0mkeZ9oKmBgHd3f3rLK09uT1/Fq56rFW6vz/VI6YymAwqJmdrFPz/uX3LJkN1fn000+rdiAemiXvS67+CIPBAO985zsb90bXSA/uN7zhDQBGrJGYMYVSUbjU+vq6ylBIBtrggtsxiY0SC6R7f+tb34oHHngAQHM1vLu7WycxoT7WguW5pzjVI1fY3J5Oq2YtrKhr8gDpHX706FGVBdPflh1N1mV52Vp1cZtX7npZ3nPM0gZYITlWYgStvZzsVVU1UhB29Wq2ZOD9p3m7W2xRq4t+6f+5SA5LJg6u7dDO5XwtNjY2stfx8SS1fLdv3y7WBOW+3SmlBjvlZXPfUu3d5m3l7tmaf6x+zGEuJl7LWG85Mck6cuXbygL+HKq5DwM3vsu2tZeFf6DldZbajE/YUnb6vX37drHaKzdwKDSHgyaxN77xjfWkR5MsneMfHZr8lpeXAQC/+Zu/WTt2EQaDAT74wQ+O3SsHqak19b9cNHDVr5SB4qeXl5frCfRzn/scgIMY6Vu3bmWfxebmphnS5PmYSvk5eNyxDPvSxq0cF/yDxFXSOXmsj702DrXxP2l4i/d99Kp3c2W08W6pgD3gTnpyXPBwNjk++PuYW/RqcpWG2Fh1WddZ3wttwa45Gklns1L5OOQig5sCNUIlCRL/JljjOyeDNv/wMVQ68YaqORAIBAKBGWIuGK8XlrODFsJTUqf2d4kzR2k2k1KWINWaPEic2qbsRzwhhuYqL3+1laJ0mgIOGOsHPvABAMCpU6eyanIOWslT3uQ77rijwQQuXLiQfWabm5tZJsnDMrQMT1Q/sVvKrb2+vl6vgmnvZ22/ZimnBp7ARbteY+nyPqwwEGqbQpz29g72/5UhRyml+plwNbnn/dCYQI4BWGzYGtvWe6Kd4w5DnndGc6wjaPfuef/5Ocni+DGZDEVjhpoamqBlbNJMTDLZzTShqeq1PrLMYvJ661vs0Uzmysl30zLNWdmweF9bzra5Y5a5JodgvIFAIBAIzBBzxXi7OjPwVXFJHZM4VMj2rNV4V/uRty5iv+QktLm52Qhr2d3ddWkM5Apxe3u7Pkbs12sXo5UoOUb92Z/9GYAR4yWbsGwfOLBz0op+d3e3sXqmX2vVzxODEBsh2zJ38CJNgbw2V6eUmTvKaMycjlGSEcLOzk6DSXMnLlkXMV7O8imHNw+fsxz+rPEtZbF8LzTG5hnnll0ttwuVzK1L98XDzeR7qPUfh7TLaixY9pWWEIO3I+uy8nTv7e01HLy4HdKDkufrsV3mjmtjO6eF0Jhlm2y5ui352mD5/Fi+LlZ9ufsJG28gEAgEAnOOuWK8HKUrCE/5aQQ+S3iZdm5VZdmbcuWorFyxcY9nbYWtJdSnc9Kjkq5fWVmpw4AopSJ5/w4Gg0ZCcp5OksKIPvWpTwEYD2OS93rq1CmcO3duTGayy66srGRtcZx5SfsbeTBzEOO9evWqWadMTamxER6Mn2MA/X4fZ8+ebVxLdVIdWspIug/ZNmdemi2QWLDGpCzP6BJ4x63sF669kO1rDJGXl8x4Z2fHlcJV/vZ6vcbuOlxj4GGBmj1bMlgvumgOcuVK7aklns5tLBjQ/Qks2TzPLXdtqcxt5b3tyfLWmMlhbideC9YDtZxG5N+W84O3bQ3eujxlShYJPOcwhd9ozlhyAcInXTnoNzc3a1UxfcApvnY4HOLOO+8EALz44osADiblqqrqfNHWJu80KT3++ON1m6RapAn/hRdeaEzGBL5ooF8qw1VAMhOVFrrCn4XcFUpzbuHqytzHk6vCH3zwwbH+WF9frxcCFO5EsmuOHtoHne6LnKzuvvvuWo1PoWB7e3s4deoUgNGCAwCuXLkCYPRM6R7pGRJOnz5dL15oouJZ0ug6y/Esp2rl4GNOmyw1Jxj6OxePq31E6Zc7H1I5Le5fk9OTScqDSVWfbeii1uV/dyUSlnlCk88zmWtyaeZFzwRs3VfbYnKahC1UzYFAIBAIzBBzw3hzqxeP63+pqsy76tFkLGGzmvF9GqtZLg//JWcTnnOUWCOXh+9XC6CxWbxsg9gf7X70mc98BgDwla98pa6LHLu4albueERsaWFhoWZgFJrE5aP74TsEyd2CiClWVVUzcaqfhxVJdau2c4ymLl7kzRwAACAASURBVNM2pud9wsGdnTRnHXJKo76i6xcXF+u+J/UwMd/t7e1aZi0bG4H6gdobDAb1Dlbvec97ABxoQji4Kpfa4Y5nwGjsEDOmrF5kPlhaWqrZM4VjEQaDQWNM8mQeWsYgwNfX/FipupujRB3sZaJWNjatzi5MtyuTbbtG+7bKtko1hKWs0Qqps+ouYbrat7jrfOCVVUMw3kAgEAgEZoi5YLxkq0kpNXb40RyiaPVMv4uLi2Mp82R53g4/N820d154bNBWWX5N7rrTp0839vTVUs1ZoRQayP5IjIhsv7wOvp+vfJY8p/Tb3/72bDu5hAS8Te6QQ/dBdk6yQe/t7dVsjsaKFv4lnZh2dnaySUY0R4qUUoOt8XSPxHRlH3FnIhq/pDEYDof1M5T3oDn0kE3/hRdewJve9KaxcprzHNW9sLBQs21i5hab4WNIJvYgxryyslJrQGjMcKc2apvOff7zn6/vRd6rFqrFZSdtgCctoZVMwcN6PE45bXV4YLFNr+3V49hkXa+x22naOEvl0uBxDJuUYXtt3qX3MRcTL3CgMpRZSOijNRgM6peRXk6u3qNy0jt0e3u7/jDQOa5qlR1mbZbN/y9/eV3Wi6g97JLrPLK87W1vq/uIx/bKnL+aTJoM0jtYmzgIvN9krmEqe/z48cb98I8hqXlJtc2zTBFonGxtbdXnSE6ex1ou4EiVW1VVY6xx1bOMD5YTZA6yvRMnTmSze6WUGosFrkInNbR0vNJil6kfL168iD/+4z8GADzwwAMARhtJ5Da715yQrA8Qv0+qk1TZXKWt3ausS2Zg2t7ert9x6ofLly83xgP1xyuvvFL3ybPPPjtW95UrV2pzBr3/hJ2dnYY3vvWB5XHlJCtfwOWcvzi6euVa/SifV9sCwDPRWBOuxyu5i4dvru6cjNbxtnJdncY815YgVM2BQCAQCMwQc8F4V1ZW8Id/+IfY3d1trHiJLZ06dQr33Xff2DFiEtevX2/k69UchugcrZh7vV5DbU11DwaDWgVH8atcXcczDNE5yez4KjC3WuIrRGvFLFVpmuqY3+f58+fHZN/c3GzUK1XBWjuvvPJK4zpifVydrW2nJfuBayzo+RJLWlhYqJnNSy+9NPa7urqaVZPz+jXw7FdtoHqssnt7eyoDyDlXHTt2zLVS1hyOqL+on6mPrfAsAPjqV78KYLQ9JADcd999dT/Qe6HtZkSQZhugOTZ5P+Scpdog31X+zpLa28rhzc0tdA80rl599dWGSYS0P/1+v1bNE/OlsffCCy/UGdboHaK+W1lZqduhMLqVlZW6nTNnzozdx8bGxpgGg/9a4TD8eyHV421sukTl7j3mUTVbzkslzmM5mUrV+V4VcQ6HzXyD8QYCgUAgMEPMBeMl++61a9cam4wTrl69irvvvhvAAXOilfn29nZjVUWsFmiuUDwrN27DonYWFxdrWxy1w3eJoVy8tMol5yB+HbFoLgOVk6u0hYWFxo47nGnLcB3OXCmJAu0IxENreAIMuk6yFh6GJG2KvK9zLJqzEVn3rVu3ajZGbOTIkSN1XU888QQAjO3Zm2O8PCxI2gwtVqHZNj0r7L29vYYjlbU6XlhYqMcrdy4j0HgnOzXJsLm5WR+T9fNwnVwfAwc7Mb3nPe+pn7l8dyz5OfOSY6zf72dZBXc289goCZxFW04+Wjv8HQUO2Kd2HX8X5Hu1tbXVSAxCvgNra2s1a6bvy3PPPVezZ+pvesdXV1cb+06T1g5oOqXR38PhsGFL1vbqleDaC62vSphrW7ncdV1tvFpdlv9Bm83cYzMuuT+vPdyLYLyBQCAQCMwQc8F4e70eTp48idXV1cauOrTS4CtY8kom8NWGDP8oXeFo4RLSm1qW47+aXL1er2aXPBQCGK3U5SqVl6FjfP9PYLQC5syY33NKqWbf5Nm6u7vb8O7krIlW1JJ9azYjLq/l5Zuz7ayvr9cJGTjrpmcvWcLe3l7DC1XbxUezo3mSq0zDDpQLR+PJTIjd0j3v7u6OJcwADhJUaPfl8Tjlz4QSXPBoAampkffRdq8eO7jWn1w7ldunNceUc6xPYzZdGQ3Pcy4Tndx1112uOuQ3YXt7u36+lEqV9nxeXV2tnzVpl2gM3HXXXTWL5slq6J7IE156+i8tLdXviebNy+8R0MeYtvuWvD/tnOVt7fHHsHxgZB2ea7qEVWnnSm3LXszFxLu8vIyPfOQj2N3dbWzfRgOJvxA0cLhaU2bf0ZLbUwfRy8Bfajn55TrTylCUA1cB5RLfa21oLwuflOXihDs7kXqM1F48t64mn/y4a4sZCX5cc/7IvdQ8nEP7qMpJYm9vr5GjmZeRk4AWn62p6qSakh+XE70Ga4s7Dvqg0seUwPuKPsz8XvhmALy8di9yEQaMb1gh5bNktxxl+Li3xj7JLPuD18nV1lSnx6mFv4MyTzd/9jmTQNuHWZPZgnxntEmccpJralRNFvr/xz/+cQAH38G1tbX6+0UOYTRxb2xs1BM7LWxJNc5NJFT+q1/9al2vdEblz4nGr1yUt/UHgT8HOZat7y1/FlqYZ9cFc65NbVx0DdVqQ6iaA4FAIBCYIeaC8aaUGjlrl5eX1XLWrwbNyYdWbtxBScuAI9kzV8kSA6PV4MbGRs045aoOQCN5BVeJ53ah4eFOVCe1qwXu87qtFZq1opdOKtrOO5x5kNpLnkspNRi5lqBCOohp/bC9vV0/s5xTjHad5ZCyt7dXq+Mp0YKWbMRi0xa0Z6E5eMldk/hvibqMaxzoPIWS8feLxqg2PizVtizTtsK3GINkrpLVcLRtaJ9z/rI0L23XS/ZsXacxZM93ySsX/dJ38ciRI7XZzVIFy3eOaxPpG/Lqq6+OZRsDDrSBL774Ys2MyWRB7wdwYO6jpCY8hzd9O+gdp3aHw2HNyAl8PGpaxFwYlZVrXYNnDPF3x3ofS+afHILxBgKBQCAwQ8wF4wUObAqW8b2rmzpPigEcsDlqF/Dt56mVJ0Z0+/bt2m5Lthda8fX7/bEQA2A83EnbdYbalWzA49SisU3ujGWtFGkFeuLECQCjFazM0UyyHD9+vMEOOFOU7fDUkzLZCLezSnbPw5kki9VsPtxuL5NBvP/976/vi0KtCCTfZz/72drmSr9chpK83ltbW4282Rwy1Ig/X7nC5nYuK1xH7obU6/XGxjyvmyO3QT0HZwRd38eco1aOhefGq8ZQvDZoKQu/jifFacNgMGgwY/7c5PPRds7yaBj4dbJOz3PgOcNJ03P27FmTUcrnw7Vv9M2id4bCAm/cuFEfk6FXCwsL9U5WxJCp/ZdffrnBhjXQOOYaRqk14vVaeem1dyfHeKedyz8YbyAQCAQCM8RcMd7SFbTH3sTZn7SzTuLFJr0pFxYW6vSHFH7gsddp4N6/0i7DWSBPLs/r5kkAaLW5urqqsiqCXFnT73A4rFfKMqzi9OnTtY2XVrm0ak3pIOUh2Yo4y5W7BfFNMKgOT3pIzR7Ez5Ft86Mf/eiYDFV1sAkB1Un3uby8XK+m6RhpMdbX17MaCnmPwHhyF2k35t7d0stdGycaO6H/E4upqqq27RI0xu1ZwWvJQiz5pExtkHXkPK1zbeW0Urn6vd8XyUQ5e5IMyIpOaGNX8l2T0Rq8Hc3LXmryeJ1SI6fJ0Ov1XM9RRlbw+yJvbdoRC8j3s+Zvw1MEyzSeV69exYsvvgjgQPNEbV+6dKmWR2qnZDgicMCweepc+Xy1bwn18d7eXuO9156vF3Mx8Wovl/WBzbme55BT92gqZG2g5mTW6s6VzU28fIcfKdfi4mKtoiYHIK1O6TR28+bNOpyAO4hRec35S3OtB3QnNxqMDz74YK3WpInpueeeAzDKs0wvkvxI8RhpkunGjRuu/rYcUWQM94kTJ/Bt3/ZtY+doEuKqbbofUmMdP368bkeq3ldWVup75WEWfKN3LtPa2tpYSByXjzvPaZOOvB95HDjYCpGPQ2rngQceAHDgmNMFJepa67qu9bTJZDkYedrxOCHyb0JJXDhXC8s6q6oZBkfvr7brl/adkSpgzzeQ34OmtuayWzm4PY5dFiRxWVxcrLPtER5++OGsWYITD+nEtb6+XhMUmozJCWxjY6MuR7ng+T3T94uIi0aC6JtA39hwrgoEAoFAYM4xF4wX8O2qIeEN7ZDqGstFnLMRzYElx8Q1WfgqLXedtirWZLdAbROz2dvbq1d6/N5lAg1+f/JeNccSOnbu3DkAwPve976Gg8M999wDAPjc5z5Xq7lJDc372gojktDYvSaXXLU/8sgj9WqY58GldmXuamKKx48fb+QM530s+3F3d1fdI5dklyFhpZD3xXN4W3m6SVvBcyB72vGek89EY1KeurvK5XWg8oC/n1JNa73/02qT/82fl7UrUVt9ueu5Kp2+ifI95N8/rm6V56Q5iL9XVLdkt1xWLbe7Ba72zn1TrXHB25Hv5ebmZq2lo28Wz6MtvxfPP/98XebKlSsAgN/7vd9rvQcgGG8gEAgEAjPF3DDeNucmbRXjdfHOrSwt27LGEry2Wk2uXCIGLeSA2zGs1X4OfNVJcpJdkoOXkeEmPB82sUTag/SHfuiHGrITaA/T7e3t2qGB7Ctk4+UODp5kF1JWDs5CqE5u2yR2Sqtbus+lpSXVCQ4YOSqRQ5isezAYNGRdWFgwnWwI2ljLjWEe/kWwtCp07ujRo7XTGD3D3d1dU7Og7ZpEMuTa02TnrCfn+Kj5VZTC61fRFR77aldocnnszNZ1Hv8H/n3S7iOX4lOry4L1PdNk11J8cmdAkksyd82mzOuyHG/pmMybf/To0fobp8lr9TeN/WC8gUAgEAjMIeaC8dJqwvKM0zzwvKuzLow3Z4fMpUHkbWp2N88uRvLvwWBQxBi41zIxPI8NhZ8jOzH3wCXm9Pjjj4+1w+9PynnffffV5ckb8E//9E8BYGzDA2sVraVttJ452TTf8IY3NMqTvYl++ao659nJQc9NC1Vos9Hn2KaW9pOzhNzOT20ep/JeNzY2GvY6PlbIFi8Zx9LSUv1/7d2TslsJPjRY7zE/VsI0uUwepqpptXLjIffu5cakphEq/XZJaO1qx2Q7XIM3Da1Djv1pjFf7Bsn3kpfnG6hIzZj17dZ8Vugd4qGDuXenzWtbyj5JUo25mHgBn6o5Z0w/LDk01bHsdK28NN63OVDlZNDiRbWcsgT6gG5ubtbXejIupXQQgkLxoISFhQW88Y1vrMsBMDP70MR069Yt3H333QBQZ4giZ4Rbt26pqiCuLuV/c8cwqXoaDod1SI3cAUa7X2vXIZKJxzwTeI5smUWMPyftvqwXNPcSaxvVa+FF1DbPyia3sbx69Wqdb1eCjyNSw1MfbW9vN0JWNEcZ6n9unqDnJDMGLS0tNfrPUnPysWmpDbVFqHwW1kRsfXwPS6Ut28n9XdKmR01equ72XGcREemkpl3HoWUfk8SljYjJnAU85Cq3a5UWxmUtAK17aEOomgOBQCAQmCHmhvEC3dVLHCWrYq182+rWYuYe47vWfsmKibODXHs7Ozt19ie+sXouF+9gMBjLfERyUV3E9sjFnv5eWFioyz3zzDNjZfjOT/fddx+AAxXwwsJCIyTnwoULjYxLdK+rq6uqcxjJS8lFyKmKoGkMeKYoUk3TPVNIwNbWVt1X1C6xx6o62FmJzmkbimuqN032XI5wLUsSX/3LfNZcpUbslvqDq9U1Oen/lgMeQVPn8extwIg50/9l2MlwOMzmjR4Oh2ObtFM7Wp5d7e+c3NL0wx3X5LdBU5Vq7WjveIl81neqDR7G65FFk937LeqiKte+h97+0xi1pdGQdfExJMcT/2567t8zPtoQjDcQCAQCgRlibhhv20rjMOy5Gtu05NAM+h423VanJZ/nmKxrOBw2gsOtxBPLy8uNpAHEDnZ2duqgcmJOL7zwQv1L8lAZfp20yxCjlbsC5eTSnMzkanV5ebm2QUvGzO2a0nHjypUrNTunc/T3U089Nca2AduBhe6Xg5eXNkrLQYmg5dGlZ7O3t1drNLQkD3SPpFU4ceKEOW61+9Fkku3QeZKBh4vJ8rk66F6BcTbMbdYy3ae0SfO6rN2dNBu5fEe1c5Z9VPPf0OzEls+KxaAsZq3VWcLW27RtJZo477dqUltyF9l4+Uns9dP0MQrGGwgEAoHADDE3jFei1D7SpU7NE1nzUubXe9r22JK9K7aSe+V745KnqZV0gexw3FNXMuOqqmp2ReU5iFU+/fTTY8ePHj1aMxKytXrTglJIEzE3HtZCsnO2nmNQvDxB21VGsvadnZ3GJg6a7ZWu43sra5BJQojN8XYI1Mf9fr8hO6UB5QlI5O/29nZt8+YsnM6TVoBvnCC9s/muVzz0i9cD5G1s/Jx1HU9AT+2ThsFKMMPrkmFLmg2axg7d88mTJ+t2pL15YWGhkUaRfhcWFhr3vLW1lQ2d0rz+uZzyPD8nxx33BLe8aUvsj9r3T2PTJUyv1MemK7rOAZrW0nud9v+umLuJd9KJzTNI2lRHHpm0AZt7IFZ7VnlNZaVBc+ih0A7u5JLbcJx//KUqN6WDLfxIdUmbXmvQtlB79tlnAWBsBx8tN+x73/veMRn4dVJdSB/rtbW12jGMPqyaE4fMH7u2tlZPgFSeslVpH7fclnWeYzTZnTlzBsBB396+fTs76fFJk1TgPL5Rtke/Gxsb9X3QgiClVGfponv27Fhk3d/e3l4tD8nK44dlbDCfQKQ5w7sg83zwucxyS01auNCuNMDB+6Et2mTdg8Gg7j+e9YjGn/Wd0OL/ZagLfz9zudN5yIu28NHyy8t+0VAyOWqkxKqT/y37oxQelXbX7622EOHILXi6TMShag4EAoFAYIaYK8Y7ibHaYrpdWbTlvOC5XoOmcs6pedpU25p6nH658xEwUqNKNssdoWQSA75ylhmUpHoOONi8nljP5cuXG+3wnUXkivxDH/pQo06+PyexPukQtbW1lc2TnFJSmS4wvoeu9uz43sG8TFVVjeB8DbxOUvsTSyL2yTOMyZCtzc3N+py8Zy1JAWFnZ6cu/+Uvf7k+TmybZ/CR13sc/XhIjlT/87I5BsnziMt29/b2GhqKnZ2dRiYuzuRlHdTe4uJiraHRmIrU/liOQJyZlnwTeNiSNDPw0CnNzCMdyTS1tdxMvqqqhqbL0o7w8BmZoczLkGXdbWUtlXZJe7ljsh2vBhOwne68dXsRjDcQCAQCgRlibhjvJGx3Gm1qKxyvgwL9WvlzPbBWg/IYZwfSDllVVSON4urqKi5evKi2y+W2WCBnyMCIgZAdTbMNy9U+D+eg1f7DDz9ctyf7izNlYtnE5gi3b9+udz8i1nj69OlaPmJH165dG7vOYqvb29sNDYDmXEW/g8HA3I+X7uOhhx5Sz5OsAPDiiy8CGIUASVnJRrm6uuqya1GKzitXruDRRx8F0EwJyqGl9rN2NfLYumQIj5WrvN/vN5jd4uJiLbOUhdelJWSQoXQ0Vjc3N2vnKqnNOXLkSMPermmSrHeTa0Rkn2j7fXv3FZfQEoNQEhR6/8mWz525uG1easY4pFZA249Xoo35dtUYljqN5Vip9s33OAd6ZCxBMN5AIBAIBGaIuWW801xdEKwVs+VJbK2INCYk4WHMbdBWcBrTBUbMjxgTsYUTJ07U3rWUGpEzAi3hPzBaRcvECBRCxJkr/dKqejgcNrxW6Xc4HKr78Mq+4GEmuT7c3t6uV/C02ic2k1JqbIrg0UJw9ir7mGsaCIPBoKEN0NiYBm6TlCBZ6blRH29tbWUZNgf19+rqau3JS8yG2uP9IRkvt8daYWka85U2Xi3xfSmkLNperhzSbkn9qGmnOFuVWh++XzHVxb3PaYxJL2ova7K0ARakV3QX1kjvH2mGqM96vd5YFAKvfzgc1jZkKs9D5KTtmrcvoxK6om08So2W10Ys+4i/9147tgdzMfHSyzjJZJtzktBc7AnahvGaqrRtwqVfy1EjJ29XcHWKHMwppcaHlW+QLifStbW1WhVL5eVG8Bw8tEFOvKTi6vf7jVASPpipnKbyJblIrczDl6guOsc/onSOJl4+qXtUVARS6fI6vQ5v2lijD7M1PrSJQE405DgzHA6zjnUc/J4pl/aFCxcAjPe7zLlsbfeoxUhrMkj1q6VWtZxvNHgWMlYd/JsgTSQLCwvqokT+bY0n/l7mMprxxS5fMAOj99Ga9LSdemQ5KZ9WpqoO8o5T29okLncL0+6Zn5O5u/k3gk/svC6u8tfGCC0MuOxyTPF79sRWW2NNhsjl5Mpd34ZQNQcCgUAgMEPMBeOdJrRVTE5dpqkPNMar1a/9elQRnjJedibVIfw62Q+9Xq8Oz6EVPf32+/1a/SxDMIAmK+V1y5AGvlKXjjwkC1cdUxjSuXPn6tUlOQVxlTGxYMkENLl4f9AKl6sLqR6qy+NAZKlc2yD3neW7BVG9pGGQzmMcpMrk9yXVoVzNS7/D4RBPPvkkAODxxx8HcOB0w8eKxiQlM9R2CipRNfNjnpAN2VYbrHzMlnxeLVUpu7GYtWz75MmTY23lfqXphidWkWpv+uXvDXcKpPM0Jjnj1Rh1DhpTJhZtfUc5tKQhUhtDcg6Hwwaz5nVrmir6W8rDQwdzznD8WyehhXq1IRhvIBAIBAIzxFwwXlqhaHYIgmZfsexbWgiAZkcrsbVqKynvytzjeOVx5tIYuWR1bStMef7o0aONlbnFgrhjlHSS8iSV2N7erq/72te+BmAU7iOZIa1EX3nllXpFbdn3ZApDzUmKwO1AlqOGbK9Lqjtil3QPfPclKTOHZDY8BEbKzn/lCnwwGDTs35RQg+TQwFmPZe+03iHJQEvfua6OWJPUX+qj4dFmEUrCszSZuLaDwNN/Ws9JtqOxWj7mZCpLYrDr6+vZbw3P+y59PDRtTJtNn87Ld3ptbS3rIMfr0+y/ue8sD1skEMPmxzVtYimC8QYCgUAgMEO0Mt6U0s8B+AiAK1VVvX3/2B0APgXgAQDPAvjLVVVdT6MlwH8P4MMA1gH8SFVVn/MIkmO8k65429iwRNsK0bpW1uGV3WPbtVaIXqZNiSbkufX19TG7o1VHrj0qQ97KS0tLqu0PGK2KybZE3opSNl6e11PCyDXZtbo8K1ZNFovF8VX0Aw88AAANOzXfs5hCobgXpfQwl+1qsnNWwZkRrdg998q1GKXvinWcy9gFmq02V4YzL+2dyX1fvPZI/j56vgUeplvCnL11eSG9izn7o3MUisbvWYYhbm9vN/bTJqa8s7PTSOJh7eyl+dl07SPt2fP9rYHxxCrWuCebMoVsLi8vF7Nej6r55wH8jwB+kR37BIA/qKrqp1NKn9j/+ycBfBeAt+z/ex+A/3n/txVtqmagrNOturpMuFJGjyrcatNSfXghX2oa1JoD0vb2diNzFXfA0OLxAFu1qjmpWNsR5uqQ8PQDj2Gk8jJns/VRnOTjRn2i7SYjQbGjQDOsiMtAEy8HD2vi0NSNVNfi4qI6nmjyp6xeHmiLFI7cTjhWXdbiuovzkkfNbUFz9MqZsnLOmHKi0VCqAs5d7+0fz2K5a3lupqHvBZ+kZV3kNNZmlpOmpo2NjXoipGMU2rS5uVnXJ2Pod3d3G8/EGmMes0FVVbXjKf3SO3vp0qVyp7u2AlVV/T8AronD3wPgF/b//wsAvpcd/8VqhE8DWE4pnS+SKBAIBAKBr2N0da66u6qqSwBQVdWllNJd+8fvBfACK3dx/9iltgpzqz0PI+q6CtTq8KqarTqsdqfJ5KXMmuqTfm/evJkN2N/e3q4ZrwyW39zcbGSz0uTRwjJy97OxsdFgOxqL4/1CbJZYI2czJVlwNBYkg/r39vYafcpZrqYJybGrxcXF7JiuqiobHiXVyxzaONOSX/Bzp06dAjCeA5pkkPeTc0b0oo2FWirqSU1M1rumaaWkuYHLIM0Zk2hPujLekn7gz1JjdTkmn6uriylB63/+mzOZpZQa2e8WFhbqcWvJIJ8TN+FozmMyOQZ9B/luUloIpRZqKWXxYtrOVZoE6tNNKX08pfSZlNJnNDVbIBAIBAJfj+jKeC+nlM7vs93zAK7sH78I4AIrdx+Al7QKqqr6JIBPAsCDDz7YmJy7rCK7lLccm7rahjW0rS55XV0dB7R0aNyJgY5RkgZa6XGHHp6WEBjZcKTthYOSZFByDrLx8pAhAmfcMs1lVVVjKS+5XLweyYq1HWA8K3pel7VnrGS8vV5PDZnKrYKPHj3aCL3g7JmeAcFKECJl5HURk9XG49LSEt70pjep9WjjvauWiY/jHIu2fCE0Z5o2mXPQ7kFjg5a9z2L8bfdfAo0ZynNtCUHo19PvpXLl2m27zrqvkuvbZJDfv9K0pvzvXH9VVVX7SWjfm9L+7Trx/haAHwbw0/u//5gd/4mU0q9i5FR1k1TSbdCM8hzem/NMXp6PwDSgvRA5VQs/lvs7B012Us2SeuTmzZt4+umnW+uiCZdUPDxWV2Z/Onr0aO2sQ84VpL24ePFi3bacuG/evDmm+qFzckLjm4BLFRB/uaQKXes3WlA88sgj9T2QPLRYoD5bXV0d25AeOFik3L59u9GeBr7hPC0gZHagGzduNLy5LScmAn/eOVUc3SMw8rokJy+P45/WljYB5GBNerxOy/GF/+bKt03UHlWzhtyEq13jyQ1dCmvrRG871uRgTV4egtDWbonZUDvXleBY12n3V0pwcujy3D3hRP8QwF8AcCaldBHAT2E04f5aSunHADwP4Pv3i/8ORqFET2MUTvSjxRIFAoFAIPB1jNaJt6qqH8yc+nalbAXg3+siSIljUskqt60Nq93SuiwZShzCSldicoXJN4An1slDbTR1lJSHYvY0OYlJHTt2rFa/EOOl3MvXrl3D9evXx66j0ICNjQ1X1hnOgHPqNU3ty1kIZWj68Ic/PCYn3x2GZCH5XnzxxWyMb7/fr/tWKKyJtwAAIABJREFUy6Yl5VxbW6ud06QD2ubmZpEDE1epWTtucTU3ANx77731M7NUq9a465pxycKk6tC28h7nIGurUAueHM+WM5EmD9cqWO+HVZd0NNIY+aTfUas9j+ZyEkyLpZbW3zYflCIyVwUCgUAgMEPMRa5mwLfa7arnL6nHclSwrm1juSWOF147tayThwfJTbK5U5J04OH76mqyS5mp7IMPPogHH3xw7ByxxosXL+LFF18EgHqvX09SDg1aP1g5oan+M2fO4B3veMfYPRADGA6HDacMsoPy/qH7IfB+JNst1ybI/Yl5th4pu5ZvlkM6UJHdWMvHTODaC7L/Pvzww26GlqurBG3P17M7kSaXfIY8O5WmUcrZeFNKLlu1R/Y2TOu9lznR2+rQnAK7OnFattrSd1nLtEbwjM1S2a26vMfpXO58l3ckGG8gEAgEAjPE3DBewF6l8v9Pi/la5Up1+t7wAo9HdakbPYHvjUusjVjZF7/4xTHbIke/36/TupFdkLchV9HEIh966KG6PJUh2/B3fud31h7On/vcKF23xVLbIG1J/HhuPCwtLdXMk/qBp7aj+6GQKL7DEpUjts41B3SOB+BTn0o519fXazu7FqLk2f1H7jfKz2t2UvLSpuc0HA5rj+ppeu+XpGTU4LFVWu1yFueB15M59w3i9nMLbV7dOXk0Ru7JJ27JZDH0NnusRFv6WPot8WcpHY9d+9Zbl3Uud//eccExVxMv4HtI1otqhZR4MA23dg0lg9FbJqcCSulg02Yeo5vbmJqrQ3Ob1wPA3XffDQC4665RojJL7XX27Fl86EMfAgC88MIomdnLL78MQI/xtaCVtZxNaDFw6tSpWr1Nkx9NSsPhsC537ty5sXr6/f5YyBSAWm2ubc7d7/cb8biWzPyZ5OBVhWqLL+25WKrpEjWe1+HQCoHyqPo8svA+9kxM2vuhyVCiHu7qCKnJp/3dVSUu65rmgovD+t5ajn9tZWWdsv6uWdUOA9zk4UWomgOBQCAQmCHmhvF6DNe51ZtloD8sBlt6fRcXfq/TiVz98ZUlhbK0qWhkuAmXlzbalhu67+zs1GpXzdHrnnvuAXCQVYlY59bWlpr/merXGGFbvlwOYqmDwaBuU+6edOTIkdqZSq5WeX5lGXLEVWnEIvlG5Jqc8jlZY5Lq5qto+Xz39vYaWcSo7MLCQv1M+KbmufZK4XE4PGx2pR3LqexL67G+EdYz0dCmZu+qap/UgdTrvCnb4/cj+5vXqTFdKtNVtTwPDNcyg5YiGG8gEAgEAjPE3DBeYDrB0R4np64OTl1lsRyANHhYhRbuRE44R48erZ19KKWjZl+hvweDQe18Q3Xx0B9iUMR0KUnG8ePHa3ZJ13HHLUq7SMyS7MdvetObGo5Wy8vLdTtkC6b9g19++eUGW9T6UzpLDYfDxk4k9Gutvm/fvl3bbMkxjK7TwjI0eHMuW5oezU5PMkg2y+3TFEZEz2JnZ8f0B7BkstInepyV5Gb0Gtr6c1L2p8nW9X23bPeed9wTPqaV0/rR024pm/Z+p3KJRzT7dFeWW1X5Xb+8YUglsPq/DcVhVUWlA4FAIBAITIS5Ybxtno5tru+58AqtDP/tahM6jJAm7deyx+RsDgsLC42wIM2rlVZ4J06cyNrKqupgL1xisFR2e3sbV69eBYDGzkL9fr/eAEDrK5KHdjU6depU4/mQHXhra6sOTaJ0jRzE9O+8804AB2kiOegeSN6lpaXa9izZ6fXr1xtMl6CtbK9du1bLLG2vbWPHYx+VY3p3dze7R3JKqbFBxvr6eiPsy9L6TEPbQ/AwvEk8b6cla1cGNau+strk42Na7K/NF0Web0vswa/1nrNCvNpk9MDyvNds+Z6wLS/mfuLVPgaeydWrhpmmc1VJmIQXufvQ+oOrG+lDS85ECwsLdRYmqotUu3ynHi3WVqp56YN++/btWkXNQ2uAkXMVqaQJ/NmQOvTee+8FMJqwSAZy9CL5zp8/X4f8WBMVd3KiOuU98G0SafKidvgCQ07G2keRym9vb3eatNrGQu6Zy37lZbe2tuoFz40bNwCM1PieeFArrKh0Mur6Xk36PloLVKq7NCa27VtyWM5kbcipowFfyCVH18WPx1nUY7poq8OD0vzZFrSxYr1Dpf0WquZAIBAIBGaIuWW8HgahqVgmVf14V/ulKz15rlReTwiEFfJyxx131FmYiOGRqpU7Mcjczru7u/UxuRvP5cuXzdAB+r9cifZ6PbznPe8BcMBuNzY2avlkXlpttxbeLjlvEfjewLLfiAVfv34dV65cGTtGSTJu3rzZ2PeXawJIFp6QRKraCdo44r85NqY5APE2curGqqpqpvvUU0/V/UEZxWQI1STsVEIzC02TwXreudI6tbo9Tl4ehjhJCExODVr6fdM0Yx5YY6wrphkSZDlxdR1zbffnVad7EIw3EAgEAoEZYm4Yr0TX1ZUVdiNXjW1tlNi6eDseeMq22Wly91FVVWN19g3f8A213ZecpIjB8n1hNdtmjm1yVsttyXQu11fvete7Gg5Qi4uL9f69PAEG1ZlLs8iZwdmzZ8fOrays1LJLO/WtW7fw9NNPj9XBcypbtnVy9LLk8SR0OH78eIOB0i9/JnKnqY2NjYYtXmvn8uXLAICTJ0/i/PnzAKA6WXl8JjR0tWdPc2/fLu9R2/vc1dY9reQabex7UuY5aSjOYTg65eDpbw/T9Tinas9tGvZcDcF4A4FAIBCYIeaC8RJ7m+aqyWKGpfYSr1xeJu1tz1pZap6CVrt33HFH7Q0r7ZF8Bx2qg68mJXuWLJLXScy31+s1bK9Uz+nTpxt1Hj9+vLFyJRkWFxdNxitXpcS619fXG33CE3yQl7dkm1wGYpZ0f3x/Xqp7d3c3myhCGztkW3/3u989FprFf9fW1hpMl58j+zKV4TZ9un96PpcuXcKTTz4J4CDkSnqAa9DsfBo0xtwlJCf3DZg2m/IyNi+b7rqRgeWh77lOswNPUyPXRYNnjRlvP5WEoMn/c1ksOb3teaIBumAuJl4NnheBf6i7vuhWeyV1TDLZtoVS5cpabcqX89ixY7hw4cLYOXLCWVlZqUNr5CQ0GAzGJhhgPKsVlaNJgQ9QUmvSJEvqZVIhc2ghOdy5iv5PbcsJCziI8aVj3GlMOqBxWTUHMWqH1Mp84p/0mdN2fSmlui/kxM37kedhBkYTt8w0puVjpvva29trZO6iBRKH9gHLfdTaQlKs0I4SJxtL1dc2/kucbbRvgef90urnKmfPQsyS0yODZSoodd7sagKz2uNyeq71qOHbzHAEa+KclrNXl+9AqJoDgUAgEJgh5o7xlqxSS1eyHlVzW505pjuperlEhlwZTWVHTDGl1GCcL730EoBRaA1dq2VqslRikjnxc9IBiFgkz7pEZa5evVqvQCnMh5eRK1YuJ9VB6nJtDMldhniYlAbueAbopgvPipmr3mg/Y+40RjLSMa1OeYzvF2yxHeqz4XBYq8jJgY2HknFmzK+bJKQkZ96x6uKycJmsMA4Po/RcV1rWuq+uKFWR5lTObeWtch6NkJfxlj6baYRMEbo4uFnOVVz2aXzrg/EGAoFAIDBDzB3jlZiU+baFS0hYTgKao5Z3Zdl1NZeTOaXU2JlGY2WaHVyGsPT7/UZdWgpJWWev1xtzppLyyjrJBnvx4sVGXWtra3V4j3TeWl9fb9iXCdeuXavrIqZMtuWFhYW6Dnkdh2bDlnmp25w5rBU2ldfsqnLVTWX4+JNjpt/vN1igxQq5vMR4yd6voZR5We1p15WwaK+Dl6xrEibqkW9S1uNl8iVaOW9fWQ6aUkag6ffRpm3LvQttKS098DwLjbV72m1LkJH7hoeNNxAIBAKBOcfcMV7LxtuVNZa0QdBW6JqXrFav93jXcsB4GI309M0lgJCewBReROwOaLJU/n95z9z2Sl62hH6/X8tFZchD+LnnnqvDYU6ePAlglOyBbLRkVyU7Ll/B0v+pLv5M6Dqquw1yZa55CPN7JZSGFkibsHxeHM8880y2HrKNc7u7xfC4nZ/+T7beST1h2zxUrbpyjKFNO9WVzZXC810osfNrdfIxNC1G3XZNqa1Wfie172ZJf7TZj7vaaiU0Zj0NW7zFdEvlnLuJt4uzxGGogngd2oQ2zY9AiXs+l0WqgLjjkGy71+vVE9mrr74K4MAZaTAY1M46PFSIrs+9VL1er25HTrxVVakOTcBoYqRQJn7v8pgWX0sy02LBUpH1+/2iD6S22JALrZRS8UtGKixSI3OVNoUIPffccw1ZqB8oh7V0guLHLPDwLbmo4PecCx3KQTNntJVtO+YJP5p2TKUX/JlYZh1evms7k5ZrU99LlGRca1Np5xzreJ1amI/WfyXZwHg9uUVGV0c569vQBaFqDgQCgUBghpgrxutVX7XV0aU9ayXkUbt2DWOYJOhdhgzRdZubm/X/uRqZcvfSfq2kcl5cXMSxY8fG6uDq0NzKbmFhoWZsmoMDrVZJRcpVzxTOQmyMZ5SSYUdahiyNkfO2+f0BTRZtMSvNpMB/PUH8vE46RipwUvGvra3V8miZuWR2Kn4vFhOwMhrRc9bOWSgxrWjXWe+Ztz81xi+hqXBL1I1tZTQNVI4lWsxyUlV6l+vaWKxETrPg+R7mrpPtWAkuer3emMaOl9fA+7bEXKBB02xImSdBMN5AIBAIBGaIuWG8tBqalo23tI5J0WY7sOxAHtZtga7nSRiIJdGxa9eu1QkziF1R3cPhsGagVBddv7m52WBclOeX9njV5Nzb26sZJ4X5cOZBbI5Cf3ibmnMTMV3pmKSFCVl9ZoUaaNDsORqjlM9X2rWBA6ZLZY4cOZJlSTs7O1n7Pj/uCZfgKSPpOXthOUJ5rvMwXe2YxxbndQ6S11vtWDZvb5gUL5erg4+ZUnus1rbnOs+zK3kn2tru+t3l1+eek8Y6PePJ67NS4jTWBcF4A4FAIBCYIeaG8QL2ivQwQnK84LJ4PBetVbRWd+68Zr/k53L3urOzg6tXr44d416z0lt4OBzWYT3kecuZMnkbU+INufkBoK8IL126VN+jBIUDUVINDvnsd3d3G0k1iE17n7fGDKe18wh/RmSr5v3Bbe/8dzgcNnYSIlbMWarlAWqFqXC7Nj27e+65x5Tfc49tZdq8Xi0mWfLuaHW1Hddk5X+XMvNSeL1jLU1Gjv0dtre3RwvRdTMCnlDEYsxWOlNLZv6bk4f7pZSgyzVzM/HKiaRkwp1UpSHlkOdL1WtWWyX3pb2kVntSTQxgbNN2WZ4Ger/frwcPqSJp+7g3vOENdR00GVM7w+EQL7zwAgA0YnZffvllc9Fg3ZeMJdYmXg7rIyVVv1b4goyLzrUnZd/b23NlrqJ6Sc3etniSfWrFQWo7PhH6/X5jYWV9rEsXuxJanDHB6+DTpsKV8GwXp9VvqcQ9E26pupv3ey6OnC8K27IptaGrM5Y3b7GnPe786XmfPCr7NpQu4IBxVbPnOk9/ZK8tviIQCAQCgUBnzA3jJXicMibFNBkywVJDl67cLEbodTqhUBxS5W5sbNTnaQUq94LldVBCjBMnTuD06dMAgLe+9a1j7a6trdXJOEgdrWWN0pylvDuq5KCxA6tuzyqd1LE3btyomSEl7OAbzpeGKkjGS89mMBhgcXERwAHDkPvm8nPcRCCZLlfTSZZ08uRJvP/971fltZgNH9OlTj4eptvFbNNWZ9dyXe+hrf5cHdpevR7nrzZMqgIv3RS+1AEtd4y/x5Zpz5JdgyZfTjVsvdtcQyGZbts3Qa2vqHQgEAgEAoGJMFeMty20pmRVYV3vsRnlVlHWqrfERjGpE5jlpLG7u1vn5H355ZdVWQHUjj3D4bDhHEHnAOCDH/wggIMwIo4nnngCwEFSDr5q1ZguQVs95mxevLyHJfB6vvVbvxVAMxnF0tJSbc9+4xvfOFbn1tZWHXpFuZMvXrxYn/OwAmuMkWPY2tqa6lwmQQyW6h4MBtnxxFfzxNoffPDBIubE2b2UodQRqss7lrveYt85NqLV1fad8cjn8UcptVPzsjnfBM2pyHLusb5FpffOZeJakbY6PWxaeybcubREA6DV5bVLW+1oTJd+S7/nczXxAmWqFe9HQFPFtrXfNvF6HqRnYFv30FaXlJUG9sbGRmMiBPIvKHeGkS/H+fPnG3mYucznz58HADz11FNj1w8Gg8ZG89YHc2FhwZyoJdqcYADg+77v+xqZmjj44oJkBkaTK9+sHjjYzGFzc7NWGXOvY2thkJskvao02S+kntba48+YvM+PHj069lzkdSVOgRas8aupJ70LVe1Dl4PHw1ebvDR4zTo5ebSJg8vgkS83AeeuyyE3Dku/UW1luaylkPfmdS61TE0eE8ekJKgLQtUcCAQCgcAMMTeM17sKbYNcRbcxX496iMuoye2VqfScVZ6vpuWKr9/v12xTW7WSypiO8d2MZIwvZ4zavZ46dQrAgVqTrtvd3R0Lm+HX89U3Of2cO3euZukUvkQxrTdu3DDjfmX93/It3wLgwFmKlyEMBoOayROrpUxcCwsLtbMYlTl79mx9X8RAyfHq6tWr9f89Kq5pOgxKNryzs9PYfnB1dbVm59Lxio8jDRbjktd5Q5T+f/beLcay6zwT+/e5VJ26dHc1+1JF9oVNtkhRIkXLlExC5oNoxTAQIYZtGAkcGEkmEDJ+mEEQYB4y0UvyMvA8JBMMHGAAG2NkDCSZDJAAHozHCBLDchDYsiVTFEWRFMVuNtn3Zl+qq7ru59TOQ/W3znf+/a9/r32qWDj2rA9onOq91163vfZa6/tvK1aeJx2IIZaX5ZNpsfcm32+dhKKptG4cpuW1q2ld6spPkSx48CQgOm/LlacuL37WKsO6liLFaIpxnsuMNyMjIyMj4xAxUYzX+r+1Q0phngfJKiyMuzvbD8NNRbfbDek5GAXqDMbLaTTjRXSl1dXVkUhLIsPd7r1798JZsdAnQv/Y6/UCCwbzXVpaEpE91gXXpJdeeinUG65JMGwC6zx58mRgv5988snIvbIsQ73Onz8/8uuh3W4Hfee5c+dG7nU6nVB3gCUBKA9p1tbWAqNMGa9NxwBYKvrWYmzMfCHt4IAgOqZ1ah1iukYPqRGAUthHneGQpyfWDNxjNk0lV5yXp3tOyddjrJbUrUmkKi/oSp2kYxwm6ElQrHy8E4Wafifet5ciyUy1udDP6b9TkBlvRkZGRkbGIWIiGC92O011Dp5FcJ21cF3eMT1QimWllYdndb1fC2kATGd9fT2kt07vAdgSl3WzIkOL3du3b4dreoe9tbUVgkGAjXFb+PQixtGjR+UrX/mKiEjFYlpEAotGntPT00FfC/Z9+vTpSnlguprh8N9IPzU1FfTTAJjl/Px8hcFagL650+lUAll47x465V6vVwliwoEztAuPlafW87M+F1KB69evBykH673xvGd5e9AWn3XSIF0es+cm3gKc3ru33+/YQuq8NI59CH+rHizJhL62Hx2vRoqdACPmmqOfa8K6U/q2jpGPIykd5zuZiIVXZP8m3eOICDwxUepLaLIwes/vJ08rli/EoDBK4g9WiyetuLFYVAaDQTCwwu+DBw9EZM/4iQ+wrwOef+ONN4J7DoswsdBeunSp8qw+DhAoisL0L8Y9fagC+8TG8rx586b88Ic/rG0P2t5qtaILL3/oWOghZp+amgr3II6HSH19fb0Sn9oSieEd4nlshLgOV65cCe8eRmJYgK1FJcUvlHGQBoa6Dl7c57p8ASvucYrhpFdWiqop1TDM2iDEjER5Xkrx8bVgiZ/3e+zduCJ1ICbm9RbQlHJ0/3lR9OoW0INUX2ZRc0ZGRkZGxiFiYhhvDJ4bQsoOtE6MmyJyStlpe7tUT+SZiiY7yqmpqcACOZoV7oPpgQFYomkwp93d3XCkIEe6Ehl1AfDESfjFkXStViuUh7x2dnYCa9OuUMvLyxWRObNNbUyEcoqiqESsQnlbW1vhHkSyYK04ccnCzs5O6FP00dbWVuW9Wv2BmNdnzpwJ5Wn2gjrdvn07RB8DkJajZ+kYz1b6hw8fyrvvvjvSNxcvXhSRUXZrGSHFdvmphigWY2v6XExE2vQbSmHdByla5z6yVAMxyYI3l+BZkSpbHUdScVDBLhhN8rTG2riGid483VQUnoKUvGPIjDcjIyMjI+MQMRGMd3d3NzAYvZtlA5MUM/UmhxJ7+qqm+qS6XWqMrXuuBKnQejE+f5V1gUgHJrW6uhry0LpaNi6C7hXMEvpjPshdt8c6QYdjFAPMsr73ve+JyNC4CnUYDAaBXWq9LOtsNOsriqLC4PFcp9MJY4v1orpfAATI4DqwVIDbjWsA9Kkojw3K9HNIu7KyUmG8KVKFmCsF+gZsHi5UU1NTlTHf1IjJqp/HelIMaywd+X51bF4QkFSXEs/A04Kus3UebwpT9eYjtpNIeT61rTFYwS5i407Xy2P5GnX2LzFddyqswBvjjP3MeDMyMjIyMiYcE8F4RaTisqJ3O+12eyQYBIN3KjHXF37Os2r2dk2sJ9W/dYw3Bo8V6/xjz2qrzePHjwcL4ieeeEJE9k4RAmvTeW1vb4d2Iw3rEMHwcI91vfgbrBaMDf/nv9kCl/XEInthFxE4Q+/cOfwk6sJMF3+DqSIQx8zMTLAS1m1utVqBuaPfcJLTvXv3Qr/jeWB3d7diGWmdrcrjKHaAggVIBaw82bpZM/86yRDqfP36dREZ6pKZfacwiJQ21Emn9Hitk/6Mw3g9V5Q6HWQsBGGdu0qT+rGOV1utW3lZ84ClPx+nLvtBCstsykQtWO3X75HHbYyRWwcopNr5xA5j4DGaiolYeLnielJLMcqoO5hZT3zWQd/6I+j3+65hiPWyLNFKE6SIWyyjE2sBhnj47NmzIrInvsUJQmgrH1oPAyNdrjXgMOmzcZAW805PT1c2Q1jE7ty5E0TbeP6dd96pLCb4XV9fHxHr8i8D1z799FMR2YumhXLwPMTcrVZLbt68KSJSSVOWZUXcXPdu9YaP24D8sbH48pe/LCKj7i3oP9RvY2Mj+k1sbGxEXY0sg5miKEZOXhIZblJwNCLXGTjIccx1SYmta+XnifhSjHBSFkur/7z5ZT8LnLc5iZXjucocVL3GQYqIdpw8xxGF7+7uVmKSc5767/0a1LGqKRVZ1JyRkZGRkXGImAjGK1K/u/Z2FPysZmC8A9Ni7Ha7HTVM4OeYcWAn5Tmea9cX7+QNz02Ay01xd2IGrHfD58+fD3W/ffu2iAyZHp8nq2HdY1anxYbo952dnYrhD8q7c+eOuYNnBs7t5xN3LLcZAPmD8c7Pz1dckzzxKcrY3NysnPBjpfcYh8euYOA0OztbEcOjfdvb25V8uS4xBr6wsGAyQz73WGQofYB7kdUOj1E2hWcok5p3isELf88HIeJMLS9Wv5Tv1kJMVMpSuhT27Ynxm/a71bdemZ7qookBW1OklpOCz0pykBlvRkZGRkbGIWJiGG/MNP4gd8UaHstm45YY+00FWJfIqMsP/q91tdq1ip9jxMz2rT44duxYOEHoxIkTIjI0JuIAEB57tnS90BFazvy6PpbhG6fRekvu65j+1wL0l4PBoCLl4JjSOhAG+t1iltb/LWM/z2BGM3+RoeEZykQ4Tq4D3KsY3ndhsSWUjTFQ58Kj03jMyUOqYZKHcVlHzEhsP3XRSK3bfo2xvHwsWOP2INvqxX2OzResex2XbXN5By3RsAzXGLHyxnLJavxERkZGRkZGxtiYCMZbFEVw7YjtAlN3h95JJvsNBO6BGZunewGTYV2lbpvlUmW1P8VNxWJjcDXC7nMwGFTYG+9aY/kzo4zVLZanPpXHYt34ZQvzmNW7da/f74dydBAP1rtrlyGLkTOT1Xpmbqu3+7UYr86DmS4szT19mlXnWN4iw3HnHRhgXU/Z1ad4INQ9Z91rYrHsfSdNdX/7ZVSWF4QFy7J63PJ0Xx6k1bWVF745j9Gn6nM9lm71Ucp3EasTl920j2L69yaYmIW3boAehEgnxSDA86mzJitL9JnyIVkvPfUa/p/yYQC8gGJCxwK8srJSWdi4XTHjqqIoXGOzmAjdMrzi+M2ogyWG1nlbC7ylDtDvsNVqVVyaADbm0nnywmi5LHjvCYseH6Vo5ZuC2McfG2u6DrH6anhGaTpNyuJSFEXUZ99aZLnufK2uDnULsM4jdZFtsph4G5DUzbKXv3fvIIyCUuaeJuVZGwPO0/o7Vicrj5S8mvaLt/ncjztSFjVnZGRkZGQcIiaC8YrU7xr2Yw4fA+/c9E4s5gKE3bplWBPbTXE+FqPWh8Gn7v68NHonarEeGEZxpCYvQIWu78LCQhDh6jpYEZ48Rsp1BvvjusTce/r9fvRc3X6/H1gpfi0xr7X71u/XYqSeoZ3XVvQ/zkqO1SEFKUzNkt7gHXrSlZ2dnXBNj1ELPNZ0vViipMea1Z4U95nU+ljX9feeooY6SOMart+4775JufudK3VelqSvSZme1DGVPeu/vTxT65CCg+jLzHgzMjIyMjIOERPDeOvgyfb3s+P0dlmeK4S1U9Y7WKtemjl4+ipmel79Up4ryzIEqEBYQhi0LSwshJNwNCNkxoETjxYXF0Vkj0Vq3bgF654V71jrdrV0wcozVbeuDWwsFmi1RTPflJNWOJ1lnAb2PDU1FY1bbDFzD9weXS/L+Msa97rfmfFqyYF+lsHXPfcqS8/qhWtsouvl+5Y0RsP6Zr3nLNuEJsw1VbfuYb8xtS2dugWrXePOuU3r7PVtU0bdBCn13I8+PTPejIyMjIyMQ8TEMN7YbtZjm+PueDz9gLVj5t86y2GRtPNGvXqx9bXH+gBtXTsYDEzr1Z/85Cfhby5naWlJTp48KSLVQBVc94WFBREZuuZcvXp15GzdGHTd2RraC5LBDDjWfsu6OwWe1at137qXwvK57prN8glOaLulr/a9gey2AAAgAElEQVSkMt7O3HNzQqCOc+fOBXcqpGfXK/ytT5PyvoWyLM3DImJ1Qf9MTU1VxnJdeMIY6lxrvAAQXp6WpOsg5qE6pMw7dVbUdRKCuvodpJ44pXwvXd1cPE5dy7LqPdGkTk0wEQuvZeygwYMqRSxkXT+IgaQXR77e5IBvC5YYVEd64YksVk6323UPjLfKxcSK8nhCv3DhgoiIPPnkk5U8P/zwQ7NdPIitNnsuP/reYDBwDdeaujTotJ7oUUeWsupbNw71ZI1NkeV65eVjQRt/tdttsz06P2zCrly5EtoI9zL8drvdEOkLmy6MUT5KEr/IZ3Z2Vo4dOzbSdu4r1A8+1ThucmZmZuS0JECLqfEcx1rXC7a10FibGYw1fl6/L/7OdJutmNDjLgjefNF0PHhzXRORrpWHtalpCm/DmIKm4m5vzbBUI7EyY2gaIyKLmjMyMjIyMg4RE8F4DxJaDOjtjOpEM7FnGCmiN+uex8St694O1nqeI0KJiHz00UdJu2bNur/+9a8HtqPR7/flk08+CX9rWDGXkbflNqJdmbRbkYVUtwJLQqFF7hasyFUprIAZgWZlsX7R1zyjL0s6wmk1rO9CZDSgBsTPHsPTv/w3pCYzMzOBNSM2tPWcruv09HQlqlqr1QrXdHQ7nLQk4kdjwy++hV6vV2FAyJv7yFL9WO8+VdzPaeq+X6Ap49XP1bHClHnpsxAxA02Zb9N+aKKebJr/fiIhZsabkZGRkZFxiJgIxmvpb5uAdcSWG41mNp7hlrXDtJhRU8MIne+4RgUp7hJ87dq1ayIyGgvZKwN5Hj9+XERGdV+6/55++unAFGBkhbzY6CrFKMjTd1qw9OD6PbEOEPVk/apmBZ4eDPpLdtVKAbMknaen5x7X0CP1GY9FM2K6Z8vYDH27trYmd+/eHcmT+1jH6WYDLn2v3W5XXPAs/erMzExIjzQ6Tjdw4sSJoEu2pA9oD/JiNmzplGEsZ9lJxFy76tykIO3RY8QKU8r56LxSdZYpemnrZCGr7uMgNg5j45nduCykSDJT5mSrrePaYzAy483IyMjIyDhETATjFYnrW1P1H7HdS531WwprBKwdLOcT2znth92Ow5SLoghnuIJ51jFQQDPQ9fX1wA50P66vr1fYCHbqbL1q6bkstwwNL6QgMwHNas+ePRv+DxYGRnTv3j0R2TuRCExFM2Yu22MYKbB0wpZ7jMckNbhvUyxqLRsDq2+992Sxc92ulLNWy7IMVslIx3pmHaij1WqZUhFdP/3b7XaDDliP0ZWVlYoNBLuuYRzNz8+LyPAM57IsK2OFg4wgPQLNiAz10PjF891uN9RLu5t1u93KNbY896SD2nIe6HQ6FQkDz40p3yEfbqG/i6bW2h5SpDapkp06CQH/WqzbmyvH1b+LTNDCm6Jc90SlKWKHJop2K0/PjN5aJK16pyzwnjjEEw3yR4QPD4fCe33EYk1tJHX9+vWwaGECwge4srJSEeMxYh8HL0ZswKIXE64vFn/8ol39fj8Y8Hz7298WkeEiOxgMQjqcyPT222+LiMjly5crmxN2wdKTfZ2aQYu5vdOGrDjJlvgqZUynuA5x+ibGNN5Gk5/Vi7O1WKYedakNoiyXIat+Oq+dnZ3gpgQg7f37983xh/9jPGDMsPibReCopxZNI71nvNnpdML3pF22Tp06VTnJivsxJr6enp4OeXE5uKeN4DqdTmUs8jjBNdSB26LF+FpFoPPSOAiDrZTvQ5+ExUjZbKSIvcdBFjVnZGRkZGQcIiaG8absyMfNN4XpamZZ5yR+UGLhFFGGiC8atHb9lpGZV6YOuIHn79+/L59++qmIDF1DsAO+d+9ehdlhB+2dGsR9y4Y1WiyEco4cOSLPPPOMiIi88MILIiLyxBNPiIjImTNnwt86wEdZlnLq1CkRGQZdABs+duyYvPfeeyIipktUSmQjvgbxJCKAsXge+V6/fl1ERg28PCOQFMMS63ktyuU0XhxnncaKneyBjYos9pwC7XbkGaexyD0FnvTCis+NXxbbWnOJZsEp6jFOp6Ul/H513p1OJ3yHGHMsQsb41sZZLHrHdyUyFIuDbSPwydbWVlDFoG8wpq25BOWxWB9lg4W3Wq3K2GTRvVbvWBIDa372GHWKZIjz1OWlPDcOMuPNyMjIyMg4REwM440xXW+HmKrQj+2a6hDTodbVs8lOqE7nFatLHbArZsTyX1tbCycX6fK2t7fDubHsViGyp+O9c+eOiFR3sJ1OZyTmrwbclc6cOROeA5t97rnnQr1E9k5DOn36tIhUYwbzCUkA73ZZnyUi8uyzz4qIyOnTp+ULX/iCiOyFTRQR+fjjj0VkTw8M/a/W262trQVWATZ94sSJ0A4wBhjasA4cOkfERr5y5UpgwehHINXoTOtSt7e3Tf1lzECpLv+YlMj6LsFwOp1OsiSHEWOwmrWMG2bQ0g3rYBlWeVbdPd043jnrpy1JQ8w9RddH/x/fIxugiewZcOlv1NK7MxuOzaXM5MFYwY57vV64p8N+cnr93NGjR8M3DfaNeYpjmoN993q9Sh9Z7lxWmFstMeD/x+xmxnUXHQeZ8WZkZGRkZBwiahlvURS/LyL/gYjcKcvypcfX/jsR+S9E5NPHyb5dluW/fXzvvxGRb4nIQET+y7Is/6+UihyE3Pxx+clleddi+aTqb2JoUr86vWJMSrCzsxP0McxcNa5evRr+1ro1lNPv98NZvexiBOhdN36PHTsmL730koiI/OIv/qKIDHVE8/PzQS+LHW+/3w9sUeup1tbWks7qTel/7LQXFhbCThzuR6+++qqIiPzSL/1SCDwC9yPoxZaXl0Mbz507F/LUO3Fm5todC/V8/vnnA7OGtfVPf/pTEdnTrVuSAuSDPPBerX7wdLvM+GL9lhpcwzo4IAXWN2dJmfRBBo0D0ht5evpzThdDiv2Hxaw5jXeIiK6DZb+h7Ss2NzeDFb/lXmXlZVliowyMeUjDIKnxwJIubit+2d0Q9cIvM3dcQ1txDZKkI0eOVMYFwoYuLCwEi3TMJXi+KIaulvj+cW9mZsb10tDtYTQdkymi5v9ZRP4nEfkDdf1/LMvyv+cLRVF8UUR+Q0ReFJGnROT/KYri+bIs40fjPEaq+4T+OwWeG00KUhY7TyTO18ZduFMMw/hDZqMKkdGFV/tklmUZneSt/K26IA0Wr5/7uZ+T119/XUSqizn7X7JIXLcfdWcfZMu4pYkRm1V3vVgeP348fJR6gd/c3AwTEfqUj88DWNymNydIe+zYMVlaWhIRkYsXL4rIUIx47do1+d73viciIu+++24oJ9bmOtFuLLZzXR4pxlGegZZVz5RFj6GPkLSMv5r4ite5SOk+So3+BNRtgnA9Rjbq5jePpFhuQSKjizR/AynzkleHJs9Z82Ed9LjlhTpmnMbfBy+qSIPviI2+8BxE9fqeyFCNhLkBC/3q6qrcvn07qT2hXXUJyrL8f0XkfmJ+vyIi/7Isy62yLD8SkQ9F5NVGNcrIyMjIyPhbjP0YV/39oij+UxH5voj8g7IsH4jIGRH5LqW59vhaLSzTbsZn7XDtlZNqONXE+Iuf8XbF47Sb49QuLi6KyJ4hD0RH2iG+bueMHaK1M0c5cPcB43311VcrTIPdBDzXC5QDpssiSIt1x9pRJ87z2Jw2imGGjt2zTst/ozzemXttBfPHbvrUqVPBNenFF18UEZEf//jHIiJy48aNEAtZBzWx2sliPI12ux3er8dcdRuYsel+tOJgM2KMN/aOYqLm3d3dinuK5YZkBd6IlWlJQurEiLG+ZebruXF5qgFr7MRYvlcXzoPLSzEg1fW05sOUMW5dq5vftHQOzB2uThZY2gFY9fOuWaoZHQmNo6w1Nfgb17jqn4nIRRH5sojcFJH/AfU20porVVEUf7coiu8XRfF9iNcyMjIyMjL+tmMsxluWZRBoF0XxeyLybx7/95qInKOkZ0XkRiSP3xWR3xURuXjxYpRGpuh2x3FdiJVj7cSaugqlMsmUOsR0Np7emXd858+fFxGRW7duBcML6Cjxfwb0lvi1mAMbYoD9wRUILjrMNnXdLSbP/7fCBlptFLGNg1gn7YWM81iid6qM54KiDY10On3Pyktkz5UCRl9wW4JU4e7du/L++++LyNAN6Sc/+YmI7L1b7QZilc39pyUaKeOX72lGao1NficxWwGrbweDQcg3dmIPt4fbENMNox4xWLG7dbsYMR0yS2PqTqLi/AvD+IvzbBocR9+zAnVYthOx5606pxibMVKlg+NIKa1Qp5ZxGuCFM7UkZrq8TqfTWDI51sJbFMWTZVnefPzfXxORdx7//a9F5H8tiuKfyJ5x1XMi8leJedamSTGSsib01MU3lqdnzOAZGsX+H8vDm/jGzRM4ffp0xUKXoQ9BZ+gJjI2RYLn8ta99TUSGk32/369MxNyPVuB1fAAQI3Hf6qhW/Fxsoej3++EaR4vC87H3ai0AlggSYJGdtch6k5memDmtjqML6+h2ux3aA+twvFNE4dJlaMtP9oNG2VjYcI/7SG+G+v1+1CCPDc08a17dZ7FIXrFJ0FsIuF18pKNObz2v30XTgzIsa3BLjeQZmemFw9t0pMDadPAG2BNtazQlIh6aLlj8rce+e2vj4iE1LnNsI+ZFoIshxZ3ofxORN0TkZFEU10TkvxWRN4qi+LLsiZGviMhvPa7Yj4ui+Fci8q6I9EXk75UJFs0ZGRkZGRn/rqB24S3L8j82Lv9zJ/0/EpF/1LQidTsGb4ez37y9Mscpz8tr3LrofESaHRj/7LPPBmMlMEr44+7s7ETbygwAAIM4efKkfOUrXxGRIZOy6uoxed59ax8//o0ZPXB+lq+vZktcnmekouFJNti4Qr9fZkta1Kfrw/9nFq3dkKanp0fYr4jIU089JSJ7hlf6fVmGOcx4kS9cKfjYON03kGig/Lq+SRHVAdvb24FFY4xubGwE1Qjqxa5xun7WkXeeesZzQ0r97r1045xo48VlZ6M2CzEVTswnO/aNMpoaDh3kKT6xOnjzaIp6MjWvFOnKOMiRqzIyMjIyMg4RExOrOUUX6+k5Y7uPcXclMaOdFCMEDU8nYrU7xUCh6WkvRVGE03tgkIPoLoPBICk/HSTitddek69+9asj9zx2Yel4dT0ZFuO1ENNTlWVZMaBiluvpDD3jL8uQyjIU0kAfcXxasHzoaPF/Dsph6db1yTQwovvggw/CewW4H7TrEMf2xd+QXtQxh5RvIeU5GOjNzc1V+s2Ld2wZGnmuRnwP/QGpD/qMjdPwHJ+4BVgGkIA+ZcdCq9Wq6JI9WN9OCkvlNBb71emB1PQeOx9XQmnBs6/xkOJe5Y1zT+rJY+6w3IkyMjIyMjIyxsDEMF6NVFP+GFJ1ALFyY0y0CdPl5zyL7P3qfS3oHdhgMAhMBicD4WScjY0N0+1D56WDcrz88ssVy88UvTjrqayTcDQsxpuyi+ZyrPZpNmwxCIvJat2r5bAPtNvt0DcIOWcxcqQB82XLah2Tt9PpBBaGNIhhe+rUqRB20gpdqPXh/Ky2QveYgPVOUiQ1Xnr+P7NOHcM3lWGjbDD5lG+XpRBaH97v98M1sOnBYBD+Rv+h/1dXV0N6fDPIe3l5OaSD3py9DTRb5HGr36HlxmUFr/EYsse+NXPncavZtxU0xGKDTeN6ewFIUkJ6eu88JT43zyVaEsDfaiomduHVGNfQoW7y8PJPEZWkilNSFvsmzzV92a1WKyy8iA986dIlEdmbIDxjGO2W8corr4jI3iTfZEG0jKr4ectNB7+eIZSeULXrUKxe3sIbE19b4HojHRbZ6enp6KQxGAxCei1W5jajPVwHLLy67WfPnq2oEqy6wzd4fn4++g5TxWfeguupVizjJ102R2HT5dVtrvlQdo3Ye+XY4bE+tsqy2sPQG1M2JANgRFaWZdgc493DMJIXPb0hK8uy4qN/69YtERk1hkNeW1tb0fdUlmUj8Sk/r93SrA2qp+bx5jXrvXkuVlrsb73DlEXcM2obx50oi5ozMjIyMjIOERPDeLGj8HbKdc9zOstQxhM7NGG3Vrnes00YQSy9dS+2O2PDIQsIuoC4wKurqyPitFi9cA/H4bFhjtX/WlTHbfYMc6xrMUMVi5l7cVyZyaZErvLGBTMxpDt9+rSIDPum3W5X2LonjkOabrdbKZOPZdMifrybEydOBNGxdYybx85wzWJXqB9YYK/Xq5x8xWJYzcY46pl2G+N7Og4uRwVKMeaypA8WtETDOlhdp2WxN1+LqTNQf5GqmJyZNWBJdWB4BgmK1S5mwHhWS1CmpqYq33i/3698A0izvr4eROG4BzZ969at6PyyubkZgvFY7dPjyJJOAdbYtIJd4J4XHQzw4jh7zNUyCAXYADAVmfFmZGRkZGQcIiaW8Vr3m+gTU5hvSp1idUjJI8XYJFU3nMLa6/LCfYQV5F0/dsgw8LDyApOCjpd1oVpHXFc/K5Qg6uAFyQCYNUFXhgOuwXhnZmaikhNmoinSFe9aq9UKOlNIEywdFMpD/TisofWeYzGXi6KouG8BnU4nvCfA0r+hzzi0p34nHKgCz2mdI+dvGcwBzBTRHq33HAwGIX8wIjBFPBtDSoCFpqzEe57fV0x/mGK0E8s/Nk+wcR/K5bNjY/3gSRNFqvpsC3huZ2cnvCe4Y/FJPVbZeE6zUrDqzc3NirHYo0ePwreCe/jG7927F9qNb8Eak9o+he95c6ruI0uKyEw7uxNlZGRkZGRMMCaG8aYg1YWEwToYC55M3/u76Q42lv84dWsCzh86Guj+kH+v15OFhYWRNMwGoa/85je/KSKj7CXGdNktQ+uN2dqU9YLIV593u7u7G/RGf/qnfyoio4ckIF99+MPMzEwIpaiZaCwYgm4Xdt9esIxTp04Fq1FL/4jdthUSM+XMV0vSY7mLoX54l3zYAfKAZTszX9QBLJiZA2Dp2HW9YhIEvnf8+HHT9QT54R6scpkha6bMdYgdvDBpSJkTrGuefYRXDktlLB2ythj36skBXDCO8F1xfWMeCJb0EUF9rHTMrLV9xO7ubpDsaH321tZWGMNaCiYyHN8Y75jfBoNBGHf45ef0XMfj8G+sO1Gq+LcO3mD0xKBWPVIWx6awRBgaVnzflDwt9xm+9+jRIxEZFSGK7BlZQaSHXyzOGxsb4UD25557TkTs4/Q8ETomeSzqJ0+eDPfxEWxsbITTk/Rz29vb8v3vf19EqkYxfNA8ABcKkaEoC6JgGJR5voXdbrciPuQJHRsHGMiwKNibFC1DD7wTbCiQ98mTJ8Okpicf3jTod9Fut4PPqHUqj954rKysiD4P2xKdajGgB24nNiSvv/56uIf6oO0Ya3fu3Km0cWtrq1K2tfFLNUhMuae/J/6/NhT0/GOt9FbZKZtvXgDYNYjTsOrH2oBYi2wTIpGKcfOyDNf4CFKR0bEZ+9bm5uaCOxY23oBnxMXiZMtPGem02mVzczOkw3dc29akVBkZGRkZGRkHgolhvHVI3UWNa9D0WYimUkRH+8mzSR6PHj0KzEYbULXb7cDeIHY5c+ZMSINdJpgvG8B4dcC9n/70pyIyDOhw+vTpwBK53/U17PJ/8IMfhDQoW7sliFRFpMvLy6HuaJ8VhxhgiYglqsOvrudgMAh9CvEVduqdTid6zvDy8rK8+eabIiJy8+bNkeeWl5crDOXatWsisidCx44eAHssyzKI6vEutYQD6VB37dJkiQQhMeDzlnVeLFGBW9XnPve5kXyYxUAkDgbX6XTk6tWrI3lubW1VAojgXTL71sEyUl08vHGgYZ1cZBlccp5eXilMF+8c30C73ZYvfvGLIjKUQFmMN0UcnXKfweL8lOe0i5z1jMXM8TfPL+POm02kChxlTo+ncaJTeciMNyMjIyMj4xAxEYzXcyOydkJ16XTe1t8peXrleMw6hQWmnBDi5V23+7L0TdB9ar2gF3KtKAr52Z/92ZH6sXFBzDRfZMi0bty4ISIyosNFEA7gypUrIX99Juvq6mpg62BEzDBj9S/LMoRPhNsDWNmRI0cC48Lu1tIdAnwPjI0No3RfghHOzc1VgknAcOP27duV+nHABfyNtr///vsisufWdfbs2ZF6oYxerxfqAia5srJSiVfMsIISoC4/8zM/IyJDgzcehzEXr93dXdO9RIOlAiJ7hldgeHj3rD9Dv3Hsa/wN2wS088iRI9Gy+fxkDWawKBfvho3hUB6HBPXYlZ43rDCFfA3Sm+985zsiMhrDG0ZFFy9eHHmOg418lhgnRGIdmK3Xpau7x+9Qg+csDeudcD5WzOpxkRlvRkZGRkbGIWIiGO+4SN11xZjoOK5GKboTj/k20RNYbH1cPcN3v/vdaLAGT/cyNzdnuvfguZhVZFEUYZcOpgI91SeffBKsDVGnjz/+WE6cOCEiQ6aG569evRoYAFgzGAefW4trqNPy8nLIA7/QNxdFEdLjLFuwO2ZLepe7sLAwooPi/mCAtc/NzYX6QI+LACZXrlyRd955R0SGDA912tzcDH9DYsCuEXDD0G4PTz31VLiGwzCWlpYq7wfSiFu3bo2wc27z+fPnK0zZk8qgP8qyHAnqgGucj3VtdnY2lIf2sKUp8mIrbzwLi3k81+v1KpawXK7+RrleGGu3b98eKbfValXOLLbCIDJi+l+L4THz1e5sALu86HCeFuqCQ6TMoSkBJqz0KUiVaFp5e3OPNdfrv3UaL9wovy9rfm/Kfidm4Y11VEqDUt2DrHtNRCaeCbtXTtPFcr8LNoPdR/TB4BwPV99j03lM+Lpeg8EgepxYWZZBtP3BBx+IyPAYwuvXr8t3v/tdERmdKCHShhgabjFf//rXwyKkfYN3dnZC3TEhY3F+++23g+hSYzAYjMSeFRkalC0tLUXHY1EUlcWEF4BPP/1URIYuMpcuXZIrV66IiMjv/d7vichQtMo+kHpjtba2FtqIhRcLwurqaiUetRV5iMcMDJK0r/Ts7GxlbPExfKlGOvwcGw55BkeWMdeLL74oIqPvWRvnQPS7uroa3jnGABtl6UhoXhvu3r0bntOnBnG9cQ+/vPB6x+BZC7C1GIvsjQ+MDbw3FndrdyJGrN9jc10TdyJOG1NPpM6n3nMpBrKp91JF07F7qUSrqeg9i5ozMjIyMjIOERPHeGO7kDqx8Dio2w15u8EU8UtTlnqQ5uoesHvm03y0uIxFrTouMNLs7OxU2DPyuXLlShAt64hSd+/eDZGoOE+IYr/xjW+IiMgzzzwTntE7eTYQ05Fy4Mry3HPPBWMqsFswm48++igYNlkMQr9zHS9Z14mZlsiQdV++fFl+//d/38zrxIkT4Tm43XBQDvQR6mxFlMK7ZNGkZl6dTqdyGg5EptPT04H9euI1Dx6jtMRyVjmopx5r/H41W5+ZmQnth9SCJTxgzZaRFQzWOFCHrqduF7so4Tk27MM99K0V3MVqtxeb3AqCAmg3senp6cbz534NmjQs9tc0jnFKHZqKy5vkbaGO1TZdmzLjzcjIyMjIOERMDOMFYizT2lFw2hR3IsAzmrKeS9UvpLgTWbu/z5LpsiEKdIVoq3UurD7Pc25urnLaDRu56Pi+YGd/9Vd/FdIj+AJYxqNHj0Id2C0I7jJ8Ig2QovO39Fv6HFQEASnLMpxxijRoZ7vdrlzz3HE4oAD0xOjbd999dyTusMhoII1vfetbZhsYyBM68lu3bgWmBybPLktaAsB6Um0ApA3nmsAK8YffFIaSqkfDuwBrR17z8/OhbzG2AdaRa2bJ3+C4UjT+dvT3y0EYYm30zoUVkWAXYMXyRjrYEbCUAO9Tt7WO1TXR9Xrw5lZvDmc7CW88pBhj1el8m9jnWDr5g5C8ZsabkZGRkZFxiJg4xpuCOn1wDClMt67clN3Rfhks76y8XbFmz9YhCdgVW875DO2qAfT7/YrFrMVewDh+8pOfVOqGEHcvvPCCiIj88Ic/lD/+4z8WkdHTkMCWcZCB1WYL3jvRQdbRlm63GxgU+gYMuNfrBZauUcdUdDjEv/7rv64E2/cCllj56rN+n3rqqcCaL1++LCKjB0NY0O5K7HoVa09T9uMxXkbMmjfGZsDi9OENHFJQj9+6oDCxOnng718H0RcZWjrzIRqefjN28MSNGzfCN6qt0UWG7w7eBkC/3w8uZNq1rmmbm+plU8eMN0daEpSUsamZqDVPp47lcSSu42DiFt6DVvYfZD776egmAznFV60OSA/DoVOnTgW/RAuxzcL6+nplYHNaTB6WWxFcQzAZADMzM/Luu++KiIzU6Td/8zdFZNQfVGR0YtK+izzB6vfD/9eT27Fjx8JCq/vYEr9axwJaQN9gI4LNBJfDC31sTLFREYB+4cPun3/+eREZLso3b96sbLZ2d3dDnGyIzL24u00NV7yNSMo9b9Ku+24gTsZCYx3ZZuXp9Tug84ptvDlil8jQt5rdxax2IB2fciOyN2bwNzam3DdIj28Hdbp7925Y/LFgY5xAxdIEKaLcFOMxbw5jVzE9h/DY1O/TM7a1vh1e1HW96tSYsXu6Pk2QRc0ZGRkZGRmHiIljvDEcFMvlvFIZrLUL1uAdrbdLTxFhNK2fVy6YwLPPPhvcdeBiY7lCWO3T96x6IdgFfvk57Ypz4cIF+eVf/mURGUaNWl9fl1/4hV8QEakExBAZsgowN4CDHVgGLFo86akbINJdWlqquLWg7bHgCnr3DLbz9NNPB0MZ9Dfa+au/+qvuzloHheCgDdrdxGI06Cs+4QdGWRCFexh3Z18nvo6dURtjRDr6GKJG3blzJ4xpMHn8WsC30G63o/HK6xgOxgH6s9/vh7+RDmx1YWEhjCn9TX/yySfhXWBsoy1cDiQmXr+jXzY3N4OImmNdi+yNDysmNDCu+D0F3Hbd7567GY8jyzAu1ifcPvQtB5zRMcLZADNFZH4QfZUZb0ZGRkZGxiFiYi+WA0YAACAASURBVBjvQTLacfIbd3eXsgMbt7yD6BPU74knnghuKdhZcxi6GBYXFytn2Ka6V2m3IN5NQjf59NNPh2u4j10q3I+4j62zZT3EdH6WQRTiR09PT1d24lwH5Gnpl/ELpvNrv/Zr8tprr4nIkIHyWboxvTS7amnWzbpGHVxifn4+lA3JBjMAMCgww9nZWdOApw5FUYzo5/S9FOi2xwxukO6jjz4audfv9yvvh/MAq7eMEGP9x+cTawOtra2t0KcIviJSdVfCuD927FiwsUB/w/iQ26/PG7bAkhtdHrCzs1Nh8KxHtk6Y0nl4YyDFIIpZqn6/6+vrIT3mHnZzQ79xHdAOLYGyXMLwvTx48CAwf9SFTxTT8xLfa2JY2NQWgpEZb0ZGRkZGxiFiYhjvYSLVatjSQTUN7h3LC/D0LU2tBy3wKUMIpYhdOHbvzAa1LmVubi6k90LbWXXyrA4ty8LYSTYcnL6uXH7OKsd6X9BLsy5a73wtC2vPNQLXjh49GiQGMQYrUtVFra+vVyQAVlhDfdYvytRtBZAHSxP0SUK6fTEgf+0WwwcHeJasFrRbUFmWwUrbSqvtDsBe5ufno99qp9Op9Bu3FWXDXUdbK3N6qy3I+9q1a65Vrmau1nfozU+QnOD79KRBy8vLgWXCOp7PEm7KdDW4nnrcXLp0qZJOM/PBYGAGItHjiMOgIj2+GUtPbwUS0UFk8L3Mzc2Fb9U7Y/kgdN8Tu/CO27gUE3Yuw0tnTb4pRjpWOfrvlMGcsqDGyrGMpXDsHtx7cJIO5wcxDNKePXu2ErkqRdRclmUlchAmlo2NjUqMYa7ruJO2tZh7dcWEBZGkt9Hh926NAd3fPLHHPmKunzZ4K8syTKS4x2NH94MVhcxzk8C7397eDs9i0mGRX8rE7E1OKd8hP4O6IE41A+OHJ1jki8nUi8SlJ3sRqURe4whYnkrB2vDoTcDNmzdDn6Je+JbKspSXX35ZRIbv980336zkbZ0ahs0T8mIxO9QGur+tzWun06lEdmOMMwfzM7zgoozYRjbVtx3uVda3PS4JQn9jThIZfgscByBVxZaCLGrOyMjIyMg4REwM4z3oHYW3g+PfFPegcVjuOGjCDqznACuCVVmWYRf3+c9/XkT2Dp8X2dvtwx3lpZdeEpEhC/zSl77kGrAAFsPWjv5Weqtvrd2vJ9KOGXNYRkjYYU9NTQURs8UQY++AjX2YmfBJT/zLRki6/8qyDLts7UK1ublZMV6ymLL1q8WulmgVeT98+DDUC3XAu+/1epU68HehT53ik61SDK6sd4pTnfhbiBkTDQaD8D49NyKAjfb0uc5e5C+U2+/3KwFjLHC70Ed4F8C5c+eCYSHe+dtvvz1SJytPdq/SJ06VZVmJFQ6GyGdn83iEmkEHrdmPxJElaRrPPfeciAxPEMO8MxgMQrvRHxsbG8EgEZII/FrSSkgAvvSlL8nZs2dH7rFkA6oLxD7nftEGp6y20e/cip+disx4MzIyMjIyDhETw3hFfNabGv84xSWCd48xPUHMQETvbA5C0d4kj1QjCN1fZVmGXfeFCxdEROS3fuu3Qp7YfYM5sK5Rs0awOb7HpyDhV4e7s/S5qNPW1lbljFMrTKNuf7vdHgnpp9us9W7Y4Z89e7ZiZKHL5brz/9F+zhuGN8gDxktWeE30ixXYghmmPmXIcydipoKyAT6n1XpPYCj4ZX0/dIDoK/x/Z2enwgDYjQbSBIwn/pas9ySyp9fVBkLWCT98+o8HbRQFPe6DBw8q+lsOkMLBMbjuXDcdmMUCs1zU9dlnnxWRPamTDvqB/mNJgs6/1WqNGHlxmlarNaJDZjx69Kii415bWwttQ/hUoG5Oihmu9fv9iiQEeOWVV+TixYtmOZ1OJ3ybkMwtLCyEcYTnkPfu7m5FP83vRNcPfTw3NxfsV6B3h2vY/fv3wzuH3p3HgB53+zlneCIWXoiTLFFf04VNi/Wa5mWJez2LvdT6pVjhpqCJhSH/zYZhAIw7er1eRcTEok9tLchp9eTLH3dMHMeiKE+kyJFltB8fW9TGNk/8AeIjhQiq3W5HxaieURIbqODa1tZWyAsTA0/SEJdhwWWLXd23LBqLiYfZuEr/igz7F3lx/+GXD6eIHeKwubkZNhmxIwAtPHr0KOSJSQ6RvCzVADYda2trlffLGyvvUBALH3zwgZluZWUluoFmAxu9qeRrPLa1GJnfG/LDwobx1+l0KuPMsmoGuN+Rv+6rVqtVOQSDD0tAXVD3fr8fNmloA2+UmqjhuI+0ERc2A9h0WO2yvrmiKEZ8bLmenuGkZ9XM7wpjkq3YNVnA/1utVsWADxuFTqdTGQN1yKLmjIyMjIyMQ8REMF4LejezHz+zg2KbFpNMqYNVd+vaQR0nWIevfOUrIjK6w9Z+hswytDgOIrvU8ixWBnj9z+I/7X6Q4i7AhlB4jqP3aKbHDDiWf7/fD8wB7HZnZ6fCdLHrv3btWmAVmlkzq9CGJczkdf0sFQmwublZkTRYzJ/bg7pqJmWNUYtN6L7q9/uBdUNkh9+zZ8+Gd4F+RP/EVBdIr8eoFU0Mv5988km4hzytSF4AmA2nt8T4lqTBc2tBnT1DPrSVj+vUrngMsCtdFzZQAsMGKyuKIhgVcdQtbRSI9F6UKqtePOa0JAks33oupkICYsZe/X7f9XXW84SltoI0Bv1/8+bNirEjA32k4x+0Wq0k4z5GZrwZGRkZGRmHiIlivJ7cXsR38WgC3gU11ZkCTdgpp/UiXzXVYTXpq6Ioggm/t0PX15j9YWfIO81YXFvLkColJq0Fy+0rxcWL2ZI2HrGi/Fj6JlxjNqJ1tRx1BztlxMO+evVqdNdeNy5iekhmw5aLg/V+NSsA8+10OpXdOks40B5cY5eh2DsviiL0jQ4Ccvv27VAe2BXqsr6+XnkvrVYrsDg+35bbKyLy1ltvjdSB+8EbmzrqEc8JlqTGMnSz8gXYGIh/B4NBJZ6w5YrH/QCAPevyBoNBcIvCt85RqhDpCs+xmx/qgnfCgUissWlJYVAHAGOH+yBmK1AnPdMGVO122/2eNNP15hy4z505cyYwXm3A5mFraytqUBZDZrwZGRkZGRmHiIlgvGVZRs85BVhfd1BBKyyzcwv71b3Gyo5d83Z/KXpVy/2J24ldPp86pOtj7fbBPNiNI3a6SVmWYXeq3TLqgilYus2YxXHMGhK/sKhEYAFLX6dZO++m9bjkcJcsAcCzOP3H2zF7sZ0ZngTECk2J6xzwAW2N6YtFpGI1zHrgWDkicV2jVQ67sLClKP8yk+JfvAOE+MT429nZkWvXrkXbBViBS7QuHuATj2Jt0fXTsOYpMH4+Uzk2pjlUp26DyNDy2HIZBOOFxwK/W7xXuBPevn278n7wbnq9XlIQFP1Nt9vtwJZRT7T95s2b4R0i+AcYdirj9ZAq+dTvDuPp4sWLoW90v7AdB6RZ6OuHDx82XiMmZuHd3d2tFRsC+/GfiuXPdQE+iwVXT/aW25L1gVvQH7gntp6bmwvpYWTBB4vjg+CBhrroxZt9cHX9tPk/5wmwjyrXs8mimuJ69sorr1Ri91p+tToeLotykR6L7cOHD0N0JTy/vb0d+lIfaGCV7U3alsEQi7RxXRtAcV4xv+ZYOXr8WGoG7zu0viH0KR9ArmG1QZezsbEx4vcsMtwYbGxsRPO34h1rsbJVF++ox3HmA2zAcBwgvj1EROJ8rflPl6mN4xi8wdKqAXbNgdql0+lU1D/sapTir6rfIW8o0O/og7feeits9nEE5zPPPBPqkqJu4W89xcAyZU5hxNyPer1emCPRf9g8vPXWW8mxpkM5jVJnZGRkZGRk7AsTwXhF4gY/ltgmZedp7aJT0DRwRypz1fDu1Rls6PIsYLfKO14dGQoioHv37oXdmz6hhsV/MRN9vgeGaRlggLE8ePAglI1rW1tblTipeL7T6YR24JB3jq2LslH3F198UUT2RJOa1TJrjBnKlGVZieGLNMvLyxXJAefFjAFtsUSC/Mv5sxtNTNzNbdZsqSzL8C6bun1Z8IxUPAM3Lb7maFCoM8SMLG7kiGlIj78RiMRzacIvu0npPEWq4nHLPSjVeNH7FrX0AQZNi4uL4RvTJzGVZRnenTZo7HQ64TuxROh6/Fl1RrlPPfVUGN/W3IBxpN25rPmJA1vgO9TR2waDQWC/cPeCwdzCwkKSwWQKPLWVlVeKCpPvYS6CUVa32x0JvJKCzHgzMjIyMjIOERPDeEVsdlpniBNLwzrEJqxxXKbrGR40dQtqskuLQevKWF+iz3cty7ISGpANqPSO0JIm6Lip7Kiu2fDCwkJl98ysEUYZ2EVzeuSJ3fTm5ma4xmwbv3rnz4fRa70M6wB12EUYTRVF0chwio24PEMcS59osRb9nB4X7XY76KLQBtb9eWhiuOeNd76vDW24zy0mpRkUpApWPVmaoHWbzFw1q+V+1UFDmjJeHucabCSF7wnBKzY3N0PZ+HZYSqBDpLJho/5WLcmTHjtsaIj6vvDCC4G1ffjhhyIyaregT3DCuGL7Df2Niwx1n+hvfC9scKkNlXq93oixp84f8KSBHtO15lJrrUlhvcgLfbe4uGiOUw+Z8WZkZGRkZBwiJobxgj15O+q6Zy2wlZ313GcBT0+cwnoseHoIi5Fq3d/u7m4lIL8Vas7Sh+l2eXo+3oXrfocub35+3kyv89JsieuFe/1+v1J3y41GMw9m2NCjsQ4a0IyIx1rK7tsL76jTWddjQHodRpGR+g3FyuK2pjJdncbSEXtBFHQ/cAANy+XN6zetd2c2HDuAgvNIsT733lOv1wvpcO4s9NQWs+b+0CcvsSRAn6LFrBPtsCy4dV17vV6o1/3790VkKNnhdwGrcny//D16HhWw/mWWqz0IwHiXlpZCvrFDMXR/HNT8naKvt67jHb322mvy1a9+VUREfvu3fzupzIlZeEVsqm+5VzRZlPk5L/bsuC+x6XP7LS8Vuq+4b7X/ZVmWlb7xRDPexGqJvyCS4by9d2hFKIrVpd1uhw9Ax5TmiFJWv+tD6y3XFBZN6+c5xjGu60Wc+1YvkouLixXXC0zMq6urURcFL2Yut5/RZDOYamzSZMFlH2FrjOiy2YAtFnnKWrx4kdULL//fW1xjC6616RoMBpWFAhGijh49WjnyL0WNJDJ0X7MM7LDptPoP3zYWUsQj5r5Ced1uN3ybL730koiIvPnmmyKy1+9azA0VlXcajzUGOP6zjvCGd3Pv3r2Kn7ZlsGq9e09krEmGh1QRt3WtqYtrFjVnZGRkZGQcIiaK8bL4wBNhNHVkT3EA955rGmkoZZfFO+cYs/DuFUU1/i7vBvU1NmywzrbELho7c5YSxBgvsx5L7OWdHqL7wRJNe+B2eUYWAJ/SIrK3q0Y6jsOMNBbTENnb/YPVgp1aLJr7D+1CH/N5njB4QXrs+tfX14MBGQw3uC6e6NeKQ62fS2W+mrlyPlqSZL1na3x4Ecx0/ebn50fODtbQqhFmx5rpekZuVh2AuvT4Zl544YVoGuSBtmxubobnwE4Z3klKnsQA0GO62+1G35fI0BUP0qaVlZUoO+VxC3hsEd9eqzU8TB5jGmnv378f6gCXQXwLuq6xazyu9DjyxpqFlDmF0XhNapQ6IyMjIyMjY1+YCMYLRT7vQLS7SVO9LuDpww5Sz1qWpWnCb5Ubg7VLSzFvt6CZwO7ubkUvo08r4Ty1AYeuF341e+GQkd479Hagni7f0s1pAyVmNpZeC/UDoIfjM3XxLrWecHt7O7Ba7iukt4JdaDbmSQw4RB3HJBYZda3xWKPuB2bwQFNbA48Np4T/1ONDxDYM0+9yfn4+sD+wRW3wxn9zX+u8PINBD5YEC3l1u90Q/jAFeO7Bgwcjf4vYbjqW1I3PDo4BY5nHFfrNCoSB8paWlkRkj5HD9Umz5+Xl5REWy3l6hpdTU1NhTGvjr7W1Nbl69epI+55//vloiMydnZ2KgSHr2mO2QqnGjrH/p96rQ2a8GRkZGRkZh4iJYLwiezsfz8qxjv147NJjuuMehOBZQ+6XTQApZu515TD7QR6WfibGGlN1r5aLiKVn1rDeG58SpJ/zGK8Hqw7YTaM/sNPe2NiouFIgCACzW2bImlUxG9aWy1a79K69KIoQiAAsATqwzc3NkJelg4bOsOluvYlUyWJL1piBNIEt29kanPOypBftdjvkwQd34HmP1Wpdd8o45Pv6e+F+9zwkrDJ1mlu3blVsBJiVQTJg6cj1+ckWdLCQdrsdxqtlkYxvDmPu3Llz4fuApIXbYp1UVgeeE3Sgj83NzcCCcQjJ+vq6nD17VkSGel98h7du3QpjStunFEVR+cZSDjGw5pkUO52trS25fPlybf6MiVh4IWrGr0hzUbMevNaHBFgio3HqbP1adeaNQdPyUowEYnWL5eXF3dUn4YhU/eqabigsVwCdF+eJCcJyK9B5x/LQ7bIWePwNkTtH6tEiZky4jx49qhhQ1Ymv2JVGZDjxsWoiZqQmMvSHtMTYlnrD6w8LTVUidej1euEgdjaQEdnrK2xmrEUT1yDK7Ha7FTUBFoK1tTUz8pTIXr/EjCMtw0QsOLOzs8G3FdcwBm7cuBFiG+P5drsd9TP2vvsHDx6EclBPtLnf71dO1cKYYaM2C3qzAbck9v9Fu6x6AXNzc3L+/HkRkXD0Iha9VqsVxM94J9iceOoGvoZvgcc0x0MX2VuA33rrrZHnuY+xAcH38czjk46eeeaZsCg3PTXImqs00MZLly6JiMhf/uVfNipDJIuaMzIyMjIyDhUTwXhFhrvdmFi4bjeu73tuSLyraSJqtlj0uMr3FFGfZVy1H8YLpoYdL4uc8Ax273wqSiwIBfefxSxjomZ+jpmv3mWyWE/nz+OiiajeijMNdgHDkmPHjgWDHuzswdLYIMobO1w/3d+4t7m5WekbS4QJdgD2uLm5GXbyOuiHJUb06lkXjKMJkNf8/HylHczYdP+xlEWzv3a7HUTsYDYwRrp27VolahnXxTOq0u8cfbuwsBDYG56DBObOnTuVPPv9fnD7AoO1+lFHz7p9+3YIbqEN/trt9khgCUZRFBXDR+v9on7o26bSj1arFcbd5z73ORGRYPy0tbVV6XewT3bT03nydbxTfBtlWYZ+Rp4rKyvR+d+SkOHEo/X1dTl37pyIDM89xvv2VFMffvhhiFnNp4SJjEqWLOPFpsiMNyMjIyMj4xAxUYzX0k+l7Cr4nt79sQGG/mVWluJqZJ10tF8dsQVPHxn7fyx//oVuzDpJQ+9Ksfuen58Pu1mLNcZ0IamuUGxIFYu7a0lCLOaq77FBmdYpWyyBmQd2yF/4whdEZBhY4O7du4GFQBe1sbERmKfW983NzY24WHEduB7YYcfcJ0RG9Z7IQ5+UtLW11WhM7u7uVtx6PPuIWDrkZV0XGbar1WpVQnyyblNjeno6OjbX19fDM9rlpd1uV0KjAnNzc0EHjbLB6jxAp8coyzJIRzS8fizL4YlgYL58T19j3T9YnDZU4mv4hY6X87NYpDW/4D1dvHhRRIas8YMPPgj5akbIfe3Zp1hzHNjvhQsXRGRvfMTChfb7/QpDxr1PP/105DQxkeH7vXDhQmVu/MM//EMR2ft2YqFvLckf16kp682MNyMjIyMj4xAxMYy3zmWlbhefogvwrOz0/y1dQL/fj1rJHgTzTcmrqQWqZ/3L5vBWepE9K16tY2Q3lxhL3d3dDTtmrdu06s+WzpZO2QvHmeLuZLFiTweoT5VB20+fPh0YLwIMPHjwILAeHZqSmb/uqyNHjri6XV13Ph0GUgicuQusr68H9sxsP8WWIeX7sMadtnrnNmMMoO6cB1gqMzcdOtOyFcB42t7eruhOmTWjbPQVfk+cOBHYG9xUxtVvW++XGagnEYJuGAyP64C6v/HGGyIytHfo9XqVc3V1vlwu9zH6lKUqsXCaFjvFt/Dxxx8HxotxjzzZ1cnznvD6myVE2ruA06CP9MEkfBgDvtEbN26IiMh3vvOdSh1ih5hwmtnZ2XAfbeRvQ7to1mFiFt7YC6lzJbH+n3ovlj+ea+qW0UQsx9dj5dTl5/WVl5f+2Dzs7u6GAc1H8YmMxl61JhZdNvsm6vR1C2nshCnvA6472Sq2ieI0aB/azn6lcFmwjibkE48w+VmGUMjf84dMWfx4AU9Rm1jGadbGL+Xb0gZRItV+47p770z7qFqGdUhz7ty58A5grIOJ9tGjR8FN7PnnnxeRYR/zwqMXRq+vlpeXK4ssi2S1u1er1RrZ1Or8sWjpBaAohn6oMCgD2DjNqqfOC/Xs9XoVNYb1Lji6mlaNwLhqd3c3uFWxL7vIqEhbf7NNNzdcB89okA33RGx/a++4U6Db7QZjOzYWw3Ox+bZuTFvIouaMjIyMjIxDxEQwXuwYPGW/SBrz1Lt3TxxjibE4TapRQB1Sd0QW800xzfdE1KnsRecFcMQb7NDZwAG7TewMWWyDdJ4TO7dZR29iY6eY25KIf95yCmLGd7oc1ElHFSrLsiJFgAEbiwatiE2Wi5suF9cg3hORikGP18fjqCXq7lljmtN4JyRppsyGORbzjEkkWq1WYLwQg7JLjw5c4kXG8wAWzUE5UOeZmZmQv3ZB4brq8sqyDJIQpGephyeJA3R7BoNB5TkY3+3s7JguVwBctIB2ux0kGDAixO+tW7dC3bWEZxxDoybgvLXRIqvE0KcwogN2d3crQXFYksJSGxF7/jyI9mXGm5GRkZGRcYiYCMbbFB7D8/Seli4FsNyXrBCJKUzauu7tkmIGGJ5eIXVnmdJXXtzZoijC7l67EOzs7ATdGnad2EV2Op2k/uDndEhFdrHxdLsx46Wm8BibpSO36qPdEJj56+ctlmqdJ6tPcrHKQxl6xx6DN3Y8qYoncbDCjVqIscy7d++Gd492dDqdYMxnubV5OtSYFMGyMbCkHToedqfTGYk5DWgWzPNLit0GgrNofTjXGX06NTUV+kG7rrFhma47nyjEum7dD4jzvbKyIm+//baISHDNAdjtBvWCixO3X7fBQ2x+amL7Y0kyta672+2GeQbjitOm2PWMa0jLyIw3IyMjIyPjEDERjBcWxB7Dq4O3M0qxXtX5xBymD1rHa+lsUnSNdRbMVvqYLtNjNrwLBKPBLnptbS3ohrALx656dnY27Ky1/pfB59zqcvgEEzAhlI1ypqenRxhJrBwAaTnQhHW+K6DHwM7OjhnoIUWf7Y1N/S4Gg0HlMAGuZ+xQhU6n08g6np/1xoyX1rqmrd2ZeegALhyYAnmwfh+MX7ulseeB9U4AfdoVjw8v7CL06Dpso4Z+9ynnSTOgO0WQlqmpqaCr1jpvPpBD2xXcunUrGnDi5s2bIR0Y3+nTp0Mb/+zP/kxERsO06jEGzMzMVM7ffe6550LamC60bs5KQdP1ALDmBM/d6SBYrYeJWHhFRqMMNUXdJDCOqINFzbGyUutV94w3uY0zeGMLfWySr6t7LB1PVpYrhZ4E2DXAmiBihnEs9tX32CUHoiOIvzm6jT6GrO6dsIiOn+N2c8zc2GlGbNRitU+LEiHq43I0yrIMPqDa95BdlmIqDIblrsPPN/l2uA/Qfsu/FnmiDVZe3H8x4yg2TmsKb3OmN4CeoRijiZsel4PFD6Lm48ePR0Wl/D1qdY2VN4BxLCLy0UcfhTxjGziOaIb+hzh5fn6+svCmzLd1ovcmxkspc1fs3jgqujrVYtOFOouaMzIyMjIyDhETw3jBeGI70bodh7fL4jKs35T8Y0gxUrHAdUgxQoo9fxD1a8psOFpQzDG93W4HcSGCAECU1u12AxPF++bIMIDnJgQGxaJfiL2ZTeNZfbYvuxwgGAC7F6A9mk1vbm5WmE232w3PapZUd7IS0oH9eaIulPHw4cNKbFww3UePHjViXqk7+SYqlt3dXVd83xQx8b1nRCMiUVbG70S7NrHkTUtJrP5k0W9KvG39rMjQaNE6yB1gkbruj/fff7+SDm5E+P/Dhw/D6T1Ar9czVRUie98q/ka92N2pCTtNEeVazPcg4Yn9x50jx5XQimTGm5GRkZGRcaiYKMZr6S/2kx//6r+5TL6XqrOIuSpYabz6eXlYjNdzl0iFp7+wdqQxYw7Wy7KRFNIgHfSW2HEzG8bv7OzsyBmsXA67Jun6dTqdsCPX+tuiKAJLhKESs+gU/bk23BoMBpVypqamRhi4hmZlwO7ubuVUI34+xmp53KLfoSfc3t6OusroNsbQdDzp9P1+33WZ0nX38pybm6u4EVltsOwJYu+X7Tc0Ox0MBqFs3EPfMrvlempjKkhHYnXVdUD+ePeW8Ry3C9/YtWvXKnWJgeuB/nzyySej6TjQBH6tmOspaKonbTqX6ryarh1cbmxOrbMjyjrejIyMjIyMCUYt4y2K4pyI/IGILInIroj8blmW/7QoiidE5H8XkQsickVE/qOyLB8Ue9uAfyoi3xSRdRH5O2VZvplQzrhtEBGfgX7WputN8myaPlZ33n17u7OmZVrlxXTjzKz0uZyDwaASUIGf0zqlubm5EJwAjAHPsS6K3YFERhkBrmndFOeF9L1er8K8OD1YCELjWQcuAGzV7AWRsPpRM0N+d5o983PQ4WldKpfrSUQ8XbKF1DHGdYrljzrCrYjrotPPz89HmUyr1aqwMH43Wk/P7kRa/4v3y+5YkMagPZ7Lkkg1ZKTnWsNSC0hj8E6PHDlSqR+3GUxX16coCnMc4TkwXVgnW3pLHjOog7ZM5/7TOnLrHaYg1YYnZSzXSQpjqEujx+F+1qwUUXNfRP5BWZZvFkVxRET+uiiK/1tE/o6I/ElZlv+4KIp/KCL/UET+axH590Xkucf/XhORf/b410VdYz6rhe0w8kp9oSnPWmLe1LK9DUiqIVgsT8ugJzb4WYzFkw6OuNMn1LBRB4tbRUbF1gBiI09PT4fFFJMan5qjI0KxLxDLpgAAIABJREFUiBv3dBxdnkxZHBiLg8vXkWeKewqLSnU/bm5uhjyQJzYI/X7fXXCt8dTEoJHzYbGkyGgEJ923XIaOxa1PdtLpNbzj26xr1j3vtCsthraMqqxvZ1wRJzZYMPI7duzYSCQoXQae++EPfygiw1jSHFkLv9wGvBNcm5qaii5o1hhltYY+/pLfCftgo14oI8WQKfZ/vuap6jxDKO+bqFMveu+56buvFTWXZXkTjLUsy1UReU9EzojIr4jIv3ic7F+IyK8+/vtXROQPyj18V0QWiqKoKhMyMjIyMjL+HUQj46qiKC6IyM+KyF+KyGJZljdF9hbnoihwDMQZEblKj117fO1mTd77MlDy8tV/1+1sdP4pO5wUdlFXP+v5GNv0RC51eaXUL3XHp1kPI+W0IBZj4W8dWIFZiBYNTk1NVeLSol337t0L17DbZ5GiDszA53pqZs0uFchTi+IYWhTH6VLEvFYQCmBnZ6fiGgJ4QTe4bOsZ3cd1DEXnyWm9vsE1PutU14UPFtfvfFzjG04bG7dlWQa2d/ny5UobUhmTrntKPREha2NjI9rvq6ur4VxcGC1CxbK1tRUkO0jDfabz7HQ6gVmDIeP/q6urI2oZkdHYxjh3F/cQtGZjYyOwYdxjsXmK0VLs/yJp60GqiNorpwmrtdpVh2TjqqIo5kXk/xCR/6osy2rIGUpqXKvUqiiKv1sUxfeLovi+PuIsIyMjIyPjbyuSGG9RFF3ZW3T/l7Is/8/Hl28XRfHkY7b7pIjceXz9moico8fPisgNnWdZlr8rIr8rIvL000+XdbrdpgzPSpfCeLk8S2nvlbFfhqvroOuj78XyrCujaZ/G+oGNinQcXCscnRXD1jKGsVhbLAbt+vp6Rb8MXTGXrY25iqKo6Iat/PWY4Ri2ddf4V7c7Vh4bScXekxVqsS5YRsq40+/SYkmp9ghgYWCPYD9lWVbcU9hIKGZUFLvWlOkCOgYy6rS1tSUffvihiOzFN07JMxabmd+9Hk+DwaAybm/fvi0iQ7sHq+7vvvtuRbKTCl2H7e3toB/GrwX9Ttj+wGKwuIfAOa+88oqIiFy4cGHk+7PqxH/ztYOaW1OfbzJPj2MDlGLVXIjIPxeR98qy/Cd061+LyH8mIv/48e8f0vW/XxTFv5Q9o6qHEEk3wX4alYrUBcp6Zr8icC+9ZxCVapzgDWzLGCFWZ/6QrGMSdXmWeNkKmM8TkMie+HS/x/pZ0GJUFvdaGwn8P/aeeaJlg5LY5szawOn7/GttRPQvbyys/JqI8xiWoVGTyYz7kQ/S4Lpzn0EkycZVKTGULVgWxyn9judQT5HhwmcZB1ljFOkWFxdH0lt9x7G0AeTJRlKWEZzInmGT9v3mdsYOfYgRCe+QCA+6flYEO7QHsaGXlpbCBszro/1iP3lai75IupFqKlIY7+si8p+IyI+Konjr8bVvy96C+6+KoviWiHwiIv/h43v/VvZciT6UPXei/7xxrTIyMjIyMv6WonbhLcvy/xNbbysi8u8Z6UsR+XvjViiF6VqiY4+xNSm3Lk2K2LlpOePuoFLFfrHn9lsOM1fryDV9ugkbHFl+r4hZC7bE/pP61J+mbWiKlPdsjVXNXOsYXJ0xFCNmUBWrC2Mc5tqU8Vr10S4sLKbEaTww2tnZ2akcheiVz+Jarx2W0ZiOFIbyHj16ZEZA43xERtUmqL8+WJ3rZ41X3bZnnnlGRPaYoU7D7nc6CpvVR95h9F56a9x6Uhy+pv/Wqh8+aWq/SDXKOsj54SCYLpAjV2VkZGRkZBwiJipWM/9a0DvX/e7Gvd1nXV006nZZB7Xz+ix0Ioym5v5adwe9nbcrZsMr1v/iGnb0fCi3ZiGsU9IBFXQaq+58LcUQynveY4ZegAovMAOzYRj7WPCM77h+Xh08N50msMrWpzZxwBMtLSmKomJYZOXJbfUYPtgV0liMVUdlsoJ4QB/J0eLYnQ1MFwwebbb09bot/BwzZp3+xo09+9R79+4F3akev1bwmro5zmP1GnxP63St94D0x48fF5HRmOtWPVKMqlLaYMGbk1Pmfk/HW1e2hcx4MzIyMjIyDhETw3hFfItMa0fEu7qDtjb2LFtT86rbJXll7wfj6G5jz8QYFMDn6YqMxmzWlqask9LltdvtCmsGS9rZ2amESETem5ublUAMVvjKmI5YZMhoGDHGW5ZlSJ/qKqT1Zp5eEvd++tOfRtOgHt5vrE5NxnTdOEphLzqG99bWVvjbYrc6zwcPHoR6IKgGuybpvsXvzMxM9Exba/wxk8X445OzkEaHF52ampIjR46IyHDcwpWK626xK9RVB+xYWVkJYwzj3RoPuq/a7XblG2AmG3N54/RonzVGU+ZY67nnn39eRCT0k9eGujItCdy40sqUedZj9PuZpydq4WVYi2yTjh5XtFvXmeMYV9WJxFLKTjEg+KzbrNNb74QnQI7dq/Oz6uwFrtf38Nzc3Fz4W08aLBrUIkX24Y3FWbZQFIXra+rBW3BRz0uXLoU6aF/T1PJ033I/aNcuq17WofAadZs2fTABH+agY/lawAEK8G0VGRrpoOxutxvyQuQlLFgzMzOVscmLUezYPese8pyenh75G+XExsPKysrIBjEGLZa/c+dOxWUM+fAm0foudZzpWDt12RaQvxbDp/renz17VkT2/HdTyvOQIk72iFiK+NqbU70NradqiiGLmjMyMjIyMg4RE8V4x93Rp7jO1KVrUq6Vf1PFvpXHQdRn3PJiYqS6vsVz2IlzjN5YwA1mUp6hjCUms2IAa4MXZjaaPYMheacoxdqKfJqIqKw8rDRa7Prxxx+Hv1FXsJijR4+OHLbOWF1dDflCJMtsR5/8JFI9WpDfaczwamtrK4hItRRhYWGhEiCBRcKxo+sY3B8xca118hMwPz9fOVYRKIoi1AdiYcQ4tqKCoZ0bGxsjjFpkj/nqb8ATaVtAGhbFxp6bmZk5MENNC5b6xPpWPXelV199deQ31dCriWGnBe+b81Rm+2XhKTHpNTLjzcjIyMjIOERMDOPF7jDFSAWwjJe8XYzFOMbd9XjK/hQTeL4Xu59qKJaq403R11m721h9+P/a4Kjb7Ya8YBTD59FqtpT6LqzQj7rOzHxjfWLF0Y39v65O/IzFzrQeDHVfXl4Oz4NxwXVoa2urUg8EGFlZWYnq1lmfzqfL6MAFHK6Rg5hwnkeOHKkYL4FFLi8vV9ghxgBLO2K6Xi7HApioF7e71WqNuPpwPT19OrunefGR0d+oJ6cBu9/c3Kyc1IP03FZrTMX6djAYhHahfrj36aefVsZTipFfTO8Zsx+wjMC8MnDt5MmT8sILL5h1GEcqmDIv63edMvfztabGWdZzWcebkZGRkZExwZgYxivi60TqmFcKm2sKj/V5VnNNdIZNd1t19YuV07QOnMYLaxjTl8zOzlYOE7BYlg4PyX/zObt6160tLvlaSsD3FHea1GdZP225ZeCedXAA+uHKlStj1cHrB+5HvBdm2Vxfq2yL9XhjBe27ceNGxdIXv+w2pn8tS3PuW62L5md1//f7/co91g3zoQiMsqyG8dR9JjLU+3Y6nXAWLRgv7pVlWamDBe3+duvWrUoaSBcePXpUsXZPCU/K6aw5S0sKOLRn7NuzsLi4GLXtGGeui9lFeOuBZy1vzdMxSWUqxlljJmrh9eB1tIX9iAFQhieCbGKEZNWh6SBMWSj4g2oq1kkZhNag1+JJTEIiQwMUAOIzXgj4Gj56XGNjFS1G5jrFNiDWJGrB28B46gl+Tk+evPBaUZFwD5M0wKJTHQHJcltpuumyJmcv5q/nOuVtkrGwPfHEE5V7eqHwDF+4ftbCq/1dsXizYZVeaPr9fqifLo/fkeUGByDdo0eP5MGDByIilXdpjQsLeqFgUTPE2ziz/OHDh+GaHk98sD3qqk9Y4nts5GiNC20YZ/nF63GxtLRUWeCB3d3dSj9w21MWQK57zOe41+u5820sFjfnb/2miPFTkUXNGRkZGRkZh4iJYbx1ImaPbe5HnJxSjxSRbqpBThOzeCuAwUGIpps8Z7Fn7g8wC+zIYUjFz+nf3d3dyi7fYgTW+bg6QACLcmGQY7XPG0dN2IiVv7X7tkTNOs92ux0N3jE9PT3SRi5PP8PPcXp2J9KMzjP2YbCIWLc5hm63G9ifZfSkmS4zKmt8s9ERYzAYhGv4BbPb2tqKfmsPHjwIY8VibjGWaonlNzc3g2GcZlKczvq/HpPIZ3l5OahlwOTv3bsnInus2lIv4P/aXcxj3Cz214yXJTW6nKIogmRBx2O21C4ctAXzBKuk+P8iQ5bfarXCfR13m/PH+LAi0Glcvnw5lIWgK5DKeFLOcVith8x4MzIyMjIyDhF/Yxivl6ZJfuOUm/K8pacaNw9LRzLubsuqS1MjghTDNc34sGMXGep92cgIu2CtF+N8ecesmRqzYc+VRPetFXjDkqDEXJQ4Leq+vb0dWIF1gpYnMUFoRA+W4YseK/wudLhAbo9mBd1uN7rLZ8kE+g16+zpDHj1muJ4xHS8zDpQLFsh14Dw1I+dxxWNQZDT0oWaC/BzyRD964R65XjqOs1VnwPseHz16FFyZeIzVYX5+PrxfzVK9elvXBoOBqaPV6fAOwch/9KMfhbjS6D9m4XxKlcioQR2Ae71eT06ePCkiIqdOnRrJa3d3N7wXGL9Bv23peGGc9t5774U6I/2FCxdEZI+1Y3zzXCWy15/oW9TZmktSkRlvRkZGRkbGIWLiGW/qfS+9tmr08vXS1rk7NdHfWteatrEJPMu9WDrr/7FreudaFIUcO3ZspBxmJ3pnzicQ6TNcWa+l0e/3R9yOYtDP845e168oiqQ8WY8ZszsoimrQfWZ/MbcWzyLZskblNjQ5t7ouBCZ29ToAB5dtuRppqQXXM8bW+/1++Bu2Ap5lOlt+g/2wZCPmAsVsEOOWXYBi7bTuF0Xh6s1jwSeYLVlnWetrYGKWFfC5c+dCW9BXkKTA4ppZO+rZ6XQqEh2LxXkSOD0O2VUQv1YYToClM9qC/uHDhyGASEwqyGVr+w/Oi134tE4d9Zybmwv9jDw40A/G5JNPPikiw3fiBeqJYWIW3hi8Bnnm4E3z9xahcQ2aDss/zFscU/qmbpPi1UOLMPHLbiRWXWIiQv6bo2Bp4xmg2+1Wyo6J97h9PKFrd5W6Y/u0aDHFZYnbYxnyeIeZ6//XvVPdt7r+MVjvWfe358/Lk7A2DPOMqyxjQr1wczouTx/3yGl1DGkW1+r6w+iHy8QvntfGeyhH+6Jzn3mnA8WMpHZ2dkZiQYsMjZB4gQI4YhbKQdxnnBBkwRrLPKa1yJ3jb+v3w6cwadG85UZouQWOO59bkatifcsLL+oAsf76+rpLxFCvmzdvishQhTY1NZWkCmBkUXNGRkZGRsYhYuIZr8UaY24qjBQmy7ufccWu1j3ruRRDnoNCjI3E3Dis9Nhp8+kr2Mni1zLaYYOW2O7WEpVaJ+GgntPT05WdK7NifdauFf/ZgudqkcIMvTTWeLXSo9+wY06JNWyNNYtZpagwmIFa+TcBjyu8A47w1KReVr5eeh1vemtra4Ql8q/IsI0WU9bjoo6BabUEfwNagmS1RRv+cZ30KU+sGtB5cj0taYf+7judTtQFxxPlct3xPFjx3Nxc9Lv36sLiWh47WozPrknIH9IBDj6jz1JmNzPkr0/vSv2eIaKOqYlSkBlvRkZGRkbGIWJiGG+TXbbHeFN20Zb7Qsw4pmndYuU10QnretZd8/LiX637Y0aJ3Z/Wf4hUjQmY5VrGDvp5gPV9Wqfk6RefeOKJkdNgREZZgd6RW2f2pvSttfuOhYKsy4vHlacL1ozGe78sEbBcV5DGY2rWe9IuNR74HcYMqESkwnj5/GBP4qK/R8sYi+se+zbLchgH2zuDGPq9pjG/rXvee7barN81M0odoCIFqYaQ3pm7XtAaNrKK9U2qkamuCwfzANjtyxrvej6z5myrLjpPvPutra0wr1iSCssIk9vdBJnxZmRkZGRkHCImhvGK1DPLFCtPjXEtipvu3Lwy6xjvQet4rbyt3SBYCBgtA2eMzszMVHaWrIvyrPl0uyx3GMCzRO50OkFvhnTMCBBiDuwRZv988AKeYxcHL2ylZnOp0geLscXYQavVCtaneBfYca+vrwcdEtoOh/9WqxWscLUlt3Xe7c7OTmB2etfearUqjIYDBPBBFYytra2KThLPtdvtUGePRVtMWded2b31fCz/oiii1rVszasZDr8v61CGFAt2ZrXeuOa68nOe9TXXx5I4pEgDPWbIv/q9eN8vYJ0+1YS1MzqdTtQOI6VfY9ASMtYD6/EA3XW73Y7qulMlmoyJWXhjRkYpg+Wgyme0Wq1GnemlrXPXGXdzEIPVl3zNW3CRhsXK+pQhoNfryaeffppUH/7t9/vBQAEDe2Njw3THENkzZtCuHJhU19bWwr0UIwlLhIcJguPBatEg/CJji4Qn8oxNHkVRVBYo5IOIPSLVA9brDj7HxI3F9ubNm6G/0FccqzjFeMkzNNT1mpqaqsRCPn36dG3elvi13W5Hfak5vfX96ufw7ouiqPiM80Qei43Nok+r/jovnqw9VzXLrUq7Qll+0Lp9HBEO35AnOvZcnPhYQH2P1RO6Dw4SvPhrw8tutxt1bbM2u957Y9UZq0Q0Ym0eDAaN259FzRkZGRkZGYeIiWK8jCZGUt5uw9pFx8qsK8e75pXTlNF+FmLpoigCc7KYLqBFd7zD9g71BoP4nd/5nVAe2BzEqWCUKysrYUcPJ/Tp6emwSwfD5mhEiH4D8St2n0888YTp4M+/DDbmShkXmonG3M5i49diDkCdVCXmLuIZzHQ6nfCecfrKiRMn5L333hMRCZGArEhNKWOrzhBKZK+Pwba16M4KLuGJRbvdbm2sZAssDtXnGhdFYZ4kxOWiHSISPf9Wg93sRPbGvWe06dUdEhbUGd/EYDCouNbxu4+N06IYxshGO9hVUKsqPPGwJXHh70THcd4PYi6Pn6V6ziqnLMuoWiM1gA4jM96MjIyMjIxDxMQw3iZsMYXpMlL0U1YZTXW8Hiuqezb2f89YIgXMMKBn00YtzNg4/ijADvciw90x61f/5E/+RERE3nnnndAG7J6hz7Uc98HO5ufnK6H5YEC0u7sbGJp2Wmc9Ghje+fPnQ3vv3LkjIkOmhzzZhWpxcXGkf7iPkR6/29vboZ7WebdId/36dRHZY0uoM9oMPdLs7Gwl8AifRYodNqQCkBwcPXo0sCv0sWXMhHJmZmbklVdeERGRa9euiYgEBnzv3j33e4p9O2yUpccmfwswdNPSCLQDeQGanU5PT4+cUBSrp2bdnrRDpKpz5W8ObB3vwgLn74XR1GmYDcaY0vb2tty/f3+kLhyeULeBjZjQDowPK8Yz/sa7ERl+cxjbMzMzZhxwQLNnPMfhXVMkFdYcxCxaS5x4rGg3OGv+tdyCYvfqYLla4vnsTpSRkZGRkTHB+BvJeD00YYR1acex9kwt02LdKeV4u31Oq3dlJ06ciLIXZvd8ZinugcXpPC9duhTOwsQOHeDQbGAOrO/zmDxbP9eBdUrQi33yySehvnqnzLpXXEMbcG9paUn+6I/+aKQOrPsCu4TL1fHjx8OzH330kYgMd/sc9g51QT3ZTQrslPVvOlgIW6yCoWgd4IkTJ+SZZ54RkVG2ibYiaD7avLq6WrGO9d6Jx1Cs9Hpssx5Sh/xj61D098LCQjjrNQUszfEYjR7LkKjgNJ86cN4oExIQPrNYM2pPqsBWzfhm8O3Be8BzT7Pax64yuIZ6HjlyJOSlpVKtVqsijcHBJ91uN4w/9Bezb+SP9JBEcd2tYBkc1hF11uf28rjSIWzRf71er+KJYc3lGPd8QpJm8tacrC3GY+k8TMzCm4Jx3R2aiNK8sjzf3roF2JukPAMMzzAH4iekwaDZ2NgIHwsm2iNHjlQmNY4xqwe2FfUJ9YT4686dO2ECR3n46NgXUYviLH9Zy6gF8AyA2B3GcttJ6XcshB9//HGlPAuYpHgy9MrTkzxHysHEisUlxS3NGh98LOPTTz8tIqNiSe1biXFx9erVyiTDC6O14OI3ZdPJ6gI8h7yOHz8+cq/f71fePfsEe0c0atS9Q113zrupyggi86WlpZHn+chK7Q7H/aANiHgzacGKfa6hN4ycP8bv3bt3k8rAcziVx6sLp4e6BbDc9Ky8rG9HG3HNzs6GccELp8jo5g738P+tra2Kbzr6utfrVcYk0nC8eL3w7u7uRl0uY8ii5oyMjIyMjEPExDDeGCu1DDYsYyRv962fS9mpWwpzT5RWl1eKWM7aDeo6Y7d18uTJsOPSxjdTU1NhF875aKbrRZ1i0SrKxnMQK+/u7ob6QJyEuvT7/RHDKZGhyPn69evmSUSekVkMB/me6sqJ1SlVZaH/bxl6NHme/wajunr1qrzwwguVemnmeubMGRHZO0QdzB2SDOtM1lgUI86b66UN+NioCOPBirGt422LiBw7dkxEquqMuj6zmKQGxjTGZqoKCOP++PHjoS91W1kMrfvR6luup1azpBhueZIkbyyMU471/dblzzHQU8DP69ju29vble/IYtHa8Ird+6wYz1oEvt95I4bMeDMyMjIyMg4RE8N4NTwjIk+fq6+lMqkm+t+6e01g5cO7LjBXsAQYzljGUgDv9llXodN7jBfgXeqlS5cqdceulF1k+FdE5Mtf/rKIDHewly9flsuXL4vI0BhpY2Mj6Qxab4et2+e957rAETHXgTqkltkkjdaNe/YL7XbbNP6I5bm0tBTYMtiftgXgvFLytNKzzg1GNxrMRrgcSFGgi/dOtLLgSbpgHJQaBAF6xVOnTonIngGRDjPIISOhe8c7sQwG0e/cZqTXAUgGg4EZlzsGfaIYw3qe31uKK4/Vt17oVv1dsY1CTPfK6SxbkJRxwOw4Npek2i0cBCZq4f2sF7pU0WWTMq1J0Cu3SRtffvnlcO3cuXMiIpXBGYM1QWpLR7YG1B8JD1QsuJZI1xPjwZ/2i1/84sjzx44dCxbBMM7a3t6OTiR17yRlQ5ayWUt5LmYg4okNY6KwVLEbRPZ4b2+88UaY0G/duiUiIjdu3Ah5YqHyFkmUPT8/H96FdZCC9hcGPD9UnU5kuMlbWFhwD07Q96anp8OmE21uYqDD8CZYb7FA2pMnTwbDNV7Q9Hvkfme/WAb/H2VikV1dXQ39pX2Y+/1+ZWOUMgexyogt+3Vfsr+1J5JN+X5imy/reYsgtdvtCoHg98OHcnA5ut26bl7dUzxZvHGXiixqzsjIyMjIOERMDOONMacU4yprF2MZoKSImMcxnomVZz2v2ZklAoZoVmR4So0+saeuzQD7r3pGFTF8/PHHFXcT7Pg4Mo2+xxGe9M73qaeeCmb7cKP5wQ9+IFeuXAltExmK81ZXVyu7+xQpQqfTicbkZXgiJ2/seMYp3glC3o6ZxWuf//znRWS4o/+N3/iNUBekg1EbGFJRFGZEKF0HMK7FxcUQseull14SkdFD7BH5C77RLJptckQe3vNgMDBZiAb3P8YKXJNQByuylCXytL6T2HiymPxTTz0lIntqHj1PeQzKOvlJu7eI2AZAkHLoNvJReUjDxxfGpAHMeLns2Ck+HJmM89DPN5Ei1n2D3jiwvo9YmrqyYxHXeExbc4InCm+KzHgzMjIyMjIOERPDeEV8vcy4SGWwFhNNea6uLFyPsVO+jqAGwLlz56ISgHHqgmteDFoAaba3t8Pfejdt6beAfr8fPS2o2+0GNgz9b7/fD24jwNe+9rVQF8SA/uCDD6JtQP7QLQ8GgxCjOcUQhaUDYCGWbskz1rH0Yfoefo8ePRrKhOEQfo8fPx766Nd//ddH6lcURchDn3NblqXpkhPTabIkxRpbkLjg3bz77rsisufa06RPIR1hl6FY3bju7XZ75Jxkxvb2tsnsvHxF9sYFDMpQDrMXlsyIDN30LBRFNUAK0Ol0RlyzREYDnVj1AvQpQZ50gdPEvkdPr63T8a9IdUxbzzU9ocfTvVrR0QCWIOgyLdsBS/oYe18ccEbDeo4NzJqy38x4MzIyMjIyDhETw3g5tmoM+2W/KZatdVZt41hX11kDglW8+OKL0Wdjv1ZdLV0PuyFYbdPuAbFzMHXd9H0wqI2NjaCL894bdJQnT54cibGMawAsb19++WURkeCOdPv27aDr+upXvyoiQ+vQ69evB6bFQT+sdvDv4uJixaq0bkcPlo2yrfjC6BswqJ//+Z8PZaLtcK/q9Xry+uuvi4httYm/wUStU28s1gLwOI9Z5fIJTuh/WPXeuHFD/vzP/1xEhizdAurCDDOF8XK9YaWtrbvX1tYqp1V5eVr6T+TF4x/uQXx6D9JYek4t2eH+0/OJ1+/AxsZGRQedwny99JbUzZLipORp2UBY9fNsXfS1pvMqS31S7Df4/9rmxIq5bM23se+Ex0UqJmLhTTEU2u+iq8vjX6ucg1h4PQMM/H9ubk6ef/75kWupRju6ziwWtVxXkE7HcS2KYYQdNtQQscU3XrsgrtnY2AiLCfs16rrAEOjkyZMVMRzSHDlyJEyCMLh69tlnK3lpAwwWXf/oRz8SkaH7TavVCkZsOvLX3Nxc2DRgIURbrHjB3/zmN4NYEv0H15z19fVQHxgJYWLv9Xqh7lhAUN6ZM2fCYqf7hftci3v53VsLtYXY98CLHoA+WlxcDJsSqAHgGuaB4+im4Mknn6xsCjEWBoNBeK/We9FtxmbKW3hbrVaIRKVhTbBshDTO4oF2cBu8jbFVjrex5zlBv2fPJYzbZY0nbz6OzaGsBrFUBFZ548z7vEha70S/L1YxWXlZf+s0Td99FjVnZGRkZGQcIiaC8QIWnU910/ksYO2avJ1UDCze0LuspaWlEA3He46v6boAbMihj7diwwswFQ6YEHNDYCf7FOdyMNIbN24dZqpuAAAZRElEQVRUYv9az6HtOIxet1FfA0Nhtwwt9mJmBIO1b3zjGyIyyip0emYHSAdpBB8dCJYJ0efi4mIlLx1bVsQW92q2DlY2NTXlSjkA1Ivfm8XAWNpQB0uMqvOempoKffrcc8+JiMhf/MVfiIjI+++/H9JrttTv9yuGXdZJVvx+tSgXY+aVV14JgWUw1qBSuH79ejDAs07qiUXi4hjn+lvf2NioRKKy3G7083WAtANtSIV+p0VRVETUVvQnRmx+GQwGlXfHR/o1MXryYJXHdWsiRubndL14johF7LMMvPTJRyJV9UnTGNQimfFmZGRkZGQcKiaK8TI8na+l46jTEaeW0xSeXsDTJUN3du7cuYpjNrMg7LR0MApmXlq3GdPxwghmZWVl5Dk8w8BuztIDWcyXDZPwf1zTemNOD2Z5586dEWYhMmQA7HaT0rcM3NduI7wzt5gl+hs7XugVeXdr6X90Xp1OJyoxYAkPdKfQ/x49etQNhWftugGwfG67Zkee9ALlzczMuP2OusKwjA9vv3btWqUfRPb6H32JvuXxoQ9K99yDyrKMSotarVYYWwi8wYwX/Yb3bOndATw3GAxCnqwbhuTDYo/IS8djLooi1MEKy5li7KT/XxTFSFAb1FmD65DCTrVrnWWoxfWOSc/qdLY6z1jQDw09RvkbjRlL6TrzL+fJ70TbU3hrUh0y483IyMjIyDhETATjtUzr6yzMrP97+cfQxELQK7OO+eJv1guK2IHKrd2Z1g9abiPWThOscXNzs+J64e12wV4s/YW1Q+Qwg7iH+9iF8yku2sK61+tVGBDq3uQ9xGAx3xS9py6H3bJ0v4v4J7J4VpS4BjZ49OjRipTDAvqWx4J2g/EkG1b9wCLZKtwak3hfSP+lL31JRPaYMqyNb968KSJDhsnnNOOXLZK1dMSTKpTl8EAI1AV5HjlyJOSrx9HGxkbQBeM5fBuenQlLkvhsa/xt6QN1HgxIoHQwGM+uha9ZY9M6lUzDsgewoPXEVvhZD7qeTYNsWLpkz22Jy9PfWgrjjd0H9hMiUmMiFl6RZu5ClthrXFGzzjP2fw3P8Er/n0XGcBFhH1XAMorxDDf0h8EDEJMNJp+dnZ2o+EU/KzIc2HxcX8yIicux8vYO9cbisrCwEAxbtGGYB2uitMoBWIQZ811maFF/u92uGE7xJkP7FlrGX9w+vCdE2MLk7RlXcbt0ZKRTp05FY+xyHTxwG2Kifc4TYnI+cQeiWCzecOPqdDrhPWORZKAdln+ufp/sE4x7+gQjkeG3BkMsSxyKxe/tt98OYnLAGh+8AOjThdD2TqcT+hLtYd/2WNQtdrny3AJ1f3Akr9RFLiUilq4Li4y9edLbNFjl63HLc5zn8uO9n9im16qDRQABazHfD7KoOSMjIyMj4xAxMYy3LlJSnQjYgyUSTH1GwzJPr3umKIoQoQmGL17MVovxWv0DtnP9+nURGe64WRzKrAziPksMo/tGO/XrtgJWZCLkCRGkFxAE6WdnZwNzAjuCERgjZafN7ybG2PiedumxGJHFYK30ug7euG21WkE0j1OALMMXK4gJ3gtEzdZh6nX14bbz3ylGY71eL6gO8Ivnp6enwzUceo9IY7Ozs9GxXxSFeQoX4LlJpcSN9vKEyPro0aOVPrLEtlZcZW3YxM8Cltja+o1JoBgpzMsa79bzTcXAQBM1ja6Phhd3u2n9tCuU148erDaM21eMzHgzMjIyMjIOERPDeJvo6Zo8X5dXjKnsV0fM19rtdtB1YbfvMWZLf2QxNgRP0O4Ilv5oc3Ozcs1rK64NBgM3nW43G4qABWvjkdg7hf77xz/+sYgM9Z51xiY6X8vIQj/PDEAzGk/Xo/PH8ymMVzPrfr8fjHysvFP0Unj3VsAOL5Shx8h5/IGBaveqo0ePBomGZuTdbjfcgx6XA1PoNtRJB3SwC6/OTQ1g0N/QwWLMMjjP/bIdfj52znVZxk+7scYt4LleFYUd29gKBykyKpFros9tKplkA0fdHv6/F5d5XJ1rU8npQSIz3oyMjIyMjEPERDBe3u2kmLensNGmugfLUlenr9shxdLNzs6Gc1NT2IdlEax1WBsbG3L16tXoc/gbOsR+v19xhbDOa01xHbDeAyxaoctmeMHfgenp6cCmUAdLx2vBYrr6npU2pgfydLbs1M+sJJbeq+/U1FTFshf3ZmdnA0u0dLyW9S5f57wsnah2iWKw/hjp8X6XlpZCuljYRa4TdKd4l3VBIix3otj3YbFi67AE69tm9yaRIePlwwRY6uPVOQYr2EpKQIamOl7uf80M2SUt9o3rv1Fend2NVXdOb41bnd4LdcrfqPVtxyQ6qe5Our5W/axrB8GUJ2LhTUVs0Nd9DJ7RU8wFyHrOe6GWWJMHYMxopG4ToAc/4izzUWx6IS2KInxcLIrEM2wgo8tEORAVcn94bi1YNK1Dw1EH7z1tb2+HOqM9aKtnJGXVp+4dxu5xGsuASmR0YvZck2JlIg9cjxkFnT59uhKVyVsk4bt7/vz5ikjbEndbC4HOc21tLaRD/t6CyP3BblEiQxeb+/fvVyI2/f/tnV2IXVcVx/8rc28ySZySSVpLPkqSkWlJhRLbIIWA1BfT9iX6INQHW0SoDy0o+FJ90UdfVBC0oFhaQS0FLfah+EEQfFI7kWJT25CStKZOaSc4mBsHHOae7cO968yaddZe99zJzL1npusHw7lzzj7n7LPPPnvv9bHXlh0bH+N97Xa7Yp6xnofTSLNG7tsuiqIckOqOut1uV6IWWR1v3Q4450Clr6vzqY9ZqxNZcdUZPQ1Olpnl3GY9lyfo6JjV1qDBukcd80Kd5f6sfFkdvm5TPDxnrmE784H32rArBUEQBEEwkEZIvET+KjzDUEflZ42y6kgqUkKukz8eFc7OztZSl+n7FkVRcRqRzjiWWo3hiEFMt9stJQwrYpMe8fJC7kTkjlK1dMVS2tTUVHaKkhyRcprl5eVy6gnDU1JkOeiVaiR13mEdLE2IPKaneNUdDetrrqysZNVxrVbLNbssLCwAWNV8sKZBOjHVMZHIgCCalZWVNfGX5TN4Eq88xvv4W9i9e3fpFDg/Pw9gtV7wmsfyvKmpqWxEKGkSsByUZDp5n6IoKoFHOI0MeqHX77WiJXlYqlIr6IpG3scLiKHr4c6dO8vvT7/znOOV9xxe/csds/Iu/7e0I7zVbbFV3p7TnUyb03Z4zncy0JGWlGWboM08lmPYIELiDYIgCIIR0giJF8g7wWzGPTbi2p7ky6Mmjl0rw/9ZW8u5h7f8W6/VKUdYOlasHNWx04gMGSlXVmE4PyyNyGkVfP3caFrmWTpE8XNpe9rOnTtNmxLbnKenp9cck5JhHU3BoH283yrvHJ5mZFB9yoVwbLVa5bMyHN7QCzoCANeuXQNQdZSZmppy7WfDwvVA1iPAthNKbYQuU74/O1sBa9c4ZliyZjqdTumw5znreDGKLWlEr7jDed+1a1dZD2W8cr6m5+zk1b+c5Gth2XjlSmQ5G2+r1XI1QkydwBR1nFwtZOx5jdTiWBL5MKsZ1XGg5PwAq21jSilbj+T9rPemQ9nyNa2Y0oMIiTcIgiAIRkjjJN6bte16Nl3Pvup5Nw9zf2DVziY9fLWXrBfcwJJE9Qj46tWr2cUHiKgMPlE3z7mR+OLiYmkb5hWVpOTLkjhv2QYtn0t7dAP2KiNyhRi57XQ65W8eZUp0nq3n0njvd5Dk7Ek7nl+ATiu9a7k8brvttjXn1s2jniqm86B/19UOaC93KXnpb856zzpIhAwmMzs7C2C17iwsLJS/WdL27GdSArWmnnnSHEu1cmEH/p+96fU1rbx4Nk19LuBPTZL1Imfblf4OltSo2xnr3cs6oNNvJJ6Gwgv/KcnV80E+EMP44uTuJSGiir+C14YPojEdL2BPydno68utt3zXoIbJc7FndZq8X67jzV0fsNXJ3BgsLy9ny2qQEwjn00rHDcO5c+fK+3KDyh2jdOThuMp8TE5z4n166Tqg2kgXRVHOddZlMz8/X1GpyqhJWvVmfXTrdbziNJ4jm4WcI6w7O6l65+XzuMPR03By6HfI98jlU+dBOpF4HQbXZVaBy+vrKSWyIdLTWazpJlyP+B4zMzNlp8wd7969e9eoCfWW1cHWQM6am8r79bfDHfDk5CSOHz8OYDV+NqvErTnI3rdWd9BgRU7LTU/z2kfZqVudmLVEnq4X8n7esRx1229P0PK+W9lubNRgQbYXuSla1rNbcRDqEqrmIAiCIBghjZF4c84YHnVVaPoewzqd1M0TT3/RDjPW1AvGi8MLrDqb8JZH+N50hBs3brhOHKzOtCR4nuLBzjudTqcc6V+6dKlyrZwzgoSvJaUlPfqemJgoJSAtvV27dq0ynUiuJsPX14FBdAAK/cw5iFYDkOg408BadatGrn8M9CRXlvq05HT58uWyvBmuQ1K1pcu2KIryGflaXC6Li4tl/ZNxlvnerEbl+3S73fK3RtYxficyqASXr5ZqvfVapepdTy2ZnZ0tI2NJDQprCPS7k6sBaec7K/qTFWCCt/J8lu7ZZCTT1lEnW1Kwp83S36oXhELmQX8T7Xa7lNytuOyeSUDnSzoheVOa9LscpP7NtaGD2mRdHnItZi/ynNUveO/Cy5+ur8x6JO+QeIMgCIJghDRC4pXu814gjZs1lNc5v+5EaMtR68SJEwDqOTbUuff169fLUT1LKixJebalbrdbSgnW/Sy7BZe/XmOV7yufq24gAc4rS+vyfCtfLJVx/t555x0APSl8mOlm0glCSwVylMxSI2/Zlrhv377y+uwsxsc4dKK+pl4pist/7969pRSyuLgIYNUOzv9LeAqaNc2MWVpaKt+BDgM6NzeHubm5NedZNkPeHjp0CGfOnCnvqanzPXDZSHvzMN8q171Wq1XWOx22EaiudmVJf17eLSmc88772u12uY+lbw7sIeOdWxKUZ6u10O9Cxqn2tGxa0mMJfffu3ZV3IcuP66Fns7VifVv51E5zlu9KnXfiIUOPWkF86kjbegqQ1fZIfwr+bq2Y9RqpORjWGTck3iAIgiAYIY2QeAF74jvgj/isNMNIutZKJB6e9D0zM1MJKlDXNpwbBS4vL5cSF6dhKdKaNsL3W1xcrO01KM8DVlcXOnXqFIDeyE8Hi2cJlohKiYu9cvnY4uJieV2WAi2JWcLlp23kMo96BCqfhfMppxxo+5QM6sGjW34GGR6Of/NzSW9qXX5FUZQ2SS29TE1NmbZmTqPrndSWaFuSNQ2JkRKIZ9fiLZe19Gq2FvLIeXXu2LGj4j/g2fBlPnIS18TEREX7sGPHjoqNXPo55DQhdeyEFq1Wqzz3nnvuAbAaPvXNN98s67e3ypK1fq9u3ywbtLxeLq/yPC4jOQXNSs943z1jSazWNCQrpCJv60iLOn9SuuV6KINxeO26V346gIZlq7Wey7pvTmskNQB1aUTHKx849+FYnavcp2NsWud6nbrlJGSpk3Wnz1Ng5HJpnhu+zrvVCUmnIk7PDa1u4CXSCUV3NESEu+66q/LcGv6Q5PxG/Rxy6T/+6Pne3CheuHChMg1J3kO/JyIq0x85cgQAcP78+fL46dOnAVRVxgcOHCifle8j6xL/ZjUlp11aWqpE1JIdB99HL8vY6XTKspFTf1glz05fcnpQnXemkWpynZaIKoM8fqf33Xdf2XnJcuBpaKzKvfPOOwH0VOeW8xafp1cLkipFq8GTaWW+ZJrcXFjZkXKjeMstt1Sc5Xggt7S0VKud8JyDrHaHf/P9+LtZWFioLCeYUz/z/awOl/+v06lYcHr9LRRFURmsWXHRdR4l3nRHa4qbVaa8T89Rlw5R1qpJOn8rKyu12m6L3HN5++S71wMKwDZXrZdQNQdBEATBCGmExAvY6gLAjrLiqRmtNFoa5q2MX6wN9HKVEplGpzt8+HDlWTw1l3eMtzpGLLCqZmOpzLqOXL9Wq12JqLLoOiOj4WgJzJLytaMDUJ3asGvXrjUqQX1N/exyZRA9rUiqQHmkPDMzU7kGq6itUbg1hUJLQlIa8aabaDx1VLfbLSVeLg+e/nTx4sWyvFlj4gV5kOsu66hKLI2wtkDum56eruWc5o3gud5xOUpHKOtbzTk9WVIgk5P8WPJk7Qp/v51Op1yFS3+X8tvW6kP5HWtJ3iqXAwcOAACOHTtWStscXMNTOct9lpoyp4IdJM1xPefIX8yg+N6W9kE7scl6n5PsrO+ekW2JjMvN59WZriPNITmNgSXJS4k0p+3odrtrVNnyfJnOimfPeBG56hISbxAEQRCMkMZIvHVG5NbIWqNHKJbN13M6kTp+PeKTjh5a3y/PzW1zeWDYfiTjLHM6HQrQcs6Qo29rhJ0rY+lAxVKzlAD0c8iRot7H0smePXtKKV3nxbIPWpK1lkoAlOH8vJG8rAOepKrXBLWCB2i7lucUA1Ql61arVRmRc1nv2bOnlHh5mpIMlZh7vsnJyUqoxEOHDpXHZXARjeds50mgWjIsiqISOMPCsufmnFRy+dPHpM1XS7xsWy+KwnWU0XVLB4uQ6fmZp6enS80El790kNPr9+p75vLCWFK3TnfixIlKwJM6jpSWlCq1KlYdsIJw5K6vr103vfcdA3npUrY9OScwnV7/tjR3Vj3gc3RbEjbeIAiCINgiNELitaSdm8UbhXsSs5VOXpPPOXr06Jo0lmTojebk/9KLWebLsolYI2Y+X47wPalC0+12K+v9es8l8+eN6LVNXdrhLZs372ObmhzJ7t+/H4A9Arbs8xorn1pat+xbenQsf3t2e8sTXtpHgZ7nOE9PYcnaCgmq897tdkvJmDUALAW22+1yoQELqx56tkZtJ2Upd3JyMitpDPJjyNXNup6q1n10/bXu7R2TPhE5u+z09HSpmWDP/hs3bpSanStXrqzJi9QkaQbVGX2cbfdyRoFV7rkyzGnmvHbJWyBg0LtaTxrPlsx4efHqn0Vuup7Mi7Xwh04/qB+xaETHC9jqx7pYjleM17DwfXV6jXyh3MBZC7PnXrx3rCiKssPVMWktBxvLOUOfJ5/Zqxxyn4x7m3t+6/xcuVsLpWvVn86fXmRd3neYiDcW+hnkfE1PVaXTWPMiLTW+TMPHZKcF9CIOcdQh7ni5DGRUJks1xvtYtc8OaXqZuxzeoFAOOviYdmqR96ljJmKsAYXXmHpmIcCvt8Mgy9pyyAF6z87PL9sBHugsLCwAWGvysWJ9833q1Bk2IRw8eDB7ntfheFH0+HqDrpHL40aksbAGCZ6Zcb0dr2bYwdB67wOEqjkIgiAIRgqtV8rc0EwQLQD4L4Br487LNuVWRNluFlG2m0eU7eYRZbs5HE0p5UOJ9WlExwsARDSXUjo17nxsR6JsN48o280jynbziLIdL6FqDoIgCIIREh1vEARBEIyQJnW8Px53BrYxUbabR5Tt5hFlu3lE2Y6Rxth4gyAIguDDQJMk3iAIgiDY9jSi4yWiB4noIhG9RURPjTs/Wx0iepuIXiOiV4lorr9vPxH9gYgu9bfV1eaDCkT0DBF9QEQXxD6zLKnHD/r1+O9EdO/4ct58MmX7bSL6V7/uvkpED4tj3+iX7UUiOjOeXDcfIrqDiP5IRG8Q0etE9NX+/qi3DWHsHS8RTQD4IYCHANwN4AtEdPd4c7Ut+HRK6aSYMvAUgHMppVkA5/r/B4N5FsCDal+uLB8CMNv/exzA0yPK41blWVTLFgC+36+7J1NKLwNAv014BMDH++f8qN92BFVWAHw9pXQCwP0AnuiXX9TbhjD2jhfAJwG8lVK6nFJaBvA8gLNjztN25CyA5/q/nwPw2THmZcuQUvoTgH+r3bmyPAvgZ6nHnwHsI6KDo8np1iNTtjnOAng+pfS/lNIVAG+h13YEipTSeymlv/V/dwC8AeAwot42hiZ0vIcBXBX/v9vfF6yfBOD3RHSeiB7v77s9pfQe0PswAXx0bLnb+uTKMuryxvBkX+X5jDCJRNmuAyI6BuATAP6CqLeNoQkdrxVpOlytb47TKaV70VMhPUFEnxp3hj4kRF2+eZ4G8DEAJwG8B+C7/f1RtkNCRB8B8CsAX0spXfeSGvuibDeRJnS87wK4Q/x/BMD8mPKyLUgpzfe3HwB4ET2V3PusPupvPxhfDrc8ubKMunyTpJTeTyl1U0oFgJ9gVZ0cZTsERNRGr9P9eUrp1/3dUW8bQhM63lcAzBLRcSLaiZ4DxUtjztOWhYj2EtEU/wbwGQAX0CvTx/rJHgPwm/HkcFuQK8uXADza9xK9H8B/WLUX1EPZFj+HXt0FemX7CBHtIqLj6DkC/XXU+dsKUG+9up8CeCOl9D1xKOptQxj7erwppRUiehLA7wBMAHgmpfT6mLO1lbkdwIv9tSJbAH6RUvotEb0C4AUi+jKAfwL4/BjzuGUgol8CeADArUT0LoBvAfgO7LJ8GcDD6Dn+LAH40sgzvIXIlO0DRHQSPVXn2wC+AgAppdeJ6AUA/0DPa/eJlFJ3HPneApwG8EUArxHRq/1930TU28YQkauCIAiCYIQ0QdUcBEEQBB8aouMNgiAIghESHW8QBEEQjJDoeIMgCIJghETHGwRBEAQjJDreIAiCIBgh0fEGQRAEwQiJjjcIgiAIRsj/AUbKG6Zy56yrAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#deblurring Chambolle-Pock MAP\n", "niter = 200\n", "\n", "# TVL2 deblurring\n", "ut = chambolle_pock_deblurring_TV(ub,h,sigma**2*20,niter) \n", "\n", "#display result\n", "plt.figure(figsize = (8,8))\n", "plt.imshow(ut,cmap='gray')\n", "plt.title('MAP (PSNR={:.2f})'.format(PSNR(ut, u)))" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }