{ "cells": [ { "cell_type": "markdown", "id": "a21b6f6f-ac6f-44c6-9934-22319396d9ff", "metadata": {}, "source": [ "# The 1919 Eclipse: parameter inference and model comparison" ] }, { "cell_type": "markdown", "id": "b131758f-4f9c-45a8-a535-7eeb314230b0", "metadata": {}, "source": [ "Florent Leclercq
\n", "Imperial Centre for Inference and Cosmology, Imperial College London
\n", "florent.leclercq@polytechnique.org" ] }, { "cell_type": "code", "execution_count": 1, "id": "2f98c657-9ba2-420e-a5f6-7634b0ecf3ac", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy\n", "import scipy.stats as ss\n", "import matplotlib.pyplot as plt\n", "np.random.seed(3)" ] }, { "cell_type": "code", "execution_count": 2, "id": "5c199554-b35b-4a38-9769-5ee6e065aa12", "metadata": {}, "outputs": [], "source": [ "# Some plotting tools and routines\n", "\n", "nBins = 30\n", "nContourLevels = 3\n", "# 2d contour levels: (68%, 95%, 99%)\n", "confLevels = [.3173, .0455, .0027]\n", "smoothingKernel = 1\n", "\n", "def get_marginal(samples):\n", " # create 1d histogram\n", " hist1d, edges = np.histogram(samples, weights=np.ones_like(samples),\n", " density=True, bins=nBins)\n", "\n", " # Bin center between histogram edges\n", " centers = (edges[1:]+edges[:-1])/2\n", "\n", " # Filter data\n", " pdf = np.array((centers, hist1d))\n", " pdf = scipy.ndimage.gaussian_filter1d(pdf, sigma=smoothingKernel)\n", "\n", " # Clip the pdf to zero out of the bins\n", " centers, hist = pdf[0], pdf[1]\n", " centers = np.insert(centers, 0, centers[0]-(centers[1]-centers[0]))\n", " hist = np.insert(hist, 0, 0.)\n", " centers = np.insert(centers, len(centers), centers[len(centers)-1]-(centers[len(centers)-2]-centers[len(centers)-1]))\n", " hist = np.insert(hist, len(hist), 0.)\n", "\n", " # Normalize all the pdfs to the same height\n", " hist /= hist.max()\n", "\n", " pdf = np.array((centers, hist))\n", " \n", " return pdf\n", "\n", "def get_contours(samples_x, samples_y):\n", " # Empty arrays needed below\n", " chainLevels = np.ones(nContourLevels+1)\n", " extents = np.empty(4)\n", "\n", " # These are needed to compute the contour levels\n", " nBinsFlat = np.linspace(0., nBins**2, nBins**2)\n", "\n", " # Create 2d histogram\n", " hist2d, xedges, yedges = np.histogram2d(\n", " samples_x, samples_y, weights=np.ones_like(samples_x), bins=nBins)\n", " # image extent, needed below for contour lines\n", " extents = [xedges[0], xedges[-1], yedges[0], yedges[-1]]\n", " # Normalize\n", " hist2d = hist2d/np.sum(hist2d)\n", " # Cumulative 1d distribution\n", " histOrdered = np.sort(hist2d.flat)\n", " histCumulative = np.cumsum(histOrdered)\n", "\n", " # Compute contour levels (from low to high for technical reasons)\n", " for l in range(nContourLevels):\n", " # Find location of contour level in 1d histCumulative\n", " temp = np.interp(confLevels[l], histCumulative, nBinsFlat)\n", " # Find \"height\" of contour level\n", " chainLevels[nContourLevels-1-l] = np.interp(temp, nBinsFlat, histOrdered)\n", "\n", " # Apply Gaussian smoothing\n", " contours = scipy.ndimage.gaussian_filter(hist2d.T, sigma=smoothingKernel)\n", "\n", " xbins = (xedges[1:]+xedges[:-1])/2\n", " ybins = (yedges[1:]+yedges[:-1])/2\n", " \n", " return xbins, ybins, contours, chainLevels" ] }, { "cell_type": "markdown", "id": "a1f4f890-cd97-453e-963e-082ccca41316", "metadata": {}, "source": [ "## Data model" ] }, { "cell_type": "code", "execution_count": 3, "id": "df3a9d78-8eac-412e-b3f7-5b798e267d33", "metadata": {}, "outputs": [], "source": [ "def Dx_11(alpha,a,b,c):\n", " return c-0.160*b-1.261*a-0.587*alpha/19.8\n", "def Dx_5(alpha,a,b,c):\n", " return c-1.107*b-0.160*a-0.557*alpha/19.8\n", "def Dx_4(alpha,a,b,c):\n", " return c+0.472*b+0.334*a-0.186*alpha/19.8\n", "def Dx_3(alpha,a,b,c):\n", " return c+0.360*b+0.348*a-0.222*alpha/19.8\n", "def Dx_6(alpha,a,b,c):\n", " return c+1.099*b+0.587*a+0.080*alpha/19.8\n", "def Dx_10(alpha,a,b,c):\n", " return c+1.321*b+0.860*a+0.158*alpha/19.8\n", "def Dx_2(alpha,a,b,c):\n", " return c-0.328*b+1.079*a+1.540*alpha/19.8\n", "\n", "def Dy_11(alpha,d,e,f):\n", " return f-1.261*d-0.160*e+0.036*alpha/19.8\n", "def Dy_5(alpha,d,e,f):\n", " return f-0.160*d-1.107*e-0.789*alpha/19.8\n", "def Dy_4(alpha,d,e,f):\n", " return f+0.334*d+0.472*e+1.336*alpha/19.8\n", "def Dy_3(alpha,d,e,f):\n", " return f+0.348*d+0.360*e+1.574*alpha/19.8\n", "def Dy_6(alpha,d,e,f):\n", " return f+0.587*d+1.099*e+0.726*alpha/19.8\n", "def Dy_10(alpha,d,e,f):\n", " return f+0.860*d+1.321*e+0.589*alpha/19.8\n", "def Dy_2(alpha,d,e,f):\n", " return f+1.079*d-0.328*e-0.156*alpha/19.8\n", "\n", "stars = np.array([11,5,4,3,6,10,2])\n", "alpha_GR=1.75\n", "alpha_Newton=0.9" ] }, { "cell_type": "markdown", "id": "bfbfa8dd-81ba-4e17-a969-26b0413a3c4d", "metadata": {}, "source": [ "## Simulations" ] }, { "cell_type": "code", "execution_count": 4, "id": "b33fb16f-2942-4b81-9923-a9bfff89ebcf", "metadata": {}, "outputs": [], "source": [ "nsims=10\n", "a=ss.uniform(-1.,2.).rvs(nsims)\n", "b=ss.uniform(-1.,2.).rvs(nsims)\n", "c=ss.uniform(-1.,2.).rvs(nsims)\n", "d=ss.uniform(-1.,2.).rvs(nsims)\n", "e=ss.uniform(-1.,2.).rvs(nsims)\n", "f=ss.uniform(-1.,2.).rvs(nsims)\n", "alpha=ss.uniform(-0.75,2+0.75).rvs(nsims)\n", "\n", "sims_x = np.array([\n", " Dx_11(alpha,a,b,c),\n", " Dx_5(alpha,a,b,c),\n", " Dx_4(alpha,a,b,c),\n", " Dx_3(alpha,a,b,c),\n", " Dx_6(alpha,a,b,c),\n", " Dx_10(alpha,a,b,c),\n", " Dx_2(alpha,a,b,c)\n", "])\n", "sims_y = np.array([\n", " Dy_11(alpha,d,e,f),\n", " Dy_5(alpha,d,e,f),\n", " Dy_4(alpha,d,e,f),\n", " Dy_3(alpha,d,e,f),\n", " Dy_6(alpha,d,e,f),\n", " Dy_10(alpha,d,e,f),\n", " Dy_2(alpha,d,e,f)\n", "])" ] }, { "cell_type": "markdown", "id": "8e5f2579-4f10-4acf-b54d-bd511ca9bbf3", "metadata": {}, "source": [ "## Data vectors" ] }, { "cell_type": "code", "execution_count": 5, "id": "1c69c01a-1870-4779-9686-8df6bcd5f439", "metadata": {}, "outputs": [], "source": [ "# Using comparison plate 14_2a\n", "dx_I = np.array([\n", " -1.411+1.500 - (-0.478+0.552),\n", " -1.048+1.500 - (-0.544+0.552),\n", " -1.216+1.500 - (-0.368+0.552),\n", " -1.237+1.500 - (-0.350+0.552),\n", " -1.342+1.500 - (-0.317+0.552),\n", " -1.289+1.500 - (-0.272+0.552),\n", " -0.789+1.500 - (-0.396+0.552),\n", "])\n", "dy_I = np.array([\n", " -0.554+0.554 - (-0.109+0.206),\n", " -0.338+0.554 - (-0.204+0.206),\n", " +0.114+0.554 - (-0.136+0.206),\n", " +0.150+0.554 - (-0.073+0.206),\n", " +0.124+0.554 - (-0.144+0.206),\n", " +0.205+0.554 - (-0.146+0.206),\n", " +0.109+0.554 - (-0.182+0.206),\n", "])\n", "dx_II = np.array([\n", " -1.416+1.500 - (-0.478+0.552),\n", " -1.221+1.500 - (-0.544+0.552),\n", " -1.054+1.500 - (-0.368+0.552),\n", " -1.079+1.500 - (-0.350+0.552),\n", " -1.012+1.500 - (-0.317+0.552),\n", " -0.999+1.500 - (-0.272+0.552),\n", " -0.733+1.500 - (-0.396+0.552),\n", "])\n", "dy_II = np.array([\n", " -1.324+1.324 - (-0.109+0.206),\n", " -1.312+1.324 - (-0.204+0.206),\n", " -0.944+1.324 - (-0.136+0.206),\n", " -0.862+1.324 - (-0.073+0.206),\n", " -0.932+1.324 - (-0.144+0.206),\n", " -0.948+1.324 - (-0.146+0.206),\n", " -1.019+1.324 - (-0.182+0.206),\n", "])\n", "dx_III = np.array([\n", " +0.592-0.500 - (-0.478+0.552),\n", " +0.756-0.500 - (-0.544+0.552),\n", " +0.979-0.500 - (-0.368+0.552),\n", " +0.958-0.500 - (-0.350+0.552),\n", " +1.052-0.500 - (-0.317+0.552),\n", " +1.157-0.500 - (-0.272+0.552),\n", " +1.256-0.500 - (-0.396+0.552),\n", "])\n", "dy_III = np.array([\n", " +0.956-0.843 - (-0.109+0.206),\n", " +0.843-0.843 - (-0.204+0.206),\n", " +1.172-0.843 - (-0.136+0.206),\n", " +1.244-0.843 - (-0.073+0.206),\n", " +1.197-0.843 - (-0.144+0.206),\n", " +1.211-0.843 - (-0.146+0.206),\n", " +0.924-0.843 - (-0.182+0.206),\n", "])\n", "dx_IV = np.array([\n", " +0.563-0.500 - (-0.478+0.552),\n", " +0.683-0.500 - (-0.544+0.552),\n", " +0.849-0.500 - (-0.368+0.552),\n", " +0.861-0.500 - (-0.350+0.552),\n", " +0.894-0.500 - (-0.317+0.552),\n", " +0.934-0.500 - (-0.272+0.552),\n", " +1.177-0.500 - (-0.396+0.552),\n", "])\n", "dy_IV = np.array([\n", " +1.238-1.226 - (-0.109+0.206),\n", " +1.226-1.226 - (-0.204+0.206),\n", " +1.524-1.226 - (-0.136+0.206),\n", " +1.587-1.226 - (-0.073+0.206),\n", " +1.564-1.226 - (-0.144+0.206),\n", " +1.522-1.226 - (-0.146+0.206),\n", " +1.373-1.226 - (-0.182+0.206),\n", "])\n", "dx_V = np.array([\n", " +0.406-0.400 - (-0.478+0.552),\n", " +0.468-0.400 - (-0.544+0.552),\n", " +0.721-0.400 - (-0.368+0.552),\n", " +0.733-0.400 - (-0.350+0.552),\n", " +0.798-0.400 - (-0.317+0.552),\n", " +0.864-0.400 - (-0.272+0.552),\n", " +0.995-0.400 - (-0.396+0.552),\n", "])\n", "dy_V = np.array([\n", " +0.970-0.861 - (-0.109+0.206),\n", " +0.861-0.861 - (-0.204+0.206),\n", " +1.167-0.861 - (-0.136+0.206),\n", " +1.234-0.861 - (-0.073+0.206),\n", " +1.130-0.861 - (-0.144+0.206),\n", " +1.119-0.861 - (-0.146+0.206),\n", " +0.935-0.861 - (-0.182+0.206),\n", "])\n", "# Plate VI was not used!\n", "dx_VII = np.array([\n", " -1.456+1.500 - (-0.478+0.552),\n", " -1.267+1.500 - (-0.544+0.552),\n", " -1.028+1.500 - (-0.368+0.552),\n", " -1.010+1.500 - (-0.350+0.552),\n", " -0.888+1.500 - (-0.317+0.552),\n", " -0.820+1.500 - (-0.272+0.552),\n", " -0.768+1.500 - (-0.396+0.552),\n", "])\n", "dy_VII = np.array([\n", " +0.964-0.777 - (-0.109+0.206),\n", " +0.777-0.777 - (-0.204+0.206),\n", " +1.142-0.777 - (-0.136+0.206),\n", " +1.185-0.777 - (-0.073+0.206),\n", " +1.125-0.777 - (-0.144+0.206),\n", " +1.072-0.777 - (-0.146+0.206),\n", " +0.892-0.777 - (-0.182+0.206),\n", "])\n", "dx_VIII = np.array([\n", " -1.285+1.300 - (-0.478+0.552),\n", " -1.152+1.300 - (-0.544+0.552),\n", " -0.927+1.300 - (-0.368+0.552),\n", " -0.897+1.300 - (-0.350+0.552),\n", " -0.838+1.300 - (-0.317+0.552),\n", " -0.768+1.300 - (-0.272+0.552),\n", " -0.585+1.300 - (-0.396+0.552),\n", "])\n", "dy_VIII = np.array([\n", " -1.195+1.322 - (-0.109+0.206),\n", " -1.332+1.322 - (-0.204+0.206),\n", " -0.930+1.322 - (-0.136+0.206),\n", " -0.894+1.322 - (-0.073+0.206),\n", " -0.937+1.322 - (-0.144+0.206),\n", " -0.964+1.322 - (-0.146+0.206),\n", " -1.166+1.322 - (-0.182+0.206),\n", "])\n", "\n", "# Assumed error on the measurements\n", "sigma_d = 0.05" ] }, { "cell_type": "code", "execution_count": 6, "id": "4e4e9f0e-c54b-4e4d-aa02-4050d963fe7a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "\n", "fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(20,8))\n", "\n", "for i, star in enumerate(stars):\n", " ax0.scatter(star*np.ones(nsims),sims_x[i],marker=\"o\",color=\"black\")\n", "for dx in [dx_I,dx_II,dx_III,dx_IV,dx_V,dx_VII,dx_VIII]:\n", " ax0.scatter(stars,dx,color=\"C0\",marker=\"D\")\n", "ax0.set_xlabel(\"Star index\")\n", "ax0.set_ylabel(\"Dx\")\n", "legend_elements = [Line2D([0], [0], lw=0, marker=\"o\", color=\"black\", label=\"simulations\"),\n", " Line2D([0], [0], lw=0, marker=\"D\", color=\"C0\", label=\"data\"),\n", " ]\n", "ax0.legend(handles=legend_elements)\n", "\n", "for i, star in enumerate(stars):\n", " ax1.scatter(star*np.ones(nsims),sims_y[i],marker=\"o\",color=\"black\")\n", "for dy in [dy_I,dy_II,dy_III,dy_IV,dy_V,dy_VII,dy_VIII]:\n", " ax1.scatter(stars,dy,color=\"C0\",marker=\"D\")\n", "ax1.set_xlabel(\"Star index\")\n", "ax1.set_ylabel(\"Dy\")\n", "ax1.legend(handles=legend_elements)" ] }, { "cell_type": "markdown", "id": "b49b456e-f100-4d7f-a8aa-0bcb4bc14d21", "metadata": {}, "source": [ "## Log-likelihood" ] }, { "cell_type": "code", "execution_count": 7, "id": "d96c0d6a-855e-4860-95e5-871206777a2a", "metadata": {}, "outputs": [], "source": [ "def lh_platex_logpdf(theta,data,sigma_d):\n", " alpha,a,b,c = theta[0],theta[1],theta[2],theta[3]\n", " theory = np.array([\n", " Dx_11(alpha,a,b,c),\n", " Dx_5(alpha,a,b,c),\n", " Dx_4(alpha,a,b,c),\n", " Dx_3(alpha,a,b,c),\n", " Dx_6(alpha,a,b,c),\n", " Dx_10(alpha,a,b,c),\n", " Dx_2(alpha,a,b,c)\n", " ])\n", " return -1/2.*np.sum((theory-data)**2/sigma_d**2)\n", "\n", "def lh_platey_logpdf(theta,data,sigma_d):\n", " alpha,d,e,f = theta[0],theta[1],theta[2],theta[3]\n", " theory = np.array([\n", " Dy_11(alpha,d,e,f),\n", " Dy_5(alpha,d,e,f),\n", " Dy_4(alpha,d,e,f),\n", " Dy_3(alpha,d,e,f),\n", " Dy_6(alpha,d,e,f),\n", " Dy_10(alpha,d,e,f),\n", " Dy_2(alpha,d,e,f)\n", " ])\n", " # Note that the second term is not relevant for MCMC, only for model comparison\n", " return -1/2.*np.sum((theory-data)**2/sigma_d**2) - (np.sqrt(2*np.pi)*sigma_d)**theory.shape[0]\n", "\n", "def target_logpdf(theta,data,sigma_d):\n", " return lh_platex_logpdf(theta,data,sigma_d)" ] }, { "cell_type": "code", "execution_count": 8, "id": "cd05e3e2-3ce0-4290-b421-eb046e8b39fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-114.41481733496576, -25.490621014683164)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lh_platex_logpdf([1.7,0.,0.,0.],dx_II,sigma_d), lh_platey_logpdf([0.9,0.1,-0.1,0.05],dy_V,sigma_d)" ] }, { "cell_type": "markdown", "id": "57d949bf-4f4c-446d-ac69-644f161cf0be", "metadata": {}, "source": [ "## Metropolis-Hastings sampler" ] }, { "cell_type": "code", "execution_count": 9, "id": "9e76f50e-438f-4614-bdf3-89a850c25014", "metadata": {}, "outputs": [], "source": [ "def uniform_proposal_pdf(proposal_cov):\n", " sigmas=np.sqrt(np.diag(proposal_cov))\n", " return ss.uniform(loc=-sigmas*np.sqrt(3), scale=2*sigmas*np.sqrt(3))\n", "\n", "def gaussian_proposal_pdf(proposal_cov):\n", " return ss.multivariate_normal(np.zeros(proposal_cov.shape[0]),proposal_cov)\n", "\n", "def proposal_pdf(proposal_cov):\n", "# return uniform_proposal_pdf(proposal_cov)\n", " return gaussian_proposal_pdf(proposal_cov)" ] }, { "cell_type": "code", "execution_count": 10, "id": "ea81e172-a17b-4a4c-853f-19f88b64d8f7", "metadata": {}, "outputs": [], "source": [ "def MH_sampler(Ntries,theta_start,data,sigma_d,proposal_cov):\n", " Naccepted=0\n", " samples=list()\n", " samples.append(theta_start)\n", " theta=theta_start\n", " for i in range(Ntries):\n", " theta_p = theta + proposal_pdf(proposal_cov).rvs()\n", " # the uniform/Gaussian proposal pdf satisfies the detailed balance equation, so the\n", " # acceptance ratio simplifies to the Metropolis ratio\n", " a = min(1, np.exp(target_logpdf(theta_p,data,sigma_d) - target_logpdf(theta,data,sigma_d)))\n", " u = ss.uniform().rvs()\n", " if u < a:\n", " Naccepted+=1\n", " theta=theta_p\n", " samples.append(theta)\n", " return Naccepted, np.array(samples)" ] }, { "cell_type": "code", "execution_count": 11, "id": "a1583f62-b991-41a3-b5aa-0be52b1fe09f", "metadata": {}, "outputs": [], "source": [ "Ntries1=1000\n", "Nburnin=100\n", "proposal_sigma=np.array([8e-1,4e-2,2e-2,2e-2])\n", "proposal_cov=np.diag(proposal_sigma**2)\n", "theta_start=np.array([1.75,0.,0.,0.])\n", "Naccepted, samples = MH_sampler(Ntries1,theta_start,dx_II,sigma_d,proposal_cov)\n", "fraction_accepted=float(Naccepted)/Ntries1" ] }, { "cell_type": "code", "execution_count": 12, "id": "80a19fa3-fc76-4e44-92db-fc5f85f991a4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7cV6Y6Q1Y/2AmFCFKtXq73aKuZBsQenBHaYUTVy5dD1GSfQ97UnnApUlVA8jC34XHjcD2mhbsPtKK3Uda8fZm+VmKd1qIy4pG4e73dgAA7jh7Qp/UFnDiywmjB+nej85N8XNk7Fh/sB5XPy9PZz19fgGl3va3B1Hb3ImSsgaUVjhRVJANqyDEzMfvpHG5WF/WqL4PtgjzJxj2Ja19aYUTKzdX44tdtXB7JCwvqYTdYuHBHdGEUipSSmcCGAVgDiFkmvEYQsgSQsgmQsimY43Nuk7uVtK0fH9AVkNTzTZR1Ap+8k1j/lV2qwCHTYi6jx9TjR+oa8eBY21hrXaSk5ORnJwc1fb0d5hW16oIfoQQJNksYedndHuYxk/x8WOm3gjH09IKJ254eQNaujz4dl8dSiuc6rVDDe4oLmuAW6SQqLdPR4pHlGAT9EMGc3tg9PQzooU24OqCGSPi2BKOkVhosGLB9FGZuvcjspKx4VAD/vXFvl5r+ztbaiBRROX5La1w4ifPrsMXu45CpEBNU5cavBZLjd8Zk4eqrx+8ZGpQ4c2fYNhXtPZssb28pBJ1rS6IFLj73e3Yf6w1LN/sWD4n/ULjx6CUNhFCVgM4D8AOw76lAJYCwJTjjqed8NqDbVY5aKO506Uez7ZtqfT+6EzwK6+XnX131DTDYbXoJpnisnpsOOREbpoD3+w9hkN1bSgcnIabTh0bdKXGVmPf7j3msy/U1c5jjz2G5SWVuOTJ7zE0Iymkzx3oMB8/iyZVSbLNEnayTdY/WOSrWrItggG1tMKJHz+9DqxnlTd04Mql6/H4j2cACD24Q+ufyPp0pLhFCptVH9k4My8Lb22qjtpnRIsujRY+lk7rnPAorXBi8XPFav3pRK59a+w3ZcfacN97OyBR4NnvDvZK28dpcgf29NkqLmuAcdhgwWvWGEb1tnd7c6JeUZQX9PjFc/Px0Me7kKSMo84ON/566fQ+o+1ji20jFfXtIZt6N5U34sqlxZCo11ITTfq84EcIGQzArQh9yQDOAvC3QOek2C2YOjobG8udGDckDX+7/DgUFWSjskEuXG0ViPpQax8Gj0RRWuHE26XyRHfdixswKNWumnplSd/Xynygrh3f7D3m11+MqYVXlFTCX7cIdbWjdaQFmgN+LkdGlHwFP1njF54mlwljxjx+kUT1Fpc1+PQFt0ixo0aOOn7y6/1o6/IEHQy1972nE5VblNSoXsZxSjJzQH6uXv3F3IToa1ptLRf8EofisgbVQsIS4idCfzHDKAgdrGtXc3K6e6ntBUpWifFD0vCoMk9FipnQyILX3ttSEzCPH1NK7DrcjG5RQlayPWQXpDaN4OeWJCTDEvQcAuBHx4+CzUrw0tryPiP0AfLvbBHgI2RPGJaOSmcnPKIEq8WbFqu4rAHzCnN09/bNTVVq/4uFFaXPC34AhgN4WfHzEwC8RSn9KNhJrPbpcSMz1R+8XUm2mGSzqNs8ot4kvKWqSZ1I3B4JbpGqA1mgm8NWVsYHd1N5I654Zn3Atl47L/SIpgf+7zdoaO5Cznm/Dvi5HC+iJoEzw2ETdFqjUNha1QQAeG9LDcYOTsPUEXLgQyTBHf4GaVYCaN/RNlXAD7Vv9LQPeDR1iBlJNu8gPjQjccq3aYV2LvglDtp+bbUkhnbYH8Z+MyLb60LTW21nc8vEYT2v8VpUkI3sFBuSbQJS7FadJcoiEN1cp4WZiLWCTH2rK+Txp73bO476+wwjXR4JSUpAW197fosKsnHd/NF4aW05ivKz4JEoFp2Qj5YuN77cfQxukcJqUaw6z6yDRGXB5awpQ9X7MX5I9DS9ZvR5wY9S+gOA48M9jwl5LNxa+1qr+fFIcgoLt0jhlqhctFvxh7ApwR2lFU5c8uT3mB/g5vhLC6JNHeKP2aNDf+Anjx6JY/u8puJw0pEMVEw1flYLusMw9ZZWOPGbN7YAkO/ppueK8erP5wCIzNRbVJCNkdnJcHtEZCTZ1EH6X1/s0x3Xmw7PblEfCQjIiUkZiZTeVqvx62lUNafnlJY34qnVB7BHkyfz2nn5CbNQMMOo8Ruc5kBumh31bS7cd+GUXmm7NpCwJ5RWOPG/TVVwdrgxamQG/nTxNF37rRb/Pn5mJmJGKONPu6b8pSeE6iBuUYIoUSTZLPAor/sag1LkNHBvLJmv3rsXvj8EQLYMJcOClZurVQ2yBODzXUexel8d3rhxHsYpgt+Y3FQ89uMZUe9r/SK4IxI6lFVIh1sr+MkdVKv58YhU1Wp4RAlFBdlYOG0YbBaC+y+cimpnJxrbXdhW3Yxnvisz/SyHVfBrbp1t2DY804GRWUkYNyQNdy2cBECvKg/GBy8/hexTfxr0czle2CpUa8ZMtofn41dc1qArzeb2SNhYLkeyRRrB7xElnDZxCL68/TQsvW42igqycf50vcm/Nx2e3RJVTRSMJM2E5E6gkk/c1Js4lFY4ccUz6/H1njocbu5Wty9bV5HQAR6iQTvlFiUMz5S1fhsONfZK25mvmKMHgh8LNlixsQoAsL2mBVc9V6xrv4UQvy4pgRQHoYw/Wh+/UDR+3Zp0aWpKrCg/w/7SuUWLdpeciUErsNuVwDzVz8/kKzGzLlGW0fmDUmIyf/d5jV+kdLjlztil0fgxlbRe40eRbLOgtcuj3rDcNAeSbBY4O1wIBbcoeev+GDBGji05ZSx+duIYAEBrlxuPrNqje3CCYXxAZuVnhXzuQIUJBlr3tSRbePkZjYOjzSqoGuBIK3e0dnnUsoCMxXPzsbXKibc2VeN3Z40Putr2RCFvFPPv2VvbgtE5qbp9WlNvqGac3kAbad/Tyim9xfKSSry5sRIOq4DxQ9Nx2axR/WLRZlblBZCfu0R2QzFqp9yipM4NH247jM931cY8wMNt8BuOBLNgA6OPYqCo3qKCbMzKz8L+o63ISLahtcuDli4Pbjl9bEjWhnAFP7ZoS7J5AydFSiFEyabABGH2m7B0btG8jx0uD1Icel9GYw7Wc6cOxfIN+mwdzKzb0umOWlvM4Bo/t7dTmmr8JEk1Z7GOIlEKi0DU6gXBkCiw+PkS05WF8UEYlOqtFJJql+Xytu7QNU8//dnPUP/xE0hzWNDtkdQUNRz/iNRX45dkDS+dC/PLGJaZhKvn5ssDyehBEEhkq1WPKKHDJSI9yXdtdsFxcnqSE8flBr1OT0u7aVNAdLkl7Klt1aUW0gp+ZpFs8UJn6u0DGj8WlLWtuhkbyp14vaQSlz+9Dic9+lWfTFyrxZ/GSCCBtUnxxigIuUWq9ittyq9Yopp6eyD4sWADLUa/MasgBBTK0pJsKBySjrV3nol/Xyl7Vp09JbQqJtr5KxSrgCr4WS2qxi+aWnujIByL+9jW7VHnbwYT3pkwPzJbDtyZpQics0dnqwIoczOI1cg1cDV+iqavtrkLlzz5PRxWQf2RLRaDqdfKBD9l9SFRWAhRqxfc8+527KltxV0LJ+Hxz/dh7OBU5A1KwdGWLvxQ3SwPEqJ5FJjRj+SHqiZcMnMkALnyQ4rdEpbGb8TIUbAe6Fa1lze8vAnLEyChbrgsL6nEqh1HsHDa8Jj7sBkTOAOIKI+fwyYgb1AG/nrpdHWbQEhEPmatXfI9zzBo/AAgO0Xe5uwIvirsacJQM/8erV+P9jcLFBXY23RpNX4JLPgFSuEEANVNXWEH8SQaRQXZGJ6ZBCpRdWytaerCotl5CT0uGcfmbo+kPnsA1MV/LHEZUkRFQlFBNm49fTz+/dV+nDguB6NzUn20ycHy+EkSBZsW1WwFgaKAyxvxxFf7UdnQAWe717wfyrPILC0Om6AqYaL5DBujbmMRPNHRLSLVoPGrdnYCAG5dvhmN7S7VhWvysHRsrnDi3CnD1HvCxm1KKdYdqMea/fUg9mS9uaUHDFjBj/lv1be5UN+mN9lqfTs8EkWqQ/6ZPBqNH1uJFBVk49dnjMctyzfj1ImD8Y/P9uKMyUPwh3MnqTmruj2S30HC2KFfWFuOsUPS1UE+1WFVNZGhcOe992OF9IUqxPoTOBOZSGo79gRR1CdwBmTzRLWzEyc++hVACKYOzwiaE9EjUt01AFl4D9XUqE2ZwPrg57tqMSMvS/e52Yrj8MrN1RiUag/Ypp4mFzfrs/78ehLJ1JtoPn7MjOvySGjpcqNblOAWJTR3hPZs96WqBWaIEsXpE4fgb1ccBwCYdN8qpCf7LmoSCV+NnzHQIPbhTC5Pz029ADAyS/ZN/Nvlx2FUtm8FEquFBKxAJUpUFfjYGBcoCvjHz66H2WP3wbYa3HHOpIBt1Zp6e5ISyx9FBdm4/eyJ+PtnewEgJpWG2l0epGg0fqUVTvz7Kzkwb3tNi+7Y1xWNvnbMYveipdON61/aIOdQzR4xIVrtG5CCX31bd8D9TZpEzqJEkWxjZbL0Gj8GM882trngkahqMiwqyMYrP5+DRUuLkeawYm9tq4nGz3di1g7yVoFg3YEG3PPu9pB8fpgKWyCyidkqJHbKBDOWb6jQvQ826RlzTAFyup4MhxUtXW6AEGQ4rHCLkmkybY/q40fU6327rw4UsmYCAGqcnfhy91E89CP/iUQ9EtWVNANkp+lQTI1mKRMAoLisEVc9V6wbnMob5ATin+2oxeq9xwL6GfVU41dUkI3Jw9KxW6lTOjonxe/3j0XpwkjRRmTH28dPn1szMvpK1QJ/dLpEXQS4hRC8vakK5fXtCZtk3qjxc4sSGtq1c0PsF9UudTzrmeCnrTZlRlCNH6UgypxnCaKFMwa6afl+fwPuOCdwW9k4kmSzRK3spZHRuV7lWSzuX4dLr/ErLmtAMIOINn0YG7ebO91aATtqK40BKfgdae5CoGG0wyXX1ls8Nx9uUUKyJqoXkFXEWhNXTpos+L1eIgssNs3kf7BOnqSdHW5Tk43Zw8MG+dIKJ440y4JHRUllQCfUDYcaUHKoEe/9807UH2rEtXc9hlU7anHbWeMTclD1R2mFE7sO61dEgSY9fwITANSYvDZLpi0Z8vj5c0aXKHD/+zv85tQSNUI/Qx5Q/TZfJVDKBKMj9g/VTQD0fkb+7nE0hDFBICBEjk9i2m+G1m/VJVK19me8OXDMW0ou3hq/YEXpjfzylEIcrG/HpvJGODvc+P3ZwYN4EhlKKTrc3olweUkl2l0i2l0iPt91NGGTzBtNmcdaunTBVrHM5ceS+m9Wni/aw8ULc1Py5ysYrHKHRL1jG1vc+jt+XmEOBMC0GMG8MYNMtuphpt4kqxBUyIyUaFxPm3wZgKp8ACGoberE8MwkdTycV5gDm4XA5UdLarMQXTAhE9Qzk22wCgRuub1R+xEGpOAXCkzL5BGpaXCHdn6vdsoVPz7ZXgsAONrSrbuO2XUZ2ocnf1AKfnmqN1LK6HDqb5KXhZ9iAEBbawqsg5JROFhe0YzI6lt1e4vLGnQB0HPHDAo46QUSmPxhTGpt9PFjQTtmyjKJ+o9ElCtbGEy9JLQ8coEmEKMPyrzCXAD7QEz2GYlGHelOt4gRmcmoaer0SS1UXNagapfl9/Vxn8BLK5yq+QQA9h1txWkTh8StPQunDVddFvyRlWxFbnqSrhrCZztrcdOrpThj0tCA5yY6LsVEykxfxjExUZPMGxegxYcaMX2ENwvDU1fPinqbl5dU4qlv9quWBgbzD4uEF78vw4trywH4NxkH0/iJEoXDyjR+gRMrFxVkY/HcArxWUoHC3BQ4rBa4RAkH69px+qTgz6GpqTfKgl9Pc3uWVjhx1dJiuEU5z69Hoj5azuqmLp215o0l87FyczUOHG1FTVOnrgLKY5/v1Zt6FSEwPcmGa+cX4MW15XA7D+uTuPYALvhB1p8S6FcoTMvkkbx5/FhEktHUu726GYBXHK9u6tRdRzvoG7VXWj+Jq+bk64QctkpgAqe/SV4rIGYsuBIS9QYFaBNU9wXmFeao2iUAuHjGiKDHR8KytYewraoJN506VvWns2r8Nt+8aYG6gutweeDs8IBANpX4+0zRxNQrCKEFdxQVZGPy8HQcae6Uo8EIwcjMJNO0HkUF2cjLTkaSzRK0jFNPTb2AbKbLG5SCmqZOHGvp1mn15hXmwG4V0O2WQAGcMDr4ij7WyIsB72+++0hrHFsja/j/9uluCIRgWEaS6uMHIGDpqxRlwZloz/Dykkq8+H0ZQEhIZbtYtRlmOTGOiYmaZH5HTbPuPaXAkRbv2M4q80SLQC4BlY0dEV/zLx/tVt+/u7ka18wf7XOcJYjGT6ReVxg29wU6flimAwDw2e9Ohc0ioKSsAYuWFodUD5gJ3GV17THx8QN67o9cXNagauX8afEAvbKG/Znx5Nf7TTV+gFwRCQCoq7O9R43WMGAFv1HZyTisCGh2q4D7L5yKb/Yew9ZKJ5o63epg5pG8pl63R77Boia4AwBOGpeLf325HwSy8DdusNd/YPHcfNQ0deCpbw7imrn5PoOk1sePlahhFBVk44lFM3HL8i2YXzgId5w7ybTjaAdNm0VAt0dChuI4HU4S4kSgqCAbE4elq5P1WE3pGn/HTxiahvrWbiTbLT4+fkeaO9HUKWup0h0WtCrRznVtLtXMdOnxchS11nxfVJCN566bDQDYfaQFC/+9BhfPGIHrFoz2+/C6RaquhhkWEnglrUWUKOaOycGz184OeuxwRZMbTOMQLY0f65udbhFXP1+s+hUWFWTj9Rvm4d9f7sd3++t0tXvjhXHxMD5IH+oNkm1WnDphsBrcEApMQxZOcFeseb24Ave8t0N9H0rEMRNcmSDLjv3PV/tQ29KNl382J+G0fYBcW9VIfavXxy/awUzvbKn2uy/JGpl7l1G7+tmuo34EPyGgH515VK//41UriiIkBjMPM0ornPjP1/sBAHe+8wNuOGlM0M+KhJ4KkqEuVEKNGE6yWXQ+fmzclij1JnyOIgNW8Hv22iJ0uSVdgeTFc/Pxj8/24JlvvRU4RJHCbhVAiFdIo5SqTqcAUDR6EKwWgglD0rDrSCsKB+snmotmjMBT3xzEApO8a9oOnazJicY4Pl8eEC+ZOdLv4KjdnrvhaWytakLG4jcBAJ0JNGmEwvKSShw41gaHVRZgQxlck+1WTB+VjJeVEmla3t9ag9+u2AoAmDoyE8Vljbr9bpGiqrEDAoHqvGyEaQLPnjo04AQlKuX9tDCNH9OSdHokvxHCje1uzMq3IxSyU2woqwu+AIyGxq/DJeoSnRtdDooKsnHy+Fx8t78OblHS5faLB2zxUFbXjm6PhIKcqGVBiBiPpF8shgITlDoTSOP3/rYan23Bgq+Y4KcN7lg8Nx9WgeD/Vv6AvEG+UaaJQGGuPI6PH5KG/YrPqHY0irYwMmNkJjaVm1eR+G5/Q0T+s+dOHRbQ4sQI5uOni+q1BBf8RIlCIF4tIfMPDJZQvrisQR3zPaKEsnp5jIt2piitkEs1gSuhUlSQjawUG5oMKbUsRNaOAsDVc/JxWVFoSdgdmmTVgNc32+WRAmoUI2XAJnC2WwQUFWTjltPH6W5MQ5sLokRx1zs/oLTCCbckwWYRYLMIfqN6ASDFZlH96Yx+FMbEjVq0D5vZhKlm+w5R6i+adTzsQwuRbJdzIPUljd+ytYdw97vb4RapuuLZXdsS5CxZ4DL61jG0IfUXzxjps99mIRiWmewTlKEl1CSiHpHqtIaAvOLdd7QVd7+7HQfq2lHj7MTnu47iyqXrUVrhVEsH/eTpdahv60bxoYaQSghlp9h7JY+fKFG4PBLG5KYhySbAQsxXseqKPo4pXdTf8pl12He0VS2RFO+oXoA5x0cm+CWSqffkcYN9tpkJE6UVTtz4yiac+OhX+PEzawHAR6jJTZcXOb9evjkhk1Sz533JyYVgt0477Ee7Xx2XlwVA9vUemZ2MVI2gzKqchMvls0bp3vsT0EOJ6hUMUb2B6u56JP1YaFXLlQX+zeQce0zAFDBhqKx1jfZvrb1epAJ8non//DlTvUmt/3rZ9JAF9SSboAvEY+N2t0dO+9STBN5mDFiNn7HmKOAtZA0Ab2yowsrNNRAlOQefTSDqpCZK8Fm9J9ksaFGS7hq1PjaBCX6+HUzUCX6+bWJh/N0ByodpI76u++Vv8QHWwyoISLZZEmrSCMZH232jH3cfDi74mQlcjBSDlgGQnZ2rGjvglijGDU7DF7tq4Ra9kdxGQk0i6pGoj9BvEQgqG3z9c9wixcrN1Xh7U5VuRVde3yHX1QwS5djtkdDY3o3S8kYU+fGrW15Sif982TN/YLZwGDskFa/fME+nIdfCnqd41euVna3X635LZtY/qInwjRceTbmvUElEU+/C6cPx+Bf7kGIT0OGWcMfZE3yeGX+R9q8WV2Dy8Az1+FKllvXW6mZsrY5tkmqtxt2f76wRtiifOjITRQXZKG/oQIrdggrleY62xq+uVQ4K/PDXJyEz2YYrl65XLRRChMmiQ1UYyBo//8dqBb9QxkPJKPgFCQhhFBVk4+q5+Xh5fQWev362uriNdnJ4rcbPJUqm8kAwhmYmoa6tG2kOq+rv6pEkrNpRG/a1HFbBkMePCX4iXB5fS1JPGbAaP7Mf0ph/yO2RIEqATSCwWQVVTS2XbNOfm2SzoK2LlXzT7/RqQ0w0fmLPNX5ap1AmXFotBMn28KtPxJP5JgPbuCHBzXRmQRUMreAHKI72V8xQo7B217airVsEheyvZKZ5EEJwZpb3+07uhABZKb7mW5tFLsNtpsZnUY7+KK1w4sNthyFR4Go/pQCZo3hta7duW7gwoSPZbjXVkKvfxzAZlFY48Yf/bcWPnvoeF/+/NTHX6MjO1ub3Z//R+AZ3ACzVT9/X+LH7e5oSnXnuNN+yXYEi7bU+Z1urmv3uiybsWWAad1YS76rnigNq19l3tVoIhqQnITPZBofi9gNER7ut1Yw+8eU+EAIcUPrrMMWpHwAuPG54RH6QoWr8mcZv2dpD+Mmz63yeV62p16vxC+zjp50HvT5+wdszRPnec8YMUi1r0XZz07ad+e6HS7dHwrDMZHx5+2n48venYvHc/IjzLcqVojTBHcp9q2rswPtba3ochWxkwGr8zMLajbl2mHnXIghweyR8uO0wjjR3obHd5WPqTbIJaO12K+cZNH6qNsT35umDO0wEPwvT+Pkf/LUpNu781fWoK3fC9ssPkWzvWxq/0yYOwf/7+gAKc1MwLDMZ6w42IG9QaIKf4MdHw5h3DlAmJj/PkZm/Ehu0giUR9UhUFYAYFoEgUwm0GZxuR1OHG+lJVjx33QkAgBUbKn3aEizKURu16vJTmeXjHw6H9N2CwfzLUoL47bEVs0fJ5bdo6XrdxPhDjMuOGcswaRkzODF8/CxhrtqZz28iPcPMXYVpI82ChwL1Xa1Z+ILjRmDtwQbTfdHEn0AZLAcmG5stApHnBY8Eq4Uo2hljFY/w8acZvfK5YqxYMl+XbHlwmiOizwg1MMAqELR3e/CnD3cBADYckgVi9rxK1NdfL5iPn3YRHMjqZYT1KbtFUBUssczj1y2KAMKvItPtkXwEPX8JsoPR6RJxsK4NJz76FbpFCS2KprPTLaHTLQcUCSlZwYuzh8gA1vj5fnWWayd/UDIIAe65QC4ts+NwM9pdIho73Ph811Fsq2ry8Z3Tavx8ffwU/waTQTKYjx8hRE6XEeAB1gp+k2cUwT5iEmyWvmfqZdrJRy+foda7DeWBFwP4Txk1foCSgsTPJGw2+YSSvkCUKCiFaVRvu3IP7rtwKo7Py8b4IelqROxlRbIPzgkF2Rg3OBXnTBka1Mw7rzBHFUZtfpLImuXLCndifWFNGa5/cQMA4L0tNQG1I+z3ZyUCzbQhS787GJL/YiQUFWTjtjPlikbTR2Rg3OBUnDJeHifzTEpU9TaRaPwEgcAqELxeUoGFT3yHsx5fjSWvbIrZbxgK7Blg/mdmloiigmzMzMtCepIVI7OSkJtux7ghaXj4Un3Vm8Vz83HaBPkePfyjaTFbFJw9xTx3nM0qoLXTjWtfKDHVSKsaP0Eeg1nJNodSu72nfmf+NKNM468VIiL9rFAFP4sgwGXQfGkFZtEkqjewxk/vd21RA0KCt8flkX3aCCHqeBptjZf2eqEIo2a4PJKPoMf6RjiUVjhRcqgRHS4RNU1dqG91mVovhKTUqIW+D1iNnz/TIAAcbuoCpcDDn+wBoK8CAMiRXe2GRLZJVgta/Qh+qjbEpNNr6wKbRfUCgMMimKrsWamybVXeieDCa27Cp8IWWJVo0v1HWxOmmkIwmHYpSVOcO5SBy2OSRoWhDe5gmCXTTLZb/eYkYwNdoMGH3VuzPH7MXJpkFZSamN7vlGKzIDPZhv/dvCDIt9S3/45zJuKRVXvw50ummt7bi2eOwEMf70Zuuh0utwRKaVgT6/KSSjz4sTf/15oD9Sgpb/RbOUabrsGf9q28oUOXCiba5OfIAt4TVx2PsYPTcLSlC3Mf/iruwR2UUsXZPbx19vKSSngkqqsnblZ5pjdh7iopiibdnynRbhEwdUQGViyZH/B6RQWDsHpfPX58Ql50G6rh/OkjcP/7u5CbZofDKqCmqQszRmVifmEOnvlOzuBgVhNcm9jdZpEFP4EQVcvTU78zfxUumMb/E43PM+vC3x+ox6byRpw8fnBI9z9UU6/VQgBCdWHL2oWiqIlKV338AozNvhq/0II7WJuZQBU7jZ/+8yKh2yMh1yDoRWLqDTVoR+pqj9qKb8Bq/PxFych+fnInYxN0R7c+epIAap48hsMmqAOFcfK3BYho0mv8zNvksAk+JhVmJvhi11Ec0+SW+mb3MQDA/qNtOHCsTZ1s46klCBWWxyjZZgk57xMQWJtipvEDZOHp4Uun461fLsDaO89UfTTMUFe4AQYtts+sckd7tzedhdUi6Hw9mzrdyEoJ38wwg0UA+tFmsYHyjrMn4sIZI+CwhbfGMzOPMdOYGVbVlCOhqCAbN51SCADISdV/t0DX6ClaDQ0QWr6x3oB9fLgaP78myiA+oLGEjWGqxs/PpNnh9pguuowwK0c08k36o6VTHr/vvWAK1t55JlLsFpwwehB2HtEHjhl/b29/UrI6eGSNHxNKeurjV1SQjYtmjoAAYGRWEkZmJ+s0/lptkkRlF4prni/BE1/uD3lMDzW4QyD60pLXLyjQjYcS9WaysIQwNntE/ZjsdQUJQeMniup3D9W/Olz0Gr/I+p7LI0bF1MsqRQXCKgBSR1Pg8j9hMGAFP3+la+SboB+gj7a6IBBZiEh3WDBpWDqykvUO+1ozrY+pVzMpGtFOSntrzZ3Q7SYaP39mgpf/cguOrfwLdhxuViecWE620cSr8bN48z6F8MAH8p/SPpiRCr+hafyY0K+/9wIhqnY42WaBTSC6BYCzw20a/BGMVGVSbfdjylcFUYsQctk4LWZm4UDJSG0WvXA8NENOdXDxTH0KnVATmkaCsfSe1zG8dwS/0gonnvrmgE8/0/qKhYM/03w8K12w7xLIxw+Qn2V/FgwtDmWxG8sgNJZtISNZbnNWsg1NnW6f39enqpKmP8mmXgqPJGk0fj3vV9kpdqQlWbH2zjOx9o9nYOl1s1VNnnbsMqZzCXVMD1WbVdeqLxFnTNujy+MXwoJKNIzJoZiHtW1miplQxt5I0La9Jxo/o+AXiamXVYo6e8pQ1TWCLQL+cM4E5ajoRvUOWFOvv0G4qCAbP56dp6v1Ccir9pFZyRCIHC1rPF8v+Pma+yyadDBa9h/zCnu/fmMLlpuY0uxWX8FvXmGOWilEy/jj52FvbSuK8rPxEjkEicZ2so0mbPBPtlvUwSWUFaIoST7BNozNlU3q60jNjCH5tCjtNC4aLJpcikk2C2wWAR5JUs30xQfrkZ5kC9sczwreG10O1PZotF/hVA9hLJ6bjz9/sBPpyVYU5qYGTX/hdWeQP4fdy0yDZjxWZl5Ar6EBQs+/GA1KK5xY9Ox6pcSjoPueRk1kqDCNy5sbK+HySNhd24rCwan4xxUz4ua6ofr4Ofxr/EornDjW0o38QcHT0KjpqnpB48fKWGYk29Dc6cblRSPVyiOpdgv+u/oAvtlzFL88TY5cFzXPtFw6U4JHEqLm4wfIygB/WiK9xs9QoSnEMT0U02pphRPvbtYn5v5m7zGcNcVbI1ob3BFJVK8tDAuOztQbo8Wbth2hakWNmPv4RaZL01aK0vLtvjoA0dd4DkjBL9jwe9msUXhzYyW0Y5HNQjAkIwlHmjohUotvHj/NDTdLBmwViKnGb59Gy+fxE6HpsFp0yR0BuaOcM3Uovt59DEMyHPCIFEdbu/Gja27E06sPYmZ+FmYXZONQfTueuXZ23CaK0gonXl53CGV1bQAIFs8t8GtSZQJSss2irvBCMacYk4VqKS5rUDRewaP4/BGKyVCb+sHsXEDRZFoI2ro8umi+hnZXSLn7tLBo5XY/Od5UQdRCQq4XbEQQCC49fiTuuWBK0GNtBkGdpSYwCn6x7Ic+Gr8QtQWlFU6s3FwNAgTN7eaP4rIG9fON/czYrnBYrCnzOOm+VTh7cuDqMbGGPY9M4+cS9eOS7IKyHqJE8d3++qALGtXUG1ONnyL4KX3RIgAbDzXg3H99px7T7hLR7upEtbMTq/fVYcWS+d77ZiGwWyzwSBRuj6S65LD9y0sqsWrHESycNjzsABW3KPm1PmkXs5RS3e8Y6gIqFG1WcVmDj5/hZoPWWs7jJ7+OJKo31ModgCyIeX38QsuoEC66PH5R1PhFGtXrD3+uSj1lYAp+QcqzMNXrM98exKG6NhQOTsNNp47F8pJKlNe3I1UT4cTQavzsJnUVZedg3847JldONSEQ/6s4M40fIK9gB6c7sPbOM/HhtsP49RtbVA2Q1UKQk+aAs8MdV6HPmNYjUG3PTpf8HZNsFlVIDmWlIwXw8ZtXmCObaTxSxJrPUFadbj9aHW2amSSb7CvU1u3xMdMzv61wBb+Obj+mXk17BEIiGjjFMAISjFqALo8Im4WoJuneQDRoXUPJAVZa4cSVS9erz+b/Sqv9BrAEIpA2RvTj/xkuiRClzyZufxo/baohSQrep2Ol8WPCfH1rN6oa5YTLFfUdaO3yYOdhebHNangbYc8iu19WgcCmjOmdbq//mShSvLzuEB74QE6BYhYgEgy36Jv0naF9Yo1jT6j906hsMBPEmY+Z9hYwH2Lt57PniXXjcKJ6vcF6kZl6o63xEk18/F5YU4YVG6vgFiV1QX3cqCz86jTz3KXR1Pj5gwt+fiCE5AF4BcAwyAFSSyml/w58TvDrmqle3y6tUkP6jav3pg5vgMWq7bX49Zn6At82i3lm9JGKc/5Np47FWX5W83arYKqO7tZ0PNbhXv3TL3G0uQv2+8+GIJC4RjT6S+vhL58cG1QtAgGloZt6A/n4FRVkB6w4EQohafzUyd3o4+d9nWyTTdhWQfAx04frt8Xy6rX5MfWKqpZJ/j0j6Qcek9rD/mCm3j/8bytSHDYMSbMjyWpRfbh6A62GBgDYrZAoxdd7jmL3kRbMK8zV9YHisgbdZBSpVlh7/Cs/n6N7721Xz36LFLs17iUY2QLHn4+ftg9bQqg24VD6cTR9/IzCPOOW5Zvx49mj/JzlhT2LzIfOIhBVEJGo14/LI1F89IM+ICTcXJly1QjzZ0z7yEYq9xjvj5m7i1bRUdXYgT21rT73TdJE9RIipxkKFNUsSvpFLzv3lfWH8PbmaozMTEJWih1NHS50eyQsOsGr2dbOa6q7RrTTuWh+0Pvf34EkqwW7TXzsv9p9DN8pGmDjmNDtEX18+hwh+LWGQ6wWzn1e8APgAXA7pXQzISQdQCkh5AtK6S5/J0S67mYh/dryNYA80HysGQAe/2IfctIcugHAqpxrhD08vzhpDHL9JOl0WAXTkm0uj6R2PPagjJpxEloOt8BqEWCJUNMTLfyl9fDntN7lFlWTORO2zJJeGzGrnayF5cyLFEIIBBJM42eezsXX1CtAEIAF43KxpaIRI7KSVY1yOG0UFL+j10sq8PnOWtmcRQimDs/ATaeO9ZplLIrGL8xuIElyZZNQzZNf75bLFB1u7gbQjQPHZL+pSJydI0UVdtXSUnJfKi5rwD8+2wsCwGE7oJv4jH00Gv6wZtoSuT090/gl2QQ1ACpesIVYmp90Lto+vOiEvKB9mi1Y39xYBYlGxxXAKMwz3KIECvhotwBg8rB07DvWiiHpSXhy8SwUFWRj7QFZg8eieo1tlijF/MIcbNTUIA43V6bb478OK9UsDWmU8vj5W9gwRUdlQwdO+cc3PmOdSPVjrEUgQfKa6gValifR2eGBs8ODGmen7vhtmpJ9Zj5+0Z7HtN/vUL1vSU0trLymbjEnSpCor2m3r2j8+nxUL6X0CKV0s/K6FcBuACMDnRPM1OsPZq41avzMfCSMqQGM0ZwMTwiTgn+Nn6hqVFTN3/TzkD7rAqwsrYpY0xMtigqy8eszxgPwFmS/74LJOoF4eUklznp8NU7829d4d0s1OlwilpdUhrSqBLw50no6qQbDKggBf0tjYAFDb+q1wG6R+0Gq3YL8nFR8eftpuki+UFleUgm3KOd4213bipqmLtQ4O/H5rqO4cul67FJqHMum3vAHTvZdQ/1dN1U0+WxjgQ69BWszezZZ0w/VtwOQNazGaMiigmz8/MQxAIB0hzUiM68RY5eNNKrXSLLdEneNn0fV+JmnYdEKKDmpwaPVy5VJd8XGqqilnZpXmOPjigPIQv3ls0bhzZsWYNyQNHW7QIALZ4zAuMHpmDEqy8c3UyD6TA1Mq+ORKE6d6I1+TXdY8OLaQ2GVJwzk46cdbiIdx5lg7rAKsARwJ2Kw4UuUKJaXVKrJrX199oguB60Ro991KOX42DFu0dfUG/U8fpSGpQD636YqPPrJblzy5PdY8somlBxqBOAr+EXdx8+k8lQ06A8aPxVCyGgAxwMoMdm3BMASAEgeNjai67MSbiKluuAOMx8J48rPZjXX+DFTaKBJoaPbg/1HWzHnr18AAKYrfgda51L2/0CdPMk98MEuHJ+X5TMJ9TYjsuS0HotPyMd/vj6A86Z7fxdWQ9MI22a1mEdCa2HjQbjJccNFEIJo/ETzyZ0lbyaQtRosj59L9HUMDodAA6lbpPihphmALIhGsgDQmopD4ZKZI9XBkJGebDWtRhMrjL50TFM7ON2BakXDYDbxDcuU++igNHtUNE7G3zpaGr8UmzUBNH7yd0n2k8dPKwiuPdiAU4MEd+yt9ebSi9TMbqSoIBuXF43CW5uqAcjPns0q6IT6v11+HK5+vljn+/v1nmM61wlR8VNj1ZMYTCgRJQltGh/b1m4RrcfaAvoxG5F9/PyZer39iCXwDhc2Lv2/q47H/mNtQd1d2MJ13cF6vLdVLvvIfBePaep+B9f46RfjC6cNV6/jDzZnukQJWcbgjhikc0myCeg0WNIykqwYmZWMmqZONQ0QIN8nluwbaMaXu44CAN7bXI0TRg8yTcETjcIJ2pRIxJ4ctdqTfV7jxyCEpAFYCeA2SmmLcT+ldCmldDaldLY1QvOTXQnplyS9qVebh2fGqEyf0kSAPOibCTEeP5oiRmmFExvLneh0SzjW6sKxVhe+2n0MVy5dj4Z2l2pKKzsmC3xHV9yDoyvuAQAcbu6Me/JaNhFkK6v/Ns3DZFZPlrFqxxFYBfOAGC3+ommjjVUQQorq1Q7ipRVObK+RuyKFLNDuO9oKt0TR7ZZ6ZAYNZFKyWQgmDZV9TJmpl9LwzEWhaKK1LJ6bj4cvnY5hGbK7QkaSFcMykqJu+giEWfSsRSDq4GmzENNoSDY5RmtuMfaTnkT1akmyW9ARd42f/FvZLIJS11w/cbIIWkDu/8G0eNp74a/8YCRoFxwUsvbR6Nf2+g3z8PtzJqp9ItVh1Ql+Ho1fm/a5ZlYWj0jR4cfHNhQNFyALOf40ftUac+j6g/URaUPZ/ZlVkI1bTjcPUtDCpqEfqpt99r2/1Vu20WoJPB4aNX5sfBg3OBUjs5Nh/Mq/PWO8Omf2SnCHRJFit+LhS6cjySogN82OJKuAn8zOw6rbTsFLP5ujK+tpfHJZr99ztA1XLl2v/i47NL9bNDTYW6ua1Ne27BET/B8ZHv1C40cIsUEW+l6nlL4T9PgIvfzsVgGUytK/Uc7wl4eHYQvi4+dPcCkua/DJ1QfIbWjqcGGkolHbp+QDTJl0snpMfnYKyhsD+y/EGqYRyFH8F9s0VVDmF+boirRrWThtOLbXNAc19YpRmlSDofXxW7b2EN7cWAWXR0KKw4Kr5hRg4rB0n3aYJVgtr2+HW5TQ7RFDqmzgD2OOt5YuNw43dWFEVhL+c9UsdQK2KFG9gKwdDVU+FkPQRJu1acLQNFzxzHq0dHmQZLX0rsZPmWy0rhwCIWofdIsUv39zKyYOS9f5VLIa2tHSKvj4RwVZ3IVKsk3A0eY4B3co/cImCLBbfH2PWwyRssG0eMfne7c/fW1R1DIQNLS7MCwjCbUtcmJiswWI0fc33WHF4SZZ2FpeUokVGyrh9khYXlKJbE11Ha2Pn78E6qH6+rlFSfWXNKLdLtHQS3tpYX0/VBMk66NjB6eiTHGRMLahqCA7JI2f3fDsa1MTnf7YNzhU3yErRCSqyxmo9fETYpTHT1Ksdovn5mPl5mqU1bWh2yPBqQRpsrKev1mxBe1dHlw+ayReWFtuei1tRobiQ41q4F40NNiGex61Sa7PC35EHuVfALCbUvrP0M6J7LPYyqzTLfrk8QvlXFNTr8Eh3YiZGVm+nlw/kg1CZ08ZiufWHEL6zPNACHDTyYVoc3l8Ht7eRhX8FI1fq0bjN3dsDvAFMCLTASIIyHBYYbcKaoTXP7/YFzS4Q/WfivSmhghb4S4vqcSfPtTHDW1/dzuWnCyXKNOu3s3u3fihaahydqLTLSE7pWeCgHYgBYAFj3yF+WPlqFVmirAJgq7eZaiCnL/aw8HQBiiV1bXhYF1bgKOji1k+R4tA1MEcACoaO1DR2KGrd8uey2hNLj4aP1WI7tl1U+xWdLiDJ0WOJdr8kBTA+1ursf5gPVq63OgWJXW/RSAApUF9yrQLg0A+Y+FSUd+uG+dD0a6nOixo7/bg1fXluO/9ner2u9/djmvnFfhcyyNRdHvk+3H3+ZOwbO0hHG7uxi9PKQw5sjeQj9/C6cPxWkkFutwSBIKwtKGlFU4UlzWogqy/ABIjbBydNDwDXyjlPxnaNgTzvw6UW7W0wqn6drL5b3tNE6aPysTykkpUOzvh8shJ7tm8EQtTr4UQlFY4saXSqboMvbflMBbPLVAXBXNGD8Kmikb85swJfgU/bUaGeYU5cNh6lj5My7zCHCR53cSi9iP0ecEPwIkArgWwnRCyVdl2N6X0E38n9FTw63KLYQsaVov5CkmU5MSY/gRJbaj9rsPNaGhzwWYhWPbzufj9W1tVwW/OGG8Hu++Cyfj5SYV44P0dvRrcoc2dNTjdgctmjVIFv0HM1KsxjRxVVuMv/WyuqjHTIpvHE0XjJ98/fyac9WX1Pu3Q3rtjLV1YdEI+nB0ufL2nDu3dnqinOtHme9QGFLC+Fc7gGenv+s1e72TR2OHGbSu2hnV+TxANucMAeSJjlRu0aFfpLkXgiDSRqxHj7yypQSc9u99tXR40tLmi4jsUKWwMW7m5Ch0uER0uEQ3tvr+vKFGcM2Vo0Gj13Zp6ubcs32xauShcSiuc2Hm4RTdLhhJk1NEt4lhLFx78yDchxJZKr8nu811yBLsoUbUO97XzRmPK8Exc80IJzpg81Od8f7g9/n38mDn6l6+VYnROSsi/S2mFE4ufK4bLI6m/wdul1bhGI7z6g6VCYi46F88cgS93HUWHS8Si2d4obTYe+sPsWWSYWbG2VTcDtAJ3v7cDAHC4uQtXLl2P/1x5vHK9oE0PC1GSx7bisgZdxgOR6nNPptgt6HSJatYGCwG065M5o7Pxx4WT1eOjkT5MS1FBNl6/Ub7er/95eF+PLqahzwt+lNLvEaYKNFJTr82qEfyiqPELZgLSmpF/u2ILtlY1oaggW+cnxnwJapffiVvfIJjx3bdyHr8orqIDYZY763+l1bjouOGwCETNmv/nD3fikVV7kKExq3y/v85c8NMIy8tLKvHi92Xo9EhqypKigmxNjdxY+/jJqXH8OSkfUoJqvtlzTLfKM7oALP3uIAC51Fqoq/BQ0Qt+Xp9DNSVCDH38GF/v0WsJjJPD8pLKsKsbhIqpxk/RjBvRrtLZcxktwc+fj19PgjtKK5z4eu8xiBKNuPRgNGDayy92HgtypGwZCdbGH6qb1NduP5WLwsVMsAim8SutcOKT7UcgwVzzqK1AU6Y864fq25HmsIIQWbBkw7hZvlZ/BNL4AfL4MSTdgYwkW8g+usVlDT7R1ve+twMCIUGfPTZWsEoqCwpzcLS5CyWHGjFqUIp6nNUSOFWYR/Sv8ZtXmAO7hagLLgCYMDQNH27X+3y7RYqtSv8I5vITLhKlap5JbVuMuSdTHVa0d4tqv7/x5EK0dHsCVvnpafowf9e71dUZNfNdvwnuCAe3KEXkdMmcPSXqX0Pnj06XB7uPtODER7/C7L9+gRP/9jUWPvEdXl1XDrcohZwCIM1hVQMktOlcWGmytOlnIW3amSgua5BrtPaSxs8sd5bbI6GioQMOq4BPFU1ZXasLNc5O7K5tRbPyPR78eLfp97dZBHhEqkb/Hqhr16UsKa1wqoNPrDV+zKdl8dx82CwEuWl25KZ501W0Kb4+z35XFvBeMiG/3eWJeo477eJCq7GLxE8m3KhehtG3yXhXVm0PzendjBfWlOGC/3yHJa9sMn1+jZGEgDyRMZ+/uWMGQSDAyKwkXUJWplWOVvUIXx+/nqdzKS5rUPu6MSVNb+KRZLPjwunBfdhC8XObPzZX1XhFK7iDXUP7awfTrpul5AJkS8XDl05Hl8fXl6+8vh3t3SJS7VYl/ZTi+xdGN3KJ/vP4MeQ8nDTkXJz+fsNQAk5YH2UlF60WQV1UG4Omgkb1BtBkvrFkPhbPzcfCqcMAAAWDUnHahCG642wWgtn5g5TrydtKK5y4+93tuOfd7T0KnGCLRNYWNm7cePIYndCWoqRQYiVTxw5Jw8OXTsdfL50e19KJPYVEmhiyLyPYk2nS8PGYPDwD6Umy0vMnP/kJfvWrX6GjowPnn3++zzk//elPkXHcWfjtsu9Q994jGJqRpJZbA4Cbb74ZixYtQlVVFa699lrdua1dHlSNOgMp4+bC3VCNhs+e9Ll+5oIr8a/fXYspjkbcdtttPvsffvhhLFiwADc//gZe/s8jmDNmEDaWN2JIehIKclKw5P/+gr+sb0fzgc1oXvcmJg/PgLPDhdrmLswZMwjPPvssJk6ciA8//BCPP/64z/VfffVV5OXl4c0338TTTz/ts//tt99Gbm4uli1bhmXLlvns/+szr+O6V7aiadPHaN+zRv6dCUFWig0tXR5ceu9SrNlfj+aSd9B5cIPuXGJ14Ip7nsKrv5iLBx98EF999RUAYFt1E1JsFlhSMiCcfQcAwPntMnTX7AEA5A1KweA0B35wWvDCspex6IR83Hbbbdi6davu+hMmTMDSpUsBAEuWLMG+fXqN+cyZM/HEE08AAK655hpUV1fr9s+fPx9rs89BUUE2Kt96EJ9s2o8RmUmwWggqGjqQVDADWSdeBQA4+tYDyLBJmDw8Qz3/wgsvxB13yO2fPGuemlduWEYSRuemhtT3fvrTn6K+vh5XXHGFz37W98796zvY+spDmDw8A3Wt3ThY14bj87Mx+6Lr8KFzON6+sgB33Harz/n33nsvzjrrLGzdulXte11uEVurmjBuSBqW/udxLFiwAOvWrcPdd9/tc/4TTzyBmTNn4ssvv8RDDz2EYy3dONbaBbtVQJLNgu65v4AtZxQ6DpRgUNnnGJaRpDs/lL73xjYn/vzP/6Jt+5cA5FQtU5Tn95NPPkFKSgrOXXIP1n3xkW5ALq1wYuIvHkd9WzeusG3B0tf/h6xkOwoHy89ucnIyZt74d7yxoRJNa9/ATIv+3ufk5GDlypUAgLvuugvr16/X7R81ahRee+01AEDG7EvgOlaGmXlZqu/ahAkT8Is7H8GipcWYUf4mmmv1i4JQ+t4jjzyC0gonTj33Qng6WiAQoo5dZ555Ju677z4AwMKFC9HZqU+Mq+17p512ms9vG27fq2zsUMeUYy3dSJlxHgbPOB11tTXY++ajAGRt0PCMZAzJcOD222/HRRddhL179+Kmm27yuf69996LfdbReOjlVcj+YTkGp+uT2LNxz6zvNXW4cN4Nf8SPzz0Fzv2leOihhwDI0dklhxqQmWxD7nm3oj15KCZ07YVr6wc+n8/63iNPvoC//OMJXWQ3IQQfvfcOzjx+HG6673G8/PIy3bnZKXaMWvRnON0CTnZvxg9rPsXOw82YNDwDWYqGcPXq1QCAxx57DB999JHu/OTkZDSefDtOmzAEabvfV8c9But7lzy1FmWfLEV2Wzk2KCmTCnJS0UTSMeaKP+K4UVloW/08DpftUc8tLmuAbdBI5Jz3awBAw6f/D3lCM4ZkeH9fs75HAZSUNSA3zYHWzDF45ekn8HZpNd75++8xKkXE8Ez52f2hugnjZs7Hhrfl53XhwoU45mxFS5cbGUk2lNW1Ycq807D2dfn6/vreGZddg3P+8QWyvnscqQ4rtlQ64bBakOqwYMkvfo5bbroBs+5ZibTv/4MUuxW7jjSr9yh79gX46F9/xBChzWfOBRCw7+0/2oYhp1yFLc/ejq1bt+KkS6+HR5Qwbkia6qf88MMPY6dnGO5b+g7yDr6H7TXNuv3Gcc9ItOfcb7/9tpRS6j+CNAz6vKk3UiilaOlyq4JfKGhV8uG4+GlTHARi1Y4jmFJkXr2DkWK3KKs/eQXIFmFTRmTg9Rum44UVh1F8MA3pSVY4O1zR8wYNwvH5crLmBzfJ79McVhTkpKKutRsCgudxMtMOEMgO5EPSHTCeSQiRzR/KeyHGwR1shcvSosg54sw/MyfV/z3URpxGmkjcH3ZBUAdF9rsQAEyvGI6plx0aiVvEkAyHboK58OwJeKdMwgFA6Q9Etz8Uvtx91NA+in1HW5GXnaLZ5vtcEgK4lNU6IVAi7gyaaY0LhrEqTyQYf2WmAezJVYsKsjEyKxkVHS26BWtvo/2Nh2Q4cPN5k7Bo0Snygrc4Mg3I5GHyIik5jCoFzg4X9ta24tj6SrxXVYzfTOpS97HfOzvFjlS7Be1QcrAGuF7h4DRMGZ6Jw82d6HKJSLZbMDwzWa3CMn9sDtbkpuFYaxdsFgHODhecHS7Y2roh2JLwwbbDyGRBRGE8Z26RqnWA/aHEyeioaGiHNT0ZtS3dqN11FE07ajFW8CA9yao7dli6A0Mzk9A6ehCkpi4Eg7WEjRVWQfDjokB040lLpxu7jrSAKs8PSyMVDG8pPKpqtPMHpSAnzY7RuamqlpFCnkd1Sa0VP92Lx4U3lsjXo9AaM1hLjWNyisMbyGO2v68yIDV+juHj6Zgb/hO2n8xnO2tx06ulAICfnzgG9180JaTzSiucWPTsOp/IXCNm+f+MvLyuHA98sBMb7j4Tcx7+Cr8/ewJ+c+Z4dT9bWa1evRqPfbYX/119AGWPXBBSO3vK26XVuON/2wAAS04pxN3nT8bv39yKjRWNWPN/Z+j89DIcVrR0uZFst+LnJ44x/d5nPLYaLV1uDM1Iws7DLchNs6O9ywMiELz6i7koKsjGofp2nP7Yavxr0QxcenzwOpyRctY/v8XEoel47MczMPn+T3HnwkkYmuHA796Uv++wdAfSkm1+vwtD+xvdcvpY/OHcSVFr47UvlKCt24N3f3UiXiuuwL3v7cCGu8/Epztrcf/7O7Hp3rP8lgU0svtICxb+ew2evnpWSGa9QJRWOPHjZ9bpTFWh9HUtD360Ey98X266j13r9re2obisAWvvPEPdd+KjX6OhvRtdbgmf/+4U/HzZRswZPQj/XDRTPea3K7bgfSVZ7bYHztH5c4XD6Ds/BgB88btTMH6o12f1u311uO7FDVh583wUFQyK6NoA8PTqg/jbp3uw58HzejVNjpY/fbAT72yuxg9/Ojdq1/x+fz2ueaEE//vlfJwwOrTf5/73d+CV9RUAZIf7358zEbecPg4A1LJjj/14Bp5fU4Y9ta24bNZI/PMnM6PSXlGiGHu3b+zg8XlZ2FLVhOeum42zp4QW4DH9gc9wxexReOCiqX6PufzpdUiyCXj6miIc96fP/R73h3Pl36ChrRtFD8ma8UuPH4l/afp6KIy7+xOcPD4X3+ytw7PXFuF/m6rx5e6jeOCiKfiZUuXmjMdWo6G9Gw4l4rTTLanmYQuRfePOnjIMj/9kRsDPqnZ24KS/fYO/X3EcJg/LwEVPfo+l1xbhHMUE3Nzhxoy/fI77L5yCGXlZuPzpdeq5dkNS7nC48ZVNqGrswKe3nQJAzohwuLkLz183W5da5r0tNbjtza14cvHxuHX5Fjx7bRHOVdrW2xBCuMavJwzNSIrIOVrrixGOX74xMrdblIMyQhF+jDS0ydnTr1paDAD4cNthnDjOW3j+hhtuUI8VBLlGK9NQxRqtczyLpOzW+LAY048EorTCqaaiYVnrTx0/GIJA8P2BevX7ev2nYuuuaiEEHklSfT3sFkGXh++Ry4/D6ZOG+DtdRZcINso+fnaLN7jDm9ha8Obxi8DHzxqFABRj5BwQfjH7UycM8Sv4sWsZ64MCckJat8Zx26yKiVbjF2mAh3YB7a9yR0/7KOs7LlGKm+AXLBghEtj3cofx28/My1IFP2PaDGZhyUiyaiobRe/38ueqeeL4HGypagrLlzYUHz8LIRAlGrSK0UvrDuGldYd0wSmRDPuCQFQhzmYhqsaPad+0Y7O/8/1rCvWw7+7ySKofpbZva0vIzcrPgk0peWkhwGkTBvtcL1QkQyAYC9w0PlesNOEjq2QzekVDfNOjRYsBKfgNSXdEtErQDnja8jWhECzBcyiUVjjx39VyVOhB5cHbf0zOHM6c1a+55hr1eG80Z+iJe3sCM6kNSrWr+fq63RLsEQy6Zs7rO4+0YO6YQejQJE2NRsRkKFgEAlHSJ0RN1Qh+GSFqibQR3NGu66iN6tWWkFPrXfZCVK8ZoZQ0DIZXePJN7cCuZRbV6/ZIupJpbBLV4vJ433ebOPGHgtbRPRZRvYB3/AkmAMSSQE77kcIWF2b1yP0xbWQmACA7xYbnrz9BN56rgl+yTRX4ollBhtUR90gU+YOSkZ1ix6IT8jGrIAtPfn0wLJeKUARpQuQx3BgtPCLTgcPN3nmovtXXmL3+YEPY6X+sAlGfA1byEfC60wQLLJoyPAM1TV1qaphAsDHQ5ZHQ5fYV/Nh4+cy3B/Hi2kPqIk6kwOe7jmL1vrqItH4i1QeCsdfGIKCSQ/J3rVGqqPzt070oKhjUpwM7gAEa1Rsph+q9yWg//uFIVAqKh0NxWYPpapLlJAOAjo4OdHTIyTG1iXtjhbaQN3soc9Ps6uDrEqWIBBwmLGg5YfQgpDisav1bwPvdesPHT5QkNfLTYRVU/w8AyEwObQ1l1Wn8oi/4GaN6bRaiaijC6QbRiERlMI33bGWw/MWJo8NO6cK+16OXHYezpwxVI6qXaJLlGqN6SyucONrinRh3H2lRtOD+NX7hRPa++H0ZTv37N5j31y9x7r++VbfvqtFXjIzWb8n6jllaqN7CLQZPPxUuTOsTrDyjvh3yb5CWZFUn4dIKJ258ZRNufX0zAOD7A3XqRB7tnJlsuLn0+FF4/9aTsHhuvtr3Qi0vtrG8ERIFvt1XF3AukUsuUp9x/PSJQ4P6jR5p7gq7dJiFEPU5sFq8C0f232xs1nLZrJEB8/hpsan33msq1uZcfLu0CoBcieVIs6+PYqQR7qKmHJ+2HUbt654jrT7nxSuiPpoklOBHCCmKdxsCsafW2wni0QHmFeaYJvvU5iQ7//zz1eg8ZlqKdtZzxmvry3H3u9uxZn897n53OzaUyxFndouAnTXNuOfd7Who64pIwGHCQmGu13l/4fRhSLFZ4Bapj4DTKxo/6hUMjBq/r3YHz2sG6E0Fq7ZHd/Fgs/jm8dOVbAtD8mNapWj9rkUF2fjjQtmf8fRJoSe4VdujtH36qEw8d91s/Oeq4+VrTRyiO0a7ADDmc9tW1Wyq8YvE1Lu8pBJ/+Wg3Kho7UNvajbJ6b2nEOw2pJqKt8YtWvsFIWH+wDg3t3SGnnwoFFtwQLFm7FtY/mVmztMKJnzyzDl/sOorGDnnR+eTXB1GnWGai7VbBhFRtkE04z1lphVN119le04yrnvMvnMmLTl9T7/9Kq0LSqoUrHFksXsHPZvFq/JgFSVubfmRWEnLT7chNt2NwurwYO3fq8ICVO7QE0/h9vuuo6XmMSKtjsModDPZM7anVL9ouOG6E7r0xz19fJaEEPwDXE0LeJoTMYxsIISGVYesNZioRXkB8OoA2/9Gc0dkYNzgV50wZqstJdvPNN+Pmm29W2iifFyuN39uba3Tv9yqC8c7DLWjscOP1kkrsPNyKyob2iAScooJsXDWnQH2fYreqkX/M3KsKODG2ZXs1fvLnOqwWfKlk8AdkH5Bgk2FphRN//3Sv+n5DuTPggB8udqugmsu8gpt34GYl5856fLWaSzJQTjwguvkR2aUiyS3JhDMmPKlmT435SzKYIecV5uh8nGaPzpaTmhvkC63gd9c720MSagLlIzQuCqP1W9rV7xwfU++/vtiHw81yoMzd74b2O4UC0yCGY+pl94yVdCwua4CZwrCmSRbIv917LCYWmowkr4uH9jkLRnFZg+4+BhLOmKnXrAb0T2bnqfOBVggbmZ2sJG8PXziyEKIKYVpXES3MdWntnWdi0z1nY9M9Z+MvF08DAPz4mXVo7fLg693Bf3OrQEAI0/gpgp9GSA/kEjIiMyni4A6txq+0wolDyoL8vvd26tq8eG4+/qQJ4nz40ml93swLJJ6P3zEAFwN4hxDSCsAOYH3gU3qP40Zlqa+vKDLP2h1rgmUFX7RokfpaTdwbI43f8fmZ2FrVpL4fnZuCGmenz+fVtnRHXG1Au6JOtlmQqhQu73B5kJls612Nn0TVlaHDKmDtQf1AHSxgwcxUH41C3gy7RV+yjRD9wP3+thr864v9unNqnJ26urWMWFREUTUiEfRH732WhQSLiVlN1jJ417JFBdmYODRd1dTPys+GRfD9fJdIIQCQAGytalL7dKB7efbUIVhzwDw9kXZRWFrhxHNKtZZPfjiCWzUR+OFiNPWWVjjxzLcHcaiuDYWD04KWR+sp3xiqsoQboOOPyEy98rFMS+hPsGntkoWJbdWyVi1SQcEfZhq/UAS/eYU5ap8DAgtnzNRrFPhtVgGX+6keAXjr9YZbOswiaDR+gqBqxoLNI6VKWbsqxR+uorFD539uBiFyZZ1uUUKXx9fUy/oXywYxMjMJ44em45s9xzCrBxUyJOp1WSgua1DSPMluGcbx+Lr5o9X67My3tK+TaBq/awBMpJSOAHA6gO8AbAh8Su+h9VXL05SvSSSam5vR3NwMQLMCjZEz+PH53tQLD186HeOHpMNmIWqFEy2R+mKkaQbWFLtFjbJSNX5i9DVTZjATodbH70KDGSBYwIKZqT4ahbwZOo2fxt+NRXR/tcvcHK31EWVEKxJVSyQmZ4aqwWRVHgTfQAezyh3ZKd7qKhaLeXCH2yPp+hkQvMoBSx2UmyprVyYPS8fILDm57f0XTkFRQbZsfnx2HXYclgXPx77Y1yMtmdbUy1LkfLHrKA7Uteuq2cSKE0brJ9lwA3T8wUy94fguukW9S0NRQTbGDk5FTqodI7OSMG5IGs6ZoveBi0XFk42Kewvg7ZuhLLSLCrIxrzAH6UkWXD03P6BAyiLRtdrtYRmOoAvpooJs3HL6uLCFI4vg1fhZLUS1pgTTNO863OKzzWxsMeJQFqysTJzDEFm7eG4+vrz9NKz94xl465cL8NdLpyM71Y5OV2SBWIBi6tX4LNqtgl/tqJkvYF8n0TR+VQDGANhDKT0M2fS7G8ATcW2VgnbSTtQ8jpdccgkAOY9fJNGc4dDc6U1M/ZPZo/DnD3ch2W7B89efgJte3YRut4jWbhEEkQs46RpTSrLdoqZQYQ89095YYnxDrBaCbg/VRfWy1eiqHUewcNrwoNoPZqpfubka9a3dGJzu8FvvMRKM6VxU7Zjy20wdkYEfapp9zrOZuC3EIlqa9cdILJWsSDobeL1mNe9k6JEknwWATbNYswrEb3BH3qBk7Dzs9eENJtQwjdOvzxyP6xeMBiBXPFi0tBjjhqQBYBpe/Xk90ZJpTb1mKXLYJBsrrd/JEwbjhbXlmDEqE4tOCD01UzC80cph+PhJeh9f9vrEcbmq/2dphROr9x5T67BGa5GlFd5fXFuOcUPSsXhuvlczFmIHT02yYlR2Kv566fSAxwlELgOnXeQUDk6L2X22CATdJulcxCD358LjRmCdwQqi9T/3h00JSvP6+AUXrpJtcim1SBGpdwwpKsjG6zfMC0k7ygW/2PBbACsJIZsBbAYwCkDCJM7R5fFLUMnvN7/5jfq6JxqWUGjRCH6dbhFuJYK3qCAbU0Zk4Lt9silsxqhM3HfR1IgGqnQ/Gr+bXtmEbklSc399s+cY5sbQ51Lw0fjJ7QgnNyEQ/QLeWuxWQU77IEpwi96oOtZtJ4+QKySMyHTAJVF4RAlNHR789+oiVUPFTIfMpB5dH7/wJkYtxmATNfebQeNnHJj1uTdljZ9R8PNIFJMHZyDFbsXWqib8+eJpQe8p0zhpP89q0IzMK8xRTUiMnmjJtKZes8k0lEm2J7Df+qEfTcf0UdEzedlUH79ITL3ec1q6PMjQRNdrF1oEiNoiy6gNZsK8IITXv92iZGodMUKUPqu9bpojdlO3RSCq5UDnIxzkaxnNslOHZ4TkfsAWrF1u2T0lWF5DQFYCsJRhkSAaFomhjsuxdinqLRJK8KOU7iKEzAJwFoDjAdQCuCS+rfKiHeSLyxowe3Ti5fO57LLL1NeRavyYAMCSTWcl200TTGs1fp0uES6PnJOqtMKJ7/d5/Z+2Vjdjb21rRL9Vhkbwe3dzDaqcsrN2jSG0/5nvypCfkxo1LYQRq2Ju0Wr8Eg2bxldKm2+NmXrrlQjH564/AVNHZOKbvcfws5c24j9f70dpRSOeW1PmM7jvq23V1R3uCcxqHImPn1szEQHmjvQeiSLJph+Y7ZpyWFZBUAV4hpzyRe5LU4dnwGG1hNSHXB6vRoRhXGgVFWTj9EmD8f3+Bkwent5jLZl6fz0SFozLxaz8LOw/2orWbhEFg1Lwz0UzYzoeMY1ctPP49czUK/+nlKKl0+1TdSUWCy1j+UkmzFvDFPzYeBkMtljRmlprmjrDzs8XKlqByKq4RwB67bo/wl0IA3LuzC92HZXN8hR4Y0NV0Gsk2yxqxHYkiFJkKcC4xi9GUEq7AXys/CUUWrPR6r11WF/WEFHAQiypr5cHpNzc3LBNDwBUvyTtGFzf6sLd724HoHd4b+7Qa/y6FY1fcVkDjENEpCau1Xvr1Nf3vLcDYwen+j02Ws7mZggCgUekmqjexBsAjrXKAsx5T3yHpg4X2lwilpdUYohS+L5OqYAyKFX2e/tBCWLYXtOM7SYmYLbvkuNHRqV9lmgEdzAfP03+L+0xxhW5VnsgEFn4ZPOXnFJjPVwixaH6dlQ2dICChlTphn2udgFgJoym2K0YNSgZ7996Uljf1wz1OyvXT7FbMX5oOvYfbcOZk4fGfBxin2uWUqonRGTqVVYo7KfudIvwSFQXZRsr/Ll4CEJ4/ZtZSIIhCL5RvbsOt0QcMBcMrTXLZhFUH79YpI9cXlIJZ4e+lr3ZXGMk2d4zU297lwcVSraJcH6/aPf9eJF4s1cCo73pFLFxFu4pV1xxBa644goAmoEoxAe2tMKJP769ze8DrjVxlJY34hPN+w6XCLdHLj9kluAzUhPXt/vqdO8DPXbRcjY3o7XLjcrGDvz5w50AoPvuiUBphRMvrysHIEfTNXd5IEoUd7+7HSs3VwMAPtku16P9fKechmZTCIEAs/KjN6mQnph6DYKfqcZPpD7BKEyokNNG6Eu2FZc16MyLIqWQaGjRpcwUphcsfTXsnS5RdU/oKcbSZi6l6oOc7iP2KV48Bq1rtGDCenimXu8gdeKjX+HMx74FAHy152ivJNZfPDcfr/5irk44CXehHarGj6gaP+93juX8o9P4CeFp/MLFXxBVsOCqFLtFV8EpHEornKhydmD/sbawk1tHo4RlIpBwGr9ExqYZ8HoSsBBLbr/9dvW1NQxTL0uAGmjsZYJVaYUTi5YW60wPWyqb1Cod2trEx1q6emTiMppVfn5SIQDZj6RJqQ7izxQdLeS0CI26bX//dC+yku0x+8xwMXP2Z6zaIQt6zZ2yT8wDH+yCzWLx+W2TbQIGpdpxuKkLIAClwIz8rKi1kU0okcgoqk+d8gwyAfBgfTtufGUTdh1uxtGWLtS3delW8UxLry07JWp88CzE67vEUvZ0ecSgmhi3h2m/fDV+Wp/adpcHKbboDLNGLadHlJDqsKrtjjXqPYiytltO6UHCMvUePOatolTT5HX72HDIGZO0LaFglmIoEC7R1yfV9LqEQNIkcLZbBIiSFLP5R2/q9dbcXX+wEfPHRte8bByDtNsDkWSzoCsCwa+0woknvtyn+t2Gm04rFP/DvgAX/MJAG9Z9wXHD8bMTxySUmRcALrroIvV1OM7GZglQ7RYCh1VAa7eI3509XhVyjMlHAWBrlRMuj7fgeDRqEwP+zSq9KXD5W1XH0rQcLmb1cAOxascRvPqLufhydy2+3lOHh380DQ+v2oPzpg3H6r3HcLBOjqmyxSKBc4TBHbKpVr4I0zq98F2Zzq3gWKtLlzvMrtH4AfKkxrRjRQXZuGzWSPyvtAZXz81HqsOKpd+VocslBjUZukyEILOSXZ0uEdmpdkQDo6lXLp+m12LGEqYJjWaf0PK/TVVYvecY7FYh6GLxQF2b333RzI0ZDmaCfyDcohSSy4hA9Kbev/xoKhraXGHn5wsVrbuEzUJQq/jArjtYj9LnG6NqXmb3+M2NlfL8EcK9B+TAwjaXB6XljSgaPSjgsYzS8kYsWlqsG3/CFZ6j7d8aL7jgFyEXHjci4YQ+AKitlbU7w4YNC8unSpvvjPGni6chJ82Om14txZmaMltGTQkgpxc4VN8eE+fXSByGo4k/oSqWpuVw0WpZD9W1wWYRYLcKmF+YgxfXHvIxo7G2z8rPxtd76nD57FG45/0dSLFbkJPmUAW/mET1RiCkeCSqM7OwAdhMztWmNWGaOyYwGvP4DU5Pgs1C8NdLp2NlqWwSD8V3yBvVqwnuMPHxaneJGJkdG1OvWzH1sgS/scYb3BHdZ5zV+a5vc6Fe8UPdVh3YzytQHtV4WWJCTXTMkE29wZ8vwRDcMW1EZkwTCWsVHBaBqGO61rwczbkv3PG9tMKJ97ceBqXA1S+UhCyIfrbrqG5RNjTdgf9eUxTWd+FRvQOcaBf9jhZXXnklAJbHT94WioalsV0fIXX2lKFYPDcf3yk+dl2aybCoIBsLpw9XtXAf/XAEwzOT4PJISEnpf11KK1TtOtyMZLs1pqblSPGnZT176jCs3FyNA0db0e2RdCtqJhi1dHpAqRwwoJ2L3ttSg1+cXBiV9nlNvUEqAGiiytlv7RH1Rd8DDcDatCZGjZ9gMItqa4qycoCsWHwg3CY+fmY+XrKPX2xMvW5RNvcZI5VjRSyquQCB/by0z5i2EsXQDDlZ9hmTBsulIglRqzpEMzdmOESUziWk4A7Z1Lt6r1y39vOdtTEV/HQaP0HAZbNGYeXmarg9sTMvh4O2AlI4gujxmpKrgFyFI9x+Eizoq6/Q/2bpXiIpykW/o8Wdd96pvg4nbxpz4ieQhdpfnjoWgHcyNGpBrALBiKxk3HX+ZHz0wxH8+YOdaO5yY1CKPWZpBuJJtEzX8SBQSgsmuDR3ypqWhvZunT/jgx/vRrLdGhUh19sf/R/DKlJou+zd727H/MJBBsHPO2GmOyzISLYBhPjkDmPCEhuwjXn8PCJV/QZZ4thQNH7edC6Bo3rbXZ4oBnf4mnptzNQbg4hLI15Tb3QXvaH4eb209hD+opTNctgEXKZEmj9zzeyESq1kDcPfkmlsgyEQoLXLg9dLqgAA//n6AIZlJsds4en1h5WFznASHPcG8wpzYBGIagUIVRCdouQxTXdYIQjA0MyksD+7v8xtXPCLkFCyi8eD8847T31tMTE9+YPlajtj0hD8SlPmJ1kpn9OppAZhQRUtHW4k2Sx4fo1ch7RRCcmva3MFrc/ISRzsygKGpVSocXbC2Fui5csYSh4/f0EqRjcCrRA4eXgm3vrlfNPrMaFArfBimJhFSVLTVSRp+nowzNK5mJl6O6Kq8fNj6hWCa1GjgZl5Oxpo/bzqWrtwuLkbBRpTbmmFEw9+tEvtly6PhPKGjpi0pacIYfhbdocY1SsQorO4ALH1L2bzhtakH8vE8+FSVJCNm04txFPfHMQTYeSuZIu1FIcFLo8UstlWG/UbqxQ6vU2/EPwIIS8CuBDAMUrptN74zCRbYmr8qqrkVWFeXp46EYUSZcYqUpw1RZ8PjH3Pz3bWYuXmGt05LtGDZWsrfK4V69JRnOjBBBdnu6zxmzoiA1/sqtX5M0bLl1Ew+JyWVjh9TND+Vu+jslPU5N2APMEyp/dAbhc2i14LJwhEF1WsrWnMFjnGSdYMtQyYialXLqlWj//31X64PBK+2FWLs6f0PM8e+6xD9e24+93taGx3oanTLZt6e9HHLxZ1sZmf18Of7MbS78pQ0dih5nNzdrh0iwGBEAzLSFJT9CQSFkJCro0ecnCHQFQtLyOW/sXt3awOuoTlJZUJ59ICABOGpsv/h6WHfA6b40RJ7+IRjOKyBnWsiVfgULTpF4IfgGUAngTwSm99YCIm8AWAa6+9FoDi4xdGyTaWmNgYrs5MvcZ8egyzK8e6dBQnejDBr0mpwjJtZGbUUvEY0fZHOSXQel3JrW3V2/HwpdORardgUKodLV1uNHd6cN8Fk7HrSCuOGKq1WJVST4GeRfb9mFwkByVpNX7eCYAtcv726R4cae4K+L2Z1s1YEg4Ayuvbcc+7O9TtB+vao6IFZ4Lfq8XexdZXu49iWEZSVHz8lpdU4s2NlbBZBIwfmoYrivJ07XVLFDZLbIWt7dVNuverdhzBbWdNUCdeAuAvl0xDeUN7QkZYWsPQ+LlDTOfS0Ob1vx6ZlYRbTh8f09RVW5XE7hINLZlyPGAlM7tD8MdlsEh8qpS/C1XjN68wB3arkDA+jtGgXwh+lNLvCCGje/MzE1Xjd++996qvzXyO/MHU4EbtSTAtiM1C8IsTx+DL3UfDqs/ISQyY4PLNnmMAgHUHGnD3BZNj4s/ojepVUgKZaEZW7TiCLo+Ei2eOQMGgVPzfyh9w7rRh+KGm2WeitwoELgCOAM8i+35My2gW3MH8Bb/eLTvP76ltDTrhedO56CMgAaCszre8eDS04G9vqvLZJlGgyyNFlBtRywvfl+HBj3ar7zdVOLFyc40uH54cYBPbBe9FM0ZivcbHdOG04XLt7+EZ2HG4BVNHZGDx3Hz86YOdCVk+iwViBEOUqGltaSOlFU58vvOo+l6bszAWmKWuSqS0VQy22GMKi1BgcxyLkBZCFPwSzccxGvQLwS8UCCFLACwBgPz8nnfiRBX8zjrrLPV1OOkzmBrcYQhaYY7pbd3eBywr2YrUJJtOyLvz/Mk9bjun92EDKEvyvHRNGUbnxqbmserjJ1G/q+YzJw3Bmv31SE+yIU2p09zW7YFH9F2hs/eBNH5sYmXCHkuGy/CI3mLtxYf0SboDTXhefzdfU29+jm+qkWhowVcpFVe0WAhBqt3SY43fe1tqfLYZzVpukcZcy7Z4bj52HW7GayWVuOW0Qu/vr3ws+5oeKTT/uN5Gm1NRG4VsFBbMfETNKC5riJnPrRlmqasSKW0Vwyv4hV/fmeVEDCc1SyL5OEaDASP4UUqXAlgKALNnz+6xXSRRTb1lZWUAgMLCQm+uM5Nng6XMOFTXhsLBaTht4mAAvt/L+N5CgBtPGYtbTh8Xg9ZzehuziSdWE0ugYCMLAR780XScMWkI/vThLqQnWZHmkIen9m6PaQQkcz43Lla0+Jh6DaY4rY+fMbo00ITHtAf64A75/4jMZGQm25DmsCDZZkHh4LSoaMHNol9PnZiLw01dPfLxW15SicrGDp/tRrOWW5R6pXLBVXPz8VpJJVaW1uC9bUcwMjMJ5YoWtVlxSfCINOECOwBv8FBphRNXLl0PUaKwWwWfgIBuNSo88HfobUEsmlWXYgmzTIUj+KkaP0XbaizvOJAYMIKflr179+K0007TbfvJT36CX/3qV+jo6MD555/vc85Pf/pT/PSnP4XY0Yy69x7B+cX/0NWNvfnmm7Fo0SJUVVWpfnZabr/9dlx00UXYu3cvbrrpJp/99957L8466yxs3boVt912m8/+hx9+GAsWLMC6detw9913++x/4oknMHPmTFx66aWoqKjAzJkz0drlQe3hZtz6TQbefOVFTJw4ER9++CH+9Ne/YdeRZnUy/B7AZxffAZKWi+8+fR/3L3lNd+2jhxqRe8mdsKZkomPnV3jxm0fwvyR91/nkk0+QkpKC//73v3jrrbd82rd69WoAwGOPPYaPPvpIty85ORmrVq0CADz44IP46quvdPtzcnKwcuVKAMBdd92F9evX6/aPGjUKr70mt/m2227D1q1bdfsnTJiApUuXAgCWLFmCffv26fbPnDkTTzzxBADgmmuuQXV1tW7//Pnz8cgjjwAALr/8cjQ06M0hZ555Ju677z4AwMKFC9HZ2anbf+GFF+KOO+4AAJ9+B4Te9+rr69U6zFp60vdauzzoHL0QyaNnwnW0DI1fLUVpbhpOe9WhHhNq3/vyyy/x0EMP+ex/9tlnMXHiRKz6+CPULr8Pj3+aAgqgVhE2Bl94O+zZQ2EpX49Lfvckaqub8OiX6XDYBNTWNKP6R29BlCiObPoUp512v3rdAxVOuEQJwuyXAMC07x1u6gTOux9uUcJt9/wF777/IRrbXTjtc3kSLnO6MemnDwMADn7+Mrrfew/ODhfG5KZiaXESVvrpe4ebOlHb2IGbKpfjjeWvAwDu/MPtqH3/G/zj0xRUOzsxLDMJZ82biaW3R6fvrfz77+DaVY5GJRAHAEpnLcCoM66BJNGI+t6YE87CN5bjIbm7cOx/f9LtmzoiE9vH3YAipe+9eu/P0dTpwmlfeQWYWIx7R5q7UNvQjloAWadcj5pRk9FVvRtN372MowCyn7PALUoQKfBw3t9w97ULg/a9Dz/8EI8//rjP/ldffRV5eXl488038fTTT/vsf/vtt5Gbm4tly5Zh2bJlPvuN497eSieOJtvwts2CqsYODFv8KNweCQ898jc49xSr57lFCUdrOuC45G0Agce9N29agF/c8jtU792GIelJWFrswFL0zri3+NbEHPfauz1oH3Iiut1FIfe9xnYXao+24piS0ungoNuBsyf0eM6NV9/rCQNX5O0hibfWlLnuuuswevRoAIDqg21QBrR0uX18gpipyMyUw1JFTB6ejptOGYv0pAG5XuiXaP30R2QlozA3DUMyHP5P6NFnKQmcAVWbB7AUGErEnSbtCjOdtnWLcEtUfW9su8NirvFr7fKokcAUwOsllT71YCnVr/wzkuVSbblpgX8D9vwImjZ5o5ZlraaxvdFgeGay7jOzU2y6MnThsvNIs9991DBwUFCQXhj5mjpcfvdRyHkWPRIFpRRPfn0Ay0sqY96mUCEgoJBzxTFsVgEFBvM/u12hmKtZwvxpIzNj9mz2Ndgz4AojgSV7RlivDtXHrz9CeiP/U6whhLwB4DQAuQCOAniAUvqCv+Nnz55NN23aFNFnjb7zYwBA+aMXRHR+b7K9uhkXPfk9nr9uNs6a4i25VlrhxOVPr9Mdy0wUn/zmZDXRJSCbgZijOwA8fOn0hFT9cyJj1+EWnP+fNQCARy6bjqvmxO7eekQJ4+5Zhd+fPQE/mjkSp/zjGyycNgzpSVa8takaBx8+H8vWHcKDH+3GX380DadPGoIFj36Nv10+He9vPQyXR8LbNy9Qr3fy379GVWMnfnvmePzu7Ak+n/fUNwfw2Gd71YGeADg+PwsH69qx7YFzAAA/X7YRda3d+PDXJwEAXl1fjvve34mN95yFwen+J9nb39qKdzbX4O2bF+iCH8bdswo/O3E0XlpbjgcumoKfnTgmOj+ehtIKJ/768S5srmzCvRdMxoc/HEFmsg2v/HxO2NcyPt9aHFYByzXBHb95Ywt+qG7C6j+c3qP296RNZpw8Phev/mJuDFsUOif//WsU5WfjgYum4vgHvwAA5GUnw2ohqssCAAhEQEO7C/MLB+GOcyf1K/+x3qCyoQOn/OMbPP7jGbi8aFRI57y1qQr/9/YP6vs7F05SCxX0BQghpZTSqETd9QuNH6X0KkrpcEqpjVI6KpDQFy20SR0Tib1792Lv3r0AvD5HTIvy8rpDWPjv73Dn29sgEMBuIUi2CUixWfDrM2SfPWNUr7Gckr/ySpy+idZHLSPJFtPP0vr4NSglAn88exQKB6cBkB3ZH121BwDwl4924WBdGwDgrx/vxoZDDThY16Z77pjvqr9Aq3mFOTofKptVwPDMJH1whyGfF4sQDhQtWFrhxHtbD4NCTujK2sSuw/zQ0mP0exYVZKuVdmTNYmgpm8xYPDcfDouA3DQ7zpkyVOfw7hYlXZSnR5KiXqfXX5sevnQ6xg1ORW66bw1xI4kUfGAVBIhUrtjCqHJ24lB9B461uuDs8MDZ4UGDYq5fX9aIq54rTtj5JFGxRxDc4TIc21/q7kZCvxD8egtjBu9EfFhvuukm1ZeGTUQPvLcDUx/4FA98sAu7j7Rif107JConoe1SchONyEoG4JvHzzioJtIgy+k52uCdjOTYmvCJJo+fUzHnZafYkaS0Yd3BejXFi1uU8Mq6cgBAS5cHHkmuLnLl0vXqc+eRWCS6+TBWVJCNN5bMx+K5+bh6bj7euHEehmcmG/L46TP4s2sFqtdrVitU+/0+VRZHWypjNz7YrKxuL+2RqVeSKFyShMVzC7D0utn66iiGclguT2h556LB4rn5+PL20/CzBWN8jMuDUmyYPCwdM0ZlJpwFQlCE8FCqvzC0fYgTGj1J58KIRSLyvgJ31gqDvpDB++GHH1Zff7pdTv9Q29rt73BQKqfL8JfHjw2qq3YcwcJpwxNqkOX0nN7U+AHyYPtDdRNWbJT9stbur8dgxW/puFFZsFqImtj2mEm/1ebDY8JXoModxjQMn++s1aU+YYITIykEjd+8why5QgOlushX5mvW4ZKfpddLKjF1RGZMnhkmgLk8EggJvT4soI/oz89JAaVAhuK3q/0t/nTRVN1vJ6dQ6d3JkmltWaUUu1XAc9efkHDjLkOuISuhPQzBr78kBe5NIorqFbnGj8EFvzDoCxm8Fyzw+kBtKG8McKSMQOTAjrZu2TRhlhqDlVPi9D+0Gt7v9tVhRl5WTD9PlChW7/OmJHnsi334yWzZR2fckDRcM68AL60tx3PXzkZ1Uye2Vet9vbT58JiwkxQgnYsRwaAdEyWqJikH/Gv8jDnZZo+WfQWfvXa2KoSYuUHEKjWOTZm03KIECyGq9jMYpRVO/PiZdWo+vANKmpRGxfSunQrH5KbqzjXLpRhrmNZ25eZqEACXzRqVsEIfAFgEAaIEdHR7Tb25qXYMTnegpcuNbtGbL3VkZhLGD01P+O+UiLBxK5zKHeX1+sTqNc5OP0f2f7jgFwZ9IYP3jh1yqahp06bhwuNGYN1BXxPCsAwH0hxWFA5OQ152Ml5YW456RbuSqPkJObHh/a3exL2Pf7EPOWmOXhfyd9TIkaVdbhFD0pMAAHMKB+EURSB78fsy06owbNB/d0sNRuemhvQ8WgjR1X01+vipGj9NpZrSCicWPbseEvXmZLNZLMgflKL7TLM8e7FyjWCm3o3ljeh2S+r7YBSXNcBMOVjt9K0IYYyAbmzvRkuXB6UVzl4d+/pS8lyLIPtddmg0fpcVjcLdPMF9VLFaBFgIsL6sHidV5IbUP8ob2gO+H0hwwS9MEn0QuvXWWwHIefPYBP7i92Vo6nIjK9mOn584RjexryyVczcxZ+PeSNDKSRy+2n1M9z4e5ZnmjBmEXUda0eWWfGpG+9M2l1Y40aEIZ98fqMeG8kZdeTF/GEu2GX38vKZer9CzZn8dPAafvnaXR5eShrUVkJ83EOLzrEWToy2yoLax3AmBAGOVAJlg+LNSzMzL9Nmm9YkqrXBid20rKJX9m40JiTkyFsXsrg3u4GNq9CmtcEKkQElZY8j9cWhGku79uKHpsWxiQsMFv37GP/7xD937YGZalpPvk+2ymWrFxipu1h1ALJw+HGsOhFatIpoMz3Qg1WHDz08cg8LBqVi2rgLdbhHdHrk6RLAcW8VlDSDw5uQK1efWogkwEQQCj8HHz2vq9WpsJgzxThDMxeP9rTUYmq6fSIDec4vQmqclCrR2uUM6r6ggG5OHpaO2pQsdLlEVcOvafP0ptT5RxWUNau65RPVvTgQ63SKqqpuwS5MfMVhZNk74sGAYitD7Y3aKPkJ8XIiLpf4IF/z6GSeccEJYx7MISTYBBCtOz+lfxCt45+9XzMDJ4+UygVurmgAAXR4R3W4pJHcDo9N/qD63TPkiUgoBsnZGm7Scafy6NMEdQzNlAU8gUDUL7d0iUh3xGz7PnDwUL649BLdHAgWQbA/dzzHJLpupf6j2CidPry5DXnaqLuJZq/GbV5ijCtqJ6t8cb0ornNh3tM1ne12A4DpOZLD+RxC8P5ZWOLFyczU+36Wvdc2jejn9Bla2Z+bMmSEdv+twi8+2eJj7OPEjHsE7Vk21jCQlQu+9LYfR5RYDRukyInX6Z5pEUaKwWZiPn/fz1DQRGqfxekUbZhUE9TPaXR6kOkIXtqKN1t/4mz3HwooiFSWKti6PsaAP3txYqUtDsv9oq+7zctLsGJqehL/8aBrX9pngLyVLTdPADSKIFUUF2RiW4UB2qh0P/Wi63/7Iaia7RV/HVh7Vy+k3sJqDrDZuMIymPoDn6uPEHrvVO+gePCZrST7cdhgCIchODS2tTCT+tqqpV9Fsefz4+D32+V78v28OIMNhxZHmTuUcrzDYEWeNH+D9/j9UN6G1viPk89wixaBUOyob26HNhjE0IwmEeGt47zvmq72akZ/FhT4/zCvMgVUAjBlGeInL2JCRbEPBoMBBXcVlDaZCHzCwS7bxHtnPYEW3Q6U3HdI5HIZW47friKx1ppBNsOHkpAsXi0bjBwCiIUXJB0qUc32bHOxUoznXIwEnPPQFctIccIkSvthZi7MmD427IGQRiM5EGwxRkpCbloI3b1qAZ749iGMtXVh0Qj4mDkvHd/vr4PZIECkwKjtZd16XWwordc5Ao6ggG2/etAB/XPkDDmiEZmPiYE50cFgtQWv1zivMgUUAzA7jGj9OvyFUE68WnqeP09toK0CcMn4wnvrmIAgAQmKbSFpQgzvk9x6Dj58xytlIXZsLdYpQeKCuHVcuXY8VS+bHVfgTSHiVOzyi/J2LCrLx3HX60p+v3zAPa/bX4Ykv9/tEQXa6RSTbeaBCIIoKsvG3y4/D1c8Xq7kgJw4buNGjscRhFYJW7igqyMYvTxmLp1YfxMxRmWju8uCQks9vIPv48ae4n7Fx40Zs3Lgx3s3gcAKirQAxtzAHdgvB7NHZOG5UFrJSYif4qRo/RVASDXn8Fk4Pz82BVRKJJwIhYdXq9Uj+EzEXFWTj1tPlut1aTZVblCBKlGv8QoD5Xw5TKtJM4oJfTHDYhJASOA9TypE+d/0JePCSaep2rdVhoME1fv2MP/zhDwBC9/HjcOKBseZrVoodYwenobyhHSEWoYgIwWDqlYUgb1u0rg+dHgkZDivq2rpV068RbSWReBG+qZfCGiC3nEUgIEQv+LH0Nkk2LviFQlFBNoZkJKG2pZunc4kRdouAlk5P0ONYMnaHTdDdi4Gs8eOCXz/jySefjHcTOJygWA01XzOSbXJJK4/kkxg5mlQ3ykEQ26qacNaUofCIks8EYOb6oK1va7MIcIsSCgen6SqJxAtZ4xf68W5RCujfRAiBXfmOjE4m+IWRNmagw2Rxu4X/ZrHAYbUENfUC3lRldgsX/Bhc8OtnTJs2LfhBHE6cMVYzyEiyoqXTg263hJzU2GhISiuceHHtIQDAza+X4vi8LHS4ROzTpC3xh5k/XKIgEITl42fMXWiG3Sroqpcwk1oS116FDFUS5nCNX2xw2PR91B9Mc+2wCrocoQNZ8OM9sp+xbt06rFu3Lt7N4HACYjQ1Mo2fS5TgiJEfWXFZAzxKage3SLGh3AkKYM3+eiwvqYzJZ/YGFkMZumDIGr/AQ7/DKugiJrmpN3xUjR8X/GKCwyqEFDHd7ZFgtwqyJltzL3hUL6ffcPfddwPgPn6cxMZm0Dh5RIp9ta1wixLau90orXBG3YQqV/sQTFNA9OWk5YIQXlSvMaDFDLtFP6kyU28yF/xCht0SljuSE11kU28ogp8Ih7LQ1FoauMaP02949tln8eyzz8a7GRxOQLTBHaUVTqw9UI8uJX/ckeZuXLl0vVpOMFoUFWTjv1fPMt03dXhGVD+rN5FNvaEf7w7B1GszaFNYahKu8Qsddku43BcbHFZBDdwIhMsjqdWAtKbeYM9Af4Zr/PoZEydOjHcTOJygaAW/4rIGn/JhLE1KtLV+2X5SxSxbX46zpw6Le6BGJFhIeKZeMUA6F+0xxWX1OPHRr9AtSnArQuCa/XU4aXxuj9o7UOjoliNOdx9pwbSRmXFuTf/D6Ifqj26P131E60YykDWxXOPXz/j222/x7bffxrsZHE5AtGYWVupKS6zSpBQfajTd7vZIcc/HFymCEHoeP6pURgnk41da4US1sxPHWl2oaepCfasLzUrajGe/K+vT/pC9RWmFE1VOOYL83vd2RF17zZGFOI9E4QlSvYP5+AHgUb0KXPDrZzzwwAN44IEH4t0MDidkWKmrs6cMxbjBqThnytCYVcOYV5gDNt5biDwRWIhs2ox3Pr5IsYRRucOjCIiBNH7BBOBVO46E3rgBivY39Ih9d1GRyNS3dQMANvhZzDFcHlE18WoFv09+GLj9uF+Yegkh5wH4NwALgOcppY/GuUlx48UXX4x3EzicsOmtdClFBdk4f/pwfPTDEdx4SiHOnjIMxWUNmFeY0yfNvICs8Qs1gTMzCVsC+DcxDaw/K9rCaeFVNxmIzCvMgd0qwO2R+vSiIlEprXDijQ2y5vn6lzbg+Lws1DR1olvJCpDhsKKlyw0Qgm63iKxk2cXjzY1V6jUe+2IfBqU5+mxQV0/o84IfIcQC4CkAZwOoBrCREPIBpXRXfFsWHwoLC+PdBA4noRmWKdegzUiyoqggu88KfIxwEjizpMy2AKZepoF95tuD2HW4Gd3KOVnJdvz8xDEDcqIMF1a2ra8vKhKV4rIGdRHDUjNpqTEc39DmQmmF00db3Zej+XtCnxf8AMwBcIBSWgYAhJAVAC4BMCAFvy+//BIAcNZZZ8W5JRxO4lFa4cQr6yoAAE98dQBzC3P7/KRsEfQJnJeXVOLF78vQ1OWGw2rByMwkjB+ajstmjcLYwanKOYH9mxI5YXVfoT8sKhKVeYU5sFoI3GKIvq2QhcWF04Zjzf56dftA1V73B8FvJIAqzftqAHONBxFClgBYAgD5+f1Xwn/ooYcAcMGPwzGjuKwBHkU9Jiq+V319chaI19T72vpy3Pv+Tt3+GmcnNpQ78b/SajxzjZzOxphHkcPpSxQVZOPXZ4zHP7/YF/I52Sl2Vbu3ascRLJw2fEBq+4D+IfiZjWA+ywBK6VIASwFg9uzZYWS96lu8+uqr8W4Ch5Ow9EffK4EQUCpH7H6w7bDf49weCRsPySYxS5DKHRxOojNpWDoAIMVugc1CkOaw6nz86tq6Ud/mUo//04c7MXFYumkt7oFGfxD8qgHkad6PAuB/9Ovn5OXlBT+Iwxmg9EffK2a2lShwwphBPv5ODJtVwIw8OZ/cQE5ey+kfOJRk4p1uETPzcrD8xnm6/U99cwD/+Gyv+p6lbOoPz3xP6Q/Lvo0AxhNCxhBC7ACuBPBBnNsUNz799FN8+umn8W4GhxOQeOY1KyrIxi2nj+s3EwBz1xMlihPHysmVR2YmITfdjuFKIMsJo7Pxxo3zMGmYXKFkINcp5fQPWIoWSs3rIc8rzIFds8DpLxr+aNDnNX6UUg8h5FYAn0FO5/IipXRnkNP6LY8+KmeyOe+88+LcEg5Hj1bYu/r5Yrx+w7x+I3zFE0HV+FE0dboBAC/87ARMGpaB5k43Zvz5c5yrVCU5cKwNwMBOXsvpH2jLr2lr8DKKCrLxxpL5WLm5GgTAZbNG8fFGoc8LfgBAKf0EwCfxbkcisGLFing3gcMxpbisQa0ry80u0YOVnhIliqYOWfDLVPKWscmRlbZigS02k4mSw+lLaMuvmWn8AB5Z7Y9+IfhxvAwbNizeTeBwTOmPgRWJgEWn8ZOd2bOS7QBMBD8l/QXX+HH6Olphz5/gxzGHC379jA8//BAAcNFFF8W5JRyOnv4YWJEI1DR1AgAuefJ7NHW4QQC8u7kai+cVgBACh1VAt0cE4K3cwdO5cPo6WlOvVvvHCQ4X/PoZjz/+OAAu+HESE256iS6lFU68vLYcAFBW36Fuv/u9HQAhWDw3Xxb83HpTL0/nwunrOGxawY/353Dgv1Y/4+2338bbb78d72ZwOJxeoLisAf6qtbHyVA6bRTX17jrcAgA4VNfWG83jcGJGKD5+HHP4r9XPyM3NRW5ubrybweFweoF5hTnwN+exclTM1Fta4cSDH+0GADz8yZ64ptThcHpKsKhejn+4qbef8c477wAALrvssji3hMPhxJqigmy8edMCPPPtQRyqa4PNIsBuFbDoBG91Alnwk6Oo3aLX5Mujqjl9GQcP7ogYLvj1M/7zn/8A4IIfhzNQKCrIxnPXzfa732G1oNst6Qrb2yw8qprTtyHEG6DEBb/w4IJfP+P999+PdxM4HE4C4bDJpt6igmxcPTcfy9ZV4PnrZ3NtH6ffwIM7woMLfv2MzMzMeDeBw+EkEMzUCwApdiusAsFJ47gfMKf/wDV+4cF/rX7Gm2++iTfffDPezeBwOAmCw+qN6nV2uJGVYteZyTicvg4P7ggPrvHrZzz99NMAgEWLFsW5JRwOJxGQ8/jJCZybOlzITrHFuUUcTnThGr/w4IJfP+OTT3jJYg6H46XdJeJQfTvm/fVLNHS4kOqworTCyX38OP2GlaXVGJWdwvt0iHAxuZ+RkpKClJSUeDeDw+EkAKUVTqw7UI9uj4Ta1m64RYqmDjeuXLqe5/Hj9Gm0/fe7/fW46rli3qdDhAt+/YzXXnsNr732WrybweFwEoDisgZQk+1ukaK4rKHX28PhRAtj/3UruSo5weGm3n7G888/DwC45ppr4twSDocTb1hlD4+hrpvNQngeP06fZl5hDuwWApcoL21sVp6bMlQIpWbrwf7N7Nmz6aZNm+LdjJjgdrsBADYbd+DmcDiySeyZbw9i1+FmgBBMHZ6Bm04dy/2hOH2e0gonVm6uBgFw2axR/bpPE0JKKaX+M7WHcy0u+HE4HA6Hw+EkLtEU/LiPXz9j2bJlWLZsWbybweFwOBwOJwHhgl8/gwt+HA6Hw+Fw/DEgTb2EkFYAe+PdDk5E5AKoj3cjOBHD71/fhd+7vg2/f32XXACplNLB0bjYQI3q3RstWzmndyGEbOL3ru/C71/fhd+7vg2/f30X5d6Njtb1uKmXw+FwOBwOZ4DABT8Oh8PhcDicAcJAFfyWxrsBnIjh965vw+9f34Xfu74Nv399l6jeuwEZ3MHhcDgcDoczEBmoGj8Oh8PhcDicAQcX/DgcDofD4XAGCANK8COEnEcI2UsIOUAIuTPe7eH4QgjJI4R8QwjZTQjZSQj5rbJ9ECHkC0LIfuV/tuacu5R7upcQcm78Ws8BAEKIhRCyhRDykfKe37s+AiEkixDyNiFkj/IMzuf3r29ACPmdMmbuIIS8QQhJ4vcucSGEvEgIOUYI2aHZFvb9IoQUEUK2K/v+QwghwT57wAh+hBALgKcALAQwBcBVhJAp8W0VxwQPgNsppZMBzANwi3Kf7gTwFaV0PICvlPdQ9l0JYCqA8wD8V7nXnPjxWwC7Ne/5ves7/BvAp5TSSQBmQL6P/P4lOISQkQB+A2A2pXQaAAvke8PvXeKyDPJvryWS+/U0gCUAxit/xmv6MGAEPwBzAByglJZRSl0AVgC4JM5t4higlB6hlG5WXrdCnnhGQr5XLyuHvQzgR8rrSwCsoJR2U0oPATgA+V5z4gAhZBSACwA8r9nM710fgBCSAeAUAC8AAKXURSltAr9/fQUrgGRCiBVACoDD4PcuYaGUfgeg0bA5rPtFCBkOIINSup7KkbqvaM7xy0AS/EYCqNK8r1a2cRIUQshoAMcDKAEwlFJ6BJCFQwBDlMP4fU0sngDwfwAkzTZ+7/oGhQDqALykmOqfJ4Skgt+/hIdSWgPgMQCVAI4AaKaUfg5+7/oa4d6vkcpr4/aADCTBz8zuzXPZJCiEkDQAKwHcRiltCXSoyTZ+X+MAIeRCAMcopaWhnmKyjd+7+GEFMAvA05TS4wG0QzE1+YHfvwRB8QW7BMAYACMApBJCrgl0isk2fu8SF3/3K6L7OJAEv2oAeZr3oyCrwjkJBiHEBlnoe51S+o6y+aii1oby/5iynd/XxOFEABcTQsohu1KcQQh5Dfze9RWqAVRTSkuU929DFgT5/Ut8zgJwiFJaRyl1A3gHwALwe9fXCPd+VSuvjdsDMpAEv40AxhNCxhBC7JAdJT+Ic5s4BpSIpBcA7KaU/lOz6wMA1yuvrwfwvmb7lYQQByFkDGTn1g291V6OF0rpXZTSUUox8SsBfE0pvQb83vUJKKW1AKoIIROVTWcC2AV+//oClQDmEUJSlDH0TMj+0fze9S3Cul+KObiVEDJPue/Xac7xizX67U5MKKUeQsitAD6DHPH0IqV0Z5ybxfHlRADXAthOCNmqbLsbwKMA3iKE/ALyIPdjAKCU7iSEvAV5gvIAuIVSKvZ6qzmB4Peu7/BrAK8ri+MyAD+DrCDg9y+BoZSWEELeBrAZ8r3YArnMVxr4vUtICCFvADgNQC4hpBrAA4hsrLwZcoRwMoBVyl/gz+Yl2zgcDofD4XAGBgPJ1MvhcDgcDoczoOGCH4fD4XA4HM4AgQt+HA6Hw+FwOAMELvhxOBwOh8PhDBC44MfhcDgcDoczQOCCH4fD4XA4HM4AgQt+HA6Hw+FwOAMELvhxOBwOh8PhDBC44MfhcDgcDoczQOCCH4fD4XA4HM4AgQt+HA6Hw+FwOAMELvhxOBwOh8PhDBCs8W5APMjNzaWjR4+OdzNiQm1tLQBg2LBhcW4Jh8PhcDicaFBaWlpPKR0cjWsNSMFv9OjR2LRpU7ybEROuvPJKAMCKFSvi3BIOh8PhcDjRgBBSEa1rDUjBrz/DBT4Oh8PhcDj+4D5+HA6Hw+FwOAMErvHrZzz44IMAgPvuuy/OLeFwOAlB1QZg7RPAke0AIcCw6cCJvwXy5sS7ZRwOJw5wwa+fsXfv3ng3gcPhJApVG4AXzwOo6N3WVAHs+wz42Sdc+ONwBiBc8OtnvPbaa/FuAofDiSeblgHF/wW6mgFPl17oY0huoHwNF/w4nAEIF/w4HA6nv7BpGfDRb4MfJ9iA0SfHvDkcDifxSIjgDkLIeYSQvYSQA4SQO032X0II+YEQspUQsokQclKo5w407r//ftx///3xbgaHw4kHO94OvJ9YgORB3MzL4Qxg4q7xI4RYADwF4GwA1QA2EkI+oJTu0hz2FYAPKKWUEHIcgLcATArx3AFFVVVVvJvA4XDiReEZsgnXDIsDGDoVECxc6ONwBjBxF/wAzAFwgFJaBgCEkBUALgGgCm+U0jbN8akAaKjnDjReeumleDeBw+HEiykXAV//GUgfDlAKWB1A5ihg8ERgxlXAmn8CLdXxbiWH03tUbQC2LQfq9sk+r8dfB8z+abxbFVcSQfAbCUCrpqoGMNd4ECHkUgCPABgC4IJwzlXOXwJgCQDk5+f3uNEcDoeTcLg75f/n/wOYfJHvfqsD8Lh6t00cTryo2gAsuwAQNX2+plT+P4CFv0Tw8SMm26jPBkrfpZROAvAjAA+Gc65y/lJK6WxK6ezBg6NS7i4hueuuu3DXXXfFuxkcDiceeLrl/9Zk8/3WJFnrweEMBMrXAKLbd/vu93u/LQlEImj8qgHkad6PAnDY38GU0u8IIWMJIbnhnjsQaGhoiHcTOBxOvPAoGj9bkvl+q8MrHHI4/Z3kHJjqgiZf0utNSSQSQfDbCGA8IWQMgBoAVwJYrD2AEDIOwEEluGMWADuABgBNwc4daCxdujTeTeBwOPHCrWjzrP4EvyTA1QasWAzUHwByx/MqHpz+SdUGYNUf9NuIBbjgnwPazAskgOBHKfUQQm4F8BkAC4AXKaU7CSG/VPY/A+ByANcRQtwAOgEsopRSAKbnxuWLcDgcTrxhGj9/gl9noyz47flYfl+/l1fx4PRPytfoffsA+bkY4EIfkACCHwBQSj8B8Ilh2zOa138D8LdQzx3I3HHHHQCAxx57LM4t4XA4vQ7T+Nn8+Pi1HvXdxqt4cPojo0+WNXyscg0R5D9OQgR3cKJIZ2cnOjs7490MDocTDzxBTL05hb7beBUPTn8kbw6QPw9IygJm/xyYdBEX/BQSQuPHiR5PPfVUvJvA4XDihSeIxi9nnPw/dSjQfgzIHg1ctpRr+zh9l6oNwNongCPbZdOu1QEkZQCdzUDrEVnwm3EVsPNd87rVAxAu+HE4HE5/geXxszrM9zNN4JiTZfPumFO40Mfpu1RtAF48L7BA11EHvHQ+MOViQOKCH8BNvf2O2267Dbfddlu8m8HhcOKBaur1o/Fjpi5bMmBPBdwdvdMuDicWlK8JTYsnuWXtH9f4AeCCH4fD4fQf3J2AxQ4IfoZ2lsPPngrYUgFXe++1jcOJJlUbgOYQa9MLNiAzn2v8FLipt5/xxBNPxLsJHA4nXni6/Wv7ADl9CwB0NsnCn0tTBn3TMmDLK3KdX57bj5PIVG0AXr5IWcgQwJ4GJGf7+vgRAgybLvfn/Z9zjZ8CF/w4HA6nL1NZAnz9ENBcCbQ3yLn8Ni3zzVdWtQHY8pr8esfbwPAZgMsjv9/4AvDx773H8tx+nESmfI0i9ClVOVJzgN9uC3zOga/k/5LkXyM+QOCCXz/jlltuAcCjezmcAUHVBuCl8wAq6bd/9Fv5v1b4K1/jPY5SxcxLZCHx83v057Pcfkd3AcX/BbqageQsYO7NPAEuJ/6MPlnW5lEm+A0Jfo5gkf9TEQPdy21gf/t+SHJyMpKTA5h6OBxO/0ErzBkxFqIffTJgcchJbS12IGMU0ForC4luQ+5PwQZ0tcj76vcCbbVA3R75/aZlMfkqHE7I5M0B8uZ536cPDX4OC2zifn5c49ff4BU7OJwBxOiTIa/fTYQ/YyH6vDnA9R/IwuLok4FtK4BDq33PS8oGrn4L+PIB88/c/T7X+nHiT1Km97XFT/oiLTqN38CGa/w4HA6nr5I3Bzjux/Lr3ImyI/vIIuDCf5sLZ3lzgJNvl/93twCSx/eYMSfL+0fONv9Mo0DJ4cQDrabbX6UaLYKi5+Iav8TQ+BFCzgPwbwAWAM9TSh817L8awB+Vt20AbqaUblP2lQNoBSAC8FBK/YxWA4MlS5YAAJYuXRrnlnA4nF4heRDgyABu3RD6OVUbgO0r9duGTlcqHSialJGz5P9ZBUB3K9DZCJywhGv7OAkC9b70l7BcC+EaP0bcBT9CiAXAUwDOBlANYCMh5ANK6S7NYYcAnEopdRJCFgJYCmCuZv/plNL6Xmt0ApOTkxPvJnA4/Q9WFqr+AGC1Ax4XkDs+MdKeeDpD03hoKV8DH/Nw2mA5vQvL9ddaK/+/8RtZ6Htydvy/K4fDCFvjpwh+kh+f2AFE3AU/AHMAHKCUlgEAIWQFgEsAqIIfpXSd5vhiAKN6tYV9iEceeSTeTeBw+hdVG4CXFvqaRev3JkbaE3en/9q8/hh9smz60n6nyZcAJc/I1T+qNgAbFKvB7g+AiefLr7ubo9NmDqen6AQ/e/DjWXAH1/glhI/fSADa9NvVyjZ//ALAKs17CuBzQkgpIWRJDNrH4XCiRdUGYM3j8v++Qvkac184wJv2JJ5EIvjlzQF+tgqYdIHeJ9DqAFqPAi+cCzSWycd+dBuwS4kQ7uKCHydBiFjjxwW/RND4EZNt1GQbCCGnQxb8TtJsPpFSepgQMgTAF4SQPZTS70zOXQJgCQDk5+f3vNUJys9+9jMAwEsvvRTnlnA4Bqo2AMvOB0SPPFBf/0HfMB0GipwVbMr+OOLpCt/UC8i//ZXL9dusSUDbUfh8132r5BQwXS0RN5PDiSpaAY77+IVFImj8qgHkad6PAnDYeBAh5DgAzwO4hFLawLZTSg8r/48BeBey6dgHSulSSulsSunswYMHR7H5iUVeXh7y8vKCH8jh9DblawDRDYDKpZXirSkz4/t/Acsu1Oeqy5sDzLhSfs0iZwFg0Nj4m3mByDR+/rA6zIXIyZfIQR/dXPDjJAja3JNc4xcWiaDx2whgPCFkDIAaAFcCWKw9gBCSD+AdANdSSvdptqcCECilrcrrcwD8pddanoD85S8D+utzEhmtZsxij7+mzMja/wd8+Sf5NRNKWQRrao5cA5dFzv5tNDD2jPgLfYCs8bOnReda1iQ5kAMAhkwFbEnA8dfJv8O3fweqSmTNbSJ8b87Axt3hfW0JxcePa/wYcRf8KKUeQsitAD6DnM7lRUrpTkLIL5X9zwC4H0AOgP8SQgBv2pahAN5VtlkBLKeUfhqHr8HhcIKhFRau/0D+v+ZxWQBMBEFi9weG95pExZ5uvTnJni5HwCYC7q7QSlaFgtWumHoBzLgKOPHX8uuqDUDrYaC1Bnj54tib6Tctk0vFebqAzFHA4IlyexKhn3ASg45G7+twNH4bngem/mhA96W4C34AQCn9BMAnhm3PaF7fAOAGk/PKAMyIeQP7ENdccw0A4LXXXotzSzicILx0vrz6tjgSw9+vYD5QrQk60SYqNvrROdLl3HaJgLtD1sxFg+527+tvHgTy58r3pXwNVNdrZqaP1f3atMxbaxgAmiqAirXAlteBn34U/37CiT9VG+QygozmKv/HMliwUvFTwKYXE2PMiROJ4OPHiSITJ07ExIkT490MDicw5WvkiFgq6f394hn1O+YU7+sL/qVPVOxx6TV+jrTEEfw8XbIZOhp0arQoosd7X0af7E2HEWsz/c53zbeL3cC25eb7+iJVG+SI6Y9+17ei3BMBo3/wtjeD/4b1+72vE9XHuJdICI0fJ3rcd9998W4Ch2OONnFqgSYwnwkSVRuAly9UzKpJwPUf9u6KvFtjuj3+av0+T5dB8EvXm5riAUsq3XJEnsSi4XuXlQcc2Sq/tmgilvPmAOPPAcrXAte+E9v7Mu5M8xrCALD5NWDG4r6vqanaALx0njfQgGszw0M7fgCAs0wOygr0Gw6Z4n1tSYBo/DjCNX4cX6o2ACsWA/+aDjw2EXhqrj7KkcMJh03LgFcv9SYEBmSfLQYzuZSvkTVrgCxovXoZ8OQJvdf3tD57rHqF9r3Oxy8tvj5+VRuAF88D9nwMQJLNoS+d33PNUVaB9/WPX9ZPojnjZA1trIWTCefJ/9OHA0lZ+n2Sp39oasrX6KNLB7gGKmxYZL2WYL/hkEne11cuH9BCNtf49TOuvFJOO7FixYrILlC1QU7eqs3j1Vbr9bkx1unctEx2gp98Ca/hyfFl4wvAx7+XXx/82ru9o8H7+ss/yYIeMyeyqDtXK1Df6r/vRRuXxr9NdOn3id16Hz9Pl6xpi0eEa9UG4NM7faMTWTLpnrRHe1+M10nKBNztsgnYEsOpgyWJvvhJICkDWHaB934kYjR4JBhzQ/aX79VbsIheYvE+B8F+QxbVCwBDp8WubX0ALvj1M2bOnOl/56ZlwJZX5EHUX61RsxqeDG2UIwCsfRL44h75NZvUufDH0eLPX+uQJsd6xVr5f02prHFqqvA93tj3YoHWZ89U46cIflUbgANfytqn3ohw1VK1QS8IaelpMumqDcD2/3nfH9kGjD3d+96RIf/vbgFSBkX+OcFggl9SJpB3AnD1SuCVi4DcScDoBbH73N4kb44cTFSxVhZCLvzXgNZAhQ1bpJ10m+KXSoJHfQsawU/s9n/cAIALfv2MO++803yHMVIOMK81Gmji0EY5AsDOt/Xve2Ny5vQtxp9tbn6pWOe7DfAVuBjGvtcTqjbIbTKmkdGabo2ClafLa3bUmuliHeFqRE2CrSElF8if57uIi+TaWvNj1Qa94JekCH5dzTEW/JqUz8uU/49W/Lnq9wD1+4Ctb/SPiEx7qvw/f37f/y69DdP4DZ0GTLsstHOIxrPNY7JwGkBwH7+Bwu73zbcba43mzQHSR8h/mfmAI0vefuJvfYW6Ycfp30dzcub0D6b8yHx7e7359sETAWuKXEPWoUz8F/zTfEFRUQy8f2t4UZFVG4CXLwK++ov8X3teIFOvVuM3+mSv9qC3TXSjTwYEzbBNCHDVG8CVr/dceBh9MiBodAHaKGfAK4itvDG2fpdajR+g/76Q+o8/HFvkeDoDH8fxxaUIfkx4DgWtxs/TFd329DG44NfPuPzyy3H55Zf77ph8sfkJZuYhIshVCX63XY7gA3yjqABg6FTv6wuf4No+ji9G7RTDWS7/n3ShrLES7MCF/wayR8uapSuXAycrvoEzrvI9n0VFbnlVzsm17MLQhL/yNZoJt1svQNRs8b4OFNyRNweY9VP59eI3e1dbkzcHWKDR3OcviN7n580B5v1Sc+15+v1MS1uzUbYexEr4Y24ju/wsVvuLPxxbXLgHthASEUw7b0sJ/RzCTb0MLvj1M+bPn4/58+f77piiaOMyRikRUQTIGm1ea1SbuoKtutkqXEvbMe/r4xb1tOmJTWUJsHwR8M+pvRtp2tfxN8BmjpL/n343MPkiIDlLXji42gG7MpizMkxm19AmFAZC1wJptXWCxStArPmXLNAwdhh8Ez2G4I7ccfJ/s+jCWJMxQvN6ZHSvnTvB+1quiOSldrv+vT8rQk/Y9BKw5yP59ao/+D5n1gRJ9h0N1AUIF/zChpl67WEIfjqN38A29XIfv37GHXfcod/ASh+118nvx58FXPRv4LEJQOGp5gOodpJjgt+RrUBzpdcvqmqDvsSVdsLub7DUGdqgl96KNO3rMK2GYJWDIUAAUCB9qLzdnib3NTYJuju85hurIviZDdJGjU+oWqC8ObIGccurwHE/8fb/HQZ/1UOrATzgfW/M48de+/NJjCVaM7QtSombGYFqnk69DDj0rfd9LFw7tr6hf2/0G3ZkhCb0VW2Qkz231QFpQxKz3Bu7j1zwCx/mlmELw9RLuKmXwQW//oxZQEfpMmD48cpk66fz6zR+ikP3+qegaljs6XKqDS2V67xaxf6Gv0hnHswSHCa0nf2g7MuUNhR4/xZgt6LV2fWh3NdYX3S1ycIgIJdyA8wjWPPmeHPpFSwAzvpz6BM7y1WXNtS7bdAY4OgOzfXn6s8RDXn82MIoHiYjrbAZjqkrFCw2//tm/xTY9gZweDOw8B+x6fsjZgLVJd73RuFSCNA+RtUGYNn5ejeDREyQrC52BrYQEhFHd8r/6/fp8/MFQhfVO7A1ftzU28+4+OKLcfHFij/fD35y+e1+X9YUuE2ciiVRDvhgE5vVAVVLwzAKfYD/KM3+gD9N0rE9wHNncLNvIJhgNGw6cPLtQPNh+T1zaP/iHvl3FLsBSuWVvM1o6vUzSLP9ky4Kb0KXFIGACQZVG4C6/bJGYLAyiWijWQH5Wan9wetHyD473ho/7WQWDQJp/ADZr9eREbsFz5DJ8v+CBbLPp/FzAgmmjPI1cq5BLYkYECL2geCOkqXAMycBb1yVOGXlqjYA6/6f/PqdG0Nvly6qd2D7+CWExo8Qch6AfwOwAHieUvqoYf/VAP6ovG0DcDOldFso5w40zjzzTO+bvPlA5XrfgyZfApS+ZK7xYw8E025sWgad0OePwVOCH9MTmMna0yVrITubvRNgchYw9+bYTUZ5c+S0Aa2HAYkCXU55e+th+a+mVH7PtX++sHvE+pNZf2zYJ/9/4yrZjyx5kDyYW4MIV0zoCWfirNoAlCnmyu4W37x4DQf17Qbk6GHRBVSs9+btYwujeJiMYvmZFkeQ/Xb/ATs9geUYdSo5HKddYf48hSL4GROBA/EJCPGXNoiR6Bq/TctkP0tAfi73f2HuE97bbH1ds3gLI52SzsePC35xhRBiAfAUgLMBVAPYSAj5gFK6S3PYIQCnUkqdhJCFAJYCmBviuQOK3/5WY9odeyqw9p9AZp48WGsFpB9WmGv82KTCJragDtyKNnBQgfnuYINfKJiZrLUEqiwSLQQLMGqOPNBoK1AwuNnXHGbqZZqkKZcAZYbfL2MU0FgG7Fslv2+rlcuPnXGv/D6YWSbUidMo5O3+SE7ErL2+pGiKtBPDgS+UF9Q70Qybof9+vYn2M6mfZOuREkywstiibyYze74//r2sgTU+U6GYevPmAAtuBdb+W34/ai5w7kO9K7Do6k4nmwekJHo6F+PYH43KMD2lagNQ+or3PZWA5JzQzo1FVC9TSBASW+VDlIm74AdgDoADlNIyACCErABwCQBVeKOUau2IxQBGhXrugIYVnb/ydWD4DP0+a5I3JF7beVnqDKahmXyJXtBJG+bdP2w6MHGh7LOlzYHGqNoAvHiu/HD6G/xCYdd7oR0XS+HL3SmbxycsNBf8eA5D80FQNAh+7P5oj9v/me+1JDdQp2gC/QkaqnN8iBNn+Rr9tTobAeOpTLDRHqdGugpezRFbIMVD46edtGgI2vhwCGbqtdi82pZo4W9xafY8h6LxA/T+mxPO6X1hRZs2SOw2F5jU/qu5n6v/Dmx5TT5nxPFySqN4CVrGsb+nlWGiwf9n78zjoyjvP/559spFCIGQcCVyCOGUVQIo3oiCJy2KVz3Aq7baalv7q9qqldpqrVq1tV4gqKggeOCBXCKCIIQgy024IRBICCQk5Nrr+f3x7DM7MzuzO7vZze4mz5sXr92ZnePJHM/zfb6nlr914wnNTQOItsZPPWFJooC/RBD8egIoky0fBjBaZ1sAuBvAN+HuSwi5D8B9AFBQUBBpWxOeK6+8EgDwzTff+AU77iwvx5rGkuiufAlY/rR//TJfJCPX+PGHWK8eb9Ue9vn1H4BFjzFhkFcQOLDKr5FoSYWDwiuBfd+F3i6Wwperkfme8b9/43tATRlQX6mfYLg9odcJ8khveWBE0RTl9TpVBpQuVB7PZGWO/ps+0O+kuebLqMaPp3KRV6eQ038CMOIOYM6tynPyCORzbgfOvs0f1Q7EP7jjyIbo1gsOKfjZmFbU61UlVm4BagFDvj7c9nF4ug/199ai94WQrCF6ApNk6vXNPr5/Hljxd//vu75hGmkt8+r3zwM/vc/61VgJiOfc7n+PzSmJERwTUOM4xbgwSqIs+GkpJJLE8pMIwR1EY53mNJYQcimY4Mf9/QzvSyl9i1JaRCkt6tq1a0QNTQauvfZaXHvttWyB1x5NyQzc0JLKNCXbP9U+kHqgvv0z7Qd655fss+4oq7G68ytmpisrVr6QLfGxGeIryZORyyIyuw1jVUU6dGP+YAAw8t7YvnCuBn/qjKIpwL3L/QmGh/w8dudNFjZ9FLhu+d+Ayh3sezBNTZ7PP5SYgZxCltR56kKgu68yTLQ0fvmjgHPuCPL7SH80r9yP7bQvFdJ5D/oHvngFd5TMAnYv8S8fXs/8DqPleG/E1AtEV+tnv5V9ZvZg73bPEdqBHYC2e4oWrib2PKV09Fd5aE3yRwEZvnHm8r8GCkxej98HsbEG+Pcw4Pt/Bh5HXVkJANa8Bnz3d5Ze6/QxJiDyPjeayK+12Rp/oQ9gbeg3lqV8KrorPGFUrvE7sQdY9WLLrtmACYHrksTykwgav8MA8mXLvQCUqzcihJwFYDqAKymlJ8LZtz3x61//2r8QSuPnagJ6nBOYmBVQJqsNxr4Vgeu8LmDRo8qSbi1JuurymZHHPcU0LnIqtgOvnwf0Pj+yYxtuQ2NgzjRetD7WtUuTgYLzgLK1ynUNVX4/q2BBA/xZS+8MPCjriI/8xD61BD/5wGlUGABUplFVtHqfi/wC3ff/BH78LwskqvYZFfYsBboOULa5NU29mr6utGXadDWhNGrcx87jUk4OWwLXyI35DXDerwN/lw/Ox7cb03Dy99Wa7u8/os2eb5nw0HyaCSFFU1gg0A8vACcP+GsOy83OHMWEwcuEOC20tIXy/KnSIWLgf8fbmJ7D3mWPy7ipPZakdgQyuwPX/Du8/eRRvSUzfOvMkVtshl4PLPqTP73ZuQ8khbYPSAyN33oA/QkhfQghNgA3A1A82YSQAgCfAridUrornH3bNc2n2cOuleSVa/y6+CoQpGWzz/N9A4vRTn2wjrbryAYWOcxpSYcUrC6j1TcAxzIyjlKfxk+VM43nOGyujd25k4UzfdHkagGPC2fBBgz+rFnStNdzwa9kFkufM+cXyvRB4dz7E/v834nJf86ULPaMbp7LlhuqmAb72BaguYatW/y4P3WPlMC5FYM71KYlYmIDVzQjVkO996FS7EQCF/z0klEfWOUftCk1lpbF7RP8bOmx0fiVFQOzJwEHVwPHNjGBfOlTrIzg7qXAid3+a1T6TeD+oVwEiJk9k1e9wP5eufCrrqEMxMb/jmvSM31+3U0J0s95XcZN/nK0Uh9RDwskikTzx6/PWTeyT637kqDEXfCjlLoBPAhgMYAdAD6mlG4jhNxPCOGFI58E0AXA/wghDkJISbB9W/2PSCDGjRuHcePGsQXnaTYbUZdeAvx5/E5XMHPpub6Zdp+L2adRjV/RFGaWySlkL2O0E8oCsoFBQ/CTNC8xjIxTRzpzpHJ2CdIhxhM+kJ37K+V6PmAHEygUOSNlSOZUJ7B+Bhtcj2xg7gTvyyYc4dx7PohxgSndFxGY5ruXal9DNTwQQRL8WlHjpzYtjfktMPbP0S1hZtTUG82ULlxjqzWxA5hAI00oiDEBR9L4ZQC1R1pu1lOjJXzu+AKankZbPwk8tzRh0BiCTVYmRNjSWDqV5X9XmvP7X84+M3uy65LaKTZpVviEqkMu+/zhpcTI5Rep5pFoCH4A80OPJMcjvz7c2hMPX9IISQRTLyilCwEsVK17Q/b9HgD3GN233VJWjJvOyQa69GfLJ/cDoNqmkcaT7EHlGo66Y+xzuc+5ePdS4+ZT7qw/6xpm3ji2FYZy/xmFRwxrlYSztILGjw9MaqGWm3oXPQaMvCdp1PwxgZuFhk4CsvuwICGvm+Vj+2lWcFMv/82qEqzltXo3zlb+JvcxC+feZ+QAlnTg4keYAPHNn4Daw/5JhV6gAYf78EiVO1Sar1imdxg2mZmWOJc/rb9tpBiJ6gWi6+Mnld/S0fjlj2LC7Ve/AxqqjQk4rgamzaUeljvy0Fp2z6IlJGsJn4OuA1a/HLieeoG5t7HnnD8vfELUbSjzwa4pY88MD47b/LEyoE1uzuf90fVvAeveBKp2x8b/jk9quMC09n9sAhbvWskeZ2QaP70xyWRhZvvqA8DZtxv/27igxyeP4bicxJmEEPwEUcBXT/bedA/gWgWUDGA+SdTrTzrLH+iyYsDhq+ohpXR5h32W+5IRr/43kN07vIHLbGP/80cBZesQ4EMVKZLGT0Pw44NFLDV+kuCnGph4freKLUkVyh8T+CBhTmHX4OhGYOfXQIeuAEjwChM88rvhpHKSIjf15g5ipcI4Uu1fsFJr/x6mHDj1Om93M9OkXPgHtswDn7i2SZ5uRp4s3JauFOS0NH5akc0r/gH0Ghm8TUZpDe2ikaheIMqmXp2JlZz8Ucxn2KhmxtXE3temU74VUfaFVKfHGnYjq+ySksWelbqjyt9PV2gf59hm7YhZeQCPPI0Q4H8OrGns+eVBfNGGn4f7SFJvdK9hpHgiNPXyaH5zKpB9BnPncDWxsePgavZ/01zjASP8+qQJjV/7IBpJiaPNgVV+fyqPk5mk9FKpaNae1RDQwg1Nt6QyE0YGjyKOktZP0vgFMfUG0/q09H7xgWnfCiaA8GPsVw1CSRLKHxO46YoLROk5TJDjdZ+13A04Rzexz9ojykmK3NTbua9/++y+wGVPAPOnsuXmWr+fZc1BYNdiv+mrrBjY9CEAX45KT7NS+8j9NOXaZHW6GS34MVa+CPz4P/Zs1h4J3O50BTNNy9sUKa0i+MXD1Ms1fiHcRCw24wIn98mVp+4xmYObicuKmcauag+Q0z+4sF5fxT4792XJx7d87P+t60CfBcVg/6clTMmFuT4XsmTm/HcuYFhiLPjxfq/rIOZTS0zR9SeNFI9TXzscDF7f19ME1BxiAWnlPymDf4wKtutnsPceAOp9Uf9C49eGKStmJk2PM7qmg5biexkvmVUPEBNWzJvIBBXqDXxZe1+o1JgAUORG4oQbmm6xscGJd4pySmZFLhQF0/gR4g9U0UJKIk0jv1/cr2Xb58xRmx9jyCRg//f+7eIdyi8fuCw+7evZd0RPGD34IxsA+mgI0Go/SOdpNhFxfMTelWD3X9LKQNnxcsFv5b/Y8U1WIKUDOz+v6aqFPAWGvFLHxg+AM873l4ID/OZ6Lf/RYHDTc/Mp9j8U0Yi6VKeOiWb+Pk44Ub3RQvLxCyH4mcMR/BoBUP9gDwSvclJWDMy80t8nVpUGF9Z5VKhWJZHawwhr0qvun8uKgfVv+5cPrlZuzye51lQm+DnrWP8WbHIVCfyd7jaUfQ69Hhh1X/zHO4/T/96Gw/EdkMY5j5O5O5mszJQtBaEZEGxXvsBSVXF47lsh+LVhDqzyO7Ingtqb42vDFLsVuOiPbJBd+z/Wkf38DWUb80cBU79Rzm67FjIHaIDl0YpEYLCksmvDzcdyWqINCxbVy8+rp/HbvzKyJNIHfwS++werI9vgq80LlamjaAoz866fDlzw++B/n7zWcChzZCSoBy5OtOoIH1zLIhZBtAVoeY1n+cDV4JsEBDOF972YPXvcd4d3vPIIW05jNfNdlXylZJ02h0c4HlilFFA8zUD1Xmbq4XBt8vGd4QlSIUsZqohG1KU6ElTtwhEN4mHq5e93KI1fOHWCG04ygUg+mfV69N//A6sC3x09Yb1klr+vrCoNPFZOf7/2d8QUFhnucSrri1tSgKxerN8dfovyHAdWsQTZUjvcyna4ZaZxWwfWv7ka9PvHSOGCHw9i6z8+Mca6SE29vS9k1533Mx17ArXlLG/ojgWsdOTkmaH/xh1fKpe9btYPCVNvG0aRlDgBStiomGK3Ab+fxhbMVpauRetBzh8F3Pyhf3nTXP/3e4M4twfDbGNmObWTPhCZNuzgWuCHF4FD69jy1k+AUfcGbmdN09f4dRumbJ+R+1VWzBKiBpjDwTSl8mOcfTsT/HqO0D+e2ver5iDTHBacy7SjocxKRtAauDiLH2OfLRH+tOrVytvrkQl+6oGLoyf8c+d9tTl+x1fabTl12G9avnwacGgNcHQLUFfOHK1vmu0/hsmkNPfVlDHfVYDdZ96JV+9nmnyj/j3BgkCICbj638xPq/RrVvJt4mtR8PFTCX6xmHiG0hqZfUNGVDV+XPALYb4z24wlzC4rZvdTrXVTv7ty1BUhAH1hPZTQn9nD/33THODOL8O7R70vVNZEJioTNdcsWVKBBl9K23evA05X+veR12UPF245qNjOllM7sc9YVakpmcUqIXGBLJTSIdKoXnU/s2Ue06byqNzsM4zdp/zRwFGHf9lk8SkfkkfjF/d0LkmH/MG4+cPEmAHJcHkoXC5fp+xq1BbCtIhGYk5LKpslEhPQdyww8GqWvd6aEX4HVFbsy4m1xG9KW/iIP4+a+rx6Gr+Osk7YqHZE0wfSx9m3Ko/Bj//lb4FXR2i3b5tGdRTqYZ1OVamy2kmkSAOXBq4GJnhqtc0oPFIc0Bag+YDMSyhpPU/BhP/8USzgQn5tB2ttT5SDYrdh7D383RYgbwgrX8WPkT8KOO+3yt2p199WeUlBwC9IGUGexohXk+Gc50vkesuH7F0YdF10+gl5AE208/dpofU8ck1LqKjebZ8z/0cjz3TlTuWnHmYbO2+o+sQHVsEv9JnYPQLYJEHvPuSPAgZczq6trQP7r2fmDTWJrTsKqaiUR6PyRijyRwFTvgZG+HxYz7pJ2Q4uYFRsBda+xr4fKfFX8jh9jGmwv3qI5bwMp1/hrjE7v/YJzwD2/8A+Y+FjyifFRzYwzeiRDaH7qoijeqHsZ3j5QT6JMeorqc7Xd/OHzPScRBo/IfhpUVZsLO9T3tDWaU8YXP5+Ay6/3Jfnyd1sPB9fVAQ/nw+OuxnI6sFeiKHXsxmREUpmsfxsJbNUnbcMrdm2NU2/U5JH0y140FhHKNXZVGGyAsNvVbXHp5VqOAGc3KPdafW9NPj5AO3STOGQP4oJSrzsmZbPWrjmSTkdcthnaidtAdrtK5FltvgHrqKpzKcuWAmuYKiFq4HXsGjKU2XAx3eybfYs828f4LcKX1QxhzBBjM/w1QJquIJU0RRWaeThzcD9P/jXc0EDUKbwaClcYL36hejn7+PI3w2tUnBGTL1f/QGYdyfzgwpVTq6sGFj/Fvs+N8S7yd/lV88B/jsaeOtSbQGhYIzvC2EaaF5aUT4J1MJsY8EaQ37OfOf0ru2IO9mxO50BnP+7wN9zBrB+tyXCef4o4NqXmQDKk+tz+OT60DptzbqcnV+FV9JPPRkCgO2f+c4bRfP+wR+B+Xdpl6kDgvdVkZp61fAJJNdkcrePUKg1nwXn+fPiRkpZMfDhTcBLQ4Dnz2SfH90as7yJwtSrRgreaGadxp1BTD+xTCEiZ9/37AU5sRcA9RXl/oNmu+45xwr8/G5/+wwLflF4kbjGzyU7r8liLOfX+neAr32d6N7lwPkPa2+nNdv2ulmern8PU/rQpHZkpZM4VaWhnbYB3+z/CmDvClZuKViaEF6rWI7apDnwKuDbv7IyQ811gLMRgI5fWkuwpABZPZkwolXeK9Lgk7JiYJkvZ5w1Xfu6qScZ+aOiI5TII2zLioEZVwCg/tn1mleBzv3YNiZLoAlSPovvfQEzrfO8W1xAlUf9RqPN8kTU4QQkhIJPbnqOYNrNWCCffGiZkkMFd5QV+wMfQFk/qj6GPMr+wCq/Kd6j41PH99nwLvteLau+wlP8yN+3HJ92esAEJvTxkmlavsdymk4xf7a0TsqAIzUeF/vbzrmdTUZWq0qH5fTXdl2IBK2Sc65GFtHbR2US1m1vGC4BWn0Q1/xFy9RbVsyCrtS+uXKC9VUeZ3QUFSYru5fuMAU/tQBsTWNa6L3LgRcKma/lmN8GTnR5hoHju5jLicfJnrUBE4DVryLAylR7mFm8YpCcWwh+ajZ95H/A3c3A7BvYjex5NhNGtBza5UQ71UtZMfDeRCi0X7sWsYSTGg/EbWfZgF/c6m+fUcHPqFYuGOYUNlt01vvPa7Ya8wdSJ+jdOBvo4KuyYLYF5lHjlBUDVbvCa6eRCMu0zmzA+J1GHWM5Wr5e6k6r2TfgXPsKsGsJUDKdaeS4oGKxAb+Y1/LnpfGkP6cUv04//BuoOcB8ESP195k5wT8415VrR+i6m6NXu1WPYFpgLvh5VYNJcx0bPC0pLM1G0zplOpdoCahy5JOocFKQhEJuTo8VvS9kQoU60IYjpXPR+ZvU94iYAiNW373Wd/wUYMJzbBvqCa4dC+Z+oZ5oNZxkn8NuYPeWL4cy5TWdYpOz1Cw2sXA7lRHgHCn9TAZQuijwd2ta9J4rrZJz1QcgXWM+cZELEzxiFQBzjQhD65g/imkya48CXtU9NuJfaQR56jGOLZO9ow1Voa0D0RL8zDYA1D+hCjUxkM6vug4bP1BORoDAYDYu7KrfG26W1yMWNZghBD8lZcXAxveV63i6hp3lbNCeutD/m1q1y2+u1806tWiYYvQGO50HosFFgdO1SO+YHaaPXzQ0ftwMJBMCTFa/X04wx/HuZ/mTRwP+SM6+lwB3BFH7R2IeNaJd87j8juzB4C/2qheZj83o+wM7LadvwKkpA37y1S92sbQ76HMxC/aIxovdWK00CxVNAYZdDzzbi0WvRZL+Q66R4WgFafB8fbFEMw0R/IK2yRI4ODXX+Xy2MtjA7tEZzKOJWuMXLROZlDInhtdZL9CGI5l6dSZzkpsEZc/3VS8GRqy6myFpAxtPAD3OYdqNG9/Tfz717j0QONHiAQ/8XeBJulf+C/jxNRZNmzsoUMPbWMMmBzyYobkWsOQEnk+e0H330sDfjU62jWBNV/qOlRWzwDDq8Ud1X/Oycp+aQ8DLPp/TgtHA5X8L772nXuZScWS9bKUpeoKfVt878i72t654lmlSgxE1U6+vf+eaPmc9M52bQnjAqd/nhX/Q3k7eT6ozDBglFjWYIXz8lOxfGfzmqP2w1H5l+1exgUWe4byl6N10nQfiqg8acNW11wEeN+scWtXHT3YuS5ryuGrhQY2e6YrP1vXgA4Kh9qUzvxsjqnOvSztHlxZFU4DJs9j3fmMDf+cav6pSpU8O9bJZJh+owqVkFvD2WOCNC5iZ+8hP/rQknMod7HPv8vB8fTiapak0zDCtofHjaYgGXg1kFbBBWq4d0BIMnKfZwJ+a5Rf8YqkxA5SDktkWPROZlDInioKFFlqBNhz+Pi9+DHhtdKCPXf4ooFMB+26/LXCC0PtC/wSQR9lSN3v/g72T8nufU+jTbJuYC8aqF4GXz/K/Bx/exPbh+e82fsA+G04w/9BDP7JKRbOuYe9DWTEw51Y2MTu0zp+HdPo47b9Rnl5KKwApkuTCeqgFP3Wifq0xhgu6APOxDXey11wH9LCzd6vfWPZpS4+e5jp/FJDhM78TX9/da6SsGk6I9yWqGj/INH3U2JjN32deds/rhaYoJe8ne18YvHpRRi5Lep9VwCxd1nT2PxY1mBFljR8hpAuAGwE0AdgGYAulNHlinHsWBf9dLWzJBb+yYhYJxYlWxF3+KCBvGMsLZevAQvYtNuC2TzQfiF8V2YCJU/3+h60p+ClMXCnK43pDaND0hJ+O3YOfU56T8OiWQB8/ebmtuqPA988xHym1v4XalOxxh3dNglU04B1LwXnAhlmyDtQXbNB0CnhnAhNyjaZ20fLhA9jfOPMqf4chdWQRlqzKH8Xei6rdrK0ms7YZxhOGW0FLUKchkqMl+DWfZkmfAVZGsLmOzdhjkfyYIxeAed6waNAaGr9QbPucfdYdY/+18jPyfiBdFZQAsGt+5uXA7sXAub9my/UnlAExesjv/by7gG2fsEhQPVa9yAZSvUABj5P1ARve8wtTNQf8AQfct039N8rTz5x1I/u+fQGwz+fyEc3743WzXKv8ee19oc80rpGYn2OTCX7hvpOU+iZLHZT+td8+Hb2oXkr9mRqo7309vN6fBsfdpJ/Mm1LfWBINjZ/vGPKCAx/eGDr9juRyYfNrHyc8B+xZAuxfDTTXAOP/oXwn8kex/LorngW6n83GO1cj0HDc54JyCuh9MXD9dLb9ggeYj3mM+qhom3o/A7AMwK8A7AJwHiFkH6V0YLCdCCETALwCwAxgOqX0OdXvAwHMBHAOgD9TSl+Q/XYAQB2Yt7ybUhpCeguCuhrAmZcDx0uZCS+7DzDpLVVYve9F8NXJVfgtjP6lctuDa5mpoXKHv2wUL7eTkgGc+4C+X4PZAvQ8hwl78+8Cyh2BD8QBFlV401ArMGli+NoBo9qtYCg0fjy4Q+YTFGwmXF/FTCzjnmaq88we7GXo2DP0eYMJA3LWvsE+934HzLklcECWd/Bed/AZmppgvk/ct6j3Bcwn5+s/sBqdoL6axmBaCMBY8AkQPOpN7gZgZKAIhTWNaWS69AX2aOSuKytmaRicDbEVqEKhJfjVlrOSSqePydYdVgrH0UauUTRbo2jqbSWNXzAOrAxcpzb9h3KW7zqACX5pndjy6QomcIXz7MjvZzB2LNDPuWi2ASAaQQYhyleqa3dzAemvvkTHe1cAZ44z1r5glBWzfkJdb737cPZM36CTbFg+wQ63moe7mb1Dtg7K9ZbUlpt6eRJ7Z32gELn6FVbvGAguYPL3OyrBHb7r1FTrXxcswEjaxvc+3/EFcPAHv0tE0RRWyu3r37OqTmq4JvzGWSyXKA9W4z5+8usbzaAwDaIt+GVSSqcRQiZRSi8mhFwP4MxgOxBCzABeA3A5gMMA1hNCvqCUbpdtdhLAbwH8TOcwl1JKNeqEhYnauXPSWyz1w7MFwAB51nKfD8uuRUDxm0wlq+48jm32f+cO8uoOpU72+dVDbIZ5YjfTXMk1UK4mf2dv6xDopMx9CwGcaqLAjhXIOtPX1tb08Tt1yP99++fMXCAJRDrJhXlnUFPGLmveYCbsFZzLrm80BFIOH2j2faf/UvEOPhxTLyDLb6bxd8prDeePYuYq+fOhxohDb7AEwnLNdP4ooOdI4NRB4Mb3IxN0uNBuzQiMMFQ7LYeTBDnamFWCX1kxy3UWho9sVJD7EEYznctJnwN5+UbmuxUPBv+clYKUozb9S+kxVEEJHO5D13AS2LeSbX9oXXiVSLL7BpYy02LQRL/Axivn1B5lk7oOudoTmVDlK+XBHRy5OfjH/7DE+S2tliNPraIuZdi5n7HrFO6kg4+BcnMx0PIgJT0LhZyKrewzmODH2xBNjZ987A6W5Jvjbmb7FowOfA/5ZEAr44e67Wr//cZq//ckE/z4HWsmhKRRSj8hhHwPQCdZDwBgFIA9lNJ9AEAImQNgIgBJ8KOUVgKoJIRcHeX2KlEnYOQzAnX2f0KYynnDTP1jyTsKvQANNatfVi7zF8Xd6H+gUjIDBVSZX8LEOQ3AN3/Aim99+c1ay9RbVgx8/7x/+eBqJgSM/iVb1krpotUZzLyK5dtyNYZvbg0FH3ByCqHZuQP++xZudnj+rKhf1rJi4CdfwNDmj1luu35jgR9e9s3wtKqDGHDoHXEnu3YdurFcdY2n9NPOZBcA9RWRCzkeJ/OR04owPLBK+TfHs4yhWuMX7L2LkdM0AJXGL0odeFmxv4TdexPjVyOcCzPfP8fcCi55XDvCGwicJHC4b9TG92Xlr8J0RejSh32abewdIMTv2sHTZMhdN7hWrqwYmHE5e+1qDiqP2SGP+Zqd/xCrWrH8byzI7KoXlX+jWuMHBGrgW1KiktP7Qn9JQrm23tXoj94PBTdXG4UrFdQaP3NKeKZedd1weVotPXqNBCq3B9csRlXw8/Xv7mbmX9dQBYz7q//54+5AIEC34SwQqfeFvgAxnXGVr9cqKMCFcN4/yO8vwKxeXOttNBtGhERb8HuBENIZwFwA7xBC1gAIZavrCaBMtnwYQDjTWQpgCSGEAniTUvqW1kaEkPsA3AcABQUF2kdSmyb4YK6uB8pNZ3JSO7EbZU0BPF7lS9+SAWbHAqXGLyWTCaget1+lLzv+b0fbgDG3hO/j19J0LlrRnx6nLAeUxkOsVdHC6/IlgW7yad2i+Ihyjd+KfzBhnlhYrcxTR1j6g7FP+u+b1x3eubV8/NSpUL56GABh5+CRk2ldgGMO5mt4aC3zadQz4cjhg8+59wMXaCSRlZOapTRnhIvbl9qjoZrdk1fPAUw25p/TIVf5PsS6mkQw1IKfPBG32coGlmiVyAuGXONnsbF7tfo/vrJUbjZx489JahZwwcNsQsA5uIb5mR0vZVqlMb9hgw7/2+JdI7xoCpDRBZh7G1B4ZeDvfHDWM/WW+aJFG6tlWo4w047wwTO9S+iUS3KCOe/nDQFu9gWC5I9iguvix1lkvJyjvvOd2MusGkCgBj7SnJly8kexPIG7FysFfXdTcEuOPIBr26fAqPuMPysOn8vM4fXA2b/wr7ekGNceark+6UJYHzz6V0BmHvDTu8EFTP63bf+c+Wq35B3gfTb1sPynDVWsDfw8AelXfHXKz7xMX/A0pPHTUSgc3+G3mCSTxo9S+onv60uEkNsBDAPT3gVDywnBgHpM4nxKaTkhJBfAUkLITkppgCOKTyB8CwCKioq0j6/uqPgNMplVQo1GkzO6MrNwt2HAVpVAkz+KlbxqrGZmYY/TH3xQXcacQUfe6y9sL2fQRBatKdf4AWzw4IKM7OGfNMgK3HaP5POHatWsVo+WzqDU9SX5MbsOYrN6LY3fmZcD+79XrjNZ2ezL1Ri9sH3Oft9jUXfUv65yJzD2L8Cyp5jD8RsXsXQPjTVAZjfjx9ZKcxEsFYpWnq+3LmEzeSOdGdf6qmfmWqR0ZP6SoVLq6OFxMk3AzoVs+eRe/28ndkN6H0ZMBey3xtfHT+5SkD+KXZ+uhcCEZ1uvXfLJltnGtB5L/6K9bVO1ckIg1YmWdVFfPcTeCY4Rc1Ss4VH7WoO0O4Sp9/iOwHU9z2EO8kbvEQ+g4NpDo4STFsbqCzBwNvhTw5QVA6t8LuYLfg10yvf7dwF+n8KWavs4nfuwSZW6ZJslTX8fuXDr9RqfJJTMAlb6rDYbZgLd7f6/wxKGxk8rTx/HbGO5ErN6sfdSnlKHC8565TfLioGPbmHfD61tuVuJfGzJyGWfPHG32pIBQNJKnzqsH8DDx2mtv0HL1KtWIPFJnbw8YSR9dghilsePUvp+6K0AMA1fvmy5F4DyMM5T7vusJIR8BmY61vBANoBhjZ/qRoy8FzhczGbv1nTt0i0mC3DGeayAvJyf3ge+eND/MGT2ZIN68ylgwj/Zi7foT/7BhEcgvT+Jbce1Fz6qGrzAthXI+f5RtmL5NOaHEOrlaKlJVV4F4fRxpgkafgvLKQVo+/gNuoYNiJnd2AyemylXPOvTBNDomnoP/hi4zuvym3xWv8I+j20CQAL9XILBnxW5gGs0FQrHksba+IIvwrFjd1alRauiBBfsT1eGbltqFnt+nfX+CFc5a14Ddn0DDL1BJ2LX6bsfeuWhKIskvPbl0G2JJSZz4IBOPcxftDWFUbWpV+67owefEOiZp3leS0BbaGltuMZJ3dfxNFIAi7jl1XTkptcuZwaaIM97MLx7xPvLcAU/eRaAXYvZtczoClz6l8Bn3+bz4VOnU5E0ryo/UXkUbLSwZfiSMsssPK7G4IFyPAm3uzEwgXYwgpmrLanGNVBS3XCN/uLcB4DL/6q9Hx/j9ARMtUDZUs233Ic7w1fasbGGfarNsByzlU3O9Sq7WIxo/Gz+c2gpS3pf6FdS8AT/USYR8vitB9CfENKHEGIDcDOAL4zsSAjJIIRk8u8ArgCwNeKWyAU/YpblmzKraiKqBL8zxvjK/XRigp+7MbCGortJe5bGB2JebLvuiD8ibNgNTOJ3N7EXvayYlagCWLLjqlJWi3HmVdLhbvi4ETf86s9+QcvrNpabKBoCVv4olkz05g+Aa/7t91UAtDsNfr2vfJ7VO735A7aPJc3vaxJNU69Wzi1dXy8avGyTGq0apvmjWO3PjNzQ9WrLitks1t3gL7RevlGZb0y+7Wf3se+rXw6dmy/VF23YrGHuXT8DWPI4e0b0iqN7nCzgJti9sFhjVlfSMCarUiiiNPQgGQsUwR02Y+cfNJFde8dHobelnujkCG0Jeho/ec5CZx0L+OLVCfjzlTeE9a+dzvBvazRKVzp/hBo/wJ8FoKsv2YT9Vu33kmv85IKfPB+bOYZ+olIbfNd5zq0sZ2fJLP94oAdPwp2ew8Ymo4KRelKqCGhpBI5tBf49FPhXf+C/I7X7Cn5+ed3wLNl9DjaZDpXHL6CKTAvdSuRjXmoW6z94n58/yl9jPaWjf7vJs9iYravx8wmva14Dvvqdsk/0OFkfyhNEc2VJ0VRm0i+6y6/BNFITuwXEvXIHpdRNCHkQwGKwdC7vUEq3EULu9/3+BiGkG4ASAB0BeAkhDwMYDCAHwGeECWgWAB9SSjVq6BhE7owsfyh4SSHAl6RZ9WDuXsJmCqlZShs/nzEC+pUNbBovQuU2X3saZbm7UrVNh4BCy/SH82yAqcE3CHqNd07y2U80U3Kc9M3sP/8Va8vZd/g7WXm0qxxrmt8nLZoaP3V0H9cwHi7R3r5DrvFj60UvExOrqXnDO8H3D1aSSj2zlWeB54J9sPtV79MKvjeRDdhFd/mvBc/LxtFySvc4mQ8M15Rwh+1jW5m2tu4Yi9AMJyozFshNeGXFvuhT2vp5745uBnqfz75bUiBp8DJ7Ahmd/QEIXjfT5A3x+ZCFinrkxDIwxSh6Gr9QKT92LAByB7P+bOA1/gnvosdYgnWjGrOWCH7qY3ABTw3PJSc3WeePYrn7HB+ydB6xfta5Rn/3YvZ5ZAP7DOW7nT+KBcmp+9ZgnHM7ewazewPn/05ZbuyIr4/k+ffqK7VzOHJsGaxveLAYWPFP5lcNMAtUehftffhkomIL+zv7X668vvmjWACOrQPQ9+KW19aWjy0WG3seNs4G9n7L3lFpMiJT9GT39pcz1KJqN/vctxzYB5Y8nAtzWvvplfaTC36H1gEHfkCmDWHczODEXfADAErpQgALVevekH0/BmYCVlMLYHjUGiLX+Mm1G9zHr6wYeO+6wP2OlLCZwvGd/hvm0hD8tGZpWi9mz5HsWO4mZQRZzxGBqmHAXxYNwLWFVtYZ9hgBHF4H3PShsZfj6Cb/92gN4GXFLDIO8Kcv4R1X0RR9PzVrqkzjF0XBj59X3el896xymZh90bJhCH5apl6ADRpGND7BfI/UM9uC82XnDSEEyKOteU1jeYfdf5wyN5tmVQ5fh6XOl/jCAOavw30m4x10wK9fWTHTkvIJ2unjsT+3fGY/+3r/+2O2+pOTX/qYshyV2wk805XlD93+ucZBCTDwKiZYe5xs+1gHphhFzywn9U1BouaP72T3St7nAOFFwnJzekv8n7jQqCdESRo/lQtQajbrs1ojpQ53lVFjpE+xpIYXicvNnOqa6MG0y3r3rPmUX1PGc5SG2ocL4sv/DoAy65Y6mbKrkeXIu/K5wP3DRS6EVW5n45HztNKtAvALuwBz2whWpeioKk2XvE8MJ1ME366sGPiIVaLp39k0wNjOoUkEU29icGgdsOFd/7Jc8OO2fi1nTABI6QRW7uUHoNgXVKxODaP3sMh9rrL7MnNg4XjfMVQaP7lq+IzzAZiATr2B2z/ztdOEY6e9OFZvBnJ8z0i/Sw3+/WsgzWyiVW5OT0PJfUn0NH7cPwWIrsZPD7UJOL0LYDaHJ3QSwrZXC+WuBmW+Lz3U5cgyfRVL+lwc6MDc82z/9wt+H1wICHUPBskmMhf8Xt/HT2uGa8vwm5HDjcqMBdzH74BKK3+qTH+faHFgFTTfH7m/n7yOMsC0DNZ0oKkG6HdZ4DHNNuD8h4F7lwP3/8C0J9wdIt5ITuw6Gr8Lf+d/lvnfzetY8+TowyYr9w0nEpab01ui8ePoafzkwR1yXAYnc9Gg2zDt9YYEv5Twki7zCUp6F+X6YGUx9e5Zc53frDv4Z8b2kQRwn4ZcPQ55XMxdJd1gKptQyMeWAwZyQgIs4X7lDpZ3Vsu1pff5ymV5n8jz/xlqm287Wa5KQqInryWExi/u8PBz+QxVHp3JNX4Bg5ovkbOHz6qoX2Oz4EGgSz+mju410heJpTGzlGu7zvXNtHb7cvC5m5jfF8AihXk9S97xv3wWm3XyOrf5o3HztGVAlx5YcUk6kJJlvPpE7wv9DrzRGsC1nFcB/4sfzNTLaQ3BTx6R11THKgnInamNwkv4yAlnkJBr1Hih9WGTAwf6g2v831e/BJw5Vl8YCHUP5AN3n4sC96c0iODXwa9x6XsJcOnj8RVKzD4fP/Wzmzs49ufWe3/ktaYPrWUBTXJSOrLBzH4rsBRs8texe2DEY6Khp/HjgkbXQcBlT7LvRzYw/zRex5qnaWpJJKw5CqZeLqjrvZ9awR18WU9YjDbd7crlQdcBO74wlqbLmsYqfBihrBhY+hT7fqQEOEsmlKvLYvJSY8HuWZNMQDN6n9X3gZiV7zLXSKonUJHCsxQAgfdYj2V/9X/Xiio+Y4z/e0oWcNt8/+8eFwzXCY9mNgsNhOAHaPtXyU12xMw0feqXkJh8/n/SCkgL+79n/zd+4NPI0dCCH39JuWawfCPLIwUwc5z6QUvtyF4w3vl2KsCjF6QAl90NNO72p3sxAncIPrDKX4KmpcgjffetZGlA5LnyuKlXrRGTD5bRNvXqwU3AXz4E7DwIgIZ/brNFKfh53EwQCMfPRjqW7xlQ+5MC/ohefo5g5lX5PShdwoKH5EEm8ugzHvxx8EdgxXPMrDHiTrBnV6MjSslkqQ0AJtDEW0jhpt5eIxXuD8hrBcFP6/0pKwa2febfRquiQ2oWcxOp8/kT/ew15eCRqOhp/Pjzqg5wAZR+qVyDFGkkrOTjZ3BiqwUJIfhx4W77AhakxZ/v1hT8uJ8hTzDMoz2NnN9Zz/xx3x6r9K1WU1YMzLzSr7RY9wYT3NW1ZvmklFLgmTzmvsOjtgFl5HZzHZAtC+owcp+3zFcuc+vaj68BxW+zutsASw/WfXgUXJHWBa7L7MFyVPKE+BSs6pEWWq4tx2SxpepgOo8zfFNvjKwVQvADtLVbcmGEV+4o/Vq5jcnCOiAeCdTzHJZzT56OweME9q9g37UEP16nD2Azqv6X+zui8o1Kny/1g5biGzR455uSiQlnWoBuJwDHNwBIeIEaeo6mLYEfc9cS4MPJLNCBw2dZcsGorBjYPMe/rM6uH2t4TUqTKXxtI8+9xJEXcw+7Hb7BUitpas8Rvi8mY9pZfg86+Jys5X5m8oG7qVaWR87X6X79e/apZ+o98hP7Hq1ZeEuQ/Cw97D46ffciWM6zaKJ+f7QmlGr/JmJik6K9vnyWB35IDsFPV+PnVP4OKOt1A+z+hKtNVxNpOhcFIQQ/nm+w9BtW35v7bbZmpLj6OjfVsM/it5hFSa+/Liv2WQYo07jKfavVyFPUcIL5Wx5ezwR8dUqe08eY//CKZ1lQirspvPFn1zfKZeoBVv0b2LVQuX7/98CstS0vDTlkkjKPrMkK3Piu8pjTL9cX/LRS5RySWWNAleN1sKAQNXw7KfCQgFLdfFphI3z8AHZjsvJZFBJ3SJVryyQfP5mmBQQ4+1aWwoVL5ec9GCgsmG1AzyL2XSvbutxPgPsn8Ze9i6rMsXqQT81iswpJgOqAslNelC35H5txNdeyQTzeaTYAf6DEx3cyE/UbFwArfYlQN3/s307tk8ajpFoLSyrTgnnCrNwBBPr4SYE5EWgHgmn8uGl/0DXhBeFIwqTsmPJEoxVbWU5Jrf5Fz9TLNYZGS0jFEu7W4FWV+jNarzraaPlGyf2byoqZcNFUzZK4A8B3f9dPk5FIEF8VAz2Nn/x5UVe1Cbcqjt75gSj5+OkIcYd9wpK8nBzAfP4i0eJHwlGH75yqMp3lP7EgPL2+XSsfpDpPH0fKuycjmL9lKP/v08cAeNm4GM74oz4nMQO1R7S3jYYfetEUZv3oOYJFmE9dGNiX2n+huStAgKtfCtye51Dkk4oC2STO4zSek49nw5A0fhRVjbTS2M6hERo/jscJDBgP1J9gmj2tqN68oWyZmNjAPPxWX1Jg3wvWbywzq62fwbRWBecBl0/zV4DQ0vjJNWA8QpN3RFm9AHMqm9kVjA70+fE4mSp/9g1suWo3bv+MdcQrpvg6plgWow8HPrOqKw/87evfsWtaNMXnkyYzmeo5N8cKeaLScAcns6pyhFTMPRLBL4jGj1+bQdeFmfRWLkz62iQ39a57I2CXgPbIUSe2NRpIFCu4ZsnrVrbXaNnCaCP3jao7Fmhu0xu4olHntVUgLK3Jvu/8KWr4RGLvcv/zoM5JFg3Bj5sB64+3PP2U3vPR92Lgu2cQELjkaggv4r8lBEvQHiyKXitLgKuRVb7I7KYcS/JHsZyxW+Yxq1Uws7DesfUIZ/zh51z/NpuEXvgHZlE7tilw22j5oYcyQfPfNr5nLLKeu3ws/gvLqrHkSQAedk3D0fjJLYE+0iwkav4FQvDjNNX6S1sBqjx+Po1fTn+2fPZtwNm3s5ssj/Ld9hmLuM0ZwAS/QdeybY770mhodTDyh+fi/2PLp3yznIYTLHDkrMmB9VjLioE9ywBQf76h0q/xl4tUzqOJkPMLYKaSYMhLmY172u/byLVbrQXXDoXjj8FR11fk2hBbJIKfhQnDWgk8Q9V81EPLfKxVZUZOt2GsAoO6wyorZuZ7zqoXWQRnPAUWydSbIIIfEJgCR47eABqNOq+xpmQWmzS4GwPTXwAsFUfnfux54M+pN4oav6o97PP0scjTT3EtWuUObfN6/iiWuDw1C7j2Fb/f5qnDyqS+saTfWOCHl/3vPM8nS0K4efBJxzd/YtpBmJRpVeT55QAmyFrTWQR5KNTBHh4nGwfrNYTUcMefoims/vOLA5iAmj+KpQTL7MGeI61Sb7EmEj/Ucp+J9ohP23lkAyvbmpGjv4+cHmcDDmWVr5omaqAEkDGE4AcwDYq7kb3gPCeZPBqWa/z4yzf8Vn8nwHOjAf6am8NZ3h3JpCZPyaJGrgZf+S8WWclNvDU+NS8vJyNHp7TTuL6+W5qVzxxgEyHnF8BC+vcFEf7kg13+uf7v0azcYQQt3ySjmKwsInjOraxD5APLgdXaVUNCYU5h2rmyYmXiZK5VDDcxsZb5OKTgdxYT/NTnMuK/1tooBD/Zc7NrMdNkJBrqAdSWHphDLVHRMxuqtymaohHc4TGebUCPU4fgz6oQQf7IsmKWuw1gyaO7DdPePyufCRy8v591NTvfwdXRTXSvhzxoyJoOLPKV4hwxJbTwkz8KGPcUS9yuflfV18zjCs/vUj2hKSsGZlzuX+6Qx4KsIhl/pMChBn8i/5+/zjIHJAMHVgVW7gKY9rZjd2PH6C5LT9xzBHD2Hah4eqrGDCsyhOAH+B8uXrYFUA76PKqXd1zyIstqdiwAzrmDfeeCH/dh278qMJ3DgVW+yGCvv/YjNyn/5MsrWL6JaRnl6GgL9lWzB67vpKeUIfnxRl01I7UjMw9pDXZy/8rWSOciRyH4hfl68AFBTfGbLKVIuAO6xQZUH2KphrSKnu9bwWbHho/HSyKF0Ph1yGMR7LsX+32p1PdB6/mLt6ZK7uPHIwAB4PvnWF7ERBSogmkEE5lBE5k5N9Q2QGDZxmho/FqafurAKhadytujJzhm5AAn9vr3kWveWsuFhgcNyXPNnXMH0wqFQgq6kmWcAAKvmdfVsgwKB1ZBStpNzMDoXzJTbSTII8Z5Iv9w6qbHG70UWqkdw0jn4rsXmT1kWtipUWuiEPxKZgHr32Lfd3wF2HwPncLHz8QGS0nw8/2mN/iZTD5H/2Z2/B//w34rfoNl6ZcPQL0v9Gl2ZB3YJl9UK/ehWv8WM3mqw+vV2oJhk3HXHWxGuOLBTi26LDHBqMpcHiHaWulcOHLBL9zIQ63C3JxItGHmFObcqyX0AdrpCIIej2teZBo/3uYr/8Wi6nieLUqBpzsDW33pSH56n5m95H5BwfzX4oFkUnQHplKItzayraH2feI+foAyrQcQGx+/lqafMio4Ui9wch+ru9pNVSQqrYv2PrFCPvky2i/yoKuUjv4KFGeMYe40Cn/xMKpKaNH7QjaxjEYeWLOV/X2uBpng10qm9WggT6F1YA1QVcruQ91Rdn2MaIqlAEdvTDTL7VvwK5mlrI95YKU/SkzLx0/yrfJ1ZMEGP541XW0SUQ9AWh3YClUJMa39+L5ybcGpw3j6El8STqmiQhIib/uuRa1TGokjN2mGnccviONuJNowS4ovi75O+SuthMuhjgdoR/WOuhcYfZ9//YZ32Tl5gMreb1lUu9wvKNG0VXJTr8kKQBaxHG9tZFvE6EROSufimyB7XNFx4WhJ+ikjgmNZMXMToB6g5B02EeP59ABmds0b3HquNPJrZjRIgE+im0/5x7HBPwtss/TOREi088Ba030aP5+wmkwaP8D/bC7/O7DyeaDRl5v2dAWLdNaKIJZTvY991lX4fVijSEKkcyGETCCElBJC9hBCHtX4fSAh5EdCSDMh5JFw9g2Klp8KD9bQ8vHjmj35C8IHv3uXKztBLvipBxytASh/FFOL8wdBaxsjA5fJgot7s/9I7RR6+0Tlp/f93394qXXTW0RaNaSsGKhW5XtKywa6DlQmTA4Hs42ZBwqvZM9cTiEbeDjh+g2qNS+AL9cXUZYrBLTfjWiV8osVfGDkAkafi5lzfKTXXxAdTCYmdMjz+LW2764W6n5XjbpEp8epjGRv7fdB3h8ZtUZsmef/zi0HmgFjYfr4aRHqeoaDLT15NX5ytFLZ8EjnYNQc8imhaEyes7gLfoQQM4DXAFwJYDCAWwghg1WbnQTwWwAvRLCvPlrCFM8EH+DjJ9f4GRAIuGN+0RT2vWMv4wMQzy+UUxie4GCyoLTKg9IqD9OUJStaWtLWQq7x++k94zmoAl5MAoz5DfDAusiFDrONTR6sqUCnfFardZRMK2fUX4Sj1vit/i/TcoMyzbdcwNZ6N+JdizcUch8/dyNzir79MyH0JQLyiPdomHpbA+6rxTHbABA2HhBz678PpghMvTs0NEXcZ1GO1xXzMmFh4XEB278AVr/KljfPjW97ImXIzwPXGYl05i5gMXrOEuHtGwVgD6V0HwAQQuYAmAhgO9+AUloJoJIQcnW4+walaAqrTJCRwyJpuxYyp/AtH2vk8ZMHdxh46bjGj/rq9551Y3gDUCQh5Js/xi+/YuatFTlPsFlSMg56asfx1jTT7Vvp/16x1ZhaHgh06I3Gy2qx+SLOm/0zXnlqmHA7aimq19fG7Z8pf5e7E8h9uCypiV87FgBOHmCfn97L3rmdXzFtaSK3ub1gtkY3gXNrwH21Pr2XlZEcMRVY8wqQ2RMoHN/670OAEGoArSCckxqCn6eFwR3RpGRWYIognjEj2cYzdVBjt2HGIp1jUUJVRiK8fT0ByAvSHQZg1KmrJfsyoYx6WGj8pb68cd/+jX0qfPxMPo2fKqo3GFzw8zjZvpHkcguX3Uvxj8tkWqBkdWhvSfH2lsIz5XOMJiCVO/SCRGdQ4FpjVyMz+QLKigER5/Hzafx6jmAF2TlqATvSOqrxoKyYlaMDWA1RgKVaMiq4C2KLWVY7OVkEP4A9NwMmsFqxa15h6+qOMHeU4be0blsUgp/Bd79oCiuttuZVX1CvF+jQLXC7aJh6o4WehSeZx7NI2h2LEqo+EuFOE411gQnqWrgvIeQ+APcBQEFBAVvJB0C5eY+/UPJSQJKPn6/jMtJpcTOd0+ccb+sQep+WMngixuyLk6Ys2sRL6FDnGwwnAWm0X1RLCosmb6pl1VsAZQ3pSDV+PK8kz21XcC5w1i3J2aly1KX+OIlSuaa9ozD1RiGPX2vicQVG1sfjuTJFIPgBwOVPAwOvZu39/gXtvLAtTecSTfRSBSXzeJZgJILgdxhAvmy5F4DyaO9LKX0LwFsAUFRUxIRDqa6kTPCr81XBOLrJH0atF9UbDEuqT1vjcwaOpGxXuBRNwdY9h4H932Ho5bcn90AeL+Qmzszu8U2A7WpktYqdp5mTc1mxUuMXbgJnrvHjz3HDCfZ5yxxlCp1kRC93VqJUrmnvJKOpF2Dv3E/vBa6Px3MVSToXDp+U/viadv1vjzt8C0KsUKcKMtsSI11UGyIR3r71APoTQvoAOALgZgC3tsK+/kS2fACVv+Q1B4FZ17D0FVLlDl+0YDg+fk6f4NdKRb0ffGMZAGDFY1Na5XxtkkQwcZYVK82wtYeZ2fKKaf51YZeUUwV3NJxkk5qUJE79w5Gb2o/vAuqrgtfUFLQuJmvyBXcAgZrkjFz2PMXjuVKkc4lQSDOnKNM5cbyu+JY2VJMIfXAbJu5vH6XUTQh5EMBiAGYA71BKtxFC7vf9/gYhpBuAEgAdAXgJIQ8DGEwprdXa1/DJpVJqvgFRK3z/wKpAjZ+RTsuSAjTU+/OgtYbGD8C//vWvVjmPIMZohe97Xf66z0D4pl7+nH/3d2DFc0yLaDIzAbMtCEcx9IkRtBCFqTdKefxaA0mT7BOWJv4XGDA+Pm1RaPwiNJVracUBpo1Ntlx5goiJezoXAKCULqSUDqCU9qOU/t237g1K6Ru+78copb0opR0ppZ1832v19jWMZLr1DYha4fu9L/RH9XI/CKLlWqiCz6wkH7/WEfxGjhyJkSNHtsq5BDGEV4WRY7Iq6xg7wkyevGU++6w/zorbu+rZOzDzKuNpawSCSDBb/RaTRMnjZ4T8UUzY44SbND2aRMMHzxJE45coPn6CmJMQgl9c2L8K+OI37PspX2AwNxcVTQWK7vJXKZBH9RrVsjhPs2iqT3x5104eDL59lHA4HHA4HK1yLkEM4VVhBl7N8jkOvIZFp9bKgti//n14ya13L9ZebyShqEDQEsxqU28SBXf0vsD/PZ7m0Gj44JlT/L6WcjzuxInqFcSc9nmnnfXAexP9kVornmUzOW4qUpuLJB8/gyHvZcXAfl9iXB7c8fXvgLxBMTdFPfzwwwCAFStWxPQ8glZAqyTa8r8pl8NJcaAXLScCIASxxt0MlG8E/j0MOF0J7FsRkxqkMUFeQtKItSdWROPccrO1nERL4CyIKe1U8DutDM/3eoKH5st9/Iy8HAdWISCrDPUwx/MYd3Qvv/xyTI8viDNDrvdNKnyEk+JAnky06RQz+xhNKCoQREpZMUuGDvhrltYcTJ4ci63kn90q6Jl6PU5h6m1HtE/Bz9YBQB0k4cxkCa7xkOfxM/JycP8sXttXIvazRbvdHvNzCOJIS5Nbi2g5QWuj50aQLDkW5Zq2ZNFS6mG2+YMa5QhTb7uiffr42TKAXrIAiKtfDP4yEzOL9vW4jPlZcP+sM8ZAEvbMKa2S6X39+vVYv359zM8jiCNFU0QNWkHyoBWoBCSPi4E88Ond65I7EMqSoh3VK4I72hXtV8SXC3C8goEeCh8/g34QXPgrK45ZvT0t/vjHPwIQPn4CgSBB4H3h6peBo1uYBi2ZXAzkGkue4isZ2q2F2ebPXyvHqFJD0CZov4IfT7MCKCt3aCFF9TrDfzlaObfYf//739AbCQQCQWuiFaiULPS+0FeJyeVP8ZWsNNexbBP/HaVMcO51C41fO0IIfkDo0leSj18ClbXRYejQofFugkAgELQd8kcBd37ZqpabmCDPNlFVyv7vWswCbIxmrBC0CdrvneZpVgCgcjuQfYb+tsTsc0Rezb4nsIPvmjVrAABjxoyJc0sEAoGgjdAWqsJoZZvgATbCx69d0T6DOwCgqcb/fd6U4A67x7awT2cd0FyT0JUOHn/8cTz++OPxboZAIBAIYkUk449ekM1Ps1nw4o4FCTuuCaJL+xX8XI3+754QlQuqdimXE7jSwZtvvok333wz3s0QCAQCQTRpaXSxvBoQkVVOqd7HPqt2J7RSQxA92qfgRymb4Zgs7AUI5bDbtVC5nMBpCAoLC1FYWBh6Q4FAIBAkD1rRxeHCg2xsGdq/J7BSQxA9EkLwI4RMIISUEkL2EEIe1fidEEJe9f2+mRByjuy3A4SQLYQQByGkxNAJG46zz6xewIg7gTu/CO6/kd2bfXbs5a+ZmqD+Ht9//z2+//77eDdDIBAIBNGk94WAJc2YsiIUHfK01yewUkMQPeIe3EEIMQN4DcDlAA4DWE8I+YJSul222ZUA+vv+jwbwuu+TcymltMrwSU8dAdABqD4A/PR+6MTKDSfY52VPAsNvMnyaePDUU08BEHn8BAKBoE2RP4opKaIRXZzTHzixmwmAHXJZbj95ehdBmybugh+AUQD2UEr3AQAhZA6AiQDkgt9EAO9RSimAtYSQToSQ7pTSoy0+u5GyQSf2ss9647JlvHjnnXfi3QSBQCAQxIJoRRcTn7Fv9C+BC//Q8uMJkopEMPX2BFAmWz7sW2d0GwpgCSFkAyHkPr2TEELuI4SUBJiDQ6m2y4qB8o3s+7dPJ7zja9++fdG3b994N0MgEAgEiYrXwz5TO8W1GYL4kAiCH9FYR8PY5nxK6Tlg5uAHCCEXaZ2EUvoWpbSIUloEAOg6yJi/3oFV/iLdXnfCO74uW7YMy5Yti3czBAKBQJCoeF3sMzUrvu0QxIVEMPUeBpAvW+4FoNzoNpRS/llJCPkMzHS8MuRZJ88EcgeFbl3vC1lJN48zKcr1PPPMMwCAcePGxbklAoFAIEhIPELwa88kguC3HkB/QkgfAEcA3AzgVtU2XwB40Of/NxrAKUrpUUJIBgATpbTO9/0KANMMndVsM9a6aDrUtgLvv/9+vJsgEAgEgkSm8ST7PLkvvu0QxIW4C36UUjch5EEAiwGYAbxDKd1GCLnf9/sbABYCuArAHgANAKb6ds8D8BlhplgLgA8ppYsMndio4AckVbme/Pz80BsJBAKBoH1SVgxUbGPflzwB9Dg7acY3QXSIu+AHAJTShWDCnXzdG7LvFMADGvvtAzA8opNaUiLaLdFZtIjJvRMmTIhzSwQCgUCQcMj91LnfuhD82hUJIfjFBXPbLEj93HPPARCCn0AgEAg0SDK/dUH0aceCX9vU+M2ZMyfeTRAIBAJBopJkfuuC6NOOBb8wfPySiG7dusW7CQKBQCBIZJLIb10QfRIhj18cIIC5bcq8X375Jb788st4N0MgEAgEAkEC0jaln1AQrXzQbYMXX3wRAHDttdfGuSUCgUAgEAgSDSH4tTHmz58f7yYIBAKBQCBIUNqn4KdZAa5tkJOTE+8mCAQCgUAgSFDap48fabt/9qeffopPP/003s0QCAQCgUCQgLRPjV8bNvW++uqrAIBJkybFuSUCgUAgEAgSjfYp+LVhU++CBQvi3QSBQCAQCAQJSvsU/Nqwxi8rKyveTRAIBAKBQJCgtF1nt2C0YR+/uXPnYu7cufFuhkAgEAgEggQkISQgQsgEQkgpIWQPIeRRjd8JIeRV3++bCSHnGN1X54zRa3yC8frrr+P111+PdzMEAoFAIBAkIHE39RJCzABeA3A5gMMA1hNCvqCUbpdtdiWA/r7/owG8DmC0wX0D8bqAsuI2WbJm4cKF8W6CQCAQCASCBCURNH6jAOyhlO6jlDoBzAEwUbXNRADvUcZaAJ0IId0N7huIuxl49zom/LUx0tPTkZ6eHu9mCAQCgUAgSEASQfDrCaBMtnzYt87INkb2BQAQQu4jhJQQQkoAAB4ncGBVy1qegMyePRuzZ8+OdzMEAoFAIBAkIIkg+Gk53FGD2xjZl62k9C1KaRGltAgggNkG9L4wzKYmPtOnT8f06dPj3QyBQCAQCAQJSNx9/MC0dPmy5V4Ayg1uYzOwbyAduwN3ftImffyWLl0a7yYIBAKBQCBIUBJB47ceQH9CSB9CiA3AzQC+UG3zBYA7fNG95wI4RSk9anDfQDrktUmhDwCsViusVmu8myEQCAQCgSABibvGj1LqJoQ8CGAxADOAdyil2wgh9/t+fwPAQgBXAdgDoAHA1GD7xuHPSBhmzZoFAJgyZUpc2yEQCAQCgSDxIJRqusS1aYqKimhJSUm8mxETLrnkEgDAihUr4toOgUAgEAgE0YEQsoHFKEThWO1R8COE1AEojXc7BBGRA6Aq3o0QRIy4f8mLuHfJjbh/yUsOgAxKaddoHCzupt44URotyVnQuhBCSsS9S17E/UtexL1LbsT9S1589653tI6XCMEdAoFAIBAIBIJWQAh+AoFAIBAIBO2E9ir4vRXvBggiRty75Ebcv+RF3LvkRty/5CWq965dBncIBAKBQCAQtEfaq8ZPIBAIBAKBoN0hBD+BQCAQCASCdkK7EvwIIRMIIaWEkD2EkEfj3R5BIISQfELId4SQHYSQbYSQh3zrOxNClhJCdvs+s2X7POa7p6WEkPHxa70AAAghZkLIRkLIV75lce+SBEJIJ0LIfELITt87eJ64f8kBIeR3vj5zKyHkI0JIqrh3iQsh5B1CSCUhZKtsXdj3ixAyghCyxffbq4QQEurc7UbwI4SYAbwG4EoAgwHcQggZHN9WCTRwA/gDpXQQgHMBPOC7T48C+JZS2h/At75l+H67GcAQABMA/M93rwXx4yEAO2TL4t4lD68AWEQpHQhgONh9FPcvwSGE9ATwWwBFlNKhYCVMb4a4d4nMLLBrLyeS+/U6gPsA9Pf9Vx8zgHYj+AEYBWAPpXQfpdQJYA6AiXFuk0AFpfQopfQn3/c6sIGnJ9i9ete32bsAfub7PhHAHEppM6V0P1g951Gt2miBBCGkF4CrAUyXrRb3LgkghHQEcBGAGQBAKXVSSmsg7l+yYAGQRgixAEgHUA5x7xIWSulKACdVq8O6X4SQ7gA6Ukp/pCxS9z3ZPrq0J8GvJ4Ay2fJh3zpBgkII6Q3gbADrAORRSo8CTDgEkOvbTNzXxOJlAP8HwCtbJ+5dctAXwHEAM32m+umEkAyI+5fwUEqPAHgBwCEARwGcopQugbh3yUa496un77t6fVDak+CnZfcWuWwSFEJIBwCfAHiYUlobbFONdeK+xgFCyDUAKimlG4zuorFO3Lv4YQFwDoDXKaVnA6iHz9Skg7h/CYLPF2wigD4AegDIIITcFmwXjXXi3iUuevcrovvYngS/wwDyZcu9wFThggSDEGIFE/o+oJR+6ltd4VNrw/dZ6Vsv7mvicD6A6wghB8BcKcYSQmZD3Ltk4TCAw5TSdb7l+WCCoLh/ic84APsppccppS4AnwIYA3Hvko1w79dh33f1+qC0J8FvPYD+hJA+hBAbmKPkF3Fuk0CFLyJpBoAdlNKXZD99AeBO3/c7ASyQrb+ZEJJCCOkD5txa3FrtFfihlD5GKe3lKyZ+M4DllNLbIO5dUkApPQagjBBS6Ft1GYDtEPcvGTgE4FxCSLqvD70MzD9a3LvkIqz75TMH1xFCzvXd9ztk++hiiX67ExNKqZsQ8iCAxWART+9QSrfFuVmCQM4HcDuALYQQh2/d4wCeA/AxIeRusE5uMgBQSrcRQj4GG6DcAB6glHpavdWCYIh7lzz8BsAHvsnxPgBTwRQE4v4lMJTSdYSQ+QB+ArsXG8HKfHWAuHcJCSHkIwCXAMghhBwG8BQi6yt/BRYhnAbgG9//4OcWJdsEAoFAIBAI2gftydQrEAgEAoFA0K4Rgp9AIBAIBAJBO0EIfgKBQCAQCATtBCH4CQQCgUAgELQThOAnEAgEAoFA0E4Qgp9AIBAIBAJBO0EIfgKBQCAQCATtBCH4CQQCgUAgELQThOAnEAgEAoFA0E4Qgp9AIBAIBAJBO0EIfgKBQCAQCATtBCH4CQQCgUAgELQTLPFuQDzIycmhvXv3jnczBAKBQCAQCEKyYcOGKkpp12gcq10Kfr1790ZJSUm8mxETnnvuOQDAo48+GueWCAQCgUAgiAaEkIPROlZCmHoJIRMIIaWEkD2EkACJhTBe9f2+mRByjuy3A4SQLYQQByGkbUpzYeBwOOBwOOLdDIFAIBAIBAlI3DV+hBAzgNcAXA7gMID1hJAvKKXbZZtdCaC/7/9oAK/7PjmXUkqrWqnJCc2cOXPi3QSBQCAQCAQJSiJo/EYB2EMp3UcpdQKYA2CiapuJAN6jjLUAOhFCurf0xI5KB6ZvmQ5HpaOlhxIIBAKBQCBIeOKu8QPQE0CZbPkwlNo8vW16AjgKgAJYQgihAN6klL6ldRJCyH0A7gOAgoICOCoduGfJPXB6nEgxp+DtK96GPdcelT8onvztb38DADzxxBNxbolAIBAIBIJEIxE0fkRjHQ1jm/MppeeAmYMfIIRcpHUSSulblNIiSmlR165dUVJRgmZPMygonF4nSirahntgaWkpSktL490MgUAgEAgECUgiaPwOA8iXLfcCUG50G0op/6wkhHwGZjpeGeqkRXlF0neryapYTmZmz54d7yYIBAKBQCBIUBJB47ceQH9CSB9CiA3AzQC+UG3zBYA7fNG95wI4RSk9SgjJIIRkAgAhJAPAFQC2GjmpPdcOm9kGAPjreX9tE2ZegUAgEAgEgmDEXeNHKXUTQh4EsBiAGcA7lNJthJD7fb+/AWAhgKsA7AHQAGCqb/c8AJ8RQgD2t3xIKV1k/OTso1dmr2j8KQnBk08+CQCYNm1anFsiEAgEAoEg0Yi74AcAlNKFYMKdfN0bsu8UwAMa++0DMDzS83qpFwBQ76qP9BAJR1lZWeiNBAKBQCAQtEsSQvBrbaqbqnHr17fCTd0AgNOu03FuUfSYOXNmvJsgEAgEAoEgQUkEH79Wp7y+HFuqtkjLK8pWxK0tAoFAIBAIBK1Fu9T4qfl639c4O/dsfHfoO1Q3V+P6/tdjcuHkeDcrIh577DEAwLPPPhvnlggEAoFAIEg0hOAHgILib2v/Ji1vO7ENAJJS+Dtx4kS8myAQCAQCgSBBEYKfDssOLUtKwe+ttzQLlwgEAoFAIBC0Tx8/AHj2gmeRl56n+/u4gnHSd1HTVyAQCAQCQVug3Qp+w7oOwy/P+qXmbzcOuFHS9vGavv/56T+4d8m9CS/8PfLII3jkkUfi3QyBQCAQCAQJSLs19dpMNkm4+2zPZ7CZbLCarVh7dC1uHniztB2v6QsATg+r6ZvIVT4aGxvj3QSBQCAQCAQJCmG5kdsXaX3SaNn2MuSk5SjWrz6yGvcvux9j88eiS1oXXNfvOgDAHd/cAQoKm8mGGeNnJLTgJxAIBAKBoG1BCNlAKS2KxrHaramX1+mVc7T+KABgedlyzNs1D3cvvhsA0LdTXwDA/438PyH0CQQCgUAgSFrar+BnChT89tXsUyy7vC6UVJQgJ5VpBnPScwL2STQefvhhPPzww/FuhkAgEAgEggSk/Qp+Ghq/kd1HBqz7eOfH2FOzBwBwqvlUzNslEAgEAoFAECvaZXAHAYGJBMq86eZ0xTIFxdGGo9Ly9hPbMan/pJi3ryW8/PLL8W6CQCAQCASCBKVdavwIIZrrN1dtDrrfl3u+xEPLH0r4lC4CgUAgEAgEWrRPwQ/agt/IbiORak7V3a/B04DlZcsxdfHUhBX+HnjgATzwwAPxboZAIBAIBIIEpF0KflpmXgCw59rxfyP/T1cw5Li9bpRUlMSiaS0mLS0NaWlp8W6GQCAQCASCBKTd+vjpccp5CgQEFBRmYkaGNQO1zlrFNhaTBUV5UUmnE3VeeOGFeDdBIBAIBAJBgtIuNX56Pn4AUJRXBJvZBjMxw2qyIjslGwBQmF2InLQcEBDMHD9T5PMTCAQCgUCQdLRPwS+Ixs+ea8fbV7yNB89+EG9f8TbyMvIAAP069cPUIVNBQdEnq09rNTVs7rvvPtx3333xboZAIBAIBIIEJCEEP0LIBEJIKSFkDyHkUY3fCSHkVd/vmwkh5xjdVws9Hz+OPdeOe4bdA3uuHZm2TABAmiUNndM6AwBONp0M2MdR6cBDyx/CLV/fgnml84w0IyZ06dIFXbp0idv5BQKBQCAQJC5x9/EjhJgBvAbgcgCHAawnhHxBKd0u2+xKAP19/0cDeB3AaIP7Bp4zRPCGHJfHBQDYdHwT+nXqBwB4b9t7mHjmRMnc66h04M5v7oQXXgDA1qqtAIDJhZMNnydaPPvss61+ToFAIBAIBMlBImj8RgHYQyndRyl1ApgDYKJqm4kA3qOMtQA6EUK6G9w3ABd1GUrH4qh04IcjPwAA9tTswYslLwIAPtn9Ce5dcq90jC/2fiEJfZxlh5aFPL5AIBAIBAJBa5IIgl9PAGWy5cO+dUa2MbJvAE6PUyG46VFSUQIKKi17qAcAq+jB6/gCQJO7KWDfcQXjQjUjJkydOhVTp06Ny7kFAoFAIBAkNokg+GnZXanBbYzsyw5AyH2EkBJCSAkAheCmR1FeEawmq7RsIRZfYwisJiuK8orgqHRg+wmlZXnSmZPiYuYFgPz8fOTn58fl3AKBQCAQCBKbuPv4gWnp5JJKLwDlBrexGdgXAEApfQvAWwCQ3iedcsEtGPZcO2aMn4Ev934JCorr+l2H+5fdj35Z/fDHkX8EAEz5Zgo88Cj2u3XQrUGPG0umTZsWt3MLBAKBQCBIbBJB8FsPoD8hpA+AIwBuBqCWnL4A8CAhZA5YcMcpSulRQshxA/sGkJuei7eveNtQLj57rl2xXW56LrpldIM9147pW6YHCH0A4KbukMcVCAQCgUAgaG3iLvhRSt2EkAcBLAZgBvAOpXQbIeR+3+9vAFgI4CoAewA0AJgabN9Q58xJy4k4AbPNZMO2E9vgqHToagzd3vgJfrfddhsAYPbs2XFrg0AgEAgEgsQk7oIfAFBKF4IJd/J1b8i+UwAPGN03VjgqHdhdsxte6sW9S+7F21e8jeyUbKSYU5CTnoOzu56N93e8L6WAiQeFhYVxO7dAIBAIBILEJiEEv2ShpKIEXsrStvDgkEZ3I67rdx0eGfkINlRswPs73o+rqfeJJ56I27kFAoFAIBAkNokQ1Zs0FOUVSZG9FpMFw7sOR5OnCVkpWdI6IL6mXoFAIBAIBAI9hOAXBvZcO345/JcAgL+e91f07tgbAAIEv3iaem+++WbcfPPNcTu/QCAQCASCxEWYesNkdPfReM3xGtYeXYt1R9cBgJTHj+f8i6ep1263x+3cAoFAIBAIEhsh+IXJycaTAIAFexdI6z7Z/QmGdBmCEd1GAIivqffRRx+N27kFAoFAIBAkNsLUGyZ7avZorl92aBmshGn8XN74mXoFAoFAIBAI9BCCX5iM7j5ac/24gnGwmn2m3jhq/K6//npcf/31cTu/QCAQCASCxEWYesPEnmtHv0790OxpxpG6I+jRoQfuHno3JhdORlVjFYD4Cn7nnXde3M4tEAgEAoEgsRGCXwT0y+qHzVWbQUExecBkTC6cDABSqpd4mnofeeSRuJ1bIBAIBAJBYiNMvRFgJmYcqz8GAMi0ZUrrE8HUKxAIBAKBQKCHEPzCxFHpwNKDS6Xlk00npe9SHr84avyuu+46XHfddXE7v0AgEAgEgsRFmHrDpKSiBB7qkZbL6sqk79zUG0+N32WXXRa3cwsEAoFAIEhshOAXJkV5RbCarHB6nQAAe1e79JvZZIaJmOKq8XvooYfidm6BQCAQCASJjTD1hok9144XL3lRWj7eeFzxu4VYhI+fQCAQCASChEQIfhFQ2VApfX990+uYVzpPWraY4iv4XXnllbjyyivjdn6BQCAQCASJizD1RsC3h75VLC87tExK6WI1W+Nq6r322mvjdm6BQCAQCASJjRD8ImBcwTisKV+jWObE29T761//Om7nFrRPHJUOfLn3S1BQXNfvOthz7fFukkAgEAh0EIJfBHDt3rJDyzCuYJy0DMTf1CsQtCaOSgfuWnyXpOVesGcBZoyfIYQ/gUAgSFCE4BchkwsnKwQ+jpd6sePEDjgqHXEZ/MaNY9rHZcuWtfq5Be2PkooShWuDy+tCSUWJEPwEAoEgQRGCXxRxVDpQ1ViF443Hce+Se/H2FW+3+gB40003ter5BO2borwimIlZym1pNVlRlFcU51YJBAKBQI+4RvUSQjoTQpYSQnb7PrN1tptACCklhOwhhDwqW/9XQsgRQojD9/+q1mt9ICUVJaCgAPyaj9bm3nvvxb333tvq5xW0T+y5dlzf/3oAQLolXZh5BQKBIMGJt8bvUQDfUkqf8wl0jwL4k3wDQogZwGsALgdwGMB6QsgXlNLtvk3+TSl9oTUbrUdRXhEICCio0HwI2g2pllQAQOfUzkLoEwgEgijgqHRg5taZqGysxKQzJ0X12PEW/CYCuMT3/V0AK6AS/ACMArCHUroPAAghc3z7bUeCYc+1Y0D2AJx2ncZzFz4Xl0HwkksuAQCsWLGi1c8taJ/UNNcAAJo9zfFtiEAQZRyVDpRUlKAor0hMagSthqPSgTu/uRNeeAEAW6u2wtLRkhOt48db8MujlB4FAErpUUJIrsY2PQGUyZYPAxgtW36QEHIHgBIAf6CUVmudiBByH4D7AKCgoCAabdekS1oXpFhS4tZJTJkyJS7nFbRfTjWfAiAEP0Hbgkese7we2My2uPhsC9onJRUlktDHMaWbNF3hIiHmPn6EkGWEkK0a/ycaPYTGOur7fB1APwB2AEcBvKixLduB0rcopUWU0qKuXbuG8yeERYo5Bc3u+A2AU6ZMEcKfoFU5cvoIAKDJ3RTnlggE0WPd0XVweV3wwhs3n21B+0TLTczb4NVUakVCzDV+lNJxer8RQioIId192r7uACo1NjsMIF+23AtAue/YFbJjvQ3gq+i0OnJSzCkBmo95pfM0c/7FApeLpdawWq0xPY9AADCtyN6avQAAp9cJR6UDu6t347M9n6FrWldMHTpVaEkEScmwrsOk78JnW9Ca2HPt6NmhJ47VH4OHenD7oNvxp9o/VUXr+PE29X4B4E4Az/k+F2hssx5Af0JIHwBHANwM4FYA4EKjb7ufA9ga8xaHwGa2KQS/eaXzMG3tSvEloAAApq5JREFUNACQqn3EUvi7/PLLAQgfP0HscVQ68MTqJ6RIdgCYsWUGVhxeIS2vPLISM8fPFMKfIOno36m/9D0RzLytqUAQxJ96Vz2K8oqw7tg6DMkZEtVjx1vwew7Ax4SQuwEcAjAZAAghPQBMp5ReRSl1E0IeBLAYgBnAO5TSbb79nyeE2MFMvwcA/LKV2x9AqjlVIfgtO6RMpCyv6xsL7rnnnpgdWyDgOCodmPLNFHjgUayvbFAq7d1et0joLEhKmjx+14V4P7+trUAQxBeXx4Wa5ho0e5ks8fW+r2FKNWVE6/hxFfwopScAXKaxvhzAVbLlhQAWamx3e0wbGAE2sw1Oj1NaDlbXNxbcdtttMT2+IHGYVzoPn+35DE6PE3XOOgDAwM4DW8W8WlJREiD0AcDYgrHYftIfcG8xWYSJTJCUxNNXW01rKxAE8WXVkVUA2ASbL9vybAOidfy4JnBui6SYUxQzxQl9Jkjfr+l7Tcxf1oaGBjQ0NMT0HIL4wzUAW6q2oLS6FOX15SivL8fysuWYuniq1GHECj1hbkTeCOl7hjVDmHkFSQvXtgDAtB+nxfydCsZlBUr9SKwVCIL4UnJMM5BIK9A1IgwLfoSQiwghKwkh2wghHxJCRkWrEW2JFEsK3F43PF6mDTnecFz6rTC7MObnv+qqq3DVVXEtYCJoBdQaADncvBptHJUOPLT8IUz8fCKeWfsMTDDBZrKhb1ZfqXrH8Ub2vGfaMpFhzRBCnyBp2XZ8m/R93q55uHvx3XET/q444wrp+5TBU4S2L0IclQ5M3zI9rkK8EQZ2Hqi1mmqtjIRwTL3vAPgVAAeAEQBeJoS8TCn9OFqNaQukmFMAsJxm6aZ0rD26VvqtzlUX8/P/6le/ivk5BPHnsvzLFC4EcmJhXlUnFOU4vU4cqjuEa/tdC8Dv41eQWSBF+woEyciWE1sUyzylSzwmMyebT0rfz+txXqufvy3gqHRg6qKpcFM3Us2pCRGwo0e/Tv0AMCvhmiNr0CWtC7ZXbN8VreOHI/hVUUqX+r4vIoT8AGAtACH4yeCCn9PjxK7qXXihxF9Nbv+p/WEfz1HpwJd7vwQFxXX9rgv5oN50001hn0OQfFx2xmX427q/oXt6d3RM6Yg6Zx0qGyrR0dYRr4x9JeodmlZCUY7b68bBUwcBAFWNLONAQWYBtp3YhiZ3k1TSLRbwskY7T+4E0Ho+joJAH1Pu29wxpSNuG3Rb0mul+nTso1iOZ0qX6iZ/CrdGT2Nc2pDslFSUwE3dAOIrxBvB5WVp2a7uezV2V+9G9w7d4W3y1kfr+CEFP0LIewB+AvADIeRJAP+glLoBNAMQGVtVyDV+JRUlcHvd0m9ltWV6uwUwr3Qepm+ZjvL6cmndgj0LMGP8jKAP66lTrIpCVlZWmC2PD/NK52H2jtlocjclzKDNB7REzkPHBaxHRj6CK3ozM9B9S+5Dvbs+Ju2V16FWYzFZMDhnMD7f+znmlc4D4E/qfNfiu3Ci8QRSLalRFwa0tJDl9eUihUwrII8yVVPVVCX9lszCX48OPaTvPTv0jFsZTkelAy+u99cmSKSgk2RCLrQnetAZlxssJgtSzCmKgNFoYETjNwOsMkZnAGMB3EUI2QOgD4APotqaNoBc8CvKK4KZmKVZRnl9OcbPHw+nxwmb2YZMWybqnHUBg6JepxpslsJrSr5x/xvoYO2QFHn81H9nIgzac3fOxTPrnpGW490ePT7b/RkAYOvxrZLgl5WShaP1R4PtFoDR3GD2XDsuK7gM35V9hzM6ngGryQqX14XeHXtj6tCpWFG2AgBQ72aT0s1VmwEAW6r85rJpa6ehrK4Mvy/6fVht1ENPCylSyMSeYD6m8m2SWfDjQXqdUjqhb1bfuAl96rRJPxz5AVf1FX7c4SK/f/84/x8J3T9wmcFCLLCara0v+FFKvwfwPV8mhJgBDAYw3PdfIKP8NNPQTftxGgo6FuDCXhfiu7LvAAC1zlrUOmv9G8sUt/IZ8pKDSzSPrWdqcFQ6cPfiu+H2ulFfVI9b7LdE6a+JLYsPLA5YF+9BmwtUidIeLeaVzsMHO9mca+b2mcjvmI/JhZORlZIl1c01wvvb38fz658HYCw3WLo1HXnpeVjws8A86y//9LKhc7677V2MLRgbleupN2NP9Nl8W0Cdpkpvm2SGa9ayUrIUmRpaE620SVur4l6nIOkpyCqIdxOCotb4nXaejurxw07nQin1UEq3UEpnU0r/GNXWJDmOSgde3/Q6AGDdsXWYt2sevj/8PYjBKGw+ix7TY0zAb93Tu+uaeUsqSuD0OuGFFx1GdEBWUXKYec/tfm7AungP2r2zeiuW490eLdQTA/7cNLoaUd1cjYmfT8QNX9yAW76+RTK9arHowCLF8uwds4Oe97TzNNKt6Zq/Xd3naiNNBwVtUcQxjyweP388nlrzFLqld0NHW0f0yOiBdEs6zMSckBratsak/pMAAF3TuqIwuxA9MnogJzUHWTbW99w+6Pak1vYBfo1fVkpW3MyrWn1P305949CStkW9K2rucjGBC35WkzWgGlg0iHfljjZFSUUJvFRpevJSLyyEXWauvtWDz5Avzr8YL214CV3TuiLTlolj9ccwpucY3cFM0TnUA/0s/SL/I1qRC3tdiFc2voLc9FzUNNUgxZyC/437X9wG7Xml87Du6Dpp+cxOZ+Kp856KW3t44MKB2gOSSdWea8eYHmMU0eLjCsbBUenAV/tYqep9p/ZJv3HtgNYgPDxnODYf3ywt7zu1D/NK5+kO2PXuenSwdtD8je/DhceLe12Melc99tbsxcHag6hqYj6JKeaUiAXp54ufx/s73g9Y3zuzN76c9CX+vvbvmFM6By+ufxG1rlrFNRNElwY3yxV655A7ceeQO6X1m45vwm0Lb8OYnoGT12SDD7ZZtixUNFSE2Do22HPtKMorwvYT29G3U19srdqKAdlRy+NrGHkQldPjTPoAni1VW7CxciOK8ooSsn/gwR1c4ycEvwSmKK8IVpMVTq/fHm8iJmRYM/Dfy/6reHG4j9/JppM43ngcgzsPRv9sVhuSV2F4eszTuLDXhbjm02uw4tAKjC8fDyAwclH+4JrfN+PpuU/j0hWXts4f3QL43/n3C/6OuTvn4kDtgbgKfWq/SnuuPa5C35RFU+ChzMyz79Q+yd/w/J7n46UNL2FA9gDcXHgzJhdOxvQt03Wjbrk5V91JD88dHiBILTu0DP2z+2Pm1pmobKzEpDMnSfvVO+uRlaKvTZ5cOFl3IBg3bxyyUrLwxLlPRHRN39j0hqbQBwA1zho4Kh2Yt4tpNx1VDgDsmn1/+HvMmjArITv3ZIZrTDKsyipSVpMVAKLuk9TazCudh/e2vQcAONl4Ek3u+MUx2sw2nNnpTHxw9Qcoml3U6mZndV8EJH8Az8sbXgalFDazLSHTusg1finmFEkQjBZC8Isi9lw7Zoyfgc/3fI5Pdn+CYTnD0NHWEQdrD8Kea8crY18J2GdDxQZMWTQF209ux71L7sXbV7yN0y5mz8+0ZcJR6cDBOpYqAz6hP1gQxEO/ewjZqdmx/DOjBhf8Mm2ZSLFEf1YTDjO3zQxYd6j2UBxawiipKFF0tIDf33BozlAAwGOjHkNRN6Y9K8orgoVYNLXKTZ4mzU5a4W/qozC7UOFMLtcY1rvrFZGO4ZCVkoWeHXrqdrA/HP4BO07uwMhuIxXb8Kjvg7UHdY/dPaO7prYdADzUg5c3vIxZV86KqN0Cbbjgp9YA20w2AIj6QNWaqAO8tp3chkxrZtza0+BqQJo1DYCvMlQMhdAPt3+IJYeW4Oo+V0t9hVZfxGmNAB555ofuGd3Rt1NfQ6nNgsH/nkRN6yL38YuFqVeUbIsy9lw7/jrmr7CarBjZbSTSLGlB85htrNwofXd6nCipKJEEoo62jrr+UPLqDPIB72Cvg8gfnR+NPyXmcMGjo7UjU2fHyY9mzs45KKsLTLXTNa1rHFrD0DKHcn/Dk40smWvntM7Sb/ZcO2ZOmImx+WPRN6sv0i2BvnjqSEweCDL+DKZJvqnwJnx/+PsAZ3K+X01jDQ7XHY4o632qJVV3wFq0fxF+9e2v8J+N/8G9S+6Vjs+1sPtO7dMdeACW7JRr27XYULkBL5W8FHabBfpwwU/t82k1s3uwp3oP7l96Py6fdzkumnMRrv3s2qD+pq3JxsqNuH/p/bjm02vw0PKHAp7nz/Z8FrAPN23Hg0Z3I9IsTPAL9h61lHml8/Ds+mexoWIDpq2dJt2vYK4ZsQ7g+bj0Y6kPKK8vx4bKDRFXUeHVtOTEMzdjMBSCn0kIfklDB2sH1Lvq0ejxv7RacGdoAPDCiyxblkITxjU5auRBBw0uf6f0YfGHmPLxlIQvSQP4NX4dU3yCnzc+gt83+79RLGenZCPdko5OqZ3i0h6ACXJDugxBR1tHmGBC94zukoaXC2KrD68O2OeVsa9gwc8W4JGiRwKOqe6ka5trkWJOwUX5FwEA5pbOVfgHyvdzVDpQ7ayWNNPhPl9p5jTdzmvF4RUAWOCHy+vCgj0L8Oulv8azxc9qbt83qy/+edE/peUUc4qkbb9xwI2apRHf3fZuUrwTyUIoU+8bm9/A6vLVONZwDNXN1ThQe0AhTMQLnvtxdflqHKw7qFnbekiXIfFroAYN7gZpIpdqTo2ZqVc9MeTL9lw7+mX1Q3ZKNnpk9ECmjWk/pw6ZGnNt35ID2hkuuKYuHLSE91sG3pJw2j4g0Mcv2q4TQvCLER1sHVDnrAtZueCU059+g4Bg9o7ZeHnDywCApQeXKjQ5PTJ6wEqsyE7JVph5uQAFAIdeP4Q9r+2JSa3WljKvdB4mfj4R4+ePxw1f3ID/bfwfAKbxicXDbZRhOcMUy785+zdIs+gLKq1FijkFgzoPQs/Mnjg792zYc+34cPuHWHqQFdB5vuR53YF0cuFkPHnuk+iW3g0AcNfQuzC5cLJ0Dy6deynm7pwLSqmUgkgLe44dkwsnY/2x9dK6SDrdVEsqGt3aFQcKMv2pFczEjPm752NV+SpNc6HFZMHTY57GObnnSOt47kx7rh1PnPcE5l83H1OHTFXs19JoYoGSUIKfHkby/8WSkoqSgCTk6trW3JWiILMAfbP64qKeF8FDPZquBK1Bo7tR0qxSUJSeLI3JJEY9MZQvE0JwTt45WHzDYrx66asA0CoBPBf0vEBzvdVkRZYtK6y6u/I+jFNaXdqS5sUMueAnonqTCK7xa3Y3B/W5K8orgsVkgdvrBgVVaFyeLX4WVpMVkwsnS/6BUxdNBQWFPdcuRVrxZLkAkHt1LqzmxFNff7zzY/xt3d/8K2TR9M+sewYX9rwQTe4mUEpBiLH0Ny2Bl8LbW7NXqimbn5kvzWKnb5kedwf1Zk8zMqwZSLekS7PVRQeVKViC+dhMLpyMPll9MHXxVIzpMQZzds7B39f9PWC7Nza9oduGc3uwlDtcOCYgEZlHUswpupqKrunMpD6482AMyRkiBWnIsZlsuKDnBVJQkzxfYYolJWB7niSa+262JJpYoGRe6Tz8bxObtK0sW6koKG8z24Lu21q5/XhCe3XUZjAXCg53QZlzzRxk2jIxfct0rDyyEs2e5qDWm1jR4GpAmiUNjkoHDtcdBgWV/MGjqa2aXDhZ8gW+of8Nin5Fbm6WlyWNNeN7j8eLG15ETmoOLCYLjjUcw/CuwzGx30Q8V/wc3F634QANLcEvUXNNqoM7oo0Q/GJEB1sHnHadRpMnuMbPnmvHA8MfwCsbAwM/gMCBPcWSglNNpzQjrQDgrAvPwtNjnk449fXCAwuD/n6w9iAoKNxet+QnFCsclQ7ctfiuAI2S3M/PZrYlhOCXYk5BmiVN0paNyBuh8AsN1XHxzrrJ3RRg0ubIn6EeGT2QaklFrw69sPLISny+53OsP7Ye3Tt0BwBckn8J7hp6V9jPVzDfJC7EndX1LFzd92pNwe/RUY8q3gO5D2OqWfv9+n3R7/HDkR/Q6GnEsxc8C3uuHRsrN2Jl2UpcnH9xwr0j4aIn3MSSD7d/iGfX+03w/3H8B9mp2dK9kWv8uqR0QYqFBSOcbD6JCWdMaJUIUEelA3cvuRtuT6BQYM+1Izc9FwBwuvk0mrxNeHzU44rrV+esAwGRtJncp3bDsQ24oJe2BipWUEqZxs+SrtBWxjooYUS3EYpl3gbAL9y3hkWETxb/OPKPuLLPlbC/b8eobqNwynlKyp4RqqIVr3WvDkTqnNI5YSOS1cEd0UYIfjHC7XVj18ldaPI04bTzNByVDt2XdGjXobrHUQ/sqeZUVHgqdCOtaipq0KW5S4vaHgvOzj0bGyo26P5e2LkQh+oOocnThG0ntsV0QCupKNGNOuSCdizK5IQLT/uTbk2XMreP6jYK07dMx9AuQzGp/6SQHRefLTZ6GjGkyxD8VPlTwDZmYpaepbEFY/GnUX/CvNJ5WHlkJY41HMOxhmNAJdt2UOdBEd0TLdM575R5ZZs9NXtgz7UjOyUbKeYUmIhJt8avfHIQrGPMTs1GpjdT0pDfteguuKkb7+14DzOuCF73OpFZV74O9y27D6Bo1ZQUiw8GVtuRT07lgt/5vc7H3y/4O9xeN85+/2z0zY5t4mFuAVl/bL307moJBfWuelzQ4wJ8e+hbeKkX/1z/T/TP7q9wnelg6wATMcFR6cBHpR8BAB5e8TCmXzEddc46bD+xHaO7j475NW/yNIGCIs2ShhF5I2AiJnipN+ZBCS6Psn+Ml8aP9xkp5hQQQpBpy0StsxYX9bpI2iZYRaupi6Yqyp8BwOQBk3Gg9oAk0CcicsGvsoF1vqZUU0awfcJBCH4xwFHpUGhljjUcw9TFU3UrCshTBRRkFsDtdesOeFwTVZRXBAIS4K+y67VduP2j2xOuVu9ZOWcBAHpm9AQFDahT7KVeLD24FD9V/ITfr/g9nF4nUswpmH7F9Kh3rkV5RTDDHBC9CvgF7RRT6wSbyE3O1c3ViqTDco0ff/m5P+dfx/wVhZ0DgxjUcG3zx6Ufo7KeHSM7JRtmYobNbMPAzgNxcf7FeGrNUwD8GkI9Xyyt6GcjpJqVPn5aWteSihLJZ/Hi/Ivxl3P/YvjYelhNVum8JRUl0iDg9iReKb5weH/H+5LPWaTaHy4oqfM1BmNUt1EBkwf55NRi8g8pPAjAYrKgg7UDapsD0wdFCx60oc5lSQhBUV6RlBKk0dWIelc9HMcd/pQeHuX1q3PWoaOtIwBfKhOvf7u3N7+NlUdWAgCmb5kec4GbB+45Kh0YkTcCI/JGYE/1Hrw69tWQ5w1XI0ypfyyRC3Ve6lX4Gbam4MetBNydo6OtI2qdtRjcZbC0zf+N/D/NHLnlp8sV6a3491sH3orpW6fjWP2xmLcfAD7a+RE+2P4Bmj3NGNxlsKGk8ryt26q24cOdHwIAbHm2qGXuFoJfDNByIg9W87WDza+Cvn7A9bhr6F26x+ZRXbyCQ8mxEnRJ64JUSyqO1x+H/W67IpN+vOGCDa80cWPhjbhrWODfx2vk8vJzQGCHHC3suXZM6DsBC/ctxDm55+Bo/dEAQdtmtgXMeqONlvAjT9Qsafws6ZLwwnM88oEpFNx/Ue7fUt1cjSfPfVL6W3dV75J+44KiXi3Ws7qeFc6fqDiu3IdTT+u67NAyNHmaDPm1cO2Hlo8fR665LcorkvYxm8xJ7fPHA2Ii9blUC0rBKrzIuajXRXhj8xvolt4N6db0gMkpIUTSIHPBD2D3f9nBZVh+aDmAwCT0LaWkokQzgfmgzoPw7cFvMWv7LMV6eSUO7uPHBeG15WthMjFtH/fBdnldMBETfjjyg7QfT78VS8GPW0m+P/w91h5di6JuRUizpIU8Z8mxEtyz5J6wkhTLhSR5EQIufPFJYTBTrzznXjTusVzjBzCt3brydZi0YJK0zTNrnwm89xoV2fi738HWATZT67jyqF0jjjUc083BK8ftdcNCLIqJB2Cw9qsB4ir4EUI6A5gLoDeAAwBupJRWa2z3DoBrAFRSSoeGu39ro5VMN1jNV7nvQaeUTkGPLfc9S7WkIr9jPj6byISmaz+7Ft3s3TDu4tg4rPKXura5VtIWBXuxHZUO3L34bkUn8u+f/o1MW2bAAMMFjkFdBkmaTH7N3tj0BtYeXatIKtpSrCYruqZ31U3sazPbdKNQo4We8MMnCc2eZtjMNsnPB/Br/OSThWDoFXSXm+fkQhbv3Plv83fNx/aT29E5tTNONp3E8K7DDf51SlItqaCgkiZXnsZIzriCcVh3dJ0hwY/XwF60fxH6d+qv+RzaTDbp+bPn2mHvasdPlT/h3mH3Jq22DwB6ZvYEAAzrOgx/LPpj2H+LlqBkJBkv97n6+wV/x6juozS34Zo0bslwVDpQ1Vil2CZYEvpI0Otbi/KKMGvbrKD7Pjb6MQBQ+kx7IFlpHjrnIbxQ8gIu6nURlpctl/YzEVPMJw9cicBTHZ1qPmUoncuHOz8MO0mxXBCSf+eBZWpTr1rwe2H9C3h3+7vScjTuMT9HqjkVjkoH9tfuBwCcbPabafUqFqkZ1mUYNlVtQoY1g03sWyHJuJZvezAlEMflcUlBmjazjZt+qe4OYRLvdC6PAviWUtofwLe+ZS1mAZjQgv1bFXUy3bH5Y4M+/PKZsd6AyEk1p0ovQ4OrQZFANc2ShqOHjmLfvsBcbC1Fnky3qqkK5fXlmjmw5Mi1d3K0zIh8FtmnYx+pdN1vzvkNthzfgtccrwUkFW0p1U3V6JzaWff31gjuKMorgpmYA9ZzgdfpYUJSutWv8at11iocz0MxusdozfVy85xcyJIHIk0unIy5185VRDLq1eoNBfenuWPhHZhXOk+Rxghggnh+Zj5+1v9n8FBPSMHPUek31RUfK9ZN6Go1WxWaWx5BHKz0XDLAzXJDuwyNaFDlriJyjEQ4qk1vwdhYuVEyN2qhTqMSLo5KBx5a/hDGzx+P//v+/wAwYTMnNQcZlgxkp2SjY0rHAHcYDjdL1znr8Niqx3Qr5XCz4ujuo6X3lYDg8dGPx3zy0CerDwDABBOsJit6duhpKIHzGR3PkL4b1QjLBTl5v93oYn1PMFOvo9KhEPo4Lb3H8uetpemYemf1BsBSEFlN1lYJTtHKKRpMCcRxU6bxs+faMf2K6Xjw7AfhrHDuCrpTGMRb8JsIgD8t7wL4mdZGlNKVALQ8MQ3tHw/kyXRfGftK0A5C7pyu5Xwvh5c2o5Si3l2PDItfAMiwZmDZv5bhrrvugqPSEVaOo1C8v127TmqwF1tPsNEaYLif1rS10+D1shlcli0LSw4pE3i2NA8Yz2O35sgaVNRX6F6f1jAF2HPtuGXgLQCA4TlMk3ZG5hmYOX4mhuUMg5uyqMRTzafQ6G7ExM8nYu7OuSAg+GTXJ4bOIe9g7Dl2DM0ZqjDzAirBT8NfLjslGyeb2OunrtRgBEelAx/s+AAAsP3kdkxbOw2nmpjgR0CQak7F0C5DkWHNkK55KMFP/czp5RaUa/wASM+jPB1MMsKFmUhTH9lz7ZjQ2z+Xvn3Q7Ya06VzbFMyvkvPtoW9x75J7kWXLCjrBiQRuql5ethzl9eU42nAUAFDnqkOtsxYju42UNHIm2TCXk5qDEbkjMHnAZDx1HvNrfWnDSzh8+rBu+/jf2iuzF87tztIbDew8sFUiQvPS8wAANw68EW9f8TbyM/NZwAcNrvzhrgCDOg8y7IeopfGbVzoPv/3utwCAr/Z+BUelAxaTBQREITgFE8o+2/0Zbvn6logm7XKNn14xA4CNFT0yeiAnNQc9MnqgMLsQPTJ6oEdGD/Tq0AsAsPLwSphgwie7Pon5xN5R6cDffvyb5C7TOaUz0sxpSDGnGNKAur1uaWJiz7XjnmH3wNvk1TBgR0a8ffzyKKVHAYBSepQQkhur/Qkh9wG4DwAKCgr0NosL8hfive3voXfH3rqdSoo5BV7qhdvrRoOrQVFWzO11o/uk7ri036W4Z8k9ksaopQ7IL5W8JKnY1QTrvO25dtw68Fa8v+N9nJVzFrzw6jqR8xdEbpqcvmU68jOV5edakneJay051c3VukE3NrNNU1sZbXLScgAA08dPx9h5YzGm5xjYc+2Shu9E4wks2LMAABQ5HiMpkP7+1drCu5apV+/3JQeXSMKqUbTMittPbgfAErTed9Z9eG3ja9h5cidu+vImAMDxxuNBj8lLtHFzjZ5WQ+2ryQeS1eWrcV6P85LW3MsDO9Rau3CQV6bhNZ9Dofb3CoZknnSewqwJsyQH/KrGKnipNyCNSjjo+fQBkM7JTZRWsxWp5lQ8dM5Divdl/yntPg1g1WF4WizuA6tOpNwacJ/e2wfdjoKOBSg+Viz1/0bSXg3IHmD4GqsFP3V/+ePRH7GhYgNmjJ8RkHA/mAB/qO4QUGfcj1SO3MePW9Jmbp2pMLkDwGVnXIanxzwdsD9Pewaw/h5gfedFPS+Cy+uKSd5YLd/tk80nMbrbaGyu2mzofsgFv1gQc40fIWQZIWSrxv+JsT63HErpW5TSIkppUdeu8avBqoVeqRwt5P4VDa4GyeTnqHRgc9VmuPu48Tn9nGkFQSUH5EiZVzpPSoLLSTenw2ayIdOaGXL20sHWAQQE7175Lj66+iPdl770ZGAG9UN1h7C63F+WLNPKkqlq1dc0wpf7vgxYp6exPO08jYr6CoyfPx7j54+P+Jyh4B2bzWxDR1tHyYePd6rH6o/pDnDhaj91tZsyjbM656TcrwYA/rHuH2HP3LVm6mN6sKz/YwvGAgDWHVuHRk8jDtYdBADM3jE76PW259rxzvh3cOOAGzF5wGTMGK+dmkUuHAKQIvk2Hd8UUb3PRCEa2gr5deGVOELBNX6Ggm985kkeVfrK2Ffwz4v+CQ/1wE3d+Of6f0Z8/YMJGlaTFb079kajuxFTF01Fs6cZp5yn8Fzxc4rzadWzBvzVYfjzlGZmQm6zp1kSfOXVkqKJvLrRQ8sfws4TOwH4fXq59rHRY8z/OBwBVS34afUvXLOuriZhz7XDarLinNxzMHmAvmAXbp8lafx8/ZI9146pQ6cGbKfnIlVSUaJZceVA7QEAaLGfH79fEz+fKPWLer7bR+uPotHdaMhU7/K6Yir4xVzjRynVVdEQQioIId192rrukLKFGaal+ycE6gjKYFot/uI3eZrQ4G6QZt78AW8+2oxmNCOlO+uYW+qAvOSg0tRqgglvXvEmPtr5EbZUbQk5e6luqkamLTPkQzy+93isO7Yu6DZ1rjrUueoidhoelTdKkWYH0NZYOiodWHVkFSgoyutZObNoO6Nzmj3NsJlsMBETOlg7SPn6eIfXt1NfrD6yWhEoxDGi/ZQPdHrZ/uX3Rq3J0RKKjQQByJHP1FeUrUBeRh66Z7CE0BnWDM0yWl7qDekAbc+1h7wX6nyMR08flb47vU58uffLpNT6cY2wVi5Pozg9Tkkwltf7DkazWzkQB+O+s+7D+T3PV1xf+UDckqh9e64dfbP6oqapRmpL94zu6NupL67rdx02Hd8EQBmpqg5ySLP6n3WeuFyeTonD/Rmb3E2S4GtU8JtXOg+f7fkMTo8Tdc466Vm0mW2K9tpz7QEatvL6cpgI083wQBn+tza5mwxH9htFnr7K5XVpRvZzQf7DHR8qBL9GdyNcXhcu7HUhivKK8NnuzyLus+RwIUk+OS2pKAlIZdYxRftacMuA2nrD88byzAmRoL5f/Dt3cVK/m/mZ+ThUdwhTvpmCk00n4fQ40TGlI24fHOhm4fa6Q5Y/bAnxNvV+AeBOAM/5Phe08v4JAb/pyw4tw7iCcUEHVf6QOj1O1LvqJY0ff8D3zWLmwL6PsWSpkQwMPK3BzpM7Ud2kDJK+c8idsOfasXD/Qqm0UTBONZ8KWrKOM7lwMr499C3WlK9hPmXNWi6dfoxERqm5pOASvLnlTXRL7wYTMelGJWsJIpGeMxQ8Vx8AKTkpXw8AZ3Y6UxKaDtQegNVkhdVsNZx3TS64GYnu++HIDxiR58/arxWhHom5nc/Uvyv7Dkfrj+KJ1U8AYFoXrXOYSXTSrXAfP27SUQ9GSw8ubTV/rWjhqHRI6Xla4qDu8rrQKaUTjjceR707PI2fEcHv1/ZfB5jR5OlRWuLjBzCh4Pye5+MfF/4j4De1KRAIdAeQT3Im9JmA3434neZ5+PvZ5G6SBN86Zx02Vm7E2bln67ZPLRioKa8vx4bKDViwZwFmjJ+Br/Z9FbCNl3phJmbJrMuvO2+HHpFosuQuEU6PE5P6T8K0tdPQNa0rq1ssE1LVPnLcZ7ZTSifFRO9A7QHUNteiqqkKfx79Z833TC4cq/s2dToXgD1DKeYUuLwuaXz74cgPmvkK7bl2zBg/Q8qV2uxtxqQzJ8HldWHpwaUtcueZs3NOwDo+Kb5n2D14c/ObGNplKECAkXkj8d729wAA205uk7Y/0XwC09ZOQ1ldGQ7WHpRyEZ52nZYSiMdiYhpvwe85AB8TQu4GcAjAZAAghPQAMJ1SepVv+SMAlwDIIYQcBvAUpXSG3v7JyOTCyYYGH55/6rfLfwuX14XvDn2HS/MvhT3Xjuv7X493bnhHsT0vTm/04XFUOnDHN3doCj5X97laqoHa0dYRtc218FKvNCvV4lDdITR7mg09wCO7jcTq8tXISc8BBUV1czW6pXdjlSNURDJo8I7q6fOflkyNWujN2Fo6UGnBU7YArJMvPVmK8fPHSx33l3u/xAP2B6RazeHCO0k+g9Rqv9x0O33LdPTI6CE9i/JOPJxEv1rIBWqemT7dmh6gEfTCi9+N+F1UOjw+a95QsQEzt86UNKqc6uZqTFs7DV/v+xoPj3g44bV/6hRJcg1muLi9bmTaMnGi6YRxU6+7CQQENlNoLcmm45s0B+I/FP0BzxU/h0dGPiL9Hmzw5zgqHXh789s4VHsIVpMV5fXlsBy3BPQtjkoH3tv2nmJfE0x4dNSjiu3kGpVg2jMuIDZ7mqUJKa+XGyzBvFGzJp+QjcwbqRncZzH5/0a1qddR6cDnez7H3uq9qGiokPo4/p6FCgKRo47q5UL+HYPvwJShUxTbeqkXPx79EePnj4fT45T6qx0ndgDwBzcCwNydc/HMumcw7ozACaOWcLy1aive3PwmMqwZqG6qloLZ5H3S21e8jS/3fomPd30MgL3fdy++W9PlQ8syMH/XfPZ3Rugy4ah0YE/NnoD1fFLMLRr/vvTf6JbRDdO3TNc0OXPU7lScYIUfWkJcBT9K6QkAl2msLwdwlWxZ05tcb/+2iqPSgTc2vQEAKK1mPnH7a/dLD8ehukNI76/0WwnX1Kun7QL8zrEAczqmoHhq9VO4fsD1unUSt5/YbrioOE9rU9VYhQGdB2Dd0XWSc/OfR/8ZH+38CMdOH4ObunV9uoIhDwQIhj3XrnBGP9l0EiZiwpuXvxn1F9DpcSLVwnJU8U5frn1Ze3Qtfqr4KaK/F4CUDiBYBn8tH1P5oCvvxFuCXKA2m8zwer2Sxpqf48pPrsTh04cxqPOgFp8P8GvI71p8V1B/pw2V+gNHIqFOkSRPRBwuLo9LShBu1NTb5Ga1x/Uc4o24Fti7suVu6d0A6A/+Gyo24LmLnpOOq1WZ41DdoYDBUcuvi4IGpBCSo2cqBFh/QUDQ5GlCXbPfxNvsacbMrTN13w29JOhax+cWG26RON54HJlWZgFo9jRL15Jr/BbuW4jf7P+N5IqiB/dl00IubLu8LkVuUKfHKT0T6kh+R6UDR+u1Jxwf7/o4QIPOUyfN3TkXSw4uQZO7STJz7zi5Q/M46udaHcxmz7XrRvYbeX95vxBpkn6t4KLr+18vtU891uiZnEMRCysTEP90LoIw0HNU5Q/HuIJxaDrchKbDfufRK/tcGdZDE0xI5LMZR6VDUnN/vvdzXSd5raLiweA54k42nUTnlM5IMafgtOs0bCYbbh54Mxb8bAEmDZgEq9ka0Ysg968JBRdEFt+wGON7j0fHlI4xEQia3E2wmW1Br42RaxcMng5Ar/1q021LIqdDtYNHBN9ceDOAQAd7LghGqzA5P44RJ/eWXufWQP1+Gs3nqIXT65SEmq/3fh0ygIlPTvRSagB+/ytA/3pyAYNP6hYdWKR5rK/3f61wmNcLclIHaPFBVk6oXHbbq7br/kYIkSrPmFRD5vKy5brBTpMLJyPdko7slGwpvUhOag5yUnPQPZ1phIblDJMmG1woeHrM0xiQPQDZqdnS38yvJdf4zdg6I6TQB+hrhLmwvaVqC0qrS7Hv1D5sPr4ZANOOOr1OyY/UiN+vHPVEkgt+b2x+A/tO7ZNM3PN2zdNNMG/kuEV5RQrNczgVbMpPs2v3yk+vRBRgJE9Vxs3QPN+jo9KBlYdZWT9uoucm5xsH3IgRuSPQI6NHyJy9QGysTED8Tb2CMNCbNfCHw55rx18X/BXVzdX4x8f/wH8d/9WNXNOjoCNLddM/qz/q3fWSA6q8NFNJRYnCDKqeafEybTxbv9GyUvJE1mnWNGRYM9DsaYaHejCvdB4mF05GB1sH1LvqQ5qYteCzMCNmKjkZ1gzDprBwcXqcUo4qLfMyEF6HFgnh+Ji2lHPyzsHsHbPx+Z7PAQDflX2HqVn+KD0uoG0/sT2qpl41ZmJGli1L4Usa6+scDdTXpKU+fjXNNahzMS3W8rLlugFM6oL3L5W8JLl9yJH7X+ldTz7B4wESXVK76LZx2aFl6J/dH1uOb9HdRj04yv26qhqr0CWti+SbJkcusM3fPR+DuwzWffZ54nwPPFIVG3kb9fYzEROu6nsVHh0VWFtgxPsjMLLbSKldXPtkNVuRYk4BIUQKYuDXMtw+j6eLUtftDWaG9sKLw7WHpXQ46jEkWF8FBE4cjSZLz7RmSs+ikePK7zMF1bzHWsgtZ4sPLsZ3Zd+Frem359oxsttI7DixA/++9N+4a/FdONV8KsBVaueJnVKFG7XJefqW6XjlJ7+22GayISctRwo4iXZZQzlC8Esi1I6q1c3VAVFos16bBQAYWTgS725/N8CnKRiOSgde2cgexLPzzsYT5z2huR2faXEBVN7B87xJ8k5hYPZAPH5u6JxdcsFv5eGVUufqoR5J1c8HjQZXg+GyZRx5e8Mh3cpMYdHI+cSFYt5RNXmYxk9tXgYQEPUXS4z6mLaUbVXMsZl38C9teAkdrB0wuXAyHJUO7KthwUkvlryIwV0Gt/jv5ve6W3o31Lvr0TWtq/TOOCodeHHDiwDYtZ7QewJe3/R6VIRfHiB1oPaAZqRoS44rZ1f1LoyfPz6iQcLlcQUkstYzLZVUlCgCY2Zum4n8zPyA68T9r4K5FvD3/LTrNJ4vfl6h8ctOyVa4lBRmFyoEToBF4GbaMuHyunSvrZGI71AuDnJSLClSKo6ibkWGszA4PU7diaY8mAtQ9k8plhTAzRIxm4gJ086fBnuuXTPtFScnlQl5HuqRrmFOeg4T2hdPhcfrkfK6hjJDl9WV4ZEVjwBQRj8Dga4w3JKiVhBwVh9ZDSMM6zoM4wrG4V/r/4VGTyOybFnoltEtaDCbkfusRm05C8dELCfDmoGu6V0xsttIpFnScKr5FL4r+05hXXBUOnRLG/Lk4l54QUAwsPNAfHD1B2G1IVKE4JdkhHrQR44cKX03w4ztJ7cbCqxQ+9Bo+WrI2zBj/Aw8uvJR1Lnq8Nplryn8a9Qzwey0bEMvlbyDUNf2BFjHfPkZlwNgg0a4gh+fUYdrRsywZsBDPVKd2UhRO+Yv2LMAvbN6IzuFRT1Hy5cukdEy7fABV94he6gnKr4t/F43eZowpMsQvH3F29Jv8kG00dUoOVjzAVH+7K8pX4Otx7diVPdRYb9L+07ti1oqIB7NK6e8vjyidEMurwtd07oqhA8905LWOj1BKVQfZTPbYDPZsPzQcmw74Y9wJCC4Y8gd2Hx8M74r+w5/Hv1nnHadDojE5lGTLSWcNFqgTAvt9DoxvOtwFGYXYua2mfjFwF/oCouUsgTWeomWM22ZirQw8v4p1ZzKhHLCqoRIKWhkZle97ASnnadx3kfnAWAa4ZKKEimYigs5NxXehGlrp6FbejfYzDaWZFmGF14pp+ba8rUBwXDh9FXFx4oVy3raQj7hWnRgEYqPFeO2wbfh/uH3GzpHOKgtZ1xxMa90Hj7Z/QlcHpekMBnYRX9C1eRpkkzvqeZULD6wOMAypCf0Aewajuo2CjtO7kCqJVWqv90aCMGvjeFwONiXHsyx1wuvocCKcIu223PtGJ47PCCXH68BKp/1aNUr1CJUubpxBeMkYS8S06tk6g1T8OOmjnpXfYsEP3ViT25q42WZ2gNa+Rr5gMsLkgczE4bLkbojAICa5pqACD6503qNs0bx2/Prn8f0LdORacvE8YbjfpOwg2lhLCaLprZp5taZLIJP9S5Fy0l7eNfhur+Few6X14WCjgX4xaBf4DXHa6hprtEVHO25dhYE4vYHgbTEF9RisiiEPoAJfrxE2ndl3+HKPlcGVNcgIIZ8o4xg1MXBUelARUOFlF3gZNNJ3DDgBszcNhMju4/U3AdgOQQpqK7GT56wHVBp/MwpaHI3BdRjl/c/U4ZOwS8G/SLguHK/z2Z3s+I94u/V8QZWGef3Rb/HlX2ulDTU205sCwisCNUvh+KKM67A2qNrpeU7Bt+B2TtmS30hAcGUIVOk6899RCOtCx4Krrh4bNVjqGmuwevjXsfu6t2aqXfKG/QnVNwk66h0KLTUHDPMId/F3lm9sf3kdri8rqjnZQyGEPzaGA8//DAA4Lb/3BbgGBzsIdQS2EJ17KmW1IB8UvZcO3pm9sThusMs5YuzFgM7DzTU9gm9Jyhmh2Zihr2rXcq9NLlwMn448gMA4NfLfh3SxKCGbx9uRnTekda76tE5tXNY+8rhPjp8tms1WWE1WQ3lRGsr8Hs0e8dsAFDcNyNmwnBwVDrwv03/UyzLtd/B/F+bPE3MeV5jfsG1I2pN3rzSeXhpw0uax4uWk3ZhZzaJ6p/VH3tO7VG8r+Gegw9ckwsn43jjcby+6XUMyxmmu32KOQWDuwyGzWxrkTl8Xuk8hQDJ4TlCeWnCBlcD7Ll2RUonCorn1z+P/tn9o2I6N+LioM50sOzgMuk6B6vCEMrCQEGx48QOTPtxGq7rd51iYppqYT6F8iT9ABQpRF4qeQlDugwJuA5yd5S9NXvxz/X/lJa5AoDXzuamfq7BU/tyAsBFPS/S/RuNoCVgjy0YG9I3ryWBS6Gw59oxIm8E1h5dC3uuHa9vel13Wz6h2l29G5/t+Qxd07pi6tCpaHY3o4Otg36wiwGvoE6pnVDnrAMhJGaCrhZC8GtjvPzyy+xLnl+lbmRA4Grnzcc3o192P0P52lLMKVKuJzm8M+SfRk2y/Hzyl0vdIRQfZYKhPKKtqqnKUO3aSDV+vAMymvJCD3uuHXcPvRtvbXkLADC482BsObEFbq87Zok6E5Fgg20kPjt6qH15vFBWAzFSbzYUci3b0oNLNbcxEzMKMguwu3p3i/82/gzfNPAmFHYulHIfdsvohn9e9M/wfPx8mlXAr12pd9frah6aPE0YmjMUfyj6Q4v+Bq3AApvJJgWLcIGcC4dmkzmg3bFIcaGH3BcLAE40ncBjqx4DEFzwC5ZFwFHpwNaqraCgmLdrHhbsWYA7htwBgE0IU82pmhq/LVX+IBcjGt56d73CvcKea2e+rSXMt/VfJf9SmJLtuSyn5isbX0HJsRLd9oeL+p038p6H68oTLqmWVOkeBfN5tJgsqG2uVQRirDyyEj0yeqBzWmfNBPSAsbKGWbYsUFBQShU+7rFGpHNpY9jtdvY/1447BrOO5F8X/ctwJzmwy8CgNXXlqAt1A8yvpaapBoDfdME7ECNMLpyMD6/+EK+MfUWzzdtP6KddCJUwlbc17OAO30A0Z+ecFtd27Zzm1xg6qhzwUA8qGiowdfHUpK0bm6io03qoc1qq85NFgnxSdUmvSzS38VAP9p3ah2lrp4Vd51iNvLYz19LkZeShqJsxDamj0oHpW6bDUelQCH5SwIVOMBilFI3uxqhop7UsCXLtK78vfKIln3AZzRAQTey5dgzOGaxYxwd5rYkvJ1gwmVqL6PK6sLdmLwB2b1MsKTjlPAUKqrg253Y/V/quN6EP1o9QShU+f1q1yu25doztNVZafnHDiy1+biMh3IwU4SJXXEwunAybyYYuqV2k1DsWYkF2SjZmjp8ZkG/Q7XWj1lmLVHOqJCyPzR+LHhk9JNO+EUFOHly16vCqVhsDhODXxli/fj3Wr2cO4EXdWKfwzLpncNGci3DNp9cEfYGrm6vRKaWT4XPxF4dnh3dUOvDE6icCZj4zt82MWscxvvd43d9CmaZ5RxxuOpcjp5mf2Ce7P8G9S+5t0cupN7BqdcCClsF9ebiP6TV9rlEIR6E0flm2LGkQ6JHRA4XZheib1Vc6XkFmgcL3Z0LfCQCALild0DerL8bmjw04pnpysqZ8De5YeAcumXMJrvr0qpDviZYWyWa2KRLR8sLxl869FOPnj8eUb6Zg2o9M6LxnyT149adXcc+Se9DobvRr/GzKFCtquMDJndlbwuTCyXjy3CcxLGcYhuYMBQBYzH7jk1rjx/P9AcBlZ1wW0l85Fkw6c5JimbuL8Fx3WgTT+GnloOvZoaf0PdWcKmmr5RMU+d/9r4u1J/TB+pFGd6MiLYzNZNMUHn8o/0GxbLQKSTTgEf9q/85ok2JOQbOnGZQyjZubujGp/yTMv24+Ft+wGCPyRuCMjmfAnmvH+T3PV+xrMVlgJmbp3srzvg7rytwlQikYHJUOvL3FH2zGk8i3hvAnTL1tjD/+8Y8AgBUrVkjascqGSgD+8lSAtkn0eP1xWE1Ww2ZHPvt3ep3YcWJHgG+InGCBIuEg9xGrba6Fy+vCKecp3Fx4c8jjuzwumIk5wHQUit01uwEwn5yWmplOu04rzEacWCXqbO/Yc+0Y33s8SqtL0SVdmS9OrVGwmqyK4JshOUPw5uVvah730o8vVeRgA/xmv4dGPISf9/85HJUOfH/4e0UEo3xy4qh04JdLfykt87qdgL7LAhcm5GYkm9kmCWZaVTB4wlx5NKXTw+oX84GLuzPIhSw5/G+Llj8qN/2tKV+DXy79paK0mFzj1+xpVtyTK3uHl5A+Wmi5odzxzR3BTb1BJpp8UjJl0RT0zeqLJ897EhsrNwLwB3dw9DRf5+Seo7meB8g4Pc6Afub3K36PHh16YHjX4dh5cqduNaKwIp6jiKPSgZ0nWDqrlza8hKE5Q2N2v1MtTLh2e1kQjpd6FZPBdGu6FLRxWf5leLHkRckP/sIeF6KkskRzIsTX6UVzc7QKMrSWG4MQ/NoY//3vf6XvvCNRoyWEOSodqHZWo+ZEjaEoYMDfoTW5mwLyfKmJZsch9xfZV7MPExdMxIi8ESH3k5u2wmF41+H4aOdHUTEz8TQ0Te4maWAYkTsiKerEJitckGh0KbUz6vxkROWNHeyZ7WDtEBBZrhaOeL6zVze+ivXH1uPGATcq3js9zUywSZKmxk+WU1OvCgbATM580mEiJikxMMCS5wLAE6ufQP9O/QP8a7lJLBp+kXL4eeVmT7nGT60hj/b5w0Htp8areegRKrjDnmtH59TOOKvrWbDn2rHuKIt2t5qVAV9rytdImic5KRZtHzJ5kJTT41QELqwuZymzCAh6ZPTQ7XNaM6m7HPk74aXemApBXLhu8jRJApj8+ZIn7lcnlv7u8HcAEJAHE/Df71CWJa2CDK3lxiAEvzbG0KFDpe96DqtaA9qP5T8CCE+rxTunD3Z8gE92fxLwOwFBn6w+hiJuI4W3IZjJhRMsp1YweKTj5WdcjtsH396ijqjeySKD/3b+36IWvSoIDu/MNx3fpNBm76lWFll3ep0ww4xBOYNCBjd1sHYIGAy4cCTXAthz7Xj+oudx6ceXol+nfort9Tr4YAKn3MePI/e1Pbf7uQF50zg2kw0X9LwAy8uWY1zBOCw9tFQyWfL3v6yuDGV1ZQEpLPj7FQ1Tr5wMW2DkJhfUX1j/Akwmk+ZviUCaJS24j5+BEpHpVn+KHJfXBQICC7FI6VYA4Jv932D5oeUBk/FgwQM8eGJF2QrN36nvXzBaK6m7nFikdNKDP8vNnmbJ51Et+HH/Uj4BUV+zE00ndI9rpCa8kQozsUAIfm2MNWuYoDdmzBiFWfRE4wmccp7STTg6pMsQAOE5T/OORysUfmz+2JiVm9FqQ7AOmOP0OCPS+PGOe0yPMUH/njXlazB/13x0SukU8ALPK52H2Ttm43DdYanN0UhCKwgNF1p2ntyp0GZvPRGYTNoLLy4ruCzkgJdhy0C9M7jGj9M5tTMICN7e8jY+3f0p6px1zAzn0zLkpOXA42XVFu4/6/6g5+baAfmgbzVbpbRKl+Rfglc3vorc9Fx4vV7YzDaU15ejMLsQfzn3L/j20LcAgI3HN8JLvVh2cBku6nVRgPZRHTEabVMvR16JhwvlSw4sAcCi9dUcrjtsSLvfGqSYU4L7+BmoFJRmSZM00bx28qbjm6R0RwATNpweZ8Bk3Ej5tmABEvJrnihEO6VTMLjGVG59UZh6ZXkr+SRPHb3LS5xqHdeIkiGaWQzCQQR3tDEef/xxPP7449Ly5MLJWPCzBZgxfgYAVitViz5ZfQAwrZZR52k9UwPAyu+0xgPNX1R1PkEteN6ycOEdt7pGshzur7X04FLM2zVP4aTL/a72ndoHp9eJOlediOJtRRrdjZJvDtdmA4EO9oBxU0sHa4cAfzguHKnNkZ/s+gQUFFWNVSitLkV5fTmqmqqkpNBVjVW4ss+VAIALe10Y9LySFsmk1PhxTSAXRJ467yl8d9N3WHzDYnTP6I4B2QNgz7VLkaPc73d/7X5MXTw1INcmAcGi/Ytwy9e3YF7pPL82M8qC3/4a5sDf5GmSAqd4gXstdlXviur5W8qa8jXSNVJjSOMnEy5cHhdsZpum75c6It0o8lx49hy74rcaZ01C9kP2XDvuGXZPzMcPrplzepzSe6P28ePaQG7y/eeF/8TQLn6rWu+OvQOOyydlkSgZWguh8WtjvPmmtjO6PAmxFvVutv6qPlcZfuFSTNqCX2sGKvCXrNFjzNQbbkQv4J+5ySMn5cwrnYf/bPxPwLn4DH3h/oUB+0SrkoMgNEV5RUgxpwSYj1pianF6nDhWf0yhMeHPoFo4MhIRufn4ZgDQTGzMcVQ6pGdJ7ePHAyA0BzBLOn448gPGzx8fUJUBYM9ix5SOePLcJ/HM2mfghRcUFKXVrKTd1qqt0numVb6rJWw5sUXyO+TvzOVnXI4fj/6ouT3PVBBvHJUOHK0/CoAJ7jxXnlxbK+UNDdLnpFnTcKrplLQ9fz7lvl9mYsbjowNrnRvR1sn9WM/MPhOOKofi9/bcD8nLOXKtq/x61TTXAACe/vFpyRd1ZPeRaPI24c8//BkA8OXeL3F27tmK62c0uCOeCMGvjVFYqF0eTUpCrDOwcIEwHB8aucYvPzMfHq8nomLxLcFsMsNmsgV1subliHjZoHDNG7zj1tL4aUVRAn7NkaPSIZUNkyOieFuPYOajSEwtjkoH1pSvgYd6FKZjyRyq8oMLlhyWM6bHGGw9sVU3Sbij0oF7ltwjafb21uxF/+z+AJRRvVzw4yY+R6UDe08xLZ9WWSnA/yzac+14+aeXFbV7Ofz4M7fNRH5mftR8v7R8uvj9mL1jNprcTeie0R0bKjcAAEbm6ZdIa020AnPUQTlGNX5H3UyA5D7I8gmJurKFXDtnJAhPbuo9q+tZ+HzP5wpTZXvuh+Q+fuoJk6PSgTk75wAAPt/zOUw+4+jemr3Yc9LvG7y7ZjemLp6q8IeVTL1ECH6CVuL7778HAFx88cWK9eqkqGq44BdOmRz5AHf74Ntxy8BbwmprtAgWXeeodGDKN1PggT+lhvpFDQXvuLU0flpRlAQEHW0d8eC3D+KUUxn1lWXLwoi8Ea0qHAtiVxFErtnV84OTpwJxepySjx/gLzc4qvsovLXlLV2NfElFiSR8AWwwmtCH5Q20mW3S8fj7zQewYDndslOycXbu2YpnMdOWqSn4yYlWaiZAXyhXBxYMe5cFWO2q3qXrrtKaaFVrUAflSAnjg2h+5KZeuQ+y3vNaUlES4LYQ7LmW9+flp8sxc8JMzNw6EwdqD2jWmm5PcAHtyR+elPwlD9UewvCuwzWr/gDAr5b9Cmdmn6k4jlprWt3EJlil1aUJ50PJEYJfG+Opp54CwPL4ybGZbLAQizSw/FTxE15zvIYjp4/gzE5nSolUwxH8Vh1ZJX3/x7p/wEIsrR4FBvgEP53gjpKKEoXQB4Rv3jAREyzEoqnxs3e1B0RRUlBNx3SA5YZ7Zewrmr8JkoOivCJYTBa4vCwvpFS3NUjKk1ARklWN7HnRCxZQa2VWl6/GvNJ5mFw4WTJjy/fnbdArJ2UxWfDq2FcD3oHOqZ1x5PQR2Mw2dEvvJtUllhPtnG6hhHK5luuXS38ZlwTOani1hr/88BccrDuIJ859IuD+8rq6e6r3oG9WX83jNLgbcLzhOMbPH4+TTSdhIqagwoKe24IeC/f53Uze2PwGctNzRf/jg9d9P1B3QFr31JqnkJ+Zr5lqBWATvdy0XMU6udbUUenAp7s+BQAcrT+KuxffjRnjZ8T9eVUjgjvaGO+88w7eeeedgPWEEKRb01HvqpcKcRcfK8aR00fw/eHvpcjccAQ/eQ1IoHWzu8tJNacGHTBNqsc8EvOG1WzV1PjxcP5Otk7ITskOeZzWSoQqiB32XDseHfUoABbk8aeVf8INX9yA1za+BgCaPp2hkHLX6Wjk7bn2gCLu/H2zmqyBpl6fhl9dTqpHRg+MzR+rq/HmAuOZnc7E15O+xpPnPom+WX2Rk5rDEg2f+2SrT+64lguAIjgn3thz7dK1cHqc+OXSX0pBHo5KB97ZyvrhR1c9qhlA4ah0YNnBZfBQD8rry9HkaUKDuyFowAXXkD549oOGBODlZcsVy/HqoxORjRWBeW7lSoEZ42coAjkA5m85dehUqfKM+l0qqShRJM1OpOdVTlw1foSQzgDmAugN4ACAGymlAY4ohJB3AFwDoJJSOlS2/q8A7gXAkx49TikNv9dtQ/Ttqz2z5CzavwjLDi4LyOiuVR4oFFeccYXkNwfET6ihoFh/dD3Gzx+v8KvJtGWizlmHVEsqGtwN6JvVN2Lzhtbsb87OOVL+whpnDaYOmYr3t7+vmci6R0YP3DPsnrhoRAXRh5c2O9l8EmgGILPQRqL95ubh97a/hxVlK9C3U9+AQJOslCxFJDF/3+R5/LjZUK515OWkwmlHs7sZjkpHXHK5qQlXy9Wa8Hqs/1z/TwCQfDl3nNwhVUlxeV34Yu8XAX2Oul4vJ5RFIhy3hXhV4EgGru57teQ7ypErBey5dhR2LlSkfeL3VO+9UGsKE+155cTb1PsogG8ppc8RQh71Lf9JY7tZAP4L4D2N3/5NKX0hdk1MLpYtYzO6ceOUL/i80nkhfXcA4Jt93+CmgTcZOle8srvLcVQ6UFZXpv2jyl2qJYmk5X5UnG/2f6NYLq0ulXxodp7cCafHKflwxXvwFEQXXmVBj3D94D7ZxSYQxxuP43jjcWyo3IAFexYozERWkxWDOg9Cdmq24n3jwRFe6kWjuxFmYo44lQRPi7T31F7DFXxiTWvmdgsXLvjJWXZomVR3l6OuCgMEN8NHS1hIhD46UeHXYtraaZLf5P8u+5/i+Tpw6oBiHw/1hBTK9QJzEol4C34TAVzi+/4ugBXQEPwopSsJIb1brVVJzDPPPAMgUPAzquJ/Zt0zMBGT4Q4i3hqBcNToLXFKl6fM4JyTdw5+qvxJWh5XMC4s7YogeQmWcgQIX7Oi9X6qnfdrnbUY2W0knjzvScV2JxqZu8HPPv8ZqpuqQSnF/F3zI3rW5ZPD1qobaoR4JboNRUdbx4B1JxpPYF/NPmnZZrLh2n7XBmzHzfB8ogggJlkR4t1HJzKTCyfj2eJnpb5dnRxcrRU0IpQn6rMqJ96CXx6l9CgAUEqPEkJyQ+2gwYOEkDsAlAD4g5apuD3x/vvva67XSynBZzpyohm1F2uK8ooUxeeD0RIzh5aPX1FeEaZvmY6hOUNDlvgStC3kVXGa3E0Kt4JINLxa76fVZEVtcy1u/fpWOD1OnGw6ieKjxQrnf0elA/N3zQfAkjFzeIqhcNvRs0NP7Di5Iyp1qdsDWho/nv8QYP3ro6MeDaohEhPF+MI15gCkEoYceUR+17SubSYKOuaCHyFkGYBuGj/9OQqHfx3A3wBQ3+eLAO7Sacd9AO4DgIKCwDIrbYX8/HzN9eqUEi6vC7079sYZHc/AzG0zFdsmkx+IPdeOWRNmKcyrgN/H70TjCSnCluc9iwQtHz9eoPvvF/xdN2pP0HaJpiaFH+eT3Z9g24ltGNJ5CEZ1HxXwbh6sO6hIR6R2JpcTyQSOp7i4NP/SNjPIxZIfDv8Q9HcKGpDSSZBY2Ew21KMeVpMVhASa5NuixjTmgh+lVFeKIIRUEEK6+7R93QFUhnlsKQ09IeRtAF8F2fYtAG8BQFFRUfDq1EnMokUsr9yECRMCftN7gPMz86XakMnojxZs1rz6yGrcv+x+AMYSnuqh5ePHM7tn2bLCPp5AoIa/n5fMvQQDuwyUzH9q5M7/en5iQPgTOEelA4v3LwbA0sVMHTo1/D+inbG+Yn3Q380wC61pgsP9YSMp55msxNvU+wWAOwE85/tcEM7OXGj0Lf4cQGDV9XbGc889B0Bb8NOjLc5oODtO7pC+t8RnyWqySuaAeaXz8Nmez1BeVw4AWHZwmeGAGIEgFB2sHbD04FLdEoHqyEN5Ul6ryQqr2RqR60FJRYnkMtGeS3mFgzqzAQDkpOZIVgaTSWRMS3R4gu1IynkmK/EW/J4D8DEh5G4AhwBMBgBCSA8A0ymlV/mWPwILAskhhBwG8BSldAaA5wkhdjBT7wEAv2ztPyDRmDNnTrybkFDwVBBur7tFPktc46dVoi3cgBiBQA9HpQMH6w4GrM9Lz0OGNUMzHVG0/MQSOW1KosLf+a/3f40NFSwIoE9WH5xoOgEKCi/1CgE6weGavkgj4ZORuAp+lNITAC7TWF8O4CrZsmYtMErp7bFrXXLSrZuWO2X7xZ5rx/Qrprc4FYTNZEOtuxZLDy7V/D2ZAmIEiYtelHq/Tv3w5uVvxvTciZw2JZGZXDgZ4/uMx/kfnQ+A+RJvqdoiBOgkgWv6gpXWa2vEW+MniDJffvklAODaawPTB7RXohFe3+BuwL6afVJNRzXJFBAjSFz0fPZa6/lKhlQUiQivvAKwlCxCgE4euMZP+PgJkpYXX3wRgBD8oomj0oGNlYHlffLS89A1vatI5SKIGurcbpGmhxG0LvI0IFurtuLn/X8uBL4kgZt4halXkLTMnz8/3k1oc8TT/CZof4jcbskHr9ELAB/v+hgDOw8UwnqSIGn82lFwhwg5amPk5OQgJycn3s1oU3Dzmxph3hUIBEBg5RWjlZIE8ac9mnqF4NfG+PTTT/Hpp5/GuxltCm5+G5s/Fj0yeqBvVl88ee6TYkYvEAgABE4CxaQweZCCO4SpV5CsvPrqqwCASZMmxbklbQthfhMIBHrwSeCyQ8swrmCcmBQmETyaV0T1CpKWBQvCyoEtEAgEgijQlhPht2W4xq89+fgJwa+NkZUlyocJBAKBQGCE9qjxEz5+bYy5c+di7ty58W6GQCAQCAQJT3vU+AnBr43x+uuv4/XXX493MwQCgUAgSHhqmmsAsPyLjkpHXNvSWgjBr42xcOFCLFy4MN7NEAgEAoEgoXFUOrBo/yIAwP7a/bh78d3tQvgTgl8bIz09Henp6aE3FAgEAoGgHVNSUQIvvNKyy+vSTdjflhCCXxtj9uzZmD17drybIRAIBAJBQlOUV6Tw7bOarCjKK4pji1oHQimNdxtanaKiIlpS0jal+ksuuQQAsGLFiri2QyAQCASCRMdR6cCXe78EBcV1/a5L2BrLhJANlNKoSKUinUsbY+nSpfFugkAgEAgESYE9156wwl6sEIJfG8NqbT+5iAQCgUAgEISH8PFrY8yaNQuzZs2KdzMEAoFAIBAkIELwa2MIwU8gEAgEAoEe7TK4gxBSB6A03u0QREQOgKp4N0IQMeL+JS/i3iU34v4lLzkAMiilXaNxsPbq41caregYQetCCCkR9y55EfcveRH3LrkR9y958d273tE6njD1CgQCgUAgELQThOAnEAgEAoFA0E5or4LfW/FugCBixL1LbsT9S17EvUtuxP1LXqJ679plcIdAIBAIBAJBe6S9avwEAoFAIBAI2h3tSvAjhEwghJQSQvYQQh6Nd3sEgRBC8gkh3xFCdhBCthFCHvKt70wIWUoI2e37zJbt85jvnpYSQsbHr/UCACCEmAkhGwkhX/mWxb1LEgghnQgh8wkhO33v4Hni/iUHhJDf+frMrYSQjwghqeLeJS6EkHcIIZWEkK2ydWHfL0LICELIFt9vrxJCSKhztxvBjxBiBvAagCsBDAZwCyFkcHxbJdDADeAPlNJBAM4F8IDvPj0K4FtKaX8A3/qW4fvtZgBDAEwA8D/fvRbEj4cA7JAti3uXPLwCYBGldCCA4WD3Udy/BIcQ0hPAbwEUUUqHAjCD3Rtx7xKXWWDXXk4k9+t1APcB6O/7rz5mAO1G8AMwCsAeSuk+SqkTwBwAE+PcJoEKSulRSulPvu91YANPT7B79a5vs3cB/Mz3fSKAOZTSZkrpfgB7wO61IA4QQnoBuBrAdNlqce+SAEJIRwAXAZgB/H97Zx4fV1U2/u8zM9kmSdO06UZpKWALggiBUlDEDVpBwKKgRVkFBBRexO33giItuIAKir4gUNlBaJHFFq1sVWSnKQxboS2l+5K2afZMtpk5vz/uvZM7aybJpDNpnu/nk09m7txz75k59577nGcFY0yXMaYRHb+hgg8oEREf4Ae2omOXtxhjXgDq4zb3abxEZAIwwhjzqrECNu53tUnJcBL8JgKbXO8329uUPEVEpgDVwOvAOGPMNrCEQ2CsvZuOa35xM/D/gIhrm47d0GA/YCdwj22qv1NEStHxy3uMMVuAG4GNwDagyRjzDDp2Q42+jtdE+3X89rQMJ8Evmd1bQ5rzFBEpAx4DrjDGNKfbNck2HdccICInAzuMMW9k2iTJNh273OEDDgduM8ZUA23YpqYU6PjlCbYv2GxgX2AvoFREzkrXJMk2Hbv8JdV49Wsch5PgtxmY5Hq/N5YqXMkzRKQAS+j7qzHmcXvzdlutjf1/h71dxzV/OAb4ioisx3Kl+KKIPIiO3VBhM7DZGPO6/f5RLEFQxy//OR5YZ4zZaYzpBh4HPo2O3VCjr+O12X4dvz0tw0nwqwGmisi+IlKI5Si5OMd9UuKwI5LuAj4wxvze9dFi4Fz79bnAItf2M0SkSET2xXJuXba7+qv0YIy5yhizt11T8gzg38aYs9CxGxIYY2qBTSJygL3pOOB9dPyGAhuBo0XEb8+hx2H5R+vYDS36NF62ObhFRI62x/0cV5uU+LLf7/zEGBMSkcuAp7Einu42xqzIcbeURI4BzgbeFZG37G0/BW4AHhGRC7Amua8DGGNWiMgjWA+oEHCpMSa823utpEPHbujwP8Bf7cXxWuDbWAoCHb88xhjzuog8CryJNRYBrGoPZejY5SUi8jDweaBKRDYDc+nfXPldrAjhEuBf9l/6c2vlDkVRFEVRlOHBcDL1KoqiKIqiDGtU8FMURVEURRkmqOCnKIqiKIoyTFDBT1EURVEUZZiggp+iKIqiKMowQQU/RVEURVGUYYIKfoqiKIqiKMMEFfwURVEURVGGCSr4KYqiKIqiDBNU8FMURVEURRkmqOCnKIqiKIoyTFDBT1EURVEUZZjgy3UHckFVVZWZMmVKrruhKIqiKIrSK2+88UadMWZMNo41LAW/KVOmsHz58lx3Y1C44YYbALjyyitz3BNFURRFUbKBiGzI1rGGpeC3J/PWW2/luguKoiiKouQpKvjtYSxYsCDXXVAURVEUJU/R4A5FURRFGSIEAwHq7phPMBDIdVeUIYpq/PYwfvGLXwDw85//PMc9URRFUbJJMBBg43nfxnR3I4WFTL7nbvzV1bnuljLEyAuNn4icICKrRGSNiCREJYjIbBF5R0TeEpHlIvKZTNsON1atWsWqVaty3Q1FURQlywSX1WA6OyESwXR3E1xWk+suKUOQnGv8RMQL3ArMBDYDNSKy2Bjzvmu3pcBiY4wRkU8CjwAHZth2WPHggw/muguKoijKIOCfcWT0tRQUxLxXlEzJueAHzADWGGPWAojIAmA2EBXejDGtrv1LAZNpW0VRFEXZE3Cbdftj5g0GAuy68y661q2jcN99GX3hBWoqHobkg+A3Edjker8ZOCp+JxH5KnA9MBY4qS9t7fYXARcBTJ48ecCdzleuueYaAK677roc90RRFEUZLEoOPrhP+wcDATacdTaEwwB0rV1L63//yz4P3K/C3zAjH3z8JMk2k7DBmCeMMQcCpwK/6Etbu/18Y8x0Y8z0MWOykvw6L9m0aRObNm3qfUdFURQlKzQsXMjGCy6kYeHC3XbOcGtr7zu5CC6riQp9UUIh9RMchuSDxm8zMMn1fm9ga6qdjTEviMj+IlLV17bDgXvuuSfXXVAURdljCAYCBJfV4J9xZFLNWMPChdTOnQdA28svs/O22/H6/YNuSo00N8OoURnvn9Qf0OdTP8FhSD4IfjXAVBHZF9gCnAF8y72DiHwM+MgO7jgcKAR2AY29tVUyx/H/CO3YwcjTT6Nyzpxcd0lRhh3OfdjxwQd4SkoYdc7Zei/miGj6lK4upKgoqV9dyzPPxLwP19YSZnBMqcalsQu3ZKbxa1i4kMZHH0OKikAEKSnBdHfjLStj7z/fqmbeYUjOBT9jTEhELgOeBrzA3caYFSJyif357cBpwDki0g20A3OMMQZI2jYnXyRPuOqqqwC4/vrr+9Qu3v+j9t13AXLywAm++SZtL79C6WeO0UlJGVYEAwE2nHkWRCLRbY42SYW/3U9wWQ2mqwuMwXR1WZq/uDmp7LjjaHv5leQHsE2p2ZrHIsFg9PWmyy9HPB6KDzwwpWbRrY10MMEgiOAdOVLn12FKPvj4YYxZYoyZZozZ3xjzK3vb7bbQhzHmN8aYg40xhxljPmWMeSld2+HMrl272LVrV5/bJfP/aHnm2Wx1K/N+BAJsOOdc6m69lQ3fOpPtN9642/ugKLkiuKwmRuhzyMW9qNjmUY/9mPR4kppFK045JfUBsmxKjbj8+sLbthHasoXWpUvZcPY5SSt5NP9zSfIDGUOoH88JZc8g5xo/JbvMnz+/X+38M44EETA9sTHls2Zmq1sZE1xWA6GQ9cYY6u+8i8JJk1TbofRKMBCg6e+L6PzoI8L19UMyXUUqISEX96JipU8Z+fWv07hgAeVf+hL+6uoEnz/T0QFA+ckn0b1hI5HubrpWraJg4kT2+t1vs3r9RVIFdCTRLAYDAbpqa5Pv7/FgnHlWGXao4KcA1gRXfvzxtDxraRYqc+RXlOzB1/LMsyr4KWkJBgJsOPc86OqKbhuK6Sr81dUU7LMPkbY2ECG8cycV3/iGXv85pPjAAwHo+vBDGhYuZPuvr48pmeYbMxaAsk99mpG2hWLNzFkUTJ4cjZjN1vVX//DDyT+I0yzGu+44lH72sxRMmED39u20Pf88weXL8U+fnpW+KUOHvDD1Ktnjxz/+MT/+8Y/71dbj90dflx59dLa61Cf81dUU7LdfzLaBaju0qPmeT3BZTYzQF6UP6SpykZIjKcZQevTR7Ld4EQBtL77IR6d+lY++fBKbLr1Mr+M+EAwE2DZ3Htvmzuv379a5YYP1f/Vqan/xy56SabbPn+nqBLCCJ2zE5yP48svs/OMf2fjt87MyZsFAgMaHF8RuFME7ZkzC4iZp6hZg0p9vpeLU2bS9ZHlLbbzgQr2ehiGq8dvDaG9v73fbSLDN8meJRKLmi1xQNGkS3WvXAlB59lkD0nZEneWNSRmVpwx9/DOOBK838WGXoY9V/YMPsv2Xlotw28svA7kLpogEg3j8flqetqJFQ9u2wbZtwNDUYg4WvaVZidd6NT3xBJPvu7fPv1v3urU9b1z+l2JfW6bTEvw8xT2CX8SZh101dQc6XsFlNTGuOPh8FO6zDwV77ZVw7FTXvPh8MUJhtvqmDC1U8NvDuPXWWzPaL1npnkhbEO/oUYR31hFpz53gF25uxltVRbiuDv8RRwzoWMHXl0Una53k9lz81dVUXXwRdX++jaJDPkHnu+9RMGUKe13/64zGu/HRx2LeZ+Je0LBwIfX33U+ksxNPeTl0dWXFrzAq+D2bIqAjy5GiucRJNeIdNYqqSy7O+DsFAwE2nnseJhSKmlzj28Zrvfp7/xdM3Lvnjc+Ht7yc8K5d+MaNo3P1aoqmTQNiNX4R1wI8WzV1Y/ywfT7G//xqmp/8R9JFur+6Gk95OZ7ycrwjR9L5/vsxx5HCwqjmsuHxx2latCirPrHu5wuFhXgKCoZsirCdf76N5qf+ReGkyUPOZzgVKvgNQ1KV7imcMgXfqNGW4NeZW8GvYK+9CNfVpXZmzpCigz4efZ3vRc3d+dsQoWDCBIr235+KU2fvEZPNYOMbPx6ASX/6E2tP+Qplnz02pSbIrSkKBgKEGhtj9unNvSBZmgwYuEbORCIYW/ArnzUzqn2MYQ9Jutvw0MPUukpLtr38csrfLVhTQ9urr1F67GfwV1fT/NRTVpoVUgt0CQFrXm+/fjff+HHR12IMYTsatnvTJmrnzqPyvPOszwotwS8YCBBpaoq2GXfVlVm5f/3V1XgrK/FNmMD4q3+Gv7qalmeeJdzakrBvuLWNSEsLJYceStXFF7Ph7LNjjlN51lnU33UXACHblJ0tbXIq/8JcpgjrLztu/iO7br8dgK7VH+4x2nYV/PKA3kwWfeGKK64A4Oabb059vhSle8IN9RQfcACdgMmRxq9h4UK61q/HO3o0gOXkPgAK99rLeuHx7BYzr1t4M11deCsqMkrAmyx/W2jLFtqXL++3iSrfCQYCNCxYSOfatYgxjPz66Qm/k1urli5fGYDp6gYszYunpCTpNRwMBNj47fOthLyFhYy76kpqf/kr6O6O7uMdNy6hXTzxSXtjcGnk+poUPRK0NEWe0tLovo2PPmZFiq5cScE++7DXDdfvEddC49//HrshhSYzGrgTibDr7rutgIqxY6Ofp1rQ+aur8U2YQGirVcxJPP10aY/TGsYTXLYM6DH1xvuUhhubEtr0hhOhDsQu/CIR/Id+MvpeiosxSdKytPx7KWAJ08Hly2OO66+upnPlyuQnHoA2ufWVV2h/401CdXVJ/Qth6AXqtb74YuyG3ahtj587sokKfjkmmhm+sxM8Hkad/23G9TM4I/64qYTJVKV7EA/eUbbAlSWNnzvFhunsTPvwc2sAwjt2ANCxZs2Azh/aVQ+At6Jitwh98cJbuK4uowS8qfK3QaJGo2HhQlqeeZbyWTOH1CTqJplWoPa994Ce3yleq9a6ZUvaFbfjayWFRUhJSYy5LXreZTXWfsZgujqt/HhxD/Pw9u29jll5uqS9tkYu/nrIROMRCVoLHU+pP7qvs//qYz5D6VFH7RFCH0DRAdPoeOedmG3ekRUJ+7nvDedecAS/ogMPZPzca1IvBlwJj0043K+HtgklF2Icig/5BJ3vvx819fpnHGkJZB0dINJnLaOTy9S5Lhsfe4yRp51GxamziXR0IEXF0X09RYXR695N+xtv2J03Uc0owMZvn8/ke+4esDa5raaGutvvsOb1rk5MdwjTkqh5jMczqrLXffKJkkMPpXOFqyZEit8n+GaAXXfeScfKlVmptpOsoMJor7eq3weMQwW/QaZXB2TnQQQQiQw4b93NN98cI0xKURGT770n5tz+6mqKPnEw3Rs2gkeItLaxzwP3s+nC79C1aSN4vf3S+DlCXqiuDl9VFcUHfTxBm5Lu4Vd3550J27rWrsvovG4tG9han/JyQtu3A2DSHSBLpBPeelvpppts3RqNhocfpvZaSzjOdRDCQEgVdej+nZzghhjSrLid6EpPYQGe4mIiHYmCXzQhbzgMHq/1AHz11ZRJk1P9tiO+8hVqr/sFnlGj8JSU4CkvtzRyLr/CujvmJxy3t+vAEVTcEfYO3vJywi3NKdsOJRoWLqT1xZdiN4ok1Y7FCIORCA2PPBKdM3tb0LlLnEmSlCeZWFpMKFHL51B5ztmUHPJJmhY+EjX1+qurmXzP3dRedx2hul19FjSDy2piFyOhEI2PPELTokWYjg48JT2CnxQWJRX8Cvfb33rh8UQD9qBHcK66+CIgTpucoU9sMBBg49nnZPx9pLw8KhS2PPkPVr34EkUf+9iQcGMpPeooGh96CADfhAlM/P1NyTXS34qtFDvQajvJ5scRXm/WpGYV/AaRTOo8DkbeOrcw6S4z5DhSR7q76VqzBm9lJeXHHUfjggWYzk4ibW10vPMuGEPX5k0Zn69h4ULq7pgfNalEiUsI7VD7q19T//ACIs3N0dURhsT2gHfkyPTfNYU/STyRhgYaFi4cFCHJbY5MRee6dTHnb166lK41a/DPmIG/utoyS40fjwmHkYICwPo9ig85hJGnn8auv9zJtvXr6d6yJea4jY8+lpXvtLu1iKmicN2+dWVf+Dxtr8Rp1dJoJCJdXdY1V1BgmXqDSQS/6moqZn+FpsefoGL2bCrnzKH52WdpfzNA8UEH0e4yi6Xz83PurzGXfo9RZ54JwKrpR1J2bI9fYV+Tou+6/34a/mo9ZJoWP0nBpEkx84VnxAgiGdZnzWdS+Uc6gpn7WiyaNo3aX/yyZydjCLnugeDrr6e8r40xRNrb8e21F6GtWxk/b27098xkbo6SZm4pPeoowrZ/qDuq119djf/wI2j6xz/S/BLJSXpvGBM1M7s1flJUZF33cRTsNQGAym99k6KpU9l+/Q1W7kHXItKtTV556GGMOP64jISwTNMjOfgqK+l2aQMjjY20L18+JNxYoooEv5/iadNSKm+SMZDneLI5rjkcbujXwZKggt8gEiOAdXay7WdXE+noiE42nvJyQrZJ081A8tZdeumlhHbu5Ap7leeeTOMn2/DOnTQ+8ggAm/7ncmuj/ZDq3rQ5o/OlmsTdx0qgq4sul49J7dx5PWWRbLyVlRigfcUK1n39GylNxKk0R8kYDP+SpN+/qAhveTmmuzvq5B3aujW6nxQWse2qq6JCStmxxxJuaiJUW0vBpL3Z67dWtv+Vh1VTMHmypeFLoUns+OCDqN9Of9n8k5/Q8qT1gNpdWkR/dTUjTj6Z5sWL8Y4ZQ3jnTsbPmxtz3hEnncT2X/3aivBuaUEKCpj8l/mpzXqd1n0ldiH6SIqURAUTLL/PgnFjCQYCdK5ajcfvZ+yPfkjDgoU0L1pE1Q+uiOlLQrWGaAoPl9nN7yfS3mNa9FdX4z/6aII1VjUaz4gR1D+8gLo75idqprdtiwkIaHvpJYLLlsU8FL1lZUNG45fO1zVV+bnRl1xs5cqz75O2l19Giot7KvmkINV9bdrbIRSieOpUWrdupcDlu5lqcZwMEwpDQUGCSwBYPpnOdeaO6gXwlJcRaWnBGIOIpP0ObqzFyWyaHn88Zrv4fJhwOEbA9BQXJY3qNbabw6izzqJwyhSKpk1Lq92UgoKk/otJ+9cX07XPR/msmdTfeVfSj/M904Jzn3orKuhYuTLpXDsY1XZKDjsMioqsay4SYfQll7DrB1fU9fuAcajgN0gE3wzQvHRpzwZj6Fq7NnUDm5IjjkiYxOKjPdM5ucuGDYTffx9KLFPRCFuVXndLijQvjgkgzj/DU5Hoa5OM5iX/ymi/XokTbCpO+1p0sgjX1qY0EfdlEhqMsldJzZGdnUSMoeKrX6UxLhlw46OPEdq503pjDHR10eq6Tro3bWbD2eewzwP3462ooGv9+pRCHwCRyIAmzoaFC6NCX/Q77SYHbG9pKd4RI6g8/XTq/vxnRn796zGfOw/msVd8n9aXX6Zz5ar0Jjk7YAPAU1JCt0uQij2xtcjo2rqVurPPiQoWG889jzE//AHNixZReqTLJPjmm5avHkS1Q44m2jHvOeeM1zJ6CgvxVVURqq0l0txMV3Pmglv8Q9GEw3S8t4K1p36Vym+ekbcm/mRaeLevq2/yZHD7l/l8EArhGz2axkWLY46VST7RZPd1MBCg/iGrykXXNsuS4GjmgoFArNN+ihq80T6EQ3iKixl79c+of+BBulx+x5H2IKazR4h3E2lugUiEtldfo+zTn+r1e7jxlJXGvC+Ysg9jf/L/2HLppbEavxSmXidISOzngGNVSEWfBL/qasTvx1tZGeND6K2ooOigj9O54v2EYKzu7dsT5hnnvPkcoe78JqHt2yESifpIxrtOSXEx3jFV1kJg1y5GXXD+gO7Plv/8B1zj6suyb2ReCH4icgLwR8AL3GmMuSHu8zOB/7XftgLfNca8bX+2HmgBwkDIGJPz+jPWxHcmRPruWVY+a1aSY8VOoqmc3Ov/+lcuXfMRFBb1JC197HFGfu1rqZ15k5ljC3x0rlrFh188LuamTuaw6v/0pwm+/nrvX8zlZ9IbZccdh7d8RML2ZAKJv7oaT0UFnlJroozXpESamwk3NloCxiA8KP3HfibRHIkr+s9+qDl02AJsWmw/Nm9FBZ6SkrS7DnTibH7q6YRtAxWQHZcC39ixaaNwI22teMrKomMXCbbjdT3w3JoUT1FxrwFHlk+rI/gVR7UeqQht2RozNqa7m+7Nlhlx8w9+iPh8eMrL6d60KXqPOMJY2ec/Z/etMNpeSv1EXMEE1ndsS9iWKe6xDQYC0fusc+XKAfsQDSbptPCNjz4WE1FaMn06Y/7nMjaeex47b78joyj+wv32g8JCuteto3C//ZIulDe4BPqu1R8CsO3a66j99fWE6+IUJ71ZDEJhxOulcs4cSo85ho+O77k/THt7NGq2efFiKm1fr2AgQINtTdn83e8m+Fn3RrxJv3vTZui25zaXxk+KijDd3ZhIJCZq2Qls8vjTzx/R4xQWZiz4GWMwnZ1UnHwyY39wRUZt9v7d72iYPt1yiWlvJ7RtG8WHHsq4K/83b7V90PM8SZcL1oTDmI4ORp7yFcq/9CXWzZ5NqHb7gCwx8c/q4Ftv9es4qch5yTYR8QK3AicCBwHfFJGD4nZbB3zOGPNJ4BfA/LjPv2CMOSwfhD5wnPz7F05QOHGvxGMlm5iSlKJqWvxk4n62RqhyzhwoKMBbVUXhgQdSuN9+lB13HKMuOD+xTXeIcF0doa1bCdfVEa6ro+ujj6idOy+hnNWI448DwDt2LL6JEyk77jjKjjsu4ZDFBx/M+GvnUbjffvgmTqTwwAOTaxV9PktYmHGkJTS5SCaQGGOItLVRcfLJTP33Uqa99CLTXnqRqUufY/+/P8HUfy+l7JhP4y0vSzxXFhjxhS8A4KkcGbNdCgqoOHU2+zxwf0IJul5x/Ni8XjpXrbL8fQoLo79bweTJ0V0n/DqzBMWpKD322NgNRUXUzf9Lv0uDOabvjnffpXXpUjacfU7K44Rb22zBz9JKxD/03UK8FBdhOlL7UFr7d+IpsASx+Kjeluefp+6OO2hYuJDgq68B4K0abS18bKSgAGMLeOHt2wlt2ULXypUYd7/sKM2oqbfIrfHzJ0QSh9vaovkFM8W3zz6MnDMnxsybzI8olck016RbiPjGjsU4wrbXQ9mxx1pabSzNfiaRofsv+Sf7//0JiqZOxTcmMdAxuKwmqXk40tSUKPQBGMOuFKZIwOqvPRd12TnvHJqfeZbWf/8bgNrrfhGdH5NVx+gLkdYWy7zsEA4TfONNINa9wFl4mDg/P8floLeFY/Q4BQUJx0iF6eyEcDi6YMuUyjlz2H/JP/nYv5eCx0Ppp47Oa6EPwNjCNj4vkBggBERzzXpGlNO9vRaA5iVLBlSqr2jffa0XHmt+8mWQYqov5IPGbwawxhizFkBEFgCzgWiqcWOMW6XyGrA3eUyqic9TWWmZg1w+fk6Aw4gvn0jd/91CJO7hlnISTXIBeisrmVtrlXa6dvwE+6SWGcN0d0N3N5Xf+iZjvve9mHaFkyZRf9/9IELhlCkxpsd44rVujklhwrx5lH/REoKCgQCt//1vzOTr+Oj1JU/bPg/cz9arfkr3+vWMnzcvqXYj0tYGoVDaIBApKEzqAN1f3EEyjt/PxN/8Bk95edLcW4Xjx0dL0MVTdMghdH30EcUHHUS4vj6aPR+g84MPenYMhwlt384+N/6OSEsLmy662Gq/374D+i4jZs1i529/i2/iRMtpvrOT0JYtvaZOSUWCMJImCjfSGq/xixP8bI2fx9b49Wb2i9j3FVgak3BjI8FAgK71Gyyfyvj929stX9LubvwzZjD6wguo+79b0p6j+OMft/Lz1VgPcrd5z+P3R82J0XO0tVHyyU8y6sxvRa+ZSHNzUs10ujQQ0YWQ654aDNeFbOCvrrbGtWIEGOt3jjQ0UHHaaYw8/bTo3CAFhfhnHJnaDaWkBN+oURRMmEDB+PE0xwVKeIqLk2YfSFm+Lw2tS5emDhIJhxBb8Ot4972Yzzri8uE586N/xpGWT153d1JhoTfCra34xo8ntKknyE7saN6Ya842+5rOTnAJhKa9HSkoiPa7N/pi6o0KOqWJkecZnUsET1nZkAhUcn6TUeeeR/1dd7HX736XMJeF7e/hLR/RM2fbwTj9dcPxjbHSFY0845s0PvQQnR+spNTj6Zukne742TrQAJgIuENINwNHpdn/AsDtWGaAZ0TEAHcYY+K1gQCIyEXARQCTXRqTwcBfXU3h/vsTamjAO6Kc7vXWKrHixBMYf801Sdt0b9lC3f/dgokzZ/mrqyk6+GC6N2/GU1pKuLER093NPvffF1uUOxCg7cUXqfBaKxOn5NmIU07BX11NqN7OZ5fEhOoWyJIJbW7iHzbGTpnhTjHgr65mnwfuzyhxbTJh0H2cyjlz2PGb3zDipC8n3SfcYAU6pRX8CgujyX0HSqpglraaGsb96EdJb/LyL81Kag6moIDOVauigQXutnV3JLmMHSHqiMOjm1IFMGSKsTUD/sMOpTkuYrg/yUrLZ8a5FKSLwm1txVs1ukfwa4szkzp5+YqKkeLitFHT0BPcEQwEaFm6FMJhNpx7Ht4Ridc8QOfqDwnX14MIbS+/zOgLL0g9VjZOIlVngRbv49e9LTYyPdLWFk3GPBCzrHNP7bjxJtrfeIPKAeYJGwjOYg2RpIJquLWNSGsrJYcdRtWl36Nw77358NjPUvKJg/FXV1M+cyatzz0X9ZVK5YYy/sr/jR471NAQFfwcE5qUlCQI2mAHDp1yMs1/X0TZcV8k3NQcE62dipS+rbapF8B/1AwrR193t6X1Kikh7NIIO/Ojv7qacXPnUnv11VR9//I+P/wjLa3WOV2uOM5cF6vxsxc6nZ143e2D7UiSlECp6JPgZ39fb1n/rSjesrKoANmwYCGNjz1GpLsLT0FhXpV2cxZo/ulHUH/XXRSMT9S8ReyAK095GX5nIS4yIDeccLPln1z6qaNpfOghgq+9xj4FBdP6dbAk5IPglyzcKamdVES+gCX4fca1+RhjzFYRGQs8KyIrjTEvJBzQEgjnA0yfPn3w07qFw5QdfRQTfv1rVh1m3fSeFA8gsDKwQ/IHucfno+Tgg5l8911smzuPxoUL2f7b3xFpaopqiBzTwg/HjAWvl1Fnn82uv/wl+tCL2E7l3orUfYBYoc2JyDOhEJHGRirmfCNGQGz6+yK67eLx8SYFf3U1/lvTa08ywTuiPNp/b7n1uuGhh9n1wANEWpox3ZaA2v7ee4z82leTHqMv/iupaF76b7rWrKHlueeSft5um2GS4fxmjmazYMIE60Fk9ynS1RUN6IhJBRKn4XGEKCeAAUjq2N0XHNNk0cEHw9PPJD1fX6j42lepnTcPsDQUk+9OnSYjtGuX5Vdnp/FJMPVGBb9CK5IxHI6mpEiG6exECgtj8yl2dSU37+FKH+RanTv5zdw1eCPNzYTr6/GOHh0dSydnoNvHz+P3R4M7nICs8K5dtL322oAjr8G6p8bPvYZ1X8ld7rP6Bx5k+69+FX1fO3ceO2+7HfF4ekyFtvncqRox6Q6r5FW42TLjeoqK8I6pin6H+Aolyeq6dq35KPracbD3FBcTSrHw8RQV4x09mkl27XK3ZcEphegpL4uJNk2lQTXhcNTU5+ToCy6rof6ee6J5F4sPO4yRXz01ps+l06064wVjxqT+QeOof+BB6h980FrojxjRY4L1eIjYZvDWl16m9FNWsEi3beHZdOllhHft6ilj18d5wTpP3wS/vpp63XjKywm3tloLaXu+cMin0m5OwJjPriQViquS0rBwITvtRXrwzTcZf+WVeKuq8I0Zw/hrft7v+9R5XneuXOXenHloeC/kg+C3GZjker83kJDQTUQ+CdwJnGiMif76xpit9v8dIvIEluk4QfDb3YRbWvCUj4hRy3tHpI6UdVZxycxZkY4OvGOqCAYCND76KAAdtu+AU19x/M+vjq4OnZVGw1//GvX1CDc7q5LyXvseL7R1bdrERzNn4T/0MCAxszxA54aNVgh6lnH6G25poQDYOf8v1P3+9wn7NT70EMUHTEs6WVgav/6behsefYzaq+3fN0XZJ28SXyM3bo1P3R3zEzUQcdo1twDetW5dTAH1znU9Sa0HqvFzTPUlB38ier7WpUspmDyZvX5zQ9+rHLgeOOIrsCLK776btuf/y4iTvhyzcAjV1hKqrWXHb38HQOPjjyGFBdFzOt/NU1wcjWSMdHbiTSX4dXXhKSzsMfUl0VpLaWmsz170g54KC8m0c5uv+AGdq1cnfE+3j1+krY1Qfb31MLvuF1FTY/eGDQmCfX/xVowEIJwqYnmQafpXYhR/uLY2+c62QN3+1ltIQYHlt4Z1L8dbHnrTiAbffDM6vzlCuhQXp7z+ww0NeF1+t6mOX7j3JGqvvRb/pz+d8vwmFEK8PY9KJ0K2/uGHiNgaxxEnnpjQ3j13ZcLOO++k7sabou8jDQ3g9eIdMwa8HlrsQKz6u+6icPIkiqZNY9f8vwDQmSJoLNPcpb1p/NyZJRzBr62mhvLjj8/ou8XjpLpJ5aeaL6XdnIWmd9QoAGp/+SsaH32Mwn2n0LzkXzG5ZxvuvY+ifffFN3o0BRP3GtC9Hm5qBq+X0mOOoe7Pf3a0vllTWOWD4FcDTBWRfYEtwBlATBpsEZkMPA6cbYxZ7dpeCniMMS3261nAdeQYY4yloRpRHpO/KZ22LZ3GL9Lejqe4JHVliFCIcH0DiHB1YyNF48fxUHU1npISOlau4qMvn2TVTwSCy9+g3A5IyBSPrdJ3bviEzPJYkYbM/kqfjpsJjsbSEVxbnkmMQnVINVkMVPALvmYFA2BM9GHuGVUJ4iFirwBbn34m40k2nTYvZr8UWlOPv2el3VvAQ29EncD9JZQccgj+W2/hw2M/S+lRM/o1cTkCkW/sWEI7dlB3993stAU7p6Zp5Zw5Mc7uzgOnefGTtDz9TNQE6E6T4UQymo4OSGFiinR14i0tw19dzZjvX87OmxIXCKkifR3fvVTEV82IxKXwCAYCtPz73xAOWwmHk9TCzka+MmcOCTflJp+ff/p0Ot5Mrd2Ox1qEzsBTfn9U4xdpaopq7zM+74wjoxGszsK2/e236d5ey4dfPA5Eopq8ilNn07VpE5H29l41rZVnzKHu9tvpeP99PjzueIoPOIDR37kwtk04FDX1OgQDAcK126Pvd1x/PZ7iopj73xH8IhkKfi3/XJK4MRzGW1ZGd1y+15ZnnrWqnPSSKSHTBO/pBL9USfIb7rufoiRR1RkRCtOx4SOK9v9Y0o/zxX81Ymv8Wv/zPEDU/zkVLc88i6e0lEhr32rMx+e9jASDlpJBoHDqVExHOxs+dK08B0jOBT9jTEhELgOexkrncrcxZoWIXGJ/fjtwDTAa+LMtSDlpW8YBT9jbfMBDxpincvA1olhauccw3d20vb4sJqon+O67jDwtebFl8XqhoCDpg9y0t+MpKbYEg4ICiBdifD4rGjESYVx3N9iJJkMtzUTiotCc1WJfblZHpd+4aBG77rknqbZhsHIxOZPn9uuvp/KMMyg+6GA631uRdN9Uk4UUZh6xlrS9K32CQ6S+gcL996fLpfrPdJWaTpuXCW6n6s7Vq+CEL2XULhmOIOQ21XvKygi39s/x2vF984wohx07qPvjn2I+jzq/O36KjhY1HI7mBKu75VaqLrs06u/qBHe4j+/gnjBDO3bgHTnSetgfkSLAP8WDsrci6OH2dsK76vnoyydBYWHUfNzx4YcUTpoUuyhL5h/bD7N5MjzFxVBQQOsLL/RaamwwKPv0p6ifPx+pqMD0onUs+8IXGH3Rd6xgD1vDA7b2fu++xee5TazO79j6n/9YlTxsrUtoyxbaly+n8bHHotdTsrxrbhzNM1gattYtW2h94YUY7ayVwDn2UZkqyjpG8CssBJ+P+gf/StNTTycE9RRMmIC3ooJwUxPdW7cmmBEB8PmQUn+CltqpapL0eeAi0wTvUliYMpVOuvQ8/dHMBQMB2t9+G4yJWj68o0cjfj+hTZvwVlXR+sKLFKWolLE7Md3dluD3/PMZ7V8+ayYtS5daipgMCL4ZYMcf/kB7TfKo7w1nn0PxwQdDURFtkUjfpMk05FzwAzDGLAGWxG273fX6QuDCJO3WAocOegczJD5/VMc771grJZumBQsp+fjHU94onhSmi0hHB1JcYgkM991L098X0fnRR7QHAnjHVLH3H/5A02Ir8en/VFWB10twWQ2RFBdfX29Wj+1T1vneeyn38R85OIKfk2i18wMrd1n5KacAVsoLZzJMlWPQQQoLIRKxTDYpotx2zp9P239foOIrpyQ6q9uBMQnE5T/syyp1ID6Qnat6/D7q5v+FUleZsL7Sk++rR5j0lJf3O+LO8X3r+siKYo73NXJ+o6KpUwEo+9xnKfvs56i9zlbURyJR37CRdk60GI2fK/gpaTWaujo2nH0OE3/724z66xs3jqrvfTe9mTEQoGXJEohEEpKwb7n8+/geuD+2BrALb1UVJYce2ifBPh3BQAC6u2l/441ehZqBnidZcJYjHEy5527a3303aaSyIxQ7Qh+AeH20vvgiqz9zLOH6XYSbm/vs9+hOQlx3x/zUlYHicjOm07QmTbMSp5014VhTLzhaey+EesY7/v5vWLjQssbYKbESTpNGc+RcN2WfPZbaedfGfFZ+ysnR8XA/D7q3bo1qixzfQ4zJSNOcLp1LugVLfzRzwWU1CWPnnzGDomnTqPvjHwnX1dG6dGm/sgpkG9PVhRQUpM6Da+ObOJGqi75jWTNef53ujb2XPLVcps5JGUgJQChkWWW601ev6St5IfjtKTT9fVHiIMY9CNIJXZKi/E6koyOqkXFPfutOOx3v6FH4q6vpWGFnv/F4LJ+Ekan9CQdDje6ONMsm7XETc8c77wCw/xOPJy1knwxHcDVdXUkFv4aHH6bu93+wzvfGG0CsY7GvKrlz9qhzrULlu7PGLVjm+ijh8IBMiE4krbg0ft6y0mjEHfQIAV3r1kFhoaVhsP/Hayujgl6Sh7J3/PgeAcI+fvnMWYw87Wtsv/FGvBUVhOxgIdPdTddHlkO/FBdHr//gW2+z4/d/oP3tt1MGbRAK0bnmw+jbwv33t3LFxd2LUljIxJv/0Otvl9LFwj6XExRSfNBBCQm6iw84gElZCHKK6YvNYJW7CgYCVqUS+zs7zvZF06bR9KSVKzRVpHIwEGDDNy2B3RFMgR6B2db6hbZtG5DfY1J3iST0FlmZkduFK6o32q66mn0eeCBt5oKB5FkcdfbZVF18UVIB172gT1aRIxgIsPHb5yfU5k1HOlNv8TQrmNRTWRn9HXpbbKfDP+PInnkkiqG9ZlnsjllyjxgIpsvS+Dnfc8eNNyWY7idc/2tGfrUnsNBTWka4rfeFc6p8kzH4fBTuvXdCGqGBooLfYBOXTyqd0OWuThBNmQDQ3R2TLiV66MpKwg2NABTsZSV+vrrAR8FeE7ilsSmmWob4/RRMmNDvm7U3Ms0X1Vfi02sU7L03oa1bYwSV3hCX4EcSYbH5X7HeAQkmm9JSKCyk7Nhj6fjgg4R8a7vbCTnq79TZCV7vgEyIyTR+JhSmY/XqaOWWlAIWPcFFzgM8KvglyaPmHTEiquUJ2z4wjv+ob0wVBRP3jpZGwuuhwE587CksjPrS1f7sZ71/KZ8v6oMH0PXRR4y68AK61q2na906vKNGRX3BMnmopBUyXL//yNNPiwpJDtleZEU1i/Z9nW6B11+Cy5YlCLqNjz5G56qV0cjPzvXrKdxnnyRtEwXTlAzgwZ4s+0Cy67TyrDPTHt99nNaXX4KubnzjxlkJne0FjZXA2Zu0bTqtfW9aopS4BM/+5G+MN4tn8vumE/yanrb8qiONjdGShQMRxvzV1Yz/2U9jtPUt/3qK8lNOjt0xS+4RA8GdRaByzhw63ltB49/+FvN7eeKCNj1lZRn5+KXKN+mpqMBTVhbNa9vy9DO0vZZBdaw+oIJfFqk4dXZPbVaPx/JxufACOlevzlArZGh75VVWHXV0TMF2gI7YsG5rb2Po+PBD6wFtTwyf+OIX8Y0aFU374Vy4k++6MysrJ99ee0UTUPuqquh4+20g8+ixvlI5Zw6d6zfQcM89VJ53LqYtSOfIij4VPe/ebjlhf3TqVyk+YBpVl1wSW2vx05+KBh5A4sQabm7CN3JkVjU3A8Ga2O9hw7e+RcVXvtK7xspOveM2B4FlQnUEv6Yn/k7lGXOs0mA1likmlGmpMdcD3BG4xl11FZ0ffkjnRx8Rrq+na+1auj78sEcLZGsxnJqk3pEjEcB/1FEEX30V7+gqmv5leX80Pv4EXZs29toNt1k1Pilw5wcrmXzXnZl9nzjifTIj4TAh23fWrQlyp+1JleMuq4TDbP/Vr7PuC2WSZI3wjR0bo83sWLGC8s99LmE//4wjo3nuYrRNyQTnAT7Y3YJX3R3z2fmHPyTs0/nByoRtyY7DhRdYFTiMSUhgbsLhlCmE0hGfpsZtDgcSBNVkbgF9yYka/536ck2kE/zaa+wMBANMSuwm3JjoHxqpb2D8tfPYfuNNmLY2xv/86tz7+Lnqf4OlbAHbD9rOq7j1Rz/Ed09PSb5wSzOmvZ1tP7+Giq99NeV38FdXU/qZzxB8/XVKjzkGX1VV0sVo28uv9Jjus4QKflnEyVhfuP/+MTUInUTE6QgGAtE6ocnodBUGd/YPvvJKjHMzwGUHHcSY73wHoM+rvnR9cwjX10dXfNt///uo4DeYtUNHffMMGu65h+Z//JNwayvi8WTsHxQMBKi/516r77W1tNXW0vbyKzEmpvLPfpa6m/8IwMhvfcvy03AHDdTXI97Mz7k78B9ejRQVxaSsiKdh4ULq7pgfc32konbePBB7Qk7lO5UKr5dgIMC2uXMptEsNFR98EKPOOhNwPZRdD47ijx9oNbU1fiIe2t99N5qk2Z0ipHbePAqcEkZJKJk+PSEBdry2ZaCatwQh449/tPxG40ztA03U3Bvx/lHZNvcGAwHqbold4IyfN4+iA6bFVPQpPfpTSdun0ja5tXOIJFTpGSiptLKZjnsyv7NoWcxQKJp1oa+kux6cBRmQVvucrZyo6ZDC1IJftESk7UaUDS1cKk1m0bRpVsBZJELt3HnU/eUv+EZWMvLrp+ckvUu84BdNj+ZyhTHdPQvfYCBA0xN/B6Dxb3+jadGimNKL8YTr6/GOHJn2XnCSlO9plTv2KEwohH/6EX2e0Hqr5Wgi4RjBI+lEBQRfehlswa+vq760fbPNS+4HTXx07WDlXmp96SWgZ4VsIGP/oKT+WXEmJvdNXHLwQWy/8caYxK59PefuwojQ9MTfaX35FSvhp+uB2rl6ddIKI+loeeZZqi67tFffqcL99oPCQrpWrsQ7YQLhHTtoc6LebJO/2+fT/aBwHhyOL5+nrMyK8uulCHkyDa/boToeZ9tg+F/Ga9N3pzkqPrI/2+ePSdVk580bceIJCcnnOz9cjf/wNIJK3D0y2MJLvOk3Xfm7pO1TCI4NjzwCxlA0CCb1bM3P2SCdxq9grOXjPOrb51F+/PFZ6XMqTWbdHfNjxiC0eQuhzVuofe89dvzhZoo+9rE+uWlkQioBPBgI0PnRR2ArGsAqHgD03CNxwnD888Z0d1N3x3zLUtDZScnBB0eFvGAgQMd776WNPg8GAjQsWACwx1Xu2CNoe/VV2t9+G9PRgac4c/8zh96clbvXrWfjuedFVw+p9v/B6lUUnnEGC+yLJRuketDF+98NVu6l1qX/TtyYoX9QJs7b7kCG2l9fnzzBbx/OuTtoWLgQOjoId3TERB07JqqiaX2fI8pnzUx4gDr50cTrJfi65Wey/5J/ArDyk4dSNHEiQVuIA6K/sztxub+6Gt/48XhGlDPh2mvpXL2anXZN3OZ//wfpJRcZ9ATSND76GL6xYzPSFg2W9q0/PlTZPPc+993L1qt+SmjHjqQuHI5/cLi5OZo2JN3D0qk97Rs7lsJ9p/R84JQKa2yMVuNwGEwNf38ZiHDpvu7bXnstOgc4kbeZJL4fykhB6upGzvxYddFFeCuyJwAnG694H9aYfjQ20r58Oe3Ll9P0xBNpNWmZEp+j0DkuEFOkYOO551Hx1a8m9Kv0U5+i6rJLe6x78SnXRHoWxUBrbS2tS5firaqyIuTteyyV5j4ulU7m/k29oIJfFmh95VU2nX9+9H24IUX6jzQkW7EWTpkSY15xXxzu/dtXrIiaxmbMnj3wL5Skb8kedIOpVXGT1Ek6Q/8g9+8UXL6cSEtLgtbOHaWVUujrwzl3B2kjBkOhlAXUPeXlUaFMiorwlJcnlMhKNiG3/Ps/UcHPQYqtslgxDsr2a3cNW7B8+AomTKDzgw+sqhY2dTfdxKgLL0i6iPFWVSVED+aLoJFLbY2/upqyz3yGpsWLkwp98ZpeJ79dsodlwv7uyjS2xi/c1IRJ8iDOl+oK2cK57td9/RsJ0dnhnTtz1KvdQ6ihnkhbG+u+/o0EP0KnFvFASrRlir+6mlHnfzvB4hJPX1wc3D7OprMz5vvF5yiMCUhyCcJRoditbS8sjBH6nP7vc9+9bL3yKro3bLDyP3YmpslJCERyVQ5y405czh5WuWPI0/baqzHvu7elKGHUC/EP3GAgYOWxS2HWcfY33d2sPOSTAFx55ZX9OndGfUtykw22T5NzDuipn9pX/yDnd9p5y63U3XILJZ/8ZMzn4V5y1mU7F1s2SBsx6PNR+uljaK9ZjnfMmOgkI0VFTJp/R7++g1Mz2Y2nqAjviHJGnHwyzYssU0nlWWfRcN99eFw1bJ19TWcHjYsWJxyn84OVA0poPRzx2Cl3jDExZvDmJYkl1RySPSwTFhCOgGcXmTddXWy6/PtJK57kS3WFbDPytMTobM8gmHrzhWAgQPM//gnG0PHuuzHfveWZZzFYi7zBytwQz7gf/5jCSZNofPQxunfuTFoSMFMXh2AgwIZzzwVXHWJ3LWB3NR4AjKHh8ccTFABSUEDFqbOpOHV2Rn6Z3Zs3Wy+SCH3JSFU5yK102fC97+45lTv2BErsGrYORdOmZuW4zuqhtwutPxFnQ41sCJhOBGmkrY3Ojz6KrgLdCZHdJAsayBeSRQyG6uqg20pH0fDXvwIw+sILKfnkIQM2S3riaqsCdq3UzphUMGKnvXCbet37Fh98cDQgyMExMQ+2A/uehKe01PK57eiISW1UcsQRCZpZh2QPy4QFhK15Lfvc5/COHUPTI39LePAW7r//4Ecs55DKM+aAwM7/uyW6aOpevyGvgruySTI/aPd3Bysd2O7EPd9HXRfa2wlv20bxYYcx7n//H2AFWqWb14LLamKEPgdnwZNMsxiKq3aFCON+9tOYYM10pM37mYJ0lYMcpUvbJRfvWZU7hjrFB8T6U/XHvyoVfTUpnXrccXhHjuSxxx7LWh/2FJwI0rbXX2fLD3+UUG8YrICBbEccDhbuyTGadNdOR+Gw4/rrGX/tPKouvmhA53Jr/JwHoMdOOB52pahoWGClM2p68h+MOrOn5LYUFxFpaaH4wAMAq/KKx+fbowWIwcS5liOtrTHl9kqnH8EuYtMuhWprobAQT2kpW378k5jre+Q3vmFVhrB9jSb86lds+9//ZcSXT6TJ1uLGU+BKxL2nUjlnDuFd9ez8k11yMBKh6e+L8n5O6A/J/KATTJGR5CXbdgfOPGciEVZ+4hBKjz4KIDrfpcstmCpXXvmsmUmtD0kxJmn6mVSkKq066sILiLS0xqTVGkgi7IGggl8WiC914+lDcuFs4E63Mu2DlYyc843dev6hguOjEhO5GEfRlCl5k6+vL6RbZWbDF6tz3froaycCTeyE46GdPQ8Jx0Sy/Re/QHze6Hk9xSV0d3YSsn2lPvbk4pg0CUrfcBJfh1tb8Y3pqSwTsh/Yk++6k6J99+2ppNHeTtg217pz1BVNnQbGUDhlCl3r10ejsb0VFZTPmkXby68Qz55q4o3HO3pUzPvGxx7LajRpvuD4QW++9LKU5SlNxORc4ykej1XbuLExJsl4On8/f3U1I0/7Go2P/M3KQLBtG+Ou+TmVc+bQ/v77dLz5Zu8n7qNvt9tSl8yvMB9QwS8LxEdDDVb5slQEl9VEHbG/XVnJmAM/vlvPP1RwHpZFH9s/ZeTYUH2opYsKz8Z36nj3nehrZ6KV4iJCO+voXJk8Sa5b4HS0gx0rVyLFxbSvWLHHPUB3J55S61reeKGVusnR4oXqdgHgq6oC0qSJsiPUC8aNA4gKfl3r11vHHzGCSjtBsxMhnCvtRK5I0PIMsDxiPuOvrmbM9y9PnQKqqysv0ll5R44k3NhE+XHHRbf15u8nhUV4Royg6jsXsv26XzBi5kwrVYs9b3knTCDsVAwSwTd5sqUYGEC+yXxK1ZOMvBD8ROQE4I+AF7jTGHND3OdnAv9rv20FvmuMeTuTtrsDE+dDIP1I5zIQ3JE/uzuv2FDCeVjuvO12S/DzeCj82MeINDf3Oe9XvuGOXnZq6sZH6w7o+DNmWNdYKBS9xoKvv24lHU+R8NktcEpRMeHWVis1TySSMm+VkhltNZZA55j1W7dsoXXpUssXS4Tmfy6h8ow5qRcEthYj3Gw5txdOmQLAzj//2Tr+K69EE88P1XtioMTXlN3T59bKOXPo2rQpdURtPqSzKiig7dXYYMre5pFw/S58o0ZFU9G0vf46W3/6s+i4RnbtYvzcawg3Nu329Ey5IueCn4h4gVuBmcBmoEZEFhtj3nfttg74nDGmQUROBOYDR2XYdtCJ1/i1vvBCyuSmg4E78ufch/6Kd+5cFi/O0H9hGNH6sp0I2uWs3rVmTc5XsdliMAMk/NXVTL73npggESvSzy5ZJgJeL76xY5MK0VJcFM3ID9mvODHc6HwvedF2p7STU4mlcs6cmDRRThWayXda5eu2/cJKrdPmJNC2K6fU/d8t+Kqqhq3QB5kH1+1JeJMEcUXJcTqrYCBA14cfgjG0PNVTXz3dmAQDAdpqllu+z7ZLSsOChTH+d6a7m3Bj04D9oIcSORf8gBnAGmPMWgARWQDMBqLCmzHG7WjyGrB3pm13Bx0ffBDzftftt1MwYfc6QDuq5VkdiWkXFIuONwOJG/NhFTtEiDdfeIqLouawsi98ntHf+U7K39FTVIxxOVjv6dqTwWbEySdZNZXT4Jja3QuCrT/7GW0vWVG87sS1nUkqp+xpefr6Q76b7LJNMg1xvgS8pXJb2HTpZUnr3AYDATacfU70u+y46SYA2pcvj2k/HOeifBD8JgKbXO83A0el2f8CwElWlXFbEbkIuAhgslN7MEt0rFiRsC1Xk+b3v//93X7OoUL5CV9KMBPkehU7lJGi4mhW/4pTT037UJDiIkvI8HjwH344Y/I0Tc5QwZlb0tViTubb6S0fQbilJSFxbabtlT2bVKXU8oFU0bJOkYP4BOVOneUoSQL6vOPGsffNfxh2c1E+CH7JypAkdRoSkS9gCX6f6WtbY8x8LBMx06dPz1oGbIDC/fdL2KaTZv4x0ETQSizh1p6KJ+1vv8OIWbNS7hsNeIpEKJ+ZnXqfwx3H/y4YCGTs2+mtGIEJBvEffnjCZ+WnnEznivdBZEj7uyoDI19zajqmd7em2k28+4h/xpHRoEcg9rXNmO99d1jORfkg+G0GJrne7w0kLGFF5JPAncCJxphdfWk72BROsrrgP+ooIsFgTldJJ554IgD/+lfqDP7DmeHsrJ5NgoEArc/1lBOsv+suCidPSvnbdrtSvnSsWTPo/RtO9OVB7STi3nnLLVaAk89H4aRJKugpQwJ/dTUF48bRnUzLbQy77r6LhgUL8JSXE25psa5xr5eyY48FiCmBCvlTAnJ34+l9l0GnBpgqIvuKSCFwBhATmSAik4HHgbONMav70nZ34AR3jJ97Dfv+7ZGcXkynnHIKp5xySs7OrwwPgstqElbPqeoHBwMBGu6/P/q+6W+P0rBw4aD2T0mO448cfP11K9Cmq4uuDRuymnReUQYTz4jUASiRpmZC27bRtXo14W3bLM1gVxet//0vZZ891sod6ipx6M6BO5zIueBnjAkBlwFPAx8AjxhjVojIJSJyib3bNcBo4M8i8paILE/Xdrd/BzudSz6UTvve977H9773vVx3Q9nDiTqBu0jl3pAsuXQqIVEZPIKBAE1PPJH4gR3gpChDAa8j+Hk8MUJcWkIhwo1NTL7vXkZ+o6fAwcZvnz8shb98MPVijFkCLInbdrvr9YXAhZm23d2YbjvPk1YiUIYJfXECTxYpqD6wu59kWlpAA5yUIYWxF5HesWMpOfhgWp9/vtdAJeca91dXW/eBncB/uKaVygvBbygRDAQSCt47pt580Pgdf/zxADz33HM57omyp5Opb1k+RwoOJ6KJ3u2oSN+ECRrgpAwpgoEA7XaZtXBtLW319Yy/5ue0vvAiHR98EK1P7SkvJ9LcnLT6hn/GkUhh4bAueKCCXx8IBgJsPOdcq3qBqzB0Pgl+c/SBquQh+RopOJxwJ3ofLhUKlD2LeLcRJ/lyX+qr632ggl+fCC6riQp5bhVxPgl+3/nOd3LdBUVR8pThlpBY2bPIVhm94X4fqODXB9wXmPuCyyfBT1EURVH2RIZjGb3BQAW/PuC+wPa66aZYHz+PB/F6c9W1KJ///OcBeP7553PaD0VRFEXJNsNdW5cNVPDLkIYFC2n429+i78MNDTQ89BDNTz8DPl/eaPvOO++8XHdBURRFUZQ8RUyy8P49nOnTp5vlcYWa09GwcCG1c+el36moiI+//daA+qUoiqIoihKPiLxhjJmejWPlPIHzUCCjZLOdnXlRjaC7u5vuJMWoFUVRFEVRVPDLgPLjj8tov9q583Iu/M2cOZOZMzU5rqIoiqIoiajglwHls2YB4NtrL7xjxqTdN9elqC688EIuvDBpkRNFURRFUYY5GtyRAeGGBgDG/fhH+CZMYMO3zkxe+ojcl6I666yzcnp+RVEURVHyl7zQ+InICSKySkTWiMiVST4/UEReFZFOEflx3GfrReRdEXlLRDKP2OgDjuDnrazEX13NqAvOj/m88MADKT7kEMZfOy/npaiCwSDBYDCnfVAURVEUJT/JqsZPRKYDHxhj2vrQxgvcCswENgM1IrLYGPO+a7d64HLg1BSH+YIxpq5/ve6dNrs2YHftdgDG/fjHFE6aRMszz1I+a2bOhT03X/7ylwHN46coiqIoSiLZNvXeDxzuvBGRKuBoY8w/0rSZAawxxqy12ywAZgNRwc8YswPYISInZbm/vRIMBKj7P6sOYO28eRRO2Qd/dTWVc+bklcDn8N3vfjfXXVAURVEUJU/Jtqm3wxjT4byxtXDX9dJmIrDJ9X6zvS1TDPCMiLwhIhf1oV1GBJfVQDhsnSgUst7nMXPmzGFOHgqkiqIoiqLknmwLfmtF5MS4bYW9tJEk2/qSVfoYY8zhwInApSLy2aQnEblIRJaLyPKdO3dmfHD/jCPBLsXW34LQu5Ompiaamppy3Q1FURRFUfKQbAt+/wNcLyIPicjlInIH8FEvbTYDk1zv9wa2ZnpCY8xW+/8O4Aks03Gy/eYbY6YbY6aP6SUlixt/dTUjTjoJPB4m33N33tcInD17NrNnz851NxRFURRFyUOy6uNnjNkmIkdgBWEcBrwD/LCXZjXAVBHZF9gCnAF8K5PziUgp4DHGtNivZ9G7abnP+EZW4CkpyXuhD+Dyyy/PdRcURVEURclTsp7HzxgTBh6z/zLZPyQilwFPA17gbmPMChG5xP78dhEZDywHRgAREbkCOAioAp4QEee7PGSMeSrLX4lIewdSUpLtww4KX/va13LdBUVRFEVR8pS8SOBsjFkCLInbdrvrdS2WCTieZuDQwe0dmM4OPEVFg32arFBXZ2W1qaqqynFPFEVRFEXJN/JC8Mt3Ih2dSElxrruREaeffjqgefwURVEURUlEBb8MiHS04ykaGoLfj370o1x3QVEURVGUPEUFvwwwQ0jjd8opp+S6C4qiKIqi5Cl5Uas33xlKGr/a2lpqa2tz3Q1FURRFUfIQ1fhlgOnoRPqQ+y+XnHHGGYD6+CmKoiiKkogKfhlgOjqGjMbvyiuvzHUXFEVRFEXJU1Twy4BIRwdSPDTSuZxwwgm57oKiKIqiKHmK+vilILh8ORu+cxGrP/8FQjt2EHx9GcFAINfd6pVNmzaxadOmXHdDURRFUZQ8RDV+SQgGAmw46+yYbd2bN7Ph7HPY54H787p029lnW/1WHz9FURRFUeJRwS8JjY8/kfyDUIjgspq8FvyuvvrqXHdBURRFUZQ8RQW/OIKBAE1PpBD8fD78M47cvR3qI8cff3yuu6AoiqIoSp6igl8cwWU1EA5H33vKy/GMGEHxgQcy+sIL8lrbB7B27VoA9ttvvxz3RFEURVGUfCMvBD8ROQH4I+AF7jTG3BD3+YHAPcDhwM+MMTdm2rav+GccCV4vhEJIURGT5t+R98Kem/PPPx9QHz9FURRFURLJueAnIl7gVmAmsBmoEZHFxpj3XbvVA5cDp/ajbZ/wV1cz4sQTaP7nEibfc8+QEvoArr322lx3QVEURVGUPCXngh8wA1hjjFkLICILgNlAVHgzxuwAdojISX1t2x+koBDfmDH4Dx9aQh/A5z73uVx3QVEURVGUPCUf8vhNBNyJ5zbb27LaVkQuEpHlIrJ8586daQ8arq/HO2pUhl3IL1atWsWqVaty3Q1FURRFUfKQfBD8JMk2k+22xpj5xpjpxpjpY9LU3Q0GArS/8w7h+vohkbA5nosvvpiLL744191QFEVRFCUPyQdT72Zgkuv93sDW3dA2gWjiZjuqd+O55zH5vnuHlJ/fr3/961x3QVEURVGUPCUfBL8aYKqI7AtsAc4AvrUb2iYQn8rFdHfnfcLmeD796U/nuguKoiiKouQpORf8jDEhEbkMeBorJcvdxpgVInKJ/fntIjIeWA6MACIicgVwkDGmOVnb/vbFW1ERt8Gb9wmb43nvvfcA+MQnPpHjniiKoiiKkm/kXPADMMYsAZbEbbvd9boWy4ybUdv+EqpzBX2IMPK004aUtg/gsssuAzSPn6IoiqIoieSF4JcvFB98sPVCBCkqouLU2bntUD/43e9+l+suKIqiKIqSp6jg56Jo330BKP/SLEade+6Q0/YBHHnk0DJNK4qiKIqy+8iHdC55QyQYBKDi5JOHpNAH8NZbb/HWW2/luhuKoiiKouQhqvFzEWlrA8BTWprjnvSfK664AlAfP0VRFEVRElHBz0V4DxD8br755lx3QVEURVGUPEUFPxdRjZ/fn+Oe9J/DDjss111QFEVRFCVPUR8/F46P31DW+NXU1FBTU5PrbiiKoiiKkoeoxs/FnuDj95Of/ARQHz9FURRFURJRwc8mGAjQ8MgjADT/859UfvObOe5R/7jlllty3QVFURRFUfIUFfywhL4NZ54FkQgAtddeBx4PlXPm5LhnfUdLtSmKoiiKkgr18QOCy2qiQp9DyzPP5qg3A+OVV17hlVdeyXU3FEVRFEXJQ1TjB/hnJFa7KJ81Mwc9GTg//elPAfXxUxRFURQlkbwQ/ETkBOCPgBe40xhzQ9znYn/+ZSAInGeMedP+bD3QAoSBkDFmel/P76+upmDSJCLt7RRMmMDI008bkmZegDvuuCPXXVAURVEUJU/JueAnIl7gVmAmsBmoEZHFxpj3XbudCEy1/44CbrP/O3zBGFM3oI6Ew5Qdcwx7/eaG3vfNYw444IBcd0FRFEVRlDwlH3z8ZgBrjDFrjTFdwAJgdtw+s4H7jcVrwEgRmZDNToTb2vCUlWXzkDnhv//9L//9739z3Q1FURRFUfKQnGv8gInAJtf7zcRq81LtMxHYBhjgGRExwB3GmPnJTiIiFwEXAUyePDnmM2MMkdbWPULwmzt3LqA+foqiKIqiJJIPgp8k2Wb6sM8xxpitIjIWeFZEVhpjXkjY2RII5wNMnz495vimowPC4SGduNnh7rvvznUXFEVRFEXJU/JB8NsMTHK93xvYmuk+xhjn/w4ReQLLdJwg+KUj0toKgKds6At+++23X667oCiKoihKnpIPPn41wFQR2VdECoEzgMVx+ywGzhGLo4EmY8w2ESkVkXIAESkFZgHvZXriYCDApksvY923zgSg5ZlnCAYCWfhKueO5557jueeey3U3FEVRFEXJQ3Ku8TPGhETkMuBprHQudxtjVojIJfbntwNLsFK5rMFK5/Jtu/k44Akr2ws+4CFjzFOZnDe+WgdA8LXX2fjmeUy+71781dXZ+YK7mV/+8pcAHH/88TnuiaIoiqIo+UbOBT8AY8wSLOHOve1212sDXJqk3Vrg0P6cM1m1DgDT3U1wWc2QFfweeOCBXHdBURRFUZQ8JS8Ev1zgn3EkiICJjSORgoKklTyGCpMmTep9J0VRFEVRhiXDV/CrrsY/Ywbt775LwfjxeEeNomj//ak4dfaQ1fYBPPWUZek+4YQTctwTRVEURVHyjWEr+AEgQvGBBzLlob/muidZ44YbrMojKvgpiqIoihLPsBb8wg0NFEycmOtuZJUFCxbkuguKoiiKouQpw1bwCwYCdG3cSKSri2AgMKTNu27Gjx+f6y4oiqIoipKn5EMev91OJBhkw9nnYNrb6V63jo3nnjfk8/c5PPnkkzz55JO57oaiKIqiKHnI8BT82togFIq+d1K47AncdNNN3HTTTbnuhqIoiqIoeciwNPV6SkutSr92KpehnsLFzaOPPprrLiiKoiiKkqcMT8HP76dk6jS61q+nfNasIZ/CxU1VVVWuu6AoiqIoSp4yLAU/APF6KZo6lQnXzst1V7LK448/DsDXvva1HPdEURRFUZR8Y9gKfuG2NgomTMh1N7LOn/70J0AFP0VRFEVREsmL4A4ROUFEVonIGhG5MsnnIiJ/sj9/R0QOz7RtKiKtrXjKSrP1FfKGRYsWsWjRolx3Q1EURVGUPCTngp+IeIFbgROBg4BvishBcbudCEy1/y4CbutD26REWlvxlpVl5TvkExUVFVRUVOS6G4qiKIqi5CE5F/yAGcAaY8xaY0wXsACYHbfPbOB+Y/EaMFJEJmTYNoHQ9h2Em5vxlO55gt/ChQtZuHBhrruhKIqiKEoekg+C30Rgk+v9ZntbJvtk0jaB0M6dEA7TtGTJHpO42eG2227jtttuy3U3FEVRFEXJQ/JB8JMk20yG+2TS1jqAyEUislxEljvbQlu2sOHsc/Yo4W/JkiUsWbIk191QFEVRFCUPyQfBbzMwyfV+b2Brhvtk0hYAY8x8Y8x0Y8z0mA9CoT2mageA3+/H7/fnuhuKoiiKouQh+SD41QBTRWRfESkEzgAWx+2zGDjHju49GmgyxmzLsG16fL49pmoHwIMPPsiDDz6Y624oiqIoipKH5DyPnzEmJCKXAU8DXuBuY8wKEbnE/vx2YAnwZWANEAS+na5tb+csmLgXxYccgm/sWEZfeMEeU7UD4M477wTgrLPOynFPFEVRFEXJN8SYpC5xezTTp083y5cv733HIUh3dzcABQUFOe6JoiiKoijZQETeSHBV6yc51/gp2UUFPkVRFEVRUpEPPn5KFrn33nu59957c90NRVEURVHyEBX89jBU8FMURVEUJRXD0sdPRFqAVbnuh9IvqoC6XHdC6Tc6fkMXHbuhjY7f0KUKKDXGjMnGwYarj9+qbDlJKrsXEVmuYzd00fEbuujYDW10/IYu9thNydbx1NSrKIqiKIoyTFDBT1EURVEUZZgwXAW/+bnugNJvdOyGNjp+Qxcdu6GNjt/QJatjNyyDOxRFURRFUYYjw1XjpyiKoiiKMuxQwU9RFEVRFGWYMKwEPxE5QURWicgaEbky1/1REhGRSSLyHxH5QERWiMj37e2jRORZEfnQ/l/panOVPaarRORLueu9AiAiXhEJiMg/7Pc6dkMEERkpIo+KyEr7HvyUjt/QQER+YM+Z74nIwyJSrGOXv4jI3SKyQ0Tec23r83iJyBEi8q792Z9ERHo797AR/ETEC9wKnAgcBHxTRA7Kba+UJISAHxljPg4cDVxqj9OVwFJjzFRgqf0e+7MzgIOBE4A/22Ot5I7vAx+43uvYDR3+CDxljDkQOBRrHHX88hwRmQhcDkw3xnwC8GKNjY5d/nIv1m/vpj/jdRtwETDV/os/ZgLDRvADZgBrjDFrjTFdwAJgdo77pMRhjNlmjHnTft2C9eCZiDVW99m73Qecar+eDSwwxnQaY9YBa7DGWskBIrI3cBJwp2uzjt0QQERGAJ8F7gIwxnQZYxrR8Rsq+IASEfEBfmArOnZ5izHmBaA+bnOfxktEJgAjjDGvGitS935Xm5QMJ8FvIrDJ9X6zvU3JU0RkClANvA6MM8ZsA0s4BMbau+m45hc3A/8PiLi26dgNDfYDdgL32Kb6O0WkFB2/vMcYswW4EdgIbAOajDHPoGM31OjreE20X8dvT8twEvyS2b01l02eIiJlwGPAFcaY5nS7Jtmm45oDRORkYIcx5o1MmyTZpmOXO3zA4cBtxphqoA3b1JQCHb88wfYFmw3sC+wFlIrIWemaJNmmY5e/pBqvfo3jcBL8NgOTXO/3xlKFK3mGiBRgCX1/NcY8bm/ebqu1sf/vsLfruOYPxwBfEZH1WK4UXxSRB9GxGypsBjYbY1633z+KJQjq+OU/xwPrjDE7jTHdwOPAp9GxG2r0dbw226/jt6dlOAl+NcBUEdlXRAqxHCUX57hPShx2RNJdwAfGmN+7PloMnGu/PhdY5Np+hogUici+WM6ty3ZXf5UejDFXGWP2touJnwH82xhzFjp2QwJjTC2wSUQOsDcdB7yPjt9QYCNwtIj47Tn0OCz/aB27oUWfxss2B7eIyNH2uJ/japMSX/b7nZ8YY0IichnwNFbE093GmBU57paSyDHA2cC7IvKWve2nwA3AIyJyAdYk93UAY8wKEXkE6wEVAi41xoR3e6+VdOjYDR3+B/irvTheC3wbS0Gg45fHGGNeF5FHgTexxiKAVearDB27vEREHgY+D1SJyGZgLv2bK7+LFSFcAvzL/kt/bi3ZpiiKoiiKMjwYTqZeRVEURVGUYY0KfoqiKIqiKMMEFfwURVEURVGGCSr4KYqiKIqiDBNU8FMURVEURRkmqOCnKIqSBhF5XkSm50E/zhORW3LdD0VRhjYq+CmKogwDRMSb6z4oipJ7VPBTFGVIISKlIvJPEXlbRN4TkTn29mtEpMbeNt/OZO9o7P4gIi+IyAcicqSIPC4iH4rIL+19pojIShG5T0TeEZFHRcSf5NyzRORVEXlTRP5m15SO3+d5EfmNiCwTkdUicqy9PUZjJyL/EJHP269b7TZviMhzIjLDPs5aEfmK6/CTROQpEVklInNdxzrLPt9bInKHI+TZx71ORF4HPjXwX19RlKGOCn6Kogw1TgC2GmMONcZ8AnjK3n6LMeZIe1sJcLKrTZcx5rPA7VgljS4FPgGcJyKj7X0OAOYbYz4JNAPfc59URKqAq4HjjTGHA8uBH6boo88YMwO4Aisjf2+UAs8bY44AWoBfAjOBrwLXufabAZwJHAZ8XUSmi8jHgTnAMcaYw4CwvY9z3PeMMUcZY17KoB+KouzhDJuSbYqi7DG8C9woIr8B/mGMedHe/gUR+X+AHxgFrACetD9b7Gq7wq5xiYisxSp+3ghsMsa8bO/3IHA5cKPrvEcDBwEv28rEQuDVFH183P7/BjAlg+/URY8A+y7QaYzpFpF349o/a4zZZff9ceAzWCWcjgBq7H6V0FPcPQw8lsH5FUUZJqjgpyjKkMIYs1pEjgC+DFwvIs8AvwX+DEw3xmwSkXlAsatZp/0/4nrtvHfmwfj6lfHvBUvw+mYG3XTOEXYdP0SslcXdv27TUz8z2kdjTERE3PN0sj4KcJ8x5qok/ejQGqyKorhRU6+iKEMKEdkLCBpjHsTSyB1OjxBVZ/vdnd6PQ08WEccP7ptAvGn0NeAYEfmY3Q+/iEzrw/HXA4eJiEdEJmGZbfvKTBEZJSIlwKnAy8BS4HQRGWv3a5SI7NOPYyuKMgxQjZ+iKEONQ4DfiUgE6Aa+a4xpFJG/YJlJ1wM1/TjuB8C5InIH8CFwm/tDY8xOETkPeFhEiuzNVwOrMzz+y8A6u4/vAW/2o48vAQ8AHwMeMsYsBxCRq4FnRMSD9ZtcCmzox/EVRdnDkR7rgqIoyvBERKZg+Qt+Itd9URRFGUzU1KsoiqIoijJMUI2foiiKoijKMEE1foqiKIqiKMMEFfwURVEURVGGCSr4KYqiKIqiDBNU8FMURVEURRkmqOCnKIqiKIoyTPj/yS/63ZLiuvMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1, ax2, ax3) = plt.subplots(4,1,figsize=(10,12))\n", "\n", "ax0.set_xlim(0,Ntries1+1)\n", "ax0.set_title(\"Trace plot\")\n", "ax0.set_ylabel(\"$\\\\alpha$\")\n", "ax0.plot(np.arange(Ntries1+1),samples.T[0],marker='.',color='C0')\n", "ax0.axhline(alpha_Newton,color='black',linestyle='--')\n", "ax0.axhline(alpha_GR,color='black',linestyle='--')\n", "ax0.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax1.set_xlim(0,Ntries1+1)\n", "ax1.set_ylabel(\"$a$\")\n", "ax1.plot(np.arange(Ntries1+1),samples.T[1],marker='.',color='C1')\n", "ax1.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax2.set_xlim(0,Ntries1+1)\n", "ax2.set_ylabel(\"$b$\")\n", "ax2.plot(np.arange(Ntries1+1),samples.T[2],marker='.',color='C2')\n", "ax2.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax3.set_xlim(0,Ntries1+1)\n", "ax3.set_ylabel(\"$c$\")\n", "ax3.plot(np.arange(Ntries1+1),samples.T[3],marker='.',color='C3')\n", "ax3.set_xlabel(\"sample number\")\n", "ax3.axvline(Nburnin,color='black',linestyle=':')" ] }, { "cell_type": "code", "execution_count": 13, "id": "c74b0cd8-2f94-40a4-8fb3-f7374ad39130", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.319" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fraction_accepted" ] }, { "cell_type": "markdown", "id": "7cec5f83-07d5-42a9-807d-75ac419df061", "metadata": {}, "source": [ "## Markov chain diagnostics" ] }, { "cell_type": "markdown", "id": "347fe4a3-618a-4170-b8a9-4e7d8d89f65c", "metadata": {}, "source": [ "### 1- Step size" ] }, { "cell_type": "code", "execution_count": 14, "id": "11f50953-e8b1-4838-badc-d2fcfcb33d83", "metadata": {}, "outputs": [], "source": [ "Ntries2=1000\n", "theta_start=np.array([1.75,0.,0.,0.])" ] }, { "cell_type": "code", "execution_count": 15, "id": "3925632d-8751-4126-b5db-818865d3b7e6", "metadata": {}, "outputs": [], "source": [ "# Suitable step size\n", "proposal_sigma_1=np.array([8e-1,4e-2,2e-2,2e-2])\n", "proposal_cov=np.diag(proposal_sigma_1**2)\n", "Naccepted_1, samples_1 = MH_sampler(Ntries2,theta_start,dx_II,sigma_d,proposal_cov)\n", "fraction_accepted_1=float(Naccepted_1)/Ntries2" ] }, { "cell_type": "code", "execution_count": 16, "id": "82fc7cff-0fe2-4657-9ef3-89394e927e51", "metadata": {}, "outputs": [], "source": [ "# Step size too large\n", "proposal_sigma_2=np.array([1.5,0.2,0.1,0.1])\n", "proposal_cov=np.diag(proposal_sigma_2**2)\n", "Naccepted_2, samples_2 = MH_sampler(Ntries2,theta_start,dx_II,sigma_d,proposal_cov)\n", "fraction_accepted_2=float(Naccepted_2)/Ntries2" ] }, { "cell_type": "code", "execution_count": 17, "id": "bf2ca833-3ac5-46d9-a809-bd4e6f161ea3", "metadata": {}, "outputs": [], "source": [ "# Step size too small\n", "proposal_sigma_3=np.array([1e-2,2e-3,1e-3,1e-3])\n", "proposal_cov=np.diag(proposal_sigma_3**2)\n", "Naccepted_3, samples_3 = MH_sampler(Ntries2,theta_start,dx_II,sigma_d,proposal_cov)\n", "fraction_accepted_3=float(Naccepted_3)/Ntries2" ] }, { "cell_type": "code", "execution_count": 18, "id": "077a2534-edb3-49ce-b88a-78c0173a3997", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ((ax1, ax2, ax3), (ax4, ax5, ax6)) = plt.subplots(2, 3, sharex='col', sharey='row', figsize=(15,10))\n", "\n", "ax1.set_xlim(0,Ntries2)\n", "ax1.set_ylabel(\"$\\\\alpha$\")\n", "ax1.plot(np.arange(Ntries2+1),samples_1.T[0],marker='.',color='C0')\n", "ymin, ymax = ax1.get_ylim()\n", "ax1.set_title(\"sigma={}, ar={:.3f}\".format(proposal_sigma_1,fraction_accepted_1))\n", "ax2.set_xlim(0,Ntries2)\n", "ax2.set_ylim(ymin,ymax)\n", "ax2.plot(np.arange(Ntries2+1),samples_2.T[0],marker='.',color='C0')\n", "ax2.set_title(\"sigma={}, ar={:.3f}\".format(proposal_sigma_2,fraction_accepted_2))\n", "ax3.set_xlim(0,Ntries2)\n", "ax3.set_ylim(ymin,ymax)\n", "ax3.plot(np.arange(Ntries2+1),samples_3.T[0],marker='.',color='C0')\n", "ax3.set_title(\"sigma={}, ar={:.3f}\".format(proposal_sigma_3,fraction_accepted_3))\n", "\n", "ax4.set_xlim(0,Ntries2)\n", "ax4.set_xlabel(\"sample number\")\n", "ax4.set_ylabel(\"$a$\")\n", "ax4.plot(np.arange(Ntries2+1),samples_1.T[1],marker='.',color='C1')\n", "ymin, ymax = ax4.get_ylim()\n", "ax4.set_title(\"sigma={}, ar={:.3f}\".format(proposal_sigma_1,fraction_accepted_1))\n", "ax5.set_xlim(0,Ntries2)\n", "ax5.set_ylim(ymin,ymax)\n", "ax5.set_xlabel(\"sample number\")\n", "ax5.plot(np.arange(Ntries2+1),samples_2.T[1],marker='.',color='C1')\n", "ax5.set_title(\"sigma={}, ar={:.3f}\".format(proposal_sigma_2,fraction_accepted_2))\n", "ax6.set_xlim(0,Ntries2)\n", "ax6.set_ylim(ymin,ymax)\n", "ax6.set_xlabel(\"sample number\")\n", "ax6.plot(np.arange(Ntries2+1),samples_3.T[1],marker='.',color='C1')\n", "ax6.set_title(\"sigma={}, ar={:.3f}\".format(proposal_sigma_3,fraction_accepted_3))\n", "\n", "ymin, ymax = ax1.get_ylim()\n", "ax1.text(200,ymax-(ymax-ymin)/10., \"adequate step size\",fontsize=14)\n", "ax2.text(200,ymax-(ymax-ymin)/10., \"step size too large\",fontsize=14)\n", "ax3.text(200,ymax-(ymax-ymin)/10., \"step size too small\",fontsize=14)\n", "f.subplots_adjust(wspace=0.1)" ] }, { "cell_type": "markdown", "id": "28503a38-ab55-4718-be61-1bc813737488", "metadata": {}, "source": [ "### 2- Multiple chains, different starting points" ] }, { "cell_type": "code", "execution_count": 19, "id": "7673cbd8-0cff-4de6-84e5-eb50a0b52d9d", "metadata": {}, "outputs": [], "source": [ "Ntries3=6000\n", "Nburnin=350\n", "proposal_sigma=np.array([8e-1,4e-2,2e-2,2e-2])\n", "proposal_cov=np.diag(proposal_sigma**2)\n", "Nchains=5" ] }, { "cell_type": "code", "execution_count": 20, "id": "d0d7a835-ac2f-4f88-8cea-d0c7e63888fe", "metadata": {}, "outputs": [], "source": [ "# Run Nchains different chains starting at different positions in parameter space\n", "chains_dx_II = [MH_sampler(Ntries3,theta_start,dx_II,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_II = np.array([chains_dx_II[j][1] for j in range(Nchains)])" ] }, { "cell_type": "code", "execution_count": 21, "id": "c324492b-69df-4eda-b6ec-61e75e0f91f1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1, ax2, ax3) = plt.subplots(4,1,figsize=(10,12))\n", "\n", "ax0.set_xlim(0,700)\n", "ax0.set_ylabel(\"$\\\\alpha$\")\n", "for samples in chains_dx_II:\n", " ax0.plot(np.arange(Ntries3+1),samples[1].T[0],marker='.')\n", "ax0.axvline(Nburnin,color='black',linestyle=':')\n", "ax0.set_title(\"Trace plot for different chains\")\n", "\n", "ax1.set_xlim(0,700)\n", "ax1.set_ylabel(\"$a$\")\n", "for samples in chains_dx_II:\n", " ax1.plot(np.arange(Ntries3+1),samples[1].T[1],marker='.')\n", "ax1.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax2.set_xlim(0,700)\n", "ax2.set_ylabel(\"$b$\")\n", "for samples in chains_dx_II:\n", " ax2.plot(np.arange(Ntries3+1),samples[1].T[2],marker='.')\n", "ax2.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax3.set_xlim(0,700)\n", "ax3.set_ylabel(\"$c$\")\n", "ax3.set_xlabel(\"sample number\")\n", "for samples in chains_dx_II:\n", " ax3.plot(np.arange(Ntries3+1),samples[1].T[3],marker='.')\n", "ax3.axvline(Nburnin,color='black',linestyle=':')" ] }, { "cell_type": "markdown", "id": "020f2d5b-63d7-4862-8f25-2254d823b732", "metadata": {}, "source": [ "### 3-Gelman-Rubin test" ] }, { "cell_type": "markdown", "id": "52cf8623-26a2-4537-a14d-a644907a4b63", "metadata": {}, "source": [ "Gelman *et al.*, \"*Bayesian Data Analysis*\" (third edition), p. 284-285\n", "\n", "**Parameters**:\n", "* $m$: number of chains\n", "* $n$: length of chains\n", "\n", "**Definitions**:\n", "* \"between\" chains variance:\n", "\\begin{equation}\n", "B \\equiv \\frac{n}{m-1} \\sum_{j=1}^m \\left( \\bar{\\psi}_{. j} - \\bar{\\psi}_{..} \\right)^2 \\quad \\mathrm{where} \\quad \\bar{\\psi}_{. j} = \\frac{1}{n} \\sum_{i=1}^n \\psi_{ij} \\quad \\mathrm{and} \\quad \\bar{\\psi}_{..} = \\frac{1}{m} \\sum_{j=1}^m \\bar{\\psi}_{.j}\n", "\\end{equation}\n", "* \"within\" chains variance:\n", "\\begin{equation}\n", "W \\equiv \\frac{1}{m} \\sum_{j=1}^m s_j^2 \\quad \\mathrm{where} \\quad s_j^2 = \\frac{1}{n-1} \\sum_{i=1}^n \\left( \\psi_{ij} - \\bar{\\psi}_{.j} \\right)^2\n", "\\end{equation}\n", "\n", "**Estimators**:\n", "Estimators of the marginal posterior variance of the estimand:\n", "* $\\widehat{\\mathrm{var}}^- \\equiv W$: underestimates the variance\n", "* $\\widehat{\\mathrm{var}}^+ \\equiv \\frac{n}{n-1}W + \\frac{1}{n} B$: overestimates the variance\n", "\n", "**Test**:\n", "* Potential scale reduction factor: $\\widehat{R} \\equiv \\sqrt{\\frac{\\widehat{\\mathrm{var}}^+}{\\widehat{\\mathrm{var}}^-}}$\n", "* Test: $\\widehat{R} \\rightarrow 1$ as $n \\rightarrow \\infty$" ] }, { "cell_type": "code", "execution_count": 22, "id": "a7b5e4ed-78d2-467a-920c-580f98e75b29", "metadata": {}, "outputs": [], "source": [ "def gelman_rubin(chain):\n", " # between chains variance\n", " Psi_dotj = np.mean(chain, axis=1)\n", " Psi_dotdot = np.mean(Psi_dotj, axis=0)\n", " m = chain.shape[0]\n", " n = chain.shape[1]\n", " B = n / (m - 1.) * np.sum((Psi_dotj - Psi_dotdot)**2, axis=0)\n", " \n", " # within chains variance\n", " sj2 = np.var(chain, axis=1, ddof=1)\n", " W = np.mean(sj2, axis=0)\n", " \n", " # estimators\n", " var_minus = W\n", " var_plus = (n - 1.) / n * W + 1. / n * B\n", " R_hat = np.sqrt(var_plus / var_minus)\n", " return R_hat\n", "\n", "# The input array must have dimensions (nchains, nsamp, npars) = (m, n, npars)." ] }, { "cell_type": "code", "execution_count": 23, "id": "558a1814-6d1b-4f57-af77-c8d297d41a86", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.00010273, 1.00116675, 1.01472867, 1.01219264])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gelman_rubin(chain_dx_II)" ] }, { "cell_type": "markdown", "id": "cff23837-9420-4d3a-a286-c6cb3265895a", "metadata": {}, "source": [ "## Likelihood surface" ] }, { "cell_type": "code", "execution_count": 24, "id": "dece5636-b218-4034-b33b-2a3facf73995", "metadata": {}, "outputs": [], "source": [ "# Remove burn-in phase\n", "chain_dx_II_burn = np.array([chains_dx_II[j][1][Nburnin:] for j in range(Nchains)])\n", "chain_dx_II_burn_flat = np.concatenate(chain_dx_II_burn, axis=0)" ] }, { "cell_type": "code", "execution_count": 25, "id": "92b35fb6-5d3d-43bf-b4b7-8986f15ba97d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2.21274596, 0.14546414, -0.10294555, 0.2467706 ])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Means of parameters (alpha, a, b, c)\n", "chain_dx_II_burn.mean(axis=(0,1))" ] }, { "cell_type": "code", "execution_count": 26, "id": "50a3f2bb-a874-4284-ab76-16fc45aefb7f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.88682913, 0.04556606, 0.02903384, 0.02093263])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Marginal standard deviations of parameters (alpha, a, b, c)\n", "chain_dx_II_burn.std(axis=(0,1))" ] }, { "cell_type": "code", "execution_count": 27, "id": "6656371f-694b-4bce-967c-c8dea8f744eb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 7.86493733e-01, -3.11913471e-02, 9.67890826e-03,\n", " 4.59158279e-03],\n", " [-3.11913471e-02, 2.07633923e-03, -7.20143274e-04,\n", " -3.04753140e-04],\n", " [ 9.67890826e-03, -7.20143274e-04, 8.42993590e-04,\n", " -3.91585523e-05],\n", " [ 4.59158279e-03, -3.04753140e-04, -3.91585523e-05,\n", " 4.38190310e-04]])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Covariance matrix of parameters (alpha, a, b, c)\n", "np.cov(chain_dx_II_burn_flat.T)" ] }, { "cell_type": "code", "execution_count": 28, "id": "39758764-bec8-4614-b0a2-51406bc3909a", "metadata": {}, "outputs": [ { "data": { "image/png": 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ERkr71QubN28e82v2xFzaIw4l+af+Fnv4mfVjPn465fo91HckmDczkOmpiIiIiIiIiEwIqpCScXGsJwFM/uoogDy/4UiPQ9zVsj0RERERERGRkVAgJfzLv/wL//Iv/zKm19zfkSDXP7JA6r9+9D3+60ffG9Px08ljDNZCa9jJ9FREREREREREJgQFUsLatWtZu3btmF0v5lgOdznkjzCQev0363n9NxN72Z7xwOFuBVIiIiIiIiIiI6FASsZcc8jBYvGYqbFkD6DA7+FgezzT0xARERERERGZEBRIyZhr6Ezg806dMAogx2foill6Ym6mpyIiIiIiIiKS9RRIyZhyreVAR5yCwNT81moKJTI9BREREREREZGsNzVTAxkgGAwSDAbH5FptEZe4Y/F7Rl4hFcjJJZCTOybjZ1KOz1DfqT5SIiIiIiIiIqfiy/QEJPN+9atfjdm1jnQnMKPsHfW//vOXYzZ+JuX7DYe6EjiuxTuKQE5ERERERERkqlGFlIypfW0J8gNTM4zxegyOC+0R9ZESERERERERGY4CKeGBBx7ggQceOOPr9MRcOqIOub7RfVs9/W/f4el/+84Zj58NjIEjPeojJSIiIiIiIjIcBVLCpk2b2LRp0xlf51hPAhh9ddSb2zbz5rbNZzx+NsjzGw52KJASERERERERGY4CKRkzBzsT5Pqn5nK9Prk+Q2vYJZzQsj0RERERERGRk1EgJWMi7loOdTnkT/FAyhiDAVpCCqRERERERERETkaBlIyJlpCDteAZ5Q57k5HPC42dWrYnIiIiIiIicjK+TE9AMm/WrFlnfI3GrgTe04w3C6fPPOPxs0l+wEN9Z5xrbI4COhEREREREZEhKJASfvGLX5zR+dZa9rcnKAicXiL1D48+c0bjZxu/x9DhQEfUZUauN9PTEREREREREck6WrInZ6wj6hJNWPxeVQP119TjZHoKIiIiIiIiIllJgZTwd3/3d/zd3/3daZ9/tNuBM8iinnj4H3ji4X84/QtkoaDfcLBDfaREREREREREhqIle8K2bdvO6Px9HQnyzmB3vfd2vn5G42ejPL+hKeQQcywBVY6JiIiIiIiIDJD1FVLGmFuNMXuMMbXGmL89yTE3GWPeNMbsNsZUpXuOU1k44dIScgj6FLr0Z4zBWmgJa9meiIiIiIiIyGBZXSFljPECjwDLgAbgDWPMC9bad/sdMx14FLjVWnvQGDM7I5OdoppDLpAMYGQgrwcOdSU4uyCr/5qJiIiIiIiIpF22V0hdC9Raa/daa2PAc8BnBh1zF7DGWnsQwFp7LM1znNIOdsTJUXXUkPIDHvWREhERERERERlCtpdulAL1/W43ANcNOuYiwG+M2QwUAt+31v4kPdObHMrKyk7rPMe1NHQmmJZzZrlm8VnnnNH52SrgNXRGXXpiLvmBbM9+RURERERERNIn2wOpoUpv7KDbPmAhsAQIAtuMMdXW2g8GXMiYe4F7AebOnTsOU524Vq9efVrntYRdEi54PWdWIfXN//3EGZ2f1Sy0RhRIiYiIiIiIiPSX7e+SG4DyfrfLgENDHLPeWttjrW0GXgWuHHwha+1j1tpKa21lSUnJuE14KjncneAMs6hJz+eFI91aticiIiIiIiLSX7YHUm8AFxpjzjfGBIA/BF4YdMx/Ax8zxviMMXkkl/S9l+Z5Tmhf+9rX+NrXvjbq8/a3xyk4w+V6AD944D5+8MB9Z3ydbJTn99DYpUBKREREREREpL+sXrJnrU0YY74KbAC8wBPW2t3GmL/offyH1tr3jDHrgbcBF3jcWvtO5mY98bz55pujPqcz6tIds5Tkn3kgtfe9XWd8jWwV8Bo6Ig6huEueP9vzXxEREREREZH0yOpACsBauw5YN+i+Hw66/TDwcDrnNdUd60lgTmjnJUMxGNoiCqRERERERERE+ugdspyWAx0JggpYRsTrUR8pERERERERkf6UKMioRR3L0R6HPL86mo9Ent/DoS4n09MQERERERERyRpZv2RPxt9FF100quNbQslwxZixCaRKz5s3JtfJVjk+Q1OPQzjhEvQpAxYRERERERFRICU89thjozq+vjPBWOYqX3vo38fuYlnKYGkLuwQLFUiJiIiIiIiI6N2xjIprLQc74hQE9K0zGh6P4ViPlu2JiIiIiIiIgAIpAe69917uvffeER3bGXWJO+DzjF3/qO+t+CrfW/HVMbteNsrzGxq71NhcREREREREBLRkT4APPvhgxMe2hBwsdkzHb9xfO6bXy0Y5XkNLyCWasOT41AxeREREREREpjZVSMmoNHYlyFVj7lEzxoCBtoiW7YmIiIiIiIgoWZARc6zlcLdDnl8VPqfDgPpIiYiIiIiIiKBASkahM+qScME7hv2jppI8v+GQ+kiJiIiIiIiIqIeUwFVXXTWi41pCDoxx/yiACy6dP+bXzEa5vmQfqZhjCXgV6omIiIiIiMjUZawd+4Ah21VWVtrt27dnehoTTtWBEM1hl8KACutOV3OPw9ILgszOVxY8FowxNdbaykzPQ0REREREREZHyYKMiGMth7vUP+pMGQNNIfWREhERERERkalNgZSwfPlyli9fPuwxHREXF4vXjH0g9c9/86f889/86ZhfNxsF/YbGTgVSIiIiIiIiMrVp3ZDQ0NBwymOaQw7Wjk91VPORQ+Ny3WwU9Blawg5x1+JXc3gRERERERGZolQhJSPS2JkgqOV6Z8wYg7XQHnEzPRURERERERGRjFEgJafkuJajPeofNVYMfTsWioiIiIiIiExNCqTklNojLq4Fzzj0j5qKcv2Ghq5EpqchIiIiIiIikjHqISVcf/31wz7ePM7VPJdefe24Xj/bBP2Gph4Hx7V41UdKREREREREpiBjrc30HNKusrLSbt++PdPTmDA27gvRFXXJD6igbqw09zjcMi+PWUFvpqcyoRljaqy1lZmeh4iIiIiIiIyOEgYZVsK1NPU4amg+1oz6SImIiIiIiMjUpUBK+PznP8/nP//5IR9rj7jYce4f9e2/uotv/9Vd43b9bJTrMzSqj5SIiIiIiIhMUeohJbS0tJz0saaQw3jXRnW1t47zCNkn6Dcc7XZwrMWrZvEiIiIiIiIyxahCSobV2JkgN6DAZKx5jcG1ls6Im+mpiIiIiIiIiKSdAik5qbhraQo5BH0KpMaDBZrD6iMlIiIiIiIiU48CKTmptvD494+ayoJ+Dw2d6iMlIiIiIiIiU496SAlLliwZ8v6mUIJ0ZFFXXX/T+A+ShfL6+ki5Fq9HoZ+IiIiIiIhMHcZam+k5pF1lZaXdvn17pqeR9TbUhQgnXPL8KqQbL80hh09ckEdxnjfTU5mQjDE11trKTM9DRERERERERkdJgwwp7lha1D9q3BngWI+W7YmIiIiIiMjUokBKuO2227jtttsG3NcWSTbbNmlYs/f3f/JZ/v5PPjvu42SjoN9Q36nG5iIiIiIiIjK1qIeUEA6HT7jvWI+TLN9Jg1g0kp6BslDQZ2gJO8QcS8CrajQRERERERGZGlQhJUNq6EyQ71dAMt76KtBaw6qSEhERERERkalDgZScIOpYWsMuueoflRYeA0e6FUiJiIiIiIjI1KFASk7QFk5f/yiBfL+H+k41NhcREREREZGpQz2khE996lMDbh/rcUhnFnXtx29N32BZKMdnaO5xCMVd8vzKiEVERERERGTyM9baTM8h7SorK+327dszPY2sta62h7hrCfoUjqRLc4/D750bpGyaMuLRMMbUWGsrMz0PERERERERGR0lDjJANGFpD7vkase3tPJ5obFLy/ZERERERERkasj6QMoYc6sxZo8xptYY87fDHHeNMcYxxvxBOuc3Gdx0003cdNNNALRG0t8/6r67buW+u6b2sr18v4eGzgRTsWJRREREREREpp6sDqSMMV7gEeA24CPAncaYj5zkuH8GNqR3hpPPsR4HT1Z/V0xOfq8hmrB0xxRIiYiIiIiIyOSX7dHDtUCttXavtTYGPAd8Zojj/h/gF8CxdE5uMmroTJDn13K9TLBAc0jL9kRERERERGTyy/ZAqhSo73e7ofe+FGNMKfA54IfDXcgYc68xZrsxZntTU9OYT3QyiCRcOqIuOeoflRG5PkNDl5PpaYiIiIiIiIiMu2wPpIZKRgavafoe8E1r7bDv5K21j1lrK621lSUlJWM1v0mlNeyCtWntHyXH5fkNh7oSOOojJSIiIiIiIpNctu8x3wCU97tdBhwadEwl8FxviFIM3G6MSVhrf5mWGU4CX/jCF4C+/lHpD6N+7/Y70j5mNvJ6DI4LnRGXGUFvpqcjIiIiIiIiMm5MNu/qZYzxAR8AS4BG4A3gLmvt7pMc/ySw1lr78+GuW1lZabdv3z7Gs534XvygB0ty6ZhkRlOPwzXn5HDRrECmpzIhGGNqrLWVmZ6HiIiIiIiIjE5WL9mz1iaAr5LcPe894GfW2t3GmL8wxvxFZmc3eYRCIVo6u+mMuhkJoyLhEJFwKO3jZqM8v6GhU43NRUREREREZHLL9iV7WGvXAesG3TdkA3Nr7R+nY06Tze23307MsXzl0bUZGf9bX0ou2Xv4mfUZGT+bBP2Goz0Ocdfiz8DySREREREREZF0yOoKKUmfmGPx6bsh4zzGYC20hd1MT0VERERERERk3CiCEACiCUueX98O2cAYOBbSsj0RERERERGZvJRACK4Fx0KOmplnhTy/ob5DgZSIiIiIiIhMXgqkhLhryd69FqeeXJ+hLewSTehVERERERERkckp65uay/i75fPLOdrjZGz8ZXfcnbGxs5ExBrC0hB3OKdRfUREREREREZl89G5XuPq2O/FkcEe3T/zBPRkbO1t5PYYj3QkFUiIiIiIiIjIpacneFBeKuxw+2kSkoyVjc+hobaajtTlj42ejvICH+k71kRIREREREZHJSeUXU1xr2OX/fP1/4vcaHn5mfUbm8OBXlwNkbPxslOM1NEdcOqIuRTnKjUVERERERGRy0TvdKe5IdwK0uV52MtDYGc/0LERERERERETGnAKpKa6hK4FXgVRWKgh4qG1TICUiIiIiIiKTjwKpKawn5tITs3iMEqlslOszdEUtHZHM7YAoIiIiIiIiMh4USE1hrRFXq/WynAEau9TcXERERERERCYXNTWfwg53JfB54ZN3fTmj88j0+NmsMMdDbWucS4sDGFWyiYiIiIiIyCShQGoKa+xKkOf3cNOn/iCj88j0+Nksx2do6knutjc915vp6YiIiIiIiIiMCS3Zm6K6Yy7hhCXgNRw71MCxQw0Zm0umx892HqNleyIiIiIiIjK5qEJqimoNO1ib/Pzh/29yydzDz6zPyFwyPX62Kwgkl+19RMv2REREREREZJJQhdQUdbjLwa8VYBNCjs/QE7O0R91MT0VERERERERkTCiQmoKstTR0Jcj36+WfKIyBxk4t2xMREREREZHJQYnEFNQWcYkkXPxeLf+aKAoCHura4ti+dZYiIiIiIiIiE5gCqSmovjOBR72IJpTUsr2Ilu2JiIiIiIjIxKem5lOMay21rXEKc45nkZ//0v+bwRllfvyJwvTutjcjqOZfIiIiIiIiMrEpkJpiWsPJ5XqFOcdf+kVLbs/gjDI//kRRkOPhw9Y4l5Votz0RERERERGZ2LRkb4o52BHH4xkYZtTv/YD6vR9kaEaZH3+iyPEaQnFLm5btiYiIiIiIyASnCqkpxLGWvW1xpgUG5pD/5/7kkrmHn1mfiWllfPyJxGOgoTPBTC3bExERERERkQlMFVJTSEvIJeqg3fUmsMKc5G57rnbbExERERERkQlMgdQUcrAjjk+v+IQW8BpCcVe77YmIiIiIiMiEpnhiinBcy972gbvrycTkMYaGzkSmpyEiIiIiIiJy2pROTBFNIYe4Az6PlutNdIU5HmpbtWxPREREREREJi41NZ8iDnQk8J2kD/adX/lGeieTZeNPNAGvoSPi0BZ2mZWn5uYiIiIiIiIy8SiQmgISrmV/e5xpJ1mut+DGm9M8o+wafyLyegz7O+IKpERERERERGRC0pK9KaAp5OC4yRBjKHXvvkXdu2+leVbZM/5EVJTj4cOWODFHy/ZERERERERk4lGF1BSwvz2Of5hCmh8++E0AHn5mfZpmlF3jT0RejyFhobEzzvkzApmejoiIiIiIiMioqEJqkos7lgPtCQoCeqknm4KA4b3meKanISIiIiIiIjJqSikmuWMhB8faky7Xk4krz++hNeLSGnYyPRURERERERGRUVEgNcntbYsT8Ollnqz8HqhtVZWUiIiIiIiITCxKKiaxmGNp6ExQGFB11GQ1LcdDXVucaELNzUVERERERGTiyPqm5saYW4HvA17gcWvtdwY9fjfwzd6b3cBfWmu1ZRtwrMfBteAxwwdSf/z1f0zPhLJ0/InM6zG4Fhq64lSoubmIiIiIiIhMEFkdSBljvMAjwDKgAXjDGPOCtfbdfoftAxZba9uMMbcBjwHXpX+22aeuLUau79TVUZctXJSG2WTv+BNdQY7hvaY4F0z3Y04RPoqIiIiIiIhkg2xfsnctUGut3WutjQHPAZ/pf4C1dqu1tq33ZjVQluY5ZqVowtLY5ZA/guV6u2uq2V1TnYZZZef4E13Q56Ej6tASdjM9FREREREREZERyeoKKaAUqO93u4Hhq5++BPxqqAeMMfcC9wLMnTt3rOaXtRq74tgRLNcDePJf/xGAh59ZP86zys7xJwOf1/Bha4zivGCmpyIiIiIiIiJyStleITVUmjJk92ZjzMdJBlLfHOpxa+1j1tpKa21lSUnJGE4x+8Rdy5tHYxTmZPvLK2NlWo6H/e0JIglVSYmIiIiIiEj2y/bEogEo73e7DDg0+CBjzBXA48BnrLUtaZpb1qprjROO2xH1j5LJwWsM1kJ9RyLTUxERERERERE5pWwPpN4ALjTGnG+MCQB/CLzQ/wBjzFxgDXCPtfaDDMwxq0QSLm8djTI9N9tfWhlrBTke3m2O4dohiwhFREREREREskZW95Cy1iaMMV8FNgBe4Alr7W5jzF/0Pv5D4B+AWcCjvTuMJay1lZmac6a93xzHccHvVXXUVJPrMzT1uDSHHGbnZ/VfbREREREREZnijJ2C1RSVlZV2+/btmZ7GmOuKubz4QQ8zcj14PSMPpOrefQuAio9cOV5Ty+rxJ5OOiMM5hT5uLJ8azc2NMTVTOYAWERERERGZqFRGMYm8czSKxzCqMAoyHwRlevzJpDDHw4GOBFef5ZLn17JNERERERERyU56xzpJtIYd9rYnTqt31I4tr7BjyyvjMKuJMf5k4jEGrOWgmpuLiIiIiIhIFlOF1CTx5pEoAa9JBhKj9Owj3wVgwY03j/W0JsT4k01hjpd3m2NcONM/6mo5ERERERERkXRQhdQkcKQ7waHuBNNyFD4I5PgM4bhlb1s801MRERERERERGZICqQnOtZaaw1Hy/R7MaVRHyeRUlOth55EY0cTU27RAREREREREsp8CqQnuYEeCtrBDfkAvpRwX8BoSrst7LbFMT0VERERERETkBEoxJrC4a9l5JMq0XG+mpyJZaEbQy7tNMbpjbqanIiIiIiIiIjKAmppPYHWtcUJxS0n+meWK/++D/2eMZjQxx5+svB6Dx8Cuo1GuLw9mejoiIiIiIiIiKQqkJqiumMubR6NMzz3zIrfyCy4agxlN3PEnsxm5HuraElxU7DArqEo6ERERERERyQ5asjcBJVzL1oNhPAb83jNvZF69aR3Vm9aNwcwm5viTmTGGXL9h5+Eo1qrBuYiIiIiIiGQHVUhNQG8djdIcdinJH5uKl1/8OLlkbtGS28fkehNt/MluWo6HIz0Oh7oSlE7zZ3o6IiIiIiIiIqqQmmgOdsR5tynGrDy9dDJyBQFDzeEojqsqKREREREREck8pRoTSGfUZWtDhOm5XjzmzJfqydSR5/fQFbPsa49neioiIiIiIiIiCqQmirhr+V19GK8x5PgURsnoFeV6ePNIjKijKikRERERERHJLAVSE8SbR6K0hV2KxmBXPZmaAl5D1HHZ0xzL9FRERERERERkilNT8wngQHuc95tjY9bEfLD7/uXxcbnuRBl/KpkR9LK7KUbFDD/5AYWbIiIiIiIikhkKpLJcR9RlW0OEGcHx6xs1+5yycbnuRBl/KvF5DF4DWxsi3HReEL9Hyz9FREREREQk/VQikcXiruV3B8P4vIaAd/yCg81rf87mtT8ft+tn+/hTzfSgl2M9Dm8ciuBa9ZMSERERERGR9FOFVJZyrOX1hgjtEYeS/PF9mV56Jrlk7qZP/cG4jpOt409FxXke6lrjFPg9XDEnJ9PTERERERERkSlGFVJZyFrLjsNR9nXEKc4bn75RMrUZYyjO8/LW0Sj72tXkXERERERERNJLgVQW2t0U4/3mZBhlxqlvlIjXY5gZ9LKlPsKxnkSmpyMiIiIiIiJTiAKpLPNhS4ydR6IU53nGrYm5SB+/11AY8LB5f4TOqJvp6YiIiIiIiMgUoUAqixzsiPNaY5SZeV682v1M0iTo9+D1wOb9IcIJhVIiIiIiIiIy/oydgrtsVVZW2u3bt2d6GgMc7UmwcW+IolzvuO6oN5SO1mYAimYWp3XcbBlfktpCDjPzvHz8vCC+CRKIGmNqrLWVmZ6HiIiIiIiIjI522csCbWGH3+wLU5DjSXsYBZkPgjI9viTNyPNyrMfh9cYI15bmTphQSkRERERERCYeLdnLsK6oy6Z9YXJ8hqAvMy/Hr3/+FL/++VMZGTsbxpfjivM87GtPsGlviK6Ylu+JiIiIiIjI+FAglUFtEYeN+0JgID+QuZfi5TVP8/Kap6fs+HKcMYaSfC+dMZd1H4ao74hnekoiIiIiIiIyCSmQypAD7XHW14ZwgWk5ehkkuxTlesnzGzYfCLPjcJSEO/V6zYmIiIiIiMj4UQ+pNHNcy9tHY7zTFGVGMP0NzEVGKseXrJZ6rzlGU0+CG+YGKcxgJZ+IiIiIiIhMHnp3mUbhhMvmA2F2N8UoyVcYJdnPoyV8IiIiIiIiMg5UIZUmLWGHVw+EiSUsswu8mZ6OyKgU5XqJJiybD4S5cGaC+XNyyPcrzxYREREREZHTY6yder1hKisr7fbt29M2Xl1bjNcaogT9JqPNy08mEg4BkBvMm5Ljy8i51tIeTu6+d8WcABfOCuD3ZK7SzxhTY62tzNgERERERERE5LSoQmocNYUcdh+LUt+ZYGbQiz9Ll+hlOgjK9Pgych5jmJnnJe5adh6JsaclTuXZOZRN82FMdn5/i4iIiIiISPZRIDXGrLUcCznsOhrjSE+CHJ+H2fnerH6z/uLqxwD49PJ7p+T4Mnp+T7K3VLIvWoSz8r0sPCeHmUEtRxUREREREZFTUyA1RlxrOdrj8PbR5I5kQb+HkrzsDqL6vLpuDZC5QCjT48vpC/o8BAugI5psel4x08fFswIKpkRERERERGRYCqTOgLWWzqhLc8jh/ZY4bWGXvIBhdoG+rDK1TMvxUBCwHOhIsLctwcygh0uK/ZQV+rN2qaqIiIiIiIhkTtYnJ8aYW4HvA17gcWvtdwY9bnofvx0IAX9srd0xXvOJu5aj3Q6NXQnqO+JEHTBY8gIe7Z4nU5rHmFRlVCjusrU+is8T5aKZAS6Y4aMoV38/REREREREJCmrAyljjBd4BFgGNABvGGNesNa+2++w24ALe/9cB/yg9+OYiiYse9vjvHMsSswBvxfy/R6m5ar6Q2SwPL+HPD8kXMv7LTHebY4xM+ilvMhLcdBLUa6HoC/7dpwUERERERGR9MjqQAq4Fqi11u4FMMY8B3wG6B9IfQb4ibXWAtXGmOnGmLOttYfHYgKhuEtta5zdTTESLhTleijIOf64Y+1YDJNRtvc5ZOq5ZHp8GT/GwPSgByyEEy5vHXFwe1/mfH+yMfrMXA/5AQ95fkPQ56EgYCZE7zURERERERE5fdkeSJUC9f1uN3Bi9dNQx5QCAwIpY8y9QF/X7G5jzJ6RTCBQOHOmx58TMDAu75ATkZ48X25+aDyuPVqfv/bC1OeZmFf/8U8mm75e/Wleo5OI9OT5ggXhvtvWWhfrWmutGw91drqxSHSElzp3nKYoIiIiIiIi4yjbA6mhQqDBZTQjOQZr7WPAY2MxqbFkjNke6+mozPQ8BtO8RkfzGp1snZeIiIiIiIikR7Y3cWkAyvvdLgMOncYxIiIiIiIiIiKSJbI9kHoDuNAYc74xJgD8IfDCoGNeAP6nSVoEdIxV/ygRERERERERERl7Wb1kz1qbMMZ8FdgAeIEnrLW7jTF/0fv4D4F1wO1ALRAC/iRT8z1NWbeMsJfmNTqa1+hk67xEREREREQkDYzVzmYiIiIiIiIiIpJG2b5kT0REREREREREJhkFUiIiIiIiIiIiklYKpDLIGHOrMWaPMabWGPO3mZ4PgDHmCWPMMWPMO5meSx9jTLkx5jfGmPeMMbuNMX+d6TkBGGNyjTGvG2Pe6p3XqkzPqT9jjNcYs9MYszbTc+ljjNlvjNlljHnTGLM90/MRERERERGRzFAPqQwxxniBD4BlQAPJHQXvtNa+m+F5/R7QDfzEWnt5JufSxxhzNnC2tXaHMaYQqAE+mwVfKwPkW2u7jTF+4HfAX1trqzM5rz7GmL8BKoFp1tpPZXo+kAykgEprbXOm5yIiIiIiIiKZowqpzLkWqLXW7rXWxoDngM9keE5Ya18FWjM9j/6stYettTt6P+8C3gNKMzsrsEndvTf9vX+yIuE1xpQBnwQez/RcRERERERERAZTIJU5pUB9v9sNZEHIku2MMecBVwOvZXgqQGpZ3JvAMeBla21WzAv4HvANwM3wPAazwK+NMTXGmHszPRkRERERERHJDAVSmWOGuC8rqmuylTGmAPgF8DVrbWem5wNgrXWstVcBZcC1xpiML3M0xnwKOGatrcn0XIZwo7V2AXAb8JXeJaIiIiIiIiIyxSiQypwGoLzf7TLgUIbmkvV6ezT9AnjaWrsm0/MZzFrbDmwGbs3sTAC4Efj93n5NzwE3G2NWZ3ZKSdbaQ70fjwHPk1y6KiIiIiIiIlOMAqnMeQO40BhzvjEmAPwh8EKG55SVepuH/xh4z1r7vzM9nz7GmBJjzPTez4PAUuD9jE4KsNb+nbW2zFp7Hsnvq1estcszPC2MMfm9TekxxuQDnwCyZjdHERERERERSR8FUhlirU0AXwU2kGzS/TNr7e7MzgqMMc8C24CLjTENxpgvZXpOJCt+7iFZ6fNm75/bMz0p4GzgN8aYt0kGjC9ba9dmeE7ZbA7wO2PMW8DrwEvW2vUZnpOIiIiIiIhkgLFWbYtERERERERERCR9VCElIiIiIiIiIiJppUBKRERERERERETSSoGUiIiIiIiIiIiklQIpERERERERERFJKwVSIiIiIiIiIiKSVgqkREREREREREQkrRRIiYiIiIiIiIhIWvkyPQGRsWSMuQz4PjAXeAqYDfzEWvtGRicmIiIiIiIiIinGWpvpOYiMCWNMLrAD+B/AXuB9oMZae0dGJyYiIiIiIiIiA6hCSiaTpcBOa+1uAGNMAPjXzE5JRERERERERAZTDymZTK4mWSGFMeYcoNtauyWzUxIRERERERGRwRRIyWQSBcp6P/8nIJDBuYiIiIiIiIjISSiQksnkGeD3jDF7gLeAbcaY72V2SiIiIiIiIiIymJqai4iIiIiIiIhIWqlCSkRERERERERE0kqBlIiIiIiIiIiIpJUCKRERERERERERSSsFUiIiIiIiIiIiklYKpEREREREREREJK0USImIiIiIiIiISFopkBIRERERERERkbRSICUiIiIiIiIiImmlQEpERERERERERNJKgZSIiIiIiIiIiKSVAikREREREREREUkrBVIiIiIiIiIiIpJWCqRERERERERERCStFEiJiIiIiIiIiEhaKZASEREREREREZG0UiAlIiIiIiIiIiJp5cv0BDKhuLjYnnfeeZmeRlZJJBIA+HyZ+ZbI9PgyMdXU1DRba0syPY/TpZ9FIpPDRP9ZJCIiIpIJU/Ld/3nnncf27dszPY2sctNNNwGwefPmKTm+TEzGmAOZnsOZ0M8ikclhov8sEhEREckELdkTEREREREREZG0UiAlIiIiIiIiIiJppUBKRERERERERETSSoGUiIiIiIiIiIik1ZRsai4n+su//MspPb6IiIiIiIiIpI8CKQHgi1/84pQeX0RERERERETSR0v2BID6+nrq6+un7PgiwzHGPGGMOWaMeeckjxtjzP8xxtQaY942xixI9xxFREREREQmElVICQD33HMPAJs3b56S44ucwpPAvwM/OcnjtwEX9v65DvhB70cREREREREZgiqkxtBjjz1GcXExjz32WKanIiJjyFr7KtA6zCGfAX5ik6qB6caYs9MzOxERERERkYlHgdQYWrFiBS0tLaxYsSLTUxGR9CoF+q85bei97wTGmHuNMduNMdubmprSMjlJn66Yy/72OM0hh2jCZno6IiIiIiJZS0v2xtBDDz3EihUreOihhzI9FRFJLzPEfUOmEdbax4DHACorK5VYTCLNIYff7A8TTbh4jcEF8vyG4jwvs/O8FOV6mJbjIc+v/wsSEREREcmK34qNMbcaY/b0NgT+2yEe/0xvo+A3eysLPjrSc9Pp3nvvpbm5mXvvvfe0rzFr1iyMMcyaNWsMZyYi46wBKO93uww4lKG5SAbUd8T5dV0IvxdmF/iYle+lJN9LwGs41uNQcyTKK/vCvPhBD20RJ9PTFRERERHJuIxXSBljvMAjwDKSb+reMMa8YK19t99hm4AXrLXWGHMF8DPgkhGem1VCDvykEc7Jgen+Ex+/avn/k/r81WE61rTGoSkGf1QKgTGIFb/+9a+f+UUm8PgiZ+gF4KvGmOdINjPvsNYezvCcJE32tMR4ozFKUdBDjndgsZzfa/B7DYW9t9siDu82xbixPJj+iYqIiIiIZJGMB1LAtUCttXYvQO8bus8AqVDJWtvd7/h8ji+FOeW52WZ7B7Qmkk9gqEAqGAwSDocJBod/s1IfgS4HPuiBywuHPXREPv3pT5/5RSbw+CLDMcY8C9wEFBtjGoCVgB/AWvtDYB1wO1ALhIA/ycxMJZ1ca3nzSIzdTVFm5XnxeYZauTlQUY6Hfe1x5s/OYVpOVhQpi4iIiIhkRDYEUkM1Az5hu3RjzOeAfwJmA58czbm9598L3Aswd+7cM5706Yi5UN2R/Lwsd+hjvvGNb47oWrMD0BWGXd1jE0jt2bMHgIsvvvjMLzYBxxcZjrX2zlM8boGvpGk6kgXiruW1hgj72+OU5HvxmFOHUQAeY/AZw57mGNeUnuQfAhERERGRKSAb/nt2RM2ArbXPW2svAT4LPDCac3vPf8xaW2mtrSwpKTnduZ6Wxx57jOLiYn6wYQsJC4VemOY9+fHf+c4/sWrVP/Kd7/zTSY8p9ief/L4wdCXOfI5//ud/zp//+Z+f+YUm6PgiIiMVTrhs3hfmQMfowqg+RUEPH7bF6Ym74zRDEREREZHslw2B1KiaAVtrXwUqjDHFoz03U1asWEFbRweHpyUrs8pyYLj3L9FodMDHofg9MLN3yd9bXWM2VRERGYZrLZv3h2kNO5Tk+zCjDKMAvMZggA9b4mM/QRERERGRCSIbluy9AVxojDkfaAT+ELir/wHGmHlAXW9T8wVAAGgB2k91bjZ46KGHeOrVnUw7uxwTC/PEj/6Ns88+m3379lFUVMQdd9xBWdnxXC0nJ4doNEpOTs6w1z07AC1x2NYOi4rAlw3xoojIJHasx6El7DI7f5gy1xEoyvXwfkuMS4r95OqHt4iIiIhMQRkPpKy1CWPMV4ENgBd4wlq72xjzF72P/xD4PPA/jTFxIAx8sbdny5DnZuSJDOPP/uxezO3JXfE+3LaZUChEXV0dAG1tbVRVVXH33ctTx//t3/7diK5b5IN8D/S48E43XDVtXKYvIiK93m2KkesbfVXUYD6PwXUtdW1xLisZ/j8fREREREQmo4wHUgDW2nUkd6nqf98P+33+z8A/j/TcbLOtIxlGBQxcXj6Hpg/yBlRILV68+LSuawyU5sIHIVjXDB+G4OppcEEQRrDZk4iIjEJHxOFwt0Nx3thUNBXletl9LMaFMwMEvPqhLSIiIiJTS1YEUpPZ/jBsbk1+fkEQihcsoHLBgjG7fokfOgNwNJYMpD4MJSunri6EKwqhYISv8P333z9mczodmR5fRORUPmiN4/VwWn2jhuL3GuIu7G+Pc9GswJhcU0RERERkolAgNY66E/BfR5Kfl+dA8Ti83zAG5uXB3Fw4FoMjMehIwOY2qGqDc4PJx84Nwtk5cLKVJkuXLh37yY1CpscXERlOOOFS2xpneu7Y9nualuth17EYF8zw41Npq4iIiIhMIeqkegZuueUWjDHccsstJzzmWvjlMYjbZMXS3NzxnUvAA2W5sLAQLstP7sBnSVZovdoGTx2Cf9kHTx+C37bBgTAk+u04/uabb/Lmm2+mbi9fvhyPx8Py5ctPGGs8DB5fRCSb7G9PYLF4xzg0yvEaIglLfYd23BMRERGRqcUke4NPLZWVlXb79u1nfJ3+yzYGfx03t8LWdvCb5PK5QAaiv5ibrJbqTCQ/htyBj/sM3FYMlxfAxz9+EwCbN28GwOPxYK3FGIPrDjpxHNx008DxRUbCGFNjra3M9DxO11j9LJLxlXAt/72nhxyfGZdeT5GEi7XwqYvy8Y7RckBJr4n+s0hEREQkE1QhdQY+8YlPDPjYpy6UDKMALs478zCqoaGep59eTUND/ajOC3jg4Ds1rHnku9jaGq6bBpfkwdkByPNAwsKLTfDTI8nP+7vrrrswxnDXXXed2eRFRCa4Q50JIgl33BqP5/o8dEVdDnUmxuX6IiIiIiLZSIHUGdiwYQPWWjZs2JC6rzMBvzia/PzcXJjuP/NxqqqqqK2tpaqqatTnvrJpE6FQiFc2bcLvSfaxqshLVm1dGASvgb1hOBSFrkRyqSHA6tWrcV2X1atXn/kTEBGZoKy17GqKkT/OZa4FOR7ePhbDnYJVyyIiIiIyNSmQGkOuhV8eTVYbzfBBWc7ozj9ZJdTixYuZN28el1x66agrpW5esoS8vDxuXrJkwP3GwJycZM+pWb2hWVsCftwI7/eA3hOJiEBTyKUt4pDnH99/LvP8HtoiLkd7nHEdR0REREQkWyiQGkNb2qEhCgEDF+UlQ5/RGKoSqmZHDc8++yyXXHop77/33ogrpWp21PDww98F4L77vsHCBQuHPC7ggUvzk0v4DNAUgzVH4YlGOBId3fxFRCab95tj5HjT809lrs/wYauam4uIiIjI1ODL9AQmi8ZIcvc6SIZRp/Of6YsXLx7wEY4vuXtp7VpuuOGGEx4/mf5L9U4WRvX3V//wEK6F4iA0ROBoDJ5shM/OhksKRv9cRuuhhx4a/0FEREahK+pS3xmnOM+blvHy/YbDXQkcd+x38xMRERERyTYKpMZAVwJ+eSz5eWnOiX2jNm58merqas466yyOHDnCokWLWLp02QnXKSsr5+67lw+47+YlS3hp7VqstezcuZP77vvGiOZ085IlvLJp04Cleg0N9VRVVbF48WLKysoHHH/5tTekPp8TgLowHIvBmmPwsTh8dProK75Goy9sExHJFrWtcbzGDNhRdTx5PQbHQmvEpSRNIZiIiIiISKZoyd4Z6nHgmcPQkYACb7KR+WBbt27FcRwaGxtxHIfq6urUY31L62p21Aw4Z/Xqp1i16h957913+eSnPjWgD1RDQz3f//73eOCBb7Nx48up+/r3lzp44ADhcJiDBw6krjlcc/R3Xt/KO69vBZKNzi8Mwnm9z+W3bcnALe6e/tfpVLZu3crWrVvHbwARkVGIJix7WmIU5ab3n0kDHO3RbnsiIiIiMvkpkDoDEQeeOwwt8WQPpsvyYahVFrZfh3Cv18uiRYtSt/svreuvrq4u9XHhgoUD+kBVVVXR3t6O67qpcGtw2LRr167k7lC7dqWu2dccfaglfz96cAU/enBF6rYxUJYLH8kHL/BeDzx1KFkNNh5WrFjBihUrTn2giEgaHOiI41jSvnQuL2A40K5ASkREREQmPwVSpynqwk+PJHst5Xrg8oKh+0Zt3PhyarnHFVdcwf33f2vAcr2T7YJXUVEx4GN/ixcvZvr06Xg8nlS4NThsmj9/PsYY5s+fnzqvb0lgWVn5SXf0G2ymH64oTD7HIzH4j3o4FBnBF0hEZIJyrGV3U4xpOen/JzLXa2iPuITHsyRVRERERCQLqIfUaehMwPNHoTEKOSYZRgV637cM7tNUXV2NtRav18vnPnfHCddauGDhkE3Hly+/Z9g5FBcX8/nPfz7VC2pw/6nPfe4OrrnmGqqqqti48WV27tzJzUuWDKiyqq2t5eDBg8RiMRobGyktLR1yrHwvXFmQrJLqdOD/HoLrimDBtBP7ZYmITHTHehxCcUtJfvoDKWMMBmgOu5Sfzu4YIiIiIiIThH7bHaUPe+CH9ckwKtAbRvVvMTJ46dyiRYtOWKYH8PjjP2LVqn/k8cd/NOQ4w1UwDdcLaqjjtm7dSigUYsP69anH+iqqYrEYAPH48FuN+3urwM4KgAWqO+DRg5afHk5+TVw77OkiIhPGoa4Evgz+6+j3Gho6h/+ZLCIiIiIy0alCahR+0wrb2pOfz/DBRXknLtPrWzLX93Hp0mVD7qjX2Ng44GOfvgqrSCRCQ0MDAHffvZznn1/Drl27mD9//gljnEzf4wcOHCAej5NIJFi9+in27t3L/Pnzufvu5Tz66CM0NTXh95+61MljYF4e7PzNr2DmOZx10eXUhb3UhWGaD64uhCsLoUDfVSIygR3sSJAfyFwilR8wNHQmcK3Fk6Yd/kRERERE0k3RwSgciyZ3QDo3F0pzko2/4cRlev2XzvWp2VHDK5s2cfOSJQN2vhu8TK6vqiknJweAcDgMDGxS/rnP3THkGIP1zaVmRw0vrV2LtTbVLL3vOn/1V18B4MM7Pjvir8P1V15OVVUVc8uL8RaXciSWXMZY1QavtsGl+XDDdJidM+JL8r3vfW/kB4uIjJOumJtcrpfBQMrnMcQc6Ii4zAh6MzYPEREREZHxpEBqFM4KQJEP8ga9P+gLkYCTBkX9d9PrC5mMMXz5y3824Li+qqa+6/VVUM2fPz9VIdXf44//iMbGRoLBIJFIhPnz55/Qq2rhgoWse+ml1G5/g5udA1w4/6qRfAmAE/tVleZAewIOx6A1Du/2JP9clAcfnQFnjSCYuuqqkY8vIjJemnuyY4c7Y5K9rBRIiYiIiMhkpUBqFIw5MYyCE5fpDeXmJUsGVEgNFS7B8bBn9eqnqKurS+2yd8011xAKhbjmmmsGHN8XWIXDYUxOAe8dbOWC+h5aQw71R1ppbviQxLH3cd3kjk0+n49bb7vthEbq2zdvBKDypqUj+loMrgqb4YcZ/uTug42R5I58H4SSfy7sDabOHiaY2rgxOf7SpSMbX0RkPDR0OeT4Mr9MLs9vONCR4OLiQKanIiIiIiIyLkxf1cxUUllZabdv3z7q815tHfmxgwOb4fRfzjfUjnsATz+9mtraWubNm5eqTmpsi/H8q28TJRdvsAjjHboPlLWWePNeood24XQdIS8vj/vu+8aA0OuNn/0YgO+/sPmU82loqOfZZ58lFAoNmE9/MRcaonAkCn2bl1cEk8FUae6Jc7z44ovZu3cvjzzyCPfee++wXy+RPsaYGmttZabncbpO92eRjA/HWn7+bjfTcjx4PZkNpay1tIRcPv+RAnK8mQ/IZHgT/WeRiIiISCZol70xMnhXvJHuhAcDl/OdbHe9vl3xLrn0UlY/vZqXdjTy8x2tOAVl+AqKMV4/TjREcZ6H86f7uHJOgDmxQ3Q3fghAoKSCwis/y7Sr/4Dg2Zdy4GB9qp9U38fB83n5178eci5VVVWEQiHy8vKYM2cODz/8XWp21Aw4JuCBC4JQOS25pM8D1IXh/x6CnzTCljY4FDm+O9/evXtJJBKsWLFixF9zEZGx1BFxcVyb8TAKkkurLZaWkJPpqYiIiIiIjAsFUqfp+efX8O1vr+L559cAJwZQfQHSUMv4Nm58mQcffICNG18Gksv5jDGEQiF+8pOfDBlk9S3le++9PRz2V1Db5sVal+nxFpacl8tnL87jzqtLuNDbwtb/+iHP/ftDbP7vZwgcfYdPX5THpcV+fB7w5BfjnH0Nv9xjOPvKZZhAfmpZYJ+blywhLy+PadOmDTmXvud25513snPnzlSYNpSAB84PwjXToCwHvCQrp6ra4MlD8L0D8IujcO4ll5ObX8BDDz100q/5tm3buPXWW9m2bdvwL46IyGlo6nFIbl2RHXwew6Hu7OhpJSIiIiIy1tRD6jQN3vVucB+pk+22B1BdXY3jOFRXV7N06TIWLljI2hdfBCAejw8ZZG3c+DLV23dScOmtBApmY90EB6p+zoGeVj5x5X2p46qqqmhvb0/drqur43sPfwefz0/FhRfRFDLMuPBqfAUzCRdWMO2aC5gxJ5euJx8l1NVOQ0M9CxcsZOGChQOWHZ5sJ8H+vbGG4/fAeUEoy4X2eLIJensCIi7s6QE3v4izL1+Ive1eftcGlxUke1L1t2rVKjZs2ADA+vXrT/EKiYiMzoGOBMFA9gRSBQEPB9sTLDzLYkz2zEtEREREZCwokDpNg3e9Gy6AGmzRokVUV1ezaNGi1H0lJSU0NTVRUlIy5HVe2/EOeZd9GpM3A5uIsXfT03jjYZYMCoIWL15MS0vzgFAqHo8Tj8d55+23AEtP4x5M/kxmzLuawrKLqD0WpSNqsN5C1r9Rx/yjTWxcvw7HcbjhhhsoKytP9bCCgTsJ9oVXw9m48eXU8126dBnFAejr0xtxksGUz4BjoSUOr7Yl/5yTkwymLs2HAh+sXLkSOP5RRGSsxBxLS9hhZjB7Cof9XkN7xKUrZpmWo0BKRERERCYXNTUfgeuuu47XX3+de/75Mb785T8b8NhompefrqauOM+9dgzXeIl3tbK/6mece84cFi++KTV2eXnZCed997vfJRwO4/f78fn8zJs3j9raWpYsWcLmzb+hu7sbX24+0y+4Al+wEF9uHoXnzMO6DrGj7xNr+hB6mrj//m8N+zxP9TV48MEHcBwHr9fL/fd/a8jnePDDPbgWis6/mGMxaI1D/84p5wfhikL4SH5yt0MRmPiNhNXUPHsc6U7wyr4wxflDbKWaQU09CRaV5lIxU7vtZbOJ/rNIREREJBOyokLKGHMr8H2SLYYet9Z+Z9DjdwPf7L3ZDfyltfat3sf2A10k84vEePxC+PrrrwPQ2NgIwKOPPkJTUxMFBQWEw2EcJxmdjLRCajQOtkZ5fkcLGC+mp5X/UVlG4LqvA7B69dPU1SWrlpYvv3vAefX1DZxzTimLFy+mqmozdXV1vPPOO1xwwfmsW7eORdcvYtnSpTzyyKM0v7uN4pLZxAtn4/EFyJ89l5yzLyPn7Mvw2Tib93Ry4ew53HnX3XiGSIP6+med7GswVEXYYHMvvDj1+Qx/slqqNQ5NMWhLwL5w8s/OXPhkyYnL+UREzsSRbgdP9hRHpQT9Hg52JhRIiYiIiMikk/FAyhjjBR4BlgENwBvGmBeste/2O2wfsNha22aMuQ14DLiu3+Mft9Y2j9ccr732Wl5//XVKSkp4+unVNDU1AdDd3Q2A1+sdsnn5mWrqivPfb7aB8dBZ/z6HXl/PwVdz6e7uxuPx4roOwWDekGNXVVVRV1ebCqwArHVTO+pVb6tm2dKlfOUrfwVAzeZfUVtbx4HX93LJ0tvIK72I+s4EobiftxpCvNUQIi/gYV5JLhfOyeGc6YFUODW4f9ZgS5cuY+nSZcM+1y3rkz20brz10wB4DUSP1bOzqoqPLv44gZJSDkbgYAT+ox6WFcOCQlVLicjYONgRJ9+ffYlUnt9wpNsh7lr8WbD7n4iIiIjIWMmG376vBWqttXuttTHgOeAz/Q+w1m611rb13qwGTlyfNo5ee+01rLUUFRVRW1uL358szykoKCAvL4/bbr/9tJbr1eyo4eGHv0vNjpoTHovEXda+3Y5rwXQcorH6JS6/7COpEMx1k1VZ4XBoyOV6JwuHKioq8Hi8LLp+YLXS2if/jfd/t45vfOM+rl9wOVfOCfDJeUGWnp/LxbP85BiHUMzl7cYQv9jRxk+2NVNzoIf2UGJA/6ynn15NQ0P9qL8WP3v0X/nZo/864L6+yqvfVf2Gs3OSAVSxH1xgQzP85c9e5dFnfj7qsURE+uuJu3THXHJ82Rf4eIzBWmgNO6c+WERERERkAsl4hRRQCvRPMBoYWP002JeAX/W7bYFfG2Ms8B/W2seGOskYcy9wL8DcuXNPa6L9K4FOFUCNpLfUK5s2EQqFeGXTphMag1fv7aYz4jAz10PHnncBy65db6cqo4zxYK1LRUXFkNdevXp16vOiounEYjGWLFnCwoULTji2pmYH9fX1zJgxfcD9xhhmBr3MDHrZ9fJ/0djSxYzzL2POhVfSEYbf1Xbxu9ouZuX7qCjJ4YPtO9g/zNK90X59Blde+T1wST40x2BXS4i51/we7cCao/DRGTBbK1pE5DS0hBws2RdG9TEmuaRwTn42/JMtIiIiIjI2suG326HeBQzZad0Y83GSgdRH+919o7X2kDFmNvCyMeZ9a+2rJ1wwGVQ9BslGwqcz0dHspNdX3ROJRMjNzR0yeAkEAoRCIQKBADU7anhl0yZuXrKECy6+krcbQgCUe9rY8vabqXP6KqOsdQGoq6tj1apV3HDjjVRvq071horFoqlzYrEY3/jGfUPOs76+gXXr1uG6Di0tLaxa9W28Xi+33XYbCxcu4OWNG6neVs1ll11GfP9+Du98hfD+nXz+j/+Khs4EjV0OLT0JWnoSUHwd06+7nCMt+9i6/U1uqLzqlF8fOHl4dbKvd3EACo9+yN6uOOdctoD3ezy83wM3Toffm6FlfCIyOo1dCQLe7P3BURDwcKAjzpVzcjI9FRERERGRMZMNgVQD0D+pKQMODT7IGHMF8Dhwm7W2pe9+a+2h3o/HjDHPk1wCeEIglW59VT2RSOSkwUt7e3vq49oXkz2UXtm0iUPeC7DAbH+U//7Z0yMar3pbNa7rpHpDeb0+HCcBwNULrmb16qdTu/HV1zekqpOqqqpSIVeSxXESbNq0ida2VrZu2QLA7t276duRsaO9g7JpPsqm+XCspanHoaHLYV9zCOvPx3fW5bzebul+t4PKc/OZ2e9/9TdufJnq6mTANW/evFH13upfVVV51ZVUAlEXGiJwOAZb2qHbgduKQa1WRGQkXGtp6EyQH8iGFexDy/EZmnocemJuVs9TRERERGQ0suE32zeAC40x5xtjAsAfAi/0P8AYMxdYA9xjrf2g3/35xpjCvs+BTwDvpG3mw+ir7rnllltOGryUlpaecF+w+Fz2NkfxGGioeYVwOEQwmMef/umXmD//CsBQUFBwwnmLrl+EMR6mTZtGfX0DgUBy/VowmMe7u3dTV1fLmjW/AI43PO8Ldyoq5jFr1qxBV7SpMArA5/OlqrKKipJjAHiN4awCH5Vn5/D+Lx9h/yvP0HHwPQzw3uEwT1U3s/btNo52xgGorq7GcRx27do1oqWP/fVVVVVVVaXuy/FARR58JD/5zfxWF/z8KMTdEV9WZESMMbcaY/YYY2qNMX87xONFxpgXjTFvGWN2G2P+JBPzlNHpiLrEHfBlfYptaAolMj0JEREREZExY/qqXjI6CWNuB74HeIEnrLX/yxjzFwDW2h8aYx4HPg8c6D0lYa2tNMZcADzfe58PeMZa+79ONV5lZaXdvn37qOf5auuoTxmRxx//EY2NjeTm5uK7+HZ8hbO5rMRP5OA7bNq06aS9nwZbvfpp6upqqaiYx6WXXpo696WXXkqFSQUFBXzhC19MhVF9DdGbDzfw3HPP0tIZOuG6N9x444BwCpJB15133jmgoXrf8r5p0wrpiVvOv2YpvpLzU+svy2cE8LS+z9tbX8Zay7x581JVY8cak23EZpeWD1i+uHDBwtTtq6++mqNHj540yOpMwLs9kLBQmgP/4yzI85766y8TlzGmxlpbmYZxvMAH9NsNFLiz/26gxpgVQJG19pvGmBJgD3BW72YNQzrdn0Uydj5sjfFGY4TiLO/P1Bl1OSvfy0fnBjM9FRlCun4WiYiIiEwmWfEbuLV2HbBu0H0/7Pf5l4EvD3HeXuDKcZ9gL8dCWzzZw2gsHTlyBAB32lx8hbPxG5eLZ/l5bsN7hMMh3nvvvWEDqTVrnmfXrl1UVFxARcU85pw1JxVGvffeu6kwCqC7u5uqqs3U1dVRX1+f6jXl8XiZOXMmkAyk+pb8lZSUsGzpUna/s5uOjnYKCgpwHJdwOMSzzz7L1QuuZueOnSxZsoRlS5eybOnS1HxyWj7kths+wgetCT5sjVPfFgNzARcs/TPijTtZfP0VqXnNLk0GTBs3vsyW3vBr48svs3DBwlTz9507d3Lffd846ddhmg+uKIDd3dAYhZ8cgjvPgiL/6b0uIv2kdgMFMMb07Qb6br9jLFBojDFAAdAKqKQly9V3JMj1Z0Ox8PDy/YbGrgSOa/FmfTWXiIiIiMipZUWFVLqdTlWCa+HfDyZ7FF2SN3ahVENDPWvWrKGjq5tZ191D3AS45pwA50/3D+j11L8SabBVq75N8r2wYeXKf+C73304tdQvHB5Y8VRQUEB3d/cJ1+isfx+AaeWXADB//hXs2vU2kAyrvvWt+1PHfvvb3+b4942hfw/64uISWltbcV0Hj8fLousXsW3rNqbPKuaaW/4HhxNBEr35WPmMAJXn5VM+I8BvfvkzALbu/gDHcVJzdV2XefPmUVtby81LltDW2kp1dTWLFi1i6dJlQ349om4ylAq5EDCw/Bw4q18v4G3btrFq1SpWrlzJ9ddff9Kvq2S/NFZI/QFwa284jjHmHuA6a+1X+x1TSHK58SVAIfBFa+1LQ1yr/46fCw8cODD4EEmTuGv5+bvdzAh68EyA3RCaehxurchjlko/s44qpERERERGLysqpCYCj4Fri+CVVtgXhln+ke/mtnHjy2zduhWv18utt93GwgULU49VVVXR1tZGoLiCuAkQ62xmx/s7+MmuXcyfP5/ly+/mX//1X+nu7qagoIDzz7+AXbt2UVRUREdHB16vl75AqKLiAlavfpp58+axe/duIpHIgHl86lOfBkgt4QsEclIVUm11b+P3+1KB1Dvv7Eqd19f0vG9J3sAQc2Cg2dzcNGDHv+TxLm3Nx6j6+Y/5+n3f4IPWOO83Jyum6ttiOOEOXvuXf6ZkRiGf/dr9bNu2jWnTphEOh4lGo9TW1qYqox588AEcx6G6uvqkgVSOJ1kp9W4PdDrwn43w0Rlww3TwGli1ahUbNmwAYP369SN7EWWqG8luoLcAbwI3AxUkd/38rbW2c8BJY7Djp4yNtrCDhQkRRkGyT97RnoQCKRERERGZFLJ/nUIWua4I8r0Qtcnqm5Go2VHDli1bsNaSSCR4ZdOmAY8vXryYefPmYXIKAeg6sp93du0CLLt2JUOhvoqm7u7u3qolS0dHO3074h1nqKurpba2Ftd1BizV83i8LFy4gE2bNqXuj8fjfOpTn2blypWcddZZeL0+ioqmAzCwcC75Zq1vJ7/h+P0Bli1dyre+dT/Lli5l0fWLUo9FoxH8XsNlJQE+dVEel5X4iYc68QaLSHhyOdwRJz7nGr7yNyv467/+GhdffDHGGObNm5e6xqJFi/B6vSxatGio4VN8Hri8AM4OJFOD37bBU4egJQYrV67klltuYeXKlcNeQ6SfkewG+ifAGptUC+wjWS0lWepojzNk0pit8gKGg53D/wwWEREREZkoFEiNgjFQ0dtPti0+snP6B1A+n4+blywZ8HjfbnyB/OnJMeJh5s+fT18ItGrVqiGv2xcc9SkoKEjtmLdkyRIqKubh9R4vgLvssssAWNJvfGtdNvXOr729nUgk3Bt0weDijwceeJCzzz4rNS+f78TGTBUV87jnnntSt1evXs3WLVsIBJLr5fx+P48//mNqanbwX88+w7TIMXIPVnPwt78AJ9n3+YNjEZ6qbmbD7nZq649iraW2tjZ1zaVLl3H//d86aXVUfx6T3IHv8nzIMXAoCj9qgJzLrudXv1qv5XoyGqfcDRQ4CCwBMMbMAS4G9qZ1ljIqBzsS5AcmTiSV6zO0hhyiCRXWiYiIiMjEpyV7o1SRB293Q2scynJPffzZZ59NXV0dFRUVLF9+D6tXP8XaF19M3U5d99Ir2d8S5VO3LKVsmo877vjcgDBq5cqVvLxxI9u2bsXr9fGxj32M2bNnn9BjavnyuwFYuHABjz/+OI2NjQC8++7uVE8ov99PPB4HDIlEnJqaHUyfPp32dqioqKCubi8FBfm9lVkGY5LL9hobGykqmk5xcTGXXnrpgN37ioqmc+mll/Lss8+yZMkSZs+eTV1dHQCxWDTVz6qxsYHDhw+nKq365rtq23O41lIxw8fetgTvH4kQ+Mhnscf2UBRrADhh972Rmu6HqwuhLgxNcVjfDLUhuL0YCvQ3QEbAWpswxnwV2MDx3UB3998NFHgAeNIYs4tkcvtNa21zxiYtwwonXNojLsV5E+f/ZZL98i0tYYdzCvXDS0REREQmNv1GO0rn91ZIdTqQsOAb5j/XGxrq2bs3WSCxf/9+gFRI0/exT1ckGdDk+49fsG+nu75Kp2VLl7Jzx07C4RCbNm3inHOSYdfRo0fo7u5h/vz53HHH53p3uXt7wPX7GoVDcqneypUrU83PN23aRE5ODnPmzGH58uUAqYbql156Kb/73W9pb28HoKOjPbVc8JOf/CRr177Ye38HGzasJx6Ps2HDeqZPnz5g/HA4RGlpGc3NzUSjEYLBPBYvXjzgGI8xLDw7h0tm+Xn1/cN0eovImXMJIXsRm97rYMer2wiFQryyadOoAilILuG7OB9mxqA2nAykHq2Hz8xO3i9yKiPYDfQQ8Il0z0tOT0vIxdAX8kwcXo/hUFdCgZSIiIiITHj6jXaUcr1Qngv1EWiPD7/bXlVVVaoBeGFhskdUsgIpWTHVx1qbCqSe/cmTNB1poLi4hPvv/3sgufRt1apVVFRUpEKovo9wvMfUrl1vs2fPnlSj8v48Hm+qKskYw4MP/i/A4vcHCAQCdJ0zn/z8Ah544EEWXb+IZUuXsnz53axe/XQqjOqvb+zju/FZ4vFkP6t4PE5TU9OA44PBPL785S+lGqNfveBqfvazn6aatf9//n9PpY7ND3jYtf4ZEp4AxR+5nunnfoR3DoUJXH4HnoYaFs8/Z8C1GxrqU5ViZWXlDKckANN88EEIOhLwi6NwZSEsmwWBiVMoISJnqLErgW8C9gbPD3io70yw8Gw74cI0EREREZH+9Bb8NMzLS35sTQx/XP8KoL5QZ/nye1i58h8HLNeLJSwxx+Iz0HQkuTytubmJRx99lG9/+4EBVVX79u0HSH0cbKgwCpJL7jye5Lsva5PN0B3Hwefz0dHRji8nj2jCxXUdqrdVD3gOFRXzTuhZ1TefO+74XL97Tt7X5M477wRg546duK7Dzh07BzRr7+gO88JL66mvTz7/JUuW4HNjLJzjY//Gp+isfx+MB1/5Nfy23sOWN95MXbuqqora2lqqqqpOOn5/OZ5kX6nzg8l1VW91wZON0Bwb0ekiMgk0dibI90+8fwIDXkM4bumOqY+UiIiIiExsE++38SzQ19i84xSNzcvKylOVUP0rogbrjiYrl4J+Q3FxCZDcra6pqWnATnkVFRW9zckNl1122ZAhUR+v14fH400dU1FRMWDHuz7hcAiA9v3v0L7/HcAMOO6NN96grq6OuXPnDjnO6tWrU3PuP7YxA7+13njjDVat+jYzZ84ADOFwKPW/+16vl//83w9Qs+mX/Od/PsFDDz0EwDe+cR8LFy4g3N5EY/Va6rc8j3XieArP5o2O2fzm/U66I05qp8LBSwBPpqGhnmeeWY1tqueqQgh6oDmebHi+pQ0cvc8TmdR6Yi7hhMXvnZgVRhZLU+gU/yMiIiIiIpLltGTvNMzsXaYXs2Btcve9k+mrhNq48WUefPABFi1axNKly9i48WWqq6tZtGgRN/zezQCEYg5FRUX8/u//PgBr1vwiVVlVUFDA8uXLWb36acCya9fbJwRBfr8fMNxyyy2sW7cO13Xo6upi5cqVqWOqt1Wnlu7117F/NwDTz7scgG9/+wFyc3MIh8MAvcvykg11+6urq8Pj8TJ//hW0trYSi0Xp7OwkGu3/Zsmkelr1NVmHZKVWRcU86upqOfzu68RiMaafdznxeJx169axdu1a5s+fz/TpRbS3t9N9qI4PX/oRc668iWlzL+XtxhC7DoW4sqyIz/7BneTnjGz9TV9FFcDddy/nqt6G58diUNUG7/YkG56XjqBpvYhMPG0Rl4kZRSXl+pLL9i6YMcyacRERERGRLKcKqdPgM+A3yWjmxGjnRBs3vsyWLVtwHIfq6uRyuOrq6tTtlqOHMG4cBw/7Gw6xevVqnnjix4TDESDZf+kLX/giMHAZYHNz04AKrBUrVnDNtdewbt26VPVRTk6Alzdu5IEHHuTljRt7q58GvhULBvMG3N66ZSvWuqkw6jhLTk5ub/B1nOs67Nr1No2NDXR0dBKNDl42ODDE6jvf6/URiUQoLS3rvc/i8Xjw+/29oVkyePvoRz9GQUEBAOeVnc2R7RvY++sn6Wz4AGvhzfoQj//2KNsPdKd6dg1ncEWV18BFecllfLkeaIrB/z0Ev26GqHuKi4nIhHO0J4F3Av/rlxcwHO5ycFyVc4qIiIjIxDWBfyVPr23btnHrrbeybds2AIK9xTiJEQQWfSEUwKJFi1IfvV4vixYtYvXqp4j3tAIwu/z8VB+oaDRCRcU87rzzTsrLywAoLy8jEMgBIBDIYfny5axcuZLly5fz8saNbN2yBdd1cJxkhVI4HE7dt23rNpYtXYrHM/Bl71u2B/QutRv6TU5BQQEej4d4vP9aRUP/gCsWi+L3n/x/7efPv4J77vmfVFTM46yzzqKxsYHc3Fx6epL9pKy1rFixIhVAAbz2WjVf//rXU8/z9ttvJ9HdTuO2F9j76yfpavwQjIcttd2s2dmWahA/WtP9cHUhlCa/vGzvhB/Vw77Q8OeJyMRyuMshOAH7R/XxGoNLstJLRERERGSi0pK9YTz22GOsWLGChx56iDVr1rBhwwYA1q9fT9ADnUDcwqlWdi1atIjq6mrOO+88du7cyYyZM1m6dBlLly4DYMuWLfjC7VA4h4Tn+NVKS0tZvvxuAGpqdrBhwwbi8eOdt2OxgV24+zcjDwRyTmhwXlQ0LTmf6xexbevWIauJ+vesAvB4PLhu8r6+JuSDzhhwq7S0lMOHj5xwVLIKK1nxVFv7IeecU8q5551La2srl156Kb8xBmstXm/yW/ILX/gi//mf/4m1Lp2dXdTU7GDTpk0sWbKEhQsXMHv2bKqqqti/fz8NW/+baefMo/T6T9HQBv93WxO3fGQ6VS8+RWNjI6WlpXz5y3+WmsvgJXv9eU2y2XmJH2rD0OnAs0fgxunwsRngmcjrfESEaMLSGXWZlTdxAylI/jfA0Z4ExXkTcKtAERERERFUITWsFStW0NLSwooVK1i5ciW33HJLqh9TqkJqBCsmli5dxv33f4vDhw8TCoV4ZdOmAY+XlJTghDsAmPeRKwkG8/jUpz7Nl7/85dQxmzZtGhBGAXi9HtaseZ7vfvdhamp2cP7556UeKy8v51Of+jT9q5fKy+fy3e8+zNEjJwZGJ9MXRo1Ubm7ukD2qIpFIaglgOBymrq6WrVu2EA6HWLv2xVQ4lkjEWb16NeXlZXzyk58kGMxj2bJlbNq0iXA4xKber11fs/W+SrDOQ7V8sPYxug/vxXFh3TvttOZdCF4/jY2N1Oyo4eGHv0vNjpoRNUEv8MGVBTC3Nx/c0g5PH4au0+wjPLjCTkQyo623gtIM1/xvAsjzGw52qLG5iIiIiExcZiQ9dyabyspKu3379lMe179C6t577x3w2PNH4b2eZO+h2SPsK1uzo4Zfb9iAtZZbbr2VObNnp6quLrvhVl475KOrsZaWnb8esEwPkhVSa9e+mLptjKe3minZaNzn85NIDNz2LxjMIxwOpT4Ox+091+PzD3vc6TC91U+jGb9/I3ZIPv+XX34Zv99HOBzGcQaGXsFgkEgkgrWW6RdcyTkLl2IxOOEO8tvepvngHhKJBD6fj7//+/tHNf/2OOwJJavh/AY+PwcuyDv1ef3deuutbNiwgVtuuYX169eP7mQ5KWNMjbW2MtPzOF0j/VkkY+edpihvH41N+Moiay0tYZc7Lskn16f/W8q0if6zSERERCQT9FvsMO69916am5tPCKMA+t7L7G04lKq8OZWFCxbi8/mIx+O8smkTVVVVNDQ00NDQwJ63k29KA9NmEg6HUkEVwHe/+90BYdQNN96Yqh6aP38+wWBeqlKov74QKpGIn9C4fLBgfiEzB+3aN3JDVxoY42H69Olcfvn8U17B4/MPCMNe3rhxwOMLFy6grKyM7u7uAWHU/PlXUFExj3A4jK/3/Pa9b9Gw+Tmm53jwBouInPMx/OXXgvHgOA5PP72ahoZ6GhrqU58Pp6+31HRfMpR67ghsGGXD88EVdiKSGYc6HfL8E7s6CnorvCy0hNVHSkREREQmJvWQOk0VeVDTCdGCYhyvn1c2bWLhgoWnPO/mJUt4ZdMmbl6yhDmzZxOJRGhqamL/nrcpmnUtgYIZA4KZ+vqGQbvdGZYtXQqQ6qN05513smHDehobG4ccMx6PD2pEfqJiTw9z58yku3wuu3a9PeQx1uPDyZ2Omzsd40Tx9jThSUQ4WRN0a13a29vp7OwadmyA1to3AZg57yoAtm7ZwswZM1m4cAH19Q1s2LCBWCxKMBjs/XoYbrjxBpYtXUp9fQMAl156KZs3/4bu7m7OPWsWS87P5Z2mOHta4uSUXoG3sATfoddS/aOAk/aSGizggcvyoSEKByPJ1/7DEHyyJNlz6lSuv/56VUaJZFjCtbSEHWYEJ8f/xfi8cKgrQWmh/ikXERERkYlHv8Wepnl5cHEe7CHAZUt/n7MT7UMeV7OjJhVALVywMPWnz5e+9GVWrfpHAJzuZnyFs7ngsoX83sLLgGQD7v7mz59PfX0DVVVVRCIRGhuTYUz/RuIVFRXMOesstm7ZAiSXsxUUFNDU1DTkHAsKCtix8Rm2RsKce9MXKS0tpbGxEYvBzS3CCc7ADc7AzZkG/fquxGfNwxPpxNtzDG/3MTxO9IRr5+TkctFFF5005OrT1bAHOB5IAaxduzYVuvU9T4/Hm3pOfcFcVdVm6urqAIvjJKsFPvjgA5595hkWL17MkvPO5tX6KEw7G5t3O9P9mwf0jxqul1Sf/q/jlVcu5MMQdCbg2cPwmdlwWcEpLyEiGdYRdbEWPBO8f1SffL+Hgx0JKs+2E74nloiIiIhMPQqkzsCsA9txp1/BjLkVnHuSFXGvbNqUamR+sgqqiooK6urqyPdEiQILP/pxyouTjan6wpLFixenekp9+9sPpHbDKygoYPHixcw5aw7V26pZdP0ili1dykMP/RMAfn+AefMuHDIQCgbz+MY37qOmZge71/44dX/9sXZic+bj5s0E06+SwFoSHcdIdBzFEywkUDwXN3cabu603nCqA2/3Mbw9x/A4yQbs0WiEd97ZNcKvqOnXGwvA8p//+QTWQkFBIUVFRZx73rns3LGTJUuWpHbe61uaWFdXR2lpKa2tUFCQT11dsvpp+fK7ufWCXH5WXUdw1jnY85dS/X4D71dvYNGiRZSVlZ9yZn2v46/WrWPO7NlcVVrO/gg0RuG/j0HchaumjfBpikhGtIadk9RzTkx+r6E94tIZsxTlKJASERERkYlFgdQwli9fzjPPPMNdd93F6tWrT3j8Oyvvp2V6OZ976EfsDSd7DPkHrQTpv0Tv5OPcA8B/bXyDQ8B7B45wSfFcHnnkUZqbmyguLhnQ4Px4YAPd3d2Ul5dRXl7GsqVLeeSRR1OVUQDxeIxdu44HQj6fj0Qi2W8qHA6xatWqAXNxvQEipQvAk/zWcHraibcfIdF+hETHMXCP96oKffga/hnn4C+eS6C4HDe3CDe3iPiseXhDLfg6G/GEW2HEjfMtPp8XxzG9O/Udb4YeCoX4+tf/BoCuzq6TNHiHxsZDrFz5D6kqsr5AL+j3cHb0IPv3tjD9gvk0Mhd/+TVUV7/G0qXLgBOr2fq7eckSfrVuHY7jUFVVxd13L+f8IPR0ttOeM511zcn+UtcUjfCpikjaHepKkDsJ+kf1Z7A09yQoyhnh7hoiIiIiIllicjTSGCfPPPMM1lqeeeaZIR9fuXIlszoamB7rIG5hX/jEYxYuWMh9931j2P5Sfc21P3izGoCQ66e+voHm5uQSu76PfYLBkzctGurYgoJ8INkAvC+MGorFED3rCvD4SHQco+P15+nauY7Ivh0k2g4NCKMAcB3iLfWE9myhfdt/0fP+74g1HwTAyS8mevaVRMoXEZ8+F+sd2e598Xgc13XweLxUVFyQuv+yyy6jvr6Bxx//8aBqL8MnP/lJ5s+/AjAUFxfzwAMP8v6e91m+/O4BQd4nli4hr72OIzs2grXkll3FWYu+SCSeDLP6V7MNtnDBQv74j/+YefPmDVji99bGtXxQ9SsAXm6BrW0jepoikmautRztdsjzTa5AKtfv4WDnyX+ui4iIiIhkKwVSw7jrrrswxnDXXXcN+fj111/P+l/9ii9eUIQBjsUhdhobHlVVVVFbW0tBwGKdGP78aVRtqU497vf7U4276+sbOOec0gHnP/7446nPjRn4kobDYbq7u6momMcdd3yOoqLpQ87BAtafh80pxAl30fPeb7GxIRK2k3Ed4s0HCb3/OzpeX0N4306cSDfWHyQ+s4Lw3BuJzv4ITu70E5bMDNX7xHWd3r5QSbt2vc2zzz6b6iXV54Ybb+C9997j4MGDgKW5uQnXdajeVj3guPr6Blavfpo5Z80hcugDzonV4/NAjynkuTdaaOlOcPOSJeTl5Z20mq2srJy7714+YInf4sWLyeluYVakFYDNbbB5NEVhIpIWXTFLwgWvZ3IFUnl+w5Fuh4SrHzoiIiIiMrEYOwXfOVdWVtrt27eP6TV/ehjqwjAvCGfljO7c/kvF9tvzaWiPcXFuN7u2bkw1Lvd6fTiOQ9+Odsnbx/9X3BgPn/zkJwcsZTvOMH/+fIB+1UWm91rJj/GiucRnVYDr0LlzHW741DvjjYRv+tnMmHcl8ZwZqYboJh7GG2rBG2rFG+04sfJq0Nz77+JXWlpGU1MTsViUiooKwKR6RaXOMIbrb7gh1fQcYPXqp6mrqyUYzCMcDlFRMY/PffFOttZHaYu4eA18+soZnDtrlC9eP8di8EGynRU3TIebZp72pWSEjDE11trKTM/jdI3HzyIZ2v72GFvroxTnezM9lTHX1OPwiYo8SvIm33ObKCb6zyIRERGRTFCF1Bi5tHeXtcOx0VfHvP/ee4RCId5/7z1KZyT7gERyprN8+d3ccsstBIN5veFT34UNf/RHf0Rp6fFKKWtdNm3adJIKKMuuXW8PWuqWvJbfn+wVlSicA0DP+1uGDKO8Xi+ns4lTov0wTdvX0/HGfxM5uAs3GsL6gySKyoiefQWhc28kctYVxKeV4vpyTzjf4zn+LRoM5nHLLbdQXp6sUNq//8AJYRSQ6ju1evXTqcqyxYsXU1ExjyVLllBRkVx2t7XqFV577vv4wy04Fn75Zhu7GkOjf5K9Zgfgkt7m9lvboabztC8lImPsaLeL3zu5qqP6eAwc7dayPRERERGZWBRIjZGP5IPfQI8DHcO8L6jZUcODDz7AqlX/yPPPrwGSYUlfb6JLzkqGMvWdCeKupby8DK934MtUUXEB5eVlfPnLXx5w/5IlS/ja1/6alStXEgiMrNInHo9jvQHad/6ajtd+Qbzt0JDHzZw587SXoXm9XmwsROTgLjrf+CVdb24gcnAXia4WMB7cvFk0173D0cOHiZyzkET+bCzJN46u6xAM5qUqm5544gnmnDWH0tKyARVig23dspW6ulqqqqoAKC8vY/nyu5k9e3bqmOpt1TjxKO+s+wmXzEr2uHrl/U5++2En7iif7PPPr+Hb317Fb19aw4W9Lb42NEPd6edbIjKGDnUnyJtkDc375AUMB4b7h0dEREREJAtlxS57xphbge8DXuBxa+13Bj1+N/DN3pvdwF9aa98aybnp4vPA9dPh1TZojML0fj28N258merqahYtWsTOnTt7l97Brl27+Nzn7kj1JupzdpGfwx1xGjsTnDfdT3d394Cx6urqqKnZwcKFC6ioqKCuro6KigoWLlyQOiYWi4547k5wBuG6F7GJGMELhl5x0NTUNOT9I7q+4+D1enBdF2vB7Wkl0t0CB3dh/LmUXPARQu//FuPPoei6O4jlXoaJh/F1NuDrPEw43D/VsbxW/RoM6kTVf6e9PgUFhdTV1bJmzfMUTiukels1Pp+PWCxKS0szi65fRPW2ai677DLefvm/uPSGZeyN5LPjYIj36uo5sv2XzL/sUj73uTsAWL36qdTXum9nxD67du3CWpt6TSMu1Efh50fgy2UwSxtgiWRMT9wlHLfkBybn/8Hkeg3NIZdw3CU4eKtXEREREZEslfFAyhjjBR4BlgENwBvGmBeste/2O2wfsNha22aMuQ14DLhuhOemzdXT4Hdt0JaAkAN97Tyqq6txHIfq6mpuu/12frVuHY7jpPo6NTTUU1VVRV5eHrt37+aiRbeDKeVARzKQKigoOCGUWrv2RX71q1+lGoLv3buP+voGNmxYT2Nj45ABzck4wRkA2ETstJ+7z+cbdgc/x3EpLSvl6quuZu3atan7vTbOpz96Ff+2pgsn3Emo9nVyzrkEb9404rMuJD6zAl9HA76OBjxOtPdaJ45z4nO1dHcnlx7u2vU2Ho8X13WIxZJhYEdHB8uWLmXmjJm89NJarLV0dnbwB3/05/y2PkLYP4v8yz/NO+9v4HPAo48+kgrl+jdb7zN//nx27dqVek3n5kLIhZY4/Pwo/HEp5Oh9okhGtEdOY7eJCcQYgwFawi5lCqREREREZILIeCAFXAvUWmv3AhhjngM+A6RCJWvt1n7HVwNlIz03nfK9cGUh7OyCQ1GY19tPaNGiRakKqYULFrJwwcIB5/XtsmeMwVrLB29sZNq1f8TRHpdQ3GXOnLPo7q6loKAwFbJAMpjpC6SsdVmzZg3t7W2p232CwSDh8NA75lnAHYNAargwqk9jQyONDY0D7nNdlyeffBLXTc43dqSW2JFafDNLyS27FN+02SSmzyVRVI63+yj+1jo8zsB5Dvf8+iS/Hga/30c8HqeoqAiATZs2pXpOtbd3MDvfy7Lzg6x/rwVf4WyKKu+kqSs+oEIs2Ux9oM997o5UJRUk+7dfmAfhrmQo9cIx+IM5nFYfLhE5M8d6EngneU7j80JjZ4Kyadnwz7qIiIiIyKllw6/opUB9v9sNvfedzJeAX432XGPMvcaY7caY7Wey/OxUrknmHByLQbw3E1q6dBn33/8tli5dNuQ5fT2k5s+fj9frZdE1C5jpTwYsW989mGrI/YUvfIGVK1dyw403YozB6/Xh9x9fC9be3j7k9YcLa6wviPXlgnWxw/RkOh1mBOmL61oc58TqhURrI91vb6TrzfXEmvYD4BSeRWTu9cQLzxmwYO9kz69/g/dk6JQ8q6JiHnfc8Xkg2XeL3n5V+fl5vLxxI9//7kMUte6mOOjBGh/PvdHCrHMvA6CgoIDDhw9Ts6PmlM/NZ+DSfPAa+DAEv2075SkiMg4OdTmTfilbvt9DQ1eCqbhzroiIiIhMTNnwG/pQqcWQv1EbYz5OMpDq6yc14nOttY9ZayuttZUlJSWnNdGRKA4kK6NckjvunUrNjhqeffZZLrk02auoL7g68v42AI5EvJSVlbJ8+d2Ul5fx8saNbN2yBWstM2bMGNQravRvRPqW62HBeMZ2y/DRvDEyHu+Q4zvdrYT2bKVz+wvEWxrAeIiXXEz07KuH3JWvv4997GMn3BePx6mrq+VnP/spAAsXLkjtVtjR0cm2rVtxXYfq31aRqNtK+TQvrgW3/GN88d5v4rouoVCIVzZtGnDd1aufYtWqf2T16qcG3B/0Ht9573ftsKdnpF8RERkLUcfSEXHJGdsfb1nH7zVEHUtXTIGUiIiIiEwM2RBINQDl/W6XASds9WaMuQJ4HPiMtbZlNOem26LeKqnGCMR6i39qdtTw8MPfPaGy5pVNmwYEHA0N9Tz99GquvKAEGw8RKJzJ4W4ndXz1turU583NTQOqgKZPnzHg2jk5fYHNMJVK3mT39Rk3f4n8yz4+imd5ciUlJfj9/lMf2E/+ZR8/6fgej8GN9tDz3qv0vPdbcB3c4HQi5dedUC3V34YNG046Xnd3N9/97sPU1OzglltuAU7sQ/Xatm0sKs3h4ll+LLDh3Q4uvvEz5OXlcfOSJQOO7esrVVdXd8JrPMMP5/W+FL88Cq3xk05LRMZYe8TBMLKKzYnOtZaWkHbbExEREZGJIRsCqTeAC40x5xtjAsAfAi/0P8AYMxdYA9xjrf1gNOdmwtxgskrKAQ5GkvcNDp763LxkSSrgqNlRw5NPPkltbS3Hjh7l9z4yB4CX3zrAqlWrWL16NYuuX5Q6t6CggFgsxg033khpaRn5+fkEAjlAsq/SsmXLyMnJZfr0IoLB4KBZJt+ceSIdAHinjV3VWFNTE/H42KUurns8coq31NPx+vPJZXx91VJnXYnrzTnhvHj8xBK1418HQzgc4qWXXuKJJ36cetxayw033ojH42XR9YswxnDlnABXzkkujdwXLqLoot9jdsnsAdft31dq8GsMUJoDs/zJ74lfHD2+nFNExldzyBk2k59Mcn0eGrqcUx8oIiIiIpIFMh5IWWsTwFeBDcB7wM+stbuNMX9hjPmL3sP+AZgFPGqMedMYs324c9P+JIZw88zke6AjMehxBgZP/S1csJD77vsGCxcs5JVNm3AcB6/Xy+LFi5lfmod14gRnnkWwuIy6ujqOHjnKn/7pl1i5ciWO4xIOh9i5Yye5ubk0NjaklvD19VWKx+O0t7cP0WcpGfJ4op1gLd1vbSDSkJFe8ABE6ncRqd81omNtIkZoz9bj1VJ5M4nMXUQif/Ypzw2Hw1RUVFBaek7yWkPsRHj0yBG+9a37WbZ0aeq+i2f5ue6cHLCWcMF5vFBzeEBQtnz5PXzq058e8jWG403Ogx5oisH6ZlCrF5Hxd7jLIeifGolUvt9wqCuBqx8uIiIiIjIBZMV2PNbadcC6Qff9sN/nXwa+PNJzs0FxABZOg+2dsC8MC64+cXe9wa6++urUbnxlZcmViHPzw9RH/MycdxWHWg5RV1dLJJIsu8rJCeC6LkuWLGH27GQY09HRQXNzsmn7r371K1x3+P8tN9bFE+0icuAt3FAHJSUlDG76bsz4hyeJ9qPJT8rnj/iceEs9HW/8N8GKawgUlxObcxlu53T8LbWYIYKmPsnldQPfoBYVTaejo73f4yc6d7qP32x8leAlHyVROJeXdrVz2+XT8XmT1xpqB8X+fAYuyYe3umBXN8wOwHXTR/x0RWSUHNfSFHKYEcz4/72khddjcFzoiLjMCE7yplkiIiIiMuFNjd/SM+SjM5I7rLUnoG0EbT2OHj2K4zgcPXo0dd+yhRWAZVrZxdzyyd+nomIeAI2NDbS3t1NWVsbChQsoLy9j+fK7+cpX/gpjki+rM2jXvPnzr8DrPTGD9ETak594fSeEUQAXVFTg8WRnhYGNRwi9/1tCta+BdUlMKyVyzoJhG56XlpZSUJAPJL8mN9x4YyqMguPL72pqdqT6TPVZct0VJD74HR5c9jZH+elrh3m9ZseQ/cGGku9NLucE2NQKG5rBVTGDyLjoiLpYC54p0D+qv6aQlu2JiIiISPZTIDWO8rzw8d4+4/vCpw4eFi9ezLx581i8eHHqvsJcLxUluWAMR+M57Nu3j5kzZ1JaWkZpadmAY/sUFU076Rg+XzKQKi0to6CgEDjeR8p4T2xEnpcXBDuwj1M2si0H6HpzA064C5tTSKT8OhJ5xScct3LlSnJzg3R3dxMM5nHNNdcMaBQ/f/4VLF++nPr6BtatW0c4HGJTv55Q5eVl3H3H7ezb+DQ2EaM57GHLAZdQODJk76ihzA4kl+8ZoKYTfnoEInr/KDLmWsIOp7P76ESW6zc0dKqxuYiIiIhkPwVSY+Sxxx6juLiYxx57bMD9C4tghg/CLrScos93WVk5d9+9PLVcr8+VZcmSmm7/DFxreeedd8jNzeWWW26hvLxswLFr/v/s3Xt8VXeZ6P/Pd+37zj0kBEjCLSmF0tCW0DaANbUJUntzWp1qBcfadqrTOkc9o3VOfyqmOv0d23HUOaPH47S1x6Hj5acwWkQopDYqEFsCLSkF2oRLcyEkIffs+1rf3x8re5MrBAokkOf9evHa2Wuv9V3ftfcmyX7yPM93w0a6uroSWVKDV+Grrd1HOBzC5XKzevVq+vp6AXDEA1JOt12fN0ggEByzhG0ySUtPxwp00vv6FiLtDaAMIjOKiEy7Am2cygrbsGEjpaWluFxugsEAP/vZz4aUNdbW7mP9+vVUVVVhWSaG4aCsrGxEtlSg8wSHt69Hm1GMtDz8V3yAD9wysnfUWHLcUJQMLmUHK59vhtaRPdiFEO/B8d4YHufU+jHndylO9JvEJvkfEYQQQgghhJhav6lfQI8//jgnT57k8ccfH7LdoWBZmv11+zkuPPfc//p/Mfs7cPqSyZh3NWlpadTX11FVVTVi39pauzF4vFl3d3c3RUVLhuwTi0X59a9/nbjvVBqHx4/Dl4orI/fcJvkeKZcH5Rq5Ut54tbe1232uzCiBg38ieLgGtCaWlkdw9gqiqXlo7IDT888/nwhCBYOBEWPV19dTWlpKQUEhJctLqKysZOvWLUOypbKyson0dnD0D79AWybu6VcQTluQGKNmT80Zy/hSnXBNCvgN6IjCs41Q3SUlfEKcD5bWtPRNnYbmcYZSWBo6Q7KUpxBCCCGEmNwkIHWePPnkk0ybNo0nn3xyxGML7XZFdEQhNo5gQ2NjAy+8sJ7GxobEtlCDnZkzv2Q1f3X3PRQUnCrta2hoZP36F6ip2ZPojWRnRimKiooIBIYGXbTWQ3omXXXVVcy6+RNk3/047lkLmAhJC28iaeFN5228cPMhet/4PbGuFjAcRLOuIDxjCdpwYVkmljX2h7WCggKqql6hvr6O6l3VA0Erhc/np6ysjIaGRtLS0njggQdJdpg0/HkjaM3uY/282WQ/1y9XVhIIBM5Yxuc17KDUDLddWPRyB6w/Dp3nGLwUQtj6IpqYBc5J2v/uQjIUtPZL2Z4QQgghhJjcJsUqe5eDhx9+mIcffnjUx1KckO+FhpAdlJrutrc3NjZQVVVFaWkpJ1pbebmyklvKyjh44AB1dXUArFmzFoBoex1m/3UEkqbRagzNJKqqqqK+vo7m5maCwQC5uXl4vV4+8pGPkJ+fR0NDIz093bS3t6NHWS6vtnYfTsNJNHM+rvQZOJLSMPu7z+OzMzHMvi763nwZZ2YuyQvfh+WfRnB2CZ6WfThC3eTm5tLU1ITT6SQWsz+8ORzOISWKlmWilCI9PY0777yL/Pw81q9/gfp6+/V59NFHAKjvjFJzPELlwR5SvA5uKStLvJ5n4lB2o/NMF9QFoDEEP26Ae2fAPP8FeGKEmAJOBqZuQMbvUjR0myzOnuiZCCGEEEIIMTY1WoDicrds2TK9e/fui3rOmh57RbUMJyxOtrc9++wzNDY2kpeXR0dHB4FAAL/fz3333ZcIVMX7ST399FNEfdNJWnQrWDEO/te/MX/uXNauXUNDQyNVVVXkzMhh7569eDxuurq6sNtma9LS0olEIqOWp8W11v4J05dB2gf/nvDxdwgd3j1q8OpCCR19HQDv3GsvyPjK7Sdp4UqcqdmgNa7OI7z/qjw+uKqchoZGfvKT5854vdnZ2aSmprFo0SIqKysJBgMUFBRQWnozVVVVzC25leaIF7RF+TyTxQX2a7d9+zaqq6spKSmhvHzVac8RteCdoB24VMBt2XYGlRidUqpGa71soudxribie9FUsaMhyPE+k1TP1EsE1lpzMmDxkauS8TimXobYRLjUvxcJIYQQQkyEqfeb+gSJl+11xeygw3C3lJXh9/u5paxs1Obmt5SV4Qq2kuSIgOGk8IbyRMlefn4eixYtYueOHQSDAbq7ewaOsgMs3d1dpw1GAQRPNhNuOgiAZ0YBOFyoi7hUeqy3nVhv+wUbX0cC9NVuJ9SwH5QimjmfPxzuY8dfdo9oDA92plScy2WvPtjR0UF9fR1//vOfEs9nfX19IkPtaPUWzM5GUAaVhxV9YbtPVXV1NaZpUl1dPeI8w7kMWOSH2PEjaOB3bVDVAeczNrhr1y5uvfVWdu3adf4GFWISsbSmuTeGf4r1j4qLf+/uDMrynUIIIYQQYvKSgNRFkuSAeT47RBRfbW/16tUUFhayevVqipcW8+UvP0bx0uJRj48/Xn51DgCu3Kv4v+tfYNv27QCJZttgNzTPzs7GzrEZncvlpqCgkNzcU03MlTYxAh2gDNw5BWitcbtd7+3CJxOtCR17g743/wCWieXP5LcHe/jOj/4v06ZlDdk1MzODgoICAJxOJ7m5eYm+U6cCfrZFixZhGA7q6+voP7gDq+8k2nDy2zc6icQsSkpKcDgclJSUjKvZuVLw51+v5+DLm9CWxY4u+G3b+PqPjUdFRQVbt26loqLi/Aw4RSilblVKHVJK1Sml/nGMfW5WSr2ulNqvlBq56oC4KHrDFlFzavaPijMMaOmTgJQQQgghhJi8JCB1EV01kCXVNhCQGi0T6nS2b9/G+h89Raz7OFoZZBRcS/UuO+umrKwMw3AAdlPu1NQ0QJObm5fI8MnKyuaOO+7E4/GSnm6XnvX39w85h6u7EQDPzAWAwjAuv7dIrOs43bt/S6z7BBhOWv1zaQkPbafW1taW6CUVDAaJRMIsX7ECw3CwfMXygZULFUVFSzhw4EBi1b6mxgbuXppPslvR1hvjN6938v6by/jqV79GefmqcTc7LykpoeWtvUTrXscB7O+Dnx2H0Hn4fLlu3TpWr17NunXr3vtgU4RSygH8APgQcBVwn1LqqmH7pAM/BO7SWi8G/vpiz1PY2gMm8QzRqSrJZdDQM3X7aAkhhBBCiMlPmppfRAuSYHM7dMegLwbJZ/nsx0u/Qu++RnLRXWRdtZyC7CQaGho5cOAA999/f6L8bHAj83jD7o6ODoqLl7J3716amhrZtOnFEecwgidR0SCGNwlX1mxC7cfe83VPRjoSpK/2ZbxzivDmX00keyEahau3ObGPz+cjGAwCdoDqigUL+NrXvpp4/J577gbs5zreUL6goACPU/H+2V62HwnR3B3lv17v5MPXZuBxGuNudl5evirRb6ovBm/1203xf9NqNzt/L9WUy5cvZ8uWLec+wNR0A1CntT4MoJT6OfBh4K1B+3wC2KC1fhdAa9160WcpAGjqjeFxXn7B9LPhcSra+00CUQu/a2o/F0IIIYQQYnKS31IvIp8DlqXaXx8Ojt0XaKyyrrlz5wIQ624m0voOynDgnFNMVdUfqa+vo6rqVIVQfn4efX39hMOhRLNuyzL5wQ9+OOo5nb4UnL4UFODqsoNQ3vzF536xZ8nw+DE8F3tJOU3o2D4C9XZT6Wj2lURTZiUetYNRpyI/O3fsoKKigu997/sAfO9736eiooKf/vT/ct9997Fi5UqOHDnKtu3bSXYblM/z4nYojndH+a+9nYRjFsVLiyksLOR3mzaxceOGMWe2ceMGnniigo0bN5DshCXJ4FRQH4Q/d12QJ0OcXi7QMOh+48C2wRYAGUqpV5RSNUqpv7losxMJptYc7zOnbP+o4TqCozQtFEIIIYQQYhKQgNRF5ql7FTMSosc81UtqsJo9Nfxu06ZRy7qOHz8OgN/v5799dCUpXoOOkEVhySoKCgoTTc7jykbJwmlvb2P16tWJ8j6wm3bn3ngbs1fcBYCjtwUVC+FISseVObLh94XgX7AC/4IVF+Vcw0WOvz1qUMp+jkZGDbu7u9iwYSPd3V0AxGIxfvrT/0v1rmosy0yUUcaDUn6XoqUnysa9nYSjFrW1tWitqa2tHXNOg/dpbGzg1z9fz7RAGwB/6oT60/eoF+ffaNGN4W8OJ1AM3A6sBr6mlFowYiClHlZK7VZK7W5razv/M53iekIWptY4pnD/qDinA473SdmeEEIIIYSYnCQgdZE9+Y2vs+mbXwTgSAisYR9pX66sRGuNUmpEWdfglfg8LoOyhWkANEb93POx+0asFldcvDTRPyouKyub/PxTDboBolE7Mmaa9gcXhcbZ9S4AnouYJTWRhgelYimz8Pt9ALjdHny+U9lbLpdrRDApFotRsrwEw3BQsrwksT3ZbfCBOV6SXIoTPVE27O3gqqLrUEpRVFQ05nyKiooS+1RVVVFXV8erL29lttd+/FcnoHOUgKa4YBqBwc3e8oDmUfbZorXu11q3A38Erhk+kNb6x1rrZVrrZfbiA+J8aguYaC3BKBjoI9UdS2TJCiGEEEIIMZlID6mLbN26dVR885skRQP0u/w0hSHfe+rxwT2Ghq+4V7y0mOKlxTQ2NvDCC+tZuGgR7pCTiDeH109EWJFnD9TQ0EhVVRWlpaXMnj2H+vo6fD4/9913KmhVVFREbe2+xNgtr/8BgBnXfgAAZ+9xopkFOFOm4UyfSazr+IV8WggetssTffNHX2XwYogcfxuUwj+/mEj2lXS1HcRJH5FIeMh+0WiUtLT0RIZU3KryclaVl48YN8ltcPNcL1VHQ7T2xsietYIv33EHvmF9XRobGxKv291338Pdd9+T2A5QWlpKrsfuKdURs4NSn5oFbgkrXwyvAVcopeYBTcDHsXtGDfYb4N+UUk7ADdwIfPeizlLQ1BPDJ+V6ALgciq6QRV9Ek+KR50QIIYQQQkwuEpC6yJYvX86WzZs5EoCftdiNqnPcp4IK8aDTWGr21PD7zZsxTdNupB1TpF2/hsYeONFnkpPsoKqqivr6OoBEGV9paemQDKp77rl7IMvH/st5tKd9SNaU0hauzqNEpxXgzV9M3wUOSJn9nRd0/PGKNB9CYQfGItkLAXD3t6KUSmSQASOCUfaqe7Zt27dTvauaefPm0tx8nMLCQurq6igtW03MP5e2PvjFX05w7w05+AdFk+KZUABr1qxNbI+vxhi3IAne6IW2CGxugw9Pf29NzsWZaa1jSqnPAVsBB/Cc1nq/UuqzA4//SGt9QCm1BdgHWMAzWus3J27WU49paVr6TTJ8EqUdrD0QI8XjnuhpCCGEEEIIMYQEpCbIPD9c4Yd3AnA0BAuG9fN+5pl/p6mpidzcXB566G8T21+urMQ0TRwOB7eUlbF92zaCx17DN/dG9rSE+WCBb0QQau3aNQDU1OyhsrKS65Zex4mWExQUzKe+/jBFRUWcqP4toVBwyBycPU1EM+biTJuOIzUbs+fy7XdjGAproH4y3HwIUPjmL00EpZy9LaMeZ78+D1FTs4ennnqasrKyRC+p+vp6gEQmWlXlVmbNmY+ecz3dqdP46R/f5eTu/48bl11LefmqIa/b6TgVLBoISr3VDzO74cb08/AkiNPSWm8GNg/b9qNh958Gnr6Y8xKndIUsNGBIhDbB41Q095nMy5jomQghhBBCCDGUBKQmUNk0qAtAawRmuCF10KvR1NQ05DZueEnfphdfhKY3cOdcSS/pvNoU5sa8XNauXcMPfvBD2tvbUEoN6SESD5gUFBSybt3XAdj0v/6fEfNT2sTV9S7RzHn45i2lb99LYy8NeImzhjXzCjcfBAW+eUuJZF2J0hbO/la8Xi+WpQmHQ4D9+qxf/wKNjY2EwyEqKyspWV7Czh07RpyjrKyM6dOnU7WjGt+1HyRoefEu/CDVr/6O8vJVIzKhTsfvsAOaBwNQ2QGzfTDT896fByEuZW0BE3V5fos6Z36XoqknhqW1BOqEEEIIIcSkInUNEyjTBcvT7a8PB4fGenJzc4fcxhUvLebLX34sUdaXm5sL2iKpsxZDQUOPya7GMLtr9tLebmc0DQ5G+Xx+SpaXkJubRygUoqGhEbAbd4/G2d2AioVwpkzDm381MHXKw8JNBwkefR2UIpy9CNM3jWAwSF7e0Obxdo8uL6AIBgO89uqrI8ZKS0tn06ZNvPbaa6z9+EcpL0wm2t+NMyUHb8HNNDQ0nPX8stwwa+Ble7EVYvJBXExxjT0xfO4p8g1qnJyGImZBd9g6885CCCGEEEJcRJIhNcFWpsNr3dBnQmfMDlIBQ8r0wG5svXXrVgBWr15NXl7+iP1auiP8ak8HTb0mgV4PynCirVN9jxwO++XOzMjkRMsJ6uvr+I//+A+i0QiGNxm3e1jdIHaWlLv1AOGZ1+LNv5poZzNm78nz+RQAYPhSzvuY50O48S2Uy4M3dxGhGVczn1ZKS5cTCgUT2WuGYQysZjjQjyt6avm7devWAVBR8QSgqa3dx/79+ylZXsK7+w4y/4OfxJU1n9/vOcLD+fZrWrOnZszG9sPN8dqr7bVH4c+dcHPm+X8OhLgURE1Na7/JNL/8nWU4jaY9YJLhdUz0VIQQQgghhEiQ39wnmMuA0oHeHu+Gxq6Iq6qqorGxkcZGewW90cxIc/OxZdNwGuCfPoc5pR/ltjvuwuezA02maRIMBti06UUaGxvJzc0jGo0AkLO0nJnLPjjquI5QF87uBnsFugUrwDj/cUx/4Y34C2887+OeD6Eje4mcOAwoDutsnvmPnw8ppYw3g09OHhpUS0tLT3xdVFQEKEBhWSbVu6rxGSYNf9qI1ppg8jz2NwcAu09YIBDg5cpKGhsb+Nd//T7f/OYTbN++bcTcHMou3QPY2QXNobO/vl27dnHrrbeya9eusz9YiEmiM2SCAjVVUjjPgs9l0NgTO/OOQgghhBBCXEQSkJoErksFlzqVJTWa0tJS8vLyyMvLo7S0lO9//3tUVHyD73//e0P2y05x8fHrs3A5FL6sPMLTF1FWVobP5x8IitjC4RBer5esrOwx56XUqbeHq+MwKtyHw5eCb/7S93S9l6LAO38herIBlEEodymW0zvk8Z6eHu69914Mw85AMAwHs2fPpqLiCTZs2Mg999zNunVfZ8XKFRiGg5LlJXzhC5/nS393P8sG6u4qD/TQ0BHmlrIy/H4/t5SVUVVVRWdnJ5ZlUV1dPercUp2QGy/da4PYWVbmVFRUsHXrVioqKs7uQCEmkdZ+EwlFjc7vUrT0mcQsqesVQgghhBCThwSkJgGXAaUDpVZjZUnl5eXz4IMP8eCDD5GXl09XVxdA4nawaclO7rthGg4Fzb0mMxcs4bHHvsw999yNz+dL7FdfX8fMmTMBOL77JY7vfmnIOFqfimwoNJ7Wt0BbeGYU4swc2tvqvQrU/YVA3V/O65jnl6b/4A5i3SfAcBKeeQ2+1HQeeOBBHA4n4XCY5557lpkzZ2AYDhYvXjywup6mtrY2Mcqq8nK+9rWvsqq8PLGtIMPFgkwnGvjNG53Mv/KaRPP6nJwcMjIyMAyDkpKSMWc3xws+A05G4ZXOs7uydevWsXr16kR5oRCXosaeGH6XhKRGYyiF1tAdkj5SQgghhBBi8pCA1CRxXcqpLKmOcVRWpKenD7kFu8/UCy+sp7GxgQy/kxWFdgnZ6ycimAN/GQ8Gg0PGqa2tZcXKlUT6Oon0nT6SYUT7cXXUA5C8cCXK6R7n1Q2d82isYC9WsPesxrvotEXfW1XE+jrQLj/hGdfwws9/iWmaiV2OH2/ha1/7Km+++WZi2+DMtOEaGhpZv/4FMiNtzEpxYFp2UOrlV/5MIBBgx44dXHXVVXzta1+nvHwVYPeYevrpp6jZU5MYx1CwYKB079VuONQ//stavnw5W7ZsYfny5eM/SIhJJGxqOoIWXqcEpMakoD1onnk/IYQQQgghLpJJEZBSSt2qlDqklKpTSv3jKI8vVErtUkqFlVJfGvbYUaVUrVLqdaXU7os36/NrcJbUkSBEBv0he+PGDTzxRAUbN25IbPv857/AunXf4POf/0JiW1VVFXV1dYkeU9fk+cn0O+iLaPa32Y22CwoKgFOr6uXmzmJVeTlz5swlKSkZzlD04uxuxAh2geHEN//0DbeH6+2d5AGn8TBj9O//A2agh76YQXd6IXpQaaPWmoqKJ4Zkl91zz92jDtXQ0MjPfvYz6uvreOmlrRz903+RZMToDppkLf2rRK+u4aV6g3tMDZbihHkDlYT/dcJudi7EVNAZlP5RZ+J1Kpqlj5QQQgghhJhEJjwgpZRyAD8APgRcBdynlLpq2G4dwH8D/nmMYT6gtb5Wa73sws30wrsuBaa7IWTB/v5TvYBqa2vRemjp12hKS0spLCxk4aJFvPDCeo43N3LLwjQADp6M0tQbY+3ataxbtw6Hw+511NFxKisqKyuLdeu+TlHRkmEjqyFfudsOgrZwT5+HK3vuuK9vcCbRpUxHw/TtfxmsGJY3HTXvBrSyg0d2IGpozWVNzR6eeeZZnnnmWRoaGtm2fTvf/Oa32LBhA8Gg3cj8+PHj1L9ziM43tuN2KHpMD3nLP4bD6RpRqje4x9RwszwwzQUm8JtWMKVljJgCTvSbGBKLOi2fS3Gi30xkywohhBBCCDHRJjwgBdwA1GmtD2utI8DPgQ8P3kFr3aq1fg24rHM+XAZ8fAZkuqDftINSprZLvpRSpy392r59G88//zw5OTkcPHAgkSmVm+FmZWEyANWNYXrDdpQr3ui8bJSgxpw5c4ZtGfoBJicjGXf72wAkLSjB8CS9h6u+NOlwgJ49m3EoTQAv4ZlL0Gr0JdW3bNlCU1MjTU12RtSunbuwLHNI/y/LMnE4HNQf3M/bW/4vBhZ9KoVr73yEW24pHzJe8dJivvzlxyheOjJDTSm4wgceBc1hqOo4r5ctxKTU0B3D75oMP84mL4dSWGi6w9JHSgghhBBCTA7n9Td4pdQ0pdTfKaU+rZS6QSnlO/NR5AINg+43DmwbLw28pJSqUUo9fDbznYySnXDfTHvltF4T3uqH4uuvp6CggOuvv37M46qrqzFNkx07dpCTk0NhYSGlpaUAFM9OojDbg6lhR2OIqKUpLl7KY499meJie8W8uQuL8Gfm8MQTT7Bp04tjnEWRnp5BW1sbjt7jOPpaQRn4r1zBmUr9zsSRlIEjKeM9jXGxWaE+Ol/9LZgxLG8a4ZnXjAhKGYZBLHaqTCYYDJCWljZkBcM4O4NME+xqpfGP/x8OA+rbwrx0oBs9qNP9M8/8OxUV3+CZZ/591Hk5DbhyIEZY3Q2HA+/9WoWYrIIxi+6whWf0eLAYTMNJ6SMlhBBCCCEmifP9J+WNQDbwJPA00K2UOniGY0aLZJxNTcFKrfVS7JK/R5VS7x/1JEo9rJTarZTa3dbWdhbDX3xpTvjETLvJeXcMDgWdNLV1JHpDjWZwWdfevXtZs2YteXn5gN1XZdVVaWT4HfSENbubw0MCHACf+sdvE8ooGLJ9cD8WpRQrVq4gGAyQnJxil+61HwIrhjM1G+/sq9/TNfvmF591T6rJwAr307Pnd1ihvoGg1LXogd5PAJZljWjmHg6HEqV9huFgxcqVFBQUJvp7ORwObrr+Wm6e7cVQcKglxMsHexKvTVNT05Db0aQ67ZX3AH59AvqkdYy4THUG7Ywf6R91Zh6XQXOvfDMQQgghhBCTw/kOSKVorZ8ATmitS4H7gJ+c4ZhGIH/Q/Tygebwn1Fo3D9y2YgfEbhhjvx9rrZdprZdlZ2ePd/gJk+mC+3PBqcCXPZPlf/M5Fn/wrxir2qK8fBV33HnnmL2F3E6DO5ZkYCho6DF5e9BSfvGV3ixr6F/Otdbccced+Hx+br/9Dvbu2Us4HMY0TQoKClBWDE9LLWiNN/9qHKmT/3m9EKxwP7212zFDfVjeVDtTaiAolZWVTX5+/pD9B690eP/997OqvJy1a9cQj83OnTuP4uKlTPM7eP9sL0rBm81B/vROL1prcnPtBML47VjyPHZwM6rht22gpXWMuAwd74vhlGq9cfE7FS19JqZ8MxBCCCGEEJOA88y7nJXQwG1YKeXTWv9aKVUFfPs0x7wGXKGUmgc0AR8HPjGekymlkgBDa9078PUHgSfOffqTS7YbPpMPf+6EN3oN+oxkdvfATI8dbHAP+xBWvLR41L5CcZlJTj50dTq/q+3ijRMRMrwG05McVFVV8cf//FccDgczlq3G7fYQiYTJzc2luHgpx44dY9OmF3E67bdLYWFhYuW4iooKnF3vEsuYQ9KCFfTu3Yw2z77VV+DtnQD4F6w462MnAx0O0LdvO8lFZeBLJTTzWrzHXycajVJbu2/Ivj6fj2AwiGE4eO65Z/H5fIDiuqXXASRKLQGmJzl4X56HPzeE2dsQwOVUPPTQ3wLwwx/+gIqKb5Cdnc0jjzw6Yk5KwQI/vN4LR4N2+d7y9Av2FAgxIRp7YviHfzMUo3IYipgFPWGLDK/UOAohhBBCiIl1vgNS/6yUygR+ATynlNrJGfpBaa1jSqnPAVsBB/Cc1nq/UuqzA4//SCk1A9gNpAKWUuoL2CvyZQEbB0o1nMB/aq23nOdrmlBpTrg9G0rS4I+dcKDfblZ9IgyzfTDLbQcexssbacPX10QweS6vHOljbvgIoVAIw4yQkZbJunXrEvvW1OzhySefJBq1A0zxXki1tftISU1hVbndbNvVeQTLlwHeVHxX3Ejg4J/P+jqt8KXf6EhHAvTV2kEpx0BQqqt574ia1HiGVDwjLX5/7569PPbYlxMZa4sWLeLAgQOUlpayPG8GOxvDvHqkH5/L4Nr8JOKlp2OVoG7cuIHa2lqKS8tJu2Ylf+iAeT6Y4bkw1y/ExdYfteiPWGQlne8fZZcvhaYjYEpASgghhBBCTLjz+lu81vrXA1/+i1Lqk0ARw1bMG+O4zcDmYdt+NOjrFuxSvuF6gGvOecKXkGluuDsHVoShqhPqAnAkCG0RWOiH8X62qKqq4nhdPanX/hVGcg6vN/ZwvKkRwzDweIZGKiorKxPBqOGqd1XT29ML2B9w3K1vEcq/AXfWbMzchei2eiKRy3pRxFHpSJC+2kqSi8px+FKITF+E+8SbozZKczgcA43MwTAchEJBtm3fzomWE9TX11FfX0+8ndratWu4YZbm1eYIVW/3ku5zkp2dTVtbG2OVoNbW1qK1pqZqO2uuX8nxCLzcAffNOLsgphCTld0/St7MZ8PjtPtIFWS6J3oqQgghhBBiirtgdQ5a6//QWj+mtd5/oc4xFeV44N4Z8NEccCvoM+GNvvE3rS4tLaWwsIBrZ9of4jKuWErBlYtHNN4GKBulF1Wc1npIKZoRC+I+Yb/UvrnXYaRMzX5SYAel+ve/ApaJmZRNNGMeDsfQ2K/T6WTGjBmJ+5ZlorWmelc1ixYtwv6QbTc9j5fwzU13cVWWC4AX3+ggaVouDz744KjlegBFRUUopSgqKmK2104/PBqEN3ovwEULMQGaemM4JdHnrPhdiuN9Jpb0kRJCCCGEEBNMGm9cgnbt2sV/+8it3HjiVeZ47abVtX3QNY6EpLy8fNasWcsHbljC/CwPGsVVpXeOyI4CKC5eSnp6xqjj2KvEDeUMtOPsOgZK4b3yJpTbd9bXdinzeE5lHFihXvreqgKtiWXMJezNtFcnVAbp6RksWnTVkFXyXC772Hnz5nLgwAHiwajbbruN/PxTyYGLs13MTnVgoehMX8qvf/O7Medz99338PWvr+Puu+/BZUCB396+pR1aI+f32oW42CytaeyJkeSSH2NnI95HqnesFTKEEEIIIYS4SOQ3+UtQRUUFW7du5Z++8XU+NhOuSgIT2N9/doGGtMi7aK2p64wyt+h6FlwzcoHCqxZfNWKby+XC5XIN3DtVLmMYDlwdRzACnWA4SFp4E6jxvcWcKVk4U7LGP/lJKBwe+uTHuloIHK4BIDJ9Ef2WA6UUVy2+iv37hyYORqP2se+++y6NjQ1kZ2dz//33U1y8dMh+Simun+Uh0N6Ecrox81YSNcf3wXK6G3LcYAEbT0BEPo+KS1h32CIU07gcUrJ3tjSak0HzzDsKIYQQQghxAUkn2EtQvPH4unXrcCr48HRI7oBXu+HtgB1oyPOeeZy/vLIV8kpwT1/A7Ds/zwcWZI7YZ++evUPuZ2Vl8+ijjyTuV1RUJL6eOXMmLS0t0LqfUN4ynKlZpCy4gd5D1Weci3futWee8CUocvxtHP40PDOvoH96Ed6Gv7Bzxw4MY/Q6o3jPrr6+fg4eOshPfvIT0tJSueeej5Cfn8eGDRupra0le2YuzmtvxZ2czZY3u7l9STrGOBpDzfdBbwxORuGldrhj+nm9XCEumpY+U7pHnSO7j5TJ/NETYIUQQgghhLgoJEPqErR8+XK2bNnC8uXLAbtBdfk0KBuIJx0NweEgnKlFyC1lZUQa96C1RVvUTXfYYsOGjVRUPMGGDRuBkX2k2tvbaGhoHHW89vY2TDOGsqK4W94ENI7s+binz39P13upCx6uIdZ9AgwnkZwitDISK+yNpaysjOpd1Wht0dXVxU9/+lOeeOKbA327NG3HG2n406/RVozD7WH+9M74GkM5FFyZZP/H39cHtdJPSlyijnRFSXJLSOpc2H2kYmjpIyWEEEIIISaQBKQuIzem29lSCmgOwzuBsYNSjY0NHDxwgBuvW0z0xEGqv/MQ3/zMR6mtrQX0wK3dRyotLX3Isc899ywVFRU89dRTDC7ZC4fDia8dkV687e8A4L/iRhwpWadd2a3/4J/oP/ins7/oS4G26D/wJ8xgL5Y3lUjWglF3W7FyJUqpRAP0kuUlKGXgcDiJxaKD+nbZT2Skr5N3q34FWvN6Q4A3mwPjmk6Sw86UAvhdG3ROvcUQxSWuP2rRGTTxOiUgdS6chiJiQm9EAlJCCCGEEGLiSEDqMrM4GT4+015RrTUKDQMxosbGBl54YT2NjQ0AVFVVUVdXx969ewke202kt4NQoJ/FK1YB9spscV/4wucTZYKDBYNBHI6hb6Hs7FOr6xk9TTh7mkApUpaUkzNv0Zjz1tEwOhoe8/FLyWiBNx2L0H/gj6AtzJSZWO7kIY8XFBSwqrwcr9eHacaorKxkVXk5X//61/jUpz5FenoGShkUFBTg8/nIyrKfZ93fQYHPDkRVHeohEhu7MdTg90COG7Jcdj+pnV3n68qFuDha+2KAQo2jTFWM7WRgnMuzCiGEEEIIcQFIQOoysmvXLm699VZaXt/FR2fY25pCENOnAlBVVVUAlJaWUlhYyC1lZaQlubFCPQCo/CU89vhXueeeu0eMn5ycMmKbaQ4tPdOaQQ3PwdX+Do7eFlAGoZnX4EjNHj7EZWesrDQr0E2o6aD9dfYVQx47ebKDJ574JpmZGYAiGAxQUVHB+vXryc/P4/Of/298+tOf5siRowSDAfr7+7njjjvt83U2Ms1nELPg9YbRs6Rq9tTw/PPPJ94DSsGcgT5j+3rtvlJCXCqOdsfwuiQY9V64nYrj/dLYXAghhBBCTBxpan4Zia++B7BlyxbyvdAQslfeKy0tBU7d5uXls2bNWgCKlxZTv/2/ONkfw7TgZ398i7Tud/jIsKDUvffeS1VVFYsWLWLTphdHnUN7exvr1q3jm9/8FpZlotC42w4QQWOmzCSlqIy+t6qIdR6/UE/DpBZuPIA3dyERTzrKk4ojbAcCu7o6AWhqahqyf319PTU1e9i7d0/iMcNwUFZWRmVlJcFggJcrK7n/0Wt45ViIV4/0sSTPj9dl8P3vf4+uri7S09OJRCKYponD4Ui8B3wOmOayG5y/2g1l0y7iEyHEOYqampY+kwyf/D3lvfC7FM09dh8pyTQTQgghhBATQX6jv4ysW7eO1atXJ8rrlqXa24+HITfXDkDl5eWPeqxSkOF3oM0YyTPn0dg/8gNKfn4epaWlHDhwgIKCAsAOjgz/MLN+/QukpJzKplKAu+0gjt7joAySr7oZT+7Y5XuXMx0LE2p4C4DotELG08Hl97/fPCRQddttt3HgwAGSkpIAyMzMYHqSg5wkA1PDT3//Ko2NDXR1dQHQ1dVFYWEhfr+fD91225D3QJ7Hvt3dDbIKvLgUtAdNLK3HtaqkGJtroI9Un/SREkIIIYQQE0QCUpeR4avvXZkEKQ4IWtB1hpKspe8v4/qby8kK1wMw47pbePKfv8f3vvf9IftVVVVRX19HKBTGMBxYlolhOBKPK2VQX19Hd3fXkOPiQSlXxxFQCt+86/BfuRIGjnWm5+BMzxl6zGX6eTPUdACsGJY3DTN5xhn3H1wWmZWVzYEDB6ivr6O9vQ2ws6qeeuppnCcPg9YE/LOp3FFDenp64ri6ujq+/OXHKF5aPGTsFCekOcEE9vScl8sT4oJq6I7hdFym3xwuMg10hiQSLYQQQgghJoYEpC5jhoKlA1lSzWfoF/6pL32NT33pa6y9s5QF070ow8GMpatGBJZKS0spKCgESASjZsywA0nJySncfvvto47vcDhRgKvrKO6WWtAW7uw5pFzzQQxPEt78Irz5RUOOSUpKHnWsS54Zpf+dVwGIZC1AG3bl7ODA3mDJycnEV9Zrb2+ju7ubgoLCRGNzpQyCwQA7tm9GdTWglEF/xtX8/d9/njvuvBO/388tZWVjTid/IEtqZxdEx+6JLsSEs7TmWHeUZLf86Dof3A443isBKSGEEEIIMTHkt/rL3LWpdiijMzb+kqzSK1PBipE8Yy4zrrQzahoaGlm//gUA1q5dw+rVqykoKOT++++nqakZgL6+Xg4cOIDDMTKwMmPGqUygFN1PWvubqEgAR1IGqcV3MG3OlUMyeuzx+s7+gi8R0bajRLtOgOEgmjmf3Nxcvva1rw5pCB9nPw+nymra29tYu3YN/f39ADidDnw+P2VlZRz642+J9vcQdSSzp6Gf4qXFo2ZGDZbmhCQHRLXdS0qIyaozZBE1NS5DMqTOB7/LoElWNBBCCCGEEBNEAlKXuSQHLBlo5/ROYOwV4L5874f48r0fAsDvNii7KhOAadd8gK6QlSjVi6/Sl5+fx9q1a8jPz6OoqIh4Bk99fR2WNTLNprm5OfF1MBgk2nsSb3MNRuAkGA6ad/2G5pqXztNVXxqC9a+B1sRSZtHU0kZFRQXRaPSMx+Xm5gJQVlaGx+MhPT2d++67j+Lipdx4fTEte7cDUH24j3DszClPSsHcgRX3qjrtlRmFmIyO98akAfd55HIoQqamLyKpkUIIIYQQ4uKTgNQUcHMmuBX0mPDuGMGGSChIJBRM3F88y8eVOV4sDTsaQuCIZ+6MjGjdc8/drFv39cR9PUrUS2sLpYa+3ZQVw9OyD1fXMXQsguHy4rviRlBT4205b1Y20c7joBTRpOwz7p+Vlc0DDzxIJBLhiSeeYNOmF9Ea2traEoHCVeXl/MPDnyTbb2BaUNsYGNdcMlyQO1C695tWCMvnUzEJHemKkSTleueV1nbmmRBCCCGEEBeb/GY/BSQ54K8HKuYawtB15iQclFKUL0pjeoqT/qgmOrMIlEF9/WEANmzYSEXFE2zYsPGMY61YuRLDcLB8xfIRfZIU4Oo4jBGxy888OQUkF5WhXN6zusZLUX19PZHWIwDjam7e0dHBhg0baGtrSwT9IhG7OVh7ezvr179AQ0MjAIuy7ADiX470cezdBv7lX75DRcU32Lhxw5jjz/Ha75WuGGxpf0+XJsR51xux6AlbeJ2SIXU+uRzQ0idle0IIIYQQ4uKTgNQUMccHN2XYXx8KwHgqNJwORXpPLdqMkjR9NjnXfmCgPA9qa2sBTW1tLQ0NjTzzzLOkp2eMOs7OHTuxLJOdO3aQmZk55DGfzw8olBXFCPeCFcOZmk3a9XfhSBp9vMuJ2dUE2sLypmK5/Kfd17JMuro6R32su7uL+vo6XnhhPQ0NjeQkOUgyYsQs2Fx9kN7eXiD+uo3OUHCl3/6msL8P3uw958sS4rxr7Y8xWoameG/8LoPGHglICSGEEEKIi08CUlPIynQ7Cyaq4e3T9JMCqNlTw9NPP8VrO/9I35svorVFZuF1XPOBOwASfaOKioqoqqqiqamRrq7OgaDU8AyGwQ2523G77dowpQySkpISjytt4muoxgh1g+Ek5drVuKbln7frn4ysWIzwCTvrLDaOLKm44ZlmLpcbgHA4TFVVFUopuur2ABBNKyAlxV5uMR5QHIvfAfN99te/a4POcWTTCXExHO2K4XPJj6zzze1QBKMW/bLEphBCCCGEuMicEz0BcfEYCu6aDj9qsMuyGsOQP1AZt/yDdwzZ9+XKSgKBAC6XCytwkjyaaCKf3c0htv7m1zxy/8c5fvw4tbX7SEtLJzc3D4DVq1fz3HPPnWYWGrfbRSQSxu120d7eBkDyzPkAKDOKp3kvkewrMVNmkrToJoLH9hFuePO8Px+TRaT1CJ4ZhZgpOejOwyPCeaOxrKFLJqalpeHx2IG+0tJSAG5acgW72nvBm8KH7vs7Fs30DTlm+/ZtVFdXU1JSQnn5qsT2HLe9KuPJqN1P6pOzwCFVUmIChU3NiX6TaT4JSF0Yis6gRZIE/IQQQgghxEUkv31OMSlO+EiO/fWxEPQPxDU+/rkv8fHPfSmx3y1lZfj9flbfeitf/erX+Gj59YSa3kApg2nFt9IfsRLBpO7uLh566EEeeujBIavu5ebmDpTkDdXX1wfY2Txx0668nmlXXg+AQuNuO4jrZB1ojW/OEvxXroRhWUGXiuTk5NM+bva0YYb60E4vltcuU3S53Ph8/oEV9dQZx2hvb6OpqRGv10N+vh0cnD07D0fnMQBerj0+pNl8Y2MDO3fuxDRNqqurh4ylFFzhA4+C5jD8afQqQSEumvaAidbICnsXiEP6SAkhhBBCiAkgGVJT0Hw/XJcCe3uhLgBFyXb21GDFS4spXlo8ZJtqeYOoPxNXRj5b6vqZMfdKWo4eIisrm/Xr11NfX09BQQFr167lnnvuThz3xBNPJIIhhuFg8eLF1NbuO+0cFeDqbsCI9BOeUYQ7ew6GL4X+A3/EaUWJRi+dWrJ4AO50oq1Hccy+GjNpGo5Q58D1aZqbmwFNX1//uM5VX18/5P7+Hdso/NBsSErl2MkIc7PsLKqqqiq01iilKCkpSexfs6eGlysruaWsjAVLiqntg51dsDAJZnjGe8WXJ6XUrcD3AQfwjNb6f46x3/VANfAxrfWvLuIUL1vvdkdxX5rx6EtCssvgWHeM4plagn5CCCGEEOKikYDUFHVzJtQHoMeEhhD8y8duBuD7v31lzFIupaD/4DaSr/oQpM0k84Y7+dBffZTZaU4qKioAOyBSUVFBcnIKOTnTqa+vx+FwYJomhmEwc+aMEY21lTI4+oefA5o5N39syGOOYAfextcIzyjCmZxJWvGd9O3/A3S3XtDn52Iz+zsA0M54WZ0eEnRzu90DK+oplFJobQ16zJNYbc/hGPpfuujqxTQffoPpRTfxZnMgEZCKl/WVlpaSl3eqT1e8VPPlykqKlxYzy2NnSf2+HT41a2TgcqpQSjmAHwCrgEbgNaXUb7XWb42y37eBrRd/lpcnU2saemIkuyWh90JxORTdIXsVwzSvRP6EEEIIIcTFIb/hT1E+h91PCqAhDLFB/Wyrq6tHLeW6pawMl6GJvL2VHHc/WkN1U5ja1gg+39D+RH19vYlsHdO06wIty6KpqYnhK2VpbaGUGtGoG+xgi4co3qYajMBJMBwkX12Ge9aV7/EZmFyskJ1FZbl8oz4eDzj5fN4hwSiA//E//jHxtWmeKrtpaGgkEAjwoRK7kfnhtjD9Yfu1yMvLZ82atZxobeXpp5+iZk8NcKpU85ayMgBme8Gt4HgYanrOx5Vesm4A6rTWh7XWEeDnwIdH2e/vgV8Dl1fEdAJ1BC2iJjinajT0orH7dAkhhBBCCHGxSIbUFDbbZ6+8t6MLAhYkD3zeKykpSWRIDTa4jE9rzRuNAare7uVAe5Tr/upvObH7JbCi1NfXD8mQ8ni8xGIxDMMgGo2MmIe9QpzGsoYGWh544EEAtm7dSnd3F7TsI5oxn1jGHPzzi3EmZRCofw2sS+tDlMfjJhwe+jyYIbskTzu9aEauUxgXDAZHbNuwYSNpael0d3eRlpae2F5VVUV9fR0Ac9//EZr7TA60BFk251Q/quEZUcNLNZ3KXnXvYAC2nYRkByw6fTury1Uu0DDofiNw4+AdlFK5wN3ALcD1F29ql7fjvbEpm5l3MflcBu92x1gwzT3RUxFCCCGEEFOEBKSmuJsy4GjQzlkKWrB7Tw179+7lQ7fdNqKH1GBKKa7NTyIzyclv3+ikM+bGu/gW6ip/zoqVK1l45UKqqqp44IEHE022AbZt387OHTuGjOV0OsnMzKSzsysRWElOTub5558nNTWVri67q7YC3J2HMSK9RKZfhTtnPoY/jf6Df0KHAxfi6bkghgfeADCjWNEQhssLDjeYIwN3Y6mtrWXduq8DdlbU+vUvUFpaOqQsz5HupLnP5I1jvRz8839x80Cp3i1lZYmeUWPJckOeaa/KuLHVfh0WTr2g1GghET3s/veAr2itzdP14VFKPQw8DDB79uzzNb/L1pGuqJTrXQR+l6I1YBI2NR5ZVlMIIYQQQlwEk+K3fKXUrUqpQ0qpOqXUP47y+EKl1C6lVFgp9aWzOVacnqHgwwOlezEN+5vaExkz4zE708OaG7PI8DuwXH7mrfob3qhrTGTnPP/889TU7Ensv6q8nAceeJCCgkJWrFyJz+ensLCQzs4uMjLS+cIXPs+6desIBIJYlkl3dzdKDX2bOvvb8DbtRkWDOFOmkVZ8J47U6eftObnQotHRV7OyBrKkLOfoZXuD+Xx+ioqWAGAYRuI5Hvy8t7a2snbtGvLz85iR7MDnVPRFFQ29Tqqqqti+fRu/37yZ66677rTBR4A5XsgbaGq+sRUOja/H+uWkEcgfdD8PaB62zzLg50qpo8BHgR8qpf5q+EBa6x9rrZdprZdlZ2dfoOleHnrCFv0RjccpAZILze5NpzkZuLQyToUQQgghxKVrwgNSg5oFfwi4CrhPKXXVsN06gP8G/PM5HCvOIN0Faz52L1ffdi8FK1cxbVb+aTNmABobG3jhhfU0NjaQ4Xdy06wQ9DajHE5m3/RR8m/8EA63D8sy2bbtJeBU9g7A2rVrWFVezmOPfZm6ujqSZhUS809n2/bt/M//+T/xeNwoZbB8xXJuv/32Eec3Iv14m3ZjBDrAcJBSVIYn/2pQE/6WPmfxPlLa5cXhONVPy+0+tbydy+XG4/HicBi8/fbbuFwuLMtk06ZNfO9730+U6FmWyebNm2loaATAUIprcuxSHH/hTZSsLB2zV9holLKDUrkeOy1ow4kpF5R6DbhCKTVPKeUGPg78dvAOWut5Wuu5Wuu5wK+AR7TW/3XRZ3oZaemLoUckookLxelQNPWOHjAXQgghhBDifJsMn97P2CxYa92qtX4NiJ7tsWJ8vvnFR/jbzz4ChsGNH3uQxdecPmOmqqqKuro6qqqqANj55yq63ngRX98RUIoTUQ8L7ngYf3Y+qampiWPq608dU1Ozh6eeeprCwkKyFhSTXrCE6l3VhMNhgsEgaWlprCovZ/r06RjGyLeqsmJ4Wvbh7HoXlMI3ZwkpS2/HmT7jPD87F4cVPtVHyrL0QG+tUw3NAWKxKD6fj76+PsLhELFY/MOjtvtsDR7PMnnuuWd56qmnaGhoJD/VwfQkA5SDX+94J9GIfu7cueOan1Iwd1BQauMJ6Bj+P/IypbWOAZ/DXj3vAPBLrfV+pdRnlVKfndjZXb4Od8ZIknK9iybZZXCsK4qlJQgohBBCCCEuvMnwm/5ozYJzz/exSqmHlVK7lVK729razmmil7NAIMD7/AFmeSBsQW0fBE9TuVFaWkphYeGQPkWFhQXcVpzH2huzSHGEweFizs0fo2jVxzAtTWlpKQUFp46prKwkGAxQV1fHJz7+MebOns3ixYsT5+jq6uR73/s+VVVVWJY1elAKjbujHk/zXlSkH4cvheSrb8G/YAXK5R1z/gUFBTz44AOcrtfPhNF6YCW9kR8KtdZ0d3eTnZ2NUgZaa7Kzs0esUBgv5wO7EfrPfvYzGhubWDrDg9Yad84iAqbdQs5e+XB84kGpbBdYwOY20Bq+8pWv4Ha7+cpXvnJOl3wp0Fpv1lov0FoXaK3/aWDbj7TWPxpl3/u11r+6+LO8fASiFieDJj4p17toXA5FxLRLJYUQQgghhLjQJkNAajzNgt/zsdK35fRuu+027r7jNj4+EzsopeGNPugeo3ojLy+fNWvWkpeXP+T+K6+8wr9951s0//k/CB57Da01x6Neth8JkZo9K9HTCOC6pddhGA6uW3odz379s/zll/9GR0fHkPN0d3exaNEicnPzmDlzFg888CDr1q0jPT1jyH6OUBfextdwnTwM2sI9fS5p138Y94wrmJU7MkZZX1/Ps88+h55EmQDKGFhjQNuRwOtvuGHUIJzWFlrD/PnzBu6Dy+UkOzubO+64k4KCQq6//noKCgoAu8dUMBigqqqKVI+B0dWIUoqk+SsASElJoWZPDU8//RQ1e2rOPM+BlfeIRXk3BP+6+U9897vfJRqN8t3vfvc8PBNCwIk++5vPpAwaX+Za+6WPlBBCCCGEuPAmQ0BqPM2CL8SxYhReA+6bCQU+u8n5m31wYvwLvlFfXw+AacaINb/OfOpJ8znoDlu8dCTI2yejiSDQiZYTWJbJiZYTdHV1EQoFaW9vJzc3j+TkU8u4HThwAK/XS1NTY6LcLz/fftnthuf2B1aFxtV9DG/DXzACJ8Fw4C+8nt7sq3GlTf4gpHLYASllmShlsO+NN0ZfkQ9ob2+jvv5w4utwOExbWxuvvPJKoixy7dq1JCcnY1kWDocjkZl2x40LMBQ4MmYzZ9Ey7rrrLl6urDyrZvYuAw69shmA7oIb+O9f/QYul4svfvGL7/VpEAKAI10xfC4JRl1sPrfiWJf0kRJCCCGEEBfeZAhInbFZ8AU6VozBY8Bfz4BlqXa62TsBOBq0M3HOJJ6V4/f7MU2T3hNH+cQN01g8y4fW8PqJCH98N0wwapEzIwfDcJAzI4f09HQMw0E4HKK5uRmn00V2dja5uXkcPnw40aw7FArR0NDI/v37AUYpbVMYsRCeln24W2rBiuFInkZS0SqSi8pwZswaMef0jPT39oSdLwMBKbfLidYWfX19p909KytrxLa+vl5yc/MSz1N8DNM0qaqqoqGhEZ/TYFGWCwDvvOXk5uZxS1kZfr//jM3sB7tmfh4dR9/G6faw9OHHCYcjfPvb3x738UKMJRzTtPSb+CUgddH5nYq2gEk4NnmyR4UQQgghxOXJOdET0FrHlFLxZsEO4Ll4s+CBx3+klJoB7AZSAUsp9QXgKq11z2jHTsiFXGYMBR/Mgmlu2NoOjWEIWrDAD47TfEZcu/aTgL0KX1VVFaWlpbidBuWL0pg7zcPW/V2c6Df5fX2Q5uZuLMtk7569eDyegeblDizLpKurE4CCgsKBoJOtqamRrVu3kpqaQldX14jz+3w+wuEwlmXiDLTjOLaTaMYcYmn5ONNySE7LwQx0E246SKTtKFgmXZ0jx5kI8ZI9n8dFzOPF5XKeNijV3j6yF1pR0RIOHjxINBrh+ed/MuSxeFBv7do1LJjm4u2OGCd6orzTGqJ4aTHFS0/fyH64ZUuLCVuwpwfqAnAoAAuTzmoIIUbVFjDR2l4dUlxcdomk5mTQZFbKhP+KIIQQQgghLmOTIUPqjM2CtdYtWus8rXWq1jp94OuesY4V509xKtw3w472nYzCvj676fmZ5OXlU1paSlVVFY2Ndt/5wule7l+RzZxpbmIWTF92K3klt/OBslUARKMR4tlOHo+X3Nw8SktLhzTs9vn8AHR1dZGens7wNmKhUAiPx5O4b6BxdxzGd/TPuE7WoWIhHP40/FfcSHrJR/HkX41yepgM4iV7PV2dhMMh+vr6UMrA5XKTlXX6ksPk5GTWrVsHxJ9HRi33i5ftuQzFkul2ltSOuj5i1rllQ3gMmGsv1sf2kxCVXsjiPDjWFcUtzcwnjNOhaOyRsj0hhBBCCHFhTYqAlJh4999/P/fff/+oj83zw4N5kO6EfhP29UJoHIGHqqoq6urqEn2fAJI8Dj58TQY3L0hBKUjJX0RH+pWsuPMTGJlzEkGUaDQKaJ577llmzpzBAw88SEFBIYWFhTQ3N5OcnExSUjJFRUVDzmkYBtctvS7RCDkpKQmlFEqbuLob8L5bjfvEfpzRfjAc+OYsIe3Gu3HPKCQ9Pe2cnrvzRTnd9hfWqYbCWltEo5FRs6EAHA4Hd9xxJ//wD/8AQG1t7Yh97GCWoqhoSaKhPMC8dCc+w6QnZLLzraGt1374wx9QUfENfvjDH5xx3jPckOSAnhjs7jnj7kKcVtTSvNsTI1nK9SZMktvg3e4o1iRa9EEIIYQQQlx+JB9fAIwZjIrLcsP9ufDLFmgO283OlySD+zQhzXg2Tvw2TinFNflJ5Gd62LSvk86AiTX3Fm75eB6v7dyBaZoopWhqagKgqamJ/Pw81q5dwze/+a2B/kr99PX1cfz48SFjm2aMY0ePkZSURF9fH4FAYMhKegrNdfNn8Ob+GhzuFKLpc7D8mfgLbyDadYLrF8cI9XZQu29kYOdCMrzJOJLSQVsY0f5xHfPAAw/y2muvsWnTJg4ceIsTJ1oZbZHJRx99ZMS2bdu3s2vnTlLyFpBbcif7GgPctFgnAnltbW1DbocbXJKZl5fPHC+81Q9v9EJJmr0SnxDn4uRAuZ7DkDfRRHEZim4TusMWGV7HmQ8QQgghhBDiHEiGlACgvb2d9vb20+7jd8DHZ9gZMSHLDkqdrkQrLy+fNWvWkpeXP+rjgc7jqKN/QEV6iUZjtBjZfOkfH8fn82Gap8pF3G4PzzzzDBUVFTiddgzV4/GQm5vHzJkzhozp8/mIRMKJ3kuWNXL58trafSjAEerC0/IG7hP7wTJxpefwDjM5EfMDCofj4v33cGXPBcDR14rS46l7U7z22mvU1u4DNPX19fT19Y66Z03NHp566mlqavYktlXvqkZrTW9THdqMYrpS+Okvf5sor8zOzh5yO9zw7LcMJ7gVdEShKTy+axZiNA09MRwSA5lwGmjtG/n9UwghhBBCiPNF6SmYkr9s2TK9e/fuiZ7GpHLzzTcD8Morr5xx34AJ65uhPQrJDrg6GUZr97Jx4wZqa2spKiri7rvvYfv2bVRXV1NSUkJ5+SpeeGE9dXV1zJo9n63P/gCtHNz25EYyeg7zp+2/JxgMnHYeShmJhudKqYFglcKyrCEBrfHQhovItELMFDvAFettJ/DOX7AC3Wc1zrlKKb4Thy8Fz/HXcQQ7hzyWnp6RaPJ+9uwGxYl7SjFr1qxE9hnAtR/6BOHkWYSP7ydXHWfNmrVDRqjZU8O2l14iNTWVu+66i7y8/BEZUgBHgnYw6toUuO30La/OG6VUjdZ62cU52/kn34uGMrXm1wf6SHYbOCVDakIFohZ+p8EHC/wTPZVLwqX+vUgIIYQQYiJIhpQ4a34H3DfTzorpM+GtPjBHiWvW1taitU70NaqursY0TaqrqwESpXQ+l2JGuheXQ9EX0TT75vHJv/sijoEm3w6Hk9zc3CFjK6UGrb6nUMogGo0SjUaGBKMcY6RaKDX0ra+sKPPdPXiO7wMrhjMli9TrbsOTfzWoC/vfxJE8DYcvBWJhjGDXiMe7u8cfFFuxciXJyckAA7dDXxit9ZBglM/n5+YlBQC4cxbSfnJo4KuxsYHfb95MOBymra0tkRE1WvZbzkALrNpeaW4uzk1H0CJmIsGoScDnVLQHTMKxqfdHKyGEEEIIcXFIQEqckxSnHZRyK+gx4S/He/jnf/kONXtqEvsUFRWhlKKoqIjt27dhWRZKKUpKSgCor69P3DoMRXaKiyumezE1/KkhTHrhUsDuC3X8eMuQ5ty3334HHo+X7OxsioqKEqV5SqkhK9KZ5uiREa31kKCUz+ejqakJR/AkvmM7cfY0gVL45iwhZentuKaNXnZ4PrinzwXA2deKGqUHVFpaaqK30+msWLmSvXv20t9v96CyV+mzj/P5fIn9srKyBzLKXJSVlZHmNQi0N6EMBwFPzpAxf/nLX2Ka9nObnZ09oh/YYH6HnTFnAm+fPrlNiFE19cak/9gkoZT93ag9KGV7QgghhBDiwpCm5uKcpbvg07nwXBNE/akUlN7OH17eRPHSYgDuvvse7r77HgC+9a1vorXG4XBQXr4KsLOXTNNMZDH19/Wyf8uPKVzxV7wbSmX6kvfjScvi+O6XsKwYHR0drFv39cT5i4uXUlOzh02bXhzYorj99js4cODAoFXpBrKwfD6CweCg2eshzc4HP6a0iefkOzj6WolkLcDhSyFp0U3EetoJHt2L2TN6o+9zohSu7DkAOPtaRt2lq6tryH2Px0s4HBqyraCggOpd1ViWidPpIhaLAgy6RkVubh5NTY14PB6+/vWvU1Ozh8rKSgCiLcchKxf//BWEYxYepx2s6+091ZfqkUcePePl5LihL2ivxLg4+Yy7C5GgteZIZ5QUj/ydZLJwOaCxJ0ZuivyqIIQQQgghzj/5zV+8J9Pc8KlZgBkju2AhK+/91Kj7lZSU4HA4EtlRAJmZmUNuOzu7CAQC1O38L24vSkdbJmlzrmLuLZ/Am5ZNyXL72A0bNlJR8QQbNmxMBFQACgrms3nzZurr60hOThly/qHBqJGGl/BprXGEuvA2voar7ZBdxpeaRcqSVfgX3oThTRljpLOh8M5eguHyoiL9qEjfuI4aHoxKTk7myJGjWJaJYTi49dZbsXtHDT5mZKfxyspKgsEAmzdvJtMZIdjeDIaT76//Pdu3bwNgyZIlKKVYsmQJAE899W0qKr7BU099e9S5ZbnsMx8JQu/ZtfESU1xX2CIY1bgdkiI1WSS5DRq6o1hTsNekEEIIIYS48OTPngKAv/u7vzvnY6d74P58Jz9tBjM1mxORU/2E4srLVyUyo+LuuuuuRGPst2dmcfjIYTpNB7eUlVE43Uuhqued0Ay8GdOZv/pTzM1xY2k9sLKcvVpeUdGSROP0urq6RFDm3nvvBeDFF39LT08vKSkpiawpn89POBweKPNTPPDAA/zkJz8Z9doUGldvM86+E0TT84mlz8GdlY97Wh7h428TajqADtv1aYahsKzxfXBTbj9JVy7HmWaXyLm6jjHax/CRmV0jxVcUNAwH999/P/n5eYOyxmyWZbJ69WqqqqoIhYJUVFQkyvgsy+TN2lqSZ/aT/767MVJy2LVrM8eOHQPggQceSPSKis9lrDm5DMhw2avtvR2A4tRxPR1CcFwimJOOy1B0mdAdssjwydKHQgghhBDi/JKAlADgYx/72Hs6fpYXbs2Cze1QHwC/YfeZAkZdkQ1ONca2v/4Ytwwb89qF8+j8459JmV7KsR6DvS0RDnfGSMqZQ/8JO1hSV1cHaOrq6sjMzKCpKcDMmTPIz88D4JFHHkmMFy9RKysro6Ozg+pd1ZQsLyE/P4/lK5azc8eOMa9PaRN351FcvS1E0udgpszEM+tKPLOuxOzvItbTRqynDXrasML9I493+3AmT8ORnIkjJRNX+gy7WboVw3PizREr6w0cdcZg1GCWZfIf//FTPvnJv8HhcA5p7u5yuWhtbaWxsTGRYXVqbLvP19tHGwFw+NJJTU2lsdG+X1VVlXid4gGywT2phpvmtANSdf0SkBLjd7gzRrJHsqMmG6Wgtd+UgJQQQgghhDjvJCAlAGhoaAAgP//cm3dfkwKNIdjXB2/1w5Jk8DnsgIYdOCIR2Biutck+//TcU+evqqricF0dvHOIwqU3E868iu6Qxez3/zV9LUfwdB5m4dy8RJBp06ZNADQ1NY96junTpzNr1iymT59OcfFSVpWXJx5bVV7O3j17zlzaFwvhaT+E1dNILGUmsdRcHEnpOJLS8cy8AgArHCDW04YV6sWRlIEjORPDPTKAY/S342k7iLKiY5xt7Gwrt9tDJBLGMOwPifGm7tFolOeee5bc3Fw6OjoJBgP4fH4ee+zLPPXU00PK/dLS0unt7aVkeQknWloI93aCtjA8ydx190d4edtWgCGNzB977CunfX7AzpAiCIeDELHALYXB4gx6IxbdYYvsJAl6TDZ+l+JId4wrs9xn3lkIIYQQQoizIAEpAcAnP/lJAF555ZVzHkMp+FA29Jp2D6H9A0GpeEDjdCu0/dPf2ef//m9Pnb+0tDQRyKrfW8Xj/08pbzQG+PM7XSTPmIfOmUuPK8LnvvgP+F0Gx44dS5TvATQ0NCYys/Lz89i6dStNTY2EQiEeeuhB1q9fT319PQUFBaxdu/asspGMSD/uk3W4TtZjeVKwvGlY3jRMbxqGx497oFF5ghnFCPfa/yK9GOEejNjIvk5xPp+fwsLCRHniYEopIhH72HggarimpiY8Hg8ej5eysjI2bNhIMHhq6TuPx8sXvvD5xP2KigoAQt0n8aZn40+fwYMPPjTu52MwtwEpDvt9cDgIC5POaRgxhbT0xUZdYVJMPJ9TcTJoEoxZ+JwSXRZCCCGEEOePBKTEeeVQcE8OvNAMLRE7U6ooN3/UzKjBpXyjycvLZ8mSUz2inA5F8Zwk0ungNzsOYUxfSFvMw+/qglyZ6WLpsusJBALMmTOH9etfIBQK0dTUyJEjR7jttttGjF9fX5+4Xb9+PXY7bp3IPhoPhcYR7sER7oHuBjTgSc7EnZFDR18II9KPEe5FxYJj9IjyM2vWzMRc4oLBwIhgVFZWNh0dHWhtjWtu4XAYj8fD9OnTE9lj8VkvWLBgSAljXKS3A296Np2BGDmprnGdZ7SSzGkuOyD1Tr8EpMSZHemM4ZNUuklJKYXW0NwboyBDsqSEEEIIIcT5IwEpcd55DLh3Bvy0GbpicKAfrkoCY1hEZnAp33A1e2p4ubKSW8rKuPvue4Y8VjAnn3sd8PKfd+GYdR3tUT8HT0bRYQ8tfVGaB1aPczrtt7dlmVRWVnLfffcNCYANbhgeDwgpZRCJRM752p0OJ/k5GdTXH2A8H91CoSAnT3aglMH8+fMSq+WNJt6U/WyEw2GqqqooKiqitrZ2YKvdGD4e8KqsrCQrK5v29jYcpl3S19k/eoPp0YJPo5VkZrrgaAjqAmDpka+9EHHBqEVbwCTLLwGpycrvVrzTIQEpIYQQQghxfsknAHFBJDvh4zPBqeyg1KEAmBo2btzAE09UsHHjBkpLSyksLBw1Q+rlykoCgQAvV1YO2d7Y2MALL6wH4G8+/hFo2Env6xtwRntQHj+z3//XXHPrxykoKCQWOxVUKSsrIz8/j7Vr15Cfn0dNzR4syyI5ORmXy43P50MpA6VgrN5NDocTRs1zOsU0YyOynU5Ha01XVydaWxw5cpSZM2eM+9jB83I4hvbe8Xg85ObmkZ6eTmNjI3PmzOGBBx5g+LX5fH7Kysp49NFHWLduHbesvAGAjsDoAal48KmqqiqxbbTX0WeA14CgBV/97g9xu9185Sun+k/t2rWLW2+9lV27dp319YrLy4mB4KdSErWcrPxOxcmASW9kfNmZQgghhBBCjIdkSIkLJtMFa2famVIno/BGL9S924jWmtraWlJSUjhy5Ag5OTkjjr2lrCyRITXY8Gyc0tJSqKripsU+TpjJ7Krvo9uZSTj7SpJPnKCvr5fk5GQqBwJbBw68RX19PUoZaG1hGA6mT59OU1Mjubl5NDU1jnk9hmEMWbnubMXPOZaS5SWnXekP7Ebk3d1dALhcbgxDsWDBlRw4cAAwE+dZsOBK6urqiMWiRKNRNm16kfT09BHjPfbYl4fc9zntoMDRxhYaM/qGrIoIo/cDG7xa4qlrhQwnHI/AzrffJRqN8t3vfpdvf/vbgN2zautWu2n6li1bTnvN4vJ2tCuG1ynBqMlMKYUCGntiLJLm5kIIIYQQ4jxRWk+9RrLLli3Tu3fvnuhpTCovvvgiAHfeeed5H7stAr8+AR1RsGJRjvylijQd4s3X92KaJg6Hgw8suxaAlbee/vyjlYwN9m5HmA017SjDQX9zHX9TtoTvPP3PBIMBDMMxpBzOMByULC+hZncN4XCI3Nw8wuEw7e1tI/pIGYaBZY0MJtn7RQA9YvzhlDL49Kc/zXPPPTvq4/GyufGIZ0WN1usqOzubkyc7sCwTp9NFLBZNnN/hMIZkjmVlZfPoo48k7v/+j3+hN+tqYt3HmRHcP+aqiOPREoa6IETe3sOTd5XwxS9+MRGQ2rVrFxUVFaxbt47ly5ef8zmUUjVa62XnPMAEm+rfi0Ixiw0H+sn0GxiSITWphWIatObOBUmSzTaKS/17kRBCCCHERJCSPQHYgagLEYwCyHbDp3PhSj8YThcFK8vJft8d3PTxB0mfmUdJSQkrb73zjMGo8Zid6eGatA60ZZI0q5Dfv9nKB8rKE8Ein8+f2NeyTHbt3EU4bPdN6uvrIy0tFYD8/DySk1MAO5AzNBilEh/IotEoycnJAGRmZmIYDlasXIlh2CV08ftKKQzDoLW1FaVG/293Nj2iTDM2ajAqOTkFt9uDZZkYhoOMjPTEY1pbuFwu1q1bN+ScNTV7EvffrH1z4BLVqKWU27dv41vf+ibbt2874xyTBqoI865eSiQSSQSjAJYvX86WLVveUzBKXPqO98bQIMGoS4DXqeiNaLpCUrYnhBBCCCHODwlICQAOHTrEoUOHLtj4HsNefe9jM6DQb3cycmTNovjeh8i6cRV73zrE0bfPfP7RehgN1tjYQPM7bxA5uBltRgk4kunPWsgnP3U/BQWF3HfffYlAEzCkhK67u2vIynv33nsvBQWFo5TZaZKS7CBUUlISfX29gB3csSyTvXv2ctttt6GUwrJMjh09mij3+93vfjfuVfIGe+CBBykoKBiyzefzjdjP5/PS3t5OdnY2999/P3feeRfZ2dmJx+NN3LOyTm2rHNSn6+qrFwOQkpKayEB75pl/p6LiGzzzzL9TXV2NaZpUV1efdr6NjQ28+Kufg9a0Rez+YUIMV9cRw++SYNSlwlBwrOfcy5aFEEIIIYQYTAJSAoDPfOYzfOYzn7mg51AKCvz2Cnx/lw83ptlNz/tM+P6XPkPFFz7D4QB0Re2V2UZzukbocCpgleyIEDu0GQOL1n6LenMaf/3xT5Cfn8e99947apaSy+UmNzcXIJFJVVpaOtDMfKh4ECotLW2gN5PCMBy4XC7KysqorKwkXg7b1NSEadqlfOcSjEpOTiY/P4/BDdVdLhePPfYY69at44477kw81tbWRjgcoq2tjYOHDpKfn0dfX/+Q8bZt386jjz6SyOS6bul1icduvOF6AFJSUxPbmpqaEreLFy/GMAxSUlJobGwYc85VVVW8c+gg0UAvGruHmBCD9UcsWgMSkLqUpHoM6k5GMKdgqb8QQgghhDj/JCAlJkSGC8qmwRfnwG1Z4FJ21lRzBN7sh7/0wKF+ONhykv/8xS8SwY94A+3R+kfBqYDVXXfdxZf+/jN8cvl03A7FyaDFy0eD9EUs8vPz+PrXv5YIPtkU0WgEr9dHdnY2wWCAX/7yFzz//POJRuaDy/2cTruHU1NTI1rbASLLMolGoxw7dizRt+l0srOzh/Ricbs9o+4Xjdrnz5mRg2E4KCgowOl0sWHDRp566umBvUZ+QNy5Ywc1NXsoKysbmLt9rl07dwJwouUElmVyouXEoGfh1Gjx8rx4SSJAIBBg/vz5dHV1jZmlBgz0+Moj1HUSgNaR1YWj+vGPf0xWVhY//vGPx3eAuGQ19cZQyOp6lxKXQxE24WRg7F55QgghhBBCjJcEpMSEchlwbSrM9ECOG0rSYJrLLvFqi0K7dxp55R/lQMhJV9QuBXvhhfVjZucMD1il+518cnkWWclOeiOabUdCdATtD1PHj7cMOlIDCr/fT0+Pnf3U19eHZZkoZZCbmzfkPA6HM5H11N3dNSTzqbZ2H9FolMEZTUopHnjgQYqKlgAKl8tFW1sbWtvN0B944MFRe0I5nS4Mw+CJJ77Jq395Fcsyqa+vJxgMUFtbSzAYYNOmF8d8fisrKykuXspjj30ZwzAG5mLflpaWUlBwKtusoaGRzZt/bz8bmkR5XjAY5MEHH0xkpp0pSy3+Oni9XlqPHQbgcHDMXYd4/PHHOXnyJI8//vj4DhCXrHc6oiS55UfQpcbpgCNdUrYnhBBCCCHeO/k0ICYNjwG3TIPP5MNn86E8E9Ij3Sil8GXN5M1+eL2547Q9pEaT7HHw0eJM8jPcRE3Ntvp+nv/17ylZXjJsT83+/fspXlacyETy+fzcfvvtPPTQgwSDgcSeq1atIi0tHYC0tHQyMjJGObMmPT0dj8fL1VcX8dxzz1Jbuw/QAwErm2WZbN26ddS5x2JRgsEAWluJTK24oqKiEfvb2SanAmGzZs2koaGR9etfIDXV7p01bVomAL/+9a+pr6/jZz/7T/7pn57kueeepWEg0BeNRklJSUEphWmavPLKK4kxz5SlFldaWkqqxwWMv2TvySefZNq0aTz55JPjO0BckrrDFt0hC59LfgRdalLdBke7okTHqqsWQgghhBBinEY2xxFiEsh0wQ3pcEN6GkETdvfAnzohfcE13OhPZnG6e1zj1Oyp4eXKSm4pK+PD1y7lX37+R9w5V+JbeBNzZngoLytDKcW27dup3lXNvHlzqd5VjWWZgKKsrIytW7eydesWcnNzaWpqpqioiOrqarq7u8jKyubRRx+hoaGR5557dsT5u7q68Pn8vP3222f9HPh8/iFBsKSkJObNm09tbe2owSiwM5tWrFzBzh07ADhy5ChQRX19Hbm5eUyblsWiRYtYv/4Furu7gFONzgGMgX5Z/b3ddHV1JbbHm72HQiG8Xu9ASd7pA1J5efmY0/JpCEO+d3zX/PDDD/Pwww+Pb2dxyWrsiSKVepcmh6GImZrWfpPcFPkVQgghhBBCnDv5bVIA8NWvfnXSnt/ngJsyYIYbfn0CkvMK6HLCTAucZ0iweLmykkAgwMuVlRQvLSY98DYnj3Xjm3MDr5+I0BexuHbGqeDWsWPvJsr0QqEQ27a9RDQaAaCpqZk77riD4uKlVFRUAPbKegD5+XkUFS2htnYfLpdrSAZUMBjA5XINmZfT6SIpKYnu7i5yc3NZvXo1VVVVHD58OFH+FwwGMAzHQHDMLiG85567mTNnDlu3bk3Ma7CioiIyMzJxOl2YZoyS5SUsvHIhYGcs5efnsX79C9TX1yWOUcrA4XAQi8VISbMzvTwuu0dWZmYm7e3tzJ8/H6UUoVCIujr72DVr1vKd7/wzfX19JCcn8w//8KUR8wkPJFFMc414SExRWmve6YiSLOV6lyyPy6CuIyIBKSGEEEII8Z5Mit8mlVK3At8HHMAzWuv/OexxNfD4bUAAuF9rvWfgsaNAL2ACMa31sos49ctGeXn5pD//FUnwqVxY3wzdMdjXB1clQfvxBqqqqkbN2rmlrCyRIQXwtw/9LQAHW4JsfbOLus4YR4+3c/htOxCltYXP5yc5OYmmpkays7Pp6uoeCP7oRE+mrKxs2tvbyMrKTpzr+uuvJxAIUFpaytatWxKr04FdArdi5Up27dyJ1ppYLJrIUOro6CQ/P4/S0lJ6erppa2tLHGdZ5kBmVlOiCXtlZeWowSiXy8XBgwc5ePAgsVgUn8/PqoHnde3aNYn9SktLaW5uSmRGzZ8/j7Vr1wJ2o+kdDWF6ezoxTZP+/n6+/vV1iWMbG08912AHyQbfDtcTCIHTS9M7B7iueNGo+4ippSNk0R+xyE6aFD9+xDlIdiuaekxCMQvvmf4qIIQQQgghxBgm/BOBUsoB/ABYBTQCrymlfqu1fmvQbh8Crhj4dyPwvwdu4z6gtW6/SFO+LL3++usAXHvttZP6/DM98HAe/KIF2qPwRh+8+3rtkKydwYqXFlO8tHjEOP3Nb9Fb+xrJi28n5k1n9s0fIxroJXqygTtuWkqg/Th//GNVIquopmYPlZWVlA0Eth599JERY1ZVVSUyjx566CEA1q9fT319Pbm5uZxoOYHb7SEcDiWO8fn8ZGZmUFHxBMnJSQOBHcXgVfPiY8XFywhjsSg6sfy6SmRlORxOfD4/ZWVlPPPMM0OCWfGvB5fp1dfXU1FRQVHREjLnXw3uWbgcBkopCgsLE/sNDkbFA3/JycmJDKnR9ARDuFO8/OSH/8odz/7vUfcRU0tDdwyH1Otd0gyl0MDx3hjzMsZXPi2EEEIIIcRwEx6QAm4A6rTWhwGUUj8HPgwMDkh9GPiptj99Vyul0pVSM7XWxy/+dC9PX/jCFwCGNK+erOdPc8HfzLLL946FYNbKW3F4/NywqGDMY7Zv38auXbtITU3lIx/5CC9XVmIGAvTs+QXzl62mLezF5U/B5b+Kl4+GcFrJ9Cbl8Z8bf0eyw+TRRx+huHjpaecVzxoavGod2KvrxYNV2dnZtLdH0NrC7fZw33338dxzzwE6kWVkGAproGGw2+1J9LcqWV7CqvJyiouX8sorfyAajZCcnExOzowhJXiZmRk88ogdMIuvwDc4WyselBq8DaC2tpbssJOsa2YR7O9Da50I9IEdcKurq6OlpSUxV4fDwR133jlq0A/Ak5yKBj7/tw+c9rkTU4OpNXUdEVI8klVzqfO7FO90SEBKCCGEEEKcu8nwqSAXaBh0v3Fg23j30cBLSqkapdSY3ZCVUg8rpXYrpXYPLokSlyavAz4+E5Ykg1YG06+/Gdf0sZtsV1dXY1kWXV1dVFVVcUtZGX6/n9s/+AHWlhcxJ1JL3xsbSQk3k+wxiBkupl25jHnla8l83328fDTIz/7wOk/92zOsX79+1HPk5+exdu0aWltbeeqpp3nxxd9SX1/Hc889S3t7OwUFhdx5510sX7EcUEQiYaqqqkY0KLcsu2zQ7fYQiYTZuWMHlmWyc8cONmzYCAwtlSstLSU9PR2lFOnpGdx5512JseKZUbm5uYlVAQG8Xh+DV+MDu//UwkWLAcjMSMXv9ydKHcEOtBUWFg4pzzNNk5crK0d9PmLafm2cCm668foxXxsxdbQHTMImuBySIXWp87sUbYEYfRFroqcihBBCCCEuUZMhQ2q0TybD15M+3T4rtdbNSqnpwDal1EGt9R9H7Kz1j4EfAyxbtkzWq74MOBTcng3pLvhjJ9QFwK0gY5QG2iUlJYkMqXjJ2eCsnnvuvifxtdaaV157k9cOteDKnIvDm0J7wMKRcwVzc64gGuxlT0uY/FQnWT67tG2wLVu2EItFiUTCiW3d3V10d3cRCgU5fryF+Ns3FAqydu0aOjpODmQsKVwuF2VlZYnspsFqa2uZM2dO4r5hOAbG70ZrTXd3F/n5eYnHOzo6ADsryuFwDGxV1NfXkZaWnuhjBTB7zhze7AjgnwFXLShk+YeuY/v2bXzrW9+kpKSE8vJVrFmzlo0bN7Bv3z77NXA4hgStBgvZvdhJdSIrqgkAjnbFcDrOvJ+Y/OLf95p6YlyZJVlSQgghhBDi7E2GgFQjMDi1JQ9oHu8+Wuv4batSaiN2CeCIgJS4PCkF78uAqAW7uuFAv501lTzsnV1evory8lWj9kEaOabiAzcUccWsdKqqqjjS0IzyT8OZlos7qwCXL4W6jhh1HTGUGab97deZl+nm1g+8DwDTjAF2plO8+XlcU1MTK1auZOeOHYn7Tz31NGVlZSN6Rb300ktDgloAyclJbNv2EkBiBb6qqiriraT0sFDr4F5Rpmni8/kJBgOAHcSKZ2G53R6q3zrK9OLVaMukKNcP2JllpmlSXV1NefkqAO6++x7uHhTAG0vPQEAq13PGXcUUELU0R7uipEq53mUjxWNwqCPCgmmuEYF5IYQQQgghzmQyfDJ4DbhCKTVPKeUGPg78dtg+vwX+RtlKgG6t9XGlVJJSKgVAKZUEfBB482JOXkwON2fC4mSwgP39p7Jzhov3QaqqqjrjmPF9U/0erO4mjNZ9hGt/xTUprRTPTsLv0miHh2mLbqQn5zr+cDTIka4oJSvfh2E4WL5iBWlpqcCpTCaHw8HCKxcOKZ8LBgNs27ZtxPmzs7MSXxcVLaGgwC6XS01NxefzU7K8BMNwDPSP0gMfCDUVFRVUVDwBMOJD4qxZMykqWgIoioqK+B//4x9Zt24d//3LX2FGsR1wuiK5h2SvPd+SkhIcDgclJSXU7Knh6aefomZPzRmfO4AeOy5HvnfsfXbt2sWtt97Krl27xjXmRFJK3aqUOqSUqlNK/eMoj69RSu0b+LdTKXXNRMxzsmrrN4lZGochgYvLhddp0BvWdIWlbE8IIYQQQpy9Cc+Q0lrHlFKfA7YCDuA5rfV+pdRnBx7/EbAZuA2oAwLApwcOzwE2DnzodgL/qbXecpEv4bLw5JNPXtLnVwruyIZ+E44G7aDUkmRwDQu5lpaWcuLECerq6ti4ccOITJ+aPTW8XFnJLWVlQ5qUj5ZNdfTV33CitR/PjIW4sxfQFrBoC0TQOcsounUe1141mx9+558AsCw7QmaadkZTb2/vkLFSU1NGjD+46fg999w90CQdcmbksHfPXjIzMhPjgt0XKp79FC8JnDUrl6amxsQ+9fX1FBQU8sADD5Cfn4fWmqZek51HusDlwxPr5raShYn9y8tX0dLSwo4dOzAMA8uyeLmycswm5nFaQ/dAQCrvNAGpiooKtm7dCtiljpPVOFcDPQKUaq07lVIfwi4RvnHkaFNTfWcUj3My/A1EnE+GgmPdMTK8UosphBBCCCHOzqT4dKC13qy1XqC1LtBa/9PAth8NBKPQtkcHHi/SWu8e2H5Ya33NwL/F8WPF2VuxYgUrVqy4pM/vUPCRHJjuhqAFb/WDOayELS8vP9GUu7a2dsQYL1dWEggEeLmykry8fNasWTtmad/NpaXMm57EfTfN57M35xB45xViPS0ow0EkaTp/OBZi4T1fIP9995C18EZ8mTNJT8+ktLQ0kd0Uz3wa3Ig8bnBDcjjVNP3Vv7xKMBhgy5YtJCcnJ/YvG6WX0+rVq8nNzcPttuvmfD4/9fV2hlhv2OJP74bZ2RgGl49YXxute1/k2WefobGxgRdeWE9jYwP19fWAXYIIkJGRcdrXASBkQVSD34Bpo/T0ilu3bh2rV69m3bp1ZxxzgiVWA9VaR4D4aqAJWuudWuvOgbvV2KXFAgjHNI09MZLdkh11uUnzGhxqjxAZ/s1WCCGEEEKIM5jwDCkxOezcuRNgwoJS5+v8HgM+NgN+3AC9JhwKwCL/0KbaRUVF1NbWMmvWLJ5++iluKStLZPzcUlaWyJA6k4MHD3LkyBFycnLIy8snzTpJ277/wvClM3/pLcT8M+kKQvLM+STPnE82dsbWUe1g9nWlXLP8A6R6DDyOkaV1wIieUnGxWDRx+w//8DgNDY1UVVUxffp0ioqWUFtrNxz/3ve+z0c+8hG8Xi9r164lPz/P3vePf2bejeVsqQ+iAYcBqf2HOfL6NkDT1NSXKFcEKCgoSASlAJqbh7d4G6lnUHbU6VrLLF++fFJnRg0y2kqfp8t+ehD4/QWd0SWkpS+GqcGQPkOXHaehiFnwbneUwkxpbi6EEEIIIcZPAlICgMcffxyAV1555ZI/f4oT/iYXnmuCjijUB6HAdyowEm/K/fTTTyWyoeIBqeKlxWcsR4sb3vD7kUceHbHPD378HN0xD860WSRNn0cUL8f7TI73nSq1cxmQ6jFI8RjUvfk6TXX7mZnuY+0n7jvjHDZs2JgIQAGsXbsmcb+7u4uqqirq6+sIhUJ4/ckYadNhwftpivgA8ASaKS/KpnDuCr5zaCd9fX0kJycPKVd87bXXUEqRlpZGd3c3RUVFZ5xX98DlzT5Nud4lZjyrgdo7KvUB7IDU+8Z4/GHgYYDZs2efr/lNanWdUfwuCUZdrlI8BvvbIszPcEnQUQghhBBCjJsEpMRlKdsN982AF45DS8TeNs9nl/XFnU021GhKSkqorq5ONPyOjzU4oBXobicaCBBte4dQ/R/5wmNfpakzQtXut+iPOXAlTyOKi5NBi5NBC2fe1czJuxqATW8HSPYoUtwGXSeaeGvvq1x/zWLs2IgdCxlcdvj+95diaU3mjHzCOEnLziWv6DqcV/SC24/h8Sf2NfvasZpeo6vtGH/pKaRw7trEinzBYDBRrgjw3HPPobWmu7ubr3/99KV18VUMCz70MTBcp+0fdYkZz2qgKKWWAM8AH9JanxxtIK31j7H7S7Fs2bLLvs4pELVo6TPJ8k+KCnFxAXiditZ+ixP9JjOHL3EqhBBCCCHEGOQ3R3HZmu2ze0r9qkXTElG0h6IsSnWRNvCuj2dDbdy4gd9t2kRRUdGIJuenU16+ivJye2W6eLbVtpde4uCBA4lG6LeUlfH7zZsxTZOioiJSvQ5SZ/r45Z4XE+PcsLKUouIVdPSb7NzzJv0xF87UGQRiEIhpWvstcOeQc+OdvAss/Oh/BwZSdgZlI1T3AQcC5Nz0scS21igYKXb/KG1Z6MBJQi0HcPc14HLaTYi7u7uBoQG2weIljuPJjKqqquJoYxNzDBcGkOMZ99M52SVWAwWasFcD/cTgHZRSs4ENwCe11m9f/ClOTke6oiilRy1LFZcPn1PxVmtEAlJCCCGEEGLc5DdHcVlbkAR7vv3fmPVXf8uMhUuo7YMZbpjrA+fA5+Pa2lq01tTW1p5VQGqweLZVUlJSovfSmjVrxywBHNyXqab6z3yo/APkZcCSvBsAsCzN+l9uoKG1G09qFq6kTExnEsqTiuFJOu1ckj0G6X4nmX4nfR3NHNq3m6sK8+hobeTm0lLy8u4FoKLiGwC0tbUBkJGZicfjISMzc8h48RLH8SgtLcX71jsAzPIMzUi7lI1zNdCvA9OAHw4EX2Ja62UTNefJIGJq9rdGSPPICmyXu2S34nifSWfIlBX3hBBCCCHEuEhASlz2/uHTn+CJbz1Oyf/7vzmWnE9LxO4tVeiHTNfZZQDFxUvT4plQ8cDT4O2ns3btJ9m+fRs7d+7Esiy2b9+WyLaKj7F40SJONFTSf+xdAAoLC2k53EJPXz/Jycl88b//9yGNjZRSbNy4gdraWk44nUSjUZRSaK3Z39tMYWEhzz33XCITLDc3l6ampsQqfoNXGBxvH63h8vLyMafl0xCGWZdPuR5grwYKbB627UeDvn4IGL0T/RR1tCtK1ALX5RKZFGNSSuF0wDsno9yQKwEpIYQQQghxZhKQEgB873vfu2zPv3z5cn7/u00AtEZgcxs0h+Gtfsh2wR0fPpUBNDzQNNa2wavQxXstAUN6L51JefmqEY3Rh4993333sXXrVsDOPnr22WcB6OvrHbV5cDzbKxq1V+LTWuP3+7mlrIzfbdo0JBPsoYf+dsix77WnFkDNnhqaXRlk5M9n1uVTrifOQdTS1LZGSPNK76ipIs1rUN8ZpWi6G59LXnchhBBCCHF6EpASAFx77bVT4vzT3fA3s+C1bvhDB7RFoSMGmU7IcMGfdv1lRKBptODT4FXo3ovR+jYNHjsvL58HHzyVdBMv9SsoKBh1vHi2F9jBKIDrrruO4qXFvHvs2Gkzwc5mhUEYPVD3cmUlyz759wDkXmYZUuLsvNsdJRTTpHgkMDFVOAYyMo90RbkqWyLSQgghhBDi9FT8Q+tUsmzZMr179+6Jnsaksn37dgDKy8unzPk7ovD7NjgWGro92NFG+7E6CnIyuX7RlTQ1jQy8vFfx0rqzbaQ+2GgBocGPxVfHczgcfPWrXzsf0x7ihRfWU1dXR2FhYSJQ91rtm4Tzr0aFA/zjQj8Xuo+1UqrmUu7TdLl+LzItzW/f7sdhKLxOKdebSqKmJhi1+KuFyTiNqfPaX+rfi4QQQgghJoJkSAkAvvWtbwETF5CaiPNnuuATM+FkFA4H4XAAjgbBl5lNfmY2EeCNPsifns8nPrE2EVyp2VOTKG07115L8dK6ffv2MXvOnHMaZ3jm1vAA1YoVK0ZdNW8szzzz74meUsPL+UYzWpbYnCuv5u0AXJFx4YNRYvJq6onRH7GYLiuuTTkuh6IrZL8H5qS7Jno6QgghhBBiEpNPC2JKUwqy3Pa/G9IgZsGPNvyOl986yrKPP0wfLg4EwGtArscu+TvX5t+DA0ZFRUXs27cP4JybiA8PCA0PUJWXr0r0pRqPpqamIbdxP/zhDxIr8a1cuTIx5mj9svpN+zZHqnWmLEtr3mgNS6neFJbkVrzZFmF2mhMlkWkhhBBCCDEGCUgJMYjTgM999HY+B0Qt2Ntr95vqjkF90C7vu+mja9m1aQPvX7n8rMYeHjCaPWfOiCbipyvDG254QOi99rUavupeXDwYBbBr1y5OnDgx5vziAanp7nOagrgMtPSZdIc105NkpbWpyu8yaO2P0Raw5H0ghBBCCCHGJAEpIcbgMuysqWWpcLAf/tINx8NAxixu+OTnSHVDbwySHYyrPG14wGhwE/F4GWBSUlIiADTe1frihgeozrZP1Vhleunp6XR1dQGQmppKXV0d9fX1rFixYkQGVmAgIJUtAakpSWvNGyfCJLkkK2aq8zgMDrZHmJ7km+ipCCGEEEKISUpqKoQ4A0PBVclw/yxI2/1b6qp+jwZOROweU7u6YV8v1Lb2sGHbKxxrbBp1nHjAaLTMongZYG9vL4WFhafNctq4cQNPPFHBxo0bTjvveJ+q+Kp75yorKwuAwsJCPvKRj6AGVtKqrq4esl/Ugoi2v6lkSKh7SmoNmJwMmCS55UfLVJfqUTT0ROkNWxM9FSGEEEIIMUnJx0YBwP/5P/9nSp9/PJSCdY88wMmTJym87kb+10vVHAlAZwx6TMCdyvTrb6YBaOuBFAd4DAj0dHKwdh/XXLWQvBk5uNXIjKpbysrG3Sh9cKDpdJlPRUVFiQyp4bZv35ZoeH6mPlODM7tO1yw9MPC5M8czvowxcfmpPRHB55JglAClFA6lqO+Mcu0MaSonhBBCCCFGkoCUAODKK6+c0ucfryeffJLHH3+cL3/2AW61E4foN6EpBK8ebmJf00kyrriakGUQiicGeDKYvqyU48DxHnuTW4HPAX4D/A4oXFLMkmuLOd1n+XgQKS0tja6uLubPnz9in8E9qO6++54xA1bV1dWYpkl1dfUZA1InWltpbm7mRGsreXn5I5qlx+dV/ME7SVlwLXS1Qu70044pLj8nAyYt/SbZfglICVuq1+DgyQhXZrnwOeV9IYQQQgghhpKAlADgxRdfBODOO++ckucfr4cffpiHH354yLYkByxIggVFuVCUi6WhNWKX9PXGoK6phVffPIgrJYMZ869Ae/xENERi0D1s/HQn5LhhmssuFRwsHkTq7raPGm31quGN08eyePFiamtrWbx48Rmv+UyrCsbn1ROOkQL8edMGPr34s2ccV1xe3myL4HEoWVVNJDgNhQZebwmzPE96SQkhhBBCiKEkICUA+M53vgNMXEBoos9/PhkKZnjsfwDvy5jBl26+mpMnTzJt2jROtLXTG4OTUWiPQFsE2qN2w/SumP3PqWC6yy5/iy9SVVJSQnV1NYsXLyYQCIzaZ2q8K+0FAgG01gQCgTNez+BywtHE5zV99jwA7il//xnHFJeXzpBJQ3eM7CTJghFDZXoN6jqizElzMivFNdHTEUIIIYQQk4gEpIS4COKlfk8++SQOBeku+1+B/9Q+QRP298EbvXZ2VfPAv56WRqYZUT5QtuqM5XXDV9oby3gDVzB0NcDRlJevoqxsFdXdYAI3X3vVGccUl5e32iK4HKNn7YmpTSlFqsfgL01hbr/Cidsh7xEhhBBCCGGTgJQQF8FopX7D+RywLM3+dzwMr/fA7pMRUmfkEQVe7Ybpbsh22yvZmYClwdRDv44N+hfVELNOfe1SdtbVjFnjC1yNV9iy55DkOJXRJaaGlr4YhzujTJcXXozB5zJo64+xvzXCdTOlwbkQQgghhLBJQEqISWimB2Zmw7u/Xc/PdrzBbX///xBLm87xCByPnPu4YQ3vhqAhZPepmumBVMfYq+KNdzW+/oEG7tPd5z43cemJmpq/NIVI8RiSHSVOK9PvYH97hNnpTqb5JHgphBBCCCEkICXEpPaZBx/gMw/aX58Iw+u9cCwIDmVnO7kM+9ZtnLrvNcBn2BlX8VvvwO3xMNT0wKF+u29Ve9Re6W+mx868co7RSP1Mq/H1m/Zty8E3yCoq48knnzxjRpi49L3VHqEvosmW7ChxBg6l8LkU1Y0hbi3w4xi+aoMQQgghhJhyJCAlAPiP//iPKX3+yewrX/kK3/3ud/niF7/It7/97fc01lyf/a8nBnt77ABXvwn1QTgatB+b4T6VMVVSUsKOHTswTZNnnvl3Hnrob0cdNzAQkNrwk//DyZMnefzxxyUgdZnrDJq82RomU7JdxDiluA1a+0wOdUS5KkvSKYUQQgghpjpZEkkAkJ+fT35+/pQ9/2T23e9+l2g0yne/+93zNmaqE0oz4XOz4a+mQ77X7gFVH4RDAbsfFTAkK6qpqWnM8eIZUvfdWsa0adN48sknz9tcxeRjas2rTSG8TkMyXcRZyfQbvNESpidsTfRUhBBCCCHEBJsUASml1K1KqUNKqTql1D+O8rhSSv3rwOP7lFJLx3usGJ9f/OIX/OIXv5iy55/MvvjFL+JyufjiF7943sd2KLgqGT45yw5MObDL+A72nwpK5ebmDrkdri8GQcs+9uH7PkJ7e7tkR13mDndEaQuYpHgmxY8QcQlxGgqHAa81h7C0nujpCCGEEEKICaT0BP9CqJRyAG8Dq4BG4DXgPq31W4P2uQ34e+A24Ebg+1rrG8dz7GiWLVumd+/efSEu55J18803A/DKK69MyfMLW0sYftpsr8qX6YSFSTA8AeaHP/wBbW1tZGdn87effZS3A9AZg+tTYVXWxZ2vUqpGa73s4p71/LkUvxf1RSw2vd1PisfA5ZDsKHFuTvSZrMz3MD/j8ijdu9S/FwkhhBBCTITJ8OftG4A6rfVhrXUE+Dnw4WH7fBj4qbZVA+lKqZnjPFYIMU4zPPA3s+zm5h2xoZlScW1tbTjdXpILFrO7xw5GKaA4DXbt2sWtt97Krl27JmT+4sLSWlNzPIxSSDBKvCcZPoPdzRGCUSndE0IIIYSYqiZDQCoXaBh0v3Fg23j2Gc+xQkwpP/7xj8nKyuLHP/7xOR1/uqBUTMPiD3yIFQ98gfk33owJzPPBp2ZBpgsqKirYunUrFRUV5++CxKTxbk+Md7tjpHsnw48OcSlzOxRaa3Y0hAibUronhBBCCDEVTYZPFaP9mX34b6dj7TOeY+0BlHpYKbVbKbW7ra3tLKcoxKXj8ccfT6x0d65GC0o1hGB3D8xYciMuj5fDu16m7zf/m/tmwiyvfdy6detYvXo169atO09XIyaLcEzzWlOYdK+BUpIdJd67DL+D9oDJy0cCkiklhBBCCDEFTYaAVCMweHm1PKB5nPuM51gAtNY/1lov01ovy87Ofs+TFmKyevLJJ8/LSnfDg1LHQnaG1Gwv/GTtLTy7tox//srnhxyzfPlytmzZwvLly9/TucXk88aJMFFL43FKMEqcP5l+B71hi22HA/RGJCglhBBCCDGVOCd6AtiNyK9QSs0DmoCPA58Yts9vgc8ppX6O3dS8W2t9XCnVNo5jxTj86le/mtLnv5w8/PDD522Vuxkeuxzv1ycg1Qnvy4C5Pqi96Xq+u/vPF2TlPzH5NPVEOXQySnbSZPgbhrjcpPscdIfsoFTZXB9pXsdET0kIIYQQQlwEE77KHiRW0fse9srxz2mt/0kp9VkArfWPlF0f8m/ArUAA+LTWevdYx57pfJfiylZCiJEu9ZWtLoXvRa39MbYfDpLiMSQ7SlxQvREL04SyeT6m+S+toNSl/r1ICCGEEGIiTIo/d2utN2utF2itC+IBJa31j7TWPxr4WmutHx14vCgejBrrWHH2nn/+eZ5//vkpe/5LmaxsJy6UjqDJy0eCJLmVBKPEBZfiNnA74aXDAVp6oxM9HSGEEEIIcYFNhpI9MQnEg0H333//lDz/pSy+sh3Ali1bJng24nLRHTKpPBLE41T4XJPibxdiCvC7DAxlsf1okPfPhtlpromekhBCCCGEuEAkICXEJWrXrl1UVFRwzz33AMjKduK86YtYVB4NYihIckswSlxcXqeBoRSvHAuxKMtkSY4Hj0My9IQQQgghLjcSkBLiEiWZUeJCCEYtXj4SwLQgzSvBKDEx3A7F9CSDupNR3u2OceMsD3mSLSWEEEIIcVmRgJQQl6h4RpRkRonzJRzT/OFYkFBMk+67tJpKi8uPoRTTkhyEYhZ/OBZkTnqM4pkekqSEVAghhBDisiABKSEuUcuXL5fMKHHeRE3NH48F6Q5Zl9wKZ+Ly5nUaeJIUx3tjvNgbo3iGh4JMF4aSMj4hhBBCiEuZBKQEAJs3b57S5xdiKjsZNNnTHKYtGCPLLz8WxOSjlCLD5yBqav7SFOJwV4xlszxMk0w+IYQQQohLlnzyEAD4/f4pfX4hpqKukElta4RjXTE8TiXBKDHpuRyK6clOev5/9u48Pq76PPT/5zurZjRaLGuxLck2SICNEWAbgmyTiGA7EGKSa6dNCjgtJbncFnrb5KZAyw/iCFKakOYm6b3QhhCHJAKS3MQ0YBZjK0EQLwHLBoQ3kLxpt/Zt9pnv748zM5qRRpstS7L9vF+v8VgzZ875znKOdJ55vs/jC/NarZu8VDNX5NrITTVLxpQQQgghxDlGzj4EAE8++SQA99xzzwW5fSEuJH3+MB+c8nG0K4jFDDmpJpSczItzSLrdhLZpenxhdhzzkGk3cUWujcJ0C2aTfJaFEEIIIc4FEpASAPz6178Gpi8gNN3bF+JCMBAIc7DNz4cdASwmmO00SVaJOGcppUizK9LsRnfIP9Z7cFhMlOTaWJBpxW6Wz7YQQgghxEwmASkhhBgHpdTNwA8BM/C01vrbQ+5XkftvAdzAnVrrfVM+0Di+oKbbF6LDHaK5P8SpgRAAWU4TZglEifOIw2rCYTXhC2n2NvmobvYx22FmjstMttNMht2E06okE1AIIYQQYgaRgJQQQoxBKWUGngDWAg3AO0qpF7XWB+MW+zRwSeRyHfAfkesp4Q9pBgJh+nxhWgdCNPeF6POHUYBSkGJRzHJIRpQ4v9nNCnuqmbDWuINhDrSF0BpQYDNBXqqZXJeFVKsJm1lhtyjsZrCZlewbQgghhBBTTAJSQggxto8BtVrrowBKqV8CnwPiA1KfA36utdbAHqVUplJqrta6ebIHMxAI0+0N0zYQotMTossbxhfUoDRaK6xmcFhMZDulNpS4MJmUwmlVOK2DtwXDmlPuMPW9PgBU5B+twWyChZlWFmRYyHaasUgdKiGEEEKIs04CUkIIMbZ8oD7u5waGZz8lWyYfmJSAVEt/kBM9QZr6gvR4w7iDGiCS4aEwm0ChQEFYG0GrgcBkbFmI84vJlPizUhAMw/4WH/tbfGTaTSzMtHBZto1ZKebpGaQQQgghxAXgggxIVVdXtyulTkz3OIbIBtqnexBDsimmfEzjyOaYEa/TEDKm8ZvscS2YxHWNJtkHU5/GMiil7gbujvzYr5Q6Mp4BmO2OFGW2JByzwwF/pslq6x7P46fCTBqPjCW5mTQWmFnjGTqWsN/nDwf9/nE+fKqORUIIIYQQ540LMiCltc6Z7jEMpZTaq7W+ZrrHEU/GND4ypvGbqeMahwagMO7nAqDpNJZBa/0U8NRkDEoptTfk986Y13MmjUfGktxMGgvMrPHMpLEIIYQQQlwITGMvIoQQF7x3gEuUUhcppWzAXwAvDlnmReAvlaEU6Dkb9aOEEEIIIYQQ4nxwQWZICSHERGitg0qpvwO2AWZgs9b6gFLqbyL3/yfwCnALUAu4gb+ervEKIYQQQgghxEwnAamZY1Km8EwyGdP4yJjGb6aOa0xa61cwgk7xt/1n3P81cO8UD2umvZ4zaTwyluRm0lhgZo1nJo1FCCGEEOK8p4xzKCGEEEIIIYQQQgghpobUkBJCCCGEEEIIIYQQU0oCUtNMKXWzUuqIUqpWKfVP0z0eAKXUZqXUKaXUB9M9liilVKFS6g9KqUNKqQNKqX+YAWNKUUq9rZR6LzKm8ukeU5RSyqyU2q+U2jrdYwFQSh1XStUopd5VSu2d7vGcC8Y6NkSKp/975P73lVLLxvvYKR7LpL734xjLIqXUbqWUTyn1jxN57DSMZ6pfmzsi78/7SqldSqmrxvvYKR7LVL8un4uM412l1F6l1PXjfawQQgghhDgDWmu5TNMFozhyHXAxYAPeAy6fAeP6BLAM+GC6xxI3prnAssj/04APp/u1AhTgivzfCvwJKJ3u1yoynv8FPAdsne6xRMZzHMie7nGcK5fxHBswCqi/GvkclgJ/Gu9jp2osk/3ej3MsucC1wL8A/ziRx07leKbptVkJzIr8/9PT/JlJOpZpel1cDJYwuBI4fLY+M3KRi1zkIhe5yEUuchm8SIbU9PoYUKu1Pqq19gO/BD43zWNCa/0m0Dnd44intW7WWu+L/L8POATkT/OYtNa6P/KjNXKZ9qJsSqkC4DPA09M9FnHaxnNs+Bzw88jncA+QqZSaO87HTtVYJtuYY9Fan9JavwMETuN5TOV4Jtt4xrJLa90V+XEPUDDex07hWCbbeMbSr7WOHrtTGTyOz8jf0UIIIYQQ5wsJSE2vfKA+7ucGpjnIci5QSi0ElmJkJE2ryNS4d4FTwHat9bSPCfgBcD8QnuZxxNPA60qpaqXU3dM9mHPAeI4NIy0z2ceVMxkLTO57fybP7Wwcb890ndP52nwZI6vtdB57NscC0/C6KKXWK6UOAy8Dd03ksUIIIYQQ4vRYpnsAFziV5LZpz7CZyZRSLuC3wFe11r3TPR6tdQi4WimVCbyglLpCaz1ttbeUUuuAU1rraqXUDdM1jiRWaa2blFK5wHal1OFIJp5IbjzHhpGWmezjypmMBSb3vT+T53Y2jrdnus5peW2UUp/ECAJFayVNx2dmpLHANLwuWusXMI7hnwAeBdaM97FCCCGEEOL0SIbU9GoACuN+LgCapmksM55SyooRjHpWa71luscTT2vdDbwB3Dy9I2EV8Fml1HGM6SU3KqUqpndIoLVuilyfAl7AmAojRjaeY8NIy0z2ceVMxjLZ7/2ZPLezcbw9o3VOx2ujlLoSYzrv57TWHRN57BSNZVo/M5HAV5FSKnuijxVCCCGEEBMjAanp9Q5wiVLqIqWUDfgL4MVpHtOMpJRSwE+AQ1rr/z3d4wFQSuVEMqNQSjkwvlE/PJ1j0lr/s9a6QGu9EOPz9Hut9cbpHJNSKlUplRb9P/ApYMZ0cJyhxnNseBH4y0iHu1KgR2vdPM7HTslYzsJ7fybP7Wwcb097ndPx2iil5gNbgC9prT+cjOcx2WOZptelOPI7BmV0iLQBHeN5rBBCCCGEOH0yZW8aaa2DSqm/A7ZhdPPZrLU+MM3DQin1PHADkK2UagA2aa1/Mr2jYhXwJaAmUrMJ4EGt9SvTNyTmAj9TSpkxgru/1lpvncbxzFR5GFNhwDjmPKe1fm16hzSzjXRsUEr9TeT+/wRewehuVwu4gb8e7bHTMRYm+b0fz1iUUnOAvUA6EFZKfRWjM1rvZB9vz2Q8QDZT/NoA3wBmA09GthvUWl8zTZ+ZpGNhGj4zwOcxAqoBwAN8MVLkfEb+jhZCCCGEOF9E2xwLIYQQQgghhBBCCDElZMqeEEIIIYQQQgghhJhSEpASQgghhBBCCCGEEFNKAlJCCCGEEEIIIYQQYkpJQEoIIYQQQgghhBBCTCkJSAkhhBBCCCGEEEKIKSUBKSGEEEIIIYQQQggxpSQgJYQQQgghhBBCCCGmlASkxHlFKbVEKbVDKfWhUuphpdT/UUpdO93jEkJceJRSf6aU2qOUek8p9UelVM50j0kIIYQQQoiZQmmtp3sMQkwKpVQKsA/4c+AocBio1lpvmNaBCSEuSEqp2Vrrjsj/NwHtWusnpnlYQgghhBBCzAiSISXOJ2uA/VrrA1prD2ADvjfNYxJCXLjuVEq9rZR6D7gH8E73gIQQQgghhJgpLNM9ACEm0VKMDCmUUvOAfq31zukdkhDiQqSU+kvgY8CNWut+pdSbwIFpHpYQQgghhBAzhmRIifOJDyiI/P9fMTKkhBBiOpQAuyLBqM8DK4GaaR6TEEIIIYQQM4YEpMT55DngE0qpI8B7wG6l1A+md0hCiAvUz4C/V0q9BVwKHNVaD0zzmIQQQgghhJgxpKi5EEIIIYQQQgghhJhSkiElhBBCCCGEEEIIIaaUBKSEEEIIIYQQQgghxJSSgJQQQgghcQGfOgABAABJREFUhBBCCCGEmFISkBJCCCGEEEIIIYQQU0oCUkIIIYQQQgghhBBiSklASgghhBBCCCGEEEJMKQlICSGEEEIIIYQQQogpJQEpIYQQQgghhBBCCDGlJCAlhBBCCCGEEEIIIaaUBKSEEEIIIYQQQgghxJSSgJQQQgghhBBCCCGEmFISkBJCCCGEEEIIIYQQU0oCUkIIIYQQQgghhBBiSklASgghhBBCCCGEEEJMKQlICSGEEEIIIYQQQogpJQEpIYQQQgghhBBCCDGlJCAlhBBCCCGEEEIIIaaUZboHMB2ys7P1woULp3sYM8qRI0cAuOyyyy7I7YtzU3V1dbvWOme6x3G65FgkxPlBjkVCiJngXD8WCSEuPBdkQGrhwoXs3bt3uocxo9xwww0AvPHGGxfk9sW5SSl1YrrHcCbkWCTE+UGORUKImeBcPxYJIS48MmVPCCGEEEIIIYQQQkwpCUgJIYQQQgghhBBCiCklASkhhBBCCCGEEEIIMaUuyBpSYri//du/vaC3L4QQQgghhBBCiKkjASkBwBe/+MULevtCCCGEEEIIIYSYOjJlTwBQX19PfX39Bbt9IYQQQgghhBBCTB3JkBIAfOlLXwLgjTfeuCC3L4QQQsx0SqnNwDrglNb6iiT3K+CHwC2AG7hTa71vakcphBBCCDE+kiElhBBCCHFueAa4eZT7Pw1cErncDfzHFIxJCCGEEOK0SEBKiBnkqaeeIjs7m6eeemq6hyLEGZPPsxCTS2v9JtA5yiKfA36uDXuATKXU3KkZnRBCCCHExEhASogZ5MEHH6Sjo4MHH3xwuocixBmTz7MQUy4fiC/I2BC5bRil1N1Kqb1Kqb1tbW1TMjgxdU70BHj5owF2NXj4qNPPqYEgnkB4uoclhBBCJJCAlBAzyGOPPcbs2bN57LHHpnsoQpwx+TwLMeVUktt0sgW11k9pra/RWl+Tk5NzloclporWmkPtft484SUQ1jT1hXin0UflUQ8vHB7gNwf7+MNxNwfafPhDST8aQgghxJSRouYCgK9//esX9PZnirvvvpu77757uochxKSQz7MQU64BKIz7uQBomqaxiCkW0pr9zT4OtQeY7TRhMUXik/bBZYJhTZc3zImeIABLcuxJ1iSEEEJMDcmQEgDceuut3HrrrRfs9keyceNGTCYTGzdunO6hCHHek/1NiDP2IvCXylAK9Gitm6d7UOLsC4Q0O+u9HG4PkJMaF4wawmJSuGwmcpxmDrT5JUtKCCHEtJKAlADgyJEjHDly5ILd/kiee+45tNY899xz0z0UIc57sr8JMTql1PPAbuAypVSDUurLSqm/UUr9TWSRV4CjQC3wY+CeaRqqmEKeQJjfH3fT0GsEo0wqeTAqntWsCITgRHdgCkYohBBCJCdT9gQA/+N//A8A3njjjQty+yO5/fbbee6557j99tuneyhCnPdkfxNidFrr28a4XwP3TtFwxAzQ6wvzh+NuvEFNtnNif9anp5h4/5Sfi2ZZR8yoEkIIIc4myZASYhQVFRWEw2EqKiqmeyhCnPdkfxNCiPFrd4d4rdZNMAyzHOYJP95uVniDmvoeyZISQggxPSQgJcRp0Br8YeNaCCGEEGIqhbRmZ70HqwXS7Kf/57zLrnj/lJ+Q/EEjhBBiGsyIgJRS6mal1BGlVK1S6p+S3K+UUv8euf99pdSy8T5WiGQeeOABbDYbDzzwwIjL9ATgNy3wdAP8Zz38nxPwv4/Dd47Bvx6DfzsOP2qAU74pG7Y4y+RYNDXGs/8JIYQYWWt/iH6/JtV6Zn/KOywm+nxhmnuDkzQyIYQQYvymPSCllDIDTwCfBi4HblNKXT5ksU8Dl0QudwP/MYHHCjHM97//fQKBAN///veT3h/W8Ls2+NANp/zQGYC+EHjDEG1IozBu39wI1T2Dt4tzkxyLps5Y+58QQojRfdDmx2GdnLpPqXYT753yE5YsKSGEEFNsJhQ1/xhQq7U+CqCU+iXwOeBg3DKfA34eKda5RymVqZSaCywcx2PFODz00EMX1Pa/9rWv8f3vf5+vfe1rSe9/swsavGBVcHkqWBSYlBHBjV6HgTo3nArAtg7Y0wPXZ8IVaWCW2qDnIjkWTZGx9j8hhBAj6/SEaBsIke2cnO+VU60mTg2EODUQYo5rJpwaCCGEuFDMhN86+UB93M8NwHXjWCZ/nI8FQCl1N0ZGA/Pnzz+zEZ+H1qxZc0Ft/zvf+Q7f+c53kt730QDs6jb+f5kT0kbYS8zAJU7ICsAJL/QE4eV247HXz4IlLiN4Jc4ZciyaIqPtf0IIIUZ3pMOPxQRKTd4fGQ6r4v1WvwSkhBBCTKlpn7KHMfNpqKE5wyMtM57HGjdq/ZTW+hqt9TU5OTkTHOL579133+Xdd9+9YLcf1R2ALaeM/y9IgUzr6MsrBdk2WJYGlzohxQRdQXipDX7cAK1SX+pcIsciIYQQM9pAIMyx7iAZKZP7J3yazcQpd5A2d2hS1yuEEEKMZiZ8DdIAFMb9XAA0jXMZ2zgeK8bhq1/9KgBvvPHGBbl9gGAYtrQataCyLFBgH/9jlYJcG+RYjSl89V7oCMAzjfD5OVDsPHvjFpNGjkVCCCFmtKNdAQBMk5gdFWW3mDhwyscNC+WPFiGEEFNjJmRIvQNcopS6SCllA/4CeHHIMi8CfxnpcFUK9Gitm8f5WCHGZXsHtPjBbjKynZSCHTu2861vPcqOHdvHtQ6lIC+SMZVjhRDw6xbY23N2xy4mhRyLLiDS6U8Ica4JhDSH2v2Tnh0VlW5TNPSG6PJKlpQQQoipMe0BKa11EPg7YBtwCPi11vqAUupvlFJ/E1nsFeAoUAv8GLhntMdO8VMQ54GaPtjfZ8y7WuwES2TP2LNnD6FQiD179kxofSZlBLUKI1lWr3fA6+1G9z4xM8mx6OzSGvqDcMID+3phezs83wz/9yQ8cRLe6zOWmSrS6U8Ica6p7w3gD4H1LBWoVEphNcPBNv9ZWb8QQggx1EyYsofW+hWME7342/4z7v8auHe8jxViIpp98HKb8f8iB8TX8ywtLWXPnj2UlpZOeL1KwQIHOMzwkRv29kJ3EG7NMW47GzZu3Mhzzz3H7bffTkVFxdnZyHlMjkWTzxOCV9qNQJQ3PPJyL7cZgeGPZcB8h1GP7WySTn9CiHNJWGs+aPOTZj+73VIyUkwc6w5Qkmsn3T7t31sLIYQ4zyk9lV9JzxDXXHON3rt373QPY0a54YYbgOmr4TTV2+8KwDGPcflwwKg+nWs1uuaNVJZhx47tseDUmjVrJ7S9niAcGoCgBquCm7PhCtfI2zpdJpMJrTVKKcLhUc7+zxNKqWqt9TXTPY7Tdb4fi9r98P9ajEL/AAGfF3dnGwOd7axcvhSHGZwm6AvBkR4/ymqLPTbfDgsdxiXXdvaCuEJMBjkWibOtpT/IjqMecl1n/2DY6Q5RPNvKNXNTzvq2xOQ6149FQogLz4zIkBLT77HHHjuvt+8OGRkaxzxw3GNkKsWbazNOfEcLEEWn7+3cuZMDBw7wD//w1XFvP8MCV7mMTKnekNGFb38v3DgbCibx773bb789liElxHSqdcNvW4w6aqlmYwrr6394hZqaGkpKSihIWRpb1mGGzT/7d+YuWcbsBcXMmjefRh80+mBnd2QZE8yyGpcsK8yyGNcmBQOh5JewNvbrS5xw3WULOXHiBAsWLOD48ePT8ZIIIcRpO9jmx2E9u9lRUekpJo52BVg2x35WiqcLIYQQURKQEgCsXLnyvNh+WBvBpnY/tEUvAeM6nkUZQaJMi3FimzKOLxxLS0vZuXMnAN3d3RMem8MMJS6jC99xDzT44OdNsCgVbsgyTq7PVEVFhUzVE9NKa/hTD/y+0/h5ttUIRpkVrF+/gfXrNyR93DVXX8WePTvJt4a4bvF8eoPGvtwTNKb9ecLg8UGTb2LjOemFN7vgC8++xZHfb+XI77cSCINVZqIIIc4R3d4Qzf0hsp1Tc+CymBTBEPR4w8yS9FQhhBBnkQSkBAC7du0Cpi8wNdL2tTaCSR+5E4NK8V/YKYxAVGcATvkh2UQ1BaRHAlCZFnCZR8+Gamiop6qqirKyMgoKCgFYs2YtBw4coLu7m8zMTF54YUss22Okk+xh44h04ZtthUavkQFyeACODMDydLh+Fjjlbz9xjgqG4dV2qOk3fu7+8D0WzMvCnFo45v6yZs3ahKmwWdbBIK3WENCRoFTIqEXlCRvXWoPNZEyFjV5bTWBTkeNC0Jiimzm3kOvu+Fuuu+Nv+d5xKHLCtRlGBpUQQsxkH3UEsJiMouNTRsGpgZAEpIQQQpxVEpASADz44IPA9NWQit9+SMNJjxGE+shtZEhMhE0ZQR1npD5NauT/5gn8HVdVVUVtbS0Ad9yxMXZ7/DS9Rx4pR2tNTU3NuANSUZZIwfM5diODo9VvFD3f3wsfz4Jr0yWDQ5xb+oPw21YjyGoCWqureP+Pf6CnuJg77thITU3Nae8vShn7tc1kZDZOxGybEbQaCEFHwKhn1R8aPL5cngqrZ0Oa/DYUQsxAnmCY2q4AmY6p/aPAaVWc6AlyWbZt7IWFEEKI0ySnvOeR3bt3c/PNN7N79+7pHsppcYdgSyv82zF4vsUI0PQEjYyHPJtRB+bSJJfo7Ve6oDTd6NJ1hQsujgR80iwTC0YBlJWVUVxcTFlZ2YjLlJSUoJSipKTktJ+z3WSMf2maMXUwBLzRCf9RD2/3wB93/+mcfk/FheGYG/6z3ghG2ZWxL1572cUJ+9Bk7C9jaWio59lnK2hoqE+4XSmje+YCB1ydZgR856cYvwAPDsCTJ439LTxGj49z/RgrhDj3HOsKoLXGPMW1nBwWRbs7hC904TU/EkIIMXXkO+HzSHl5Odu2bQPgtddem+bRjJ83bNR8coeN6WtgZDbVvfs2DYfex+Ttn1AB8fGq3lfN7ysruXH1apYvW55wX0FBYUJmVDKj1cOJqqj4BXV1dRQVFbFx45dGXC7VDEtc0B2AY14jg2NHB4Qyr8K94Coe+94PeOk3K8b/5IQ4C5566ikefPBBcnNzOXToEJ+7407u+Lef8pHbuD/NDItTjUwm15B9aDz7y1h++MMfxKbMJjsmjJTZOJTdZASkcq1w1GNM69vRAe/3wSezjGl8yYLY5+oxVghxbgqGNQfb/KSPp9DlJDOmB2o63CHmSQqpEEKIs0QypM4jmzZt4qabbmLTpk3TPZRx6wnCzxuNYBTAwhS4Jg2WpcPBP7xCb0vDaRUQH4/fV1bidrv5fWXlWVk/QF1dXcL1WDKtcLXLOKl3mcFsT+HmB77Diu/8kueb4d1eo4bOaJ566imys7N56qmnznT44hwwle/3gw8+SEdHB7XHT7D26//CNd/4MR+5wYyx75a4jGDU2RI9Fox0TBhPZmO8FDNc7jKm7dlNRg26X7UYWZq/aTGyplp8g5lT5+IxVghx7mp3h/CHwDbRNO9JYjYpmvomWDdBCCGEmAD5yuM8smLFinPqW/tWH/yiCfzaiIw6zVCQMni/y+Wiv78fl8t1VrZ/4+rVsQyps6WoqCiWITVeShlFz7MsRpexJh90BxXHPHDMA6+0G/fn2oxLnt24TosUao8GDR588EHuvvvus/bcxMwwle/3vzz2GM9U7uHG//UvpObMBYzP3sKUsxuIisrMzIxlSCUznszGZLKsRm2qRt9gtuaHbuMCYA4HOXVwH9cumMfT//Uac+1n8CSEEGKcWvpDmKbxq2OXzcTJniDL5+qpLaguhBDigiEBKQHAD37wgyndXp3byEAIAelmuP9ff4B5yB9dc+bMoba2ljlz5oy4nmTd8MZr+bLlw6bqTcR4uuyNNk1vLErBLKtxCYSNgsztASNI1REwLocGBpd3mCDHBt/46f/jkb/+cx577LFh69y9ezfl5eVs2rSJFStkCuD54LHHHuPBBx9M+n5Ppg4/hD/+BW5dYwS9Us1Q5DC6V47H6XSlHOpsTN2NMitjGt/8FPCGjOzNniD0hMCHhdlXfIyjwNEmIyPs6nS4Jt0omh4l+5cQYjKd7AmQOo0dTqxmRbc3TJ9fk26XgJQQQojJJwEpAcDVV189Zdt6t9fI8gHIsRpFvU1XDd9+dNrNaNNvxlsz5mwYb9ewHTu2s2fPHkpLSxPa2o9maH0rq8ko0D7HbkwfcoeMrmED4ch1CDxho2MfSz7JEzXt3JIzfL1SA+f8c/fdd5/1zKh6LzzXBCF7JgGPm96P3mfVx0uZyBfm8fvL/AULRqzfFnU6+81kSTEbl7xIJtTxxib2f3iUi664mpDdhScM1b3GpdhpFElf6JD9SwgxeQYCYfr8YXJSp/dPdYWmbSBIul267QkhhJh8UkNKALBjxw527NhxVrehNVR1DgajCuxGdzyTgueffpL77/3vVO+rjoxnO8888wx5eXmjZj6NVjOmel813/3u47F1Trbxdg3bs2cPoVCIPXv2jLpcfIew0epbmSIdw/LsRifBEhdcl26cFBdHijHXeeDJeqjpM173KKmBIybqowF4tsnIZnQG3bS8tZXlF+dPKBgFg/vLxRdfzKuvvDJm/bbx7jeTJXq8eOGFLcOOGwvz57H+k9dzdY6L5elGV8w8Gyig1m10Bf1xA/z3bz/Bp9fdGtu/HnjgAWw2Gw888MCUPAchxPmjwx3COMpMrxSrMW1PCCGEOBuU1hdeO9drrrlG7927d7qHMaPccMMNALzxxhtnZf1aG12s3uk1fi5ykFCHZf3VRYTDIa7/0j3cd9/9fOtbjxIKhTCbzTz00MOntc3vfvdx3G43Sik+s27dGU3POxPjzfR49tkKamtrKS4uZtHixWNmkIzEFzZOkrsifz9e6oSbs40g1vlGKVWttb5musdxumb6sej9PtjaZvx/js3Yb8+0jEj0c242m/n0LbfEPt9DswKnOkMq/nihtcbpdHLfffeP+phAGFr80OwzauEBWBR8YhZ8LANS7DYCgQBWqxW/33/Wn4OYPnIsEpNtd4OHht4QGSnT+91xWGu6PGH+7HIXVtP0B8jE6M71Y5EQ4sIjGVJiSuzsNoJRCqOD3NCiwLNmZWIymWMFxktLSzGbzZSWlp72Nm9cvTp2cnk6nfQmK8NqzZq1LFmyhF27dvHCC1sS7quo+AXl5d+kouIXCdleebm5zJs3j7zc3Alvz24yuoZd4jBq3XzoNrKlDvQnZksJMZo/dQ8GowrtZx6Miu5PPT09ACxcuDAh2Do0K3DNmrU89NDDtLS0xPaRqPhswsly4+rVOJ1OSkpKcDqd42p2YDVBYYpRS+pSp9EZM6jh953wsyb4+qPfwWq18rWvfW3SximEOP+FtaahN0iqbfoDQCal0Bo6x2rxK4QQQpyG8zBnQsw0+3rhzS7j/5c5jQ5xQ6WlpZGWlhY7QV2zZu0ZZUU0NNRz+NAhVq5cyf79+0+rk178CfKZZlcNrTcVzf4IhYw/8Orq6ti48UuxOljRLBIYuzZWssLuShlT+jKt8JHbKIT+u1Oww2zUvCl2wkWOqemMJibPVBTN9odhewe812f8fJED8kfoKjeRLKbo/uR2G63rjh49mnD/SF0v6+rqEq5h7Npxp9Ps4EyaHJiU0W0wx2pkJta6jayptD//Gr++82uszDyt1QohLlA9vjCBEFhmSEaSMhkd//KmuZ6VEEKI84/8ZhFn1eEBeC1SM6rYAdlTVBNz8+bNaK2pq6vjG98YrJc01olqRcUvqKuro6ioaMQT5GTLjtVNr6SkJNZhDAbr40QzuIqKihKWH09B96jRTs7tJliSCq1+ozD1QMgINLzXZ2SrLXQYwalLnEbwSsxsZ7to9ik/vNBqdHA0YXw2ckfZZ+PrPI0VkIruT7NmzaKxsRGtNRUVv4jtOyMFhIqKimL7WdRo+8e3v/2v+Hy+2M9D94nR9tsz6doJRiA4ywrL0uGEx5jOd3DAuBQ7YWUmFKRMeLVCiAtMuzsEzJyUZpfVxInuAFfljfDthBBCCHGaJCAlzpqTHuPkFoxW6nPs48uomIzaMdHaaENrpI2VWRGfjbFx45dGzZiIX3asE9n16zckdOLLysqira2N7Oxs7rnn3mHLFxQUjrtr4FjBK6WM1z7PBu4wdAaMS18IjnmMy/YOI3Mtx2acUGdZYVbk2mk687pBYnJEi2VPdlF6rY2OcTs6IAwMdLbhq32PlZ9aM2zZ+P2ztLQ09v+xxAecysu/CSRmPY0kWbA3fv8Yuu/FB6OOHj3Kjh3bWbNmbaxGVTRDK9m2t2zZQldXFx0dHfz93//DmGMbiUVBkRPyU6DRawSEa93GZaEDbsmWALAQYmT1PUFSrDMnhdluUbQNhBnwh0mV1GohhBCTSH6rCAB+9KMf8aMf/Wjcyz/11FNkZ2fz1FNPJb3/lN/oPKUxiiEXRr5UG6lz1te/9yO+/r0fjbrMZBitK19DQz0OhwNgWMbSWKKBrqqqqnEt397ennA9HiPVzYmenI+V0aEUpJqNmjdXpRmd+S51QrbVqDXVETAy2nZ1G7WDftEEPzwB//s4bG6AnV1GEWcxfVasWMFrr702qdP1+oPw6xZ4PRKMajqwn7eff4p39+xMuvzQrKiHHnp4woHj6P410f0smaH7ntU6GOkJh8Ox40g0GGUymYZtO7pvdXd3A8TqXJ2pFJMRmLo23TgGmoHjHvhRPezvPb2abmMde4UQ57ZAWNM6EMJpnXnfBLW5pdueEEKIySUBKQHAZZddxmWXXTbu5R988EE6Ojp48MEHh93XG4SfN0JIG1k38cWQRypWPv+Sy5h/yWWjLjOW+IDNultvxel0su7WWxOWGS14U1VVhcfjobi4OGlWxpNPPkF5+Td58sknAFi1ahVms5lVq1YNC3QFw5pAaOToTUlJCUqp2BS+8Zho0CuZ+NfIajKmYy1Khesy4CqXEaAqtBu1cFxm4wTap42pR1Vd8KMG+PT/+F8opbj88stPexxi8l1++eUTfl8+GoD/qIc6j5HVs8gJ1lPH0KHgiJ/NyWg4sHHjl9i06ZsjTnUdKfia7Pah+96CBQsAyMzMTBhntGj5LZ/5zLBtR/et6GNGC/gNPQ6Mh9UECxxG8fPZVggBr7YbgcD+CZ7fjXbsFUKc+7o8ITRGMfGZxG5RNPRKYXMhhBCTS6bsCQBeeuklAG4dEsAZyWOPPcaDDz7IY489lnC7JwS/bDZaoKebjQBH/N9UQ4uVR6f/ZFk1V121lFU33zpiQfNo7ReHw8Ell1zCgQMHEqb1DZ2ON9ECxfFT3154YUus5tP69RsIhDQdvV7Mrly6Qg4+aHKTXryCT8y/Dk8gzN72MOZLP832E2G8ta34QxqtNSmhXlYuKaQ4186WXz+XULsmOoVvaLv7scanteaRR8pjY5uIkaYsmhSkWSBtyPJaG13D+kJwwmsEGz/+wP+m8Mb1vPytr05o2+LsOnToUML1aAJhqOw0Gg4A+DtPce3CXOym4dNLhzrThgPjEf2cHjt2jFm58+js7qNw/kIwmWlsc+Pf/QHXl+Xwpz+9TX1DAwWFC+gzZ3Oo2cPCq2/AmzKH/r4+TKYejtSdoKVlsG5Usn0sft8fK9Owra0t4TreWNONrSYj6NcWMIKAdR6jA+a6HLjcZSwzVuH6kY69QojzQ0t/iJkVijKkWhWNfUFCYY15hhRbF0IIce5TQ2vsXAiuueYavXfv3ukexoxyww03APDGG2+c9jrqvfBqG7QHjLpDV7rAMkoOXjTABLB/y89YsGABP3xx5O1H684AsWLgZrOZhx56mIaG+lix55tuumncBYn7vSEau/14A2E8AY03EMYbCPPB4Y9QFjsmawr21AwCoYntJzocBgVKDb4Aga4GAu11BDqO8o3/759jt3/3u4/jdrtxOp3cd9/9Y677kUfK0VqjlEoo2D4eo9W6GqsOltZGLZzDXW4sKU601lydriibBa5pCm0rpaq11tdMz9bP3GQeiy6//HIOHTrE4sWLOXjw4IjLtfiMjosdAQiHgtTtrKT+3T0T/ixNxESKhbv9Yd6rbeKP79ZiycjHlDI0TDpxoYFOgj1NBHua+OrdG3HaTBOuVRc9XlmtVgKBADk5OcPqv33rW48SCoVix6XR+MKDHTABLk+Fm7Jh/WduZtu2bdx0001npXC9ODvkWCQmy8sfDRDSmpTR/oCaJu0DIW4qcjLbaZ7uoYgRnOvHIiHEhUcypMRp0doIPDV6odEHDV7jBBeMuilLxghGQWJR4fT09DG3Ge22NTRDCoyMioaGBoqLi8c84e31BKlr83G0zUdDtz/pMtZZg+sIhDQmBSlmRcepZkI+NyGfh+uWX43NrEixgM2seG/fXt7d+zapKVayMtI4dqKBxdfdQN6lV9PSH8I6qwDrrAIo/gTPv93ORdl2Ls1zjNnNDxKzqIZ27AOGZXSNZLRi6WMVfI8WR8/Oc1LvhSaf4r0++KAPPj4LVmRK8fPpNFoQKqrObUwT04DDBI3vVFH/7p4JTR2dqBde2ML7778PGDXT/uEfvhq7LxTWNHX7aeoO0NYfoK0vSK83BFiw5S0CIBzwEfD0Y7WYyZmdhVmByaQwK2hqaKCrq5NZs2Yxe/ZsWltP4ff78Pv9KKUw2R24cudjTs3CnJqFfd4V/PitU7jsJrp7ZmGd/zH21nZw1XUBslItsW/9kwXQoserQCDApk3fTPpcJ1LkPdoBs8VvNBY4OAAfuuHO7/wIk+3vefif/+k0X3EhxLnKEwzT7Q2T7Zx5wSgwfse3DAQlICWEEGLSSEBKTEizD3Z1GdO3vENKJJmAfLvR1tw8jsBEfDv3zupZYy4/tN5MfOBlaKe5+OyH1avX0N4f5Gibj7p2L219cUVbtCbQ3czsNAdHPzxC0O/GFA7x+c+tw2ZW2CyKFLPCYjKysrafPMae3XsoXVHKlXm22Grq6xt4+43XAY2/H7Iy0nn4/xs8ofztf71EfU+A/MXLwZXNqb4gp/qC/OnYAHhTKfuze7g4b+R+8NGCzL+vrOS+++5n/foNsXo6ZWVl1NTUoLWmpqZmwtP4RnoNR2JRcJHDKFZ/zAOdQXijCwIayrJOa9NiCnQH4Detg40GLnLA8rWr+ezaxEDoRLKZxqOmpib2/97eXgZ8IY53+Dje7uNou4/wkORDpSDXaSI31UxeqplZKU4aGtxUVb3BpWVlFBYWDC5cWBz7b0XFs9TV1aKUCa3D2O12/umf/omQ1nR5wpwaCHFqIES7J0y/L4wlswBLprGu597uQOswLkuQ+Tnp1B38kI7Wflp+9Ws8HjelpaUJx6uRjDSd8emnf0xjYyP5+fl85Sv/PeG5zrVDpsXIluoNwdG0BXzyh7/DnAXB8NiBfSHE+aPDHUZh/L0xEzmtipM9QZbk2Kd7KEIIIc4TEpAS49IeKWp9ZGDwNpuCdAukmY3rVLNRi2i84gNM7/z6J+N+3HhOmI1OYGH2ftRGc2o7ne7BQpwmNIGuRlqOvEt/yzHCAR+NDicejzu2TOXv+tm4cSPbd+yIBaDWrlkTu0Rt2fICNTU1uFypGKf6hvb2dioqnqWsrIyKigr8fqMVfc/xD3jw4YdpHwjx0pt7yViwGJWSye6j/ew+2k+Oy8IleSkU56aQ6TDH/ihNlkUVn9GULGtqokbLnkrGYTbq3rT74bAbdnbDT//vD/gfa6+b1C5w4swFw7Cl1Wg04Ah6+NPLvyVlhP0n+rnyer2kpKRMKDDV0FDPiy++SG9vL2s/9SmWL1vOFSUlHDzajHX2QjILLufpPybWXgp7eumq/xBvVyve7lM88NV72fyTn/BGYyOgiN+vAJxOZ+yzvmHD+tjt0UBq3pw89uzeg8/no6Kigo0bN/Lmay9SU/M+Llcaf/7nX6Di17/Fnp6FPSOXZavKONbUgSU1g4GQjUMtXshaQlrWEnQ4iL3zBNVHG7ny4gKOHz9OampqLBA83telsbEx4XoohxlKXMb0vRNe6A/Bjg74UzesmmV0xRxPkF8IcW5r7AtimcHJRykWRbs7jCcYxiHRciGEEJNAAlJiVN0B+GMXvN9v/GzC+EZ/rt2Ymjcdhk4ta2io5/nnn8ftNgJKt99+B4tLP8UJTxpmZxad7hB2M7hbj9N4qJo5Lit1tR/G1qeUieLiYmpq3o/dVldXR319A3t27yEcDrFn9x7WrllDdfU+KisrWb16NcuXL4tkf2j6+/vJycmJFTru6emmp6cbIBaMAnC5UmlpbKSwsAD3R3+iuXo7qXkLSS+8lIz5i2nrh7b+fnbV9eOym5ifZacwy8aiJVcPK8a8aPFimpqa0Fpz4MABVq5cedaLTSeTbYMibRRoLr797/n3Jx6WgNQMs73DmBpmN8GHlS+NOjUzGtjxer2jLpdMVVVVbB/4/Zu7CWddRmvaMtKuNrL/vBhB67xUM/uqXqO/5RhBdy8ZGZn09nTjcDj4t+/+W1xweDAYZbfbKSsrY/PmzYCRDRgfkCosLGDjxjsA2LVzJ2Dsx9XV+2L7dn9/H2++WcWii+dTU1NDnlNx9I3fkjcnj3ffqmHljTeRt+ASGjr6aO71YXakY8suguwiPgScV+bxYddJgl3t6KoqNo7zdcnPz49lSI1EKZhlNbKlOoNwwmM0E3itHfZ0w/Wz4ArXxIL+Qohzh9aaht4gqdaZG+hRSqEwMrkK0mfuOIUQQpw7JCAlAPjFL36R8HN/0Mh42ddrnBIqIM8GhSnGSe1k+//+I3H7yTrPRTOjFi1eDAyeOFdVVcWCUV1BJ8+93UG7WoDZaaSXX55tZWGmhcr6ZmpPnSSvqBR0KFYTRutw0vo7mzf/BJvNTjAIpSuMmjCVlZV4PG4qKytZvnxZJDPJONlta2snIyOTnp5uzGYLWocTphApZaK/v5+qqio2bryDr371H4znGglyLcuzcaSpA7clg/R5RfRj52Czh4PNHgBmp1oozLIxP8vG/Cw7hw8dwu12x57Hnj17piUgBUaAsr2nlx5bOlf+3aO0+iBPMvpnhJo+2N9n7MOLnTB31QrCQf+IUzOjmXLxmYhR3/vev9Hf34/L5eLrX//HYY9d9fEyunQ6fmc+5ox57KrrB5VC0DtAb/0RPKdOcP2yJVy7eCknVD/d7l6KiopYvPhyKisrCQaDBALJ67plZ+dQWFiQkA0YzVAcmi0VnV6Xn5/PK6+8Ervd5UqjLDLtb8OG9bFpfh0dHXjdA7g7miheejnFWVlUVDzLsZY20uZezEVXfgy3csZqUVFwNR2+Hh578llybB7cA/10d3eTmZmZUCMrKn6a3liUgtlWyLIYdfpOeo3Mqa1t8G4vfH6OkY0qLlxKqZuBHwJm4Gmt9beH3J8BVADzMf7O+zet9U+nfKBiQnr9Gm9Qk3Y2/siaRBYzNPYGKUiXUwghhBBnbmb/1hNTprCwkMLCQrQ2glD/9yRUR4JROVZYlgbFzrMTjALIzS8kN9+Y/vLCC1vY+tJLsZpJUdHMqMOHDrFo8WKef/55qvdV84lPlGHJLMR11QZCBStp7w/isCiWzbHx6WIHF8+yYlKK/fv2Ew6H2L9vPxs3bsTlcsXWHQoN1pW6664vx/7v9/t4+OGHYtP0Vq9ejcPhZHVk6tyGDetZt+5WolOLvF4vDoeTUChIOGwU2dJas2nTJj7zmc/gcDhZHAmoRS1fvoz777+Pa5YvpXbfTprefoXD//V/WHtxClfl2ZiTasakoGMgyLv1bl58r5tndrWRu+STKKsjtp5wOMyOHdsn5w0Zh2gNq4aGegCuyEkn2wpamfhFE/QGx1iBOOtO+eHlyAy5IofRDTEacErWZfHZZyuo3lfNs89WAIOZUdH3ub/fSJWMXkf1+0L8bMdB/uuIidDcj2HOyAcNBelmXB2H+Gjrf9L67u/pbarjD5U7ANi4cSObNm1i48aNsUAvaBwOJyUlV2I2W1BKUVJyJUVFxdx0002Asc9t2vQNNmxYH8tQjK9TFb/ulBQH4XAIpRRWq40bbriBwsICtmx5gfLyRwBNUVExPT09sUzIqLKyMkKefjpr93Pw1V9wXXovgQ//yDybF4dFgT2D1MtW0z+3DLcjH0wWuru7J+FdMygFOTbj2HuJ05gi3eCDnzUa02TFhUkpZQaeAD4NXA7cppS6fMhi9wIHtdZXATcA31NK2RAzWrs7yNApyjNRqs1EfW+A8AXYpVsIIcTkk4CUAOBXv/oVz/3yV7zabkwRCWN8Q780DS5LNWqcxBsajDhTv3/hV/z+hV8BxDpyAQk1k8rKyiguLqasrCxS5NvDG/vqeKvZgeuKz2BJy4VQgI4Df2RO3xF6jtXwve/+G9XV+4DhwaShJ9VRhYUFZGRkAsSuo6LBo+XLlyXctm7dOhwOJyaTCY/HjdlsxuGIBos0P/jBD9m6dSsej5tDhw6N+DpECyYXFRUxK8XMO6/+ij888x28+/6LTy5I4fJsK+k2Rb8vzMEOM+kf+xLOS2/EnJaL1po9e/aMuO7JFg0QVlVVAcYJ9KVOSDeDX8OvWoYXvhdTxxepGxUGcq1GhuNoou/n7ysrE97X+Pc5GsSND+Y29/j5+e52ulUWymTG09FEc/V2jvzuCVYWpHDLx69h5cqVKKWwWKyx/S9edN+86aabuf/++9iwYT1a60ih/vfJm5OXUMy8unofjz/+XfLz5wFqxNppixcvxuFwYrFYCQT8bN36EhUVFbFAVl3dUcrKysjIyACMbMntO3ZEnvcbkWCWidWrV9PedorGD9/H0XOCWy5x4Kndg6+3A1NKGs6ij5Nx3V+ReclKvIHJ/dArZbx3V6UZmVHdQfhJIxz3TOpmxLnjY0Ct1vqo1toP/BL43JBlNJCmjCKELqATkK8IZriG3iApM3i6XpTVpPCHoMcnv+CFEEKcOcm3FQD8+5P/QYcf/vJjX8SEkQ2VO8oJbPQkta6uLqF2UXx3u7Gmj8VPCfrdT/8DgBvXfxGXyxWbFhRfN6mgoJC/uO0OGrv9LFyxgcZeUHYXbX1BLCaYZ3Gz/VdPEw76qayzYzKZE6bXRS/19Q1UVDwbmdZzNHYyG18UPDqdLurpp5+msbERpRSf+cy6hIAUEFv3I488CkA4rLn//vspLy8HiNWTAoZlSEVVVFTEunht3GhkpkSn49XV1pKTaiYn1cySHCunBsLUdgVo7NXYci/Flnspob5TFLmSB9nOhmRd+UwKFqcaNcfa/PC7VvjCHOOkWkytV9ugMwBOExQ5x34Pou/josWLOXzo0LD3N1kR7+PtPl58rwsNWHw9fFT1Ai6roru9PSFINLQZQH19Q2zfLywsYPnyZeTm5lJVVUVubi6FhQWkpaXF9ptdO3ex6LJFsaBUNKOqsxM2bfrGiM/p0KFDeDzuhPpudXV1lJRcGdvfX3rpRbq7uwAjm3HXzp2xGlTGbWGWL1/G449/N+F48lefXc1vt7zAiQ88FCy9AeXIgLwr+fFbpyjOTWHBbDsLsmzsfuv34z4mjsZugo53KunPLCD74st4vtmoK3VdBthm/jmsmDz5QPw3QQ3AdUOW+b/Ai0ATkAZ8UWs9LHqglLobuBtg/vz5Z2WwYnxCYU1Lf4j06SrOOWGatoEQs1Jk/rAQQogzIwGpC5w/bBQtb47U3bZHAgquMT4ZZWVl1NXVxbJyoidaRne70LjqGW3bto2Ghga8Xm/C7V/84hdjtaIqnnuekms/Do4sGrv8HG3zEtIALpQdXDbFZbOtLMiw8Mvn/otw0JjL4nA4uf7662MFyGHwJLi3tyd2cqqUKVZ75tprr6Wqqor6+obE1vIMdsfSWrN160ts2/YagUAgkgWlYkXO582bS2NjI/PmzQUGa9nEO3To0LCAFsQFn+KWj281P7ReTp7LzIA/TF1XkNquAKTlcpxcHn/2D3jr3uIb3xj5RH0iRmpZP1JXPqsJlqTCu/1GofN6L8x3DFtMnEUnPHBwwEiBXZw6vg5t8e/n0EBwsvc5GNK88KcTmFLS6ap7l/++biWmpfeOa3zPPvssPp+XY8eOEg5rSkpKIvXQamlqauK2225LCOKCZvPmn5CdncO9997D6tWrE/btePX1Dfz85z8jGAzicrkoKiomb05ebJ8HSEtP46677qKqqoru7p7IrcM7+sFg1uLSZUvZs3sPS5ctjd33+cixQ2vNqYEwhzv8tA6E+bDVy4etxnEtNDAHa8Fy3jlwjBtv1JjOoCr5nl27CIXDXPrxT1G4dAVvdcH+XiibBSVpUvD8ApHsXR76wb0JeBe4ESgCtiul3tJa9yY8SOungKcArrnmGpl/NY26vGFCYTCfI9/eOKwmTvYGuXS2zAQVQghxZiQgdQH7aABe74CeSCK/TcHSdLCM8+R15cqVsW/+o0pLS4fdNl6hsOZ4u4+24CxmXbmOnY3thHNv4I2TChj8OzrdrpjnsjA3zcxshwlT5A+4srIyGhrq8fl8pKamxrKWoqqqqqirq8VuT4ndFv+lcfT+3t4e+vsHYkEmIJa1FRUIBADweIx5My+/vJXly5fR3NwCGAGs8vJyrFZbrKg5QE5OTizj5LHHHiMQCGC1WnnwwQcTglePPPIIF198MU1NzaxbdyvLly+L1byJ7y6WajNxZZ6Ny3OsfNgRoKbVi33OYkw2B6/v2MHJ48eSBpOGSlZEPmqslvXJpJhhrg3qffCnHglITaWwhh0dxv8LUhKn247WLCBZBtRo3mtwY0pJx9vTRsu+Sh7dt4OMjEz8fn/CvgNEgqnvA4rMzAx8PiNYE62zVlNTw1133UVTUxMej5uqqqqkwdz2diOotH//PjweN1u3vkRnV2dC9lU0GAXGtNyvf/0OHnvssYT17Nm9h9aWVurqasnJyaG/f4Cly5bGbovatGlT7P+tLa2EwyFaW1qHvRYNDY289NKL9Pb2UfapW5i9YBEtAyFa+gKYXTmYXTlQuIwnq1opzk1haWEqeenWcb/WUdHja06onxIXHPNAfwheboe3e2F1FlzsnPBqxbmlAYjfUQswMqHi/TXwba21BmqVUseARcDbUzNEMVGtA8HkocYZymFVnOoPEQhprOP5xkMIIYQYgQSkLkC+MLzSBocGjJ9TzcbFosYXjIpas2btsCyoZLclE9aa68puIrDvMF77LJq7NxPS8Lv3ugYXsrpAhwn1d9PX1oi3q4X+lmM8+I9fTbrOwsIC7rhj47DOYFHHjx8HBoNJYGRIRUUf09DQgM/nZfv27ezfvx+AgQE38axWa8J6dKS459y5cxICN4GAn8zMWbEpQf39A7Hsq+jjo9dlZTdQV3cUMGrnRE/GEzv61SStl2MxKS7PsfHSL59h4Q1fwJq1kA/6WulvfQdIHkyKD04YNbmMIvJDA1LjaVmfzFw7NPrgI7dRhDlbvkidEjX90Oo3Asz5QzodJnufo9NvgaSZUMl4/GF2ftQDysSp96qIJmhEs5q2bn2J/fv38ZWvfMUYU6zouKa7uxu7PQWfz4vJZCIcDlNSUsKpU6cIh0OxoG1hYQH19Q1s3vyT2Hazs3OAxM/z7l27aW1pZfHixbz88tbYvgjxNeAGD2xKmShdUcqiyxYBxLYVFZ1mC4lTC5NNUY2qqqqKZWC9teM17r+/hEtnW3nk0e/hzCkgdc5CFl5xLX1+zZEWL0davBTMsrHA6eZw9RvcUFZG66lTIwaFo4YeX69yQVvAyIhr88MvW+AihxGYypUul+erd4BLlFIXAY3AXwC3D1nmJLAaeEsplQdcBhyd0lGKCanvCZFqPXcCOyal0ECHJ8ScsVLqhRBCiFHIb5ELzCm/Uei4M2D0i57vgHm2wUDUaJky4/XCC1tigZP16zfEbu8cCHKk1cOx1j7aBgBlhdlGcCUUOYfMcZo4evA9+k41oD295KSnUPaJT/DT116PZRnFT6kbWoumsLCAjRvvGDamLVteiHXSC4dDrFt3K9u3v056enpsfdHHVlfvo7KyEpcrlcbGhmHrcjic3H//fcBgbSkwakBFM6SirFYbGzZs4NSpU8OmGMUHtYz6UUYwCkApxbx582hubolNEdqwYT0bNqxn+44dPProt8jKyqI9UqsnmjH1wP+8m9f+8Ec6XEVY0/JwXfk5+j94Ge0fSBhXQ0M9r77yCqFQKCEodeOQKVA7dmynpaWFVatWTbj+jc1k1CFr8cPObvhc7oQeLk6DNwSvtxv/X+iAP1Qm1nS7cfVqdmzfTmpqKg0N9RQUFCYNtIyVNfWbNw+iVTb9LcfwtNWjlEoIBEFi0MgIphoZUmazGZ/Pi8PhwOPxUFRUzIYN63n88e/i8/loa2tj8+afxDIHo/uJ1Wrl3nvvAQaDpAAWi5m6utqEzCYw9q9oLbhFixZRU/M+LlcaX/jCFygsLOCJJ56kvb2N+vp6/H5/bD9auWoVe3bvoXRFaSxr0uv1kpKSQllZGe+88w6bN29O2O8WL17MyZMniE7fjZqdNYv21uM4QgPkFqZxaPc7LPn4LfTZsmjo8tPQZSGUtpStf/yA9rp9hIKBpEHhkShl7GPZVmjyGdNjj3ng6Ua40gVlWZAmv+XPK1rroFLq74BtGL/GN2utDyil/iZy/38CjwLPKKVqMKKxD2it26dt0GJUvqCm0xNitvNcqR9lMJmgZUACUkIIIc7MufXbT4zLAw88gM1m44EHHki4vaYPNjcMFjq+Os3IoFAKyn/6G8p/+puEDIqJqN5XzXe/+zjV+6qpqamJdMeqIRjSHGr28P/2dvCLPe28fWyANrcJlAntGyDb4iN48j3++v/733zrP58lveMQDe9so+fEAXpP1bPxjtspLCzgM5/5DCaTMfdo27ZtVFQ8GwtG1dUNdgSL98QTT1JeXs4TTzyZ0BbearVSWVkZO/ndsmVL0ud0yaWXJvyck5OT0KUPiGWAgFH7ae7cOYBCKcXKVat48MF/prCwgLfeeguPx81bb70VW/7BBx9MeGx8GZBvfOMbNDY2Eg6HEgosgzHdKBwORaYvGa9ztFB7fX0DN3/yetZfnUeGXWF2ZpG+7IvMXXhZwjq2bdtGKBTCZDLFgo/33Xf/sBPh+Jpgp6PAbpwNHeg3gqHi7KrqgoCGNDPkWIe/f8uXLaegoIC2trbYPhOtERUfeBraQTFe10CQDmYbdZPeq6J0RSnp6RlxSxjR7fiMug0b1rNu3a1YLJZYYDg63bWnx6jhFO20FxUN1j744INs2rSJm266mccf/y7V1dHMK5Ww3FDxt0c7W/b398WeU3T6n9/vI7ofgVGA/eGHH2LtmjWUlZVRVFQMEDvOGIE1HbkeXH8gEGD+/Pnk5ubG9sV7772HTZs2ce+991BZWUlfRwvvbfsln73UyZW5VqwqjDl1Nr6cpaQu/SIpBVdzw43D62KNxaSM6ZnXpBtTZXU4zPv98O/HQlR1Glmx4vyhtX5Fa32p1rpIa/0vkdv+MxKMQmvdpLX+lNa6RGt9hda6YnpHLEbT4QkBGnWO1I+KcllNnOxOfvwVQgghxmtaA1JKqSyl1Hal1EeR61kjLHezUuqIUqpWKfVPcbd/UynVqJR6N3K5ZepGP3N9//vfJxAI8P3vfx+AYGSK3kttkRbwkRbi8bVlMmdnkzk7mxtXr8bpdA7LlBlLfCCrpKQEc2oWeVd/mif+0MTrB3to6glgUnBRpoVLU/rxv/8qK7P93HhpFrffvJLlVy0hMyubyrhAmNlsprp6H2B0sbvzzjspKirm1Cmjzsuzz1ZEshKMk8XoslHRE8729rbINDdFScmVPPjggwlBpcTiyYMdvPbv2x+bIqSUiba2NjweN2+88QfKyx9hy5YX2LLlhYTHNje3YDKZjGLvuweDONFt9PR0U129j0cf/Rbl5eXYbMa8muzsHKxWo6ZM9HokF120EDDqWkVb3g8NzDmtJi61dhHua0dZbPjnf5I/vF0TCxqOV2lpKWaz+bRqgoFRS2pOZKrem52ntYopcT4ci5q8UB0ptVYc6aqX7P0rKyujuLg46dSz8Szzx9o+lFL0HKsh5O4ha1bWsALk69bdSmdnV8I+WVlZSTA4/OSlvb2Nxx//Lp1dnWRlZSXcV129jy1bXqC8vJytW1+KdbkDEvbpaOHxoSoqKqioeDZWUwrg5MkTCdPyjJNAlXQqbDRr8qabbqKoyHg9zGbjwBm9jr5e0fuTBcmrq/cRDAaxWq2sXr0am1mxKNvGZxe5uHaeDYcphMnuImVhKdVds3nsfz/Bjh3bkz6n0VgjHRXffvZJWj86gDKb2dkN/34CDg+M+XAhxDRo7g9iPgc7Etgtij5/mIGARLyFEEKcPjV0msWUblypx4FOrfW3Iyd3s7TWDwxZxgx8CKzFKOb5DnCb1vqgUuqbQL/W+t8mst1rrrlG7927d1Kew0z0wAMP8P3vf5+vfe1rfOOx7/CrZmPalAKKHJBnG94C/tXnngHg07ffeVrbrN5Xze//8CaLV96M25pLc8/giWd4oItri/OYn24Zsfjlz37wLxw8eIjrbv48tbW1BIOBSBe7welxwLCaMvGi9WiKiorYuHFjbEpOtDPXUN/73vfo7+/H5XLx9a9/ffC5RKbsmc0m+vv7yc7OoaOjg+Fds6PPRUe2b47UkGpCKVixciVr16xh+44dsSynjIxMvF4PPp9v2HiMwuNfiW3f4xmsWxWd3pSfn09nZ1fCfSUlV8Y6BMbXw6moeJajx45TdMOfYZ1dgNZhBg68gs3fyW233cYzzzxDKBTC6XRy3333J31Nk9mxY/uE2tj7w7C31wiG/tU8yE8Z8yHjppSq1lpfMwnrOaePRVrDTxuN/TzfbtQRGq+JvJ8NXX5+u68Tk4ITr/+U/u4OHA4nXq83Yf9wOJx4PG4cDie33XZbJDgzWBetpORKjhw5EslOGs3wzncZGZl89av/QHX1Pl591Zh2WlJyZULG0lAuVxput5vSFaUJGYfRINKLL74YCWArVq5aSWtLa0Idq/h9K7p/Di3cHjV0eYDHH/9u7PWIP55Faa1p7g/xbquffr9G6zDek3tZfVU+1y6f+NTp6Hu6YvVNZF/xMfpCxu1Xp8ENWeCUTu2TbrKORdPlfP+7aCZ78Ug/SinsEyniOUO0DYT4+PwU5mdMvEmDODvO9WOREOLCM91T9j4H/Czy/58B/y3JMh8DarXWR7XWfuCXkceJEXznO9/B7/fzL9/+Dr9tMU5S7SajAO4c+/BgFMBrv3yG1375zIS3pbWmqdtPR0oxKUtvo849i+aeAGYFeVYvgUN/YNUceO8PW3nsW48OyyiKeuulX9L20T5qa2u5//77uOmmm3E4nCxdtjQ2/QVIyDoYmt4e7dhVV1dHdfU+BgYGWLfuVu699x4qKipi0/ceeeRRysvLY0GhwcLHhs6uTnw+X6yrXnt7G6mpqXHbNXYbhyMFm22wUvctt9wSqWtjFCWPdv6KZkqZTGa++tV/wO8fDNbFT2tqbGykouJZtm/fnhBwgsHpTY2NjZjNibttTU1NLJMjvjhzWVkZ8+bOoX7X7+g6+h5KmUi9/NNk5BSwefNm5syZM65suPjpmDDxaXw2kxEEBaO+zQx1Th+L+kLGfm4G5o8j4Bf/no71fjY01PPssxU0NNRzoMn4XC6abeWG61fGprDOmzc3tnxRUVFs+t3q1atjGUNHjx4DwG63s2HDev75n/8p6fbiGw2AxuVKS7i/p6c7kjG1lVDIiLTU1NTEsqSys3Ni03sdDiMyNzAwwC233MLaNWtiWYnxmYjRbErQ7Nq5k7q6WjZv/kkkC3JL7OdHH/0WQCyoFJ1CGC/Zvhj/eiR/zop5aRY+dbED+0ALSplwLPgYO1vTqWvzDqvPNZZFixZx0UUXcVnhXK50wcUOI7T3bh/8n5Pwdvdg3T4hxPTxBMP0+fU5GYwCsFkU9b3BsRcUQgghRjDdlQjztNbNAFrrZqVUsrLH+UB93M8NwHVxP/+dUuovgb3A17XWXQi0hlfboMFndNu6ymUEBibLz5/7JU0DNlyFVxKyumK35zhNXJRpoSDdwi+fe4G6ujq0pzuWGVFT8z4bNqynvr6Bbdu2AXDTTTcxa1YmHR2deL0etu/Ywdo1a1i+fBkVFc/GihVv3HhHQgHmd955J5YVkZmZyezZs6mrq6OoqIhXX32VUCjIq6++yvLly2LbHzzxNGrM5OcX0NzcHJvCEw1yDT0BzMjIIC8vj7KysliGVjRIFPXqq68k/FxR8SxlZWWUriiNFUk21j2YSZKVNZv29g58Pi82mz3Whr693Z8kIwvs9pRYoCxq6FSj+AyOlJQUfF4PPQd3UnTpYjqDNvpnX41uOBYrCv3Ht94atYhydDrm1pde4uSJE6SlpdHb25t0Gt9IRfHPga7Q58WxyKwGX+vRGhRE39Ptr7+O0+mkr6+PUCjEjh3bE7KkGhrqef7553G73WjAt+BTABSkW8hcviyWIbR169bIIxQbNw526qusrIwFjaKf5/T09Nj90azGqKHdK81mM/39fSM8W43ZbI5kSJVw4MABwNjH1627leXLl1Ff38BPf7oZrcNs27aN5cuXcdlll1FTU0MgEIgVQ09WlB0YlnUVDoeorKwkNzeXV155JfZz9LlGs6aMJgV1sWzNEydO4PF4OHHiRGxcQ7OowOiW2XdkN829fuYsXY09I5ut73dTmGWj7JJ0ZscVDx6t8PzQzonz7JBhMQLC3UHY0Qn7+uDGLLjEmfxLCiHE2dftDXMu736pVkVjb5Cw1pjkQCKEEOI0nPUMKaXUDqXUB0ku480sSPYbLnrm8B9AEXA10Ax8b5Rx3K2U2quU2httz32u2r17NzfffDO7d+9Oer/W8Fq70f7dBFyeOnnBqAFfiNc+6KYz9xM4Ll5JyOoixaxYNNvKp4scfHKhg4WZViwmFQsC1dXVxTIWotdVVVU0NjbQ2GicmEWzILQ2MhR+8IMfUl5eTk9PT2xaDRjZB4sXL+aZZ55JOFk0CiMr7rrry2zcuJFw2DgJDodD/Ou/fju2XHT7Ua2tLbFlo9sfemJqs9lZunRp7OdoVlN8dhMQO/EGIzPDyKrYzK6dO7Hbbezft5/q6n2R2k+GmpoafD5v7LkVFRUnFFO32xN7t99xxx3k5OSQzNNPP015eTkvv/wyHo+b1157jaNHj5KZOYvVq1fTsvd1HKYQZmcWqZfeGHtcd3d30vVFxWdQ1dTU0N3dTXp6Onv27BlW52asovjTmZJ5Ph6Log0MHvuXbyUMBkZ/L6K14tLT0+nrGwz4RN/Tb33rUXbs2E5VVRVutxun08nyFWX0+8LYzZBhT3wpBoOimieeeBIYrMWWOC1Pceutn439dOedfx0rGg7DC5TH71NDZWRk8tBDD7Fp0yaam5sT9uOtW1+ivLyczZt/Erc/G9fRouTxLJbxfzezdNlSqqqqCIdDmExmbDZbQn2raDAKiAvE1xBfOP2ll16MHR/Ky8sTjlF1dXW42+o5uv1nLLS7MZugvtNPxZ/aefOjXgIhI4A3WuH5ZDXAUs2wJNX4feAwGc0tftMKzzVDmzQcEGJatA2EzumAsMWkCIahxyt1pIQQQpyes54hpbVeM9J9SqlWpdTcSEbCXOBUksUagPivfwuApsi6W+PW9WNgKyPQWj8FPAVGrYQJPYkZpry8PJZd9NprryXcF9awtQ0+6DfOnhelwmR15K1r8/LaB90EwwCKvqY6+k8e5H/+9ReHfTMWPzWvqKiIxYsvZ/v27ZhMJh555FGuuOIK8vONzICysjIOvrwZi2UwWBQtktze3sa9994T6yJXVlZGZWVlwsknGIGmurpaWltb6e/vx+FIwePxkJ6ekVBw2Wq14PMNPja+2PFI/H4f27dvx+fzUldXS0nJlbHuevHFkeNlZc2ms7MzNvUumk21detLWK3WWGv5JUuWxAJrdXV1sSyp6HNau/ZTsW1HA2Dp6Rmkp6cnnOxu2LA+lvGkdThS18eD1pre3l4OHTpEXV0tRVY71sWfxDr7IlLmX4P35F4yMzNHff7Lly2nq7OTPXuM8brdbo4ePUo4HGbnzp3s3LkzUofrH7lx9epYVk686A43nX94n4/HomgDgx/9x39w35ceSgizjPRegPGeLl+2nIaGerZt20Z3d7dRY6m0NGEK35133gkY++i79f3ALCy+XpRKTVjfhg3rY5/jaBZismDSylUrEzKCjP8nvgT5+fmxz3Iy0awjIGm9tZEEAgGefvonsfpWQ+9Ltp2ent6ErEogVl8KSMiYBPD5fLH9EozAdPwxIhq46+2NVJ+PPHe/38ejj36L0hWluFwuIwtSaz7c/Tp//he380Gbn7quIPtPuqn+sIW8UH3CGIaKdk4cSinIskKmxZjiedILJ7xG99Xb50HhJNZ3E0KMrakvhNN6DkekABScGggxyyHF6YQQQkzcdE/ZexH4K+DbkevfJVnmHeASpdRFQCPwF8DtANETyMhy64EPzvqIZ4BNmzYlXEeFNPzulNFNKZoZlTkJdSb9wTBvftTHgSYjqOLraKR+z8sE3MZJVbI07WgmABhFfuNP0qL3b9r0jdjP3d3dBINBcnJy6O8fGHbCGK1DA0Y9luh0mahQKIhSKja9Z7ClfHfCetau/RSVlZXYbLZh943Ebk+JZTFFx75hw3oqKpJ30jaeQ/+IJ8mBQID9+/Zz0UULh00Jis8mueWWW8jNzaWgoACv10NjYyPPP/9c7LlFpzdlZ2cDgyfy0eLo23fsiE0VXHTZIgDKSq/hVy//F4Uf/zwp86/hksIcNqwxZp09/fSP4x7/3xPGtWbN2oSpXD/84Q8SMqui0wijgY6hoiGH6S5aN4pz8lj0ta99je9///v8j7vvHnbfSO9FVHwx8y9/2QiwPv30j2OBpNLS0lhgY8eO7Rxqd2DLmcXJg/vhSqNmVPzUtOzsnFjwpqKiYljB8qKiolhdtWjDgWS+8pWvjBjoBSNwW1FRwdGjxyLZT+OP6TU2GrXoMjMzuf76j8em9o60nfikOKVMaB3m6NGj1NXV4nA4OHzkcMJjwuFQrAEBDJ/WW1PzPh988AEXX3wRx44dTziGhcMh9uzekzCFsaysDLtFsXyunYsyLWzdf5KUzFzaWMLBnhQ2fOF2HFbThBsNmBTMs0OOFWo90BGAZ5vgC3PgYueYDxdCTIJAWNPpCTHbOYN/M46Dw2rUkbos2zb2wkIIIcQQ0/1b8NvAWqXURxidq74NoJSap5R6BUBrHQT+DtgGHAJ+rbU+EHn840qpGqXU+8Anga9N9ROYDitWrOC1115jxYoVsdsCYfhNixGMMgNXuCYWjFp885+RceUqnn76xwm3N/f4ee7tDg40edA6TMv+33P098/jtBofnezs5NPH4usaJe+kpamoqIhlPt3wV/cx/+N/hsfjISsrK6HQeHl5OfX19QlT9+x2e6xgMURPFsc+MX355Ze57bbbyM7OZuWqVTgcTtatu3VYgfR4BQWJU/Oys7OHBdmihZIB2tvbxwx2eTzuYUE643kMjmPr1pd4/vnnqaurjWWMxJ/gRrM6Ojs7AeNEPhqkLC8v58Tx4zz88EOsXbMmodCyp62eUzVvAnBSF9DRb6wnuo3RslOihk7zi5+GmEz0rZnBUxPOyWNRtIHBN79pvO8TqX2drJh5/HsfH9jY86e3sc5eCMDVlw4micVPTbv0sksTbh/6mTh27Djbd+zg0Ue/NWIwKjqlNlqgfFDiB6euri5Sk2r0J2zsD8M/dNHP70jBqEGD64/WwIpeezwedu8aPm06FAqTn1+A3Z483UjrMHV1dcOyPJVSlK4ojRw7FSUlVyZkk2U5zKS2vMep999E6zCHWrxs/uMpjrR4JtxoIMpqgkVOo+lAGPhV5HeIEOLsi05zG+3vj3OB06Joc4fwS6cEIYQQp2FaA1Ja6w6t9Wqt9SWR687I7U1a61vilntFa32p1rpIa/0vcbd/SWtdorW+Umv92bgMhQtKIAy/boE6D1gUlLggfYK5b61t7ZitVhobG2M1ZJ7b8R6/3ttJjyeEt/sUx3dU0FVrdJTKzs5m06ZN3HvvPQnriZ5wpqWnYbUa35Ylds0aVFdXx+bNP6GurpZDRz5Emc309/fT2NgQqQk1yO/3xQoAR6foxAdnrrjiinE9T63DsWyr3bt243Klkpuby4qVK0d8zNDAUXt7W8I0HWN8g0VYRgqMuVyuhMBVPKVM5OTk8Nd/fVfCH6fRLKto8C3+JD+6nNPpSOj2FR9YinYnjHfnnXcSbq2l5+QhlMnMb95pxRcIj1gbK5lowKCoqIhNm77J17/+j2M+BpIXYZoJzvVjUXQPm8jpQGlpKWazOaE4ffxnIL673hXX3YgyWcDXT93B92Ofq+jnwOVysWvnzth6ioqK+PrXv86mTZtYuWoVJpOZJUuWsGvnrmGBmHhOp5Py8nKcztQhwSSjgPlEGbWZkr8qr7zy8rAOmxOV7DzS7/fxla98OSGrcoRHJ9S001rT2tLCtddeS1FREddee+2wR3x+w3+j48jb1L22mYFT9QTD8NqBHjKv+iwWZ2bSRgPx4t/T+OdQ7DAypjSwpRXeH6mOvBBi0nS4Rz4WnkuUUmig03N+PB8hhBBTa7qn7IkzFI5M0zvhBasyMqNSJ3jetmPHdhrefweA6z7939iz50/YLrqeNpUHaDoOv0PbgZ3oyImkw+GMZSo9/fTTNDY24nK5cLs9kekmmt27dmGz2cjJyUHrwboyRUVFNDU1DZvK0lm7H4Cs4qsB4yRpaFynqqqKjRvvYPXq1VRWVpKamkp7exv5+fmxDlvGCazGbk8hGAwmzYDIm5PHsWPHCIdDtLW18Ytf/JxAIIjVZscfCpM+ey5dAx60xY4220GHUaEAKhxAhQIQuVahAOhQ5JR5cLAul4srr7oq4QQdYGDAnbRzHii+8Y2HYz+ZTOZh4/Z4PGRkZCYE6qKBr+h0uVdeeYXc3FxsNnssK+2ll17knnsGg4bbd+xg185dgKZv3w7saVkwK4+nfrOdzsZGcnJyhk3XS2bjxi8lvX2kzm6+yNM+10tlzFRmZXzyw0BvcHwB6aHTMIGE9/7JJ5+gra2Nnp4eLl/9JU40uAl1NiR0vYzWciovfyT2uMzMTMrKbmDLlheoqamhpKSEhx9+iIqKZzH2k8Eg01DRKbc1Ne/T3NxMSUkJNTU15OfPo7Oza0JTbWGk7ExDOBwmOzt7QutLto6hbDY7Tz755LDb1627NaHeVUZGBj09PbGpgDA4TTDa/a+k5Eo2bFifsJ7o1NxQ7R9pPjmbOctuJOTMI235X5C6IJVASGMdoa3l0O57UUrBRSlGdm29z6hD2B2Aj8+a0VmNQpzTmvqCpJwnvxRNClr6Q8yZrKKlQgghLhjTPWVPTECy7nqVHfCh2zghLTmNYBQYU3dOfXSAttqDfOUr/52FpZ/DPmcxaE2gdg+nat5Eh0Pk5+dTVFTMbbfdFptKEs3G6e/vj2Q+aEwmMyaTGZ/PR3//QML0nGPHjg8LRgH0NRyhr+EIAC5XGldcUYJSCovFSlFREUopjh8/TnX1PnJzc8nKysLr9aCUiYGBgVjWhVLGt3UOh4O/+qu/Svp8d+3cSVCZCabm4M8qpi97CZ7Cj9Ez7zo8C66n1VWEP+8KArMvIZg5n+CshQSyL8Gfezm+uVfhy78G7/wVeC76BJ4Fq/DlLiGQnk/Y6kQDbreHtWvWxLJNXC4XSpnIyEjHak0+j7K8vDxWCN5mG1wmPrusp6c7YSrkUOFwKBK02xh7XG9vYqrDnt17iAYFbBYTXXXvAuCNFKlO1vXt6ad/THn5N4dN50wmWWe3QBi6IvG1IqlPc1aYFVyXYfz/Izf8ZPPmcb9nI4kW3u7t7aWpx8gADPcZn4+mpkYqKiooL3+ELVteICMjsnEU3d3d/PSnP411s4vWkysrK6OoqJiioosZTy5Xe3sb1157LZs2fYPOzi48HveIwaOSkiu5664vj7h/gXFcyMnJScgAjAbXRjK0K+dootmLWoeT7kfLly/D5xsMkBnPRScEqfPz8xOKlNfUGNlo9fUNPP30T3j66Z+QlTU7ctxz03fyALUv/5jek4fQGt4+PsAv9rRR1+ZNmqmZrPtelFKwwAEXR2ZC/7EbXmqDoMzCEWLShbSmdSCEw3J+BKRSbSZO9AxvDiGEEEKMRb7KOIfEd9d79dXX2NkN7/Qa+QaXp4LzNBuclJaWsvf/bSY9PZ1j7V46lFEXaq6/gZ0Hq8nJyeHWWz8bC0LFd7xL1hHr4YcfinW/Wr16Nfv376OxsRGlTKNO14nq7+/j2LGjaA2LFy+mtrYWrTWhUJDt218nPT094YQvWdZQd3cXmzdvNm5DEba7CNvTCadkELZnoK3J67uEAz7CvgG0z03YN0DY70GZzCiLnRRXOjlz5tHR00cgBMpqR5lthFy5hFy5BABCfizeHh76/o9JCQ5QUnIlNTU1uFypdHd3k59fECusPGiwHf3QIufxJ6sZGZkJ3czAyDgbnFKoYtMaP/OZz7Bt2zZCoSBPPvlk7P0rXVEaK3S+a+dOwh3GzDJb5lzcGAXZh5pIbalknd1O+Y1nWOyENDninDWfmAW1bmgPgGPhYqg/Oa73bCRrP/Uptr/+OmmZWbT1BVAo6j4wpoV6PJ6ELo+DjM9y/Oc2GkSN1jGLz6YayzPPPENWVtaYXfSi+45SpqTHJI2i8KJLON7YQl5+HuFZFoKY41IxjYvSxP7vtNvw9naiAh5U0IuKPDez2ZI08zKaqThSxz4gtt+NJCXFQWFhQeS4YeznVVVVwGBBduO5abq7u2JNIJbmmJi/MIV9zX56vGG2vt/Ngtk2yi5NZ5ZzcKdL1n1vaFbjPDukmIxaUh/0Q08QPp93+r9fhBDD9fnChDWYTedHQMpuVrT7wvT7w7hs8l23EEKI8ZPTw3NItGD1NzZtYlsH7It0Dr/ECRlJ3smGhnqqqqooKyujoKBw+AIRa9as5aUFCwiGNa/UdANQkmvlpc0v4fN5aWvzcvjIYQoLC6ivb+D555+PnSB+5StGd674bltgZAMsX74s9n8YX4t24/EqlrlQU/N+pDiwMRUvGAwOyz4YlgigTIRsqYRTZhFyzCLsyIQhdax00E+wr4PZDhOnjn+If6AH7XejRyly7AG6EuNFmFLSsGTkYsnIw5KRi8nuJJiaA6k5BIC9zU3YTObYyerwYNT4KKWwWq3Duo/V1R0dbBOP5sUXX+Tee+/hxIkTBAJGVktbWxvbtm3jpptuorWllTvvvJPCwgI+PPIh7e3tEA6BNZV//KeHSbUPP+uM796XzNAOX/FT9bSG1kh5rStHr3suzpDFBLfmwk8boXBpKY01e5mVmjzwOp6ubMuXLefwoUMcb/fiQuHpamHenFwaGxsxm83MmTOHxsamWMCppqYmNg3N4UjB4zEyGBcsWBBb5/YdO5hIpatwODRiAfRktA7T0NRMyDmbsGM2oZR0Y9qt2coRFOTncxJgVvJmDPF6AFILoys2glJBLwvm5tBQdxizuwNTYPRAWVRdXR3l5Y+wctXKEQNa0aYN9fUNuN1u1q27lUOHDsWymbxeoyZVVlYWH3zwARkZGQlfFACsvTiFuq4g75/yc6LDzy92t3PNwlTmWbvZ+Vby3wXxWY3RfTfLauyvBweg3gs/a4Q/nwPSREuIydHlCaEnVPVv5tMa2t1BXDY5UAghhBg/CUidQ1asWMFLr7zG707Bh5HMqMucI58kjFQvJN7TT/+YxsZGmpqbsbiyCYbBERrgpc0/o7i4OPYt/a6dOxO+2Y/WkYqvE7Np0yaqq/fx6KPfIhwOkZ2dQ2dnJ+FwKFYnZaQpMEoZBX7r6urIz89PyBAwigMb3yJGW9LH02i0zUXIkUnYMYuQI2tYACrk7iXY10aot51gXztht5FV5czJwTuBE96hwt4+/N4+/K1GtkhKehZhxywsmXnYsucTSp+Hx5WLre0w5oG20y7qrbUe4cRcx4JdMFirKzFrxej899JLL9LW1obX6+UrX/lyrCD9G8c9nHKHaekNUJQz/P0Zq6ZUfIevocGNgRC4w0ax/UtSx/NMxZmYa4er0uC9PsXn7/6fselXQ430ng3NlikrK+PUm4cBGDhVT19nF0VFxdTV1ZKS4uCuu+6KBb03bFjPE088CWhSU12AwuNxU1lZSW5ubqyZwPgZQeiRmExmo9C5Uvi0mZBzNiGHsf8NK3ykNWGfm7Dfg/a7Cfs8hAMeCIcj83yN44Uy5vwCCmW1Y0pxYU5xYbKnoq0OtNXBse4gzC4mMLsY5e/HPNCGpb8NFRgYY//Wo2ZHtbe3U1hYQEXFs9TV1dLb20N//wCHjxymtaWVm266iRdffJGamvfJzs5JaChhHIcHo+UFC4soWfPnHO8J8s7xAfD76Wvth6qqYb8LkmU1Argsxmfp4IAx5fYnDfCFOXCRTLsV4ow1D4SwW86vTCK7RdHQG2Jh5nSPRAghxLlEAlLnEHcI/l8LNPqMmjGXpybPjIoqKyvD6/Xi9Xqp3lfN4ci37fHfkEentgSxEQ4axXCPvP5rPB73sOljgxSrV69OOMGsqalhw4b1VFZWxqblxQdQolN4hk/ZU0aGxbE/ceLE8diYbrrpZo4dOxYrcpzQfh3QtlRCKUb2UyglE8yJtWNCnj6CPa2EeloJdLeiA14sFjMWi4W5s7NpjASkOjs7Rn4BT4O3txN6O/G31hFoOID94muxZOTiz7sC80Ab1vYPMYX8WK22WAbT2WAUgx58/3w+L5GSQMNkOcxGQKonQFFOCg0N9bz44ov09fWxZm1ixlMypaWlsWyb+Kw8gPdaesgovoKr04zPrDg7du/eTXl5OZs2bWLZshW812dMlVyYYhSbHcrIbmpkzpw5CbcPzZYpKCgknHIKE+Bub2D16tXk5uYCxvElegzo6Gint7cvYd+P1jHLypo1oWBUtPj30mVLaW1pHfFxQWXBddFSWj2grXGRN60J9rYT6Goi2NNK2NuP9nuZWA/CIZQJkz0VU4oLU0oq5rTZ2HMWom0ugjYXwVkXofwDRnBqoA3l759w8HmwPpYxzvb2DrQOs3vX7tjxM3pMHRqcHhqAbjheh/0Pv6G5x0Pe1TeSMiuPtCs/S/PRNykv/yYulyvWGXP5suUj7uN2k5Ep9aEbOgLwfAvcnA3L0if45IQQMVprmvtCOM6TguZRqVZFY1+QkNaYpRuCEEKIcZKA1Dlg48aNvFK1k//5m53Yc+ZhV3D5OAqYFxQUkpKSQm1tLZ2dnbjdxvSS+G/I8/Pzae3X3PCvr4NSrCywM//jK4dNrXM4HLFi5ErBoUOHEk4Uo9N2Vq9ezSuvvDIs8BTfSSoqOgURYMOG9QnT0Z555hnC4ZDRcS4cQltTY9PvkgWgwt4Bgj2tBHpaCXa3ov3Dp9IEgyG01ixdujQWiAuFknW9O3M2mxX/QA+Bmh3Y5hTjLLqGUGoOIedsbO0fYvV1AkQ653WPuB6lFCkpKUkLwUeWwGq1DKtbc+2113Lw4EFCoSAul4u8vDksXrw4YQpQdApl6drPgT2fll5jHVVVVbFpkfHTeEYS363t2WcrYll5AGlXrgJg4QiZOmJyxNeXe+2115hjgxa/UU8qN0kGZUtLS8J11NBsmVBYY0mfC8DC3MzY9NuNG+8AiH2Wjh49Omz/jv7c2NjIXXd9OdJdc+wpbpWVO/B4PLz/3nsJ2X+x9ZosBGYtJJieT0vQBFYIB7wEu5qNIFRXCzo4cne906LDhL19hL2RAHlLLZ7at7Fk5GHNno91dgEmWypBWyrBWQsxeXuwdh7F7O2ewEZUrGspDL5+GRnpzJ6dTVlZGa2tLfT392M2m6mvb+BnP/tZ0ul/dnsKdXW1ZGbO4lhlBXOuXs2s4quxFt2A3WSnv/G92LJjTe02K1jkNDq5NvjgtXZo98Oa2cmDnUKI0Q0ENL6QJs1+fmVImU2KUBi6vWFmO6TonBBCiPFRyTrxnO+uueYavXfv3ukexril583j7l/vJKvwIpwmWOIyvrkej+jJxqLFi5NmSAXDmp/vbqPPGybf5uHYnm2xwtjxAaKVq1YlTDdJLBys2LTpG7H76usbqKqq4uTJE7FASbQeykjZDsb6mogVRVZmIwDlnE3ImYW2JNbCiQagjMspwr6B8b0ggNPpwO0eHuAxmRTh8JnvDy6Xi2AwQFraYPF1ZXPgLLoW62yj3ou1ow5rz0nj/1YrmZmZsYwIk8mctPh7dnZOLDPCarUSCAQpKSmhtrY2dqK/ctUq1q5Zww9/+EO6u7tjwajoewrEplmazSZCoRCuzGwK196JSYfo2bOZJUuW0NzcPO4MqXhDM6SO2vMwWW38/XxjCtBkU0pVa62vmfw1T43JOhbFZ0itWLGC/b3wajukm+HKtOHLj6eGFEBbX4Dn3u7AZVPcUuxk+44dsaL4a9esiS23fccOdu/ahdls4eabb+bVV19JmF5rMplZsmQJ9fUn6e7uPu3nGTbb8M29Gm0z5n/620/iazxMqK+D6LGjqKgIZ6qTmvdrRlnToJQUOykpDnp6esYI/o5GYcnIxZo9H3vexRCZmmweaMPaWYcpkHyd69bdyokTJ5Jmo2Zn55CRkWFMmzx1KkmgP9mURsVdd90FENsPN2/+CQBZl15L3lXGfhlu/4i///PrMZtULIhcXFwc+7JipCBVq98onK8xuvH9t1xIkfNOQI5FYvwaeoO8ecJD9um0RZ7hOgZCLJ1rZ5EUnJs25/qxSAhx4ZGA1AznDcFjfzpBypwFBHo7+XhhFkO7BI/35BKG14jZd3KAtz7q4+Qr/8HAiQ8g+yKKiorZuPEOnnjiycjUG5XQQnxoUd5oIfJo0OOHP/x3uru7JvQ8O468gzZbyVj+WULOLMIpmQl1YMJ+D8HuFoLdRhAq7BvAZDIRDk88wynWWGsa2PIuxll8HSiF7dRBLP2tSZeLBp+GZlDdddeXE+rMFBUVs3jxYiorKykuLqa2tpbVq1ezdetLCeuLXy4+S8VkMnPdilK6561Aa03Pzh9hNpt56KGHh43phRe2xOqFrV+/YcznGtawqwdMwAMXDS/rMxnO9T+8ztaxyBeGHxyHELAs7fQ7pP3wR89A8c0Eeju4o3R+rD5ctKZbUdHFRPf9aLMDh8OJ3+8bVu8tWj9upE6bybIo44Utdnxzl6KtDkID3aR219Jy7MPTe2Jnk8mCPX8RjvlXGLWptMbS24i16zh2iwm/fzB7a6znrJRixcqV7N+3f9TsMqUUSpkSAoXRDEiz2RTLNJt9cQk5S9eiTCYKZ9m4pSST9tbGYcGnZEGqqJ4gHBqAoDaKn39hjnF9oZNjkRiv6mYvtV0BZp2H0Vx3IIzDYuKmIik2N13O9WOREOLCI1P2ZrCQht+0QsqcBThMcF3B8GAUjF5Ueqj4GjFXlCxld50xBaXrvUp00M/l162NZbfce+89PP74d4edCDkcKbETHIfDQXxXvLKysnEFo+IDLdpkobetBW2x4ZxtdOkz6sC0EehsItjVRGggcZ2ZmZmnnWkxVjBqsGvd5PO3HgWTBWfRNfhzFmHy9WEKuLFabSilYier0Ro8S65YkpCZVlVVxcaNd8Teo2gQcPnyZTz22L8SCPiTBqPiAwZms5lQKIzLlUp/fz+7d+5k0ec/hjKZMVuslF73saRjr6mpQWvN+++/T1pa2piftUDkdXaYz04wSozMbjIyo/b3GVP3ug4lBqJHMjQzprenm3QgDFRUPMuSJUsi2TzGm1tXVxd7rN9v1EQbKXCSLBBlZPoZWZRGYCZ5IfOwxYG34BowWQj2dTBw4A/0Bc9eDbYzEg7iq/8Af0stKQuuxJ5XRDCjgGDaXIJdx7D4G1DRTNBRglHG/Zrdu3aRnZ2d9HVdt+7W2DTKoQaDzyr2pULH0RoGuttYeMMXqe+CX+/t4LNXzR0WdIo/vgyVYYGrIx34OgPwdAPcMRfykzd0FEIM0dQXwnmeFTSPclgUHe4QvpDGLoUjhRBCjMP5+RvxPPF6O5z0gk0Z0/SsI7xbpaWlmM1mSktLx1znjatX43Q6uXH1avaeGCAYhhynCZtZYbfb2bjxjoQ24mZz4kaVMiUEa2677XbKysooKiomb04ezzzzTOw+i2XkeGdPTzcaCKbNxTN/JdpipHf7Tx1j4PAf6fnTb/EdegNfw4FhwSjgjKb9jGUiwSilokG58fM3f2gEppQJX94StDLxpS99icLCxPotWofZs3tPwm1er4fHH/8u27a9Rl1dHe+88w4VFRWUl5cTDCbWkQIj8Bd9X+bNmwsoQqEQGRkZfOELX4wtF45kvN13/z+PGGiK1gkDY4rYWILRgJQcZabF0kjh6VN+eOONqlggejTRzpxVVVUApLuMqXEms5W6ulpaWpoTli8qKqKoqBin05m0ltFYgsEQ+fkFcbckCUZZnYPBqJ5T9H/we/RMDUbF0QEvntq36d3/CoGuZjCZCcwuxlv4MUL28VcF11rHpv7GW7lqFcuXL6O6eh+PP/5dqqv3Jdy/evVqogE+s3nwWOztbKHzT78jw67ocod49k/tNHYlvp4FBYXcccfGpDWlwJimd2UazLIY+/kvmuDD8c+aFuKC5Q2G6fOHsSf7dvE8oJRCo+lwJ8+EFUIIIYaSU8UZqrrXyG5QwOJUSBnlnVqzZi0PPfTwmBkrYHRUuu+++7ns8qvZd9I4g7gyWdXjiPjgTGZmZsI3+iUlV1JYWEBhYQEbN97BO2+/E8uCyM7OMVqyx1FxaTIhexq+ecvx5ywCkxkdDBDq78T94W4C7SfRQT9KGfWexjKd2TdaM2bNGbvdPuw2d91eQu4etM1FIPtSnnnmGU6ePDHmYxsbG/F43JH6XZqamppYlorWGofDGQuQuVwuXC4Xu3buJBwOcezYcaIn/D093RQWFmCzGevXkWBCYJQaWuvXbyAzMxMw3suf/ORpGhrqR1w+EPmoSG3T6THHDnNsRsDg+nXrY4Ho0ZSVlVFcXBzLjPnKl416RCoS0Oju7iYjIxMwgp1OZyp1dbUjduTMzJw14rZMJjMrVq7gK1/5csLt+fn5sf+HLQ68+UYwKtDdQv+BNyA0PPA6k4XdPQwc+AP9B/5g7PNWJ755ywhkLhih75+KTW9Meq8ysW7draxds4aKigq2bn0Jj8fNtm3bEgJTy5cvY926dTgcTm6++eaEdfztV/6Kuu3P0t98lGAYfru/k9pT3gk9L4syfjfl2YwMut+0wt6eCa1CiAtOtzc84Q6c5xqLSdHcP/EvKIQQQlyYZMreDHTCY2RHAVzihLTIuzRWN6TRDK3/s/toP2ENBWlmZo9SYCY6fc1kMtPT0xu73eFwsGHDeoBYral4gz8PTsHRWmOyOfCkzyeUNteIJIWDeOveJjTQhcmUGHXz+wM4nal4PF5Gq3U208ug+XxJOn6FgwSOvo3lirUE0+bid3diGTg1bLFoTZ7i4uKkJ/0ZGRmxqY/Z2Tl89rOfjX1Gqqqq4orIK0pXlHLggwP09BhBhfr6BgoLC6mrq41lSAVDo7+Yn//853n++edxu900NBjF64dO94mSDKnptzTdKG7umHsR9913/5jLRzNjoiyRKRemSLZjZmYm99xzT+z+8vJHEh4/tL7c9ddfz8svvzxsappSJubOncOunTs5cfx4bAqvy+UiJcWYBgwa/+xiI7Oos4mBw29hIoyexhpwExU/JTHY1Uxf96ukLLiKlILFBLIuJuTIwtZ2CFMwPhikmT07K2lWVFFREV6vl61bX2L//n1xjSUgGAwQCPh55ZVXYtP4li9fxvLly9iy5YXYctGAdVtrE5x6IdaB7+WaLoIn93DDVfP50549tLW1kZOTwz333Dvi8zMpKHYYU0RPeuH1DugNwiezZJquEMm0XwCZQ6k2E/W9QZbPne6RCCGEOBdIQGqG6Q7Ar1qMEE6+PbFle3Q6DTBiEGAk0fo/NTU1XLHqFg42e1BASWQDthSjAMi//uu38ft92Gx2/vmf/4lQyDiRtNvtCUGR+KygocEoiO/CFwlGASFXHv7sy4wOVFpj6jhG55F3yJk9C09aGm738Bop3d3dI3bFO5cpBWuuvw5bXi6/P3IKf+5iTPV9mILDn6fH46a29qMk6zAlFDwfGBhICEKVlZXh9RonujfddBOFhQUJndGihdFhMEMqmCRD6sknn0g4Ob3tttvYtm1bbBsjCcbVkBLT43KXEdzuDYE7NHJx86HvcZTZZEQVzBZrrBZZVHX1vkhjgRBWqw2TSbF27aeorNwROz5s3fpSJEiVGJDKyEiPBVMaGxvJycmJTd2LfiZDKZmEU7NBh3F/tBvCIZJVXJrOJgVjiQajYnQY7/H9BLubcV3+CcKOTLyF12FrO4y5vxW7zY7f76Ojo5OSkis5dOggoVAIk8lMKBSkqak5VkuqsbGRoqKihAxJMGp1RQuaL122lNaW1oTupl6vESCPNk4I1r/HkhXXcqAtgGX+Ct448C79kWBYsqDYUErB/BSwK6j1wJ4eIyi1LpekNQ+FuJA19oVwWs/vHcNmVvT6wvT7w7hs8o2UEEKI0UlAagbpDsDzzcaJ/CwLLBxSJHa0QrNRI3VCKykpoaamhsuuuo7XPugGoHn/79l+OMiGDev55//cQn19Q6xFeLS49urVq3n55a14PG4OHz4UW1902s73vve9hO0rZeIb3zA6tJWXlwOgTVb82ZcScuUCEOhqxnN0L7NdKeTMnmUU8F54HalJno/FYsFms513ASmtYevWrQA4F63Clr0Af84iUpr3J11+6LRAu90+LPPK5Upl8eLFAJEMqTdobGygqKgooS5YVFlZWexENRypPxVIkiHVNuTktKCgkC9/+StjPseAZEhNu/ji5q1+uGiEGbBD3+OoaE1ajeL2O27HFJf2UllZGZuiO3/+fDZuvANgWFH9+IwppRQZGRlcviSxWH90u9Epqi6Xi/a0hQB4TtagA0myDCNmajBqNMHuFnre/i8cxddhyy7En3s5prR56K5jmPARDoc4dOggCxYspKysjF//+lf09/cP2+ejAed4GRmZsYLme3bvIRwOJTRqyMgw6lfde+89CY9rbaynzZqHZd7VOJUZd91OlFI0NNSPKyM3zw42ExweMAqee1rgz/JGrn0oxIUmENZ0eELMvhB+KWro9IQkICWEEGJM8ptihmjzG92KuoKQaobLUodPeRir0CwkZkJFNTTU43a7uf0v72IgexlhDT0nD9NVuy9hGli0kHHUli0vsHz5stg374FAgPz8Au6668t89av/AAwvAK51mPLycr73ve+hlImgMxvP/BWEXLkoNO6P/sTAgT8Q9vTR1tZmFDcf5YQyGAzS3T12YRKL5dxNw3F/9LaR/eHIJGRPG9dj0tLSsVoTa3+1tbXx8stbqaurZfPmn8QyJ+I7ocUrLCygqMjoamjTxoluQ9fwYtE5OTkJ1+MVPbiMMQtQnGWXRSK9vaOU9BjpPVZK4YycUHiDg2/kli0v4PG4MZlMuFwuGhoaqK7eR319w6hF/rXW9PT0sntX8qL40YBL34CHcEomaI2/6cOxnuKYlGJYTbvp4HK5Yv/XQT/uw2/h/mhPbP/3zluKL/dywmYbwWCIujqjwHz0ODu0U2H8lL2ovr4+Vq9ejcPhpHRFKUVFxXzhC1/krru+TFFRMRs2fD7p2DJCPbRVbwM0trklOC5ehdZ62O+F0cyyQkkaWBUc88CvWyA4eiNBIS4YvV5jZ1AXwHxWq1nR2Cd1pIQQQoxNMqRmgCYvVEQyo9LNxjSb053qEM2EKikpidWc8nq9NDQ10511LUGblSyHicPvvJbwuN/+53fw9/RSVHR5LGumpqaGDRvWx6Z2AKSkpFBYWEB9fcOoJyp9bi/+7MsIpc0BINjTCo01OMM+4kMefr+RmeOtr8FitpB60dXJay6N4pyf0hcK4G06QkrB5QQzCjGfOggYReNHKhadbJokkLTWVjTolMzGjcbUz8a+IDvrfXzY6uXaha6EZWw2W8L1eEWza3xyQnrGdu/eTXl5OZs2bWLFihUTeuy8SF38/hCEtVH3Jyp6jPjsZz87YqA7LcWM2x/GHdA4rcZt0YB3OBxmYMCN1mEqKyuZN28eHo+HoqJiNm68g+rqfcMypozPaPIopclkJhwOEU5JB6UI9nWgJ6GIudYQCk1/7ZZkHTz9rUfxt5/EUXA5KYVXEHLlEUrNwdp5FEtPA62tLbEaW0NrdCVTusLothoIBNi9axcrVq6MZUhGs9iSiWZV+bxuClb9N+zzSjBbrHzi+sHjx3jqGLrMUOKCmn444YX/OgUb8hI/d0JciDo8oZEOfeedVJuisTdIWOuEzFohhBBiKMmQmmaNXqNldnSa3pIzCEaB0QntG9/YxPr1G2I1pzSQu/RWgrYMnFbF9YUprFhxHSaTmZWrVgHwwZ4q6g/tZ+PGO2IBjKKiiwFjase6dbdit6fQ29sTC0bF1yWJF3JkGVlRaXOM+i9Hq+mvqaS/8xR+f/J27cHuVrwdjRMORgETCkaZpvmsKL8gP+ntvqYjoDWh1FzCFmOu5uHDh8/om9SSkitZt+5Wmpqah7WEH2pOqhmzCdr7g3QOBGloqOfZZytoaKhPqPUDxrTQRx4p54UXtoy6zujn2CsBqTNWXl7Otm3bYtNgJyLFDLOtxnnQwJCYzLZt26itrY3VBEvGZTd+TbgDmi1bXqC8/BEyMjJi92sdxuFwsnr1agbPtoxro7j24GfYbLYAesTP9S233AJAKMXozhfsaR338zynhYJ4TrxP9zv/hb+9HpSJwOxivAXX0BM0x6bs2mzW2HTpeCaTmbvu+jKbNm1i7Zo1VFZWEgwG0FqzZ/eecQ1hdaQDY3/zUerfegGlwJK7iCP96bFAd/R3ylhZU04zXOEygtIfuuGL//YMDzzwwAReECHOP039QVLO8/pRURaTwh+CPvlGSgghxBgkQ2oatfvh2WYIATlWo6OeSZ1ZN714ZWVlHD16lA7THFIcc4yOSNZufvPLFygrK2PtmjXU1zdQUfEsPp8vVr9l8ARy8A+nV155hXA4RFubl2eeeYZwOITJZEIpRSgUMr7B7+3Fn3UxwQxjzMHedry1ewi6je58ZrNp2jOZwkmKdk+lxobhU2wAtN+Dv+04ttyLCGYUYOuoBTRa64ROXVFDMyUcDkdCnamMjExqa2s5dOgQwWCAbdu28cc//pGenh7mzZtLc3MLpStKWXTZothnbX56Dse6gxxp8XB0z2AB/WiB+vx8I5gWPy00vk7ZUBKQmjybNm1KuJ6ofDt0BKAvNNi1c7zSUoypbu5AOJax19PTHSuoXVRUFMu0i9ZFq6uri3RxLIgVHVdKsXDhAurq6rBabbE6dVHxmXxhRyYAwZ7hnSfPZ9rnxn34Lfyz5uG4eDlmRxq+ecsI9jVj66zD4/HE9nOlFPPmzYvty1VVb1BXV0d2dg7BYBCTyYTWmtIVpXzve9+LdUu98847k9aUW758GSdOnKCmpoaLc9NYVZjCW/VeDjR5MCn45GXp46pjGJVqhiWpsL8rwNLP38nOn3wv8jmY3NdMiHNBWGta+0Ok2y+g74GVpt0dIiNl+qdLCyGEmLkkIDVN+oJGN71oZtSlzsE/1M+km95Q5tlFpMy/Bq01q+anUPlff4hlNm3ceEcs06m7u5u8vDxg8GTD6/VQXl5OUVFRQu2S6P/D4WikQdHd24cv7wrCztlGpk/zIfqPvkd8fvrQTlsika/xsBGQSs/H2nmM+fPn09TUzOrVq4e1eI8Go0wmMw8//BCPPPJIwrqi3fcGM1E03d1dwGCm066dO2OFpTs6OgimZFL48c9zpNVLfl4ex44dIy8vjzVr1iasOzotdN68eXz3u49z4+rVLF+2fNjzsciUvUmzYsUKXnvttbEXHMG8FHi/3zjuYB+8/aabbooFJEcyGJDSuFxp9Pf34XKlxYJQANt37GDP7j1kZ2fHppO+9NKLXHddaSy7RmvN0aNHAYYFowDq6o5y8mQ9WpkJ29NBa4K9F1ZAKirY1UTwUA+B7ItJKVxCKG0untRcbB0fYe5rRmG8ntF9+Z233yEQMLJPo6+/1Wpj/vz5LLpsUWw/D4dDbN78E8xmM5/+tJGNVllZyerVq1m+fBkbNqxnw4b1sXEsSunjoDuVmkYPB2reZ6Duj6z91KfG/UVJugVCx2pQRVex6stfZ3cPrMycpBdJiHNIny9MSA92Lr0Q2C0mGvqCFGVNbLq/EEKIC8sF9FXNzOENG8GoniCkmWHRkALmZWVlFBcXj+tb6JE0NNTzyxcrcV76SQA6D7zFXJeFsrIy8vML8Hq91Nc3kDcnD5PJjM1mo6uri0cf/Ra//vWvqKurjZ3s1NXVJRTjjXI4HEbNF7MN77ylRjAqHMJ9oJK+o+9ywRRLmCShgS4C3S2gTATT51FXd5RgMMDWrS/FMpSG1oO66KKFwPDaUfn5+ZhMZq64ooSiomJuuulmMjNnoZQpyZQfRXd3F/2txwl6B+jxhHjvyElCoRD79w/v+hedFtrV1YXb7eb3lZVJn49kSM0c+ZEgVN+QKXvxjRKq91Xz3e8+TvW+aoDYtM3AgBHIdAc1X/jCFyJFsr8QW8f2HTvYtXMn4XCIzs7OWKZlb29vLGMqysiQGenXjiYQ8BNOyTDqR/V3whj1ks5nHvcA3pM19FZvJdDZBCYz/pxF+OZcRdhsT1g2GowCMJmM1zcUCsaKog99zUOhEJWVlbG6UZUj7MPv7qzk5B9fQOsw4axLUHOuGnF/H8mNH1vG4jQjqPlGJ+zvndDDhTgvdHpCSWs8ns+cFkVLf4jQNGemCyGEmNkkIDXFfGGj89ApPzhMcHnqYPHnqPF000smvu7PH97ajaV4NUqZmGP18rdf+DRgdFZLSUmhsdGoA7V/337C4RDeQIgBr59wODSs8K7JZI4VH4/Kzs4xpo7YU/EWfgxtTyPk6aV338v4uyee1aCsdpTVPvaC5zlf42EAghkFaHTCVL3GxsaErBSApqZmnnjiyYTb1q27lZQURyxAAJCbm8s//MPf85nPfIaensSuhbFi5VrTW38EgIVXfQKn08mNkboyydy4evWoy5glIDVj5NiMg703DIER3o/fV1YmBBijmZqH3jfqjx092cS2ba+xceMdCVO+4msUla4oZe3aT+FwOFm79lPEB6WVUqxctZLs7NkJ2zWZEqdzhFKM+lQXTP2oMYS9/QwcfIOBw380uvE5s/AWXkcwNXnXy2jmavS6vb0drYe/6R6PG7PZFFf/y1BdvY/HH/8u1dX7KCsrY06qmbn+ZtCalMJlXLrqcxN+Djk2KIo0X3y1HY65J7wKIc5pLQMhbJYL609us0kRCkO3pEkLIYQYxYX123GaeUPwy2Zo8IJNGfU1rJP4DkRPIN+oqsKy8HqU2UqGOcBCu4eKimepr28AjAysoiIjAyvaHvzz/+sxClZ+Nul6w+FQwhSboqIi2tvbCNtS6c+7GkwWgj2n6H/vdcLe4V2kxiN10cdJXfTx03rs+cJisRDsakKHgmhLCinOtGHLPPbYYwk/BwL+hI57JSVXsnz5sth7DMSyJAC2b3+doZlr8e9tmsnItLC6srnvvvv50549lJd/kyeffGJYBs3yZcu57777k07Xg8QpexfYF8PT7oEHHsBms8UKSZsUzInEe0+0tMYC1/GGBhijmZqfKF0KgD0zh8am5oTHVFfvi2XkAOzft4+tW7dSXFzM8uXLEoqXm0wm1q5ZQ29vYopM/HRgIJYuqi/g7KhkAu0n6XnndwQ6Goxsqbwr8Gdfih4x48zQ09ONxRI/O3/wPenv7+f++++LFJ83xGdNFRYWsHHjHXxi6aWUFhjNFo57MjjRYRwzduzYzre+9Sg7dmwfc/xz7VAY+Qy+3C5TecWFpakvhPNMOtacw9qHdtMQQggh4khAaoq4Q/BcMzT6wK6MttjtzfUJJ4YT+eM+Waez6Ank3JJPcsptwmKCTxSl8+abVQlBicLCApxOJ5s3b+bEiRP/P3v/Hh5HeeZ545+n+txqHSxLlu2WfGoBNkYGWxxkm0QJkmMgNomd2cwQTMIShp2F/W3Cm4FkGEARMOzEbJZk90p2X5YwZCLimbwbsxMMwbFFEMS2AsgmFj4Akk86WQfrrD5XPb8/qqvUrW7JsrFxsOtzXbpaXf3Uoaurn+rn+9z39+ahhx6k++R4NEJZ2bIp933s2HFUVzbhueWg2IgNdDF64PfIeOYKehbTIx6PI4RAi+qmxaFY+oA8OWJKUWzE46ltjh7VPXp0g2PdGD05RTMnJweAwsJC06Q8NzcPj8fLunXruaX6cwCMRvQfkL29vebjxAgag+TIvGSEACP2xYqS+mR55plniMViPPPMM+ayfIf++P5HRzJWSpsoMBqRmovml6CFhxBCwVcwN2Wdbdu2EY+PX5O64bakuXk/mzc/zVVXlZmvqarKc889d9pKmkpMv/4dWblTtrsUkbEwY4feJNj6ru6xleMnPLcczeFNaacotpTIs9R+IlUdfu6558yIKID8fL3CYSgU5Ec/+rHZbl6unSsL9Ivo5f0DDAbjNDY2oqoqjY3Tq+Q3zw0+GwzH4ff9037bFhafasaiGhFV4pgYDn8J4HEK2oatyQULCwsLi8mxTM0/AcZU2NKlp+m5Fb0ctltJNy83ftzv3r2bffv2pZlFN+1t4vX6em6qqspY6ezw4cMc7xmhr0cBARV+Fx67krEyUnNzM8bAsbl5P30HdpGTk8vf1DxDSUkxH3zwAdFoBKfTlWZAHHVkEZlzjV6a/FQbY4d3QYaUkDMhfOw9ANwLrvlY27nQFBQW0Nfbd9brC6FX3MOTjbS5IDZZVUJBxcoK06zYwEi3bG1tBUgxQm9oaGD9+ttME+tMlbZCiXyusUT4QnKFv9LSUlpaWtJS9JKv48rKypQKkXYBqtQFKY9VaOcT44EHHuCZZ57hgQceMJfNSAhSgSVLGWtvPSOPuvhwD053LvbsfLN6nk7m0DdFsREKBWlpaaGsbBnNzc0JM/z9k+xBmNsSsUQ+lzNr2sd3qRHt+hB1uBfv4huxebIJF1+Hs/cDbKMnEehRZ4ZvlMPhICsri8HBwYzbMvqIV199NeH5Nf6ZDg0N0tbWTk9PD/WJe8/cWVfSOaLy8v5BrqtYxTuNu6moqMi47Zde2mp+9hs2bEQIvZrseyOwd1j/P+DNuKqFxUVDf1i7ZKOEPXZBb1Alpkkcl5Chu4WFhYXF9LEipM4zo3Go6xz3jCpLiFEwHtG0eMkSXnyxjqVLl2Kz2bDZbGmRKE17m3hl2zZzeVmZHnng8/nMyJTGt9/FfdnnQQiGjvyJ//3f/oEf/vCHvPDCCxTNLuKdd96htraW2tpaHA47yakbY73tDHQc4fnnf0ZdXR02m64e2Gw2fL7x1DHVnWeKUdGeY7qvyccUowDiI33ER85eyPlz4eOIUQCaJtFiYQCkLXNlGrvdTkFBAbt37UozKxZCYevWlzKuVzS7iC1btrBkyZKMYhSAK5FSEIppxDXJ17/+dfNaaGlpyZiil2zCb4hTRvSNYZlhRUh9svzgBz8gGo3ygx/8wFw2IzH9YM/KmdKjbmJqJkCeS/8APTNmp0RWGdfGRG699VbTm2jjxg3U1DzGiRMnpjji8dGaESGleHOmfI+XItnZ48Ul1LEBRt77LdGeo3p/PGsJ0cIlSGFDCMX0jYrFYsycWXDabeupk+mj5oaGBjON7/X6em6Y6yLHKegfixObtYJvfOMuuru7qav7RUrU7s6dO9i/f785cWKQZdMjpQB+3Q1DsbRdWlhcVHQOx3FeohMyihBICQMhK23PwsLCwiIzliB1HhmOwy864VQMvAkxypV0xo2UmMOHDtHS0kIwGOSRRx7l5ltuSTOLfr2+HiklQghuqqpiw4aNlJaWMjIyMp6Kd/2XsHnyiI3007XvdUCPmNE0lT27d6dEJ8RiMRRFSUrrEITD+kCwtbWVUCiIoihUVVWZFbVUVw6ROVeDUIh0txL8cM8ZmQPl5eXh8XjO5lRe1EysnCcTKXuTCVLxuGr6RkmpUVNTM76u1JI+59TZyH1796VU1Eo2LwZoa2vnf/z3/04sOAJAMKJRXFzCLbfeOqV5ebIJ/8QKkWalPeu36AXHSNkLa5OnWUK6uTnAF29aCUDO7PkpkVXf+MZd+P3Fad/r8vIVKd5EbW3tDA0Nmq8bKaLpFR8BNQpaHMXuxO62+otkJhacQI0T/HAPwQ8bQWqo2bMJF19L3JFlpuT6/X4qKyunqG6oo/t9CcrKllFYqBumOxzOFK/BqqoqHDbB6hI3SI3W3gj/5w8f0dLSQmtra4r4lJzGZ0ygGBS7dIE0LmFrj/5oYXExIqWkfSSO91wahn7KEAJ6LB8pCwsLC4tJuHTvkOeZwZguRg3E9RnhMh84JznbEwfxmcyiDcPhL65bx4njx3n88VqklOZ6H3aHGBT5IDVmhk6YQpHP50vzEzHQNBVN07j77m+SaWZc0zTeeOP3bNmyBc3pMyOj1FMnCH30dsZ1IHUWP+WcDA4mPGYsDIQQhCPhlGVaNBEhZU8WpJLFpdTzXltbi9PpSmxv/CLz+1P9fqqqqrDZ7IRCQWpra3nllVdSBKqGhgYGBweJJ4zpRyMqL720lVcMk+pJzMuTmVgh0hSkrAipC46RshdWSYlkmyhOZaqeWJitr6x4cvj5L+rYsXMnMF61MxQKUVhYiM1mRwjBj3/8Y9ra2vnRj35MbW0t//zPP085FkOsGh5OrfgI+pUuElFS0nFppu15vZmFuLlz/RmXR3uOMLz3VQgPIx1eIv5yjo/ZWLlqNUNDwzz//M8yVtpLRkpJTc1jbNy4geFhXZRWFIWSkmJTYDx+/Di1tY/zs//5Pzjx1lak1FBmXcmca9YSCAQQQpjiU0VFBTabjdWrV5tp5QZCwOVe3U+xKwI7T53pGbq0EULcLIT4QAjRIoT43iRtPieEeE8IcUAI0ZCpjcX5ZzQqicQvTf8oA69TcMLykbKwsLCwmATLQ+o80BeFFzogKnUD16uyxlOXMmEM4ify05/+hN7eXgoLC7nvvvtNQeCVbduQUnLkyBEee6yGsYjK/92tR8x07a3nSMdhpNTw+4uJRCKMjo7i8/kIhyMpBsQ6MiUFR1FsLFy4wPQgGh0dRbO7CRdfC4oNZ6ifaNf7TCZG+Xw+xsbGpn+yLnGklHS0d6Qui2WKkJLYbHbUSSqPRaMRAoFSWltb8Hi83H777WzZsiXj/sb/11AUG8tX6FXUimYX0draSjykC1JjES3Nq2zz5h8QCoXweDw89NB3T/v+IsFRcPg42NLKkmsCp21vcf7w2PR04bAGqz/3eYCUNEvQvezKV5SniY8Om6DAZ6dvNI4jO5/GPY2sqa42tzE8PMTw8AiapiKlZHBwkC1bthAK6X5QE833a2trCQQCKIotcU2Pe0gBKLEgqisbmzcX9SJI5T1TQqFwxuVdXV0ZlwNooWEGm17Fs3A5rrlXEM0P8EZrH86xMTINhXNz8xgZGUmpclhbWwsYExl6RFQyRvTl0NAgDA3SsedlilfeRsi3EKHFuPvuz1FcXEJ7exvd3d3cddddk6aGOhRYnAX7R3U/qfluWJJ5LsMiCSGEDfgJsAZoB94RQvxGSnkwqU0e8FPgZinlCSHErAtysBacCllCjNsm6AtqhOMa7ql+DFtYWFhYXJJYd4ZzTGcYnk+IUTk23cD8bO+/yRXOklNrysrKUmai32sLomqQZ4sxU4yZldQAM7VLT90bnyH3eLyJbS2jsrISuycbuycbTVNpbW3F4dAjIqRQiBRdpVfT6++kd9+OSc1xx/dz5vkXisuL4rLcbQGEUz8PYkJEw2RilMHx48coLCzk9ttvp6enh3A4dVD7yiuvpAw+7XY7mqZy8MBBduzcmTBIl7hz9XQdp12kXWtGhNt0I906O9r1fb/2u2m1tzi/zNED6XAW+M1INkOklBPSbydW8izK0fuEnLmlVKys4Cc/+Sm1tbX85je/YXBwiEgkjBACIRQzEs9mm3zOo7W1FVWNY7PZWLdunZliBqCE9cgpV/ESOE2q2cXIxM8CdHPy5D4884oaoSNNjB5sAE1FzSogMucapJL6ORQWFhIOh1P6g2RGR0eJxWL88Y+NtLW1T7q7WW6NimLdEGosu5T6XXr6ryFybt++fdLUUIBsOyxMBIPtPAVRK5JyOlwPtEgpj0gpo8C/AF+a0OZrwFYp5QkAKWXPJ3yMFgk6RlSc9ks3Ogr0SHCBpD9kfcEtLCwsLNK59H7pn0eOBuGfO3U/jBl2WOobT1k6GwwfDyAlimnDho089lgNGzZsJKZK9rXpEUkrSrLZtOkO1q+/DZ/PR0dHu5nKVVBQSMXKCoRQsNv1wWIgUMrGjRtoaHgD/w234r/hVnMfuseUjejMy5CubNTQCGMf7EJOMoD5uHgvX4X38lXnZdufNhz5+sBcCep5LH6/P5GKN/XFFI/HGRwcYsuWLWzfvj0tRSf5eU1NDaqqPx8aGmLP7j0AeAtLcPjycAqVkhnOlGutvb0NRdG7jOl6gc316+bpt968dlrtLc4vSxMRKINJgZJHjhxJeTQwouP2799PXd0vWDxb/8xz5l+JZFzsNh4BbDY7ixYtNMXT7GxfIiV4clRVZdu2l5MqQgrsw524iGLz5OAuueos3+3FhVHtcjrE+zsY3vdb0OJo7lzCc5YjbQ7z9d7eXnJysqfYAsTjMXp7e1PuPYbf3fj3XzAv185sRxghFNS51xNXJUVFRdhsNsbGxlKKHGRijlNPax9RoXFw2m/xUsYPJCt87YllyVwOzBBCvCGEaBJCfD3ThoQQ9woh3hVCvGtMgFmcOzQp6RyJ43Vc2oIUgE0RnBy1osUsLCwsLNKxBKlzxIFR+JeToAGFDliSBdOxDMhU0crgvvvu55vf/GaKv9REDnWFUDXI9ygUeHWfqJKSYkZHdZEqGo1SU1PD/fffx5rqahYtWkQ8HsfhcHLs2DFqax830/MmEvUWoubMBakRPPwWqFY5pPONsDmw+/JBSmyhAUAvy66LSVNHnjkcTuLxGKFQMENq5jg+n65KrFy1EkWxsXLVSnJz9ai6GYFrAAh1vo8yoURzQ0MDmqZRWlp62nQ9w5fIoHTRoinbGzz77LMUFBTw7LPPTqu9xZlRkqhuNqyO1yOYGAVnkPy8tbUVf54DLTyEw5tN85EuCgp0wbygoJC1a9fi8XhZu3ZtSn8yODiYch0YTFadT0cikNDxPgDukqUo3tyzeLeXNlpomKF3t6EGh5AuH5FZVyETorbH4003SE/C4XBgtzsoLCw07z16pJRg1erVaJpMeW1VIJ9sp2AkKtjVOsK+fftQVZVgMDjl/Qt0P6lFCX1r96BeDMRiSjL9sph4c7AD5cAXgbXAo0KIy9NWkvJZKeW1UsprkyfALM4NIxGNmAp2xRKkvE6FNuvLbWFhYWGRAUuQ+pioUk81+Lce/RfhXJdu1prp98fOnTt48skn2Llzh7ksU0WrZCaaRCcjpeS9RHTUB7teM6ulgTGYTB9kDg3pqTCxWCwRxaD/jj353u85+d7vE5WWQHNkES28AoBgy9uoY4PTOR1nTehIE6Ej6aLcpYYtuwCEQIkMp6XsTY4gEAhgt9tT0q8mi0yJRKK0tbWzprqaRx99hDXV1UgJNpeX7OLLkFKyZLaLn/3sOX72s+fMdJuJ5vtTYaTsnOzuBtK/D3v27OHmm29mz549KcsffvhhTp06xcMPPzzN925xJuTZdV+7uIRg4vJKjoJLZsOGjWZEjN/v55e/fJEZ6P3HvGUrcblc+P3F3HbbbSlV9YyoTINIJJJ2HNMpzmmLDGEf7gAh8AauO4t3ayGjQUab6/VIKU8esfyFAIRCwbS0WyO90u/38/DDD/P3f/8w69ffRkNDA21t7TQ0NNDa2kLjnkYikTCjo2OUlOgRkP/yyxfZ/+o/g5S81xZkxWf1SrFrvvCFSe9fyeTaocChT+j8vv/MhOnvfve7OJ1Ovvvd03vaXSS0A8kntBjozNDmNSnlmJSyD3gTuPoTOj6LBH0hldNNJF0quGyC0ajGmJWXa2FhYWExAUuQ+hgMx+HFTnh7SJ+yXOjW/8Qkk2GNjY2oqppSDvumqircbjdZWVmT+mxMxvFTUQaCKvHQKH1H3mfbtpfN6lcbN25g1epVHDhwwKx0VVdXl5ReIxOV9/SDlcEhZud6kVIihU33jRIKke5Wot1HMh/AOUQdG0AdGzjv+/lzwGab/GtnzykAIMeuTum/k4qks7PLNJA2MAaLE4nFovzTP/1TioA5NDRI3oKrEEJhUaGbzuMttLe3097ebqbbFBeXmCbYp7tWDfGqqGg2kN7R1NbWsn37dtNE2eCpp55i5syZPPXUU9N54xZniBAwz4iSmsZk9aZNd1JT8308Hg8tLS0ow8cBkNlFdPX00tHRnpaOFY2mC1BGqmdBQSEej5eKlRUUFhbicrlNP7tMOPqPgBbHnjsLZ5Flin82yFiYkfd/D1ISz5tP3DszYztVjaMoCl1dJ6mtrWXr1pd4+eXf0NrawvPP/wyv10sgUEp2tp7qFwoFzftNa2sr4YFueg/s1p+HC/jP3/5bimbNmtJDKpkFbv1udGAU/seWrdMWpp955hlisRjPPPPMNM/Ip553gMuEEAuFEE7gr4DfTGjzb8BnhBB2IYQXuAE49Akf5yVPx3Acl2XinYSg3yq5a2FhYWExAetOeZYcDcL/aoP2CDgFlPnAP4UYBXoZbN30V5gpeuUryikuLk7z6pgMI8XvnaYmdrXqpbln2UOQiKZp3DMudjXuaUTTVL0iEvqgwUizAXC5XNTUPEZNTQ1z5sxhYEAXhKIzS5FOL+rYAKHWd8/ovFicHsO7KRO2HP3zCfZ1oKpxVq1enRAOJ8fj8eDzZaUsMyJbysqWZVxHSo36pKi8goJC8hbpba/yj/tDud3ulIgoI/LpdNeqEdnn8erHNTFCqqamhrVr11JTU5Oy/N5776Wvr4977713yu1bnD1G2t7J4bFpiwWGwHjTZyqYl+8EoTBv2Ur8/uKU62Pr1pfM/41IKY/Ha5pxz5kzh4ceehCAU6f6KSiYmTDfz9xxCi2Os/cDALyBaxEO9xm/XwvQRvoIHXsPgOispWj2zOdR0zTT6Ly5eT/JvkLNzfvp7Ow07ycwfr8x+pu+w42ETnURigve+HB42v0FgNsGxYngujv/2z8zs6BgWsL0Aw88gMPh4IEHHjht24sBKWUc+E/AdnSR6VdSygNCiL8RQvxNos0h4DVgP/A28JyU8v0LdcyXIqqUdI2qln9UEk4bdFppexYWFhYWE7iggpQQIl8IsUMI8VHiccYk7Z4XQvQIId4/m/XPJaqEhn7YclJPe8mzw/JsyJkkmKWu7hfU1n6furpfUF29Bo/HQzweT0nRS06FyuQpZfjxtLe3mSl+bx7opm80joyMUTrDbgoXFSsrzPVcLidAwhBbL/Pd16eXUFcUm1nSu6lpL21tbQwPD6G6chK+UZKxw7tgEhPzif5CFmeP1+th9erVgMCRq1fntkWGAdi9axde79QG4qFQiN7eXvNzVhSF1tYjbN36Ehs3bkiIUgK/34/L5cLny8blcqWUdN/49Xtx+vLQwiO8/OL/y9q1ayktLeWOO+5ISbc5k7Q9GE9WmNjRrFy5ktdee42VK1dOazvnm09jX3S2lCQup6E4pxULjP6ou6fHTL26co6+ATGjhJ6ebp5//mc899xzgG6EriP4u7/7HjU1Ndx+++3m9ozXDbF8Ov5otrEe3eBfseFdVH72b/wSRkpJpOMQsVNtoNiIFi01/aQAM1X7dIRCwSSBXLB06VI2b36a1tZWfbmUdL37GgLJ4ZNhjg+oOJ3OafcXxW59gieeO4vXWnqnJUz/4Ac/IBqN8oMf/GBa+7gYkFK+KqW8XEoZkFL+Q2LZ/5JS/q+kNk9LKa+UUl4lpfzRBTvYS5ThsIYqJTbrt5KJ7iMVy1hF1MLCwsLi0uVCR0h9D6iXUl4G1CeeZ+IF4OaPsf45oScCL3TArkH9+Tw3LM0CxxRn0TD4bW1t5cknn2DOnDl4vV5uShIDjGgSgN+++mqap1TyLPNNVVW4Z8zFPnc5AG1/fJU/vNmQ4gdkYHiESKlx993fTMxs6z8EXC4nr7zyCj/84Q/Ztu1lc1Y8nqMX6wm3H0QLDWd8TzabjaVXWZWvzhXBYIhdu3ZhzysCoSCiQYQaNV8fHR3F4TAqZGX+cev3F2O36wNFPRpFmoP/+fPnI4Sgo6ODSCRCUVER3/ve9ygvXwFAKKbR2KnvL3LyIIODA5N6l03laZYJIzrfNUmQ12ReUheAT1Vf9HEodOg+UnZPFss+UzWlWJDscWeIU0MdB5FqDPeMIvKuuAHQjffb2trTvOuamvayZcsW/H4/uig6l6ee+i9mxNR0EICz70OQGo7C+bjmXnFG73e6YsulQPDDRrTwGJorBzWrwFwupTRThG02OzU1NeTm5iWtqZ9Du93B0qVLE6b0kubm/WaqsKapeDxe1nx2FdfMTkTHLVxFNK5Nu7+wCViQEEx/d0pP37Ow+DTSG1SR0up7knEogogKI1FLkLKwsLCwGOdCC1JfAn6e+P/nwJczNZJSvgn0n+3654p/64HuKLgUPUVv3mlS9GA8lUEIgaqqHDt2jAcffIjyFekz/Q0NDaiqis1mSxGsFi9ZgtfrZfGSJSy7ejlZV1SBEAy0vIdXC5oDyh07d/LEE0+yY+fOhD+QfnAFBYVpURChUAgpNbPSktM3A4cvHzVLTxmbyjdKVVWa9zdP+vrZoHiyUTxTlyG/2HHO0ivR2Ue7U5bbbHaz5LvL5cyYwud2u1m79mYcDocZKQWSuro66uvrE1EoOskChKpJdrdHiKkSxnqJdPwJIMV4fzpkMuyPajCm6p1MsSvzepN5SV0APlV90cdBCPhsIn4r5/KrOdnbN2nbm6qqTAHdEKcaXq/H3duElJKCJRXkzr8S0Puv6667jkAgwHXX6Sbkr7yyjVAoSEdHB3fffTf9/QPEYlEyR0TpFdwCgdKU1GIAJR7G2XMQAM/CFdhnzJnWe/V4PDidjtM3vESQaoxwh24lFM+em/KaXuRCf9y69SXzeWJNfZ14nObm/ahqeuSsw+Ewje0DM+zERk6huLPJv+LGMzrGWc5xn7Pf9MCHY2e0uoXFnwUdw3E8VrpeBiR9QSttz8LCwsJinAstSBVJKbsAEo+zztf6Qoh7hRDvCiHeTfbFOBMWecDvghXZelWg6WCYAq9atQqbzUZFRcWkbY10qLvuussUrJLT9A4fOsSbH46g2rOIDPXR/ac3UiodGWkwjXsaE/5AEpfLRW5uLkuWLEmKFBD4fL6Ufc+59gsU3fjvQLGhBofQwiNneno+Ft7SG/CW3vCJ7vPPCWFz4CycB1JiG+0yl9ts9pSBYXFxMRUrK1AUG2Vly/D7i00fn/LyFdjtjhTxqbW1NcXsPBAImNeLlJKmriinQhpOm+Cvb77STC9INt6fDpkM+wcSh73AM3kU4WReUheAT1Vf9HFZlg0nD72Hy5dDy2Bo0nblK8pNAT1ZnPqbO77M5xfnAjDnupvJmbPQNLxvbdWjOevq6lJSM371q1+lpIkCrFu3nkCgNPFMsmf3HsLhsFkNNBn7WC/2gaMgBL4rK1E8Oad9n7FYlEgketp2lxKxnqMgNTRv/qReUs3NzeZkRSoThcTxAXeyUK4Iwc1lfpASNf9yfvVvvzVfS05Bn4wSly5iS+DX3bpno4XFpwVVk5wcs/yjMuG2K3RYPlIWFhYWFklMt4zXWSOE2AnMzvDS35/vfScjpXwWeBbg2muvPat4YYcCC6e285mU6uo1VFevmbJNcuqeQUNDA8FgEK/XS+mKz9HYqUc29b23E6mplJaWmm0rVlbQuKeRipUV5M/Ip76+Hp8vi9bWFjo7O1m0aBGtrUcoKCigvz89yMNI4Yidaj+7N/kxcbmcn/jg0ev1EAxOPiD/pHAVLQSh4IgMocTHq5SpahyHw2FGSLW2trJkyZU8+ugj1NW9SEdHO4FAqSkyLV+xnMY9jXi9nrQB5UTR56P+OMeG4igCvlKej9epC6aNjY1UVFSwc+cOGhsbyc/Pp6+vj7KyMjZs2Jjx+JPXMxjQD5lFkxdRM72kPgkupr7o46IIuGL0GENcQ/E1FYRU8EztnU/5inJOHD/OK9u2ceL4cTZs2MjAWJw/tQeZ/9mvMKPIY0bfVVZW8vzzP0tZf3R0hFdffZVAIEBnZxdVVVWUl69g1qxZDA8P0dd3Cik1OjracTicGY8hJ9zD0GgWqm8WWVdWMvqn3yHj6VX9DOLxzB54lzJSjRHtOYazaBHxnLk4+zNFw0r8fj8dHR0ZXtNTMjdu3ADoaZn19fVpYuNMr42BI/uZEbiaNrWIX9T9gjs33WmmoIMeqdvR0YHf7+eee/56fA8C5rt1z8auKPzrSfjaHJh3lvdfC4tPksGwhkQXZi1S8ToEnaOq7q9lnR8LCwsLCz4BQUpKWT3Za0KIbiHEHClllxBiDtBzhpv/uOtfEF56aSvNzc1TDvANjAHe9asq+d0x/ePqfu8Nhnt00ai5eT/Nzfvx+Xx85zvfMT2kfvKTnxIKBXE6nXg8XkKhIK2tRwBJX196VEbnu79D9b3HzFsfINb/yQtSwZY/EoRPPErqkxKjhBAp0SJ2u514fHyW0F64EADnWDf2JAEKSPkfoL6+nvLyFWYUifHY1tbOvr370DQ17X2l+sHAydE473Xr4t/apbnMytbTmpKF0yeffAJVVc1KW83NzZNerxMFVylhMPH2An8mg0irL0rl/r/8Mi/3QPOowtEQXOlLb2OIkhUVFczIz2f//v3A+LXw2cuyGQzGOd4fZVtzNzcUwqZNdwB6NF5rays+n4/RUT3vStNUWltbWbduvelh9s4779Db24ui2DC+IrFYFL+/mI6O1L6ouqqKI8eOs3dgGDw5ZC25kdH3f29WGbWYHpGTLQlBqhhH/1FEhhTK/v4B896RiiQYDNLW1k5DQwNer5dIJEL/wPgkxw9/+ENGR0dRHC7yFlyJPXcubd2HAVJEy5/9TBctMwlfQuhRyRp6qvyWLrhzLsy1Ci1a/JnTG1QRlk1SRmyKQJWSobBG/ulmQSwsLCwsLgkudMreb4BvJP7/BvBvn/D6nxjJ1fOam5uRUiZVpJqc4uISvva1O9g/kEVcg9hAJwMtexOvjs8ujY6OUldXR21tLbW1taboNDQ0yO23355Ii0n9hTTuNQTRsWFig91o0RDqyKmP/X7PFC00ghb6ZNMEzyWnm+ibWFUmHo+jKImqeN5c7Nkz9TSaoS6kJM1DR9+HwOPxUlVVxU9+8lPzMzYeGxoaCIWCCCHQNBW73W5+xtHoeOTZSERjV7seVXLdgiwuL8qsGFVUVGCz2SgsLESIcaNqg0wVIc19qONVKPM/HRY+l0xflMzn88EG9MehP5b+enIqZnKhBeNaUBTBLWV52GKjKJ4c3jgywuNPPMkPf/hDNm3aRE1NDV/96l8SCARSrp/6pG0Z/aA2oaLnRDHKOJ6D7+/HebIZtDj23CI8EyrvjRcAsJgMdaQPdWxAT9HOSu9rALKysqiqqsLj8Zqm9IFAgECgNCU9s7m52UwVb2ray+bNT5vRmVosQlfTTn17pZWEYxrdPT10dnbS3dOT2C7m40SEgFIPFDhABeq69OIiFhZ/zrQPx/E4reifSZFwKmRFr1pYWFhY6FxoQeofgTVCiI+ANYnnCCHmCiFeNRoJIbYAe4ArhBDtQohvTrX+nyPJ1arKysoyDvAno+n4GO0DUewKfOWGUu6++5sEAqWsW7cupZ1R0S+ZgoJCSkqK2bTpDvLyxivRezxe/v2///fmQEDa9EFcrD9TiobF6TibKsZGpTFnkW58bx/uQkiNeDyWMYrNZrObaU7Jr/v9ftra2gmHw4lqe45Eextf/OIXTRELIKZKdrWFUTVYVOBi5SI9LOall7by+OO1vPTSVnO71dVreOSRR7nvvvt57LGatOio5Gt6Isnpep+SqPxLpi9KxmeHz+Xr/x8NgTbhOjZEyYqKCtNDat369WzYsNG8Zl59+f+yfOYoUo2RNWsec2/4IqNj41E1hnARDAZZt259yvUITLsfhHHxVVGjuDrfA6nhmnMZ9hnjBt0TIwotMhPp0tPm4jlzM1YiNM71Qw89SH//ACDp7Oxi06Y7OPzBYY4cOUJeXh5lZWUoio2KlRXU19enRVTdWLaIQq8Cio1dLSMp/cY99/w1NTXfT0nXm4gQcLkX8u26yP3zzsziqYXFnwMxVdIzpuKxfzpufBcCl0Ohc8TykbKwsLCw0BETIzcuBa699lr57rvvnvF6b2aqrTUNdu7cwe7du7Hb7Vx//fV0d3dTWVlplsJub2+joaEhZZnBh90hfvu+npL1mRIXc7JTsyyT/TsOHTqYIkoJoSCllvDnuIe2tna2b9/O0NAgY2NB5s6dY6ZKHN39KlKx4bvmFuIXQJQabdZn0X1lk2ZVXZQIp4fc674EQsHV/i626Ag2my2tipXxWRooig1NUykoKOT++++jru5FWltbCARKWbJkCdu2vQzoItYjj4xbJL3bGeHIYJyZWXa+em0+TruuST/+eK0ZxeX1elEUhdHRUQoLC7nvvvszHnvT3iZer6/npqqqlKqRgzE4OKan2vzlbHi29rs888wzPPDAA/zgBz84J+dt/LyIJinlted0o58gZ9sXnUtUCc+1w6mYbiS9YJoplsY1I4QeOXOks5/sazYiFDuh7mPcUXkldkWYqV1Fs4vYt3efKaoa7Ni5k8Y9jbhcrgzpYVMTyy0hNrMUtDhDb//blH5SFhOwOcir+AoIhRtnRdn3x91pkZwGubl5jIyMULGygu6TJ837jKLYePTRR8x2xv2otLSUlpYW87Meimj8rjWEBK7O7uGdhtfS+o3ToUm9XxmMw2wnfMMPtj+jMb/VF1kA9IzF2Xk0RIHXSkebDFWTDEc0/t2VPstn6zzwae+LLCwsLj0udITUnzWbNm1CURQ2bdo0aZup0pYMGhsbkVISi8X48MMPaWnRq1AZGCavycsgVYy6qtBhilFtbe3U1b1IW1s75eUrzFLbE4/TEDA6Ojqora3lV7/6V+6555sEg6GEebAuPGk2JzJRISk+eHK6p8fiHOBZuAKEgm2sF1tUT1nMVFJdTvDI0TSVdevWMzY2RlPTXiorKwkESvF6vbz6qhnQk1Khr2dM5chgHAHcclUuTrtiXr9z5+pREjabjWAwaKbcTFUFLrkCm8FAkhh1dbbuAfPMM88Qi8V45plnzuYUWZxnbAJuTWRttUdgugWQkiM9KysrWTQ3n5sWgF0BT9EC3jwRJqpKM0Jz3959hEJBtm17mR07d5rbMaqDhkIhFMWW5neWTG5uXoo5v32oDSU0CIod72WXbpXOs0KNEU0UsPjjwWOTilGgp35rmsruXbtTJj3sdju1tbU899xzbN36Etu2baO0tJSNGzeY9yWAXJfC5TP1yM2Tws/f/u2DZyRGNe1t4of/dTPhj/bhEnAyCrsHz+I9W1icZ3rGVCyJZWpsiiCuwVDE8v6zsLCwsLAEqSn55S9/iZSSX/7yl5O2mSptySC58tjw8DClpaWmsevOnTvM1AdjGcDhrnExavFMB0sKxn1Rtm/fTmtrC9u3bzfFqR07d7J589PmYC43Ny/FIwp0n6na2sfJzs4GMNM0NO9MnLMWYc+dBdqFyeu3Zc3AljXj9A0vIuy5RTgL54PUKM2KsWr16oztPB5PmqdUQUGhmR6zfft2tmzZwpIlSzhw4ECKF4/NZjevkcY23Vj6hkU+Zvr068m4fgcGBnjssRpuufVWvF4vPp+eyldYmNlfJhPJYtQ12XBrgZ5u88ADD+BwOHjggQfO5PRYfIKUuGFlrv7/R8H01L1MbNiwkS+uW8cHH3zAb37zGyorK1l2WTF/dV0BDpugL6jxxrEwrcc7qKt7keUrlpvrNu5pNP+vWFmBotiw2+1omko0GqWmpoa77/5mmh+Uz+ejra3dTDW2KTacPQdBU3HMLMY5uxSL6WNUVJ3MRyqd1AsjGtUj0jo6OhJeYJLm5v3U1tbyxBNP0tS012x7ZYEDu5B0D8fYdfDMonCNfur3O3dwWaJq5x8G4Kdbfk1BQQHPPvvsGW3PwuJ80T4cx+uwJKnTIZD0By0fKQsLCwuLMxCkhBCfFUK8KYQ4IIT4pRDi+vN5YH8OfO1rX0MIwde+9rVJ2xi+KjdNKHmdTHX1GtatX4/X62XNF77AHXdsMlPzGhsb0TSNkZERc9mBziDbD+pi1NJCB2WzHBk9PmDcn6VxTyOhUJBwOEwgUMpXvvIVHnvs0YSZeTKSoaFB/T8pURQbqreA/Op78V6eKojYbAoFhQVTnaJzhmdReZo58UWNUPAErgPAOXicNZ+7kT2792RsOneun9zcXPO531/M/fffR1VVFTabjVgsakae2Gz6V9rn81FTU8Mjj/w9DQ0N9EZthDUbuR4b187Poq7uF9TWfp+srKyU69eIevrOd/6WmprvT5quN5H+hBglgRU5cEvBuHfUD37wA6LR6DlP17M4t3wmH2bYIaTpVc2mw+v19UQiEXp7e80Iz9BgF2N/+j+owUEGIxrvnrJzoquX7pPdrFq92vQbmsj8+fPweLw4nU5qa2vZvv01Hn744ZQ2HR162rHb7aGsbBkA+dkenL16BTdv4FoUT87HOAsXH4oy+eA41t+hF1PwzEBzeKexNZGx4ILf7094gY3vS9PUFPN6h00QPqJHEjd1CsKx6UdHJN9n8xwwx6n3NS0FVzI4MpJ2nVhYXAgiqqQ/pOG2/KNOi8uu0DlqCVIWFhYWFmA/fROT54H/CLwHlAM/EkL8SEr5q/NxYH8O1NXVUVdXN2Wb8hXlU6YeJJdNf/DBh9Jer6ioMF8HaO4I8vrhYUBP07uy0AnA1q0v0dzcTFlZGcuXL6e/v5/ly5cza9YsANOfxeVy0traQjgc5p57vkllZSWtrS0p+/R4vKiqSjQaQZUS1au7GscGOlPaSSnp6+2b8v1bnB0u/2Js3hxEdAzbwHF+/vOfm2l5Nps9kbanRyMYkXPt7e1EImE6Otr5yU9+yv3338e2bdtStmsYOhspd01Ne2lvb2feTbqoeu38LGyKMNNuent7qan5/sd6L6dicDghRpXnwBdmfmqMzC2SsAv4/EzY2g0nwlDo1JdN5hUGulCw43e/Iycnx7xOGxoaCA72Ivb/X7KW3oo9exalN9/FsuwgixfMZU11qk+ckbJ39OgxHn30EWprawE96mbz5qcpKChMMfHv7OxISS8bGhpm/ty5HBnpQs2eQ9YVqxn503aQVjqIXnFzYnVVgaIIVFUDNUak+wiu2aW451xO9MR7p9miTCu44PcXc889urf/xo0bEveq/SiKLcW8HuDGsgC7u/pQsgv47/9Sz2W+kbRiCZmYeJ892liPtugaCgJLWPe9zdzqn6bxmYXFeWQgpIJg0glEi3G8DkHXSBxNSstHysLCwuIS50xS9vqklDuklL1SyteALwCPnafjumjYvXs3qqqye/fujK8blcyqq9fwp7YxU4xaNstpilFASjrEtm0vEwoFOXToEA0Nb9Da2kL3yZM89NCDZGXpqVbRaIS6uhfT9ufxeAmFgmaqhebOA6HQ89JTjL2fmnY4cSBzPgl+uJvgh5nP0cWG4srCM1+P7nD2fYRApng9zZgxg1WrV6EoNlatXk1JSTElJcXccccdZpu+vt7EwD35MxJmqp2R0lRfX48jfy52Xz4yGiR08hAAgYBe2c9ms03pf3Y6TkXHxajrLDHqU88VXt3YPCahPawvmyotuXxFOd/73t9x3333U1xcQtPeJtra2nA6nch4mNChV4kNdoDNwcFwLqPRdJHISNkzoqaMaxcgFArS15cqik/0OsrNzWXt2rUsL3IiYkFsvhm4F1zzMc/ExUEmXygppS5GJYh2fQTAoJKDFGeexd/T023+v2PnTg4cOMCq1at59NFHUszrAebNK+bmq0uQUuKccxUHj/WkvG5EbtbV/WLKfTbu3s2B7S8hNY3rv/Etbv36vWd83BYW55ruMdW6/00Tw0dqxPKRsrCwsLjkOW2ElBDin4G9wB+EEI8BT0kp40AECJ/n47tokFJSV/cLurq6zEiD5MgDUbCYtz7STa1P7qun7eRHLP7Od8z1y8rKTFHKIDnyyYh4Wbt2LQ0NDRw/foze3l5OnDhBbm4eQ0OD+Hw+M3LGQPXOBCA+2IUWObMKV+eSC7nvTxpP4DrdyHy0G1t4IO31vr5ebrvtNtZUV7Nj504ef/xxpJTk5U3tseVyOSkqms1Xv1pJSUkxoEewHAzr6X7h9vd44/0WrisvZ9OmO/nBD/6RcDjMzh07zshg2DzOKHwQ1K/I63OhKt8Soz7tCAFVM+HnndAZgTku/Roy+qmpKoLCeAqf1+vl7/7uYb2Pe/33ZF3zJca0bH5/ZJS1l2XjTCqPtqa62oyaamtrx+324HK5iESMinnSFNIzMTg4wC9+8QsUReDESWRuOW7/YuIDXcQHu875ObrYUMcGiA/3Ys8pRPUVYR/Rz5lR2bOwsJC+vr5JTc9jsZgZ1WZgeIQ17mmkYmVFSlRcnltB6T+OnLmArCtvZc+7+1h5re4vZtzHko3TM2FEFqvdx7HPWcjLPfDNYnBarpgWF5C2oThZDusinC4SSX9IJddtVSS0sLCwuJSZzp3zZ+hjznzgy0CLEGIncBh4dYr1PvU8++yzH9swddWqVeb/ra2tKZEGplHr2wdMMaqraQcDLfvShKONGzdQU/NYSvRAMh6PxyyvXllZSTyuR9zEYlGGhnQ/quRtGobnqkdP1yM+TdMYizPGbh//seVecA2O/LmgqThPtUy6juHH07in0RwIDg6mi1egl173eLzk5OTQ2trC888/b1YxK7psGe4Zs5FanMjJg8yYMS5qGeb2xuOZcCo2LkZVWGLURYXfDUuydHP6D8bgmuXj1RQnqwhqMNFTr3xFOQ/+7d/i6nkXdayfkGbjnc7IpOKGUbDB4xlPwbLb7VRVVeHxeCdNhYnFokQiEWyRERwDRwHwXflZFPeZX9sXM4qS+ZYfSURJxbNnm8uk1AgESgmFQhk/L6fTNck+9Gi3Pbt3o2kqezJEB3/lxisJ93ch7E72HBkXGo3ITeNxMozI4s8uXohXgYE4/HFoylUsLM4robjGUETDZWkr08bykbKwsLCwgGkIUlLKBinlj6WUd0spVwAB4AGgBriojRsefvhhTp06Nalhant7Gy++WEd7e9uk26iuXsPq1aux2WwEAoGUwdpNVVV4s7LJvuImQDcwj/foM8NG6tVExsbGMi4PhUKmwXlDQ4NpPJubm4fH405rL6WGRCAdHpAShU8uPe9SwxD/3POvxl18JUiJq+cAQs0sAgYC41UYk82fjWsIhGnoDLp58EMPPcj69bcllkh279pNOC55p1OPMgkd2Q1anI6ODp5+ejNNe5u47bbbKC0t5bbbbuNMGEzyjKrIhc9bYtRFR/VMcAoYVuE3ew/x0ktbAd3PLLlK6EQMU/yJEXef/+yNFAQPoQhJx4hK60A84/oGQ0PDrFq9mkCglK9//RscOnSIUCiIw6GnMQuhJMT59AvPPngcZawPFBtZSz+HsGcWTi5FNC1zekysvx2kRHPlIsX4iLq7+2Ta5AhAWdkyrrjiirTlQggeffQR1lRXY2hYUkra2trNNm1t7Tz/s+cZPtCAlBLbzEUMBPXrYdOmO6mp+T6bNt05rfejCAgkvNj3DIKV/WNxoRgI6Ref5R81fQwfqckmKCwsLCwsLg3OxNQcACmlCjQn/qZ2/P6U89RTT/Hwww/z1FNPpSz/6U9/Qm9vLw6HwzSRvuOOTZNup7p6DdXVa9KWl68oJ5J7Oe8cGyPXJVhS4GBpUppeJoaGhid9rWh2EaAPGt955x36+noZHR1JGGSnIx0eEAI1NGJGVGXCZrNNug2L0xOLxXDPX4a7ZClIibP7fWzBU2nthBCsXLUqJb1lTXU1u3ftAkBVVTZtGr/Ourq66OvrNcVHI01PR7K3K0Jcg0KvxsmxNqLon6URpffggw9Ned1mYig+Xk2vPMcSoy5Wsu3wDT/8tCVEYWAJ7WOjSAnFxSVnfM0AHD58mBMtB1lSUEK7mMe+7igFXht57tQ5kbVr1/LCCy+gaSr79u7joYceBMaN/Y8cOWK2dbs93H333Tz//M9StiEAV89BwnOXY/Nkk3XV5xltrgc1dsbHfcmgxomP9mPPnonmzsEW0qMxM4lRoEfs1tY+nrZcSsnmzZu5/favsWr1Knbv2g1IGhoaWLJkCTt27CAej5ueea7jB8ldsJRfvPYu/3ljeuXF02GkkF5+878jYnOxdxhW5p3xZiwsPjZdo3HsVrbeGWFXBBEVRqKSHJf1Q8LCwsLiUsW6fU7BvffeS19fH/fem2qY2turVxmKxWJTRgucjv6xOO8e0yOeyue4UISgra2duroXU2aUt259idrax9m69SVWrlqZso3k1JY9u/eY/+t+U7qI4XK58fuLyc3NS1nXKPOthUawZxdgzy7IeJyfhBg11f7/HDkTEcY9bxnukqt0MarnAPZg5sqFUkrefefdlGsg+TqYyP3330dNTQ3333+fuUyPnBIsXbWG9hEVRcC6a2bx//w/36Gm5vvccuutKVF6Z8JIHA6O6qlcy3yWgfnFTqETOl78r6jxOMXLrqM9cvp1JqOxsRFVVTnUuJ2lcz1ICW8dG6XuxX9JucZLSoq59dZb8Xi8KRXaDn9wmKNHjzJ37hwUxUZubo4ZDZoJIVXcJ/cjYkHsvnx8V1aCkppLY127qcSHdHNy1T21V51BWVlZxuWhUIh/+qd/4qMPP8Tvn5tYKqmvrycSCZtilKLY6D24GyklWs58BoPjkyJTRR8nv2akkJ549w8A/GEAYlaUlMUnjJSS44NxsiwTszNGAP2hqSNmLSwsLCwubs44QupSZc+ePbz4biuVlZUUFhbS29tLYWGhGS0wVWn0TEgp+f0Hw0hgYZ6dAq8+WNq+fTsdHe2Ew2GzlPZ4hb1mamoe4/ix43R06IO4UCiUtE3NNDrXTdD3A7pw1tHRTlnZMjZu/BYAtbW1yIQgpYaGL3hVqgu9/zNFCDGtMHP3vDLc85LEqLHxkuk2mx1VjRMIBEwT32g0YqZeTtgjq1brfmRtbe1s3fprhoaGycryMjo6it/v55577mHjxg3cetuXebUliKZB5eU55HjGv+bJ5dN37txBY2MjFRUVGSP4khlT4cAYqOj+QrcWWgP6S4Fn/+FRDo/B1m44HtbT+IrOIgPOMKGuqKig8vJsOgejDARhLHceDQ0NbNo0XkGyvHxFWnW2xj2NaJpKR0cH69atZ9asWWbUzbFjRzOK5kKN4up6j3Dx9dhzZ5G1+DOMHXoTpK5YWFki49hsCupwD3AlmicPMtvVAXoVxLq6F6msrGTjxg00Ne1l27aXU9pIqZkTNwCtrUfSUsc1TUUbG2Lo2PvkLSzj7WNjfOFKvQCDITTBePSxIUCFw2Ha2/X7nzEZdP3Syzllg1EV3huB63I/ztmwsDgzhiIa4bjE57IEqTPFYRd0jaosyLvQR2JhYWFhcaGwBKlpUltbS+wKPaXgvvvuT3s9uTT6dASpD7vDtA9EsSuwbJZz0nZNTXsZr6ynP65du9YUriZSWFhIZaVeZc0QsjRNH6w1N+/n6NEjfCeRFqg5jQipydMALTKjaZOPZp1OB9FoDFfJVbjnlSXEqIOmGGWz2VmwYD6tra34fL6UilIOh4NwOExhYSHhcJj5C+Zz5EgrUko+/OBD1lRX09DQwODgIDCeUtPR0cHmzU9zU1UV0VlXmql6+xu2kp+hIlrT3iZ2JVIBGxsbpxSkohrsG4iB3YGz9zi3LZyPYolRlwyLs/RouN+dgo9Cuig59wxFqcWLF9Pd3c3ixYtx2BS0439AFtzAjEVXc/KdDmpra/H7/SxfvoL6+npKS0tpaWkxo6QURWDYHxniRyAQ4NChQ6iqit9fjNvtpq2tjWh0PJRLiUdwdzQR9l+LI38u3stXEvxATyPTt2mpUgCqqsFoX8JHKgcpbAiZLPIJ9GqHHrq6Tpr3lCVLlvDqq6m1TQoKChkZGU6qkgggUyZPjO0B9B1qJG/BVRzqCnL9gizyvHZTaEqOPjZEquLiYjMyOTmF1BuDQ2PQOAjLc8Bu9VEWnxDdo2omOzuLaeB1CDqGdR8py3/LwsLC4tLEms6ZJjU1NVOm502sLjUVkbhG/WFdBLqmyInLLmhq2suTT/4DnZ0d5OXlsXbtWgDqExX5kikpKeaee76JzZauJ/b29tHT0wNkTqkYHR1l8+an9ZLeSSl7Y4ffYuzwW6c99vPFhd7/uUQIwZyrK/HMX5YkRvWYr6tq3BShJnq0zJs3n46Odnp7e+noaGff3n1mJFZfny5oVVZW4nA4AMxrQAhBKBSk8eBxM1Wv651/o7WlhX/9139NO8bXk66rioqpvVvaI4DdwdG33+TpDauwWb8ZLzmuzYXPJjK5joSgJQiZtJyXXtrK44/XmiboBhOr8x3/4E+EWnVBtKj8Czi8uXR0dLBt2zZCoSDNzc2EQkHq6+upr6/P6HHX2trKkSOtKIpCR0c7ra0tCCHM1GSjMIQSC+Lu3AtSw1k4H0/pdcDUovKlRtmyMoSmEh89BUKgufUQo0CglFWrV2OIR6FQyBSjhoeH2LHjd+Zzg76+Xtas+cKU+7PZbObnFA8OM3j8ACB4J5HCbghNyUL64iVL8Hq9XLN8edprAPl28CowouqilIXFJ8WRwRhZDuvGeDY4Ej5SozGrP7awsLC4VLEEqWmycuXKjD+CDSarLpWJ5o4gMVUy06OwMM9OW1s7r776KqqqzxINDg7y/PPPs3XrSyk+KqBHTNXW1lJbW5tI9yqdMKskTRFr48YNGctnh0JBvcqeXU+h0CJBZCyCjH0Mk5iPyYXe/7lC2J3YAysJZft1Mar3UIoYdTomCp5VVVVmZbFk8/JYTB+gq6pKTU0NX/ziOnJmFVNUrkc6fe6KHEYHdE+YTMbEhoC6bv36KaOjYhp0JT6WP/z4MZ74fs2034vFxcWNM+C2Qj0Q4GRUN7ePTxhDNDc3I6U0PewMJlbnCwQCRE8eINp3BKHY8a9aj2J3okfheCkrKzN9pKqqqvB4vBn7MillSuW4SCTM0NAgYFz3et+oREdxdb4HUsM1uxTPomvP0Vm5OPjg8GE0TRIf1v3tNHcuimLj2LFjZlGFifT29qZ4GBoEAgF++9tX05brbfXPQ1XjDA0NAfpn2HeoESklB7tChCcxgTp86BDBYJDDhw5lfF0IWJQ4nLcGoN/ysLf4BAjGNPpDGm4rJO9jMRCyCudYWFhYXKpYKXufABO9ekbD+g/ukhw7QggaGhoSs8wCIUhExOiDuo0bN6T4c7zyyisTti7TvIxCoSA/+clPue2221LSwSYiomNIuwtH/txJ21hMH1vWDLxLPoPN7UMgcZ78k1mtymAq7ymHw0FJSTFlZctM/69XXnmFlatW0n2ym8rKSnbs3EnjnkYKCgro6+vF5/PR1tbOlcuuoc23mKgqKS10cdVcDy3LltHc3JwxUm6gv59IJMJAf/+U76k7qsdGBDxwaM8bZ3VeLC4ersqGPAds6YLBOOwfgSuzwJ3wC9e969KvuYnV+TZtuhOAcEyjbk83zJhNyWe+QvBgA/f9zV+n7dfwlKqrq0vr0wwvtokEAgFOnDhhVkK1RYZwndxPZPYyXHMvB0Uh1PL22Z+Mi4hoNHGOvDkAiFgoLfIpE0akZjJLllyZ4b4jeOihh9ixcyd7du9GCAWv18vY2BhSasRGB5HhYYQnl5GwyoHmfWmejIaYWVRUxNNPb+amqiqKEl5iRvpengNmOaEnCr8/BV+Z/TFOioXFNOgd078nVrrZ2eO0QdeIyrzc9P7EwsLCwuLix4qQ+gQwKkw1NjYCEFN1QcIoETyegiWZObPArJRWVlaWVmVNytTZ49bWVpQJ1aNAT5uYrAKVgX24AwDn7NKzeFcWgUAAJWGm5CwKkH3NWmxuH8UzfeT2vDdBjBITHsdRFBvr1q1n7dqb+cd//EdOnuwyX5NSo3FPo1lRzDB37u/vJxAoZXR0hIa3/sAf2iJEVcmcXAeOnib+4R+eJDs7m8ceq2HDho1p+5x4TWZCSuiK6v+XWybBFgmK3fDXxTDTAUEN/jSqV2AE2LBh46TXHOji/JNPPsHOnTsAcDsUnJ270MIjeAv8XP6FTUTVdMG2rq6O2tpaAFatXp3S56lqHCFSb2V5eXkUzZ5NPB5HUWwUFhYihIItNIDr5H4zUsp7+SoQ1m0QAJsdR94ckBJb8NSkzZzOcQOxZONyg/r6evMepqflCVOgXFNdzWOPPcbChQsZHR1JuZ/NnqnnhP7rr/8v215+2fRkNDBEzX379pmvTUwFBZjv1n/YfBCEtvDZnQoLi+lybChmRUd9TLwOhc5Rq9KehYWFxaWKFSF1nmna24QQAiGE6dUTTwy43mx4g1/8aTd+v9+cxe/r6+X+++9j48YNANTVvZi2TUVRzDQVp9NFNBqhoKCQ3Nxc+vr6GBoaxOPxmJXaPB4PoVCYgoIC+vv7E+vqgw4Rj2Dz5iLsDmTcynGYCj16bfx5a2srK1ffyJ964jiLFgHgGuvmP37tRn4TPk5z86CxJoYHy0RBEfRqU6+99hoOh4NIJEJvb6/u8SU1hFCoWFlhRkgNDQ3R19dLfn7+eMRA+VoGwhq5Hhvrls3gv23eY4pNRjre5s0/IBQK4fF4eOih76ZUPZuMgThENMizj6fCWFiAHiX1jbmwtQeOhaB5FC73QsHk9RmAcSF0165d7Nq1C4/Hw9e+9jVe/8MfGbKvoD/s5f++18WXr5mDM8mszIi4aW1tZdOmTayprjYFKiDxXRmPPhwcHDRTzaRU6e3tNftKW2gQV9efiMy5GuesBSjuLMYOvomMp6YMly0ro3l/aurhxYxjxlwQAiU0iNAmvxckm8ZPxGazmYb069atS6uWCPCTn/yUvr5eHA4Hs2bNoqOjg0AggCsxqB8Ojm9/oidje3sbWVlZqKpqRkhBaqqzSwG/C9oiUH9Kv06t4BWL80FMk3SOqMzwWKL2x8FhEwxFNMaiGllO61xaWFhYXGpYgtR55vWEIa/X6zXFgVjCTPdUj+7x09HRQUFBIX19vaZPEMATTzw5SdqEoKZG9/IxBmWGkJW8roFR3WhsbIxHH33ETPvSNBXbSCfxGQtxL1hOrO/4x36/Z1u5yp5X9LH3fb6ZmGm34PIr6c0uxSmiumFy72EcwT7sNsUsWW744Ewsiz4RVY1z/Q3XJw2iNfMzTqavr898LC72c2XVX9AyEMeuwJeumYHXqWQUm4xrwHisrl4zpXcUjHtHLc+BPzbuoba2lpqaGlauXDnlehaXBm4b/OVs2N4H743A4SCUSpg9RQW+pUuXmj5ToF+PxcUlfP2vSnjiH39I1lXrsHly+de3j3OFcxAbGvX19Wb/mOwjpae2NuP3z6W/fwBVVacUS6LRCD6fj9HRUWzhQdwd7xKeuwJ7TiG+a9YyduCNlIqjU4lR69atY9u2bWdwtv78ceQXA2AL6n2MPpERmmqVNFRVNdON6+vrMwpSRnGGWCzGPffcYy7fe1L/7BSHrn4XFhameTI2NDTQ29tLaWmp+VpyKqhBsVv3OeuM6F5nS31n9DYsLKbFqaCKlKBYiufHR0J/2BKkLCwsLC5FLEHqPHNTVZXphWFgpOxl+7IYRTerThaTDCbz8NA0ldraWmw2O7m5eQwNDeL3+1PaVKysMMUNp9Nlzlxv3vw0Nptibts+3EU8bwEzq/8DQ2+/hIx9vByHs61c5S5J9zn6c8Wdncui66rpijqRo1FENIir+32U2BhzEp9DaWkpzc3N+sCpfAXHjx83B2qZyM3N4/ixVEGwra09kYoiaW09QllZWYpHz0f9cVoG4gjgy9fkM8Orf50XL15Md3c3ixcvNrdlt9uJx+PY7dP7yodVPUJKAMuy4Su1tWzfvh2A1157bfony+KixibglgKY4YDf90NrCNyKHkGViWAwiJTSjPJMNsW+6oqFvP/+y/iuWo8rt5APhwRtf/g10VCQWCxGTU0NO3bu5IknnqRiZQUbN27guuuuY/v27eTn59PR0Z5xnw6Hg1gsZgpYBkp0DE/bH4kUlYE7h5zltzB6sIH44MnTvu/JxKipPOL+rBECZ4FesMM2pgtSkUh02qsn+94ZRKNRmpr2pohSO3buNP83qiAauBMRccLhIRAImD5jyRiRUJNVu21vbzM9peYXltASgjf64QrveIq8hcW5on04js26rs4JdhucHI1TkmMNSywsLCwuNaye/wxI/rE7WbW9iZSvKE+b5TVS9rI8eihBbm4umzdvNmejV61ezZrqahTFNqWxrKrGiUaj1NTU0NbWTl3di3i9Xg4cOEDFygqMVLFoNEIgUMrhw4fM1EADRY1gC/ahZhXiLFpEpP3gNM/GpUFyxJdwuHEXX4lr7uV0RvVfobaRkzj7PkRI/XPq6OhIiIU2QHLgwAFTQEr+PP1+Px0dHYAgLy+PwcEBsrKyUvbd0NBgpl2CXsGspuYxNm7cwJv7PmTfyQhCCL6wNBf/DGfKekaElhE9YAySpztYPpkYiy71QZYNM1orU9SWxaWNELAyD4Iq/HFIj5S62geedGu7FEFhYh+6YcNGNgC7393H293gzC3Av3ojJ978/1Cjet9oRHbu2b2bxj2N5OTkMDioe7UZ3y+fz0ckEiEWiyGEgqpqrFq9mu6TJzFSZ832ahRX1z6ihUtQfbPwLf08wdZ3iJ5s4Wz4VIpRgD1nFig2RHQMJa6f6+R7j5FCnAkhBBs3biAYDKb0V6oaZ9u2l6mv38lDDz0E6J+fQSgU5vHHnyA3N5eNGzfi8ulRsuU3rKZ6SWbTuonm+BNJ7vu+9rVNdEZgKA7vDkNF3jROhIXFNNGk5NhgDJ8V0XNO8DoUOkbiXHehD8TCwsLC4hPHupOeAckGqi+9tJXHH6/lpZe2Tmvdpr1NPP30Zpr2Npkpe8uXLycQKKWvry8lNcL40f7oo49QU1PDunXryWSGbbPZqUpEXm3d+mtaW1tobt6Ppqns3rULW2LqzufLprW1hXg8s2mkN3KK7l/VMPzH/4PiyZn2+TiXjB34PWMHfn9B9j0VmiZRXFl4Fl1L7vVfxuVfDELBNtqDu/1tXL2HTDEqGVVV8Xi8iUGdND8XEKxavZp77rknYcwsGRwcwOPxsnbt2pRtVFZWEgiUJtKUxo2B+4IqXc45CCGId+5jrPOgeW0Z65WWlqZEEVRUVGCz2ab0jDKIaeOC1IrE5bBy5Upee+01K13PYlI+nw+lXohLPU0qlkG/MASFqQT9Vdcu56+rS8n32nDnFTK/8qs4vTk0Ne2lYmUFimJDSl0wGRoawu8vxu8v5tZbbyUQKOWrX/1LU3iXUjP7w+TKb36/3xRchNRw9hzAPnAchMBbej2eReWXlPGQc7aeCmlER4HuB2Wz2fH5sjNGVhYUFKIoNlauWkVbWzvhcDjF8Nwg+d5WsbICIQQ2mx1NU5FSY3BwgIaGBjNC6sjxjjO6t4J+f33qqX/g+PHjFBYWUllZiRCwMBGA19Cf+Xq0sDhbBsMaEVX3P7L4+DhtgmBUI2h9US0sLCwuOawIqTMgeXb/+eefR0pJc3PzpBWlknm9vt6sDHTNF/8Dp0bjNLb2oYVDDA0NprStWFnBj370Y4aGBsnNzSMajZI8s29wQ8UNZjrE0NBw2uuGKPLVr36VLVu2EAoFSTbYNogPdkE0iFRs5Ky4ldEDDfqyTxA5jRLjZ0NBYQF9vX2nb5jUPjc3l9lFs9l34AMoLMU5a6E5OLWN9eAYOIYSHTvttvTzPRHJmupqIDWtMhQKUlJSbEZ5KIqNkpJiNm26I2XtgbBKw4mwHvnR9xGVV85i+2uvEYvF2P7aa5SvKM8YRWD4RRlV9Sbzj5JSr04VlzDPrZsDW1hMB0XAl2bBLzqhJwoHxuAqH5xJAaqmvU28Xl/P8uXLoXeAnOLPMJxbgP8zX2F7/f8hFhomNzeP4eEhpBSsXLXS/D4BZn9opOcVFBRw6tSplOieQCCQIk6B3is6B46gxIJECxfjmnsFNt9MQkfeRR3t/1jn5c8d55zLcRYuAKlhHx1PV1RVvU8eHR3JuF5fXy9+v58D7x8w+7FAoJRNm+5g69aXUlL4nnjiSR599BHWVFebn9eOnTvZs3sPubm5LFmyhDfeeANH6UqGR0aQUrJ//36uu+66FPHyuef+Nx0dHfj9fu6556/N5a/X15si5NjYmLnODAd4FAhpcCo2tb+ZhcWZ0DUat2Z0zzmC/pCG12GdWQsLC4tLCavXPwOSZ/fLysoQYjxq5XTcVFWF1+vlpqoqhj58E6nF8c1ZxDBZOBy64YrD4aCmpoY11dWmSDU0NEg8HkdkmK3fvWsXP/3pT2lra2flqpUppdANwuEQ77zzDpqmUlhYmOLZYiAAER1FqDEQCr6ln8M55/Lpn5gzxHi/mcj0Pj8OZyJGAQwPDXHkeAeHBhWcS9eY1fNsIydxt/0RV/eBScWoZEP6iRjnPdmUeU11tflcCIWmpr1mVNxdd91FXd2LtLWN++KMRDR+fyyMqgFDbYwcfp1df3jLPGenO3dGhTNDlMpEewQG47qIcNusSypIxOIc4FLgr2brlRlHVTg0BmdiK2cI942NjRz58CD2tjfJskVxZecz73P/Drsnm6GhQdOHKn9GPps3P01T096U7WzcuIGamse4//77WLRokblcCIW+vlOT7t8+ehJX517Q4thzCsi+5mY8l92A3e0943PxZ48QuOcvw7tITyl39hxCiWUS0Seno6MjZUKlaHYRmzc/TXZONoFAqblc09S0z2jxFYtZtGgRGzdu5NChQ3T36mbnJEWc6h56mBHJepoz5qPBTVVViTRp3b8vGaMAWr9VRNbiHHJ0II7XZd0gzyU2BbrHMkfyW1hYWFhcvFgRUmfJhg0bM0ZGTeYzlewl9cq2bTiKgnhLKymuuJUP/u2nACn+ToZZub482VxWsGr1KnNGure3lxdeeIFbb72VRx99hOeeey7lx7oexbXfbJtMsqeRQEJsDPvAMeIzFuANXItz1kKiXR8S7TsB5zCCaaKPVTJOp5NIZPJKWecVmx1l9hJyS65EEwpIiW2kS4+Iik9u9r5u3XrKy1ekVDY0sNvtfP3r36CkpDjjupWVn+Po0WNomppSlSrZP8rr9XKo5RiXf/FupLAzL9/J/l2/RU/3G2Td+vVpxvmZyFR9L5mhOBxPvM2NRWB5i1qcDT473D4HnmvXr6kPgrDYOz1x0ygCsXz5crq7u6n87CoKivy8tK+fHmYw//N/xUDTbxns7aJiZQX19fWEQsGU745RDKBodpHpOWUYm0uppUWkTsQWGcZzfDdaQYBIth9XUQDXrIWEjjcT6Tx8TvvCC4XizsZ7xSrs2TNBShynWrCP9Uxr3amM24370p7de9I8p7Zte5lZs2aZfWFyH1dZWclbzUcAkGoct9tNcXExRUVFPP30ZoLBVKHM7XbT3t5m3mPLV5SbYqbhIWXgsQFxGLAEKYtzxFhUYyiiUphl3STPJV6HQsdwnPI5F/pILCwsLCw+SawIqXNEe3sbL75Yx/bt22lpaWH79u28+GId7e1taW3LysqIdR/GGR8GxU7p6i8CehRNbW0tdXV1fPvb3zJnmBXFlqiip0dkJaeoAKaY0dS0l/7+AVatXo3Hc/oZ/YmG6XraylGcPQdBU7Fnz8R7+UryKv4C94JrUFxZmTd0DrkgYpRQcM29grwbvoJ73lW6R9RYb8Ij6jB2beqRjDEQ1o3kU4nH42zZsiUl0smgra2dLVu2mJ9DKBRk69aXgHH/qKLZRRz8sIV5lX+BFHbm5DpYtyyPvFzd3CkvL4/yFeU8+OBDaeb5E6muXsMjjzyaMV0vpsEHicCvilzdC8jC4myZ4YCvz9X9mU7F4E99o0zH79u4lo8dO0ZLSwuvvfYabofCxuX5zM5x4MzKpeTzt/PAdx9mTXU1y1csR1FsLF+xHICmpr288MILtLa2mGIUTC2CZ0JIFVvvh7hPNGIb6wWh4FlwNTkr1uEomHfG5+PPCWfRInLKv4g9eyYiFsLVuQ/HUPp9ajJyc/PMyM7kiM9kJjNANyKeDM8pv7943OtO6D9HFAHZ2dlUVlayb98+gsEgNpsNIQTLli2juLiYcDhsVv00SI5CTsad+JVjCVIW5wo9iseKjjrXuOyCkagkFLd8pCwsLCwuJSxB6hyRXN3HSBloaWnhN7/5TYrhNOjRVY89VsNfrFoIgG1WgP/00COm+avhb2KIEnfddRdr196M3++nv7+ftrZ2cnPzAF3Ecrlc+HxZ7NjxO0KhIPv27uOhhx5MOT6bbeqZPN+cRfjm6KktjrFePMf/gLPnECIyAooNd/GV5Fx7G8Wrv4xjhj59JQQESgOULStLSxc709Q7R74fR77/jNaZDk7n5OmBAI6ZJeSUr9dNjBUbSmgQV0cTru73zfSVqSodGjQ17U2pIJVMKBTk+eefTyl5Dvo1EwoFU8RDoyz9O++8Q2trK2+/u495n/0LXNn5ONRRvnT1DLq7OigoKOCb3/wm3/rWt097bFPR3t7GL/9lC+8NRIhKKHZBZf7H2qSFBQBFLtj33x5EjcUYdfjM6LvpMDE1y+VQ+PLyGczJdRBVJTuOhhmJaHz04YdomspHH34IwG9/+1uzeMDChQvM7U2VTgvg8/kAkWbKrcRDuLrfx9W5DyUyiuLOImvxjfjKqnEXLTRFlE8Dwu7Eu/hGvJdVJAozdOPueBdbZGjSdTKlgY+NjTI8PMzdd3+TTZs2pUycTIXH48Hr9fLEE0+ydeuv6ehox+12U1JSTENDA339erVEn9dNb28vDQ0Npsh0y6238thjNVP6NU4mzFspexbnmuODcTwOS5A6HwgBAyFLkLKwsLC4lLDijc8RE8uZG6l77e36TPDr9fVpP5QLsx2Uz8+i6fgYb52IEFhyFa2H3sfj8dLW1p5ial1X9yIdHXqUzZYtW7j99tvN1Ie6uhdpbW2hsLCQ0dExlq9YTl3di/h8PkZHRwG9BHcy69at5/jx4wkBRDLzivFiu1JqKEIgRk9iGz2J5sohnuNHzS5iFC9ZSz+PFgmSQ5DYaA/N+//ERKP0My1/7vIvOaP200EIQTSaeRRic7pwLbwWZ+F8vW1kFGf/EZTQqZR5z7KyZXz44YdEIqmj6YKCQvr6evH5fLS1tVNfX38a4Uqye9cudu/aRW5uHt/+9rdSrpl33nmH5uZm05OsubkZYbPjX/Ul3Hmz8CgxNn1mIS6HkiJ+SilpbW0lEAiwadOdaXutq/vFlK83vPUWviuvJ2Jz4RLw5SKwigZZnCse2PQX/PdnH6fsvsdpjwicCsydhrG03+83zasNXHaFL18zg//12wPEvIW8+sEQo4mv9/Cwbrw93s9JOjuNwgzitOmCwWCIQGARra2t5nc7GVt4kKtnROgIRunQcrHnzsKeOwt34Hoi3UeI9hxFHTkzv7pPEnvuLHxLPweKHaSGs/cw9tHupBbpxS4gsxgfi8Xo7e1l+/btuN1ulizR++7KykpKSopNs3IhQNP0gWVZ2TI2btzAE088maiOOGxGgG7e/LQe6Sb1qM95JX58I3qV0F//+tcEg0H+8NZb5v1z7dq1Zlr8dHAndLIBy5rG4hwQVSUnx1RmeD49YvSnCUVAz5jK3GxreGJhYWFxqWD1+OeIiZXNjOdNe5vY/tprhEIhdu7cwYz8fF6vr2fOnDkcO3aM6ytWMidvOV1DMfKX3wISWg+/T0NDQ0qFtcrKSsLhMH19vYRCwZTXk4WNkpJifvzjHzM4OAgI1q1bz7ZtL6cdb/9Af8KXI7NwZAhKAt1TxdY7jDzVQjxnDlpuMbi8jOIFVwE51y8k0n6QSNdHMEmqxtnidDomFZVOx2SimGNmMVlXrAbFBlJjQ8XlvLblf6cF4CuKjZaWFjwed5og1d/fT2FhoTmTX1VVlfE8Z2JoaND0uTE+s5KSYrJzsmnc00h2TjbZeTOYcXU13gI/QovxuUWw+83XaWxsZOnSpZSWlrJ4yRK2vazvc2LVMANjeabX4xIWr9lAyO5B0VTummezfKMszikrV65k5cqV7B+Bbb1wJAROAQXO9LY7d+4wPc6SK6hN9OUbeO/fyLryFhx5fubf9DXa3trK52+4Jm17y1csZ/eu3YBkeHgYm82eIsx7PF5KS0s5cOAACxcuML8jE8Uo0AWyUCjIwJEWPMJGPHs2avZsNFcOrjmX4ZpzGWpwmGh3C9HuI8h4NG0bp0NRBFrCAV4IuPvuu/nZz54/4+0kY8spxDXncpwF80AIlPAQzp6DGTzxzmwCATAnSICUe9Wa6mq6T3ab/lCgC+wbN25IVBbVP5Oi2UW8/ce3icdjvP3Ht/nSX/8tB/tiHDrwPpVXLqG7pydxH8N8hPR7LaReOxNTkl1CDwUfUyGi6cb7FhZnS19QRZMSxar4cV7IciicGIpxjVUS08LCwuKSwRp+nkfa29s4fOgQqqoipaSxsREpJZqmmYOftxv38OD3bmLr3n56RuLkXr2GgNSoXL0yZVslJcXcc883U4SM5NeSBwRDQ8OJ/yT19fUZj003nx3/QXX8jX8FYP7n/nLS9yO0GI7BE8jBE2iubNSsQtSsQhSnF8+iclz+xYRPvE+05wjTMoxJYuz9nUgJvrJUf6yzFaMy4c7yofjLcM7SUyWV0ADO3sO0KO0Z3SA0TSUUChIKpVee0jSV3t5eAoFSU1QCMohSuu9Xcgl0n8/Hli1bzO0an53hedO0/xD+VV/ClTMTqcYY3vd/eKenkKNHj6KqKvv369vq7Ow0tzmZl4tR4n7i62MqHB6DkN2DTcA3SmzMzCASWFicC5Zlw3Ac3hzQTc4dCuROuPskV4FMFhWSIwLvuGMThTNn0Hvwt2QtWYtjRgkllV/FWehEldI0LwfoPtnNunXrqK+vp6qqivLyFWze/LT5vXM6nTQ37ycQCCRFU2Wmo6MDl8sN6P5SjuEOHMMdaI4sZiwq42RIwebNwbNwBZ6FK4j1dxIb6CQ+0IUWHpnWOdKSyhFKCT//+c+ntV4aig1n4Xyccy7H7ss3N2gfOIpj4LhewOIc0traQm1tLU6ni5ycHPr6etNSJI3IzzXV1WY/17in0fSaUtU4auKwohE9ojiZvLy8KY9hsmtnIuf2nV84hBA3Az8GbMBzUsp/nKTddUAj8JdSyv/zCR7iRUvbcByHFUZ83nDZBX1BjdGohs9pqccWFhYWlwKWIHUeMQZSM2bMYHh4mIqKCnYlqhAB2Gw2KioqcNkVFiptnAy5CXlmUHjdF5k1x5O2vaamvebgqqSkOC3KxmDmzJmJWX5xmsid0/88dzicE6r8gUBgi4xgi4wg+4+geWYSzV+I4srGe9kNuOcvI9JxiGj3UWR8eiblUmKW7c6E1+shGAxNa1uZsM+Yi3vJjWbKiuNUC/bhDgTp0UNCKJOa8k5M59m06Q6amvayZcsWqqqqzFSjpHfG/Pl6WqCRkhcMBmltbcHj8aYIixUrK/hTSzvzP/MVpFBQx07h699HYXEhlZWVFBUVmQMvgGAwSGlpaVpFx2Qypen1RuGjIGjALKdeUS9/aqstC4uPzeo8XZR6bwQOjsHVPvAmfeUnqwKZHAEKcN9999O0t4nf/va3qP5y3MXXcKgvRteIijuvkFhvJ0IoZr946NBBtm17mUOHDlJaWmqKw0a1vdbW1kkjSZOZGCUJoMTGGP7wbdxSonrzief40TwzcOTPxZE/FwAtPEpsoIv44EnigyeR6rjIbrfbiccz55LF45lTgD0ej+k3mIxwenHNuQy3f7Ee/Ql6cYqhNuzDHSiq0Y8L7r777hRR/FwQjUbMvrGvr5eysmVmn7dx4wYAduzciaZpCCHMIhCNexqpWFnBsePHwTcXRWAakxvVQ09XsGGqCqIhTe/rcu3jBuefZoQQNuAnwBqgHXhHCPEbKeXBDO1+AGxP34rF2aBKyfGhmCWUnGekhN6xOD6nNUtmYWFhcSlgCVIfg9P580z0lQI4efJkxnXe+v0OQjFJztVfYog8XtrXwUc76lg4r5hNm/T0BKPE+fbtr1FfX4/Pl0Vvrz4ASI6Q6uszvExkYpCl+4M4nS6i0akFIkWxkZ2dzdDQIA6Hk8yilWTduvWmOLZv3z7aO95FzSokljcfxenTIwUWXEO09ziRro+m5a9iCC2ZOFsxypY1A5d/Cc5ZC/T3Fx7C2XMIJZ55ew6Hg7y8PE6dOmX6nxi4XG7GxsbS1jE+l23bXmbV6tW43e4Ukeu3v/0tjzzy9+agzKi4lywkSilZsKKSgblRJDB/ppNbKpfgsi81t1NcXEJ19ZqU625i6spUaBKOhaAzMS69yge3FOjRKhYW5xsh4OYCPTrvoyAcGNUjp4wUKiOypbGxMeV5phSt8hXlpkjRMRhlx8EhBkMqxZ+7nYFDjZQvyDe/W8lpq5mKOwQCAcrLV0wz5Tbda0lKDQHYg6ewB08hbU5UTz6qNx/VMwPF7TPT+pASdWwQNTyCFh5FC41gD4+ihkeQkVDatjMRCkdQPDnYPDkonmz9f28O9uwCDLMsJTKMfagd21gvIk1cl/z85z9nwYL5tLYemXSfE1Mcfb5sll29LKV64WQUFBSyceMGs88z2LN7d2J/wqwWazz+vy/vZoZvLlKNm5+t8Zjc5w0PD9Pb20thYSH33Xc/oF8rk0VGbW94i8IVn6H13d0wb9WUx/0p4XqgRUp5BEAI8S/Al4CDE9r9/4BfA9dhcU4YDGnEVLArVoTU+cTtEJwYjrNwhiVIWVhYWFwKWILUx2Aqfx7IPJDatOlO0+9i584d5o/om6qqeL2+nuuLQnwYnckQMyi5cSNH3xqPsp87dw6tra2oqkYsFkTTNDNlLJmJKWIgCQRKU44zWXhKZuHChab3hxEZJYRI8WNyOl3U19ezfMVyDh06xPLly+nv7yc01ottrBfVOzMRKZCPc9ZCnLMWoo4NEOlqIdp7FNTJ3WUzRQwoipImDk2JYsNZuADn7FLs2TMTp0DD0X8E+1CbmZ43MRJKT2sTtLa24Pfrg9mhoUHGxsbM85UcHTVeVWr83DTuaeTRRx/h8cefSElHqa193IwUmJhiqUrJWy0D9MR0z4Ty+VmsCvhMj4qJHjqZxM/TMRqHlhCMqvqQ+gszYUUOpzV7trA4lygCvjwLftkFHZGEKOUDe0KUmph69dJLW80om8kqrPnznHzt+pn8oWWE5o4QM5asZMijMBLRyHYpZtoq6Km2Ho+X5SuW032yOy26NBkhBHPnzk2JeFy3bp0emTVFHybUKPbRk7hCfQhFEBWuhDiVj+bOw+abgc03I31FKVHDo6CpgNT7XKnp4QJSQ0pQXF5sbl/mL66U2Ea7sQ+1o0SGpyxKr6rxSe9byW2S+dznPkd5+QoWX7GYLVt+SSgUwuPxcvvtt9PT08Orr75qClW5ubkZt2mz2YnHY6YwmBz1a3cYYZoaTz75RIofVKZ7rTEZczrGNEEhsP/NHbDxohCk/EBb0vN24IbkBkIIP7ABuIkpBCkhxL3AvQDz5s075wd6sdE1GsfSos4/WQ5B54hKTJM4rBNuYWFhcdFjCVIfA5vNhqqqU6aaZSKT30XyjP9VIZXn3+zAW+Bn/mf/grgmsSuCI0eOAOODKsMXBfRUiMY9jcyZMzvFW8igra2NgoICU1DRKx0NTmglUoxoIV2MstsdSCkJhYKmOa2+jkhsYTxSQLO7iWfPJZ49B1vWDLyl1+ENlBMfOYUaGkYLDicex8uOZ0pfma4Y5czOx1a4CNec0vFy7JqKfbhDT1lJMvI1DMkNampqaGtrZ/v27fj9xaxduzZtoFpbW2v+ryg2M+UkOX3GWPbYY4+an4mWGGA2N+9PixgIxyW728L0xVxITSN7+ACeGfn88L+Op6pM9NA5E+IaHA9DVyIqyingr+ZAsfuMNmNhcc5wKPDvZsMvOuFUTE/fu8qni1UTU6+am5uRUtLc3DypIAXgtCvctDiXQKGbV5oHORXS2H4kxNVFTu644w521tezZ/cecnNzufHGGzl06FCaGLVq9Wr27N6DzWYjHo+xaFGATZvu4LnnnjNFqbfeeotHHvn7lL5gMlQ1TtmVy5g/fz7btr2s++8JG5rTi7R7kA4PmiPxaPeA3YXNk336EyglIhZCxIIosSAiGkSJhVCiowhtKs+9zJX0psu2bS9z/PhxsnOyiUSirFq92oxu2rJlC5qm4nK50DT9nvCTn/wUwPSUuv/++7j55pupr68nGo2mnMP6+npmlOkTK2o8lnZ/NETF5HTFwsJUn6rJKJqnewbOuniCLTKN0Cd+sD8CviulVMUUsw5SymeBZwGuvfbai8Vi67xxZNBK1/skUIRAShgIqczKsoYpFhYWFhc7Vk//Mbjl1ltNj4szYSq/C4Acj42bLxNsb4nhnunnX3Z/xGfneVOEoVAoSGNjI/0D/QnRQwPkBP+icaLRCKdOTZ42N+uya3C5XPj9xfT3nzJ/9E+sVGfMbiuKbULaRvpvWSUexjlwBMfAUdSsQuI5c9E8M7DnFGLPSR1MCEVBi4bwXrEaNBUtFkGqcVBjyHgMqcb01BjFjrDZETYHwu4Amx2b3Yl/YSndw+PpiEp4CPtwxyQpK6mz6y6Xm82bnzZTIAOBUn7xi38mFovhcDhYvHgJzc3NKYOhhQsXsG/vPvJn5JObm8fQ0CC5uXnkz8hn8+anmTt3DkePHqNiZQX7/7Sf0VHd2Liurs5MwewPqbx5IkJUlQgZZ2T/vzF/0Rx27mgiHA6zc8cOyleUp3noTAcpoSemp+jFEh/N9bnwmRlWlSmLC4/XBn81G/53Owyr8GEQrvCmp+3p0Z7Npin26Zg/08Xdqwtp+HCYwyfD7DsZpaU3yKrP3MTxY8fp6Ghnx47fEYnofYURqdjUtJd9e/eRm5vL4OAAQgiGh4doa2tn+fIVZr86NDTIk08+mdFnzufzMTo6mrKsuXm/KSaDbohui4xAJN3oXNgcqIodUEAIJCIRCZV4FAIRjyDi4Yx92umZWm+w2x0UFc2a9B5ivB9jkmL3rl3s2b2bq64qIx6PI4QwzyukVivs6+ulra2d8vIVlJevSBGjjMmVA8O6YuS029AS/opNe5vMe+ymTXemRYtOh5wiPzEJP/mHmmm1/xTQDiS/+WJg4izUtcC/JMSoAuBWIURcSvl/P5EjvAgZiWiMRCSFWdYN9JNAKNA5aglSFhYWFpcCF7SnF0LkA/8KLACOAV+VUg5kaPc8sA7okVJelbT8+8BfA8Yv34ellK+e36MeJzmq6UyYyu/CYPGiEl7e9r9wLP4iznw/rzX9MS1aqa+v1/zRL4RACJsZITVRSNJJnSFPrhBXV/cira0tuN1uqqqq2b59OyCx2+1pBrpTpatkQiBxR/q5ufwGuvr6efu9A2gOL9LpRXNkIZ1eslesO6NtTqR7OIJAUmiPMHxsPw41Mu3jjMWiaJpGKBSksLCQJUuWJKUtxmhubgZkynkwUkd27NjB9773XXO5UcXLeL1xTyN33XUXzz//s5T1TgzF+WNnBClhTq6Dj+rrUMOjHDjQjzNh5GnMbGdK/ZyKUMKjZzihFxa74eaZMMuqojwpn/a+6NNIrgPunAsvdEBfDAjCZd7UCNK77rqLYDDIddelZx0lixXJ/bDbobB2aR4dh7YznLOEEZz8rjWEs3gpdHSQk5NDTk5uisBr+MAZJt9SSnp7e9m69dcMDg6m7NfwuvN4PESjMbOficXiaX00MH3jcC2Ook5dVdTj8RCKaTgcTlMESp4YyLR/fbmCw+EgGo1Maooej8e45557zHvBxPUNAS55+3r02n4ykZubRzAYNFO/jTS/QCBg+hk6nS4eeuhBAE42n2QMcNhtzJgzh8WLF7NlyxaCwSCv19dTvqL8jPvCqKYL8i4BeRfPuPYd4DIhxEKgA/gr4GvJDaSUC43/hRAvANssMerjcXIsfs4rVFpMjs+pcHwwxjVF1g8XCwsLi4udCz3V8z2gXkp5GVCfeJ6JF4CbJ3ntGSnlNYm/P7sBYHt7Gy++WEd7e9vpG0/gphuvY+yQXiAnt3QFFatWkzlaH1auWsWjjz7CPffcw2OPPYbH4wV0TyZjneTUwtzcPDZtusNMWVl5w/UsmDePyspK6uvricWixGLxjAOX6eJwOPB4vBQWFhKPx3n11VdoatyFLTyIY6QT56kW3Cf/hOfEHlwf1eM8thtX159wdr+Ps/ewXglv4Cj2oTZsw53YRk7q6XeDJ3D0H8HR9xHO3sM4uw/g6voT7qNvsdA1hj0e5oaKG6ipmd6MeHJKYH//AIcOHTKfC6EkojMEgUCAvLw8hFDwePQqiDk5qSk2VVVVeDxeAoGAmdZXUlKc8KeCwOWLeaczQmOHLka5gh3cMCvIDeVXm1UXjSiD5GiD6SAldEVg34guRjkErCuEO+dYYtQ0uOj7oj9Hilzwtbl67fq+GOwfgZWf/bz5XTDSVRsaGtLWfb2+3hQrMvGFiiuZ2bebhbkqEnDPK+OKm7/BF774pZS+D/TvbXLf6nA48Pmy08SoZEKhUIroHYmEM5qmT8Rms+FyuVm3bn3K8syTCKnk58+kpqYGVY0jpZZmLi6lRFHSb+tSamY6dH7+TCa7j7S1tRMOh3G5UjuMyaqOpiMoK1tGTU0NBQUFxGJR/P5iCgsLzXtJa2srJSUl3H33N/m7vxv/mp0aHAZgdHiQ9na9guxNVVV4vd7TRiFPdp+NJA47z3Hx+OVJKePAf0KvnncI+JWU8oAQ4m+EEH9zYY/u4qV1II7XStf7xHDZBGNRyUj0bKJBLSwsLCw+TVzoOcMvAZ9L/P9z4A3guxMbSSnfFEIs+MSO6hzycfx/yleUc/z4cY6NncKWNZOYKw+Xy0VOTjbr19/G9u2v0dHRgd/vN708fvSjHzM0NGgKJvF4HI/Hw9y5foaHh+jt7cXvL+aee76Zsq9//I9fQVXjHDvRlmSKfvazgTU1Nab3SigUJC8vb8rBXftb/x8A8z/3lynLdeNwOW0fKWO2vnFPI2uqqykoKExJHclEcqqNqsYJh8e9poQQadWiDK8pgLVr19LW1m6mkZSXr+Ctt95KMwzetGkTHSNx3u6McnQwjgC8wx/Qsf/3/GG4lDvu2JQSNTdVSmcm4hp8FNI9eQCuzIK1BeA5M3uzS5mLvi/6c6XEDXcXw6+7oT8G3qtv5L6VN5LvwBQYMqWrGoUgMokVRuGIiooKqq/1c6I/wrb9g8SyC2gaifPGr15mecBvekmZXnw7fkdOTg7r19/GCy+8cNpjN/oO/XFsyqhMm82OlBJVVVFVdcqqfi6XK02QFkKhs7OTHTt3Ttkf3nXXv+c3v/lNWr83Z85s3G4PlZWVGV8HzEhO4DRVWYWZRqn3uYJAYBGdnV3Mnz8f0D+zU6f66OzsTBHJPB6vGYGVXNzBN2MWcUALD6MoipmWN50o5NPdZy82X+SE4P3qhGX/a5K2d30Sx3QxE4xpnAqqFHgtQeqTRCLpGYuT7bx4DOAsLCwsLNK50HfXIillF0DicdZZbOM/CSH2CyGeF0JkKF2kI4S4VwjxrhDi3elW55kuU0VBVVZWUlo6XgmvaW8TTz+9maa9TVNux/j/+uuuI1vrB6ArKIhEwoyOjlFSUsw999xDbm4eHR0d/OhHPwYwjcqTI5tCoRCbNt3B+vW3EQiUsnbt2rR9jw+kZIrnCeji0t13f5PJZtUNhBi/nGpra1O8SIaH0z1TpoOmqWiaLowZg5rx6nZTr/fcc88Rj0+dAgOk+b50dLSbEWYLFy5Ia9/Q0EBHRztut5uSkmIaGhpobR2P4kg2i9+9azdHjnewpz3MrrYIMVUyJ9fBpooCbr5uEcXFxYTD4ZRrp7p6DY888uhp0zoNRuKwb1QXo2zAl2bBl4ssMeoMuSj6ok8rhU64y6+n7KlSNzo/EQa/X0/RyuQXVL6inAcffCijYLFnzx5UVWXPnj0AzMt34ev8PbH+4wjFTs5VN7GvO8aRo8fYuvXXPPHEk/QP9PO9732P++67j5KSYipWViRSoRWEEBQUFGJEShqMjo5RU1NDLBbDrIyXoKCg0OxHQO9jJ0Y0TcZEMWrV6tVIqSGlxu5du6Zcd/v21+jr68Pn86Us7+jooLW1hV//+tenFemBScUop1OPnurvP0VLSwvr1q1n3bp1tLYeIRQKUl9fz46dO3nhhRcYGhpCSg1VjeNwOCksLKSqqiqtOqyqSeKKXjBDi4yiaVrKZ366SOOJ91kD49OYeOd69tlnKSgo4Nlnnz3tebCw6B7Vfx9NZRBvce5xOxRODJ2ZRYSFhYWFxaeP8y5ICSF2CiHez/D3pXOw+f8JBIBrgC7gh5M1lFI+K6W8Vkp57XSr8xjccMMNCCF47rn/nfZae3sbW7ZsmTStxPC8MH5cT5Vmsn37dlpaWnjxxRfN/xsaGqi8egEAOcWX483OS6SX6Bjix9DQIG1t7YkUPT3lxMDj8VBX9yJAWqqKQXKqyfIVy3E49Bkpu91OXd2L9PT0mOlqyQOyZKZK61i6dOmkr50efVihaZpppp4sfiWT/D46OjqmjMoy8Pv95uAtEAgQCJSaEQidnV00Ne1l8+an2bFzJ3V1L7JkyZKUAVVlZWXK89zcPHPbOSVX8O5oNm3DKoqAz16WzV+U55OfZae4uAS3222mp5zxWZHQEYb9o3pqymwn3FsCS32nX/dS5GLoiy5m3Ar8RRF8NiHlnQjDoTGIn0WgZk5OTsojwNGPDjN28LeEjuwCKclZcBVXfPEeYq48NE1l967dtLW1m+3XVFfjdnuQUsPt9nD//fdRU/MYmzZtSohT4HDYqa2tNUXzZPr7+1ME8UAgkCJQZcJut7Nq9eqUZQ6Hk8VXLM7Y/u67v5m2TX0iQKYJ7Qbp1VXPDF2okmb06/btr1FfX4/eTwuqqqrM6qK6PqcP4lVVpbe3l0OHDqXch9ra2vlv/+N/AiAjIyC1NDFtstTNl17ayuOP1/LOO++Y99lM4tVEGeHhhx/m1KlTPPzwwx/rXFhcGhwbiuN2WGLUJ02WQ3ByVCWWoX+1sLCwsLh4OO8pe1LK6sleE0J0CyHmSCm7hBBzgJ4z3HZ30rb+N7Dt7I90ct5++22AjNWHGhoaCAaDeL3eaVVBmyrNxMBIGTNmfIuLS2ju76d9MMpX/v19LJqhi011dXXmOrm5eTQ0NBCPxwkESlNMaefO9dPa2kI4HMbtduP1enn//WZzNl9RbBQXF9PdrZ/O7pPd3HnnnTQ0NBAOh2ltbUmkoOntOzs7WbV69Wln6o2Uj7KyZQSD0zT2PQ1er4fR0dE08Ss3N49vf/tbAGaqYEFBIQMDA0nRX4JVq1fRfbI7cX7Gn3d0dBAIlJopJP/lv/wjoA+iDMNjY5AFqakmJSXFKc+//e1vsWdvM4cHIGvOIgCKZzipXpJDrif1K3c2FfQAYppuXN6feGvX5sBNM8Fu/WaelIuhL7rYEQJunAFzXIkUvji8NwIL3TDDMf3Uq6985StmGq1BIBCgtbWVYk+QL9xQwO8ODHEKH/M++xcMHT9E959+T0NDQ8p3uaqqim3bthEKBfnhD3/Id77zHUAXm4BEZJReGMEQpQ9/cJg9u3cjhDBfBz1tt62tPaNROuipbIbBN+hpxzabjVgsyq9+9asMlU3hn/7pn9L6wkwVAJOx2+2mnxRAWdky5s+fn5JCKBLV/abjHRWPq+b7LCgoYNasWeTk5DA0NMSiRQtpb+9A0/Q2Hk/6fXL79u0IVxYAaniYmprvp+1jsn6yubk5YazezIYNG4HU9L31f5k5Tf6pp57i4Ycf5qmnnjrt+7O4tImokpOjKjM8Fzqh4NJDEQIp9YrERVa1PQsLC4uLlgvdw/8G+Abwj4nHfzuTlY0BZOLpBuD9c3t4Otdffz1vv/02fr8/7bXkH8rdPT1s2bIlrepTMlNV5lu7dm2KN1FyysIVc9y0D0Y5MRQ3Balkn6Jvf/tb5ux+ZWUl3d3djI6O4PNlUzS7iKNHjzI2NkpHRzsTq+1pmsrx48cxZriNynubNt1BU9Ne+vv7UypFhUKhKcUoY+Bks9m4++5v8qtf/YrR0emk7KWONoUQ2O32lEHdVLP+dXV1bNq0Cbdb98/Kzc3ltttuSwhrITo6Oug+edJcJxBYxJrq6pTzBvqMvZGuEo1GWLduPdu2vWxGZmUSj9ra2mn4w27cRYsYc+bhyV9E1hyQmkr5HMnxP+1kZFYlucUlpr+NoijEYjF8Pt+0S5gDDMfhgzGISLAJ+PIsuCJr2qtbZOZT0RddKgS88NcJX6meKBwK6umo+Q7oOLiPPTt+yw3XXzdpWmumamybNt2Z8vz262ey98QYu1qGyZ2/hJySywgf3ceJE+3Mm6dH75SXrzCFmtHRUXbs3Mma6uq01J1AIMCmTXewdetLNDc3I4RI85My+qfJ0peTI1/XVFezprqa2traxL5HqKmpoa2t3axWB5mjUk8nIn39698wxbqSkmK2bn0pzc9KCMXs73JzczIKaD6fj2AwlCKS9fX1sn37dgYH9QKVxj3K5XITCMw392n47i1ZsoS+vj68xXoEmJPMKdbG59m0tynlHqv7HTabflaQWbyaqGPee++93HvvvVOep2effdYUrU7X1uLipXdMRZO6OGLxyaMo0DViCVIWFhYWFzNiOpV9ztvOhZgJ/AqYB5wA/p2Usl8IMRd4Tkp5a6LdFnTD4QKgG6iRUv5MCPEL9BQZiV6q/T8kDQon5dprr5XvvvvuGR/vm/1Tv/7005vNaKkHH3xo2ttNMeDNMMBqb2/j92/uon/WZ5EI7K1v8pXbbqWuro7W1lYCgQCVlZ9LGWQkG21v2bKFUCiIy+WiuLgkY4RU/5E/AZC34KqU6nSZSoBPxO/3c/Jkd8oAzOPxkp8/I2NUWbKJuMHgMX38PmfJdZNW9tNn/iVTma0nm5jbbHZUNU5ubt6ENJVxQS4QCHD06DEqVlaQPyOf+vp6fL4sDG8fn8/Hd77zHXNgCKRV7xsIq2zfewSRO9tMJZSaitZ/hIqAj6MfHKClpYXCwkLGxsYIhUJpFbUyRQVMRErojMCxsH70c126GJXnOO2qFy1CiCYp5bXnYDufqr7oUiGmQdMwHByFk9Hx5fFImL4jH3DL9VeTdYZeae3tbWbfWFxcwhP/+EM8gc/gyJ8HgDZ6ii9eXUy2S/8u//CHP0zprxwOJ7HY+MEoio1HH30EgNrax0nun2w2G6o6Pd+o5H7F6L9B0tp6hEBgEeFwhL6+PiKRsLnf6XpSTYbeNw4xVZ9aVraMtrYTKaJUTU2NeW/weDxmnx0IBAiHI4mJj3HWrVtP/0A/jXsayc/PN/toj8dLKBRk7opqcgPXsCrgY459IOXzSeZM77FDcWgehWIXfD19PmlKCgoKOHXqFDNnzqSvr++07c9VX3ShsPqizOxqC9E5opLrtiKkLgQRVaJqki9fYXkRTJdPe19kYWFx6XFBpxyklKeAtNw1KWUncGvS89snWf/OTMsvFMnpeBMHPZkw2hw5cgRN02hsbMwoSDU0NHCkpQWvUoKzMMDJsJ2mpr10dnaxbt16ystXpAhHmzbdweEPDnP06FGKZhdRVVVFfX09VVVVZjWpo0ePmNWhvvOd7/DEE08mBjeCxx9/HEWxccstt5izzENDQ/T19aYMPgBz/0888aS5zEg90Qdn6WSKcspbcJWZUmMwscpT8sy/3+/nnnvuSTpu0tY3BLJkMWqiGGa0b9zTiMPhIBIJJ8Q7N3fcMe5zYqTBGIJTXV0drUeOcNmqW3DMvRIlby5IiTs2wMDRfay4bBZf+Es9Q2ze7ALC4TCdnZ1omobdbjcFKVVV00qsZ0JKOBrWBSmAG3Lhc/l6hJTFx+di64suFhwKVOTpf/0xODwK9R91YC/wM3vJ1ewbgUIHzPfoHlTTYWJFNq9DMnrwVbLmLsax4EYU30x+dyRERbELf7ad73znO+zYudOMCk0WowAqVo5Xw3Q4UiM6VVVN6zMzYfjOGULUkSNHzP5u3br1HDp0yBR5HA4nUmrE49MTo/x+P52dXRkjp4aGBikrW2ZWJzVITvtrbm5m3bp1ZhSV0+mira2d7m492tR4b4WFhWZa4ssv/4Zkw37jHqFpaoqhelVVFYc++JDs0jIiEt7auY2RjsOJYxtibGzMjIbauXMHoVAIh8MxZcp7MsYlEUnS2/bs2UNtbS01NTWsXLly0nWttD6LuCZpH46T47LEqAuFyyboDWuMRDRzksDCwsLC4uLC6t3PIclVnyYzYU3GaJObm4vNZqOioiJju8VLlgAQ7T4EQOEV5dS//rpZ0QjSjbX37N6dMOrdxaFDB5k7dy6zZo0XDjNEGePxW//pP7Li6jKMSlGqGueVV17hhRdeoLv7JH19vfj9fm6//WspJrqHDunHlJ2dDehRSctXLOepp/4LyRHuLpeb5MQJo1KTQTwS5LYv3mKa2fp8PjZt2kRe3oyMlW2MyKvkCIFNmzalmLkb4lFubh4ej5d169YzOjpmvu7xeAkEAiiKjYqVFeTkZJuvRSLhFPN3Y3AmpcYTTzxJW3c/C276Gva5VyKBZcVers87yXDzy6y54Qq+UD1uV2SYl2uahs1m4+ZbbuGRRx41hSibbeoQDyl1v6jOiH4GvzQLqmZaYpTFpUW+A1bNgEev9/MfinXfNAH0xmDvMBwLTc8AfWJFtu9852+pqfk+f/vXf8XffH4upYUuVAm72iLsbgsTjGmsqU61HzPM6AOBUtZUV9PUtJennvovKWIUgN9fnNZnJuPxeAgESvnKV74CYFbsTBaPtm/fTnt7O3l5efj9xdx5552JohPpb3ZiwQk9UnXmpGl8DoeDAwcO4Pf7EULB4/HgcDgpKJhpGreD5NVXXzXf79/93fdoaGhIm1g4deoUtbW1/PznLzA4OGQuN6qizpkz23zPICgrW0Z5+QqW3rSBiLRRmG1npOMDc73h4eGUAiCNjY16FT5NmzTt3cAwNh842a5fI1G98APoFWC3b9+eEvWaiXvvvZe+vj4rXe8Spi+oEtfANl3zOovzhKQnaFXbs7CwsLhYsQSpM0CV+iz9dLIcJytDPbFNcXExWVlZ3HXXXZP6oRxOiD7qUAdOGQGHm4rq2/B4vKbviOH5ZIgoycfY2tpKa2uqODZexUjQ1LSXZx64k5d+/GjKfqXU0DTVHHh0dHTQ0NBgpv/5/cVJEVSD+jGqcfbt3UcsFjWjgGw2OwUFBRgeVfrxlhAIlJr76mzcxjMP3MnYmC4YjY6OcviDw3zrW/+ZRYvSq/oZfl7GYMd4TB4QGoOwUChEKBRk3769Ca8RYa6/ZMmVPProI6yprmb9+ttMoWyiX9j4QE+Qs+AqFq29C0/+HGR0jA3LZ/D5K3L4w+93TFpB0bge7rrrLnMwdVNVFV6vd8rZflXqlcZ6YvqX9S9nW1X0LCxmOuELBXBfCVyZBRrQHtHT+05Gpu6jJ1Y+TcZlV7i1LI/PXpaNIqB9ROXVlhB/bO3F4x2vxLl+/W0pEwD19fVpkVNlZctYvnw5W7ZsobS0NEMkpCA/f2ZK31xZWcnEyouxWJRIJMzQ0BBr166lpKQYmy3TrVuwaVOqb1ZVVRXNzc3mc0XR1zMEslgsjqapdHR0IKVGKBQiFovS29vLqVPjaWqaplJYWEh7eztNTXuprKwkLy8vZd9GZVIjRdHok40Kq11dekRVJBKlpuYxNm7cwKmgykeJygzVS3LxeNyJ4/Ow5gtfSOkfKyoqppy4ScaY7Hmr4Q0zpbNTz3SkpqaGtWvXpqVeW1hMpH04jt36lXzB8TgUTgxZgpSFhYXFxYp1qz0D+mJwcAzeGYbjofEZ10xMNehJbuN2u2lvb58yksoQM+6++25uuLxAX5g/j4ceetBMwZvIqtWrUp4bg6e2tnbq6l7kq1/9y8SgRLJt28sMDAyQlZUFCAoKClEUG36/H0WxmeKV3++nsrISn89HJBJJSYUzopGEUKiqqkrM4Ouoapy1a9cSCJSybt0681gqKyvx+4vxeLxIKenq6krxVmrc00hbWzvDw0O4XG7WrVtviljRaJTNm5+mYmUFfn8xc+bMoa2tPS1CQG+r57l1dHSwceMGamoeo79/ICXCrK6ujuef/xklJcXU1NRwzz33pGxj06ZNfPfvH2PZ+ruZU74GodiI9nzI8N5fMS9fH2hmEpiMmXog7XpIjqjLRFzCgVG90phdwJ1zYdHUVeMtLC4pch3w5SL4+lzwuyAmoSWkV+YbzOyPfVqEECyfl8VdqwoJFLrQJByPeJm9+iuULrueTZs20dDwRkJIegPA7PMcDgdlZcvweLzMnz/frNDZ0tKSFHGkU1ZWRn5+PiDwevUvdklJcUoUZzJSSvM+kRydpIvnIsXY22DWrFkpy7Ozc5LWK6asrCylr0/d3/j/imKjt1f3r6qvr6ekpJhvfetb3H33NwkESvH755ptbTYba9euZeHChQBmhdWKlRVmNCqAKiXvdul9c/n8LGZlO8yJAL/fT9GsWcydO5eiRGRvdfUaHnnk0UknbpJJnhDKSRgTtCUEqZUrV/Laa69Nma5nYaFJydHBGD4rTeyC43UITo6qxLQL53lrYWFhYXH+sMpWnAFX+qAvCgNxaIvofzPsMNsF+XaYrAjLSy9tNSsBGaWpDSYrZ51McsWogpjGH1pGODmmMhrV8DkV03TX8IMCvUrTgfcPMDQ0iBAKR44coWh2Ed0nu02vKb2kue4LMjw8jNvtBiS5ublcfsXlNO5ppGJlRVq6ijFgGh0dNcukf/GLX2T79tcwIqAefvjv+NGPfszQ0CC5uXmUlBTj9XrZtm0bZWVlZiTXPfd80/SaSvaLAli4cAHPP/8z8/mhQ4eorKw0/Zik1Ni3dx9z5841owwMD5MXXnghzfA3eUCY7KsF415SxuNPfvJT+vp6KSgo5P7776NzJE5jR4S4ewY2BUIfvUGw63BK1IMhLBkRUsmpm0Ba1a+piGpwYAzGVHAK+IYfCp2nX8/C4lKk2K2LUgfH4Pf9eiXK98f0ftkz1MnuN16f0s8vE9luG+uWzeBoXzE7dTgAAQAASURBVISdB/shrxDyCvn5zvdoa+sExvuL8vIV5uTA5s1PEwoF+e1vX0VVVRTFRlVVFfv27QP09OVIJEwwGOTIkVZA8v77zWzcuIG2tnZ8vizC4TBSaqbnnRAKBQUzzUkFu91OPK5HDPT3D1BT8xg/+clP09LQtm/fnjJxYPwfCgXp6AjidrtMQ3bA7LONghAG432pSKkGaETmJu/3lltupbx8hZkiXllZyY6dO9PuJ4f7YgxFJLkeG8Fjf+TJf9nD0qVLTSHJ6DtbWloS97a/TfuMJru3Jt8z+6LQiR5BZ2ExXQZCGlEVcq10vQuOIgSahFNBldk+a9hiYWFhcbFhTf2cAUt98Dcl8LU5sCRLl14G4npK1TvD0DXJD97mZr2iXXLqxM6dO3jyySc4fPgwUkp+9rOfUVf3C/P1urpfUFv7/ZRlAG6HwuLZelpD64A+YEj2g9q8+WmamvYC8O1vf4tAoBQpNaTUaNzTmOI1VV6+glWrV6MoNnJycsjLyzNfa9zTiKapNO5pZMfOnTzxxJPs2LkTwJxx9/l8ppBWXr4Cu91BLBalvr6e/z97dx4ndXUm+v9zauuu3lca6G62BgVZVMAIasQIxGU0jk4mGQ2ZmIw/kmvmTuJkohljQlDHieZmTO6dZCaOk0kimkkyAxNFIwGMuAARAQURFJqtF2h632qvOr8/TlVRVV3dXd10d/XyvF+vooquqm+drq463+/3Oc95zsaNm2hvb2fhwkV89atfib4PEP8+AOHpfGZkPZJpBVBfH79IWdnkMp555hnq6830ksiJXqSWSnt7O0888T1eeOH56JLlsZqaGtm4cRM1NbUcPnyYO++8s9cMs0jh3ebWNn654z3eqPESCEFFoYOy9rdxnTGFd73e+D/6K9u3x03bS2XqZiJPEA50mWBUkR3uqZBglBD9Ucr00V+sgBWFYMVkF9ZmlhEqqeS1198Y1HZnlmTw+asn4zn9NlqHcE6dw0Wf+BJTrriJOUuuxReMH7VfuXIlTmdWdOpaKBRk8+bNZGZmmJpTq1dTWloaLlweWenUwoYNz7JlyxYaGxuZNWsW69at42tf+xrr1q1jwYIFNDY2sWfPHnbs2BENRp3vA4krFg6m+Hl9fX2SbKrzYheBALPPWLduHZ/73OeoqprNwoWLsFisVFVVhevw3cKkSZPYsOFZamrM9L0nnvheXLB/8+YX2LptW9w08khNw107dwLQ7g3xfqNJYVs1L4+3du8iGAxy6NChaCZpWVlZdJvJFsIAOHDgAFprDhw4kPR+4HyGlBtCGh544AEcDgcPPPBAr88Roq4zgMSiRg+rBeo7ZdqeEEKMRzLUMEBKwQynuXQH4WCnmR7S4odqNzgtUGCPf87ChQujo7gRu3fvJhgMRq8h/uQgMWMn1qLyLA6f8VDd6mdBqT1u5bjINLRIoKVscll0G8uWL4ueJESsXrWK1atWsf5uc6IQuW/Z8mXs3rWbKVMmR1eX2r1rN6tXreKOO27njjtu79GulStX8rvfvYTb7Yqu2nTw4IEeKzgtXLiQJ554ArfbjdPpxOs1tVeCwRDf/va3EpY8P//7R9oB5kTs7rvvBohmeUVOyEKhIFVVs/F4PD2WHz948CAul4vq6mNUV5uRd5fLTUlJKU1NTdG/UUlJKd1kMPWKG7DmFILWFHhPcmjz7+OmFSbWe4ldaRHiR+pT0REOcPo1lDngL6Yw4GXthZjI7Ba4uhAuzTXZUge7rMy8cgXWUIBmPxTb+98G9My+yXWfonnfUfLnXo/OLqNghqmN9D8fuCjNsjAlx8b0Ams0Wyo+W8n0ZZG6Rdu3b48rNK410cxVMLeTFd0+ePAACxcuorS0lI6OznCw6wW2b9+GGSI53zcl1rQCuOeee6JZUEBcsfVIv7tixYoe+4nI+xC7omtse8GsBhjpiyP7itjfL3L99NNPY7voo2SVVLBgqpOKwgyWLVvG7t274+pDRTLKILbmYWr27tsb7YeXLF5CpgU8ITjngyeffBK/38+TTz7J448/PqDtiolBa81xma43quQ4LJxqD3D5ZJ10oRshhBBjl+xtL0C21SxH/sUKuKbA/Oyoq+dKT7fffgff/va6uCkFsQVaI3WPYusfxdbS2LRpIw8/vJ5NmzYCUJZnZ1KujUAInn5xF11dXXH1P2KnVOzftx/QpkjsqlVs3LiJ9esfZuPGTdHR7b1797F41e04yy+mpsYEcFavWsW3vvVQtBAtQFFRUfS5QI/MqSVLFhMM9lFYCwDF6dOno0uFu91uZs6cQWHVpcy9ytQGqaysYN68eUmDcRE333wzlZUVPWpvOZ1ZXHTRxdTX1zN9xvS4wulggmGx2UpdXV2EQkFaWlqihXY7vSEu+8QXmPGxv8CRU4jV38mqmQFO7T0fjFJKsWjRIu6998vRbSWeBA1Usw8Odplg1AwnrJkqwSghBivHBrdOMrXXJjkgaLFxuBtOhDNl+pOY2XrvvV/mW/ffx/++dRFrrizm6tk5lIdHHxpdIQ6c87H5Qze7aj00dAdZsHARsSuLxt5euXJltM9euHBRj+nFfTl06BAORwZerye6iIPb7eaWW25JupqfWdXu/D7lq1/9CgvDbZs6dUo02ymywt9Pf/rv/OhHP457H2IzW5Nle0YWjbBabSilonWiIq66+iosFivLr76KwKS5ZJVUoIN+rpmdy6ZNG9m5cyfz589n7ty5PPvsBmpra6I1+W659Va+9rW/67EfBJLuO6FnpmpuuB/9sBvuu+8+7HY79913X6pvuZhg2r0hun2aDFnKdtRwWBVuv6bTJ3WkhBBivJEMqSGglBmRr3abaXvVLrg4u+/nrFq1Omlx1traGnbs2BEdAXI6ndHpCAcOHODQoUMsW7aMFUtX8Os9TRRWXUp22XTyQp0cenMLSy+dHzcNLbFWUuzJxbFjx6IZVVOnTsXtKIjWhIooKiqK1lJqamqKPveOO26PZiztfPNNGs6eZc2aNdFsMKczE7fb3aMWibn/fMaU1Wqjuvo4eZVzIeZkanvcSnUKh8MRrTF11dVXR3/HFStWcPLkSYLBAFarDbfbxXvvvRetL3X//V/n0Uf/IdqG3LxcjnxwJLplhyODQCDAsuXLeGvvuxw46yJvplmJz6Lgihk5LJ1Rhs2i+DAm0y0SXNy2bWt0ZH///v3Rk6CBBqQavHDUxOi4PBduKEGmCwgxBCoz4QvlsKcdXmmBOi90BmBuNjj6GJJJltkKJhhdnGOnOMfO0uk5ePwhTrd4+bDBQ3Wjl5qOIDUdQXwVH2FOXgXFVjdvvfFaXJAmtuYUwJkzZ8IZngqlVFz2VITNZicUCrFs+TLeP3Qo7j6n0xnd5tNPP01dXV30vkjwPzK4EHt/bNDfDAKYrKdItunevfuwWCzhgJlm48ZN3HHH7SxcuKhH5mtkm05nFgfefZedb74ZrWu4etUqVq1cybsNPtpaAmgdovv9l8n4+P8XF/hzuVxxNfdi+9HYx0X63zVrPpv0b5eYqTo5Axr9sKsd1v/j45IZJfp0pivYa01QkT4aTWN3gLwMqWEghBDjiQSkhohVwSdK4d9qzYFvoc+Myg9UpJBrRUVFtPZQ5AAdiE7zW7VqNd2Hf0dW1bU4cgrwUEDVTfdgzzZpzeW5VmwW1ePEJ/YkK7IK1MqVK3GoIO6Olh6j3yYIRXQ6W7ITNDh/YhM7nS8ytaOqanZckOv06dPRKSMm40jjd3Vy7fIrAaKFfX0+HxaLhRtuuAEg2tbY36eysoKHHvomQHSKi9YhnM6saBAuNiC2e9fuuHZbrVbuf+ABjrb4efesh7yZVrTWLCh3smxWDjkZ51OUbr/9jh5F6WOnXt50881xJ0GpqvXAyfAKUNcUwEcLey+QL4QYOIuCKwtgaib86gx0BGF/J1yc1XOKdUSy73symXYLF5U5uajMSacnyHv1LnYfPosjpwByCmgHrv3LjzCrwEYwpLEmiTR/+cv39vjZI488Gq6Fp8jMdMb1fXvf3nv+d7NYuf/++6P/v/zyxZw710gwGIzLvFq2fBk1NbVxwSpQVFVV0d7eHp1uB2C3mzdl+/btcds4ePAALpeLFStWRAc3IsrLy2lpaY1bLCMylVxrzcFzfj6MCUYF2k07YvcrV1xxBXA+CysyQLNixYo+9z+JlixeEhfMyrdBntX83X9RBzOdphB+ZabJpBMi1vFWP9kO2QmPNk67hdPtAaqKJCAlhBDjiRyKDaFiB9xYAi81mSypPCtkDnDKVeyqe5EVoWJrRCmlonU2vvk3f0VIa2pafLx/xs3Rcx7OdYc41+3FqmB6vo3pBTZKnJZoxlVi/afICc76u28GoPLe/x3XntiTgN5qR8H5aSG9/S6xvvrVr0SniJRNLmP/vv10HdzGaw3v87GP38iOHTtobGzEarWGi6Rvw+v1EQoFo/WxElfBAzNto7q6mqqqKtasMXWbItMLIyIZXwC2zGwqLr2Kl6vddPs1ymIl1F7Hkgob1867tJe/ULxI7ZPc3Fw2v/ACVVVVKWdHaW0CUXXhuuiri+GK/JSeKoQYhMpMszDFb8/BKY9Zia8iA6ZlppaRGJsRmSzDNTfTyvJZuRzb+T+cbvZSVLUUv3MyDd1BGrqD2CwwI9/G9HwbReF+ObaeXmxgKbaOX339Gd544w0mTZpEZWUFq1ev5sUXN6O1pqioKPqcSL+YzM433wxP4T7vqquvMjUEY+pVlZdXRAcBVq5cydatW9Fa4/N5ycnJjWZRRbJdc3Jy+NSnPh1dORXg1Vf/EF35FeBQo58jzX4UcMulRVSt+kL0sYmBv9iae4mrlKYSIOzNTCe81wVNfnPZ02F+XmAzwamKTFMUX8oGTWxdvhBtnhClMl9+1MmyK850BfEHNXaZTimEEOOGii3QPFEsXbpUv/3228Oyba1hYwN84DJ1KxblDE22S+xIcezS5U8//W/U1dVRXl7OZz/3V/zfX/wPluIqbLnnVyjyuzqxdDbw8SsXRE+CEkUCUut+9lLS19+6bRu7du7EarVx4403xk0NcTgy+PjHP87hw4ejBXEH6qu3Laejo4M7v/lDgOgqf7EsFis333xzj4LB69ati7alvLyce+655/zvtf5hYkfxrRnZ5FXMIbfyYrJKKqLvRXGOjeb3ttFWe4SCggK+8pWvxr32j3/8IxobGyktLY2rG3X+db4T057v9Lg/kdZwzA0NPlNZ5tZSWJDb79NEAqXUXq310nS3Y7CGsy8SvQtpeL0V3mwz/8+1mmyp/gYQHn30EYLBIFarlYce+hY//OEPaGtrS9pnRHj8IT446+ZQvZvGrvPZmjkOxbQ8G88/8y/4u0xDIkXPY0UypYC4bNPYvs1isbJs+bK4hR8iysvLE7KiABS33HJLdEAi0n8qpVh+1VW8f+h92tvbWX7V8rji5ImFzyNZsBGJQTWA9xt9vNfoR2vNvJwWblg2P+n7BD33c7W1NTz77LN4PJ5w3/7/9frcVAS1ma7ZETQLSHQGIHYv87UZgw9ISV80PlS3+Nhd56E0W8ZrR6PG7gAfm5HF1Fz5+/RmrPdFQoiJR3r0IaYU3FQKJ05DZxBqvGb0fSBig0yRA/DeVmuLnGjU1dXxm189i6u2GmoPYMkqxDHpYhwlVdizciErl+0nPWTZFQ5XM+/v3s41SxexNGb6G5Cwwt1xYoM5AIGAn61bt7JkyWLuueee6OP3798fXdEudnqe+X3MyU5kRbtly5dFT3Ii9Z06OtoBE4jKyMgIn4CZVaOcTidTp5bHBbtMTSuTIRU7DaWuro6amtro4xYsXMiRo9XkTJ1NwfR5OIvLoxFCrUPk6g6uWTiN2ZMyeeRlU1uqra2tx/vc2NgYd50oNjurP0ENH7qg2W9WFfjkZJjdsxaxEGKYWBSsKDJZM785a/rq/Z1QldX3VOvE1eAifUWyPiMi027h0spsLq3M5lynnyNn3HzQ4KHLF+L9Jj+zb7oHd/MZOk4f5tHvfg+rDrJmzRoqKyvYuHFTNBhVUFAYl20ayV4FTSgUZNfOXdjtdvx+f7gOlem76+rqov3TeZrt27czadIkduzYwQ033Mgvf/lL3G5X3GDAzjffjAtyWa02Jk8u46c//fekv6vb7Wbv3n3R6dU5MxZGg1GuD1/hQHddnwGpxIyoiopKPB5P9PcYqMSVEq3KTNGMTNPU2qyW2xEEb0iyowQcbw2QZZcPwmiVYbNQ3eqXgJQQQowj0qMPgyyrCTI8dwZOe8yUgLwBvNOxwZX+REa/y8vL4044Qq5WPCd3E6zbSyizEOfkuVgKpuEiB5e9iKkf/XOOdLYwucPUm4qIrLTUl7y886k8kceXl1dQVTU76QpMkd8jMu0wdknw2PpOYFZnKiosSlovKlZszZUNG56N3rZnF/D6weNcYi+l3RvCNv/jzJkb+wowoySDi8oymVmSQYZtavS+goKCaLZD4op5paWl0QypZHorrpuoKwgfdIM7ZOqO3TXFTCMSQoy8aU64d5qZZv1BtwkUt/pNYMqWJLM1cTGK2D4jFZNy7UzKtXPNnFxqWnx8cNYEp5zFU3AWT2HSZR/D19nCGyc7WZrt52jtOSKr833lK38Tt63IFOqt27axe9du8vJyaWtri2ZRxWaNrlmzJi6bSSnFypUr4/r7yAIYly++PJohlVhcPRgM9LlfcjqdbN++HbfbxVvV5yh2+gCYk93G+911Sevrxfa1sauvRsRmeG3btjXpVMneJCuEHkspU0NK6kgJAHcgRKM7SLFTAlKjVY5DUdMRwBvQZCTrpIUQQow5MmVvGL3SDLvbIUPBZbmQ6qBbsgypVGzY8EzCKLixbt13olPKrHmTueiKVdR3WVF2U/cp16HY/LercXe2cdVn7iMz00lvGVKRrKVIttP8+fM5duwobo+H2QuWsPja1XSFl+XV4X8+PHoUt9uFzWYnEAjgd3cxbXIxSxddws+f/gnezlZOvvIcxcXFfO+/Xk/pdw2ENN0+TZc/RO25Vt49cpysSZU4snsWYXLYFFPzHcwpy6SqJIP3Du6PCzYlmw75ve89gcvlIisri69//f4e2xyMVj8c7oYQUGKH28ugVGpzXpCxnpou02RGB63h3U54ucl8P3OssCAbbP302cn6jt6mV/fGH9Rs33OY92o6sBVOQ6n4Fw143di97Vx+0TRe/PUvaGuoAzS33HJrXMA+kq3q8bijWVEejye6L7nhhhvjptv19pxI/T2ADRs2xO1TrFYbTmdmdHAhVuS5e/buDy8QsQiAj12cx6IKkwKarAZXbF/rcrmi24ud+pw4VTJViRlS/bm2qN+H9Er6orHvVJufN2o8Uj9qlGvsDnJ1ZQYzCuQAKpmx3hcJISYeGRccRiuKTIZUvReOuMwJTir1pAZbJyOSpRMbmIpMIYtM2ZhRms2nrplNMKR5r97N3lNddHpCXPTJv0PrIP7cYu68dQXZ4ehZbK0mwwSburq6ySycRL0/k5IlN5FdNh1lsXLwnL9HuxyTZpJ42OACXjvtZebH7wYge8osgh4Xmw82UFiQj0WZaTVKKSyY20ENNQ3NuIMWMw0xKouCmQsACPk9zJmaT2mOnZJcG6U5NnIzrdFaUbW1NfzupZcIBoO8sn07SxYv6TFNBHouG56q3k5GG30m+0IDC3NM8XuZFSDE6KAUXJZnClv/+iy0BeBAF1yU1Xf2TLK+I9nPehPpL2pra83UNGXFml2MNbeUJdespq7VTwdOdIaTfWd9TLn2LygL+PC0nmP/mWaK2/ycOf4Br297mZUrr2fNms9E++zYQFJdXR2VlRVx06lj60FFpuAlDmiYzKoNcYtFPPLIo4CpW/Wtbz0U93od3hAtBXPJc4ZQmGDUworz85FjVyWNBKRi+9rD77+fdOpz4lTJVKW6UqIQACfa/GRK1s2ol2VXHG0OSEBKCCHGCQlIDSOrgjvK4Cc10B6Asz6YkjG4bQ1k1D3Z9LHEn1ktioOv/jc11ccpnnkppRctwpY3GYAXj7rJtiuy8FB+5Z+gUVisVlAWc22x4iyYhMUe/8tYAt1cMq0Ed9sZPjj8PnPnzSM/L5cPjnzA3LkXU1xUzMFD73GipoGyylnkFE2mwx2kwxOg8qrbABOocnXGFzOPk5GPHbOMeGGWjfwsKwVOG/t278DVeAqn8nDLjX/X42mRaSHZ2dnRkfZIsCnZaoCJy4anKnIyWl9fz5133klFRSVnvaaAOcBH8mFl0dAUuhdCDK0SB6yZCs/WQ2sA3umC8vAqfMkWdZo7bx719fXMnTcv+rMVK1bQ3t5ObW0te/ft7bMfifQXpaWlWCwWLBYLXV3nKHJqPn5JAVpr2t1BTrf4qG/zcaSmGYsjm6zSCiit4K16H2TOZNqNf8WhjhZC9V7mLL+RMyc/xNvRgr+7HdCUl5cnfe3q6mOcOHEiWpMvWQ282IwpOL/637LlJjgUGeyY85GV/P64m5CGAqeVmxYUMCnPHjclL1lgKbavjVzX1tZEM6dMIOyzzJ07Nxy8q0kp80yIgfAEQtR3BinKkpGi0S7LrjjnCtDtC5HtkL+XEEKMdRKQGmZ5Nsg8sB3/wpUcb/cwuTRzUMGIgYy6pyoyGt584h26W7eRVTiFRTd9npoOhcuv6SaDvGnzen1+vtNKRaHDXAoc5GSagNb3vvcTXC4X7zcfY+rUqdQeO0am5wzTV6zA1/ABKy+dxzv7d9J2Cm644QamTq3g+f/5Le+8d4SrPn4rM2dVEQppQhqCWhMKQUhrLEpx/Mi7HNr/Rz5y+XxWX3W+lsh1F98anZ6xadPGHqPir2zfjsvlIhAIkJWVFZ2uB70XjB+MFStWUF9fj8vlMgHEP1vDSU/4vkK4qkCCUUKMZnk2+KsK2NECezqgzgtNfpjthEJ7/GOPHD6My+XiyOHDcf1Jd3c3Ho8nmoUZkTiFLDYYnizIopSiIMtGQZaNRRVZLCjo5A+v7aDdZ6Ur6CCntBJbbilem4PMosmcaAtgq1hAZYXJGNU6hDXgocBp45evHaJiymSsSnPyeDXlC5bR5LcT8Hnw6yDf+Oa3cfQzU6mmppaGsw3cfffd0Wl/n7rzM7xd76W2M0hIw7wpmVx3UR4Om6VHRurXv35/SjWgduzYEZ2+F9lPDfU+MLFOoJjYznQG0IBFdtCjnlIKBdR1BrioWLKkhBBirJOA1Ah4eO1d3P1fb1FYPp2WABSHT2oGkvWULIvnQsWuvPTBKy9it9uorCij/VwLlbPnM3vepXz4wQdcMu9iSopLsFjAqhQWCxRk2cjrZY30KVOmUF1dzZQpU+LaHZs9FDnZ2LFjB5/5zBr+8LMfAPDxb3+jx4lCbW0NO14z79OiVcv501XLk75uXwVsI9NCsrOzaWxsjDuBHEoVFZXceeed7Nixg0WrPxENRn28GJb2LG8lhBiFHBZYXQLzc0zB83M+ONQNpXaY5Tw/3ba3frm3Kb+JfdRAg+FbtmyhtrYWh8OBz+ejlHP81SfuweUL0dzlp8UVpLU7QIsrQGt3gC4vhOxZtATAWjKDM+EZ1baKBTQCU6/8k+i2f/uhC5uCLIci224hy67IsivcHW0cPnSQSxfM593971LT0MyOnX/k039eTrsnxKvH2gnZMlA6xMcXFJITaOI3v9oc7fMTM1JTERvYj2RtDfU+MDJIkRg0FBPTsZYAWXYJRo0V2RkWPmz2S0BKCCHGAQlIjYB/eOQRfvOrp/jY3/4DdZ7zAamBjPgOZRZPxJo1n40GxQ5lOPB6vQBUTZvKiuWLqKio4KMLKga83ZMnTwJw/PhxTp48ybJly6ioqIyeSMydN483Xn+djo4OysrKejw/8UShv/cpknWQn59Pe3s7Cxcu7PGYyLSQ2CBgrKEaLXcFQZdUcskn1tAennn4iVJYkNv384QQo8/UTPh8ObzVbjKmGv1mKt+MTCiy994v9zbld+HChdEMqQuRn59Pfn4+ZWVlfO97T0T7rcqEoty+QIhWV5DjtQ28f+QoM2dfRCAEJ07XYrVn0tbRDVY7FkcWloxcAjYHHV5Nhzd22nQ29qplvO8G+9zrqJp7HQCbjoQLkNsyCHQ24Dn6B+au+irPPnu+v+4vA6w3FRWVPRaTGOp94GDrBIrxp9sX4pwrQEmWFDMfK5w2C43dQdo8QQp6GRwVQggxNkhAagSsXbuWz4XgB6egIwgdATMtZDiynlKROG3kM59Zw+u/+BFtbW14vV5qa2txu92DLq4eqRMSCoXiCtjGnlC8sn07oVCI/fv395jCkXii0N/7FMk6aG9v59vfXtdn23o7qRnsaLnW0BWEZr+5uGNWSbdiaojNyU55c0KIUcaqYHkBzM2G3zXBSXe4Jpwb7AqyrZBlNdfZFnPb0kuixYUW2b7hhhvismojdZZ667ccNgtleRbKLqlg+SUxgwuXlUdXrov1wIPfptMT5Oe//C/8ykFGdiEzZs/lbGMz+YXFWGwOfAGNL6jxBTSgKQie48ShF1h25ZWAqe8XuY7tbwe7emyqgtrsW4PaBAt7+xtEDLZOoBh/6joDKIgufiLGBouC0+0BCUgJIcQYJwGpEZJhMQWtd7XBKY9Zca+34Mh3v/uPeL1eMjIy+MY3/j7p9pItn52qZFPbMjIyKCsro7GxETCrMvUlNqjV3d0dswrTZ1m1ajWrVq2Oa2OivkanE08U+hsZH4qsg4GOlge1mcZzxguumCCU0wKzs+DibJjphM//5Rqee+457rrrLjZs2DDo9gkh0qvQDndOhve6YH8nNHrBq82KfG2B84+zK7Na31TH4OrFJQ4YxErsCy8kyycycFBUVERTUxMLFy4k024h027hY0sv4pXt21mxZCVLFk8FpibdxsZNGzl44AAAZ8+eBUxmbOx1RGSf0t++pT8hbQL/riAcOnacNo+foqmVWDLPr+aXEf4bTHIkL0YPqe1nxcTwYbOf7Awpjj3W5GZYONriZ8Ekh9T+EkKIMUwCUiPoijzY025W3DvlgRnOno954onHo1PnItfJJFs+O6K/2lR9BXDKy8ujo9h9iQ1qRUbEE5cMjwSmkokEnTZt2siLmzfT2NhEaWlJn6/Zm6FY2jvV0XJX0AShzvkgkluQbTXZExdnm9W4Ykfmn3vuObTWPPfccxKQEmKMUwoW5pqLDmfkNPhMf3DOB2e9Jjh1wg2NPpiTZfqHgYj0qQcOHOCKK67oc6rbhWT5pNI/9+e9gwejtyP9/8KFCzlw4ABa67gFJlLdtySjtdlvnvNDc0zfa5s6i8heQwGlDugOmku1G057zCqJkzPAlnC+mmw/W1xcTEtLC0VFRTQ3Nw+4nWLsafcEafeGKB3oF1WkncOqaPeEaHaHKJXplkIIMWZJQGoE5djgU5PhuTNQ6zUnKqUJ9Rjdbnf0dkZGRq/bmjFjBtXV1cyYMaPHfb3VXIodeU+c2vbZv30IgKXXrUr6ej/+8Y9obGyktLSUe+/9clxQKzZDaqAiJ1+T5i9mzZq/7DM7IF20NtPxzvjMSVFERQYsyTfBqN5G4e+6665ohpQQYvxQCvLt5nJReFqu1nDUBc+fM1N53+k0/URlZv9TyCIiAR04v+jDSNi0aSMHDhzAarVy0803RwcM+uqPY9taVVUV3U9ExGbhDnSaXmQ69DmfWeXQr8/fV2Az2U8HXt/OCxt+yo3Ll/DoA3+LVZkMqg+6YWebCRae9ECN12SsTc04X5A+IyMjmiEV0dLSEnctxr+ajgCSGzV22Sxwss0vASkhhBjDJCA1wmY4YVUxbGs2Jy5OK+TE7EedTidutxun08n99z/Q63bOnDkTdx2rt5pLfa1C11sgKiJykhG5HoqsJDifrbXiT/6Updet4qWH1/do44YNz8RNCRwpvhCcDWc9+MInQxZgUS4syYOy3uOFURs2bJDMKCEmCKVMcOqvp8OrLbCvwwRDmvwmWyovhT3u7bffwRVXXJF08YXhEuljAYLBYLQmVV/7jEhbY3++fv13oreVUoOaRu0PQb3XFJD3xEyHLrSZVQ8vyYGS8EDOJ/98JQ//efx0RYuCeTlmoOCEG95sg5pwUKrOa+pLFdrhb+//exwJkYiioqJohpQY/7TWHG3xk5MpIamxKjfDwvFWP5dPzsCWatRfCCHEqCIBqTS4Ig8avHCwCw53wWW550dt+wpCxeqrdkhkRbvEaXt9TdU7evAdAOYsvCzp65WWlkYzpIZS5ITmJz/8Pl//31+iYvbcHivlRU6UEqcExhrKzKrOgJmW1+iHyKB8kR0W58GiHJD6mUKIiDVretaJy7TAjSUmgPJiI7T44UAXTHHAdOf56WO99VvDsaoq9D6dO7ZvtVqt0f3KQOvzxe4n7r33ywNqm9YmcHfcfT4bKsdqAlDzc2DyAGtyKQWzssylxgM7W800via/uUS2X2gzAapcKzJNb4Jp8YRw+UOUOuRQeKyyWRT+kOZcd5CpufJ3FEKIsUhF6v9MJEuXLtVvv/12WtsQCMEzZ0zgI99mipwPZU3GZ5/dwLFjx5g9e3a/JzZ79+3l0S98isLCAn76h71D14gBuG3RDACWfPLzPaYTppIh9XA4s0op1e9Ke8mEwtPy6r3QGbPw1JwsWJpnMtukZuboo5Taq7Vemu52DNZo6IvEhbFYLNG+JxQK9bg/EII32syCFhoTjCq2m8uPHn+EUDA46H5roHrbL4x0FurefXujAypLFi/BE4JqF7SGp0RXZsJHC3vW5LtQrX445jKvddINsX8tm4K1FVBgH9y2pS8ae9456+Vws49ip4wyjWXt3hCTs618dFqSwqwT0Fjvi4QQE48MJ6SJzQJ/VgY/qTF1iT5wmdXZEguvDlZkqsfcefN49tkNvRY4B3hl+3ZCoSDNzc08+ugjPPTQt+LuTzx5uFDJRumzs3Po7u5KOhKfyglSXyP5fa1I6A+Z2lCx0/KswNJ8kxFVOMiTEyHExNBfnTibBa4rgkuy4XdNZtpYg89cVnzxARqOvU+W301IJw++JPZfWptASlCbQHowfNuqIMvSd+A8cTp3pC+ed8klKKWiP++vz3/00UcIBoNYrdYe+4tUvLJ9Oy6Xi1deeYXJlyzhlMf8TlYFNxTDpbnDMwBQaIcr8s3FHzJFz6vDAaquoBkcEhNDUGuOtfjIk9X1xrxch6K2I4A3oMkYqoNoIYQQI0YOv9IozwZ3ToEN9WYKQWcnzHEOfoQ2VmTKR2REHOg1U+r6lSt545kfA6Z+SKLoyUO4rsiFSlZ0vbS0hNLSEm6//Y5BBcD6qmnV24qE3UEzbTIQDkQVh09WFuTQo7aIEEIkk2qduEkZ8Llys/rekW5zacTBlHmXAfDHdlOo26ZMnxQMB5vcZVVc/slLCGVmsrMtPqsnkRVTuLsiM/lCC4lTASN9cX19PS6XCzB9cn99fmQ/kWx/kYrrV65kx+tvsOxTX+CEx/xsbjZ8vNgs/jES7BaoyjIXMCuoShbsxNHkCuINQp7UHRrzLEoR0nC2K8D0oTiAFkIIMaLktDvNKjLhngooc4A3BO91w4fdZvR2KKxYsYLZs2f3WRx3yeIlqPCRuNXaM3X9+pUrycrKSlqvajjaFHsyNFDbtm3l0UcfYdu2rdGfLVu2DKvVyrJly6I/C2pzQhjQZhWsO6eY6RqL8yQYJYQYPqUO2PzdB/jyLAed//k9ris09ZGCmGzNGq+5Puc304gLK2eRP7mcrILiaDDK7+6mq/kc7fWnKLHDlAyT3RPEPP/tDjMdvL8Z+ZG++PqVK+P65P76/Mh+Itn+IhWLLlvC9V/4CiFnLjlW+PMyuKNs5IJRycgiXRPLybYANvmbjxtOu+Joiz/dzRBCCDEIUkNqlAhq2N0Gr7WerzNS4G5m7/bf9Tndbqh85RPXAXDd5/9myIqDD+b1f/j8q+zdt5dtW7eSm5vLJz7xiQH97r1NJUnMujrqMlNmiu3w+XIJQo1VY71WwmjsiwTs2rWL9evXs27dOpYvXz7k23c4HPj9fux2Oz6fD4A6j1l51aZMf5RhgQxlriP/z7WBQ8G//dtTPPjggzz22GOsXbs2ut0aD7zSbKYFAjgtpv5dkW3w2T+bNm3kwIEDWK1Wbrr55kFnyUamB175sdW05ZThCUGBDT4zdXxMlZO+aOzwhzQbD3eRl2HBKhlS44LWmmZXiNvmZpNtn9gHdGO9LxJCTDwTu9ceRawKri40WTrTMk3mTlNmMdnzr+TNPcNfaPz/e+gx/r+HHotb5nskRV4fTMZWRUUFjY2N7NixY0DbSZYNBfFZV43h+i0KuH3ShQWjdu3axY033siuXbsGvxEhxKiyfv16tmzZwvr164dl+/fddx92u5377rsv+rPyTFNr6ppC+Ei+qaM0NwdmZpn7ShwmKKUUrF27lqamprhgFJhi4H851fRrhTZwh+Bwt5ma3BXov121tTU8++wGamtroj+L7AuCweCgslYjdrz2OnrSdM44S/GETFbwZ8dJMGqkKaVuVEp9oJQ6ppT6RpL7P6OUOhC+7FRKXZqOdo5W57qDBEJaglHjiFIKlKauI4WOTgghxKgih4KjTLEDPjMF3u2ElxtDlMyYAzPmsK/D1JYqsJnaU33VbeyriHdvFnzkKgCO1p0d0DLfQyXy+hGJxXdTtWrV6qS/8/UrV/LK9u1cd8NNHDOlUvh4ianrciEiJ64AL7/88oVtTAgxKqxbty7ueqg9/vjjPP7448OybaVgXg5clA37OuAPLdARhHe6zNTA6ZmmflIyyer7LVy4MJohNdhp291BmH3DJ/FbHaA1VxWYVfSS1bl64IEHePLJJ7nvvvuG7T0ay5RSVuBHwGqgFtijlHpea/1+zMNOACu01q1KqZuAp4ArR761o9PxVj8ZNhmPHW9yHBaONPmYXWTHIgXhhBBizJApe6NYVwBeaYH3u+IL2Sog12pGlgvt5nbsvjcybU0phdY6paW833trJ9AzMJSKkIaOgFmyu80PnpBZLcqqTJHd6O3w/zMs4LSa6SSZFhNcO7Rn8K8/kHYe6DKrKV2UZVY5vNBjluGe2iP6NtZT08dKXyTGLk8I3myFt9rPTwefnmmCU4n9X7IVUAdjw4ZnqK6upqpqNtd9cg2nPOa1C2xw6ySTydWbZNMZx4KR6ouUUsuB72itbwj//+8BtNb/2MvjC4H3tNblfW13ovRF3oBm45EuCp0WCVqMQ43dQVbOdDI5nQXp0mysHxcJISaeidtjjwE5NvjEJLi51NQXOek2lzqvGfHuCJoCtg5lCuVOckC21Uxbi6wsB1BdXd3va/3bow8CpoZTKtxBE4Bq9UN7oOfKT0EN/hRjnVYFT3/nQSwKvvXfr5JlMQVmMy3Jl0EfrFMeE4zKs8GflA7NikrLly+XzCghxKiVaYGVxWYK4O+bzT6k2g1nfVDlNP1hROIqfINVXV1NZl4B+Zd/lJPhVfQuy4VVxf1Pkb7vvvuiGVIiqXKgJub/tfSd/fRXwO+S3aGUWgusBZg2bdpQtW9UO9sVIKSRYNQ4lWlTvN/om9ABKSGEGGvS2mMrpYqAXwEzgJPAp7TWrQmPqQR+AUzGxD2e0lr/MNXnjwc2BdOd5rICM+J9OhycOuoyAaE6r7lkW+GK68y0tfOj1FVD0g5/KLz6k8+0IVapA2Y5zWVyhqmB5dfgC8Vch8zz2sKBrBa/ufaFlzcPajjtOb9NhTmZKrCZ4uP5F1CYt9l/vtDvbZNMhpYQEdIXifGuxAF3ToYPumFbi8lqPdBlBjJmOfueBp4qVxAaffDRu/8Ge14hSinsCm4vg9lZqW1jOKczjhPJ/lJJh3+UUh/DBKSuSXa/1vopzHQ+li5dOiHS5Y+1+nHaJRg1XuU4FGe6grR7guRnyoGeEEKMBekeQvgGsF1r/d1wYc5vAA8kPCYAfE1rvU8plQvsVUptDddLSOX5406mxdQHuSgbVmuo9cJ7naZwbXfQXJdnwF2f+eyQZBh5Q1DvNcuIR+JQmRaY6YRZWeZkJneQnyStTZtfcJgg1vJ8aPRDk88ErtwhcPtMIMymoNRuTqByrKkFp0LaBNCq3eb/Kwr7ni4iJizpi8S4p5QplF6VBTvbzOWczwSR8mwm+J9v6zkNvC/uIDT5zTZc4R2EI78IBczLNrX6suS8cCjVArHzKSuA+sQHKaUWAU8DN2mtm0eobaNaty/E2a4gJVlSP2q8UkphtcCHLX6umCodjxBCjAXpDkjdBlwXvv1z4FUSTuK01meAM+HbnUqpw5iU9fdTef54p5QJsFRmwuoSUyvkzTaTDdTqNz/PHuT0N3fQbKfBd374daYTlhWYGiRDEexSykxNzLBABvCx4vP3+UPmZOmoC450m4yqM+HglNNiAlOlDvO7/fjHP6KxsZHS0lI+/8UvJ51O+Oa/f5/2wDmultF30ZP0RWLCsFtgRRHMz4HfNcFpt6Y9oGgPL1BlxQSmCuxw5J23+fDYcS6eP585c+dHs18DGjxB6I7JlrUqWJBjAlGVfRRPFxdkDzBHKTUTqAP+Argr9gFKqWnARuCzWusPR76Jo9PRFj8WFV6RTYxb+RkWjrX4WTDJgVOK1wshxKiX7oBUWfgkD631GaXUpL4erJSaAVwO/HEwzx/vbMqcZFRlwQvnTI2nD8IryilMEMdpJVqjyWEx0+RC4Sl1Gqj1mACOKzzqHTE3G5YXwJQLXJVuIOwWs9x5eabJbDrnM9lf73WZ9p3ymEu+DTKmzOSi+VdQPH02ezvjt1PmgJ9+83+z8xf/zFa7XaaDiGSkLxITTokDPjsVsgqKmXnldcy+ehU3ff5eWvzQEjAXx8VLWXCxqY970tNzG1bMqn6X5JgBi2Qr54mho7UOKKX+GtiCeft/qrU+pJT6Uvj+fwW+DRQDPw4HXwITvcixOxDiSLOP/EwJUIx3VosipDWn2gLMLXGkuzlCCCH6MewBKaXUNkzNlUTfHOB2coD/Br6qte4YRDsmTPHOikz4qwqzqtIZr5lK0RYw0ylcIUiWu/+xB38AxJ9wKGBhjsmIGu59+g9+8IM+71cKyjLM5foiOO6Gg50mc6o9ABd/7OboY50J0wlzbPDh5Cz22O1SKHcCk75IiORmTJ3M+7/fhK45wm+/fS/tflOj8IQbDhw7QfXhQ8wsn8w1H1kaHdhwhgc2yjNAkhBGltb6JeClhJ/9a8zte4B7Rrpdo1l1i59QSGMbypVSxKiVn2nlUKOPOUV2rPI3F0KIUU1pnb46lkqpD4DrwhkFU4BXtdYXJ3mcHdgMbNFa/9NAn59ooixvHMsfMoW9m3wm86nJZ+oz2VX4Yom/zrSYWiP5wxCyXLNmDc899xx33XUXGzZsuKBteYImKHXCbQqfV2WZLC45/pgYhmp5Y+mLxFgylH2oGBpjfan18dwX+YKa/znSRXaGBbscHEwYjV0BPjrdybR8e7qbMqLGel8khJh40j2u+TzwufDtzwG/TXyAMvnm/w4cjj0BTPX5wrBbzOp3C3LhuiL45GQzVeMvpsCfTYasA9uwv7uNVcVm2t+VBcMTjAJ47rnn0Frz3HPPRX+2bds2tm3bNuBtZVrhsjyzitO1RWZ6nxxvikGQvkiMGcn6UCFEcida/fhDSDBqgsnKsHCo0Uc6B96FEEL0L90Bqe8Cq5VSR4HV4f+jlJqqlIqko18NfBa4Xin1Tvhyc1/PF73btWsXN954I7t27Yr7+aOPPsqjjz46Im246667UEpx113n67CO5OsLkYT0RWLMSNaHDpfe9hlCjAX+kOZgo9SOmoiy7RaaXUGa3aH+HyyEECJt0lrUPLwU8cokP68Hbg7ffgNTzijl54verV+/ni1btgDw8ssvp6UNGzZskGkmYlSRvkiMJSPZh46GfYYQg3W63Y83oMnLkIDUROSwKY40+7gmy5nupgghhOhFulfZEyNs3bp1cddCCCFEb2SfIcaqYEhzoMEnwagJLC/Dwum2AF1lIXIc8jkQQojRSAJSE8zy5ctllFsIIURKZJ8hxqqajgAuX4jSHDnUnagsSqEUHGv1c1lZRrqbI4QQIgkZLhBCCCGEEONGSGsOnvOSI9lRE15+poUPmnz4glLcXAghRiMZNhIA/OQnP5nQry+EEEKI8aG+M0C7VzMp25rupog0s1kUgZCpJza7yJHu5gghhEggQ0cCgIsvvpiLL754RF/zgQcewOFw8MADD6Tl9YUQYrSI7Q+FEIOntakdlW1PugaFmIByMywcavQR0pIlJYQQo40EpMaJNWvWYLFYWLNmzaCe/8ILL/DCCy8Mcav69uSTT+L3+3nyySfT8vpCCDFaxPaH4rwL3beJiaehO0iLO0i2FLEWYZk2Rac3xKk2f7qbIoQQIoHsrceJ5557Dq01zz333KCe//3vf5/vf//7Q9yqvt13333Y7Xbuu+++tLy+EEKMFrH9oTjvQvdtYuI5eM6H0y6HtyJegdPKnnofbn8o3U0RQggRQ/bY48Rdd92FUoq77rrrgrbz1FNPUVJSwlNPPTVELevd448/js/n4/HHHx/21xJCiNFsIvSHg9m/DNW+TUwMTa4gDd0BchwyXU/Ec1gVIa3Zf9ab7qYIIYSIofQEnE+9dOlS/fbbb6e7GaPKddddB8B7771Hc3MzxcXFNDU1jfjrv/rqqyP2mmLsU0rt1VovTXc7Bkv6IjGRlJSUpGX/MhKkL0q/kNa8ctJNqydEvqyuJ5LQWnOuO8jKGU6m5tnT3ZxhMdb7IiHExCN7bBHnscceo7i4mMceeyzdTRFCCDGOyP5FDKdT7X7OdAYlGCV6pZQiL8PCH+u9+IITb0BeCCFGI9lrizhr166lqamJtWvXprsp7Nq1ixtvvJFdu3aluylCCJF2Y71PHE37FzG+uP0h9tT5KHDKYa3om9NuwR0I8d45X7qbIoQQArCluwFidHjmmWdG3euvX7+eLVu2APDyyy+PdJOEEGJUkT5RiOT2n/US1JoMqwSkRP8KnVYON/mYnm+jOMua7uYIIcSEJgEpAUBlZeWoe/1169bFXQshxEQmfaIQPdV3+qlu9TMpWwILIjVWpXDaFbvrPNxYlYXVIkXwhRAiXSQgJQD41a9+BcCnP/3pUfP6y5cvlywAIYQIkz5RiHj+oOaPdV7yMiwoJUEFkboch4Vz3UE+aPZxSWlGupsjhBATlgSkBAD/8i//AqQvIJXu1xdCCCHE2HKo0YfLH6I0Ww5nxcAVOS280+CjIs9OnhTDF0KItJDeVwghhBBCjCkt7iCHGn0USQ0gMUg2i8JmgbfqPIS0rLonhBDpIAEpIYQQQggxZgRDmt11HjJtCqtM1RMXoCDTypmuAMdb/eluihBCTEgSkBJCCCGEEGPG0RY/re4QuTLNSgyBIqeVXbVejrf60t0UIYSYcGRPLoQQQgghxoROX4j9Z70UOOUQVgwNu1VR5LTwZo2HI00SlBJCiJEkVSAFAP/1X/81oV9fCCGEEKOb1pq36zxYFNgtMlVPDB27VVGcZWVPvQdfULNwkkNWbhRCiBEgASkBQElJyYR+fSGEEEKMbgfP+ajtDDApWwqZi6FnsyhKsq282+DFG9QsnpIhNcqEEGKYSb7zBLVr1y5uvPFGdu3aBcDPfvYzfvazn6WtPel+fSGEEGND4v5LTAxHmny82+ClJMsqmSti2FiVojTbygdNPv5Y6yEQktX3hBBiOEmG1AS1fv16tmzZAsDLL78cDQbdfffdaWlPul9fCCHE2JC4/xLj3/FWH3vqPRRnWbHKVD0xzCzhoNSJ1gC+oIerKzOxW+VzJ4QQw0EypCaodevWccMNN7Bu3boh37aMXgshhIg1lPuF4dx/idGnpt3PmzVeipxWbBKMEiNEKUVpjpX6Tj9/OOmm2x9Kd5OEEGJckgypCWr58uXDNrIso9dCCCFiDeV+YTj3X2J0Odvp57XTbgqcVslQEWlRkm2jzR3khQ+7WTI5g6oiOxaZMiqEEENGAlJiyEVGrWX0WgghBMh+QQxcsyvIH055yM2wkCHBKJFGBU4r/qDmj3UejrcFuLI8g4JMKawvhBBDQQJSYsjJ6LUQQohYsl8QA9HmCbL9hBunXZFpk+oSIv3sVsWkHBsd3hAvHu1m4aQM5pU6sMs0UiGEuCASkBIAvPTSSxP69YUQQgiRfp3eENtPuLFZIcsuwSgxuuRlWAjaFQfP+TjR5md5RSaTsuV0SgghBkt6UAFAVlbWhH59IYQQQqSPN6A52uLj4Dkfdqsi1yHBKDE6WS1mFb5uf4gt1W6qCm3MK3VQKNP4hBBiwCQgJQD48Y9/DMC99947IV9fCCGEECPPH9RUt/o50OAloDUFmbKanhgbsu0WnDZNTUeA460BpuZamT/JwaQsK0oKnwshREokICUA+PWvfw2kLyCU7tcXQgghxMgJhDQnWv282+DDG9QUZFpkJT0x5liUotBpRWtNiyfE1moXhU4rCyc5KM+1YZXgqhBC9EkCUkIIIYQQYkS4/SHOdgV4p8FHt98EovIyZXqeGNuUUuRlKPIyLLj8IV4/7cZpt7Cw1MGkHBu5DoVFsqaEEKIHCUgJIYQQQowRSqkbgR8CVuBprfV3E+5X4ftvBlzA3VrrfSPeUCCoNZ3eEK3uIA3dIc50BXD7NQA5GRYmZUsgSow/WXYLWXYL3oBmT70X8GJRUJJlZXKulWKnlfwMixTtF0IIJCAlhBBCCDEmKKWswI+A1UAtsEcp9bzW+v2Yh90EzAlfrgT+JXw9bLTWeAKabr+m2x+izR2i0R2kqTtISING47BacNoV2VKsXEwQGTZFhs0UOg9qTac/RGNDEK11+H4LuQ4L2Q5Ftt1Ctl3htFsoybKQaZPviRBiYpCAlBBCCCHE2PAR4JjW+jiAUuo/gduA2IDUbcAvtDnr3a2UKlBKTdFanxmqRgRDmnZviGZ3kDOdAc52BQloIBx8sloUGVZFvtOCVaYpCYFVKbLtimz7+Z/5Qxp3IESnDwKhAIEQRL4tk3OszCq0UZZjwynBKSHEODYhA1J79+5tUkqdSnc7EpQATeluRMKqICPephRWJRkV71MCaVPqhrpd04dwWyNuCPui0fT3lrb0NFraAaOnLaOlHTA0bRmpvqgcqIn5fy09s5+SPaYciAtIKaXWAmvD/+1SSn2QSgNsmdnZtszsbGW12ZSyWFAorXUomvYxDAKe7ixbZrZruLY/XMZiu6XNI6evdiuLxaq11joY9Ac83d0Bd2dXipsd08dFQoiJZ0IGpLTWpeluQyKl1Nta66XpbkcsaVNqpE2pG63tSpeh6otG0/sqbRm97YDR05bR0g4YXW1JQbJRm8RAUCqPQWv9FPDUUDRquCml3vZ1tY2Vv1HUWGy3tHnkjNV2CyHEUJIcUCGEEEKIsaEWqIz5fwVQP4jHCCGEEEKknQSkhBBCCCHGhj3AHKXUTKWUA/gL4PmExzwP/KUylgHtQ1k/SgghhBBiqEzIKXuj1GhMm5c2pUbalLrR2q6xbjS9r9KWnkZLO2D0tGW0tANGV1v6pLUOKKX+GtgCWIGfaq0PKaW+FL7/X4GXgJuBY4AL+Hy62juExszfKMFYbLe0eeSM1XYLIcSQUcNYg1IIIYQQQgghhBBCiB5kyp4QQgghhBBCCCGEGFESkBJCCCGEEEIIIYQQI0oCUmmmlLpRKfWBUuqYUuob6W4PgFLqp0qpc0qp99LdlgilVKVS6g9KqcNKqUNKqa+MgjZlKqXeUkq9G27T+nS3KUIpZVVK7VdKbU53WwCUUieVUgeVUu8opd5Od3vGkv76iHDh4v8bvv+AUmpxqs8dwXYM6d8/hbbMVUrtUkp5lVJ/N5DnjnBbhux9SaEdnwn/XQ4opXYqpS5N9bkj3JaRfE9uC7fhHaXU20qpa1J9rhh6SqkipdRWpdTR8HVhksf0eiyQyvPT0ebw45IeVymlvqOUqgt/Bt9RSt083G0eonaP5vc66Xd3JN/rFPoepUZgvy2EEGOC1louabpgCpJWA7MAB/AucMkoaNe1wGLgvXS3JaZNU4DF4du5wIfpfq8ABeSEb9uBPwLL0v1ehdvzt8BzwOZ0tyXcnpNASbrbMdYuqfQRmOLFvwt/HpcBf0z1uSPRjqH++6fYlknAFcA/AH83kOeOVFuG8n1JsR1XAYXh2zcNx+fkQtuShvckh/O1NBcBR4bjPZFLyn+zJ4BvhG9/A3g8yWN6PRZI5fnpaHP4vqTHVcB3EvuF0fJe99PuUfle9/XdHan3OsW+Z9j323KRi1zkMlYukiGVXh8Bjmmtj2utfcB/AreluU1orV8DWtLdjlha6zNa633h253AYaA8zW3SWuuu8H/t4UvaVwlQSlUAfwI8ne62iAuWSh9xG/CL8OdxN1CglJqS4nNHoh1Drd+2aK3Paa33AP5B/B4j1ZahlEo7dmqtW8P/3Q1UpPrcEWzLUEqlHV1a60ifnc35/ntU7psngNuAn4dv/xz408QH9HMs0O/zh0FKrzkKj6sutN2j9b0eDd/d0bLfFkKIMUECUulVDtTE/L+WNAdZxgKl1AzgckxGUlopMzXuHeAcsFVrnfY2AT8A7gdCaW5HLA38Xim1Vym1Nt2NGUNS6SN6e8xQ9i8X0g4Y2r//hfxeQ93nXuj2hup9GWg7/gozOj+Y5w5nW2CE3xOl1O1KqSPAi8AXBvJcMeTKtNZnwASeMNmFvUpyLDCg5w+RoXjNvw5P2/rpSEx9C7vQdo/W97q/7+5IvNejZb8thBBjgi3dDZjgVJKfpT3DZjRTSuUA/w18VWvdke72aK2DwGVKqQJgk1JqgdY6bbW3lFK3AOe01nuVUtelqx1JXK21rldKTQK2KqWOhEdeRd9S6SN6e8xQ9i8X0g4Y2r//hfxeQ93nXuj2hup9SbkdSqmPYYJAkXpJaXtPkrQFRvg90VpvwvTd1wKPAKtSfa4YOKXUNmBykru+OcDtjNixwFC1uRf/gvnc6fD19zkfGL0gw9zuYTEEbe7ruzts7/UA2tDfY6TvEUJMOBKQSq9aoDLm/xVAfZraMuoppeyYA9BntdYb092eWFrrNqXUq8CNQDqLwV8NfCJcrDMTyFNKbdBar0ljm9Ba14evzymlNmHS0iUg1b9U+ojeHuNI4bkj0Y6h/vtfSL851H3uBW1vCN+XlNqhlFqEmcp7k9a6eSDPHaG2jPh7EvO6rymlqpRSJQN9rkid1npVb/cppRqUUlO01mfC05fO9fK43o4FUnp+Otrcx7YbYrb1b8CQLUQynO1m9L7Xfe2Hhu29TrUNKTxmKPfbQggxJsiUvfTaA8xRSs1USjmAvwCeT3ObRiWllAL+HTistf6ndLcHQClVGs6MQinlxIysH0lnm7TWf6+1rtBaz8B8nl5JdzBKKZWtlMqN3AY+TnqDdmNJKn3E88BfhlftWQa0h6czDGX/Muh2DMPf/0J+r6Hucwe9vSF+X/pth1JqGrAR+KzW+sOh+B2Gui1peE9mh/ctKLPKlQNoTuW5Ylg8D3wufPtzwG8TH9DPsUC/zx8GF/SaKr7O3u2M3L7xQt+r0fpe9/rdHcH3erTst4UQYmzQo6Cy+kS+YFba+BCzqsY3092ecJt+CZzBFOGtBf5qFLTpGkza8gHgnfDl5jS3aRGwP9ym94Bvp/t9SmjfdYyCVfYwq8W8G74cGi2f87FySdZHAF8CvhS+rYAfhe8/CCzt67kj3Y7h+Pun0JbJ4b6rA2gL384b6vfkQtoy1O9LCu14GmiN6T/fHo7PyYW0JQ3vyQPh13kH2AVcM1zviVxS+nsVA9uBo+HrovDPpwIvhW/3eizQ2/PT3ebw/5MeVwHPYPrLA5jAw5TR8l730+7R/F4n/e6O5HudQt8zIvttuchFLnIZC5fIcsdCCCGEEEIIIYQQQowImbInhBBCCCGEEEIIIUaUBKSEEEIIIYQQQgghxIiSgJQQQgghhBBCCCGEGFESkBJCCCGEEEIIIYQQI0oCUkIIIYQQQgghhBBiRElASgghhBBCCCGEEEKMKAlICSGEEEIIIYQQQogRJQEpMa4opeYrpbYppT5USn1LKfX/lFJXpLtdQoiJRyn1SaXUbqXUu0qpN5RSpelukxBi4lFKXaeUeibd7RBCCCESSUBKjBtKqUzgN8BXgEuBe4ByrfWetDZMCDFR/UFrvUxrfSmwFfhUuhskhJiQLgP2p7sRQgghRCIJSInxZBWwX2t9SGvtBhzA99PcJiHExHW3UuotpdS7wL2AJ90NEkJMSJcC5UqpPyqljiulrktze4QQQghAAlJifLkc2AeglJoKdGmt30xvk4QQE5FS6i+BjwDXhzOkPgAOpbdVQogJ6jKgU2t9JfAl4JH0NkcIIYQwJCAlxhMvUBG+/Y+YDCkhhEiHhcBOrXWXUurPgKuAg2lukxBiglFK2YBi4LHwj94BStLWICGEECKGBKTEePIccK1S6gPgXWCXUuoH6W2SEGKC+jnwN0qp14GLgONa6+40t0kIMfFcAhzTWvvC/1+MOUYSQggh0k5prdPdBiGEEEIIIcQQU0p9FngYmAvYMQss3Ke13p3WhgkhhBCALd0NEEIIIYQQQgyLS4FngZ2AE3hEglFCCCFGC8mQEkIIIYQQQgghhBAjSmpICSGEEEIIIYQQQogRJQEpIYQQQgghhBBCCDGiJCAlhBBCCCGEEEIIIUaUBKSEEEIIIYQQQgghxIiSgJQQQgghhBBCCCGEGFESkBJCCCGEEEIIIYQQI0oCUkIIIYQQQgghhBBiRElASgghhBBCCCGEEEKMKAlICSGEEEIIIYQQQogRJQEpIYQQQgghhBBCCDGiJCAlhBBCCCGEEEIIIUaUBKSEEEIIIYQQQgghxIiSgJQQQgghhBBCCCGEGFESkBJCCCGEEEIIIYQQI8qW7gakQ0lJiZ4xY0a6mzGqBAIBAGy29Hwk0v36Ymzau3dvk9a6NN3tGCzpi4QYH6QvEkKMBtIXCSFGg4H0RRPy7H/GjBm8/fbb6W7GqHLdddcB8Oqrr07I1xdjk1LqVLrbcCGkLxJifJC+SAgxGkhfJIQYDQbSF8mUPSGEEEIIIYQQQggxoiQgJYQQQgghhBBCCCFGlASkhBBCCCGEEEIIIcSIkoCUEEIIIYQQQgghhBhRE7Kouejpf/2v/zWhX18IIYQQQgghhBAjRwJSAoBPf/rTE/r1hRBCCCGEEEIIMXJkyp4AoKamhpqamgn7+kIIIYQQQoj+KaV+qpQ6p5R6r5f7lVLq/yqljimlDiilFo90G4UQY4NkSAkAPvvZzwLw6quvTsjXF0IIIYQQQqTkZ8A/A7/o5f6bgDnhy5XAv4SvhRAijmRICdGLp556ipKSEp566ql0N0UIEUO+m0KI8UL6MzEWaa1fA1r6eMhtwC+0sRsoUEpNGZnWCSHGEglICdGLBx98kObmZh588MF0N0UIEUO+m0KI8UL6MzFOlQOxtThqwz8TE1CXL5TuJohRTAJSQvTiscceo7i4mMceeyzdTRFCxJDvphBivJD+TIxTKsnPdNIHKrVWKfW2UurtxsbGYW6WGGl1HX5++0E3R5t96W6KGKUkICVGhePHj/Paa6/xwAMPpLspUWvXrqWpqYm1a9emuylCiBjp+m4+8MADOByOUdVPCSHGtsH0Z9IXiTGgFqiM+X8FUJ/sgVrrp7TWS7XWS0tLS0ekcWJk+IOat+q9ZNoVu+s8HGjwEtJJ45JiApOAlADga1/7Gl/72tfS9vr19fVorXnyySfT1gYhhOjLk08+id/vl35KCJFW0heJMeB54C/Dq+0tA9q11mfS3Sgxsg43+XD5NbkOCyXZVt5t8PJWnYdgSIJS4jwJSAkAbr31Vm699da0vf7XvvY17HY79913X9raIIQQfbnvvvuknxJCpJ30RSLdlFK/BHYBFyulapVSf6WU+pJS6kvhh7wEHAeOAf8G3Jumpoo0afcEee+cjyKnCTdYlWJStpVjrQFeO+3BF5SglDCUHgVpc0qpG4EfAlbgaa31dxPuvw14BAgBAeCrWus3lFKVmOVGJ4fve0pr/cP+Xm/p0qX67bffHuLfYmz74IMPALj44osn5OuLsUkptVdrvXQItyd9kRBiwKQvEkKMBkPdF4006YvGB60120+6aXUHyc+09ri/yRWkMNPCiulOsuySHzMeDaQvsg13Y/qjlLICPwJWY+Yb71FKPa+1fj/mYduB57XWWim1CPg1MBdzEPY1rfU+pVQusFcptTXhuSIFX/ziFwF49dVXJ+TrCyF9kRBiNJC+SAghxFh2uj3A2c4gk3J6BqMASrKstLqD/P64i4/NyCI/Q4JSE9lo+Ot/BDimtT6utfYB/wncFvsArXWXPp/KlU14lQat9Rmt9b7w7U7gMLKk6Li2a9cubrzxRnbt2pXupojxR/qiNJDvtBA9SF8kxgTpv4UQibwBzZ56L/mZfYcZCp1WgiHYcsxFuyc4Qq0To1HaM6QwB0o1Mf+vBa5MfJBS6nbgH4FJwJ8kuX8GcDnwx2QvopRaC6wFmDZt2oW2WaTJ+vXr2bJlCwAvv/xymlsjxhnpi9JAvtNC9CB9kRgTpP8WQiR6r9GLP6jJ6ycgBZCbYaHFHeTDFj9XTE2eTSXGv9EQkFJJftajsJXWehOwSSl1LaZuwqroBpTKAf4bU0OhI9mLaK2fAp4CMz95CNot0mDdunVx10IMIemL0kC+00L0IH2RGBOk/xZCxGpxBznc5KckK/VJWHkZFo63+rl8cgY2S7LdnxjvRkNAqhaojPl/BVDf24O11q8ppaqUUiVa6yallB1z0PWs1nrjMLdVpNny5ctlFE4MF+mL0kC+00L0IH2RGBOk/xZCRIS0Zk+dB6dNYVGpB5ZsFoU/pDnXHWRq7mgITYiRNhr+6nuAOUqpmUAd8BfAXbEPUErNBqrDxTsXAw6gWSmlgH8HDmut/2mE2z2uPPTQQxP69YVA+iIhxOggfZEQQogx5USbn0ZXkEk5Aw8vZNgsVLf6JSA1QaW9qLnWOgD8NbAFU3zz11rrQ0qpLymlvhR+2J8B7yml3sGsPPPpcDHPq4HPAtcrpd4JX24e+d9i7Fu1ahWrVq3q/4Hj9PXHOyk82j/pi3onnx8hRo70RWI0kf5fCNEfdyDE3nofBc7B1YHKdShqOwJ4AzJ7fCIaFWFIrfVLwEsJP/vXmNuPA48ned4bJK+1IAbonXfeAeCyyy6bkK8/3knh0dRIX5ScfH6EGFnSF4nRQvp/IUR/PmjyE9Qah3VwuS4WpQhpONsVYHqBfYhbJ0a7tGdIidHhq1/9Kl/96ldH5LVmzJiBUooZM2YkfX0ZjRt669at44YbbpDCo2JQJvrnZ8qUKSilmDJlCg1e2N0G7f50t0oIkU7pOFZJdvw03CZ6/y+E6N+pdj85GRcWVnDaFUdb5OBqIhoVGVJiYjl16lTcdSIZjRt6UnhUXIiJ/vk5e/YsGTm5LL7nAf69zvzslRaYnwPL8qEsI73tE0KMvHQcq/R3/DQcJnr/L4ToW7cvRJdPU5p9YQGpbLuioTtAtz9Etl1yZiYSCUiJETd9+nROnTrF9OnTk94vywgLIUYLreGaO+/hY9/4Ppk5eQDk26A9AIe6zGWm0wSmZjhhAAvLCCHGsHQcq/R3/CSEECOtyRUcku0opVBAXUeAi4odQ7JNMTZIQEqMuJMnT/Z5v4zGCSHSzROCI11woBNuevTfAMi1QpUTcmzm/novnPXCCbe5FNlhWiYsyIFpzjT/AkKIYZWOY5X+jp+EEGKk1XYGyLANzWhctsPCh81+CUhNMBKQEiIF/hC0BUxWRKsf2vzm/woosEOBLebaBjbJNBViTNEamv1w0m0ux1wQCt9nVTAjEyY7zmdAZVpglhOmZcAZnwlOtfjN5Z1Oky11bSFUZKbtVxJCCCGEGDYhranrDJDjGJoTH6fdwrnuIO2eIPmZg1uxT4w9EpASADz22GNpf/1ACBp90BWE7oC57gpCV/i2N2QCQEqFrxNuWxRYw9eWyP/V+cr9ISCkz1/rmP9rzAmp5vyF8H0d4dcfiBwrFNphagaUZ0B5JuTKt01MMJdccgnNQQvXf+7L/O//9b+Yl2O+F8MtpKE7CO4Q2FX4YjHXlphBvDY/nHLDSY8JQnUnfM/zbTDJDsUO6G3wz2aBykzzPe8KmoB1vfd8YGtWODA1VQJTQogRoLU5XuoMmmOjLCs4LSM3nfiSSy7h8OHDzJs3j/fff39kXlQIkRbtnhCBINgsQ9fBWBXUdAQkIDWByCmyAOCqq65K6+u/e+wkZy+7hTdq09qMXikgw2KyIjIt8PorW/G0twJw6599Ck+I6MUbOh9Mq/Gc30au1QSmyjPMyWl5RvzJcaJdu3axfv161q1bx/Lly4f3FxRiCHlC8H4XrHj0P6i87EoAXm01l/IMUwx8Xg5kX8Cxhj8EW/YfZtP211hx063kTJpKZ8AEkDv7CiAHA7g728lyOtEZWXF32ZXJcMy3mcDZQBaMsSjIs5lLeQbUeU1g6rjbXOZkwUcLYbIUQBdCDIHItOL2AKbvC4b7vwD4dc/HZ1khyxK+DgepHOFAfeK1zWIC+34NAQ2BkLn2azhVU8vrr7/OtR+9hhnTKtmzexfP/88mbrvlFq5bcS2+wqnAYQ4fPjzi74kQYmSd6w6SpLu5ILkZZtreJaUOLFKYc0KQgJQAYOfOnUB6AlMhDVtruyh1vseUuYsoycvBET5Qcqjz1zZFtNPrcZ2Q3RT7/5A2ASViM6uIz64K382HRz9g/759XL54MRdfdDEK8/oZKn508fenP6SxsZHS0tIeU3K0Bq8GV9AcGHbGXB/pNhcwJ65X5MGleSbIlUhWGxSj2VNPPcWDDz7IY489xtq1a9EaTnng3U443GWyCysvu5KA10P76WPMvWQBzX4TqKnzwu+bTfbQghyYk51a8KfVD9UucznhhlDhPKo+OY9agO74x0Yyo4KYPiAYznjEasNZUIzGjMLl285PtR2qLAKbBaY7TYZkJDB11GUuF2fDx4pMvSkhhBiMYy74nwbw9XImaMH0qRoTvA9ijklcQeBCV1XPqWDaTXdyEjjZAly0nJX3L6cL2NwIX3hmGyf+uIP3fvZ/ejw1cb8hhBjbajoCZNmHNmjksCraPUGa3SFKsyRLaiJQWg91XHP0W7p0qX777bfT3YxR5brrrgPg1VdfHfHXfqMV/vKm6wgFg/zN4/+PpZddNuJtiPje957A5XKRlZXF179+/5BtV2szfSgSmGoLmNFNMNMMF+fBFfmmDlWEZEj1Tym1V2u9NN3tGKyx3BeVlJTQ3NxMcXEx79U1sbHBfK4j8m1Q5oBiuwn8gAkKtfjhnM88Nnbvk2U1WYS5tphrmzmpqnFDtds8N5Yj6KOp5jjTp0xmUmFBNHjssCTPPtQa9r6zj9ffeJNrrl3B0kWLRmQaiy8EteEC6CFM8HtpHlxTCE451hoXpC8SI8EVhG3N8F6X+X+OFQrD/WSG5fwAmjVhEC0228kfOn87GBOsj70dGciLLYEQud3V0c7JkyeZPnMGObn5nD3XQF1tHeWVlRQVl9IWztBSwLICuKbATJmG+P1GU1PTyL1xE4j0RWKk+IOa37zfRVGWZcgzmVrcQWYX2Vk6ReodjFUD6YskQ0qkVb0HXjMz38ixW4clGFVbW8OOHTtYsWIFFRWVfT72+pUreWX7dq5fuXJI26DU+TT5MsyJcWvAZE+0B2BPh7nMzYYr883UvuFYwUeCXGIwkn1uHnvsMR588EH+4fEn2BQORllDAZqPvc/88hJmlk/tsR2rglKHufhD0OQ3deM6gudH7xt8vbfDiplKV2g3J2EOiwOK56b8eygFSy9fzNLLFw/0LbggjnAB9PIMOO0xv+OeDtjfCdcVwZK880E7IYRI5nCXyUDyaxMYmp5psjBTOQ+0KBOoygDTkV4IZz4Lyi6N/nfm9DKYXmaOtf5nA9esuA5/UQVnfbCrzUzf/nixyYSN7Ddi65bKcYkQY1Oz20zXG45pdXkZFo63+rmsLGNI61OJ0UkCUiJt3EH47Tlz26HOj6D1ZtOmjRw8eJCFCxdy++13pPw6O3bs4NixYwB85jNr+nzsksVLWLJ4ScrbHiylzJSdIrsp2l7nNSfnkSl9UzOgKut8seT+3ptUyTRAMRjJPjdr167l7nvWsrnRfGazLHD4d7/m2Icf0j57NjP7+a7ZLTAlw1y0NlNPfOEabLG3A9rUmiq0Q5515ArzDlZf/VSGxdSSmuKAEx4TjN7WDHvbTSbB/BwTvBJCjB1r1qzhueee46677mLDhg1Dum1/yGSHvtthrsH0g3OyRl92ZeKxVpkDjrlNP/ebBrPy6MJPreXDz6+Nm7IsxyVCjE0N3UEsw3TMYrMo/EFTo2qqrAo17smh7xj11FNPUVJSwlNPPZXupgyKJwj/edZkCWVZktdQSnTw4EG01hw8eHBAr7VixQpmz57NihUrBtnagdm7by/f+94T7N23N6XH59hMXZmleVCRYTIl6r3weis8dwb+z0n4eR280gxHu00gb7DWrVvHDTfcwLp16wa/ETHhJPvcHO2Gp2pMMMqC+Qyv+OhHB/VdU8oEa3JtUOIwAdkZTrPN+Tnmdr5t6IJRA/2ODkQq/VSODRZkwyXZpm5VawB+1wRPnoStTT2nJo6Usb5fESKZ4f5cP/fcc2itee655y54WyENdR54sxWerTf7/40NJhhlBaqcsDBn9AWjoOexVq4NLssx2aFWzKqjf2iBf62BZ+rhQCf85Omfsnv3bi655BI5LhFijDndHiBnqEbMk3BYFcdb03RAJEaU1JAao4Z6Hv5I1pDyhuCXZ0zQJcMCi3Lg/j81r//D53t//cTMg7379kan141EVlOi3qYCXmgdqqA2xZs7AtAe7LkUPUCJ3Uzrq8gw18X20Z85MhykVsLI6wzA75vgA5f5f44VZjtNkCVdBjItF4avVhzE91PTpk/vt48KaZMdecYbvzrgTKeZyjc7q+/VOIeS1HcZPOmLRq/h/lxfSIaUDn//T7rhlNss2JC4y8+xmn1+qWNgK38mSjxmGmi/eSF8IRN4b/eb3zdcQpOAz8u+//4Zx7b8Fwd3bJ2QxzFDTfoiMRJc/hCbjnRRmj18B38hrWl1h7hjXg4ZUtdgzJEaUhNAsnn4F+IHP/jBkGynP74Q/CoSjFJmpC/DAn/9D/2//u233xE3BeaV7dtxuVy8sn17SgGpVA++Un1cb1MBL7QOlVWZLJESh/l/QJsgQHvMkvZN4YO6dzvNY/xdHUy2B1kwuZDZWVAmS8uLIRbSsK8DtjebEyYrMM0JUx3ng6G1tTXRqRc33HDDsJ/kRES+ix6Ph8zMzH6/u8NVKw7i+6lI4KuvPsqiYJLDXLoCcMZn6mqdcJtLvg0uz4NLc83UxeE01PsVIUaD4f5cb9iwIeVAVEibGnI1HjjtNtfuUPxjMi3nV/7MtyWfsj/QYFJtbQ2/e+klgsFgtD8aSDmDC+WwmEUuyhwwS0OTz7wPnY4MPnLnF/nInV/k6Vq4ssAcFw53YErqVglxYZrdIRTD+0W1KEVIw9nOANMLZGni8UwypMSI8Ybg12fNAVgkGJV5ASdYA82QevbZDRw7doycnBy6u7t7rUUVedzs2bP7PEgbydHFWCENXUETpOoIQkOnC1tmVtxjyhywMNdMdxruk9h0kpHAkRHQ8F9n4Xi4hkmRzdQ4Sxytj3x3gH6/P0OptraGX/3qV3R1dY34a/dlsFmc/pA5WTvrO78apwIW5cJVBaaelhhdpC8SvekKmOlppz0mCyoxA8qhTOAp32ZW2k2lhEGqxymJj7dardx08809MqT27NkzqBqdFyqykMU5nynWDiZr/sYSsA1jUZEbb7yRLVu2cMMNN4y7ulXSF4mRsKvWTW1HkPxUOqwL0OULkZ9hYeXMrP4fLEaVgfRFUkNKALBt2za2bduW0mMHWo9BazjUBf/vlAlGBTwuSrrOxAWj3n51G2+/mtrrRyxZvITZs2fz4ubNbNq0sd/HR+obdHV19VnjJdWaUxUVlXzmM2tGNBgFJqMiz2am6s3LhqpAM7WvbKLE08RkB9iUOcDb1gw/PKn5zVn4oNtMBRRioEIanj9nglE2BXOz4JKc5FNHTHC2goqKipTqSA1VLaeKikq6u7vj2jGUNm3ayMMPr++1n6mtreHZZzdQW1sT9/Mli5fw9a/fP+ApxXYLVGTCklyYn21WFNSYjMh/qYEXzkFzzGqEUvtJiNFHa/jhi6/zT0c9vNpq+tAgJuA0yQFznOY7fkWeqZc3OaNnMKq3vmegtTEjj7/77ruj/VHsMcxga3Qm01t/mEyW1UxPviLPTP22AAe64JkzJiM8Yqj7OKmnKcTghbSmriNAtmP4p9Fl2xUNXUG8ATmJGc8kQ0oAqdWQavWbKSQ/ePa/aWs4w7n39vCHX/28z+Ka53ym3sxpj/m/t7WRvc//kvKSorhRva98wrx+XzWkknn44fXEfoarqqpYs+azfT5nsKv1JbNt21Z2797NsmXLWLVq9YCf/9hj/4Df78dut/Pgg9+8oLZEhDT8x3/9D0VV8yiZMQcVXgLDpmBxnsmwyBonWVMyEji8tDbFtt/pNFP0FuYMba2oyJQ2u91OKBQa9PcI+v5eX+j3LNLPKKX49rd7nsD0l62wYcMzVFdXp9Q/9cYdhBqv6VMj5ueY7/O8qVL7Kd2kLxKxzvng5Uao9Zr/t9Uc58qLZ5FnG1gdqP76nr5E+h2g375vKI+L/u///SGtra0UFhbyN3/zlQE9tysAh10mo96u4NOTzdRwqW+XOumLxHBr8wR56aiLkhGagtHYHeRjM5yy2t4YIzWkxAXzhEwdk3M+ePWdwzQoJwXlMwCYe8OfRR/35CkzPWxaplm+fXKGqRVQ74UTLtgfrnFkUzAjE/xdHs6WFA1ZBsPChQujI3tA9OCrL7fffke02PDefXsvqCD67t27CQaD7N69O+5EOtWDO7/fH3c9FCwKLquq5JXtv6Xy4zcw5eJLafCBKwRvtZsl5pcXwLwcUyhVioiK3uxoNcEoCyYraqgLl0dqObndbrTWPb5HA5FYYy5WKt+zvr6zkX5m4cKF0Z/FTseL9Ge99WuRfimV/imZ2NdaeumSaGDqUJe5fOOFt/jVd7/JPX9y/aC2L4QYGkFtVsjd1WayGgn4+eDVl7h0VgWljvjH9necsHffXiwWC8FgMK7vSVVsf9PfMUZf/edAtbe3x133J3Fq82U5cMRl6mY+ewZWF8M/PPYY35T6dkKMCk2uIJqRS2ixW6G2IyABqXFM/rIijtbwRps5oIqqmEcBEPC4Kct1UmAzc/0jRbYbwsUpezPFAdMzw/UAwiniFyr2AOb22++Iy0BIxUALovdm2bJl0QypWLHp730d5Nnt9mjmRsRQrB64ZPGSuOdOzTB1p055oC1g/sZvtJmpQHOy4aIsM0VopFbzEqPfnnbY2WZuz8029U2GWuRzum3bVnbu3IlSqt8g8WC+H8m+Z4n6+s4mO1mL7UO+/vX7++zXqqqqBtQ/JUrsr+ZkQWWmWR7+rA98ZbO4/clfErCZv9lIFEAXQsTrCsDGc1Abzgif7IAZeXau+eRtSR/f33HCK9u3EwwGycrKGlSwKNLvAEN+jJFMZLszZ87k5MmTPY6LepPYv9ktsCAbTnqgzgu/b4Z5t62l7p61F7TKoBBiaNS0B3AmW21hmGQ7LJxu97N0agYWGUUfl0ZFQEopdSPwQ8yskKe11t9NuP824BHMSrEB4Kta6zdSea4YmN83w94OczvHClkWaDlbw/7X/8AVi+YzL+HgJajPF9fuCkJ3wNRIyLFCrhWKHeb2hUqcGpd4AJM4Daa/qXSzZ8/m4MGDzJ49+4LatWrV6qTbT5ZRkUyyFPqhCpbFUgpybbAgB9r8cM4PLX6zDPNb7eaSZTEnskvyTY2qiUj6IuNwF2xtNrfnZEHRMBfRXrVqNfv370/pcz+Y70fkexapWZXsRCzV72zEQFbqi/RP27Zt5dFHH4nrl1KZ9pvstTItprB8Reb5osDtAXi1BXa0mOl8S/JMMFqO38Ye6YvGltNu+NVZM1jnUKYmVH9B/EifM3Xq1KT90oWuBtrb9OD++tDe+qT++qrIds+cOcNDD30r5XYm+z2VMrWlcqxwzAWHu00/d+dkyJdFHYRIG39Ic7Y7SKFz5AJSdouiPQjt3hCFF7Ialhi10j7WoJSyAj8CbgIuAe5USl2S8LDtwKVa68uALwBPD+C5IgUaswzv3g6zmtO8bLgsFy7KhmVVlfyvu/+SpUkOXKzKrAozLRMuyYYr8mFZvgl8THcOTTAK4qfGgTmAycrKSnqgtm3bVt588824xyc6duwYWuvoimD9FS0eqNtvv4Nvf3tddFQzciK6bdvW6GN6K/zZ1+82FArsJiPqyjxTE6g8XEjVFYJd7fCj0/Dbc3DGOywvP2pJX2ScdsP/nDO3p2eaKbm9Sfa5HqxUP/fJHpdqEd3YE7FEid/ZvmzatJEXN29m9uzZAwoaR/qxN998M/qeJfZtyfRVHD3DYvrfxALo73XBz+vhp3XwTocsajCWSF80tvz9P/4ffn7Kh1+bINRlueeDUX0dW0T6nNbW1qT90mAXRehPf31tb31Sf31VZLuXX355Sv1xZP/R2tLS6+9Z6jADZVkWM4j2y7PQnbhMoRBixLS6Q2jNiGcqaeBcl3z5x6vRkAfxEeCY1vo4gFLqP4HbgPcjD9Bad8U8PhuiE1f7fa7onz8Ef/rITzjtNcOp87JN0GIkfe37PwF6TyWfP38+Bw8eZP78+UDPKWmxYg+WQqEQ27Zt7TGalzgiF0mdP3DgAIcOHbqg4srJfodktaZ27NgRDYjFTvfp63frTezyzamu+qdilpqekQmdQVP7q8l/vjZNRSZ8JN8EsCbAdL4J3xed88Evz5hfaooDKjL6fnxvNdQGo7fPfeJnO9njevsuJeor4yB29B/okQkQ+71OdUpuYl+wbNky3nzzzej2V61aHZ32O3/+fJ59dsOAvsOxlIJCu7l4gmYq39nwdOqXmswKfbeXTdzsxzFmwvdFY8VPnv53ui/9OLkOB+eOHuLqpfPjMhJT6St665ci/cfll19OQ0PDoPuGWCGtmXHRIq7KKGPf0VM0qToam1s4c+YsZVOmUl5eQeWyT9LY1MTkkgJ+vW0v1UcOsGhuFR9Ztpy3du/qdSpepG+OLPIAfffHqe4/sqywKAcOdpmg1K/OwGemDqw4vBBiaJzrDqQl6zrboTjVHuDikj5GScWYNRq683IgdhilNvyzOEqp25VSR4AXMaOBKT83/Py1Sqm3lVJvNzY2DknDxwNP0Iw4ucsvZkrVxSzIGdlgVGQKTWNnF9PmXNwjgyEyunjixAm01rhcrh7PTVwyftmyZVitVpRS0ULJiRJHHhcuXIgK97CRA6SBLF0cK1kWRqRNubm5rF//HTZseKbfZZsH8vqRE/IdO3YMqK0RSpkT1bnZsDTPZE1ZMbUwNjbAv9bAwc5BbXosmdB9UZsfflFnptwW22GWs/+pXsuWLcNisZCXlzfg70mqUvlsz503j6ysLObOm9fntpYsXhI9+UvsN3bu3EkwGGTnzp1JMwFiv9eR/iJxel9iNkRiX7Bq1WquvvpqrFZr9KRu1arVPPTQt3C5XHG/Z2/9WyoyrTDDCR/JM1MuHcrUYvnXGjP9RYx6E7ovGkv+0GZj8txFuFqbyets6NFn9tZXxOotEyrSf+zevXtQ+/eQ1rR0Bzh8xs2ODzv49dvN/PMrZ9nwx2bePmvDlVvFkRYrzaoUx9SFtKpi3qt306YKsZfOoVmVckaVkzXvJo6pizisFlC24ouccc7nJy+8zR8P1+INhID445X+jm0iIsdFqdSaslnMNORMiwm0/+YshF9aCDGCTrUHyHKMfETKaVM0uYJ4A5LuPR6NhrHSZJ/qHp82rfUmYJNS6lpM3YRVqT43/PyngKfALCk66NaOI10B+M+zJivi2CsvMC0Tcm++dVDbGkyGDpw/4Prlv/4/NmZm4iiejFKqR+ZSZ2dnjwOc3uogROo6JWY89CVStDj2OalmXYRCGrc/xKnaev647wCzLl/ByZozXHTxXM60+5iUa4+2af367wBm9Zs1az7LihUren3fUn19oN9VvgYi02JqN1Rmms9GvdcUQn+hEU664YYSs5LiODRh+6I2P2w4Az4NeVaTEZfKCNjcuXPZv38/ra2t7NixY0gWLEgU+9nurZ85cvgwLpeLI4cPx/UFyR7fW78RWalTa510sYLrV67klR07uWTZKnKKy7lt6Q0U59hw+UJkOSz8+Mc/InJSH8mGSJb50FvducTv8FDUkrMoM+WyyAYfukzNuF+fNatsriicEFmPY9WE7YvGkkNdsOiOzxEKBCjsbuCK63uucnkhq9dF+o/YDKlUtHQHeK/exZEzbtz+xD+rwtfdjqe1AV9HM6FQEB0KQigEaG6+6UZe+O1vAbA5c6iYdRGtXR5yiyehbU5cvhAuLJBVwe562F1/jin5dtprT9NwtgP3li04MzNTOhaM7QsjffXcefM4cvhw0uc7wsXOD3TBaY+ZWn5HmfRjQowUdyBEmydESdbInwQopdBAszsoq+2NQ6PhL1oLxO51KoD63h6stX5NKVWllCoZ6HPHomoXeEImc8U6hDvdNr+ZmtMaAKcF9v7H99mv4PoUA1KJyxUPJHgSK3LAderoQZqbm1n8Z3ejtY7LXIq8zrTp03n22WfJzc3lE5/4RL8FP3s78UsUDGk8/hAuX4iLFl9LxYJrcPlCeArbmFSwCGtxCf+9r4XTNbWENFisNopKSgmGNL6AjonW26FoCR2Abdp0jrvh+NstKAVT8+1MLXAwbd5STh/ZR9WsmUDfQafIwafb7Wb9+u9QVVUVV6T0iScex+1243Q6uf/+Bwb0vseuSthb4VObMgWRpzjMtJ/jbpMyX++FPyuDo3t3sX79etatW8fy5ctTfu1RbEL2Re1+s7R2R8AsRFDQXst/Pv9qSicUO3bswOVyYbPZOH78eHR6bCqfr8TPbzKx26moqOx1KkhvAdlk36/EfmPvvr1s27o1uhJfVVVVtO8IBDV1rT7+c/MrkDsVx6I/NxlGrvg0I6fdgqvsSpy5rQS7W5gzOQsY2PTbioQVSC+0oHEsu8XU+Kv1mpU2d7WZ7Mc/nWQWOxCjzoTsi8aSJh9sDtfam5NrY0rJ0JfpSrX/eOKJx3F7/WRPuZjpl19PfZs/el+WTVHotHDqyAHqqw/jaW0g5DcFIrU+n2LkdGaxcuVKqgrtlNg80dX5XKcOcOedd7FjxxauvXYFJVOmcqL2HO8eq6Fw2hw6gzbOtPsht4rcy6roDvpobT7FL3+7FVfTaQCuvvrqfo/FIn11fX19NBM+2TFNptVkSh3oMkH2lxrhT0pTG0DZtWvcHbMIMaKaXSEURGeUjDS7FWo6AhKQGodGw190DzBHKTUTqAP+Argr9gFKqdlAtdZaK6UWAw6gGWjr77ljldZmtaRd7eb/r9thVTHMzrrwbftD8F8NJhiVbTUjTv2NMCWurpJYF2GwGTqRA66vvP4SHR1meb/S0lKgZ9DrkUceJhQK4fF4eP7558nPz+fOO+9MetIcDGkCIU0gaK5dvhCdniBdHnPd6Q2aa08It7+3vG8rZE6ioRvo9mHJmRSd49rmii+sl2EFiw7S3d5Kd0crAY8LlCKreCoZ+SXUtfmpa/ND8VIKr1pM8eQsznX6+3zfKioqmTtvHptfeAEgeoAY4Xa7466T6a0mV2Rb1dXV1NbW9Bl4UAomZ5gT1w+6odlvsixe+IfH2LJlCwAvv/xyr88fQ8ZtX/TUU0/x4IMP8thjj7F27drozwMh+E2DWZ0tN3yg/6vnXx1wZt7x48cJhULRWiCxn6+HH14f/Q7Hiv389lYrJXY7kdc7e/Ysx44dY9OmjdFtJgZzIrKyslBKkZV1vuNMPMl75ZU/4MOBJSuHisoqLlpyJa8caaexM0BDhx8N2KZeBoAOheg6ewJ3cz2ZeUXYcwrJyC/BjQN7QQUUVABw1gKHz7iZOzlz0Aduse3sa3WrVLNTlTJZj3nh73GNx0zh+2QZzBzgfsUbMp8ZfwimZEiGwjAYt33RWBcIwR/b4fVWs7xhiR0mD7CkSSora6ZCa83pFh+qcjn5JVUoi5X6Nj8WBSU2L3UHd7Fo6aW8vWcPRw8e6HU7SilWrlzJkiWLAVizZg3r168HTP+8ZcsW6upqAdMH739zB1lZWbz96y3YHJk4iiaTXz6bqXMW0YUDx6Q5MGkOqvkE7pNv9Vsjau++vZw+fRq73Z5SNli21Szg8F6XCUxVZsKlef2/X+vXrx9vxyxCjKgzXQFsaVzkLtthoabdzxVTM0a8qLoYXmkPSGmtA0qpvwa2YMrW/FRrfUgp9aXw/f8K/Bnwl0opP+AGPq3N/Iqkz03LLzKEghpebDQ7WzCFvlrCQYBZThOYGmxNN63hd01mKlamxayyZlPg9Xppa2vrNTgRqamya9cuGhoamDVrFsePH4/WRejthHAgysvLWbfuO9H/HzhwIHp9++13EAqFA0dWO12hDNo7rLy0r46yphxaXQH8QROA8gWCoAaWTpphhQybItOqyLCZS5bNQpZdYbeY1SSeeeYXBP0+FPClL/5/WJRZitRujV1tIo+t246ya//O6BQgq8PJ5//6b3lh+06yJ88gI6+YDxs8HG1w84lLJ8W9b4kBpNg6VFVVVXFtdjqd0QyTWLEnqL1N+6mqqoqe5Kc61Srbala7ebfTTOH73D/8MzrgZ926dQN5q0et8dwXPfjggzQ3N/Pggw/GBaT+0HK+L5ifbfqCgQSXI9/7xOmxsZ+v3gr6Rj6/Sll46fevAlZ2vv0uaM3JZ3/F9StXMnPOXE6eOMHM6RXR1+vu7gaI22bkM//Ra1eQWzyF1u4Ara4gx7rzyay6lmqvnc0HWgmENMEQ0UB1tzeE4/I1RLrTLmBXdVdcO4PdrbSfOUn32RN0nzuNDgYAEzhv6erm+pUrmTf3Mv71P57FkV9MzuRZZE+q5Pfvt3P0nIfr5+aRk5HaEVzk93C73dTV1UUzzPoq/jvQ7NR8G5R11fGhywKlU/jlWbOaYobFTIlxWEzNKXv4OoTJnmsPmOuOgMnajZieaTImZSXmoTOe+6Kx7JgLtjaZwTwwwajZKU5vjpX4fU41qBw5PvjY9SvJLb+Et05209IdwDHpIgBcTXWo9jruuvk6/vEf/gmtQ1S/ty96LBJRXl5OXV1d9P9aa7Zu3RoNSMH5/hnA5/NSVTU7WmKguvpY9HF+rwtr6xkuX3wJS+Zk8d1/+n/kTb+E4ouvwF48E1vRDApppdMTJLeXTuKV7dvx+XwANDQ0pNSP5dnMe/+hC7Y0w5xsU/y8L5FjlZE4ZnnggQd48sknue+++3j88ceH/fWEGG5aa063B8i2p69mh92iaA9CuzdEoRx0jCtpD0gBaK1fAl5K+Nm/xtx+HEjaoyd77ljmDcF/N5haPRbMinf5NjjjNXPmj7vh32pN4elrCsE5wO/j3g4T6Ips2xY+kGpra8PtdvcanIjUVMnLy+PYsWPMnj2bb3974Dv1gdSaslqtBINBrFYr759xU7z4DvwWJ5bM3Ohj3MDJZm/8E5UFHQoRCvrJzszEagGHVZFlj1wsZNnMbaddkWlTvUbat27bxu5du1m2fBnupjpCoSAWi5W8JMu77N27j+3bt7Ny5Uq+/e1vR0cYgz435bk2qnJ87NzyH9izCyidv5z86fP57butfPySfOZNMUGlxADS9StXsuXllwkEAmRnZ0enOVVVVfU6zSn2BLW3aT9r1nw27m+RKqsy9aUOdcOp3On81+aXyRkVvcjQGK990WOPPRbNkIo45oI9HabgzMVZpmgsxAeXU5l6V1tbQ0NDA3fffTdHjhzh0UcfYdmyZaxZ89m4LMdE99//AKeavfz3zuNYswp73P9WO1A2hfyy62gBnnrtHFkOC5Ou/DSdrY0U52Wz52QXvoDmwAetuPMWs+kDG6im6DYcU+ZHb1c3enu8BgBa43N1YNMBpk+dRJbdgtOmyMtQFDmt/OOj/yfu4RkZmVRUVLBixQoqKyuiP8+3eqn7YA/Ornqqpn2CancmJ5q8/GxnIyvn5qeULRX73YXzmWHJalpFDCY79Y1X/8Cx6mqW3PinFFx0Kac8KT8VMPuPDAv4tZkC+It6+PSU80vdiws3XvuisagzAL9vNpmFAFkWMziYuABMqsc3id/nVIPKr2x/BX/2VN44k41qM+nzWTbFzEIbv/35j/F3m5/Zb/1YdDqe1iEWLlwU7YfvuON2ADZs2EB1dXV0qrLFYuGRRx5l5swZ1NefYeXKVezfv5+6ulocjgzWrPlM9DlKWcLbVyy/6ipWr1oFmOMlb2crje+9QcvRfZQtvIaCmYtoo4j/2NnI4mnZLJ2eTabdEvdeXb9yJdu2biU3N3dA/VipHRpsJlj+hxYzda8vy5cvH7HMqCeffBK/38+TTz4pASkxLnT5TYmS3DQvb6mBc11BCUiNM3L4OIp0BuBX4SLjdmUyFiIn++WZUOowQamzPnMiub8TVhbD5bmpTZk47Yatzeb2nCyT8RJRUFAA9F44OFJTJTJC19dqVolT7WKlcuAVef1ly5ax770PyZz1Uba+3w5ZZsqcAvIyLORlKPIyLORnWMjNsOCwwH//5jdUH/sQdIiqqio+sSb5azz99NPU1dVRXl7OPffc0+vPd+/aTSgUZPeu86ttaa3ZsOHZHiek27dvx+12sX37dpYsWRwdhSwvNwscrV61ilMnT1JXV0fD3q2EfB4K5yzh9++30+0LsmRado8A0pLFS/jdSy9Fs0wiI52J0/dixZ6gVlRURjOjErOv+stq621aQaEdCm1mlPi1Vri5n4NAkX5r166Ny4zqCpjVE8FkuPQ2HT9xylwyke/0iRMnCIVC0ZUtV61aHVfQN/bzdMXVH+O1Dzs53uTFmlVIwOuCYBCNBhRKWcjIzMBmsxHSZmqY2x+eXmsrwFFaQCewM5LNlDmJSHeWZVc01p7A29FMwNXJzTd+nNd37KC56Rw6GMRus3LXnZ/GqiDTpvjpUz+hqekcJSWl/MWX743+Xnv37uMX27eTn19Ae3sb+fkFdHR04PV68Hjccd99gMzMSKaiYuuv/4OgsjHj6luhqLzfbKnYKYtAXIYUnO9/IytZJRb+TTU7NbZwMMBlU4sozjUZT0FtVlgM6fDt8P8BMpQJQGVazLVNmawQT9AEp5v88G81sGaqmd4rxHigtTnO2tIYQisLSoeY4bT0Ok011cBSbH3Lp5/+N+rq6sjMzGTuvHk8++yGHgGtUEjzYYOH/KV/gTtkomAZKkj3yQMsnD+D6aUVbLUp2oH8/AIAHI4MfD4vDkcGd9xxezQQFbEmfGxUU1MbNyUv0tdv2fIyFouV0tJSLr/8cjZseDYm6zVEaWkpHR2dFBUWhX+Pp+OyroJeF/5T++lsPUWodA55lXPZe6qbd2q6WT0vn7cT3qvD779PdXU1r776aq+DH4mUgiqn+Ru92wkn//A86+79Qo+p6elw3333RTOkxjOl1I3ADzHZmE9rrb+bcH8+sAGYhjnn/D9a6/8Y8YaKC9bmCSVfHWOEZTsUJ9sDXDzYqUJiVJKA1CjR6DNLrnu1KTI+P7vnFAiHxaQoT86AE24zKrSlCY51w22T+p4yEQl2aaA8wwS3Yj38018DMKm898LBcH41q3f27+91JZTE+lKxehvN/+a/PBO9/fOf/5xAIEidN5eMBbejlQV0kCVTnUzKspLt6D2jacVHr6ajrZmOjk7mzYsvMhqbwRQ5cKqrq2Pjxk3cccftbN22Le7nADNnzqC6ujp6DeZgLJKyvmbNZ6LbX7lyZXT7QFygKyLysyee+B5n3/kDIa+L4gUf5c1jXXR7Q1x7+eIeRUwjo6nz58/n6NGj0Qyp3kZjeztBjWRfbdu6tde/Xay+pgnNdEJbJ7zTCYvz5CR0LNEanm+EgIYCm+kPehOZepc4XTTWihUrOHHiBMFgELvdTigUisvkiXxOjx8/TggL++r8vL+rCa3NSd2CUjtzikuwKhXNKoT4aRUhbUbmPMHwdUDjDcKrb+wk4PMRdLXz2U/fTq7Dgs2i2HrqDLsPmMzGWYV2nnn3zei2brnlVkpi5nY0NZ0LX8cvex8JMANcdfXV7N61O5p1EHviFfs+AHg8Hrxek3JUt/N/+NTa+9h71hfNlpqV2cKhNzbH1XWLfDf379/P179+f49tRwJW2dnZNDY29lv4tze9nTAPNNM2ItMKl+bAYZfZH/28Dua3Huafv3mfFA4WaRHU8GE3FDtg0gWcrzT64HeNZiEAlIXG4x/gPXGIq/+s9xXzVqxYgcfjwePx9Ch/kDhQF/lOR77HHo+HI4cPx30/QyHNBw0e3jrRRZs7CNjJtivmldjZ+eJvqK4+Sqh5NtPXfCY65S1y/fd//43oMc/evftoaW2JZntHMpoAKisryMzMjPs9nM4sAoEAXq+Hjo7zfWFkGl9VVRX19Wfwej3RAbjYPnHhwkW4XC5WrFjBT3/671D9Ac0fvM2kRdeSPWkaLx9qp7RsIdYTJygrKwNSG/xIJssKFRlQ44XmhR8ne/pFPaamp8Pjjz8+7jOjlFJW4EfAasxiCnuUUs9rrd+PediXgfe11rcqpUqBD5RSz2qtfWlosrgAZ7sC2EdBUpLTpmh2BfEGNBm2Ac6XFqOWBKRGgdNu+OVZcyCVazWrIfU1RTcnXIi82Q/H3FDthp/VmzoeiYEmMCeeGxvM9Ip8G8zI7PmYp/7jZ9HpcXfffTdw/gQrNvARe9LVW9AqdmW8RL0FSyaVx4wGOvLImX8dttxJAARbariyMpdZhf1XraysrKCrqzvuQCkiclCVmLJ98OBB7rjj9rgsqEhWU21tXfQ6MuJot9uZNm068+bN47vffRyv1xPNqFqyZDEbN25i8+bNcenxEZEpgJG0+DKbm/q9v2fSktW8U+PC5Qux+pJ8bDHDr72tFthX4DBW5O93+eWXs3//frKzs1N6XrJpQrEro33yfz9AvRe2NcNnpgy8joZIj93tZkqwTcFF/dQ/SWWkuqKikptuvjku+27vvr1873tPcP3KldGTrIJpCwmVXYolIwetYXq+jUWT7DhjOjunMyt84mOqbD/xxBPRz5tZ6cn0QzMqK9i7dx9n33kVALvdQWGmNTpKb7FYCIVCdHZ0AsRlK8b2CcnU1NSa78viy9m/bz8rV67kpZdeIhQ6v5BBeXl59HGRPjH29k9/+u+AyXSaUWBnUraVvWd8nOkKctRVBNOu4ZUdb0QDUv2tqBc5cQ2FQsyePTsuQ2ogBrv4RKJHH30kur946KFvMT8bjrqg0Q/v5l9Mc0El69evl8LBYkS5grCpgegU1Pr39vHub5/h5aeejMsI70tAw85WeLPNDODZFRS4mjh1eE+/35uKikoyMzM5duxYj/IHiQN1ke90pK8qLS3F4/FQUVHBtdeu4IOzbv54oovW8AIqGSqIteUE+/7wIo5lH2HFimsBHW1T4oAYxGdte73eaLZ3bEAKTH9w8uRJguH6eLNnz2b69Om8+OKL0eB6RkYGRUXF3HDDDVRWVkSnfwcCZkW/kpJSmpoasdsdXHHFFdEM0kjf62k9y+kdv6Zw9uVMvnwljaqMjNkfY/87f2TVqtWUlpbS2NgYXdRmICozoTsELWRyz3OvUnhw24C3IQblI8AxrfVxAKXUfwK3AbEBKQ3kKjNfPQdoAQIj3VBx4c50BuKO19JFKYUGmtxBymW1vXFD/pJp1uA1S65roMhuarlYE04Q16//TvR2pOi3UqaweY4VDnebouc/rYU/LYOLs+Ofv7UJ6rxm2sXcXk5A6w+/C0DZRQt6BI0SR9U/85k1fdYfip2mk6pXNv2KYEiTc9mfkHf5n4NSBD1drJhTzNRL5iZ9TuwJYez0mWQHZnv37iMQCKCUih5ARVgsFvbu3cey5ct6jCDm5eXS2OghLy+Xe++9N+55GzY8ez4TIjw6uHfvPg6GV7OJBLpiRaYAVlcfBzSHDh0iFAoS8rmZetVtfNjgwe0Lceat39DUcIbS0lLuvffLwPnAUllZGfv3749O7+nvIDny92tvN/UlLrroIvLz8/t9XrJAWOzKaNMyzPTS0x5TW2NuTp+bE6NAvces3gkmGOVI8dgilVpSsSInW5tfeIGC0qmUXvEp/BlFpvZQyMPVswqiWUqxmYt33nknO3bsYN68eWzY8Gzc5y22mO6aNZ9he7Tgv2Lu3Lk88cT3ohlNkQUQIt/BZNmKYPoQMwlYY7ebqTCxr3P//V8HSJpdYKawxNZ76pk1GZFlt3BNZQan2gPsqffiKJmFpWQG1Y0eZpVk9Lu8e2zAKvK4yHWy/UNvBrv4ROJ032DQnCRHri3h4GamB2q8Fm5/7N+Y1l2L1hKoFiPjnBd+eqyDkDMPgn78/gBTFyxm6oLF/N9TpkzBwlyTZR45xgpoaPVDmx86gyaT/Eh4JVmAMgfMzARbfgkXp/i96S3omzhQl/idfvbZDRyrPk7l/GW8WuekJVwPSnu7OfPua5TYfJw4cTwuqBTpa2IzS2MD7rHHQrF9WKLKygo+97nPRQPpBw8eiB7HRDidWdTV1fLCC89z77334vebN8nv9/Pww49Eywn4/T527NgRbds999wT3zc3nuCj0zJ447QHR+lsgs58dr29P7pYRWNjIz/+8Y+ixz2psCiYlwVH3XAOB52Lb+b9LrhEjkmGWzlQE/P/WuDKhMf8M/A8UA/kYhZf6G1pazFKuQMhOn2a0uz0B6QA7Fao7QhIQGockb9kmu1uN8GoYnvvwaK+ZFphUa4ZnW7ym4Loq4vhinxz/wfdZn69Aub2kXlV/95etNZMnXdpj/uSHWANxap6EW2uAD//0T/T7Q3y0e9cB0pRVWhj0aRJ2BOic5GimgAWizWatRB7ErhkyeK4g7Kt27ax8803SXTV1Vezf9/+6Aji/fd/ndWrVrFx4ybWr3+YhQsXcuutn+CXv3yOxsZGNmzYEK27EHk/amtr8Xo9lJSUsmHDs5w6dTJ6f+TAM/aEOxL0irQ7FAridGZx9WVzmTUjk1dPe6lp9REsvxar61UaGxui24ut1RMMBnud3pMo8nerqanB6/Wm/LxkYlf2s1lM/aFqN7zRJgGp0c4fgk3nTH8zxWEC4KnqbzpFsmL8m194AWV3oqtuwG/LQAcDnN2/He/Z49x2/99FnxsZxd+8eTO33HJLuHiuCfZEiuc6nc6Y/kezfv3DlJdPpaXl/EmX2+2KPj6SdVBVNStpvbfIdzInJxuInEj52bDhWbKysrBYrJRNLos+PhKEimRRNpw9S3V1NTabjePHj7NgwYLoKlQbNmyIPu+qq6+O3lZKMaPATmmWlbfqvTS6YPOBNvIyrVw8OZOLy5zs3/2HpHXb+gtYDbfEv2/sghMRSsF0p6kxdcwNp7MrOOYyq18JMdx+eRZCzjzaz9Zx7JXf0tXWRtH02UydfxnFMy7iQ5dZkS3baqbytfrNarHJOMPlEQZapL+vouaJA3WR73RIa040eci66HoKyj5Gp7JCdwBLwEP9u69Rnq0osXlZsWIFZZMnsfPNNwmFgj2ORyJqamqjfV3ssdDevftMllO45lOiysqKaPFzEirF5OTkRANKjY2NPProP0SLoQMkxheqq49FSyFAfGAs0p6Pz8pi83sN2HNK2X2mhY9dv5IXN78QfY2BUgrmOE3mb70X/uecyZhbmj/gTYnUJTtjSSwzdAPwDnA9UAVsVUq9rrXuiNuQUmuBtQDTpk0b+paKC9LmCSX9Y6dLtsNCTbufK6Zm9FrCRYwtEpBKs8jhfJ518CPJVmUyq7K9JlV9azO4g7C8wEynAlPzp69A8vTp0wF46KFv9biv4dw56uvraTh3LnqQVVtbw8aNG2lvb2f58uVJp5T1JRTSnGj2cqDWxekWH11eE6ApyrRwaZmD0l7y62NPiEOhYPQkMFZsAGjJksVxU/FycnLo6uqmqmoWDWcbyM7Oxu12UVR0fpWvyAHZwYMHmT59ejRLI/FkvLKygm98w6x0l5gtAXDFFVcA8WnzkaBXJLBmMk7OH1SunpnJGzUeOigkZ9Gf4jtziH/6wQ/51CfviP6ekQyp3qb3JIoEDyNZDoWFhTz88PqkRef7k7iyX6ndBKTa/L08QYwaO9tMnZ9sq+kPBiJZLanYIuXJivHv/uNbeCYvR9kyyLEEOPXmf+FubmT16o8D8KMf/ZimpkZycnKIZClFptlGsvm0DmG327n//vvZu3cf9fX10ROjurp61q37drQ9iSc8Gzduihvljw1aR76ToVAoemJlt9uprj4WDXTv37c/bmrLrp270DoUvQYIBMwZ7aFDh/jWtx5i7959cf1E4tQYMAdS/mNv0tDoZfKC5XR4Mthzsps9J7sJuqbimPVR9p5qZ1ajh6JsG3lOa48DrtiMpZGQ+PdNtp+ImJxhsk0afNAhEzPECAmGT4OPbf8t1yy/Mi6A6wuZbN4GH3QHTQ3OiMyYYv2Rwv0l9tQWiomIBKJM7ahampub6ejoYPLkyZw9e7ZHgBnAFwhx+Iyb/TUu2t1BwAIK8jIUswvt/PLHPyQU9NNusfKtbz0EmGOOyOBadXV1XNAnIpJhmtgfJi66YvrH+JX37rjjdqZPn87mcGAowuVyc/PNN0d/HgwGCCdHhlcOVVgsluiUPzBZVpE6UkuWLGb37t1s3vwCu3fv5stfvpeOxno69v+evMtuxJ5dxKGzJ6LP7W810t4oZTLa7MocC/++GZ7f9grr77heMjWHRy0QG3mtwGRCxfo88F1tUuiOKaVOAHOBt2IfpLV+CngKYOnSpaOhdraI0eQKjqrvkN2iaAtCuzckq+2NExKQSrPJGXCgyxwk9aa/aRhgdsSVmeBQJm35jTaTet4egGyLyYgYrN9v2YLP5+N3L70UPSk5cvgwra2tAEmLXvem2xvkUL2bg3UuuryhaNszbQqnTbFqVt9nyhkZGXi9Zvn2nJyc6ElmbBAq9sBr//59cbVfXC4369Z9u0cAqa7u/D40NrX+/LSgeIlBr56DQkTT1pNNISybPJkTJ05SNnly3HNyHBZWz3TyfpOf9xu9ZExdQKh4Blt3v8fnP3lTNCst2ftdW1vDli1bALjhhht6jNC2trTg9Xqj0wuTFZ0fKKsyoQSfNtMfpL7g6NTiNwEpMKsS1deltjx5RLJperFF7x966FtxJ4Baay5acRfvn3HjsCpa9m/lXH0tBQUFvPTSS5w6dSpaRLyrq4tbbrk1+h3ZuHFTXIFxv99PTU1t9HttAkahuBp1ybIi46ecmO9n5Hs7e/Zsjh07xsqVK3nxxRcBE1yqqppN2eSyaO2oWPn5+bS1tZKfn09xcRHV1dXk5xfQ2dnJsuXL2Lt3H5s3b+7xPvXsK+CP4SzJtmPv8MW//Qan2gOc7ghAdjHW7GIAXjjQBpj+sSjbRlGWjZxMC067hdfeOYU/cxJ/2H2Av/m7h3A6LH0W90x1OfqhNpCTeiEuRI7VrBb5V1+8N7o6cYTDAhWZZgGHzqCpp+kMB5+G4jMayV6uqKhg9uzZZgGHUCi6r925c2d0EOmiSy7j3VoX79R0EwwnFvldHZTZvWQHO3l988tYF19OXm4O7e3tcVPstm7bRiR4D+enJN9yy61s3bqVvLxcVqxYwTPPPIPf72PLli3RPifxOCR24O2KK66I9g+xxzw5OTm4XG6WLV/GkiWLaWlt6ZFtrrXmC1/4QjQrK3b6YHX1sWhwLnIcFunbd+zYwbn6GpxF72Kfdy2tjmkoRzba182f3HJL3Gv0tXJzosix8JYXn+eij91C5uXXs7nRrAacWA5DXLA9wByl1EygDvgL4K6Ex5wGVgKvK6XKgIuB4yPaSnHB6jqCZNlH1xdIKTjXFZSA1DghAak0mxpe4aqzj4DUQJRlmKDAkfAUPoBZA5gKmFgrBIirFxKZtnHnnXfS3NxsDpiW9axJkKjbG+StE90crHNFQzc5DkVVoZ0ZBTbed1jwer08/bSpYRApnJmopKSUurpayssrmD5jOo888ijLli+LTr3bunUrTmcmHo+HyxdfHnfwZLFYowd3K1as4PTpU9GU85KSEh5++BHy8/O4444/i44Ynj/J1OTnF0Sn/0SKHG/e/EKP0cSISEZT4skynK8l9f+z9+fhcZR3ujf+qeq91VoteZOElxZgY2SwBUG2Q0QiGxMwmcGZMzMG5QwxnrzzkvObTF5OmIxPgiLgMIlz5pfkvAfOTMY4zkTGSWbGnAnGYGwRBPECWDZ4N0jeWotlbS2p1XtVvX9UV6mqu7XZBlum7+vyJblVXV3dXfWt57mf+3vf6QxGLaJA+VQ7H73fSCB3Lq6C6Qw4FvHaUT9VN2Xjtqcvvo2NjbS2tuq/J7dUagQCqCuQ5eXl/PCHf08kEsHhcPDd7/5d2v2OBkFQz7eYoqryMu3c1x4URfWRU4CpNsixwivjjCdPhrE+JJveG8+llQ//Ncc7QogCVN3gIOCuhHiE06dPoyhyYjKkorCwSJ/sJJuHa2hsbEzb9jESjKpIIOHZNqwSaG5u1v2h/vCHd/D7/eTm5uoEt3ZNGn3qVq9erasPTpw4wdq1j5lq1IYNP8ZITLtcLtPkbNeuXfzhD+/Q3z/AzJkz6Oi4QOWSu4j0dnCqsZF582/hSIsP0ZXLnHm3otjdDEQUQnGFnkCcnsCw+sA6a6l+8/6X/d0AeBwiX7w5h7lFamqF0XPOeO1fSqt1csveWJATH0PyBPDnP/8569evvyZi2TO4urjS50K2VR3zREfRVgiCWv+uNIy2BiUlpbp6VFNICYJARHDT2BJhT1+XXiWmuEROvLODnjPH8DnsxGJxZFnSxy1FRUWm8YFa17Rnq/dwo41BICBSWlqS4vEGw+MQn6+VjRtfTLTfBykvL2fnzp20tbUSDodNIQ7Tpk0nHA6xd88e9u7Zw9JlyyguLqGtrdX0/o2eUUbk5eXT399vaukrLCwyfWanj71Pcc4MsotvxDV3KWX2zpQaM1py80iYnevi6Ku/ofz+P+VIwEJAgj+eeumJoiPhs1zTFEWJC4LwX4CdqA0fmxRFOSYIwl8l/v6PwDPAZkEQjqCyqX+rKEr3VTvoDCaMmKzQG5aY4ro2/KM0uG0CZ/vj3Fx4GYqLDK4ZZKaPVxnTHCACIVn1eLkSAQZT7LBAUH2lCu0T80FIN/Ew+oU4HA6+VF1NSUkpf/3X3xpzf5G4zMFzQxw4N6RPUoqzLXjzbUzLEk3SbL/frw90RhrgrFy5Up8gbt68WR+8uVwubDY7kchw5HrnhU494QXUFr/OCxfYsOHHVFdXI4oWIIbD4aS3txdFkfH7/bzyyu8IBIb0ia82+dVUVQMD/WknzSAkFFxhioqK9MmqcVL7/vvvc+TIEQoLC+nt7WXBggVpPW58vlZCfRf5Yvl8Qll2jlyM8lFnmNNdYb44L5f5050psnYtclr7HczKiIKCAj3FRjMM1QyRNdXZpcAuQkxS23MyhNS1h+ag2lZpAWYnBIijxZMbWzvb29tNq9LG+vCd7zzJvHnzEkSoTz+HJFcRb3+sptvdNdNBvstCfmkJNTWPJPzc9gIKHk82f/qnf6qf98PeaqoCQBBEcnNzyMry6NfHWESUhsollezbuxfVZ1fR1VTJKoGmpoMMDQWxWq3YbLbEtfqWoT1RMJmVz58/Xyegz549y/e+99/019T2XVCQT1tbu97qq0ENSFDVAR0dF/Q2HK2uaO2IXm8ZX7hxuA05JikMRmUGIjLhuMKhI8cZDIbJKSiiaPpMInGFsKQQiMi8cthPruKn9cDvyHbZ8fv9uuecxWK55HS9sVIAk6FNmZMJqfXr19PT03NNxLJncHVxpc+F7ATREL0KdsnJnprGQJBgVObl/WfpjqnJoQpQmmPhpgIbU9wW8nrn0HDhNB5PVqI+DCugurq6aWo6yIlEoma64BUj6V1WVsazz/53fXxisVhSFJqNjY36OKuoqIjm5mZ9+/7+fioqFvPWW78nEAjQ3t5mqmNaQrAGr9fLwMAAra0+mpoOcu7cOdPnMjAwwJKlS1KO2QhFUbhw6E08M+ZiL/Sy+PY7UrYZLbl5JCxfvoLlqEb1x4bUNs1ftKlp1NMc497NmPis1zRFUXYAO5Ie+0fD7+3AvZ/2cWVw5TAQ1rpZri2FlMsq0BOUiMSVURXiGUwOZKaPVxkWAYqd4AurKqmCK0RA59ngjpzxK6PqfvFvALScO5cy8bh35coU1dRYiEsKh9uC7G0eQFLUg5iZbaG8yE6uM/VNfvsnv+LDDz9kz/73ddk5pCbpXUz4Wf32t78xkUKq0babWCxq2KtiasWDYR+o7dtfobCwiFgsRsUdFRw7eoz+fj8wbKjZ0NDAuXPnOHLkMB6Ph3vu+SKArkIyQhBEnnrq+/rxdnd3U1dXR2FhEbm5ufqkVn19RZetnzx5QldpGQm45ESx4mw1Nr5zSGLX8X5OXQhRPS+HHNfwJVxSUspjj5nTxIwJid3d3aafMNwC6XBc+gjNJaotp30x9VzO4NpBTFY95QBucA2n6o0WT66RTsGg6tVkXJVOJiaM55fD4SAmOMm65T4A5hfaKE1iw1csX54gpCAQGGTTpk26h4lxsqUpHv1+P6WlN3Dy1Ek2b96clHKX6sOm+aIUFhYiCCJLlponQVOnTmXmzJlMnToVn6/VpMjq6upKXHfDBu5r1z4GDBO8xnYWSYrr1/g3v/m4Tl7X1T1Ncguv1+ulquoefvnLXyJJcbKzs/Vj9Xrn4vWWMX/+fP7wh3c4ffo0u3bv1o/78AeHTBPKoRyZXe++RTwnh2UPfoXSOSXIikJzb5zDF6P0k4dn8RqCH79FWVmhyXPuUtv1JmqqrhNSSY8/99xzupogg882rvS5oC2GRC6BkPokWlp37d5FU3MX7rJ7UAQ3ogBl+VZuLLBx8sgHvPhSg2nRy+drZefOnUSjEbq6ulGvIkVXdYI6FkgmdQoLi+ju7qKwUCWXjD5O8XiM1157DUmK6+3ExoWrjo4O0zgqEBg01a9kUn3BggWmVuiWltO4XC4ikUgapbjAggULWLF8eVoiShvjCIJIPDRI74n9TFmwjN+fGqDmrkKsBjb7UpKbjd/p7TNLOTmkmtj/og0eKFITF68EMjUtg+sdPSEpnSvJVYcgCChAd0jKpO1dBxC0qNbPEu644w7lwIEDV/swdPy+F/b5ocQxrGCYTNi48Z9pa2ujuLiYtWvXceJCiP2nA7pHVLDLh633DI889GX9ORs2bNDT2qqrl/Paazt0eblmVK6ZhGotek6n06TEMCI3N4+7776bV199NSXxxQjNnNn8WFmKITmAzWY3EVzapHHnzp2mx202OytXrjSpN4yrlmvXPpaikDJWd6+3DLfbzbFjx/QJtzY4heH2RUVRONcf5+CFKHFZ9b64+8ZsbitxIwhC2nZLo/H04ODguH0YJoJzIfBFYFkeVKUP8PnEIAhCk6IoqUuqkwSfdC16p0/95xZhUbaZoB5pEtZ0sInXdgxfj8XFxfT19aUlpI37KJpezG/e76EvKDEz28KyEkfaFTWNiDG2nhjNyUFrlX1F/7uamqcez6pVDyaIn+FrzOFwsGLFvXp7rQbRYAgMw2okUVTVnupETyAvL5esLE9CgakqpFwuF2vWPKwruHbt3p1QXaW/ZxYXF7Nu3boUs2Dt/8XFM3W1pva+1GMdfv/Dk8Hhx7TIdJfLzZNPfidtgIIgCDz11FMEojJvHLtA3KFGS5VNdfDFm3NGbPP9pHAsAH1x+JNpcNNnJGUvU4uuLg4OwOvdMHi+mfICh17TxuM/tGVLPc3NzZSVlY3Z0rphw4/0sUtyyIeGQFjin145gLVADYuZmiVyxwwHnsSKQPI1rUG7touKihgYGESWJWKxGC6Xm+rqat59dz8DA4OsWLFCH28899xzeijDypX3pSWGtJpos9lYv369/hdjDR0PksdKFouFW25ZkOTXJ+DxZBEIBAzP86YkAiYvNsqKwhunQwxEFO6cncVS7+UxRsnfqayoSuHOxNCtIgeWT7k+faUytSiDK4m3zgXpDcl6/bqW4A9LzMq1cVdmNfyaxERq0bV3dn0GUZIQp1zNRKLXXtrMay9tvqTnapOsiyEbW97tZveJAQIRmVyHyDzXIFZfE1+4wyy11lbeQqEQDQ0N9LR8iP/sUQCdjNIGPl5vGaAaZMqygsPhwGYbzqx3OBz8zd98i4qKxWknwFo0uSCITJs+PZHqpcLlclNVVUVubp5pe42M0p7r8Xh0w0+zCgu0VcympoP4fK3U128x7W/Tphfx+Xxs3bqVWbNmUVv7lO6j4PF4aG31ceTIYd1TCtQ0HafTSVubOmhTj1+Njb+/zE1JjgVZgcaPBvnJK8f5X7/6Ha9uf1Vvp9Jw6NAhJEni0KFDPPTQap56qvaKklEAmp/gxeSPJYOriiEJ9qi5A3jT+MhpbSbJioCKxRU8+uijlJWV8dhjj9HX15dyXtXX/4q6uh/w1ltv8cgjNRQXl7DreD99QYlch8BdM9OTUUDChHcVWmK0x5PKWFRULKa8fCGaT4rR2FdTKRkT/yKRCA0NDRQXzzTtR1FkmpoOJo65Xq8psizpqgNBEPjWt76F0+lg06YXOXNGTXsKhUI0Njaya/dunnnmWfbuGSaj1HZfM7Q6eOedd+L1ernzzjvx+VoTkzUliYxCbz/xeDz4fJrqUkn6qbYCahNSUOtjcXEJxcXDLb7acXnsIg/dPoPF0+2IAjRfjPCLPV183Km2Zm7ZUk9rqy/l2K80RmrZyyCDTwpay15MEPV7Jpj9h0aCSsqX6C3Mo8E4dkmHjzvDbN7XhbVgFooc5+KhBt75l39g39tv6uODsrIyRNHCosWL9Odp9cnlcvHgg1/hu9/9W109HQoFOXHiBF1dXUQiYb0G+nytetInCCO2NNtsqsdKLBajrq6OZ555hqamg6ZxyjAEvF6vaYwFmsrT3PIrSVJCkVqkb7Nq1Sr9uDUYFwG3bXuZurqnef/996mpeUQn/EVB4I4Z6mD4wNkhznZHaDrYxI9/vIGmg01p39doqKqqoqxsOIVZFKDMpf4TgKYB+M7LexAEgZUrV054/xpWrlx52fvIIINrFbKi0BmQcF2jLXFZdhFffwz5Myiuud6QIaSuAeQm7vtxw/X0aU4eWlt9/PJnP+I/fvlPl/RcV+EsPAv/mKxb7qM3KJFlUyek9851snDOdNOgQ4PLpUrB7HYHHk8W/WeP0X/2GDAcW+z1lrFy5Upqah5h5cqVOkmUk5ODJA2roHJycvTfjRNXUAdimtJDUWT279tvWrkLhYKUlpYwOKh63oiihb/4i0fJy8vF4XDy5S/fT21tLU888QSlpWqCjroCqJFaAoqi6Kl+GpFWWFioE2kA0WhE3wbgK1/5Cl5vGbFYzKT4WrBggf57VVWVrhYzwmkVWFriJHjyHWLBASxZU5Bmfg7P4j/DPn0+93xpuN3yS9XVuN1uvcXKeF5t3PjP1NX9gI0b/3mkr3dcyLWqA7yPg9Bx6VZUGYyCffv2cd9997Fv375xP6ctDDKQY0nvI6cN9nfv3pVSa4xk1ZeqqxFFkWAwqJ8rxra21lYfJy+EaemKYBFhWakTm0Wgvr6euro66uvrU15bvQ7Ugme8Ho1YvfohamufYvXqh1ixfDmrVj1oImZqampYu/YxioqKsFisxONxLl68aNqHoij6NZesjBQEMeFTlYvP16r/XZaHa4tm6CvL5shjh8NBbW0ttbW1FBcXA6pCyudrZevWrbS0NLNz5062bt2qP0fbLvHqrF79EF5vGYHAoD6B1kg2r9dLU9PBhFE6PPnkd/TJZmlpCevWPca6dY/ppJ+R/BMEgbICG1/2upiaJRKXYcdRP68dOK+3aI6Fke4/yY+PtJ02sJAyY8QMPiXMcACKQn7JbJbe8yX98fLycj3EYyRoLcytra0p14fxHG9t9SGK6tmtjWE0xCWFhpP97DjqR5JhsL2F5lc30tN8SF9s0sYHmm9T54VO/fla/dGIrvr6LXrN0MigoqIiHA6nXgMbGxtRFAVRtOiEiEYOuVwuRNHC0mVLE38brhGyLNPQ0EB/f7/pPRQWFrFq1Sra2ztYufI+XC636fh27nydVasexOFwGN6/Qnd3N6tWPUhNTQ2vvro9RcVeXFzMxo0vsnHjizpBn44gLHRbuKnAigL87sM+ft/UnLIYMt6xcboFF0FQk60XelSyvPD2ZSz+6qO88cYbo+5rNGjPvZx9ZJDBtYrBiIwkq2FL1yJsokBEgv5L6dXO4JpCpunyGkC6y9zozTKWhDxdq9ZE0NjYSCgUQpZltmypH7ePwsXBGL873I9jntqKZxWhfKqduflWLIYJ0vPPv6B7HHzzm4/z/PMvEAqFsNnsFBWpqXlqlLuEy+U2eSdpKC0tQUwUxIGBgYRp8T6cTicDAwPU19dz5szZFFVGPB7H5XITCgURBJE5c2abJqbaBNDoX9PY2Kj7SG3fvp0//OEPrF69mtLSksR3ohAIBMjLy8fv7yM/P183QZ86dapuFu10Dvsy2e0OLBaLaSA5LM0fQJYVYrGo7ttj9MdJ9s8xtjwJxw6QO+sWpsz7HHZPPu6yKk7FrMwJxCj02FK8X4znlabYSFZuTBROUU2LbIuofkVfmzF+77IMxoe6ujq9hfP1118f13MuJOYEI7XWa15RYyWwVSyuYPsrahtIW1sbTz9dh8fj0Ymk37+zl4HpKmm6eLpdl3UbSatdu3ebjG2NSU6FhUV60EDyCn+yIe+JE8f1ZMuly5YB0NPTiyAIxGJRrFYrgiCa2narq6tNcek2mx1ZlhNtgDJ+fx/19fVp23mN18aSpUspyC8wmaJv3LhRb1det24dzz3398RiUQRB0Eloh8PJI4+opLzxcwBzOhdgamvR2np27XpDNzU2EvvPP/8CiqLoE1CjnxWoK4dVNzhp7otz6EKUYLaX4oUSVXfOMX/Gae4fI91/kh8faTttMTWcGSNm8CnBY4VbswWOBgTk/GGl5Hj9h5KvRQ3GcxxUMie5te/CQIxdx/vpHYojALdPt/PuwcPEwwFyc/MYHBykckkl826eB8Dp01ptbNavW63+eL1efXzgcrlNaZ6PP/74iMdcWlpCU9NB/H4/giCwaPHiFO8mYzufx5OF3W6nv9+v1w1jq/Srr27ngQdWmZ7T1tbGrNmziUSimE1lFHbteoOKisWmluba2loAU5uxx5NNIBDQCcJkL8Dbpqlqro9649jmfAG7pGCPXODpp+vIyjK3Al5KYiio90SvCz4Kwh89878ptsbGftIIuPfee3njjTe4996Mb3cG1x96Q9K1aB9lgiDAxYBEvjNVuZ7B5EFGIXUNQJu7Gy/6ZLnxaDAmX2kY7wq39lraatd4VtD9wTivHfWz9b0eYo5CUGRK7SFKhz7i5Y0/5YODh0zbawbe3d1d7Nq9W/+/1vqWl5eHLMvk5OTq7Snz589Ped2SkhL954rly3nqqe8jyzKRSISWlhZkWTIZegLMnTuHJ5/8DqtWPYjT6eT8efPnoU0AVyxfzve//z3m3TxPN/xUoeD39+mfiTYRBfD7+7DZ7NjtDtasWUNFxWJKS0vo6Oigra3VNLlNHqxo6idVmv9dvva1r5nUUMbJvJY+prXzGf13FFmi/+wxWl7fRNfBN/DYBXqG4rz0Xg+HW4MpfjfG86qoqEj//C9XjVfqBJsArWE4OXTJu8lgBNTW1rJy5Up9gD8eXEi0UHoM92hjC4SmnqusrByz1hjVPYqiMDQ0xGOPPUZZWRlu793EZZiWZWF2rlVvSzGu7mvn8L69+6iv38I777yjk1FDQ0OEQkG2b3+FDRt+bGhfQzf0Tady2rtnL/v27kOWJZ3Mzs/PT/KQE+jt603EqKvXQiwWTXizRPV6EY1GqKmp0VWNeXl5iKIl0bpi19tXTpw4AShs3/4KdXV1KaSuVtMURdHbVlwuJ1u3bqWp6aBeZ7SJYmkifRDUSZvP16q3CM6cOQOXy01OTg4tLea67PO1muqq8fcf/vCHepuiIAicPdhIxwGVzBzKuQm/MMX03aa7fxjrhPGekXxfGuk+ZckQUhlcAUxUGXqXap1GZxTiEzz3RmphNp7j2v20paWF3bt3EZcV9rYM8pv3e+gdipNtF1g+18mNBTZqamqora3lb/7mW/rY4pVXfkdrqy/lvtzd3aVvX1NTQ1VVFYIgEAoF0ypMwezB1Nj4FnV1dbz66qvE4zEURdHHC6C2yW3fvh2v14vXW0ZeXh5dXV16kEtvb29im2HySVHUOpe8yGespR5PNtoI1uVyUV+/Je2xam3GNpudQGCQ4uKZrF79kEmZ2tLSgs/XiiAI3DbNzq1FNhAE3DfeQ8h9A4qimMio8YyNR2v5K7JBgQ2sDid//pN6xtPx8/Of/5zCwkJ+/vOf64/t3LkTRVH0BaMMMrie0DkkY7/Ge+9dVgHf1fS8yeCKIKOQugaQ7lJPjhEeDekiuce7wq29ltvtpq+vj6KiohFv9Iqi8L9+vQup6FZdhZAn+bnnlhIc1mw2bPgFoVCQHTt2sH37K/qKlzEFxjhI0szAf/GLTYDCwEC/bkqsqSBAUzEJnD6terucOXPWsA8raTzOdbS3dwCkNTs3ekkZPx8tEnkYgukzsVqtum9DLBbVfZ60iaUxtUbDrl27iETC7Nq1K63PgzYx1VYLNYiixaTeguEI5NzcXPr7+5k5cwa9vX1Uzp/FwrkuDl2IctYf5/enBjjV5ifc8g5f/MJSSkpKTedVbm4uXV1dRKPRcavxRoJVgFlOaA7Bm71wo1tVzGVwZbBkyZJxK6M0aAopIyFlJB++850nx62oXLfuLwGzQXBJSSlL7v0TXjnsB0VmJv0Iwkx9dd/rLaO8fKGeetfb26uTKxq6u7tYtepB/VoPhYJs2rSJpcuW6koqoyLJrGJSyM3NZWBgMCUMYPgaVvRUPyMURcHlcusKAVCDFtaseVgnpD//+bs5ceIEoigSiYQTE7H0MLfjqfD71XaY/v4BFEVm+/ZXaGjYbTJK/+lPf0Z/vx+LxaqTY2fOnEGWJVpaTrN27VoAfeKpYbRFA81Pq6JiMU1NB/XjFixWpi+qpuHkAHarwE3T1EWIdPcPY53QzIFBrQ/GGjHSfUpXSKWWwgwyGDcmqgydlgiGORuCjqi6UHK5MJ7jp0+fBtT68d6RZi54FtEzpF63NxVYuXWqnV+/tCUl/RNU4kJTXicjNzeP+votpjRhjbSKRiPs2r1bTx51uVwm/6rTp0/rYxtFkbFabcTjMTXopOkg77zzjl7jWlpaKC9fyNmzg6bXl2UpyZh8GKMFHw0NDWE0TG9paTYl9/p8rZSWluhtxpqJukbgJ9cxbRwlCAK3FNnpaGulxz4N19ylCFYH1t4TBAIBXC4XL774Ih6Ph6GhoREN6433u+R7nZDwlDoYV8+XgwNQkTviWwVg/fr19PT0sH79er7xjW+MvnEGGVwH6AjEcduucULKJnBxSCImKdiucfIsg5GRIaSuAWgLUKMt0BjT0pYvX2H6W8XiCs6fO8er27dz/tw5Hnpo9Yjy85Ee7+vzI8syQ0NDKSuE9fW/4rSvg8LbHkCeuhAB8J89RtfRP2BDYuVCNSWmurralECnTRy1FhIgpXUn8QkYXi31U9D2k5eXp3sevPDCC/T29qUoopJRXV1NU9PBtMl7wWCqKakWiXzxYqfBmFPhV7/6F2644YaUlh5QjdGnTZ+mtx1p7YdG5ORk09UVJidHTY4xmrbX1Dyir3Ym73/OnNkpscmrVz/E6tUP6YlcbW1tuteDTRT43EwH07MsvN8eoT0gokxZwq59h/n6f0pd+QWYN38+JxMtQSNhPLHY0+zQHoH+OLzbD8vyR9xdBp8wAnEISGBBbanUkI58mAiM7S+RuMzOY+r1eOHDt3hXHuCN7f10d3dhs9moqqpi0yaVbO7u7qKoqIi+Pr+uNlLTo1x6K56RaNq7Zw979+xl6bKlphSqmpoavf3D5XKzevVXTW1sWhiAGWpNUVts/YCCIAg8+eR32LV7t07YhEIhSktLGBoawu/vo7PzAvF4fERzdlBbcf/u7747wl8TKkZD7QmFQuzcuZN16x4D0CeKkhTH5XJRVVXFtOnTEiSaok/QjO3LgEFJmZoOCsNKzgaD6qmv+RCizcHUWz/P60f7sVkE5hQ66evtJRKJ0Nfbm3ZfI90zRoNGSF0JW4eamhpeeuklHn744RHVIhlMToz13WqK0IkoQ+/IUQmG3tiVIaSMKC8v5/CRozhvqMBZspieoTgeu3rPLXSrzL9R8ZOuFVn1rhNMY4RoNEJLSzM9Pd0MDAym1BxNYQqpZurJY5v77rvPpCzVwhs0jEQ8GaEmA7+VdrwjCAJLli6l80InPT3diZqq1kKvt0xXWkciEf7lX36JLCv6eK+4uFhvcfb5WgmHwxQXl7Bo0SK9LdmI6tvnctYf4732KM4bKrh92d184cZsnn5aJbY0xdSRI0fSElLp7nfJLcplLjgZVO0G5roh35ayGx3PPfcc69ev57nnnhvzM8wgg8mOoZhMKCaTZb+2qQIxUS97wxLTsq7tY81gZGQ0DFcRmhz9g0MHx9xW83nZv39/2r8nJ8mMJD8f6fEnX/gXlvz5urQT1fN9EjkVa4g5poAcx7fnZQZPvINFjiFJEnV1dWzb9jIVFYuxWo3FQDU23rDhx3oLibFlRTPtFUWB0s+vpvTzq3UPGCM0mfnq1V/F6XQhyxJdXV2jklEul4vi4mKT0grUwZTL5UIQRBYsWKC3yWhtRidPnaSjoyMlJSYWi6UZnAkUFRUhyzLvv/e+3nak/U17H4IgctddlRQXl2C3q6uGVVVV5OXlcfr0aXbt3m0iqIxoaWnh+edf0I/TCNWDQUAULfrgU0uwOdDwCiu9LjxiHMFqpz9/MT/6xats2LBBf752LlQsrkh7ThihKetGU2YIAsxN+Jy+06eSIhNFOkl8BhOH1q6XZTH7eVUsrpiQMurll7fx9NN1vPzytpS//fz/7CMqKYR6OgicPcr8+fMN7bgxSktL9HPU4/HQ1dVFPB4jFosZ0qNCbNv2Mi0tpykvX5hI1tNgbjsBldA+ffo0DoeDcDjMyVMn9WtXuz6MLchG+P19OBx2XC43DzywCoB9e4fVU9pzNNJbkiRE0TKqQuDmm2821Tdj8t9YUH2thqERYiuWL2ft2rWmFl6tjU97jqao1F5PFC368efm5ukT4IIClRW221U/u7xoFzdPsaEArxz209oXGfPecim4kh5SL730Eoqi8NJLL13+zjK4pjDWd6spQ5csWTLufd6QIKECEshjtGGN1yBbq4NRMYuylY/jLK0AQeDGAiv3znXpZBRguiaN7cYrV67E6y3j61//esqClUoyCfj9/br1gM1mw+Px4HA4mTFj+rjfv6Yo1Vr+LgUXL15Msi5Q4XK5ycrKYu+ePZw/f55bFizA4XCSl5cHqLV3xYphe4J4PI4sS+zds4empoOsW7eOtWsfw+l06UpWp9NJRcXitOE3ALPzbCwtcSAAH/iC7D4xwNxEa7VW8+bOnZv2faS73yW3KBfa1fY9GXila/Rz5hvf+Abd3d0ZdVQGnwn0h2XS9/BcexAE6AxkJNmTGdcElSgIwn3Az1AX9DcqivLDpL8/Avxt4r8B4P9WFOXDxN++DaxDXY4+AnxdUZTUO+k1CE2O7p4xizu+/0+jKqQqKyt1hVQ6aG1coyXJjISmg038Yc8eVtz3ZdONOy4pNH48QNYt9wEgD3TyRxWzcd2qytCNRpVHjhxh1qxZxOMxXTIOik7i7Ny5k4qKxSbfA231zmazk5WdS1lZGc3NzUiStgIosHbtWkpLS9iwYQObNr3IaMXR4XDw3e+qagWfrzWx/TCKiopMpqAbN75IW1srAwP9dHd3oyjKiIoDo6pjGAqBwBCRSNgUkTw82BR0Q/Xt21/RlVOa6mFgYFBP/nv00UcBcLvdHD2qkoraRFjziPH5fESjEd1A+c4776S3t5fe3h5CoRBlZWW6v9SRI0dYvfoh7rs5h2NdMY53qSuMsZzpPPvf/zuVd30uRWk3GsarksizQYEVeuPQ2AcPFI37JYCrL4m/XmqRlnbomWCFT149NhLdDz20Wldq3lb5ReT8MhRFpuOAqopU/ZVUaEbbmprP52vllVd+l7ZlxXjOmgkdgezs7ESbh8DSZUvZv28/iiLrKU779+2n80InLS3NtLQ0J8zW1TaSwsIiZsyYYfJci0QiJrWFKIq6oXsoFOLv//6HzJ07h5aW09x6azmzZs0yEdojHbvWImdUcOnvItHeLAgCc+d6mT9/vl57jNDM3TXSzmKxcubMGRYsWKC/zv59+3Uy//XXX0eS4pSXLyQYDKaYngO0tbUDEI1G9fetKAoxWeF0X5yXD/VxW+U9fLj/rRHvLeMN2DCeO7NuVe8jfXFQlMsLOXj44Yd1Fc1nCddLLRoNn8R367RAoQ26YyoplTNKDRzvuX3kyBHE7Ol0ZJUjBOJEA356Dv8e76JbsE43t+BrbXrGQAYw+8XZbLaURa9kdbjVaku0p7l16wFBEEYlyF0uN2VlZezc+Xra7TT7hLGQWvMERFE0EVyxWNTUxuz3+9m5c6cpzMUIrUYaF9/sdkfaMUVymEVJjpW7bxB453yI4x0hCm9YyvcffoR//Ec1IGdgYGDM96ThS9XV7N61i6ysLFpbfZSUlDLXpSq7W8PQNAB3jtG6l0EGnwVcHJIQJ4lsJcsucr4/zsJp6etPBtc+rvqpJgiCBXge+DJwC7BGEIRbkjY7A1QpirIQeAb4eeK5xcBfA3coinIr6sDtzz+tY79c1NbW8uUHv8IXv/sPALhH+TaWL1/B9773/RFJhIceWs1TT9WOK00mGW82NPDR/kY2/fhZ/bGeQJxfv9/D0bYQAiB2nuTUznpee+U/9G2qqqp0HyZRFNm583VisZgpNl0jkGKxKBs3btQHI5s3b6asrAyXy83KlSuZlQ3v/J96QqEgFosVLRFLU+QMy9TViGNQVyKNscSRSIS6ujo2bNjAL3/5y6R3KXDXXeqE6/nnX6Curo4LFy4AJIihkQd5xcXFrF+/Ps0AUj0ui8WCw2EugtoxGgdwKlEl4Ha7eeaZZ5kxYzqiaMFiEdm06UU6Oy+wevVDOJ0uFEXRZftqAk8Z0ag6CW9ra9NVVW1trfpnc/LkCV2RohGTL23Zwrb//ff43v5XFCmGLa8Y+6wlE1ZDjKSsS4c5CXHKkcGJt+w899xzTJky5apI4q+XWiQr6mcPkDvCZGz37l08++wz7N69y/R48upxcmS6pqY5fq4bAP+Zo0QGurFYrAn/ECdr1z5matMFdTL2+OOPs2rVg7hcbp3AVZWMaiJWcfFMpk2fhiCI5OXlsXbtWr2lTWvjMyswSXgtDZM/agvHMJF755134vV69TqVm5unqwh/+tOf6WSUhmg0wtmzZwGF5uZmzp07N+LnrB0XoO9HVXsNH4/FYk1pqTl06JCJjMrLy6O2tpbu7m5CoaBeZyQpnvB20Qg1QfeRa2ho0M2Ljxw5otdUTamlqU/Vz9YceS8IArQfI9D2EbICrdab+H+eXD/ivWW8ARvGcycrIRhpDcPr3WMrVUZDfX09six/ptr1rpdaNBY+qe92SmJ9KN39x6j6HOnc3rjxn6mr+wEbN/4zoNZBZ8ltCIJI//kTnH7jl/jbWti+/RWee+7vU9TLyYRKMtavX6+PEQRBwGpN7RPTxg6hUDBRQ9TxgPY8DUZVaSgU5OjRo2nHKgB9fcNtuR6PJ0WNriKVPS4qKkxre6BBW4Tr7/enbfPTEoaT62M0Gkmrinr99dcJhYIm37DpHgvte15GkeN0x9z806uHdCLKSEglf3fJqFhcQUlJCV1dXfr40iaqqXsA7/ovr15lkMH1grbBa98/SoPTKtAfUVsMM5icuBYUUp8DmhVFOQ0gCMKvgT8CjmsbKIpidKXdDxjvYFbAJQhCDHAD7Z/4EV8h3FW5hEd//h80B8EhqkbQnzZeeOF5gsEgFz8+xpQpavpSS1eYHUf8yAo4BYnB42/TfFRNKdGUN6BOMqdNm0YgEECWJSwWCy6Xm0WLF+meB6oBuDo4amtr05PdZFni+PHjKIpCb18vv/8/LxGNRsgvu5377ruPqVOnphj5apBlifLyhaxe/ZDJA0ZDsseCCoV3391v8lSQpLjuX2D0vkpGW1sbzzzz7IirmpIkmdJfAO6///4RlBUKR48eRVFk2ts7eOqp7+tGn4FAAJ+vFY8nC1mWWLHiXtNgVtsO0FVV4XA4YRCqTlg1RYoGbXA4dPE8C7NDHBmy4phxC7On56R9r1cCLgvkWGBAUhP3bsse/3O/8Y1vXE05/HVRi04OgT+uekcVjFDhjW1aRiIi2XMjOTJdU2oWz/LSA1RVVjBv1RL93IxEwikTjOTJWfIEbcOGHwPQ3t6um936/X42b96cctwaKTse2Gy2lFbY/v5+neAZJrtAI8BhuFUvFArqfitjKROi0QgvvPBCigLM2FasKTBtNhtFRUX4/f1kZbnx+/tN17YRomhhwYIFJgXUxo0bTUS31zuXM2fOIssSDQ0NhlRB6O2F2tqn8Pla+dnPfkZ//wBLli7h0MFDhCMRZn8xGwpmsO39Tv68cgbWNIag4w3YMJ47LgvMd8OpIBwahCEJ/miqOvHLYFy4LmrR1YI4yhwqWfWZ7txOTs+89/4/YuMfulAUhc4Pfo+gyLqeKRaLsnXrVqqrq3UfJKOHk3EsY6yNWliJoij6GGnU9ySKCeLHPOE6fvy46f+jEUcacV5cXMLKlSv14zKryZPrnDCiGbsGbVxkHAfl5mqenwqSpB7TePyr1OOM6z+ff/4FPRTn85WVNPz+N8z64p8Tdc+k6LYv03v0DZPVRPJ3lw7pFN8FNvWeOSBBcxBuyhrXoWaQwXWJqKTQH5aZMppS4hqDAPSEZEoyA41JiWvhWysGjA38rYnHRsJjwGsAiqK0Af8DOA90AP2KorzxCR3nFYWiqCvHzUHVb2NBFtivwrdhHGhkZ2fT0hXm1cMqGTUr10Lzzl/SfLQpoUwQUloCjathK1eu5Mknv8OK5cu5//77EzHsefrfLRaL/npa+5oaBb+XaDQ9GTQSNK+szgudE3qvoVAQBVAEEdliJyLYOXC8hS/c/1WsU0qJZ88glluCNGUu0QIv0cKbiOXeQMyRQ3QC7cm7dqU/DT0eD7m5qh5c+6mpNzweD42NjXR1dVFSUkpvX6/JN8ZodFq5pFJPrlm1apWuNEuGsQWq6Q9v8rliVcl1QSih3T+xzzwZo0UqT7WrP48OpvzpWsakrkURGfb5YXviki52jNwqVVlZicViSWnTGstjSlNqFs5QlXJOa+oLGD2VANPkLB2qq6txudwmwkcz/VXVAILuFWJMxkznE6V5mYA6SZo/fz4ul9uUgldYWJj0LIGiIvNjsiyZ1AMWiwWbzZ72+DV0dXWlmBG7XK5ENPowYrEYOTm5xGJRIpEoI8VZeDwevv/977F69UMmf5Xkidb58z4sFhGbzU51dbUpVbCsrIwNG37MK6/8Dr/fj6LI7N2zB0mScDocDJ18ByUepScs8sbx/lFJt2Qk+4slnztT7LDAAxYBPgrC1g4IZSwexotJXYuuNrSrMN3ZnKz6TActGEEQBOrqfsD/fulVAMRAF9/77nf4/ve/p7clA3pbfktLM1u3vqTXtOrqap0Ub2xsNPndaX6a47nmbDYblUsqE552hvcpiGMGuxhhsVj0Grlz505dWTlycINK1BstCTQ/urHQ399vUmwb679WuwsLi9L6Yy5ZuhRRtLBk6VK9xbC7u4uKisXMzHdz/u1/Q5FlAvbp3PXHf8XiRcOLHFqtT5d8qiGd4lsQYEaixB8cfwdgBhlcl/AnInJHC3W51mC1qKquDCYnrgWFVLqzPe0dWhCEL6IOvD6f+H8+6qrhHMAP/KsgCDWKoqTovwVB+AbwDYAbbrjhihz45WCPHz4YVBnBW7LAbRnrGZ8MioqK6OpSU7FCUZlXD/tRgJun2Fg41cbr/arEOx6PpyTdGE15i4uLTcqHiorF9Pb1sm/vPv0xY3uMxWLhhhtmc+bM2UTBG06kamhoYObMmQZlw/DpoHkgeDxZujl4Z+cF08qcAigWO4ojG9nuQXZko1gcKKIVxWIF0QqJyeb5xHNOH7kAuWVjfl5CPIwYGUSMBBCig1jC/QhyHKPCAlQvh1gsTuWSSs6dPasny6xbt87kowXwxBNP6I+Fw8OtiZrKTE0c24Pd7iAejyclFKqf9f79+9m+/RX2799vapeqqanB52tl27Z/5/Tp00w70MiNt97Nx71xfvveBWxndvHN/+uxUd9zff2vaGlpweVy8fDDD+uDuORIZWMS3/SZpbSE4FwYBuKj+3hcQ5iUtSgowfv9sL8fpMTR5liGScFktLb66Ozs5NFHHx1XC2ba10z0wvzbr19iusfC0mXL2L9vv26kq/mFALpictHiRfz0pz+jv99Pbm4eNptNX/l+8snvmFbCb7r5Jj2Nc3Bg0LCyLqB9TYsWL9b9ozT4/X4sFmtC/Visk2FqgJx6jar1w0MgEEARLEwtLqWzZwBb4SzCMQXF6kCx2nHY7TikEMHeCyjRAKKiDnTsdodJqVVevlA/PkVRkpSUAnPmzDEpA4qLi5k/fz7nz59LqDKNtUPA653LuXPnGBoaYtfu3aZrPd3rG5WdU6dORRA03yaB5uZmQqEgsiyTl5enJ2JFo6qXls/Xytvv/gHHgi/y8cUwOc0WPn/j+CSNyUqTdMi1wkIPHAtAawR+1Q5/PmPS1IOriUlZi64VaAqpdB9YsuozHR555BGTv5Q4RV3Y8R3ZB3fNAYbTg59++pk0SZqqfcHOna/zta/9ZwYG+mlt9Zl89LR03eRr37jI53A4KSkpoaqqipOnTqIoCna7nVgshtVqSdua53K5RlCJq2Mwv9+v1wHQyPeRJp2qRcLKlffx6quv6l54Wv0cHYpe986fP08oFEQQRB544AH93qD57YXDYZxOp64iW7F8OR+d+sikftcWBGpqati1ezdH9v4HJcv+mEPng9hEgSVetW6tW/eXYxyXinTJwVPt6pjldCKlsWCUxL0MMrie0R2UJoufuY4sm4ivP8bnZjomFZGWgYprYVjYChhnRSWkkZcLgrAQ2Ah8WVGUnsTDy4EziqJ0JbbZBiwFUgZeiqL8nITHwh133HFVO8Q/HIS3+9Tfb3Z/eoPzZMNigMcf/yYA39j/Jj2BOArQc+oAzUovt61+KDHZSm+WbkzAcjpT1QqaAXE6xGJRWlpOA0rKils8HuP06dPk5eWlyMl7enr0iZW64ugjEo0iuQuRHTnIDg+yPRuso6sZFDmOEouiSDGUeAxFipHltFM2dw6HDrynPi7FUGQZiysHiycfa/YUFKsTyepEyirSdkSBMEROpJuLbWf1/QeDQWRZ4tDBQxQUFKR8RpoJM6heYsmtRS0tLXi9Xr0VB4YnkRo2bNhAKBQyDUCNhqVG4stooP7fqqv54OQZsqaWEp5aQVxWsKbpcdAGbNoAORQK0djYqLc4JLd3JRvEumJBgjY3O46d489vmzXq93GNYFLVosE4vNsPB/qHmzhyLGrUeZ51ZHXUeI18R0Mwqr5iPDxES2cXNTU1utm20cgXVBWjLEucO3tOb5Mztst1d3dRV1eHIAjU1tayYcMGfSKS3I4bCAxL7vbu2aMnURknR5rRt5HE0pWRNjeSK58eVz7SlDyw2DgHMAOSHZ+DQNCWBzNnqHuJBREjAWKRQURxADHcj5DwmjKSSkYyqrq62tS6u3TZMj469ZHpMZvNbiCVFNOEVDMxT9eanA6NjY0sWbpUJ/MK8gtM7ZL/8A//QCAQ0JVmpaUlPFJaQmdA4u3zYZrOD5HjsrCwZLh//OWXt+n3AONEfrxBGlkWtW33WEA1mv65D/6iGIpGL9GfdUyqWnStoKamhpdeeon/+tu3yFv8BSYg+DNBU9C88MLz9AYVLFlTUKQYswpSfRWWLF3C/n37yc7Opr/fb6pHsViMX/xiE3a7nUgkQldXF0VFRfpilDG11uVyphiiezxZprECqOMAr7dsxACWkciokaAFr4wEWZb0eiUIIitWrEhrR6AtBKSDVu8VRU4kH29n7dq1hMNhiotV5af2fqqqqti5c6dpLKOpzTR0XuhksKOF2Jn3sM29i/fODmGzCNwxe1hBOxbS3Qdtopq6dzEKhwagesq4d5dBBtcVOgISrjQK+GsZNouAPwwDUYVcx+Q69gyuDULqfeBGQRDmAG2o5pumyBVBEG4AtgFfUxTlI8OfzgOVgiC4gRBQDRz4VI76EtEShFcT91mvS21r+LSQrGjRcKY7Qk9AHUj0fHSAi4ff4iICX034ERk9iYyoXFLJvr37yM3NARTq6uqwWCx8+cv3M3XqVHJycnQPgfSydPWxaDRCTk4uAwNq3Lo2oRsYUCefxoGOosj09w9QXFxCKBwmaM8jNm0Ois1MiMnxKFKgFynQhzTUixwOoMSjKvkUj0IaomwIuNikeTWkI9IERFc2Fk8+liyVoLLmTqOXbHrtHixFLmz+c4ixoK5gUNUZqr+T260OZo2DUA1VVVW0t7ebBoZnzpzFYhF1Qio3N0//209/+jN94BkKhXTlmLGNwEhyaYPl7OxsREEg9NFe3AV/jDVnOo2nBqien2taMey8eJHXduxAkiSd8HK5XCbPhYrFFabzKNmX4ewH7zL1zi9yZBD+7DKTtj4lTJpa9OEg7OgaXlvPt0KJc2QTcyPGm5iYbgVZw1CifzUeHgJUc+Kamhp95Vtrz6ioWExVVRXhcJju7m79+dq5bCSmFEXhueeeG9GQNx1isRg33DCLe+6Zb5okaWSUbHEgu/KRXPnIrnwUq5n8VqQ4cjSEEg0iR0LI0SBKNMTtt86n5IbZXByMcOhkC1ZPgUpm2dxInqnqk6Uo1kAnc6ZlE+m/SHuila6wsIihoSEsFjFl4rZi+XITsWSxWEb0rtP+7vO1msh/DV6vl5qaGpP/lFFhoBHSa9as4Xe/+x3bt79CYWERTzzxRMq+pnks3DHTzvvtUX5/agCPU2RuoTPxWaZXQo1HaaLBIUK5B04MqR4tm9rg4RkqeZpBWkyaWnQt4aWXXkJRFJqbP+aOxV+47P09/vg3eevUAB+2BrmpyMWi8j9O2WbF8uUmFWNd3dOmvyuKoqeCAgQCQ1y8eJFf/vKXhkRe9T5eX7/FVJdvvOmmtP5NVVVVIxJSAAoCOLORbFmqWly0gmhRVeKiqhJXRAsIFpz5+YT6+tLuR5AiCLGwqgyPhxBiYX73+i4EBIQk/dnorYNmBbkWWNPW1orXW6aTUOFwmPr6epMCVFPdnjhxQr+/aJ/RF267CTnbwbvtEfa0BHDaRG4tHp8Z67z582lvb2fe/PnA8P2u8ovLwT2dpgH4Qn7G9y6Dzx4kWaFrSCLPNRlPfoXuYJxcR2bFa7LhqhNSiqLEBUH4L8BO1DSYTYqiHBME4a8Sf/9H4ClgCvBCQoYXVxTlDkVR3hUE4d+Ag0AcOERite9aRFsY/lUNdqPEATM+5XRKo6JFu/nefMc97G218oUfbOPGAiun9+7gIgAKGzduTGkxM5pyGgdi2qRIkiS95c7v7wMECgsL6e7uThgDp1dMfe2p502TN1G0MGfObDZv3mwatAmCyF1LlvDRhUHaog6UqeqKmBTsJ9btQxpSSSg5MnTJn5Msy3rbixkKcmgAOTRArEtN3xLduThLbsFeNBspezpS9nQsgYvYej5GlNSJpkYcHT16lFOnTqUYMxtVC0byTfPY0vA3f/Mt/XfjRN5udyAI4HA4mDFjBhs2/Jjq6uoEAaYSYcnKlMe/sZbekETD2TBH20NMz7XRsG0bfX199PT0EIlEkCTVqN7Ypjcaks2P75xfxulImKyZs+iMwvRrPI11MtSiffv2UVdXx5//j1+guGdQaFNriWcClXwsk+rdu3exf/9+cnJy6EtMVLTtd+/exf533yO7Um3zlCLquW1U9Whtctu3bwfUNrLe3l4ikbAeenDo4CE8nlTX2ImQURpUBUFLQgGVlSCf8pAdOSkElBwNEfd3EvdfINZ/ASWSXhnwbvsp3jU+IAiIrlysnnwsngKsedOxuHOJ55ZyLAyCYMOaZ8Ma7NJbeUYyKje29CWn/CUjFouybdu/U7mk0kRkLV22TK+9xcXFekuwZnre1tamK69UMnDYh6Wurg673UFpaampps/JszEUVTjeHeN3h3qYETzKn/3RynErocaCTVQ9pU4F1XaY+nYoc8NMh/pvukMNRBgPtOugtraWJUuWXNZxXYuYDLUIrr3v4eGHH+all17CO0dtq7tcyVdcVjjWrtaI2WOw/do4SW27O512vKPVvx07dpju7RpaWpoZGOinp6dXV1inC1T47W9/Y/q/XvuyCpHcU5Ad2botwVjoDYTBlqpwB9SFvnSksaIgRgawDnZgCVxEUEavY7m5ufripIb2ds0LTzH447WmPFdRFJ20AjXJVKtHJ0+dZP++zSyq/grBPC+7T/g5e+IAq5aPTUaePHGCYDDIyRMnqFhcYVJMLfhKDQFJJdCHjl5b53gGGXzSGIjIyAqIk2AVORlOm0jrQBxvfoaQmmwQJmJier3gjjvuUA4c+HQXDM+F4NcdIAFFNrjJfXmKkZ/97Kf4/X7y8vL41rf+ZsLP37KlnrM9UTy3fBkEgbICK4um2RMmnuaJlOZZUlxcYurzN0JdFVTPJa/XS1XVPWzatAnjAEQQBETRknYlTRBE0+CttraWZ5991jRhu3nBbUSypnH8YhgS0cdyZIjwucNEL55losPP8fkgjA+iIwtH8XwcM8rUgaAs4ej5mAJLmIF+f2JAmbxKODpyc/MIBoeIxWLYbDbWr1+vS/kjkTCyLGO1WsnPz09ZRXU4nMRiMd0Yes6c2XoboNYWANDSF6OpI0q+U+bMbnXOIooi9z/wQEp7pxGjqWeM+Cioyt/vnQJ35A4/fqUmMoIgNCmKcscl7+AqY6K16L777mPnzp1843/+ij9ZU4PjE1jAevbZZxJJcyJz587VFXNvNjQQCoUQ7B5y7nwEl1Wg/71tKedVU9PBBBml4HK5sVhEAoEAFouFv/iLR9m6dauuBCwqKuLGm27i0MFDxOPxUdVC6SBbHOoEzJWH5MoHi3kQosSjxPsvEvNfIN7fiRzsvyKfEYDFU4B96hxshbMQ7cOzNgcxigtzudDeRjQcREBBkeIIsgSKhBCPJLznxke+CYLAU089BahKNOPnvWv3br09L3lxQENxcQmBQCApVVDFcG0vJhAYor/fz4w7v0ze7AVIIT//5b6bsFuv7EmmKKpHS0earzrfqi7UzHTArdkjeytq18HKlStN0fBXE5+1WgTX5vcA8B8X1RbRMtflLYS0+6P8a1Mv2XaBL5eNrrzR/JC83jJqah7RHzeOjcxIPx4wt/CO3lInW+zEc0uRsopSVOJSaBBpsAc5EtBtCYwWBUo8BrJhLJY8FxBERIcL0eFBdGYhOj2IjsRPu2t4AKvIWIa6sA5eQAz1XpLtjNfrpaenN7GIqX0OKnFfWFjEN7/5OD5fKzt37jSQVoKePCiKFqZXrCB39q3Eek7zX/906ZivmTyGMf7fUqR6YM7Pgn/6C/M5/rd/+7f85Cc/4dvf/jY/+tGPLuHdfvL4LNaiDK4cWvqivNsapjDrqmtWJgxJURgIy/zJfA+W0eJWM/hUMJFaNPnOtkmI00H47QXV56XIBjdeBhml+UAFg+oAxWhOORHcVHEP3a0WEARuLLDS+to/0obAg1//a33FXYPmWRAOh3WZuDbg0ggSoxnnmTNnCYdfJ3mwpSjKiLLu7pOqHmHKzXeSl5eHz9eqk1Gy1UksbxaHgvkQioFoQQr0EWk/RbTrbNr2u/HgSpFRoBJjkbNNhFuP4S77HLaCYiJF87g41IVdCCAoMcYio5IJsv5+P8XFxTidaqucujI4bI7scrlZs2YNv/rVr/THNGJPMz9Pnqwm44YcK00dUfpCAohWBEViyZIlKe14yfj3f/93/H4/3d3doxKi9sR5Hk76iurq6ti5cyfANTWRudaheYhVVVXhEIfVTJWVlSxfvuKKvEZlZWXKPrdu3UowGMRmsyFk5QPgsQs8WJOqtDK27Rk9lCRJYuvWl1i0eLGu9vH7++m80EkoFEwEAURTTLvTQREsxPJnEc+9wVRM5UiQeL+qgIoPdCOHP7mYRynQSyjQS+jMQax507EV3oCjaDYR0cbp7iDY89V/I0CIBrCE/Ihhv0pQSenJOEWBF154gQcf/IpeY7WfRq+teTfPo7S0RK/fGqF98eJF8vJyTfvUFFJaPTfW+wtNu3DmTcWZV8T/2raXqjLXqLVgohAE8Lqh2KkGHgzGISDBkAR9cfXf8SF4rx9WT4OZaRQa2nWQHLSRwaeLa+l7MC5y9N6gLnKMV3Gn4R/+4X/oauUnnvivdA2qpLFTDvPCC5vp7u5GURQ9oESDz9eq+yElt0KvWrVKV40asXTZ0hRfOIfDkaKaHImMklz5RKaVDy/ORcPEetuI9bYi9V9EkSauNk0egyiRQeLKxdQNRSu2wlKVkM+bjuSZhuSZhhAPYwl0Yh3sQIylelmlU3uBWs8cjmHmcOmyZXogTnd3Fz5fq2khA1QPu97eHtra2igoKCB8/gg5s27BNmUuPYEYUzyjO5JrSuHdu3exefNmKisrdSVwwsGCzmjqOf6Tn/yEWCzGT37yk2uWkMogg8vBhYB0xReiPi1YBAFJBn9YZsrVSgvL4JKQIaQ+YbSGh8mo6XbVN2q8ZNQLLzyvm2Bq5uMaGaXd2I0x52NBS0vLm3kjypwvIiTIqNun2fld404CgUFOdEWorq5m3bp1PP300/rg4cyZMyxYsEBXSGnQBlrGlp2CggLTBEc7VnP6lBmBjtMAzPv8/XR1ddHY2IhscRDPn0U8eyZaD12sx0e47RTSQJpB0lWGLCsQDTF0vBH71Dm4b7wLKauIkCsfR+cxLKFefdvCwiJ6e3v11T1ZlpAkWf9dg/Y5pvOLCIWC/OIXv8BqVYuulpgIqp9DsrdFMjQy8ab71xIVnVizpxLvb+fs2bOm7dKZGg8MDJh+akhedbQn7mnJSazX0kRmMmHJkiW8/vrrvJ04lfbv348kSezbt4/Ozs4xFWvjwfLlK1LILa3dNz8/n245B4CPjn5Ay+5jpokZYDI2r6hYzLlz53QiNRQKsW/vXiwWC5IkJcIN1HM7HFZtxUcjoxRA8kwjWniTmpYJxHp8xPo6iPs7P1ECauSDUpD7LxDq6yDU/D6W7EJEmwPRZkPBgmCxIlhUDxfBYiWnaCYRixvF7iFu90CuqjYVokNYQn3Y/GcREpNJrR50dXWxdevWUQ/jlVd+R29vH7IspSwqJC9c/N3ffRdAb+8zKqQUOU7b/u3MXfkXWKaU8dbBd8ZNSI1GkCbXBqcITvtwGqSsqImRAQkuRFWvqV+2w8pCWJRtvm9q10EGnz6S1a3XyvdgXORY8Y/qMU3UAkUjY7SfFxM3ro4zp0wq5La2Nurq6nSlouaHVFxckmJvUFGxmIqKxSblYmFhUVpfOKPX1EhQALmwjEh2CQgCMf8FwucOIw32cLlNismLdCM2UMhxYhfPELt4BtGRhW3qHOxT52BxZRPPUxcKbL0tWPtbTV5TRjLKuPDg9XqZP/8WGhoayMrKSiHqGhsbTWTU2rWPUVpawjPPPAuQ8CdUsLV8SEHZIt4/N8StuYPjUnFr99D9+/frNcttUfVrvTGouMt8jn/729/WFVIZZHC9QVEUOgbjuOyTk5ACdazQORTPEFKTDJP3jJsE6IrCSx0qGTV1gmQUoA+AjAOhLyW8gR5YtYra2h+MqE5pOtjEj3+8gaaDTfpjLS0tiO4ClNlVCIJIX8uH3J5o0wPo6/Prke0ADzywCpfLjSAIyLLEsWPHqKl5xNSuZ0w+0WA0LwYoLCxk7drHuOGG8SWtObJyCeXPJXzDEuI5xQBEL55hoGk7QyfemTAZJQgCbnd6j4SJwukcn/4/evEMAwdeId5/EUQrkRm3EZ1yI4ogIggi3d1dyLKEzWbj0UcfBVSCKdlzori4OGXfWkIWqCbvGsl340036dune54RPl8rO3bsIBQK0n1O9cO15EwHzGoJMJsaa1iyZAkWiyWl3U7zYdCM27WWsoEkQkqbyGQ8GS4PlZWVWCwWcnJyTJ/7aGht9bFlSz2trb5xb1exuILvfOdJ2tvbEV2q2iYa6Es5V8DoIfUKdXV1nDlz2nQ+KooaJS6K5sFCOn85YwKn5MgmMnMx0am3gGglPtDN4AevM3TiHaIXmsdNRrndLmy2y8vzLl9YzrJly/R6PmPmTPV3RUYauEisx4fY30H0wsdE2k4QPn+E8NkPCJ9u4q9WLuKPb3Lh7DhE5PxhYn0doMgo9iziuSWEZyxGtjiw2eyJSHYRm81OKBQ0fWa7du/G41Gjzj2ebAYGBpCkOIqiJC0IiCMuXKxbt47a2lrWrVvHglsX6I9HB3uYGlPrrG3O5+kLmi/gkc4h4+QuGcm1IRmioHqhTXfAQg/MsKvT69e7YXsXxC5NCJvBFYZG/IzkkXa1UFtby8qVK/m7umeJyKrxlm2CSnSLxWL6ee6i2uKb7xIpKipKiRLXFuKqqqrIy8unra2Vlpb05/jatY/h9Zaxdu1j5ObmpvWQAoGioqI0j6tQLHYiM24nkqMSLGJ3C0NHf480qBIylwrjmGKikCNDRHxHGWx6hcHDu4h2nlaJsill5N5yN3aHO+170sgoUbTQ0tJCQ0MDa9asMaXrgXoPOH/+nP5/zSsPYMGCBYl9qN9Lz6n3URSZUxdCbN22nebmZnbu3KnXqpdf3sbTT9fx8svb9P1p99DKykr9MVEYJjO7koSrP/rRj4hGoxl1VAbXJQIxhYgEtknc7uayCfgGRve1y+DaQ4aQugzs27eP++67j3379qX8bSAOv2yDuAKSv4t//cmzNDTsmtD+tZu48WauTQzHWrE2JuppmH3TArIX/jGCaGWw9SPmuIKmAVZ+fp4pXreiYjFPPvkdlixdiihaqFxSaXqNXbt3p6RIWSxWRNF8WnV1dbFt279z+vRpGMVhQEGgg3z6pt5Oc28MBIFo1zkGDr5K8KN9zCmeOup7HnG/iqKrLy4X4fDYK5ga5MgQgSMNhM5+AIqiTjaL70CyDXtRxGIxLl4cJtiS5ezr1q1LIZeeeOKJlMk8DLfvaBPM0dDY2Kirs24sLgTAmqPG2xtf7+WXt+nHpJkav/DC8+zZs4eCgoIUFURVVRVlZcMGpM7EqeAfLYAng0vG8uUr+N73vs9Xv/pVbDYbzc3NvPDC86M+ZyRiIJnETrddeXk5ojNBSA32pSU+k0nqQCCA0+li1aoHsdns2Gw2Vq5cqROxoyEajaCINiKFNxOZWYHszAU5ztBH+wgcfgMp0JvSjqYh3bF5vV5isfglmacb8dGpU+zZs0dXEMyeNTtFTZAufl1R1DTSd95+mywhSuj8UYaO/R7/3t8w+OEbSIE+FLubyMxFRBQx8RxZn7wuWLAAl0utH/v37ScQGMTlcvOnf/qnrFhxLxaLWfRstdr4+te/zoMPfkV/ntfrZdfu3TzzzLPs2r1b3zZZseEtcFCSY0FB4NXDfs6eHyahRjqH0k3uNCTXhtEgJtr6bnKrg5QjAVUt1Xt5X1sGVwAa8XOtqVu1RY45C1W7Cpdl4tYIWrucJElIskIgbkVRFI6+v4/HH3+cp556itraWrxeL4D+s7S0xKQW9vl8+Hyt1Ndvwedr1bfRFvSqqqrwesv05w9DSZuqByA58wiV3oXsygc5TuDom/SefJfLt26/cvYF0kAXwY/3M3TibVBkLoQtDE1fiDO7AGEEk3WttoVCwYQpvPkzKS0tNdVrp3N4cVGzrtBSkePBAfrPHgMElCnz9GRjrVZpi2uHDx/Wa5l2D12+fAUvvPA8dXU/4IUXnicrMcS6ODFbwwwymNTwJ/trTEK4rAI9QYmI9NnzyJ7MyLTsXQZG8sEJSrC1A6IK5Fhg+683Eo/HTZLg8UBr07sUaC02ixYtYsuWeiqXVcHsexCCEkVuka8uvz3F8M3jyWbNmjU0NjYydepUfRVqxfLlzLt5Hq+88juaDhxgxYp7qahYnFZybrcPr+TLsoTD4aSwsJD29nYURU6076UeryLake1uotnqJFLuayNw5gOTCfH06dNNrYETgSyPXZjsdhvR6JWe8ShEWo8T7+vAffNSLO5cwsV3YOs9jbX/PAIkFGmpBqeCIPLMM8/qRGBbWxuFhUXU12/h0UcfpbS0JMVXKp1iJR20SWFVVRVTps9k+8chHAWl3LPqQX7/ZgNNB5uoWFyhq6IEQdDb9dIp9zQkJ7hpCqn+uCr/n4ShHZMCJSXDg/aRJjQajN89DLdZiaJILBbjzYYGKhZXpGwH8NBDq9m8t4v+kMS6r60h15k6yaioWMyhQwf1c9Hj8dDe3kZLS3PCm+UJfdu1ax9j69aX0pI3kFBFzVik+qQoCuHW44R9R8HgRef3pzcqT3ct9PT0XDYZJYoikYh5lnLgwAG8Xu+461PKdoqCNNhN4MhushZ8EWtOIZGSz+FoO4AYC+oTZfVaVy+igoIC+vv7CYWCvPLK73j88cepqFisG5+7XC7WrHlYr+NPPvkd/eWeeeZZZFli7569FOQX8O67+w3XplqL3n67kT9b8zD94RA9Q3FeP9xNZ3Mz7e3tfClBOiaTS+naPTWMle6YDlPtkGVR064uRuGfffDQNLgpNaAxg08J11KbXjq0JtaesibQraGRrFqrq9frpWcojiCIxAJ9fOkec2qbFuCgkU5VVVWmJMxoNEJjY2OK56aGixcv0t7eTkHByB5zWkubAsTzZhPLn6236AVP7UWJXZlFtk8CsZ5WBg69Rtb8L4Arm1OynWnTwgxeOJeyrWpMrtoVdHZeMJFjomihqqoKn8+nK6o0kgnU+jMw0M/AwCCKohCNRgidP0LenFtxTJvHl5eW4baht+653W6OHDmCx+PRE/WMNck4tsmyQFdM9ZHKIIPPCjoDcayTvNNNEAQUFHpDEjMmEkGdwVVF5pu6DKTzwYkr8K8XoCcGbhFuyYKLd9yh+2pcDoweHMCo/fGaKfWWLfU0nz6Lv+BO4nYbeQ6RZaVOnYzSkksudnVTWFSoD6JaWpoRBIEHHlhFRcViGhsb9Zv1a6/toKJicUoUuTExS/OP0fxkbDYb0WgkJWVPEUSihTehuPMRgFhvO+FzHyIN9ZGM/ftTlWhGWK1W4vHRpTgjmWoKAp8AGTUMaaiPwQ9exzX7dhwzbyY2xYvkysfRecRk/GyEosgoiqZ8EigvX0hz88d0d3fR0tLM0mXLCAaDrF37GDt3vq57wUBqGhcMx1Jr/hbGQXKWTWAopvDWvoO6sq5iccVlR75bBbAI6nURlCc2SchgYtA8xEZr+YBUYkBrs5JlGbfbrZMN6QgESVboD6nkiMcu6OeZ0Xy/tLTEpNDTtgHzSrzx8XRQEIgWzgPRQqyvg1DLAeTwoOpFd4lq7EsNgTBCW403IhKJ0N7envK4xSIiSeNfcVSkGIFjb5K3sBolawrh4jtwtB/CEjW2I6r1q7u7G6tVvYX39fmBYU8ou91hIqPAHJeenZ2dSN1TTIbLWlCCVidsFoGlpU52nQ4Rcc3APmMBwY5jnDxxYlzk0njTOEdDlgVuz4aPg+p99d864Qv58PmR5/IZXIO4UsmqY+HjhNVQ/jhHt62tPj20oaysjNraHwBwrF3d0dyZhVSUqNeR8R6q3XM1zJ8/37Tfzs4LeL3pFYHaNdfWlt6wHNDJqOi0W5GyilRC/vwRwuePciVUUROF1WohHh9/4ZWD/QQ+3In75mXY8mfQ6ZqD3RPBGrhg2EpAlmUEQWTGjBmGBD1VbX/LLbewdetW7rjzDn2sefToUd3MvLi4mMcffzyR7KqOoQa6O7kr18r5fom2SC5fnJOj16qSklIeemh1ylhag/Ee6tEUUuMXxWeQwaRH22Act23yN09ZRIGOwXiGkJpEyHxT40S6wVS6lcKPh6AtAg4BFnjAKo6+ajwRaG0SGtKt8CRj6d1V+AsqiNtzybIJ3H2DA7tlWKaimXFO/dwDiUfMBpQNDQ1UVCymqqpKX+3TVutXLF9OQX4BDQ0NeDxZdHV10dPTy/3336+TUVr8uwYjGVX+uc/zXnsUxZ7FtP9US/h0E0PH3xrxvUyfPoP29jbmzvXS3t6eoqowklEOhz1FxaAZKaeDopCicBiJvLpkyBKh003Eetvx3PIFZHcBsbxZVFQspqFh94gqkcQRmpRQoLbYaHL3devW6YNln6/VlMbl87VSWlqik43t7W2EQiETWRUd6AFXAfnTZ6GE+nRSoqOjQzU57OjQX3fZsmUjEqxaCuSXqqupWFxBa6uPMDnYPLkMSRlC6pNEOkXlWCl8ra0+cnJy6O/vZ8mSJaZtjN8lqG3AlfesBKbhtglYREE/z4wTs5qaR0wTN+M1pXk3acSJEcXFxfT29urXgWLPQnF4kCNBtQUkca5frsLpk0K661eS5JTkqjEhxSkYbKEzEsFWMJNI8WKc3acQBy+YNisvL+fo0SOJ14nj87Xqn6mm0KiqqtJ/qmpHRf+pobq6mnff3c/AwADV1dUpZHWuQ+RzMx3sb4vgmruMuF9NFGtt9Y1JMhnvWRNVRxlhFWCeW723ng3D230w15U+gS+DaxOfRrLq+v/5z3hW/SWKJJFvG9/NprGxkWAwiNvtNhEUFwbUOpNvUIEaVU/G+tXZeSEleCQQCPDEE2ZllIaRFqGMUAB52i0qGSVLBI43EverNeCTUXOPjokQ6xqUeJShY2/hnHM7zuL5RIvmIUYDiFGtHqp1SFFkExmlPqbQ3NxMKBQ0qfGdTqf+2Ws/GwzWFDk52bQdehvmLuNwa4C7b8rGmtQNMJJa03gP1TzrOqMZdXcGnw2EYjKBqEJR1uQnpLLsIr6BOItnXO0jyWC8yBBS48R4B1O+hIp6mmO4XcmI5Ak7pE/TS/c8n89HUVGRadA0mh9HJC7z/kU3cbsNu0WgapYTVxLzXVVVRTgc1gcDLS2nsVisOnEUCgWpr6+npqaG8vKFKWoZLUHG52tl06ZNyLLEq6++yokTJxKGt2ZCx253EIlGyZ+7kHe7rWC3IQ35GTq1x9Selw76AFCAJ598clRT1WQyChiRjNJwzz3myfPlklHlC8s5cnjYCFwUBWRZIe7vYPDom2QvXEE87wZ+8OxzWNIYOhcWFqUYfBqhmUCfOXMmpXXPSK5t2vQiNpuNr33tPwPDiX3G9zoQDONywcX2c/zdd57UH0/XnjcawWr0LqtYXEFjYyPTvvAgNsCeGdB96kiXIGREY2MjfX19lJWVpfw92YcuGAzy3uGPsc6epk/StPPMqJDS9tvS0szAgPmaliTZRJwY4XS6CIVCFBUVEQgMYcmZQhiQwwGdjBoJ6QhoDR6Ph9y8XBbdvihBkF8eEoGf48ZE/VkEAdp8PlzubiLRII7pZYSL5mO1urD1nUFAJfayc7L1GqUoCps2vWjaj9vtNk2gNbVjcfFM2ts79Ppx4sRxcnJy6Orq4sSJ43o9N6opb8i18taBYzhnlOG+8Yu0Hv4PGhsbxySZ0rV9XioEAUqcEFNUYurNXnhkRmaiOFnwSSerRmWI3a6myp55r5G7v/ylcT3PeI4aCda2PrWeFBqSmozbhsMhXaUzWqu8di2BQkvLabzeuYCgE9W5uXkJtaIZ8fzZxLKmgaIwePRNpAH1Hmy1Wj51MgouZzykED5zCEEQccy8mcjU+ThbDyCgjNjmLAgCOTnZ3LJgAYcOHmLR4kXs27sPRZEJhYL6Z1dcXIzP14rHk4Usy+TkZNPV1YW/aT9zCm7CmVfE9jf3cXR/w4iLMiPBJqpjlqgCfXEouLwcjAwyuObRF5avm/upwyLQFZYZispkTeLEwM8SMoTUODHewdT5BCGVO8Inmzxhh9E9eTRpcWtrK5FIhKGhIX3QpE0G0rVFDEUkXj3ip6M/ht0i0PGHf+Mffn2GwsIivvnNx/X9q+01j/HU//0wvb29VD5YkzJAaGlpYdu2l1m9+iFWr35If1wbaE2bPo1DBw9hXO1qaWlOqCG06pb4m2hlbtWDHPP1ABDp+JjQmYOEz30AgLN07Nawe6qqePbZZ8bcbiJwuVxs2rTpiu5TM9zUYPSxkga6iPW2YSsoJpY3G8fgeaLR4Um31WpLujEI5OXl4fcPtzJqA0RZlkxklDaJVElCdZIai8V05YOxzUrzv7BnqcbQOU7ziTveNjANmneZ0WPmtEM1IU1H0GbwyaKysnLUduHRCIPk7/LNhgamzppHL2CJDLJt22u0tJymvHyhXheef/4Furu7yM3Nw+sto7XVvOpduaRyxJQ147GUlpZQ9/9/AbJAGYOMysvLHdFHClRCKBAI0NY6Pn+1sXAlRZMj7T8SiWCxiIRb3kMa8uOeW0E8fzaKzYWz+xTxeJy9e/aOup9jx47pxvGnT59GUVSflt7ePlOiobHea78n+9/4fK2IF0+hTL0Ba8507DNvparqc8DobXmX4hs1FkodqmrhfBiag3Bjxk9qUuCT9p56uw/yS+YQ6LrATPv41TzpztGhiERfUEIUoMA1fOMyqgeNbck//enP0pJKPl8rW7du1VtiIdU/rr/fn6LGjmfPIJY/Rz2Wk+/oZBQwoba5awmhsx9gzZ+BxZVDLH82zv7zuN3qxSuKIg6HU/+cRNGC3+9n75495ObmcejgIW699VZ9nBMMhvSx+MaNL9LV1UVeXh4DA4MUFRUxffoMOjvP4swr4uOOwKiLMqMhywLROFyIZAipDK5/XBxSa971hJ6QlCGkJgkyhNQ4MZ7BVEhSjVcFIHsEtbhxkqcN5FWiwW+a9NfX/0o3ptVUA6IokpWVRV3dDxLtVl+j6WATr+3Yoat/Hnmkho87w7xx3E9cBrtFYPkcJ//w6zMAIypuus+eIhwO0dJyWjfTNOLIkSMmMmrX7t2JCZHCmTNn0kYYa601msG55MghVLSAY74eLAK4ej8mcO4gyBJxf6f6pDEIKY/HQ2fnxUuSj48Eh8M+RrucCk3hBGp0vN1uH3Ei7Ha7mD5tOi3N6Vf/FEUhdPZDbPkziecUE+73mSIv4/EYXV1dWCxWpk+fDpij3HNz8xgcHEz7uW/evJnKJZWsWL5c9duJxUwx91qbXn39FrWFr+MCs+7/v1AUhe4LPlMrzkSN9TXvMg3FxaWcTXxEGULq08dY7cKjEQbJ32XF4gqef+0U2KHl2EGaDS1gWm3Q6kt/v5+/+Ztv6R5yixYvovNCJ4MDg5w+fZq8vDxWr/4qv/vd7+ju7qKwsIjS0hLcbjebNm2iuHgmcS0hZQxCajQy6lrFWKoKgC99qZq33nqLQMdHyMF+PLd+EckzjTAC9ovHERIkv7EVWRQt5ORk098/QOWSSn0CralJZVli0eJFvP/ee3p91tL3QqGg/rtGDs6fP5/6+i26ijYvpDCjchWu2ZUcPtlMSUmpqS3P2CKYrp1vrBZS7b6n3d9GerzUAWfC8PteNY3vehtEZzAxtIXhvUQZ+Pyc6XhunH5J+9HOz/mV94IwiyK3iDiGZMDna6WwsJCvfvWr/Pa3vzEpIn/7298SCgWxWm3E45qqKTXAxAjJNYVo4c0AhFreI9bTOuK2nzTGU6fGDVki+NF+sm+7l3jeLOKDF/TQFFmWDT52LlMqskb0NTc368djs9l0K4Lh7QZQFJlAQGT16oe4OCTx1rkw2TNuInLu3UvycPVYVHXUxSjcchlvPYMMJgNU/6jr52Zqtwq0Dsa5ITfDJk8GZKaIVxBauku2ZeQBcsXiCr7znSf1dqbm5mYKCwuprf0Bjz/+TVpb1WhtbRUtFApRVlbGV77yFb7znSd1FVVLSwu7d+/izYYGJEnCYrGw5PNVvH7Uz46jKhk1PcvCvXOdeOwihYUq2aX9TEZeXl7iN0Uno1wuN+XlCxO/u9i48UV8vlaamg4mDCbVQVVOTs6Ikb4AgigQyykmMnMxis3JtBwHK2bbcUR6J7zaF4lExtV2Y51ATERyq4+3LDmKWYVR4fSlL1UTjY4cvyLL8ogm7IqiIAgCctBPtOusmpyTP1v/u8Ph0H+XpDgrV640DQqtVivRaJQpUwpGeG1J91xYv349tbW1rF+/PmW7qqoqXC43cSwqSRYdAkXmxRdfpOlg04jvbSLQvl2bkJk0TgZs3PjP1NX9gI0b/znlb5KsINlzAFi66FZD667CP/zDPwDm+lJXV8cbb7zBk09+h84LnbS0NCdit2UGBgYpLS3hm998nNraWr7yla9QX78lsQKeIF8TNUVRJJYtW4bFMrHb1bUsPR9rkle+sJxp06bqk9t4fyeDH74BsoTkmUp02gKUhPrU2IosyxLf+ta3eOqp77Niudq+tGv3btO+Oy90YrWqAzRRtLBmzRrWrFmDx+MhFAqybdvLnDx1kjNnzvDWW7+npaWZixc7KS4uYfWKZQycP4kgWjgxoLYMVlVVUVZWppNRWsR6OuzduxdJkti7N726y+h9N9rjMxIt8d0xODxIBp9hxBV4NbHOVuyAkTxsX355G08/XcfLL28bcV9ai/PpTvW6a/v4KD7f6ISQpiZsbGw0JYgCBAKDiKLFQEZBOjJKURQ18MWRQ2T6rSAIhM8fJdLRnLJtOky0No4XbW1tExpLjQVpsJto52kQBKJTyvQanZubp28TCoVYsnRpynNVE3i1bkYiYbZs2QLAypUr8XrLWLJ0CS6Xm+qEorfQLWIRICI4+esn1l+Sj6vmeem7dgMNM8jgiiASV+gPyzgs1/DAaYLIsgm0DsSRP2lZewZXBBmF1BWEdtPKGeenmq5dRhvQa8oor9drUjAYe+7379/Pl++/nzcbGlj0hft5/YydmBRGQCF2/kNm3zILt62EXbt309vby9Jly/RJSjIGB82jeqvVRnV1Nfv3q8SGlgizefPmlMGP399HXl6+qZ1MgyKIBPNvRMpWVyzL8i2UF8Fvfv0bgsGxVUnJGK+h8eXI2tOpmpKRjhRzuVx4PB4GBweIRmN6Glc6c/Rby2/lyOEjhM8dxl40G8kzHdnvQ4wNEYmY1WmbN282/T8ejxOPx01tAKASWaIoEgqFkWWZ+vp62ts7dHWK1gqlobS0hDVr1vB20zEA5Mjwyq6xpfRyoIlcMuqoyYFks1gjegJxFAQ8doE5NxQz54aH9BaKQCDACy+8wODgoK7KA9Vcu66uDkEQKCoqQlFUFdWMGdPZtXs3+/ftZ8GCBbp5rceTTSCQqEUayS3LnD13nsrKJezdu3fcXiaKok7U8gsK6O7qvsxP5tPFiePHU1p+pUAvg4d3kXP7SqSsIqLTFmDvPKYrpUD1lnr66af1z0j1oRt+73l5+fT39+u1w+Gw63/TyK8jR44kotgl/bFYLIbT6aS0tITSj5vxSzGsuTM50hZioUFlZ7ynpVNDWa1WYrGYng6YDO3+5vV6R31cFGC2E04FYXcP3OKBjCr/s4m9fSox6RThBoPJfXIrqUqGq4rOhx5anXZfdruqlrbmzlT3cepDGi98pPtF5ebmEY1G9RRhUM/1np5uTp8+za7du1NCDNKpmNPh7ur7eO3jQRBEIp0thM+rtVUQSKQUjzz2uZKK8WRc6RbB0NkPsE+djZxVSNyZjyXUS3+/Xx/zulwu5t08jxXLl6d4YxoRiagDbmMbpXF829baRqw3hJg/k7M9ERaWuCd8rHk2Vc/mC8NAfPxj+wwymGzoC6vXuXAtr+RNEFZRIC5Bf0Qm35lJVLrWkSmvVxBj+UclI127zEgGm6Aam3d0dOD1ejl79iyVlZXcdtti+t1lHGkLAQpTXCIdB3bScvxD5O4yamoe0c0g9+3dNyIhNTRkNt6Nx2NpU2BkWUo7wOrvT22bka0uItNvRbF7QJEJN7/Lgc4zNE3QFPhqQhAErFYLsVh8zG1DoRChUIjikmKTX83cuXNTVvw1s3M5MkSk42McM28iVjAXR+cRkjGeAa3H42HatOkJ3xe1JUB7zX2GSbwxPUuLgV+w7F5kwCHGCSTes+YbNJ7Y9tG2iWcIqUkFh8NBJBJBFEWaDjZx8sQJ/XvtTKROFRhSp7TJlyCIaT3wNCiKQiAwTLa2t7frpJc24bBarSa1j6IppGSJttY2/ZoSBIGZxTPpaO/QSd+RIEnyJ0ZGjWakfrmIxyUTMa6R2lKgl4FDr5N9270mUsqSIJCSCfvu7q7Ec9X/Jy8ahEIhGhsbOX/+vP5YeXk52TnZ7Nu7j6ysLFwuJ3a7g6qqKny+Vrra27h19nw+Ctto/GiA2VPs5LjUm57xnrZ58+YU75aV991n8iVLhrFNb6zHC23QZoGApLZrfT5/tE80g+sRF6Owx6/+fqMbjIv7yQmPmqm/MZQlGaFQCMHqRHTlgyJT4LRQVVWlezFq7WNa+jCohMjAwCCKIrN/336+//3vASRShs1jKK2+FhYW0dPTPRxKYLHz+skesLmI9bYTOzusUFYUroqJ+ScFJRYmdPYDXHMWEy28EafvPQSUxAJsma42q6l5RE8RTYfi4mL9d5+vlVde+R29vX2IosjKlSs5ceIE3ZKTmXfO5GSrnyON21LGKGONb6wCTLGphOexACzJu6IfRQYZXDPoDkrXtKr80qHQHZQyhNQkQGaaeIWgKNCRELZkT5Dmq6//FXV1P6C+/lemAf2WLfWJpDoVu3ftIhgM4vP5mDNnDnNvnMe2Q70caQshADfYg3Ts2cb8uTdQVFREa6uPXbt364qm3Fy13cbna6W+fkviZz11dXU43NlY7K5R2fGR2v3U9z88MRQEAck9hXDJnSh2D/luG7k9Rwl3ntE/q2QINgeCzZH6h6sMRVHGRUYZkWye7POdRxylXy3sOwqKjJRViGKxm/42vtUKgYW33UZVVRVeb1liwD38PIvFgtdblmJcrcW/X+hRycTbF9xMbe0PeOqpWl0dNVILjvGcTbeN1nra0XkRUFevM7iy+CRI3ZqaGtxuN7Is82ZDg+l77Q6o10G+a/jG/sQTT7B02TLT9a+htrbWNGmIx2NULqlEFC0mlZMoqvuTJNms+tPO/STSSVEU2lrbxiSjPmkYyahLGciNVhOSYfy8pKG+4fa9rCIi025FGuFkKCwsSml/MdYUj8dDVVUVsdjwe1m9+iFWLF+O0+kkEBgkEBhi3brHKC0t0duTju7dTUm2BVmB1472I8mpr19ZWYnFYjF5txhb1i8FWl1pbfUhJFRSAE0Dl7S7DCYxFAV2dasNcNPtqQuBxlZSgIceWs1TT9WOqI4CNcTDkqOquYe6WnE67JSWluh1LDc3z9QWpkGra5VLhs/1EydOpOxfI+S7u7tM13S08GYUm4v4YA9DJ9/BZr2+PU8i7R8hBftRbG7iucNEkBakAAp1dU+nqGGHx6ACbW1tbNiwAVDHKV1dXUhSnFgsSkNDA1VVVRQm6kNHAJpbzqSMY4xjl927d/Hss8+we/cu0zZFiSHZO33Q/cmsP2SQwVVH26B0XflHaXDaRHz9E5vDZXB1kFFIXSHEFHVgJKKuqkwE6Xwzklf3ALKzs3Wzx+bmFvrzFxNz2LBbBBwdH7CzcTeaP0Fvbx+SFNeNx10uN6tXf5WmpoPs2LFDV91orzn9c/dTW1s7YlpMYWERQ0NDY74XBYjllBIrmAuCgNTXxp9V3U1XqYXNH59AkqS0LWxZ8+4e9+d1tSEIAllZWeOOcx9rdVOJhZGCA1iy8rA5s4gPDY96kj+ndJ8dKOzds5cVy5czf/58Xn31VUDBarVisVhYseJefTUX0I2mtbYcu0tNunHbUlkjo2Lv5Ze36SvMxnP2scceM20Lw+evp7SMKQunkn99j68/VciKqsbsjMCibLBeBtln/E4femg1JSWlrFmzhsbGRubNn68rpADCcZUAcloFXV1XXl7OsWPHEntLNetdt26dbqgdi8VYsXw5826epysOQJ3M7d2zJ4XUEhI1SpgEk7NLIQflNCTOeKGRUtm33YucVUhkWjmOziMIhs/Q6y3D7Xazd89eU1CFsX5YrVY2b96st1na7Q42bPgx1dXVOjloJAmN9WDqDAe94RAXBmL84eNBqm7OMR1jsqH+xo3/TFtbW8KrKjThGHZIvS/mWtWzbkiCqJxp2/ss4WwIzoVVVdRsZ+rfRwps0M7D4uJi1q37S9PfHn/8m+xtGeT9s0M45TCfT5zvWqKe1mbc29erP8dYCzUF+rZtLxvIFXVRCMx+bxokZy5SViEoMkMn3gZZGlfIigar1TL5kvcUmdDpJjy3folYwRwsgQuI0vC4x6woV+8r5eUL6e3t0XYAqIo27f4iiiKCICKKItXV1Wor35+V8MbpEP4wZE2bw7z582k62KSrNI31TFN07tmzh8HBQZ24LLBCvlU1N/9lG/xlaaZ1L4PrCzFJoScoMcV9/d1A3TaBziGJmKxgyxjZXtO4/s6+q4RYYow/2vnedLCJH/94Q4phtOaLYfTNSF7dA/jKV75CWVkZ965cyfRF9xFzFGCzCNw718mBd95EvUkLVFVVmdq8vN4y1qxZQ2lpCa+//jqyrJJCqqLG/NpGMkqL1QV1RS+9f5OQSAC0oIhWolMXEJviBUEgdO4wg8ca+cfn/19+85vf6oOx8XrAXKtQ24/GR0aNe5+S+tlG4qOrPrKyRso4Vz/ThoYGfWIfj8f57ne/ayKjtG1CoeDwOWJVlwAdaVZHtEF9sgeH8bwxbqNBO3/nzlOzaTKRyVcOQuJfRIHWyFhbjw7jd6pB+z4rFlfoRtWtrT793LSJw+q6I0eO6OqApcuWptSTpqaDKa9pXKUuLi7m448+Sv8+5URKpz3NbDMDpKE+Bj54HWQJ2V1AZPpCvc2xqKiIqqoq3SQ+Go2kqC1tNht+v9/U6heNRgiFgmnbtQEuXrxIe3s7Fy9exGEVWFLsQAA+aA3ycefozr9ai2YgMBzDPpIqYSQk3xcFYbgdeCCzCPqZgaLAW4nu0xLHxEj50Xzydu/exb4PTgHQf+E8mza9yE9/+jOamg6yYcOP2bd3rx4aoinNtWtMq6E//enPUnyPvve976UNfsnNzSOeq/o6hn3HUKIT99WcbGSUVofi/gvEenwgiMQKzJ5xNpsdECgvX8jatWvxesu48847Rw2DkGWZv/iLv+CGG25g6tSp+uMzPSoZKGfN4OSJE7zZ0EAwGOTNhgbT2MWo5DTeDwUB5mWpYUURBX7doSZqZ5DB9QJ/ZNjv9nqDmLAs6MtctNc8MoTUFYLGI4zWpWq8ERpRU/M1amt/AJDSumec5GuPeWbeQjhrFgJwd6kDt000TQpPnjqpkz65ubnU1Dyim1nH4+qofdhTqIba2lpOvPV/+OafLMdisSaelwcMS6QFQUhKitGg0NXVRczmIVx8J5JnqrrSd/xtIr6jgBrLPhaBEz77AeGzH4y6zfUMJfHZTpk6zTRwTb5BBINBvX2guLhYT0EEeP75F0zfkcfjYePGF/V0RA3V1dW4XG5cLhcAzqxsAFxpFFJGzJ07V/+pnbMjeb5o56rTo6omsjLt21cMggBfTAQstkfgwIeH0xLd40F5eTmCIIzoq2JsaYgmDMFsoqC3hWqqgO9//3sMDgzS0nIar9fLwMAAP/zhj9ixY4fxyAH01tK1ax9j3bp1DAyM0G+VIGmx2MnLy53wezNiIu1x1xJEUdCv03SQg/0szg2BHEd25ROdegsK0NXVxaZNm5L2ZcHYynvDDbPGdQwej4e6ujrq6+t1MrshcQ8L9nQQ86mT79eP+ekbGpkVMrZvgtrSp6WaaeEZWivw00/XpSWp0t0XM4TUZw+nhlSLBLsAMx1MiNg03j+TsWfPHsSsQgB6WlWVTn+/Xz/vLRar3pqnta96PB60Wrhr9+4Uhblm4C9JqSdo31AIyV0EikKk4+Nxv39jEu9kg3FBMnTmECgKUvZ0JMewwjIWi+L1zuXIkcP88pebaWlp5pe/3DyqbURubp7+nfziF7/ghRdewOdrZWa2OvhwTfVy9xeq+FJ1NW63O8XHbvnyFSxcuDDt/dAiwC1Z4E4ke/7rBYjJ8POf/5zCwkJ+/vOfX4mPJoMMrgquX/8oFYIAFwIZQupaR0Z4eoUwHoXUl6qrRzV0HSny2ojuQIydx/yAwGxHkEK3qphZsXy5Lhd/5pln9e37+/3s2r2bfXv3kZubq7dpAezcuROn00lVVRUdLceB4UFTNKrKp7/5zceB9AadAAoCsfxZxPNmgyAQH+wheGoPcnhiCqL44NVLwbJarTpRd7UgojKaVV+s5j/+ZVgxoigKeXl5+P1+QF0FXLduHU8//TRtbW20t7fr23Z3m02lA4GATgRqJqEAFRWLTaqphjMhekIyjjEIKY0cm8gqSjRB1GYIqSuLmU511fbkEJwLKjrRPVFvnoceWj2qp4qxpWHHx0HAxsenTrB69UOsXv2QaVtNNTVy/VL09havd65uJrtixb2J1Eo1+nzGjBk4nQ4+Pq+e26LNjt+fGpowEVxOe9zVhCwradt3jG06+xt3Ebe4cJevQMoqIlZ4E7buj0zpewAFBfncdVclhw4dAtTvtLu7O22LtgbNZBjU+9KqVQ/S0NDAzJkzeOaZZ8nJycbv93OTpwDyS3j1iJ8/u3MKtjTR0evW/WXa5D3t/9prgFr3jGboo8GReKkMITU58bd/+7f85Cc/4dvf/jY/+tGPxt5+/X9DWvF1CmaVUepUyQIjsTnWOZPcpmeE6MhGtDmJh4PEQ2raZ25uHnfffTcNDQ2mdD1tkceYXmsce2mIx+PU1dWRm5vH4OAgVqtVb5+N5xSDIBC9eAYlNrrC0IjkJN7JihynhUjbcRwlC4gV3ojY1qRT5lot0JT1kiQxNDREcXGxSSllTI/2+VppaWlBUWS6urpobGzkkUcexmMTCOBkyJrL+XPvEwqFOHH8uCm0A0a/H9pEWOCBw4OqMvnli/Dfvv99enp6WL9+Pd/4xjdSnlNTU8NLL73Eww8/TH19/ZX62DLI4IqibTCOc6JeM5MIWXaRc/1xFk6bvET+ZwEZhdQVwngIqbEMXdO17hk+PD/oAAEAAElEQVQRicn8+/udKAj4zx7j1L430m6nGmuqB1JYWKT7s/j9faZWvra2Vlpamnnlld+Zni+KFux2O3V1dWzcuBHAJIHWIFudKLPvIp4/B1Al54HDb0yYjLraSEdGjbQCWb5w5ISeS0VeXh7eOapaofEPe01/Ky4uZmBgUP+/IAjU1dUNp/MoCna7eqwjKSm09p2REJXUfTnH6HtI10Y6FrTrIkNIXXlUJVLFps1bSMGMkhGJ7suBUZESTLCLe9/+fdpttVVlu92he6YkQ2tvaWlpoaWlmS1btiQmeOqJIstSoi61MHOqqlQQrJlBRDJkWcbhUFtt7XY7uU4Lg0ffBEUmnlNMPC9V/dTV1UVDQwNtba309vayadOLBIOqL6DNltpTO1w3tJuaQEXFYp588jucOXMWWZbo7x/A6y2jzBlECQ/SMxTn96f6TSoIY6v68uUr+N73vq+TBsn/1+59giCYWmhGg6aQyviWTk785Cc/IRaL8ZOf/GRc2x8YFCmYVcZQz0WmJQyn0xnoTwTaOZpfrJ5/4b4LeL1eamtr+Zu/+ZZ+3hsXct5//31aWlp4//33aWo6yA9/+KPENak2VSffj/v71fZYraVeEUTiOSqRFWlP37Z8PUMQBAYGBgmdP4YcCSI7cpCyZ4z6nFAoSFtbOw7HcBv3oYOH9N9LS0tMSo+qqipaW9vwf3wAgHfPBDhy5CiKot6D0gW2jAZHgpSyCtAchO/++9tMmTKF5557Lu32L730Eoqi8NJLL437NSYbBEG4TxCEU4IgNAuC8N0RtrlHEIQPBEE4JgjC+D/wDD5xSLJC15CE6zo0NNfgtAoMRCSCsasbhJPB6LgmCKmxCpogCI8IgnA48W+vIAi3Gf6WJwjCvwmCcFIQhBOCICz5dI9ehRZvP955dzqJ+WhtUIqi8PqxfsKylXBfJxcPNaQlBny+VjovdLJ27Vpqa2uTjMjTF5zkuPZHH31UXzVva2tj27aXTSbEAPGsqYRL7yIsukCOEzjaQPjchymr8pMVI61AHjk8cgzxpcLv93PymLrfrp7hWHZBEFm58j7T5D6d/1Y0GsHlcuuG96C1Wg5/31u3bmXX7t16uiKg+2IMRdTWKKdNGLX1IV27zFjQ6r97khBSk6kWTbHD7dmAILD8kXWXnFw2HsRlBcHqQFEU7rl7mf64dg41NR1k9eqH8Hg8RKORtOa96RCJjKwK6GjzAQqCVZvkXR1YrdfeySvLip7y5/f309vbw+ypOTguHgdFIVYwl7hhcieK6q0+EglTVFSkG5Vr3lHxuERtbS15eXn6c9S2vxexWCx6G3FdXR0bNmxgxgw1iWzmzBnU1DzCqRPHOdP476DInOgIs+nl3+sJsSO1qqfDPffcQ1lZGWvXrh234fn12rI3mWrR5eDb3/42NpuNb3/722NuOxCHL/31DwCwdZ/XFwCTic2JQjtHoxa1ff1z5TdTU1NjSiQ2/g4YvKMOs3PnTiKRMKFQCK/Xi91uH9GYXLvmJM80EC3EB7qRAj1pt72eoSiKmpQqxwmdVUml6JQbUcSxGjdUT7yioiJsNhseT5bJkmDJ0qUJ+4plejLoxwfeQgkH6A9JzFn8JQRBwOv1TniBDdSxzIIsdfIUmXkzvz3VzV/+Zao6CuDhhx9GEAQefvjhCb3GZIEgCBbgeeDLwC3AGkEQbknaJg94AfiKoigLgP/0aR9nBiPDH5FRFNVr6fqGQE8oQ0hdy7jqLXuGgrYCaAXeFwThd4qiHDdsdgaoUhSlTxCELwM/B+5K/O1nwOuKovyJIAh2wP0pHr4OrTVpLKuS+vpfmVpaxtuWcKQtxNmeCCIy3Qff4Mv3rdRl4saUl2AwSEtLMy0tzXi9Xqqrq9m583W0pJL0xuTDGF6hFlEUGYfDaTLoVIBY/hzi+bPV993tI9T8LkpcnRwl8yWC8MnE019v0EzN86YUIUi9BAIBFEVm8+ZfmOLt06fsCYkJpmZ3DT093Wiqk4GBASKRCPv37dcVcvPnz9fbpCRFVM2BbeKEWh807N69i717VWXX0qVLTc+bTAqpyViL7s5XWwh6YtAVHY6oHgvpWqdGQzhR4Fw2kTsWGNo9E94qO3bsSNvSKwhiIpFyMOVvoJnXktKGAYkzWYqDxYZgc4y7peVK15zJYBosSTItzep9xT4YxF32OaKFNyPEgljC/XoNkWWZQCC17UVRZOrq6nQPQfO+zUxPKBTSn9vRcUHbA5GBbro+eJOiRcsZzJ7Hm3/Yx3/+89IxW9WNSJcuOxY0Qqp79FvbpMJkrEWXih/96EfjatUD+MYPn2fhw9+k33eaB+6644odg3aO5sy8kSEJXn/51zTGA8Tjcfz+Pnp6epgyZYrevlpT8wgeTzaBwCAeT7ZOrGthMcYFPDXhMkpyAqlGGEc6PnvqqGTEus4Rn34j1typxPJmYe8d2bYCwGq18fjjj/PDH/6Irq4utmzZwne/+7cAzLt5Hp0XOpl38zxguO38xjyB5jDE8m/i7/7bsrRtxUaMdo/MtsL8LDg+BPv71QXpFVNI8eGpr6+/3lv1Pgc0K4pyGkAQhF8DfwQY69TDwDZFUc4DKIpy8VM/ygxGRE9Quk5kBKPDbhFoHYhRmonIvGZxLSik9IKmKEoU0AqaDkVR9iqKoklH9gMlAIIg5ABfAF5MbBdVFMX/aR24EX2JwbBjjE/USEaNV2IekxT+0KxO6O4qdjHY28n27a/ocbfGxCvjak9LSwtTp05l/fr1rF//d6xceR/JSgOvt4zc3Dysrmysrmw6OzvZvHmzLiuPRMImz6B4TolKRikKweb3CJ58Ryej0mG8E0PR4UZ0XLNj5hQIgqCaXy4sJzvbc0n7MLVmJiZ9zqwskwG8kYxyOJwsWbo0Ja3HZrMmDIu1D1sxkVaRSCThzTMdEHC73QlTYjWVUSNRJVkZs/WhtdXHli31uvoBVFJVURTd90U/dgVk1CIzSdTAk64WZVvhSwmD84+C429bMhKP6b5TI15+eRs/+anaTpP8NWoG+cZWYFAVeqJoIScnZ0QyCiAry82GDT9m0aLFLF22DFG0JM5lFY7Er4JNbdsbzyLeZ50Aj15oJtx6HARBTd4Tze14drtdJ5TUtqLhD9VIPqVLBUuG2h4OLS2nAehu/gD/2WMIooh11hIURdFb1ft6e8c0nr6UtuBsq6pM7oio/64TTLpa9Gng7MljAETHWFibKCoWV/D1//vbDEl2FDlO8KKP7u4u+vtV77r+/n6qqqooKiqitbWVpqaD/Omf/ilebxlz5swhHo9jtdpYsnRpSgtYNBqhtvYp1q59zDSWkm1qS1+8v1N/bDKblU8EWruxEaHTTaAoxHNLkS2jr6zEYlHq6p7WicBIJKyrpDRjc+17KC0toabmEW6fU0SeU2QwLHPg7Ni2EsmBC8nIt8HNbrV6HhiA7V3qmOczhmLAOHBoTTxmxE1AviAIbwmC0CQIwn/+1I4ugzHRHohf1+16GrLsAr6BOPJnfYB4DeNaIKTGU9CMeAx4LfH7XKAL+IUgCIcEQdgoCEJWuicJgvANQRAOCIJwILlF7UqgJzE+ig76R53cGUmI0dQJGzf+M3V1P2Djxn/mQ98QMUkh3ylSkpMqNTEmXpWWlpheo7Gxkeeff4G6ujr2799Pbe1TJq+qqqoqCgsLKb7rforvup9AIJAyuQSVDJFd+cSmlAEwdGoP0QvNaY/dbk/1IxkLnnnLcN+0dMLPu1rQCJ/P3Xkng4OX5pllJCeVxGeuKg7S3xwikTCHP/xQJws1xGIxHn30UbzeMsrLyxFFS4rxuCzLiX2rLQZlZWXYbHaVzFLU147ElbStD8Zz0Zi6pqGyslIn6IxEltbG6hTHRyRcA5iUtejOXFico9KLJ4YgKJm/s3TQiMcFCxawdevWUb00jhw5gpIgKpJv5pq3SjLi8VjCY8g/4nELgkAgMKSntq1Yvpz7779f/3tubh6xkHptiXZ18na5Y4nrMdY4HcJnPyTefxFEK5Gp800roMbvpKBgCrW1T+npVZqXlNfr5amnvs+qVQ/qxJTW9qd9hh6Ph0MHD9HUdFC/B3k8Hi5++BbIEl1BkeMdw21LY03wQG0LnjZtGps3bx6RuEomUK0CTE/M49+7PO/7awmTshZ90oiePoIiy0yZVaYnGyfD6Fk2ERxvV8/VcEczihzHZrNx6623IooWlixdQmlpCYHAEJFImIaGBp3oOHbsmN5+dvjDw7S0NJvqjHZtbdv278PejwAJotio/LxezMpHgygKeruxEdJQH9EenxqOk3fDOPZkvhns3LmTpqaDtLb6dP+7bdtepq7uabZtexlREFg8XSW63j87hD84+urNeHzJCu1q+p4IHAnAts7hcc9nBOluqMmfgBWoAB4AVgLfFwThppQdTbJadD1AUhQ6AxKu69jQXINVFIhJ0B/JtO1dq7gWCKnxFDR1Q0H4IurA628TD1mBxcD/VhRlETAEpDXVUxTl54qi3KEoyh1FRSNHx14qNELq5IcHR53c3XPPPfpgZbSBubaC3X6hi/1n1ElZ+VRbyoSqrq6O3t4eamuf0lOvampqWLv2MbzeMubPn6+nr3V3d7Fhw4+ZP/8Wamtrqamp0VeTRvNoURSFuGgnPK0cBIGw7xix7vMAuN2pRtpFaQzQx8JkTMFSFIW3JmCIORo07y1FEBnh9Acwqae09hqPx8MvfvELWlqaOXXqVMI4VWHpsmWUly/Ujlb3fQFobm7GarUSi8UIBQYA1TQ/HbRzsa2tLa2CYfnyFTz1VC1PPVVrIrJ0QmoStOslMClrkSDAvVPgJrf6mR8LQFefOjNPboPToBGPwWCQYDCI2+0eUZWikg3qxxAKR2lqOqj/TfNVSQ5i0Myu00Wra1AUhXhcUzoo+Hyt7Nr1hk6I9/f7EeLqBE2wOXE6J64eSCbHFUWZLOToZUJh6NRekCVk9xTiuekneE6ngx/+8Ed0d3dRXFzM+vXr9XsDwIkTJ3QCXJZl8vLyKSxUzeaHhoI6mbh69UPU1j7FE088wff+7knuKlXVrr8/NcBASP0+xzPBazrYxJ49e0Ylrnbu3ElzczM7d+7UPe9a3n8HgOMBGLw+vKQmZS36pHFw7zvMdouIFos+5krGWJ5l6XwSJVnhQ596b+3++AOKioqIxWL4fOaFRU0RWm1oP61cUokoWqhcUqmrQY0KZc3HU0vKBVQyShCQY5HPnKRztLFe2HcUUNMHFcvEFjaHhgJs376dSCRCIDBEaWmJqXsAoNBtYVauFQVo/GhwVM/M8fqS5dvgVo+a9vhREH57YdjC4zOAVsBoKloCtKfZ5nVFUYYURekG3gZuS9pm0tWi6wGDERlJBstYXjPXEbqGrn0Lhs8qrgVCajwFDUEQFgIbgT9SFKXH8NxWRVHeTfz/31AHYp8qFAW6Ews+ixfMG7XloLGxMTEpGj1FSJvIFc7/PJIMOZYYu//Pb/D5WvF6y0zbppt0aqt3WsS3CkH3e6mre5r6+nrC4TDFxSW4+8/Q+UH69CxFEAkU3ASihVhvO+Fzw55SqjfCsATbYrHQ1tqGxzOxNrbQ6SZVsj3JoPm2XAqME2NZS/obpU3G5XIZCKbh9ppAYEifNGpx0gD79+1n9eqH9Baojo4LrFr1oD6g1gbXOVkqqfhPGzdRX/+rlNfVzsXi4uIxjc2Nq9OJ8L4x21ivIUzaWiQK8EdTYaYDIgrc+Sd/gcVmRxTFUZUCGsG4Zs2aEb/Thx5azfrvJuazokhDQwO7du/mmWeeZdu2bTqhbUyVuvXWWwFYufI+XK6xW3FDoRCbNr2Y4nEnSGp9Ee0uphQWpq0ro5Fe6TzzNMXC9Q4lGiRwQiVqYgVzkZy5Kdu0tLTobS/G+0h9fT11dXUpE/KBgQE91TM3N0evJUbD523bXmbzT59DGLyIJMPO435kxay+HKlN1EgiJN8ftecYVSS66urttyi0qYxN08AlfFjXHiZtLfqkMT9RAkbyDPtSdTVut3tEzzLtnNmzZw8vv7wNgAOn2pARCfd3E+hqZWBgkLy8fD2ZeP++/TQ1HaShoYHq6mo9bU8LkXn00UfpvHBBfw2v10teXj6CIBCPx3R7BQ1KoiVtvL54nxXIQ35iPa0giMRGINEhvdJVJfxUG4KZM2fwzDPPJshzQU+ABbhtmh2LAGd7Irx/qn1M1eZ4kGOFhR7VmuBsCLZ2QOizMe99H7hREIQ5Ca+6Pwd+l7TNfwB3C4JgFQTBjepzd+JTPs4M0qA3JKF8JhykVLhtAuevt/ST6wjXwlRxzIImCMINwDbga4qi6A6QiqJcAHyCINyceKgas5neJ459+/ax9rn/l4Ck3oxmz5w56oRdmwCOlSK0bt1f8l+/+32kfFXZ2nN8r94Xn0x2jTQha2o6SHu7OobVEkmAhAJBjb1ta2vF6XQS7O0k7B/2GtSIDwWIFs1DcWQjhQYJntqDcaFWM/zVJNiSJCEIasvOqlWrUqKPR4I01Ic01Df2hpMUNpstRZlhXBhVZI2QUskjLSVGEEQ8nmxsNhuhUIjm5o9T9m0cbBnhdrtpajpITk4OgiBSuaTSFF+t/V6QqyYLiVYHLS0tKQTGunV/SW3tD1i37i/HfJ/G1en45COkJnUtsonwn6ZDvhWc+UXc/pWHURBGTTcbT3Jia6uPX/96CwCixcrtixexd8/eREteP15vGdOmTwMEli5bhtdbRm9vr16vqqurTWbZ6rWQfkXO6JkGw4SUYHfR1tpGbm5uihprJBUYpIoPXC4Xd911V/qNJxnG034Y72sn3nFq2E/K6sBqTTb1HG7B06C1E2sJnhoql1SycuVKvN4yPv/5u7FYRLZvf4VNm17Uv29NlXDqzX/DZhFo98c4cHbI9Ipa6+/WrVupq/sBP/7xBlpbfTqZsOrBB1Puj9pzHA4HZWVlrFy50qS6mmlo27sOJoOTuhZ9krg50Xzojw+nuBqheZaNlDpqJDo15czB0+rYY+DsUWw2OytWrGBgYJjZnDFjOtu3v0IoFOS113bojxv9iowt+C0tLQSDQRQlfZCMRkjJ0QwhlQxdJZVbkuJ/p40n06UNa1i1ahVnzpxFliV6e3uprX2KYHCIuro66uvrcVoFyqeqn3/uzV/EYrOPy8t1LGRZVFLKIUBbBOrbIXCdz30VRYkD/wXYiUoy/VZRlGOCIPyVIAh/ldjmBPA6cBh4D9ioKMrRq3XMGQyjfVDCYZ08A/TLhcsmcDEgEZM+OyTcZMJVt5tXFCUuCIJW0CzAJq2gJf7+j8BTwBTghcQgPK4oihax8v8DtiQGbaeBr3+ax7/hH19k8fr/DYDXNbZXjjYBHA/2nwkgKzAz28KsOxaiDPVRVVWlp+tpWLduXdrnNzQ06MqZQGCIWCy1b99ms1NVVUXL7i1YLCoZYrFY9WS9eG6pGk+syAydeFtPgxsNigLhcCSR4pYBqEqN8oXlNH/cnD4OOtGmpCQUUvfffz87duxAUWSTKXTyc5ONh7V0RIBAYJAdO3YgyxJebxnzbp5Hff2WlHNIS5sRrOqM7s2GhhEH82PBmKhl9JCaDJjstQjUQfGfz4CNrZBXMpuFX/4TSsTgZe2zsbGRluZm8qZ9CQSRfXv3oa1EL1m6hBXLl7Nhw48JhYJ6kmNxcQleb5l+rmmKAiPMqgGBdB1JQqLeiAlT87a2Nt3L6FIQCoWum7p0a/mtHD1yNO3kTBRFndwLtBwkOysfS85UIkW3QMcHhn4wQU/uDASG8PlaKS0tobCwSG/1VhM8weVys2L5crZte5mWlhY6OztNLcSgLri43W6OHDnC9KJ8fHv+g+mVX2Hf6QClBXZm5Nr17QA9US8YDNLY2Mgjj9SMWHu051RVVekEaklJqYm4yrbAoASb2lTFYIlzgh/qNYLroRZ9UsiywGyXqkTpi8PUcSaLali+fAWDg4N6MvFQRCLqLARF4ctLb8e75gEAevt62b9vP5VLKtm/b1hBI0kSdXVPU15ebjontUU+DUa1Mqhpe3fceQf79u7LKKRGgRToJdbbjq1gJrHcEux9Z/S/mcc/6j2jqKiIYc8hgYaGBubMmc2ZM2cNoQstpp9lBVbO+GP0R+ws//O/pnLupQXTJMNlgYXZcDQAXTH4VTs8MlNVUF2vUBRlB7Aj6bF/TPr/j4Eff5rHlcHoUBSFjkCcLPskGaBfAYiJCXpPSGK65zq+KCcphNFWGq5X3HHHHcqBAwcu+fkhCVqCar/4qYCMIohkxYZYVJTWN/SS0DUY46X3egCFtt9v5QuVFaZJnXEyV1tbC8Cu3bv1AdSK5ctpajpoimL3ess4fbolZQJTXFzC+7/9n8RiMWbd82f645Ijm8jMChAEhk68rUqpUX2j8gsKuG/lSl58cdMVeb+BI7sB8JQvvyL7u1oYK3JeFIW0HgqWnCKyF65ADPvxXDyCxWLVW2lAVZUYV1rLyxfS3NycmCxqk3mBpcuW0nSgyfRc/TUsFiRJJadqah7RHz90IcLHvXHmuPo5tec/+FJ19SUTUkZciEBzCG7Lhgc+oS4pQRCaDJOwSYfLrUUj4UIEftkGEnCDU/03ElpbfbryMp1SqulgE282NOBcXIOMyKmXf4Ycj7F27WM6sam1syxavIjDH35IIBCgvHwhs2bNStvm0tjYyJkzZ0wBCsXFJbS1ter/FwSRuDOPyIzbiPW1M3TsrSvy2XwW4HK5iEYjSJJKSgk2J7l3fgVEK1b/ee6ZP12/VwDs3bNH3U4QeeCBB2hoaNCJKA2rVj1Ib1+vvi2oqiqNlPJ4snniif9H/5tGUs5cvJxc7+3kuizUVBZiNfhV1Nf/ipaWFtxuN2vWrAFUAnTe/PmcPHFixHNyJIQlOBmEQOK0muFQvdVuyoJCm3nBKCrDxah6rXRG1TCA/zQ9/X7Hg0wt+vSwpw8a+2CGHbyXGc578PwQ73w8SPDCGcpzo6Zx1rZtL3PkyBEKCwt1gtaIwsIivvnNx/X/79q923QtJQeQOBwOIpEIsdwSYlNuJNJ+alJaFXzSsGQXkn3bvaDIuM6+g6CkSuFUpa1INBohNzePaDRKOBxGUWQsFgvf+9738Pla2blzJ93d3aYxkceTzX2rH+ZYKBtBgK8vLSJ7DLPLse6TRsRkODak1qFSJ9TM+HSDXTK1KIOxMBCReeWjIYqyJo/J65VAb0hi3hQ7t0+fuCdpBhPHRGpRhiKcAD4egnf74bxxri+I5FjgltwrR0bJssLuE6op8cDZowx0t9PQ4DcNlJYuW2aaUADs27sXRVHYu2cP+/ftJzs7W/9beflCVq9+SJ84gkIoFMJisdLW1moiO2w2G9FYjFhBmWpi3nZCJ6MA4vE4ba1tvNXYaJqQZDC2P+lIhp5KXFWvKaKNeDyO0+lEs0rxer3U1NRQV/c0GvFk/C4LCvJpa1N9u+bdPI95N88zmNUPQ5IkXK5h8+qmpoPs2vUGU2+pxFN2JyFpuBy88MLzdHV1UVRUxOOPf/OSPgtt3pkJtfj0Md2hTq5/fQFaw6qKYCSlmtYKBaSoN5sONvHajh1IkoRDlkAUIdFGalTZaS2gAHv37AXUdpiTJ08Qi8XYseNVAzmeqoZyudwUFBTQ3t6OosjDk7mEQkqwTVKpy1VCspJSiYUZPPIm2QtXEM+7gZaOi8yZM5u9e/ZSXl5OXl4efr8fRZF1AvH11183mM7DuXPn9BYnGL6naASjsZW8vr6eUCiIIIgsmunGJ0foDznYsf8UX1k6T9+upuZrpuPcsqWe5uZm2tvbCQZVQmy8imJQAxQWetR7dHsEOhL/GvvUVlavG0KySkKlM8UOS5MqhOEzC20ucbq9g/ot/5S4R35t9CeNgJaL6oCu98xRGnp8pnGWphTv7u7C5XKnkLTd3V3U1T1NYWEhvb29LFiwgKKiIgYGBrnpppv054NKEns8Hrq6uv4/9v48Pq76TvNH3+ec2lVaLcmLJG+SwcaWwRYG2U4iguzYGJMeOzPpAURPGjyZHjIzJJMJyWQCioBOJzD5Jel7w+2bATediDCdmZi52AEcW2k0adsKIDtBGBuQvGmxZS3WUqpSLed87x+nztE5tUjygtd6Xi+/yqo6VXWqzre+y/N9Ps+DcOj9mRYe45FHHuYf/uEfTPuDDEAd7ScWGMThL0Dz5OKKjOpjkNttEkvWOevw8BD19fXmRq2qqjQ2Npqlezomxp1AYJS9r/2KO77wZTpHVN45EeDuxckee1YY42RHRwdr1qyZ1HLDKcPSLGgdhc5xvT+aNz33igwyuCwYGr8x+5ssp8yp4WiGkLoKceNo9S4B/jSqDywSkOeAhV64PVuX6F5IamY6Y9eDp8Y4OxrD55S4daY7KdUFYP26dTzxxHdYv25CUWT1aUmMXF+1ahUwEdM+Z47uOzVrlr4l7PLn4/LnU1JSykMP/QWOvBI0bx5oKuOn7OXekYg+Eeho77hkZJTszcaRlXODJGAlQ0Tj7JPiiif86OYDXq/PTLya8IoS/OQnf0txcTGPP/4NBgd1/4tAYJTm5mbT0D43N8/2Hn5/Nvfff79JJDQ1NREOhxnoOgZAz7mg6f9kSOD7+vouOEbbIECGr3MfhasVC32wJAs09PIWK6zXNFVyooHfNTWhqiqKouB06v3LgoXlfPGLX0z7vno7lcxbSPSGEpSXV5ieRYriIBQKxuPTNbxeH/feq5fNmKbmGULqoqGO9hM6pS+Qj2sFtB8/hZ5A9Z4tASwrK4vdu99EkiQ2b77PvF9fXOsLOofDybx58wA9QGPJkiW88sorZgKjURojhMbM4iK63tUVsMfG/IRj6Rlqoy3eXVs7aTjIZJAlvaTrzly9/Re79PH5XAzeHdFTKAeigBD4ZCh26mN5pV9fSGZw9aMgbi0kuXV5lLVU7nwQimj0DEcBgTp8JmmeZdgYAHGCVe/PjKAQHYL+/j40TaWt7T36+voIh8dpb2+3hZCEQiH6+vpwOp1oTv28tVCAF1/cnpKMuh7nQoqi2D5XYgqqFbEh3SRe9eaj9zuC0tLSlMdKkmRLfwW9TWiaiiTJ5OXloyj2H/fw8DBLi/TSyfe7QwyH7BOV73//b2ho+C7f//7fAHrfZJQ3T8cE3Slj+tq1DE15eAYZXFacHlVxKddhJzMF3A6J0Yhg7AaKwrxWkJl+nQfyHXCzT5/oLvPrg83F7KYaOy7Nzc3mfefGYuw/ppM8t892sapqhWlCPRU2btyYcM9EZ2N9D9AH1/Jy3RjW4XAy+/bPMWfVBjZs2MD/77XXCPh1wip4/JCpUvgk4au4E8/CO1IY7l67MEzk08E6QRLx+GehOBk8NxTfBdRTERsanmLP3r1k50wo3oaGzvHzn/8De/buJRaL4nA4KCoqoqamxky8+sIXvoDbrS/k3W4PX//6f7apWmpra3G73Uhhvb3Jvhn4fFncXVuLEbtbVFQ0ZYy2FVaS1Z0hpK447p6hd/L9Uft1sF7TyYzNDZPpezZtMgeLU6c6Ofrh0bTvmZ2TjSzLDA4OmG0zEf39/SaZrZNVkrmTbZT3+f3ZtpS9DC4ecv8xCr2SXro3f2XKfJ3+/j6i0SjRaCSupp1AeXkFbreHWCxqe8wo8du1ayd79u61Gc83NzezurKC8YFuJNmRZHBuhdEWq1ZWTWm2PxUUCWY49ZK9O3N0wmmuBwbea+HtV37GyTdfYWWOXs43xw25Dv05GVz9yHXosxtPdi6yw5kUdDBdnBjQN4JmZil84z9/NWmedc89m2zkkxCC+vp6FixYAGAmTurkut54nE4nTqcLRZFtCikD0WjUVEip46NJj0+81wV9pKsaqqqam6EwsbmZCrGhXgA0T76p7l6yZElS0qosKwgh2LVrp2UTTk99dbvd3HvvvYTDYVRVBSTKy8uRZYVly5bx2v96hUJHGAH89oNhNMuXbqR5GrelpWWsWbPGDFGYDma79PG3IwS94SkPzyCDy4buuOjhRkV/8MZUiF3NuH5W/5cBThmK0hhoGj4r0/HfefXVHbS1tbFw4ULbLrAQgj1HhhECho6/z96DH1NXV2f6GFRWVrJ16xbbazU2NtLR0UFubh6jo/bJzebNm9mz57fk5OTYyrSamppwuVwMDw8xPh5i48aN7N69GxCcPXuWM2EnIicLNTRK5Iy97OuThqEMuh6QKl3HCsPfRYdAi4aRXR5iQopPbYX52P59+xJ2ZfXSScNE2uv18eijupfFX//1XxOLxTh58gT5+fn09Y2TYyGzjDZTXl7Ot771LZ5++hkiY8O4snJ55NGvUZDlsLVho71WVFRM+Zmt5V8PPFCHhO7NEtUy6oMrgVwHrM2H35+DY0G4LVvfebeaz0+GqpVVZlvY/9sToHgQ6J5Dh98/zFe/+hgw4bVSUjLHTL0zbjVN4PV6bWVkVvVmos/KoUMT3ncS6IS44kRyuBGxzKz+YhAKhbhv5Tx+ceAko5qPxbd9mlN//H3ScUbJpLVEKTc3j+PHj1NQUEA4HEZRZBoaGigvL7eV9rUcaGHp0qWArso0jO0XhFSajo/TemqM5aW+KT1brDD6oMrKSrZs2Xren1uS9N9CrgPkhSUEOtup+fSnz/t1Mrg6IEu6SmogCl/75n/jQv1pj/Xr5V/dRw/RKc/l7NmzZsnqG2+8garGUBQH5eXl5pj5wgsv0N3djcvlNtU+qqrx8MMPm6WrqUrmDQhAGAqp8WSFuaHCuV4xWSqqFbGRsyAEmjsbITsoKMg3xwW328369Z/jyJEjzJw10/TtGh4e4uGHHzG///Jyfc4y0T8JenpO88QT36Gx8WX9GjmayFpxLz1DUd45Psadkxicr1u3ftJSvUQ4ZZjpgtMRaBnWgxYyyOBKYyyiMa4K/NdQBPalhNsh0TUaY17e5KKBDC4vbszW+AngfFQkbW1tCCE4duwYDz5Yx9GjR3nmmaf5VdMhTg9HEWqE3j/9kylDN2K029raTPVLZ6fu6WQcMzw8ZDMIBj0l5lvf+haPPvqorUwrFAqaC8Lu7m527dpF99tvcOrAb/jtniZi+fMBGD/xR0hhJllfX88jjzx8Ad9SegTb/0Cw/Q+X9DWvNRiJO0JJ3UkuWDDf9reiOKheXY3X62PFyhVmu4jFdFIvFotx332fJy8vj/7+Afbs1ctmrIkzDQ0NuN0uwsN6id7Z0WQSrb29HSGESTRNBmv5lySRUUldBajO1VN+xjQ4Ew/anCoaPRU8Hl0NIMVT7qykklHOZV1sGOqB7Oxsc1c8US3ldDptpcayrCQtWAyVlOTKlO1dLPLycvnb//59gh8fAODosIzkycGqpgXM0iQrjDFGN3cWpsKto6PDRr5Xr642vaYCgQBlZaXs2buX5//73+AM9SMEtBw7v1JvY8y0elhdKCZTBGZw7WBGfJgMXWDlRUwTHOvTCe7j7/2B5uZmc37U1NSEquqDlqrGqKm5K54aepfZP0UiYdav/5xpqfDrX/+ajo5289ZAYaE90UM4PCBJaOGgma5r9K0weRnbDQVN1UkpSUL15NnGhXA4zK5dO+ns7LSFLIC+KXbixAkAOjra2b17N9FoFKfTabO/WLJkia66WlROhWsEhKDl+CjdQ/p4Y6juSkpKUlprTIaf/OTHNDR8l5/85MeUePTe9XAAhj75YoMMMpgS58a1VKHGNwyynBLdIzHU65j4vxaRIaQuEYzSlqkUB6B7rEiSZHoCtbS0IBw+TouZAHS1vI4W9xSaSNPTjzd2fnbufI1nn33OnOzk5uYlKWj279vHnr172bN3L08//Qx79u6ltrYWr9eX4C8kiAWHiQTOwYy5CIebWGCQ6EDqAbirq5PGxsbpfznTgBYaRQull69fL5Ak/Z/T6UiaeGomIZVahnfq1MT18Hp93HPPPfSe6eX++++n90wvHR3tbN/+onlMbm4eZWWljIyMIoRmRlcnljeEQiFiIwMA9MQnY1acT9tOXOwZhNRIhpC6YnDKUFug///kOExi4TMpXHEyyREvRc3NzaOh4Slb4qckSXi9PjZvvs+MPR8eHuLUqVNx/xA70RGNRs2FXzpYfaT8fj95+XkX9gFucBQVFTE0NIyqagRPHyPSewwkmeCMm5ASxg6Hw2G7Vkbprx3644riwOudKKmcWCBaxri4kvPD5tcAwQc9QQ53JI8v6fzqEsfMTwozZsxAkiRmzJjxib5PBhePgvMkpJ599gc0NHyXZ5/9AQDd5yJoAnxyjHmzi6mpqTHnR7W1tWb7lyTJnHf96lf/aHtNw5Nz8NygSdBbiXogKZ1POPXfijY+ihxP/hgfn1B+hsORlITwjYioUbbnzU/5uDHGWNHR0W4bU6LRSPw2arO/OHLkCKFQkCNHjvDG//o5/UffBiRe++M5xqMadXUPUV//Xbxeb5K1xlQwPPmGhobwyHrCJ+ihSBlkcKVxJhBDmb5A+bqDIkvEhGB4POMjdTUhU7J3iWAtbZkKW7ZstZUdVFdX86dzOUiywkjnUQI9iUoUwebN97Fnzx68Xg8lJaW2GNv6+nrzSOviELDtHu3ft88snUlMiwG9TGPIpWuKx0/8Ke35v/ji9rSPuVxONE3LJMakgRB62s6cOXOSjFhFZHJCylA+ARQU5HPkyBE6Otrj0vRyyssrbDuzX/3qY3R2dpGTk83w8IiZyGiYpP/whz80VQ5D3e3kL76TzkF98maNOD6ftp0IjwzDwFCGkLqiWJyl++ecGofOMCy4AEsmIzXx3/27f89IXw/Nzc1Jiy8hBKqqUlW1kiNHPqCjowNZVsxFgWGQrvt5JKN6dbWtz1qzdi3/9LFu2i+5vIz19zJnTglD54ZSPj8DnXgyQgmsSLwveOxdlJwiFG824dy5uM4dMx+LRMK2caW19aAlJdGAvruoqirj42pCzL0wn9/Y2Giqd6uWL6H/7DGU4nKajw6xtNyuUrIqja19TuKY+UlhcHDQdpvB1QuTkEoz1bCOYaWlZWbJsHF7vF8nM+YVeNlc9yCgG/QbhIXR3oUQ1NTU0NvbSyAwsWm2Zu1a8/8H9u83/59YnpwIzaF3vup4IH3qbmbnHogbm89bHjc2t0OSJBwOx5TWCOlg2FjU1NSwffuLhA7vI6t4LsyYTfNHI2xYmpd03HRhpJbm5emvUeqBvigcGoG7CiY26jLI4EpA94+6wRuhkOgbUynw3sDM3FWGG7xFXh2orV2Hu1BPLOr94z8BdkNsRXHEE9HG9R0Xj4f169fjdrvx+7PM8j2YkIfrO9bJu2zpJkrRaBRNUkBWiAUGiQ2dvqDPEolEM2TUFAiFQmlSgYxJaOrdUavXTnd3N0uWLDH/7ug4Rl3dg5bn6rfNzc0MDQ2xcOFCM5HRUMwZu7JOpwtpfAQQDIVUoqqW0nD/QmCkT6bbiDhw4AAbN27kwIEDF/U+GUwOSYJV8VTrgbHQeZcgALjjE5iIKib1SDF2revq6qivr2fTpk243bq6SZZlVFWNp0/Z27ksyxw6eMh237vvvGtTSM0oLJy2B8mNilRkVEqoMYIf6QvpWF4ZmuK2jTsNDQ388Ic/ZMeOV1OQUXYIIWz9k1Wta+3r1q9bx50LZoDQiHoKk5KtzkeN+UmgoKDAdpvB1QtfvInF0nA3iWOYoeIzbkfisecFnqmnwWVlpbZEYafTaUs4nuCPJIx+LVGxbh7r0DecRDh5UzADO9QxfTPCMIG3YuHChTgcE/2VLCtmmbgBnRS3z4laWw/y7LPPcfbsWerqHqSsrFRXjQuN7j/8BoCPeseJxcnCCynxfeyxr1Jf/10ee+yrgE5ASeiJt2qGa8zgCiIY1RiLCNw3eIKHzyVxMuMlclUho5CaBu68807efvttHvrBz9i27d9e8tcPhDVUDWLjY8TGx5BlBYfDSTQaxev18fjj36C19SB79uwhJ2fCJNZQyDQ3N8fJCJg9ezb9/f1UVCxi1apVcbNy6O7umuwUcDqdRNAH99hgzyX/jNcq3G6XTtal2clMxGTqj6kgxSeqaFH8/mzGxsYQQrMpD2RZMdUGb731T+ZzjVKWyspK0/wXrLt6goaGp6isrOTw4cNomooQmlmeUFW1kjfag4xGBENB9YJ2BVN+pvjtE088ye2+MD/4wQ9sjzc0NJht9M0337yo98pgchjXYnBgwPQDe/DBumk/P9ujcHo4ylhUM9vF+Pg43d1d+P3ZNvWAFVVVKzl58qQtcaqt7T1cLret5EKSpCTlZiQSRoqnfEpON/09/fbPJE0sBiVJorCwcPqETAaoowNE+k7gKppPtGABcp89PTEQCCQkhenfsVGGVF5ezsxZs+IKEQkQCCHQNJWGhgYqK5fbDKEBFs4rob87zInhGL//eJTNy/N54YX/QXd3NyUlJXzjG49fng+fAgMDA1fsvTM4PxhDspxmXZU4hj3++DdTHrdnz15i57rZsGGDLYW2pKTEbJNgjK36byEajfLss88SDkeoXl3NmrVrOLB/P7KsUFFRwdGjR01VaBJkfdotYmkez2ACmooQAklWEIDDMr8yiG6HwxlX5saIRCbmXgY5VV//pO0lrT5hhhqurq7ODHvRQsPgzeXMcJTS/DQpRhb85Cc/NtVQc+fOTRm+MBDVtxvneiaI1AwyuBIYCGk3sn2UCa9Doj+kElYz5NzVgktKSEmSdDtwRAiRPtf5GsTbb78NTD8d5Hxh7BK7ZRVZVqheXU1BfoGZ9gKYA2dTUxNHPzxKc3OzqZCpqalhz969pk8H6Cawp06dYnh4KMEvSoeiONA0jWXLlhEMBhn5cA4jSg4A0QtUR10MlKzUHgFXGuHw+U0aL5SMgglCSlJjBIKjSJJslr0Y6Yi1tbUUFxcnKFQkM31xwgBfnzgPDg7Y2m1bWxtr1q5h/z5dGbFi5QqzbWW7ZEYjKkNBlZGzZ+np6aH37NmLMv81unkB/OhHP0oipIzPZy0PyuCTgbGAK5xRYEv3nC5y4qloY1HB0rJS6uoepLOzyyQUc3Nz6O7uNokHa5tNFX8eiYRtZKsR7W0lpVwuN7FJTM2tlS1CiCS/lgymxviJP+EqnIfqn4U21IkcTT98e71evvIVPc3TuL5LltzCk0/qi77Ozi6bj11bW1vSghBgWbGTUyMxOvrC7P3D+0nJjJMhsRQrgxsTxkibbilhKFvSwXjewOAAgZ4uXnnlFe6//3527nyNkZERqm6/HY/Ha/aTW7duob3946TSP2uJsarGaGtrw+1OT2QIk5C6vh2u/X6/TVVmQJKIK2Wn6d+ixUBxgpR6sy+W4nssLy+npuYuGhtfNjdwDdTW1trm1gbq6urYs3cvx7qPkV+xgs5z4bSElDX10+oXNTw8bIYvWAmp/vg08pb0AX4ZZHBZcGo4isuRIWAkSQIBgyGV2Rca05rBJcWlvgo/B1Yaf0iSVAhUCyF2XeL3uay44447ePvtt82dsksB645w9T26uqnA52bBggW88/bbRKNRXC63SRbAxM6OQTwZhIS9dEbvaFwuV1qTTZgosTDUMjNuW4dj9ioQGuro5d8l9i68MI+i6wmSI55ipukTLCE0nn76GapXV7N+3TpbW6ire5AdO161qaHAvoubigSorKxk/bp1ZhtqOdBilh74XXrbOReK0Wzxcjl08KDZVjdu3GguBnvPnuV3TU3cXVub1mPK8GZ1utx87WtfS3p89erVGWXUZYIxlfd5feeljDJgEFLB6AQLVFZWisfjMSO2rQSqUea1e/ebGOqZRIiEFM+CggK6uycIqdzcHKIRQQS9ZG8yGIqGDCYwHcWmFh4jfPoj3HNuJlKwEE9v+iQ76yJu165dgGDXrl20tLTQ39+XlChm7Zs6O7tsRHrBTbcz89a7eL/fBZIMQptyjDXGTQMX0o4NfP/7f0M4HMbtdvOtb/3XC36dDK4MDIL9fJdWxnXPXnoPSv488/mhUJDm5mZTYWmMkZ2dnSnNs9NDpC3XAyYUUur1rZCyklEOh8K/+Tf/hqNHP2Tfvn3TJ6MAoapIihNkGSx9WWXlcnP+akBX3Ubw+bLMvsa4fiUlJWzbto2qqpVUVa00rQuM+RXo19w3cz75FSvoGozAwtTnZE39tPpFWRVSBqLahIfmzVnT/tgZZHDJoQpB90gMf8bEDABFhp7RWIaQukpwqa/CuBBi3PhDCNEvSdJTwDVNSP3hD38A4P9eIp/TV1/dYdsRHoq7cp4+dcxGLiVOgoydnRUrV5ipaskQSQszv9/PXXd9lt/8ZpdplmkM4kII8vLyCXsLAYieOw0Ji0Sn03nBxpEZJMNaZmS73xlXSGkT37Wmqezft4/eM2dMM3IDW7duMZVRgElQTSz+J0gAl8tNXV0dRz88ytNPP4PP5yUQCDB79izz+X6XPkgNBVXurq01yaZdO3Viobu7m5deeslc4Pb09KQ0ILZ9pvjtt/7bf+OzGVuWK4rEBdzevXtoaWmhoKCA/v7+pDKDROTEzR/HInr/oLe395BlmaKiIpviqqmpyfJMKa7Ks8dzm49KUvz3IJJKi/v6+lDdunJTmoSQupSbBdcTEgm/dBg/9T7u2YvQsgqRs4uQgudQ1RiK4jATq0pKSiguLqax8WXGx0NMEIwTyrT+/j7WrF1Ly4EW20IPSPIdG/z4IItWfZYRcvDPv527ls1kZnExL7/cmFb9ZB3XLracOBwO224zuLagmqW6kx+XqKgzrreqaSjAzNmzGe1pp7CwiK6uzni5fABNUyc1KPf7s1HVmPm48Vvx+/2MjaVWGa5Zu5bfHdMfu94VUlbEYuqkYTiTQWh6/yMkBYmJ76yt7T0qK5ebqnCHw0kkEkFXiLfx8MMPMzDQbyqYuru76ezsMtVSqTblqldX8/a7h0AITg9HiaoaTiV58W61Rli1apWtfSWOoUa53kIvZGXK9TK4ghga14hpAke6OucbDFkumc6RGFWzr/SZZACXnpA6JknSPUKINyz3TV2EfYNBH0B1lJSUMBTUB9wlC8vQzlRw6tRJkwBqbGyM+7ToCpXHH/+G+Vxrop7D4TBT2BJVAjNnzqKqaiWHDh1MekwIjaGhc3S+tRPh9JK19LNJ53uhZFRJaQkFBQW0vZd+x92AYa7ru2nNBb3XtQQhjEW4nZUyPaTUZKO9jo4OWlsP8tZbbxEIjFJYWMTg4KC56HvhhRds1zax9CkWi9Hc/Jbpu2DsXp4+fcY8JtskpGJ87vaJZD1DIWUYUiuKkqSQSgdj2MsYeV55JC7gWlpaUFXVVAQklhkkIttSsmccD6BpGoOD53jppZfM9lhbWxsv5RNs2LCBqqqVvPvOuymVBpIkY3gPpYLV1NztdhGLxZJ22CdTRsmyjKbdmPG+0/W+E7EwoVPv4523nGD2XPJiAdRQzBafvm3bNhobX06xETLhK1VYWMTimxfTe6aXxTcvth1lEEjm84XGitlumk+O4ypdyaIlRezc8cqk/mZWX5/S0jIaG39h+lPV1T00zW9Fh9vtNhVSGVx7MH7Rqfb6DbK9urqa3t5eW5syrrsi68+s+cxneHDz3Tz77HOEw2FkWTH7olAoRGFhUcpS4EBg1GaqXVCQT05ODh0dHTYi14Df72f9unX803Z9epzxkEoNn8/L+Hh4os82vkcpmc2xqsDnzZuLz5cVv0+we/ebjIzYfQ1feeUVQqEQlZWVVK+uNolzA+vXrWPxzYvZd2YIOSufnqEo/SffT1KCW1M/X365cdI+qy8+fc6U62VwpdEbiCGdt6b0+oVLkRgZ1xiNaOb6J4Mrh0tNSP1H4A1Jkh4CWoClQKo4sWse1hry842jtu6ubNmylZf/oBv1zptdyIq4OblBNlkTioxFl1H68PDDj9hq4//mb75PJBLG5XJTVKSnUemTbd3QOrlkJm5CC0RDARgfIzqkExTGzqAsS9Ne1KRCMDi9JBntBkucSVp8K059Ya7FkNJYDloVbsYE+cD+A6xft862IK+sXM7WrVssiikRL/GcaEtut5toNGZOxn760+cZGhtn0eZ/x1BwQgK/d+8eTp8+TX5+Prfccgutra1kZ2cDULWyKq0yKhEZQurKI3EBV11dzYEDB1AUhWg0aiszSAVryZ4mhFkeOlEWJjiwf79ZXlpVtdLsqyBZ8Wmel6bGd7qTS0xhgpCSXJ60nm5utyvtY9cTGWUkhE0WK3+hCHcfxVt2C5onh4CUhYOJ95AkmYaGpygvX0h5eQXHjh0z1VebN2+2lRNbSSsjbAP08k7r3+b9OQqdIyr/3D7K4iVLOH78OO3t7bz66o6ksTUxVMTo01Knlk6OTJnetQ11kpI9g2xvaWnhS1/6EjBBiBrXfdd75+joC5ujrdVb6MiRD8w2lZuba/qmgX0j0Opf1NfXZ5L7iWQUwNhYkMbGl9HQ1eipCKm8vFyGhoan/vDXMYJBe98mDDX/ZGWQ6H3A5s33meNId3c3a9autSlzjU26trb3qK+vZ/26dXR2dtm8pnbufA1mLqZwyZ10DkY4YLEvSDXfmSwAZlyF4ZjeRm/KlOtlcIVxaljF58oQUlYIoH8sRrYro5250riklKAQ4jRQBfwaKALeAx64lO9xtcBaQ54KXV2daaPVt2zZypNP1puTbaN7GItMrNoNY+Dy8nKzHMW4NUofdu/eTWPjy3R26mUuxoIvEgmzbds2KiuXEw5H4hMrOyPg9/sn7lOcZh2ZFtQnQ5KkLzQ2bbr3/L4YC86cPkNHewdO541dn7t582ZKSicvKXJkzwBAio2nPSaVgsTj0Xf3jbZRWFhEMBiks7OLrVu3UF//JGvWrkWWFXMx63Q6efDBOp544jumVL2/vw+H22e+rtF+Dxw4gKZpnDt3jt7eXkpLS+nr6zNJhqkwFue2MskyVx5GZ2/wy+vWrWfhwoVEo1EqKiqmJNYdikSOR087Ggxp8fZVz3e+8x3zmMQmavRVr7/++qSvbaTulZSUJj0mCQ3UKJKsIDkn1CyyRXZ+vuED1yrmzJlzyckoJV6S4pAFoRP6Yk7NsntB6eSToKOjg5mzZgICRVEoKiqiuLiYzs4ufvjDH8YX64Ly8slN841FYGdnF0Wq7ln4cW+IN15/wywJTje2WmGMkyUlJWnH2wyuT0y2rKqurkZRFKqrq01z88QSUMPYNxzTO62qqpU8/vg3qKpaSV1dHQ8//AglJaWMj4+bcyyYaHO6sjPNuUkSTqexwNHfRwjNri5MQbCMjIxM8qluUJg1mVPvatlLxeGjDz9KeCn9mlk9vowxaufO13jmmWfo6+sjMqr7c5w9N8rdtbX4fL60SvB07Ssm4IN45ebiLPBkBBgZXEGMxzQGx1U8GUNzGzwOia7RCw+jyuDS4ZIzBUIIFZ2Q+vWlfu3Ljbq6On75y1/ywAMP0NjYaHvMqnJKhebmZpuMt/Vgq032a0jK58+fT280G8fcao4ORCnNUZAkKckvCHSj4O9973sIAUVF+oLBuhNtjddubT2YVnFQXl5hmxgJRV/kCYs5ZDAY4o033rio1DjjudFo8m7hjQTd/Dc9FEXGWTRP//9YcmmAVT2im3aGMdRthvpj3vz5nD59hlgslqROWL9unbkTaHgdGMq6n/70efr7+5BlhbyFelu+eZaH5ubf0t7eTl5eHiMjI+Tm5poLzPHxccbHx+nq6pw05Sqm6f4JAMsycvUrjux4bx+2zOsn291NhYpiNwdPBfn13gMs9I2bhOaatWtoOdDC0qVLefbZZwmFQmbSUU9PD6FQEK/Xx5w5s+noOEZ5+UI6Oo5hXWREIuEkDykDcjSIpuQie3NQo/pvRNMEinIeaU3XAS5ECTQVjO8vFlMRI/Hv1pX+B2soDlRVo6+vjx07fh1XdQjzHBPVu4lI9JOSltTi9GYjHF4kLYCIK/CmglGmN1XZjBXWcq5169ZP+R4ZXJ0wfHljKXiKdevWT3ltZ2Q5gXGGw6n7D2tggzFu6rd3MXPWrLSeeKBvHkWjBkluP0E5EkB1elH8+WghOwF1MWr06xWKR1dky9EJIj5VSSToZZM9PSGESPZSraxczrx585IS9oyxr6ury5yzOrNyAejsOMLW+9OHtkyGEyEIalDghA2F5/30DDK4pOgPaqZdSAYT8DklekZjqEKgZL6bK4obW7oyBX75y18ihOCXv/xlEiFlrSFPhcSF3u8SZL+GpLyjowNkhdySKs6NO/nbF3+JMzLMffd9PmlC//rrr5tm5IHAGPff/3lzoqS/112ARE1NDa+88krSOTmdThwOJ0uWLEkgpOI7eRYDXEliWmSUz+dNklhnMD0Y5ZCy4sRdvAAAR6A36bj29nYkSUYIzVTB+f1ZqKpmTqwMg87h4WGbOsFKQu3e/Sbd3d10dXXx4IMPUlZWOuGNIcvMqLgNTUBliY9y30T7TSSdPB4P7e36JP3MmTMEAgH8fj9f//p/sR3XF9XLxOZ5IN9JBlcYOfHePmJZf00VjZ6IPGkEcJBdsoiW118wCSmD9Hz++edNBU9HRwcdHR14vV6zTerKOkFHxzFKSuZw+vQZW0pSOkjRIHhyUXy5qCMTpK1BplxsafGNDKtxsxpXyApXFgIpbfkw6JsywWAwZbjG7t272bbtEVpbD5oLwMFzg7QcMEz0+/D7/WY/ta8nDGTjzSvms3fcdd4LwMTxNnEDyAprOVeGkLp2YVh+TFYOPpm1QmE8WelwRyf0jFBcXJy0YWNtV7t376a7u4tjxzrS+t1NIHWqKIAcDqBmFaFk5RPtOznl50wXgnIjQHK4kRxOUKOgTRBQhnm8NckP9DI9I+kVJjbcCguLzAAYo7z4qaeetoU+eL1es/zc5dcJqeBw8gYhJBvlJyKiQW+cj/yXMzMK8QyuPLpHYzgz7TAJiiyharrh+wxv5gu6ksiISCfBAw88gCRJPPDA5FWHqcrzEmW8ibJfQ1JeXl6Oy6EQ7fkjADnlK9KWRFkXbrW1taYnhzF5Mnadm5ubqaioSHp+LBYjFAry5ptv2O4XDjfuksU4C+eiKMq0J0B5ebncfXd6Q+vzgSO7EEf2jbWNZC6gs4tBknGpIbIS5LSSJBEKBZFl2VYiEAgECIWC7Nq1k4aGBhwOB7KssHrNalMZ1dj4Mjt3vmaWdxq7heHwuNm+jJj2OUtWoQmYk+ekIMuRVoYO+uS8okInGIwJYeLEECYmZLflXMSXlMElg0FIhbULX+D86Q9voYaGcXj9LKys4tlnn6O19aD5eH//QNJzQqEQdXUPxk31DfJC0N3dTfXq6iRT6crK5dTX19vKKuSI7v2heFM3Jk0TbN68+cI+1HUKeZpJOrYSQC2GGhoFSUI4fWmf43Q62bp1S7x8bwJGHzU2Nsazzz7H7t1vmv3U/n370TTVJMEDgTHKykopKyulvExP+/zc5i+YBFLrwVaee+5ZWg+2mmPs3r17zPussPZXXV2dvPH66+YGUCKs5VwZXLuYTCFlYDJrhaK4ZNSZXUBTU5Nt/mQgcY4FyaXzTqeT5ALCVH6d8f9FdKNtxT+92NkblYwCkL26UlOKjdu+YUmSU845AL73vb/hhRdeoKHhKWbPns3DDz9Cbm6urewSkhNIQ6EQqqpSXl6O058PgDaeuoTSqIBIZ11wOqy3gJt8UJixpsngCkMTgs7hKFkZ4+606BvLlO1daVwVCilJkjYCPwEU4AUhxPcTHn8Q+Gb8zwDw74UQf7I8rgDvAt1CiEu2KmlsbExSRqVCYnkeJO+gJBpAWyXlzz33LKGuNpwlK8maOQ9P/kyWLFmS9D7W0q3Bc3qN+569e82kEOtunqGQcjicpvGmojiQZTnJXFgoLvJrvsR452HGT/6J6WJ4eITXX//NtI+fDJ75twGp0+euFVyoSsMo15OGT1NbW8uuXTvNx4QQyLKCqsbwen0oSuqJWCQSRpIk9u/bz/59+8zdQ+ti35Cwu90es60YZq2/PzXO6YDKLbO9Sa/9/PM/pa+vj6KiIh599Cs2VY3xPron2QQCMQio4JDg5vTr2qsOV2tfdCnglvV/YU1fxDktM/zEa5wOd9XU8HprFyFyCThyCIWCNDU1MXhukAP796f87RptI1W5WXLZi8S8efN49tnnWLp0qdnfSVHdjEP26TvXlcsrk9I7pyqNvdFwoYoxLTiE4s1GuP0QTR1fH41GaWxs5PjxE7b7hdDw+7MJhYKEw4km9npfZlVIGTHs/rjRqpE429XVyW926SEOu998k3nz5tHe3m6Os+kMhkEfj4000FS+L9Mp57oacD33RZcCBiE12TLCsFbIysqioeG7tjRGn0vBKangdPOZdRspKdJJCFNlZ1H3VVWtZMOGDTQ2NtrmT5OFMdgxUUImh/XxW8nKP+/PfKNBTlGuB3YyacLGQEc0GjE339ra2mwqTmOz7oUXXkj7nh0dHdxy62YEsHLZopQqu8lK3VUBp+ObcdV55/FhM8jgE8JwWCOiQs40N6luNPhcEieHYyzOsMdXFFecLo1Pmn4K3APcAtwvSdItCYcdB2qEEMuBp4GfJTz+GHDkkz7XdLAqRgxMtYNixd21tXjdDgolnWSacfMdHDky8XF+/OOf0NDQwKlTp0zVwP59++ns7DJLtVoOtNh28wyjWo/HbZpa33HnHSmTrgwPKS1yfqV3QohLXiZztZJRU6kNJAmeeOJJ3O7z69AkxYlrRikIgTPUR0tLi+1xp9NlKuNCoeCkhsb6d6d/f4FAAK/XSzgcxuv1smHDBrZt20Zubh7h8Di//vWvaW09yLPPPse7rQfpje8OzC1IjkA3koOMWyu+/vX/Qn39d5PK9Qx11K3Z4Ljivcz0cD30RVPBqpKyYrJrbEVpaRlba28HIG/eUpBkamtraTnQkvDb1U19N2++j69//evAhBnwZJBlmaamJkKhIO3t7axZu1a/36KQkiRo/zi5TCyDSwN1TC/bU52Tx0J1dHSYiZtWBAIB1q//XNL95eXlPPHEd/jKVx6lvLyCQGDUHB+PHX0fgPZTesprc3Oz2Z5isVjSwi+dwTBMjMdf+tKXLsj75WrAjdAXXSzc0yjZMwJkjE2cRFJ8dr6+AVNasSRJDWX0Q1ajbOv8SZIkPvjgg2mfr0GSSGoY1Aiy043kTt6t0RVXGQDInrhCKpp63iPLMtFohMrK5RQVFZkKzdzcPECisrKSmpqapJAFq7fU5s33UV9fPxEktOhmhOJEkWFj7V0pVXalpWVmCXpikEJvRN/wKXVDqedSfAsZZHBxyKh/JofXITEQUgln4sCvKK6GpeIdQLsQ4pgQIgL8T+DPrAcIIfYLIc7F/2wBTP20JEmlwL1A+i2PTxipypuMSXEoFKKh4bs0Nv4i7fOrVlbxjW88zr/41C2AIKf0Ju749GfNx4eHh8zbnByjZEXQ3NxM9Wq97EDTVHbseNV8jrWU6oPDh9E0lZMnTqac7AiHi75Xv8fwvl+ydu3aaS0cLzXGjv6esaO/v+zvO11MRbwJocdBn2/al3NGGUgy8vgQWjg44emEvvv60EMP2Y43fL2s5XslJSU4HMZ1lcz7DPLKuG1sfNnWlowJ976Dh9EE5PsUsj3JNdSGgb5xOxVUoftHAdyWvF69mnHN90VTISd+ecMJzfl8rnGh34lTDSIpDpbeeRdVVSupXl1tM8s0FgrWxVxdXR319fVUVi4HQFGS25qmqdTW1uJ2e3C7XaaCSoqNgxDIniyE5LjkSXPXKy7EwFQd05u35kompDZvvs82Phj9ieUdqayspKpqpVkODHpfZg3qSFwkHj74NgBDIdV8PC8vD1mWWbNmDaWlZeb7er1eZhYXpz3/ycqNryFc933RxWI6JXsGrKnFVhT59XFzaDzZ2Ly2thav12f6NCZuLuobchMLPXvqnsSaNHMpCUyVlDs3ub+NRqNTf6AbBIo3rpCKpe7vNU2Lk0Xv0dfXZ5LYkUgEp9NBW9t7/OIXPzfJI6Nsz5pcbXhKGcmKklsnwXK9DiRJ78+MWytSbToLAd1xzvLOvEvzHWSQwcXi1HAMryujjkoHSZJAwGAoQ9xdSVwNhFQJYN1i6Irflw6PAFYTpB8Dj6P7J192GD4Xe/fusflIGZNiYydmOulIfo+CNHQCJIkDH50x79d3e8DhcDA0dI6SklJzMq+bCusdjbGD09p60LYQGRoaMuPUjcmO1ztRmiVkB2poBC0cpKXlAOPj4xf2ZVwERDSMiCart65n/Nf/9gTeefokJ9HMXJIk2tre41e/+kfbwg4kvF4fq9esNu/p7u42yzJBUFhYxODgOdvrbd++PS5b19uFw+GgtrYWX1Y281ffA0Bvxx/Zu3dP0nk++uhXqK//7qSlXAaEgPagvkiY7YaZyYKrqxnXdF80HeTFecvEcfd8rnFXVyfOYA8A3oVVhGOCkydOIITe9lwuN5qmIkmSLc3IwNatW1izdi1CYJJTVuzatRMhBENDQ+Z9EgIpoi/iXLMuP2F+LWLz5s24XOevtjCUssKR/OPdtWsnvb3JwQsG6uufNM2DjXJgIKmsqaysFJ/Px/bt29mx41WWVy4FwOXNNsvdv/CFL/DEE0+a5XV1dQ+ZmzzTUR5f47ju+6KLhcdCSE21sV1X9xD19d+lru4hGht/YW4SFsZ9pIykPd17qIEXXniBqqqVPP74N0zCwiBRH374EbPfcrkmFNFCaKaCXZZl1q9bR11dnc0Lz4Ac1r2J5LzJLmkGStxXVIorZKeGMElEY65rlBdb/cE2bNhIeXkFGzZsNJ+5Z+9etm/fzmBEnyMF+rtpaPguY2NjPPlkfZIpfqrKiIGorj7Od8CiaVgVfPOb38TlcvHNb37Tdr/ebuSUadsZZHA+CKuCs0EVnyNDSE0GWYbTozd2IvyVxtVASKX6laScXkiS9Fn0idc3439vBs4KIVpTHZ/w3C9LkvSuJEnvTlWWMl00Nv6CXTt3EgwGaWlpSVmil25nLh2GO/6AEALPnEWMx7f+vvrVx6ivr+cv/uLfxAfRDSxZsoSXX36Z559/npKSOfH3WAjoUvNUpW8bNmygqKgIt9ttUxhIalzVI+kR6lY5cwafHH76v/cgubOQwqMooxMEZElJiXn9AoGATTVVXr6QOXPmsPjmxfj9+u6hfWcW+vv7yMpKVDfo/i0lJXOQJBm/309RUTGfuf8rhGUv2vgooZOtSSWD54vOsK6OkoFN155H/TXbF00XxfH108UouJubm+lpewtHdJixqGBf1zjdPacBve0ZZS1CCKqqVpqloVbzc6PUOJXZMEyUxni9E7N657njAPgWrEhZ6iJJmUhjK3bt2jVtxaaVuDKM4x1qmFQ/iUAgYFMYTIaJBfrEotxoDzpJpZfCLK3SCfbo6FlefPHFtOXuqRaBU8FKQEyGq0ytf933RdNFusW5IkFhvNkGz6M/MzYHOzo6zKQ9QyFlzH0S50CtrQd5+eWXGRnRy1kHB3V7hWSfNL2tG8r1HTteTZki6hjpASFwFc1DThPUcKNDyS5E8WYjxcImgWdH6r6+oqLCJBENRCJhcxO3s7OLV155JcnAvuVAC0iQX7ECgMHj+niVajM5XcqeoY66IxemY9fzox/9iGg0yo9+9CPb/daE7wwyuBgMhlSEEJm50RTIcsl0jmQIqSuJq4GQ6gKs2vpSoCfxIEmSlqPLz/9MCGFEOa0FPi9J0gl0SfvdkiSldCEXQvxMCHG7EOL26ZYeTQXrQFVdXZ1yomzdmZsMhtJKjA8THTyBJMl8PGiXbls9DpqamgiHx+nr6zPVMMePn6C19SArVq5Iev3BwUG2b99OKBRKmkRJMX3RIslykjl1Bp8MlJwi5KKFIARZQ8ds8eqTEYI9PafNidQXv/hFXC43QmgoigNjgub1em0klgFNU+nu7kEIjaGhIf7PPx/i5HAMWYJF7jPIInpRyVP9ETgVF9d9YeY1p46Ca7gvmi6K4oRU8CJ0EzU1NVQsnM/nFvtwKhL9QY3yT+vVRCUlJTayorX1ILt27SQUCrJnz4T6bunSpYAUJ0jTT5RCoYmdcUdwACVwFiQZX/mqpGOFuHo96K52xGITEzE5K0//z/gI6aLrt23bRn19PQUFM8z7nE4nP/3p8zQ0NPDTnz5PZ2cXM2YU4Ha72bRpk3nc7t27bde1srKSgTijED430felIp0upBzPSkCkw5kwHBzV+7CrBNd9XzRdTLY4nx0fY0anQUg9//xPaWj4rtnflJeXk+9zIAFjUUFUFWmJVut8a/v2F+nt1TeQJEmybQhpmsrs2bNYv24d3/ve99IanstqGMdoD0gSnrmVKY+5UZCu/3cVLwBACfTa5kcTSN03tbW9R2Pjy7bXLSkpMefOzc3N8eRixRYetHTpUrLnVODKyiXXqzA3XycrU20mpyrXG4np7dAhQeU0rQq+9rWv4XQ6+drXvma7f7oJ3xlkMBV6RmM4MmbmU8KtSAQigkDkuhUVX/W4Ggipd4BFkiQtkCTJBfxr4DXrAZIkzQV2AA8JIT4y7hdC/FchRKkQYn78eb8TQlw2jatV/bRu3fqL8q34XVMTwWAQh8OB1K/7kH40GCWaZtvW8FkpKiqitrYWWVbQNJWmpiZ6z9hLKhRFiS8ARNzs2q4ukFSdoHJ7vLaFgvl4pi+7tJAVfIt04scxdBJtbND2cOJk2CjZVBQFvz+LkpJSc7FmKElUNUZ9/ZPU19enVEU4nU68Xp/pg+ArnsvMW3Wfso1L89i87tN85ztPXHD61GgMPoo3ndoCWDS5H/LVimu2L5ouCi0lexfK3RikwKL5ZZTFPkZoGq6Z5SxavYENGzaaZMW2bdtsHlI5OROz9GBQ748GB89Nm0RyOBy4BjtAU3EWlOAsnHthHyCDJFg98pR4kqFRIpkIY9xrbT1oW3A/9NBfmER4f38fzc3N9PX16SmzNsWC/Xpv3bqF/pA+CXRFdQWK3++/ZB5QU6mUz0WhPaSX2nRd/mr1dLju+6LpYrLFuUFIBaZBSBkKMCEEFRUV1NU9hCJLZtneUFiz9V1WGPMtA7GYnnorhEjqv4wNpVReUFbyynHupK6SKpxrpofeiMjNTaEQk2TcM3XFv8OiHk+HzZvvMxXjsqzQ0dFObm6u7fves3cvTz/9DD6fD6/Xh6aptvCgYDBIwSK9n1pR5uOh+GbyrFmzeOaZp212BqmUmlZ1lGuaK6sf/OAHRCIRfvCDH9jub2xsRNO0aaV8Z5BBOgghODkUwz/dBpkB/cGMSupKwXGlT0AIEZMk6T8Au9HjjbcLIQ5LkvRX8cf/DngSmAE8H9/1iAkhbr9S52xgKtXT+eDu2lp+19TE3bW1VK2s4n+9O0DPcJRjQzFOHWqm5UAL1aur455RUFW1MkmW3NTUxIqVKzh54iS6WkafKM2fvwCfz2cuHubMmW3bLZZiYTzzbkUNDqOqqdjhidf6pODIm/mJvv7VBM/c5boUPRLAee4Esiyjafr3rsdS1/H008/Epf4Sc+fO5f339WvT19dHeXkFZWWlNDa+bL6mlcSqXl1ttpeC/AJbdDXARye6mPuprUiSRLjzICeFk0Uz7URUOkl6KoQ1ODKmm5Xcmq1PyK5FXMt90XThUSBb0XdyxzXwJtubpES69vCnln9CzjtG1pLPoZQs4/8eOsCDZaa3MrW1tezZ81tycnK4777Pm/cbE/klS5awe/duotEJErW8vILe3jNmMIN57h4PsUAA18DHRIoWk3XTaoaHTiNiyQu/6UKWpUueFHqtQ4krpOTImOVe6xig71BYyUaAV16ZULAUFhaljUbfsGEju3btBPTI9pgmOBcnpL7yyAO4LyCWs/Vgq238tLbXycbpQEzvuwDW5MFtV0n11I3QF00XjY2NaRfmJiE1jTVEUVERfX19uFwuampqeP75n9LX10d+5UbInc/QuEaRz94h/vCHPyQQCOD3+/nWt77JT3/6PP39feTm5pmbQbm5uYyMjCBJEpqmUlJSYguYsUKIifmVrIZZvbiEAx/24ClbRvDDfdP4Nq4/DA0N2/52Op2QMwtkBSk8ihwdS/NMO774xS/S3NzMyMgwfX19OJ1O8/vu7u7m9OkzaJrK4cOHzTlSb+8ZGhoakCSZVTXrGC0qQ5YES2ZPeKy2tLSgqiotLS3mhp2xKWNgXNX9oySg6irpQzLIYDQiCMUEfneGkJoO3A6J7lGV+XlX+kxuTFxxQgpACPE68HrCfX9n+f82YFvi8xKOfwt46xM4vcuCqpVVtojqqnlZ9Lw3xB87h/jwwB8QmkrLgRaTkEp6fpygamx8me7uLtxuj6lIGBkZthmVd3R04Pf7zQWfpEbIW3s/seGzBNr2msc5nQ40TYsnZn2yrLGn7MaQrc9bvJzhwsWAwNX3IRKYZBTo16ahoYHCwiLGxsYIhYI2FYIsK0kLvZqaGjOqGmD9unW2dmIQUZ2dXTT/fh9LN/0bQppCbPAkoZNv09KlJCmjDEk6wIMP1rF37x5aWlqorq62HRsT8EEAIgLmemBj4bWtqLsR+qIiF4yGdN8Vg5BKd30NJLYHA0uXLuW9994jdPIdvPNW4Vm0mrGoxv7m35mk6Le+9S3z+NbWgyZBWlf3IK2tB3E4HBQXF9Hd3UNlZSVbt27h+9//ftI5GP2VMnoa2T8LzZuHZ/4KQu1vp/yc+iJdTKoEy5BRdkgON7LLi4xAiukLbkVRzHTPoqIi04fF78+yKWqtvoSf//zn2bHj1wwPDzMw0M/WrV8w+6jEzZS+oIoAZvgdF0RGwYTC+HdNTVStrErbXq0YV+FwnEhf5oea/At6608MN0JfdLEotpQgq0L3lUqHxMAGQzE1NtCNL3c+w+OaPkbGicyyslJbWjFMGPU3Nr4cDwmB4eFhysvL6ehop7y8grq6B2loeCr+LhL19U+yZ+9eMzHUgCRJfHZZGS0fduMqmsd452G04NBFfBvXB6LRKFnxcr3pqKNAD1soKSnB4/Fy553VvPHGG1g90VwuN7evut0ckw4dPISmqeZ1FULjdNiNH7itLAuXpR+qrq42x8Z06Imro5b5IfuqWFVlkAH0jcXSlLtmkAo+p0T3SAxVCJRreSFzjSLTdV5mJO7kpsOCQjdKNIDq8jPr5hX0fnjQNMpMes34Iq+iokJPwHK64n4H42Ypnx0SgcCYqcwxFh5Wo2BFmSChvF4f0Wjq8o0MzgOSzKC3BAWJmwqc9JwYQ0szWCR6QEmShKI42LhxI83Nb1lIxTF8Pp+NkEqH5uZmxotvwaUpFPgUikWAdxQl5UQrkfRKtUuoCV1dMKZBgRO2zpx8QZDB1YFCFxwL6Ys4wwEo1fW1Ip3aRS+9g0jXQYrmLiZANi1dYVpa3kZLQaI3NTURCgVpamqiqmql+Xd3d5Dy8nKCwTEaGhomPX8JmKme5bTIxT2rgmj/SWJDyclvc+bMyQQ0nCcUi3+UFA9CuOeeTfzmN7sQQtDX10dz81uMjIzEF3zJ6tnCwiJeeuklc9wZGhqiubmZuroHU76n4R81O/f8EwENWBXGkL69Gnj3j39kMLcMX/4M5nng3qJrm0i/UeGUdVLqbEQPasg5jxmtJEkIIdDGdOutsyPjHH23mY6OdkZGhgkExnC53EQi4SRvzZqaGlPFWVlZSXZONsePH8fn89HY+DLl5Qvp6OhAUWRaWw+yft06/hDvYw0IIfjxc99HmbGIWG4pnrnLCB7950vyvVzLkBxunAUlejljaADBxLUykGpea+3rVXViA9XtdvPgg3WUlZWaY5GhHHe5XAwPD+HwZuMvvQmAW0vtlhbr1q2f1MogpkFvXOB7rarDM7g+cWo4hseZUUdNFw5ZIqYJhsc1CqZbPpDBJUOGkLoAGFLvoqKiKWPSE0tdEndy00GSJJaVePnTWVh422q+/MVNtLYe5JlnnkFVVSorl5vx2saiTk+sErjdbkpKSjl79izRaASn00VxcTEFBQW8//77pozZUAdIapjeX9UDAk/pUhyKbPM/SCyduVC4XE4ikdTlNWOH/wmArKWfvSTvdblhlANMBs+8W1Gy8pGiIfoPv4OmqUiShCwrtgmUAYMwNMr4QE/tMcotjetiKKiM9mDFjh2v0tbWxrLKSkrvvIezUTeyJNh8az75vlo2rKtNea6JkvRUu4QnxmE4Bk4J/vUs8GX672sChqrAGigy1S6w0R5efXUH27dvp7Kyki1bttoW/jOKS3hpfx8DIY1l9zzI+683Ur36TvM1WlsPEotFcTpdrFi5gsbGl1mxcoWpHJjMdNqK8vIKZs6aSf/hE0QLFuBf+lnGPjxAtP+keYzf78+QUecBo/9S/AXARLneggXzqapayZ49ewiHdZVtR0cHDocxdRA4nS5UVUXTVFPZaV8sSjZiyKpCee2113AvWk1O6U3MznVN61xTjb+JCuPE/isRJ0Mwc/4M+j4+zH9evzRDpF/DmOPWCamB6PkRUvdu3szvmprweSAGBFSZtZ/R22lXVyfhcBiv18fDDz9Cc3MznZ1d5sZPWVkpX//6183XevbZ5yypoYLy8goAVFVl166dHDlyBFmWbYSUAcfQSWI5JbgKyxj35qCFUiXK2ZFI0FxPcM0qB0lCDg4gorrqMvGzWvsXXZ3WYSqkZs6aGR9LBIriMMkoA8acyFDjArzbE+bYUIzyIjc53vNbFvVEQAXmea7JIJcMrlNENcGZMZV8b4aQOi9IEn1jaoaQugLIEFIXAIN4mE5McmLpQOJO7mQQrmwgiE9WaWx8ma6uLnNC09bWZg6mtbW1pkLq/ffb4il6guLiYrq7uyguLmbbtkd4/vnnbR4GBiSh6QO/JCNn5RMd7Z/mNzE9GJOnSCSadiIlUkQjX0vo7++zlUEmwlFQgqd0ib7rd/YIK2+/lbf/8AdUVSU7O5uhoXNJz9m06V6Ki4tpbm6mtfUgb731FoHAaMrXb2t7j61btySVHBgT5D6lEDXqRpLgX9xWQL7v/H76ibuEg1Fdpi4BD8yGvAsXN2RwmbEwbo8xFIOIphuwTrULbJT0WfufLVu2Ji38t64s4H+9O0DUW8iGh/8Lq+ZMkAxNTU1Eo1Hcbg+HDh4iFArS2zuhbDJMpycjpozo7pdeegmHpqG5fKj+mWQtXkv4dDGh4wcpXzCf7u6uC/publQMDPRTUlqC75Yq+oIackjvj06d6qS19WCCx1c5J06cMP+ORiPIssLmzfdRVbXSTFY0sHnzZnNBaC1dGhgYYGjoHOWr9HS34mnWupzP+JsKQRVmLr4VoWks6nsfj7z0gl4ng6sDt2XDH0fhdBhK3BOG0lOp0Q0Ss6urk9feGyTqLkD1zzRLiY3S4ubmZrM8b+asmWb7LSkpMc3Pa2tr2bVrF6DHqxvHG+joaEeSJJxOp81DDUBWIzhGe4jllOgqqQ/3T/mZr3Uyyu12pQxfQVbwxlMHncOdU76OJEmmHYW+ARvl2DGdjPJ6fTz++DfYseNVtm/fTnn5QgYGBs25Vlvbe7S1vcfcxbeSVbkeCVi9cJrxeHFELEEIn77KSn4zuLExEFQRAuSM9Pe84HVKdI7EuLlwehtkGVw6ZKjT80BXVycvv9xIXl4eoO8qT4XENI6qlVV84xuPT6qOAn3CcaJfL6U7+u7v6ehox+v1oCgTrO2evbrfU1XVSh5//Bts3brFnKh0d3ezYcMGyssr2LBhAwAjI+l33iRNl0s4coun/EznC+vk6VqfSKWDEOmVZJLbh3/xpwBwDnaghIfpPdNLLBZDCJGSjCovL6eqaqU5Gd61a2daMsrAU089xY4dO+joaOell16itfUgyyorKar8DAWLViIBf3ZrPmUFF7eNF9Hg47h1TE0BlHgmPz6Dqwt+B1T49EKr/mn6gVvJKEmSzLRGK/bu3cP/+NvvM1frQJbgxHCMg2ci/DaebjRnzmy8Xh85OdmEQkG8Xp+tTXd0dNDT00N9fX3a8+jtPcP27S/q6kIErrMf4Oz7EISGe/Yism/9HMd7zjI+Hj6v7+RGhmHs3j9wjv6gvmGhxAkpTdN4/fXXTZ87WVaoq6tDlu1TB01T2bVrF62tB6mqWmmGLJSUlNg87Pbvm1hsDw2dI6+gCJc/H4Q2bZLcGHenM/6mwslxQJJYkSvzaN2fX9BrZHD1YI4HFvl0L7BOS0qiVY2eDoaC/bb5uhP1/iOd7Nm715xTVVWtpL9f36Dr7++n5UCL+VyrArOqamXcsy79HEcIQTQa5be//S0ul30Mnkjcm4fTn09hUeGkn/laX2PGYjHWrl2bdL979iKQFZzRMZMUN+B0unC73WzefJ95nxAiKdVQCJ2Mqo1v+hqbch0dHSnnWnKJPpbdPENlhv/8NupOjevt7iYfzPVOeXgGGVw2nAmoyJkV/nnD55A4O6YSSZNwn8Enh4xC6jxgqJ0qKip47LGvTus5U5UOpMO5oMrIuIpbgaMftQG6eeaTTz5pJrC1HGih98wZOjo6zLKukpISuru7KSwsYufO1xgZGeGdd97hlVdewePxxmXoXkKhcXJzcxkeHgJ0QkooLhw5RaRbykmSTrxYU+EymAKSTNbiT4GsII/144jv+tXU1JgKgVQwVCI1NTVJu63pIIRgeHjY9Fdoamri3r98DLUvigRsXp7HvBkXR0YJAR8FISp0ifrqjGfCNYllfmgP6qUuc6bRJKwlfemUVAZp9V7L7/iLR2/n//zxHB3nYgwGnGiayvHjJ/jSl77E7t27KSkpZcOGDbzzzjs20/5QKERr60HTuyURiaSvBDhHe1DCI4SLl6Jk5ZOz8l7GPmoh2ndiys+1efNm3njjjZSlNNcbjP7bCqPcBUD15CEAL2HWrr7DVLFNPF8yfQw3bNgYJ6qs35tg166dnDx5kjNndDPi7u5uGhoaqKxcHvcbs56ARGGpbl6sxMZQ5Omtsqcqk58MozG9tEsmo2i4nlCTr2+SnInoGyQe2e4r9uqrO2hra4vPeYbNkmNjTieQEUWfwZM/k0Ote0yvoWeffdY06x8eHqKwsMj0dzRIV0OVvGzZMg4fPkxBQUGSB6QVE/3ahP+arIZxjHQTyy3FWbKE/g/3T6q4vtb39VRVY1+CyTuygnfecgDcw6dInGFmZWWxdevWKV/b6XTy+OPfAIiHL/gJBEZtfZ0B/+xyvAWzEGqUvsO/h9seSPmaqcqEoxbvqLsKpjytDDK4rDg5HCXLlWGkzhfGxsJgSGXWeRLUGVwcMq31PJCodmo92Mpzzz1L68HWi37txNcy1FHBs6fMHTchBDt2vKobkccXB8YAa9xu27aN+vp6cnNz6evrIxwO09b2HqFQ0CSf9AmWMP8GIO5h5Mgpwoj1tqK8vNycBGXIqOnDM/82HNmFyGoYd98R85ttbn6Lxx77T7Zj/X67XLyxsZF33nnH/NvpTK6Lq6xczpq1awEJSZJYvWY1mzZtwu32ULTkDg736buG9yzLY2HR9KRMhhKwqytZMt8d1ku9HBJ8vvja36m9UbHIp2fJB1S9hGkqrFu3nu9854lJy/qqq6tR4ib5cwvc3Lc8HwkouOl2Cm9Zy9KlS2lubqa7uwuPx0NZWSmrVq1KUtvs2rUrJRkFJCkLDMiRAJ7ud1ECvToJfPMavBV34HRP3uZ/85vf3BBkFKRexJ44cdz8vzN/NgDRc6fpPdNrLuoMeDxeCvL1lVdV1UqeeOI7Kd+nra0t6Ttta2tjyZIltvskCfoD+nX2iBBTweiX9u7dc0HjrhC67x3AnbmZNKzrCcVuuCVLp3f+6f2P6erqtKnR29ra4mrkIYQQcdXMxJzurppPM0MeAuDm6gk7BWtypE5GGXYGklmuZ6iYg8EgTzzxHT7/+c9TXl7BmrVrcbvd5OXlU1KSKnTE/oN0DJ0yVVKyN+eSeXdeK9DVUQ6USAB1JDldb2joHC+99BLbt7+Y8vnG2DB37lx27HiVhoan+NWv/pFAYBSv10dNzV2sWbsWWVYoKSlBlhWKlukqrdDJt7mr5tNpz81aJmz0Pf1R/Qou9OpBIRlkcLVgNKIxFhW4M+aIFwRZ1hVmGVxeZKZk54FEtdN0DcqnilTv6urkjddfR1VVftfUxKGDBxnKX4Ezr5QzH/8JSZJN7ydDTSBJCuvXrePA/gMIoSFJE4u6zs4us64+HbxeHwUF+abcOXv2fGL585EcLuSsXLSxIZsJeUdHBz6fl2AwhKLIqOrFk1J+vx9VVQmFQnqqynUASYJ7793Mrl27cM4oxVOyGISgIHCCcYS569fR0UFDw1O2aztzZnFSCdMEOSjx7W9/mz1793Jg/wGysnzk5uaxatUqMz2ms7OL3bt3c/LESWYvW413YRUIwe2zVd7e+7/xxo31J8PevXvYv3+/SYJa2/toLF7uAmwpzizormU4ZaiMe6+cjcB8S7mBoSYwVATTRaIP1YJCN/dU5vH6e+coWrqawIlDfHbVfHp6uunoaKexsZGBgQGT4M7Ly2d4eNjmc+d2e5Bl2VTqWL2MEuF2Oij3RxhzBTgezsI9qwJHdiHq0X9OaxR8vZYQTxf5BQUMDgygaQJHnJBSgoMcHw7Q2nrQ1j+FQkF+85tdpv9NYWFRXG0bory8HJ8vi7a2NkpKktMNc3NzOXLkiPm3ojjQNBVPnl52N9BzDFg+6bkaapbjx4+bY6Ux7k41xoIewDAc05NAq/PO+6vK4CrHp/Ph8KhGVmk5+5p38ueWsa6ysjJJIQX2Od3G3Fn88u0BYjmzeWH739Pdecr0vPR6vXzlK4+ahtjl5QtpbHyZmpqapERHg6AaHx+ntLTM9HNsbGyc1B/PqpLylC0j+NHUXlLXDRQH3nm3AuAY6EixJaojOTFaR319vZnOav2OA4EAXq+PUChoJn0efv8w3d3dzFx0G568YrTwGDcXyra5kTEGLly4EEmSyMvLY2hoCEmSzDn/5xbpfc8yewBjBhlccfSPxRL57gzOA1lOmVPDUW6blUkpuJzIKKQuAnfX1uLz+aY0KLdGqqfCr3/9a1RVT1y7u7aW7jNnceTOQQhBkVfmL//yL3n44UdszzFKJ+699168Xh/33nsvnZ1dfP/7P2D79hfp7u4ypYepEAoF8Xi8cb8WiRk3ryJv6WcAcMZ9pBIT8cLhMHl5eSmVOheCQCBg7kC6S5bgLlkyxTOufkiSxJGjR3D5c8m6Wd99cw0eQw0MpphMCdvi205A6aq08vKF5rF//dffoyC/gIULFxIIBOju1ksFDBjqk4AzTyejgBWzVE788S3a29ttx6ZDS0sLQujGrNZkrJiAD4P6GFeVA4uyzutryeAy45vf/CYul4tvfvObaY8xJtJnI3b1jKEmaGtrm1QtNx0sKvbg7v8jQgg8827DXTDb/M13dHQwPDxBFGVlZTFnzhzzb6/Xx4MPPmhT6hiLw0Q4nU4URebYsXZ6j76Lp/sdpEgQJSuPnJWbcM0sv6Dzv94x0N/P6tVrkN1ZKN4c0FTk8EjcE2pnknrNSuD19/fFyagK6urq2Lp1C/X1TzI4aJQhT/Rlw8PD+Hw+QKKycjnf+c5/Y/WaNbhzdULKI0JJbSyx7Rlqlurq6qRxN90Y++qrO3jqqQZefXUHXXHR3afyIBOgc/1hhgvmhPuRZZmbPrXO9tiWLVt58sl6Hnvsqzz5ZD1btmxNUqUXZTspznagajAi9D5GCEF9fT2PP/44gNnGe3t7Ta9GgPHxENu3v0hDQwM+n4+SklL6+/tM4r2hoYHx8XHcUyg2TZVUka6Smi4U5dqeyrvnLNZtDcaHcEZGbF6pBsrLy/H7U7M/jY0vW8YF+7z3/vvvN8MwALMywLfgNgDuXj6brVvsCcXGGNjR0UF7ezuFhYXU13+XezdvxufzcdeGTYyq+gLqpsxcKIOrDCeGY7idGXXUhcLtkAhENMaimWqgy4lrexS7wpiuQbm1lCUVDLNxSZKoWlnFzAXLkCQZdbSfuvu/SFlZqS22FjA9Dqzmm83NzWY0N9gXb3qC1UQHlZeXx4kTJ+K7SvoiQxkfAsCRn1qtpKoaw8ND141hsOEBcSkhBBzv6sV982dAVlDG+lCGT5mGm4mwT7B0Twmv10d9fT11dXVYr1ksFqWpqYmZs2YiSTJ5eXk20qimpoa5N9/KnNt1E/vPLMrmM8tKk0pNJ4PRVtesWWPbMewch3ENilxQm/FLuOrxox/9iGg0yo9+9KO0x5R5IM8BEaGnJhqorKw0jcsNVcp0yMx02PypZfjGToAk8XZPmPJFNwN6n7R6zWokSUJRHHHvlX4bkW70e7m5eQA4HA5bGY2BaDRquV8gR4J6Cd/oaZBkfIvuJPvm1Zka0wQsXFjO/v37cMQVqsU+CcmytarGS7kng040QWvrQZ599jkqKiqQZQUQ8f5Nb0uHDx8GRPxWH8Nyi/X3HT57KqmNJbY9Q82ybt36pHE33RhrLCxP9PYzFNMnPCunv87P4BrDlpuKkYAxZxYjUzTdVKbnN83U50s5pYtsx+7Zu5ennnqKhoan2LN3r1lOp2lqfANwQhHY1vYe3d1d8bTjCc+o7u5uIpEJhWcqcspQSSFJeMqmn/5YUDAjpUn4tQAlKx/v3GUAOAePo6mxpNLs8vIKliy5JfXzFYWOjnYKCmbESyXXxPsfXcX5yiuvsGTJEttYkjP3Fjy5hWR7ZJbOSd7gMMbA8vLylKFEBRX6+d7in0h1vFEhSdJGSZI+lCSpXZKkb01y3CpJklRJkv7l5Ty/Gw1hVXAmoJKVIaQuCgKJgen4WWRwyZApurkMmCpSffXq1Wa5AcDamvX87sMRFs2dbTvOkI9bF2wvvPAC3d3dlJSUsGHDRpsBtrErZAzEP/nJ35om2kNDQ7bXPvnWPyKQKP7Ln+LMn42SU4Q6kmzMaWyQG+V7lwqBNj0xMHv5ustm2JlYVpIKqYyAJ4OclU/28vX6bl94BFffUSRSS839/mxUVWXz5vs4cuQIHR3tyLJipsO0th7k2LFjtudkZWVx6OAhhNAIhyM2olIT4F10J0gSK+f6WDFX37o7H2P9VG01psGZOAd5byE4bvAJ2LWAr33ta/zoRz/ia1/7WtpjJAlW5cKeAd1bJ3i2k//b3ExNTY1ZqmdVp0wXRnJVTbxEtLS0jEfmlPKP7w7QNxrjlru3UPfAxILj448+oq+vj/ff18kDp9OFw+EwfwcAhYWFDA8PMXPmLAC6u7ts7ynLimkm7HQ6cbvdBAIB3H1HiYXOESlajFK0gByPn9ixtwmODlu+B+mGLN1TFNksb3HN1JWY7vFB1HgZHmAr2bPC6XSaJPvhw4dZtWqVaXJ++PBhNm3axJEjR8zxp7X1IEeOHEEIzVT3CiEwNiAXzitJamMTioZhGhq+S0lJCdu2/duUnyXdGGuUat26QVdA3JGbUUddz8hzwuo82D8Ex0Jwqz89B201PW892MrvmppY89nPAbPIKb2ZXm8zsdAoL7zwAqdPnzH7CGtS5Pli9ZrVtBxoMfuqVH2PY+gUsZwSXEXzGT/5Hlp4bMrX7e/v584777zg87pSkNw+sm9dD5KMMnoaZVwvi7OGKQB0dLQnhbv4/X6++EU9JbO5uZmZs2byzttvc+rUKTZt2kRV1UqeeupphND4zW9+w+9//3uGh4fIzs2jdNXnAKhemI0jRZjCli1b05arB2JwOs4r3nGDh7pIkqQAPwXWA13AO5IkvSaE+CDFcT8Adl/+s7yx0DemogmQM5tvFwWXItE1GmNu7qWpCMpgamSWlueJ2Ceg4Fu8eDELFixg8eLFAATjs3S3ItHZ2UVj48t0dnaxeo2+87N6zRrzuQap0t3dTVlZqWnaWF5eTk9PD2fPnjWP3bp1K3l5eWnPQ0LgGDoJYNbzp8OlJKOsuFLrwlRlQJD+fDZv3px0nyNvNtm3fk4no4KDuHv+iKTp27SJZY6SJBMIjBIKBdm1ayf9/f2Ul1fwpS99ieLiYr7//e+za9fOpMVgf38ftbW1tlhj0Mmr19/5CNmbgxIb4+z7vzNLVS4WpyOgAueOHuLkoQMX/XoZfPL4wQ9+QCQS4Qc/+MGkx63MgQInhDQ4dOJ0khrKIDOn8h6zwlC27N692yy5UmSJ9Uv02Xv7YIz+oGr2bUNDOjkkywpOpwsQ1NbWUlW10nzN8XG9v+nu7koio0AnfAcGBgBdLWU1BHYEenH3HAQthpxdhHLTZ2zlMKnIKIfj+mctDB9AOSsPh78ANJX+44e5//4H8Hp11ZMsyylLv62KT01T+dWvfhUn3SU0TeXIkSPU1T1oEuZNTU3EYlGzP9XHNH3skoC6FG3MaHuGofB0NhASsWXLVv7Df63HlV+EQ4I1eef9EhlcY1ibB05JD2wYmkQlZVW4G2qp/f/0W24q9oAkUVCxAtDbXfXq6vjvYCIZLx0KC4vSPjY6MsoTT3zHNEdP7nskHCIWD2eQcJfoc0K3e3IvEyEEu3btSvv4pbJZuJSQFCf+pZ8F2YEcOoer70Nger5+TqeLYDDE0Q+PUlZWSl3dgxw6eIhoNEo0GqEprnoz5k9CaGapnqdsGcgOHJFhlsyaXtCLASGgIz71XZUDVouZAwcOsHHjRg4cuKHmSHcA7UKIY0KICPA/gT9Lcdx/BH4NnE3xWAaXECeHo7gyZuYXjSyXRNdIDO0G3Ky8UsgQUtNEVNNj0g+OXjpSyvDI2L17t20hGIrob9B3upuXXnqJjg79sfXr1vHEE98xy/VgouyspKSEzs4ues/08qUvfYmentOEQkGamprMhR/AY489luZs9A7MOdQJmoojtxjnjFTJMJZnXMI+70pOmCRJMhe804GiyEmTP2fRfPxL74rv9J3BfeY9JDGhiopGo0iShNPpwul0JhFNw8ND5gJux45fm3L/VLCWaRr4/Tt/omDxHQgh+NQCN4fb/mRLE5oK6RIjVaEn6wG8+tffMI1DM7g+oEjw2XgJZuHSKhYtXnJeaqhUMEpEAVu/VpTt5PZ5umrvnZ4wzf/393R0tJOXl4vX6+Oee+7B4XAQjUbNBYXRd02HjEil5DGghEfxdL6NFB5F8WaTs3ITjrzZaY+Pxa4vqfZkfbW7WFdHOUZPIwmNX/3qH+MKKZ1cms4CMRAYpaioiM2bN9v8Wgzo5Lm+mG850EJHRzv/95//GYCp7G+sY9z5Qgg4Ee/a7yoAz/XPM97wcMrwqXz9/52TZ7uYsPqBrpirk7EFN61EdjgpKSlh/bp18Q1B2TZXyc3N4+GHH7GVmLndLh5++BHKyyt4+OFHbJuAbW3vsWPHq0meT5IkI8sKeXl5aJqKe1Qn3d2zFyE5XITDYQqLCi/g29CxYcOGuF/oVQJJJuuWz6D4cpEiAdy979tKhSeD1+sjGo2gaSr79+0z76+trcXpdOJ0uszNOuO6uFxucnPzcGblMmPxHQB8qiJrUp/VVDgTgVEVXBJ8JsG6oKGhgd27d99oc6QSwGr+1xW/z4QkSSXAFuDvLuN53ZCIaYKukRh+V4aQulg4ZImYCsPhjI/U5UKGkJomHJL+LyLg+DQnOVMZAhtKAsBWp24QUkff/xOapiLLivmYVTEFsG3bNvx+P93ddvLKqqLZvXs3HR26YuHHP/5J0nnog7I+GZCEinNQL+PIunktktuX9vNdKuJYkqS0HkuXAw6H47w+S2LCoG/uMrJuXgOShGPoFH+1eXXKyZUQgmg0gsPhJNF4EyRaWw8C2IyeremJoC/KrNcfQBWC+Z/6PJIkUeIZ47abSm0+QNNBKj8NgN6IbmieHQ1Qke2gsLBwSrPsDK4t3OTT/aQ0SWH15//8vNRQqWAoWzZs2JDkXXbnAj95PoXRiGDEUwRILLrpJpNgtfZbnZ1dvPLKK3R0tKckrBVFiXvjpYckSTgcDiorlyOrYTw9B1ECZ0GS8S+9i8VrN17UZ71W4HJN5JJLEshGmYok63HrQKFDH9h0dZkABLm5ueZC2YAeYZ884R0YGKS4uNgk1p966mkaGhp46qmnqapayebNm/F6fVSvrqa8vIK1n9Jj1uWEkhnruPnDH/53uru78fv9acv1JkNvBIKa7pWW8Y66cbAyR5+vjah6suJUsKqlZuW6mJPrRJId/PlffYNt27YB0HKgBU1TicVUyssr8Hq9DA8P8dJLf2/6RIGuqNq+/UWOHTtGWVkpWVl2I+62tjZUVVcTTkCwYMF80080160gBwdAknHNvgmA/r5+8+jE38xU2LVr1xUnSiRJMpVe/sVrcOTOBC2G+/R7cSW5HngwFRI9BHfseBXQN+oeeugvmDt3LsXFRjDPhI/XV7/6GDV//ldIksziWR5uXTSx4Tqd8I6Ippe2A9xbBO6E1VN9ff3VR/x98kjVEBMnvz8GvimEmHSXR5KkL0uS9K4kSe8aqtgMzg/9QZWYBsp59g8ZpIOgb+z62py8mpHxkJomJAk2FcH/6NInuUVO3a9gMhiEU0dHB2vWrEnyuLDGBVsXgUbJ3vKliznQ8zG1tbVm6YMRKdzR0U5hYRFf+cqjNoNNq2+UoaA5dOgQoA/KhmwZYM3atezftz/Zw2CkG5FVRMybT9bNa3V/p2kwNpXLK2l7b3qKHCuulH+L4d8QjUZtnijpIMuyGVFvwLtgJa64rN7Z/zHuwGl27UodMW9gfHyc5DFb0NTUFE+5099DURyoasw8z8LCIjwer+mlUFf3IABH+qJEZA9yLMiqRfqEbzIPhFSw+mkY0AR0xydgnyv18x/ffBOXy2WaZU9VDpbBtQFJgnUz4O+7oScMs13plSSNjb+go6OD8vJy6uoemvR1U3mXORSJdUty+d+tg8xYfCcjnR9x6OAhW0iD0W+98MKLhEJBi/mv/fepquqkMeqgd1uxWIy2tvf0zyo0CoInGdUijOeUcoYCbrr7X/LRP+2ASRRW1zrC4QkzZSEm+lxX8QKQFaRwgMhIf9LzPvWpT3PkyBGWLFlijiMbNmzg6IdH4146ApfLTSQSRtNUduz4dbwEU1jeT+OFF15g27ZtFBcXm/5iRbPnwEdBlASVgnWjxhjbrCWY04Uq4GS8/7qrQCcoMrgx4JahOhf+eUhXSeWmDmdLixVzs+hpG+LjwSgVBQ5kSaJ6dTUtB1qoXl3N+nXrTIIncU5gQAiNHTtepaCgwCwzlmWF7OxshoeHcLlcJmFiJLoZGB4ewhmGsG8G3rKlhLuPgMWHUtM+2TmTw6FcsEo01TwJ9M8oyzKzbruLcf8cEBqenkPIqkHmCbOfTgWv1xcno+yfva2tja1bdY84Y37c09NDKBTEa/HDe/7nv6Lw9ntBaPzhtZ/x9o5xNt17L1Urq2x9Tjq/zeMhvU9Z6IXFKZL1Vq9ezZtvvjnFt3PdoQuw7mCVAj0Jx9wO/M+4Gq0Q2CRJUkwI8X+sBwkhfgb8DOD222/P1EldALpGYhmP10sIr1Pm1EiMm2a4pj44g4tGpumeBwpd8Om4FLw9PjhNhpqaGpNMSIyjhvT+LIZCqnLJoqTSLKvaoL9f30Uwktr8fr/Nt8PAhg0bKC+vIBSyS7t0ubP+IbJLbya7VE+/kgBn72HQYjhyivDMu23yDxrHkQ+OUF5Rjsczud9BKjgL5+IsnHvez5sMPl9qXygD9957r/l/g5SaDEuXLdVfU5Jw5M8h65a7dI8HIXD1HsY50oWmqYyMjCbFE/v9ftasXYvX62P1mtXk5eUjSbJ5nCTJ1NbWmtcU4J577sHr9XHvvZupr6/nK195lJqaGkpKShkfH6ezs4uhcZUj/fpCffiDPfzqf/7yvL4jA6kSI/siEBYww6mraEA3y3Y6nZOaZWdw7WG2G5b69d7gxCQKUGPRNBURlA5dXZ289Ztf4Y+cRpJk5qzaaCNBU8Hr9aBpKg6Hg6KiIl3tJKevvbL/9uyddH19PbNmzkLu/xhX72EQGmcjLvJWbkRyTd5fTAcX4z2VLtL8E4Mk634qgHPoJOOhkO0c/H4/hw4doqOjnV27dtLd3cXg4AD/8A8vmWOHojhs6hBd3Zk8MBoll8aCsbm5GTVOiiWW7FlTQa1j2/miOwxRobftJZlo9hsOq3JBQfeRGp2GSsqKhUVucr0KY1FBz6hOzCRaJhhtMp3/JOhkiZEqCRJf+tKXzE1B6+9GkiRk2fpDkJDHh5DHR0BWcM2cXAl6qXExJcvpCDoAUbQoTkYJ3GfakCPJRHO6eVjqjTxsKvCampr4XFc3RTfVVJKEf5Feqhc6+Q4iEkTTNFMRPlUS8VAU+qL63HhDYSas1YJ3gEWSJC2QJMkF/GvgNesBQogFQoj5Qoj5wP8GHk0kozK4eGhCcHwoij9RupfBBcPrlDg7phL9hDcAMtCRUUidJ1bnwQcB6I/C6TCUTuKJWFpaxpo1a2wJetNBKK6QMozpOju72LnzNUZGRqi6/XZTzWOYZ3796183n7tn715biouiKNxzzyZqamrYvv3FtO9ZUHGb/dxnF3Pq9J8Iz1mJp3QJIhIi3HMU0D2UEsvWIK5YaO+gqKgIWQ6cl/G5Oy5Lv5SIRu2z0MREmzfeeN3cQSssKrRJ4q1QFAVVVTnWfRZt5mLyZi4ER5x0Exru0++hjJ8zj5dliS9+8c/5xS9+bqqugsEQBfkFPP74NwDoPXOGoaFz5s6/EIKqqpU0Ne0lFArhcrk5cuQI999/v41gLCsrxePxmIu62Wu3IoBwz/uoI6e5VFbzmoCu+Hx5Td7EBOwHP/hBRhl1neKuAjgS79tGY5CdYnQoLy83FVIXAmMneuEiBf/cEsifSc7M1CWCGzZsoLm5ma6uLqLRKF6vj0cffRSArVu38PTTz5jplfrueRCv15ekpjH6S0mSbWUrjrGzyN1BwjMrEd48cm+/j9H3mlADA5N+hslS+WIx1ewvEpFOOWBgMhWQ8ZqplAuyLE2qmCgpKUnpweWZtxzZk4UUDqCMnU06h0AggMNhbwSJ5TKqGsPv9xMIjFFZWUl2TrapnKqsXM7g4ICZAgt2VbDxVSSWFxgbNV1dncyaNStJQTwdqBZ1Z21BZgF5I8Kr6CloB4Z1cnLxecx2ZUliRZmPtz4a5cOBKCXZSpLfkHXe1dp6kN27d8fHe2H+1v3+LBYsWMjhw4epXl2dtFloQC/jB03TlYw6KSNQh08R8SzDU7KEaP9JRDS9t+QngUceeZhf/vKVpN/9dKAoCvPnz+fEiePILi+uBbfjLCgBIfANtVPkV+gfT07xNDYHVVWzpRMnHrd5831UVa00bSyMyoC6ugdpbGw0x6n+/gHIK8GTW0SuV6HAHeAYen9sbIZMlkQshJ7YCPqGdP7V5w9/xSCEiEmS9B/Q0/MUYLsQ4rAkSX8VfzzjG3WZMBjSiKiQmynXu2SQJQkh4FxIozgrY0D5SSNDSE2Cn/3sZ3z729/me9/7Hl/+8pcB3QS4Og929ekpLlMhv6AAt9vN6Ogozz33LHfX1tpUKIno6upkPBgBRxZRFTrP6D4qxo6P4WNQVFREX18fDQ0N5Obm8dWv6mblxmLAUNqoqsru3buZO3dCfWRdoBmDvBbTiRPZ4aS8vILx8XGU8AjOgY+IFt6Md+FKZI+f0LFWGxllXXwpioLT6WRgoJ/Vq9fw7rvv2EpFrEhcRAlVJ48kJX2TVBQ98SnV7p2xSLS+bmIJXlZWlm3BpaoaoVAISSItGSU53ChF8/DNXIjiL8CYiyixEPLIaVzBs9z7uXVUVa00F8ihUMhC/umDg6apvPHGG6baza4wmfB6Gh+f8DxILM0zYCzqbltbywchDYcMBfJZjqETBl1dnWZZjLGQe/XVHbS1tVFZWTmtUr7TYT15rcAJt1xm4UYGVwa5Dv1avx/Q+7ZUhNRUZXpTwSQkPvMpukcjtPQ4aDsbZmG+Iyl+21hctLYepKmpyZYqCfDEE99hx45XaWtro6KiglWrVrF7926ggNOnT5uLGaMfSEUiyZEA/rN/JDhjCaonl+xb1zP20QGifSfTfoapSoxTkVGgKwdcLieRyES/lJeXa6YMTgaDyErV901VvuPxevB43GbfAuAuW4qn9BZd3TnYbhqBWEtcAIaGhiZ97by8PEZGRjHKbXJz89i8eTNvvPG6rfzm9OkzwMQ1Bd3vAsDjTN7R7erq5JVXXiEYDHL8+HHu2bRp0nEzEVFNTwbNUWDuxQvfMrhGsSxbJ6SmM1cDe0nyF//1g/xz+ygDIY2+4OQLEn0zqYloVJ/vaJpmkuPBYJAnnvgOra0HefbZ5+IErk72+v1+QqHxuEn3xLxKkiQikQhKtE9XSXly8C+rJdDWhIhdHlJKUWTe3L17UjJKktK7ORgl1UpOEVnL9DQ9NBV3bxuEztGHTirt2rUz6bnT8RQdPDeopwu//rrZ1xt9S13dBLm0Z+9euhw6Ib5qfhZL1zyY/GKTIKDqPnQ+RZ/7Z2CHEOJ14PWE+1ISUUKIL12Oc7oR0T0aI8NFXXrIEpwNxjKE1GVARts3Cb797W8zMDDAt7/9bdv9efGF2nTM9w2z6La2tpSm0Yl47bXXCMe9PHbtfYtXXvkloVAQSZJxu93x+GEZq+mf1Rcq9U6wMKXMDz/8CN/+9repr69n2bJl5hGd/7yDzn/eAWASIQDOkZ54aYvAPecmsm75jD6xiMO6+IrFYoRCITRNsG/fvpRklCRBeUV50iJq7IO3GPvgrUm/G1XV0krJjUXiZIuzdAqE5AmVXpLnW/wpcu/ciq/8dpR4LLpjuAt397u4TrXgHDqJiITYtWsnP/zhD3G7U9UZC/OaqGqMn/70eQBTYVJeXs7DDz9MMBiks7OL3NxcAPz+7JRpVVacjugqrap5WTz04APU13+XurqHTBWKkW4GeunAdFP3ohqciqsL1s3QSdgMbgzMiDOu45+QnZK1TLlt/5vEAn2oQuLv/08TDQ0NKUMXUqVKGtDLYQSHDx+mubnZLCvTNDUpECDR4H/N2rWUlJSihkO4eg6hjPTo6U83r8Uzb2pz3URs3rx5ymOsZBTA0NAwlcunDh64KIWPwE5GzVmMd96tOhl19gOUkK7ulGXlvJQQkiRRVjbXpmIYHh6iqakpiZSzHmNgLKp3vDkpDMuam5sJBoNIkoSqqlOOm4kw3s2VmeHc0MiPT1XGNV31OxWsJckuh8zt8/XdmA/6Um+sGSRTa+vBJMJ8xcoVeL0+lixZwo4dr7Jr105CoaA5D4nFYgwNDREOjycpJ41yPglw976HFBlDycrDX3k3kuP8LRGmi7Vr15r/V1WN7q7J002FmNxg3V16C9mV60B2II8P4+n8g9nfABw5cmTS15dlhTVr15rVAFbs37efPXt+a/b1ho1BIv7wdiu+ojKEEFQUTVLSkAbGpV+alfGhy+DqhBCCY+eiZGfK9S45fE6JruGMsfnlQEYhNQm+973vmQopK3LOg5AyzKIrKipob2+f0i9ldHQU/EM4mce5QNhcIAihEQ5HGB0ZTRlv3tDQgNfrZfWaNRzYfwBJMnbVJXJz89i+/UXKy8tNybiuLEhvILlhwwZeeukl3btl7CyuPo1A4S04C0rwL1/H2AfNiMj5y7gXLixnfHx80p21TwpTGXXKHj+umQtxFS9ENtIFhUAODuAYPY0SHECKf/eGka+B6Zru9vf32eTkdXV1NDa+bJKAn/rUp2hqauKuu+6yGQBbpf47duwgqEq4VBcIwfJSexKitSxm7949tLS0UFhYSH9//7RS906O6wu6hV4oz6gLbigY5QihyzD+SkD4VCuOWzbim1eJdPgPJrm+Z+9eDuzfjywrzJ8/j2PHjpObm8OMGTPo6DiG36+rHXNz8xgdHaV6dTWjI6OAZOszrWEF8+bNs5WQrV+3jsbGl+PnInD1f0gsEiA6YxGesmUo/hmEO99HC/RPqUKSJDh37ty0FU9WTCcI4mJMjK1qTNesCrwLdWLP1XcUR7xUT3+P87voq9esiStyJ+B0OqmtreWNN163kVKSJNHZ2WX2Z2fPnuXdE4PkL1lNtid5Em30YTNnzuTQoUNTjpuJMPwdM4TUjY3tL/yM4Vs2kDtnHuNxlctkSCxJvrXUx9vHA5wNagwEVWZYXsAYxwGampp4/PFvmCX3Xq+X3jO9hEJBjhw5ksJzbyLZeCpIahTP6T8yPvs2lKx8spZ9lrH3f4eIpSbJLhSKIrNv377zfl6qvklyevDdtBpn/mwAHOdO4jx3PCl92Lr5mQpLly5l/bp19J7ppb+/D78/m0BgNP6oIBwOoygOCgry6e7W+5dERfnKT32WgCThESHcKdSYk0EI3TsKdLVdBhlcjRgOa4SigqzMgHfJ4XFIDARVwqrAndmd/0RxVRBSkiRtBH6CXoP8ghDi+wmPPwgYOfMB4N8LIf4kSVIZ8HNgFqABPxNCJG+xXyC+/OUvm6V6VhilLBGh77pNJpOsWll1XqUG69av560/6dGzM+bMIy82QEfHMYwY7ra2NhsZUlm53CSWQqEQhw4e4t5777XIoCfK96yToqmUMn//99tZvWYNhw4eIhQKogX68YTfITxrOQ5/Abmr/ozx7qOEu48ioskuyKn8UtxuFydOHEdVNYqKihgcHExb3vJJICUZJSs4C+finrlQjyGOQ4oGdRJq9AwOoSYt1nJzc5gsmtbv9zNz5iyOHTtmIxALC4uSjKGXLFlCT08PS5Ys4ciRI4RCQQ4dOsTg4CChUJCenh6bl9Tw8DAzV+gLtMjZo/hcs23vbfVDeOmll1BVlcHBQZ58cuo44kAMzkT06fK6GTee98rV2hddLuR/wgopKzZs2MBbzc3E3IJh/My+fT1jHx4A9NJkIQSqGjN/J0NDQ2YJmUEADw8PmTHbTz/9DImLvOLimWb5nrU0pLu7m8bGRmpq7jIXRRK6IlSOhgjPXIYzfzbO/NlkKzHOvL+f6EB30usbEAL27ds3qcHxdDGdxM9ErF27ljO9Z+hoT2827yxegK9CN/Z19n+EI3Dmgs+xsnI569et4+SJEzZ/qmg0ZktKfPbZ5wiFgng8XtPQHKCnp4fcJWsAyE6hkLL2YYnptFakKk+GCTXMtTw/v9H7okuBb3/729z33+eRO2ceoWkQUoklyR6nzMq5Wbx7cowP+qN8eq5ilhAbNgoAFRUVPPvsc9TWrjPbfmdnF729vSlJF1mWcbtdJnlu2CcYvkuJBJakRuKk1Aoc/gKylt3NWFsTQj2/fiIdFEVm/vwFFxxWYYUjfw7+JZ+ylOi9jxIavKDXamt7j6NHj7B48RJAwuPxEAwGWbp0qTnvVdWYaUExc5Y+h7OWebtydXVVnvv855rDMT0YYYYTZrlS23gAHDhwgIaGBurr61m9evUFfdYMMrhQ9JxvakMG04bhHXgupDLLf1VQJtctrvh0TZIkBfgpcA9wC3C/JEm3JBx2HKgRQiwHniYeDQrEgK8LIZYA1cBXUjz3kkORdG8KgMglXrhVraziX/3ZPQDMLFtAXV0d9fVPUlm5HMNrqKxsYuLd1vaebREUCgVpSihvMEpXcnPzzPumUsoIIWg50EJFRQUgIcsKcjREdt/7KMEBPaGp9BZy7/gXeBdWIbkmVDrl5eUsWLAg6TXD4QiqqiFJEp///H1Md4fwk4KjoISclfeSddNqnYwSGsroaTw9f8Tb9TbOoVPIaiSlcuDcuSG8Xl+KV5Wor6/ni1/8c4B4WaSEJElUVi4nNzfXNPg1dmENEurIkSNmaSVgSYoJ2srv7vzUp8lbqF+/W4on/wlXV1ejKMq0TPWt5p235+ipkjcSrsW+6FLDWuJyqRSMXV2dvPxyI11dnbb7S0vLqHuwjntvLURCkDtvKZWf/TxAvDRZQlEclv4tmR0tKSnhhRde5IUXXmTp0qXmMSUlpeTl5cXJktQfpKOjg3feeSfhXoESGsTbeQDHuROgqYyqDrKWfIbsqs24ZlVAPOEvVanKdEveJiOuzpeMAp0Mm5SMKpxL1iK9D3AOtOMcsZfiSJJEUVFR0nkZaYZer5c1a9eaJTRGzPrg4Dnb8dZx5W/+5vtmH1ZbW2tLCF2xcgVuvx5Zm4qQmi5SlSeDRSF1jRLqmb7o0uB73/segTOnABi/wL2vFXOzkCU4HVA5N66aZJQxryovL6e9vZ1QKMju3W+aJXxlZaUJymnJvK1eXc3jjz9OfX29xT5B4pZbllJXVxef79khqRHcpw/pm2VxUkpSLo3DtqpqF0RGKZaITNmXR9bSz+Jfepdeohc6h6ez5YLJKAPRaNQsze7v70PT1PjfEz/uoaEhhNA4dPAQgHmNmpqa6OwbAaDroz+lfP104xNAPGCRBXq4clobj4aGBnbv3m0Lzcggg8uFY+diZLmv0cHuGoAsw5npGhFmcMG4Gui+O4B2IcQxAEmS/ifwZ8AHxgFCCGtdQAtQGr//NHA6/v9RSZKOACXW535SyHHAiKov3CabT7cebGX3m28Si8VYs2bNpLu9BvJ9+mUZtbBd2TnZyLJMdk42q1atsu26hUIhSkpKWLFipbkrdPLkSXMHyVDojI6Oms/ZunVLypI9SdLJE03T8Pm8fPTRh4AwSZnY+BgLlQFGx87RRy5qVhHuOTfjnn0T4d4Owp2Hp5zYCCF48cXtU34PF4KioiL6+/tTGxjHDc9ldxbehVU4Z+iKIykcwDnShRI4iyRUdAJORhPpO6BYLEosFsPhcBCLWXcnBK2tB9m1axf6Qjj+Wppqft/l5RXU19ezY8erNDQ8RXn5QtMvqqysFJ/PF7++uqxflhWWLFlCY+PL9PaewTN3OUWzZBYUurn31vQeU6CrC6bT5gAGonqbdkh6mswNiGuyL7qU8CjglXVD+6i4NAv61157jb6+PoaHh3n00a8Ausn+e+/pv4e8vDyivlk4F95Fv6OIM4EYi29eTO+ZXrN0q7m52VQQGrc1NTU21c3g4CCbN2/m0CF9UTI8PILed+m/w0RiKjc3L23ZsqRGcZ07jnPoJLHs2cRyy1C82fgq7sC3sIrxriPkOaL0nfoYNTa93UlrmfKFpFadD6ylg87iBToZJUk4B4/jHE5ceOmBEKkUn5qmUlm5nFWrVvGLX/wcTVP56MOPWL9uHaATTcaYk+jxZS1pPnLkCMXFxWZC6ODgIEs+fwchTSekDKWTz+fTE8mqq6fVb1nLk60weu7zrNC5mnDD90WXAl/+8pdZMQx7BvQ+7ULgc8ksL/Xxx84gR/qjKdu8ocgZHx8nGo2ya9dOWlpa4iEBhpJKoCgKDoeDgvwC23voinU9GKCt7T3WrF2bFDAAIKsR3D1/JDxnBY7sGWQt+yyB9/8JLpFS6nyhaRp3rP0Mbb3juGeW652cpuI8dxzHcBcSYtJU0glIPPzww/z85/+QMJ8iPh9N70mnKAoFBQWMjIyaPl7Wa3TSPY8YsGp5Rcp3NkhtIClpbyz+NrPitl3pbDwMla5xm0EGlwujEY3hsEZRxnT7E4PPKdM5EuO2WZ+cf18GVwchVQJYZ8hdwJ2THP8I8EbinZIkzQdWAH9I9SRJkr4MfBmwJc5dKHKd0BWe2kfqd01N5o53S0vLtCbZfreMIkNYhYgqcCmSma7XcqCF9evWsXnzfTbZeHd3N9u2baOqaqWZPGWUfrhcbmKxGNWrq20+Hrm5eaZnS+78pYBOFimKgqZpaX2Ruru78Xp9uEOdeHKLGXYXomYV455VgXtmOePdRxg/1QaWSYPP5yUYTL8IcxUvTLpvqtIVw+/Biv7+fnLzcgmPhy1y+Lj5ptONa9bNeEqXgCSD0HAOtOMY6UnwNhC2CY/T6cTh0L1R7IkwImnyBMQVasI8RlFkWzy9sXgyJqEdHceor3/SfP5EOaXA6/VRW1sb96FoR3Y4KV28CoCquVlpv5vzRUyD4/HLs37G5CTrdYxrsi+61MhzQiiesngpSp4MItxKiFtLhoeGhtj86U/T/MGfUGbfyr6uMOMf/MmWMllX9yCdnV0msWEsBGtqahgfH6e/v99UGZ45cxpVVRNi2gUlJaV0d0+Y3o6MjNjO0+v12cpwACSh4RzpxjHSg5pVSCx3LponB8/cZYwD2bNvJXruDLGh00SHzqAF0/tHWddkqTz0FEW2JZheDEKhcVCc+Mpvx1Wsq1UdQ6dwDJ2wpasCrFm7hv2TeMe0tbVx+PBhsw/r7+/jxz/+CcPDQ+Tm5vH4498AJnwJ/X6/qRA10NHRzsjIMPfd93l6enoIhYIEoxqSopDjUfj1a/qi0Fi8TnesTBfXfq0rpMj0RZcMBYYv3kX8tFbOzeJPnUG6RlTuWXZbEvlqlKlaFTKGVYIOnRBXVRVV1VVWVVUrefbZZ1OS0y0HWti0aVPKBDpZDePuORQnpQrJuf3zhD7+A9Gh07Y51ycPiblVd/GxNAv3LL1Dcwx34jx3AkmbmBdNTkZJ5tynsfHllGTUVFyWqqo8+uijtvuM6zEeE3R8FESW4FO3pw6qSEdqw0Q6o7EOTWfjsXr1at58883JTzSDDD4BnAnEkrzZMri08Dgk+sZUQlEN7zW8y3W142r4ZlNNGVP+uiRJ+iz6xOubCff7gV8DXxVCjKR6rhDiZ0KI24UQtxcVJSd2nC+K4pOckSnG/7tra3E6nUiSlFQ21Xqwleeee5bWg622+yVJIi+ukgrEVVLVq6uRZYXq1fprGMlTRvlXYWERjY0v09nZZRIdBpmTm5vDE098h/Xr1pmKgubmZpYuW4osK5SXl5M3v5K8+XrqXiqSJRGhUBCv18cDX7iP7/37f8V/+bNVuIN9IEl4Sm8h+7aNKFkTMpvJyChANxOfaSelzrd0xVjMDJ0bsk3yhKTgLlmCv+rP8JQtBUlGCfTiPXUA50g3EgK3O336SjQa4/777+fIkSMp014A8vLy47uaOoGkKA7L8yc+h9ULSi9vkZLKJyfuX26mixmlfLNvrdFl+sF+5uSll+v/5Cc/pqHhu/zkJz9Oe8zevXt45pmn2bt3D6fGISxgthtuvXHNO6/JvuhSY1a8VHMoOr12NBXWrV+Pz+dj3foJgsHa5vPy8qhaWcXXHvwcOWIYVQPHTZ9mzk3LbYsEa98FuvH5Sy+9xLz583jwwQdNlaHhS5e4ENqwYYNJUkmSRG5uju3x+++/n3TXw6EoOMb6cPe04u45hGOkGykyBpKMs2AO3oVV5Ky8l5xV/wLvojtxFs6btJxGCBIIMy4ZGQXgyp9Jzop7dDJKaLj6juIc7NCXxUKbwuvKfl6VlZU2gr6wsMjcyBgeHqKzs4vGxpdNtVkgEGDnztfMEj9F0dntkZFRyspKuf/++ymvuAlJcSKExvvvHaKmpoaKigoqKyunXWKcCOt4alz5azgGO9MXXSIYm4YXM9nN9igsnqXPETpH0s+PjDJ80H8nJSWllJSU4nAYZb6KOUcAu1LS+J2A/htNJKOczokaelkNx8v3QsgOF1m3fIa81f+KrCWfxlW88BNN4gNQsgvJvm0jw57ZCCSUsT48XX/ANdBuI6OmgjEO/PjHP0ljcD61+XtJSYk59wV78uFI/OIXZzuR4/1tYomeNfk1EdF428m5GrbuM8ggBY6fi+G9ls0SrxFIwMDF7GpkMCWuhm62C7COBKVAT+JBkiQtB14A7hFCDFjud6JPul4WQuz4hM/VRLkP3joH56LG4iL1cZOZmv+uqYlgMMjvmpqSjsn3KQwEYoyGBW+9oSueKisrOXniBA0NDZSUlLBt2za2bdsGwE9+8rd0dLQzMDBAZWWlrRTFUAK0th6kq6uLoqIiampq2L59O4ZC52v/SS+l+dHf/r/N55WUlFgMayUz2crA/fffz9EPj/LSSy9RvbqaWWovZ7pPEilaguLLJfu2jYROvke46wOMSYXb7SIajSUZnmvRcRRFRsiTGxdZ5d+J6qhllctoe68NyeFGyZ6BI7swfjsDyaG/rhw6h3PwGErYPj9/8MEH2b79xZTvWVlZaS6GExeRoCfuPfbYfwJg8c2LaW5uZtasWXR3d1FSUsrw8BCBQIDKyuW2tLytW7ewdesWs3SvsrLSvM/waDFQVlbK5n95P7+Nmzz9ec3NKc/FgGH+bNymQktLC6qq8oe338G/SicL7im8phdxF4trsi+61Fjih0OjerrQdNpRIloPtvK7piburq01+7/E/m3Llq1s2bLVdp8kSXQe+BXeihpcxTeRs3wd5E4QJ4k72YZq9MD+/Rw6eIja2lrKykrx+/0EAoE4GSKbKtGzZ8/i8XjNUpvOzi7bb3779u2sWbuGRTfdlKQYUlV9kSUBzsgoSr/+fQjFxecfeJiPT5/jg1N9jOPDPbNcL18RgtjIWaKD3UQHe9BC9j5n6jKW6cMwNb/55iUc6h4llDUHJAk5PILr7AfIUfuGQCg0EUSR+FnXrF1jfp9VVSvZs3ev7XG322VT1/7qV7+yJF/pGBkZYf26daxft85mMAzwzjvvcOJUFzetABEL80+/a+Ib33jcVDoZ7aKx8ReWNFK72XQqWMfTuqV6e1Ov3Y3jTF90idAZb+qTkQrTaWsVMz0cOTPO+93D/K//z/+X8oXzASkhBVcfPGVZJ1UTS/qsZX47drxqe/177tlkPpbKiygWs2/QybEwnq53UP3FxLLnoHlycM4owzmjDIRACwwQ7j9F9NzpSZWbBowUYr/fj8PhSO7zJRnnjDLcc27CkaOTl1I0hKv/I4tPlJSkuHQ4nOTn59lKgjdvvs/sW5566qmUfaGiKGlDb3Jz84hEIjb1+PHjx9m0aZPNP+pfxr028yxu9kaJ3vHjx7ln06ZphQ7duFOiDK5mhKIafUGVQl+GkPqkoShwOhCjNMNOf2K4Gr7Zd4BFkiQtALqBfw08YD1AkqS5wA7gISHER5b7JeBF4IgQ4v+5fKcMxS7wK7qkd0wFvyN5IWbg1Vd3mISSdRF2d22tebwBw0uj8JbPAgojEc3iL6DfArZkI9CT14zbxx77T8ybN4/du98EJNav/xygl5KFw+MEAjJnz54FS1nZ9x/9Im63G2nhaoTQkCSZbdu2meV/5eULEwggibNnz5oTj/379lFSUooS7sPT/S7RgoXEcsvwzr8VZ8Ecgh/uRwuPEQ5HqK+v53vf+55NORQ8+s8A5Nz6uSSyygohhJ0okxWUrHwUfwEd436yq+5D8SZLfJToGI7+duTQYMrJxc6dr5kLWSucTidtbe+Z5E+qiVMsFuOFF16gu7vbTECUJJm8vDwAvvjFP7cRUTARa6+/nP6abW1tSUSUUWL5mc/U8NapcTwFswn3vM+BphHa29uT2trevXtoaWnB7XYTDofNc0iF6upqWlpaWL3hXmICZrompOk3KK7JvuhSY64HshS9X5tTfhM9HR9N2o4MGP1fNBolGo2mJNqtSJWQpsgSwY9+h4iO4y5Zzv7Ocfr+9Dv+wwOfp6ys1BbpXb26mpYDLciybC5AqqpW8vWvf53Gxpfp6Ghn9uzZJiH8m9/8Jq482MWuXTspKSlh8+b7bImk+/ftM42808GqFpLUKDt/8XcAyJKE15lFzFuA6itA8+ThyJ2JI3cm3gUrUUOjxM71EB3sJjZ8FsSl223bt28fvrwihmYoqP4SvXzm3AlyxnsZj4YoKSmlr6/P4uuUnqk5eeIEjz/+DVP5dOzYMdvj3d3d1NfX09DwFCCSyCjrmAPYUvdA7+ecWXF1mhplxYoVKc8jMY00Faxjq3U8Nfr4FIn000a6RK3LhExfdIlwahqE1HTa2vwZbvJ9CufwkTf/Fjo6JsqOjX5p5qyZdHS0o2kTZXmQ/BsAbJuGDz/8CKCXrdXU1KT0XUo195CEimP0NI7R02iKC9VXiJpViOYtQM4uxJtdiHcBaJFxYsO98X9nk8jx8opyTp08BaiMj4dQFIfpuSm5vLhnVeCaVYHsim8QaKpenjd0EsnWj4kkgjsWixIIjNnu27VrJ7t27YyXD098LqNEr7KyklWrVqXcJJRlha9+9THz70OHDuqnFP/Orf5RgUh88/LIH2n4329RUlLCxo0bOX78OKqqTjlGZZDB1YzesfhG2Y0Wh30FkOWU6RqJsWrOlT6T6xdXnJASQsQkSfoPwG70eOPtQojDkiT9VfzxvwOeBGYAz8d/eDEhxO3AWuAhoE2SpD/GX/LbQojXP+nzliSo8MEfR2EwphNS6RRPbW1tCKETSlZCKpVywNi9GffMgrxlBCKaTfFk+H84nfZykNVrVtNyoMVW0meNH25sfJkVK1eYO9+J9e5DQ0PMnDnT9BYRQqO19SCrVq0iGAwyMpK4wyaS0vw2bNhg7pa7BtpRggOEZy7DkVNEzu33Efz4bSJnj/HCCy+kLcebjIwyyKc+LYusm9cg+/JQfLnJ8jShIY+PIIeH47cjyGok/euip0WlmvAZ52l/zC4jt0YQRyJhZFlB01SGh4cZGhri5z//BzZuvIcjR46Ypr3657S/ZqrkQ0OZJRfOxzP3NkQsQujk27RpUYQQSW3NUD0B1Nd/d9LPbBieHw7AudgNXaoHXLt90aWGLMGSLHh3BNZ94QEWTFbdZYHR/7lcLnw+n41oN2AQptXV1fT29iaZyW685x5+19TEZ5fOYO8f38Y7/w6Kb6vlaH+ExQmxj+kUOGBXU+lK0IlwByupv23bNgbPDcbJYf3+VKma6WH5DQuBFAngjIzhGulCdriQcooYk/2ovgIUbzaK92bcc24GoRHp7yQ62EVssOeC49slCSR3Ns6iebjmLkOVZF21cPYISniY8Tg109/fbzMZLy+v4NixDvMzW32lDLLf6Hvy8vLjagn9WGPs0celNptyVpYVNm3aZPMyNJSfBiorK/m4sxcALRZh37v7OHHiBNu2/VvbZzM8Ao0yKGvbMfylEsdWoy88G+/uL4bysyZqXW5CKtMXXRqEVOiL6CN29iQ8c2JbSwVZkrhzgZ83Dw9TuGQ1QycOg9DMvmbP3r0WMkYy+yNjs8pQtafC7t27GRwcJBQK0tPTc0HqSVmNII/24BztQUgKqq8A1VeI5s1HdnlwFc3DVTRPPzs1QnjwNGpgAKHGODWiQs4sHJoKWoyYqiJ7nXhmluMqnGvOsaRIAOdwF0qgN4GISg+9/ziX8rHc3BybEsv43G1t73HmzOkUz5AQQmPP3r1msIJ1c9aqQGtqamLpxtngyGHobLd5bGlpGfds2pS0GZxBBtcajg/F8DgzZNTlgEuRGB7XGI1oZGdKJD8RXHFCCiA+UXo94b6/s/x/G5A0kgsh/pkrqKYtjxNS56K6qiCV4gkmJu6FhYU888zTkyYI1dTUMDw8TH/PcTx5yxgNC7Zu3WKayhoDtpXQ2bN3r0lGGYO0gcbGRtvu35q1a6iqWslvfrPLdpzxelaj8KamJubMmUNHR7vpsWSVUScaAG/f/qJFXSChhIbwnjpApPBmVH8xvpuqcRSU0Hv6QxSnCzU6OUkEEkp2Ac78ObhnlCL58lKQTwIpHECOjCKPj6CER5AiY1SUl1P35YemFcMrywpCaCYZpigOs0THPBNzwSaxefNmWlpaTNNS606nNe3Q+H5isVgKc9KJz5GXl89jj/0n9uzdy9NPP2O7jjU1NeBw4yxbjgCC7c2gRqhcvtxUSFlhqJ7mz5/Pc889m6SgSkRY08koCVjqn/Kruu5xrfZFlxpL/Doh1R+B+R79Z5dOAWrA2v+lerz1YCv74gu2lpYWvvSlL9Hf38+xY8fYu3cP69atp2plFadOnuT1eP8kYuN4yz/Ne2ejaAJuKUou6U2lPjDUVD/96fMYREpJSQmDg+dwuVwMDw+Zvns1NTWsX7duyr6ipKRkWotFl8tFJBJGjY7DQCfu+Blo7hx9gZg1A83ln1ggCkF0uJeYUdo3HoA0CqaioiL6+vqQvTk4C+fiKiyzefW5g33IvUfiaaFgBCNY+2qv10td3YM888wzZl+em5tDVlaWuXAGncQC4gqoifOJRqO0th40S4tfeOEFAoFA0oLbquy1ElJbt27h7JjKWyfHIb5R0N3dzfPP/5S+vj6Kiop49NGv2Eqn9u7dY2s7xvhZWVlppjUabQgmfogXU7KXLlHrciHTF108uuLqqGxl8lL0dG0NsJXxLZrp4Z0TYwyQQ96CSsqyhKl+bjnQYj5n8+bNZp9kECZW4kTvl3T4/frAa/xGrb9VRXEwf/48OjqOMZWXkhUyAmmsD8dYHwIQTi+aJw/Vm4/qyUM43HrfEyeoJoUQKIGzOEa6kMeHp2xYfr+fcDhszimHhoYS7B8mMFkp+MjIqC1psLJyuTkPNsJ9fvjDH5rHK4qD119/ncFzgxw6eIhQKMjgWBh3LszIdnGmD7Nvq1pZxcziYpqbm5lZXJzSPyqDDK5mRFTBmYBKvjdDjlxOnAupGULqE8JVQUhdq1jg1Wd9o6pufpjOL8rwS3nmmadRVTUpQSgx8lqSJFQh40GP9BRCmOUpPp/X3I02dokSE/issEvQBQf2H6D3TC/Lltl9plQ1xsmTJ5COHTfvq62tpbi4GIDOzs74cZOrBybUBfGddy2G6+xh1GA/kaLFuArLcBXqHgdEAoTP9aKODiB98BZCjSE53DjyZ+PMn4Mjfxay02I2LgRSeBQ5PKoTUOEAciSAjOAv//JhXnvtNfpHAzidTnPXcs3ateb3Y4VBrOmTzTqeeuop/Xwlie98578lLU7/8i//0lZ2lyr95uGHHzGPSUzc0THhw5WXl8vWrV9gx45fMzw8bJKKidexrKyUik9t5tSISnTwFM7gab49ifLJaFfGhHoqSbqhJFicBd5pJuvV1dXxy1/+kgceeIDGxsbpPSmDawqlbshR9NCG/9eLf88t80s5dOhQWs87wCSTfrNrF6dOnkzyiNptUWVWV1dTWlrG6OgomqbZ+kRD9SJJEv/1332RD3qC7Dkywvt9+gInFSmVDtakq0R1glHWB3rJTWXlclPRk52TzYH9+1EUBxs3brQRXj/84f9DIDCKJMkpI8mtSiQDEqCEdcKcc8dw+fN05VRWIZonD2feLJx5s/AurAIhUMcDaOExtPEx/TY8hoiEGPEUkr1iFUpW3sSLayrK2FkcgV7+7f1b2bmz1+bXkqg6VVUtqW/KyvKzYcMGjn54lP379tkeT5ckevLkyUnLyI2NGKvy0+jnVt51D8xYjNspE8DuV2g9dwMtLROLfavh+ZYtWzl8+HDSuHopCKl0iVoZXDuYqlwvlerO2tbAPocyVFKvvz/Ewjs/x3LPoElq60ppvb0b/YXVf80gQ8DeL33xi3/O7t27k9IvZVlGVWN0/P/b+/f4uKrr7h9/77loZnSXLFmyJfkm340MvgCyDRFgOwQCSXDaJATTEqA8KXnaJA8NSUlSYiAkIc2T5vv8kraU0KQxcZOm0HAxOLYJgmCbi2ywMTYg2ca62LIu1mU095n9+2PPOTozGkkjS5Zke79fr3nNaC5n9hyds87aa6/1WQ0Npq5Td3cPq1avorCgkK1bn7Oc22qhDEhYDFOvKK0nW9iPo/eEGaCKuguQGVm4PJkEgiGw2ZDCrjoQCztSCOy+Dhw9zWaG+XCdj4EU3ZllghZpuoG19evXJ/hZGzbcZNplm81GXd3ehO8yFhGNDoU7d+7Ek1tIDGhrPsqaNWsS/G6jGgFI2alTo5nMtPmixCSmWL/m7JPhEDT1RpiRN3jDGs2ZowNSoyDDBjM9cMyvskymDjJPMpye0tJSTp48OaCDkHFhNHQDhBB4PBk4RZSwtOMLS7M8BeDBBx8yAxcfHjtmToiMcj0rhqOfnZ2Nz+dHyhgNDfUJXeCsWB0iwxlQeiHDZxoNhgAc3lZsgW4ieeXEXHnEXDngysFVmgOlc+l5Qwl85l2+ISELSoT9OPydXLtmBX2njvPGa/sGTAAlKnDzpS/1t/6tq9vLli1bKCwsSFkGaATWGhoa2LRpEx6Ph2AwRPWqahobm3C53ASD/cK/jz/+c6qqlrJhw01mNxcrNpud3/72N4TDYdav/ygrViw3J7h5eXl0d3ebwSibzU5XVxdvvPEGPT29SBkzM9ysZZcAzb0qnV4gkS1vDppibtVSOXjwoPn8UCnpMQmt8YDUSMr1fv3rXyOl5Ne//rUOSJ2nCKGypF7rhtJFl7Dnj8+mVeaQqjzZODb7y8OEOTEwMvoMm9jU1EhWVla8CUCVKTY8dcHlhIou4Z22MG+99RZXLpw+QJctFUVFxbS3tw3ojtnY2ERr60kAGhrq2b5jBzNnzqS+vp6ZM2eyYsXyhOD+P/3TT+ju7iIvL99csZcyhpSq+1V42GzPRELeLjKdfYR7mpg1Zy65ZXN5473jRN354HDFy/uGOCnNINQpbP7TZtvniopy7r77bn70ox/FJ2siwY5B6oBZc3MTv/rVfxAOD98hy253EAj4ExY0FImOsZFBZZSM19TUmEH3+iPHmDZlIXNnz+J/3/gdgIQMqWSsx0lydnHyMQT9lxDdE+fCxhA0zxvE0zVK3K3BzOrq6gEZUlbmTnVRlO2g3Rthx1sNNDXU09HRzpQpRYDE5+sPBvVnTQmam1vi10thNgUoKiqmtraW5uamAaVtVr/F8BsMX+Hb3/5W0qKYTLlIlgprgEp9EtKVjgyHwwlZ9NbmBumRfoT4lVdeMb+rqKiYRx75IWvXriUjw0UwGGD79u0Jup95efn09vZSvUqJyS+5eBlPv+9DRoJEg74BC8E1NTUEAgGam5vZtOk7LF26dMAiyljx9a9/nR//+Md89atf5Qc/+MFZ+Q7NhcWxrjAZdh2MGk+ynILmnggxKXUg8CygA1KjZEGWCkg1BaDYmbrbnuH0nDx5km9969sDXjeyeYwMKcPp/v1bpznWEaT+dISLS/qjXdbAhVVAMjk7CsDtVgIwJSWlLFq0yHRaotGIWZpmtzsoXXz5gImLFUMXKRUul4vc3Fy6urqHnJjZIgHyfM0EOo8QA2IZ2cTcucRcuUy97Eb8YbV9m68Tu68Du78DpwzjcXt49YUnWb/+o3z7299KKEO0Yi1dNFK2m5t9A96XCr/fj8fjYf26dWze/ETKfWFMwPoDPsIMAMViUdMxMsRMjQnZ5s1PmMLK0J9FZp3QpQombn3lDXoLFyKEjdWVOaxce/eA9/SPrT8QsHr1anOCNqSodBACMch3wKw0dYIAPv/5z5sZUprzl6ps2NMlmb5kGcX5uaxYUjmsAGyqrBhrMMpuV92nrJkJVptYW1uL1+tl7ty53HTTBjZt+g4Ap957DWdnJ5nzr8E+fTEv79vDLWkEpIwgtdEK3NAYMb7HwGpHt2/fnqD3Vr2q2px0dXd34XRmYE0UjcWiOBzOAV2wjPbuqvR5GkePHjPfD2pyd8MNN7Jz506aG4/jittOKWxIhxvpcOPIzCUYsyGdbqTdhQj7cPS1mUEom81OzDLJM/RqnM4MiouL6enpTbBlg2V1GeNJBxXMlxgBqKKiIjo7O1PasLq6vWzdujVh0WTP7j3MWbAIPyS0q7777i8N+p2G3l26rwXic3mXzqy/oOmJx1cHy/5NFcwc6lgDFVBfVZnNM293kTN3JVMjMU4deIUNGz4N9Ptz0H+8G8d/v98iWL1mDQC7d+0mOzvbDHSDCqR3dnbicDgIhYI4HA4WLVrMwYMHKSwsHPEC4VD+WzpYpRra2zuorJxLTU0Nv/zlL0exTQff+tY3TQ3A6dOnJfh13d1ddHd343Q6zYyynTt3kpubQ1tbgNzcHNOGezwePv3pT1NbW8vCBQsBaIz/851RJag+a9ashO8vL6/A7Xab+z1Z4xX6A9qjNSM//vGPCYfD/PjHP9YBKc2oicQkjT0R8vQFblxx2AThKPQGY+S50ywp0aSNDkiNkouzYXeXcnxOhVWnMis7dmwnFoshhKC6ujqlDkt5ecWAltcAl8/J5lhHkMPtQV74z8dxySC9vb24XBlmu3NjhcqaDm7Q2NhEIBCgrKycmpoatmzZYr6Wl5dPIBAgGo0ghMA1ddagq2Q//enPuO2221J2PMnIcFFeXmGWvlhbrSenoAPce++9bNq0KbGEBbj6yjXs2vMG8tjLCWKZOZZVw61bt7JixXIyM7MStmm3OxIctN27djNlypQBGlcDSUwf9/v9bN+xg6amxkHfZ5So2Gx2brvtNmprawc4eoGAnwceeJBVq1exft0600ENBPzx1PWBaevr161LyHxbWn01vQUqGBU6+S7He7rY+h8DOzUaWAMBwznUAL2R/nKG64uH1tdIZvPmzToz6gJgqgs+OVXwdBs4yyr50K+08oZaGDLKk61Yj03jtcHKl61i5NCvaaf0m+oJuHLwzLoMx5xL+X//+u/8zf/6Qlq/xShjefbZZ83td3S009XVTfK5GIlETHsGyp5Yz9lwOITD4WTRokXU19cTiYRTBnOi0ai5AGCdiKYalxUhY4iwD8I+Pr52zZCZD8m2xyiNCYdDeL19AwLrH//4x819MBhFRcV86Ut3DzHp7e/O6nRmmNej1pMnzXcYk8xIJEIsFsVms1NTU0NFRbkqM28OcLw7ypSsM3NBUpVaWemM/zvmZp7R5jXnCYbe72DdFtO5VgJ8//vfIxgM4nK5+MY3/p45RW7WLcpl+7vdTFl4Gc7sfP7zN7/lmquvSsjcNDLblcC/NaNQdaMzsuKNwIrxt9Jvk4RCMcrKymlubsLn8/Htb38r3t1yZEybVppSw8nKUEErq1SDChR10djYOEBr0+l0EolEkFJis9nMLC8je8m6/YwM5SwfOvQufr8vrpOVjEywrYaMxG9/+5uE0l6/35/gn37+ls/zfof6nL9Z7fcTJwaKpNfU1HDy5EkzIxf6JTQ+UlODzK5QGf6jTIb46le/amZIaTSj5VRflEhMYh+J464ZEySSdn9UB6TOAjogNUocNqgpgGfa4LgfpiZlSe3ZswcpJXa7nXXr1vPDHz6SoMMylFBwpOck0VMN2KcupGzVjRzd/h/EYlFLyYgkFApx//33D8gAAMxUcIfDweOP/xyPx2Ou2q9YsdxcTY9Go4R9KjC0sGoZ7e0dCWnY7e1tVFSUJwhMGtpLoCYfxgROCa/HsNns2GyCgoIpCY7Dpk2bEtKsDWq3Pw+AMzM34fnu7v7ufv2ZRf3tllVZXGLpSEaGM0GjYXAk+fn5CcKau17dhRFwisX6Nabq6vaybdsLcWcLZs+eRUWFCvSpyWa/x6uyQZTDuW/vXu69996EdvXJE72ysjIeeeQR8/etqPkorzQGEDYbodZDXFISZfculWWyf/9+fD4fNTU1CUKcqQIBgxGV8F58DnxZ3siyozQXFhflKHv2+1PQGK/0Gi4olUyqYzNVZgIkBudhoNjwrl27cOQU45wym7yqq4nEJI4kp6yxsWmgJp85cVLdQe+992t8+cuqdfgDDzyYEDi3TrJsNns8+zOxS1QsFjOFuo3gS3JgKVVpnM1mi5f6SaqqljJz5syEgFOyiO+hQ+8O2EY6uFxu1q5dOyCY9dxzz8WzHQYvzWtvb+PJJ5/i/vvvH7BvkoPp4XDInOg2NDRQV7eXFSusTR0EQthYsmQJtbW1ZlCqN6i2UZjlSCg3Tj5OfvSjf8Tr9ZKdnc099/yd+XyqUiuDSAy64z9vjrZtFzRGAt5otMSamhoJBtW5HAwGeeqpJ7nppg0smZ7JB+++xbHYTHLL5+NwZ/HHl7cNaLAAqnx1YIkr8cCNmtgYTWtU5nqiFqeRkQQkdF1OlxMn+oPFGRmulLZp9uxZKTPP+0k891NtIxwOU1RUzOnTpxOCT8llfULYiETCcd/R+M6h/0l5efnmvvV6+wZ9X01NDU09UfrCknyPnSXL5/HHruMpS83LyysS7AqojodNTU2EopJ5n7gVl21k17tU/OAHP9CZUZox4+jpMC67zo6aCNwOG809ESoL0tcy1aSHPqLHgCXZUOCAoOx3hA2qq6vNMhVQmj7WluhGq/QXd+4csN3a2lp6P3iFiLeNjOx8pq28FhB4PMrLFqK/tbAxAdi6daupcdTSoiYKhiit3+/n3nu/Zun+0gIoLZSTb/6BYMPrbNy4kVAoZG4f+jOQCgsL8XjUknNDwxHq6vYCcOjQoYRxSymJxaJEIhGzU5OVgaKX0PL687S8/vyA57OyEpe4n3zyqfhKlsDpdKZ0zILB/rJBIfoPcaObjYHH46G7u4fs7ByKi4txOjMwnKLMTE/cCbwKgM7TnYTDYbP06OjRY+bE1xhPP/2P/X4/Tz75VML3Jut3ud39k9DsaXPoK1pMTMKsvBh/d/NVrF+3nqqqKoQQZGdnU19fT21tLU899SQPPLCJp556csA+GIqjflXSUuyEqwqGf7/mwmZJNnxK9TagMQgH+1R3xtGwbt16vvWtbw+ZndDU1MjPf/4YP//5Y9TtraO1tZWP33ADwSMvE/V14c4v5s2WIFJKNm/ezKZNm9i8eTO//e1vaGio58CB/cRi0QHBl7VJE5O8vDzzcWVlpZlt6vF4iMViTJlSSFlZuWn7QE0ejfN6xYrl3Hvv15K0ZkSC7bF+TkpJZeVcNmy4Kd40ItFeGOTk5qScICbbMWPc/R1OIRgM8OGHHw54r5SxFB1EB862Dhw4wGOPPTYgw1UIEdd4Sj1D2xm/jq1duzY+HomUMd5//z0aGurZtm2b+p0RZUdz3PaEcuMf/egf2bTpO/zoR/8I9F8rkq8ZyddVK6fjP2+mO/1GDZrzk7EISNXW1ib8bV0Q62s9Qu9b/w3RMJlFZVSu34g/HDN10xobm/jRj36kssLN8yzx3Pn2t7/F9ddfb/4djUZwOpWPYLc7uPbaa9m48RYz82rDhptS2pbUqNJAVU6rvjdVIAmSG+AorDYlOWCU+Fo/7e1tRKORhG6kyRn8brebcDjMzp07TbtZWVlpav05HIk+UnZ2Nl/5ypfNv60l4ZWVc8nLywdUsO0Xv/gFte8qH7irfjelJVOZPn06JfEGPelicyrhYt1QSzOZCEUlx3si5Lh0dtREkOkUnPBGiQ7TbVkzcnSG1BhgE7A4G17tgrYw5FsE+JNTwpM78VlbpSdjrIhFfO9xOrOQ3IoFOMO9XHNx5QBB37Vr15paHbW1tWzceEvC5AZUOvWmTQ9QVVXFhg03Jeq9HH2N1tZWNm3aZDoFRnq0kQpttARXukzSnHw0NTWZ3Vfy8wvo6elh9uxZHDt2LGVXvqFSw5NblCdPRA4c2M8NN9zIhg03JWQaqfJAlZlkfEdubk5C9pMRCBJC8PGP38DWrVuRMobX24vX24vL1d/Rz+v14vXWEwgEuPPOOxJaOgshqF5VTW1tLQ0N9Xg8mdxwww2DZjoktz23TgiNlc+WlmYySiqZtvJaJILgyUP0nmxGrOwv5bzppg1mOnlNTQ2PP/74AAHp4egMw8mQck0/MVVl+Gk0w7E4W5W/PHUKuiKwt0dln0zNGHr1eKgM0OGora2lqUlNLDo7O02x4G9+4+t0eCP8+vV2jvdEKfREzMlU8qTKZrMnZEhlZLgGZDBs2LAhIXvHQJXGyHjJYDl+v4/KyrlmRqT1vDayTYuKisnLy4ufnwNLnAHy81W5tBHQHiwzwKprBYLbb7/dHF9jYxO//e1v8Xp7qapaSmdnxwCbagTrDa3AwTpcSSnNLFvjGpKdnZVQ4pOfXxAXdc+lp6cXkAM0so4cOUI4HDazpFQXvv1kZ2fj8XjMTNmYlATiAanMDFvCdWj/fjVmr9fLD3/4CC6Xi2AwOCCwNlipVVNTIwd7omRNn8W8rAEvay4wMuK26czVk/r9MCklR44cSQiG1NTUQG0tl82H11sdtHvh5eMB2l7fRUNDPT093aYPY5xnVr+lqmopoILar7zyiplJpMTD55KZmcm///u/k5eXyxVXXBlf/JMDAsVWqqqWcumll/LLX/6CaDTK/rf3c889/4eFCxaybds2uru76OvzDbkNg8H8tNtvv2OAfUuV+a6ez+HOO+/kkUcewe/3I4SNZcuXsW/vvoSMfit1dXt5/vnnTbvt9XpNe1lTU8OGDTdx6aWXDrDbDz74EJ7iClx5xcRCffQce5va2p4RddO79tprqa2tZVXNVbTQfwxNJI8++ij33XcfDz/8sO78eYFz0quqNLSo9sRgtwmiMUl3IEahXvEaU3RAaoxYEg9ItYeg0pO+Jk9ygMqKUb7yox/9I8FOP1kL1+OevZyXX6/llopyGhubzBXnZcuWMW3aNKDfgbI6CDabPd5BqX8iZdwADjz9bwQCKoDS3t7G/fffDySWl9ls9oRJyvTp08wgjNOZgceTyRVXXGE6GKm1DkTKFXmDwXSf+idVSnS483Rnwutz5sympLTUFDVfv24djY1NbNmyxdym4exJKTl06FC8TXN/htX69evZvn07wWBgQHtjq5C8IR7f2NhES0sLfr+PQ4cOJbSNh/4JodWBhX5dHFUOeAtSSm74wlfMtvaB43WEm/dy1W23DdgP1pKmVALSQxGOwQfx3XtVIZTERcN2797Npk2buP/++1m1alVa29JceMzLgrsr4IV2eN8HH/ihI6x0egZbRbZmgI40IGV0QQK4ZNkyDh86ZNq2KdkOPrYkn63vdLHvZJDiyiraGg5QWVlJZmaWeV5YA8GpsHbPSw7yW0tjmpub8Hg81NTUkJmZOeC8M+xie3sb7e1tBAL+hE6dVvsViURobm7iiSc2m9muVvLz8+np6U2aDEqeeeZpvN4+M8MrGo1yww030nm6c8gSHmu5Yiry8vIT9sNXvvLlAWXFi5cspvVkKw0N9WRnZxMMirgml7L/gYDKVItEVNbDSy/90bz2+Hx+PvOZz5qTx6AlGGW3iYSSziNHjlg+5yMzM5P77//OoL8tmdqXX6FsrdrWPK0fdcFj2KXBNKQGw2imAHD//d8xdYays7MTFn/KyyuoqamhtraW6jU1vNAdpjuYiWPuKiqlpOn4MfO92dnZAzr0Wu3TV77y5bjWVL/tevDBh5AyRldXV0JzACt2ux0pSfBNoF/3yevt5ZFHfsj06dNoaWnB4VDd+qw2aaQkZ42p7/GaGliJz/cCMH36dBoaGpAyxq5Xd7F6zWqmTp3KY4+pwNa1115LRUV5gt6WsUBZWVlpLgACtLe3p7Tb1auqaXaov4PNB8jPyxmgSzgY1tLhW27ZSE8EWryTozHCfffdR0dHB/fdd58OSF3gNJwO43LqYNSEIgRtfVEdkBpjdEBqjCjKUILmrSE4HYYpZ1Beas1+seoDeb1e8HoJnpiOa9oSHLMv5buP/BgnETPY0tnZaa7gGxfoe+65h+07drDr1V3xVW8jQCV54AEVLFq1erXpxBgd+ZLbHBtYnaGiouKEbIT8/Dza2tp49tlnePbZZ1m9ZvUArRJD5PxMnCDrZ2KxaFL2ALS0nGDjxo0JDllFRTn33vs1c2XNcGKEEDQ01CdkRHk8HrMsb/WaNbz/3vu0t7fR0tJMXd1e1q9bx8IFC6mtraWxsYmKinIqKsq5+eabE1bpDAezPxgnBkyKDe0tUNkCb50MUR+vM5nj6eJw+0Guu/56yssrhswwGYlulJRQ74ewhAo3XN5fpcSmTZvMwOYLL7yQ1vY0FybZDvh0Cbzjha1t0BmBvb0qWypVl9GhMkCHo7y8gjvuuNP8O/n4n1fiJvDcG7hnXsqUZeu5aMkSPrJsAUDKQJTRndOqf2ftnmdoQRmr9sYqvJEJ4Pf7zfPeuv3tO3YM+C4jQFVZOZeS0pKEDEsj4BIMBk1tGlAB/9mzZ5u25KGHHjInlRkZLrNjnhIlV5O+VILnZWXlgEwpYuzxZJoi7DabHZfLxZVXXmlup7u7i02bNiV01QKlrXfDDTfQ2noyZRYEYHb1S9auql5Vbert1dbWsuKKa4BcslLM9O655+944onN1NfXY7fbR3zcXHb1OlpdbrIiPgqcOiJ1oTMWJXsweOkoqOCMkYHT2XiCrKpPYs8qpHz1J1iw4DB/3LnDzDa3NpYxsqOsGIuETz75VEJQ2DgfVYfPCLFYjLKyMjo7T5v2qq5uL9/97sNEoxEuuqiK7OwcvN5e7HZ7XDRc+WvhsMqMikajCUHzVMGkVDgcTmpqakxboBrrdJOdnRUPStlMHdFYLEpV1VKefPKppOxVQ2Nzn+nDGpn91pLIm2++mVOnTrFz506WLV8G9AejYKA21fLVV3P6WAC7gK/e9glc8RTwdDKjrKXDN920wTxmJkPJ3sMPP2xmSGkuXPyRGCe8UaZ4JsFBeQHjcQgaeyMsKNI6UmOJDkiNIYuzobUT2tMMSD322L+ZZXB33vlXpphiIBBImIgZgST7qf3kzVpMN9nMvf4OWt/6I/6Gt3C5XKxdu5ZDlgwCg/Xr1pnBG+VMqbINw/HYs3uPGcQpKSkxM6NSYXT0y8vLp6Ojw3x+9Zo1LFyw0JLCLdm9a/eAlPD+v9UY7HYHGRkZzJ07l8aXf2fqBthsdqRUaempnCRr5lJlZSUtLScG6MJYqagoN0XFN29+wiyzs2Zj3Xzz5/nFL35hdi80vlNKybZt2yyC5up5Y3vWbVtJJ3spHJNsO3gKnz0bkFw+PUrD3je5+eabzYDkaDJMrJwMqWwWG3BjUlc9438+1P9eozEQAqpyYKYHnmtTmmTv++CUQ2WHWheNhsoAHQvmFYSpbzmAa3oVJzLKeK8jzPxCR8oszFRlfUZprcfjMXX4du7caWZ5njp1ypxgVVZWDghaAZZgU39JnNJMEQQCgZS2MBVG105Q2ZeFhYVmmVsoFOSGG24cNEvCQAjBtddeO2i54Ny5c3nnnXcA4g0y1O81bLtBNBo1g2lGo4dDhw4NKiZsZDcYGBlS2dnZrF+3zlwYAUmotIrs6bmcOPY+TdP9vPTSS5ZA4a0JGQ3WhZl0EHlTIQQXF+lglAZy4raoNaTKi8+0KZXhgxmlo9Yuj9bjVb70EkffeZbc5Z/hlM9BKDyFj6y7lhXLl7J58xP4/T48nkxuvvnmARmZ1pI0a1AGoLR0Gm63m6amRjOg1N3dTTAY5MMPP2Tnzh0JEg1GN2Cj7O/AgQPk5eUlnOPZ2Vksvfhi0z9MJxgFEIko/8uwBd3d3dx//z+ktI0Gg3UG9Pt98QA6SaLtyneqqCg3s9z37d3Hvfd+LSFQZ2hHAURikjdPqAD/JTOyzGBUuiT7bKG4yZ4Mc/+77rpLZ0ZpaOlV5XpDVZlozj4ep8qQCsckTt3pcMzQAakxZF4m/LFTiaoqozH0+40V7OHa8RpdQHbs2M7uV/4D95wryCiqpHT5OnJnLOLEGy/w0kt/5J577hl2jEYZimHQlNgl3HDb39De1j4gfXqwIMVPfvITurq6cLlc7Hr11QEZS3l5uQn6TVaUDlUTs2bNMoM5MwtVttKhpg4aGhrM8TkcTiKRfjHxyspKjh8/Tjgcxul0UlJaytGjxwaU8FmdO6vjZzg91olWUVExFRXlZlmeVXNGiYf2tx422pcPh7UcMhX+cIw/NQbx2bOR0QiRhp00nLQP0DqYNm0aDQ0NZjkmjFyXpycCR+K+6o1TEzXOAFatWqUzozQjJtcBnyuFt3vhDx1xbaleKHOpLLy39p25flS6bLhpA2/W1fHyof3Ypy3l7dYQ3YEYK6ZlDGiJbC2V7Ue9xwhKuVwusrOzzCzInTt3ImUMjyeTjRs38vDD3yMcDrFt2zYOHXqXhoYGi15c/4TuzjvvNIPfRgne7NmzaGk5EddP2Yvf708oDX7yyf+mq6srIQvJ6IhVVlbGihXL4y3Pf2uWwRi/yyhTvOiiqoRymuSAfn19PatWr2LP7j3meNauXUvn6U727N5DYWEh7e1tZhZpe3s7t99+u2lLjcmt3W4zM6iczowEG7t9x44BmSQqaCcpXHAZ2dMrkbEIvqN7qA0fSQgUPvTQg1RXV6eV0ZCMlEojD2CR1o/SAJfmwevd0BuF44H0O8oml4kmd2JL7vJoHK9CCGKBHgo6XqMzZwkZuVP4MJpHpS9q8Rskjz/+OFVVVeTk5phSAEZJLCSWC2dn55j+WF3dXjP70DjHBpbrCqqqqjh58gRHjx4hFusPYIHyYaZNm0ZzcxOtJ1sHyBOYWxkiY6q2tpaioiLa29soKioCVHMbI8D97LPPJGSiWn9PUVFxQhfkYDDIl750N6D8Np/Px+23384bb7zBpk0PUFY2nc7O/mYUxueLiorNzwHK9gdVZ73LZo3cACRnnPfF4/5TdRKEZpLQ0BkhczKIml3g2IRASjjtjzE1S5ftjRU6IDWGTHFCnkN12vNGIWeYvasCM81mBxJDTHGwgMeePXuIRaP439vBR5bOpK7VSWZRGXOu/QKnDrxCTMqUQnfW1T1roOSf/ukn7Hr1VV7b8xrRaCRBiNtInzYCO4sWLeLQoUPmfVZWFl1dXQklJ9Av0r1ly69T/gabzZ7yd6646joAno2vfilHSBAOh/B4PASDIVMjwVghC4fDZiBs16u7zJK6mpoatm3bRnNzkylKbmBkND3yyA8xJpBGl62D7xwkFovGdV0yyMrKor29jby8KfGVRZV9ACrTKjnYNRT/9JP/j4C0k1syA1d+CXkzFxHDhtsWoefgs1xzxaVmFxjrfjl27FjCPQzMmtq8+VcJGQZWQjE43Kd+6aW5SutMoxkrhIBLcpW+1IsdcMALTUE4FYIDR5rOOLtvqGM61esrV8AHrQFeONjFse4IR5pP0fDH3zCzrNScFBn3jz32GJs2baKsrCyhvMzv98dFy+tN+2eIdoNM0lWSZiDFsJlGJlVZWRmPPfbzeCCpfED2EKjMVUO3yaCrq8v8foONGzcmCJk/88zTBINB87sgMePrwIH9eDyeuAh594DMrGXLl7F+3bqE0mZQYsCxWJTOzs4E4eXu7q6ELFCjXLGubm88azRKOBziySefMq8rqcoTq1dVs7++mZKqKwHoO7wdpwyqrBLZvy+tk/yR4otBSEKWXU8iNQqPHT5TCptPKLuU74A/PtuvFZRuyXsy1dXVZoaUFTNb6orLaD7Zxq7jfdjyynjpWIAV00rYuPEWs1nCgQMHsNlsxGJR9uzew2233UYgECAQCJjC3clYF96ys7Px+fxkZnoSAsAej4dLL72ULVu2mMEohfJ3YrGoaXdU45nUEgpSYjYuAHjuuedMexII+OnsVGMx7o2uzkbmeUNDQ4LO6e2330FFRTkPPvhQwve0t7exefNmNm7cmKATZdw3NzcnLIxag1CgOi9/2BWirPoGBHBdVT4ZaWRHDXeN8cYDUobWpkYzkXhDMdp8EYoydQBkMiAEtPkiOiA1huiA1BgiBFRmqg5UneHEgFSqrJY77/yrhM9bBatTYXWCLl9UzsVzY/zz/+zGVlhJycU1vHg0wKXTXeS5Ey/GJSWleL31lJSUJjxvOCXRaIRgbyfBXsgtmk4oFKShoZ5HHnmE6dPLaGioH+AkpMJud5gTl+QOfwZGuUlymVvL0Q+A/iwGhTS3NXw5mUxwZozWxqlaHD/55FP4/T4zC6uktATo3x9+v58bbrjRnKhaRd6hv+wv1e+QUhKISvxhiTck6fRH6fTHmLb2NoSlTXIMmOKOIT98lY9v+LhZmpL8/0/l+Cbr8gzWYSwmVTAqJGGGG66ZMuQO1GjOmCy7yr5blgt/aFclogvWfZLSxZcwNZpac2goBjumh3p9XombvMwpPPP2abwUMve6Ozj20m8HfNaamXrnnXea3a3y8vITshiMjqTJZSLGJM3IkCoqKqavr4/p06dx9Ogxurt7zAwmIWz8+78/npDhmaxfZWXjxlsStK6MYJS15G04/H7/oPb33YPvsnDBQp555ml6enpZv349K1YsN7NDCwsL2bTpATNrwloSY2B0FFQLKi1AYifR6lXV5kKBUeK0puYaTpf2qovkqYN882++QN3eOrZs2cI1a9eyceOtCWVQyaSTFdoVT/KY7Rk+O1lz4TDDA1fkw5+6VGnx4fqGEXenTWawLo9WH668vIJLl0teqe/lrUYfb54I0RWIcVHVUt45sH9AhlRFRTlut5uGhnp+8YtfMG1aKc3NLVRVVZkd5Y4cOQKohT0jI94IVBvlvX6/j9ra2gFablaMANbQep4yoXGBlebmZrPMNzPTEy9HTLQ5hhB5c7MScjeC/IatsZYeG3a8pqYmwd9MJlXm+/uNJ5m9Vvlh+f4jTM0pTfnZZIa6xkjZnyFVooPbmklAc08EgS7XmyxkOgWN3RGWFOuI9VihA1JjzNx4QOp0BGZanh8LLaBkJ8jttPHVP1/DsfYgOw930xmI8YcjfhYXO1lU5DSzpQbrMmLVDTlZtx0A11WfNV/3+/3mZ1I7CMLsBrN9xw727N7D9h07WLhgYcK7ktsBb9u2jTvvvCPBuXjgrzYQjUZZcsMdCUKboFK0oV+UeDCOHDmC05nBokWL+NOfXgGgo6OTTZs2mauJ1auqTX0GY5K4b+++ARkDO3fuNINjHk+m2R3HyBbD7iR/xgIefeZPeHLyKSqtIGp34g/LlFNGYbMT9XeDvxPpa2fZwlm01L/Nkfp6bDI8aCAyleObrMuTuhRJafv0RFXb4k9NBbu+jmnOMuVuuK1MlfFt74C86TMJokpGZ7jBkeYxONgxPdTrRkBjZfUaGsLTiGQUMGvt53nuwEmqZhTRWn+AP+7cYdo9IzP1K1/5smmLgHgWgwpAHTiwn0svvTRBP+8rX/kywACdFCPLyFpOl5yh1NDQwKZNm1i9Zo25TUP8t6iomM2bn6Cl5YT53u07drB+3Tqz5M1KckmNNcN1MLq6TpulgaA6lq5YsdzMmjKyN8LhyKCLANaAXnJnUWBABlY0JtnVGASbg/DpRvre/xOwdsA1cbBJPqR3/eyKz61np1mWpblwuKIAPgxAYwAu23Arrz7xr2l3px0NNpugZn4uU7IcvHi4h/rTEaYsu5av3fgJMp1q4dB6rhgBmVgsap5nBw4cwOfzJZT/OhwONm3aRF5ePldeeSVtbe0J39vQUE9r60msunYGyfqZBvn5BfT29iQ0MxgMI7sfVHDL6x3oH27cuJHGxiazU6rhSxr2wZohatjxVBnnTqeTRx75oamTag1YXXTJCirWfAphsxNsPcyx+lq4YfWw4ze+c7BrTCAGUcDb3sqvd/xe6zdpJpwPOsMpG4FoJga3Q9DhixGMSlx6cjUm6IDUGDPTrVwAb1SVSxkdOkbTbcqKdRXZcN5nFbnYWF3Eq/W9HGj2c7AtTHNPlEunZ1DgsZslF3V1e3niiSfIzc1h3vz5hEKhIb/L4/GYn/3e976fkG2UnZ3NPffcw4MPPpSgYaD0pHYlbMdoB5yVlY3X20tfnxLDtGY09bco9nLDDTfy/PPPE4tFE7oADhWMAjX5C4dDbN26FZtN7XhjFc4IiO169dW4BkF7XJvgtJmSvnrNGnbv2oXNZjd1VRoajpgrjjgy6Ih5+CCcj+vij+MD8gvUd/fGMHtLe5yCSKAXX1cbEW870d5T4O/gLzfeTG3tG9SsVWK9TWX5CPodtZ/97Ke0tbVRXFzM3Xd/acjfaiVVunlrCE6E1LH4+WmqO5pGMx7YhMqUWpgFtadVgL4lqLJGL8oCdxoZzqmO6eFeN3Rd3tzzKgWFUwjmLiCjdDF99hz2NAeRrkoKqiIEWo/yrS//Lb9/6n/YtOkBKivn0NJywpykbdx4i9mhCpSdMoJQqTDEfGfPnjWsjTLY9eqr2Gx2Vq9ZY9o3a+al9X2FBYUJWUcGyfou9957b1JZYWqs2n65uTkJrw3VjMFYELDqWhmdCJ988r954IEHWbV6FevXrUsQOGb6EjoDMQj14XtvB/n5qkQ6nWuikRk1d+5c6uvrB31vTKpSedABKc1AbAI+ORX+pRGYUsod995PmXvYj40ZF5Vl0t5cz1td+XT4M3ihwc+acjcl2YnGcGBARpCdnWU2Ytmw4dNUVJQnlNQ+//zzpMqcTNURMCPDxbLlyxIatxh0d3fxhS/cnpBtNRjNzc1mFqVhD1JRUVHOnXfewZNPPjWg0YLTqcQsy8rKKCkt5cEHH6J6VTV2uyMhcyscVl1Bt23bxq233tpvI4WNnvy5ZGXmEu1txV//MksHCTKm8puHusYY2VHN79Tx6H336YCUZkLpDkTpDsYo1uVhkwYhBBJVBTNNT7DGBL0XxxinTTnER/wqS8pI9x2rblPJYpoGLoeNaxbmMW+qm52He+jyR9l+NMCMDB/1e/5ATU0NO3fuJBgM0NYWoKOjk1gsamqRpBKwvPfee83HdntiZN7r9Q4x+RnoHEkpzQleV9dps+wDoKOjPa6lECMjw8XOnTspLS2hubmF3p5ec3Jjxbp6v33HDouDJYjFotjtNjyeTDIyMuju7kpwmgyhXqOdsEHyyv6DDz6EsDvIm7GIokuvpifqYFpcBFkC+Y4AbcfewW2Lseby5cwuLyXbZeelP+7g1d39k0e73U51dXVCe+hbbtk4oETTcAKHcwatpNJB6I1AfXwB9LoimD6OjrdGY+Cxw8eKYFkOPNumgqT7vXBRNoy1DMKOHdvNoLbH46G97RS0nSLQWMfMpVfSGc3GllVM3szF5M1czO/f89GWUUr+HDjZ10ssI5Msp4uPfEQFhz/zmc+Y2ic1NTXU1e01O9ypFXVBTU0Nh987bAaKWlpOJNjR1WvWxNuaJwqeG8RiUXa9uov9b79tavxVVs7Fqk8FKlvz3nu/Zr5vMB555JER7TND78+KoTHY2Ng0QCfPGFMoFEywv88887QZ5DK6thodC197v5kizwIE8Nk1Myi57u/Nz6VzTTQyo+rr6/na1+4d9H09EVUGXZyhg++a1OQ6VKbw71rhaEAdL+Wu8SnvrNtbx8svPAt2FzmLP0okdzq1xwNcVOzEd/wdXrR0p7Nqft5zzz2mn+X3+8xz0ZrdHotFcTozsDZfGYxQKEjdm3VIKbHb7UjZv2gnpeTf//1xhLDhdGYQDvcvWFo16wzC4TD3338/jY1NAxotgJJGMILbA4XX+7slNzc3c+LESdMe3n777VRUlPPQQ99NKimUVFSUm9lZJZdcTVZxBcQi3HhJIfM+9Q+D/u7B/ObBMPSjuo4e5uGHHx72/RrN2aSxJ4LOjZp8OO2C410RHZAaI/RePAtUZqqAVFso/frzRx75gdnp6d57vz7o+wYT0zSoKHRxy+VT2N3gZV+jj+OhTLw5FaamwPbt280MqX1795lO0KbbXqO1tbX/N1RWJpTUDVcKIoTA7faYOiqGAPnDDz+c0kmydhbs6urCbrcDajLn9/toblYRlQMHDlBfX5+QYp6RoWp2jTLB6lXVzJlTSUNDPcXFRXi9fSxbvozWk63mhEqJmBsovamWlpYBbd6NbS6+qIppS9eQM2c5wu6gJwpISfj0hxTYvXz+xqvxOG18f/cWOoJBtjUf5BvfUJOtPXv6RX2XLl1q6lTU7a2jpaWFhYsWpdyHxcXFZoZUuiTrIJwO94uYX5KjBKc1momkxAUbp8NvT6qSmfd9cHH2mU0Ev//97xEMBnG5XOb5BonnnNfrNc+lorwsTr37Cj6fj8z8qdR88i94/2SAjr4IBXOWAksTtv9mHxys95HpnMKlN97KzDwHb/zpxYTsJGuw6OjRo+bjZcuXAVgaLaj7/PyCeMCmPyjVr78kzSCT1+ulpEQF1W+//Q4zYG5kcBoZqcYEMrEUWqS00UY5YDJOp3OA/h30a7QEAgFT+8V432AlLj09/RNRo2vr1WvX8frRDqYsUn9fszCXktyk9p5DkG5mFCi9l8Z4gsYcnR2lGYL5WXBVIbzUqUr4uiKqO7L7LM/2Xty5EyklIhrkyhmS44EeGgO5vNMWxu/NJCyF6Yckd0u26mo+8sgj3HvvvXzlK19O8H9U4HtgGV4yeXn5ZGQ4aWsLUFhYyN13352wsCilRMoosVgUh8NBJBKJP98fjDIyowwphYqKcny+5O8WZhAqVTDKup2ysjJmzpplauQ9/vjPychwJQSjrOLqd9xxB2+3hni/M4KUMbwHnub1U7nMm5We/qpBU1Oj6d8aGp4GRkDq+1//PyzSjWA0E4iUkg86w2SfbSOlGTE5GTaOdYdZMd2Fw6bL9kaLDkidBS7KVh2nuiIqW2W4bntNTY3mZGK4wM9QOhsGrSeaeWfH0wTtBbgqr6Zw3gqmOKq4ZF5+gu6JNRuopaWZcDiM0+lk4cJFHDx4kI6OJ+nqOg0k6pOUlZURDIZStt618tOf/iwhpXuwNsLFxcUcj0TjTo80s6VAlZDMnDnTnJjt2bOH9vY2fvrTn9HZ2ZnQoQb6y9+2bNliOmg1NTVmeWJ2djYlJaXU1NQkTPiMLKxAMEjezCUEZlxOrkeVs5TmOllanokr1M7uP31ATU0Nnrj+g9FlMBgM8sQTm6mpqUlwfoz/1VNPPcn+/coxO3zoUMrMAGuZ3lDOkhXrJPFkEOrjh8/CLPho0aAf02jGFZcNPlsK/9qoWrCfCp+ZWGyq8628vILq6mpejQeAysrKEhpGmILYV15OieM0HzTUkmfPpNXnYMq0mUwpraA3EMUbjBGOSnpD6tbaF+O9jjCBzEoK5wXoPn6IaNCHx+OhsHAKx49/mBDsaT3ZysaNtyQEr6xZSL/4xS+IxaJkZ2dz7bUfM7MKrG3XjYmn0R00WafKKAusrKyMi6ercmiHw2lmNBh/Z2VlkZWVRTAYNG11Xl7egO6gKpNhP9nZ2eTl5ZuBKKfTSUlpianfYoixGxjBqxUrV5iLG4fqj/LPT73ElPnLKV48Xy0wHHuNi9Z+ckT/53Qzo0AFFroj4BRwWd6IvkZzAbI6H4qd8D+n1HGzr0ctIhY7z162VEFBAT6fj+nTp7NyxQr++MNHCLmmkLXwo3iKK5h7/Z1kdzWYWYmAef3fuHGjJUvKz2OPPcadd97J+nXrzM7Cy5YvY9/efSxbvowPj33IqVOthMPhhPI3j8dj6uBZ7ZIR2LbaIeN5a3mvwaWXXWb6joYNWLJkCQcPHmTatFJOnDipumpaMj9LSkosmdz9duShh75Lc3MzJ0+2cvvtt5tlfaFQ0PQ51SLt1wA1Od97MkTD6QhIie/wdhyhbgKBDJqaGgf1lVL5zUbGen19fcLCoZTKbwcoc8Pu3bvZtGkT999/P6tWrUr/n67RjAGdgRi+cIziDD1dn2zYbYJIDNp9UUp1ltSomRR7UAjxMeAngB14TEr5/aTXbwGMtCEv8NdSyrfT+exE4LHDZfmwu0tlBCweZoXFENMF5TSMltra2njZVxvRoJ/siz5ORySDPx0PsrrChTNFJDdvrgqQhMNhDh48GG8N3G06LlbdguQ2vICpMZWR4eLv//4bgOpOB8q5uOGGG5k6dapZBtPS0qxWDIWNu+++mx93tnCipYUZM2YkZCAYnZuMiZm1893qNWvY9eqrxGJRNm/ebH6v6vjiw+PJpKamhtraWtMp83q93HPPLTQ2NnHo0CFuvvlmM4PKMaWCOVVXkJGthKFivg4+Mj+P5fNL4p0tKpgzM3FS5nK5CAaD2Gy2hHK8ZOfHEFKHgeLyqUgu7xuMjRtvRUo1KTOCUavy1CqwbsYxcs43WzSZyLCp4/KZNvjQD0XOkQvtD3W+DRaot5aGPfHEZvNzAC1N+7jzH5Qtk1ISikh6g1F6A1GOtYd4p6UPd/5U3JdMpeTiq4j1tLKgJJuDu19MmLxZJ3hGAD4jw5WQhWTVs3vmmafNEpdoNGaKg3s87kEXJRobm8wuW8ePHze/X0pJfn4ePT095Obm0tbWxowZMwAlblxZOZcvfenuBOF2K4Zt8nq9CV31wuGwGVzbvl01vdhpKS2yagDe8Tf/h/c7wjjd85kSNzyx3lZ8x17HGeoERhaQSldz8bmXd5G3dDVSSj4zTQy7+HMuoW3R2WNeFvx1BTzfDh/4VNZmpxMqPUp2YbQ89dSTZrnaTTdtoKVFdaM07o3ju+fNLWTOvxpnQQV9Uxbi641S+6ddEA0ndPK1Lghas8ut56ARtPne975POBxGCMFf/uVfmoFw4/Pd3V0UFRVx+L3DbNmyhezsLLxeLzNmzKSktMQ85/1+/wA9J8DUCG092WpmUlZWzuXb3/4WjzzyQ7P0bvWa1Xx47EMAamquGhDQhv4uf9FohIqK8gTbaZWMAIhJyRstIT7sjiAErCqL8n6rnYCnmKYmZdsaGxtTZtCmoqamxrwWWDsu+uOC5jl2Vea5adMm02994YUXhtymRjPWNHZHzAZVmsmHww4fdkd0QGoMmPA9KISwAz8F1gNNwBtCiKellO9a3nYUqJFSnhZCXAc8Clye5mcnhMvy4LUu6Iyo9N/sITRTrF3whsqGSRfrhTZ0upHPrJzC7+o6aO2LUnsswJUz3Lji7a6MScr0+RebmgSZmR6zI11y9zmDzZs3Y+ionDp1ytRnsopbWlfcdu7cyfTp003nxciUMlLBvdJNVslMjh49Zmb9FBUVm6vzRkCqf5siIRMhFAqaWU5G6cyiRYvi5Sf9Ezyjs5bVkVv3qc+x4PrbCdqU2FKWU2JrO8D6yxal7PpixXB6rBlNyezYsd38vUuXLjX/x8lOq5XBOiMmE5PKoW6Lz42vK1KC0pqRc77aosnERdnwZg+cCEJTAGaOMP4+2Pk21LlkxWobgQTxbiEELqfA5bRRlO1kdpGb5rpnOH46QsHs5YTdxdjySvkgAO7lN1KavZf2w29QMiUvIfBkBMZBCZ6/8MILRKORhEmltSuWYWcN7Sbjd1l19ux2B6WlpZYMUxFvztCG0+k0defa2zsSgmM9Pd00NTVRV7c3oUOVyiK7k7q6vfGMVJW5tWzZMk6dOpWgHwNK/NzQhdq5cyfLly9j1ZVXIfKnUzhvGTuP9ndFDZ36gGJbJ7d99pPAxQP+B+lkf6ajLxWIQuZ8Zeu3/+N9fPOfvzfk+88ltC06+2Q74M9KVEfQF9qhPay0yOZlQkH61aUpOXDgAFJKM9CR3CzAOL4fe+zfaD74HFMXXUF4yhLyZy1BRufTtPsZ7HaHeR7fe++9pvyBEIJNmx6gqqrK7MrX0FAfXzDs76onpdJcysz0mJmUUkqczgwaGuo5evRoPFDlw+FwsmjRIlasWE5hQSE74+WyRrDaKJl79tlnAcme3XuIxaK4XG7KysrNcVrfs2/vPrKzs2hra+OZZ57m7rsHZtIbAS+7XU1FrLYT+nWoLlq5ioIlV9DuiyFjUS7K7eTShVVcunBjgj35+c9VhpWRSTsU5eUVLF06sEtojyU7Cvr1SgfrOqrRnC2iUlLfGSJXd9ebtORk2DjWFWblNBd2XbY3KiY8IAVcBtRLKY8ACCH+E7WcajpPUkpr27Y9QHm6n50osuywIhfe6FETr4VZg783Wdx6tCRfaJvq9+M78Do5VTfSGXDw4jE/H5npJstpMwMzRdkuAl2ncOdPxev1DnvxtWYxGat+oBwMI4h0661/wTPPPE1PTy9r165l6tSpQH9rYyvzKkrYv38/V1//SRYuWAgImpqaCAYDCRpPl152mekMJbNt2wuEw2F279rNF77whYSgk0Fn52nq6vay+sqrsBXPIW/mYl4+HgCbG6ddMMPVyaE/Pcs1a6+hokJNltKZQA31PzT0bex2e8JkOdlpTXd7BuEYHOqDnqhaBv+zUlV6oDljzktbNJkQAtZNgV+1QHMQSl2qnG+kJJ8fQ51LyZ8zsqxcLteQ7wW4quYjPP3005x++2ncWXlEc8opnLMcbzSDgnkrKJi7nCJniK5AlHy3PSGgVFFRzs6dO4lEVLQ4GAzFszqVVkp8jyQE/Y2uppCYCWFkEuTn59Pd3cOll11qdrPbvv0P5vukjLFoUX8g3evtM23ozTffbNpDY9s7d+4kFovi8WRyzz33sHnzE4TDIVPEOMOdyYwFS1lQtYxOb4Dm9i4KSsp48rCPqMzHOecyeqMgYxGCLQcInTjIt7/xd0Pu06GyP83yyrVrhwxIxSQc8oHT7eHQjt9T7m0a8jvPQbQtGgeEUDqLMz3wzCloCsLBPsh3QIUbcu1nlmmcHIC66aYNKW2NtbT4tC/Cjne7aemGiis20P3hQaZOLzNft2ZEgtJmMjLI++mXRBDxgRs6c1JKbrjhRrZv/wPFxcXMmz/fXNSLRMIcOnSIFSuWm7eHH/6euT3rouD27dvxeNx4vV6CwQDd3d1s2bIl4T1GJqWRWWnVmYP+hdC//Mu/TLnoZywuhqIxSpetJTLrYhWMikbwvvMMe6O9rL1c7VvrtcBq29Mh1f+lN+5alsc3sWrVKp0ZpZkQOnxRglHIdetAx2TFES/ba9Nle6NmMuy9MqDR8ncTcPkQ778DeP4MPzuuXJ6vsgHaw+CLjn1nqaGwXmh/+MNH8Pl8hF7/DZ5FH6OXKfzhSIBrZrnNla13n3uc052dTFv9KbKzs80WvNbJklUDytppyqrFZF1Fv/fer3H33XcntAA3JltGlxijROS9l57ChdK1MtqfFxcX4/XaTDFLgH179yV0BywqKqavry+uFxXvgCdjZop1WVk5breLhoYj2B1OHIXl7O92kuXOw1GxlL4Y2G1w+exsLqnI4p/+7y/x+Xy8uHOnOSFKt3xuMIYToj8T/FF4t0+ll2cIuHW6Eo/WjIrz1hZNJircsChLBVOP+WHBEMF6gIcf/q6pb3fffd9M+Z7kCeBQDFfKYaW8vIK+vj7VeryrHbraoeN9br3rKzz1yrsE3SW0R1z84UgAT7SP93f/Ee+JIwQCAdxuN8uWL+P1114nGo1Qvaqa1pOtgOpwFY1GqaycM6CbnYHRTQpUoP/aa6+ltraWrq6u+HaId05NzAZ44YUX2Lp1K9Wrqk2bPHfuXLZs2WLaXSNT1HjdsLHG9WDFFdfQl1HIkdMhEDaOBAFnFlnTphACkOB2CgoyHcwvcdPw5nYOfvh2Wvt/qOxPQzvKan9T0eBXrdnzHfBvd3wS910jKwk8B9C2aBwpcKrGC3u64eVOpf/Z5VVlW+VuKHQMDEwNtVA1WABqyDFkOvizFYX8f088jyy5mLyZS9ha7+ey6RmU5TgS7AEQbwST3AFPmGW/0+PBLONzZWVlpr1oa2sjNzeX/PwC0w8beD4m6n0aflxubg5tbW0IoVYSjNJjY+FwxYrldJ7uZOvWrcyePYuWlhMJPhwkZqinaq6w88UXcU9fwMyLaxB2B0jJJRWZuHvqeSncTVZOTkrNqGTbns61I5nkDCmNZqI41hXBMY7zRs2Z4bDDcV22N2omw95LFfodqHwNCCGuRjleV5zBZ+8C7gJMfY2zTa5DdTrb16uypOYPM/EaKZs3/8oiFHnroO8z9Ap8vl68+39P1uKPQd50dhz1EzzSQENDPV1dXRQWFlJZOZcjR44gZcxs4W3gdntMbaZkPYDp06czderUARMc6M9c2rbtBXMF7Stf+XLKsW7fsYMjR46Qn5/PjTd+YsAkzbp9Y1vGatuiRYvYt28fnZ2dpjBvcXExfTKDy2+6g15HHtIMWkkinR/iDpzgi5//JM88/RTP/8cBpk+fTigUwu/3s2PHdtatW592+dxgpNK3+e53H7KULSYessNlZPVE1GQ+LGFqBnymVB1rmlFz3tqiycbVhaobZFsYpg/T+MHIDBiqpXm6E0DruXX48GH27NlDLBZDSonD4eCb3/wWkFgCeM3atWz/wx/IyMggFApxzdq1lOZlcOMlU9jy308hC+bimn4RfnsWFVdsINjdjuz4kGMHVGbkN795n/n9jY3KLhkBKCP4DgMnZnfeeeeA8SfborVr17J161YzSK86Y4WRUpXVfPvb36LzdKeZCREMBvF4Mlm2TNlOYwIJqjwgnF1CyeoNHPDFwBcBYSPSe4qY7zSXLJ7LjNJC8jMd5HnsuC1iO+/U9iKlpK+vL2G8RjMHIQSrV69m3br1KbM/R9JVrzWkbgLYUALu89Nh17ZonLEJJXh+SQ7U9SgN0N6outZm2lRgyip8PthCVbp+WXI2oGFz5syZQ6xjD7YZq+jw23i1MUh2pI3P/cXtZGfYEhb4AP7hH76dsF1rliZglub2l+Gp5ipGlntl5dyUQSGrnuezzz5jduyMxWJUVs6lpLSEfXv3MXfuXA4efAe/35fQsQ8wOy5v3bqVztOdpj+ZmZkJiPh9Iq19UeZfdzshm1phqyjMoGZeDlOyncBy6t97l/r6empra4fPIk/j2mElElOLfAKVvavRTBThmORoV1iX650DmN32dNneqJgM09gmwDrrLgdakt8khFgKPAZcJ6XsGMlnAaSUj6I0Fli5cmVK5+xssCpfBaROhSE7CNMyxk5s2nAWrOVzqTD0Ch54YBMyGqLv3a2s+MSXqG8L4pi1kpnZ02j801N0dXXR0FBPfn4BPT09VK+qTnBuUgWbYOBqV3JnqH7/uP+HG9oAVVVVZtp5MBg0y1l6enpTpnJbJ1AG1jKXFSuWs2nTg3iKysktn09u+Xwcnmx64u+dmuOg1BPk1ed+TTTYR9TtxmH/lFny09LSgs1mUxO6PXsGnUCNFqOdMihdLOifLAcCAZqa1MQ1+Xu7wiozKoZqcX5TyZmVPGlScl7boslEvhOq89Wk7wMfXJwzuMC5oRtnnCfJpNuREhInkUePHiUa7S/9tZ6TRkfM/fv3c9NNG1Jm65SXV3Dzp2+ktraWVfOiHGju5Wi3E1deEeQVMX/2MoqdYU4HohTEoyZWWwXpa8UZKE2YTB5//HHTdirNFpUZ6nA4WLhwIQcOHGDJkiUA7Nm9x/y8oRmzffv2BDva6Y/yRkuQ7qA6HO02qCrLpPXQqxx6+zUATslG1l+S2g4Odi0yNGis9jQV6XbV6wpDfbzD/HVF5/WkUduiCSLTDlcWwOV5Sl/qtS5VFm8In8/PVMGrwc7ddP2y5GxAwwcxPlfWd5qIfSr2shV4Hbk8X+9nbqGDJRcvS+Fj9WO1MYb/Zsgf1NfXxxsoKPtms9kHtT1Hjx5L+Nso7TUWAxsbm9j/9tvmtpKx2exUr6o2JRasC5wHDx4EJAcPHmTdxz/J6UCM0/4oHf4YHf4Y2Fzkuu18ZH4Oc4pcZvkhpG8zm5oaLbpZ6YmCdccvB2WukTfc0GjGkra+KJGY1AGOcwCHTRCJ6rK90TIZprJvAPOEELOFEBnA54CnrW8QQswAngRulVK+P5LPTjT5TvAcqQPgiB9ePt5OKDbMhyzU7a3jhz98hLq9dQNeU2Vz/ffDsXr1aux2O6urL+f6qnzWLcqFWJTMojLcBSW4cqdQuWgpGzZs4Nvf/hbr160zg021tbVMnTrVzISyUlNTkyCka6WxsYn8/DxcLjfXXnut+byaqMiE7nOqxbDyiQsLC9P6TQYxKZVo+wcdzP/EF5l19econLcchycbGfRS5urllsuncPNlRVxdVUb1ykuw2+2sWKEmmlVVVQghqKqqorq6GrvdPqYldsk4HA7z/r77vklTUyNbtmwxJ8tz5w7cn4Go0k2JoSbwf16qg1FjzHltiyYbq/Oh0Am+mCrBkoNMh++775vcf/93Bi25MIJMqTrIJVNTU2OeW8Z5bkx2hBA0NalKp+zs7IT7wTCC1XNmVvDJ1Qv4m2tn87Elecya4gJhoy3iYvuRAC8e89PYEyFm+ZFPPvkUjz/+c1pbTw47blC2dPPmJ+ITQGlOBI0yObvdztq1a/H5fICM3yvRdLUYIMwurrm5OQBEY5K3W0PsOBqgOyjJ89j56OI8vviREmrm5/KZT17HHXfckdIe7dixnYceepAdO7YPei0yxiaEGNKeXrN2LZmZmUNmRvVEVDBeovQZL0lq3vDoo49SVFTEo48+Oug2RvP+cUbbonFisOMgwwaX5sFfz4CPFymdxvYwvONVmTTGuZ8cBE/XL0s+5g0fxMga6vN6CZ14B//+3zE1w4dE8kFnhGc/6OPdthCR2PDxQ8N/y83NMYNJGzbcxA033IjHk8n111+fsPBXV7eXRx75IZs3b46XAarmCSDIy8vH7/fz4Ycfmts29KmSsdsdpg9Zvaoam83O5auq6Q7G+LA7wtJrP8vMqz7Lgpv+hhca/LzWHOT9zggd/hg2Aasqs7m1uojKYjd79+1N8IEH2++pfruUkrlz56Zdrtce7+WgtTg1E817HSFcDu3gnyvY42V7mjNHJJcLTcgghLge+CfUNf9xKeV3hRBfBJBS/osQ4jHg08CH8Y9EpJQrB/vscN+3cuVK+eabb4757xiMoqIiSi+9ij//0a9wuj04BMzzwJSM4T9r6D9lZmYOuXIMaoJgaBUNthKdTDASo+7DPn50mwoW1XznSeYVOlhUnIHLLti+Ywd7du/BbreZac+DpXinwihJsdnsXH/99ebK2m9/+1u83l6qqpayYcNNbLrteiVGufAj5meHElb3h2P85ukX6Is5yZ82k6ziMkIWnXMZ7CUz3EH14nKq5paxc+eOhH1jtH+fO3cut9yyMW0x3bOFMZ7MzExuvvnmAc5WVML+XuiLqS5Af1Yydpl25zJCiDrDFozR9s5rWzTZOBWCx5tUkLXICXMzwTHC43okGVKDkWwPxmKbXb4Ibzf5eLuxzywVjgX7mJFj4+iBN2l4502kpTmDKvEZPBPz+9//AcFgfzc7I1jm9XrJzs7mnnvuARggrA7wk5/8JB7wV8LoGzZ8muziabzWHKQnnhW1fEYm1XNycKaZGvDQQw8SjUax2+1861vfHv4Do8AbhQNeZQersuGG4oH2r6ioiI6ODqZMmUJ7e3vqDY3i/cOhbdG5SbrHwakg/EcLhKQq4VuSPfiC0I9+9I+W83Jokf9kDNvT1NREIBAwfb9f/uZ/aLNNx1kYL62MRTixdydZodPceecdKbeVyhYMxSOP/DCux6kQQiCEjepV1ZZmDIL77/+HuB/3G7xeL0VFxXR2dpqaUdPLKzjZ5WfBJZdSOmseXYEYXcFYykUHGepDBE7jP91Cvkvyhc/ciMtSDjwSHzjVfkzXhkclvNatrkV/XTH6TosTyVjbomG+62PAT1C25jEp5feTXr8F+Hr8Ty/w11LKt4fa5oVqiwy6AlGe+8BHUaYtITtQM3mJxCTeUIxPL8zWWW0WRmKLJkVumZRyK7A16bl/sTy+ExgoqDHIZycbDz/8MH/7t3/Lj9fN56tbdkLFfA75oCQCsz1DT8AM/aehVo4N9uzZQzQaHbI0IhmXw4ar+33mX1bN1IWrkMD7nRHe74wwO9/B4ebTSCESavBHoqVkrPbFYlFT9HLbtm14vb3k5+dTX19PXd1ePvdlFXz6z6cHdjMJRSUd/iid/hin/TE6AzECEUnmohoyzfdAzN9NqL2BcHsD0n+ar3z7HwbdN8lp3+mK6Z4trONJdp6kVGUqfTEocMCNKSZjmrHhfLdFk42pGUoH6KlWlX3g7VUdSbNHoAs0FiW1yfZgLLaZn+mgZn4urz/zGJGcClzTqrBn5tMUAueCK1kwbzW+tib6Th3H19ZIw5GjNDY2cfi9w+zZvWdAUwlrMAogLy/PFDm2ZioklwUCdHf3mI97erx4PVPZcySABPI9dj66JI9peWqFJN3g/Nlo1pAKfxQOxoNR8zPh44PYv4cffpj77ruPhx9+OK3tjvT94422ReNDusfBVBf8VQX85wnoCKsFoiXZqZvVGOfjYBlEQ2HYHut5CLB2zQqllVkxnfe63JzqhWkrryUWCfPOqRBFmTb2v/Yyu//0CtAf4E538RD6NTqnT5/G0aPH4vp6qtwuuXFERUU599xzDzEp+cf/37+RN7sKX+E0ps2rISOnkBmAHzja1Z81YIv6CXadJObrINxzilhfO7FQfwCsFXA5ExsUjMQHNjiTBYXOsApGTXed28Go8UQIYQd+CqxHlQq/IYR4Wkpp7eh5FKiRUp4WQlyHKhHWTRaG4L2OMHYbOhh1DuGwCcJRaPdHKcmaFKGVc45JkSE13kxk9F1KeKMHdnbE15rCQfZv/S8uq1o0pPNvFdkdTLz3TDKkIHEF6i//11fZcbCNNm8MbI74mGP4Wj+kp/kDZE8rX/nSF9Pe9oMPPkQsngVwww03smLFch544IEEIW+PJ5N77/0aAI899hhtPX6mz13C4pVr6PBHzRV8KzISjDs1reRlROloqifi60IIgc1mo7q6moLCQtOROd3ZOeS+GYsMqTPd/8PRElTlnjbg9nI1idcoxnMl8Gxwoa8EGnSE4MlT0BZSx/kcD5SMod5eupyNc7hubx1bn3uOWCxGydxLKF94Kcfa/ESdieWAMhbF19aEv7MFf8cJgl2nuHbt1aZu3759exO6bIHKkkrOkLLyyCOP4Pf7sdsdRKNRMrLzmH/NZ4i6VL2bu6+Ray8pZdaMCvMaY7PZiEajI85IGAnpXM8AAjE40AtBqRZv/rw0cQHn0UcfNYMJd91111kZa7poW3Rh4IvCf52E5qA6FpdkDWzKkE6G1Gh8Dikl3//nJ3DNuBSbKwth+mqSQFcr/rZmfO3N/PVtn8XjsLF582ZTaH3RosUDGsNYsep75uTmmMHxdWvXEohI+sLqdtof5UR3gN6IDURSqpiMEe3rYEqWnYsXzKQo20lRtoP21mZqa2spKSlh3759ZhMDKSV+v5/8/Hy+/OWvDBjTSO1ycsZrOrzrhc4IrJsCl+Wl9ZFJy3jZIiHEKuA7Uspr43//PYCU8nuDvL8AeEdKWTbUdi9kW+QLx/j9e33ke2zYdUDqnOK0P8qcAieXTtctOg3OuQypCwkh1MVutgd+fwpO4eKiGz/PB2/vYZlUYpmpMAQvDxw4MKgDv27denp7e9m1axe9vb1ptx2+Zu1afvfLn7Nkzkqm5jqJHXmRnpZOSuetIKdsIa09YbJKZ5NVOhuAPxzxM8VjI9MpyHKq+0ynwOMQCRH9urq9cYHwGKtWrzadHyMYZc/wkFM8naUrV/HbZ/5AW7eXaas/S25c2sxYWRNAaZ6TpvffInC6hai3nVigG4A77riD8vIKduzYzq5duwBMp8UItL24cydf+9q9QzoyhvD7aDiTDLXh6InAUb96fONUHYzSnJ9MyYDbpsP2DnirF+r90B1RJXzjKS473Dl8JgGrwWyLLxSl+XSYw00d1J/oweYpIKtkJlklM833HOrrpvDia3jjSDtXrv04+3a/TMDXS3Nz87AlfgB+vzIe0WiE/NlLmbZiHVFhw2kXeNr2cvzd13i1dy6zbtloXmOMYNRIMhJGSjrXs1BM6fUEJZS74NMlA7OJ77vvPjo6OrjvvvsmPCCluTDItMPnp8FTp1Tm8gGvyuostGTVpFOmN5qsbCEEH61exIsvPsPFV15LRuFMmrvCtHaH8BSU4ikopXD+Cp5534+dGMy/mlmzqgkFA7zdESZ3weW8drSDXe89y7Rp06laWhUvp5O0hNxMWXApJyJ2Ziy+ko/MW0NfWPLfh30MlK1ygAB7pI+yQg8dTe9zeVUli+eUY7dNHzBua+apYT937NjOq/EuoKFQyHyvNWA3Ut9qpM0iIjE4HU/kWjzG3bDPc8qARsvfTQyd/XQH8PxZHdE5zpHTYaREB6POQXJcNo52hVleqrvtnQk6IDVBFGfAbWXw//74Fr6ZF1O+bDVv9aqShFQi/cnp0oMxmKM/1IrdiuUr+I/v3MMrR9/lz269natqahC1tdSsnEF5+qQ2YQAANbNJREFU+RT6glGOdgQ52hbkWEdQ6QEEUimzS8J9PeS4M8jNyeJYr5vSyz6OTUDOogX88f1OTp48yaxrPo8zOx+HSxXctQEv/+putV+WX0ss2EeWzc/KxbOZluekqf4AL72oWha/d7wJISWG22K0/l23bv0ApyWdVO+x0IoxGOsSllAMDsdFfC/NVeUBGs35itMG1xfDDDc82wZtlhK+rBGU8I2G4c7hkU6MhrIvmRl2PjzwIvt27UJKSUZmLvbcUuYsuRQ8hTR1BsjIyiMjSy3XH/RDxiU3YAv0MW9JH/NmTmfH20c59NabrKxayOXLLiIYkQSjEI5KwjFJUeVSIlKQPW0OOdOVyPK8qW6uXphLR+tF1IY6zEmb9RqT7mJGOqS69gx3PYvEg1GBmMqU+0ypEplOZrKX3WnOT5w2FSB9vg32e+FQnwqel4xgwehMStGsWAPd5jmWm0fMXUjUVYiroAxH3nSi0kZGdj6Qn3I7MeDt1v5A0NSl/TqeRyzldgAep41cj51ct53CLDuOcDevbn+a06fb8bvd+Hw+XjlxkKq7vzTs+I2AkxE0BxL2hTVgl8ouD2VbR1py3R5WftZMd2r/WzMoqWbdKctuhBBXowJSVwzy+l3AXQAzZswYq/GdU4SjknfbQ+R5tJj5uYgu2xsdeo9NIA4BX73mEo774bk2tULztlcFpYqTHJubbtqQ1iQhLy+Prq4u8vL6c47r9tYlaBr88IePDJkmnnwxz3LZuWh6JsGThzi89yWWXXktRdNn8857RzjR0YPNlYPdnYNwenBm5REAAr4YmVP7V/qPd0cBF/aimXjiz2XYBRkE6T7ViJMQsUiI7jc2I4NeeoVg+ceUrtS/b3uBcDjMoUOHmDlzJvX19ZSXl+N2uxNWwJKdlnSynqxt4IdzYH72s5/S1tZGcXExd6dwuNatW3/GmVHJzlUwpjpKhSRUuOGaKWe0WY3mnOOiHCh1wRPHfPQ5MtnXIynKEBQ4lYZaqsDEmZCqZGa4c7i6uppXX32VaDTKz37205R2wEoq+5K88i+lRAjBrTf/ecLE6qc/+ymdfVEKpleyaPkVNHb46PJFcbizwJ2lMkidUym59HoagcZDvgHfX7z8o+ZjGYtQFDjCdRddiRCC1lOnaGlp4Y033mDLli1cs3btmAaiDFLp6RjXM6OLbPL16H2f6r5Y6ITPTQP3IAHJu+66S2dGaSYEu1B6ZlkO2N0FH/ggHIMyV3qlxsn+yWhK+MxzrKeb+7/6VfN5KSVHjjfx6u43uHjFZZzq6Gb/wUPMW1RFR1cvbR2nKYqLuUsZQwhBfl4ep0+fxum0s2LpEkK+07z1+qvUrL6UywaU+OXwwn91EIvFzK6ePT09DIa1VLe+vh6fz4fT6SQSiZidhw2MgN3cuXN5/fXXsdvtFFi6L4/EdxsqszUqlSwCqEW/xYsXc+jQIRYtWsS7776bYmsaC02ANRpYDrQkv0kIsRR4DLhOStmRakNSykdR+lKsXLnywtOSAY73hAlHwamza85ZHDZo7I7ogNQZoPfYJGCGB+4oV7pS+3rhPR9EJExzjXxb3d3dCfegVpqsjDRNfPPmX9HQ0IDNZiMWi7Hv5a0UFBQk6JlkZGSw9qMfo/bV11lRvYZ5c+cTjUFUStra2jl46DCl08s4eeIElyyZz592PMep9hPm54O9p5kxo4KqBXMGrJxb27IPJf59JgGhhYsW0dLSwsJFi4Z9b1tbW8L9WGJ1rj71uY28Gy9VKXDATVPHt2xJo5loijJg29/djHvVjaz87J20h9UqNqhsqQKHEp7NsQ9e5jwcZ1Iys27derO8JB07YNirhYsW8cQTm6mpqUm58p+Tk8PPf/5zKisrueqqq6itraW6uprDhw5RU7OU8vI8II9Nm76DcGVj9+Rzw4abee/DEzSf6gZXLjgyIBalqCAXl0PQfPwokVAAGQnhskvuuOkqctz9nbaMcRhZtcPth8ce+zeam5spKyvjzjv/asDrg2XhWnWukkn1P+iNKC0XG6o0aryy4zSakSIEXF2ojtEdHXAsAF0R1Qk3uQPfcOeP9Vx46Y9/HFGXPus5lry4VTlT3QB++D+/xufz8V7nkQR9OGug6NIVi9my5WV6fT6aUEFrn89H7Ys7zIDUT37yT3R1dZGfn091dTW7d+/G7XYTjUZZ/9GPphwjJGbwf/yGG8wAXCo7YATsfvjDR8ymOlufe45nn3nGtJOQXlleqszWqISTQaUFFpKQ74BF2XDo0CGg/14zJG8A84QQs4Fm4HPA561vEELMAJ4EbpVSvj/+Qzw3iErJO6dC5AzWulNzTpDjsnGkK8wyXbY3YnRAapKQYYOPFUGeA146DQ1+CEuoSHO1zSBVKcQ1a9fy7DPPmH+PVB+koaEBgFgsZn7Wuj2n08lHr72WFcuXp1hBgz1/eImm+nrcgbncEV/JevY/+4NRmZmZFBTkA6kzwT567bWm45IqFXs0ZXeHDx3C5/Nx+NChYSelxcXFZobUWFNTU4PdncnCj3yUt3pVznOZS4n4purio9Gc73z777/Bpk2buHztCnIXLOOIT+mp9UXVrSmo+kwXOlXwPsc+Mlt5piUzI7EDhr0yRHaTv3fF8hUsXLiQn//854CytUKIQVf+16xZw549e7h8ycVcXJHFxRVzgfiEsi5eblet7Ged7RjPPrMDUN2uctyJv9OagVBfXz/sfjAWIJKF1Q0G6yw21IQ61f+gOZ6tcFke5GoPRXMOYByrT59SAam9Paoxw1RLY4bhzp9r1q5lx/btZGVlmcHudLv0Wc8xq61Jth+D2bxkv+vmm282farWU6cGfKarq8u8X7duPa2traaI+FB+lNU/Tc4QG8wWX7N2LdteeAEhhKkx1dDQwMaNt6ZdlmfNno/E4ERI2ZlIPA+nJANuKlFBxEWLFpkZUpqhkVJGhBD/G9iGuhw/LqU8KIT4Yvz1fwH+AZgC/Cy+uBw5l5s/nC1avVG8IUlxlg5IncsYZXsd/ihTdZbUiNB7axIhBKwuAI8dnm+H4wGVAj7Hk/5EK1VAZ8XyFSNecbNSWVlpdmjZuPFWAPbt3Tvkap+VVAKT+fn55grbl7/8Fb78ylaCwaCZRWANLA1XejeS1O10xmbFGuwarjwnFUZ2mXXfJROMQbCwgoq1FRju58U58NEpSqtCo7kQWbVqFS+88IL596V5SluoMaAC9kd8KmuqLX7LsoO7r5N9f9zGR668YkBwOvlcPNNGBunYgeQgeXJmp/V7a2trzceVlZVD2qTBskAHs/t/euUV084mM9LfX1ZWZtr8VAyVCTUYyWMIxqAjngm38hzvdKW5sFiYBeUVynf7wAcf+JV9mhvPlhru/FmxfAWHDx2ivr4eu91ONBod0blkMJT9SPecty78JdsrSPTfhvtOK4NJT6xYvoKSqVNVB76pUwf1/wwb7vF4aGpqTHsBct269ZzqPM1J6WZXRwibU2lilLlgdb76Hxk+ti7TGxlSyq3A1qTn/sXy+E7gzvEe17nGO6dCeJw6o+Z8wGGD4z0RHZAaIcLoeHYhcS60FD3sVV1cJFDsVLpSZ9J0IZ2ACMAHB94CYF7VJWc03uEYLovpgwNvsXXrc3QFwiNq1btjx3Z2795Nbm4uV1x5ZbzERX3HWAiWn0n7YCubNn3HfHz//d9JeC0Un1yfDPWrQC7OgisKVMmSZnh0q/ULm66w6sr3RrfKKAUIB/z4Wo5yzcWL8ViyC4c6F8eSpqZGtmzZgs/nM+3GULYo+bWxbLQwHGfSNXAkpHv9MfjQD41BWJClRKPPJbQt0gBIqQT5t7ZBFKUVOsej/Dghhj4nRnLuJ5+76Xw23e2Ppw0ySNfXSvd94Vh/Nq03Cid9YexO1QpxphvWFKj787GZmbZF5xYdvijPN/iYquvTzwsiMYk3FOPTi7Iv+G6JI7FFOnw3SVmYDTfb4Tcn1Op/bujMNKWMcjvjfjBH42wFogyGy2KaV3UJny6YYo4tXfbs2UMsFqO3t9dcXTS+YySZU4MJio60fXAy1uwygJiE3ii0h6A1pDrcgFpdvbJgoJi9RqMZnHwnXFWogriHvfBScy897hzy5iymrldpTZVkqLK+5HPxbFFbW4vP5yMzM9O0G1ZbtHDRogRbk1yGPJqMz5FOJEfaNXCkJF9/hiImVXAeYGXumA9FoxkXhICqHJjlUUGpBr8S6e9wqgDIUOfESLrDJZ+7Q9kNwy4EAgGamppSvsegbm8dz2/dSjQaHfJ9Y026vlaq90WkWpzwRvuDUKGktXa708nhnc/gq9vBff/yk7EdvEYzCg51hMjQsajzBrNsz6fL9kaC3lOTmFke+MRUlSl11K9EFz0jNFrJk7DBnJY3X1JaIyuvWjc2g09iOGfD+H5jTKk62qWabFm1ARYuXJjyu9IJJg0mcDzS9sHJ3HLLrfhjSlfioBd6ImrV1GBBPBA1VQeiNJozxiFUd76LFuZwIgh13XDAqzqXno6o11dtuJVPZZz9tt6pGi9YnzOypwYTER9NEPxXv/oVoVCI48eP8/d/f9+wAapU7dTHkpEEAdvDKsutOANmuM/KcDSacSPHAZ8phbd7YVu7KkXtCMOajX9N/euvkC2Do9p+8rk7lN0w/L7y8nLmzp2b8j2GzyWEQEqJ3W4f0gaNdRZVur6W8b5QDE4E1T7tjvRnmRvYUN1ap2ao20wPFP/VjfBXN456rBrNWNEbivFhV5gpWiz2vEKX7Y0cvacmOYuy1eraQS8c6lOZNCOxW8kp4YM5Lb/6vw8BZy8gNZSzUbe3ju9+5X9RUJDP41fVAak72qUKpiVrqli/I10Hp6mpkaysLKLR6IgFjoeiO6ICid5o4vNFTpjtgaU5UHIGWW8ajWZwprnghqlwzRRVOrO/F06FlJDtiRDk2tX5lzOOVz+rLRpOTN14b93eOrZs2TKiNvCG6K9xP1y21Zl0Jh0J6ZTpgSqvaQqoxytzz88yGs2FhxBwSa6yN7u6VHDKPaWEi677M5xC6YROyzgzrciRnLtWv6/11KmUdsXwtaSUZvOaoQJNo8nkHA09ESVIbmjNGcxwQ7lbZcROzVBdWHWTK81kp74jjE0IbPqid16R47LR0BnmouIM3A4tBpwOOiB1DvDRKWolqDMM+3phlhumj7D7nsFoM36sWMvcAP6wbRtSSq792MdGJJb74s6dxGJRTp/uMp9L1ckqVQv10a7MSQmv7H6N9vYOKivnpD3uVCV+UoIvpv5PHeH+QJTHphzSOZkq6013jtJozj6ZdtX96tJcVR67v1fpTfVE4W2vCgz3HjvES1ufGVHQZziGm6gNJSxs2JVp06aZJT2DZVKlItlujrbkeKQMVvo8FKGYChz6YioLeMnIdZw1mklNnhOuK+4Pku/tgbaQCkg1BVQApdwF7hSLjemeU0PZnfLyChYuWsSWLVuIRCKEQiHTrhjbN5oSWLPShyLZthgZUyUlJezbty8tGyClki2IWe6jUmWRR+KPrfc9ESV5ACCAykxYkAlzs1RTC43mXCIYkRzuCJHv1gGL8w2HTRCVcLg9zCWlOvMgHfTU+BzAY4cvlMGODrXCdjQAnRHI6W7h1ZdeHFfhSSvWMjfoX5V/futWs1NKOqK216xdy64n/pWCgnzzuVQOUaoW6iMNrkUk9EaUY9MTVY8r1v8Z5eskdhljbw9k2CBDqFXLDKH+dor+5+2i/7c/v3Urf9q7n9lLVzJ9YRWBWP932VDCmdV5ulueRjNRCKFKN0pd8JFC2N0Fe7pUiRhli1hxSwUfNh5lZkhpUjmSAv2PPfZvaXcUBTVBCwQCcb2W9DtBQb9dserLjCRrM9lujuUCxHAYth5gx/btCQ0mBiMQhXf6IBCDKU64eZqysxrN+YjLBityYXkOfBiA17qUxtTJkMrirHCrzm820R/gaWxsJBgMDhuY9vv9CffJGLbF6XSaGVDW5zMzM0fU7KG8vAK/38/Pf/5zysrK8Hg81NfXc/ToUaLR6IDxGhpxLUFVmhuTA8vs0sEh1ELDytyzX36t0ZxNjnaFiUmJXafynZcUuG282xaistBJjnZshkWb83MElw0+XgzzMuH3p1Q52OmMIryOLGprX+aWW24Z9zEll578Yds2wuEw0WiU2tpa0zGBoUVtVyxfwYwZ6U/aRrLqH5VwOq4x0BMXu0zGbYNATBATdnwxtVI/FAJYfduX6T3diSsnD6cnE1CTKo9N/Y/mZamsKG2DNJrJg9sGVxfC8lw1Gdzb2ktGZg5TF1Rx2KfO7TyHKvfId0CmDZqbm4H+++EoL6/A7XZTX19PbW3tiAJChk2dNm0ax44do7q6eswytwweeuhBotEodrudb33r22O2XauNz8nJGXbRoC+qStFDEkoz4LPTdJaD5sJACJUtPcujMqVePQ3v9qkgVVsI5mb2ZzwVFxfT19c3bGB6ODtl9ddWLF/BQw89yLPPPIMQIiFANRKs33nHHXcAJGRIgcqC6ozAMT/4U/hWDgH+vl78vb04bTCzbDoZNmWrXdabUGXWC7K0X6U59wnHJAfbQuSlSovUnBfYbQK7DQ60Blld4Zno4Ux6dEBqkrB48WIOHTrEokWLePfddwd93/wsuHsGPN8G7/syWHLtTdhiUd73wRSHWuG3j1OwPbn0ZMXyFQlCl8aEBBhxZ6uhBDOHW/WXUomIt4VU6Zw1BiVQGjPlcb2BcpdaZYtJ8MXbA3uj0BexPLbcvJF49xani+yp0wBoO/IeXQdf54H/dau5uqnRaCYveQ74aBGsn5JDexjqffCBT5XPdEXUDVSW46pbvkhH4zHs4QB9URWkGq5c+kxL5YYq57MyGkFhY5HAuB8rrALmV1111aAdU2PxRYIP/CpjdYYb/rxUTToh/WuhRnM+UJwBnyoBZ9277Annw9Tp7PfCRR/9FMLxHB9Zs3rAOZ6q6ctwDQSSbYtx/ksp+drX7j2jsZeVlZnZo1a/zNC26ovCEb9aEATV7fSaQpUJ5hDqJgTs3v0OmzZt4v7772dV+fQzGotGcy7R0BkmEJHkuHR09Xwm323jyOkIC4qiTBlpV7ILDB2QmiQcOnQo4X4osuzw6RLY71Ura10RO6fiKd821GRrilNd/NNdSbrnR//K00//nk2bvjNked1wWJ0Su91ursQPtb2nnnoSd2UV8+fPN58bqWCmlCoDqj3U363JoDRDBfIq4tpbqcrnbEIFptJJAQ/F4sGp+OT0/dZONj3/BE2XzaVi1arhN6DRaCYFQqgJYXEGrMpXQekjPhWgagqq0t7MolIyi0oBpeFnA7LtSvelOCP1AkB5eQWZmZk8/vjjVFVVcdNNGwa8ZzRBpZHYx+SyaatdHkuSbbx1XJF4EKojrO6NUNi8TPjU1ESbPJJroUZzvvD/vvl/2PlSLXf838eZ+bGb6XVmU/mxz+LyKP/GGgRP1fQllY81lI05UztgtSeDlTCHYirbq1WpOOAQcFWhKldMZS9XrVrFCy+8MOT3bty4kV//+td8/vOfZ/PmzSMas0YzmfBHYrzdGtTaURcAQgjcTsG+k0HWzvIgtHj9oOiA1CRh0aJF5qpwOggBF+fA0mwVgPmgT63wNwf7W53jT9Q+Mh4b95n2/hKJGfMW0OH1AUOX142EdMtBDhw4QGb+FJrbOs3n0skwiEm18tYZVregJQhV6FTiuIuzYErGmY1/MDJs6lbgVH9v2rSJbdu2AQzrVGk0mslLph0uylE3UIHn1qBqKnEyqDRQjPLfHr/qojk1Q2VdJnc/PXDgAFJKDhw4kDIgNZouVSPJwDLsuXE/lmV6QxGyNHjoSmrLXpKhOshenjdwgjrSa6FGcz5w//33A5v4y2WzqCyHF9pUUPw9H5xyKAkAw8akavqSiqFszJnagWR7YkVKaAnBcb8KOgtUEOrKAqWFOhp+/etfI6Xk17/+tQ5Iac5pDrWFiEpwjlc5i2ZCyXXZONkb4WRflGla+G5Q9J6ZJJxpaYJ1hX91gSopM8pPGnwqUygchb5BPj/FCXM98PofnsHh7yHiyR1xed1oqaqq4sXf/45ZM2eazw1VluePKketPZRYjpdjjwehstWEZ7wC0cqR7L/XaDTnB1l21R1zTmb/c76osq17e9QCwImQuuU7lC01JCGqqqo4cOAAVVVVKbc9mg54IxErH66UZyyJSlUqfTLU32XUoMKt9F/mZ6rS8sHQZXqaC5HkLKFbp6uMzO3t8UXGXpXtPdOduulLKs5Gl83B7EkoBu/7+sud52Wq8ryxWhD8/Oc/b2ZIaTTnKj3BGIfbwxRk6uyoC4ksl426liDXzbNj11lSKRFSnkmfi3OblStXyjfffHOih3HWiVp0kQz9I0MLqTeiglYxVPbUL2+5CocNfvL0SwO28/3vf49gMIjL5eIb3/j7szLWL3/iKiD19xv0RZXGS1u4/7mpGUoAdG6m6k6jz/MLCyFEnZRy5USP40y5UGzR+UprUAWm3u5VttSOymQYz4D42WIkdt8XVVlkpyyLBDZUIO9CacuubZHmbOCNwJ+6lJ0BVf42062CU6OxMWPp13WFVSZXWKrxfWqqkknQTAzaFk1eXjnup6U3QoHWE7rgOOWNsKbCzeyCMS7bmcSMxBZNihCtEOJjQoj3hBD1QohvpHh9oRBitxAiKIT4u6TXviqEOCiEeEcIsUUI4R6/kU9u7PGuJNNcKmBzSS6sKVBivp8uVeLoFW4l0t0XUy24U8Ung8Fgwr1B3d46fvjDR6jbW3fWfoOUquTjoFetFraFVRr4xTnwv8ohtvVR/mx+EVv/49FzfgKomXi0LdKMhBIXXFcMfzsTFmapYEy9H17vgXe8StC3NQRvvPMu//h/fzTAVkqp9JUC8QWD7oi690chHFNlyakYD9s7mN03iMWzoQ54YW+vyhKLohYGbiyGe2bBZ0rh4tzzPxh1NtC2SANK1/JjRfBX5aorX0RCgx/e8iqNuzNluPM7mVQ25829dWzZ8Sfe8UrC8QYFf12hg1EaTSrafFGOdUW0dtQFSp7bzt6TIcLRCy8RKB0mvGRPCGEHfgqsB5qAN4QQT0sprXn7ncDfAp9K+mxZ/PnFUkq/EOK3wOeAX4zD0M95ch1wyzT402l4DKXBtN+ryiqs9tLlcpkraVZe3LkTn8/Hizt3ptUZqm5vXULb4aEIRFXZx6lQvKsdKhC1LBdW5UFevOTjvvvuo6Ojg/vuu4+77rprBL9eo0lE2yLNmZJph5umqtbt2ztUxpC1Wx/li7nstoV0dJ9mf6+aVIbjwajhXBMbanHBIdT35Dlgz779+Hx+nnv2WYC07O9ISWX3oxZx8s5wYjbU0hylF1PiSrk5zQjQtkiTTHEG3FwKh/tgZ4fSsdvvVfag3KUWHx0jWJQbzK8bjGR/782336bFUUDFyhVIKbkiX2lF6S7DGs1AYlKytyVAZobQwtYXKC6HoCcY44POEIuLtaOUzIQHpIDLgHop5REAIcR/Ap8ETMdLSnkKOCWE+HiKzzsAjxAiDGQCLWd/yOcPNgEfKVSlb20h6I2qTKR5HiiKZxUOls59zdq1ZoApHYYLYMn4intryDKRQwmUX5IDVTkDV9offvhh7rvvPh5++OG0xqDRDIG2RZozRoj+RgrdEWXLjO6n7586jfTkkVkwhZ4kbSWnAI9Nif5m2JQWSzB+C8RUKWAsHsDyx1Qw6OJPf4Gw30dXy3EOtbawIKJs41j6uYbdj8r+7qXWDnmgyoaWxm2z7l49pmhbpBmAEKoZwNxM2NWlbt3xzEpQNiDXrhYbcx1Dn5MjLdMz/L2r162nIww9xZUUZmYT8vVRdPglav4s1WGo0WgAmnoitPljTNXpwhc0+R4bB06FmJ3vxJOq5fsFzGQISJUBjZa/m4DL0/mglLJZCPGPwHHAD/xBSvmHVO8VQtwF3AUwY8aMUQ34fMRtU6UW8zKVttRhH2QFYapTrcxlpDhvVixfMaKVeWsAKybBF4O+iNK48kbUROc91egPG0qc/JIcVVY42ETrrrvu0plRmrFC2yLNqBFCiXbnO2GeUbpSUkA4HkwKxlTwyWNTN8cQPomMB6KCMRWMagnA8fitx5NJceVCiisX8pZXZZC6bf03V9JjUNlY5k32P45IVSIYit+HZf/jvqgKihmUxjvkLczq7zSqGXO0LdIMitMGNYUqGPyBD971Kg03QyP0REi9zyVUkModtzfuuM1x2dILXkdicf8sCtkLVnDN3BX4Y3CoDzIys2mse5WlfUf569tG1iVUo7mQCMckdSeC5Lh0ZtSFjtMmiEp4tz3Eimm6kt7KZAhIpTpD0yqwFEIUoFYNZwNdwH8JITZKKQf0hJVSPgo8Ckow74xHe57yq1/9CoDyEqjrUSnhfVE4GoWjAShwqMDUFOfANt2pMLRRQrJ/xb948QouzSnllBS8ejqGsPXPxG76R/X9UzOUPtRF2aNvE6zRjBBtizRjyte//nV+/OMf89WvfpUf/OAHlI4wS1sI1XQiwwY5KPt4Sa56rSscD0751X1XRAWt/LEhN3lGTHOpAJQOQo0b2hZphqXACZflqVs4Bi1B1filMQDNASXDEIwASVpTAhWUyogfZamC1DGpPp+MQNmhhVmw6s/WYBNrzuIvHJxk26rRTFYaOsP4wpJinR2lAQo8Nt5rDzO3MIM8nVpuMhkCUk1AheXvctJPL18HHJVStgEIIZ4EVgMDHC/N0FRU9P8LVuapzKQPfEqYt94XbzscUV2kCp0qWBSRagUtItUKejR+H4kHoVJ5t47iMnLijwscSm+k1AWlpRWUuLT4rWZC0bZIM6b8+Mc/JhwO8+Mf/3jMJ01GFtbSuEENxlTpTlc4rl9luffG6+xsqDJt8170Z1Zl2dUt097/OMuuviN3MngKFxbaFmlGhNMGMz3qBiqg1B6GjpAqtT0did+HlTRDIAaBYbZpI+6fuVTn0FKXWpgciVbV2eJs2laNZqwIRGK83RrUQuYaE7sQZDgEfzruZ/2cTDLSyfK4AJgMbuYbwDwhxGygGSW++fk0P3scqBZCZKJS09cC52ev0LPMb37zGwA++9nPAqqMZFG2uvmicMirglPNQdXpjvDw23TZINuuxDZz4vc7n/0f/vNf/x8brrmC+x7cNOj3azQTgLZFmjHlq1/9qrmKf7Zx2VTmwtQLp6Pw+Yy2RZpRYROD24NwTAWrfdGkADUqK9NopJDnmLwi5eNpWzWaM+VQW5ioBKcOOmgs5LpsdPRFeb05wOoKNzYtdI+QcuKztIUQ1wP/hErAeVxK+V0hxBcBpJT/IoQoRTlUuagkHC+qg0yPEGIT8FlUUvI+4E4p5ZB9bFeuXCnffFP7Z1auuuoqAF566aUh39cZVsGpsOwX4nXZlDCv06ZWzoxAVCrdqdF+v0ZjRQhRJ6VcOYbb07ZIo9GMGG2LNBrNZGCsbdF4c77Yop5gjGff76Mg04ZdBxw0SUgpOdUXZVmpi4umnp9d90ZiiyZFDqGUcquUcr6UslJK+d34c/8ipfyX+OOTUspyKWWulDI//rgn/tr9UsqFUsqLpJS3Dud0na/s3r2bj33sY+zevfusfk+hE9YUwFWFcHm+KhdZkAVzMpX4+DSXes9IglEazWRB2yKN5txhvK57E4G2RZrhOJ+Pf43mXCYck7zWFMBuRwejNCkRQlCUaWfvyRDNPWmUHZ3nTIaSPc0YsGnTJrZt2wbACy+8MMGj0Wg0Go3m7KKve5oLGX38azSTj5iUvNES4JQvqoXMNUNitwkK3DZeOR7gurk28twX7vGiA1LnCffff3/CvUaj0Wg05zP6uqe5kNHHv0Yz+Xi3LURDZ5ipOhilSQOXQxCKCmo/9HNtZRauydA1YgLQAanzhFWrVukVMo1Go9FcMOjrnuZCRh//Gs3k4sOuMPtOBinKtCN0qZ4mTXJcNjp8UXY3BbhypvuCLPPUSj8aAH73u9/xu9/97rz5fq2toNFoJhPaJmk0mnMdbcc0mtS0+6K82higwGPHPlnbU2omLYUeG009YQ6cCk30UCYEnSGlAaCoqOi8+n6traDRaCYT2iZpNJpzHW3HNJqBeEMxXjrmJzNDkGHXwSjNyBFCMCXLzoHWIAVuGzPznBM9pHFFB6Q0APziF78A4Lbbbjsvvl9rK2g0msmEtkkajeZcR9sxjSaRYFRS+6EfCWQ6deGR5syxC0GBx86fjvsRM2DGBRSU0gEpDXD+BaS0toJGo5lMaJuk0WjOdbQd02j6iUrJ7sYAPcEYUzK1iLlm9GTYBXluOy9/GKC6XDK3MGOihzQu6FCu5rzh0UcfpaioiEcffXSih6LRaDSTHm0zNRpNMtouaDTDE5OSt04GaeqJ6GCUZkzJsAsKMm3sbgrwblsQKeVED+msowNSmvOG++67j46ODu67776JHopGo9FMerTN1Gg0yWi7oNEMTW8oxh+P+Xm3LURRlp5Ka8Yep01QlGmn7kSIt1pDxM7zoJQ+izTnDQ8//DBTpkzh4YcfnuihaDQazaRH20yNRpOMtgsaTWpiUvJBR4hn3++jwx+lJNuBTWgRc83ZwW4TFGfZeOdUkDdbAkTP46CU1pDSnDfcdddd3HXXXRM9DI1Gozkn0DZTo9Eko+2CRjOQ3mCM15oDnPBGKPTYcepueppxwCYEU7PsvN8RIRgNUF3uxmk7/449HZDSALB169YL+vs1Go1Go9FoNBqNxiAmJfWdYepOBLHboCRbT50144sQKlPqeHeEcNTPqgo3Hsf5VeSmzyoNAJmZmRf092s0Go1Go9FoNBoNwGl/lDdbgrT2RSjQWVGaCUQFpey0+aI8/V4fVSUu5hU4z5tjUgekNAD87Gc/A+Duu+++IL9fo9FoNBqNRqPRXLhEY5ITvRHebQ9zyhfFZYepOitKM0ko8NgJRyX7TgR5ty3EstIMZuU5sZ/jZXz6DNMA8Nvf/haYuIDQRH+/RqPRaDQajUajufDoC8c41hXmcHuYQCSGx2mjONOG0KLlmkmG066ypYIRyZ6mIO+cCrG81EVZ7rkrsq8DUhqNRqPRaDQajUajSRshxMeAnwB24DEp5feTXhfx168HfMBtUsq94z7QQYjGJB3+KO93hvmwK4IA8tw2clx6eqyZ/LgcgmKHHX84Ru3xAFM8Ni4ucTHFY8flOLcCU/qM02g0Go1Go9FoNBpNWggh7MBPgfVAE/CGEOJpKeW7lrddB8yL3y4H/jl+PyHEpKQ3GKPdF6WxN0KrN0okBk47TMm0nbPZJZoLG4/ThscJ3lCMPx7zA5CTIZiW46Aky06+2052hpjUx7cOSGk0Go1Go9FoNBqNJl0uA+qllEcAhBD/CXwSsAakPgn8h5RSAnuEEPlCiGlSyhPjMcBgRNIXjuENxWjujdDUEyEcBZC4nDZy3Tbsk3iSrtGMhOwMG9kZ6nEwIjnaFeb9jjACcNigOMtOYTw45XbacNsFbofA5RA4JliDSgekNBqNRqPRaDQajUaTLmVAo+XvJgZmP6V6TxkwJgGpYETS4o0QikpCUUkgrAJQXYEYgfhz4ahESoHLAZkZNrIcAGryHYpKQI7FUDSaSYfLoY57gFgMTnijfNgdIRqTqHNAIoQgwwZ2mwpK2QS47IIMu/qsx2HD7VB/Z9gFUzw28tz2MR/rBRmQqquraxdCfDjR40iiCGif6EEkifeN+5jSEA+cFPspCT2m9Bnrcc0cw22NO2NoiybT/1uPZSCTZRwwecYyWcYBYzMWbYvGh8l03KTDuTZeOPfGfK6NF87umMfLFqVy2JOjO+m8ByHEXcBd8T+9Qoj30hmA3Z2Z6XBnZQmEQNgEAhEJ+LIc7sw+YrGYlDKWznbOJtGgP8fu8vRO9DgM9HiGZ7KNaVzGI4QQQqRW8ZdIkFJKKYnFYsGedkF69ittW3RBBqSklMUTPYZkhBBvSilXTvQ4rOgxpYceU/pM1nFNFGNliybTftVjmbzjgMkzlskyDphcY5koJqNflIpz7X91ro0Xzr0xn2vjhXNzzCloAiosf5cDLWfwHqSUjwKPjsWghBBvhvu6J82+FUK8Gfb36vEMwmQbD0y+MU3G8Yy1/bKN5cY0Go1Go9FoNBqNRnNe8wYwTwgxWwiRAXwOeDrpPU8Df6GSL0Q10D1e+lEajebc4YLMkNJoNBqNRqPRaDQazciRUkaEEP8b2AbYgcellAeFEF+Mv/4vwFbgeqAe8AFfmKjxajSayYsOSE0exiRVdYzRY0oPPab0mazjOteZTPtVj2Ugk2UcMHnGMlnGAZNrLJqhOdf+V+faeOHcG/O5Nl44N8c8ACnlVlTQyfrcv1geS+BL4zysybZv9XiGZrKNBybfmM778QhlKzQajUaj0Wg0Go1Go9FoNJrxQWtIaTQajUaj0Wg0Go1Go9FoxhUdkJpghBAfE0K8J4SoF0J8Y6LHAyCEeFwIcUoI8c5Ej8VACFEhhPijEOKQEOKgEOLLk2BMbiHE60KIt+Nj2jTRYzIQQtiFEPuEEM9O9FgAhBDHhBAHhBBvCSHenOjxnEsMZyPiYqH/X/z1/UKI5el+dhzHMab//zTGslAIsVsIERRC/N1IPjvOYxmz/ZLGOG6J/1/2CyF2CSEuTvez4zyW8dwnn4yP4S0hxJtCiCvS/azm7CGEKBRCbBdCfBC/L0jxnkF9gnQ+P97jjb8vpW8lhPiOEKI5fhy+JYS4/myOd4zGPFn3ccrzdrz2cRo2R4hxuF6fL5zp9VUIscDyv35LCNEjhPhK/LVRHQujvL4Ndnye8fl0puMZxoae8T4a5f5Jef2foP1zVo6hNMYzYr/kLO+flOMZ8+NHSqlvE3RDiQA2AHOADOBtYPEkGNdHgOXAOxM9FsuYpgHL449zgPcnel8BAsiOP3YCrwHVE72v4uP5P8CvgWcneizx8RwDiiZ6HOfaLR0bgRIMfT5+PFYDr6X72fEYx1j//9Mcy1TgUuC7wN+N5LPjNZax3C9pjmM1UBB/fN3ZOE5GO5YJ2CfZ9EsXLAUOn419om8j/t89Anwj/vgbwA9SvGdQnyCdz4/3eOOvpfStgO8k24bJsI+HGfOk28dDnbfjsY/TtDln/Xp9vtzS3J+DXl+TtnMSmDnaYyHNMY34Wnum59MoxzOUDT2jfTSa8cT/PkaK6/9E7J+zcQylOZ4R+yVnef8MNp4xPX50htTEchlQL6U8IqUMAf8JfHKCx4SU8mWgc6LHYUVKeUJKuTf+uBc4BJRN8JiklNIb/9MZv024KJsQohz4OPDYRI9FM2rSsRGfBP4jfjzuAfKFENPS/Ox4jGOsGXYsUspTUso3gPAZ/I7xGstYks44dkkpT8f/3AOUp/vZcRzLWJLOOLwy7j0BWfTb70l5bb6A+CTwy/jjXwKfSn7DMD7BsJ8fY9L6vknmW412zJNxH0/0eTtZrtfnC2N1fV0LNEgpPxynMZ3JtfZMz6czHs9Zmledrev/uO+fJMbqGDpbfsnZ3D8pxzPWx48OSE0sZUCj5e8mJjjIci4ghJgFLENlJE0oQpXGvQWcArZLKSd8TMA/AfcCsQkehxUJ/EEIUSeEuGuiB3MOkY6NGOw9Y2lfRjMOGNv//2h+11jb3NFub6z2y0jHcQdqlf5MPns2xwLjvE+EEDcJIQ4DzwG3j+SzmrNGiZTyBCinF5UFMSgpfIIRfX4MGIvv+9/xsojHR1JuMQpGO+bJuI+HO2/P9j6eLNfr84Wx2iefA7YkPXemx8LZutae6fk02ustMOi86kz20dm6/k/o/mHsjqGz5Zec1f0zyHisr89ilMePDkhNLCLFcxOeYTOZEUJkA/8NfEVK2TPR45FSRqWUl6Ai6pcJIS6ayPEIIW4ATkkp6yZyHClYI6VcjkqH/ZIQ4iMTPaBzhHRsxGDvGUv7MppxwNj+/0fzu8ba5o52e2O1X9IehxDiapTT9fWRfnYcxgLjvE+klE9JKReiVhQfHMlnNWeOEGKHEOKdFLcRZYWMl08wVuMdhH8GKoFLgBPAj8Zgm2d7zGPOGIx3qPP2rOzjEXz/cO/RNmcgo94nQogM4BPAf1meHs2xMJmutaMdj/F8Kht6pvtoslz/x2o8Y30MTTa/ZDTjURsYo+PHMZJRa8acJqDC8nc50DJBY5n0CCGcqIP+CSnlkxM9HitSyi4hxEvAx4CJFINfA3wiLiDnBnKFEJullBsncExIKVvi96eEEE+h0kRfnsgxnSOkYyMGe09GGp8dj3GM9f9/NHZzrG3uqLY3hvslrXEIIZaiSnmvk1J2jOSz4zSWcd8nlu99WQhRKYQoGulnNSNHSrlusNeEEK1CiGlSyhPxcqZTg7xvMJ8grc+P93iH2HarZVv/BoxJM5KzOWYm5z4e6hp0VvZxut+fxnvG8np9vjAWdvg6YK/1/z/KY+FsXWvP9Hwa1fV2MBs6in10tq7/E7J/4ozlMXS2/JKzun9SjUdK2T6Wx4/OkJpY3gDmCSFmxyOwnwOenuAxTUqEEAL4OXBISvl/J3o8AEKIYiFEfvyxB1gHHJ7IMUkp/15KWS6lnIU6nl6c6GCUECJLCJFjPAY+ysQG7c4l0rERTwN/IRTVQHc8ZXcs7csZj+Ms/P9H87vG2uae8fbGeL8MOw4hxAzgSeBWKeX7Y/EbxnosE7BP5savLQjV7SoD6Ejns5qzytPAX8Yf/yXw++Q3DOMTDPv5MWZU3ycStfZuYnyuj6PdR5NxHw963o7TPp4s1+vzhbHYJzeTVGo1ymPhbF1rz/R8Gs31dlAbOop9dLau/+O+fyyM5TF0tvySs7l/Uo5nzI8feQZdBvRt7G6ojhvvo1TuvznR44mPaQsqxS6Mip7eMQnGdAUqjXA/8Fb8dv0Ej2kpsC8+pneAf5jo/ZQ0vquYBF32UN0b3o7fDk6W4/xcuaWyEcAXgS/GHwvgp/HXDwArh/rseI/jbPz/0xhLadx29QBd8ce5Y71PRjOWsd4vaYzjMeC0xX6+eTaOk9GMZQL2ydfj3/MWsBu44mztE30b0f9tCrAT+CB+Xxh/fjqwNf54UJ9gsM9P5Hjjf6f0rYBfoWzmftRkYNpk2MfDjHmy7uOU5+147eM0bM64XK/Pl1sa+3Ooa30maiKfl7TNUR0LaYxpxNfa0ZxPZzoehrahZ7yPRjGeQa//E7F/ztYxlMZ4RuyXnOX9k3I8Y338GG38NBqNRqPRaDQajUaj0Wg0mnFBl+xpNBqNRqPRaDQajUaj0WjGFR2Q0mg0Go1Go9FoNBqNRqPRjCs6IKXRaDQajUaj0Wg0Go1GoxlXdEBKo9FoNBqNRqPRaDQajUYzruiAlEaj0Wg0Go1Go9FoNBqNZlzRASmNRqPRaDQajUaj0Wg0Gs24ogNSGo1Go9FoNBqNRqPRaDSacUUHpDTnFUKIJUKIHUKI94UQ3xZC/D8hxKUTPS6NRnPhIYT4MyHEHiHE20KIPwkhiid6TBqN5sJDCHGVEOJXEz0OjUZzYSOEmC6E+G8hxD4hxGEhxGUTPSbNxKMDUprzBiGEG/gv4MvAxcCdQJmU8o0JHZhGo7lQ+aOUslpKeTGwHfjMRA9Io9FckFwC7JvoQWg0mgsXIYQDeB74dynlMmA5cGhiR6WZDOiAlOZ8Yh2wT0p5UErpBzKAH03wmDQazYXLbUKI14UQbwN3A4GJHpBGo7kguRgoE0K8JoQ4IoS4aoLHo9FoLjw+BRySUj4LIKX0SSl7J3ZImsmADkhpzieWAXtBpYQCXinlqxM7JI1GcyEihPgL4DLgmniG1HvAwYkdlUajuUC5BOiVUl4OfBF4cGKHo9FoLkAuAfZM9CA0kw8dkNKcTwSB8vjj76EypDQajWYiqAJ2SSm9QohPA6uBAxM8Jo1Gc4ERL5OZAjwcf+otoGjCBqTRaC5UTgJLjD+0rqbGQAekNOcTvwY+IoR4D3gb2C2E+KeJHZJGo7lA+SXwt0KIV4D5wBEpZd8Ej0mj0Vx4LAbqpZSh+N/LUT6SRqPRjCe/AEqEEAeFEG8BqyZ2OJrJgpBSTvQYNBqNRqPRaDQazRgjhLgVeABYCDhRDRa+KqXUpTMajUajmXAcEz0AjUaj0Wg0Go1Gc1a4GHgC2AV4gAd1MEqj0Wg0kwWdIaXRaDQajUaj0Wg0Go1GoxlXtIaURqPRaDQajUaj0Wg0Go1mXNEBKY1Go9FoNBqNRqPRaDQazbiiA1IajUaj0Wg0Go1Go9FoNJpxRQekNBqNRqPRaDQajUaj0Wg044oOSGk0Go1Go9FoNBqNRqPRaMYVHZDSaDQajUaj0Wg0Go1Go9GMKzogpdFoNBqNRqPRaDQajUajGVd0QEqj0Wg0Go1Go9FoNBqNRjOu/P8BUE3BqMK43AoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,20))\n", "\n", "# Plot 1d marginal distributions\n", "ax0 = fig.add_subplot(4,4,1)\n", "pdf_alpha = get_marginal(chain_dx_II_burn_flat.T[0])\n", "ax0.fill_between(pdf_alpha[0],pdf_alpha[1], 0, color='#52aae7', alpha=0.4)\n", "ax0.set_ylim(0.,pdf_alpha[1].max()*1.05)\n", "ax0.axvline(alpha_GR,color='black',linestyle='--')\n", "ax0.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax0.set_xlabel(\"$\\\\alpha$\")\n", "\n", "ax1 = fig.add_subplot(4,4,6)\n", "pdf_a = get_marginal(chain_dx_II_burn_flat.T[1])\n", "ax1.fill_between(pdf_a[0],pdf_a[1], 0, color='#52aae7', alpha=0.4)\n", "ax1.set_ylim(0.,pdf_a[1].max()*1.05)\n", "ax1.set_xlabel(\"$a$\")\n", "\n", "ax2 = fig.add_subplot(4,4,11)\n", "pdf_b = get_marginal(chain_dx_II_burn_flat.T[2])\n", "ax2.fill_between(pdf_b[0],pdf_a[1], 0, color='#52aae7', alpha=0.4)\n", "ax2.set_ylim(0.,pdf_b[1].max()*1.05)\n", "ax2.set_xlabel(\"$b$\")\n", "\n", "ax3 = fig.add_subplot(4,4,16)\n", "pdf_c = get_marginal(chain_dx_II_burn_flat.T[3])\n", "ax3.fill_between(pdf_c[0],pdf_c[1], 0, color='#52aae7', alpha=0.4)\n", "ax3.set_ylim(0.,pdf_c[1].max()*1.05)\n", "ax3.set_xlabel(\"$c$\")\n", "\n", "# Plot 2d contours\n", "ax0a = fig.add_subplot(4,4,5)\n", "ax0a.scatter(chain_dx_II_burn_flat.T[0], chain_dx_II_burn_flat.T[1], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_dx_II_burn_flat.T[0], chain_dx_II_burn_flat.T[1])\n", "ax0a.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax0a.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax0a.axvline(alpha_GR,color='black',linestyle='--')\n", "ax0a.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax0a.set_xlabel(\"$\\\\alpha$\")\n", "ax0a.set_ylabel(\"$a$\")\n", "\n", "ax1a = fig.add_subplot(4,4,9)\n", "ax1a.scatter(chain_dx_II_burn_flat.T[0], chain_dx_II_burn_flat.T[2], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_dx_II_burn_flat.T[0], chain_dx_II_burn_flat.T[2])\n", "ax1a.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax1a.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax1a.axvline(alpha_GR,color='black',linestyle='--')\n", "ax1a.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax1a.set_xlabel(\"$\\\\alpha$\")\n", "ax1a.set_ylabel(\"$b$\")\n", "\n", "ax1b = fig.add_subplot(4,4,10)\n", "ax1b.scatter(chain_dx_II_burn_flat.T[1], chain_dx_II_burn_flat.T[2], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_dx_II_burn_flat.T[1], chain_dx_II_burn_flat.T[2])\n", "ax1b.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax1b.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax1b.set_xlabel(\"$a$\")\n", "\n", "ax2a = fig.add_subplot(4,4,13)\n", "ax2a.scatter(chain_dx_II_burn_flat.T[0], chain_dx_II_burn_flat.T[3], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_dx_II_burn_flat.T[0], chain_dx_II_burn_flat.T[3])\n", "ax2a.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax2a.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax2a.axvline(alpha_GR,color='black',linestyle='--')\n", "ax2a.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax2a.set_xlabel(\"$\\\\alpha$\")\n", "ax2a.set_ylabel(\"$c$\")\n", "\n", "ax2b = fig.add_subplot(4,4,14)\n", "ax2b.scatter(chain_dx_II_burn_flat.T[1], chain_dx_II_burn_flat.T[3], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_dx_II_burn_flat.T[1], chain_dx_II_burn_flat.T[3])\n", "ax2b.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax2b.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax2b.set_xlabel(\"$a$\")\n", "\n", "ax2c = fig.add_subplot(4,4,15)\n", "ax2c.scatter(chain_dx_II_burn_flat.T[2], chain_dx_II_burn_flat.T[3], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_dx_II_burn_flat.T[2], chain_dx_II_burn_flat.T[3])\n", "ax2c.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax2c.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax2c.set_xlabel(\"$b$\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "56127ba7-36d7-4d9a-a234-23931df50881", "metadata": {}, "source": [ "## Effect of nuisance parameters" ] }, { "cell_type": "code", "execution_count": 29, "id": "1d2c69f8-c170-4cb9-a2d6-7734ac38014f", "metadata": {}, "outputs": [], "source": [ "# We now include a strong prior that nuisance parameters are close to zero\n", "def prior_logpdf(theta):\n", " alpha,a,b,c = theta[0],theta[1],theta[2],theta[3]\n", " return ss.multivariate_normal([0.,0.,0.],np.diag(np.array([1e-2,1e-2,1e-2])**2)).logpdf([a,b,c])\n", "\n", "def target_logpdf(theta,data,sigma_d):\n", " return prior_logpdf(theta) + lh_platex_logpdf(theta,data,sigma_d)" ] }, { "cell_type": "code", "execution_count": 30, "id": "12905175-151f-49de-a323-a402e0920d62", "metadata": {}, "outputs": [], "source": [ "Ntries3=5000\n", "Nburnin=100\n", "proposal_sigma=np.array([8e-1,1e-2,1e-2,1e-2])\n", "proposal_cov=np.diag(proposal_sigma**2)\n", "Nchains=5" ] }, { "cell_type": "code", "execution_count": 31, "id": "b9e6a8f4-7dfc-41a4-8449-6a6a645d22d5", "metadata": {}, "outputs": [], "source": [ "# Run Nchains different chains starting at different positions in parameter space\n", "chains_nuisance = [MH_sampler(Ntries3,theta_start,[dx_II],sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1e-2,1e-2,Nchains),\n", " np.linspace(-1e-2,1e-2,Nchains),\n", " np.linspace(-1e-2,1e-2,Nchains)),axis=1)]\n", "chain_nuisance = np.array([chains_nuisance[j][1] for j in range(Nchains)])" ] }, { "cell_type": "code", "execution_count": 32, "id": "9e41844b-58eb-4380-93e9-0ad76a0aef1d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1, ax2, ax3) = plt.subplots(4,1,figsize=(10,12))\n", "\n", "ax0.set_xlim(0,700)\n", "ax0.set_ylabel(\"$\\\\alpha$\")\n", "for samples in chains_nuisance:\n", " ax0.plot(np.arange(Ntries3+1),samples[1].T[0],marker='.')\n", "ax0.axvline(Nburnin,color='black',linestyle=':')\n", "ax0.set_title(\"Trace plot for different chains\")\n", "\n", "ax1.set_xlim(0,700)\n", "ax1.set_ylabel(\"$a$\")\n", "for samples in chains_nuisance:\n", " ax1.plot(np.arange(Ntries3+1),samples[1].T[1],marker='.')\n", "ax1.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax2.set_xlim(0,700)\n", "ax2.set_ylabel(\"$b$\")\n", "for samples in chains_nuisance:\n", " ax2.plot(np.arange(Ntries3+1),samples[1].T[2],marker='.')\n", "ax2.axvline(Nburnin,color='black',linestyle=':')\n", "\n", "ax3.set_xlim(0,700)\n", "ax3.set_ylabel(\"$c$\")\n", "ax3.set_xlabel(\"sample number\")\n", "for samples in chains_nuisance:\n", " ax3.plot(np.arange(Ntries3+1),samples[1].T[3],marker='.')\n", "ax3.axvline(Nburnin,color='black',linestyle=':')" ] }, { "cell_type": "code", "execution_count": 33, "id": "d0c79eef-63c4-4a35-9cb2-fe58026970d8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.00056404, 1.00171343, 1.00351002, 1.00075282])" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gelman_rubin(chain_nuisance)" ] }, { "cell_type": "code", "execution_count": 34, "id": "e6a2fe11-8bf6-42fc-a3f7-886d987b65fd", "metadata": {}, "outputs": [], "source": [ "# Remove burn-in phase\n", "chain_nuisance_burn = np.array([chains_nuisance[j][1][Nburnin:] for j in range(Nchains)])\n", "chain_nuisance_burn_flat = np.concatenate(chain_nuisance_burn, axis=0)" ] }, { "cell_type": "code", "execution_count": 35, "id": "c0b48ea3-6e6e-4076-9ae9-947915852a29", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,20))\n", "\n", "# Plot 1d marginal distributions\n", "ax0 = fig.add_subplot(4,4,1)\n", "pdf_alpha = get_marginal(chain_nuisance_burn_flat.T[0])\n", "ax0.fill_between(pdf_alpha[0],pdf_alpha[1], 0, color='#52aae7', alpha=0.4)\n", "ax0.set_ylim(0.,pdf_alpha[1].max()*1.05)\n", "ax0.axvline(alpha_GR,color='black',linestyle='--')\n", "ax0.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax0.set_xlabel(\"$\\\\alpha$\")\n", "\n", "ax1 = fig.add_subplot(4,4,6)\n", "pdf_a = get_marginal(chain_nuisance_burn_flat.T[1])\n", "ax1.fill_between(pdf_a[0],pdf_a[1], 0, color='#52aae7', alpha=0.4)\n", "ax1.set_ylim(0.,pdf_a[1].max()*1.05)\n", "ax1.set_xlabel(\"$a$\")\n", "\n", "ax2 = fig.add_subplot(4,4,11)\n", "pdf_b = get_marginal(chain_nuisance_burn_flat.T[2])\n", "ax2.fill_between(pdf_b[0],pdf_a[1], 0, color='#52aae7', alpha=0.4)\n", "ax2.set_ylim(0.,pdf_b[1].max()*1.05)\n", "ax2.set_xlabel(\"$b$\")\n", "\n", "ax3 = fig.add_subplot(4,4,16)\n", "pdf_c = get_marginal(chain_nuisance_burn_flat.T[3])\n", "ax3.fill_between(pdf_c[0],pdf_c[1], 0, color='#52aae7', alpha=0.4)\n", "ax3.set_ylim(0.,pdf_c[1].max()*1.05)\n", "ax3.set_xlabel(\"$c$\")\n", "\n", "# Plot 2d contours\n", "ax0a = fig.add_subplot(4,4,5)\n", "ax0a.scatter(chain_nuisance_burn_flat.T[0], chain_nuisance_burn_flat.T[1], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_nuisance_burn_flat.T[0], chain_nuisance_burn_flat.T[1])\n", "ax0a.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax0a.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax0a.axvline(alpha_GR,color='black',linestyle='--')\n", "ax0a.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax0a.set_xlabel(\"$\\\\alpha$\")\n", "ax0a.set_ylabel(\"$a$\")\n", "\n", "ax1a = fig.add_subplot(4,4,9)\n", "ax1a.scatter(chain_nuisance_burn_flat.T[0], chain_nuisance_burn_flat.T[2], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_nuisance_burn_flat.T[0], chain_nuisance_burn_flat.T[2])\n", "ax1a.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax1a.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax1a.axvline(alpha_GR,color='black',linestyle='--')\n", "ax1a.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax1a.set_xlabel(\"$\\\\alpha$\")\n", "ax1a.set_ylabel(\"$b$\")\n", "\n", "ax1b = fig.add_subplot(4,4,10)\n", "ax1b.scatter(chain_nuisance_burn_flat.T[1], chain_nuisance_burn_flat.T[2], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_nuisance_burn_flat.T[1], chain_nuisance_burn_flat.T[2])\n", "ax1b.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax1b.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax1b.set_xlabel(\"$a$\")\n", "\n", "ax2a = fig.add_subplot(4,4,13)\n", "ax2a.scatter(chain_nuisance_burn_flat.T[0], chain_nuisance_burn_flat.T[3], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_nuisance_burn_flat.T[0], chain_nuisance_burn_flat.T[3])\n", "ax2a.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax2a.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax2a.axvline(alpha_GR,color='black',linestyle='--')\n", "ax2a.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax2a.set_xlabel(\"$\\\\alpha$\")\n", "ax2a.set_ylabel(\"$c$\")\n", "\n", "ax2b = fig.add_subplot(4,4,14)\n", "ax2b.scatter(chain_nuisance_burn_flat.T[1], chain_nuisance_burn_flat.T[3], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_nuisance_burn_flat.T[1], chain_nuisance_burn_flat.T[3])\n", "ax2b.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax2b.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax2b.set_xlabel(\"$a$\")\n", "\n", "ax2c = fig.add_subplot(4,4,15)\n", "ax2c.scatter(chain_nuisance_burn_flat.T[2], chain_nuisance_burn_flat.T[3], color=\"black\", s=2)\n", "xbins, ybins, contours, chainLevels = get_contours(chain_nuisance_burn_flat.T[2], chain_nuisance_burn_flat.T[3])\n", "ax2c.contourf(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), alpha=0.5)\n", "ax2c.contour(xbins, ybins, contours, levels=chainLevels,\n", " colors=('#85ddff','#52aae7','#1f77b4'), linewidths=2)\n", "ax2c.set_xlabel(\"$b$\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bc19982e-5ce3-4131-9f55-00db27a81d5b", "metadata": {}, "source": [ "The GR value of $\\alpha=1.75$ is excluded with this prior on nuisance parameters!
\n", "Also, the posterior for $c$ largely excludes the prior mean ($c=0$), which is usually the sign of an issue in the analysis." ] }, { "cell_type": "markdown", "id": "198bd356-c11d-4f99-a398-1382f2dca60e", "metadata": {}, "source": [ "## Use of more data" ] }, { "cell_type": "markdown", "id": "6467e9b3-cccb-47c3-892f-19dcb395ae75", "metadata": {}, "source": [ "We go back to sampling from the likelihood, with an explicit prior. We run several chains for each data vector and check convergence using the Gelman-Rubin test." ] }, { "cell_type": "code", "execution_count": 36, "id": "7070e595-2a0c-479c-b422-f5f4f0b226fa", "metadata": {}, "outputs": [], "source": [ "def target_logpdf(theta,data,sigma_d):\n", " return lh_platex_logpdf(theta,data,sigma_d)" ] }, { "cell_type": "code", "execution_count": 37, "id": "5ae55de9-5613-4256-a2d5-190e8c2ac2e6", "metadata": {}, "outputs": [], "source": [ "Ntries3=8000\n", "Nburnin=500\n", "proposal_sigma=np.array([8e-1,1e-2,1e-2,1e-2])\n", "proposal_cov=np.diag(proposal_sigma**2)\n", "Nchains=5" ] }, { "cell_type": "code", "execution_count": 38, "id": "f0049a1a-fca5-41b3-afee-46808a1acb7c", "metadata": {}, "outputs": [], "source": [ "# Run Nchains different chains starting at different positions in parameter space\n", "chains_dx_I = [MH_sampler(Ntries3,theta_start,dx_I,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_I = np.array([chains_dx_I[j][1] for j in range(Nchains)])\n", "\n", "chains_dx_III = [MH_sampler(Ntries3,theta_start,dx_III,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_III = np.array([chains_dx_III[j][1] for j in range(Nchains)])\n", "\n", "chains_dx_IV = [MH_sampler(Ntries3,theta_start,dx_IV,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_IV = np.array([chains_dx_IV[j][1] for j in range(Nchains)])\n", "\n", "chains_dx_V = [MH_sampler(Ntries3,theta_start,dx_V,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_V = np.array([chains_dx_V[j][1] for j in range(Nchains)])\n", "\n", "chains_dx_VII = [MH_sampler(Ntries3,theta_start,dx_VII,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_VII = np.array([chains_dx_VII[j][1] for j in range(Nchains)])\n", "\n", "chains_dx_VIII = [MH_sampler(Ntries3,theta_start,dx_VIII,sigma_d,proposal_cov)\n", " for theta_start in np.stack((np.linspace(0.,3.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains),\n", " np.linspace(-1.,1.,Nchains)),axis=1)]\n", "chain_dx_VIII = np.array([chains_dx_VIII[j][1] for j in range(Nchains)])" ] }, { "cell_type": "code", "execution_count": 39, "id": "d3962dc4-de76-4f2c-99f9-e325e57b8884", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1.02746077 1.03104548 1.01887537 1.01466666]\n", "[1.0182821 1.02147594 1.03138797 1.01855649]\n", "[1.02434891 1.02748291 1.02044756 1.02271191]\n", "[1.02566818 1.02993095 1.02483649 1.0176498 ]\n", "[1.02879326 1.03080267 1.02275608 1.02036373]\n", "[1.02879326 1.03080267 1.02275608 1.02036373]\n" ] } ], "source": [ "for chain_dx in [chain_dx_I, chain_dx_III, chain_dx_IV, chain_dx_V, chain_dx_VII, chain_dx_VII]:\n", " print(gelman_rubin(chain_dx))" ] }, { "cell_type": "code", "execution_count": 40, "id": "6d2993e9-1e0f-425b-ab7a-f7c6be61116e", "metadata": {}, "outputs": [], "source": [ "# Remove burn-in phase and flatten\n", "chain_dx_burn_flat = {}\n", "for i, chain in enumerate([chain_dx_I, chain_dx_II, chain_dx_III, chain_dx_IV, chain_dx_V, chain_dx_VII, chain_dx_VII]):\n", " chain_dx_burn_flat[i] = np.concatenate(chain[:,Nburnin:,:], axis=0)" ] }, { "cell_type": "markdown", "id": "8fa86738-4e09-4395-a7bf-c2effa001155", "metadata": {}, "source": [ "The nuisance parameters are different for each plate. We therefore combine the marginal pdfs $p(\\alpha|d_i)$ (or $p(d_i|\\alpha)$) only.
\n", "The difficulty is that these marginal distributions are *sampled*, and it is generally difficult to multiply pdfs for which we only have samples. To circumvent this issue, we use a simple one-dimensional kernel density estimator provided by scikit-learn." ] }, { "cell_type": "code", "execution_count": 41, "id": "57c59cf0-41ae-461f-8bef-6b2879e8f9bc", "metadata": {}, "outputs": [], "source": [ "from sklearn.neighbors import KernelDensity" ] }, { "cell_type": "code", "execution_count": 42, "id": "3ef54eec-5d10-4188-8c86-1e22ea61f123", "metadata": {}, "outputs": [], "source": [ "alpha_plot = np.linspace(-2, 6, 1000)[:,np.newaxis]\n", "log_dens = np.empty([7,1000])\n", "\n", "for i in range(7):\n", " alpha_training = chain_dx_burn_flat[i][:,0,np.newaxis]\n", " kde = KernelDensity(kernel='gaussian', bandwidth=0.25).fit(alpha_training)\n", " log_dens[i,:] = kde.score_samples(alpha_plot)\n", " \n", "combined_pdf = np.exp(np.sum(log_dens,axis=0))" ] }, { "cell_type": "code", "execution_count": 43, "id": "53e85b34-5548-4ab1-a2f2-1fcd8e761918", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6,6))\n", "\n", "# Plot 1d marginal distributions\n", "ax0 = fig.add_subplot(1,1,1)\n", "ax0.set_xlim(alpha_plot.min(), alpha_plot.max())\n", "\n", "for i in {0}:\n", " pdf_alpha = get_marginal(chain_dx_burn_flat[i].T[0])\n", " ax0.fill_between(pdf_alpha[0],pdf_alpha[1], 0, color='C'+str(i), alpha=0.4, label=\"histogram\")\n", " ax0.plot(alpha_plot, np.exp(log_dens[i])/np.exp(log_dens[i]).max(), color='C'+str(i), label=\"kernel density estimate\")\n", "for i in range(1,7):\n", " pdf_alpha = get_marginal(chain_dx_burn_flat[i].T[0])\n", " ax0.fill_between(pdf_alpha[0],pdf_alpha[1], 0, color='C'+str(i), alpha=0.4)\n", " ax0.plot(alpha_plot, np.exp(log_dens[i])/np.exp(log_dens[i]).max(), color='C'+str(i))\n", "\n", "ax0.plot(alpha_plot, combined_pdf/combined_pdf.max(), lw=2.5, color='black', label=\"combined likelihood\")\n", "\n", "ax0.set_ylim(0.,pdf_alpha[1].max()*1.05)\n", "ax0.axvline(alpha_GR,color='black',linestyle='--')\n", "ax0.axvline(alpha_Newton,color='black',linestyle='--')\n", "ax0.set_xlabel(\"$\\\\alpha$\")\n", "handles, labels = plt.gca().get_legend_handles_labels()\n", "order = [0,2,1]\n", "ax0.legend([handles[idx] for idx in order],[labels[idx] for idx in order], loc=\"lower left\")" ] }, { "cell_type": "markdown", "id": "9787c292-be31-4baf-8b98-9e522e278497", "metadata": {}, "source": [ "The full data now clearly prefer the GR value $\\alpha_\\mathrm{GR}$ versus the Newtonian value $\\alpha_\\mathrm{Newton}$." ] }, { "cell_type": "markdown", "id": "8e212e24-2598-45af-8646-4e4615a73605", "metadata": {}, "source": [ "## Model comparison" ] }, { "cell_type": "markdown", "id": "d00063df-92fe-4c2b-b2aa-234df6933d50", "metadata": {}, "source": [ "We will compute the Bayes factor (for non-committal priors on the models):\n", "\n", "$\n", "\\mathcal{B} = \\dfrac{p(\\alpha_\\mathrm{GR}|d)}{p(\\alpha_\\mathrm{Newton}|d)} = \\dfrac{p(d|\\alpha_\\mathrm{GR})}{p(d|\\alpha_\\mathrm{Newton})}\n", "$\n", "\n", "This is linked to the Savage-Dickey density ratio for nested models." ] }, { "cell_type": "markdown", "id": "389571b8-f7c3-41d2-af0c-7d0fbc69014f", "metadata": {}, "source": [ "### 1- Approximate Bayesian computation" ] }, { "cell_type": "markdown", "id": "6e98b865-6ed6-4056-80be-66731ac30624", "metadata": {}, "source": [ "The first possible idea is to estimate $p(\\alpha_\\mathrm{GR}|d)$ and $p(\\alpha_\\mathrm{Newton}|d)$ via approximate Bayesian computation. To do so, we simply count the number of $\\alpha$ samples that are close to $\\alpha_\\mathrm{GR}$ (i.e. for some $\\varepsilon$, $|\\alpha-\\alpha_\\mathrm{GR}|<\\varepsilon$) and $\\alpha_\\mathrm{Newton}$. The estimate of the Bayes factor is the ratio of these numbers." ] }, { "cell_type": "code", "execution_count": 44, "id": "561155a3-f8ae-4d89-b853-d2d924352b7f", "metadata": {}, "outputs": [], "source": [ "def get_BayesFactor_ABC(chain, epsilon):\n", " GR_samples = np.sum(np.where(np.abs(chain[:,:,0]-alpha_GR)