Skip to content

Instantly share code, notes, and snippets.

@genkuroki
Last active January 9, 2018 10:41
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 1 You must be signed in to fork a gist
  • Save genkuroki/3470da3c54edb0d08da51eee6454eb7d to your computer and use it in GitHub Desktop.
Save genkuroki/3470da3c54edb0d08da51eee6454eb7d to your computer and use it in GitHub Desktop.
Julia/Baseball/Examples of posteriors.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# 事後分布の例\n\n黒木玄\n\n2017年7月11日\n\n渡辺澄夫著『ベイズ統計の理論と方法』の1.4節の内容を再現したい。"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 乱数のseed値を指定\n\nsrand(9869)",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "MersenneTwister(UInt32[0x0000268d], Base.dSFMT.DSFMT_state(Int32[-1985563288, 1073428835, -1636231178, 1073332724, -1816778846, 1073204032, 158087370, 1073236640, 762020198, 1072698358 … -426643226, 1073209542, -1875029544, 1072985977, 1548904078, 104009346, -1256843749, -457095338, 382, 0]), [1.65121, 1.4691, 1.49154, 1.0495, 1.66047, 1.99551, 1.64181, 1.70037, 1.03812, 1.47842 … 1.8145, 1.55174, 1.25966, 1.98041, 1.07741, 1.38703, 1.90453, 1.72587, 1.2752, 1.19044], 382)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using Distributions\nimport PyPlot\nplt = PyPlot\nhist = plt.plt[:hist]\nhist2D = plt.plt[:hist2d]\n\nfunction meshgrid(vx::AbstractVector{T}, vy::AbstractVector{T}) where T\n m, n = length(vy), length(vx)\n vx = reshape(vx, 1, n)\n vy = reshape(vy, m, 1)\n (repmat(vx, m, 1), repmat(vy, 1, n))\nend",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "meshgrid (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 混合正規分布モデル\n\n$$\nY \\sim (1-a)\\,\\mathrm{Normal}(0,1) + a\\,\\mathrm{Normal}(b,1)\n$$"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "mixmodel(a,b) = MixtureModel(Normal, [(0.0,1.0), (b,1.0)], [1-a, a])",
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": "mixmodel (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "log_likelihood(a,b,sample) = loglikelihood(mixmodel(a,b),sample)\n\n# Sample is generated by the model for the parameters a0 and b0\n#\nfunction plot_sample_and_posterior(a0,b0,N)\n println(\"a0 = $a0, b0 = $b0, N = $N\")\n \n sample = rand(mixmodel(a0,b0),N)\n \n plt.figure(figsize=(5,3))\n hist(sample, bins=Int(floor(sqrt(N))))\n plt.title(\"Sample histogram\")\n \n a = [linspace(0,1,100);]\n b = [linspace(-1,2*b0+1,100);]\n aa, bb = meshgrid(a,b)\n c = log_likelihood(a0,b0,sample)\n z = ((a,b) -> exp(log_likelihood(a,b,sample) - c)).(aa, bb)\n\n plt.figure()\n plt.surf(a,b,z, cmap=plt.ColorMap(\"rainbow\"))\n plt.title(\"Posterior distribution\")\n plt.xlabel(\"a\")\n plt.ylabel(\"b\")\n \n plt.figure()\n plt.axes(facecolor=\"black\")\n plt.pcolormesh(a,b,z, cmap=\"rainbow\")\n plt.title(\"Posterior distribution\")\n plt.xlabel(\"a\")\n plt.ylabel(\"b\")\n plt.colorbar()\nend",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "plot_sample_and_posterior (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plot_sample_and_posterior(0.5, 3.0, 100);",
"execution_count": 5,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "a0 = 0.5, b0 = 3.0, N = 100\n"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002B1C8160>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002C55F390>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002D3FB390>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 6.553598 seconds (39.17 M allocations: 727.143 MiB, 0.99% gc time)\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plot_sample_and_posterior(0.5, 1.0, 100);",
"execution_count": 6,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "a0 = 0.5, b0 = 1.0, N = 100\n"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000030541630>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000305175C0>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000307CDA20>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 1.905923 seconds (37.90 M allocations: 658.169 MiB, 2.88% gc time)\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plot_sample_and_posterior(0.5, 0.5, 100);",
"execution_count": 7,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "a0 = 0.5, b0 = 0.5, N = 100\n"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000031B97588>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000307CDF98>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002C5ECDD8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 1.857465 seconds (37.90 M allocations: 658.169 MiB, 2.25% gc time)\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plot_sample_and_posterior(0.5, 0.2, 100);",
"execution_count": 8,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "a0 = 0.5, b0 = 0.2, N = 100\n"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000031909AC8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgsAAAGMCAYAAABUAuEzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzsvXmcHHWd///6VPV9TOY+MndmkpA7ITEJISGIrmzEAyMq4rpAzIPvsvBAxWPBPSQq7ve7eOCF1+5CkAfiTwRZXF1RQcGwCQQIh8n03DOZ+56+j6r6/P7oqZqq6mP6nunk83w85pF0dXV9Pl3dXZ9XvU9CKaVgMBgMBoPBSAC33BNgMBgMBoOxsmFigcFgMBgMRlKYWGAwGAwGg5EUJhYYDAaDwWAkhYkFBoPBYDAYSWFigcFgMBgMRlKYWGAwGAwGg5EUJhYYDAaDwWAkhYkFBoPBYDAYSWFigcFgMBgMRlKYWGAwGAwGg5EUJhYYDAaDwWAkhYkFBoPBYDAYSWFigcFgMBgMRlKYWGAwGAwGg5EUJhYYDAaDwWAkhYkFBoPBYDAYSWFigcFgMBgMRlKYWGAwGAwGg5EUJhYYDAaDwWAkhYkFBmMFceWVV+LKK69c1jkQQnDPPfcojx966CEQQtDf35/3sW+66Sa0tLQoj/v7+0EIwde+9rW8jw0A99xzDwghBRmLwSgmmFhgFC3yIib/WSwWrFu3DrfffjvGx8fzMuaLL76Ie+65B3Nzc3k5/oWC3+/HPffcgz/+8Y/LPZUYVvLcGIyVChMLjKLnS1/6En7yk5/gu9/9Lvbt24fvf//7uOyyy+D3+3M+1osvvohjx47lTSw888wzeOaZZ/Jy7Ez5+Mc/jkAggObm5pRf4/f7cezYsbQX5B//+MdwuVxpzjA9ks3tn/7pnxAIBPI6PoNRjBiWewIMRrYcOnQIu3btAgAcPXoUFRUV+MY3voGnnnoKH/3oR5d5dqnh9/ths9lgMplydkxBECBJUtbH5HkePM/naFbx8fl8sNvtMBqNeR1nKQwGAwwGdllkMPQwywLjguOqq64CAPT19Snbent78aEPfQjl5eWw2WzYu3cv/vu//zvmtd/5znewadMm2Gw2lJWVYdeuXXj00UcBRP3Zn/vc5wAAra2tivtD7ct/5JFHsHPnTlitVpSXl+P666/H+fPnNWNceeWV2Lx5M1555RVcccUVsNls+MIXvqA8p49ZmJiYwCc+8QnU1NTAYrFg27ZtOH78uGYftW///vvvR1tbG8xmM86ePZvwPIVCIXz6059GVVUVnE4n3ve+92FoaChmv3gxC6dPn8bVV1+NyspKWK1WtLa24siRI8pcqqqqAADHjh1TzpMcB3HTTTfB4XCgp6cH7373u+F0OvGxj31MeU4ds6Dmm9/8Jpqbm2G1WnHw4EG89dZbMec1XryH+phLzS1ezIIgCPjyl7+snNOWlhZ84QtfQCgU0uzX0tKC97znPfjzn/+M3bt3w2KxYM2aNXj44Yfjvh8Go5hgEppxwdHT0wMAqKioAACMj49j37598Pv9uOOOO1BRUYHjx4/jfe97Hx5//HF84AMfABA1gd9xxx247rrr8MlPfhLBYBBvvPEGTp06hRtuuAGHDx9GZ2cnfvrTn+Kb3/wmKisrAUBZfO6991788z//Mz784Q/j6NGjmJycxHe+8x1cccUVeO2111BaWqrMcXp6GocOHcL111+Pv/mbv0FNTU3c9xIIBHDllVeiu7sbt99+O1pbW/Hzn/8cN910E+bm5vDJT35Ss/+DDz6IYDCIW265BWazGeXl5QnP09GjR/HII4/ghhtuwL59+/Dss8/immuuWfL8TkxM4F3veheqqqpw1113obS0FP39/XjiiSeU8/H9738ft956Kz7wgQ/g8OHDAICtW7cqxxAEAVdffTX279+Pr33ta7DZbEnHfPjhh+HxeHDbbbchGAziW9/6Fq666iq8+eabCc9dPFKZm56jR4/i+PHjuO666/CZz3wGp06dwr/+67/i3LlzePLJJzX7dnd347rrrsMnPvEJ3HjjjfjP//xP3HTTTdi5cyc2bdqU8jwZjBUHZTCKlAcffJACoL///e/p5OQkPX/+PH3sscdoRUUFtVqtdGhoiFJK6ac+9SkKgL7wwgvKaz0eD21tbaUtLS1UFEVKKaXvf//76aZNm5KOed9991EAtK+vT7O9v7+f8jxP7733Xs32N998kxoMBs32gwcPUgD0Bz/4QczxDx48SA8ePKg8vv/++ykA+sgjjyjbwuEwveyyy6jD4aBut5tSSmlfXx8FQEtKSujExETS90AppWfOnKEA6N///d9rtt9www0UAP3iF7+obJPPs/yen3zySQqAvvzyywmPPzk5GXMcmRtvvJECoHfddVfc55qbm5XH8vtSf56UUnrq1CkKgH76059WtunPXaJjJpvbF7/4Raq+LMrn6ejRo5r9PvvZz1IA9Nlnn1W2NTc3UwD0+eefV7ZNTExQs9lMP/OZz8SMxWAUE8wNwSh63vnOd6KqqgqNjY24/vrr4XA48OSTT6K+vh4A8Otf/xq7d+/G/v37ldc4HA7ccsst6O/vV0z1paWlGBoawssvv5z2HJ544glIkoQPf/jDmJqaUv5qa2uxdu1aPPfcc5r9zWYzbr755iWP++tf/xq1tbWa2Auj0Yg77rgDXq8Xf/rTnzT7f/CDH1QsHUsdFwDuuOMOzfZPfepTS75WtpD86le/QiQSWXL/RNx6660p73vttdcqnycA7N69G3v27FHeR76Qj3/nnXdqtn/mM58BgBhX1saNG3HgwAHlcVVVFdavX4/e3t68zpPByDdMLDCKnu9973v43e9+h+eeew5nz55Fb28vrr76auX5gYEBrF+/PuZ1GzZsUJ4HgH/4h3+Aw+HA7t27sXbtWtx22204ceJESnPo6uoCpRRr165FVVWV5u/cuXOYmJjQ7F9fX59S4OHAwADWrl0LjtP+VPVzl2ltbU1pvgMDA+A4Dm1tbZrt8c6TnoMHD+KDH/wgjh07hsrKSrz//e/Hgw8+GOPDT4bBYEBDQ0PK+69duzZm27p16/Je+0E+T+3t7ZrttbW1KC0tjTn/TU1NMccoKyvD7OxsXufJYOQbFrPAKHp2796tZENkw4YNG+ByufCrX/0K//M//4Nf/OIXeOCBB/Av//IvOHbsWNLXSpIEQgh+85vfxM0ccDgcmsdWqzXr+cYjX8dVQwjB448/jpMnT+Lpp5/Gb3/7Wxw5cgRf//rXcfLkyZj3Gg+z2RwjgHIxL0ppzHZRFHNy7FRIlDUSb14MRjHBxALjgqe5uTlu7n5HR4fyvIzdbsdHPvIRfOQjH0E4HMbhw4dx77334u6774bFYkm4aLS1tYFSitbWVqxbty6nc3/jjTcgSZJmcY0393SPK0kSenp6NNaEdGoc7N27F3v37sW9996LRx99FB/72Mfw2GOP4ejRozmvgtjV1RWzrbOzU5M5UVZWFtfcr7/7T2du8nnq6upSrDlANGh2bm4u4/PPYBQbzA3BuOB597vfjZdeegn/+7//q2zz+Xz40Y9+hJaWFmzcuBFANENBjclkwsaNG0EpVXzzdrsdAGKKMh0+fBg8z+PYsWMxd5GU0phjpzP3sbEx/OxnP1O2CYKA73znO3A4HDh48GBGxz106BAA4Nvf/rZm+/3337/ka2dnZ2Pe4/bt2wFAcUXI2Q25Kl71y1/+EsPDw8rjl156CadOnVLeBxAVbB0dHZicnFS2vf766zGupHTm9u53vxtA7Hn5xje+AQApZY8wGBcCzLLAuOC566678NOf/hSHDh3CHXfcgfLychw/fhx9fX34xS9+odyxv+td70JtbS0uv/xy1NTU4Ny5c/jud7+La665Bk6nEwCwc+dOAMA//uM/4vrrr4fRaMR73/tetLW14Stf+Qruvvtu9Pf349prr4XT6URfXx+efPJJ3HLLLfjsZz+b9txvueUW/PCHP8RNN92EV155BS0tLXj88cdx4sQJ3H///cq80mX79u346Ec/igceeADz8/PYt28f/vCHP6C7u3vJ1x4/fhwPPPAAPvCBD6CtrQ0ejwc//vGPUVJSoiyuVqsVGzduxM9+9jOsW7cO5eXl2Lx5MzZv3pzRfNvb27F//37ceuutCIVCuP/++1FRUYHPf/7zyj5HjhzBN77xDVx99dX4xCc+gYmJCfzgBz/Apk2b4Ha7lf3Smdu2bdtw44034kc/+hHm5uZw8OBBvPTSSzh+/DiuvfZavP3tb8/o/TAYRcfyJWIwGNkhp/QlS+GT6enpoddddx0tLS2lFouF7t69m/7qV7/S7PPDH/6QXnHFFbSiooKazWba1tZGP/e5z9H5+XnNfl/+8pdpfX095TguJo3yF7/4Bd2/fz+12+3UbrfTSy65hN52223U5XIp+xw8eDBhima89L/x8XF6880308rKSmoymeiWLVvogw8+qNlHTjG87777ljwXMoFAgN5xxx20oqKC2u12+t73vpeeP39+ydTJV199lX70ox+lTU1N1Gw20+rqavqe97yHnj59WnP8F198ke7cuZOaTCbNMW+88UZqt9vjzilR6uR9991Hv/71r9PGxkZqNpvpgQMH6Ouvvx7z+kceeYSuWbOGmkwmun37dvrb3/425pjJ5qZPnaSU0kgkQo8dO0ZbW1up0WikjY2N9O6776bBYFCzX3NzM73mmmti5pQopZPBKCYIpSzyhsFgMBgMRmKYG4LByDOUUoiiCEEQlD4LcplhBoPBKAaYWGAw8oRaJEQiEYTDYXAcpwgFg8EAnufBcZzyLxMQDAZjJcLcEAxGjqGUQpIkpesjAOWxXAtA/ScLBFk0yH8cxyl/DAaDsZwwscBg5Ah58RcEAb29vQgEAtiwYQMIIRAEAYIgxF349eJB3iZbIILBIOx2O0wmkyIomBuDwWAUEuaGYDBygGw5EEVRY1mQF/RkC3u8hV8tGk6fPo1t27bBbrcr+6rdGGorBBMQDAYjHzCxwGBkgWxJEAQBADSLueyCyAS1yCCEgOd5GI1GjQUiHA5rXsPcGAwGI18wscBgZIA6eFHuC6G2EMSzFGTq8VMfK5EVQv6TAynV++oFBHNjMBiMdGFigcFIg3giIZ75P1FTo2zGTUQyN4bsDpHLVTM3BoPByAQmFhiMFIiX4ZBscc3WDaE/Vqav0XdBTNeNIVshGAzGxQ0TCwxGEuKJhFRM+Lm0LOT6WMyNwWAw0oWJBQYjAfoMh3TM9OoFnlKKqakp+Hw+rFq1Cna7PeaOfynymeGciRsjUTAlExAMxoUJEwsMho54IiHdjAJZLMzNzcHlcsHr9cJut6O/vx+RSAR2ux0OhwNOp1P512g0Jj1WIVnKjSFJEkRRVLadP38eDQ0NMJvNMBgMyjljbgwG48KAiQUGYwE5DVIUxaTBi6kQiUTg8Xjw8ssvo7m5Gdu3b4ckSeA4DqFQCF6vFx6PB/Pz8xgaGkIwGITZbNaIB4fDAYvFkod3mjnxrBCiKKK/vx91dXXMjcFgXKAwscC46Ek1wyEVwuEwenp6MDg4CKPRiAMHDsBisUAURYTDYRBCYLFYYLFYUFlZqbwuEokoAsLr9WJychJ+vx88z0OSJEVQOJ1O2Gy2FVU7QV2u2mCIXlKYG4PBuLBgYoFx0SKb0yORiLK4ZbpgiaKIgYEB9Pb2orS0FOvWrcPY2FjKlgGj0YiysjKUlZVpjunz+fDGG2+AUoqRkRF4vV5QSjVuDKfTCbvdrizUy4W+HgSQmhtDRhYQzI3BYKw8mFhgXHRkmuGQ6FgjIyPo6uqCyWTCjh07UFFRgfHxcU2cQSbH5nkeJSUlMBqNqK+vR0VFBSilCAQCigViamoK/f39CIfDsNlscDgcGhFhMpnSHjefsGwMBqM4YWKBcVGRTYaDnqmpKbhcLkQiEaxbtw51dXWaCo76oMRsFjf5WIQQ2Gw22Gw21NTUKM+r4yC8Xi9GR0cRCARgMpli4iCsVuuKWmhTzcZQn1vmxmAwCgsTC4yLAnnR8Xg8OHnyJN7xjndk7Pf3eDxwuVyYm5tDW1sbmpqaYsztua6NsBRmsxlmsxkVFRXKNkEQ4PV6FRExMDAAr9cLjuNiMjHsdvuKjINQn1d1Kqo+G0MtIJgbg8HIPUwsMC5o4mU4yE2f0iUYDKKrqwujo6NoamrC1q1bE5r5C1nuOREGgwGlpaUoLS1VtkmSBL/fD4/HA4/Hg7GxMXR3d0MUxbjpnKnEQRQqrXOpvhupuDFkKwRzYzAY6cHEAuOCJFGGgzpaP9XFIhKJoK+vDwMDA6iursb+/fths9mSvqbQloVUka0KDocDdXV1AKLnIhgMKi6MmZkZDA4OIhQKwWKxaMSDHAexkhbapeIgZDfG9PQ0gsEgGhsbmRuDwUgTJhYYFxRLZTjI/6aykEuShPPnz6O7uxtOpxO7d+/GqlWrUprHSi33nOj4VqsVVqsV1dXVyvZwOKyJgxgfH4ff74fRaNRYIOx2e97mlinxBEQwGITP51P6dqgtTPJ3hLkxGIz4MLHAuCBINcNB9stLkpSw5DKlFOPj4+js7ATHcdiyZQuqqqrSWjRWghsiW0wmE8rLy1FeXq5sE0VREwcxNDQEr9cLAHj99ddRUlKiiYNIt6x1PlHHNgCL8RDMjcFgLA0TC4yiJ50MB3mhSLT4zs7OoqOjA8FgEO3t7aivr88o8G+luiGyhed5rFq1SmNhEQQBzz//POrq6hAMBjExMYGenh6Ioqikc6ZS1jrfJHI9perG0GdjyC2+ZSsEc2MwLmSYWGAULZn0cJAv5vr20V6vF52dnZienkZraytaWlqyKnJ0IVgWUkU+pzU1NYoQoJQiFAopLoy5ubkly1oXYqFNpxFYonRO2YoVDAaV55gbg3Ghw8QCo+iQ7/Zkn7N8YU/loizvJ4uFUCiE7u5uDA8Po76+HldccQXMZnPWcyymmIV8oC5rXVVVpWxPVtZab4HIdVnrdIJa46GPe0nVjSGLB+bGYBQzTCwwioZ4GQ6ZXHTl9Mnu7m709fWhoqIC+/btg8PhyNlc1YIkF8e6UEhW1loWEfkqa52tWEhEKlUp1WMzNwajGGFigbHiUYuEbHs4yAv4yy+/DJvNhl27dmkWrlxxMbkhskUua11SUqJsi1fWuq+vD5FIJOOy1vkSC/HIhRtDbYVgMJYbJhYYK5Zc93CYnJxEZ2cnJElCe3s7Wltb83YhvpjcEPmYWz7KWhdSLMQjVTfGzMwMhoaGsGHDBubGYKwYmFhgrDjUF85sRQIAzM/Pw+VywePxoL29HT09PSgvL8/rxfZCzYZYbpKVtZYFRH9/P3w+X0xZa7nI1EpD/92WJEmZv/w7ABbFDnNjMJYDJhYYK4pcNnry+/3o6urC+Pg4WlpasGPHDhiNRvT19eUsniAR6hTNXFzAV7JlYblJVNZaHQcxNjaG+fl5UEoxOzubUVnrQpEos0ftxpDdcjLMjcHINyvnF8K4qJHvoOTmQJkGLwLRyoO9vb0YHBxEXV0dDhw4AKvVqjwv37EVglyIBXaxTx+O45R4Brms9dmzZ8HzPMrKylZ0WWtJkuJmgegDJGXiZWPI+yYra82+V4x0YGKBsazId0nDw8MIh8NoaGjI+EImiiIGBwfR09OD0tJS7N27VxM0J8NxXEEtC9my0mMWigVCCEwmE6qrq9Muay0LCZvNlvdFVs70SZVUsjHUGRnMjcHIBCYWGMuCPg3S4/EgEAigqakpo2ONjo6is7MTRqMR27dvR2VlZcL9C7H4ptODIhWKQSys9IUmkZUnlbLW58+fV8pax2vvncuy1oksC+mwVDZGIjeGWkAwNwZDDRMLjIISL8NBvjBlcrc/PT0Nl8uFcDiMtWvXYvXq1Ute3AphWcilWGAX69yQzmcRr6y1JElKOqfH48lbWWs5ZiHXpOLGCIfDGlGVyI2Rj/kxVjZMLDAKwlJpkOnGEXg8HnR2dmJ2dhZr1qxBc3Nzynd3uSyYlGwMYPFCPDw8jLGxMdjtdsWsrU/tS0YxWBZWOtkuwhzHwW63w263o7a2Vjlmrstap+uGyJZM3Bh6ASGXtWbC9sKFiQVG3kklw4HjOCW4MRnBYBDd3d0YGRlBY2MjtmzZklJBHv1YhXJDTE9Po7e3F5FIRGm0NDg4CK/Xq0ntk//ilThmMQu5IV/1IHJd1jpfloV0WMqNITfXmp2dhdvtVmqWMDfGhQsTC4y8kU6jp6XcEIIgoK+vD/39/aiqqsL+/fths9kymlchLAs+nw8A8NZbb6G9vR0NDQ0QRVHTm8Ln8ymLibrEsb464UqnWIRMIYsyZVPW2u/3F2SO6RLPjREOh+Hz+RRBy9wYFy5MLDByjnznIYqiYlJd6g4jURyBJEkYGhpCd3c37HY73va2t2ny6TMhn5aFcDiM7u5uDA0NAQB2796NVatWQZIkjeVEndonQymF3+9XBITsExcEASaTCX6/XxOZv5JqAxQDy13BMdWy1nNzc5AkCSdPnoyxQqRrRcs3oigqIkANc2NceLCrDSNnxGv0lKoZUi8WKKWYmJiAy+UCIQSbN29GVVVVTi4m+QhwlCQJAwMD6OnpQVlZGfbt24cTJ06kFeRGCFF84jKUUrz11lsAotULZ2ZmMDAwgHA4rAmqk/8yDaq7WFhpi1G8stY9PT0IhUKorq6G1+uF2+3GyMhIymWtC0mymhCpuDHU+6rdGPqaEIzlh4kFRtbIwYvy3QOQfqMn9QI+OzsLl8sFv9+vmPBzabbMZQwApRTj4+NwuVzgeV6Ttql2d2R6wSOEwGg0wmQyYc2aNcp2OajO4/HA7XZjeHgYwWAwbnGhXLTcvhAodOBgpkiSBKPRiMrKSk0KcKplreV0zkKY+mXLQiqwbIzihokFRsbkstETx3EQBAGvvfYapqam0NLSgl27duXF1J4ry8Lc3Bw6Ojrg9/uxdu1apaCUjP48ZLNQ6cWN3CNBvZhEIhFFQKiLC+nvRp1OZ0pR+RcixfCeJUmKuwCnWta6q6sLkiRp4iDyVdY6nzUhmBtjZcHEAiMjctnDIRwOY3BwEMFgEJWVlThw4EBeG/5kG+AYCATQ2dmJiYmJpKImVxaMVM+r0WiMKS6kvhv1eDyYnp6Gz+cDz/Oa+Ac5Kj+bi+1Kv1Avd8xCqqSTDRGvrDWlFMFgUBGN8cpa6+MgMj0voijmxXLF3BgrDyYWGGmRTobDUoiiiP7+fvT29qKkpARGoxGbN2/O8YxjyTTAURAE9Pb2or+/H7W1tdi/f7+m54SeXGVdZCM64t2NylH58mIyNDQEr9cLQsiymbMLQbFkbWTrLiGEwGq1wmq1Ji1rPTY2ppS11sdBpCocc2FZSJVU3RhqmBsjdzCxwEgJdYaD2hyYyUVNLlLU1dUFi8WCnTt3wmg04uTJk3mYeSzpLuKUUgwNDaGrqwt2ux179uzRVPZLNs5KLPccLypfkiQlE8Pj8WB0dFQxZ+v7IzgcjpyWNy4UK6F+QSrkawFOVtZaFhCDg4NK2m8qZa0TuUwKSSpuDFlEDA8Po7KyUvkOMzdG6jCxwEhKvAyHbETC1NQUXC4XRFHEJZdcgtraWhBC4Pf78177QCYdy8LU1BQ6OjogSRI2btyImpqalN97od0Q2SAHyTkcDo05W1/euLe3F4IgwGazaeIfioFisSwUUtQkKmvt9/sVEZGsrHUkElmRAiyRgBgZGVG+s8yNkR5MLDDiohYJmWY4qHG73XC5XHC73Whra0NTU5PmIiMv4IXwK3Mcp1woEuH1euFyuTA7O4u2tjY0NzenfVFcqZaFVImX1qcub+zxeDAzMwOPxwMAeOmll+K2eV4pFEvMwnJnbaiFYyplrb1eL6anp9Mua11oCCEQRREmk0kTY5SOG8Pn88HhcFyUKcpMLDA0qDMczp49C5vNhubm5ox/+IFAAF1dXRgbG0NzczO2b98e94cmL8SFMGsmW8RDoRC6u7sxPDyMhoaGjMpJy+Sq+NNKKvccr7xxOBzGn//8Z7S3tyuxECMjI5r+CGo3htlsXraFZKUtYPEoZBxAqiQqa/3SSy+hsrISBoMhpqx1vDiI5X5f8VI903FjHDp0CLfffjs+/vGPF2zOKwUmFhgAFn8c6rgEURQRiUQyusBGIhH09vZiYGAAtbW1OHDgQNJgwEKKhXipk6IoYmBgAL29vSgvL8e+ffvgcDiyHutCEwvJKC8vT9gfQTZn+3w+JaBOLSAKUVioWCwLxRJbAUTnWlJSoknh1Ze1lgNoASiN1NQiolAxD5IkpXx9SSQgvF5vUZRgzwdMLDASZjgYDIaUmjvpjzU4OIienh6UlJRg7969mkC6RKjFQr5RBzhSSjE2NobOzk4YDAbs2LEDFRUVORknl2Wli0Es6EnUH0EtIOTCQuoGS/m6Ey0WsbASLQuJiHennqistToOYmpqCn19fYhEInHbe+fDfSVfy7IRJx6PJ6Xg5gsRJhYuYmRLgiAIALSBPkDqnSDlY8mLLs/z2Lp1KyorK9MKBgQKIxbkRVwuqhQIBLB27VrU19fndDHRWwQytRAUi2UhFRIF1MnuC/2dqL6cdTapnMUkFophnkDqwkZdylwd/xIOh5U4iHyXtc6VWGCWBcZFQ6oZDjzPxwT8xGNmZgYulwvBYDDjRVfOnS6EWBAEAXNzc3j55ZfR0tKC1tbWvFSKLKZsiFyQ6TyXaqolVybs7u6GKIqKKVtthUhlASgWwVVMbohs3IaEkLiVSPNV1loQBCVFMhMopcyywLg4SLfRE8/zSS0L6oyB1tZWtLS0ZKXa8y0WBEFAT08P+vv7YTKZClIp8mJ2Q2SD+k5UHZEvVyaMZ8rWCwh9IG2xLMLFZFkQRTHn5zSTstZ6K0Q88Z9OH4t4+P1+iKLIxALjwiVeD4dU0iATuSGCwSC6u7sxMjKSdcaAGp7n8yIW9G2u29raMDMzk/f6ABebZSHfxKtMqDZlezwezM3N4fz58zGljZ1OZ8HqeGRLscQsSJIESmlBAhTTLWtttVpjrBCCIGRlQZRThJkbgnHBkW2jJ/3iLQgC+vr60N/fj8rKSlxjZNRsAAAgAElEQVR++eWadsrZIudB55LJyUm4XC5IkoRNmzahuroao6OjmJ6ezuk48bhYLAvLObdEpmx1aWO5ImUkEsEbb7yBkpISjYhYzlTOeBSTBQTAss01WVlrWUDIVgi/3w+DwQBKKbq7u9Muaw1ELanyd+1ihImFC5RcNHqS3RDqO3ObzYZdu3ZpItxzRS4tCx6PBy6XC/Pz8zFFoAoVG5FLy8JKFgsrkXiljf/0pz+hra0NoijC4/EoNQEMBkNMIGUhUjkTUSxuCPk3tNzlnvWYTCZUVFRosprk1Ojx8XEIgqCUtZbdXUuVtQaiheWcTmdRfDb5gImFC4xcNnoihCAUCuHEiROglCp35vn6seRiEQ+FQujq6sLIyAgaGxuxdevWGBdJLlMak8HcECsLQghKSko09TPUTbU8Hg8GBwfh9Xo1wXTyX6GKChWLZUG2AhbD95PneZhMJthsNlxyySUAUi9rzXEcTCbTRZ0JATCxcMGgLqiUSvDiUszNzaG7uxuBQAAbN25EQ0ND3i9g2YgFdQfLpVwkueoGuRS5HIdZFrInXupkKk21RkZG4PV6QSmNycRIdBeaDcUUs5BNdkGh0Qc4plrW+te//jW++tWvorKyEhzH4Utf+hK2b9+OHTt2oLGxMe33//zzz+O+++7DK6+8gtHRUTz55JO49tprU3rtiRMncPDgQWzevBlnzpxJa9xsYWKhyEk3w2Ep/H4/Ojs7MTk5iZqaGkQiETQ1NeV41vHJRCxQSjE6OorOzk6YTCbs3LlTY3rO1TiZoP4M5LoOcvGhdD6fYrkYr3RSrbOQqKmWLCC8Xq/mLtRut8cUlMo0kE6upFoMYiEfmRD5RBTFJT+XeGWtt27diiNHjuAHP/gBnnrqKXR3d+PnP/85Ojo6cOmll+Kll15Kax4+nw/btm3DkSNHcPjw4ZRfNzc3h7/927/FO97xDoyPj6c1Zi5gYqFIkYMXI5FITho9hcNh9PT04Pz581i9ejUOHDiAUCiEqampXE47Keku4rOzs+jo6EAwGMS6deuwevXqlN5/oWIAZMvC/Pw8zp07B6/Xqwi6dEzcxRKzsNJFTTZFmdSpnOrjyY2U5KZaAwMDCIfDGjO2/JdK8yF1IPJKp1gsIDJynYVMqK6uRk1NDdra2vCTn/wEQLTvzejoaNrHOnToEA4dOpT26/7u7/4ON9xwA3iexy9/+cu0X58tTCwUGdlmOOhR90QoKyvDZZddpvjlZLdGoUhVLKitH62trWhtbU3rIlAoy4IkSRgZGUFnZydaWlqwdetWANDUChgZGVFSshwOhyZSXy0gikEsrHRyfQ7V0fjqnhhqM7bb7cbw8DCCwSAsFkuMgNBH1quF/0on27oFhUYUxawyGTwej8ZdZbVasWbNmlxMbUkefPBB9Pb24pFHHsFXvvKVgoyph4mFIiIXGQ4ycm/3rq4umEymuD0R5DoLhSqTu9Qirm5OVVdXl3FRpXzfqUuShP7+fkxPT8Nut2P//v2wWq2IRCKQJCmpiVvvI3c4HEpLbY/Hk1W544sZ+fMuxPc4Xiqn/PnJVojx8XH4/f6Yssby95lZFnJPKm6IZOjFQqHo6urCXXfdhRdeeCEvlWZThYmFIkAWCQMDA6CUatIAM2FqagoulwuRSATr1q1DXV1d3IuTfNdQSLEQz5IhSRLOnz+v5Een2pwq2Tj5sCxQSjExMYGOjg4YDAaUlZWhoqICNpstqThJVK1QFhCjo6MIhUJ49dVXlSA7tQWCCYilKaRYiIfRaIxJ5RQEQZOJIZc1BoDXX389xk210gREMVoWspmv2+0uePVGURRxww034NixY1i3bl1Bx9bDxMIKRp/hEAgEIAhCxhcNt9utqT3Q3NycdJGRf1iFCmTS11mglCpFlQBgy5YtqKqqyvqimQ/LgsfjUeIS1q5di4aGBrz55psZj6MWEPI52b59OwKBANxuN7xer6Zfgt68LVskCkExuEiWWyzEw2AwxDTV8vl8OHXqFGpqauD1ejVNtdSf7UoQicVmWcgmZgGI/sYbGxtzOKPUxjx9+jRee+013H777QAWK2caDAY888wzuOqqqwoyFyYWViCJMhwMBgNCoVDaxwsEAujq6sLY2Biampqwbdu2lMozyxcCURRTCs7KFvUdvyxs3G432tvb0djYmLMLUy4tC+FwGF1dXRgeHkZzczN27NihnKtc1XOQFzhCCGw2G2w2m/IcpRSBQEC5O9VH6TudTsUKkY80v2JjJYmFRHAch/r6euWxOpVTFolyXwTZpZVuU61ckE0TqeUgW8uCz+fT1OgoBCUlJXjzzTc12x544AE8++yzePzxx9Ha2lqwuTCxsIJYKsNhqcZOetQ+/pqaGuzfv1+z0CyFPHahaupzHIdwOIy33noLIyMjaGpqwvbt23MuVORFPBv3iiRJGBgYQE9PD8rLy+PWdVBbMLIJQgUS372rBYS69a8cROl2u+MKiOVYXJaTlWhZiEe8tEl1Kqd6P1kker1eTVMtfUVCp9OZF1/3hZg6mQy3252TmAWv14vu7m7lcV9fH86cOYPy8nI0NTXh7rvvxvDwMB5++GFwHIfNmzdrXl9dXQ2LxRKzPd8wsbACSDXDwWAwQBCEJY8nSRIGBwfR09MDp9OJPXv2ZOxrS1egZIooipifn8fc3Byqq6vTFjbpIJ/XTMSC7Brp6OgAx3HYvn27JpBNP85ylHtO1HApXsdGQRByJiBW8kJcLGIhVdN+IpEoZ2Lom2pZrdYYAZFt87eL0Q2Ri5iF06dP4+1vf7vy+M477wQA3HjjjXjooYcwOjqKwcHBrMfJNUwsLDPpZDgstXBTSjE+Po7Ozk5wHIetW7eisrIyqwtkvsWCOiuDUoqKigrs2LEjb+MBi+6VdC92Xq8XHR0dmJ+fV+ISkr1+JZV7TiQg5MXF7XZrBIS+5bPT6SxqC0QxiYVsakHoCwoB0HTl9Hq9GB0dRSAQgNlsjomDSKep1sUU4EgphdfrzUm55yuvvDLpdeGhhx5K+vp77rkH99xzT9bzSBcmFpaJTHo4JFu41QWK1q5di9WrV+dE9SfKUMgFMzMz6OjoQDgcxrp16xAIBJRgrnyitiykQjgcRnd3N4aGhtDY2Iht27al5BpZ6V0n4y0u+rtTdaGheBaI5UzlSodiCMIE8nO3Hq+xkiAIymcsx7r4fD4YjcaYzzhRU61isizI1tuVYFkoVorjl34BIWc4yO4E2d2QipqPJxa8Xi86OzsxPT2NNWvWoLm5OacX8Fx2gpTx+Xzo7OzE1NQU1qxZg5aWFvA8j/7+/oLER6gtC8lQp2yuWrUK+/btSyvASR/vkc0dY6FIJCDku1O32x1TqVB2F83OzubNP54txWJZKFSpZzm1V909VhRFTVvvgYEBpamW3gJhs9myLnJUSOTrZrZ1FlgjKUbeiZfhkG7QmzpmIRQKobu7G8PDw2hoaMAVV1yRlx9uLt0QkUgE3d3dSklp/ZwL3bMh2VhTU1Po6OgApRRbt27VmHXTGUd9R5tNGuVy3hkTQuIWGpItEDMzMwCAs2fPIhQKxXVhLLeAKBaxsJztqXmej0nllCRJUwtCXXGU53lYrValMmUh03XTRb6GZWpZEEURfr9/WYoyrRSYWMgzapGQbQ8HnuchCAK6u7vR19eHysrKtO920yUXC7g64LKkpERTUlo/ViGCKWWRFm8B9vl86OjowOzsLNrb27MqgLXS3RDZIgsIu92OoaEhXH755QiHw3C73QkD7NLtlZArClVYLFtWWhMptVVBRi4YdvbsWXAch7GxMXi93hWdbSMIQlYVb91uNwAwNwQj9+S6h4MkSZiYmIAkSZiamsKuXbs0JsR8kY1lQZ05QAhZMuCyUJaFeGNFIhH09PRgcHAQDQ0N2LJlS9bR4ispwLFQmEwmVFZWaiwQ6gA7da+EQgqIYhELy2lZSBW5YJjRaERVVRXq6+tjsm2mp6eVVE61pUl2YxRSKALZB2N6PB6lAdzFChMLOUbO31c3YcpGJMgLbmdnp3K8Xbt2Fcysm6lYcLvd6OjogNfrRXt7+5KZA/JYhRIL8kJOKdWUkk5k9chmjFywEi0LqRIvwC6RgLBYLBrxUFJSkrOFZaUvwkBxBQ2qAwYTZduoP+e5uTkMDQ3F/ZxzkcqZjFz0hVjJbpZCwMRCDslloycAmJ+fh8vlgsfjQXt7O+rr6/H73/8+6y9+OqTrGggGg+jq6sLo6GhMRcNUxiqkZWF2dhZvvPEGRFHEpk2bUF1dndMFJVcFrYphkUuXeAJCbrak9o/namEpFsvCSnNDJGOpokyJYl30n/PY2JimqZbaCmGxWHLyuWVbY8HtdsPpdBbFdyhfMLGQAyiliEQiMZaETL9Yfr8fXV1dmJiY0Cy48gWvkG2jU73bFwQB/f396OvrQ1VVVUZFlQolFvx+PwRBgMvlQnt7+5I9MjJF//lnkw2x0i0LubiIxmu2pF9Y4tUIkC0QyQREsYiFYrUspEOiplrqTIypqSn4fD7wPB8jFBOlciYjWzeEXGOhGL5D+YKJhSzIRYaDmnA4jN7eXgwODsZtwUwIKVhFRZlUCkENDw+jq6sLFoslq1iKfIsFQRDQ09ODgYEBJYZCrn6XD5gbInsSCQj1wiK3e9YLCLnIEFBcYqEY5gnkttyzwWBAaWkpSktLNcdXZ2IMDg7C5/MpsQP6rpzJ5pILN8TFnDYJMLGQEbIvLhgMwmg0Ko2eMv2Ri6KoZAuUlpYm9ZvLGRGFIpkbYnp6Gi6XC+FwGJdccglqa2uzutDls3W0LGhsNhv27t2LM2fO5D1KO5duiItVLMTDaDTG1AjQFxmSBYRs2jaZTJAkCaFQCCaTacUuyMXkhsh3Iyme51FSUqJJV1Q31ZJdVV6vV2ndrhYQ6sZpuWhPzcQCI2XUGQ7j4+Po6urC5ZdfnlXw4ujoKDo7O2E0GpP2GZBZDstCOBzWbPP5fHC5XJienlZaXefiopEPsTA7O4tz584hHA5jw4YNqKmpUcRdvhdg/SJfDEWZUoHrPgd452F8+U8gA92wTIzjXVMTMH2XgBrNAG8CTCbQqlpQwkN4+19D+OsPAKIIy+dvRfi6G8CfewPc+QGQuVkQjxtEiIAajJBWVQJOJ6SmVoi79kLasgNI4f3HKzKkNm1PT09DFEWcOHEixjeebpnjfHKxWhZSRd1Uq66uDkDyzqtyJkY4HAYhBIIgZGRh8Hg8F3WNBYCJhZSIlwZpNBohCELGP2z1Xfm6detQV1eX0rEMBsOyuSHC4TB6enpw/vx51NfX57wQVC7rLAQCAbhcLkxOTmqqRKrHynd8RFG6IXxuGM68AK7rTfCj50F8HkCgQDAAccNmcAO94F1vgsjz8YUBChijkwSCqs+vxwWERBhO/hH03/8N1GQFNz4K45kXos8HwoCoel+CBITVnwkFBQ+6ahWkjZsRft8HwXd0IPzZLyh7cKdehLRnX9y3ojZtOxwO+P1+7NmzR2OBmJycjClzLLf0Xg4BUWwxCythrqk21QqHw3j++edhs9li3BhLBWEzNwQTC0uSKMMh00Xb4/HA5XJhbm4ObW1taGpqSuuuvNCWBY7jlODF7u7uJd0k2Y6VbetoQRDQ19eH/v5+1NTUxMR9yBTCtB9vjEzGzPeCRUb7YX7q38F3vg4yOwkSkaILtwxPAJ4Df+I8EIhERQEAyWQF5120OlGRQp4pLXGAiCFgFQfCcSARP+Ce14yr3h+ATigAECmIGAGZnAL3pz/C8Oc/gYZF8K+dQviW28GfOAHTww/C/8TT4LpcIH294LvOAU4nIIgACKjZAtgdcDqcqDJZwK9di9KqqhjfuGyBcLvd6O3thd/vh8FgiLFA5Co6PxHF4oaQJAmU0hVRcCke+rLl4XAYRqMRjY2NcVN248W7qN1VuWoiVcwwsZCApRo9yaWXU13Y1CmFjY2N2Lp1a0Z5xYWMWaCUwufzYWZmBsFgENu2bcuo7HGqyBeeTHyhskvH5XLBarXibW97m2ZB0FMIy4Le1REOh5VyyOmQc2ETDoHvOAXj7x4FF/aDTI6Bm41WqKMcDwgCQADYjKDEALLghqIUIKLqnOm/90YLYIwAq8wAz4H6DMoulPAgokpYmC0g3tDiYxCtcKBUa3UABSISiJEDN9gD2923gprMQKUZ9sOHgJAAOEyAWXVJCwnKMUwAyiQJ9P5/AwQhaq1Y0w5h337g8IexqrlVU51P3yehv78/JjpftkDkUkDkOw4gV8i/nWIQNkD087RarQlTduMFzJpMJvzhD3/A/Pw8pqamUFNTk3Wg7PPPP4/77rsPr7zyCkZHR/Hkk0/i2muvTbj/E088ge9///s4c+YMQqEQNm3ahHvuuQdXX311xnPIFCYWdKgLKsn+w3jBiwaDIaVOZoIgoLe3FwMDAxmnFKoplGVhfn4eHR0d8Hg8MJvN2LdvX94vDOoGT+lcMOfm5nDu3DmEQiGsX78+JZdOroIPlxpD/o4MDAygu7sboijCZDIpC00qaX9A9m4IMjEI0x8fhaHjNIhvDiQsAHThuAHV94kAUlUpCBd9HnOBxafCWpFKPAsdQo0cUGYBKMGCQwIktCA4ZMIR7fvhOM3T1OoA8c8uPjYaQSIhgAOozQw4TCBmDuA5cAAgmkACkegYZVZgPhidhxpB0goakYIIUYFCZmbAzZyC4aVTMH/z64DDDnHbNkQ++FEIhz+02CfBZAIaGqIvV0Xnu93uuAIim/Q+IPrdL3R1w0yQfzvFIGyA5HUW4gXMymKxq6sLv//97/Haa69hZGQEP/vZz7Bjxw5ceuml+NCHPoQ9e/akNQ+fz4dt27bhyJEjOHz48JL7P//88/irv/orfPWrX0VpaSkefPBBvPe978WpU6ewY8eOtMbOFiYWdMg1E5bKcJCDZBJ9CeWOhT09PbDb7Uve6aZKvmMWgsEgOjs7MTY2hpaWFjQ2NqK/v78gdxCpdoOUkec6Pj6OlpYWtLa2phy8VKgAx3A4jBMnToAQgm3btsFms8Hv9yv9E/Rpf2oRIQuIrDJMul6C5Zl/Bzc2AOIPA3YTJLMFJBRd6IlEgciCCLAaQYwcCIk+pqKkvdsXtZ8LEURIjZXgrBQIiyC+RUFAqdZSQATtd5YEgrqJ6tw15SUgFSFglRmE40DDANSBtmqrg4EDKm2AXyVI4n2HRP02AtAFV4jXB8OLL8Lw7Augd30e4t63IfTpz8Py2c/Bf/wnwIK7sMQ9j1KPF9KGDQvDSJq70sHBQXi9XvA8D4fDofk8UxEQxeKGUNeUKQbSzYaQxeLNN9+Mm2++GYcPH8add96JK664Aq+99hpeffVVjIyMpD2PQ4cO4dChQynvf//992sef/WrX8VTTz2Fp59+momF5UZ2Nyz1I5D3EQRBE+RHKcX4+Dg6OztBCMHmzZtRVVWVsx9VviwLal9/dXU1Dhw4AKvViqmpqYLFSKTSDRKI/vD7+/vR29urWGusVmvaY+XTsuD3+9HX1we/349LLrkETU1NkCQJkUgkJp9cnfbndruVwkNy5UKz2QxRFBGJRFK+6yQzI7A8fR/4/g4QAKLZAc4mRmMA5hfN/xAkgCOgVSUgPI0GLMrHCC9+7pTjAUkVY+AwATV2cAYAINoYBwAw8gtxAwtIWjGgFwvE4wdKzKC1JUCJCcQvApJ60dQuoNRgAgkvWj0otIYMSnX1TiQpupPmILrHRJ6LF4bfPQf+d88CHA/b//kE/L9+BiAEls9+BigrQ/D7P4zOihBUPP7/oeTIUdVQ0U6NbrcbXq9XUx9Ab4Gw2Wyaea6UoMGlkK1/xSQWsq2zUFFRgZ07d2Lnzp05nFl6SJIEj8ejqTtSKJhYiEOqd53qltFANE3P5XIhEAgo5Zlz/cPPtVhQ1yCI5+svZEClbM1JtIjLQqyjowMmkynrAlD5sCzIoquvrw9lZWWw2+1oaWkBkFgExUv7kysXut1uzM7OQpIkvPDCC0rzJfUdq/oiSMa6YXn+P8BP9gHT7uj6Z+LBiUEQEYAkgUSid+CUUlCLDVwlQAwc4FfFFFAadSXIx+Wj54rabUCtHSSoEhyAVixQChJUWRkkCUQTfqCLR1hlBsrtUVfDwvNU0sXliLrH+o+OMwBQjem0gYTcifeX56FG9/EQIw8EBfAvn4ZjXTPCt9wCw3PPgpaXgzt9Clx/D4zHfwKutw/8W68BoVD0kBxgk4AqqxV0VSnEutWQqmvgq2/AbFUVPH4/hoaG4PV6lQJD8uepT1NeqSxH2mQ25KKR1EoIcPza174Gr9eLD3/4wwUfm4mFLJDFgs/nQ2dnJ6amptDa2oqWlpa89W7geR6hUGjpHVNgenoaHR0dEARBU4NATaHaRqvHi7eout1unDt3Dn6/H2vXrkV9ff2KKgBFKcXY2BhcLhfMZjP27NmDcDgMl8ul7JPOfNWVC6uqqnD69GlcdtllmlQwuf2zzWZDhUHAJV1PwjrVH01rDAnR9dFpBgQJRP4MI4vvmdZVggv6Fv36qudgMAFU5yqoLwEptQKEgAYWX0YpBVEv/hzRLs5WK+D3qM8WAECqrwJXbQA4AhLWiQ31uIK4OH8gaiUIamMg9JYNotcBvAEcVJaSOPtoAyoRdW84jKA2E2DnYX7yIdDWUpCJedgP/bXmPXIPPxr9j90YjaEY9ynWFFpmA6ES7ACqKEAtNsBkgrS6HqH1GzB76dswtmkLhubn4Xa7MT8/j8nJyZgCQyvpLr5YLCAy2fSGoJTC6/Uue3vqRx99FMeOHcNTTz2lNOsqJEwsZAHHcejv78f09HRe6g7EIxcxC16vFy6XC7Ozs0pRpUQ//EJ2ggRiF/FQKISuri6MjIygpaUFO3fuzIkQy2WGgcfjwblz5+D1erF+/XqsXr0ahBBMTU3ltM5CvEjuUDAI44kfw9n3v5AoFxUKlIKGRZBSC6iBA5lRmesjEghHgBonYDECISXZMZrtoIynCkA08aANZSCSuPAcFgTBwnujuu9OTE8M3SJtNQLtFeCcC78Vr+5uWueyiM5F9Z0X6WKdB3lCId0xdOKBmsxAQCWyTSbNY8px0fdXZgFKLaDVzqgFhledh7AYFUWt5YAnBDriAQkuWDwMXHRM48KCZCBAOHpCCV2cCyEA8UQtHtz0FAxvvg77z3+KeqMZ1GLFfFMTfH/11/C//4PwRCIYGRmBxxMVWvoYiKVKHOeTbO/UC02xWxYee+wxHD16FD//+c/xzne+c1nmwMRCHJZaSGSfuRwJvW/fvoL1Oc/GLRAOh9Hd3Y2hoSE0NDRgy5YtS0bhy5aFQtXWl8WCJEno7+9HT08PKisrs84iSTRONqjPZ1NTEy699FKtSyBHgiTReSfzoyj73f8F554BrGbws9FFhRq4qAWAIxApv/gjpxRUAkj9KsBsWMxmiB5NswArMQVlVqChBPCq3ACE0+xLiSE27VGNcodtBxpLgUhIm+KoEwcxd/hWIxCKJN4f0IoHAPDrrG8m3aJqXBALPAEMHGhrDUi56rMDAI/e9aEaw2kG1pmAUQ8w5VeJhYVxeA6AFN2uh1KtoKIA8QdA/AGUzcyg7MwZ0O9+G7S8DMK7rkbw/9wOf3mFEhSrLnGsLy5kt9sLIiCKybIg9/DJxrLg8XiWzbLw05/+FEeOHMFjjz2Ga665ZlnmADCxkBb6pkmrVq1CfX19wYQCkJlYkFP3enp6UFZWlpa4kX9ghRIL8h35m2++CZ7ncemll2rupHM5TqZigVKKoaEhdHZ2YtWqVQnPZy7LPetFBz/wv7Ce+k9QAYAJIKFg1Dxv4EDtJSALZn+Dygcu2mwgJQB4RE39kcQBiOB40JZKkDJT1A2gvjsWdGmQ+uBD8Ih5pxuqQKrs0efnJBC1DV/SLZ76YEh9vIJ+rnECFeW4DGWTL2pdoQYekCTQCgeIGFwc12aCOmiBIk5DON04hJComHKYgJkAEBRUlgVO+6+MqEvnlLfp5g+PD5zHB9OP/wPGH/8H7GtbUfbu9yB826eAdetA/X74FxYxuc1zV1dXwQREMVkW5N95phbJQCAAQRByIha8Xi+6u7uVx319fThz5gzKy8vR1NSEu+++G8PDw3j44YcBRF0PN954I771rW9hz549GBsbAwBYrdaCixcmFlKAUoqpqSm4XC6Ioqg0TXr99dcL2tQJSE8syAGBLpcLBoMhpd4T8cYDChPQ5PF4EA6HMTAwgPXr16OhoSFvAiXTAEe510QkEsGWLVuSZrrEW+Sz6SMiY3T9BuZXfwYCCrJwIaQhMRqQt8oK4lZZDOQgRZsRfIkhuqABUQuDempqs72ZB6mzAaaFy0NEt5jp7vwJ1f0GBJXVYXUpSKVFu2gaSaz1QHP85OPFioWYVVz7mANQYgM2VoDUOqOWAJ8ETKr2MyxYAhTiLIQx2RQLG4w8UG0HLXMsCimD2sKgnrvuvVEaJ/iSaMQUoRR8Rw/4jm/B9K3vQNq2GWLbehgPHIT9ho+htrY2OtTTT8N91VWLAmJ0FF1dXZAkKUZAOByOrH7PxWRZkK/RmYob2Q2UCzfE6dOn8fa3v115fOeddwIAbrzxRjz00EMYHR3F4OCg8vyPfvQjCIKA2267DbfddpuyXd6/kDCxEAf1BX1+fh6dnZ1wu91KeWb5R6LPhigEqY45NzeHjo4OBAKBrAIC5fcqimLeisWEw2F0dXVheHgYBoMB69evR319fV7Gkkk3cFNd0yFer4l45NwNIUkw/eUnMHW8AGLkgAXLAAUBeCNoiREQRZVJngIREdRuAqocID6Vad6gm/vCsaRSJ7jVVkBVM0ESdbYDMUnNBEqB4IKbYUMVSKkFcOsqNarEANUHM8ZUblycm7KLxRJbpyEeRh5ocAKNq8BZVN/dGgcwHVx0HQDQm0KopE/FjNlFK1oIAbFzgFzRWhYJfHLrRFz031O95mQAACAASURBVBmeAxbiRYgogX/1DfB/OQv69NMIjw4gfMfngLk5WO66C+Jf/gK73Y7a2loY/9//Q/hzn0Ngfh6+0VHMGwyaJkvZCIhiqTQJRK9dcqZVJni9XphMprhl49PlyiuvTHpN0AuAP/7xj1mPmSuYWEhAIBBAV1cXxsbG0NzcjO3bt8cslsshFpayLAQCAXR2dmJiYiLtQkXxkOtJ5CMjQpIkDA4Ooru7G2VlZbj88svx1ltvFczdkcpCro6dSLemQy7FAkcjsJ78KgxTA6BGHpLZCjI9BwKAcAAtiZZWpmTxgkglAmI3gVQ7ooJCZSFQm/YpFmoqlFtBmpxAWPdZWyxAxLf4WBM8qE2xpDwP2lQO0mqLLnL6rAWiv2AbAKJO2USseNBbNqCbn97SYDEALaWga8pB+IWUUF3qJjFzwOYa4OxENHBRnzcZ4xqIs9Do91GPYSCgXAJXBknwmkTbeKLOClXGJqEAzF/5N5ju/zYif/s3IOfPA5OTwEJJduNjj0E8cADOYBBOSlH1jndED5+kS6O6zXNJSYmmzbNm+CJKncy2xoLcnnolZaMsB0wsxOH8+fN46623UFtbqxQniofBYEAgEIj7XL5IJBbkstL9/f2ora3NqFBRsjFznRExOTmJjo4OEEI07pFC9GxIdZzJyUmcO3cOPM9j586daRdCyVnGRdiDq6Tfgff4IFEexEyAcDC65vAEMPKLqYuqQECxrBQ8DUWt8lR7wafhxeqM1GQFqTUAdSXRbbrzwoVVFgn9nb/azG4zQtywGgaD6vX6Yk26BZaaTCDwqwYzAFCNx+kXW20NBwCLAZRVq0DaSgAzD1iMi2tyopgImzEqGP4yjqgAWdyHRPR1HmIbgpFk7hFCQJsqQeY82n30aiHe9yOZi0Z+jUrQEW8QpoePAwAsn74dwX9/CLBYwQ0MwPDf/w0iSZAaGiAuiIVEXRqDwaAiIKamptDX1wdBEDQCQrZAFJNlIZu0SWD5MyFWCkwsxKGsrAx79+5dsn/5clkW1A2sJElSgi7tdjv27NmT88CXXBZm8nq96OjowPz8PNrb29HY2Ki5QymUWEi2kPt8PnR0dGBubg5r165FQ0NDRndROakSGXKj5Oz3YKABSDCCM0eisQbBCChHgIoykNmo7Zsu1FcAAGo3gTMTEHndVS/SlCqxCyAAbSgHJJXoVS1WUauD6jseE0wYXfgi9RUwri+DgVJNcaeY+AZdcKReDFBOGxxJeW0PCZh4jYuEUgpSYga21oLULFzQJ9VZHkh+N28xgG6uie14KUS0RSNT+J3HdNG08sCc6nm9y0U/l/gbYgWFkQdCeuvKwlP/9RsY2loQvuPvQQQB/MmTIPPzwGWXJZ07IQRWqxVWq1XJ4U8mIAwGA4xGI86fP4+SkhI4HI4VKx6yDcZkloUoTCzEwel0piQClitmAYiax2dnZ9HR0QFJkrBp0yZUV1fn5Qudi8JMkUgE3d3dOH/+fNKum8tpWRAEAT09PRgYGEB9fT0OHDiQUWdQmWwtCzTih+Wt+8EF50BAIRkkkDBAabS8slRVBhCihOJFLQg0WkSoygkyu3jHLhG6GLJHSLTIEUeANZXgLBygWl81ix5v0KxfktkKDiphQQFsrIaxYaHqZyj+XX/Cx/rfD9WJB94IAlV8ghw4SADaXgc0OwGLTsjpgwpp8rt5YjUAEW2dhmj2x+JxiC6LgcRJ34wRRvrfIm8AiO53FDc4c4lzpo+DAACVoCOeAMzf+x4AgJufA9fZBWRQ6TSRgAiFQnC5XIhEIpiZmUF/fz8ikUhcC0S+itOlQ7HXWFgpLP8nuQJJdcFdLssCALz66qvK3bk66DJfY2a6gEuShKGhIXR1dSVNM5RZDsuCur21zWZLyaqU7hjpQiURxr98D4LohS0Ugtdug90TXfwjvAmodMBkkBAOC4oIkIgZxCIA1dELm6aRk3oRpzR6x95WCTjMgK5VtNoKEZMGyaviE2xWkJaShbRDeRJxMhWSpEXqu1FKgqC5oSe6WAFKCMhqJ7C9LlpLQqLaok6iFH8x1c9JQ5xURr37YykoXWzIJSPphI/VHFsmO4Y4YkHvyokRIdFaESi1QKqtBGeIRCtJ2o0gTjuE7e8C92pv7GeRAYQQWCwWmEwmOJ1OrFmzBpRShMNhpQ7EzMwMBgYGEA6HYbPZYvphFFpAZCsWvF4vEwtgYiErZJdAoQiFQkqOrsViwbZt27K6802VTN0QU1NTiuVjqTRDmUKVl5ZFibqMdKrtrVMlG7FAeo9DhAemCBC0O0E4QclykHgRFi568eNU/vsIJ8C4elW0uKLqTjPa50EVy2Cyg2tzRIUCoC2lTHRLp164LTR3ouVOYEst4NXF7Oh9+xyvqdGgFwuc/veji2kQBWnxIlViBt3WEK39sPjmtK+PiLELov7xElqUiincMMSxCMSUj9Z12oTDAsy6tduW+npw0MRzUiMPYjcCVXag0graWA5ihGJNUaRVIFp9EhQwBAdAN9sAzzxQkn3nW0CbOkkIgdlsRlVVFaoWgiuB6PVKXZ58cHBwWQSE7DbJFI/Hk5Obh2KHiYUsKJRlQRRFDAwMoLe3F+Xl5eA4Di0tLQURCkD6d/s+nw8ulwszMzNpWz4KZVmQhcLJkyfR3NycszLSauT3nG5Bq8jYr8B5u2GQRFAxDMFuAu+OnpOw2QC5oLhEKfiFGAWJN4AvMYNbWH1EYoFhwXxPOU7pAC0ZeIgNVvDyoq0LWNS794nOPI+IBLqxBqQuQVyMpIuNUK+GlMZaFnRpkXoPAhGkaBrm1lpgXRUkT0TT4yFm4ddnckhSjOEgZqHXP3ZagWl9+oH+GLrH8T5fvUsmJj5DV8Y6zlyoyQBiQfQcmHmQOifQUgrYF9qXA4AnibVi4fpExBBIyA+K3IiFVO7WzWYzzGazpraLXkDI/U30DdIcDkfOUrVz4YZgYoGJhbik44bI512wujmR0WjEjh07UFFRgeeee66gzZ1StSxEIhH09PRgcHBQ6ZWRrqDJt1hQu0U4jsPll18Ou92el7Hk71E6YiEydwZ0+iUYJAlUlBC2RzsxmkMhiAYjQqtKYJqPBjSKxAAjom7+QH0l7J7Fu1YaWYxXoGShCqeBg7i+DnwopOTtxy0SpH4P6rtjngPaa0Dsqveleanu7prndD0c9O82Tk0FtZmeAGRNFbC+RKmMyBEueuu/gES1cYgSbwQnqhZpMY7pfYk4CsLFERwxU9dbFmJ3iSk5rT8Or+2UGT0OicZgGPmoa6HCrhUdhCxWiVSOG2fshfdMIuHF/4cCKZV5SIVMizLFExDhcFgREPPz8zECQv2XiYDIRYAjEwtMLGSFbFnIRylkOXgxGAzGFFUqZNvoVMaTyx93dXXB4XDgsssuy9jHx3Fc3qw1MzMzOHfuHERRRFNTE2ZnZ/MmFACtWEgFMTIPcey/YJQ4EFAIRh5GiUJaSHv0VJWAqFo3C4iKhUBduTaWgFIYAuoFxgjKcxDbq8AZAc6nWmzB6wou6f3lC/tajMDmWnCahZVoF2J9LYKYGgP6BVa3v4FTCjbRmjKQS6tBjAbNQkx0yx3Rl5p2GIF5tVhIoWLikqmKiPNe4uyjhiMxZao1WSUA6Cor4A9E3x5HolYEk25RMxg0YoESEi3IpTmQXvyorCkSBbXZQEIBIJi7NO9clnuO1yBNLSDcbjeGh4cRDAZhsVg0dSBSERDZ1lnwer1YvXp1xq+/UGBiIQvkL2C2X0Y1fr8fnZ2dmJycTNjuutBiIVkcgbwAC4KQk4wMnucRDoeX3jENAoEAXC4XJicn0dbWhpaWFkxMTGBmZian4+hJRyxQShEafhQRixVW/xT8ViesgWiKAhUicFc6wXESjKHFc0vDfrjrKsDbDSARHlioVyASEk1hXEAABb+2GpzVCEl39x8xLLo1AGj6RVDQaOnmslUgG8ujC5BffSesrz3Axb3BVp4nuuf1Oxs4wGkG3dcKUmkDDQna/hUAQPWLv/YhF9N3Qe9yiDOxpXpNxBMTS7ky4jWQCi58r21GYE05sLYaMDUB/9UBBCIgogTKGbSZFvpKm2bj0kGK6roSEkDNVpBQICoYckS+yz3HExCRSEQRD3JDLb2AkP/UFk1BELLqBsyyIaIwsRCHVBc7WVlnG0ADRH8Ivb29GBgYQF1dHQ4cOJCwvGihAyvjZUP4/X64XC5MTU0pC3AuLh65dEPI3UF7e3tRU1OjOaeFiI1IRyy4Z34DwAM+5IdgMCFkAmyBhfgDngNv4qNtqgOLlRRFkwGcfcHFIC6avNXvSuIIaK0NnGHhO60TfVR/DlSLs2Q0QGqyw9BcFvW3h/Rpjro3EdNammj0gGS3g/cmKNPMEaCpFFhTASIvkAajNqZBlJautBgzJwlQfy/jfRb6bAOdIJHsdnDqfhvxrBP64+qzKawGYG0l0L4GaFgFcBxIUIienw9uAp74C+CPRK0G6hoK+uPEc+vpL1fy9BfalcO0sFAG/cgVy1GUyWg0ory8XFMcTRYQ8t/o6CgCgQDMZrMiHAKBQFYda1nMQhQmFhKQSiQ7x3FZL9yyD727uxsOhyOltL3ldEOoK0XW1dXhiiuuyEq168nFIk4pVaovGo1G7Nq1C2W6PPOcVVdMQqpiwR/ogOQ9C5EX4QyJmHeYYF5IKQwbeBAaTaeTiEEJTPSbjYDFoIxhUpuqafRnTQmBu7UKTkG74KrhVaWUKSHKnTwFEGksg8WpEqzpxDcAANW5CLj43SNpmRNkd/3/z967B1dynuedv69v54rr4DYYYGYwwxne7xQpiqQsq5Rw5axSWlU2qkq2IksVVlQpOXGYKGUmXrtcdm02Uiwzayth+aKo5JJ2JdfaFce0lVXRiSU5FB1SoklxgJnBDDBXXAYDDHDup7u/b/84t+6vGzgAzgHIcfD+M3MO+nT36XNOv8/3vs/7PDXlxQDgEIYulBTzvdAdKXWFSGGGWxdxvImI9oP2vnoM0IYYIhGju6ASNmKqD+4bg6l+hCZbLaSqgYHBNHziXtTvT9eAUhAsaAsXZVvR6k2Ek1EHSA0Oax0siMo2/DS2Ge8VuefNAEQ+n29WIfL5PBsbG1y/fj1SgdjOvSufz79r9tTvpTgACx3GbsFC0MlSSsl99923rdFC2HtipR4NHsG1a9c4d+4c6XR6T5QiG8fqBCwEFSJPnz69qXPlu1FZqFQqrKys0NPTQyqVqntuFFnf+P+wDA/LNyikLJQhSJWrKATrPT0M1l3v/PqS0TVNNoZH6MmvASAR2IEZf1dJHCA3NY5KC8RGq/wsjQRBOWWzEvBlMGoSyUpA9a5J5IADQfOpdgJLUk/c2gWJ+C0IuHsE7h+vJbdCm2SmgxEpwwRKiE5DmGb4vNo5VEJkQiOquriFIJOgZlR16hA8NN5qI+gS1XoMplH/y72I/zILheAftGumkxshMkKiqLd7Gp+PVevpi9u8srDdsG2bgYGB5gLh9ddf58iRIySTyWYFYmlpiWKxiOM4TQXKBgciCCBU3Qb8oA1xABY6jt0k7lwux8zMTKyT5XZivysL1WqV5eVlbty40bTn3kvr6N0kcc/zmJ2d5fLly0xMTGyqENnpcXYSjWvUGH09f/48tm1TLpcxTZPe3l4Ght7EMSQGClfI2hw9NqaU3OzvwQgw/01PooClwwPhyroI/4ytSoW1E6MYWQND1y1QAXAAGG5Ap8E2cUyDyj1j+IOp5lhmc3vDQviaAFLw76Ym4KSB6CD/QPb1IE4PIoayrde0K+37Kpy5I3wEBW44KatMCpFr+TMohMabaA8W2nIalAJTII8MYXzsFPSlYHGj1U6J20dMGP0OPDEBr1xomWdJDbhoXAjlK4TeqjDqdtsqDBboImfhvVJZ2E54nofjOCEA0Xg+WIFYXl5uAoienh7+03/6T0xNTeG67gFY4AAsbBrbLVPvRGuhUqlw/vx5rl+/ztGjR2OdLLcT+8VZaDhYLi4ukslkePLJJ/d8NbHTJK6U4vr1682Kx3YnMfazDfHGG2+glOKBBx5otpjy+TxrubcwzVXw/Vr+EQKBQPouuXQa1zbJBMbvUmWf5ZEBsM3a+GM9gulEAsWhXoxsDSgZmnyyFWDk+0KEbgC+JSg+fAIydbEd7bWeZWIHc7FeKfA1YqqmzigqHsoycB84gjg+hLWurXR1kYc4ln9wFR1JwCJSaRBKS/zCBAKTI7oIFURdLvXHDeVPIWpS0RkHHBMjbdWAAkS5Br6MEZHQjqtUrSXxoRPwpxdrHI2IXbWm8BhHvhSitkmjzVMX8BJdnIZ4L1cW9NhscsOyLPr7++nvb2lPNADExsYGZ86c4Vvf+haXLl3i4x//OE888QSPPvoojzzyCH/tr/21LZVo9fjud7/LF7/4Rd544w0WFhb4gz/4Az7+8Y9v+Zr/+l//K88//zzvvPMOk5OT/PzP/zw//dM/ve1jdjsOwEKHsR2wECTaDQ0NdTzbv9dtCN/3mZubY25ujtHRUU6ePMn6+vq+3Bx2ouC4vr7O9PQ05XJ5xxWPva4sNPTzAYaHhzl9+jRQq9IYhkEmk+KWd5aqcuhzc+QTSXpLteRpeT75jAMIknUugo+glEjg1sV4nIATpAroCmz0ZzAC8svKcKDu5SAJg4VgmnGTNuWpwdBkhKl3DbyglbQKcQgUqmZz3dogvMpXCpVO4n1wEqOuHBlJnjpa0HO0zj/QwULcR19pN1mjuXFaMRMdWmtDHhrEWF2DnkTNDrsR7hbERKnCh4rVbqj/O5yBDx5H/dlcDFjQXuPFiE4FjwktgmeXKgtSSpRSt01lYSfTakEA8Y1vfAPP8xgcHOQ3f/M3WVhY4I033uA//sf/yPve974dgYVCocCDDz7IZz7zGT7xiU+03X5ubo6/8Tf+Bp/97Gf5+te/ziuvvMLf//t/n8OHD/Pss89u+7jdjAOw0GFsBRYangPnzp3DcZxd2RzHxV6MF0L4fBOJBO973/vo7+/n6tWrrK2tdf14cbGdJB6s0ExNTTE1NbXjaZS9qixIKbly5Qrnz5/n0KFDCCGarpVSyiaYuer+KUrmMZXANS1UXXNAKoWXzGIIF08YTUXGYsLBzxoYgFQCJ9C/b/AVVgf7KBzqoafQanqbge+mNKzQD14aSSCPm0lz8+4xHClD/gZGALQpBWaoPK9NOphmJI81/q4A/8QQ6uQIhhHgcUTAQuRihh9m05jFQEN/Gx9fxGq6nfKiPqoINb6BAHV8EPHE0Zq75f/9Q8RaqUbKbOzDrZf+hYiOTsa1MrbSoTjcg/rgKcT09fA2hrYfT8JmuguNfwOiTN2Ixu/zdqgsKKU60oTI1VtYH/7whyMk6Z3ERz/6UT760Y9ue/uXXnqJqakpfvVXfxWAu+++m+9///v82q/92gFYeK9Fp2ZSDVGlSqXC6dOnu+o5sBechcYqvVQqRTwS9pMjsZVplZSSy5cvMzs7y+DgIE8//fSuR6L2orKwtrbGmTNn8H2fBx98kOHhYb7zne+EtlFKUfAWccvzeLbDQKHAejpDplS7kZeSPSS82v9F/fykMFjrz9JfrD3vaSu6ZLlKLpNmfaQHpU0g2IEKREPcqRFlw8fIprh5zxGUJTCLLYKhUiokKiQNHQxoY5K6lLGo8RdU0qL46DHUQIZksKqhaS4oGWPfHPGZ0BN/G2UkK+b3prdO9KNqSUXZJuLOQXjfUcRQbSUpqi78T3fBt96stQWCu/RkXX2xTXKKA6raqRlHM5DrhekbgfPTXuP5YbAgJc3r0AQoewMWbofKQqMK0ilY2G/OwquvvspHPvKR0HPPPvssP/uzP7uv5xGMA7DQYej8gaD+wIkTJzh+/HjXEXg3k3e5XObcuXMsLS1x/Pjx2FX6fvk1bHWsmzdvMj09jVKKhx56KCQXu5sQQnTtPTVaDktLS5w4cYKpqamQyY5ewbjifw8bA4lHKZEG4ZOqlqmaFhsJk+H618mur+SvD/UTnCK0VOvz8YWJZ5rcPDKAEAIRIMRJwAokfP08qmmH4vGhpkujEbgeUk/m2nuuTU4EwIUGhL1kCuMQ5J48CQkLp6hVwiKiRmE1SKVUxAZaRPQQ9JPSHsdVLqROXtRPw2iCHHXfYXj/8QipEEWNW/CTd8CProXbFF69utDOtTKO8BgHII7214SwLt2qPTbCrZpImyJoLy61CkOXOAu+79e+a3tEcu5mNO6TnYCFbDa778BocXGR0dHR0HOjo6NsbGxQKpVIpVL7ej5wABY2jZ36QwR9EcbHx7cUVeo0umFgFeRRDA8P8/TTT2/6BdzPyoIOFkqlEjMzM6ysrHDHHXdw7Nixrok/AR1Jdesth7hrqIOSRfcvcWUe33RJehYVs4opa6vwld5sk6MAkK56LPf14yUskgEbZhHgKFRsh9WjvWDWEoIVaE9I7X1VpKRxdrn+Horj/bXWQ/06BCvcvpbspEYUrDpJkuSIC98yWL9rCGuwVfUxImV4nbyofwbRz9iIqDm22aeuUWCKZrWmdbLaPtMJ5E+chPcdBdtEVWV0m8Zx7hyBmwWYvdn6m+vXnDn1txMhMxKNzSYm7hyCsgdrpZjvagw3orFNY3f18+1mZcEwjNsGLAghdn3P2NjYoKen57Z4r3sdB2ChwzBNk9XVVb773e/S29u7LVGlbhxzt8lbKcXS0lLTnGo7PIp3AywESZZjY2N7Iv4Eu2d1x7UcNjtOY0XvSZdlphEIDAFV08NWIDyPm5ksCMjUJwg8IZDCJJ91QCmSgUmDRL0PL4VgcaiHHjf4txaQECJBcGhfiFqi3BjIsjA1QjbQdoisUPXQ/u7r7fZ6onN70tx49BgiaWMFpiEi+9fdFfU2hJ7oUU3fiMCT4WjTYcC2CGpM1E64LkKVdXAfO4px6jBGEOOrmCQRPO77jqJWKohbdYVHV9ZaAY52a9UrDUojc8a2JQKcg/tHUTNr0VZNhEgpa62UOAOvLuks3E5jkw2+wm6TfT6ff1fGJsfGxlhaWgo9t7S0RG9v77tSVYADsLDraKgEXr58OZQw9gOB7jZ5b2xsMD09TaFQ4PTp0yFzqq1iJxMKnUZNqMjne9/7Ho7jNEmWe3EciJbm28VWLYfNonGMWe9VPCokZQnXSJD2azdvx4eNlI3CwKyv4KvCZOFQAlOAixFaZ9vVWpK/PDaEb5tN40KlBHYgoZY1MpxdcVkdGeHG0V6EUmG3RmVDoK0QSbzaddL1G4SUFI8Osnb3EbBMDE1ASSgVAgA6eFCWDW6grUFYs0GZW/tO1Dbauq2kbG0fSqH6MlQfOYH34BEAEusuQTSgj4/qTpvYJv4HT2L90Vu15O75xFVF0L8j+phoXAQrDaYBD41BTkv4EbBAjdcQuL6+W8WiBkq7EbfT2KTneR3bU78blYUnn3ySP/7jPw49953vfIcnn3xyX88jGAdgYZPY6suxsbHB2bNn2djYYHh4mFKpxMjIyL6d207BQnB64NixYzz66KM7mh7YinTYzcjn8/z4xz9GKcXJkyc3VV/sRgQrC9uJ7bQc4qLBWSjJHGv+HMowEQiKlkXaBQ/BRspBGD6G37qpFbP9JL3aatVUAVMcYeL4PpeHh6ikEyGZ54rWo7cCBEGlFLm+NLeO9Na5DZqgkqb3YSgdDGj8gcCUgTIMNk4MUx5rgTojoncAW5EgXBvMUJVca4OIMGBS9R2EttI1B/SPNpCw3cODWMUCpb/7aPg8o1rK+k70DRB9FjxwGN68XqtURMysZExlQdt1rCqk9hkkDCKdHzNmvxB678VCgQRQWL/FmXfeaSoVZrPZXXna3I6Vhd1Gt+yp8/k8s7Ozzcdzc3O8+eabDA4OcvToUV544QWuXbvG1772NQA++9nP8hu/8Rv883/+z/nMZz7Dn/7pn/Ktb32Ll19+ueNz2W0cgIUdRLlcZnZ2tpl0H3roIVZXV7lw4cK+nsd2OQtSSi5dusSFCxeaCW430wONysJeWHFDTct9dnaWK1euMD4+zq1bt7Zd9dhtNPa9HbCw3ZZDXDTaEG/7P0AJhe1JVpNp+uqkuJKTIenXs6SstRNupfsomz7J+kccdImUwmapr49iTwIB2EFAoCW2ZKDHvzzYz8ZAuvm+DWyCJXk9uRta4tVbAA2fgWJvhpV7juhDBFGwEP5ztLKga0NHjJnCycm3LSw00mQELER1GLyjw+Q/cBQ53k/6Ly4TiXbcAhUDFnxVM4la2Ki1IaxteFroEVfgikxu6GTGGKGnpiFEa9uebBZWIGmZpNNp1tbWuHTpEtVqlUwmE7J8zmazbZPr7VRZ6NQRuEFw7DRef/11fvInf7L5+PnnnwfgU5/6FF/96ldZWFjg8uXW93FqaoqXX36Zf/JP/gn/9t/+WyYmJvjt3/7td21sEg7AwrYi2D9vkAEbSXe/HSAbx9yqstBokczMzGCaJg8//HDI6nU3x2vst5sJXCnV9Jvo6enhAx/4AMlkkqtXr+65Be522hC7aTnEHWfdWKXoLVAxYcD1kYZNwi3iGiYlyyBZ/yhTVZeiZXMrY9NbDhAavVZ5/lbCRvUmEKKWC52AUJK++k/UxyavDh9iZWSAbKBn7Wrvw9QMmSy9jaAREG3X5cbRYdZOHwbTIJMPl8cjhEbtexOpVOiJMUL2CycnGZesIuTF1mNvrJfiI0fxJlqz8sUHjpDQQYrQjqtUmFpADPCRsvb+Hj8Ky3kiEUn6MRHH6Whnrx0LQhrkxkArpaGLgGJqaqr5fKVSado9r66uMj8/j+d5sQAi+L2/nSoL3WhDdKOy8KEPfWjLe81Xv/rV2Nf86Ec/6vjY3YoDsLBJNMrHDSnhZDIZ616436ZOUEveSqnYhBr0nTh16hSTk5MdJ/jGj62bN4lbt24xPT1NpVLhnnvuYXR0NDQ50OmKoF00Rr/iKgu7bTlsdpy51BmEVMEgiwAAIABJREFUMHCkyXrCxlI1saUb6V6Sbq2q4CNIuWXmDw0jBDgBQmOmLsBVtizW+jIMVOuv0cYbLT84Nilw3CpXhwdZGu2rVxJa4WtJ0vTC0syhqQoURgAQe6bByl1H2JioAVCp8RGUVJHKgi6rrFcWDBnlQIRDa0vErahjkqkcSHPrmTspTh0ik9emARxBqDjhy5guQ0TFKfxXFQA+KRsm++GGBhi2I/WsR9zopW4B7iQQ5Up0Owi3YOotJaEBwkQiwfDwcLNSppQKAYgbN25w8eJFfN8nm802AUSlUrltpgM6bUMc2FO34gAsbBLlcpkf/OAHVKvViEhRMLoxxrjTaHz5GwYpUJMRnp2d5erVqx35TsRFAyD4vt/xPiuVStNvoqG+GPwx76Q90GkEJxUaEWw5dEPPodJbpGLkMahiCgNhCOyKT8HpxTMFqVItSUssFnoHsUxFOaCj4GKQ8F18BNcGR7BU67tmqvBnkQxYK5csm8rQIEuj/bFaD6ZuVe0HLa7DYKFiWaRUrbpRTdhcunsSlQweO/y7MLSM62tqj3EaCoa+StYNlCJ6CGihgYlsgo0HJ8jffWSzTSI4QFS9CN1AaJWFCHYwTJoMUwBDIDMZjID/xI6kngP7iYT2mcleB1MHC03ZzOAcbP1aels7XwohSCaTJJPJJgdLKUW5XG4CiOXlZdbX15FS8vrrr4cqEOl0+j1XcegULOTz+Yjewf+ocQAWNolEIsHk5CTj4+NbftkalYW9LpsHI7jSb6gaXrhwgf7+fj7wgQ90pccWjMZMdScVlAZ/YnZ2lqGhoU1X642Z6P0CC43jdKPlEBe5qVtYom7oVM94lu+zmk4gZKsyUDISWHa19jhwo/dELSnPDo8iHEW21PoMyiL8eSQCI5QrPVmqWacFcFUY0NqaWJMdAAeuZYXNHc3aOawODXD1znGEUCSCbQqtdK8rEsuY6xihDerfLf1x5PugtSUsG4MyyjFZe/xOVu8dIdmm/C+0DC3cGOlkPYvrFRMjOqXhpwRGMIdHWgxsLfVMzN8h2s7QyY3QAhnB/TWunb/zRY0QglQqRSqVaibN+fl5bt26xdjYGLlcjsXFRc6fP49SKmT13AAQ72YVohuchVOnTnXxjG7fOAALm4RhGExOTrbdrvFF3M8+nhAC0zRZWVlhfn4egAceeGBHxLudRicTESsrK0xPTyOE4JFHHmnLn9gvsNBoQzTsozttOegxry7hpTySqopvpLFkHl9BzklgCtUsK/vCJJewGKy3HjJ+63tkSJOFvjFEQuAhQpUFK9iTx8CuVwcW+vtYHhpgoFIM7EcHFmEp5+Dt3I2Rbr50cpyVySGEEDiam6S+zNeTMCJmbDAQUkQ5DlKpMBzw9VHM8D5KfRn8iT6Wn7wDLBNTP8eY0PchdOlkiClpREoAkf1GgE+EJBmn3qifXHSTCEchbhtdkAmaIKGbo5OJRIKxsTHGxsZqh1OKYrHYrEBcv36ds2fPIoSIAIhUKrVvAKIbbYi+vr4untHtGwdgYYvYjtlQsCXQrbJ/u8jn80gpmZmZ4fTp00xOTu45UNmNtkOxWGRmZobV1VXuuOMOjh49uq3z3E956bfeegugKy0HPc6IM6AMJBZVoUgAkiTCKiMQWH5t+Xkl3UevH9AYCPz/RsIm4fj1ikP455oJJA+vbkN8qf8QKyO9ODJ8g7QCYEEBZuB7LY3w91YGkrtnGixMjpHvbQEKvXKgJz+htxC0CQKlZUZfiPBYpFJNA63mc3ryr5P/fNtk9b6jLN43QSrQqDd9GZmgiLhP6OcttKTiy2hbos33UhHTUolstIUA01ahK1jq7yc4ohncn7/7ykJcxFVRhRBkMhkymQyHDx9ubhcEEFevXiWfzyOEaAKHRhtjrwCE53kdgf9uTUP8VYgDsNBhNFb5+8FbCI4YGobBAw88sG/9tJ0IM/m+z8WLF5mbm2tKX+9EfXG/7KOr1SrDw8Pce++9XQdb59QliqKAo3zW7ASHvBISQd4S9MsaCO3xKtxwelCWINVQZVTQV59+KJgp3JRDUtYel7XkkHBbtW5POFzv62dlpKajYGkJ2wmRH8PgoBSnAQCUUimm75xAOimMIJgxEiADVYsIWTF8bEMnGAiLYJ9fasf3LBNbhcciTW2fyvNZu/Mwi49M4acTtSQeSNKGr8KLfhm1ctZTk9eTwXYDJEgv5vuuCz/pHQbTjJNkCkfcVzuuVRGMmt2oth8NUJk2okGMDU1D1O9NbTgL243tjk4ahkE2mw0lWyklhUKBXC7HxsYGly9fJp/PY5pmBEAkk8mOAcQBwbF7cQAWuhB7TXKUUnL16lXOnz9Pb28vTz75JH/5l3+5r73A7bQhlFIsLi5y9uxZEokETzzxxK5KeHsFFvQph1QqxeHDh/ekKnNGnMUVJhYCs94+yFm9zcQvlY2PRTGZwJSt5O1iY6KoCpPLvf30e63klQhoLHsYOLJ18887SQq9meZKWKhwiyKY0Mtacta77kJKbhwa4tzJUZRlkKqGP4uSqbADX/eIlLMwIUDw08FE1U7i0Hpfel70LTMMZ5SCwO+rNNLLtQdPUe7fHIAaUiIDjQxdQTLuvD1HhbiK+NHXRMGCJm6lVycgXpAp9DhmkkO/prGmWOFje/0J7OUGWAj8oQEUfQ9irsNOoxMegGEYTTAwPj4O1H6X+Xy+CSDm5+cpFApYlhUCEL29vTiOs6P7XifnqpQin88ftCHqcQAWtojttCFgb8FCw21RSsn999/flJTe75HNdm2IXC7H9PQ0+XyeO++8k/Hx8V2Dmb22j260HL7//e/vCSh5W8xToYiUPgXHwvEVrnAoGTDcmDrwTa5k+kkYPsVAebkqLRQw2zsCJiHiYbC879NSdVxN97My0Efazwe2DazMRfhnrn+j7YCGggJuHOpn7VBQ4lavFISvmc438E0n5Hapj0UWLEWwsKu3B3yd4yBq0xRuT5IrD59gdXKYdMULvRNTq14YUoUW8GZMmT/CWdA3afgshJ/UXqOLR0W/89JJYIQIpnFqDVpEZCZiSKJau0PV+RZKmz5pAC2hVG3KxOzstt9tUSbDMOjt7aW3t5cjR2rTK77vhwDEjRs3KBQKOI4TqUBsVbXsltzzQRyAha7EXiTuYL//5MmTEbfF/TR3gs3bEPrI5iOPPNKxPkI3vSi2mnKIG53sRrxjzFJF4SgbZVRIuC6rdhoZSGgrtkWfWUvoThAEKMlc+jCOo6j6Tmi/jgq0HerF7pVUH5cP9ZKQrWTkI7ADCV1PxnqCs+vX2jdMzh6bJJ+xsYMJXnOctLTPxtRXuMInePvWCX+RpKydj9RY/tIyWXnwOJfvmWzyEKQ+yRD5GPXWSBxY0PehKyRGRx4jKV5vj0SOAsqQYby1DawQaTnEjVJqHAZVBxQqnUSsB9opgbFYfK9jsLAfZG7TNOnr6wut6n3fJ5fLNQHE0tISxWKRRCIRGuHs6elpjpR30oZQSh0QHANxABa2iJ3YVHersuB5HhcuXODSpUtb9vv3WzlSb0Mopbh69Srnzp2jr6+vqyOb3fCiaIyUzs7Obts+uhvxYzFPmQpKSXzhIiSUcTAMH8et3bSKIoEVYAn2B6oAvpGGdBWBoBTkqCno9YNqjXAj0c+1oT4MA8zgd0EjQur20vpK3/JccskkP56axE3apKuajDKCYBq05dZgQQcThtTHNtv0/eugyjdN5u4+Sm5iFN8J9OB9P5Js9VaHXk2JeGHohlBEr0vURjuOmKjtV3szUkQ1LbblC9FGARNAVOMJj95ABv/onaRe+0Ht2SD3wvPAoaN4t+SeTdOkv78/ZCzneV4IQCwuLlIqlUgmk00BqUKhQF9f344J6OVyGdd1DzgL9TgAC12IboCFoPRxNptta3W935WF4PHW1taYnp7Gdd1Qa6Rb0WkbYrvCSntRWfihOUdNSimFQZ6iskjaPgZgqDJSCW7YaUb8PAiQyiBZrxjkRIpSSpKuX0s7cAmq0sagRSpcN2zckTQYqiaipFqrR1/TINisktCIQjLBuYkjKKumDBpMvFKFRyGlUqFJCqXCibqm2RD+LeiVBVsrn0cSOYrlyWEuPXCSSspG+JAIACUdnAAIrT1QSaUxA5WYqDdFZBeR6kO7CggQ1X/QqyRWe8JjbKGhjUaEQkEELNSOLTNJLn3yDk7NXcJcXgC/2jyA8L3Y6sdO4r0k92xZFgMDAyFlXdd1mwBiZWWFK1eucOHCBVKpVKSFsVUVNJeruXYdgIVaHICFLkSnq/zV1VVmZmZwXTckfbxV7DdnwTAMKpUKb731VrOkf/z48T1ZYewWLARbDidPnuT48eNb3tS6zY2YEVcp4OIgmlbT0jcxbA8pIasqLFh9GBjNhWLBq12/irKYSw0wwUZzf04AALgBR8qbZoZctoekUSs1e4QTkp4OEjJ8DZzAd/XawBjLAw6ieZ3Cmgt+ZHZQfxz+/H3DiIxBmhGwEGblB9Uc8309XLxrgsJAq0/sGypUxjelRtKTMkI0rNqQChRIDKlCpXwVgxb0CoCyE2EQEldZ0N05dcLjtpJqzDbt/CRsC1HSfv/1l8h0Aj8JV5/7MEf/z2/WqgkN/YguVCPf60ZStm0zODjI4OAgFy9ebLZGGwBifX2dK1euUKlUSKfTER+MBoDI5/PYtk0ymXyX39F7Iw7Awhax122IUqnE2bNnuXHjxo6T735WFhrjTouLi4yOjnZVuCgudprEt9NyiItutyH+wpzHwaeikvSpHBsigW3W9u9iUCYLFkiv9Rn7UiAVnE8OR6YSUrLSXBEW60l5zchwfWCQZGClXYk4IYa/FzLQBlBKkfJcfCG4MHaM632p0MSFfjWk9huItPUNS3usaxtEFQ5tTTPB8H1cx2Lu9CTzU0dIV8MSxnHtAqX9TqLbRMoC4a0irQ8VqViUsynSpcKmr0GpeFJk8GEM10AJsSVlQRFX1dAe2ma0WlIHGDJda1vmjwhu/a8/xcD/84c1a3Tpd2V8cj/VajsJKWXtczVNHMfh0KFDIUG4arXa1IC4desWly9fplqtks/n+cY3vsHx48cZGRmhXC6TyWQ6Opcvf/nLfPGLX2RxcZEHH3yQX//1X+fxxx/fdPuvf/3rfOELX+D8+fP09fXx0Y9+lC9+8YsdGQJ2GgdgoQthWRbVSJ938/A8j7m5Oebn5xkbG+OZZ57ZMXo1TZNKZRMTmS7GjRs3mi2H0dFRHnrooT0/5k7AQideDt1sQ5xlmRWq9KGoCAUoStj0GLUJBdO3WXYUjiFRym3mrV4FM/YoyaRkvWI1n69Ik37RurEnKz7rIsWVvkGUgERgNNFW4cSZ0C5dsIRfMSwShsM7k+OUUokQ6RKingsRcqSuA6R7MmgbSNOGwJikZwiSgdW3bxgsjY9y9s4J/E16ynriNFTY0Doubem6DEKbTtT3KY1oAveNduqNMeeqax/EERMNEd6XftFNzW8CotyIuOmIal2rI93iOF1/uof09MM4F87W2hZdEGZ6L7UhtorGYmqzBZjjOAwNDYXuGQ3vmomJCV577TWWl5fp6+vj3nvv5bHHHuPpp5/m05/+9I7O45vf/CbPP/88L730Ek888QQvvvgizz77LGfPnm16cATjz//8z/l7f+/v8Wu/9mt87GMf49q1a3z2s5/lueee4/d///d3dOxuxgFY6EJYlkWxWGy7XdDFMpVK8fjjj++aabvXBMdCocDMzAy3bt3ijjvuoFQq7VslYztgYacth7joZmXhz82LOPjksEh4LitmGlO1ElDJcEiYtaTZSwvkrQgLp75osVVLOEj64cTpCZOLA0PYjqJU1X62XjhBhdwnlSAZqCzk7CQXpw7jNcfstGizoo2scPU/a2OPRcukP/C4oTQJcHX0EGfumATbimnatyI6taAfVEvQSkXAQjS018ScgN4+iTmz6FM6WIiAqRgyph5GTHKL+ELEyEw3wEImwGA0BJf+7j2cfHEJc2UJ4bkdcxbe622IRrQDC3GRSCS4//77+Tf/5t/wR3/0R/zKr/wKf/Inf8Lrr7/O66+/zttvv73j8/jSl77Ec8891wQZL730Ei+//DJf+cpX+Lmf+7nI9q+++irHjx/nH/2jfwTA1NQU/+Af/AP+9b/+1zs+djfjACxsETtpQ7RLpEFL5rvuuouxsbGOSIF7xVkITmMcOXKEZ555BsdxmJ2dxXW7owDXLrYCC7ttOWx2nG5UFt5mmVWjBD4YtsRxfSqGheMJEHDTT5O0agChKgWD9YpBXqUw0q1Jg57AivuWa3K4ng8KMsFqT4Z0op70pRNaThsqPB0QtLd2A1LON9JDnD3UT29AHdHSKwdaKrG1Va+pVTEU+gpeU2PUKw1CUEhn+OHdx1kb7K21RdqsdiOGT21GHuPK/NHxUe3vMRUAKzLFoAsaxYxjRrgGuvCTjVMKv1/pyzAlNe6+sA1fCFH2kAmL6kC4ZO5mBdf+t7/O0Rd/93+oykJDY2G399nG2OTRo0c5evQon/jEJ3a8j2q1yhtvvMELL7zQfM4wDD7ykY/w6quvxr7mySef5F/8i3/BH//xH/PRj36U5eVlfu/3fo+f+qmf2tX76FYcgIUuxFachXK5zNmzZ1leXo61ZN5tdJuzoJRiYWGBs2fPkk6nI9MY+8mR2Exnodv20d0iOP4ZF/GUi21I8BUF20YYkKBCSVmUjAQ9opagpV/7ybnKYkH0MWy0CI22aJXrG7f7knQ4kxjlcLIluHTEsIMGyJgBsyNPGfQG/lpQJkPATP8Yq71ZwAjlLx0M6KteSy/Xa5MWOsHP3AJ7eabBpfEh5sfGUHGOiRBLIowDA1v+PW6/baSe9WeUUlj6b3ob+ggRsBDRkGjvwOlJRaQhE5Gebr1KZlKs3zXCyr2T3LhngvFbVfSrcPPONP1//SOYXeIs3C6VhXdbkGllZQXf9yOy/KOjo8zMzMS+5qmnnuLrX/86n/zkJymXy3iex8c+9jG+/OUvd3QuncYBWOhCxIEF3/eZm5tjbm6OkZGRXfEStopuJu+NjQ2mp6cpFovceeedHD58OILGuymU1C70Y3Wj5RAX21Xo3Cw8z+M/L/2YjYkCvnRw7DLCS6KsMp4vSFLhqugPJfaEbyAFzHOIYiBRlzyTQaO1pee7lIXNO8lRDO2Gl0KRCzxOq9ZoXAm9fWHw9qHj5Hvs2iaVsNCQXq7XwYJO+qtqlYSIxkKMKqIElobH+OGJsZoB5RYrPVNF/66fk2+lCPb02yV+iFYbIgJMWnimQWKHXw2lVISzoJtWSiuavPRz0ROcUqpmnx08v5RN7vEplh6e4sapwxhSNasjNYVNvWIkOP8/jzMl0lEgsoNokAZvh8pCp/bU+Xz+XRmbPHPmDP/4H/9jfuEXfoFnn32WhYUFPv/5z/PZz36W3/md39n382nEAVjYIrZbvgryB3R/hMceeyw0A9yt6AZnoVqtcv78ea5du8axY8d49NFHN/1xdUMoabthGAbVarWrLYfNjrOb99T4jGdmZvjLD5gIy8BBIZVBBUUGMKTBddWD4YAd8FYo+h4FYwQ745EptYhoJc8KtRayhsesc5h02iOfT4R+qSqQKA1p4gQqEoZsbVgwEsz1DZGxAwqRpgUBzgS+FzqupV0PfRRQF2TSS/X6+GE+keA7j9xPPpsGIF2thPh8eotBl2XWdR8ASrYguYU3hZ7jfWLwSRsuhh/DG1CmhVCbA2ZlRCc/9EqDjEuyke+gthfbhoqH35di/dQYlx85jRxOUUy3fgum5zb5IDWuhfY7VgJlC9y00zFYgJ3xAN6teC+YSA0NDWGaJktLS6Hnl5aWmvbeevyrf/Wv+MAHPsDnP/95AB544AEymQzPPPMMv/Irv9J09dzvOAALXYhGZWF9fZ2ZmRmKxSKnT5/uyB9hO8fc7Uo/aEzV39/PU0891XY0aD/bEKZpUi6XefXVV7vWcoiL3RAcC4UCZ86cIZfLYT40AZkblJVJr5Gj6PWQsWptBUsaVOzabb8vwBEo4JDM1OWVA0k/KY1m0q76BlftAZKZWkY8aZuBeQJwVbmZT1IqAeQDf6v9Yc3q4+zAAAYJoDX+Z2vDkYYpQonS0tsAKgxIHa3nrQs8NSoNFcvi3JFjzA/24AQOENaCjHIHzADJs7Z9zJihbuakRXSqoX3pXwctfgyHwbVMnKDEsg5SYl6jgwW9hSKJilKF9puyqUyOM/3MSdYmh5tP9+ULoZc0AZNS9fFITcGy/o51hcmdRuMecDtUFjr1hdjY2Oi4DeE4Do8++iivvPIKH//4x4Ha/feVV17hc5/7XOxrisViRG2y8T72Qp5+u3EAFraI7SZ6KSWu6/Laa69x/PjxLVfo3YrdJu/V1VWmp6fxfZ/7778/dnQnLvbaNroRlUqFxcVFcrkcp06d6lrLIS52a7s9MTHBQw89xP/lvIOHBBQVmaCMpEfU2u45U5Ayaq3mhFUDBSvVBIl068feY7ZW+IavwAJXGpxxJxjpX2/+LWGoJlgQEqoB6JDACbU5DAVXnDGuD6QRBhiuCpMfCSd7IyD8pBSYgTaDryAdWElLpUIeFAC2TphTPvPDQ/z4yASeZWNLb1sjh82XCwtBQNY6pqUQqX603Wd0C71aoVcn4ioAumx1JO/GTUnqXANtGzdhkSiEx66VY8NYD/SlIGGRnzgUAgoAUps6aZy/KSUiRnDKdWsyz8VigVR29zoJUkqEELcFWOi0spDP5zdd/e8knn/+eT71qU/x2GOP8fjjj/Piiy9SKBSa0xEvvPAC165d42tf+xoAH/vYx3juuef49//+3zfbED/7sz/L448/3nTqfDfiACx0EL7vc+nSJS5cuACwrRV6t2KnYCEoALWbvv9eVxaCLYdUKsXAwAAnTpzYs+NBDSxsZ8KjoTVhWVbTdvtNtcItUQEM0sqjgI1RT7RFr4eUXRullVULHHClxSK9HDVrbIOKb9BvBjgK0sVXgje91lhjI/xA8kyrJCrQdjCVaKZ/qQTXrD4YaCVTQwQEmaTCDIAFTwnMoJSzCAv9uLo6o/Z3DxGSfl7K9HJhdJxCqjW6F5lcwIRQpUFrMVgmmUBONjTBKakUVrvKgp7440B/O7CgZXVPiPjpiODDGLRgaGZP+mt8p7aClMkEhiHBMclNjdCfb4HFOMCkEyUb19GQMnJNoc7PAS5cOM876wtks9mQ9XM6nd7W4uh2mYSAzjkL3agsAHzyk5/kxo0b/MIv/AKLi4s89NBDfPvb326SHhcWFrh8+XJz+5/+6Z8ml8vxG7/xG/zTf/pP6e/v58Mf/vDB6OR7PeJIcEoplpeXmZmZwbZtHn74YV5//fUdG5V0Eg0OQTs1Nd/3mZ+f5+LFi4yOju6aaLmXYEGfciiXyywsLOzJsYLRjuBYLpeZmZlhZWWF06dPMzk52byh/mexgC8USijWfRPLlvQpl5zvUJEGjStsSoVUMC/7yARuxqpqhwx9Dtll3qiO0zPgs7QWdvqpiHLz/0llheR6GtMHJg4Xk0dYN6GP1vZmYGsXEyMAPPTJBq+NVbRezpd1s6ayafPm+FEW+/rIaG0LQ0tcrmFiBACLvgh2hQ4u9BW/CbQbtWwTMe6REf0l7e+uZUZvlm0KJkqAoQGMIAFyY7iPK3cdZfHkJLZb5pn/97v1Nk0bDgPRz6Jx2WqcDxkZ83TsBBXK3HvfvZjuKBsbG2xsbHD9+nXOnj2LEKIJHBogIplMRgDE7aLeCJ23IbpJcPzc5z63advhq1/9auS5n/mZn+FnfuZnunLsbsUBWNhh5HI5pqenyefznD59uum/LoTA87ymNepeRwMxb4b0lVLNFbFt2x0TLfdiGmKzKYfr16/vS8tjs9ZKo8px/vz55iRL0PnzDXmTZbNIwvAQnolhVfF8A8P0KcssJamaQkTC8LheGcDJSMxWDqdSNZtgIVe1uC776RmoXd90IHPZ0qAaAAu2MsPafsrDpofzPSPctH1SgZWsLw3MQPL1NY0EoT3WU6iuzqjnxrLhcGFohJnhw/iWFd0gJin7yJDiYkRDQds+oofQ1pYpjvCoz03a6IBDJ1bq4ZomEWptBGhqVQPTiNxgK+kEy+9/gAt3j5M71FcT0BIAaS7dc5zjZ+ajAFavgvgyUllobNFyzoxOQzS2TKfTpNPpZom9IefecG6cn5+nUChgWVao+tDb29txaX8/oxsExwN76lYcgIU20Vh96pMDDXOSRnTTpno70fgR+L4fqWjk83lmZmZYX1/n9OnTTExMdEy07OY0RLsph/3iR8RVFhpVDikljzzySKwW+5+IRQxMJG7NX1IIkkqwXOnBSPj018vkSioK0sasd6bMgHxzQtSSulIwXx5mZLBFUuyzWttlVQI/4DZp6mVsI8WPshlKpo8pBU5g/FJpVtUWeoKJTzit0PUMWo8XUr28M3gUoWtLB0KvKiipsNiabxDlEujb622J9vvQHxcci4SmlK7bU+uAw4tLOpGkrj2sj0lWshmu3jHGhbuOUx7I4pmW9qLaO5h+/z2MX7gWqSzo52JJFa9xTXCU1SDq9EHsc4ZhNM2UGj1x3/fJ5/PNCsTy8nKTeCel5NKlS00Qsdf8rN2G7/shkL+TUEqRy+XIZrNdPqvbN96bn/J7KKSUzM3NceHCBQYHBzflJey1/LIeDZJRcLXveR6zs7NcvnyZiYkJHnjgga5VOhrHUkp1BDyCBMvNphz2S9MhCEqq1Srnzp1jYWGBEydOMDU1FVuxec1fY8WskDJ8Km6ShF3jD1RcGyNVxfMFqbpa4y03hZ2qfSd8zyDjBEYcjVo74K38CKYdTkROgPiYVBaF0OVuXRdHTPAXPZKqUXsug40MVCGKvqAvsGu9/+9pSciR4fMwlQ4WHMpmgr8cHudmthekRSI0pxEOI0IAjBktjCT2dn4M4T3PlXD5AAAgAElEQVRUTZO0Rjtpp6Hgxkwt6NLOOniIGmop0IFK4Lhuwmbx6CgXf3KC6xMtklxa85ARSjUJmG7SYfr99zJ54Wr45HSw4Cl8Rzuf+j4aFRIhjBDo2Ok0hGma9PX1hVbWnudx5coVrl27xsbGBlevXg05NzaqD9ls9j1RfeiUs3BQWQjHAVhoE2+++Sb5fJ6HH354S8ev/a4sQAugBD0n0uk0Tz75ZFeIOfqxgF2DhZ0IK+1nZcH3fa5evcrZs2ebY6TpdHrT13xbLCCliWeVcZVNWig8z8RzXBzA90yEBa5vk5cpDtWNpHIli6H6IkVKGEiUOJcfITMg2dgIKDBWTBIBUGErEcpInqpiYFK1JplOgBEgO6akRSEoA+2bIQEmV4Wzm9RWma4Mf652wNraw2A23cfa2HizBG5qioaRFT4GQXCjVwWUilIC9cqJinAgwuGLaFLSHSf1x/qkQ9x56BwGHSxUbJtkRZNtNgxWJoc5d/edzB4boa9copgMr2wjZEvt8dxdRxlaXoVi63ONiDZJH1+7dTfAQgPkGErgh3bdeLD735VlWaRSKVKpFPfffz/Qcm7c2NhgdXWV+fl5PM8jk8mEWhiZTGbfuQ7dmIZ4N0SZ3qtxABbaxD333INlWW2/6Hvl1bBVmKbJ+vo609PTlMvlrnhObHUs2DkbejfCSvslAFWtVllfX6dQKHDfffcxMjKy5bX7nrvGilXFQFJ0k1jCQykoVLP0pGv6ChnAk4JVL4NyBY1Gtx+4c+crDjerPRj9tfeYDLzXcskmqJojtJu7QrGcmOSq7TPoJygF7oWOMghO32uif1Q0DQN9Fe9rgkOynqQWkr1M9x2mbNpkA60UI5J4tNI9VohgGbeojYIFve2gtV20UUTdeyJOxClarWh3FlFxKT2qtkWSWpJ2s7386J5jLIwPsREoW0emEqRE6b8d3W/CMJi/7zjjSzdbZ6X9FqL228HKQrANEYx6ZaHNJEm70KWededGpRTlcrnJf1haWmJ2dhalVHMCowEitjuBsdvohOAopTwAC1ocgIU2kUqltgUC9ruyUKlU8DyP6enpZtl8L3uHDYAQx5HYLLbTctjsWHsJFhrtmkuXLuE4Dk8//fS2rt3LYomiEvQIhWcK+oTHUjGDIXwadRxhuKxV+vETPplA8s2arfczX+xlfCjgA5FqtR2ykQmFVtnaKSc5k+5hw6ztN6WsUBNAvy3qSVMXZLI1kl9CW8W7wuSHgye5ka7NdkRJgFuTE/NChCWTI5MOFkGioYoZixRa790yjGCxIkJejDOR0iWptxOWro8QuJa+YXBtZIjX7r8H24CTi4u8fecd9JU3EUpqnEdceyRSaFBsHOrl6tRhJucW6vvRVDJjwII0wpUFvYoTmMOJnsMOot1iQQjRrD40NFyUUhSLRTY2Nsjlcly9epV8Ph/iSjRARCKR6BqA6KSykMvVRpwP2hCtOAALXYr9AgvBlTrAXXfdxbFjx/b8uIZhNMv27aJTL4e9AguNkdfp6WlSqRSnTp1ieXl5W0DhP7s3WRceQkmKhsDwoGKYNTln6db3D7lKEjI+ng+9Tos/0GvXkv78xiHSdut45bJJT7IFFsYSKgQAGmOTRr6Hi4keqmbQMVKP8DXLiPBnldV8HVJaJSFZBwseJjPpEVaTGYJVflMnLGrGBzqhUV9Z6/3yKhbBIV4Zw2mQwghVG/RjGG1JmlFJ6iinIfqqiImUVCwOD3D+2ATnJyaoODY2CpTiUL6WWGJJkIEwI66VEEEL9VM5d/8Jxq7ewHY9hCaxHTl/KZvtjRaQiD9OdCxzZ7EbEykhBJlMhkwm05QqbkxgNFoYjQkM27YjI5y75V11wllogIVut3Nv5zgAC21iJzbVew0Wbt68yfT0NEopHnzwQebm5vaVSNSuPdAtL4e9AAvFYpHp6Wlu3brFnXfeyZEjR1heXt7WcZRS/JFcoeJ42NICw0W5BmvYWAb0OrUEvpHP4GQqNTKZa2PUyY+uJ+hzSlzeOITMgrXRutmXizbBjJmy/CZYsKWBSwVTTvDDfslYIahtGNO/18DAkOOFxiydQAtBSoWt3GZOkQoyuMxah1jIDlG2BAl9vDCSaLZOYnpij4wW6pMNRCM6GaCtsjdJisGwdPJiG9KkBKz6Nus9aWbHDzMzMcFGpsVlab5XIXjrxBRCSdzIbzG8X0NJVAzHIvISBdWkw7n7prj3R+ejctARPw3Z5GE0OQu6M2cX5Z67wT0IVhUa4+e+75PL5ZotjMXFRUqlEslkMsR/6Onp2RYI6KQNkcvlyGQy7wmi5nslDsBCl2IvpyFKpVJTHOiOO+7g2LFjGIbBlStX9pUnsZUwU6PlIKXs2MuhARY6nbyA1jTLxYsXOXz4MM8880xzpbJdb4g/9FbYwEf5BrZVH3nEwLYk1apAOJArJlmu2kxma+k8+FXwyiaL3iG8+iLFCsztOTJ8462K1t8yKsW6OMTFuhGU7uiog4OKCEAJqfADj13fJBvYt4uFEXh8U2WZ6Zkgl3QaLw8vghUhzQaIggFLS456JUJn9espR+kiUAqSeltCtUn8woKQ8FS0/K+Dh4qRJB14TSnhcH1skjePjbPUX9MmSW1h7VxKJrA9H0y9JaKdmoqm6q1S95WT4xy9uBADFsJhehLp1EmnjTaEMjZRp9r/ysJ2wzRN+vv76e/vbz7num4TPOgTGMHqQ9wERidtiIZ6415yKm63OAALbWInlYVKpdJ+wx1E0OZ6bGyMD37wg6G54f00d4L4kca9sI9uvL5TsHDz5k3OnDmDYRi8733vC92EGsdpZ8zi+T4vu7cwEz7St8EosV5y6EvVkkuvgELFooBDKuDuKAOJfG0jQ2q0lmz8qiAZmPWzAglYSCjW2w69sodb6hBz9kbr73oZP6CpIKSiHAAHKeUgRauHXvXDrpZS1XgnVWVzzhrjcjLLIaf1/TWlCWaQzKiV+2WcwVN42kInK+rfinbfEjfOn0GvLOiOlEaCTECXwo/5/ujeEhtJh2zZ5NrQIG9NTLLYN0DVCfNy9MQfIXMaZoQDok8+GGobTYDAbpVh8ONHTnP/6zNbnkvzmigVID9u0obo0IhovxUcbdtmcHCQwcHB5nOVSqUJIFZWVpibm8PzPLLZbKj6IKXcdRsin88ftCC0OAALXQrLsigUCu033EYopVhaWmJmZgbHcWITHew/WAi2IYIth6Ghoa7aRzduRru9MVUqFWZmZlheXubUqVMcPXo0dj/bqSx8rXqDnJCYnoUnJYZr4QSUD4XyuFHJ4CR8BpxWcu1J1BL39aV+NnBI1RsCftEkKAUYbBRkpYU0FH3eMK8bJlNasvG1eb5ioDKQxkEGwQJ20IiakmtCYIov55oUrDFm070IU6C88LFKUpAILMqUFKHsXlEGycBLfAmGxmGw2LoKEOU0hCNuLFLv3+vgIWcIgjWtOEOoBh+haprMHhplZuQwN/r6kPVVaF+lAJqRs/4tMTT/zKoQEetn/dgRvCFlhMOgX5MbwwPcOBIe2Y6AhTpAMAIjoDqUaz3qrLLQqXZBNyKRSJBIJCITGA0C5eLiIufPnwfg7bffpq+vrwkiUqnUthYguVzuoLKgxQFY6FJ0i7OQz+eZnp4ml8s15aQ3+8LutxBUA5ysrq5y5swZlFJ7Yh8dBAs7CaVUU6Z5aGiorQ9Gu8rChufyX/wiCVuxgWQw6bJadsha9WRThUI1QSItKZYtBnpq6bnqCkYSLhevD2IPSVL5FiAou+GfXDYdaB1sVCj7ac4MmvX9V0K/UNduXY+kMnFDlQSLcuBrYiuLSuBx1W8lrhWvjzfNQ/RlA4LOWgaSWnukoIwQGdHVyty6sLNSKjJ9oSdCPdFHyI06l0BFxZ5NDTzoQlIRS2ghWO7pZXZ4jOnhcXzTxFQ+VuDcIq0NKaPtAl1FMYwdgM39G1ovaaeZWftYLp+eDB9a22/jfMNTH/H3jE45C3vZhthtBCcwGuZM5XKZ//bf/hvj4+PNCYxcLodpmiECZWMCQ49umUj9VYoDsNAm9ovg6Lous7OzXLlyhcnJSR566KG2I4p70fpoF/Pz8+Ryua61HOIiOKa53VhfX+edd97B87xtA5h2RMpfL6+QEy6mVAhlUq4YmKYiadc+53IxTaq3Pq0Q0FHw8g5L60nsIYn0IZsNfkat4/muQU99bDItHYz0IS7arRJ6wWtNUwgpKVut12akTdEMWFUrMwQWLE3MKakEt6opLhqj5DMWZtmCwNyFfvtPaF97/SpJLSnrZMXG2jsYZiRZam2KNs6PNT6C7ukQfmypaLVCAWvpNBeHjvLWoWEqGru+nTCUSbQCUCMQBnsGREIHC3psls71rXxLG6fVHSfr5xs0rYo2iRqP3xsEx72OxnkGLZ0b2gmNFsbFixcpFAo4jtNsXXieR29vb7OycBCteO9/6rdJ7BYsKKW4evUq3/ve98jlcjz55JPcfffd29Iy2K82hJSS+fl5NjY2kFLy9NNPc+LEiT27aQghtk0+dF2XM2fO8NprrzEyMsJTTz217UrHVq6TF6tlfqiKOMpAmYAUVEyFUTUQhmLhVorAYp3eQCJfzSep1gWXSnkbI3CvTzmt78ioqH3Gg14PF9x+ChrBT2VaWD5VDbcBvHxYZlknPwbJh5aycKw+3kyPk6/v09Jyid5AsnRNhMj+w6HrHehz/r6MggOh6TroYEKPkoj+JrYCCxXL4WL/EN944P184/6n+MHhScp2dAwvusLf2lui9hr9sUbu9L1IVSOCfSJ7jV7nuOTuW/G/u7D+wmZQ5L1LcOxmxJEbDcOgt7eXI0eOcPfdd/PEE0/wEz/xE9x333309/dTKBT4rd/6LU6dOsWLL77Ij3/8Y371V3+V7373u+Tz+U2O1D6+/OUvc/z4cZLJJE888QR/8Rd/seX2lUqFf/kv/yXHjh0jkUhw/PhxvvKVr+z6+N2Kg8pCl2I3YOHWrVtMT09TqVS45557GB0d3VGPbD/AQrDl0NfXx9jYWNe4CVtFuzFNpRQLCwvMzMzQ09OzqWfHVrFVZeHF0k08Ab7lozwDp05eLEtFIZ/ETCjMwCrXtqsoBZeu95NOtJ73q+Ebe39Pq8rQg0nGHeI1CVIoKkHfByUomK39ZKRJOchvcBKsBh5vrN+CFgcMX3ogIK1Ged1IM5BxMMxW1UKXeo4uaLduEThtHCn1cDERYb9MzAinQUtC2k5L+rQE0WkJ3zD570PHuNA/wlo6S79XpGS1yswiYNy03TCVjOVPhM5de2z5Eqkl9QigitFdiAAXrYJjen5EBVKXeq7tJxyi8bY7VHC8nSoL2+FW6BMYX/jCF/hn/+yf8Yu/+IucO3eO733ve3zpS19icXGRX/qlX+Lnf/7nd3Qe3/zmN3n++ed56aWXeOKJJ3jxxRd59tlnOXv2bFO0So+//bf/NktLS/zO7/wOd9xxBwsLC/uiaNsuDsBCm9hu8t5J4q5UKpw7d47FxUWmpqaYmpraFVrfS7AQN+Xw9ttv7xuhcqtEns/nOXPmDIVCgbvvvnvXEtebVS/+S6nAZVVB+iaW41KqWDiZmolWyoScEFieQSpT4wyosomZKbO8kMXq97ADYkjZQMXBci3MZK21kFAmRS/Dj4xK886eM1rJtF/Z5AIURUdBwOE6UnlKZ9Osk2s+XlsrcTEzxlKmBuySMmxgpJsfGEb4c1WaoJOpgQc7ugQOh5b4vRhfCF2tUWrKhBGpZ71aUU9aFcNkvmeoZtOd6kdGHKxaUbNX2oz813hCW5Eqhf6t13v/ES5FzORDdKJC+3uMR4V+DUxJpGekmn/bIqGIxrZ/9TgLcdGJxsLIyAi2bfOhD32IL3zhCwBcv359V/e+L33pSzz33HN8+tOfBuCll17i5Zdf5itf+Qo/93M/F9n+29/+Nn/2Z3/GxYsXmxMgx48f39X76HYcgIVtxFbl6kY0Kgtbjfs1rF27NUGwF0JQW0057JdnA8SDBd/3uXDhAvPz80xOTkZswndzDKVU6DNTSvHbxTVy0iSVrOKWHbL1xFoomaRsME1FJcAelAXBlY0+rAGJKplYfa2k7wTaDpOWxU1gwEtxqZrBC7gfppSgIAKVBGUEUn+UUyC1ZC7roCQtU6z5w8wOCfKB0cq8cgmmxYSpreo1sKCDAV0zQRdo0pNlURqkAj8DHSz4MWqN0UqDzj9ovcIXguVkDz8aOM657BCynuATeqtDxJAMAweOS9BVM0yKjSgmah4bEANsjCRolRS9LRF0nGztR9uvduiinSAtwzwlZcRVFnQPitrOO21D3E6VhU5ATYOX1Ygg92G7Ua1WeeONN3jhhReazxmGwUc+8hFeffXV2Nf84R/+IY899hhf+MIX+N3f/V0ymQx/82/+TX75l395Xyq6W8UBWOhSWJaFUmpT5L2yssL09DRCCB555JEtHSy3G92uLLSbctjPUU0dLDRkmh3H4f3vf39XDF6CAKHx/y9vrLGhJKYpEdKgrBSJRBXpGZQqDqk6IbG3fheXnmCpmKRvrPa85bY+eyUVqazbTCMpIRh1B/hBVeAJGRo1HMBiI1BJsHWDJG1lXxHhROTjY7tH+F6d128HgEdCCTy7tT/XEyQCkxVSKkxD/1x18KCpNeqVBylDiKFMOCL22CKacGyltSm0yoMC5pOHWEoPcz7Ti2HU/CtaISMrZx+HYD8jbgJBj5xlYofcMsMRtxTQ382GaZHVwILU37O2o7gz08+3YhqkdUdMoyHIFCRcqvgT7QJn4XYBC53aU3d6j1lZWcH3/eaERiNGR0eZmZmJfc3Fixf5/ve/TzKZ5A/+4A9YWVnhH/7Df8jNmzf5D//hP3R0Pp3GAVjoUjS+mHr5q1gsMjMzw+rqKnfcccemM/+7iW4l7+0KKxmGsW+jmg2wUCqVmJ6eZm1tjdOnTzMxMdG12eeg+BPAquvycqlIyfZJSCibCsc3kUqwmk8wkPKa29upCp5rsHErjZNtfQZlX9HwHRzGoVxvLSSUSd5L8t9lre2QVIKNQMLPYtCSX4quAD0r/LihsWAoQa87xH9XJvn6ZRlQJsUAWMgqi2IgcXkVC+yAyqFnIgI8C8+HRIBtqJQiEeEwaOJIPqGMaWirb12WWWk1eVcJ0to+LVUbWVxxsswlxjif7EPYrd9WSmmtldqJhaIgjIjewxab186tjcdF3K83AkKECGV/IWWU8KjTJ2LGL9tOiAB+XGVBr6g0D9n5NMTt0IboRmXh3ZiGkFIihODrX/9608TqS1/6En/rb/0t/t2/+3fvanXhACxsI7bThjAMo5lME4kEvu9z8eJF5ubmGB8f55lnnomd5+0kOgULOxVWMk2TajXmBr0HIYRgYWGBpaUlxsbGQjLN3YqgnoNpmvzva6tUhUIoUGZtXE6ZPsV8EiXAqCdUN29B1mNpLYNwFH3ZQPsg1fr/IcPkGpDJS1aNAcqBBDwsrBBBUef5V7WVe8lqPU5JC09UGXAHedtLg7LIW621fEaZAQ1DSGNEHgdD6E0OaYXUG11pktYqD4aWgH0th+ltC/1GY6rwM67GE8ibCeaSA8wlhyjU2wKGkiHtBj1Bx04XRJJ4m7/HnHtkn9sgJrYbx4zdKCYi9tox4dfHbYKcBbdaDYlwNY9+myk47jY64SxAdyoLQ0NDmKbJ0tJS6PnGPS0uDh8+zJEjR0Jul3fffXdzau7UqVMdnVMncQAWuhiWZeG6LgsLC5w9e5ZEIsETTzyxZzannYgy7UZYab/aEKurqxQKBarVKo8++mhI6rWbEWxDvFos8VbZw0h7qLKN1VtBebBRNXGSit4AR0GVTRZlGjMrqdyyaJQShIRsT7WZRh0Bh8tZXlMCU0kcwpWE1cC5+NrKPR8QXEpLEz/gNtnvZ5j3B3m9ft+/A5P1wGuTGhhIaI8nHUHw9uV5RjixyPBN1pVmWL1RChJaM92OcB50w6fw45JvEbwV+xjkjBTvmMNcTgxQspM4hsdWGdXQtCTiEr/RhogZGZpUKsYAKxzxExX6WGj4r6ak7aB63KnGgozga3zZ5CwE2xDVciX0mVbKZUiBVJ39fm8XgmMnlQWlFPl8vuP7tuM4PProo7zyyit8/OMfB2rX75VXXuFzn/tc7Gueeuopfu/3fo98Pk82W7uxnDt3DsMwmJiY6Oh8Oo0DsNDFEELwzjvvUKlUuPPOOxkfH99TuVDLsnZsuNSJl0OcN0Q3o1qtMjMzw9LSEolEghMnTuwZUIBWZaHquvwfa3ksW+GVkhh1F8lK0cHJ1hK8rCsFlnIWhmli1v0d7EBiOWrZrNWTfEaZ3HIT/MivggFHhMUKQU+I8LkUAy2JhBIUA2OTvcqmQIlkyaCoRpiVCeYDgkyOtq/IKl577BjhF6xXBYOBqdMNV5ANJBpfhrev+hYEwIuUirQIg1ZbJytqCTgvBaMGVITDBWuQebOfgtWqatXK77oQklaSVw6EKg3hqP0utpaUjlONjHQLYkiIwf3USJJ6q0LXaohjC8QIL4RoB1Hgop+v5ft4ddGmYBsi29NDLsAcafxuFxauc+nGD0IKhtlsdlv3gMa95naoLPi+vy2tms2iG5UFgOeff55PfepTPPbYYzz++OO8+OKLFAqF5nTECy+8wLVr1/ja174GwN/5O3+HX/7lX+bTn/40v/RLv8TKygqf//zn+cxnPnNAcLwdol0irlarzM7OUqlU6Ovr44knntgX/fQGct4OmUdvObSTQt7seHsxDaGU4sqVK5w/f57BwUGefvrpZtVjL6Pxuf7izQLX/P+fvTcNsus87zt/71nufm/vDTR2giDABRDBRSQlSk5sy6MPiWtclSqr7FRFURLVeGKmpkpTNSV6qmS5RuNMyhmPPB7ZjkpRNBqXZVU8ThTHHpUt2pYoiRIXgACIxt4AuhvoDb3e/d5z3nc+3O2c51z03iAp9/OBxDl9tnuW9/m/z/N//o8mbSyKWjOQ9Kjm46hmxYDxDbFeD52PsVxx6MnW24P2/l6fllxLr7JYBA7oFFdLDjNOBwD0KJt7gXPXA87UMoblQOVCr3ZZsTtkx6SxKS718podxyjFyTVK/0xkirr6fUyJ99uTksliSuxpK4RAajikBViQ7a2DAkwVE2NS9XArvoc5J9X8DWHHWDcqMjhJh7xsLBKrgQXWtm5gQVpk3X3Jgx2TTt7uAhbW0l/yVVSHsXuXzaaC4yo6C+l0ihUK7NkzTLznWLsJ09jYGL7vhxow9fT0dO2h0Pr23y+Rha041+3iLHziE59gbm6Oz33uc0xPT3P69Gm+/e1vt0mPU1NTjI+Pt7fPZDL81V/9Ff/qX/0rnn32WQYGBvjFX/xFvvCFL2z5WrZqu2BhC9bKI129erWN0vfu3fvAGq20PlrP81Y953b1ctiJNMTKygoXL16kVqtx6tSptlDJWlLM22WX41lerWtSNhSVIeEY5pdiuBhSqcZvjVcdylWLgq1IGAvV5B4kgHKsM8NWynCw3sMPy5q9ls1yIJIg2zuvBMBBn3FD1Q0p1SA7JrVDotbLRD3BJacTSZBgQKYwfNkRUf5dLCcsOXsNL8dFnwjZf8ETfSI8DUlxDs/AZTXEuN3LImk82yLt3D+F1s1pRxz7moqI3VkMG91Hts6OhB66mCWggVE2oQoT3Q3KrBX3iD6bRTdJVpdQWmQ57oOULFsxODgYasJULpfbLaDv3LnDlStXsCwr0kOhfYz3QWRhK5yFarVKrVbbtvTxSy+9dN+0w9e+9rXIukcffZS/+qu/2pZzb6ftgoVN2uLiIpcuXaJer3Pq1CmGhoY4c+bMA23sZFkWSqn7OvDtbh+9nWkIz/O4du0aExMTHDlyhIcffjj0cT8IsFDzfb4xcJAahpqlUcZga43tWPh5C5VrOPDFvI3b30j1JALVcIdtl7s0wMIwMe6UY1zzG3n2ASvMI6gGnGfSKJYD4KAHi9nAtq6xGKwM8EbVooTiCeHMa8IRVSQfQMzyq4IsWZPkRJHHTonzFWqKvkAQyhVOzJdNpYwD1CgZh5v1Ae6qHFU3FmrZbPlrRD+6VAVInx0N0a+tzhgFIaunKaBLmec6RCClUy/YCRIUA3+nC0lSniZ6EllOWrEtsrpb343uZmTzLqVIpVKkUqk26a7VQ6EFIII9FAAmJibaUYh3uwPl/WwrnIWVlUZd0nakIX6S7L35pN9jFgzHVSoVrl69yszMDEePHuXIkSPtl3InRJLWMsdxIg58O1IO3Ww70hDGGKanp7l8+TLpdJoPf/jDbSJP0B4EWPgfJgqUEja2Z2ElNF5BUck2HEM242E0+IsJrIzfHtj39/ncae6fafrIh3WGS0VF0Q3wDoTDnacTgRgkXAmRaB7bNRYDtRzjtRijge3LEfKjL5a9VZeLYlmCCUlOjEmtAql3ICWIA+2rC77LUr2PM/YIiyqFiim0MRGRJ2cVlUWIOu1uREUZrVnL9DpEkKT5GlwZwVBrQwyFBGjhrp3d3Nh60ihS9bIFKCwZZrmPrUeUqdVDIegsPc9jdnaWK1eusLKywuTkJNVqlXQ6HYo+pNPp90TkYSs6C4VCAcdx3nWOwHvNdsHCOq3VTOnGjRsMDQ11LTN8N8CCTA3sZPvoraYhisUio6Oj5PN5Hn30UUZGRu7LB9lpsPCfFyu8XqlRqjpkej0qyxYZ12Aw6CqorE/hXpKagUy8cR05pZgKOHGUobeS47tVzROuQzEAAMoBZ5Gq1ikEvrSsUqFKCAWMVHs4W3Y5Z+CY6Aq1HMj/W8awHOohAcUAeIgbRSUg5RwziooV3r8kwEIiHl627fByRmg8eOIVqNUdxvx+xvw+inYMx3ew3Q6vw9cKV4CDSKOq8CG7khXlSilBvZb5WBHiZdRE1KRLCUM0WSA1JExEhyISBTEqIv+8HsEoCRZaVnJTq+/Yvn+b473jGWUAACAASURBVAE5jkMmk8F1XU6dOgU0Ipet6MPs7CzXr1/HGBNJXyQSiR0lenezrUYWstnsewL0vJdsFyysw5aXl3nrrbewLGvVUr53Cyx4nheKeOxU++jNpiGCmhMHDhxYV/vtnQQL96oe/+udIisaXEdjFRU2FibdcPbJus3Coo1KGh5SFnPN/Y66NmPNf58wSd5c0eSbg3fapj0OKwyzAeCQrXmsBDpItp6KYxQj9Qw3qg5XA6mAxYBDSwD5gFPsxaEYKKvsxSEfABM9xglxJbJCkCljHKoB8OAahRsTkQU3rDyYckXkSmlK9Ti36jmWdIY7lQS9GQ+cFqFfEOMkYdIY1BqRhQh4kFUN2mCvVYoolrUotWxss3o6xF9X06mocFKEmNhF2El+SdFAibyPhth9wMKim6aaPEi8PLHGlW7+m5JSz/F4nKGhIYaGhhrHNoZSqdQGEOPj4+1Zeitt0QIQ262ZIm0rnIWVlZWu0c6/67YLFtZhsViMw4cPc/DgwVUdsG3bVKvV+/59J8yyLKampjh37ty2phy62WbSEHNzc1y6dAnHcTakObGTZZr/+FqelZqPnzAkfUMxbtPjNQbmet7BWKASjd+ZSPltGnvcMfQam2Q1ybSvyKvOsw5GEvYoh5VA2VpM9rhQhoO1LOeLNqNaMRiQXs6iKAYG9AEc5gLHzikrkPlu6DUEe0iksUJcibQUZDIOwTc0bVzqgWiJ51nEnTBYiDUFmpYrSW5Wssz7SVTCbvgyG5QoxdTSsXfroCSjBEaF91uDvGh1dbermwQtQKRXxHoAxlokyW7kTEl4lOdtHGf1aEuj86WMWDSWPeXyJyOn+Mdjk4BZpdX15iuM1tJYUEqRTqdJp9OMjIw0rtn3Q/yHmZkZyuUyiUQiFH3IZrPbWmWxlchCqxLiQUdD3uu2CxbWYalUisOHD6+5XTf+wE7awsICpVKJWq227SmHbtZKQ6xH16FSqXDp0iXm5+c5fvw4Bw8e3NDHZ1kW9Xp97Q03YFpr/sfzd7lcjWPnFOmqRTUNljbolIdadtFa4ecaM+89tsVEoGmP7dtM5uMUjOb5pMNEc9y2MEwF+hoM2nZYurmJL2Mo9nsZLpXgTnPM7lWKQmAAH1QWU4F900q1IxsASeFC4uKexuTyGgJNSWOHOhj4VQecxm82BiaX02g/zbhJoJ0mQHAMsYDTknyCujEE543rqYD1CLP55Uw8Zmy8QLolOndvrDOh5bBFCINdZunSYXcjGUZ/jtgnSmqIggV5CL32mfwu30+rlNKzXM4nU/xc7xMML70T2a59xC20qN6MeqNt2/T09IQmCfV6vQ0elpaWuH37Np7ndeU/bMZhG2O2DBZ2yY1R2wUL67D1vrAPKg0RTDkkEgkOHTq040ABovLI3axFrrx27RrDw8Oblrne7sjC/Pw8X7twi2/FDhHPKuyihUk0ju/WFI7vsuQaXkhbnG+e9nDc4qKBYWUz4Mf5zkpnBh6sbjhgO8wH20mLELvnKI7UspwrWkxpRSUg3TxkWQQDxxnBvJfO3xbLcuiWb6p8So4EG2K5WLJZKfWS12nuEqNuHJKJwDttDK7gMEiy4lqtmOU1G2OwxTEkACl5NrFguqRLakOLIEDU8YdNEa2CjF4b4YOa6E7rISZKeez1aD1LTQW/S/OtVnWEpxpD+df2HON/Wrm+Snpl85GF7eo46bouAwMD7WZ6xpgQ/2F6epqrV6+ilIrwH+Lx+JrjcWvc2CzBcRcsdLddsLCNttNgoVuVw+XLlx9Y2+gWQLgfWFhcXGR0dBSt9ZY7a24XZ6GlCvn21CL/PncKOwZ2xaKsNfG4hhooX7GUaAyis4FB3bN8Tuokry9rcqnOAOVgmPA78/Ehx2I+cM5WSiKLzZ5akrdKLuVqY5A97trcCpwjHQEDqw/mWubHBclP/n2tpkg2irh2SHk5zs4kuZVPYe+ttlGGUxZO2bdQbvicEjxIRy/di+PbTf3j5jVrC0RFhuQoFLUKRSukr/WNhbLWmL0Ls7pIMK8FMMrawbXC/VEi5+km24ysSInhBNetg0/RLfbgmE4aAmDedXhn6GmeKEyJLU3zv1uLLOyEIJNSikQiQSKRaOusaK1D/Idbt25RLBZxXTfCf5D8pxZY2GoaYtfCtgsWttF2EiwEqxyeeuqptiN+kKTK1qxCSqnWajWuXr3K1NQUR48e5aGHHtryDGSrZZrGmLbAjJPt44s9T7GgPOJVRTGlGXQ05YJN2vcp9zQG0uNxi8kmCHjItpktKq5XG1PLoJDREdfhbiCSoJRpOwgLQw3D4VqWHy8ryo5NOeAYMyJELdL9eMJJVkSZZEk2mBKDv9RUkIJMLTDR4yewa2mmakm+W+9p5NkTYC9LcCAuUEdn9DKyIKMEMfEqLNVs+mMdsOV3CUVI0CQBiJGuU6tIGGWt6oKqcQkzOKI9LOSV1c063mvxjD2jkLG1krJDvTFUl2qPiFpjF7DgNomxLbAA8EcDe/mfq8vhDU3kHxu27YosrMcsyyKTyZDJZNi3b1/7/Pl8vg0gpqamqFQqpFKpEHiwbRul1KavdRcsdLddsLAOezfTEGtVOTyo5k4QFYEKOuTe3l5efPFFUqk1Srg2cK7NgoVCocDo6CjFYpHHHz/JL02kmcIj69kU0z7JusLSNlXLcCJR5FqzAn4wpljyFEeIU63BJb/T/+Fm4B4POIq7gUubb84QD6gYqWqM15a8Nou+z1ZMBn9Go1ygbVJQKS/C1cuR5fD7lVdhXofUVKg0l22jGPBSFKsJxms5JrzGO/SE46ADBMeBlGExsH/ZC8/o6zrs+Ko1GzchSi8leCBsUo8pQjw0BjnOS/DgCxFq1aXEsbtoU8dK2mpUsWxgn26llBFiokwfrOPauvlwCRbkbdLG4LYiC1YHLPiWxQ/6HuLZxfHg3s3/vvciC+s127bp7e2lt7e3va5Wq7XBw8LCArdu3WqPwVeuXGkDiFQqte5xfDcN0d12wcI6bT1tqrfSBVLaeoWVbNvediLgataa8efzeUZHRymXy5w8eZLh4eFtZQ9vBiwESzQPHjzI008/zS+drXC77uPWLEo9HsqDQ0nFFU+TUIa7zQiJZQy2UZQKLq/6mhdyVptsfyxhcytQ2lgLzNZzKHLGxisleK1oeDZp4wccvBIdhApisF4I9ojAMB/UUACWA5GCmOdTCnjqhFGUAtfimLAgU1Y7xLwkVPo4U7YpGMU+1zAfILmVhZca6iUEFlLCz3nikXieiDRog+2s7ghlikE+ZWWsyFpbpBhkesUSM/6G1oE4rliWWxhMJNIjnXq3yo6uxRKB3XQ3YqIAgd07Too7I7apK4dEk1gbBAsANxL9PBF7iGTtZnjnLfRbeZCRhfVaLBaLyFfPzMxw7do1LMvi7t27XLlyBaVUiPvQ4j90s3w+306H7FrHdsHCNlqrGmIjXSC72f1SDt3Mtm0qlcp9/77dZlkWY2NjzMzMcPjwYZ555pkdkXzdKFiYn5/n4sWLoRLN/+5cmbMlzbJvkXI1vdpmX1xxsQnons5aXPBtDqLZ66T4zkJj4I0pw/V6oLGTo2hN6O0mXyGJ4iESeFWHv1mp0RqMbfHYV8SAP6s7x00BSwGnOIjNSsCJDOJwL7CcqRuK8c4JeglrKuSMTcaP4VUT3Ci7XKkpioFZvoVhSVxPXkg9V6WTFkGrjHCNnh92Htq3UW4YMGtLh6IL0iFHTEcdkmNtDDgqot0jN6r4CI3nHbq0rgJM4tzCIXcr2bQjhEcJStYmr3qW1cZUnojfGOD/zpzgVxbGacRh3v+RhfWYUgrHcYjFYjzyyCNA47qLxWJEvjoej4eaZ6XTaWKx2G4a4j723oKJ73NrOc3NpgUqlQrnz5/nrbfeYv/+/bz44otrkgS3M5qxmrVkmuv1Ovl8ng996EOcOHFix7Th1wsWarUa58+f58yZMxw6dIgXXniBnp4eXn6nwn+eqjOnIeVojmcV0zVwAzF1ZRseKtW5uByjHBjgH0/aFAPLiwGH+ojjclAnmV1I8p05RV34nyA4cDDc9TvPZsiyKAWcwl4rPPD2Cu+WEcsJP3w/Mlj0aZf91RyxpQFm7w3yX2dyfHspxrWqojdy/PB81sKwLJyHjHzIaFqlImfwoUVUlyoFSzj6tRx/3RMAxJiIAqQEAhFNAi/q1KIqiuG/d+3FsEGVyG7n6UpMjHTljB4lskYAvRZAMIQ5C611Y3acydRJsf4nK7LQzWTZZKsp1v79+3nsscd4/vnn+amf+ikef/xxcrlcO0r6D//hP+TUqVNMTEzw9ttvc+bMmS1Fbb/0pS9x5MgREokEzz//PK+//vq69vvBD36A4zicPn160+feCXvvP/n3iK0nUtBynBt13i0p6e9///torfnoRz+6bpLgg9B2KJVKnDlzhosXLxKLxTh+/PiOI++1wEKr4+err76K53l85CMfafM5/vVolT+87eHFFFkbHs5ZnCkZjiQV58oeceDFpMOZeThbTxMDLtcCFQoB/DNgKyZ9j8fsGIfqSfxSjL+Zh3xz8yA4cDFMBJ79fsemFhicM7UwmS4nJAiT4h1zhSd2tCFlLA7WUwwWerm3mOU7d/v4L3MJXivYWGJ2KcFGr3ifepWs/icU2QBQjnR8q1c6SAKk56tIAyhJiIykB2RXSz/6HUShgKieqEe3kI5fpkO6ESKdCOFR/v5uaYnViYm+iRIpJVroNt5IENLixdSVjRHhmtZz+krqIFjZAKr7yY4swPr6QjiOQ19fH4cPH+bUqVO8+OKLfOUrX+HXfu3XMMZw4cIFfuZnfoZcLseHP/xhzp49u6Fr+OY3v8lnPvMZfv3Xf50zZ87w5JNP8vGPf5zZ2dlV91taWuKf/JN/ws/+7M9u6HwPwnbBwjaaUmrDM/2FhQV++MMfMjExwVNPPcXp06c3pMC4kwRHrTU3btzgBz/4AfF4vM2beBClmqvpLBQKBV5//XWuX7/OyZMnefrpp9t9Oj77Vpl/N+aTTMLJjMXJnM25UuN69yXhdMwlVnWp+IpC07GdiHkUmy2DLQw3m8+v31I8Zsew8wm+O2vx5oqhFBivY8pwO5CuOBJzQgJHAyInkRIDeqmQDy1HyvgsRcwoRmouuRm4t5ThRxN9/NlUiu8sOBTEDFyGzGPC38gyzazw4lkUch6l4uFnEI+Hn32P+E01mVf3o87FdcLHlJUO8u3yu1QgRGbiEccf5TDI+xMhGcoUgzYRsCD3qfpR2WI7wgsIL9e7QJ2aCTs3GaHpdtwWF6JqOZFztJZKyua1zJPtNdsp9/xetc1KPR86dIhf+qVfolKp8Ju/+ZssLCxw7tw5/uW//Jftioz12m//9m/z6U9/mk996lM8/vjj/MEf/AGpVIqvfvWrq+73K7/yK/zyL/8yH/rQhzZ8/Tttu5yFbbb1VkRUKhWuXLnC7Owsx44d4/Dhw5v6EHcKLMzPzzM6OoplWXzwgx9sM5B3UoY5aJZlRULgksAY5Etorfn0q1W+kzcMZAyxhOJiQdOfbRzj2aTiTkFxo2zIOYbz5c6gaQL9fR9NWCRsxbC2eHNBM5BTTDaLBVxlGKt1nu3DcZubgchCn6MYD3hb2zIhRWI7mQDdqTwwiRjBQf5eMY+ddBiqW7h+gjnP5Xw+2W6R/FhcoQNdnKri/tSNdJhhcwXxLiXAQ05ZVAIX7BiDSgoAIjQWZEZBhtx9+XdjcEU/ZUkz8yKVAtHUhlHhM5k1tB08LBxRVio5DI62Q3oPPioCuCTgWPAcMpGKitXLLyW/AKCsHBIBqObLGwc4gl/SugM15UQlmAK/7T/F+nm6NgAmvyWC4/spsrDZ6zTGkM/n6enpwbIsjh8/zvHjxzd0jFqtxltvvcXLL7/cXmdZFh/72Md47bXX7rvff/gP/4GxsTH+8A//kC984Qubuv6dtF2wsE5bL2FxrcjCdreP3m7OQrVa5fLly8zOzvLII49w6NChSKnmg4gsSBDUjcDYvmZf849fqXHWM5zsVbztaRby8NPDFnnfkPUUloIb5cbxnuqx+XEz2tCLzxg2+xyLEcuBOnx/0QcMNnC9GuArxG2uBzgIfa7iZkCfR4boi8JpLIrBfsVplCWOGBe77rBQTnBtweZCcyadU3U8u/OJzgsHkhfnk5UNNbO603LFmpSINPQomxWRWzduuLWStnXIMadEGiImowJeWJAJwDcm5D6lsJQcpGq+TcoR1yVSDJJo2q3HgyP2ydddeuOdB9qtx4PcJ9o0yyBbpMm0hNeVGyG1KqxIiMWJfHeNfWpWoItZ6C+tC1D8p8RR/tvy7b8znIWtcKm2Wjp57949fN9nz549ofV79uzh8uXLXfe5du0an/3sZ3n11Vd3jAe2VXtvXtX72FaLLGykymEj59uOmb4xpi3TvFap5oOILCil0Fq3FRhnZmZ45JFHOHz4cAi43Sl4/PPv+fhJwx6lWLINC2V4Og3zZTifhwMJw61CY6BVGCabs/OUghOmxmzZ5VLNYhTD4XRnMD2RsrgWmMn3uSoUKaiKgXc2cF8sDHcDzj0OzBmfNIq9xHA9i5mC4kpBccEoem0oBhxRyvcoxTufp2s0C9q0mX3KaOaE71gRs8ZS+M/UBFiRTiwufFhGWeEeFzVQKRHtsXVoEClVFcFWYXbNgnRnuVi1SIhQghLgQVZLRMGCRUqslC2h5byyW0WCKyINBa3oDa1ZGyxE5RKiDa6kXoLukv11hT6GnJsYE41qtDapKYdavQ5O51c3QEHnIJNOmnnnUfb442zWNtMb4t2wrYCFVuXEg9RZ8H2fX/7lX+Y3fuM3NhzFeJC2CxbWaRsRZpLOdLtSDt1sO5z38vIyFy9exPO8NRtSPcg0hNaaV199lf7+/q7g5UdTHr92xqc3a/j+PDwzAgUfnnJsbMtwJt8Y2I9mFbNNesBT2Ua/wj7b4e0Vza14nHHd+AweTSlu1jvOoD/WKZmEMJnRwjAeLK+0YDow89vnWNzDZ4+y6TMOMd/mWh4ulOA8iicSFlfqnfs44iiuB27rvoTLrcD59rkOk6Zzvpw2lAPOwDGaBU3Ivy3LyENAaRKgLqWfw/6FhHBqqmRDKvzsHdHe2hKO3/PCIk7RUktwBYlSVkvIfhjdCI+SNBlVfIymMlwZjYiUSUYtJgCGxBPd9tnUcYVpZSNBSAvsVS2HWr0GTrL9t2qtBqpz533g962jfF6vTrBb9RreJ2kIz/M21Y8GGnwoY8yWwMLg4CC2bTMzMxNaPzMzw969eyPb5/N53nzzTc6ePctLL70ENO61MQbHcfjLv/xLfuZnfmbT17NdtgsWttmCkYXtTjl0s410gpRWr9e5evUqd+7cacs0rzUYPIg0RKFQ4MKFCwA88cQTkQ/MGMP/c9njz+8Y+jPw6rzhg30wV4RrBTjVZ3ijCRT2J+BswedUwiZlFBXP8OO8BjSPpBS3/c4nsCeuuBkAB7MBBaKUZRirBiSf4xZ3A877oGtxxxj2WTZx3yZetbiZj3Gz3ngmL2RsrlYCgkm2IsgmtCpFcDvvRq9jQQC49NiKycC1jSRjjAU6XfZpw5ITAA/asCxmtDJtEe5wAL5wY66QILZKwknXFXZMlEUKToMjgIAW8tHat0E2ppJpCp9QaF9GCbQxkeZdSgABSxMKN9SNRWINDoNEAtoY4jJdIO6Z7tJx0ol0ehSkUG2RlpGFSE1qtyZSrTSEQzKRAt3ZxxfPrubVWVJxvs+jPLTJCMH7KQ2xlb4QwJbAQiwW45lnnuGVV17hF37hF4CGL3jllVfaYCBouVyuPd617Pd+7/f467/+a/7kT/6Ehx56aNPXsp22Cxa22VpgYSdSDt2s9VFsJPRmjGFqaorLly+TzWZ58cUXSafTa+/IzqYhggTGAwcOsLy8HIly3M1rvnTO4wfzMJA1eAYOx2C6DmMlg6MMc6rxYn8gZTGSULy5rHi7AIeShtsBoLM/qbhd6Bx7PFA+uTcGN2udbY8nbEYDkYRhRxE3NlljU6lbkLe4tuJzpTlCfzinuBcQYVgLx8lB2Bax+ITYP2WFUyKDiRhLOgAegIXA9o7WLGsdupC80uFIQ0S7IOyw0kqFOinokgUisuCK6glZeinN6OiNicnohAQYkvDoOyCbO4nohK7ZIcThayuSq3Ct1d9rD5u44HBEAEaXnysrKuRGNWyiX98qHITWuZtppQbBMbyFG4+FwGircuLP6OXw975HJpNpKxn29PSQSCTWnGy8XyILWwULqVRqy7yBz3zmM3zyk5/k2Wef5bnnnuOLX/wixWKRT33qUwC8/PLL3Llzh69//etYlsXJk2E9jOHhYRKJRGT9u2m7YGGdtt5Zu1KKu3fvMjY2tu0ph24WFIJazwse7pvwOHv27NlQRMKyrB0Rgbp37x6jo6NtAmMmk2F8fLwdxTDG8GfXNP91QvPOEjzcBz9aMuQ9eHav4geLmqQFLw5ZrHhQrRsWCnCpoNvlfAcyilvNJLyjDFcqHefwaDKcgjiasJivNJaTCvotm6dcRa2umC7DXM3ijWJn+9PZMCFuSTRAWBLkxCV5D5NJCICVWqRMLry5K5alRsNAzGUhGHlAsRLYRhnNYoADAdE0hS8Ay4E9hhuBZVOyobdzDl2HWEI4aVuGzsPmCbVGrSEmAYYkFYo/F6oWScEqtMQ+pbpNUBmkW/Oq2BpiUZ6xIj9A8h5s7YIKkCSNIb5Wc6ou1RGRCpBmSsgAVeVQVzFmVYJJq5cpK0dKcBQkSRS7KV/uujz33HMsLy+zsrLCxMQEly5dwnGcEHjI5XKR8eT9FFnYrLNfWVkhm81uWbr+E5/4BHNzc3zuc59jenqa06dP8+1vf7tNepyammJ8fPP8kXfDdsHCNlkr5XD37l0SicSOpBy6mVIq1Nzpfub7Pjdu3ODWrVvtvgmb+aBs26ZWkwHszVu1WuXKlSvMzMxw/PhxDh06FOrDobXm+qLm//ixT9mCezXIxeF7C5qqhtP9jZr059M2cxXNa/cMxeateK5fMbHUOE7OMZwNOPenczZvB9ICexKKm0UYchQjjkVSKx5XMe4W4WbJcLakuBlQL9yT7BzLxnCz2hmcHWW4FRAcsDFMBKMMGCZqPgQUFmclmBCpnqLwkLK8ULL/kyIcPhBzWQnEBXqxGpGFgC14tYZTaVpNnMMRCMXUwo7DrziQEO+GJC+KdEFFQyZ4jKoNQodBCcAhXWu1i1qjLaIEktPQjfAYs0QqYA2pZ4hyDeYqMQ4li+1lHxvJUpCERw+LqrFZ0XEKJkZBx9E6RsytsmLiLJsEvnG5aXpY1Mk2QVLR6L15IjXPQxIsRLQrTPNchlQqRSqVYmRkpHGNvk+hUGgDiGA3xyB42MqM/UHaZnUWYHs7Tr700ktd0w4AX/va11bd9/Of/zyf//znt+U6tst2wcI2WDDlsG/fPrTWDwQoQEcIajWwMDs7y6VLl4jFYrzwwgtbysdtVxoi2LGyG4FRKYVnbL5y3vDmrM+SgbfnDYdzkM3AB+MWlTrcKGgWm4759F7F2GLj3yNJeH25M0if7LX4fr5z3UnH8ETSIl6r4VV88vk0sYLLrZpi1jbUHEMzsMDemOJmpTP4PpSAiYBfOZqwuBXgNxyJW9wMVFEciltMBMBAn66zEmjxnbNgIRCJcDBMe+HB/p6453mRB5dkRTkxSgiNhT7HIR9gLSSAqlCUXKiUINEZIjyRB3cFLtACPBhtiEsOgwAPMXGh1apDOh0+sCPAQ9yWjl+AFg1xAQ4kaVISHj3d4KUEzfXtEDLpBhbiApRUdXB2b1EgRgWXsnGp+gnmtUvBxChplxUvwbIfp4xDzYRDI7YKa3Tsc4vM605HVwvdBg2OpTEq7BwjwlaB/0t+k23b9PT0hMqRW90cl5eXmZ2d5fr162itGR0dpa+vL9SMaTsbyG2HbQXUFAqFbYks/CTaLlhYp3V7ebpVOUxMTDA/P/9Ar+1+WgvlcplLly6xuLjI8ePHOXDgwJY/gu2ohigUCly8eJFyucypU6e6dnh77Y7md2eeYmXW5vAwxA28sEdxvWi4OdOQ6j0+DItNzsFjffDjxc4QeSCrmFwyHIophh1F1oe/77oUa1D2DW9MNPgOkOSQU2GsDC1P+GjO4vVC5zceTSruFTuOZF9CMRFYHo4rbgVu/5AbJkoOOoqJwC07lE7wTiDlsN+1uB4AE3sdi+nAcJ9WNMomAzYnIg/5yGw1bI4AC0nh+PqUzT3hYirx8PCwUFyBbEexUM68XUGA1BUbJx2+kowADzHRtdISM36/2dsjtI+MEgjPWBfiShAFKdJqvkNK7JOvWcQ7BQb4xqJsYhR8h7J2qGqXfM2hrF2KvovWMaYrLn+Zf4QKDh42abdG2QsDAdfx8XTHmTnivEaAMohyFlylqZoOWJDlmH5EGjpAfmTtgV92c/R9n+9+97vs3buXYrHIrVu3KBQKxGKxUPQhm82+6zoB25GG2LWo7YKFTVgr5XDt2jWGhoZCs+L1Kjhup8lyzVaviRs3brB3714++tGPEotFZWk3Y1uphgimQg4dOtS1Y+ViWfPltzUXZiBh+Sw5hh9PKXpihkwaZsuN7Z7Zq/jhgsZVjSqGgRj8lG1jmUY+//aCobdss5CHw4OK797VtIbcF4YUVwNpg5zth5UWhTOSEWsJlbSR2wu9g/wKxDoUtqTIGeQcQVZ0LKa9MHi4FbjnvVY0LXFPC80AEXmQ1+yKNEXGsrgX+HsGRVUSHjPJ0JFsFabVWbXwDsqzkbBFOu1StRHVaB9TeMlq3SZlC1LhGtyCbnwEW5zXGCj7DjVtg3a5W44xgaHiOxRrMQqeQ8WzSbkWS9qmUI+RiGlKtY7jV6qLU9eGWCDyIftPQPcUSMTWAguWoaUX5lq6Uf0QPIcEC6p1FIWHwekSJVnNWmnBkZGRcab2fQAAIABJREFUEE+q1clxZWWFyclJqtUq6XQ6BCDS6fQDm6kbY7ZMcNwFC91tFyxs0IIph6effjpS5fBugIVgaqB1fQDPPPMM/f39O3aujViLwOi67n1TIX96WfNbP9QsVuDxvXDF70FpxcG04XCfouLDgQQkXJiqGA5aFnMVeKgXXpvsDI5P7YHbnbQxBTErvx0ACgrDbd0BUpYyXA40gLAxXKuEtx+rho83IVpPBksuAeqJRCguLMmLEXEkQSzM2Sq0/7BtcyuwokdBSRxTqkVWZDdJQWaMC+fRo2xmBcSQTaaGDxqCleSSeOgVLNyAQpP2QYnqCVtEDWSPh7rXxfFbQWCsqPsW9woJap5NAosFYzFLGuou92o2Nd/G8m0W6g417eBj4TqGcoDroJTp0snShAIUsq+CpUwkNSGPIfUewKwPLAiTAKjVFMtC0yiMkeAwClIsGq/RZuKCrW9eqrn29fXR19fXXletVtvch+npaa5evYpSqt0GOpi+2Alr6RNsBSw8SEGm95PtgoV1mu/7nDt3bk1hpXcLLFSrVc6fP8/MzMyOVmFsNA3Rko+em5try0fLWcbNJcNXzmjGVwwP9cKpuGFsBeKeoWagt0/x/cnGthnXkErBVFOecE/ScC5QI3g4C28tdAbKEz1wMd9ZfqJXcS5AdDyR8nmn1vkMHssozgXAwaNpiysBfYWHk2F+wj4XZgJgIWsbxmsddSQbw7QJD1zT3lopBBHeF74la4tIhG0zHogkJFVUzXFFchxkR0uRppBNpxK+xhOjhS8qH2zBJUC0s65XbZKuIC8qQ73s4BuLfN1CVWIsT9rUPJtkHO5UbMbmIGEsFksOVa1wHUVeW9R8G4OFV4d4vHPulK2pBJyrMSB9R0Kv/g43WmvLleFFpUwk7CTVJyUsaEQaNv5dSonoVkOrFnEzmnaImoOiRpfeG+swrTVKqTXHlHg8zvDwcDu12FJEbEUfxsbGKBaLxOPxEHjIZrPbQp5sjU27YGH7bRcsrNNs2yaTyXDixIlVyYsPGiwYY9qSyENDQ3zkIx9pd2DcCVtvGqLVQvrq1av09/fzkY98JHLfar7hy2cMXz6jqfmNWdhT+xR/O9k+G48P+5yb77ymRwcUZ+c7g92ejGIqsJxLgq50zpGIEdI9josSu4RjQupEmRgQ2H8wBlcC4gIjcUL8hEMJi7lyQJ9BVxmzO5GKg3GLyQAfIWvBjCAvTgnwsCIiIbITpKx8yAjNhSHL5k4g/G9jWBBgQfatkE80JhxayjcUaPSTiBmFi4VrFHtMnPy8zdKChbdso0oudW1RN4pq0cYspqjYCqtiUbQU2oW6tvAcqBqrEUgIjEKur9CBaIPxwQo8M+MbJCaRekWqZoO7+jtar9sEDySdujHRKIF0sd3iA0oSK3XYadnKrDmz73ZcT0t96xZYaPxOCQAaaYhwhUTrSjYbWdjM5MOyLLLZLNlslv379zeu1fPa4GFpaYnx8XHq9XpI+yGXy5FKpTacvvB9f12g5n6Wz+dXVbD9u2y7YGGdppTi2LFjkU6I0ra7sdNqtrKywsWLF6lUKoyMjHDq1KkdP+d60hD5fL59XfcjML5+x/B//sin7MFj/RCzwXUUVQ3P71GgoFJcxOgMzw8ptDFkEjBfhSd7FZ6BvrhhqgwPpRR1AwMJuFXU5GyoGxhMwNmlzvPqdw1vr3SW45bhcjXcwujySp2ges+ccOwV8fhFAQEpUY447ComA7frYExxNRCJGHJgKQAOGj0lwvd3WUvHbkgAjlI4KJJGMaxsbBo5/0FsXBQWCsso4kZhPI0yCmPAGIVTNRwyCl+DrxUFFFk/Sd1X1DTMKMNM3qHogWfFOBKzebPY6MQIkLZCmAqAbFFRDLSwThVsymmv4bPikJyzqe7xOxNrbVACvNWMCQ1KWWOFgI3xFbiy0kFEUcoKNwgwiFrkC1Vhx2qMCLUQ5RookcqhmRIIWr7iQkA3wlIGIcERlaLucr1F7XRFES2w0CiV7PyGVt+s4LHs5prNRha2q2zScRz6+/vbKVJjDJVKpQ0g7t69y5UrV7AsKwQecrncmtyrFl9hsxyJQqHA0aNHN7XvT7rtgoVtNsdx0FrvaNMVz/O4du0aExMTHDlyhFQqtaPRhKCtloaQBMZjx45FCIxLZc3v/ljzR+901g2nIBmHW8uddc/uh3P5PsgDGI72wjv3OrpFKQeWY4rZQNSgfxBKi50B7UgK5pYNjgLHanAZ3llszMwtBcdympsFhW01ZpHD8TpTRZd9WqO1T8zUqBUcHrdtHNvGdWysRcVTwTK1Bc3DJQ+tfRKJBH3pHh6vdAbqjIZj1YbnMgYGanCg2iAGagMjcYWqGbQBTyt6Hc1MvbGtpxu56ovKUPQVdQ2eUVgZuFbuDPimV/HaSsehvthj8YNA2egHMop3AjyMrGUIUDqARsVHkMvxGHku2x0FhCMxCz8wJx10FZOCq+GLJlPStcgeTHZFYYTjlzn+WkFBkHajo05cfmZR7kHUpA6BtK5/1fJEqx4CgLxnkQyUfqro5UfTG/LPxtw3cxFsbOUYRZDi4aBCUal3I7KwHlNKkUwmSSaTbdEirTWFQqENIGZnZymVSiSTyRB4yGazoevaisYC7KYhVrNdsLABC4oF3c+CTOHt/riMMUxPT3P58mXS6TQf/vCHyWQyjI6OPpDmTnD/NMR6CIz/5Yrm33xfs1CGwRTsSUN/EmoGZgrgNtshPL0PXp/u3Oe0CyUdEjjk5CC8Ph1YHiLEXRhIGM416f2eaZTgjeVhOZByGElZzATknvftcbmb7yw/M5Tm9cAxD9oFxk2nqqHX9ljAptVWUZXg7gqsBKatlRxcDZwjOQAXFwPRjkHF1cDy070OdwKcigMJGA9VGRjuBDWXgWVv9XcyI8bOPXEVIWnOCMdPIhnKf8jUR48dBguuMlRFdk5WAthCttnywwAEGpmBUIXFWnLK3RzpGp+dNqZbqwVx3KhXr/lCwXEdE3R5D6KExy6HEfdamyjwakUjgvoRbrPSoWUOdAULUi9jPfagpZ6DUYWW1ev1NnhYWFjg5s2b+L5PNpttb7vVSdpuNcT9bRcsbLO1PijP83Bd2dl+81YsFhkdHSWfz/Poo48yMjLSDrU9qLbRwXO1hF2CBMbjx49z8ODBSAjw9pLhy29pzs802kcD3CvBviy8cRdaQoqOBR/ZD0WvkYqYXy6wYuLs7XV5e64zCD7SC28GaPiWgmURV364T/HjmQCxcQDOL3b+3h+HS4vhfcYL4eWaGMX39acZD0hoDKgiC6YzmB2Ie0xUO59U3IKbYgo/I5x0VeCuhBjnhuOK8cCFjMQJNZQCuCsutCji3I6YzvY6CgLXMeDAkriOgnJC+8iwfVL4jUFHMSPOW0uIGyjT7gI84BuENlGXbpHhv9uiQRREeQPStK8i5bEO8jeKFIQOCW42tlhHBEOeJ7qRiayMRBa0QhI1WtURbgAsyMHcEYmITmRh42mI94LUs+u6DAwMtCvQjDGUy+U2gJiYmKBQaHzE586dC0Ug1jsW70YW7m+7YGEDtp48mFJqW0mOsrnS6dOnIy++4zhUq9X7HGF7rTVg+L7P1NQUV65cYXBwsCuBse4bvnLG8O/e1O2a8MEUHO6BtAM/ugOBXk0cH4DX7wSbLWY42V9hbMblsawil2wAA9uCOdew1IwSnN4LbwQ67+ZihgtCF0sOj4/k4MdzneVjOROKAMRsuLIS3mdeKBb29eYgADiypkJQvHhfrMaNWifHmrIM44G0CcCMcPRV4Q0TwkENxS0mA4TIXtuwKF61e4IRKUGPPGZWV1kKNJJWGObEMcpaOtfwt9BrW8wIwFpPhhGInGVH0hJVK9KBUos0ReQLrFoRMqOSDEhhawQHA2fqbOj74ESm96uXTQJYa1zLelLrJsI+6PAnnBBYsAgmGaR7tJUCY6J8jXXYe7GJlFKqLV3d6kw7OTnJ1NQU/f39XaWrW/oP6XQ6An6MMRQKhZCS5a51bBcs7IBtF1iYm5trN3l5/vnn7/sSP+jIAsAbb7xBtVrlAx/4QFcC45m7hi/8jSbhwsEcXG861aUyHMkqfnALUi48MdwYMKu+YWwx1JWZA6kKlxfjeAauN9MBz40o3rwNoNiXhP09kPAML/TDQg3GS4bHBhQ/CkQV9qcbXIWgTZfDy31JIAAWHu2Fs0ud5ZxjuJ4PzwKnBT5LZ7IQKNtMqzrQAQt7nSrXvI5TTtlwR1zHnPDsMjuQFuP1SEKxGOAvOMCUiF6sSEadsIzoPjngKOaFR5WpDin6I68rZxnyYiIqSy9lRN6uKnzRftGPrT4z176KZB1kp0tb9k3oRl6MzufDf+/ClVgLcxhjIgTYaBQhGlmIHii6yguoN7ZMDuaushrlJE2zm0Jc79fIwnrMGEM8HufgwYPtdS3p6pWVFebm5hgbG0NrHUpf1Ot1RkZGdtMQq9guWNgB2ypYqFQqXLp0ifn5+fuG9oP2oMBCi8AIjR7sJ06ciBAYV6qGr76p+fdvBsc4xYkBSMehVoezdxtrS3U4P9WINORLiodzkIrDrXxDna7o2XiB2dvBLFyY6pxroQxH++GN251temKK4j3DC0mF4xrKNHQZ7lY6c65jObgeihoYbuYJmStn9CyzTAesDSWiUYLJUngQjqcyoXB/xjGhWPewVeGm7kRj4pZhQpQYLIoZvuw+2SMEEvbFYVyAGBm9KItSzd5MGvKddQMxxbwAHLMCtYg/ExN+pN+xyIvz+PHwcrweqlrF1irMYNBECJCRsklxQ7Q2SKXfWMWmlg6cW9IgTINgGvTZkbLJLgDDyMhCeJeuXANHkCS78R3XKtmEpqQ1YYKjVL+0JRG03Uxq4/ZejCx0s27qjVK62hhDqVRqA4hbt27xj/7RP8K2bRKJBN/85jcplUp88IMf3DRw+NKXvsRv/dZvMT09zZNPPsnv/u7v8txzz3Xd9k//9E/5/d//fd5++22q1SpPPPEEn//85/n4xz++qXPvlL33oeJ7yNZbjrNZ592SaX711VexbZuPfvSjXUWMtut8G7G5uTm+//3vs7DQmOIfOXIkAhT+4orm57/eAApPjsBAoECjXIXFRcXyiuK5EdVuMbAvC4UyLFXgyiycnYDlJcXJHsVB1+NAsuFOLCBlqxDJcSAJF4MSgsCJQbi5oHhnWvH2hMXktM2VMZv+ZYsPGIuPJC0eiSs+0AtDTT99ohdmA07aUnBNgIdsLjxoHM6En8lIAqaEo58ohwdrV1Ss9MXCxxikEiqrU8CEqNUsiCiBnLkOCAWnrEUkTTFTFOEMYZIQ2WubSMlofo1oRVb6FQ1eUs7mw+bIhpVVIh44Vlvdk2qJpoCaWBfhSHoqcp7uYEGca40JuulyLcXKGuGVdZjWnUhIMLIQASYR8NBY/kmOLKynL4RSinQ6zcjICCdOnOD5559ndHSU3/u936NWq3Ht2jX+6T/9p/T09PCBD3xgwyneb37zm3zmM5/h13/91zlz5gxPPvkkH//4x5mdne26/fe+9z1+7ud+jr/4i7/grbfe4qd/+qf5+Z//ec6ePbuh8+607UYWdsA2E1lYXFxkdHQUrXVXGentPt96rRuB8ZVXXglVREwsG37nh5rLczDfnG2/PQVJp1ECWanBnXlFvvnNzRYg6So+ss+wXIWLS+FzPrNf8eY4tKoMDmTg8T2GqWJDabAVET/UC2cDkYakY7g2D8GR/9EheOtuY92tRUjkwZ5VFJsz9n1xw0M9hv4caNuw5Bscy/B2vnMMheGWaJIkh9uDKcVUwKMOJ2BagIe7wuO6iURIuGEo6TAR8OMDqsqsDsviTospveQjpOzwXHVvAm6I61i2EqEfUBFeOy58wqBrsVILb7Qg0hKyICMpBAdSNaikwtsYQYCUzteq2ui0aLIk0hJRp07URFoiknDwu5RjRsIP4UXtGezY6iC+G9egqoOJqWhkoVsTKXkWz+9EcsJgoTs4kMfZbGTh/QAWNls6mcvleO6555ifn+cb3/gG2WyWu3fvcuHChQ1LU//2b/82n/70p/nUpz4FwB/8wR/w53/+53z1q1/ls5/9bGT7L37xi6Hl3/zN3+Rb3/oWf/Znf8ZTTz214d+yU7YLFnbANuK8a7UaV69eZWpqiqNHj/LQQw9t+KPcichCS4GxG4GxdT5PG/7wrOb/+lGjosG1GuDgrTuNAbDsAZ5iaQke7odzdzucsIQNE/OKqWU4tRd8Zbg0Byf3wpmJ8LW4Fvx4TFH1Gk0Pjw5BIm44Nxfe7vEheGuqM0BawKQgKT42FAYYlZrinbuKlcDk4eHUIkf8NMMDFom0heNqbtUMRa9DyLxZWn12djClmA548j7XMLkGPyERdyEQjdiXdkI6EinqzNbDn+x8fXVH2CvSFD22IS9mycuRKEH47zkx9sYVLInXrSQ8vSy1HMkpbkqAIdISUtHIrquIY5MS05GZeRfHT2x1NUfT5c/y+qVpz8KOSQKnPHCX4zqrvzddjyPPrVtdHmCwniRvN0pupIu837JsOrUeez+lITbbNC+fz2PbNqlUA9Xu27ePffv2begYtVqNt956i5dffrm9zrIsPvaxj/Haa6+t6xhaa/L5/Lb39dmq7YKFDdh60xDrAQvGGO7cucOVK1fo7e3lxRdfbL+kG7XtBgstBcZqtcqTTz7J0NBQ6O+WZXFhGr74XxoDVsJugIW6hjfvNKoaCjU4mFScud3YZyYPR/oh5sJUHnIxGG+SDkenARRPjkBKQcJpAg1AGUPaUUw1lws1uDAJxwYUrMAHhiEe18xU4epC+Pmc3APnRZpiRUQUHx2Cd0LRQcOizpGv2uSb3Ipn9lks34VeZRjqhQN9mpJjKMUNM/UGCJgUKQdH4L1DacW9gHpkwoLbAjzI8s9MzIEAKDmUdrgYiBIoY7hd1gSziTI94JWKQOe9Golb5EUoYVaAFtnoKiGc+KAL0+JaJeCQ7ihjq3D4QRvqQkfMiDJDJXWu62DkJE/c53TJwksFfp9HeCpPN6fe5btei3PYJcWwlhmzdnVEN5NVJO3Ho+GVc/t5/rmrGBXNKct+Hy0AtBkFx610cnyQttWOk5lMZksRlHv37uH7fltcqmV79uzh8uXL6zrGv/23/5ZCocAv/uIvbvo6dsJ2wcIO2FpgISiHfPLkSYaHh7fUwnW7JKZ93+f69evcvn2bw4cPc+zYsciHl68a/r+pw3z7TKYdNh5KNzo/3mymEyZX4ImMikjF3VpoCCw9OQwTghOQdCG/ori82CBCnhqBm8s1BuJVrsxlQts+uR8uTDTu19VpAJtnDmiSZUX/QENgaGylASyCdqQXbiyE1ykh83us33B9IfybZ5taCdooZhbhYMLmyrXO30/3GFTZcCxnIGFYodM+uP37xJd2JA2XQgRJEwEPMj3QG7NCKw8kYLweHtjG81VQHe+oxXvVK66j34FlcZ4l4fjlq9knWmiD4Z54/WR6RHbSjJUVXlaE/sWsWw5OVl1BXBxYOF8julQaT4FMXcgW5BIs1A0IUBJx2FIjootJl+z7UeLsekze/7bstLZ4YybJ31sYojwwF1XMFMsdzsLGTWu9bW3ud9I8z1uTs3A/W1lZedcrIf7oj/6I3/iN3+Bb3/pW1yqzd9N2wcIGbCORhW6kGM/zuH79OuPj4xw+fJiHH3540y920KRQ0mZsbm6O0dFRYrEYH/rQh7p+NH951fBv/kYzVzzIqaEaF+Yag8dcEeJVOL2nGTXwLS40m0E9sRdmS4a5YiNicCijeONmY5bz7EEYWzEsFuFEr+LincY+xSq8fQtGMgo8mycGYXSuMQFMuTApNBRyCcOVKUWppphYAFC8sL/RCyHdZ7i81Bj/+5JwK8CPyMYMl2bDYKFHqCKNZGBiObSKgni0wynF21MKmhGKtNuItByLG4YGDImsIeFrTqVhsmZYrENvTIWiBgcSYfEliFYxyNF/OG4xHqg1TSlYEtX1y3UdmnIq44cOtDemWBZcirUiDZIA2W8rlsQ2si24I9MSWcWELE+UTlx4NauuIqRIyUeQpo2KVAVEe0yJ89YtECmStTpQdrNIdUSX8su19oFoJ8tWJET5jYv68ut7+O//m2VUhLMgjtP8/2YjC+8HzsJWIwu5XG5LE7fBwUFs22ZmJhzSnJmZaWtB3M/++I//mH/xL/4F//E//kc+9rGPbfoadsp2wcIOmOM4FIsd6T5jDDMzM1y+fJlkMnlfZ7yV88Hm8orVapVLly5x7969+5ZpTq0Y/vXfaOaLDWAAcGEuxul9jVJG30DVg0oVHk0p3rjd2ffyNKRjimf2GaoVxZWmRLNv4Nw4JFzFxw7D6+Ph67JVo5Tu9nIaFuBwr2Go34BtODMRHrSODcDb4+FrrtUVVycUoOiLGY6NgK5BzjWsNMPbQ/YSY7W+9j4KuCX0GPblYCqgv5ByYEyAFel7DvfB6CyUKorbdxo6AAnXplRvSDbtzxj2xTQ/6xqqMcM9Y+iLEwILaQsmJTFR5PyliuIex+Om4DTkY+kQo205XwCr8+4ljUfQrfTYhhXxg/LCacs3bMBVLAmAIQmQ8h71xhUTQdClDTURaZBDdiJvUerzQ/tElIekP+vCR4j0jpAn6hI1sNeoWlC+QYkbE4kIdAELjm9RC1xzt7PIqEZrq1bZ6Erd5sqV/Tx9LBw2i+hPtEsnf7I5C1sBC1sdl2OxGM888wyvvPIKv/ALvwA07t0rr7zCSy+9dN/9vvGNb/DP/tk/44//+I/5B//gH2zpGnbKdsHCDliQQ1Aqlbh06RJLS0ucOHGC/fv3bwm53u98sLEPxRjDxMQEV69eva8Co68N/+95w//+qqFcb6gaPjoMl5sz6LfvNngB1+41yIXXbynGfcXxPQ0Hu9x0djUP/JLCNjCcaVRDtOxYP7x2EbJJeHx/Q3ehpuGp/XD2ZscTTC8pXGVYzls8O2KYrcL4imIwbRi9E/5th/sNV6c797hUU9jacOGqhaUMx7NFnEQdK5WFQOj/xCBcvhc+luQ4PNwPF6fC68ZFNUdSOLCDvXA7sM1yQXFn0g71oXjsgOGZoiHXb7DTBjuhueYZxqumHdKfFJUQUrApXi8DncGu146WTZLOhUiU9XIpBB4GLJ8V0VZ5rh72uFLAKCfYgDFlWBAAoyIiDZIHEStZ+FmpyxA+htRUsKoWpAUakJEGqYXgmQiHIYJKuoGFiIS0SHdULYjJAL8ETNHjVuoKK5BaiQQRugg7tbcOXOd/vp7jkb1FyHZyb/JYVnPcEdm5ddnfpcjCVu0zn/kMn/zkJ3n22Wd57rnn+OIXv0ixWGxXR7z88svcuXOHr3/960Aj9fDJT36S3/md3+H5559neroxo0omk+8pNcldsLAB20gaol6vc+PGDcbGxhgZGeGjH/3ojuX8Wh+x53nrOsdaBEaAi9OG/+UvDfOlRr69XG80crq9CPtTZe6UGuy00Vn4e/vhnVsW9eZYeXUGBjNwbBBuzTdaUF+abNy7ZMzw9AF4e7Khvjg51cgZr5Tg/A0YyhkeGoE3boSvRxlD3FIUq4p3bjWO9cRew1Cf4Yd54bykk8FwZ76xjTaKqZUMh13N5CWLE0OaviHDvB918v3JKMdByBhwqDcKFhYF96A/FQYLuTghoABQqCrmFxXzzcjG0/tA34XDlqF/wDA4pCkrQz6pmdKGiaphQaCFgVwWAtUfI3HFikgxyIZRmVwPFDoON+5VweoQIhNoFoXzlJUPUpBpyFHcFbwHGa2QpYlDMcV0eJNI5UM3eWgtwIKROQbp48td5KElEBAAwxiwIiOl5EqEpZZhfdURUm1yPU2kWse1TPjGv3N5iD3PFKm2yilFaqh1aJlWWo+9X0on16OzcD9rERy3ap/4xCeYm5vjc5/7HNPT05w+fZpvf/vbbdLj1NQU4+OdUOqXv/xlPM/jV3/1V/nVX/3V9vpPfvKTfO1rX9vy9WyX7YKFHbCWOpjv+3zwgx+kt7d3R8+nlFpXRcR6CIzFmuHf/8jwR2c6DZ6ODiiKtQZpr1yHeR3jQKbGQjXG8Yzix5cUB/oalQ7zzajBvQLky/BTh+DVq50RsFxTnLsJpw4YlAczQmSnVFWMj8OBJKQyHqOzjVf0UHaRm7PhUqJaFc6ct9mThv0jhht5QzJOJNJwfMjj6nQYRPUlFZPAzJzFzBy4tsHJGJ4fNlRcuLrUIESeCUQRLKJpiqF0GCyk3QagCt134b8O9sBFoc8yKXgRrV18rZibUwwpi1vNfWLAY46mJ1tmMFXBHUxQTtrNiHznZD0uEEhl9HTpI5EXjr8/l4VC5z3qVx7TItY/V/VYTc+ttwtYmJdqjmKfwVxUPtsTQMCS7azr0SyDFgTIVF5RD0zOlFYRny0rFCKNLjUoqaUkf36XT89ao6GV74Mrjyu26dZEqhWUUUINslBxGR7bA8caL23kCTVrRKvG37Dzf7+kIbbSono7m0i99NJL9007SADwt3/7t9tyzp22XbCwQVutTXVLwGhmZgbbtvnQhz70wNC44zirgoUWgTEej9+XM/HX1zT/5q8bZY6n98PbTac7Ng+nRhQXZgwaqPg2GJ8PZOB8kyswuQgDGTjU1yiJtIEn+uBH7yiePNToDVFsOgPHAl1UjM/A00fg/B1o+ZKH+w2jt5v3bN7l+LAhmdXcnO0jYpUi2mRZLMDitUYnwVPHNbkBuHLPYJpTsOWVKsHYc8I1XBephOMjhku3LWaakYSco+nLGT441Ogcea8ER/tgTKQpIhUX/VFVybtC6yEhIhj7c3BHbLMopKRl1CNDlfn5DMxnoKlL0dNjOF019A9r4j2GTF1TT2gmPM09D0ZiFnnR5lLKOMueD3tScabLnX0sDPO+Cnm1fKVKcChJiRRD2gqpSQNQFt+QI8QO3CJ44hX1pVMXEQ/JB+MrAAAgAElEQVRVMyDaZEt2oNaSBthldi/MKVmQW6NZlVSJNCZKTBSm66pL2kQsdpGZboGQUjHcuMwAf/pGL//84Aoz8SKWJSqSmtdT1RrPNFCjUgrLstr/v5+9H9IQWutG2uZd5Cz8JNsuWNgGM8YwPj7OtWvXGBwc5KmnnuL8+fMP9OO6X2ShUqlw+fLlVQmMMyuG/+07hpVqAyhAAyic3tfgJUCDyPj0AcWbdw2HMxVKc3FuKovDA3C7SfibL0CqDo/thZQPF5vpgtFxGO6F4UG4eQ+e3APvjDX+dv4GjPQbEilD0oXRm+F7dntWccpVHEoo6lnD9XuN/U7s0dyYCH/YuXiZNy8lMUaxP1sjkShQc1wmlsPbPbrHcOF2+DxalNxl4opzo6pdpnZyRLM/YdC9nYqKlAs3BNkxLr6okWyjQiRoRQEwhtJhsBCzomJSNfFo9/bYLAVEqRzLMJUHT1vcHW/8tpN7DcVpRT9wMKM5flhzJKapJTXzlub/Z+/NYiPL0ju/3zk39o0MksF9TSbJ3CuzqmvrqrK6R9ugZbVswLYexi96ERpowE8G/GIBBryMesaABjIgwAPIEPQgAbKf5JFG6lZ3q6u6u5bMqsqNZHLf9yX2/d5z/HCDjLgnWJW1tSSP+AGFygjePSLO+Z//9//+35Gj2rpLloxJPWzoEVI+wbGxTc6gTuqVEq21hz0+wZYheDRFk8V8DoLNzykVkuwZvIFjMAvBoqD18n0lCydkHNjsWmlM6qIKwvB7wGQEqk0TpPNNfJ+e7tD6AvbBAA/OBdqIz5C5OAcLuuj1ZUlnM0A3P/xRN3d/vdg2HrjjkUJZEp/0nU+uF20nhPAAiP8/MAtn9/Fl0hDj4+Nf4RX9pxWXYOFzhsksZLNZZmdnsW2bu3fv0tPTQ6lU+oXZL39SmGDBFDC+9dZbbbalSmv+8onmf/+hO4FZEq50w2pjdT1/0HjdmBA/2oZfmRC8/yTccJED0Iz3wHpjxV2pQUyBNAblwwz48vDNKVfQ2Bp7p4IBBR1RTSKsyZWb+14bVMyvn51LcHNYUbWgVGwHYr2dfjJFd9+TfADyXUx0ZLkVLpP3+djIu8vzU0PjkIy2Mw0jKU16vXmO3T2JLkIuLbjSqUgNaoJRzXvGfgcGMOg3wIIl2lMZ5gp0uLP5GZwfN2fjWb0HvWmVgQRsZbwHOm1hJ4oFicwKVrebx7iZ1KSVojOlCHRqyiGFoxRRCcXGXGhOXt1+ybHBThStgGcFaxpC+msVkN7v3rEBMKLxuEd51x2FPQNU1WPG6t64Nqsq2rIBynR8NMJXlThhQ2tgsgYXTOqmJ0Sb7bR9UfrA0DlcYOwkHdCfMidrDVbjuLWcd0OdTYKE9UyMW/NRCv1ZaMnB12t1QFAXnLe5P7NtPyu9Pvuv1c5dCIHjOF+5MPurjrMx94su0r7KNMR/inEJFr5g1Ot1FhcX2dnZObdpPkPelmWd/+D+IdMQZz+WfD7P06dPqdVqnyhgfHag+V/+VrN6DImQCxYc5ZY/hhsOilUHchXXnyBXhZd6BPc/Fkz1llk4dpdjhYoLniZTDdagF+YW3Xu+N6l5tNlck830wYNHcG0YdnOabMkdfPyWJqRgbsUiFta8MKJ5vAXhIJwYrowr25IXxjVVCcFuzXpDuDjSo1na8X6d+zsVO0cd56Y7o7EC8WSJtUySVtnYWLfmcc77OeVL3vMOd2l2j9xtMhlJJgO3RxU9+zA0rlFRzWkd1p6jVxhPtosmTw1BZKdBpQelw1HJOzFUDCzaGYatFu2ET+o24FIz9kkEYWPfIpe1zvfRGlJaM9OtSaQUSRRfDwiOpGKzrto8FkJSkzb9EMJhaEldRCzpWSKHtUPJyLfb0qIVcZgmTrIKTthEIaaGof235oRNe2hjg8oFE6DJRmjvCt9xND4jLWSKJP0FC4LeBy6NZ3cRWDD9odrcrBX4GscpF6Qn7VIpifOsxH94NMp/kz+Ee80S7lKlBKEom3t7PM3v0dHRQUdHB7FY7Bw8QJPOV0qhlGJzc/M8DVGrNRq7XcA+/GPHWSXEFwU1hULhMg3xKXEJFj5naK3Z3d3l2bNnxONx3njjDaLRqGebMxrss1YnfBVhWRb1ep2FhQU2NjYYHx9ncnKyjTos1zT/5880/+Fps+nTaLK5It7LuQ6JDxvS9OOi269hvCSYW3B/hGuHIcaTRdaz7n0Xq4L9tOaNEXjwtDlwPF4RzIxoNtPQE4etbbcaYWkLElHNtUHFs13JzX6YW3H3K5QF80uCyX5FKqm5v+gdiBJhzfqWoNhgH26NKXJKoeplNF4lc19ccHLYHDjShRg98QCxnMWVVIETR3BYjbB1UKeVNu/r1KwdegecnjjsttD+As3moaBaE6wuuu/dHnPoQBDqUezWYTPbLlzsNCjvsM87yUP7yrw3Umer4EUQxwXvNqYz4IVMgwFKzH1647Cbdb0pTk/g9MTC6dRsN47TLxTD05qoz8FKKEohhfJrntRtj2NjzgAPsXAISs03E8rmyPL+Lk7KVY+K0GcM+P0Rwb6hc7BNZ0az4qJCq9M1AJatvWn8C6yehQEW2p0Y3X4h3gMb2o+6bBMYtpdfekPZYJnW1MZplNNkLITRyKpcpilhEIInH3XTdaN0Lvqs7XTApI192kN1x+Gg94Dl5WWUUufA4ey/YDCIbds8ffqUcrnMSy+9RCwWOwcSF7EPrcDhHwNAfFlL6nw+/0+qVPGfWlyChc8Zs7OzHBwccOPGDfr6+i5EsWeo+x8SLJy5Q0aj0U8UML6zrPjffgD7Obgz1AQLC4fw4rCbZgB4tAP3RuDjXVe5X94TdMSb9+lowV4mzHS/WyZpCbjWKXg6CzdGNHNbzW0XtwQzgxps2GupfMgVBbmi4K0ZxcOl9oElKGD2ocW9q4qlU5fBABjvgbmV5nGWNyS98QJRv5+JLsXaqXusnoRmcd3It3dq1nb8KC3Y2nXpxlev1CjbUKo4VBv+AhGZBbwVLMdZ77HG+2F91/ueY0t2NwU0NAOvj9qIoCAb0Sym3d4ZZUMjMJaEZ0ZDrMOCt99DqiPEVgs4iPrhsOA9d8U4btJgGqRoZxqMAgWSYdj1gBvt8cTQWlLPaVb2mgPyjV5N6ljT26eI9yhEh0PdUWgfbNsKh/ZCgbgFxi2TNRL82XwefE1klfAJ9o17dCLeG7BMy4WihR3xnt1nXI8ywYKtW92yAVd74JnmL9IaGADDLNNoTR80dzJ2qbV7NZhTn9MQPGrd7rNhdXjdSDNHQTr+717Ef+sqbu3G88sd+fnwfxgnkLhCrF/TOV3FuZGlMHnI0dEyxWKRQCBAvV4nHo9z48YNEomEBwC0sg+t4KEVQPxDsw9fpmwSLgWOz4tLsPA548qVK0xPT3/ql1II8QttG90aZwLGbDZLKpXi3r17bQDmMK/5N3+nOS25QAHcCoRrffCsodyfP4D+RPPv83vw+hCsPBNkq4KjE7h3BT7ecP9uK8nuMUz1uouZhSX3nEubmtvjmicb7utIQGNnBJkcXBtymYSzGOjUPHtq0RODQFKxduj+LRLU5E8kSgnmFy1iEc3VUUW2DvOr7QN1yBdhZ9+lUW+PKUp+TSwEc8febQeSmpMTo9V0zc/mapDOoGZ0XHFoK7I174DRHS6ye+JlLRIh78Dsk5oNwyggYlnMfuyebzCkGLyi0Sg6Qk3DqqgxMcX8Dnt57xRhTurDHbBklF4eF72vTdagP3HGGjQjazhEBo19eqJwXPTuY4ozQ363C+L+nmR/D+JBTb7q7jPgU6T6Fd39de7pCoWATTEWojsSZrXcnBTDQlMy1uE6EPBMuHYxD4EmTSCUph5rL6VsDV/5gq6V4U/XPfgKFrrLtKw0yjFzEsdonS1N7wYDhFzUF6LNmdG+AISYOgdbQBBsR2D7hAfFmFkYq0MzX4nzyrM8hWsl7MZnVyxo4sOa0wWJtBT1coidn4awK32EOoBkBjm6y+ArCitR4NGjRyilSCQSHvYhFAp5VvJnYOEfi334MsyC1vqSWXhOXIKFzxnRaPQzdXj8RYOFVgFjKpVicHCQQCDgAQpKa/7qCfybH2oKNVdIN97lNnQCyJZdV8Zawz9hsMNdzyrgbg+crovz5jMAj9fg1ig8bTAQNRu6NeRbVqxKCeZW4d5VzZMNmIgJVhvllWurkrvTisebAr8fQjVBuiooV0GmJXenNLM7MNkDC8vN8xZKgsUFyY1xTbBPs9ziznh9RLG00sy3rm5IuhIaGddM9SmWDtwBKRrWLG95B+NkTLPSYB/KVcHCgsWVYUHY0YwOaxaPXN+HgWSAtEH7b+x5UxdX+jUrhg11pWUyrlYkzolic85PRCiujmv83aot5ZD0lSjUvWDFZATiAfO1bmMaqsZXr+sC1sA8rmG5QHekHYQcGyWdZqSikG+UyNq2ZG9bUj6wydSbupnuEcVd7RDrVZBwIKRYlzb7TrNw0/b5m/3AgXgo5AEPUW1TNkwK9PM0DErjRMzVvaE1qIo2h0PzuKJulEkq3dasyjyuowT+TyiBPL88p33yNCsqzkCI7UiqUntoEtsQXdoSQPDs7/sYHdrA17DTDg4pjmcllbSgdOROrkNft0kvSUq5CoGiJJKeYfVdCyFdjJZ6sYpz3WUfTk5WKRQKhEIhD3hIJBKeRZTJPrSCieYz+OrYhy/jsQCXzMLz4hIsfM74KttUf9HI5XLMzs5Sq9XOKzAWFhY8IGbpUPO//jXM70Nvh+sHoLR3dbOXg5dG4MNGnf7KMbw8CuQFzxrag2sjmvlddwGjNSztwHh3na1Ti9vdkvl5SSSkGevVbLTk+R8vC96c1jx43Dyf1oK5BYuZUUU4AHMLrbSmq4m4N+1wmm1/xjcnNPPP3O3H+3IUrQjpouT0tH2AGezSPGtoHWaGFSKmCYThqZHuGE3BrCGgDPpgfcOCbYgFFdemNI7hyDPcbbNz5FX318s5WlMXAZ9mc9977I4YcODS+TtrYG1IAsBMzMZKZqnEgiQ7o2y1aAs6QnBgAJW6gVUHO2DB4PXNSd4s6UxF4eg5rEHEb77WZMqfDkpMpgQ0BcO32a4Ldnb80GCpZno11UNBf1DRO+gQSzn4OhSxkM2+VBw4jY6HLarO7oCPbVP8Z6Ql2jQMZYk2KiraKg9qF0xYAWMfM+NgS4T/0xto+GoSjLLOtnbVF9ZJGgCjcQjHEdRiGrJNhquqvODC8WtQgpzPR/X/6SP6pqu+LRagkhZ0jCniYwp/BI6fKeolSb0YobIbIfaqQ25dIiR0XlEcPwpy8EEK6KW4L+h/2SF4u0j92inHA/usra1h27aHfejs7PwHZR++LLNQKBQuqyE+JS7Bwi8ovqq20a1h2zYrKysXChgty6JWq1Gpa/79O/CjBdcoCRpuhTl30Fk6gjuD8Ljhn/BwGya6Ye3E7dtQ3hP4WyjUZ1uCu5Oaj9fd13UbMnmL6VCW5cVuwG2YJE5gvFez3gAMd8c0H923mBp32DiGSoteISrhYEsyPqBY32sOBh0xzeaypFSGOzOKZ9uCmi3o6lAsrzQHzf2DBD6f5vXbmseGLXSqU7PUomnY2pYE/JrRXrg1qJnbc/PUPkuztWN4K4Q1qxvN92pVic4otjYsrg4o4oOalVPojkt2DLFjruJdkXRF8hymvZRm0aD9h3sctvZ8VNN+SPcAEB9zeD0K9YRiueAaNpnpApMRMCfoaKCdNTABRnek2RTsLMzXJi5OxdrdKTPGtZlUe09Ec1zyDvglA5ScGU5Vq5KtNUlg00fdAd2YBAfDis4Zm9fDCp1wKIYcIj7Ndt2bdzB7S1hm58uKbCu/9GntYRLa5mtFe1tss1fDBekDDB8Gf8ZCJww9wvMMmeogP0HwaDsCZYG/CvUGFnMiGl/L51Gxm90yl5wor69XYbSA7FAIS+OPa9JLkmLjN+iLKHquO0RSmtKRQPpcUHHwsUX/Sw6ZVYtKBjrHNcU9SekwjvXTGDs/n6D3jiL1Yg11PUNx8oh0ep1CoUAgEPCAh3g8/lz2QWvtGTs/j3HUF9UsFAoFtNaXaYhPiUuw8DnjH4tZODo6YnZ2llAodKGA0bIsHu2H+B/fgZ2MK2A8AwtzuzDdB4sNL4TtjDvBFGuu8t5WcD0FhQ3BdkHSndDEw5p8YxX5eBVujcHTLQj6YcivOdmPk0pqjtLuNsWyQB3B5IAmFoDFx+6ssbJuMdinKIQ0pznBRL9iaVHiOIJcHu5MK56uuBa8/THNWqM88dm8INWj8XXXqJcr5OpexB8Lw/xDScgHVycUs1sC2xH0dmjSh94BZWpMszDnXs9oj6ZjUKED2sNsAIwPtb8XagzWx3uS4z3wW4pIHGYGNEv7LvAY7YXtPe8s2ZUIc9gysVrSZmPPe2xVzwLd5699lmZzS1KrC8AiLhRjLzokumDXgY2sW+5ophyMPk8MJmDJ0GucGOmDyAUA43msgdlzAzRHButRKJaAZnVQV1S0pS4yRlWG6TPRHYW9XPPNcllysu1npeWe7g5pejOKviGHSI8DHTalqMNO3SHT0A9IYxL35wX1HuMOgqYS0SjZrAiImkpCQ0dwkeCxrVLDazOtlcZ6zuh7UXOqs9SF7eYYCFTEOVio+fGABRXVyPNnLZh/1EnPdIUamuE3HYpHGtmTJ97pwz6KEUpC+Viw/2Hzu9x5RZG8qqiXBOEeTSUryKxJ/DGH0qGkeCAIxDV2FU7n/OTWUuy+248/qhl4xSF5u0j9+gmnA4dsbGyciyafxz6cmUWdsQ+trOkZ+2CyEF/W6hm4ZBY+JS7Bwi8onme//Fmj1YFxZmaG4eHhNsByUtD8u5/3spdx2GnkpZ/swGgXbDb0CcoRCK3RwjXraa1+6A9CLC/4uOD+6E5ybsnjwo5GI9BasLKjmeoHfxk2192lYCSi6Yrrc5OjclUQFxplrD53DySJuObamOJ4R5471zmOYG5eMDmmiEc1T58Y3Q6PBYO6SDIYphjW5+WSAIPdsHgioAoLTy36ujX944onz7zPxmdpDlpElcfHgpNjyeSI5t6IYvHQbU4l0RwdGSmJgGbdaH093A8LHzeAR7eia1xjhTTbe83tBJqDtJfDHx+AlR0vWKjVvTP2SK9mY7u5jdaS/L44Z0BudCuGZxT7EVjMaGqN52imHOLGpB60NHuGI6SplRiIw7LhRvl81gCODT+KkiEyNG2qLaE5Ma7XFHB2hGi73owBOKSAUtFibdGCReiLaw4a38NU1CESVOiyg5X2YffalHptrAt8GMz+E6bWwJezsKNe1GRqGKIlgTbbv5hmUGbKxBZYBmNh6hN0vb051dnC+uw3FLLh7HE6Fu4H23DdrPu8A7wTsNA/SCG/eczWT87+4vZbGX7DIbctiPVr4iMO5SOway67sPb95lH8cc3wazZ2RWAFFE5dUjkV1IuCalqQ3ZAgtAs8jiTOBzGW/jxBbvsKvbcVvS/W4IUMpdETstlNZmdn8fv9HvCQSCSwLOt84jeNo1pZiPNn16g++zKGTOFw2OM3cRneuAQLv6D4ssxCq4V0KpW60IFRa81/fAL/9u8gX4kg0Ax2uEI2jXfSWDuGu41ySHDtnKdS0K0ESx+7rZsnhzQrjUlvYUvwwqTm4VrjfizoqAqOWoDAcVrQ16PpiGqyRcGVQcXGrFtndv2qYr7FurlSBnEiGU5p5gwHRbsCBzsW0+OKxRbXxEi4Rum0k+OSJBbXjI0r5tYlE0OKxUXvzHVyIugKCCZiIOKK5QZAmJnQLMx5B5DJMcX6krt/OKSZnlLUQ5o545iTo5pnBtMQbfFJyJ5IsifQl9Dc6tKQ1CzuQ38XHvAAEAp6jxPwadIFb4WFXc1wNniDW5e/01L1kDuRWAeCzKJkKKjom9LopGLFmHxNIDDYAWuGNsNc3ccMgOGTmv3nCCC7ou2Cx5rwGhv4zFRGFA4MTYqZljB7Z1hCt3XyNAFGItRMzxSLFsWiRX/cR3FfwL4rIQimFWIugi/o4KRsVNymOljH7mg5mAGIrFp7RYU2JnmrKD3baJs2YyczdeE4F3SpNDUMF1VHNFIXdkMMGTR6R/jqYDfuoeaHEJqzbhh1C3bzISb/qpNAd4XOcUkwKrGCsPn3FqouyDV0JEOvOZwuu+Bh+E0HuwKVjMAfhrUftEwbQjP+Kzb1okBIkAFFZlWgFJSOBNs/cy/GH9U4Nchv+Dj4sJfMSj9WUDPwskPf6wXqw1nSIwdsbm5Sr9eJxWJ0dnaegwhzIjdFk6VSidPTU/r6+qjVap/IPnxS5HI54vH4P3mXyn/MuAQLnzP+IdIQZwLGer1+LmA0Y+VQ8/t/DU+2IdUJ+Yqb403Fm6r32T2YTMFKI7++eSyIBjTFmmsONFgVPGuUPCotKOQ1kaCm1Ch9e7IK00Oa/Qz0K8HyM0l/ryYS0pQavgcHx4L+HkVvl+Jk2cJpDHDLi3DrmuJpw2xpph+WGgLF2zcc5jfdtEE4qNE5QTYjyGYsxkdz7KTD1G0fo11+VpcbZk15QeGpxbVJxUW/+6tjDhvPmiP9tSuKWlCzt92+sdOin6hUBEtPLK5OKO72a47qmp1GeWU+185SbBkVFSODir11CxopnlRMcWVYYRmCz02jemJ8QLO87r02n99LgXZG85zkve+VGpNmvSrZfgpXRgSRDXhpTBMc1hxo3QYEOgxHSEk702CmAvrjsG1M6nmjK2RQOrQOIZbQbSyH0RLCFWwaRlUmEDCvpSfGOWtwFqZfhclggNfuGiBQt8jXJdW6HwoQKICIQVAoAgEHK2Sjkg6iDk63jZNQF07Y2iy/NDbRVQmm4NHUJ1xw3LZ+ExekN85SIHbjb+Zpgo4X3Phq4DQIrLoPAjXYykepnYRgyOF0wU0lWCFNz7Qi3O0KHvc+lJSPBeVG6qf/JYfKicCJaAZfdVw9Qxb8YVj/O0MA/IZDrQjBGAQSDtk1eV6juvo3zQ8qMapRtmDzbxIU9jrIbY7Rc1Mx/I0qeiRPafKYXG6L2dlZfD7fOfPQWnlhWRb7+/vMzc0xNDTE6OgoQohPZB8+SftwWQnx/LgEC7+g8Pl8lMvl52/YEmfGSpubm5/owFi1NX/8Nvz4WbOBU3+8Sds+3YGBDthrDMityu1MGe6NCtJljdiSzKUlt6c0j1bdvx9nBdfHNU8b1RFKC0plzaRfsNKY9PcPBWPDivWqwjmTkmtBMC0J+JvlgloLns0Lbl9XSMdNFZzFwpzF6IgiU9MMxDUrC82/7W4m6O5WDE87PP6w/esZ8cHKrMWdG4rFHUGl6nabLKe9P/7NVcmN64p4FE4Dir3jRiXFiGJrxbttf786ByUAN68qAl2KRwsG0zCmWTIqKhJhaG0PUS5IDp4J8oeC6WGFlSpzWqlxkPMKp0xPg4Bfs3vofbMvFeGkZXUvUWztGs8joEFbHK0D6+D3u0zPm5OKfFSzmNNtk9lAB+wYQKBgAIGuSLv7pMk0FAs5WpmQVAz2jUm9aBzXrLDwSd3WYdO0yO4ItYs6c0aKxGdgwo6QJmtYOXdNas/zDFShFgOlJZWqhKof/z7Y6+7fLamQwiG6ZEOnjd1Tp5600SnT3/oCLwQzDKYhcmKhE4Yd9HOcI7XTNH86YxYoGsxClVbJCD7V5C/O0hR2UDD2q3WcssQKKTSC0oFE1TXZdUmuYSoWG1R0jGkCHZrchqCah0pakt+BnlsueMhkBKlbimCnyxz4o5rNH3t/t713HeySwBeG4TcdSkdQOJDEBjSr/7ElxRHRRHo0Rx8Fqb8dJLPai/DByDfqdE6XsacyZMb22d7eplKpEIvF0FpTLpeZnp5uS9Ga7MOnNc3K5/PEYrFLZuFT4hIs/ILi81ZDHB4eMjc3Rzgc/kQHxvtrmn/9V65w8YWRJliY24GusOK0LHG0O2ifgYXVY1fs+LjRbtqqQ+eBZLMxuc6twGifa10MML/uph8erQtSHZrAiaAshIdN2Ni26OvOsJ+PE4vY6COLzYyfVK9CJjSZlhW5UwVRFgQCmlrLin57S3LnmkMhrzC5X6EEGx/5uHlVsbQpzvdL9SjWnkkcW7D42CLRqZmYUEipWXrqPUY0otlakpRLAiE1t68pDirN0rPW6EjA4U7z9cay5NpVuOqHSL9ifldQdwR1gy63pGbP0CEMDCgOGmzG8baE7ShTV330d2jqcVjcc1eFByfeQWmsX7NiMA012/t6qA92dk1dRwFoApHBlGJryyLXYEcGfYrUiw6vdsFGTbNfEHSFOde2nMX+c+yju8KaU0MA6Q8nmglzIBlpBxSmxXQbaxBtBxhtugezIgDdxhqYKZJkpL2KxPYbRlrKO9GiwW5Jx2glIW9RdPxwCqy61Qd2VCHjNjJqY8Vs8CtkzkadVTtcxEYYQkrpeJteaa2xTFGkeZCKhIbGwm6cI2SIL2XZe0+yLjz9I/wO1AOw+mMf1vl1asZ+2aZeEEg/+KMO6WWJ9EH5RLDzbqPiKqRJXlMkhhWVtKB4AHZZcPRU0HnFva69DyziQ4r4sEb6wRdSbL7tQ7X89rumFZFuTb0ozlMcuW1B11Xt0UcADL1hU9y1KO7ESB1H+MZvpvAFIZ1O8/TpU5RSxGIxFhcXWVlZabOtPmMf4NObZr399tucnBiincvwxCVY+JzxVachKpUK8/PznJ6eMjMzw9DQUNs50kXNH3zfBQBnFQ7zu9AZcYVfdQdGO12wAO3ixr2sS9O+0CFYvi8ZHdBIoVFa4CiBqoPfp6k3Bo+FDbgzpsmsCE4boOLKuGZ1W5/b4x6edHJ9skp6S5DLuMvFo0NJPF6lMwGZXIChAcXegqReFfQPKQo1yDRWtMODiqXHEsexmJgssLkTxVECKTQdQdguuemBrpQi3K9Y3xTEAoJ0iyFOLiNAS3oTmpFBxVaLkHFsRLP4xH2tlWBlzmJ8wiGgILLkxNAAACAASURBVNWlOGr4MyS7NKuL3uedSGjWF6U7IO9KUgnN8HWHJcPeeWLU3a41kgnNgfEZ57N+Dvfd7QYSiuHbil1DGGjm6X2WZtPQPXTEoAXTINAUSl5QWa+5bYrPQivB2sc+6nVBCLg3rOhLOdSTsJTVOEpcCATMRlWpWPvEn616EYWZCgj7NKfGfdoGWOsItwMMM41i6h46w5A2rtdsktXu99Ce7ugd0mRaAKCv5gUL0N7YyVeBelDipAM46QB13NW8/QQsFP6ITTBcpzxRw+p0GQkRc8D0gDCuTdUkPrPplZlBqzbBQupJgN3rTttxgqaBVM0LHqyaCxa6X3OIaUElB/4QbPywPZVQzUGwA4IdDtkNgdauN8Tq3zS3jQ0qeu8o6mVB6cDVVOR3JMpRRHpg+6kfX1jTfUsRTGp8Ic3xnKTQArLjQ4pwEjJr4jzFUTqGaC/svGvhC8Ov/R81rv/X7pfn4OCAubk5BgcHmZqaQkqJUop8Pk82myWTybCzs3POPrSCh2g06tE+VCoVfu/3fo8///M/5zvf+Q6X8clxCRa+QJhtqi+K51VDtAoYe3t7efPNNy8UMH7/Kfzbv4Vcw23xDCDUHLjVAx9tutsu7FtErSpFJ4jGWxpXd+CtTvioYT28uSe4NaV53Eg/7B4Lbk3C43X39UAXqF2BU20ORavrgmtTirmG3XI0oqkeBhjshvypPq+Jz+eDRJw6/d0ZCjth6lV3WbO/I4knFKPDmtM0FA5snIZZz9ZKnKERRcnW9HVplh43J6HTIwlH8OorDnPz7fqDgS7F2pyFEJobNxR7WYHPr1m5YFtVFawuSKSluXVDcVCEnh7NwpF30hse1CweN/cv5ATkBda25O51xYmj2TqSWEbXQIFme9OmlSnp7VUctpRMlnMS3ymUn1rMjDpERjRrGTg2BIgjA5o1Q2/RyswA9PdoDg4MAWbEK8tPxApkck1Akd6WJIHahmQmpui6pvB3wkfaS9u3rdxreaCpnwhIb98IAGXMdX3x9nbcZrrDBBhSaE6fo3tIRtonflNPETBGNp/UZI19Qt0KWj6bQKkdLJhtpYUhKARwGudykDilAHI3iH2im9oBnyIQqSOTNqLTRnTVEQZLpesSTC2E2ezi7POvCfo/iFPuz7UZO5ngwWdc/1k56fas5MqIpnwoSWeh56YilGykEiKazb/3PsC+ew61gsAXcoFE6QSK+5LEiBc8WCHNyDdtVA233DKlKB9JspvQHdZsv+NuGxtUJEbcFEfpUHD0VKJtQWEHQklN54Ri74Fk8jcc/rP/uU7XpMsALC4usre3x82bN+nt7W3el5TngGB0dBSAarVKNpslm82eN/+TUvLuu+9ycnLCjRs3+JM/+RPq9ToffvghMzMzXMYnxyVY+AXFpzELn0XAuH6s+d5/cK2Vww0a0QQIS4cQ8rmrwKotGIsXWSu5o92zfbcldK0Ovk3B3Irw+CIsb7gGRkeNjoJPVwTXxhV1G/JLgkxZMjGuKZWbbMKzJcmta4qVLUF/APY2JIfAzDXFwlLTREdrHx1OJ4keh83N5j3lc5Jy0Waw74Tt437P/e5uSSavOFjGoA/Q06NYfE8SCcHIVcXC8hnb4bDW8E/QWrA6a+EPaKbvaWZPwWl5/JNXHTYa2ypHsPrEItmt8YcVfSnFQcPfIRjUbBuahkBQs7XiMg2rjfLOezccVN1NRTgN0NCVzJE+9moTero1x3uet1xGBDjZtDjZhP5eh1A3dI8qlvcEtbrwVF2AO2ntGExDVwccGDTGsdH7YqA/QqZVzKg1u7sOIKkUJLsPJNembbqXLK5NaawhxQGwbqQphPACqoEO2EgbugdjAkwYwkpo1x5c5LFwZFpXG2mJi1gDE9yYk2Z3tF0keZItAk0g1dMDmwa+N6stzXYOqAtcIM2T1yQ1Owi54Llrpc4L6j9X+GN1/Ik6tb46leEqvoSNFXEQoln5cBbalu6hixZCSyb+3xgH1yrQ09zObZXdvADLuBarcX+937Sxti2UA05FcDwrSE4pVA2yG9b5ZC79LnjY+LFbLXGG/bpmHMItqQSnArkdQXJSs/4D77Qy+LqNbHzQ3dccTpclpWNB54RmvZF2sEKa5IwiPqRwaoKjWcHNf2XzL75XxxeCUqnE48ePEULw2muvEQ4bP5ALIhgM0tvbew4qlFIUCgU2Nzd55513+Iu/+ItzRvd73/ser7/+Ot/+9rfp6+t77rH/OcYlWPgFxUVgoVXAODExwZUrVz7RROS//7NmyuFWT9OSee3YFXPZyq2AuDcKHzcm5O1CBz1xfd78JxWA9YeCYsPCNhnV56WPlZpgIKQ5QaMag0sIQX0XKo10xtq64PqMw+xy8xpXVgV3xzSPPm6+t/hMMjOjWFxxa8WHk5qtRQvLEsxcVyy0UPWDXQUOF/sZHsuxfxrBtt2vYDhsk9sU5DMWU9cUB2lBLuemJWI+yFUFtSoUHgquXlWUJRSP2tmDoTHN7Ds+InHNlRnF4opAKyiemiM4pPoUy48thNTcuK7J2ppEJyw99h53YlKxZHhABIClBxb9SUUwlWGvGCHZGSZ97D3HiWEQlexqr9Do6YHFJxZgkYoqem8olOM2EdINoDbSr9ky9jOxaFenJmNoIZTBfvT2aI4Pvcv5k9M86CRHi8CixWCfQ6wmsIbzpMM2eyqO8nlLIs0KC4BDAwj4jY8nGdJkDIvpmjE5J8O0GT2Z2gNTTxHxa4oG6/JppZVn4UjvhNPdr9lsdfVU7UyDGYEq1Ix5S5lfywtISG25mohaLkgtFyQ4D9V4Q4xoOYjuOqKzjtVTJxiuQ2/9XKkoiu4DEMrHyHaA5atNhF0rSA94aAMLjdfrH1r0brjHiQ8rUrcV9aKrQxCWprArEUIR7IDtn1puKmHGZR+ssObosaS4700lhDogs+pNJUR6Yfc9F2icRfKqItyjQcDAyw6ZdUH5SBBKajZ+9NnSDl8kpJREIhHW1tb46KOP+MM//EO+9a1v8f777/Pee+/xZ3/2Z9y6desSLHxCXIKFLxCfNQ3RChZaBYxf//rXicVin7I3/Pod+OOfuP/ePHFXYEpDugR3huFxw1Bp/bjZDMrRFkMJRboseCUpWPyp5OZVzeyyu+3yhuD6pGa+0TxpbaeZjrg1qtm+LxgchLSlz0uz5hcsblxTzC1J/H7NRAfMfWBx7YbiWUtlwOKC5Oq0wqc4X307jmDlqcXYZI7NrRgTIxV255Pu89hI0NuvsIN1jg59dIcqHB+5z2TjmSQYsZkYtwkFfaw89H5Nt5cl124pdI+mVIRqI3/tD2hKjVKvUl6w+qFFd49i9LrDow8Mh8WUYm2+qWlYnxX4AprUpGZsRLHRaAolheZk3zs4SaE5bJg15dOSfDpJZ0KTqGjG+hUbje2HhxS7m0blRZ8ma/RxKLWseKtFSX5FkDsSTPYpEtOK3RIkot59BJq9A+9M0NfdDhYyRtVDVwccGx0rbdvLhmiVpXjcDcedWMBYQNF/06anB9brrkjys1QfmEAgFYWMkWIwUwOms6Sg3cTJ/OV1RaBkMCGfZCntObehuTDlSHEJBr5oO7lVBUywYKQGQhWoGJ+fYwAeT0GFY6EOJRwGUYuCM2JFKoXoqROsa84eU/QgwEs/gg//hQsYfJ2KVmbBLuDptn4GFjruKZIBQflEEO33ViX4IpqRt2yciqBWgHCXpnwqyG2DFdRsNVIJ8WFXyBiIu/bQR08k2hEUdhuphCuK/QeS7hlNsFPhVMEKwOFjSbql+ijUpRl6XaHqMPWbDm/9T3WSV71phxs3bnzpSXx/f5/f+Z3fYX9/n5/97GfcuXMHgG9/+9t8+9vf/lLH/ucQXwyiXcZz46waolwu8/HHH/PkyROuXr3KK6+88lygAPBbLzZ/2CcFuDHQ/FtrqVm6BDeHmq+3T+H1CKx8dKZPcDsunsX+AcRbXj9bhdcmXaCgHMn2lmR6zDvYLS4KZq4oJpOwvWC5lP+8ZGrSu3wLatBZQSjs3X9nJcHtGZvstndUPd6XFPd8vPyC4njL+0yqJR+l4zrZnTyRmDc3MTzhsPKxZOVji5gWTF9zEGgmr2pOjRy+XRWsv+9jIA5XpxRnprtdXfrcE+IsJqc0q48sjp5aTHZrpiYUV6Y1p4az49ikTdZoYDU4qln92CL9xMdUBG6NKRLxdkCZNRiOWFyzY7hE9vW7zzV3INl+x4f60EfiRPLCmCLRaMs82KspGKt0cyKLRTUHxrWbRFY8pklnvPditlcO+6vsPQhw+jcBEj8M8tIOpIqK60k3DQNuX5G2ezUYATN9IC7ofGmmJVIxzp0qz8IUM8YvYDnaKiFq3jcifk25/ulsRKr7ggVBG63fzlg5pljVAFEoUOYyzTi3eypzP4lzGkRvN2+4KjVdOwGmP3BPatwSAaPVgdMA1vsrroNksEOjajDylkPfiw6RPkX/PcXa3/rY/InF/ocW5VPB8Bs2qVsOvhAkpxTIRv8IC9Z/4OPwoYUVhNRtxfiv2qRuK7JrslEtIdm7L7ECsP0zi2CHZvA1h+E3HQZfs/GFNTvvWqRuK771xzWSV91yyPv375PJZHj11Ve/FFDQWvP222/zxhtv0N/fz/3798+BwmV89rhkFn5BcZZe+OlPf0pfX9+FAsZPi96E4I1pzdsL7ut6ywC5dQo3B2G2UXN/xi50+oskDqKIjuaMkC8KD7uQLQiuXdHMNXKnt4cE6WeCULDpkbD4zOLGDYe5BvqXEoJlQa1F2a6UYGNBMn1NsbgsuTGtWLvvnrd3yCEjHUpFd3bo6lIczAaIRjSxAcVBi6hseEQz/xOLKzOKoyNxboQUjmisWozMkSQQUoxcKbK9FsHy2WT3HbR2v7r5tCCf9nH9BYeqQV8DDI0oVh9alAsCdmF4VNE57DD3cbsu4aDFcXJvVSLQXLmpuD7lsLQmz8vVMocVwDsjZFsMmA42JL49QSKuuTuq2S9q9k8kff2K/R3vbD00rNrKPmuG0j+W0Kx+KNFKELEU47c0sW7N6Ymm2kK/HxrAYLBPs7jqfS9vmDGlUpp8wZzwvDPMYH+Q5Zb98tsBVLqMUwwwE64Tn6kRFnAc8pFuTIyCdgfIi8yWTH2CWYXRFaFNSGlWS4SMUeyi0spK1UsBXMRGfBajJxUzBY/mBu1gwQzpXfy7x/kMLQ3OMJy/5RlVLUEQGFsIUhu0cQJezYLZQCzQKLVM3HPI/2WAaqa5bce4IhiH/LZg6HUHhKawL4kPaXZ+bnl6YHTNOISSbtqx/0WHzJqkkoZgp5tKONs2MaJITiukBZk1CVKT35bktzUjbyr2H1iEkvBbf15h+tsuYjo8PGR2dpaBgQGmp6e/VOtqx3H4gz/4A773ve/x+7//+3z3u9/90q2w/7nGJVj4AvG88slcLsfTp08BuHXrFgMDA5+6/SfFf/ES52BhaR/GUk1vhXILzZouwTcn4Nk7UXKOj9wpXB1XLDfcBudXXXX9VkMg92zVTUeE6rDWoOevTjssrrRoExYkE+OKzV3BVArWH1uEo5r+QcV+o0RRKcHaM8nLLzrM/rS57+GORSTh0D/gkM1IIrbgOCco5gSBoGbqumJpXtKVUpyuu5Pg5rxFNKGZvKZYeSYZHNTngsRaRbL3LMbgmKKrTzD/gZehEEJxulUltx9hfKZKserj6MBiaNxh7ZF3YDjeFPiFZKQb/F2K1SWBRjBxVbNiAIjx64q1RmVGskMR6s9QE3Cy4a04GL2q2DYMnManFauPLDINyv/alCLeB+kDfQ46wJuCABckba973xsYUqykz8SZkv1HMJYT9OxC721NPqDJVwRHRlrCbFQUCmp2jbbZQaO23+fTHB1L4z3vcSIRTbHofgZ22U/6oZ/Q3im9u2HGx0pYYw7lmMVcxjtrVozJuCvSrk8we0C0VUvQXoVh/hy7o5zrds4iFEl4cgqxEGCAhbzBRphtvaXQVAN46il95mRchpqRclAGEBBe40ug3awxXBRtqQvOwUILaPe5okVlSSZ/HGP9ZgWuND9T122y+Xk6jXFjf0WSzLqNoqL9Gn9Ek9sSnC5IQJDdgHCPJj6kOHwo6b2t8MehXgArAkcPJacLzesI92iGXnfQtqtZKB5IMquC2KBm9z2LeuPz8Ec1qdsOwYSmfCLof0nxrX9fO087LC0tsbu7+5WkHU5OTvjd3/1dnj17xo9+9CNeffXVL3W8f+5xCbG+wrBtm/n5ed577z1SqRRCiC/Vxey1qzDYMi91tBATq8euhbJPwuvdgq13LXwtic9ySZyXfSklcBywGrlUv08TLwtOWzQHy4sW12eaXKjjCLJHkhdGNFuz7mhXLgpKWUFvX3O78QnN8ts+pma8S8JSLkDxWHJjQnHc4n9QqwrWHllcv6GIS+Gu+BtRzAk2Hlu8+JLDyQU2zbGwZvVtH9PXHKItFP+V6za5fVeAt7sQJLcpGBxOo6uVc4Hg+ba3FfurksMNyc7HFsNJuHbDYcfoASGEptSy6ipmJScLSXqcBDcmlecZmLQ9QMnQChysCXbft+guC25OOfSkFN09ip0N73lHxlRbesQxuOVwVLOzJqiXJDvvW+Te8XHVhnvDmtGB5nWdZrz7DfXrNsHjsdHcob9XnzcpOouKsZJPpdrpeb/ViUBS3ohReLuDrgcON55o7pUKXAuXiPgUp0XDxdBIS3wWINATg7p5fSYbEW6/PlMAabIR0F5RYUZXhPPKoLMIGHoFn6GVgHawEG5jcprll2dhmakLmhhFGtd5ZvlsIZiaDxJvqVIpVb3HkQ2/B5nSoAXFQ1cAvP53Pk4XLIKdLlMw/ms2XVOK02VJLS84eGix/6HEF4Ldn0uifZqhrzsMve4w8KqNkJqdd33svGux83Mf+R3ByJuuTqH/RUXfPYdAwi2JzK5J1r7vo++u4rf/uupJO6TT6S+ddgC4f/8+b775JpZl8eDBg0ug8BXEJVj4iuLw8JCf/vSn5HI5vv71rzM1NYXf7/9SzaSkEPxXrzRfzzesnM/CL+GOkKzdtyiUBP3J5iiydyi4eaW57e6h4MaVRuOkiGD5I0myo5nDB1heEIyNuoOJZWmGYprTJYuOZHObQk5QKbiAYWRMcTonceqCtccBRscLnuON9WsWf2Yxc8tBtPC1QmhUFpw8DIx5k7UjEw6LP7GwyjB1o7ls60opjhYlWgvWP7awijBz02Fw3GHriXf5qZUkaoXIr4QZGEkTCLuah2C4zv6K9xkfbUl8RUHSp5m+7uBrlKtduak4MgDL0BWHrVmL9Y8sikuSqSHNjTsO20sG/T/hsG+4MY5NK4oZQTkj2Pq5j9q85GqPZmpa4Wsx0qkaJkaBkAsMPMcf0ShjwqznBTvv+Kj83M9UFb52RSGMPHjIyIIJocjkvMvXxAXag6NDA6xEzNp+zaGxTU9PDCcfovywC37YycTPLfqXytwkS1/I/TzM30ZvHGwDzFzERphhiiTrlVzbNiYIMVMi8ZBu00ZcVFFhRmzCu5H/AvdG2zBKsi7YxrkAOHmiJbtgskG6BRBoR/LiD0NEGit51endtlJyv5fFKsSv50lMFVG6TvdNGyuoqeXBH4H1H1jsvGvhVFyNwviv2gx/3e1MiRZkViU770qED/bvWzhVQd+LDiNvuuAhOanYesfi4KHl/v9jSd8LbqvrnhsOv/mnVX7tD92yyMPDQ9577z0SiQQvv/wykcgFH/JnDKUUf/RHf8S3vvUtvvOd7/CXf/mXdHd3P3/Hy3huXKYhvkC0piE+zYHxy3aeBFfo+H/9xDWzcXSjD0QWJrvBnpV0JprXsnsYJxmvk867k+fqpqAroTlt6AB2D+FGFFZmG+LHdYvrNx3mnjWrF06PXCOhLgu2Grn01KDCjkGxsSIq5AS9vQqV0dQrLX0dFuNM3nDY2ISpCc3qh+7fVj6yGL+mODqBQtYtpzz7m7Q0M3cdlucksQ63ZEs5gnIONj60GJ9WVBT4bDhsoZYrRcHOrGRwWBObVqzON6+jb1SxNxtCOYKTxSSBsGZ4pkJd19mZ9zoe9gxVWH8YBC1I70KyW9MzbbO/62DaULeaMGkt2JkTjN/QDEY0iRHF+oakXBYEL/ABqBsrRSlg74lF7sT9jHpuKkoKtla8241OaFafGqyHMZH4g5q9Fr1FdteiuwvUU4vrVx0CI5qtNBSMOXSwX7Gz5x0CbIPF6OlqF3iazEOqV3O8571G00Cqr9difzUJq243iYGeKoF6jvGIn10nSk1ZxAM2+4YWxDRfMtMSAt2WygiHQtDyXmdYkyl/OhBIhtvTEJ9Fw2D2qOju1WRbPx7VDgTMEDZoYyR2y5lbDqSaraeVIzzLvGBYUzvzOBEQyEle/OsQH/xGmbIP/C1sh0i6qEOOOhT/Lkq+xUgi2FsmMmBTrVr0veSjsO2juC+J9roTv9P4Doe73e+rP6zJ7whkAKpZwcFHFkOvORw/sbArbolkpFejAV/ANXrqvaP41X9Xb0s7XL9+nf5+r/fK541cLsd3v/td3n33Xf7qr/6KX/qlX7rs9fAVxiWz8AVDa836+jrvvPMOlmXx1ltvtTUy+SrAQjQo+K2Xmq/nd+D1Qah/KMkdSyql5irEcSTJWPN85Yqgt9O9nr4uTeJYUDiQ+FtWJovzkomW1VGtCsNROG1ZGR/tSpJRTaSxouztV5wuwOk2pIa8o/n6nMXtGcWJkXffeibxO3Dna/VzoADuwLfyocXgoGawz119t8buoqQ7rOlIaILGinZkQrH9VLL9ocXIoGL4ioMvoKGCZ+VdKwtEOUD+aZyZG4powj2OlBqnrD056PyJoHiYQ2/5mL5ao7PLfTZjMw67hrVz76hi66kkvSvZeN8imIUXbtke0RhA/6hix2hANTKtyDXKHCs5wfa7Fl1VmEjAtWvOeUWJbZhU+QOanVWD8RjT1I3JWTdImZNli70f+4gtS0IHdYaTp0TC7nckkWj/+R8YmoaeCyoCskaKpbOjbRPShmFT3GAsqsdBWOgn/JMepj4I8HKmSmc+R6ev+X36rPoEkxGQ/mDbNmaYDa4SF2iPTSBgahgEus0Cu3PIAHIV0OZjNu7Bb4ASAG2wEaEzoKxBhQwHSQPg+SUEqxZffzuEtjS6BXSUG//M1CTdM25jp/6vOfS/WkdXA6QfxTm8H+HgQYBy1qHzbpZSoUrqhSpd1xyk3wXGx7OS1b/1cfTUQjvQ+4LDxK/baA3BDo1WgvSypJaH7Ipk8+99fO2/q/Ovflw5Tzs8ePCAdDrNK6+88qWBwpMnT3jrrbdIp9N89NFHfOMb37gECl9xXIKFLxCFQoF3332Xzc1NXnzxRe7cuUMg0L58+LzNpD4pfvtVV5vgt+DFuCC+a2E3VgS7+4KZyeZgsL4d5upICxhYE3xtWuHblGQPLY4OJJMTzb8rJTjaE/T0KAIBzUSXZvkDi65u7QEV+1uSroSmf7BObcemVvBhV/3k9kNMXG+mC67OOCy9bUFZMDzpVX91dSvWfuJj+o6D1eJOJ9BELc3WfYupOw7+YPNvk3cc1h5YrN23CAGTt92UxuRth40WY6iDZcnhU4tbt1WbaU8oqinsudUcG+9byBOX3bh2V5Hf9yadwx1FMiud2BUf2w+C1DcEEyMV/Lq9ti0c0R5NRK0ssLOC3JzkSp9iatpNa0Si7ROu2ZlQCM3JpuR4SbL7jo/IgeDOtINQeFI4I1f0ua/EWfhNIZ6l2TXSIPFknuxShNpHKeILfm53QMzSRFry+3097ZUR5nAbjWqODJ8G03MhHNacGn4Ppm1yPKHPK19UzaIwF2dor4+hH3fyyrrgFSpMh/PetqlAseL9TsUumGnNST52wcr+xGxffYGY0Wy3bUZnmHP3zrMwGYuBgfbP3jRtClxwHtu4Hn8DDAoFBUt4AIBlVGicGTNYxz7u/XWYYMu91hrbliOao6eS3Q9cHcL+Bz5CCcHQaw7Dbzj0f80m0iPIPOzg9FGE/fdDnC4I4jfTlApV4pNl+l6qE+5xnR5recHa3/rYfd+isCeJ9Cmu/EubUBKi/Yr//E+qfPNfu2mHo6Mj3nvvPeLxOC+//DLR6AVo7jOG1po//dM/5Zd/+Zf57d/+bb7//e9/aeBxGRfHZRriC0YqlfpUB0Z4fn+Izxq9CcF/eU+z8kCy+YHE59N0JzUnjdXb0ZHA12KklM83G0NNjSjSDy18LcP+4pzF1WsOy43Vbqko6OrSpHr0eephd00yNqPYWGuu0ov5OjFVoi6aos16TbA5K5m+61Avwd4jV1dQzEA5L5m+57D0RNI/ojlZcjtGrj6wSI0ptF9zsCmZvq1Ye98979p9i44+TeyKQ70K2w+bI2sxLSg+sJh60TmnRFtj7JZisdEQZ+KOQ7kO+xuSwTHNZguwqFcEhT1B8VBy9boinVWc7Lr7dSWDHLS0itaORFUqHD1M0jOUx9epOdyJ0TdRZ2vWOwt1Dyk2G+6P+w3B5OiUQ8QRbuVHw3Gyb1SxbQgqR2YU27PN89pVga8kSD+wGBxQdEw57B9LML5Olq+daRicUGwve7+XAZ/3nk7mNNZTSVJrpl/QVBMKKwRHhn20Oen39SlWV73HLhkTb6pXs7nh3a9oVCd09zTBwvk2jcqQ4lYAtgJMTTmEdgTxWzXyyRrrtuQoZ9M6bAm7CHg/BzMtYRmTc8TfnpYwPdZSsXZ7aNNkym1o5X3PTF3Ew7RVXZisgXSMlANgm+mWxp/DRUHUBtloCAVQNCp5/XFNtQFGw2WLu98P8vA3atT8UAlAuKypJmDsV2ykgJNFCVqQ2/r/2HvvYEmy68zvd2+Wd6+qnveuX7/2dqbHEoZDYhdUUAuCNkQ4cYWgiFBQ4gBB0QVdLCMoEhIpLoVlSIQEkFpCCwREKpbwbrzr6ZmeNtPueW/LvvJ579UfWa9eVb4Ga+SXbAAAIABJREFUxvQMDKNPREd3VWdmZWVV5fnuOd/3HUFu0Zn9sHnJwvI546V9UVAVg7YN6y85I8l3hSWRIykqmRChbkXPfR4qKQ/ljCDa58yM6Dyu+Tf/d6XRdpiammJpaYnDhw+/aZXYbhSLRR599FG+/OUv8/nPf573vve9d6sJb2PcBQtvIqLRKBMTE6+53VvRhtiNXzoj+O//k/NDsG1Bd9KwXbduTqUFRw9rLtenJ25uC44cVGALVp+TGC0ZPqDZye7Nb1iek3R1azbWJaGQIZCXWDjSuV1p3/wNychhzdwUBCNlPBlJNpMk0aMJdGrS9eRnjKCShojf0V3vhlYOMJg8o8ivixb/gK15Z6DTqYdsbj7dmnyy6w6Jqr0LVLdhe2lvv1CbITMrya1LBg8rahjWpi0SvZqtpjbBcl3yePzdNTKufrq0DB4J1aJg4YJjs9w7USQx4OHmE62JJ9qpyS84kpSd5SgsQzReQdYy+MMxKoU91ls4qkm73HYCAcHcs86gq/HDGhExaC+4TBxvX2moS1/zq5L8qiScMHgxHDysmZ8TVEqCoQOG+aut78/vYugLYchttq7e+kc1i69agGDtPIDF+EnFqU5NMey4ewYCDhBtObbfJc+0DGuuaZyh2xAgt1yyTrdxlxSGTVcLxOeDWlGSeiEABBiyDG2jmtpAkSVZYcUO79PMx/yKnMuZUblW+x0RWHANuHKPxY4H99tDu4dVRW7TunBv465yAegoLdhgX3lX7Tdt2t3cVxAMXbDID2m2nLxNLQ5WU3WinBctrpLJmuTM4z5eekeVqs+Rd1bCsHReorLOqwcShvbDGl/UqcIJC6o7go2LFj1nFZkZi3IG4qOO1BIBnqBm/lsJQFCqe74ERzIYy0+paDj2sQo/9ruGSDxAuVzm0qVLKKW477777qiaAHDz5k0++MEPEolEuHDhAsPDw3d0vLvx2nG3DfEm4q0eU/16or8P3vlQU3vhliNzazyeEsSje0wmXxX0vAMUAOanJJNH9u6albLA1AQdnZpuKdi4JVm6JRkZMy0Eurlrkq6+bUIVD5WMkxjTaxJTFA0lQ9+gJjcjmb1g0d5tiDfJCmMJQ3ZKUt6QjBxtXZoNjBumvukhHoWBQ3v7+MOGgCVYeMkivyA5cFITbjNYHkOy3XE2BFi9ZrF1zcPoUU1Hl6HiKqF3DGlmn/KwedViYFwzeMRxehw5pdl0rcbtbIDVp730dGnGT+61QuIdpsWMCqDvgIf0K91YWwGGhku09xdo68+ydKX1Dp8cUCxe2gNUq69alFckhSsWhw4pOusyx+5hvU+6OXhIk3W5UfaMaNYvWaw9bhHeEBwa1cRCpj48yAmn0tCyG30jmkJ2fyJuDikNqzcka896yH3TQ++i4ES35sCIbihEAHZcq/a+XrOPzFhzAZ/2dii7KkG2a5uOLkPN1Xt3P+7o1GRuWBS+FSXxjQ5OXfBztBrn3rgh7neuZeQ2k8gyxdbv3e1UDW6jp9uRGbdc790NBARm3zZu1UXIa6i4LaNdr+Mvsa//syut9JZBKEnXRYvOuuFWxQOW3juoJ9H6AtW8wJOyOPkVP4EdCNa/VuGzmuQhhfAYIn2a7JzTSti8ZKFr0H5EM/qvbaQXPAGH25OZlRQ2BDsrgvlvefG3OVLLgR9TjPykjb0dw877Gf/QGvH3v8Sz55/kscce46mnngLg0KFDr2sI1HcLYwxf/OIXeec738kjjzzC448/fhcofJ/ibmXhbYy3EiwA/ML7DU8+47QbtBFEg4a1+v/VaoLeiCG3oxkKZVl4up1EZxWPx9u4Mc9ck/QPapbrcw+ULRgNw3STucrcFYuJk4qb1wAEkXgF1tppT0I1Zxqs/p20oFKEo6dtVi5aDcnf5pwkEDGMHFNszEtCFqTqs+uXXvIwdkqxsSqIJAzbNyTaFmRWBKzAyElFNguRoAMEALQtmDtv4Qsbjt6nmHre5eePQVZg8XkPQ8cVVQVrUxb+iGNja9fPd60+B+Lg/TY72TLSCqLrBv1SGiIRWF8SVHYEqXkIthkOPWyz5Bp1HevSrNbVCdoWbFwJIT2G/iOarmM2y3OC8s6uumQHo1sNnKIJw+K8pPCc89MbmdDEuzT5NUG5CZSoyv5KQ6rJFtouCbI3JdWMoCdpiB9SbOUAT5HNhVbFR+g2i7itZdd0yjHNapOxVHVHYlYNuVcsemOa5HFN0QeLrtV/1N0vh33mUMl2Q8olrcy5SvOxGGyttD6XzbgOLPI0Dzqo5STZC17Km4JBoTk2aYgdCRHxGaaye54IWzuuc1RVYK8scDt+wj5ppd+Qd30m2nXYjjBsutott1NdrLk4FckjFba399CbpwpuyLM7b8K3C7o8gvYVi7hXMd1v8JZB1RWHhVorAPHFDVVb4K9ITn/Hz/wBGwYMs9cl7SuCwXcqyilJfMwQ7VNkZiSeoAEDs03jp8Pdhu7TilpJUNwE6TVUsoLsvCQ2qFl60kP3acVPf7ZCYrwHrbu4desWS0tLdHZ2opTi4sWLaK2JxWLE43Ha2tqIx+O35Xy5o1Kp8Du/8zt87nOf49Of/jQ/+7M/e7ft8H2Mu2DhbQyPx0OlcpuZy28yurvg3e80fOPbzg9kekYwcUBzqy6b29j0cf+A5vpzjq44vemja3CbtRXnsW0LdtKaSEwT8IM/JZi+aTF6QjFzVTZaFDOvWPSMpqhUI/hyPvIbkp0N6BnTZDM0VqmJDsPmix76D2pmLu9NOCzvCDamJGOHNPOXWpP7wkWL3oOKaNTs6/cuX5KMntAIy6kuVJpuvIOHNDe/5iEYNwyeVSy8KqmVBGNnNfPP1nkW9QFWA0cU0W7DzSdaXzvWZbP8osEuRogmNZ2HFGvzku7RvWPshj9kmH/SolaCkeMK5YHl65Jo0rDqamsMn9bMP+e0Myyf4cBxjSeuufVMq0wg3J1j8ZXWRG5sw/TXPPj8DueiZKCGYfVm6/kMHdEsvtL6XM+oZva8h8KGw78A6D6pSByyWd+wyKYEUhrWZl2chhHNmmsM935AYdioD8Gq5CSrT0uGDimqS4LECU3eB3NLgmrFXUUwbL8GudHvN2y5wIObpOn1Gba3WrcJBlqX+/6A2ZvyaSTZ69BrQfCSxdm4JnJSUerS3Ch6KDRh9lK5QjNYSARstkutx3bbJLeH97cY3B4QiRBsukCHe6BVW4AGwN+NbKFGM+8ikQQ351E3Kgv1akIAvFWDNW8xumLIdWqog4VKGMIZg6kjnmJRNA5vlSTHr3q40mYTOKnoHZQsPt568XvvVZQzgkDcMPCQYmfNMW9qG9HMNIEHy28YeUShlTOq+tRHa7z7Tx0SY7lc5vLly9i2zf33399oOxhjKBQKZLNZMpkMU1NTFAoFgsFgC3iIRCItQGBubo4PfehD2LbN+fPnX1cb+G68tXEXLLyJeL1o9q1SQzTHL/yM4cmnDeX6TTqTEni9hlAAuquC5Usex6+gntA3l5IMjddYmHVuhvmsRXffFvZSlHy9rTB7yeLAacWtpsRuynGGkobpptkCazOSti5NaMAgDNhrkmJGMPeCRf+kJpPX5LclvqChMw5TT3qIdmk6hjTLdevmeI+mtCbYvGLRPaHRQrNRt5kePalZqNtPB+OGgbOK+cuSoaOK+Wedr2opI5h/1iIYN0y+w2b2uf1N4WAIpr/poXNEE+rWLF2VIDW6VsYuOhq+Ukqy8AwMnFKIInQfVKzXE7T0GgJBxyMfYKWepCcftrFrgliHJle3RG4f0iy91GynK9i4LgkGBZ1RZ/Le+qogtyGIBMOUXA6AlWoeY+LYZVh8sX4d7lHEj2i20zT8Cyousp20DNsu98dQwmb7UhxtC4RwQEtkSHPr1dZrFL7NgKv0qovIOGJYdykqfH6oZCVrTzrPDyY08W7D+LBmbkmglKC9Yz9YyLpklD19hnkXgKm42hSd3YaVRbe/RGv5uqPLsOya6rmrFKlmJKnHJX1DmqFFOH5Ew7hmxWvw+KLQ5DkR9lTZdvs7FFo9maO34Sfsa128DtXF7Zwjy7SaEHUOGpYWXd4W9f12lQ3GAr+EigZvTdA9JdnxaTaiOHyCCtTql0vEDTRVrcy2ZPxxL9WKYe2qJDGhCXcZtHJmR8zVScLpW872iQlNtNdgV5yBU9U8pGcl3Sc0849JvCF4z19VOfwLDsLa2triypUrdHZ2cujQoRYSuBCCSCRCJBKhv9+ZgFer1RrgYWNjg1u3nBf+9Kc/TVdXF52dnfz1X/81P//zP89f/dVf3VEb4268+bgLFt5kvN4x1W+FGqI52pPw/v9S8w9fcH6A2ynB6WOK7csWW/Ue98ikboAFYwSpVQ/JDk1qSzIwpKncbKezv8pSZs8Wbvpli87RbTYX2unsV6gNyfQtydBxxeIt2dByZzck/eOKqF8w0+QnsHpDEogZRk8o7LRkvd6Dz29I8hswclpR2oFqWpCvJ9qNWxIhDCNnFD6/YebJva/jLigYv89GK2d8tN3UG+8Y0kx/zcIbhLGzio15wc6WZPReVV/lO14RqTnwxiokxnMUF5Mt1zIxqNm6IanWuQ5du+QtyzTAyW50jisWnrVQVYGwDMPHFMYHlYJAuXr2fYc1C/V2SW4VEIZj77YpFSTZoGkQPQeOKVZecbUpBtLMP59oPB4Ys0kcMMxddVUajmkWXnKtCMcEsy/s6vEFW5csAgb8i4LBkwoVhqU5uc9dsmdYs+HicESShvW5lqdIuYiMiaRh5TvOOfS3aRInNB6/aSHJBoOGDVdbwn2vFxjWXcf2+ffPfk67Kg2h24EeFyEzHDVgLLJXJVyFMNA1rOgb0eQ7NTdLhmQsxIKLzOhuSxh364L9rQvLtYbwWYa0i+/iJokFPYbcbZQ9zRGwDGWfs03vNviUISMFdkk0TskEIfqqJDRgWOwxLZSHohb4mxwgPUmDrEisIhglSN8S2BWNNwArz1kEOxxbZssPls+wet6i2gRWg+2GxJgmvyKYfL/iod+tkZxw1A7T09MsLi5y6NAh+vr6vuf72g2v10tHRwcdHR2A48JYKBS4cOECX/nKV7h69SqFQoFnnnmGX//1X+eBBx7gl37pl+7I6fFuvPG4S3B8G+Ot5iwYY7Btm596T43uLqcZOjqg2XzOItiUN+ZuSA42WSUXCwK/xxnRXLoqqeQlK9cDHDjRCmS2Z9sZnNiitKgo1leDC5ctOvsV4bptbM+QpjhjMfe8xdgZhbSaPBtqYNYlQa8h1NZ6I88sC7xFQeeAadnHGIEXWHzGYvReRbDJnnbgmGLxOYvFZyzCdVDgCxv6Dis2LkmMElR3BAvPWlQ3BUfeWaO0vf+6dQzapJ7vpLLugJ++o4pQwmCqNIACQGpWIhWsP28xckrRc8i5PsG4oyPfBQVGCVZfsQgIqCwKxk8puurGVn3HVAMo7Ea0y7D4jIeVZyz8BRg/rBg8pCi4EpuUhoDVOkskNWOxfrECS4LB3jIjk1X8QUNqqfWz8wQMGy7jp1i3ZvmqRNcEay962Hzcw4G4YThmGBvfIy5G226TdF3chGSvJrPWevxw06lWs5L1Jz3kn7DoWxac7NFMjGr6+zXG5UVQcvXsu3oMJVdSLRZbl+3hsCHnMrtyp9hw5DbbuDYKhg1bMxbpb3ux/5OfsX/2Mb5o8c6wYCLutEyifkPZNazBaV3sRTxg77Om3jfi+jbW2Zlca6mhI7p/G/cI7uZtfvIDNn1+Q/sq+GKmMQ9GCYFVE3iWLIYuSqJNxk3G4xCed6NYBydFIDrg+CEkRp3KAsJQ2hJsXZfoKsx/24OqQMcRzcDDisF31Qi2G9Zfthh+l+K9f1MlOWEol8tcuHCBzc1Nzp0797qBwu1CSkmhUOBb3/oWuVyOZ555htXVVf7kT/6EZDLJZz/72e8LV+GJJ57gp3/6p+nr60MIwT/90z99z+0fe+wxhBD7/qytuRtPP5pxt7LwNsZbBRaMMRjjIHetNV6v4MP/leI//3+w9bxE1SSRiMbymMYQovkbkt4BzWp9vkEsAoEsbDbd82Ze9tB1IM3GrLOSHTigyV/qYPiwYubqnuHQxrQHf1uZnrEShVtt1Oo39rnzFl3jmmrNUMgIOtsNG/WKQihhGDmlmL8oiXUZvFVHLsmUU7oPdGoWL1uMnVUNvsD8cxbekGH0XoVtw8bLTqIDKGwKCpsW/adtfAFBoc20JNveI5qZb3rQtqBrokbNu0N2LsbgCcXyc/V+qRKsXHBeo2dSI/2gq5qdeqWj97hi+bxDulyqt0M6hjUdB1SDcLkbg2edSgPAYv3v4ZMKf9gQ7dLk6xwCIQzRpGlM6qwVBcvnLUbOKUopwcRJRS4H67MWw2c08y6gMXRGsXTeyTrb152VdvzgJhgP4dEaW4thlC0YOqqZe6F13/Yh01CONL5LFViuVymSUUPnUWfYj5R7Q6a6hzXrrhZHe7chs9TyFHkX2Okc1mzW91t/yvn7wL2KSLemHIb5ZUG1yj6pZSIOm8utx9Z2K9+js1uzkGt9f26A0d6hWcq2blN2b9NpWGn2d9ASex5ytyQR4Fy7pv0+m42E4WbJkK0nVk/A3bqokXKPKS+2ti5iAVh2j8F2uS1Fb6PM2HG7SwaBDAS9hp/4NcNP/FqFYgqe+l+8XPuGZCMtKIfAihp0WWDZEutV6AgKUkMG7albQtc/X9vn8B1qIUGsy7TwEHwxQ9+9NgYobQm8EUNtR7B1DQYeNiw94cEbhn/zH8scfJ+Djr5X2+GNhjGGJ554go985CM88sgjfOlLXyIaddDS+973Pt73vve96WO/0SgUCpw8eZJf+ZVf4f3vf//r3u/GjRstAwS7urrejtP7vsddsPAm4/W2Ie4ULBhjUEo1XktKiRCCe88YXvrPgvW6k+PGsmTipOJG3VSpVhVUCxAKG4YHNctPWWAEY6dtpi/tfexbUwkmzihqFcH2yxJVEcxf8DB8QrE8vzfToD1pUZiKER/YYfPm3o18Y1oSbrc5cMQw/dTecYtpQfEFi/FzNroiWHpp7waSXpCwAEffZZN3lahrRYG941jEDp7SpBYEufqKtvuQYvuaRbUgkF7D0BlFuQAeP2xccZI8QOqWF0gw/pCNrlkkhjXpehKTPkPHiGb5vHM+wjIMHFf4Eoa1K1bjGLsR6zDMfM0LwtB3VONtM1RKsO4afS29BrssWH3MAuGoI7wxg/QZ5p5q/Zn1HFEsPOcY4RS3nPMYOanwaUgOaFJ1gBeIGlIuAyThs6ltximnnUQVDNUIDmXY2fYgZLyxig/FDcuumRLJAc1KUzujnBeIMqw97aEzbug4rNlR4E0Y1udbdiXjqjS0de4Bg+Zrteneb1GQWqoDr6Cm/2FFzhLMr0Cp3o7RrhV5OGLY3mw9dnBfUt1Pkgzepiq97QI0bg8IgEzTNpVtSXjOQl+2OCA1sWMaPaHJGafqsKuwSMaCLLpkkts7rW9E6ArQeuIFu5X84L9NXt12tTd23SX7mvBTKAnv+Xc13vPvYOmC4NL/K7n2gof0rEFZAixJomoIzUBxxDjTJ3exjQCfdiSXlapj+VxOQ+qWM4p68UmrUUUT0tB9RhFIOqCh/wHNv/rfqo22w8zMDAsLC2+o7fDdQinFJz/5ST75yU/yZ3/2Z/zar/3aPh+N72e8973v5b3vfe8b3q+rq4t4PP7aG/6IxV2w8DbGnYAFdzVhFyQ0xy//DzVuXZLk66XXqcuSkQnFXN29L7MNp09pph6zGvMPZl/20H0ww/r03pfZVCFSa606LF2y6BjRlJUmnoStV7zYVUEl18bwacX6rKCclwTaqnhqNaa/EybcX0B4JLklZwWcHNKkr1sUtmH4HkVqWZCvr3TH7lFMf935+vUd0eA3rFy1GDih2LwkUVWnvSAsw+AphSegWXnZ06hq6Jpg6bxF30mFnRN0H6uyfk2i6qz2kfsU800s765JTbBDY2zBUtPq3ShBNSfIzEmEgqF7FNUirF+TDJ/TLOwaRhnBxhVBbECjbeg5pMGCtVcldlnQd1o3qhEYwfpVQd8JxfoLFgOHFVYQVm9KvH7YWZUt8yiQBl0TzD/hXJueMU241yD8hhkX0Bg4qVk8v8eks4tektE4i895iUZtgsM7lKoGT1STutk6bS/WYci4kvluL7qUqY859xtivYaj4w5wWFwQdA4ZNl3qic4BQ95VXXV7OcS794APgCpJPGlD5kWLhFdz4JShGrfZ2qgCezX7rl7N7K3vXUXo7DFsutoiuMij0TZD3nVOb6h1oSW5SxLvDYNVg/vihtAZRb5Lt5iPAfgtw47dynCsVas0g4WgR5Gv7Bsw0Xo+PsOOWzZb/7v3NjM4AAbOOmTgn0Kxdh3++Xd9LN6w0BgoSELXwePTlHsN5TqxQtQAC5auSwI7An/c0H1KU84Ies9p7DJkZyTRAU1+UbL+kuDkv63x43+2p3a4cuUK1WqVc+fOEYncpufyBmJra4uPfvSj3Lp1i+985zucO3futXf6IY1Tp05RqVQ4duwYf/iHf8hDDz30gz6ltyTugoW3MXYJjsaYN9RjawYJwG2BAkCkDT7waI3/8PvOTcpowdayJNGhyWUEB4cMU1/3MHzSZvaK49YHsHkzzsRZxa2LziyG5ScdMDF82pEk7q6ut+YkE/fY2AXRQi5cfNki3G7ou1eRm/KQW3Fev7AcRkhD8mCaWllTXI1hF5zkvXjekRWO3OvMS5hrSuQbrzp33sl32dQKguYxDEYJjA2rz3loGzSEuhSrVyxqRcHAGcVao1Xhx/Jr+s4oAm1OS6I50nMCn0+weU0ycFphBKxekbT1G8pZQbmeMJbq5MixdzoVkY5JxVbdfyDcpcHAzppkp54ovSHD+CM2hW2BJ2Aavg6JEU3qllOpWbvo7O8NG/qPKqoVwVp5j1g5fL9m/pm95JiakQTbFKuPe2gfrqCjeWqFKIGIh+WXW0vfbT2a1Zed91rNe6hejRPt0ZiUZnBsh0LVkF4O40+WWHy5dendPaHYuN6alPtPKObPe0jNOY+7koaBpCaoNUvzotGqyLjUE22dmnXXxMz2XkPO1V7YSe2CPcnmeQjEK/jTEY6cMIhew/L2/qmdUhjWl/eTKzddYCXrcmVMdGjyrrZEyWXclegyjWmqu+GevdHeY1ibl1RTguo362D3kCJsgZ5UrPgNJWDR5QtRqbVWMdq8NTZdYGGn1CqbbA9DwSW33OUw9L2OxWrPIfhvvlilVoEn/r2HV//ZYmNe4qtK4kuaQgS2Y1DdlWIeMQwGbXZWLFab21jSMPiQJrcg6DyqOfFvbQ693+HJbG9vc/nyZTo6Ojh9+vQdtR0Ann/+eT784Q9z6tQpXnzxRZLJ5Gvv9EMYvb29/M3f/A333HMPlUqFv/3bv+Vd73oXzz//PGfOnPlBn94dx12w8Cbj9SR/j8e5vEqpxr+/V7yeaoI7Tj2kefi/sHnqS87xizuCgS5Dd9CwXF9Bz7/ioWcyy9rU3tJk+oLF6Ydsbn7Vwy6IWHjZkTPmc4adLcmBU4qFpyyMEYyeUyxekdj1VU8oYshcksSHNEbpRsXAaEHYipFPCRIHq6xfl6iSVf8/TXGjSG4qTP/pKjubHrL1lefwfYrZbzmgJdxlSE4otqYFyWHD6gUHwKSmBKkpiTdsmHykRmrWoGt7NypVEXikYfarXqI9msQBTW5NsLMhaB/WjaS9Upcodp9wfO+rMUM5uweShh9QzH977/Nq69O0T2rsKiy4pJp9JzXTX3a29QQNvScUMgD5FdHCIAdDzxHNXF09IL2GgWOKYLdm+ZXW70asV5OqG2Xl5/2AH0/QEDmqiZ3Q5FKCrTmJwBCKG/Iug6W2LsPKyx6KG85qLxE3dI1KMtEyW3N+tKrLMctFoJlht5/joKow/x0HnHXGDe2HNCZmmHK1YTqGDFlX68DtqBlKGDZnW5/rGrRY2pakLgIXISA00YcEJ8Y1q3nY3JB09zkzRJrD3UwIhAybLgBz27aEu3VxmyFfGZfq4nZS0/y2JL8m4ZKHNuD4qRqTHYZct+Z60SZX86A8reYVnW3+fXMrMoVWoqpP7m9d7I7O7rsNEfW7hdcPj3zC5pFP2Cy9JPj2J73Mv2jhT0F32lBuhyKGLQHyCQ/COD4KkT5Tr5oYFp/00H1K85P/a5XEAefeND09zcLCApOTkw3p45sNrTWf+tSn+KM/+iP+4A/+gE984hM/0LbDncbk5CSTk5ONxw8++CDT09P8xV/8BX//93//AzyztybugoW3MXYRt23brwkWdrkJWmuEEK8LKOzGL/13NktTkrkbkmjc4NkWSK9GSN2we9640caBs4qpixbSMowfNNz6ktch0L26J41cvyUJJQ1HH6xx61t7q9j5Fyzi/Rp/m0YAuSlnZVzctvAGDSPnFMtXJH2TmtWXnNV+cStAIG7ouk+xPS8IBhSpa05yWj3vA2GIT+YJd2gWn9oDMo7JkMXwgwq7BN1HNWuXZINw2XtcMf1l59yifVUSo5LsikOkXKy3DXZX/6EOQ++ERvqgbUiTrSed7uOK9Mze6t7fZug4rAjEDLOPtQICoyFzQ5JblLR1GxITikoRvFFYfKpp+FNJkFsQWF7nPfSdUHiChq0pi84J3Tg3cNoodhkWH/OgqtB7WONPGLKboCuKSq51ed1zQre0Tzr6NT0nNduLjqfC7rUZOK0aYGg3EkOahW85raFIxNB5WCGiNgsvtyaz+ESG9K1Ey3N9R/YMq0oZwdJzFoP3KOJFQedhTcWCpXmxz6ehrUuzesMFDEY0cy+3npuutFZKwnHByhNWQyVzaFyTSGgsBStNoCjlSug9vZoFl5GV27shnjTkXBwGN+oIRwx5ly+EO395vIa0C3T4jST7Tef1DwpN5LDCOiKIxg23cgalBb7b5MEduxUYCNXauoBdB0oYIm2HAAAgAElEQVTxXdsQrxUDZwwf+ocqxsBL/9Hiwmc9bNyURCRUugxt92iqs5LsnCTS6yiNqnl44LeqPPA/2lg+xz3x8uXLb1nbIZvN8rGPfYwXXniBr3zlK7zjHe+4o+P9sMa5c+caVtc/6nEXLLzJeD2JXAjxmsZMzZUEY8wbAgm74fXBr/5hlb/5fR/2jCC1KgFJ12Se9em9lePMBYuJexV2SrC8y+R/yaJ7UpNLGQopieUx9PRqpr/hYfQ+R82wq0jILEuGOxQeA0Uf7FZLayWHXzD+kFO6b+7nljOCzKwgHIZQwqLSpRtug5YP/JbF+uNRgj0FvO0lCott6JKHnpMVFp/cu2lGugztBxVKVFl6ck9/X1jxYe8YEkOaakow9IAiNSPYWZckRjS6DCtN5dX2cU1iQpNZEC2yyVoRhA2zX/HgDRs6zyqQUMpDdUuSqxMxC+uCwrrF4MOKjYuSgXsUBti8IfFHnVVZrl4tWasnxuEHFcUNwfADity6ID0jSY5rdlZlo22xedUhbYZHdlAVi/57NdWcl62bksH7dUN5sRv+mGHmqxa6Joi1G5KTCm0Z0i4PBW/IUGgySaruCFZfkbR1eAnkBZ1HFQRhY1Fg51p1fNJvs/qqodk8ONqtWb7YqhgZPaGQFrRPKhYXJeWioKPfkF9pPZdsqgJNBkS+kGHdJffsHNEsbO29Xm5aEglY6KsWY72ayBFNKQAzM62/kcBtCJAbLtVFR9d+sFB0VT+SnYZlF89hX1ui2+wjdxZ2quz6Qggj8WxA9lUvUeBcTBO+R+GtKTpChq06/yIW2O+xEIlEoamdEfTYFGvObXpz/hLXlLfhdBgMBt/QvUIIOPsBxdkPKGolePZTHq79o4fMrKR3XNM27pg99T+ouP9Rm4GHnH7g9vY2V65cob29nVOnTr2uKun3ildeeYUPfOADjI6O8tJLL9Hd3X1Hx/thjosXL97xdM0flrgLFt7m+G4kR3fL4Y1WE9yR7IKf/a93+L8+tof4N29EGT+rmHnFsXKOJA2VeUkobPD4TaOlsH5DEk4aBo/ZiKJg6cU9KWNyRGOFNOs3LMbPKhafdsh5vohh5D7F0isSbcPQCd0o3Ye7DMmTipWrkni/prQu2ao70kmvof8ehVFgFwRbl5zkUVkLU1kLE0jaxE5mKaQECB8Y56ZsVzXZ5Qr5qRCxoSrxYUlmQYIAy8BGsxWyMIw9otA1Q6bFbMgQ6d2TisUHNbEhQ7UM2LBSX7nXCoKVFyy6TipKq5JYvyZ5AHJLguyiYOB+3ago7O6TPKjxtxmsAEhLk5mXgGHoAYddDrBrATFwr0N49EcNG9elM27bMoRGM+RvOiv71VVn25GHbXTV4Wes35DUCoJYn6a0tgfiStuC1RclyXGDvSkYPOa0QrZmJYnxJuJlPQZP71U5Vi84fw89rCilJd2nFdurgsyapP+IYvnFVva+rz1Hfr21eS4UrNSBUcBrGDqq8WlnDsbuKj2QKJFeaDVZ6j+omb/QegvSLgtlX8iwXp8mWlyVFFclw6cUtSVB2ylnQubCsqDkmsnQ2WvYdNlyW7K1jGB59gOK19OWiMb2Tw3NpVv3i7cbsnUrajsnyX5bMjhqMTIlOXZIwRFFNWE4v2Goqb3jl123iq6YxXzK+ffZQz3UimkWFxe5evUqXq8DHHb/RKPR113G9wbhHR+3ecfHbWolWHpWsvi0Rc9pzcRPKYR07lEzMzPMz88zOTnZ8Bt4s2GM4bOf/Sy/+Zu/yaOPPsrv//7v3zHweDtjZ2eHqampxuPZ2VkuXrxIMplkaGiI3/7t32Z5eZm/+7u/A+Av//IvGR0d5ejRo5TLZf72b/+Wb3/723z961//Qb2FtzR+eD+pfyFxO7Dw3eSQbza01iwsLLC0M80jHz/MN/98rNF/n71gMXpakcsI5JZTdUgBnROaQp2bAE5pVa1LIt0Gy2ca0qnUnMTyGo78mM3KhT1VRXVHsPCMRXxY0zmumWuaw9BoIzxkI4ygmt6zj9M1QSktsHNg+WHoQcXmTUlpSxAf1mBLtp53klG4QxMdLVGuVCku+chPOcBiZ8HHzgJ0nqiBlgTaQFi6AQwGH9TMf8cxbQKIj2liAxqPD4cXUY/cokR6NboKlZyg75xCCNi+Kek4rFk57yTkcsrZxxc1DJ1zSI49JxWbN5xE33VSkZmVpJpGZCdGNB0TmuKWwBM0jtse0HlUsX1DUsnt6vcN0YM5RLRIbaVVvdB3RrH89J6cU3oNw/covBFDakZSbCQxQ+9p3eCo7AKAwQecisbIvYqdFGxNS7qPaJaebU0o8WHN8nnZMrxq9IzCKzwOCXLKaQHF+mzSN1tr4aHeAquX9toZuibwWLDwDY8jIR2tYIfz+Dv8LLjK+5W8qwoSNGzcbH2ue2L/TAyjHDvnzcecbftizvTNyIRmeUOQywriScPmastu5Ny20wOGZVclxrgMV0MRs28/dz4WUlPKtQIh3+0mW9ZbFzvXLbhuMXZMoWYFkXsVxX7NrDLkXIZVu2Owo37D2GAX4Gj2lVLkcjkymQypVIrZ2VmUUo0BTbvVh9czoMkbhNEf14z+eNNU2kqFK1euUC6XuffeexteB282CoUCv/Ebv8HXv/51vvjFL/Ke97znh34I1Isvvsi73/3uxuNHH30UgA9/+MN85jOfYXV1lYWFhcb/V6tVPv7xj7O8vEwoFOLEiRN885vfbDnGj3II81pmAXfjtqG1plarveZ2zz77LKOjo/T09LwpAuNrRT6f5+rVq2itOXLkCPF4nItftfjcb3sbSaZvUhMWjhyw2rQCC8YN8WGNXYLKqqRYL1fHhzS+mGHtmkUgamjv06xfdiY/9pzQrF5yVrhtgxqpILsgCbUbOg5pNq5KKlkYalp9C+nIspAgLNh8Za/8Do7XwdiPK+wdWLtoUWsqDSeP75C+ESTQpklOQCmlSd3wET+RIXM5Dk0uem1jNu3jhp1VydY1ia6DhdiAxuuF9JQkkDQkJzWmXl3fuOy8l91wKh+a8rYg2GEopmH7hiQ2YJBAtmmmgSdoGHqXoloQ5JYd+SVAIGFo6zVsXq63W/wOMTDUZ8gtCrauSXbBkwzViAxUyd10Em6sXu3wBDQr5z1UmwyEQh0GX9SQqZ9DtF/TNmzwxQ3zT1kt76P7pGLzqmzxjWifVEQ6oFaBjZvOd8EKGNr6Danp1gpM93HnMwfH3jd5UOOPG2bP700YBeg8UGH7Rmv1ITJQYmdpL3laAU3A51SjIqOGfNnR/WcWW0HAyGnFgotvMXxGMd/k0WF5DV5Jy9jw/hOK5d25JkKTOGaIHlLMrUk26vLKQNBQK9LiJnnwuOLm5dbX63BNyBw4oFiacp3neCs/orNfs+kimY4dU8xc2dsm0mYoplp/6wdOKqaagJCUhui4xhxWbLUZbuYNh3vh5UXBZLfh7z7y3W/VxhiKxSKZTIZMJkM2m6VQKBAKhVqqD6FQ6DXvOalUisuXL5NMJjl8+PAdr/6vX7/OBz/4QRKJBJ/73OcYHBy8o+PdjR9M3K0svM2xW1l4q6sJSqmGIcrw8DCjo6MNQuWpf63wBQ1//3Efg4c06y9YpGqC5LDGbjPk6r3kUkbQNexY6S43uetm6iTAA++wKW8L1uo34mrB4SYE2gwjj9hsXnaIhQDFbcHC0xahDs3YuxzJ1W4YLVi/KBm8T5O6Iek7pdnZcpQNQjir9dmvOVULT8DQe49CaZuK2iH1irPaLm1aLG86DnMD92qEiBE8pdi8LrGLkkBPieqOYu6rThvGE1EkJ20CCUl2yiI95ZxnOSVYfUHS/4Bm+VlJ8qAh2KEppqGcFQQjOAZWTTH4kELbDtDRVU1+WWL5HQA085WmYUPdhs6TCmPDRtNQLlUBXwzmvlpXe3Rq/L071CjjExG2r+ytzHOLkvigYuEbHqTHIXf62wyVIpTSogEUAPLLkviIYubLHqTX0HNU4Y+BMoa1S60GU76ogapgse7lID2G3sOa6JBmy+WhMPSgZqFJylnaFkgb5v7Zg8dn6Dmi8MTAeA1zz7YChZ6TZdZeaV1lx8fypC+3UUoLsovOcyPvUHQHFVUJy7OSamVPvrob/ohh5VXXHIsJzaorwXuaOZJGkrlqKC9IZFZwYEQTPKgxUc31V6wWPmPNNdMj0rZ/lPbtxg9srto08zgibWafA6XbcyLRqSmmWs+76qoixLsMmXrVIQCcCmj6/1WNcAS6XkNNKIQgHA4TDocbKoVqtdoY0LSyssL169exLKsx2TEejxOLxRr3jea2w8GDB+nv77/jtsMXvvAFfv3Xf52PfvSj/Omf/iler/e1d7wbP5RxFyy8zWFZFrVarcVv4U6rCel0mldffRWPx8O5c+duWyI88k7Nr/4fVf6fj/obve3UvEPCGzyjWHyplYMQ7dFOGbe+0uk7qlh/3sKuOLLGzVuysTLqmdTMfc3CE4Dh+xWZJUF2ySEUUoPZusdB+0FNqMOQXxUEQoalehIubtali8cU0X7jJPJ6e8MuC9JzNtJfobqaoOe4whuB1KwgEDPYecFKE9nP8hnGf9JGlX1k5wS7vlJ2SVCq7LDxzXYQhshwmXAPYFsYWzbOZfta/T2dUdg4XggDDylyi4L8iqD/ft3Ydje6zygCbc5Y3kDSUE7ttTuWnrQaLYfEAU10wGAF6u+9/h5LmxIrLlBb7aTTkuSYI1mrVZypf4uPOddP12DzkqD9kKK45XBD+s8qpBeyy4Jo/576Q9cEG5csuo8rMrcsgkFInFEYC7JrgkCQekXDCW0Lx4+iLrlt6zLExzVWRLN6ySXl7Nds1ZO2qgrWL1oEEgbLY+js0ESHDKUSpJaF487ZFN6wprTUqrrwxSssPOtF191Hg37DxAM2NSUoN0307D2kmXNVGvblGmHYdA3B6j6oWav7R+zMSXbmJKP3KAY3BbGTDkFyaVnsk1p29WjmXAm97CI3BiNlStlWMORxnZMQhpTLmTRwm0GJ2W2X5DVhyDSBDl2WqCteqtOSwx+qAW/M4M3n89HZ2UlnZ6dzPK3J5/ON6sPCwgK1Wo1YLEYkEiGbzaKUekvaDuVymd/6rd/iC1/4Ap/5zGf4mZ/5mR/6tsPd+N5xtw3xJsMYQ7Vafc1tLl++TDqdprOzk0QiQSKReNPo2rZtbt26xerqKmNjYwwNDb0moSmzJPiH/9bP6tWm8rnPcPA+xfJ5i5K7j3tCEUpq5r/jafT8ATx+Q9+9Go80Da+ARgjD+E8oqjuC5Rf3iHcAnUcUlW1BpMdgeR0DplqdhV/ckhTqN9XYkCbUU6VY2qE804ada71GAw87/fdwl6GcdRKf5YXu05rlplVwpE/TfkQjBKy+YFFpWuGFJzOUl0OYmkV0tIw/JqmmvER6BEtPt7oqRvudCZSW11HXZWYFxXVJ732K7VflnoeCcGySY0OG4qZg+6bz/sAZ7asqkFuQSI8hNFzCBIrE2v1sXohgN7UNQl2aYAekbgiSE4ZQh6GSB28Y1l6qkyDr4W8ztI1oipuCthGD1s7I4MSoZuPlVu5BIGkIdxvsMkT7DbUybN2S9JzSLbJPcNoUuSWJXYL2SUOgw1DacYioaVeboveMZvWl1v1jx7ZB+QgnA6SWLfIbkpFzap+So/tMifWXWrNnYnKH9A2nKpQcd1o22jJMX7QastBgzKAKtBiE9R5RrLpGcI+cU/vmZMQ7dcM2HKBjQmESoDsNq9uCzLZg8pjiVlNbQAiDL9Cqhhg6UGHpRishYXBCs9ik6kj2aFIud8mJo4rppmqTP2Ra2jkAEycU0y5paTBiKO0IPvyHVe55z1s7wdYYZwDU0tISCwsLSCmxbZtgMNjgPMTjcSKRyBtK9LOzs3zoQx/CGMPnP/95Dhw48Jae9934wcRdsPAm43uBhWZeQrVaJZ1Ok06nyWQyFAoFIpFIAzjE43H8fv9tj9Mcm5ubXLt2jXA4zOHDh9/QeNZaBb7xP3l57jMeIu2GaBC2bkoCbYbOQ5rFF2SjBdB/SLP8gqTvrKaQEaTrZe9Yv8brgcycoOeURitnPoL0wsA9e6vvQMJJnsUchOKw8lxr39wKGEbeoajmYeuGRam+KpceTXgiTeFKO4GEwyvAQH5NEO4wrF1ovYl2HndK7gDZRUG+vqLtu1+xdcXxT3DcJA2hLo0nCAuPW61Jt7sEXhs7EyA6UsYbsKhs+Yh0O7yCZr6AJ2ToO6dRNTA2pKcdUmbigHZ8GOqrW2E5r9k24pAbt16VDVDgidZIHoCNl71YPkNy0hCIGwyG9LSk0CQ1lF7n9VbPO62SQMJQyYBdc5J3brE1eQ/+mCa/LIj0GlTV8fn3txkwDlhp2fYdmtKWINBuKOdg64ajmthZlS3gyhM0JMYM2QVB+6QzsjizLIgPmT0b7HqED6Yo3GytlQ89bIMRlIqwMeVYeLdPKFIzsgWIxseqZGZaiXiJiTzZa1ECSUVyEmoWyCjMuoDH4CnF4sXm5wyxHtMKDEa0i5Ph2IHPNflWxCY1sUnFek6wsigwRtA9qFlfdCd93ZL0hTR4fVBt+l6NHlXMukaK9w9pVptaSL1jilXX3I+xw4q5Jp5Ds5rkt/6uTP+Bt/ZWbYxhdnaW2dnZhsmSbdsN4uQu90EIQVtbWwM8tLW13ZbHYIzhS1/6Er/6q7/KL/7iL/KXf/mXBPZrWu/Gj2jcBQt3EJVK63i428kh3W0HN3jI5/OEQqEGcEgkEgSDwZbtr1+/zvb2NgcPHrwj+dL005LH/8TLsmtFmBzVhLs0lVVJyqV77zmlCMQ1Kxc8LkdCx9go0mnYuibJN80ACCQc34OdFUHigKFUrwQE2x13wo2Le8THtokaKpJF2h6yr7QaAnWdVBTWBYE4hDoN5TRsXZf036dZfbF1BZ2Y0LSNaKo50UjkQEsyt/yG9kmNr80hyq29ZFFp6pPLoE1wJEdlJUx4sILXb1He8OMLCVRFkG1mzgvDyE8o7JJAVZ3jl7YEgYRTzl+rl8+FZfD35YmPgseEWX9ZNgicwjIMPKhZetoBXcmDBn/cYJcMqiIbBMnd6H9AsfWqJDbkbFfJws6KpG1k7/Uan80ZhapAIAF2yQEPqgrdJ3VD7rkbvfcqjAZPCIrbsH1L4glDYsSw4TqHoQcVmWlB26ihWlNsToMvUaW6EW4hrQYSBq/HUKgnbU/Q0HlM42t35kxkdgmB0tAxbthq+t4JYYj2VNlZ3APRwqsIJBXBJAQ6JektSbkCpaxoAaP9xxTLV1xJ+F7FnMt5s31Us92UvGPdmp06WAt0aSLHNbVokambAVRtLzH29Bo2mr7rPcOaNZfnwoETiqlLrRWKgI+WSsL4idZKAziTNbebAOPAQcXSTcdE7X/+dnlfu+NOolqtcuXKFYrFIidOnGiZktgcWmt2dnYa3IdMJkO5XCYajRKPx5mbm2NsbIzh4WH++I//mE9/+tN86lOf4pd/+Zfvth3+hcVdsHAH0QwW3ATG18tNqNVqjR9hOp0ml8vh9/uJx+MIIdjc3CSRSHD48OHXVYF4rbAr8Ox/8PD0X3kbQ5n6jily05Jwt3FIZS85lQZpGQbPOeXqtmGnN715XVJKCfrOKNI391aiHYc1waRBVQ25WYuiq2c78LACYVBlZ9W+mzAjR7YpzSRQZef142O6nrgMC00DsMAp1ceGnNWyJwiFVUF6WtB5XFPaFo2bPUDbmKb9oDMYJ3VDUq6v0IJJQ9uYk1w9wTrLPwbaNuRXJTkXIIgc3aayEibYW8MXkFS2/NhFi9igYd0Fuobe5SRdVYH0LJQ2LLA0fffZrD7nxWjhVB4mDNF+Rx3ibpX03afYuiZRZfYqCjvgi8DSk/vbBqoq8Iad5FzJwvaUpPeMZvkZ2cL8jw5oov0G6QW7CKkpp3Iy8JBi5fnW6k/bqCM11QgKG47NNgiGHlIsPdF6DpHhMoGol0ACKiXYnJJgIDloWjgS4ICdXTOwaL8mNmLwJTWzz3taDLKG71MtbpcA3WeLrF9oraZ13ZcF7cMWHtbnPdQqgv7jiuUmAqSUzojwfJONdaxPN0i+uzFyr9pn5R0dyVJYiZI4bdCdhlQBthZbr+vEydbWBexXR3QPajZdEk23EsLyGkSNhoIHYPyUYvqiRc+I5nf/wTW3+g4inU5z+fJl4vE4R44cecNqh3K53LhnfeITn+Dxxx8nGo2iteZjH/sYP/dzP8fJkyfvkhn/hcVdsHAHUa1WG86Lb5UcUinFxsYG09PTlMsOXXrXfGW3dfFGe4i3i8ImPP3vvWxeESw+brXcAGMDmsSYxs4LVl0rVk/IMPiQopoTrF+W2HXAIS3DwH1OkkocMIS7DDsrgtySoPfeVpKg9BqCB9L44xq9ESczbbErJYyPORP90tNOVSLcbagVQPogdUO2VgJ8hoEHFbWiY7GcX3ZW/5E+TbCdvZW5cMrpiQlNrQibV6wGKVF6Df33aZaekVh+x1zJF4VaCdCw7uohhyfT1DI+/Ekbb1BSSwcorHrou0fv4z3EjxWItftRVeEQJpeaWiVXHd6DkIb4uCHaZ/AEDavnLUpNjovJgw7vIb8sSEwYgu2OBNAbMaw+tzdKGByJY9uIxi4LgglDteBUFNoPatIzrdfOEzL03++ADbvsyEorGYdMWU7vcUkAAu2OQqW2I8ivGrIzzucVP1ijvOlpADFwVBc9Z502VSnryE61LRh8WO3jSHSdcColxkD7IYO/3VC1DVvXW+WzoU6NqoiGNwVAsNOmkpXoal3d4VUkjucRXi+5tJ/MhpMAB08oll2fobsFAdA7oVm/vpfQvZEaquxpAVEDZxS5vMA/psnWBCsLgqFJzdy1vWOFog7PwzR9DyaOO0m/ObqHNetNFYmuAc2Wq0IxdkIxc8ni9I/b/Mq/e22Z9muFMYa5uTlmZmY4ePAgAwMDd6x2eOyxx/joRz/K2bNnOXXqFBcuXODZZ5+lWq1+36ZHPvHEE/z5n/85Fy5cYHV1lX/8x3/kfe973/fc57HHHuPRRx/l6tWrDA4O8nu/93t85CMfedvP9Uc57qoh7iDeajmkMYbl5WWmpqbo6elhYmICy7LI5XKk02m2traYmppCCNECHt6Ic9tuhDvhPX9co7AJL/7vXl7+Pz0N/kC4w7B50cIuQf99CrsM65clbYMGywez32ganHSPwgqA3tlb+aZuCFI3nBZA++G6idE9iu3rTkXBP5zF3ohRuOYcJ9hhSBxQ+GOa1A2r0f9P3xIU1g0dRzTrLzm9e/9xTTULdhWMLVh4rPUrPPQuG1UWCMtZIWdnJZ4QhLr3nBsRTgUjMe74LaxfdMCSXXKcIPsfUKRvSFQNOo85/gLVAvjDsPiU0yqprjuHCgzu4OsqkdkwJE5BOSUpLYXpucdm63KIzJUm8HBAEx/R1IqCYKehmndkpZZXk54W5Jec67c70McXMWxflw3OwfY1x/shNqhZfsoiPm4Id2tUFQxORaeZ2yE8hv4HHCJk51GNXXFAgT9msPy0DMtCGEbfY1Mrgi+q0TWnghRIOK83+7W9bb1tNfrvN86AMNtpD4HA32aIDdUrQvXwhAxDP25TLQg6Diq2p5yVeXxMk1tsmnB6VeANGyI9Bq/tmF5JP2RWBMF2w5prcFVy5P9n782DJCuvM/3nuzf3vfa9qqv3pbobel8FaI2QbGlGnrGk+SGBGEKSB4lBspAGW2gs2diyLFvYSN4kBxqwZDAOhQkbrMWg3ptuaBoaunpfa1+6MqsyK/d7v98fX96beauahqYXIZQngghIqrJuZVXld+457/u8goHnK9wdBR2mPUz0qulDbUMaX3sBDQ2XN0gxV2JeuCWjM1ZtkSaT0eMzhL6LBX0vzPhbljB1QoPS57fVSyJpWLDIYGBAI50SNLSanDvmbAyMGee81y8Z63M+dzgmGT/n/LjpUnPUMvfK7+cq1w5r1659zbXDGy3DMPjmN7/Jt7/9bb71rW/xqU99yn4PMk2TI0eO0N3dfcXX/UZqenqalStXcscdd/DhD3/4dT/+zJkzfOADH+Azn/kMP/zhD3nmmWe48847aWlp4X3ve991uOJfzapOFt5k7d27lz/+4z9m06ZNbNmyhZUrV14RvCSVStHb20s+n2fp0qWvGdNq7RArdQ+GYdjNgyVAutzY2GIWjvyrzvkdOq/+0Dn+B5hzU1HRDKdgrLc8im1fbzB2SI3N65ZIvFFJsmTrG5pBBdQCBaLLkvg9IfJxnQvHlNAt1KoslhabINJZshx6TKaHdS5U3PGhSdo3m4y+pBGdowSC2UlIj6mvOXN337q+iKYL0GB6WBA/KUBAx2ZFaLSuL9plEp1r4vLB6EsaqQpUcMNyg8wFQXq0fHdfzIAnDP27ne4PVyyLpzENhgtfFMy0h+RZL3WLTaaHnHfs/npJ82qDYlqQHlNTAGkIQi0mgYby6xFqUesXT1gyPSIYqxyze5QQsn+3RrRTEmqTSBPyKdVMOV47oHWjQXZCEKiXmEXl8iikBQ09JoMzxvAdW4oITVDISiZOmeQuqPCvji0mfbvKUxRfjaTxRgNdh8RZTb3Gpf/XsdWwcdegOBkta5Wqf7JPY+KUWnFobkljj2nnaZSvwSBe0kgYEiZKCOuB52dMBlYYs6ZAdT0ZLrzqV3qHziSuKOgRGHzJiavuWl2gb79zZN663GCw4nV2+VTuR6FCd9DSYzBirRJ0SWy5SWixpG9YMFKxhoiEJKmKVVPHQoO+GaFX85YanKn4erpLoulQyAnu/JMcK28yebNlrR2i0ShLly694vXA2NgYd955J2fOnOGxxx5jzZo1V/R8V7OEEK87Wfjyl7/MU089xauvvmo/9tGPfpREIsFPfvKT63GZv5JVnSy8yWpra2Pjxo1s376db3zjGwBs2LCBLVu2sHnzZlatWvWGUKumaXLmzBnOnh+O4sYAACAASURBVD1LR0cH8+bNu+RBr2kakUiESCRCV1cXUkqmp6ft5qGvr49CoUA0GrWbh1gs9rqNjMsHyz9qsPyjBpvvFRx+XOfIj12kBgX1C0zOV9yF+msl9cuLePzQt7s8Mh57pXzQJU4JmlebGAXJhWMSvSaDXvQTf76WeOl5PCFJ+5YixSylmGWFhU6PCSIdkvPbXVARnYsmkQVhTzDGXindea01QIKRFXRsNcglYfKcRsMyZausXLHULjYINkp1d9tt2gd0oFEy+nJ5PRFqNYl1qwN64phm6yEuHBGEO028IRh+UV0b4SRGQRIM+0kc95I+rhTgaUB4DIILLzAV9+BvkXga3KTO+/DXKMyu4449KOnYUqSYg8yEoisaWUF2UhBzSc6W+BW+WknNPBNPSB34/XtUczd5TjB5TgUBTZ7W8EQkresNNJdaO/lrsRkVE8fU16xbZBBskgihNAVTA4LkeUH7FoWPrmyE6pYUCbVCMS0Id0iSJfBWrNtk5EBZe+GNSuoWGfjqJJOnBWjSJm1Gu5RexPpYf0xSv9jAUytL4toyGrxtY3l1kSqhm2vnmxgTgjnrDPJZpZFweSE1g6CoeyWFSaXxkQWdzKkYmtfEEykS07K4mlOYLhfpSR+DM4SGNZ0mg6/OEPouMemf0Yw4kM6GIPGSjjliIoY0ultNgsskRkhydgbC2nsRI9PEjByLxk7TdkvMWfbmGoXKtcOCBQvo6Oi44vXl3r17ue2221i7di3PP/88NTU1r/9Jb7Hau3cv7373ux2Pve997+Oee+75JV3Rr0ZVJwtXoYrFIgcPHmT79u3s3LmTXbt2kc1mWbduHZs3b2bLli2sXbsWn8/n+GMdHx/nxIkTACxdupRo9E1m0FaUlJJMJmNPHeLxuEO9bDUQb6SRARg/KjjxpM6Jf9MZeUndTTbeYNh3yZpbWSU9EaVbGD6oOyyH6Cax5VOI6TDBJihMq+wFt790cFSMzb0xSes6JRKctO5QEYCaJgwfVBqJaJdJqE392rq8knMzuA91iwxMQ6C5sacAEyc0Gpebyo1QcXcYbDGpX2xiFgXZBEwcV9OG2kUGZr5MTPTXKWGkv1ap5scOa/YBqIeKNC6Fof0uwu0mkQ4JQolJsxPCgYgGSahngkLCg6/OQMdNesCLLOjULTIdCZm6R9K2WeVV5CYFEycsO6ekfUvJEZJV4/uaBSa+mDokZ1pE65cZ5BKC/LSyerp8kB6HQCMM7nVORvx1UjlIpKRgZEkOSXJDIRpXqO87PeZ87RpXmBSmRXlqgyDcbuIOYGdleELq+oKNCtB14Uj5a/pqVbjX+OEyKjs23yRQbzJxWrfFlaBEkWZROKYzul/SvtrAlGrqNX5Cxa23bzTon2Gz7NxszLJ8hpaNYab8EMmSz3mYHg7T0JNh9BXnid60xGSkQrCp6RJ/QFFQrWpYaDA2Y2LQucGg/0WNmpUmskEynhB4gzBQYeWM1pkkR2cIIG80OHlQp6Hd5Kv/fPnixnw+z+HDh5menmb58uVX/N5imiYPPfQQf/RHf8TXv/51Pv/5z1/26vN61BuZLCxcuJBPfvKT3HffffZjTz/9NB/4wAdIp9MON1q1ylWdLFyFcrlcrF27lrVr1/LFL34RwzA4fPgw27ZtY+fOnXz/+98nHo+zZs0aNm/ezOrVq/nXf/1Xent7+dGPfkRXV9dV+8MTQhAIBAgEAjb2NZvN2s3DyZMnbdZDZfPwWn7o+sWS+sVFNn65SGoIzm/XOPHvLibPqP9vFpRwLzbPpP95F/46Scu6Itl8muyUgUsGSZTGvnHVF9G60aAwre6sG28wmDiu6IQNPSZn/7M8CfDGJI0ri7h8MHlWCfFATQ38dQZT/YL0qK6U9Z2l5iEg6dvuRB0Hm5U+YXpU0LTKtK2OkQ51AFY2G66gpPumIsWsIJ+UuMOSQlI1RbIAZ36qRrh6oIivbZpoqxuR99jhTcl+jdSQskSOvazhjUHLOgPdDdkp0F0wclAhrHP96msGFiQwsxqptEntDTq5cR/pIRct6xUR0v5ehKR5lYGvVpJPCrwRSTorKEwLhIDxXvV6aG6l8/DXS1w+ydAL5YnJ8As6wWZ1cA+/oFG/VDV6+UkUGfKcVmGtDCFcks53mOSSULvYJNCkmoBAvcQXc05GvFFJ2wY1GZkeEQiXRBYFRlFNrk7/tKx1qV9iEGg0KWY1hg+Uf/ezcXB74fR/qNc5UKP0LO6IJDslGH6x/HMVmqRlmUnf9orpjF8y712zNRL1Swz69zv/xnxNGdIn6jHzAlBAqIa5WZgsUts9wfSEn9ykn+icDCNHnAdI+0qT/hmrEP9FNofTYwIzL7hQ+thAROKulyybZzCtwcB5jbpmSXLU+XmWzXL+jZc/VUgkEhw6dIhoNMr69euveO2QSCT4zGc+w8GDB/npT3/Kli1bruj5qvWrWdVm4RqUruusWLGCFStWcPfdd2OaJsePH2f79u08/vjjfPvb36a5uZmuri6+973vsWXLFjZt2kQ0Gr0m3mSfz0dLS4udq57P5+2pw9mzZ0kmk/j9flswWVNTM2sKAhBqgaUfNVn60TymAUPPa5zfoTG4T+NsKc0xc0GQmdCIrTTJ9cdwNUjaNhpIqdIog/XSgWsGqFtq4Amq+8fGlWo1UEgJJWw8oNu2Ok9YUr9UHZZT54QtyEwOaOi+kovihE6wSRKdo8bvwiUZeUln5KAlmlQNQfMNJsl+QWyeSawbpvoEuhc0F5z5WfnPQuiS7veoA7CYEXhriuTiim4ZawgyUDqodK/iCASb1Zv7wD51yGfGITOu07reIHleQ5rQdKOBJwTZBPhi0LdTNVPZUm6CtzmNb06KxLggtlyjOOlj6qybljUqWyNXcWDG5prE5puq+Qqox82CIJ+SSCm4cERXgs55pqJo+iST5zRbDzH6so7ulbSsMRncrxHuyqM3J9GlD63oRxOC89tnAIY2GRTS4A2r72XipIZZEoOermgeXAFJ6+YimltpSlwBSTEtKGYE7hD07XJhZFUjVrdUsT50L7a9EiAbVxyLidLqwh9TzYPLr3QEZ59xXltDj8mZn+k29MkfkTTdYCA8YOZMJk6rEC/hNgnGPGRnWHz9YTcjL6vGWQB1rQUC4SxaZ46pkSBGTh28yRGDynwI3Su5cHJGmmeHyYUZMKjGxQbn97tIlkS89T5J/VyJb6nB6IRgYlhDaJLRkgBy/g1vvFmQUnLu3DlOnTp11dYOL730ErfeeisLFizgwIEDNDY2XtHzvRWqubmZkZERx2MjIyNEIpHqVOESVW0WrkNpmkZnZyfPPfccL7zwAg8++CDve9/72LlzJzt27OC+++7j9OnT9PT02GuLzZs3U19ff02aB4/HQ2Njo/2HXygUmJycJB6P09/fT29vLx6Px0GZDAaDjmvRdGjbYNK2Qb2ZTccL7H9imL5dOp5UM/0/jyJNQXJAkBxQboj8lMDMq8NGmoq8WNstGZhBeQy1mSqlEqhbbDJRsvUpBb2w73xdAUltj0Gw2SQ9otm+/ukRgWmUYEW7XXhjkuY1Bi4fmKYkNaDRXxpHT54DhFpzTJ4TBBrU6H96SAUb1cwzbfeHVU3rM3h8HsycINymgqWMnJqE9O3SS24MxXAItamxfyVPYeSgTt1iBXSaOK7Ehb6YJJ9W39PIAT+54fIYXA8WCC6+wGTcTWAu+NJekme9xOYoS+HZiubGX68cKsWMYHoYWy8wPQrBBsm5Z9THhlrVusTlVyho9XoIJk96AS9tmwxGX9bU61H6eaVGBOFm6cBrA9QuUCmlCGhdZxAvAaqabjAZfF4v22tdksaVBsFmlafhDoCRVc2NWZAkTmlM9anDsmaBSbBJ4g5IRg6VeR65hLLHBhsl4706noikdr6BOwDCIxnYrTvokLoHps4JJku2RG84T80CSaRVZ2yGlqBjk0HfjO8t1qoxtFPt5f0uSWReHlfrNFNDLoTmQpqlQ39JhpGXnKuLaLsk0ed4yJH6CoCE4Wdc5KcFLqB7jklspUE8LRjs097wZMFaO6RSKdasWXNV1g4PP/ww9913H/feey9f+cpXLls0/VatjRs38vTTTzse+/nPf87GjRt/SVf0q1FVzcJ1KtM0+b3f+z3uuuuuWRGtlmXS0jzs2LGDo0ePsnjxYjZt2sTmzZvZunUrLS0t14WKZhiG3TxY8BVd1x3NQzgctq9ldHSUI0eOEIlEWLJkCT6fj2xCCe/6dihtw9F/cQoNaxYoS2Uxg71CmOoXRNolY4edqGV3SNK6VjEBzAL2YRSdozDOF0pNgu6R1MyXRDpNclOCsVfLz6N7peI97FZ6iUqegiwq+2RlNa8xyIwrq6LUC0wOFsiNBmhdYzL4nDM3o77HUO6CgiA1JEicVnv2phsNkgOCdGkfHek0CXdUWCIrfPWBRgVNGn1ZK1kiJWYeTClJ9mk2CREATRJaNo6R9OKNSURRiSZdbojOcaKx3UE12UFiZ1coPUNJ97BfYZj1cJ5ge45Igw+XT3DuWR1ZGW+9RHEWjLx63TWXasoCTWqdUel68UYlDctNpAEISA2qA75ukUEhIxz46Vi3Se1i9fOaOitKQlflmqhbZDL0fIVDpk2i+0wy45rDEYKQdGxW8DB3QDVpnhAUcpLMuDZLM9K+2bSbRX+9mrp4aiTxs1pp8qAq1GQic8LBvXCHFLgsNazhDkmi8/MY3jyZrCRxumxHdAcNhBDkU+XnCzeZpMaE4++gY5Uxy9nRuUEBohqXm3z65zOiKS9SiUSCV155hXA4zLJly6547ZBKpfjf//t/8+yzz/LDH/6Qd73rXW9pGmMqleLkyZMA3HjjjfzFX/wFt9xyC7W1tXR2dnLfffcxMDDAI488AijrZE9PD3fddRd33HEHzz77LHfffTdPPfVU1Tp5iao2C2/BklIyOjrKzp072b59O7t27eLQoUPMmTPHXlls3bqVrq6u6/JHbJqmzXqwmgeASCRCPp8nk8mwaNGiS6Koc5PQv1ejb6fO9DAcf9JlpzMC+BtMop2SZL9GtMtEc0NqSOAKSnJx4cBJIyRz3qXunqWhVgjJAU1lSiwoiwQt4FGsWx1cIy/rNgbaOjRGDiq9RM0CqUBGmVLy4w7nNCHclccT1NE9yjKZm1S7++YbTdWUVKCwg80mDT0KjpS5oD5OGqXmxodtZ1TrEnVXnh4RjB5SI3IoNzcDezTC7ZJwSdCZSwJS2IJA+2sujGPkNLwxiSbdZIa85OI67RsUcMo6oDS3giZ5wpLsBIwfh2JSfa+NNxikBlVz4wpIauebeKISlx8Gn3MKVy3eQ+K0RmyuiTuk9AZCh8yYk6YJkq53qqAx3Q2ZcYWU9kVxoLGt165xhYlpqOYhftqyYarmxsoaCTZJol0muk+iueDcL5x236YbDBJnNAoZhdsONboQeZ8iYc6AQzWsMIifVOLZQKNJtFuieSWmAQPPOX8P2jYYDMy0mG5WxMlgk0loTpG8LGJ4s4y+5BQxtNyYZeigUxvUvsJgsMJlIXSJPwrpCcE7fz/P5s+9dtJk5dph/vz5dHZ2XvH7QW9vL5/4xCeoq6vjscces3VPb+Xatm0bt9xyy6zHb7vtNn7wgx9w++23c/bsWbZt2+b4nM9//vP09vbS3t7O/fffX4UyvU5Vm4VfgZJSkkgkHM3Diy++SEtLC5s3b7b/WbBgwXVRKFtvUqdPn0bXdRtOZdk0a2pqXpf1kE/BwHNqHZA4Ded3uEiPVoyPfZKW1SYXjmn2IZseFRRzalc+NsPa1nGTgVmC36SGlANBc0sVMb2nHFwUnWMSm6uakfFXNJIVh1rjSpVsOT0iiHQXMQNJMHSiDT6G9npm0RJj80wKKYG/VlEVJ04q0WR+yhn05ApIOrYquFUurlwNxYzAE1FCRItv4I0qJ4IvpsKg+vc67+7bNhqMvaIO8tgcieaB9Bj465i1GvA0T6MH87j9ApdbJz/uJdXnoXW9gmPZiGkhic0zqJmnHBdT58sHfbjNxBuD8cMaQldTm0C9RPOYTJ3XSVTs462ci6EDGjVzFf+ikFaHni8m7TwQq1rWGCBA90J+SrlVilno2GIysLe8lvJGJQ3LVHMzNSCUGLb0c6jvMciMqcmVN6rspK5ASeS6w+kI8derac2Fo4qVEahX6xfdA8MHnJMRT0QSaZeM92oEGpWFVriU1uXMM87moaFH4bkrJ03RLiWmDTZLAq0G6ZxBakqSHvMiixX8hbY80/1ux6ShZYXB0CGlM7n7hSzRtou/PRcKBQ4fPkwymWTFihVXvHaQUvL4449zzz338OlPf5o//uM/ruKaq+WoarPwK1hSSlKpFHv27LFXF88//zyxWMyGRG3ZsoUlS5Zc9T2jFWw1MTHBokWLaG5uBhRFzRJNxuNx8vk8kUjEXl1Eo9FLvvkUs0ow2bdbY/SQxsQxbQZQSN1ZThxX8CV3CLITkBrSqFtkOkRxoO6SPUH17+mxUr6BKWjbYDDWW15PBJtNYvPUamDihMZkxRg60JonENMZ79XLdk0JUkjix5xYZqsxSQ2rGG2jCInTAk2HYLPzsNTcKvkRE/JJbE2GNU4f2KeshS6/mpT46hQ5s2+X7oi1rluqVgPZhLJEugNq4uGLKQdE5eRG8xfxz00gDBe6R5Kd0MkNhol1q8CzeIU4L9Ri0niDSTGtMNXWWsVq4KwRfrRL8S80F+oufM/sVc7kGTXxCTYpJsRUn6BmrnRMO6DEtZgjQVO/C4nTGtkJQeNKg9RQeZWje1WqZ6jNIDOuMXG8/LP016lpx8hLOsJjEOrKEW3yIARM9WmzgsA6tpRgVnOUfdMsKseKmReORghUtkn/Lp1Ag6J/Cjfk0irRsxJ3rXkUWnwmDKtlrZqseBtMUkmD8bNuol0pJo87SYoNS/OM9XqYe5PB//f4xS2Tk5OTHDp0iFAoRE9PzxUf6tlsli996Uv8+Mc/5uGHH+aDH/zgW3rtUK1fTlWbhbdBWWyFffv22c3Dc889h8/nY9OmTfbaYsWKFVdEmRwZGeHIkSPEYrFLBltJKW27pvVPJpMhHA47dA+XYj2YRRg+qNG/S2Ngv0Z2XCj4UEU13ajIit6oOiBzU0rP0LSyvIu3KtJlltYRgkwc+w61fplBPlneo7sieXytGWrbfGTGXGqCUTrUPBF1lzuwV7dXCJpL6R7ySUF8Bka4db26vkBDSZMxoCiQLTNzJIRyI3jCksK0gitZGoXmVQaT55VGQ3Opu3t/Q0n496Lu4B7465VeY/ywRu0CFUKVT2HrFZIDzuYrtHwcM+PBGwaZ8ZA860P3qFCwymRKb0yRJjUByUGle7AmHm0bDUYPaRSmSyP8LonuVdd35j9d9msHEO408QRUgxTpUJCt1JCGv16SODnj0HVLOt5hqCRLQ+lZkv0agSaTUFOZbik0SWyumvIUMzB6uESaLL2uHVvUZAmJ0oI0qvWC0GFgBnOhcYVBckDD5Zc2K2OqXxDtlLNWF7F5aoIkTfXvugeSowqPPTNPpX2TMet3t2W1gVEEd1QyNSGZOOsi3D3N1Cll4dzwrYN0b9BtIqvb7UZKyfnz5zl58uRVWzucOnWK2267DV3Xefzxx5k7d+4VPV+13r5VbRbeppXL5XjhhRfs5mHPnj2Aokxaa4vVq1e/IThT5TRh8eLFNDU1XfablJVUZ+keUqkUwWDQEc39WqwHAGnC2KuC/t06/Xs0CmnKWQ+linaru2tpqIOzmFFZCLWLTOInNZs1AMqG2brBxMgqHcCFY2BkdHz1BSJtGqMljK8npFYD/gZJMQ2Dz+v2GNxyUQw9r+HyYwOPspPgCTILn1y7yEBzgzugxt/Twyo1s22jydghzZG8GJtnqjXHtCA1UI7HjnSauINlUWes2yTYInH7pTrIK0KNhEvSvkFNKkIdBcxAEhceZDqALzJb1Omfl0AIiSekIYpups/7VDLlFmfz5fIrAaOvRmktJk6WU0RrFpiYBQXV8oTVa+cJgeYyGXnZ5fgZWJOK8SNK9+DyQeYCFDICd4Vw1aqOd6hVk9CUDTd+UiA07Jhva1IRbDGoWyRxeZU2YvJ0GezUsNwgPapWFxZAS6KEoH3bnHwOX61qvpL9GrFu1RCkx5SOJnHKKcLV3JLmG00uHNfU74EfpsfBHVH48Mrn9ddLBJAer3isTlLfY2CYgtCcPGvv67P1QZlMhmAwiGEYGIbBkiVLaGpq4kpKSsm//du/8Tu/8zt87GMf49vf/vZVSbWt1tu3qs3Cr0lZlMkdO3awY8cOmzK5du1ae21xMcrk+fPnOX36NDU1NSxevPiqvaFUsh4SiQRTU1M268FqHvx+/yWbkonjgv49Gn27dHKTcPZZ557aG5XULTHJjCvVvllaDfhigMQxehe6SftNeUTRRT4t7BRG3ScdkwDdqyKmg02K69C/15mQaDkgCilBzQLluMhNKZ7CwGvQEs2iitzOliYeNfNVk1DpGvDXqUyFQkYwPVReq7iCkqaVpr0CCDaru3uXv4SC3lVO9AQ1Do+f1PCEJOH20sRjUBDrmL0acNVk8Dancbl1dOEiM+wjM+JSWRnjws7PELqkZp4az2cn1YTFEpJ6ItKeVOgeSU1p4iFNSX5KMPbqjCyPDer6wq0m3qhq5CbPazQsKa8/rKqZr7gWuVye1FiB7GAYmddoutFg6rxmr4l8NWryEGhQ4VUXjpYnI/5aSaTLZOSgrnQocxXrwSxKpvq0WRjpji0Go6+o5sZiZUyPCoKNFSmn1mu9zlDwr1KDl56A1IhGoE4yMYPJYE0fgo2S23dnCFX0AmNjYxw+fBhd13G73aRSKTwejwOqdjlJtPl8nq9+9av84Ac/4G//9m/52Mc+Vl07VOt1q9os/JqWRZncvn07O3bsYOfOnQ7K5LJly3j44YfRdZ3vfe97b2qacDlVLBbtO6l4PM7k5KTjDbGmpmYW62FmTfUJ+ncr3cPUeRW4VIkGRlOagKk+QahFkstlmTwnoOimboHmDKESKopbuFQWQuJseW9uMQgK08I+KIMtEneJllipZQh3mniCED8pqF0gbTGk5oL4Kc3xsUJXk4pcAjzRkp7hxMXR2J6QpHWDskROjwobUw3Qvtmw0diucB5/e5ZInQ9PQOPsDEtkdI66Y87GBdFuE92tns8TlUyecq4G0E1CPWOIohe3Ryd/wUvqvBt/vYo1r5xURDpV4qhZUJqMZEXj077FUCFjeYjNVUmTpqEmFudnoLujc9U1ISHQKDFykDijiKEXjjjv7l1BSftGg2JOUEyr1zeXELNWFy6/WueEWlQC6MjLGgXbzaJWFwPPaegeNSnxRJQg1+VjNlBskVqVuEPgrykJXU9pNC03ZzVf/npJqNlE6OCJKH3EhZMarWuU7dPlk/z3H+fo3KLYClJK+vr6OHHiBPPmzbPdT5a12fp7SSQSCCGIRqO2yPi1BMYDAwPcdtttTE1N8cQTT7BkyZJZH1Otal2sqs1CtQBsyuS2bdv4x3/8R5577jm6u7upr69n3bp1bN26lY0bNxKLxa4r66Fy+qDruqN5CIVCl3R/TI8q1kP/Lo3RV9TBN9Ny2HBDjmLKjb9OInRIDStHQNtGU+UmVBys9csUUKiYVrAp686/fqkSr1n/HZ2jmACugEn8lO4QTVqTgMHnNGJzlfDPKKrpg0DMGr23rDMwsupwKWYhcUojN1UavVe4PHSvpHGlclKkxwQXTkAxpQ6LuqUGhaRyaLgCsgRRUlyKkZd0shUNiysgabpB2UFVWJWaeBQyyvY4U7gXXDqOkDoev05xSiVsSlOlelZeX6DRVKuBgCRx2plMWbdE6UaS/ZqCRXWqxEXNLRncX4Y6gTrom240mTwvITqFrumYiRAIgScw4/qEpOsWA7OgKJBTfSWnR6lptFYXQle6h0i7mioMv6jZjSFA3WJ1fdMjQmlG6pRbxeWXDO7THU4KV0DSuEJNsyxRZ+KswBuGQpoZllLoeEeRzAWlxVh7d5G571GNQqFQoLe3l8nJSVasWEEs5kzKrCxL8Fxpbc7n84TDYfL5PKdPn+aWW27hxIkT3HHHHbz//e/nu9/9LqFQ6DWfs1rVmlnVZqFadiUSCf7n//yf7Ny5k+985zusWbPGEY516tQpmzJpkSavFWVyZpmmSTKZdERzSykdzUMkErlk85BNSA49leDoTzPkTzcRCPgZ2D37TtYTUu4Dlw87OrpltUn8lFP3UBmklBoSJEpxy5bQcOTFUsS0RUsMqtH7zBhtaxIQqC/zFJLDgnDLbFpipEvlOmgeBZOyxJDNqw0mz1ZMKjRliaydB9mEWqtYqwF/rQrFGn5BV6LJUuw2KLLieO8MvPNGZbcMtylLZH5auQvqFs1eDXhaUnjqcrjdLmRWNQ9GRqPpBiUetASZnnA5XCo1pKK0rUPXG1VgpaHndbyxkiXSD8W8JDuhkZgxwm9dr/gQwWb1c0uPq4yLljXmLGFi/TKDQEMJoDVc/pk1rDBIj5QjxMPtKibdG1UNX+XXdIclDUsUz8OCRQHk05CfFE7XBWq1Mj0iCDUpt0dqSP2+NN9gMvCcclj813/O0bpONQqTk5O88sorBAIBenp63nDom1WWwDiRSPCLX/yCBx54gHPnzuHxeFi9ejWf/OQn2bp1KwsXLqyuH6r1hqvaLFTLrlwux/3338+9995LQ0OD4/9ZlElL87Bz506OHDnCokWLHM3DpcBMV7Mq76as5qFYLM6K5rZGsblcjt7eXpLJJEuXLqW+vp5CBob2q7VF/y4dhGI/VOoePBGV+VBMKxhTNq5SMyPtahJR6YDwRiWtGw2MUpDSRMk1IFyS9o3lO21rN+4KSHQXnP2F7nANWJMAi5YoXEoMGWgyGXtJd6RmuvyS1vUmxSwUCjkm+yX5kSChdhNfBMZ7K3z9+kokoAAAIABJREFUnSb1S0yKOTWiT1osCFEJPIJYt1qrYJZSLLc5GyqVSqmEhsEmdZedOKMskeO9TkCV8BQJLb2AjhdheEj3eckldAKNJqEWaQtJLT1DuNWkmBOMvlzBgqC8upCY+NvTRBq9mFkdTxA7xtr+PrtMvGFpj/vzCbUKaVhWavgqViveGpV0Wkw7XTK+GvUzslY/vlr1396oEs4O7p/NwBh5WcMdoCyGvACB+tkQqHCbCvnS3Oq1vvmBAuE26Vg7zJ07lzlz5lzx39Lo6Ch33HEHIyMjfOpTn2JkZIRdu3axf/9+3vnOd87CHl/L+u53v8uf/dmfMTw8zMqVK3nooYdYt27dRT/2tUBLQ0NDtl27Wte3qs1Ctd5UXYoyWdk8XI03vDd6Pel02hHNncvliEQiuN1u4vE4dXV1LF269DV96UZBjaD7d2n079HJxnHYGAGlZXiHSS6uQED5pFLcazoOwBKUgpTWKgdEekRw4US5EWlZa9iTCss14A6B2yc5v0vHqKRb1kqi3crRYSntMxOoGOxUOffAqq6bi+TTam2QHleTEd2Njbu2xv+BRpP6pWr0njilET9VXg00rjCYHlXfu7UaQFMOg4G9TiGpOyRpXK6CuSzRZHJAORV0Tzmq2qrwylF04UbDTXbYR3rYVV4NWKsLobQg4XYVfjX0ImRHy01LzQITI6e+Ts08qfQMefX1Rg4qPYlVmls5X7IXBL5aaa9zNI+cJUzUvQqgJU1BrtRkWLqI9s2W1kLYhEtvrcTlUw1BpdA10qle19SgYmB4I2rVZL0euUnByjsLvPObBVxe59ph+fLl1NTUXPR39I2WlJI9e/Zw++23s2HDBv7hH/7BscrI5XKMjo7OQs9fq3r88cf5xCc+wd/+7d+yfv16HnzwQZ544gmOHTt20XAqq1k4duwYkUiZRdHY2PiWjMb+dahqs1Ctq1KVlElr8mBRJi1Q1PWkTAJMTU1x5MgRkskkbrfb3uNWri4uNeKVJoy+UrJr7ta4cExDd5eFclY13WAgAU9IBSMpyBLKVnmg3CDoHkl9j0mgQZIZE46DKNJlKrvgUQ3dpxwXvpgEzSRxWi9PAcA+WEdeVpbIgpaErBdjKkC0SzK0f2YSo4EnrNgCFqbayIlZNEdr/O+rkyT7BRPHyu4NC+88clDHV6tWA7oXzIIkNaIxNWP03rbJYOq8INQqVdMyJpjsFzTfaM7iG3i7EvhqDXQ8FOJekmfdgKBxhUFquCwsDTQXqekWeCLqNamc6riCkqblaqxfuRrIpcDMiVkNS/Nqg0JalJwZkOwTJAeFzWWwtBZCk9QvMwk2qxVSZfMYm6cw4pNnNVvoGmhQseATJ53ZH0KXSgezT6Ohx2T97xZY9F/V2mFqaopDhw696bXDzDJNk7/6q7/igQce4IEHHuDuu+/+pR+w69evZ+3atXznO9+xr7Gjo4PPfe5z/J//839mfbzVLMTj8UvqNap1/araLFTrmpS1Jti7dy/btm2zR58WZdIKx7oWlElQdrPe3l6i0agNkMrlcg7KpMV6qGweLsV6ALhwTNk1+3fpDOzXCLdKJ2CJEhWy20RoQgnczqgDr6HHIJso51xY2RU180xykwoDbekKXH5J8yqlCRC6ah789RKzKDENwfCM8KHGlQbpcYEvqkbmxZIqv7HHZGhG0JOvVqU/yoIgP62am0JSEOlSrIOJY5p9DTXzJaFWk3xSuQZsgmQJeDSwt+wa8JYU/p4As4ialiXR5ZO25XDiuEbjSpMLRwX5qfJhpoVzhBdPohW9ZOOCTH8Iipo9YXnN1cA+Z+Jk64YSHttfXg1Mj0OwYfZqwN+gCJJCU06V6WGVS1G/xCSbcGZdhFpNGlcq1HdyoIJw6bVstqXwqw7VtAi3In/273JRv8zkQ/+Yo3ahWjv09/dz/Pjxq7Z2iMfjfPrTn+bQoUM89thjbNq06Yqe72pUPp8nEAjwL//yL/yX//Jf7Mdvu+02EokETz755KzPsZqFrq4ucrkcPT09/MEf/AGbN2++npderYqqNgvVui5lUSb379/Ptm3b2LlzJ/v27cPr9dqUyS1btrBy5corokwWi0WOHz/OyMgIixYtumRSZ6FQcDQPyWQSr9froEwGAoFLvoFPnhdqbbFbp2+3OtAc2QuUaIRbFWEQSjTCPkUujHaaDL8423IoizB+RHMcUlY2RH4afC0ZPHV5/L4AvrA2K0jJSrHMJytU+WcEgXpJbsoZzCV0FfRkZKGYEyRKqZ4zDz+LIBlqVdkaw8/rZCoEnw09iliZHlc2UV+tOsTdAcng887VhcuvAq2ycVG2HJ7U8IYlnqjkQoXIUngMwssv4NLcyLSP5FkvxWmNmcmZ7oASTXpr1Lqkb6fTSRHuUNCu1IAgNt/EG1YALc0NU2edNlaQdN5skJtSUdq5hNKq6B5oWDabcNl0o4HmUs89caI8kWlebdgWztV3Fdj6tQJuv/o97e3tJR6Ps2LFiiteOwAcOHCAj3/84yxZsoRHH32U+vr6K37Oq1GDg4O0tbWxZ88eRwz0l770JbZv386+fftmfc6xY8fYtm0ba9asIZfL8f3vf59HH32Uffv2sWrVqut5+dUqVbVZqNYvrSzKpCWa3Lt3L1JK1q9fb68t3ihlEmBiYoLDhw/j9/tZtmwZfr//sq6nWCza0dzxeJypqSlcLpejeXg9+M30SMmuuVvBogppJQSciYKupBHasdaashxWBimFWkxiCySeoGpCJs+UaYSxuQZCU06HUKtK7UQDhDpsHYwETTEcps4Lwq1l/HQhqXbqQzMmFa0bDFw+tVaxUj1BWTknjpWboegck1C7xBtU0eKVTYgFQxo+oJV5CkVlAc1PCRJntFlfM5sA05eikDUxxiLkEhptGw0G9lREnGsmgbmT+OokZLxM9/vITajrr1lgYuaVG8LGY9dLdI/K/qhc5whdCU8Hn9eomaeaGyMLqVFBoE4ycnCGk2KpgTugXDJWc5OfUuucsVfLOgmXX61zQq0m08MaqSHBzQ8UWPpRA4BkMsnLL7+M3+9n+fLlV2Xt8P3vf5/f//3f57777uO+++67JtO6N1tvplm4WN100010dnby6KOPXqtLrdYlqtosVOstU5eiTFpri4tRJovFIqdOnWJgYID58+fT0dFxVUSVhmHY0dwWKEoI4WgewuHw69g1Fbmxb5fCVE+c0KhfPDv4qm6xQaBRIk1BpiRKlIYKUpoeLlv6XOE8NfMh1KgO8PHecnaFxUgY2FNBI/QooJBZnM2YaFyhiJC+GunAT7dvmr26iM4xqVmgwqXs5gahkimjZddFqMUk0qWyIbJxwcjBcuw2lF0NgfpS/oJmERBn20TDbcoxoZX0qMlBwdQ5jYYVBqkhyIxVQKqapgl2pxF5H7lhH9OD6pMsLoP13NE5KvxKaEqTMvNrKgulmiYEWyWyFH4Vmytn5Y24ApLW9QZmXq2bLD1DqMXEV6Nek5lrh4GBAY4dO0Z3dzfd3d1X/HuaTCb53Oc+x44dO/jRj37ELbfc8pazQ76ZNcTF6t5772XXrl3s3bv3Wl1qtS5R1WahWm/ZMgyD3t5ee22xc+dOJiYmWLNmjR2OZZomX/ziF7n//vt5//vfTzAYvGbX83qsB4ucd6nmIZ+GoX2aDYsafF5TEKRXnNkQ3hpJyxoDIytIjReJn3RBQcffYBJpkzYt0RNSo3d/naSYU3t7s+JAa9ug7noR6q7bHVANjL8G+nY5tRb+etVgSKOEn55Qo/eaeSZG1um68MYkbRtU7LZFkJRFYd+tW/RCS1fgDiqh47lfOHUFVpZEJmHiakwSjHgwkj48UZg46iQ0Cl3S+Q6D/LSwRZMTJwXeCETnFhl9sexycUWzBBek8LhdZIcDSjQpy04Uy5EQbJJEu0w0D7j8Jud+4XJYIj0RSd0i5fSIdKqEzdSwCpASGrPSKa2odCGUO+bmP5m9dli+fDm1tbWv/wv3OtXb28utt95KU1MT//RP/0Rra+sVP+e1qvXr17Nu3ToeeughQP0tdXZ28tnPfvaiAseL1Xve8x7C4TA//vGPr+WlVus1qtosVOtXpkzT5MSJE2zfvp1t27bx9NNPk0qlWLduHWvWrGHr1q1s2rTpulEmZ5Lz4vG4zXqobCAuNRI2CjB8QNk1+3brDDynEWiQCOHMrtDcikZo5LHFkIWUsJ0R1urCyq7w1Ztqbz8j1trCO0+eF7bjIjel9vaTZ2bv7TtuUvhpy/o3cUJDaNC43DkdcQUkLasNdG/pED+u2RHZlTHT7oCkZqHSC2geydALGvnJCldDaRIw+rKmSJMlXUFuUuAJMWs60rzaQOjKkuhwemwsMPKijpFTH68FCvg7UgTqIT/uJ3nGazdV/gaTcItyuXijSnDqDoBhqFTMWU6PjQaJM2qd4wpAJq4Q1C2rFATKHZK89y/zjrXDoUOH8Pl89PT0XHG+ipSSH/3oR3zhC1/grrvu4o/+6I+uSOdzPerxxx/ntttu4+/+7u9Yt24dDz74IP/8z//M0aNHaWpq4r777mNgYIBHHnkEgAcffJDu7m6WLVtGNpvl+9//Pg899BA/+9nPeNe73vVL/m5+PavaLFxmXQ5YBJSq9wtf+AKHDx+mo6ODr3zlK9x+++3X74LfhtXb28snPvEJcrkc3/jGNxgbG7PXFqdOnWLZsmW25mHz5s00NDT80lkPlc3Da3EeAExDpWse/1me4z/Pkjxcg8y77fWCVUJX4kN3WJKfFA66ZMNyJTRMDWoOJ4XLJxk/rNkBUKC4Ai1rlaUvNk8SqFccgswFgTdShiZZVb/MwOUFV6DSJipo3WAw/mp5OqK5JbWLJJF2g8y4Wr9YOgdfrSRWcjUIl0mwM0usxYOUqikYPzwjznmtolMGGiX+Gkk+DYnTyoI4sFdzTCr8dZKG5QayKBy6gkingXCZTJ5Wr71wG/japgk0FxEFL5PH/RSS1utSglTt0xA61M5XTVUhrZgSfTucB3Oo1cRfp/69dqHJlq8UHGuH48eP09XVxdy5c6/49zCTyfDFL36RJ598kv/3//4fv/Ebv/GWWzu8Vn3nO9+x3ztvuOEG/uqv/or169cDcPvtt3P27Fm2bdsGwDe/+U3+/u//noGBAQKBACtWrOCrX/3qRUFN1bo+VW0WLqMuFyxy5swZenp6+MxnPsOdd97JM888wz333MNTTz3F+973vl/Cd/D2qEceeYTe3l6+9rWvOe7SLkWZtNwW15MyCerNvdJxkU6nCYVCDt1D5fdgmianT5/m3LlzzJ8/n87OTuInNPp2lXQPu5WIsHW94aQlCiXmi801yU+q4CuLB2CtAoZf0EFIRWhslghdUpwWDjcGQMsag8QZDW9EEmpVosTJ8wp+NLjPmZzpiahJgFlQ0eDW3j7coXIl7KwLofIXauYr2uToqya5C2VhX/tmQzEpcqhgriYVLuUOSM496zycLfpjYdrp9PDXSvKpGU4PTdL1LrXOsUiT6VHVRDWtyzP8nEetJzSJt2Uaf1MBb1BjsjdE9kL5dYnNNUGq7y82TxJsVJkeQlNi0tykYMXtRd75rby9djhy5AgTExNXbe1w8uRJPv7xj+P1enn88cfp7u6+4uesVrXeaFWbhcuoywWLfPnLX+app57i1VdftR/76Ec/SiKR4Cc/+cl1u+5f15JS2lMHq3mopExauoeurq7rBq25GOshEAhQU1NDIBBgaGgIgJ6eHsLh8EWfY/K8sgVasKj4yVIM8owgpVCbSUOPOsjjJzVH5HX7FkOJGLOCcLvKrkCow/nsf844nEupjZkJYX9cckBZFa0AqMrqemcRIyeQEpL9KmBL6FKFX+0uJzGG2gxq5kncQSUGrIQYReeaaJq67srrA8nEMX3WuqR9i0oTDbeWry89JlR89wwxaeNKQzkfcqVAsNLXrV1aID0myI6p79/dkMbflFdR2UMBpk6XmxvhkrRtUGuH2kUmm7+SZ/GHFWTpWqwdnnzySf7X//pf3Hrrrfz5n//5VYuKr1a13mhVm4U3WG9G0fuOd7yDVatW8eCDD9qPPfzww9xzzz1MTk5el+uuVrksyuSuXbtsRPWBAwdobm52IKqvJ2WyUCgQj8fp6+tjYmICAJ/PZ08drCbiUpOQ1DAM7NPo26HTv0tn7LBAc0Hr+hl45wZJ/VITl18SP1HCO5ecCjXzTaSpxvv+eknNXMVSQEjGe3VHgJaVJRE/oZoH3auyMFLDgsZliqJYWfVLDfz1kmw6z9SQQW4wBFLYXAZrLWIJLH01Jql+jbHe8rVrbml/P/66MmQplwDNByMHnF8zNs/E5ZO4A0rPYIkhm1eZxE84ORj+BpOW1Sb5aUF6VOkyMBXSuWZxlrEXlQVXj+Twt2bwhMDj9jC8z0/9EulwOwwODnLs2LGrtnbI5/Pcf//9PPLII/zd3/0dH/nIR35l1g7VenvVW1sV8xaq8fFxDMOgqanJ8XhTUxNHjx696OcMDw9f9OOnpqbIZDKXzQGo1pWVZXv8zd/8TX7zN3/TQZncvn07TzzxBPfeey/RaNSxtli6dOk1861bB0wqlWLVqlVEo1Gb9TA8PMyxY8ds1oPVPMxkPYSaYdGHTBZ9yAQKZOMwdECBmowsjLykxI/hdpOxw2VKpDcqic03CDaYJAc1WzyYGRfkUypps3+XC29U0rzawOVX+GRNg/6d6vWYHlbXULfYINwCxbyaWmRLoUzNq0zGj2iM9wqstxtvTNK6rkgxI5TOY1zaMdICOPNTpSvwRCQ18w18UYkEBYeSylqaGddpXGGQHtcopKHpRsOO0/bGJEMv6BhZp0C0Y4uKmm5cYdoESU8IIm2S0z8pvxV6QpKWdUWEBtMjHnSvmkIYU1583ZA46qKY0ql//2m6P32SgVyU5LkIExMTTE5OsnLlSurq6q74d+P8+fPcdtttNsxs0aJFV/yc1arWm61qs1CtX9sSQhAOh3nve9/Le9/7Xjvad9++fezYsYOnn36a//t//y8ej8dGVG/ZsoUVK1ZcUqT4Rmt8fJzDhw8Ti8XYuHGjDeepq6uzDxvTNJmcnCSRSDA+Ps7JkycRQjgQ1TNZD74a6H63Sfe71Vg8Pw1DL2il1QUMPa+cCpoLkHD6JyUmQUBSO98g0GhiFjQG9qnnzE0Khg/oNK8xSJ7TKOYUo8ETUQ4EX41iSVRqGVwBSes6k3TCwNs1iSfrITsQxBuRBOrhzM/Kbz26T9K1tQgIMhMq56E4LchPKYvk0PM6+ZRA90kalpt4YxK3XzLwnG5bK0cO6ngikvrFCjBVu0DiqzHJpyCfUqFWM4WJTTcaIBSeunmVYYshG1ea9O/RHZkeDcsNwm0m6TEXvrDgHQ/mWPzbDSQSbkZHRzl58iSmaeJyuTh//jzJZJJYLPa6sekXKyklP/vZz7jzzjv50Ic+xEMPPXRNLcHVqtYbqWqz8Aarvr4eXdcZGRlxPD4yMvKakanNzc0X/fhIJFKdKrwFSwiB3+/n5ptv5uabbwaclMmdO3fyp3/6p5imyYYNG+zmYdWqVZe1QzYMgxMnTjA4OMiiRYsuKbjUNM1uCrq7u23Wg6V7OHv2LKZp2tHcNTU1RCIRxyTEE4Sum0y6blLNg5FXk4fhA4Kz/+nCE1EhSVYMd99OF0ZOqOCrZSaBOhNXQJEprcN59JCuwqXalSOhZr7EX6eQ1sUcFFKihInWASXua11nUMgqG2bzaoP4SY3cJLSsMenbodvUSs0laVxhEGxWOgkLymRkBekxCVLQv7OUmbFQBXMJXZIZ1xgshWiNvaqeq3W9QXpUCSHbtyjr6eQZQe0iycCesn4CwBOVdNxURBZVw5A4LciMKSurWRSc/omb+mUmH3larR1AJ5vNMjQ0RFdXF93d3Q4r7dmzZzEMw2GljUajl7Q5FotFHnjgAb773e/yl3/5l9xxxx3VtUO13hJV1SxcRl0uWOTLX/4yTz/9NK+88or92P/4H/+DiYmJqsDxV7SKxSIvvfQS27dvZ+fOnezatYt0Os369evt1cXatWvx+/0XfZNPJpO88soruFwuenp6CAQCV3Q9Ukqmp6dtwWQ8HqdQKDiah9c7oEwDRg8JRl7SOP1TnYE9ZQFhbK4JQsGHrOCrYKNE85hMnddnQYnaNxsMH9Bw12dw1+TweYKkh13E5kg7Y8KqQINJzQLFlDCLkDgrSI+oGG6zqNIcAdvBUbPQVAFZx7WK2PCyzdEsCJvQiKmmGzOdFP56SbhVhUNZyZRT54WyguZwiEABOm8pYuYVhKl+mckt31CQJcMwOHLkCOPj4yxfvvyiawfrZ5NIJBxWWssNY0G8rPCykZERPvnJTzI4OMgTTzzBypUrL/3Dr1a1rmNVm4XLqMsFi1jWybvuuos77riDZ599lrvvvrtqnXwblWmaHD58mO3bt9vTh4mJCVavXm1PHjZs2IDf7+cP//AP6ezs5Oabb6a7u/uaiCitwK5KymQ2myUcDjt0D5dao0gJF44IBvZpDOzVOb9Ns7MhNI9aL1jCSetwloDLLTm/3Xk4W64GIw/hdpW+OHVeEGiUTJ2fCYGCOe82KKRRHzcgSJ7XyuLGiqTIUKtJzfxSrPcxrdxYANFu06YrWvhpoYM0JRPHdbIzvmb7ZoPJUmaGRWic6hPq+yxBlt7zYJ5lH1OQpVQqxaFDh3C73Sxfvvx1k0orK5vN2j+XRCLBX//1X7N//36WLl3KCy+8wIYNG/jhD39YjWWu1luuqs3CZdblgEVAQZk+//nP09vbS3t7O/fff38VyvQ2rkrKpAWK6uvro7m5GcMw+PznP8+tt9563SiTUD6grENqenracXdbU1PzumuUxBmVrjl+THDiSReJ0+XD2UForMsS65J4fB50j2RwvzP50bIcJk4pfLJwwfSQIH1BULdwdqBVw3IDX0wipbCzK5CChuUG6dFyZoaVheGrNUkNaowdLmdmoEk6Npn07dbwxSynhBJDekI4EiRBZVL461XjEO2SbLm/UFo7qFCko0eP0tnZydy5c6+44RsaGuJP/uRPeO6555ienmZgYICGhga2bt3Krbfeym/8xm9c0fNfblWhc9V6rao2C2/Dupw/+B//+Mf8zd/8DS+99BK5XI5ly5bxB3/wB9XJx1Wqxx57jE9/+tOsXLmSuXPnsmfPHpsyaU0eNm3aRGNj43VrHvL5vIMymUwmCQQCDtHkzLCumZUaUu6E8SOCE/8uGD/ssm2OltBwcP/sQCujILjQ6zxg65cZGDmBNyZx+SAzBhdOaLSuNRk/PCMzI6bCm4ppQfoCdiaFKyhpWl62bXrCCgDli6nQqPM7nZkZtYsMCtOC7ISgZqHCSucmVSbGRClifPltRd7153l77XD06FHGxsbo6em5KvHPExMTfOpTn6K3t5fHHnuMDRs2kE6n2b9/Pzt37mThwoV85CMfueKv80arCp2r1qWq2iy8zepy/+DvueceWltbueWWW4jFYjz88MN861vfYt++fdx4442/hO/g7VO7d+/mgx/8IN/73vf48Ic/DJStkpWTh97eXhYuXGizHrZu3XpdKZOFQsGxV5+amsLr9Tqah4uxHiq5Ak2RObiH5jG038V4r+Dsf5YFi4BNnERA7QITlx8yExCowxHJDSofonm1SSEF7lA588ETkXaGg/2xAUnbegOhQXrcmUnRvEqRKLNx5aSwsjB0n7JW5ioivDW3Wq8MPa/RsNxk7d0FFv83JQi9krXDa9ULL7zAxz/+cXp6enjkkUeuitXySqsKnavWparaLLzN6nL/4C9Wy5Yt4yMf+Qhf/epXr+Wl/lpUPB6npqbmNf+/RZncuXOnDYp6+eWX6erqsqcO15syaRiGzXqworl1XbcbB2ttcfToUeLxOD09PbMOu3wKBvcpRHVqGI487nJEXvvrJeE2k4njpcCoKOSnlJPCzAkSZ5zfa8taleboCSkrqBWkZWOis7MzKdLjmgPAZCVIDj2vnBQ181UWhmlKjLxg5IBO/TKTDz6ao26RelscGhriyJEjdHR0MG/evCv+GZimyd///d9z//3385WvfIUvfelL14zhcTlVhc5V6/Wqap18G1U+n+fAgQPcd9999mOapvHud7/7DWfAW9a8q8GyrxaXbBRA2TUbGxv5rd/6LX7rt34LKSWTk5Ps3LmTHTt28IMf/IDPfe5zNDc3226LzZs3s3DhwmvWPOi6Tm1trf07YJomU1NTxONxxsfHOXHiBKZp4na7aW9vR9d1TNN0XI8nBHPeZTLnXeru/D0PFhh+QaNvt8b4EcHgc7odUmVNCto2G8RPaUQ6lM2xmFZpjvXLnCRKUOsI2+a43LSDtIKNEmmU2RFCU+uI2FwTo4CK6wakIZg4JvBGDC4cU5bQdV8osOn3CrPWDitWrLgqa4epqSk++9nPsnv3bp566iluuummt4wt8q0Gnbv55pu54YYbHI1ItX65VW0W3kb1Zv7gZ9a3vvUtUqkUv/3bv30tLrFar1MWcOmtRJnUNM22+YHatXd0dOD3+0kkEvT392MYBrFYzMETqLwelxfaN5u0b1bNg2kUGH1ZBWT179EoTAvOPas+/sKRUnZEq3JaTA8L2jepwz5xWiNQb5JPCfpmOC+63lnEKAjMPASbTaaHFUch2Gxy7he6DY2KdKqsCU/EZOxVHWnCB/4hZ0dKT09Pc+jQIXRdZ8OGDVdl7fDqq69y66230tbWxsGDB1+TzVKtar1Vq9osVMuuH/3oR3zta1/jySefvKi+oVrXv16PMvkf//Ef15QyaVU2m+Xw4cNkMhnWrl1rNw5dXV0O1kMikWBgYIB8Pu+AEcViMQfrQdOheZVJ8yqTtXcru+Z4r7DDsdLjgpGDGqlBdcDHT4LFVEgNKCdFpN1g6rxgelzZHGcyFWoXmUQ6TAppQahVMnVOPZc0lb6hf7cdEGALAAATsElEQVSCLP33f8tSt+DarB2klDz66KN88Ytf5O677+brX//6JZkXv6yqQueq9Xr11vutrdabrjfzB2/VY489xp133skTTzzBu9/97mt5mdW6gnotyuSBAwfsdE2LMrl+/Xp7bbF69eo3nVQ4NjbG4cOHqa+vZ+XKlbMOOyEEoVCIUChER0eHzXqwBJNHjx4lk8nYrAerebDw1uo5oGGZpGFZkRs/pR6Ln1Z2zf7dOsMHNVw+abMWEmfUx4Q7TBqWKYhT+2aD5KBg8oxG/VKDbEI4EjT99ZKWNQbFjCA56IyUNgyDY8eOMTo6yvLly2loaHhTr1VlpdNpfvd3f5d///d/5/HHH+f973//W2btMLM8Hg+rV6/mmWeesTULpmnyzDPP8NnPfvain7Nx40aefvppx2M///nP2bhx41W5pmKxyGc/+1keffRR3G43v/M7v8PXv/71t+xr+HavqsDxbVaXS5kE+Kd/+ifuuOMOHnvsMT70oQ9dz8ut1jUoizJpNQ8WZXLdunX25OFSlEmrLGbEwMAAixcvprW19U1fUzabdURzT09PEwwGHc3D6437U0NCrS12a/TvUlkQ473/f3v3HhRV/f4B/L2LCriEEEGAfhGIi8jNQiUUR1IMtbC4pOSYLCoqeAlwdJhCSsUh8pKiIsmIkIEXLLVmctNBFxYlCBiiEQQEEUkWFeSqxGXP7w9/e2IFVkHY5fK8ZpyJ0znbcyaVh8/l/eGirUn2uGqj9zrR3syROW2SOwYwnCFB1XUVjOUxWHDwv5ClrtMOtra2A/JTcUlJCVauXAkej4dTp07B2Nj4lT9zsA2l0DkXFxfk5uZi9erVCAgIQE5ODtauXYsDBw7A399/IF6X9BE1CyNMX//AJycnw9fXFwcPHmS39wGAuro6O9RMhjeJRILCwkIIhUKIRCKIRCLU1tZ2S5nsepplSUkJamtrweVyYWtr+8qx1M9ra2uTaR6ampqgrq4u0zy8qJl5WvvsvAppA9F4j4sJRhKI82TXbrxuLsF4PQbgPDsUav7edna3g1gsZgPTzMzMBmTa4fz589iwYQP4fD727NkjM4Iy1A2V0DkXFxc8ePAAN2/eZH8PhIaG4pdffkFhYeErfz7pO2oWRqC+/IF3cXFBWlpat8/w9fVFQkKCAqsmiiKRSHD79m2Z5qGqqgrTpk2Dk5MTJBIJTpw4gZiYGHh7eytky2ZHRwfbPNTX16OhoQHjxo2TSZnk8Xhym4d/m4D7fzybtrh3nQtxLhdv2j87IrutqXvIUklJCcRiMWxsbAZk2uHff//Fl19+ieTkZMTFxcHb25uGzPvJxcUFpqamiI+PZ69dvHgR3t7eaG1tHRLbTUcbahYIGeUYhkFFRQUEAgH27t2LqqoqGBkZQV1dnQ2Kmj17tkJTJrtmPUgDo6RZD9Lm4bXXXpNbT8e/z47jvpfBhZYJg6nL/pt2+Pvvv9lRk4GYdrh79y58fX3R1taGs2fPwsLC4pU/czSjZmHooQWORCn6mkEvdf36dcydOxc2NjbIz89XQKUjH4fDQUNDA/bs2QMzMzNkZGRAIpGwax6++eYbNmWy63bNiRMnDlrz0FvWQ319Perq6lBeXg4A3Y7m7joKMkYV+J+zBP9zlrDXxGIxioqKYGhoCHNz8wGZdhAIBFi7di08PT0RHR1NOwEGSFZWlszXf/zxB8zNzalRUBIaWSAK19dIaqn6+no4ODjAzMwMNTU11CwMoIqKCvz8888ICgrq9g2UYRg8evSIbR5EIhGbMikddXB2doaxsbHCUiYZhkFTU5PMuofOzs5uR3NLv7F0nXawtrYekK3B7e3tiIiIQGxsLA4dOgRfX1+adhgg0gWO/v7+WLduHfLy8uDv7499+/Zh3bp1yi5vVKJmgShcfyOpfXx82J8sLly4QM2CkjyfMpmRkYHc3Fy8+eabMlkPg5ky2VNNLS0tMs1DW1sbNDU1oaGhgbq6OowZMwb29vYD8pO/WCwGn8/HgwcPkJKSAltb2wF4CyLl4uICa2trSCQSJCcnQ0VFBQEBAYiIiKCGTEmoWSAK1Z8MeuBZ5vzRo0dx48YNREREULMwhEi/UWdmZkIoFCIjIwPZ2dnQ1NSUaR6sra0VNoQsDa+qqKjAP//8AxUVFXR0dLBZD9J1D33dqcAwDEQiEfh8PlxcXHDs2DFoamoO0lsQMnTQmgWiUP2JpC4tLUVoaChEItGQTL8b7aShTAsWLMCCBQtkUiZFIhEEAgG+/vprjB07VuZ8C3t7+wFNmeyKYRjcvXsXYrEYdnZ20NPTk8l6KC8vR3NzM3g8XrejuXvT2dmJffv2Yc+ePYiKikJgYKDCRk4IUTb6m5cMaZ2dnVi+fDl27NhBK8yHiedTJrdv3462tjbk5OQMWspkV0+ePEFBQQE4HA4cHR3ZjAg1NTXo6+uzaaZdsx4qKytx8+ZNqKmpsSMPPB6PXTRZW1sLf39/FBcX49q1ay+1GJeQkYSmIYhC9XUaor6+Htra2jLD1xKJBAzDQEVFBZcvX8a8efMUVj8ZGB0dHfjrr7+QlpYGkUiEjIwMtLS0YObMmeyx3C+TMvm8mpoaFBYWwsDAoM9rJqRZD9IGIi4uDpcuXYKNjQ1KSkpgaWmJc+fODcgJlAOlrq4OmzZtwq+//goulwsvLy8cPHgQGhoavT7D5/ORmJgoc83NzQ0CgWCwyyXDGDULROH6EkktTR/sKiYmBlevXsW5c+dgYmICHo+nsNrJ4OgpZfLRo0dwcHBgRx7efffdXrMVJBIJSkpKUF1djalTp3ab5uqPxsZGREZGQigU4smTJ7h//z7U1dUxZ84ceHl5YcWKFa/833hVixYtQnV1Nb7//nu0t7fDz88PM2bMQHJycq/P8Pl81NTU4MSJE+w1VVXVFx6nTkY3moYgChcSEgJfX19Mnz6djaRuaWmBn58fAMhEUnO5XNjY2Mg8r6enBzU1tW7XyfAl/f9sY2ODjRs3simT6enpSEtLQ3BwMO7duwd7e3t2weSsWbOgra2N4uJinDx5Eu7u7jLTDq+ioaEBgYGByM7ORnJyMubOnYv29nbk5eUhPT0djY2NA/DWr6aoqAgCgQB//vknpk+fDgA4dOgQFi9ejL1798o9y0NVVZWOySZ9Qs0CUbhly5bh4cOHCA8PZyOpBQIB+9NgdXU1KisrlVwlUSYulwsLCwtYWFhgzZo17IJF6bRFWFgYysrKYGJiArFYjDlz5mDDhg0Dsi2yoKAAK1aswOTJk5GXl8f+vhw7diwcHR3Z6HRly8zMhJaWFtsoAICrqyu4XC6ysrLg4eHR67NCoRB6enrQ1tbGvHnzEBERAR0dHUWUTYYrhhDSq8OHDzOTJ09mVFVVmZkzZzJZWVly729tbWW++OILxsjIiBk3bhwzefJk5vjx4wqqdvRobW1l1qxZw6irqzOLFy9mrK2tGQ6Hw1haWjJ+fn7M8ePHmeLiYqa5uZlpaWl5qV/Nzc1MTEwMw+PxmLCwMKa9vV3ZrynX7t27GQsLi27XdXV1mZiYmF6fO3XqFHPx4kWmoKCAOX/+PGNlZcXMmDGD6ejoGMxyyTBHIwuE9OLMmTMICQmRSZp0c3OTmzS5dOlS1NTU4Pjx4zAzM0N1dTUkEkmP95L+4/P5uHXrFgoKCmBmZsamTIpEIqSlpeHIkSPw9/eHkZERu+ZBXspkS0sLQkJCIBAIkJKSgoULFyot/Cc0NBRRUVFy7ykqKur35/v4+LD/bGtrCzs7O7z11lsQCoWYP39+vz+XjGy0wJGQXvQ1aVIgEMDHxwfl5eXsmQZkcJSVlWHixIm95iIw/58ymZGRgbS0NDZlUk9PTybrwdLSEqWlpfjss8+gqamJ06dPw8jISMFvI+vhw4eora2Ve4+pqSl+/PFHbNmyBY8fP2avd3R0QE1NDSkpKXKnIZ6nq6uLiIgIilImvaJmgZAe9CdpMjAwECUlJZg+fTpOnjwJHo+HJUuWYNeuXXS4kJIxXVImpesesrOzoaqqiqdPnyIwMBBRUVF9TnRUpqKiIkydOhU5OTlwcHAAAFy+fBkLFy5EVVWV3AWOXUlPGb1w4QKWLFkymCWTYYymIQjpQX+SJsvLy5GRkQE1NTWcP38ejx49QmBgIGpra2W2qRHF6y1l8tKlS8jLy8OuXbuG3ZkDVlZWWLhwIfz9/REbG4v29nZs3LgRPj4+Mo3ClClTEBkZCQ8PDzQ3N2PHjh3w8vKCvr4+ysrKsG3bNpiZmcHNzU2Jb0OGOmoWCBkgEokEHA4HSUlJmDBhAgBg//798Pb2RkxMDI0uDCHSlElPT094enoqu5x+S0pKwsaNGzF//nw2lCk6OlrmnuLiYjQ0NAB4dvR3QUEBEhMTUV9fD0NDQ7z//vvYtWvXgKRnkpGLmgVCevDGG29ARUUFNTU1Mtdramp63Z9uYGCAiRMnso0C8OynP4ZhUFVVBXNz80GtmYw+r7/+utwAJuDZFIyUuro6fv/998Eui4xAdAoKIT0YN24cHBwckJqayl6TSCRITU2Fk5NTj8/Mnj0b9+/fR3NzM3utpKQEXC4XkyZNGvSaCSFksFCzQEgvQkJCEBcXh8TERBQVFSEgIKBb0uTKlSvZ+5cvXw4dHR34+fmhsLAQ6enp2Lp1K1atWkVTEISQYY2mIQjpRV+TJjU0NHDlyhVs2rQJ06dPh46ODpYuXYqIiAhlvQIhhAwI2jpJCCGEELloGoKQEeLIkSMwNjaGmpoaHB0dkZ2dLff+pKQk2NvbY/z48TAwMMCqVateGAZECBmdqFkgZASQRlN/9dVXyMvLg729Pdzc3PDgwYMe779+/TpWrlyJ1atX4+bNm0hJSUF2djb8/f0VXDkhZDigZoEMOwKBAM7OztDS0oKOjg4+/PBDlJWVKbsspdq/fz/8/f3h5+eHqVOnIjY2FuPHj0d8fHyP92dmZsLY2BibN2+GiYkJnJ2dsW7duheORhBCRidqFsiwIz30JycnB6mpqeByufDw8Bi1Bza1tbUhNzcXrq6u7DUulwtXV1dkZmb2+IyTkxPu3buH3377DQzDoKamBikpKVi8eLGiyiaEDCO0G4IMO15eXjJfx8fHQ1dXF4WFhbCxsVFSVcrTn2jq2bNnIykpCcuWLUNrays6Ojrg7u6OI0eOKKJkQsgwQyMLZNgpLS3Fp59+ClNTU2hqasLY2BgAZLYxEvkKCwvx+eefIzw8HLm5uRAIBKioqMD69euVXdqIsXv3bsyaNQvjx4+HlpbWSz3DMAzCw8NhYGAAdXV1uLq6orS0dJArJeTFqFkgw467uzvq6uoQFxeHrKwsZGVlAXg2HD8a9SeaOjIyErNmzcLWrVthZ2cHNzc3xMTEID4+HtXV1Yooe8Rra2vDJ598goCAgJd+5ttvv0V0dDRiY2ORlZUFHo8HNzc3tLa2DmKlhLwYNQtkWKmtrUVxcTHCwsIwf/58WFlZ4fHjx8ouS6n6E0395MkTjBkjOwupoqICQPYsAdJ/O3bsQHBwMGxtbV/qfoZhcODAAYSFheGjjz6CnZ0dfvjhB9y/fx8XLlwY5GoJkY+aBTKsaGtrQ0dHB8eOHcPt27dx9epVhISEKLsspetrNLW7uzt++uknHD16FOXl5bh+/To2b96MmTNnyhxvTBTnzp07EIvFMgtVJ0yYAEdHx14XqhKiKLTAkQwrXC4Xp0+fxubNm2FjYwNLS0tER0fDxcVF2aUpVV+jqfl8PpqamnD48GFs2bIFWlpamDdvHqKiopT1CqOeWCwGgB4Xqkr/HSHKQnHPhBDykkJDQ1/YUBUVFWHKlCns1wkJCQgKCkJ9fb3c527cuMGeXGpgYMBeX7p0KTgcDs6cOfNqxRPyCmgaghCiUOnp6XB3d4ehoSE4HM5LzccLhUK88847UFVVhZmZGRISEga/0B5s2bIFRUVFcn+Zmpr267Oli1H7slCVEEWhaQhCiEK1tLTA3t4eq1atgqen5wvvv3PnDj744AOsX78eSUlJSE1NxZo1a2BgYAA3NzcFVPwfXV1d6OrqDspnm5iYQF9fH6mpqZg2bRoAoLGxEVlZWX3aUUHIYKBmgRCiUIsWLcKiRYte+v7Y2FiYmJhg3759AAArKytkZGTgu+++U3iz0BeVlZWoq6tDZWUlOjs7kZ+fDwAwMzODhoYGAGDKlCmIjIyEh4cHOBwOgoKCEBERAXNzc5iYmGD79u0wNDTExx9/rMxXIYSaBULI0JaZmSmzQwAA3NzcEBQUpKSKXk54eDgSExPZr99++20AwLVr19gFucXFxWhoaGDv2bZtG1paWrB27VrU19fD2dkZAoEAampqCq2dkOdRs0AIGdLEYnGPOwQaGxvx9OlTqKurK6ky+RISEl64tuL59eUcDgc7d+7Ezp07B7EyQvqOFjgSQgghRC5qFgghQ5q+vn6POwQ0NTWH7KgCISMNNQuEkCHNyclJJsoaAK5cudJrlDUhZOBRs0AIUajm5mbk5+ezuwPu3LmD/Px8NmHy+Wjq9evXo7y8HNu2bcOtW7cQExODs2fPIjg4WCn1EzIaUYIjIUShhEIh3nvvvW7XfX19kZCQAD6fj4qKCgiFQplngoODUVhYiEmTJmH79u3g8/mKK5qQUY6aBUIIIYTIRdMQhBBCCJGLmgVCCCGEyEXNAiGEEELkomaBEEIIIXJRs0AIIYQQuahZIIQQQohc1CwQQgghRK7/A+IZtFzYyQ9fAAAAAElFTkSuQmCC",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000319BA438>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000318FDDD8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 1.843625 seconds (37.90 M allocations: 658.169 MiB, 2.26% gc time)\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plot_sample_and_posterior(0.5, 0.1, 100);",
"execution_count": 9,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "a0 = 0.5, b0 = 0.1, N = 100\n"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000003080E588>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000318FDCC0>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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
Display the source blob
Display the rendered blob
Raw
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment