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Comparison of independence tests for 2x2 contingency tables
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "このファイルの新しいバージョンが\n\nhttps://nbviewer.jupyter.org/gist/genkuroki/67f03274960dca00e73d5498ead138b7\n\nで公開されているのでそちらを参照して欲しい."
},
{
"metadata": {
"toc": "true"
},
"cell_type": "markdown",
"source": "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#2x2の分割表での独立性検定の比較\" data-toc-modified-id=\"2x2の分割表での独立性検定の比較-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>2x2の分割表での独立性検定の比較</a></span><ul class=\"toc-item\"><li><span><a href=\"#4×Poisson分布でサンプルを生成する場合\" data-toc-modified-id=\"4×Poisson分布でサンプルを生成する場合-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>4×Poisson分布でサンプルを生成する場合</a></span></li><li><span><a href=\"#多項分布でサンプルを生成する場合\" data-toc-modified-id=\"多項分布でサンプルを生成する場合-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>多項分布でサンプルを生成する場合</a></span></li><li><span><a href=\"#2×二項分布でサンプルを生成する場合\" data-toc-modified-id=\"2×二項分布でサンプルを生成する場合-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>2×二項分布でサンプルを生成する場合</a></span></li><li><span><a href=\"#超幾何分布でサンプルを生成する場合\" data-toc-modified-id=\"超幾何分布でサンプルを生成する場合-1.4\"><span class=\"toc-item-num\">1.4&nbsp;&nbsp;</span>超幾何分布でサンプルを生成する場合</a></span></li><li><span><a href=\"#独立性を満たさない分布でサンプルを生成\" data-toc-modified-id=\"独立性を満たさない分布でサンプルを生成-1.5\"><span class=\"toc-item-num\">1.5&nbsp;&nbsp;</span>独立性を満たさない分布でサンプルを生成</a></span></li></ul></li></ul></div>"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# 2x2の分割表での独立性検定の比較\n\n黒木玄\n\n2017-09-26\n\n$2\\times 2$ の分割表における次のような形の独立性の条件を満たしている確率分布を考える:\n\n$$\\displaystyle\n\\begin{bmatrix}\np_{11} & p_{12} \\\\\np_{21} & p_{22} \\\\\n\\end{bmatrix} =\n\\begin{bmatrix}\npq & p(1-q) \\\\\n(1-p)q & (1-p)(1-q) \\\\\n\\end{bmatrix}\n$$\n\nこのとき $p=p_{11}+p_{12}$, $q=p_{11}+p_{21}$ を周辺確率 (marginal probabilities) と呼ぶことにする。\n\n周辺確率を動かしながら、$\\chi^2$ 検定、G検定、Fisherの正確確率検定の3種類について、p値が $\\alpha$ 以下になる確率をプロットしてみる。\n\np値が $\\alpha$ 以下になる確率は $\\alpha$ に近い方がよい。 $\\alpha$ に近い場合には白色でプロットし、$\\alpha$ より小さい場合には青色をどんどん濃くして行き、$\\alpha$ より大きい場合には赤色をどんどん濃くして行くことにする。白っぽく見える方がよい。青色はその検定が conservative であることを意味している。\n\nサンプルを生成する確率分布として、\n\n* 4×Poisson分布\n* 多項分布\n* 2×二項分布\n* 超幾何分布\n\nを用いる。$\\alpha=0.05$ (有意水準5%)の場合を扱うことにする。\n\n**結論**\n\n* $\\chi^2$ 検定が最も安定して白っぽくなりやすい。\n\n* G検定は濃い赤が出易い。\n\n* Fisherの正確確率検定は $n$ が小さいとき濃い青がたくさん出る。\n\n**追記:** 最後の方に独立性の条件を満たさない場合に関するシミュレーション結果も追加した。\n\n独立性の条件を満たさない場合にはもっと意味のある情報が得られるシミュレーションを考えたい。"
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "using PyPlot\nusing Distributions",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# xlog(x,y) = if x == 0 then 0 else x*log(x/y)\n#\n# Warning:\n#\n# Don't use x*log(x/y) instead of xlog(x,y).\n# Because log(0) = -Inf and 0*Inf = NaN.\n#\nfunction xlog(x::Float64, y::Float64)\n if x == zero(x)\n return zero(x)\n elseif y == zero(y)\n return Inf\n else\n return x*log(x/y)\n end\nend\nxlog(x,y) = xlog(Float64(x),Float64(y))\n\nx, y = 0, 1\n@show x, y\n@show x*log(x/y)\n@show xlog(x,y);",
"execution_count": 2,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "(x, y) = (0, 1)\nx * log(x / y) = NaN\nxlog(x, y) = 0.0\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "prodprob(p::Float64, q::Float64) = [p*q, p*(1-q), (1-p)*q, (1-p)*(1-q)]\n\nfunction expected(a::AbstractArray{T,1}) where T\n n = sum(a)\n return [(a[1]+a[2])*(a[1]+a[3])/n, (a[1]+a[2])*(a[2]+a[4])/n, \n (a[3]+a[4])*(a[1]+a[3])/n, (a[3]+a[4])*(a[2]+a[4])/n]\nend\n\nfunction chisqtest(a::AbstractArray{Int64,1})\n mu = expected(a)\n chisq = sum((a .- mu).^2 ./mu)\n pval = ccdf(Chisq(1), chisq)\n return pval\nend\n\nfunction gtest(a::AbstractArray{Int64,1})\n mu = expected(a)\n g = 2*sum(xlog.(a,mu)) # Don't use a.*log(a./mu)\n pval = ccdf(Chisq(1), g)\n return pval\nend\n\nfunction pvaluehg(d::Hypergeometric, k::Int64)\n c = params(d)\n amax = min(c[1],c[3])\n p0 = pdf(d, k)\n p1 = 0.0\n pval = 0.0\n for j in 0:amax\n p1 = pdf(d, j)\n pval += ifelse(p1 ≤ p0, p1, 0.0)\n end\n return min(pval, 1.0)\nend\n\nfunction fishertest(a::AbstractArray{Int64,1})\n d = Hypergeometric(a[1]+a[2], a[3]+a[4], a[1]+a[3])\n return pvaluehg(d, a[1])\nend",
"execution_count": 3,
"outputs": [
{
"data": {
"text/plain": "fishertest (generic function with 1 method)"
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ecdf(pval::AbstractArray{Float64,1}, x::Float64) = count(p -> p ≤ x, pval)/length(pval)\necdf(pval, x) = ecdf(pval, Float64(x))\n\nfunction randPoisson(n::Int64, p::AbstractArray{Float64}, N::Int64)\n return [\n rand(Poisson(n*p[1]),N)';\n rand(Poisson(n*p[2]),N)';\n rand(Poisson(n*p[3]),N)';\n rand(Poisson(n*p[4]),N)';\n ]\nend\n\nfunction randMultinomial(n::Int64, p::AbstractArray{Float64}, N::Int64)\n return rand(Multinomial(n,p), N)\nend\n \nfunction randBinomial(n::Int64, p::AbstractArray{Float64}, N::Int64)\n m = Int64(round(n*(p[1]+p[2])))\n q1 = p[1]/(p[1]+p[2])\n q2 = p[3]/(p[3]+p[4])\n return [rand(Multinomial(m, [q1, 1.0-q1]), N); rand(Multinomial(n-m, [q2, 1.0-q2]), N)]\nend\n\nfunction randHypergeometric(n::Int64, p::AbstractArray{Float64}, N::Int64)\n m1 = Int64(round(n*(p[1]+p[2])))\n m2 = Int64(round(n*(p[3]+p[4])))\n n1 = Int64(round(n*(p[1]+p[3])))\n a = rand(Hypergeometric(m1, m2, n1), N)'\n b = m1 .- a\n c = n1 .- a\n d = m2 .- c\n return [a; b; c; d]\nend\n\nfunction pvaluesby(sampler::T, n::Int64;\n N = 10^4, alpha = 0.05) where T<:Function\n px = collect(0.05:0.05:0.50)\n py = px\n np = length(px)\n prob_chisq = Array{Float64,2}(np,np)\n prob_g = Array{Float64,2}(np,np)\n prob_fisher = Array{Float64,2}(np,np)\n a = Array{Float64,2}(4,N)\n \n for i in 1:np\n for j in 1:np\n if i > j\n prob_chisq[i,j] = prob_chisq[j,i]\n prob_g[i,j] = prob_g[j,i]\n prob_fisher[i,j] = prob_fisher[j,i]\n else\n a = sampler(n, prodprob(px[i],py[j]), N)\n prob_chisq[i,j] = ecdf([chisqtest(a[:,i]) for i in 1:size(a,2)], alpha)\n prob_g[i,j] = ecdf([gtest(a[:,i]) for i in 1:size(a,2)], alpha)\n prob_fisher[i,j] = ecdf([fishertest(a[:,i]) for i in 1:size(a,2)], alpha)\n end\n end\n end\n return alpha, px, prob_chisq, prob_g, prob_fisher\nend\n\nfunction plotcomparisontest(sampler, n; N = 10^4, alpha = 0.05)\n alpha, px, prob_chisq, prob_g, prob_fisher = pvaluesby(sampler, n; N = N, alpha = alpha)\n py = px\n np = length(px)\n ps = [0.0;px]\n vmin = 0.0\n vmax = 2*alpha\n cmap = \"RdBu_r\"\n\n figure(figsize=(8,6.4))\n\n ax1 = subplot2grid((16,20), (0,0), rowspan=7, colspan=8)\n pcolormesh(ps, ps, prob_chisq, cmap=cmap, vmin=vmin, vmax=vmax)\n colorbar(label=\"probability of p-value \\$\\\\leqq\\$ $alpha\")\n title(\"\\$\\\\chi^2\\$-test\")\n xlabel(\"marginal probability\", fontsize=8)\n ylabel(\"marginal probability\", fontsize=8)\n\n ax2 = subplot2grid((16,20), (0,12), rowspan=7, colspan=8)\n pcolormesh(ps, ps, prob_g, cmap=cmap, vmin=vmin, vmax=vmax)\n colorbar(label=\"probability of p-value \\$\\\\leqq\\$ $alpha\")\n title(\"G-test\")\n xlabel(\"marginal probability\", fontsize=8)\n ylabel(\"marginal probability\", fontsize=8)\n\n ax3 = subplot2grid((16,20), (9,0), rowspan=7, colspan=8)\n pcolormesh(ps, ps, prob_fisher, cmap=cmap, vmin=vmin, vmax=vmax)\n colorbar(label=\"probability of p-value \\$\\\\leqq\\$ $alpha\")\n title(\"Fisher's exact test\")\n xlabel(\"marginal probability\", fontsize=8)\n ylabel(\"marginal probability\", fontsize=8)\n\n suptitle(\"sampler = $(typeof(sampler)), n = $n, \\$\\\\alpha\\$ = $alpha\")\nend",
"execution_count": 4,
"outputs": [
{
"data": {
"text/plain": "plotcomparisontest (generic function with 1 method)"
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 4×Poisson分布でサンプルを生成する場合"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randPoisson, 25, N=10000, alpha=0.05)",
"execution_count": 5,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000029A050F0>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 5.861474 seconds (15.16 M allocations: 706.183 MiB, 1.42% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x000000003281B5F8>"
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randPoisson, 50, N=10000, alpha=0.05)",
"execution_count": 6,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000032EAF128>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 5.360726 seconds (13.12 M allocations: 599.222 MiB, 0.84% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x0000000032C3A5F8>"
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randPoisson, 100, N=10000, alpha=0.05)",
"execution_count": 7,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000330BBC18>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 9.175158 seconds (13.12 M allocations: 599.223 MiB, 0.34% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x00000000332EE7F0>"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randPoisson, 200, N=10000, alpha=0.05)",
"execution_count": 8,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000033583748>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "16.607463 seconds (13.12 M allocations: 599.223 MiB, 0.20% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x00000000337B84E0>"
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 多項分布でサンプルを生成する場合"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randMultinomial, 25, N=10000, alpha=0.05)",
"execution_count": 9,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000033A34AC8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 3.602437 seconds (13.85 M allocations: 617.143 MiB, 1.24% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x0000000033C20E80>"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randMultinomial, 50, N=10000, alpha=0.05)",
"execution_count": 10,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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LRYsWtVm9zp07R9u2bXn++eeJjo7myy+/pFu3btSoUSPbbd5//322b99OaGgo/fr1o3Llyty4cYMDBw6wZcsWs0/BPs4W14z+8ccfxpuAHj58yMGDB/nf//6Xq7JscXymTp3Khg0baNy4MYMGDSI1NZVPPvmEKlWq8Ndff5ncNrvLbx7XpUsXxo4dS/v27Rk2bBj3799n/vz5VKhQwThGenbSf5xMmDCBLl264OrqmmMjPifvvPMOmzdvplGjRgwaNAgXFxcWLlxIUlISH374oVVl58TaY6jRaLK9ZMjW1Px+dO7cGU9PTxo0aECxYsX4+++/WbRoEV5eXsazOOlCQ0Pp2LEj48eP5/r164SEhPDFF19w/vx5Pvvsswzr5vb9qVSpEmXKlGHOnDl4eXmh1Wp5//336dSpE99++y1RUVGMHDmSatWqZVuG2vlh7uuOiYmhefPmTJkyhaioKIu3t+RYCPGkkUa1sAsvLy8GDRrEpk2bWLNmDQaDgZCQEObNm8cbb7wBpN39rtPp+Oqrr3j48CENGzZky5YthIeH26xeq1atYvLkyYwbNw4XFxeGDBnC9OnTTW4TEBBATEwMb731FmvWrGHevHkULVqUKlWq5DjWbl7S6/Xs2bOHXr16AbB//36Sk5MJCwvLVXm2OD7Vq1dn48aNjBw5ksmTJ1OqVCmmTp1KbGxsjo1qcxUtWpQffviBkSNHMmbMGOMYyadOncqxUV2vXj3efvttFixYwIYNGzAYDJw7d86q+lSpUoXff/+d8ePHM23aNAwGA6GhoXz55ZdZjlGtJmuOYfpDggIDA21ax7zQrl07vvrqK2bOnEliYiL+/v68/PLLTJkyJctHYy9fvpxJkyaxYsUKbt68SfXq1fn1118zjAduzfuj1WpZs2YNb7zxBh988AFeXl68+eabvP3223h7e7N8+XKaNWtmslFtC+a8bmu3t/RYCPEk0Shq3CUkhIOLiopi6tSpxMfHm3W9ohDObt26dbz44oscPnw4zxt3jkDeHyGcj1ycJIQQwmLbt2+nS5cu0mDMhrw/QjgfufxDCCGExXK6LMrZyfsjhPORnmohhBBCCCGsJNdUCyGEEEIIYSXpqRZCCCGEEMJK0qgWQgghhBDCStKoFkIIIYQQwkrSqBZCCCGEEMJK0qgWQgghhBDCStKoFkIIIYQQwkrSqBZCCCGEEMJK0qgWQgghhBDCStKoFkIIIYQQwkrSqBZCCCGEEMJK0qgWQgghhBDCStKoFkIIIYQQwkrSqBZCCCGEEMJK0qgWQgghhBDCStKoFkIIIYQQwkrSqBZCCCGEEMJK0qgWQgghhBDCStKoFkIIIYQQwkrSqBZmSUpK4vXXX+epp57Cx8eHZ555hujoaHtXSwghhBDiiSCNamGW1NRUgoOD2bVrF7du3SIyMpI2bdpw9+5de1dNCCGEEMLuNIqiKPauhHBMJUqU4JdffqFOnTr2rooQQgghhF1JT7XIlVOnTnHjxg1CQkJyXHf37t1ERUVx69Ytm9UnL/YhhBBCCJEdaVQLiz148IDu3bszfvx4fH19c1x/9+7dTJ061eaNalvvQwghHN25c+cYMmQIFSpUwMvLCy8vLypXrszgwYP566+/ctx+5cqVfPzxxzat49WrV4mKiuLQoUM23Y8QanOxdwWEY0lJSaFjx46EhIQwefJke1dHCCGEmX799Vc6d+6Mi4sLr776KjVq1ECr1XLixAnWrFnD/PnzOXfuHKVLl862jJUrV3L06FEiIyNtVs+rV68ydepUgoODqVmzps32I4TapKfayS1ZsgQPDw8aNmzIhQsXjPMVRaF58+b4+flx/fp1AAwGA6+99hoajYYvvvgCjUaTY/lRUVGMHj0agDJlyqDRaNBoNJw/fx6AK1eu8PrrrxMQEIC7uztVqlRh6dKlmcq5c+cOkZGRBAcH4+7uTrFixWjVqhUHDhzIcR9CCOHszpw5Q5cuXShdujQnTpxg3rx5DBgwgH79+jFjxgxOnTrFxx9/jFYrzQIhcku+PU6uXr16jB49mj///JOPPvrIOH/u3Lns2LGDTz75hGLFigEwYMAAYmNj+e6773BxMe8kx8svv0zXrl0BmDVrFitWrGDFihX4+/sTFxfHM888w5YtWxgyZAizZ88mJCSEPn36ZDq9OHDgQObPn88rr7zCvHnzGDVqFJ6enhw/ftzkPoQQQsCHH37IvXv3+PzzzwkMDMy03MXFhWHDhhEUFJRtGc2aNWPt2rVcuHDB2HkRHBxsXJ6UlMSUKVMICQnB3d2doKAgxowZQ1JSUoZyNm/eTKNGjShUqBDe3t5UrFiR//3vfwDs2LGDevXqAdC7d2/jfpYtW2b9myCEjcnoHwKA8PBw7ty5w+7duzl79izVq1enVatW/PDDDwBcuHCB4OBgPDw80Ol0xu3Wr19P48aNTZb90UcfMXr0aM6dO5chgPv27cu6des4cuQIRYsWNc7v2rUr69evJzY2Fk9PTwAKFSpE9+7d+fTTTy3ahxBCCChZsiReXl6cOnUq12Vs3ryZMWPGcPnyZWbNmgWAt7c37dq1w2AwEBERwa5du+jfvz+VKlXiyJEjLFiwgNatW/Pjjz8CcOzYMWrXrk316tV57bXXcHd35/Tp08TExPDbb78RFxfHokWLmDx5Mv379zf+/9KgQQPKli1r/RshhA3JNdUCgJo1azJ//nwMBgOvv/467u7uzJ8/37i8dOnSqPn7S1EUvv/+ezp16oSiKCQkJBiXhYeH880333DgwAEaNmwIpDWq9+zZw9WrVylRooRq9RBCiPwuMTGRq1ev0q5du0zLbt26RWpqqvHvAgUKGDszHteqVStKlizJzZs36d69e4ZlK1euZMuWLfz22280atTIOL9q1aoMHDiQ3bt306BBAzZv3kxycjLr16/Hz88v0z4CAgKIiIhg8uTJhIWFZdqPEE8yufxDAGnBd+fOHUaPHs1vv/3G7NmzKV68uNnbJycnc+3atQyTXq/Pdv34+Hhu3brFokWL8Pf3zzD17t0bwHgtN6Sdujx69ChBQUHUr1+fqKgozp49m/sXLIQQTiIxMRFI61V+XLNmzTLk79y5c3O1j++++45KlSrx9NNPk5CQYJyeffZZALZv3w6kdZAA/PTTTxgMhlztS4gnlfRUCyCtUQ0wc+ZMXnzxRYt7B3bv3k3z5s0zzDN1KUZ6mHbv3p2ePXtmuU716tWN/+7UqRONGzfmhx9+YNOmTUyfPp0PPviANWvWEBERYVFdhRDCmRQsWBAgyyfgLly4kDt37hAXF2fM/QcPHnD79u0M6+XUyXLq1CmOHz+e7b0s6Z0knTt3ZsmSJfTt25dx48bRokULXn75ZTp06CA3SQqHJ41qAUDFihWBtF6EhQsXWrx9jRo12Lx5c4Z56SGc1Sgh/v7+FCxYEL1eT8uWLc3aR2BgIIMGDWLQoEFcv36d2rVr8+677xIREWHWSCRCCOGMfH19CQwM5OjRo5mWhYaGAmQYLWnVqlXGM4bpcrr8z2AwUK1aNWbOnJnl8vQbID09Pdm5cyfbt29n7dq1bNiwgVWrVvHss8+yadOmDPfsCOFopFEtAFi8eDEAbdu2zdU1y4ULF862cVygQAGADA9m0el0vPLKK8YxT9N7ytPFx8cbezz0ej13797N8KCZYsWKUaJECeNd5VntQwghRJrWrVuzZMkSYmJiqF+/vsl1w8PDM3WSpMuuA6NcuXIcPnyYFi1a5NjJodVqadGiBS1atGDmzJm89957TJgwge3bt9OyZUvpJBEOSxrVgjNnzhiHMzpx4oTq5depUweACRMm0KVLF1xdXWnTpg3vv/8+27dvJzQ0lH79+lG5cmVu3LjBgQMH2LJlCzdu3ADSxqguVaoUHTp0oEaNGnh7e7Nlyxb27t3LjBkzTO4jvbEthBDObMyYMaxcuZLXX3+drVu3EhAQkGH5oz3RgYGBWQ67B2kdGI9fGgJpl+itW7eOxYsX079//wzLHjx4gMFgoECBAty4cYMiRYpkWJ7+gBfpJBGOTobUc3LpD3n566+/aNeuHd999x2JiYmq9xS88847LFiwgNjYWAwGg/F66+vXr/PWW2/x888/c+3aNYoWLUqVKlXo3Lkz/fr1A9Jugpw4cSKbNm3i7NmzGAwGQkJCGDBgAG+88UaO+xBCCJF2c2DXrl1xc3MzPlFRURTOnTvHypUruXLlCl999RVdunTJtozp06czZswYRowYQb169fD29qZNmzYYDAbatGnD+vXr6dy5Mw0bNkSv13PixAm+/fZbNm7cSN26dYmMjGTnzp20bt2a0qVLc/36debNm4dGo+Ho0aP4+vqSkpJCsWLFCAgIYPTo0RQoUIDQ0FDKlCmTh++WEJaTRrWTmzt3LkOGDGH58uW4urrStWtXzpw5I+OBCiFEPnTmzBlmzJjB5s2buXz5MhqNhtKlS9OsWTMGDhxIjRo1TG5/7949+vfvz7p167h16xalS5c2Xo+dkpLCrFmzWL58OadPn8bLy4uyZcvStm1bIiMj8fHxYdu2bcyZM4e9e/eSkJCAn58fTZs2ZerUqZQvX964n59//pnx48dz8uRJUlNT+fzzz+nVq5cN3xkhrCeNaid2/vx5qlWrRvPmzfn55585duwYVatW5bvvvqNDhw72rp4QQgghhMOQRrWTUhSFli1bcvDgQY4dO0ZgYCCpqakULlyYEiVK8Oabb/Lqq6/KNclCCCGEEGaQQSGd1KJFi9i2bRuzZ8823pDi4uLCJ598wv379xk2bBhubm52rqUQQgghhGOQnmohhBBCCCGslOc91XPnziU4OBgPDw9CQ0OJiYnJdt0dO3ag0WgyTdeuXcvDGgshbMmSTIiNjaVbt25UqFABrVZLZGRklut99913PP3003h4eFCtWjXWrVtnq+qLR0i+CyHSOWO252mjetWqVYwcOZIpU6Zw4MABatSoQXh4uPHxpdn5559/iI2NNU7FihXLoxoLIWzJ0kxISkrC39+fiRMnZjtKwe7du+natSt9+vTh4MGDtGvXjnbt2mX5NDmhHsl3IUQ6p812JQ/Vr19fGTx4sPFvvV6vlChRQpk2bVqW62/fvl0BlJs3b+ZVFYUQecjSTHhU06ZNleHDh2ea36lTJ6V169YZ5oWGhioDBgywvsIiW5LvQoh0zprtefZExeTkZPbv38/48eON87RaLS1btiQ6OtrktjVr1iQpKYmqVasSFRVFw4YNs103KSnJ+FQmAIPBwI0bNyhatKg8+lQ4PUVRuHPnDiVKlECrNf9E1cOHD0lOTjar/Me/Z+7u7ri7u2da15pMMCU6OpqRI0dmmBceHs6PP/6Y6zKFaZLvQtiXZPuTIc8a1QkJCej1+kyPRg0ICMj20diBgYEsWLCAunXrkpSUxJIlS2jWrBl79uyhdu3aWW4zbdo0pk6dqnr9hchPLl26RKlSpcxa9+HDhxT19OY++hzX9fb25u7duxnmTZkyhaioqEzr5iYTzHHt2rUsy5RrdW1H8l2IJ4Nku33lWaM6NypWrEjFihWNfzdo0IAzZ84wa9YsVqxYkeU248ePz/BL5vbt2zz11FM0e+8HXDysH3N5WptKVpfxqNIeqaqW91DnqVpZnqn3VSsLwODmpV5hikG9sgCNQd3jgIqD6rjcuKhaWYl37xHc4HkKFixo9jbJycncR08PSuJm4jaMZAwsv3uFS5cu4ePjY5yfVU+GEGrm+4Xf1uDjbX2+X1iy2Ooy0gWEVlOtLAC3sDaqlaVJuqdaWQB676KqlofuCR7OVaPerWi6m5dUKyvx7j2CG74g2W5nedao9vPzQ6fTERcXl2F+XFwcxYsXN7uc+vXrs2vXrmyXZ3c6wsWjAK6e1oeud0GfnFeygI+nuo05N1Ub1TrVygIwuKn4IBlnalSneKtWVrrcnCr31OhwM/Efik7RgAI+Pj4Zgjc7amXC44oXL656mcI0e+e7j3cBVRrVBd1drS4jnY+Xh2plAbgVVC8HNG7qXiqj9zbJteevAAAgAElEQVS/IWcWFydpVKdKtlvCEbI9z0b/cHNzo06dOmzdutU4z2AwsHXrVsLCwswu59ChQ8aHlQgh8o5WAzoTk9bCLFcrEx4XFhaWoUyAzZs3W1WmME3yXQjHJdmunjy9/GPkyJH07NmTunXrUr9+fT7++GPu3btH7969gbRTe1euXGH58uUAfPzxx5QpU4YqVarw8OFDlixZwrZt29i0aVNeVlsIAeg0GnQmekF0WN5DYmkmQFrDC+Du3bvEx8dz6NAh3NzcqFy5MgDDhw+nadOmzJgxg9atW/PNN9+wb98+Fi1aZHH9hPkk34VwTJLt6snTRnXnzp2Jj49n8uTJXLt2jZo1a7JhwwbjheexsbFcvPjf9aPJycm8+eabXLlyBS8vL6pXr86WLVto3rx5XlZbCAG4aTW4mQheRdFgxv0uGViaCQC1atUy/nv//v2sXLmS0qVLc/78eSDt2tyVK1cyceJE/ve//1G+fHl+/PFHqlatalnlhEUk34VwTJLt6sn3jylPTEzE19eXljM3qXJN9cz26h68MipfU63ujYrq3swi11Tnjsu/51UrK/HOXYpUb8zt27fNujYO/vsOjXYLxt3EdXdJioHpyectKlsIa6R/Nm/u36jKNdXn589VoVZpijeoqVpZAG6N2qtWlvo3KvqpWp7TXFOt5k3od+5SpEZTyXY7e6JH/xBCPDlscYpQCCGEfUm2q0ca1UIIs2gwfWdzfozde/fu8e2333L69GkCAwPp2rUrRYuqPHyYEELYkTNmO9gm36VRLYQwizP0ZlSuXJldu3ZRpEgRLl26RJMmTbh58yYVKlTg9OnTvP322/z555+UKVPG3lUVQghVOEO2Q97ke54NqSeEcGxu2v+/oSXbyd41tN6JEydITU27vn78+PGUKFGCCxcuEBMTw8WLF6levToTJkywcy2FEEI9zpDtkDf5Lj3VQgizpI9Zmu3yvKtKnoiOjmbBggX4+voCaY/pnTp1Kl26dLFzzYQQQj3Olu1gu3yXRrUQwizOcoow/YlkDx8+zPQgkpIlSxIfH2+PagkhhE04S7aD7fNdGtVCCLNoc+jNyCdnCGnRogUuLi4kJibyzz//ZBgD9cKFC3KjohAiX3GWbAfb57s0qoUQZnGG3owpU6Zk+Nvb2zvD37/88guNGzfOyyoJIYRNOUO2Q97kuzSqhRBmcdOCm4ls1eeDx0g9HrqPmz59eh7VRAgh8oYzZDvkTb5Lo1oIYRZn6c0QQghnItmuHmlUCyHMoiOHO8TzSW9GQkICS5cuJTo6mmvXrgFQvHhxGjRoQK9evfD397dzDYUQQj3Oku1g+3zPT9efCyFsSPv/vRnZTVoTPR2OYu/evVSoUIE5c+bg6+tLkyZNaNKkCb6+vsyZM4enn36affv22buaQgihGmfIdsibfJeeaiGEWXIcyzQf5O7QoUPp2LEjCxYsMA69lE5RFAYOHMjQoUOJjo62Uw2FEEJdzpDtkDf5Lo1qIYRZ0p+ulZ3UfHDd3eHDh1m2bFmmwIW08U1HjBhBrVq17FAzIYSwDWfIdsibfJfLP4QQZjF1ejCnG10cRfHixYmJicl2eUxMDAEBAXlYIyGEsC1nyHbIm3x3mp7qgh46XD2sf7mqf7Z0rqoW56F/oFpZiou7amWlFWhQrShNapJqZQEorp6qlqdNuqNaWalFg9UryzUx19tqc7i2Lj9cdzdq1Cj69+/P/v37adGihTFg4+Li2Lp1K4sXL+ajjz6ycy3F4xRXLxS3AlaX416ooAq1SaOkJqtWFgDXz6lWlOJfWrWyQP081qiYn/qC6v4I1j64rVpZ+iJPqVeWS+7fM2fIdsibfHeaRrUQwjoanQaNiVOEWZ1SczSDBw/Gz8+PWbNmMW/ePPR6PQA6nY46deqwbNkyOnXqZOdaCiGEepwh2yFv8l0a1UIIs2h1GrQmgje/9GZ07tyZzp07k5KSQkJCAgB+fn64uqp7VkkIIZ4EzpLtYPt8l0a1EMIsGlcdWp0u++X6PKxMHnB1dSUwMNDe1RBCCJtytmwH2+W73KgohDCLVqfJccrvWrZsSdmyZe1dDSGEUI1kexo18l16qoUQZtFotWi02f8O1yj56LFb2Wjfvr3xlKEQQuQHku1p1Mh3aVQLIcySU4+FNp+MZWrK4MGD7V0FIYRQlWR7GjXyXRrVQgizaN20Jq+70+qdozdDCCHyE8l29UijWghhFmfpzUhISGDp0qVER0dz7do1IO2hAQ0aNKBXr174+/vbuYZCCKEeZ8l2sH2+y42KQgizaDRpY5lmO+WDYZf27t1LhQoVmDNnDr6+vjRp0oQmTZrg6+vLnDlzePrpp9m3b5+9qymEEKpxhmyHvMl36akWQphFq9Oi1WX/O1yrOP5v9KFDh9KxY0cWLFiQ6T8SRVEYOHAgQ4cOJTo62k41FEIIdTlDtkPe5Ls0qoUQZtHoNGhMnCLUKI7fm3H48GGWLVuWZc+MRqNhxIgR1KpVyw41E0II23CGbIe8yff88fNDCGFzOjddjpOjK168ODExMdkuj4mJISAgIA9rJIQQtuUM2Q55k+/SUy2EME8OvRnkg96MUaNG0b9/f/bv30+LFi2MARsXF8fWrVtZvHgxH330kZ1rKYQQKnKCbIe8yXdpVAshzKLVaNBqTdwhng9uZhk8eDB+fn7MmjWLefPmodenPZ9Xp9NRp04dli1bRqdOnexcSyGEUI8zZDvkTb5Lo1oIYRaNTovGxM0sGkP+uJqsc+fOdO7cmZSUFOPTtfz8/HB1dbVzzYQQQn3Oku1g+3zP83dq7ty5BAcH4+HhQWhoqMnrWx71xx9/4OLiQs2aNW1cQyFEVtLHMjU15YalmbBjxw5q166Nu7s7ISEhLFu2LNM6H3/8MRUrVsTT05OgoCBGjBjBw4cPLaqXq6srgYGBBAYGSoPaTJLvQjgeZ8t2sF2+52mjetWqVYwcOZIpU6Zw4MABatSoQXh4ONevXze53a1bt+jRowctWrTIo5oKIR6nddPlOFnK0kw4d+4crVu3pnnz5hw6dIjIyEj69u3Lxo0bjeusXLmScePGMWXKFI4fP85nn33Gt99+y//+979cv3aRM8l3IRyTZLt68rRRPXPmTPr160fv3r2pXLkyCxYswMvLi6VLl5rcbuDAgXTr1o2wsLA8qqkQ4nFaXU49GpaXaWkmLFiwgDJlyjBjxgwqVarEkCFD6NChA7NmzTKus3v3bho2bEi3bt0IDg7mueeeo0uXLmb3morckXwXwjFJtqsnzxrVycnJ7N+/n5YtW/63c62Wli1bmhxo+/PPP+fs2bNMmTLFrP0kJSWRmJiYYRJCWM/kE7f+fwIyff+SkpKyLC83mRAdHZ1hfYDw8PAM6zdo0ID9+/cbg/bs2bOsW7eOF154warXL7In+S6E45JsV0+eNaoTEhLQ6/WZxgAMCAgwPn/9cadOnWLcuHF8+eWXuLiYd0/ltGnT8PX1NU5BQUFW110IkRaK6U/eynLSpsVJUFBQhu/gtGnTsiwvN5lw7dq1LNdPTEzkwYMHAHTr1o233nqLRo0a4erqSrly5WjWrNkTdYowv5F8F8JxSbar54kd/UOv19OtWzemTp1KhQoVzN5u/PjxjBw50vh3YmIiQUFB6LQadCaGjDFXsl6xuoxHJerVPQQFXdUrT5PyQLWyAFJdPFUry1Wn7o1jmtSsf3HnlsG9oGplafTJqpWFFUMj5fjUrf9fdunSJXx8fIzz3d3dc73P3NixYwfvvfce8+bNIzQ0lNOnTzN8+HDefvttJk2alOP2Z8+eJTAwEE/P/z6vp06d4qmnnuLSpUs89dRTnD9/nrJly5rdGBQZqZ3vKf7lSHnkM5dbhpRUq8tI5xJYRrWyADSFVHzokJqZAigu6n7HFdxUK0ubdFe1sgAMnr6qlaUxqPd5QzHkvh5Oku1g+3zPs/8R/Pz80Ol0xMXFZZgfFxdH8eLFM61/584d9u3bx8GDBxkyZAgABoMBRVFwcXFh06ZNPPvss5m2c3d3z/MDLYQz0Lq6oDXxo02rpP3g9PHxyRC82bE0EyDtiVhZre/j42MMyUmTJtG9e3f69u0LQLVq1bh37x79+/dnwoQJxl6X7PTt25fWrVvz5ptvAvDPP/9QrVo14uLiqF27Nlu2bCEsLIzjx49b1CDMzyTfhXBczpLtYPt8z7PLP9zc3KhTpw5bt241zjMYDGzdujXLG1R8fHw4cuQIhw4dMk4DBw6kYsWKHDp0iNDQ0LyquhACTJ8e/P/JEpZmAkBYWFiG9QE2b96cYf379+9n6mHQ6dLutFGUnM80RUREsHbtWuPf69ato379+hQuXBhFUYyT+I/kuxCOy1myHWyf73l67nLkyJH07NmTunXrUr9+fT7++GPu3btH7969gbRTe1euXGH58uVotVqqVq2aYftixYrh4eGRab4QIg/k8IAALAxesCwTIG2kiE8//ZQxY8bw+uuvs23bNr799tsMIdmmTRtmzpxJzZo1jacIJ02aRJs2bYwBbMqLL77IpEmTuHv3Lt7e3qxfv57WrVsDoMknTxazBcl3IRyUk2Q72D7f87RR3blzZ+Lj45k8eTLXrl2jZs2abNiwwXhxemxsLBcvXszLKgkhzKTR5vDULTNOvT3O0kwoU6YMa9euZcSIEcyePZtSpUqxZMkSwsPDjetMnDgRjUbDxIkTuXLlCv7+/rRp04Z3333XrDpVqlSJwMBANm/ezHPPPcfOnTuZPn26xa/N2Ui+C+GYnCXbwfb5rlHy+XnMxMREfH196bBgG66e3laXN76VutdQFi+g7g13BV3V60lT+0bFFDVvVFRUvMEDwKBXtTg1b9xR80bFxMREipV8itu3b5t1bVz6Nr6+vhx6owMF3bP/vN5JSqHm/NUWlf2kGjx4MA8fPuSll15i0KBBXL58GUi7bCH9lOSJEyfkmmo7S/9sxsVeVeUzF//eMBVqlaZYy8zXhFvDpYyKPfi5aCSZouaN2WkFqpjHKt/UbnC3vh2RTs0bFRMT7+BfOkSy3Qy2zHe5dV0IYRatmwtat+yDV5uPfp+3bt2afv364erqSkREhL2rI4QQNuNM2Q62zfc8faKiEMJxabXaHKf84tlnn+XmzZusWLHCeL3do+TaaiFEfuFM2Q62zXeL3qlHn8EuhHAumv+/mcXUlF94eHjQtGlT9Ho9rVq1Ms5Pv1ouv101J9kuhPNypmwH2+a7Re/UW2+9RcWKFZk9e7Y8HlYIJ+NswTt27FhmzZpFgQIFMswrVaoUEyZMwM/Pz461U5dkuxDOy9myHWyX7xa9U3/88QfffPMNR48epUKFCgwaNIi///47VzsWQjgWjUabdpd4dpMmfwVvs2bNeOONNzLMmzhxIiVLluTtt9+mSJEidqqZ+iTbhXBezpbtYLt8t/idqlWrFosXL2bDhg38+uuvVK9enVatWnHkyJFcVUAI4RjSbmYxPQnHJdkuhHOSbFePxY3qLVu28NJLL/Hyyy8zePBgrl27xoABA2jfvr0t6ieEeEKo/dQt8WSRbBfCOUm2q8einx+VKlXCz8+PYcOG8fLLLxufYNOhQwc+++wzm1RQCPFk0Gg1Jh8CoNHKiBiOSrJdCOcl2a4eixrVX375JXXq1Mly2fr161WpkBDiyZTTDSv58WYWZyHZLoTzkmxXj0Xv1OMXdQPUr19ftcoIIZ5czniHuLOQbBfCeUm2q8eidyo1NTXT33fu3FG1QkKIJ5PWxRWda/aT1kXdxwHb2++//0737t0JCwvjypUrAKxYsYJdu3bZuWbqk2wXwnk5W7aD7fLdrEb1Bx98QOHChTly5AhFihQxTgULFqRJkyZWVUAI4RicqTfj+++/Jzw8HE9PTw4ePEhSUhIAt2/f5r333rNz7dQj2S6EcKZsB9vmu1nv1MCBAzl48CAtW7bk4MGDxunq1assXLjQqgoIIRyDMwXvO++8w4IFC1i8eDGurv/10jRs2JADBw7YsWbqkmwXQjhTtoNt892sGxV9fX3x9fWVG1aEcGLpDwIwtTy/+Oeff7LsqfX19eXWrVt2qJFtSLYLIZwp28G2+W5Wo7pr1658/fXX1KpVC40m89Aq+annRgiRNWe6Q7x48eKcPn2a4ODgDPN37dpF2bJl7VMpG5BsF0I4U7aDbfPdrEb1qFGjAPj444+t2pk9VSlZCI8C3laXcycpNeeVLFC8gLo3ANxLVVQry8vNS7WyADCoVzcMevXKAtDqVC1Ok/JAtbIUF3f1ytLm/slYWhcdWtfst9emqPvdsKd+/foxfPhwli5dikaj4erVq0RHRzNq1CgmTZpk7+qpJj9kO8BDgwY3g/Vj6RatFqJCbdLo4y6qVhaAa6lyqpVl8CqsWlkAisr/V2gf3FatLEWfolpZALo7caqVZShQVLWyrOFM2Q62zXez/odNH7+0adOmVu1MCOG4NFodGhM/PkwtczTjxo3DYDDQokUL7t+/T5MmTXB3d2fUqFEMHTrU3tVTjWS7EMKZsh1sm+9mNarbt2+f5anBdGvWrLGqEkIIB6DVme7Rz0fBq9FomDBhAqNHj+b06dPcvXuXypUr4+1t/dmuJ4lkuxDCmbIdbJvvZjWq27VrZ/WOhBAOTqtNm0wtz2fc3NyoXLmyvathM5LtQghnzHawTb6b1aju2bOnqjsVQjgejU6HRmfiFKGJZY7mrbfeMrl88uTJeVQT25JsF0I4U7aDbfPdrEb1jBkzePPNNxk5cmSWy2fOnJnrCgghHISLK7i4mViu8s2jdvTDDz9k+DslJYVz587h4uJCuXLl8k2jWrJdCOFM2Q62zXezGtXp15n4+vrmekdCCMfmTGOZHjx4MNO8xMREevXqRfv27e1QI9uQbBdCOFO2g23z3axG9YABAwCYMmWKVTsTQjgwTQ43s2jy1ynCx/n4+DB16lTatGnDa6+9Zu/qqEKyXQjh7NkO6uW7RT8/bt68ycCBAwkJCaF8+fIMGjSImzdv5nrnQggHkn6HuKkpn7t9+za3b6s3hu6TQrJdCCcm2Q6ok+8WPQmiV69elCpViu+//x6AJUuW0KtXL3766SerKiGEePI50ynCOXPmZPhbURRiY2NZsWIFERERdqqV7Ui2C+G8nCnbwbb5blGj+uTJkxlC9pNPPqFSpUpWVUAI4SByvJkl/zx1a9asWRn+1mq1+Pv707NnT8aPH2+nWtmOZLsQTsyJsh1sm+8WNapLlChBfHw8/v7+AMTHx1OyZEmrKiCEcAzONOzSuXPn7F2FPCXZLoTzcqZsB9vmu1mN6vThlgoXLky1atVo3bo1AOvWraNx48Y2q5wQ4gmSzx8QkN2wclnJL0PNSbYLIfJ7tkPe5btZjer04ZaqVatGtWrVjPMHDhyY6x0LIRxMPn+UbVbDLGXF1GO9HY1kuxAiv2c75F2+m9WoluGWhBAarQ6NiXA1tcwRbN++3d5VyHOS7UKI/J7tkHf5btE11QAxMTEcOnSIhw8fGucNGzZM1UoJIZ48Gp0rGhdXk8uF45JsF8I5Sbarx6JG9Xvvvcfq1au5ePEiTZs2ZfPmzbRo0UKCVwhnoNXmcIrQ8a+7e9zff//NxYsXSU5OzjC/bdu2dqqRbUi2C+HEnDDbwTb5btE7tXLlSnbv3m0cz3Tv3r1oLXyz586dS3BwMB4eHoSGhhITE5Pturt27aJhw4YULVoUT09Pnn766UxDoQgh8kj6zSymplywJBMAduzYQe3atXF3dyckJIRly5ZlWufWrVsMHjyYwMBA3N3dqVChAuvWrTO7TmfPnqVGjRpUrVqV1q1b065dO9q1a0f79u3z1WPK06mR7SD5LoRDcqJsB9vmu0XvlIeHBx4eHhgMBhRFoWLFipw5c8bs7VetWsXIkSOZMmUKBw4coEaNGoSHh3P9+vUs1y9QoABDhgxh586dHD9+nIkTJzJx4kQWLVpkSbWFECpIH3bJ1GQpSzPh3LlztG7dmubNm3Po0CEiIyPp27cvGzduNK6TnJxMq1atOH/+PKtXr+aff/5h8eLFFg0RN3z4cMqUKcP169fx8vLi2LFj7Ny5k7p167Jjxw6LX+eTztpsB8l3IRyVM2U72DbfNYqiKOau3LhxY7Zt20afPn3w9/enVKlSLF26lCNHjpi1fWhoKPXq1ePTTz8FwGAwEBQUxNChQxk3bpxZZbz88ssUKFCAFStWmLV+YmIivr6+TPnlAB4FvM3axpQmZYpYXcajyhfxVLU8rYoDE3i5qnvKR28w+6OWI1d9kmplAerf3axPUa0oxcVdtbISExMJCCzB7du38fHxMXsbX19fbuxdj493gezXu3uPIvUiLCrb0kwYO3Ysa9eu5ejRo8Z5Xbp04datW2zYsAGABQsWMH36dE6cOIGra+6uBfTz82Pbtm1Ur14dX19fYmJiqFixItu2bePNN980+05yR2FttoN98/3ClVizP3OmuK2dbXUZtuJRp7lqZRm8CqtWli3K0z6w7lHRj1I06v4/ptEn57ySmQwFiqpWVmLiHfxLh0i2m8GW+W7Rp23+/PkkJyczY8YMEhMT+eOPP8wOv+TkZPbv30/Lli3/27lWS8uWLYmOjjarjIMHD7J7926aNm2a7TpJSUkkJiZmmIQQ1kt/lK2pCcj0/UtKyvoHUG4yITo6OsP6AOHh4RnW//nnnwkLC2Pw4MEEBARQtWpV3nvvPfR6vdmvVa/XU7BgQSAtgK9evQpA6dKl+eeff8wux1FYk+0g+S6EI3OmbAfb5rtFNypWrVoVAC8vLxYtWmTReH4JCQno9XoCAgIyzA8ICODEiRMmty1VqhTx8fGkpqYSFRVF3759s1132rRpTJ06NdP86oE+FPAuaHZ9s/Mw1WB1GY+6nWTZhyEnJbzVu0v3QYq6r9VLp15PdYpOvd5bW3BxUbF3RM2eFmvK0uQwlqkmbVlQUFCG2VOmTCEqKirT6rnJhGvXrmW5fmJiIg8ePMDT05OzZ8+ybds2Xn31VdatW8fp06cZNGgQKSkpZg8hV7VqVQ4fPkyZMmUIDQ3lww8/xM3NjUWLFlG2bFmzynAk1mQ72D/f/32gJ8nF+iwtW6OR1WWkux+zVbWyAJKOmvfjxBzu1dV9sI+iM/GI61wwePqqVpYm+b5qZQEoqPhaU9Xr9caaHnQnynawbb5b1Ki+ePEi/fr1Y8eOHWg0Gpo3b87ChQt56qmnrKpETn7//Xfu3r3Ln3/+ybhx4wgJCaFr165Zrjt+/PgMT85JTEzM9EEQQuSCRmO6Uf7/DbFLly5lOEXo7p63P4AMBgPFihVj0aJF6HQ66tSpw5UrV5g+fbrZwTtx4kTu3bsHwFtvvcWLL75I48aNKVq0KKtWrbJl9e3CXtkOku9C2J0TZTvYNt8talT36NGD1q1b8+2336IoCkuWLKFHjx5mXdjt5+eHTqcjLi4uw/y4uDiKFy9uctsyZcoAaU/9iouLIyoqKtvQdXd3z/MDLYRT0GhzCN60ZT4+PmZdd5ebTChevHiW6/v4+ODpmXZ/QmBgIK6urugeubmmUqVKXLt2jeTkZNzccu5pCg8PN/47JCSEEydOcOPGDQoXLpyvnqiYzppsB8l3IRyaE2U72DbfLToXHB8fz+jRo/H19aVQoUKMGjWKhIQEs7Z1c3OjTp06bN363ykxg8HA1q1bCQsLM7sOBoMh2+t4hBC2o2hdcpwskZtMCAsLy7A+wObNmzOs37BhQ06fPo3B8N/lSydPniQwMNDs0O3bt2+mBmWRIkXyZYMarMt2kHwXwpE5U7aDbfPdokZ1SEgIJ0+eNP598uRJypcvb/b2I0eOZPHixXzxxRccP36cN954g3v37tG7d28g7dRejx49jOvPnTuXX375hVOnTnHq1Ck+++wzPvroI7p3725JtYUQatBocp4sZGkmDBw4kLNnzzJmzBhOnDjBvHnz+PbbbxkxYoRxnTfeeIMbN24wfPhwTp48ydq1a3nvvfcYPHiw2fWKj4/n+eefJygoiNGjR3Po0CGLX5sjsTbbQfJdCIflRNkOts13s35+tG/fHo1Gw927d6lRowYNGjQA0u7WTP+3OTp37kx8fDyTJ0/m2rVr1KxZkw0bNhgvTo+NjeXixYvG9Q0GA+PHj+fcuXO4uLhQrlw5PvjgAwYMGGDJaxRCqCGnhwDk4gEBlmZCmTJlWLt2LSNGjGD27NmUKlWKJUuWZDidFxQUxMaNGxkxYgTVq1enZMmSDB8+nLFjx5pdr59++ombN2/y3XffsXLlSmbOnMnTTz/Nq6++Srdu3QgODrb4tT6J1Mp2kHwXwmE5UbaDbfPdrHGqv/jiC5PLe/bsmesK2Fr6OIzf7zutyugfrjp1T/8+5euhanlqjv6h9kgnao7+kWrZSZY854KK752Ko38kJiYSULx4rsYy/ffvP/EpmP1Y74l37lK08jMWle0oLl++zNdff83SpUs5deoUqamp9q6SKhw52+G/z+aB05fxLmj9Z67sDfV6rNQe/cPFR70RMdQe/UOv4njLAIp79mMmW0rt0T8wqDdil6rPILhzB/+ylSXbc0HNfDerp/rxYE1vh+fX6wuFEFkw82aW/CYlJYV9+/axZ88ezp8/n2nYJ0cm2S6EcNZsB/Xz3aJ3KjY2lhdeeAEvLy+8vLx48cUXiY2NtaoCQggHoXXJecpHtm/fTr9+/QgICKBXr174+Pjw66+/cvnyZXtXTXWS7UI4MSfLdrBdvlvUqO7fvz+NGjUiNjaW2NhYGjVqRP/+/a2qgBDCMSgaDYpGa2LKP72bJUuW5IUXXiAhIYFFixYRFxfH0qVLadGiRb7sxZVsF8J5OVO2g23z3aKfH5cuXeKXX34x/j1u3Dhq1qxpVQWEEA7CiU4RRkVF0bFjRwoVKmTvquQJyXYhnJgTZTvYNt8teqcURWvwCt4AACAASURBVOHatWvGv69du4YZ9zkKIfIDGwy79KTq16+fMXD/+OOPfD92smS7EE7MibIdbJvvFvVUjxo1ilq1ahEREQHAhg0bmD59umqVEUI8wZysNyNdREQEhw4domzZsvauis1ItgvhxJw020H9fLeoUf3aa69Ru3Zttm/fDsCbb75JlSpVVKmIEOLJpmhdUHTZR4alT91yFM7QYyvZLoTzctZsB/Xz3ex3Sq/XEx4ezpYtWyRshXBGTtybkZ9Jtgvh5CTbVWN2o1qn03H//n0MBgPaXDxdRwjh4Jw0eBcuXJivxqZ+nGS7EE7OSbMd1M93i/r069Wrx4svvkj37t3x9v7v6Ttt27ZVrUJCiCeUkwZv165d7V0Fm5NsF8KJOWm2g/r5blGj+q+//gJg8eLFxnkajUaCVwgnkD6Wqanl+clnn33GrFmzOHXqFADly5cnMjKSvn372rlm6pNsF8J5OVu2g+3y3aJGdfpNLEIIJ6TVpU2mlucTkydPZubMmQwdOpSwsDAAoqOjGTFiBBcvXuStt96ycw3VJdkuhBNzomwH2+a7xbd0fvPNN2zZsgWNRkOrVq3o1KlTrncuhHAgTnSKcP78+SxevDjDqcG2bdtSvXp1hg4dmu8a1SDZLoTTcqJsB9vmu8XjVP/22290794dgBkzZrBv3z4+/PDDXFdACOEY0h9Za2p5fpGSkkLdunUzza9Tpw6pqal2qJFtSbYL4bycKdvBtvlu0Tv1888/s3PnToYPH87w4cPZsWMHP/74o1UVEEI4iPTeDFNTPvHaa68xf/78TPMXLVrEq6++aoca2ZZkuxBOzImyHWyb7xb1VBcqVAh3d3fj366urhQuXNiqCuSVkgXd8S7oYXU5al+vfz/FoGp5Nx/qVSvLVeXv0X3Ue/M8XdU9ENrk+6qWh85VtaI0KQ9UK8ua15l2M0v273t+u5nls88+Y9OmTTzzzDMA7Nmzh4sXL9KjRw9GjhxpXG/mzJn2qqJqHDnbAbac+xfPAslWlzMgpLQKtUnjWjxItbIAlOSH6pV1/7ZqZQGofcWtQW/9sUynUbEsAEXnplpZ2rt3VCtLd/durrd1tmwH2+W7RY3qZ555hvDwcHr06AHAl19+SVhYGD///DMgwy8JkZ/pDQp6Q/ZPnzK1zNEcPXqU2rVrA3DmzBkA/Pz88PPz4+jRo8b1NPnkPxvJdiGclzNlO9g23y1qVB85cgSApUuXGucdPnyYw4cPy/BLQuRzyv9PppbnF842GoZkuxDOy5myHWyb7zKknhDCLAYlbTK1XDgmyXYhnJdku3osHlJPCOGcFEVBUbJPV1PLhBBCPJkk29UjjWohhFmkN0MIIfIfyXb15K9xUoQQNmNQQG9icvTg/euvvzAY1B2NRwghnnT5Pdsh7/JdGtVCCLOknyI0NTmyWrVqkZCQAEDZsmX5999/7VwjIYSwvfye7ZB3+W7W5R/t27c3ObTImjVrVKuQEOLJZPj/ydRyR1aoUCHOnTtHsWLFOH/+vFP0Wku2CyHye7ZD3uW7WY3qdu3a2WTnQgjHoShpk6nljuyVV16hadOmBAYGotFoqFu3Ljpd1o+1OHv2bB7XzjYk24UQ+T3bIe/y3axGdc+ePXO9AyFE/pDfb2ZZtGgRL7/8MqdPn2bYsGH069ePggUL2rtaNiXZLoTI79kOeZfvFo/+8e2333Lo0CEePvzvkan54TG9QgjT9IqC3kSXhalljuL5558HYP/+/QwfPjzfN6ofJdkuhHNyhmyHvMl3i25UHDZsGCtWrGDZsmVoNBpWr17N7du3Va+UEOLJo/DfacIsJ3tXUEWff/65UzWoJduFcF7OlO1g23y3+ImKhw8fplatWsyYMYPRo0fL6UMhnIRBUTCY6LEwtcwR3bp1i88++4zjx48DULlyZfr06YOvr6+da6Y+yXYhnJezZTvYLt8t6qn28PBAq9Wi0WhISUmhePHiXL161aoKCCEcg2LGlF/s27ePcuXKMWvWLG7cuMGNGzeYNWsW5cqV48CBA/aunuok24VwXs6U7WDbfLeop7pgwYLcv3+fRo0a0b17d4oXL46Xl5dVFRBCOAZnuJkl3YgRI2jbti2LFy/GxSUtJlNTU+nbty+RkZHs3LnTzjVUl2S7EM7LmbIdbJvvFvVUf/3117i4uDB9+nSqV6+Oq6srq1evtmiHc+fOJTg4GA8PD0JDQ4mJicl23TVr1tCqVSv8/f3x8fEhLCyMjRs3WrQ/IYQ6DP9/M0t2U25PEVqSCQA7duygdu3auLu7ExISwrJly7Jd95tvvkGj0Vg8dNy+ffsYO3asMXABXFxcGDNmDPv27bOoLEegRraD5LsQjsiZsh1sm+8WNaoDAgJwc3PD09OTCRMm8NFHHxEUFGT29qtWrWLkyJFMmTKFAwcOUKNGDcLDw7l+/XqW6+/cuZNWrVqxbt069u/fT/PmzWnTpg0HDx60pNpCCBWYvJElh3FOs2NpJpw7d47WrVvTvHlzDh06RGRkJH379s2yMXb+/HlGjRpF48aNLa6Xj48PFy9ezDT/0qVL+fIGRmuzHSTfhXBUzpTtYNt81ygWPH/y/PnzfPDBB5w5c4bU1FTj/G3btpm1fWhoKPXq1ePTTz8FwGAwEBQUxNChQxk3bpxZZVSpUoXOnTszefJks9ZPTEzE19eXP/+5hHdBH7O2McXEw8dyJVXl8ypFPS0eJTFbrio/xN5Fq96b56ly5bTJ91UtD52rakVpUpNUKysx8Q7+T5Xl9u3b+PiY931I/w7tOWn6O3T3TiKhFYIsKtvSTBg7dixr167l6NGjxnldunTh1q1bbNjwf+zdeVxU5f4H8M/MwDAoAuoouKAi7guiIIS5i5JRZt3K3HPJrFzJUm8mohWZe2l6E5XUa6Z1W66aiSjXJdRASMwll0oiQU1ZZZ05vz/4MTkCw8xwZv+8X6/zesmZZ57znRE+PJx5znMOavapVCr0798fkydPxvHjx5GTk4Ovv/5ar5qAitUwvvrqK6xcuRJ9+vQBAJw8eRJvvPEG/vGPf2Dt2rV692UL6prtgGXz/YP4n+Bav+5/7LzcrvqbQRhDlRovWl8AIJQW195IT/I2nUTrCwAk9cS9eFetEO8PV4mqVLS+AECQyUXrS1JaJFpfefkFaOTfj9muB1Pmu0EjsOeffx5DhgzBjBkzarwTTU1KS0uRkpKChQsXavZJpVKEhYUhKSlJrz7UajXy8/PRqFEjg45NRHUn9l23jMmEpKQkhIWFae0LDw/HnDlztPYtXboUTZs2xZQpU3D8+HHDCgOwcuVKSCQSTJgwQTPIdHZ2xiuvvIL333/f4P6sXV2yHWC+E9kyR8p2wLT5btCguri4GDExMUYd6M6dO1CpVPDy8tLa7+XlhUuXLunVx8qVK1FQUIDnn3++xjYlJSUoKfn7zF5eXp5R9RKRNjUEqHVcB1752MM/cy4uLnBxcanS3phMyMrKqrZ9Xl4eioqK4OrqihMnTmDLli1IS0vT63VVRy6XY926dYiJicG1a9cAAH5+fnZ78V5dsh1gvhPZMkfKdsC0+W7QoLpbt264ceMGWrVqVecDG2rXrl2Ijo7GN998g6ZNm9bYLiYmBtHR0VX2+7mWwb1e3T8GulFa9RuoLrIKxPtoHwA8FeJ9fAm1uHNd3OTiTdm4X6YWrS8AqO/sKmp/kjLxPtYrcqovYl8qo5+rUgtQ6ZiuVPnYw3Nxo6KisGTJEqOPa4j8/HyMHz8emzdvhlKprHN/9erVQ/fu3UWozLpZMtuBuud73v1ylErK6lzHNXXjOvdRya/nUNH6AoCifbGi9ieqcnGnWLh0CxWtL0HkbMfd30XrSmjqK15fpcZPJXXEbAdMk+8GDapv376NHj16IDQ0FAqFQrP/P//5T63PVSqVkMlkyM7O1tqfnZ0Nb29vnc/dvXs3pk6dir1791b5eOBhCxcuRGRkpObrvLw8gy+4IaKqVOqKTdfjQMXFHg/Ou6vuTAZgXCZ4e3tX297d3R2urq5IS0vDb7/9hieffFLzuFpdUZiTkxMuX74MPz+/ml+Eg6pLtgPMdyJbxmwXj0GD6nHjxmHcuHFGHUgulyMwMBAJCQmaJVDUajUSEhIwY8aMGp/32WefYfLkydi9ezciIiJqPU5NH0cQUd3oe9ctd3d3vS5mMSYTQkNDceDAAa198fHxCA2tOLPVqVMnpKenaz2+aNEi5OfnY926dRyA1aAu2Q4w34lsGbNdPAYNqut629rIyEhMnDgRQUFBCA4Oxtq1a1FYWIhJkyYBqDgLkZmZie3btwOo+Ehw4sSJWLduHUJCQpCVlQUAcHV1tctbBRNZs8q1THU9bihDM2H69OlYv3493nzzTUyePBlHjhzBnj17sH//fgAVdwbs1q2b1jE8PT0BoMp++psYtyRnvhPZJma7ePQaVK9atQqvv/661sduD1q9erVeBxs1ahRu376NxYsXIysrCwEBATh48KBmcvrNmze11g785JNPUF5ejtdeew2vvfaaZv/EiRN1LgpOROKruOuWruA1vE9DM8HX1xf79+/H3LlzsW7dOrRs2RKxsbEIDw83/OA6TJw4EVOmTEH//v1F7dfaiJXtAPOdyFY5UrYDps13vQbVbm5uACDK2YMZM2bUePr/4SBNTEys8/GISBxlKgFlqprTVddjuhiSCQAwcOBAg24QYswALTc3F2FhYWjdujUmTZqEiRMnokWLFgb3Y+3EzHaA+U5kixwp2wHT5rteg+qXX34ZQMWVnkTkmFS1fESo6zFb8/XXX+P27dvYsWMHPv30U0RFRSEsLAxTpkzBU089BWdn8W7uY0nMdiJypGwHTJvvBs2pXrp0aZV9np6eCA0NRe/evY0ugoisnxq6PwYUd5FDy2vSpAkiIyMRGRmJs2fPYtu2bRg/fjzc3Nwwbtw4vPrqq2jfvr2lyxQFs53IcTlatgOmy3eDFg6+ePEiNm7ciIyMDPzxxx/YtGkTEhMTMXbsWHz44YcGH5yIbEflWqa6Nnt08+ZNxMfHIz4+HjKZDI8//jjS09PRpUsXrFmzxtLliYLZTuS4HDXbAfHz3aAz1ffu3UNaWppmonl2djbGjx+PU6dOoV+/fpg1a5bBBRCRbRBqWXZJsKOPCMvKyvDtt99i27ZtOHToEPz9/TFnzhyMGTNGs6TUV199hcmTJ2Pu3LkWrrbumO1EjsuRsh0wbb4bNKj+448/tG4j6eXlhT///BONGjWymzmGRFS9MrWAMh1nLHQ9ZmuaNWsGtVqN0aNH48yZMwgICKjSZtCgQZolnWwds53IcTlStgOmzXeDBtUtWrRAdHQ0Jk+eDADYtm0bmjdvDpVKBYlE3FtaE5F10fdWtvZgzZo1eO6557TuLvgwT09P/Prrr2asynSY7USOy5GyHTBtvhs0p/rTTz/Fzz//jICAAPTs2RPnz59HXFwcysrKNAt4E5F9qrzrlq7NXgwYMKDaO/cJgqC1tqq9YLYTOS5HynbAtPmu95lqlUqFkydPYs+ePdU+3r179zoVQkTWTSVUbLoetxe+vr64efMmmjZtqrX/7t278PX1hUqlslBl4mO2Ezk2R8p2wLT5rveZaplMhnfffdfoAxGRbStXqWvd7IUgCNVOeygoKND5kaEtYrYTOTZHynbAtPlu0JzqXr164cSJE+jbt2+dDkpEtkddy9kMe5h2V3m7bolEgrfffhv16tXTPKZSqXD69OlqL2qxdcx2IsflCNkOmCffDRpUnzp1CnFxcWjbtq3m9rYAcPbs2ToVQUTWr7a5dfYw767yFrmCICA9PR1yuVzzmFwuR48ePTBv3jxLlWcyzHYix+UI2Q6YJ98NGlRv2LChTgcjItvlCLeyPXr0KABg0qRJWLdunWbNUnvHbCdyXI6Q7YB58t2gQfWAAQNEL4CIbINaLUCt43NAXY/Zmm3btlm6BLNithM5LkfKdsC0+W7QoLqoqAgfffQR0tLSUFxcrNn/n//8R/TCiMi6lAkCnHTdIMDGz2ZERkZi2bJlqF+/vmbuXU1Wr15tpqrMg9lO5LjsPdsB8+W7QYPql156Ce7u7vjhhx/w+uuvIy4uDv379zf64ERkO+z9I8LU1FSUlZVp/l0Te7wZCrOdyHHZe7YD5st3gwbVP/30E9LT0+Hv74+ZM2fixRdfRERERJ0KMBdJaQEkJXX/ZSh3Enc5reYNqi5AXhdX7xaJ1peynrz2RgYoKhdvWR4PF5lofQFAfpm4oeEuE+/WzgqVeP+npXXoS13LXbds/SPCyvl2D//bEdhytovph4wc0fryaNdYtL4AQPnEVNH6UqXGi9YXAJTdvS1qf0KKeD9/Mq9WovUFAOU3xbuLquSXNNH6Kr1fXHujGth7tgPmy3eDBtWurq4VT3JyQmFhIRo0aIDbt8X9YSIi6+Rot7J1JMx2IsfFbBePQYPqRo0a4d69e3j88ccRHh4OpVKJli1bmqo2IrIi9h68tc2ze5C9zalmthM5LnvPdsB8+W7QoHr//v2QyWRYtmwZ/v3vfyMnJwcTJkww+uBEZDtKywVIdUzhKS237eDVNc/O3jHbiRyXvWc7YL58N2hQLZNVzGOVSCQYN26cSQoiIutk72czHG0e9YOY7USOy96zHTBfvhs0qD527BjmzZuHq1evory8XLM/Ly9P9MKIyLrY+8Us+i65JJFIsGrVKjNWZnrMdiLHZe/ZDpgv3w1eUu/dd99FcHCw5swGETkGlVDL2QwbX3bJ0ZfUY7YTOSZ7z3bASpfUc3d3x7PPPlunAxKRbbL3jwgdeUk9ZjuR47L3bAfMl+9SQxr/4x//wI4dO1BaWmqqeojISpWUq2vd7JEgCBDs4EyNLsx2IsflqNkOiJ/vBg2qO3fujFdffRWurq6QyWSQSqX8qJDIQVSezdC12ZMtW7agW7duUCgUUCgU6NatG2JjYy1dlkkw24kcl6NlO2C6fDdo+sfcuXPxzTffICgoiIFL5GAc4WKWSosXL8bq1asxc+ZMhIaGAgCSkpIwd+5c3LhxA0uXLrVwheJithM5LkfKdsC0+W7QoLpp06YYPHiw0QcjItulEgSdF6zYw8UslTZu3IjNmzdj9OjRmn0jRozQ3Mbb3gbVzHYix+VI2Q6YNt8Nmv4xYsQIrF+/Hrdu3UJeXp5mIyL750gfEZaVlSEoKKjK/sDAQK0l5+wFs53IcTlStgOmzXeDBtWLFi3CrFmz4O3tjYYNG8LT0xMNGzasUwFEZBtKy9W1bvZi/Pjx2LhxY5X9n3zyCcaOHWuBikyL2U7kuBwp2wHT5rtB0z/Uavt6Y4lIfypBDZWODFAJtp0PD94QQCKRIDY2FocOHcIjjzwCADh9+jRu3Lhhl7fvZrYTOS57z3bAfPlu0KCaiByXvV/M8vANAQIDAwEA165dAwAolUoolUr8/PPPZq+NiMhU7D3bAfPlOwfVRKQXlVqA1I5vEOBoN3whIgLsP9sB8+W7QXOqxbBhwwa0adMGCoUCISEhOHPmTI1tb968iTFjxqBDhw6QSqWYM2eOGSslogeVq4FytaBjM65fQzIBABITE9GrVy+4uLigXbt2iIuL03p88+bN6NevHxo2bIiGDRsiLCys1j5JHMx3ItvDbBePWQfVn3/+OSIjIxEVFYWzZ8+iR48eCA8Px61bt6ptX1JSgiZNmmDRokXo0aOHOUslooeY4mIWQzPh119/RUREBAYNGoS0tDTMmTMHU6dOxffff69pk5iYiNGjR+Po0aNISkqCj48Phg0bhszMTIPru3DhAg4ePIhvv/1Wa6OqmO9EtskRsx0wTb5LBDPefzckJAS9e/fG+vXrAVRcHOPj44OZM2diwYIFOp87cOBABAQEYO3atQYdMy8vDx4eHrhz9RzcGzQwuvZKN52Ude7jQffLxL0A4M/8EtH6UtaTi9YXANRzFu9vOA8X675BhbtMJV5nqjLRusrLy0NTH1/k5ubC3d1d7+d4eHggbPUhOLvWr7FdWVEhDkcOM6hvQzNh/vz52L9/P86fP6/Z98ILLyAnJwcHDx6s9hgqlQoNGzbE+vXr9b4I5fr163j66aeRnp4OiUSiuY2tRCLR9EnaLJnvi75JgaK+m9G1V2rmoahzH5WGt2ssWl8AoCz7S7S+VKnxovUFAGVZGaL2J3NxEa8vr1ai9QUA5Td/Fa0viZN4v2Pz7hej2YtRzHY9mDLfzXamurS0FCkpKQgLC/v74FIpwsLCkJSUJNpxSkpKtNZZ5VqrROJQq3WvY1p5McvDP38lJdX/oWdMJiQlJWm1B4Dw8HCdGXL//n2UlZWhUaNGer/W2bNnw9fXF7du3UK9evXw888/49ixYwgKCkJiYqLe/TgK5juR7XKkbAdMm+9mG1TfuXMHKpUKXl5eWvu9vLyQlZUl2nFiYmLg4eGh2Xx8fETrm8iR6XuDAB8fH62fwZiYmGr7MyYTsrKyqm2fl5eHoqKiap8zf/58NG/evEpg65KUlISlS5dCqVRCKpVCKpWib9++iImJwaxZs/Tux1Ew34lslyNlO2DafLe71T8WLlyotR5hXl4efHx8IPnzF0jcav54Q1/NWnapcx8Puuls2F9YtWkl4seXpSpxZwbdyC0WrS+Fk7h/DzZwEfdH4a5MIlpfgiBebQXFxvclCAIEHVeBV36ElpGRofURoYuIH+Ua6v3338fu3buRmJgIhUL/nw2VSoUG/z9dTKlU4s8//0THjh3RunVrXL582VTlUi1qynffxvVQT4R8LygR726Z310Vb7oGAPTx8RStL7+eQ0XrCwCc//pd1P5KfjohWl+3Dh8RrS8AkDqLl8clOfmi9ZVfYvw0QUfKdsC0+W62QbVSqYRMJkN2drbW/uzsbHh7e4t2HBcXF4v+RxPZK5VKDYlKxw0C/v8xd3d3vebdGZMJ3t7e1bZ3d3eHq6ur1v6VK1fi/fffx+HDh+Hv719rPQ/q1q0bfvrpJ/j6+iIkJAQffPAB5HI5PvnkE7Rt29agvhwB853IdjlStgOmzXezTf+Qy+UIDAxEQkKCZp9arUZCQgJCQ0PNVQYRGUlQC7VuhjAmE0JDQ7XaA0B8fHyV9h988AGWLVuGgwcPIigoyKC6gIrbdlfeZTA6Ohq//vor+vXrhwMHDuDDDz80uD97x3wnsl2OlO2AafPdrNM/IiMjMXHiRAQFBSE4OBhr165FYWEhJk2aBKDio73MzExs375d85y0tDQAQEFBAW7fvo20tDTI5XJ06SLuNAwi0k39wAUrNT1uKEMzYfr06Vi/fj3efPNNTJ48GUeOHMGePXuwf/9+TZ/Lly/H4sWLsWvXLrRp00Yzh8/NzQ1ubvqtEBEeHq75d7t27XDx4kXcu3cPDRs21FwhTtqY70S2yZGyHTBtvpt1UD1q1Cjcvn0bixcvRlZWFgICAnDw4EHN5PSbN2/ixo0bWs/p2bOn5t8pKSnYtWsXWrdujd9++82cpRM5PEFdsel63FCGZoKvry/279+PuXPnYt26dWjZsiViY2O1QnLjxo0oLS3Fs88+q3WsqKgoLFmyRO/atmzZgjVr1uDKlSsAgPbt22vWTqWqmO9EtsnRsh0wXb6bdZ1qS6hch/GvY1/AXYQLWQSxL1SUiXuhopgXF4p9oWJWgXhraFv7hYpyUS9UFK0rFOTnoXd7H6PWMg2O+hZOipp/hsqLC3EmeoRBfVurxYsXY/Xq1Zg5c6bm48ekpCSsX78ec+fOxdKlSy1cIQF/f29uOXER9dzqfh8CMS9UlErF/URD1AsVpTmi9QUAUiu+UPGv9Kui9QVY94WKARu/YLbrwZT5bnerfxCRaajK1ZDouLOWyth72VqhjRs3YvPmzRg9erRm34gRI+Dv74+ZM2dyUE1EdsORsh0wbb5zUE1E+qntghUj5t1Zq7KysmovggkMDER5uXhnM4mILM6Bsh0wbb6bbfUPIrJtakGodbMX48ePx8aNG6vs/+STTzB27FgLVEREZBqOlO2AafOdZ6qJSC/63iDAVj14UxGJRILY2FgcOnQIjzzyCADg9OnTuHHjBiZMmGCpEomIRGfv2Q6YL985qCYivdS2Xqmha5lam9TUVK2vAwMDAQDXrl0DUHFDA6VSiZ9//tnstRERmYq9ZztgvnznoJqI9KJSCYDOu27ZdvAePXrU0iUQEZmdvWc7YL5856CaiPRiirVMiYjIspjt4uGgmoj0olYLkIh81y1rlpOTgy1btuDixYsAgC5dumDKlCnw8PCwcGVEROJxtGwHTJfvXP2DiPRSOe9O12YvkpOT4efnhzVr1uDu3bu4e/cu1qxZAz8/P5w9e9bS5RERicaRsh0wbb7zTDUR6cURLmapNHfuXIwYMQKbN2+Gk1NFTJaXl2Pq1KmYM2cOjh07ZuEKiYjE4UjZDpg23zmoJiK9qFTqWi5msZ+Jd8nJyVqBCwBOTk548803q71pABGRrXKkbAdMm++c/kFEeqlcy7TGzQ7WMq3k7u6OGzduVNmfkZGBBg0aWKAiIiLTcKRsB0yb7xxUE5FeBLUAtY7Nnj4iHDVqFKZMmYLPP/8cGRkZyMjIwO7duzF16lSMHj3a0uUREYnGkbIdMG2+c/oHEelFEHSfsbCnsxkrV66ERCLBhAkTUF5eDgBwdnbGK6+8gvfff9/C1RERiceRsh0wbb5zUE1EenGki1nkcjnWrVuHmJgYzR23/Pz8UK9ePQtXRkQkLkfKdsC0+e4wg2p1yX2oRXi10j8u1L2TBzRr0UnU/gQXN9H6unJfLlpfAFAm4l2ZzmTcFa0vADiXkSNqfyoRQyi/uFy0vsqKCo1+rqq8HIK05lrU5eLVaUllZWV47LHHsGnTJrRv3x7du3e3dElUi8zcIijK6x7wPp6uIlRT4dod43/WqvNlbpZofXnUcxatLwAI9wsQtb8mEYHi/o8fvgAAIABJREFU9fWkuANC51tXROtLUire90heQSGw8Qujnuso2Q6YPt8dZlBNRHUjqFUQ1Cqdj9sDZ2dnnDt3ztJlEBGZhaNkO2D6fOeFikSkF0Gt1oRv9Zv9LLs0btw4bNmyxdJlEBGZnCNlO2DafOeZaiLSi6BSQVDpOJuh4zFbU15ejq1bt+Lw4cMIDAxE/fr1tR5fvXq1hSojIhKXI2U7YNp856CaiPSiVpUC5TLdj9uJ8+fPo1evXgCAX375ResxiURiiZKIiEzCkbIdMG2+c1BNRHpxpHl3R48e1fy7cjkpDqaJyB45UrYDps13zqkmIr3onnOnO5Rt0ZYtW9CtWzcoFAooFAp069YNsbGxli6LiEhUjpbtgOnynWeqiUgvlRez6HrcXixevBirV6/GzJkzERoaCgBISkrC3LlzcePGDSxdutTCFRIRicORsh0wbb5zUE1EelGrVYCO4FXb0dmMjRs3YvPmzVq3rB0xYgT8/f0xc+ZMDqqJyG44UrYDps13DqqJSC/q8lJAUvOMMXW5/VzMUlZWhqCgoCr7AwMDNbe1JSKyB46U7YBp851zqolIP/+/7FJNG+xo2aXx48dj48aNVfZ/8sknGDt2rAUqIiIyEQfKdsC0+c4z1USkF0HQ/RGhINhX8G7ZsgWHDh3CI488AgA4ffo0bty4gQkTJiAyMlLTjmtWE5Etc7RsB0yX7xxUE5FeBLVad/Da0cUsD65jeu3aNQCAUqmEUqnE+fPnNe24zB4R2TpHynbAtPnOQTUR6UWo5WIWe1p26cF1TImI7JkjZTtg2nznoJqI9KIuL4NEx2UYQnmZGashIiIxMNvFw0E1EenF0c5mEBE5Ama7eMy++seGDRvQpk0bKBQKhISE4MyZMzrbJyYmolevXnBxcUG7du0QFxdnnkKJSItarap1M4YpMmHv3r3o1KkTFAoFunfvjgMHDhhVGxmG+U5ke5jt4jHroPrzzz9HZGQkoqKicPbsWfTo0QPh4eG4detWte1//fVXREREYNCgQUhLS8OcOXMwdepUfP/99+Ysm4gACCq1zmWXBJXhF7OYIhN++OEHjB49GlOmTEFqaipGjhyJkSNHal2AQuJjvhPZJma7eCSCIAjmOlhISAh69+6N9evXAwDUajV8fHwwc+ZMLFiwoEr7+fPnY//+/Vpv2AsvvICcnBwcPHhQr2Pm5eXBw8MDt+O3w71+vTq/Bqmifp37eJDQopO4/bm4idbXlfty0foCgD/yikXrK/XPXNH6AoBzGTmi9qdSi/djlV8s3s1GyooKcThyGHJzc+Hu7q7Xcyp/hlwCp0Iiq/l7QlCVoiQl1qC+TZEJo0aNQmFhIfbt26dp88gjjyAgIACbNm3Sqy4ynCXzfen+s1DUb1Dn1+Dj6VrnPipdu1MoWl9i86jnLGp/4X5KUftrUk8mWl8KqbhDHOdbV0TrS1Iq3vdIXkEhGgaGM9stzGxnqktLS5GSkoKwsLC/Dy6VIiwsDElJSdU+JykpSas9AISHh9fYnohMR11eWutmCFNlAnPD/JjvRLaL2S4es12oeOfOHahUKnh5eWnt9/LywqVLl6p9TlZWVrXt8/LyUFRUBFfXqmcVSkpKUFJSovk6N7fijGZ+YVFdXwIAQCryHYqF/Hxx+ysR76/ygiJxz2YUFpTU3khPxYUFovUFAGVF4vYn5pnqsmLxLhIpL644M2LMB1RCWbHuC1ZUFVeI5+Xlae12cXGBi4tLleamyoSa2mRlZdVcO9WJpfO9+L44P7/3ncQL+OLC+6L1JTa5IO6v/oJ8cT/VdCkX70x1qdhnqvPF+10hKRPveySvgNluDexu9Y+YmBhER0dX2d925MsWqIbIOuXn58PDw0OvtnK5HN7e3si6sKfWtm5ubvDx8dHaFxUVhSVLlhhTJpGWmvL9vef6W6AaIuvDbLcssw2qlUolZDIZsrOztfZnZ2fD29u72ud4e3tX297d3b3asxgAsHDhQq1bTObk5KB169a4ceOG3t9oVCEvLw8+Pj7IyMjQex4VWff7JggC8vPz0bx5c72fo1Ao8Ouvv6K0tPaPAAVBqHIXqurOZACmy4Sa2tTUJ9Ud8922WHNGWTNrft+Y7dbBbINquVyOwMBAJCQkYOTIkQAqJq4nJCRgxowZ1T4nNDS0ynIp8fHxCA0NrfE4NX0c4eHhYXU/BLbC3d2d750RrPV9M2bwoVAooFAoRK3DVJkQGhqKhIQEzJkzp8Y2JC7mu22y1oyydtb6vjHbrYBgRrt37xZcXFyEuLg44cKFC8K0adMET09PISsrSxAEQViwYIEwfvx4Tfvr168L9erVE9544w3h4sWLwoYNGwSZTCYcPHhQ72Pm5uYKAITc3FzRX4+943tnHL5v+jNFJpw8eVJwcnISVq5cKVy8eFGIiooSnJ2dhfT0dLO/PkfCfLcdfN+Mw/dNf46a7WYdVAuCIHz00UdCq1atBLlcLgQHBwunTp3SPDZx4kRhwIABWu2PHj0qBAQECHK5XGjbtq2wbds2g47HHwLj8b0zDt83w5giE/bs2SN06NBBkMvlQteuXYX9+/eb+FWQIDDfbQXfN+PwfTOMI2a7WdeptoSSkhLExMRg4cKFNc7/oerxvTMO3zci8+DPmnH4vhmH7xvVxu4H1UREREREpmbW25QTEREREdkjDqqJiIiIiOqIg2oiIiIiojqyi0H1hg0b0KZNGygUCoSEhODMmTM62ycmJqJXr15wcXFBu3btEBcXZ55CrZAh791//vMfDB06FE2aNIG7uztCQ0Px/fffm7Fa62Ho91ylkydPwsnJCQEBASaukMj2MduNx2w3DrOd6sSyi4/U3e7duwW5XC5s3bpV+Pnnn4WXXnpJ8PT0FLKzs6ttX7kWYmRkpHDhwgXho48+MnhtVHth6Hs3e/ZsYfny5cKZM2eEX375RVi4cKHg7OwsnD171syVW5ah71ule/fuCW3bthWGDRsm9OjRw0zVEtkmZrvxmO3GYbZTXdn8oDo4OFh47bXXNF+rVCqhefPmQkxMTLXt33zzTaFr165a+0aNGiWEh4ebtE5rZOh7V50uXboI0dHRpijPahn7vo0aNUpYtGiREBUVxeAlqgWz3XjMduMw26mubHr6R2lpKVJSUhAWFqbZJ5VKERYWhqSkpGqfk5SUpNUeAMLDw2tsb6+Mee8eplarkZ+fj0aNGpmqTKtj7Pu2bds2XL9+HVFRUeYok8imMduNx2w3DrOdxGDTg+o7d+5ApVLBy8tLa7+XlxeysrKqfU5WVla17fPy8lBUVGSyWq2NMe/dw1auXImCggI8//zzpijRKhnzvl25cgULFizAzp074eTkZI4yiWwas914zHbjMNtJDPwuIKPs2rUL0dHR+Oabb9C0aVNLl2O1VCoVxowZg+joaHTo0MHS5RAR6cRs1w+znapj04NqpVIJmUyG7Oxsrf3Z2dnw9vau9jne3t7Vtnd3d4erq6vJarU2xrx3lXbv3o2pU6di7969VT5utXeGvm/5+flITk5GamoqZsyYAaDio1VBEODk5IRDhw5h8ODBZqmdyFYw243HbDcOs53EYNPTP+RyOQIDA5GQkKDZp1arkZCQgNDQ0GqfExoaqtUeAOLj42tsb6+Mee8A4LPPPsOkSZPw2WefISIiwhylWhVD3zd3d3ekp6cjLS1Ns02fPh0dO3ZEWloaQkJCzFk+kU1gthuP2W4cZjuJwtJXStbV7t27BRcXFyEuLk64cOGCMG3aNMHT01PIysoSBEEQFixYIIwfP17TvnLZpTfeeEO4ePGisGHDBodedsmQ9+7f//634OTkJGzYsEG4efOmZsvJybHUS7AIQ9+3h/EKcaLaMduNx2w3DrOd6srmB9WCIAgfffSR0KpVK0EulwvBwcHCqVOnNI9NnDhRGDBggFb7o0ePCgEBAYJcLhfatm0rbNu2zbwFWxFD3rsBAwYIAKpsEydONH/hFmbo99yDGLxE+mG2G4/ZbhxmO9WFRBAEwVJnyYmIiIiI7IFNz6kmIiIiIrIGHFQTEREREdURB9VERERERHXEQTURERERUR1xUE1EREREVEccVBMRERER1REH1UREREREdcRBNRERERFRHXFQTdi0aRNWrFhRpz7i4uIwcuRIkSoS9xhLlizBnDlzqn3swdf+YP/JyckYNWoUACAnJwfvv/++kVUTEVkGs53ZTublZOkCyPTKy8vh5FTzf/X06dPNWE3NaqvTFGp67UFBQfj8888B/B28CxYsMGdpREQ6MdtrxmwnS+CZaisjkUjw7rvvIiQkBG3atMHXX3+NmJgYBAUFoX379khMTARQEVLh4eEICgpC165dMWbMGBQWFgIAEhMT0bVrV0yZMgUBAQH46quvcPPmTQwbNgxdunTBsGHD8MILL2DJkiUAtP/aj4uLQ1hYGEaPHo3u3bsjKCgI169fBwBkZWVh0KBBCAwMRNeuXTFjxgyo1epaX9PAgQMxc+ZM9O7dG+3atcPrr78OQRA0j82aNQuhoaEYNmwYAGDHjh3w9/eHv78/IiIikJmZqekrLy8PI0aMQJcuXdC/f3/89ttvAID09HT07dsXvXr1QpcuXfDOO+9o1ZCRkYHBgwejU6dOePLJJ/HXX39Vee0PSkxMREBAAICKcM7Pz0dAQACCgoKQnJyMTp06aV4DAPTp0wffffddre8FETkmZjuznewfB9VWyM3NDadPn8aWLVswbtw4NGvWDMnJyXjvvffwxhtvAABkMhl27dqF5ORknD9/Hh4eHvjoo480fVy8eBETJkxAWloannvuOU24XbhwAdu3b9cEeHV+/PFHvPfee0hPT0dYWBiWL18OAPD09MR///tfpKSk4Ny5c/jtt9+wZ88evV7ThQsX8MMPP+DcuXP43//+h88++0zz2C+//IJjx47hyJEjOH/+PN544w189913OHfuHPr06YOpU6dq2p48eRLLly/HhQsX8MQTT2DatGkAgDZt2iAhIQFnz55FSkoKvvzyS5w6dUrzvOPHj2PXrl24dOkSfHx8sHDhQr3qBio+RmzQoAHS0tKQnJyMoKAgNG7cGPHx8QCA1NRU3L59G4899pjefRKR42G2M9vJvnFQbYUq53sFBQWhsLAQL7zwAgAgODgYV65cAQAIgoA1a9agZ8+e8Pf3x/79+5GWlqbpo23bthgwYIDm64SEBEyePBkA4O3tjSeeeKLG44eGhsLX11fz72vXrgEA1Go15s+fjx49eqBnz55ITk7WOqYuEyZMgLOzM+rVq4dx48bh8OHDmsfGjRsHZ2dnAMDRo0fx2GOPoUWLFgCAV199FUeOHIFKpQJQcdagc+fOAIBp06YhMTERKpUKRUVFmDp1Krp3745HHnkEv//+u1ZtERER8Pb21jzvweMbY/bs2Vi/fj0AYMOGDXj11VchkUjq1CcR2TdmO7Od7BsH1VZIoVAAqDhj8fDX5eXlAIBdu3bhyJEj+N///of09HTMmzcPxcXFmj7c3Nx0HkNXSFQe7+Fjrl69Grdu3cLp06dx7tw5jBkzRuuYhnjw+Lpq1TfM/vnPf0KpVCI1NRU//fQTBg4cqLO2uobkM888g3PnziE1NRXffvstJk2aVKf+iMj+Mdv1q/NBzHayJRxU26h79+5BqVTC3d0d+fn5iIuL09l+8ODBmjbZ2dnYt2+fUcf09vaGQqFAVlYW9u7dq/dzd+7cibKyMhQVFWHXrl0ICwurtt2gQYNw8OBB/PnnnwAqPp4bMmSI5pdQUlISLl26BACIjY3FoEGDIJPJcO/ePbRs2RJOTk64fPmy5uO7SgcOHEB2drbmeTUdvzru7u4oKipCaWmpZp+TkxOmT5+OESNG4Omnn4anp6fe/RER1YTZzmwn28XVP2zUhAkT8M0336Bjx45o0qQJ+vXrh99//73G9uvWrcPEiRPRpUsXNG/eHCEhIQaHxezZs/Hss8+ia9euaN68uUHh1blzZzz66KO4e/cunnrqKc3Hng/r1q0bVqxYoZnD5uPjg82bN2se79OnD+bPn4+rV6+icePG2L59OwBg0aJFGD9+PD799FP4+flh8ODBWv3269cPY8aMQWZmJtq3b1/rL6oHNWrUCBMmTIC/vz/c3NyQnJwMAJgyZQr++c9/YsaMGXr3RUSkC7Od2U62SyI8eJkr2a2ioiI4OzvDyckJf/31Fx555BHs3LkTISEhJj/2wIEDMWfOHJOvdWpuX3zxBTZu3IiEhARLl0JEDorZLj5mOxmLZ6odxJUrVzBhwgQIgoDS0lK8+uqrZglde/XYY4/hl19+wVdffWXpUojIgTHbxcVsp7rgmWoiIiIiojrihYpERERERHXEQTURERERUR1xUE1EREREVEccVBMRERER1REH1UREREREdcRBtZm0bNkSU6dONeg548aN492ciIiIiGwAB9V1FBcXB4lEUu22YMECS5dnkJYtW+Kdd96xdBkm98477+Dbb7/Vq+0ff/yBJUuW4Ny5cyataefOnfjwww9NegwiIiIyHd78RSRLly6Fr6+v1r5u3bpp/n3t2jXIZDJzl0XVeOeddzBu3DiMGDGi1rZ//PEHoqOj0a5dO/j7+5uspp07d+Lq1auYNWuWyY5BREREpsNBtUiGDx+OoKCgGh93cXExYzX6EwQBxcXFcHV1tXQpRERERDaL0z/M5OE51WVlZYiKikK7du2gUCigVCrRr18/JCQkVHluRkYGRowYATc3NzRp0gTz58+HWq3WaqNWq7F69Wp06dIFLi4u8Pb2xiuvvILc3NwqdYwcORLfffcdAgMDoVAosGXLlmprNqTGh927dw+zZs2Cj48PXFxc0L59e6xYsQIP3sDzrbfeglQqxf/+9z+t506ePBkuLi44f/48AKC4uBhvv/02evXqBQ8PD9SvXx8DBgzAsWPHqhxXrVZjzZo16N69OxQKBZo0aYLhw4fj7NmzKC8vh0QiQUlJCbZs2aKZplPTXPfDhw8jNDQUADB+/HhN+507d2raJCUlITw8HO7u7qhXrx4GDhyIpKQkrX5yc3Mxa9YstG7dGi4uLmjatCmGDRuGn376CQDQt29ffP/997h27ZrmGO3atav1PSYiIiLrwTPVIsnNzcWdO3e09imVyhrbL1q0CCtWrMC0adMQFBSE3Nxc/Pjjj0hNTcWQIUM07crKyjBs2DD07dsXK1euxKFDh/DBBx+gXbt2eOmllzTtpkyZgn//+9+YNGkSZs+ejevXr2P9+vVIS0vD8ePH4eT093/1hQsXMHbsWEyfPh3Tpk1D586d61TjwwoLC9G/f39kZWXh5Zdfho+PD06cOIE333wT2dnZWLlyJQAgKioK+/btw6RJk3Du3Dm4ublh//792LZtG2JiYjTTZ3JycrB161aMHj0a06ZNQ15eHmJjYzF06FAkJyeje/fummNPnDgRO3fuREREBF566SWUlpbi2LFjOH36NHr27IkdO3Zg8uTJePTRRzFlyhQAqHEA261bNyxZsgRLlizBK6+8gj59+gAAHn30UQBAfHw8IiIiEBwcjOjoaADA1q1bMWjQIJw8eRKBgYEAgGnTpuGbb77BjBkz0LlzZ9y5cwcnTpzAxYsX0aNHDyxevBhvvPGG1nvToEGDGt9fIiIiskIC1cm2bdsEANVuD2rRooUwZcoUzdddu3YVnnrqKZ19jx07VgAgvPfee1r7/f39hZCQEM3XR48eFQAIn3/+uVa7ffv2VdnfokULAYBw+PDhWl+bPjVWJyoqSnBzcxOuXr2qtX/evHmCk5OTkJmZqdmXlpYmODs7C9OnTxfu3r0rNGvWTAgJCRHKy8s1bcrKyoSSkhKtvu7evSsolUph2rRpmn2HDh0SAAiRkZFValKr1Zp/u7i4aP1f6JKUlCQAEHbs2KG1X6VSCW3bthUef/xxrf0FBQVC69atheHDh2v2ubm5CbNnz9Z5nPDwcMHPz0+vmoiIiMj6cPqHSDZs2ID4+HitTRdPT0+kp6fj6tWrtfb98ssva33dt29fXL9+XfP13r170ahRIwwePBh37tzRbMHBwXB1dcXRo0e1nt++fXudZ5qNqfFBe/fuxcCBA+Hh4aFVz9ChQ1FeXo7jx49r2laeqd20aRPCw8Nx7949fPrpp1oXdTo5OUEulwOomN5x9+5dqFQqBAUF4ezZs5p2X375JWQyGRYvXlylJolEYtBrqE1KSgquX7+OsWPHar3GoqIiDBo0CImJiZqpLh4eHjh16hRu3rwpag1ERERkPTj9QyTBwcE6L1R82LJly/D000+jffv26N69O4YPH47x48drrRgCAG5ubmjUqJHWvoYNG+LevXuar69cuYK7d++iSZMm1R7r1q1bWl8/vEpJXWt82JUrV3DhwgW961mwYAF2796NH3/8ER988AE6duxY5Tnbtm3DqlWrcPnyZZSXl2v2t2/fXvPva9euoWXLlvDw8NDr9dXFlStXAABjx46tsU1BQQEaNGiAFStWYNKkSWjZsiWCgoLw+OOPY8KECXr/PxAREZH146DaQgYNGoRr167hm2++waFDh/DJJ59g1apViI2NxYsvvqhpV9MyfMIDF/yp1Wo0a9YM27dvr7Zt06ZNtb7Wd6UPfWusrrbHHnsMr7/+erWPPzxovnr1Kq5duwYASE9Pr9I+Li4OkydPxjPPPIMFCxagSZMmkMlkeOedd/DHH3/o9VrEVnmh6OrVq7XmdD+o8n0ePXo0+vfvj6+++grx8fH44IMPsHz5cnz99dcYNmyY2WomIiIi0+Gg2oIaN26MyZMnY/LkycjPz0ffvn2xZMkSnQPW6vj5+eHYsWPo16+f6Ev3GVNj27ZtUVhYiLCwsFr7V6lUePHFF9GoUSOMHz8ey5cvx7PPPqu1hvQXX3yBDh064Msvv9R67ltvvaX1tZ+fH44ePYqcnBydd6I0ZCpITW39/PwAVEzt0Od1tmjRAjNmzMCMGTOQnZ2NgIAAvPfee5pBtdjTU4iIiMi8OKfaQv766y+trxs0aAA/Pz+UlJQY3Nfzzz+PsrIyvPvuu1UeKysrq7KsnqlrfP7553H8+PFql967d++e1vSNFStW4PTp04iNjcW7776LkJAQvPzyy7h7966mTeXZ+gfPzp88eRI//vijVt//+Mc/oFKpsGzZsirHffC59evXR05Ojs7X8GBbAFXaBwcHo02bNlixYgUKCwurPO/27dsAgPLycuTl5Wk95uXlhWbNmmm9j4bURERERNaHZ6otpEOHDhg6dCgCAwPRsGFDnDlzBl9//TXmzJljcF9DhgzBlClTsGzZMpw9exZhYWFwcnLClStXsHfvXnz88ccYOXKk2WqcP38+/vvf/2L48OGYNGkSevbsiYKCAqSnp+OLL75AZmYmPD09cf78eURFRWHq1KkYPnw4AODTTz9FQEAAZsyYgV27dgEAnnjiCXz77bd45plnMHz4cFy/fh2bNm1C586dtQamQ4cOxejRo7F69WpcvnwZw4YNg0qlwvHjxzFs2DBMnz4dABAYGIhDhw5hzZo1aNasGfz8/NC7d+9qX0v79u3RoEEDfPzxx3B1dUX9+vURGhqK1q1bIzY2FhEREejWrRtefPFFNG/eHJmZmUhISIBSqcRXX32FnJwc+Pr64rnnnkP37t1Rv359xMfHIzU1FevWrdMcJzAwEF9++SXmzZuHwMBAuLu7IyIiwuD/MyIiIrIQi649Ygcql9T78ccfdbZ7eEm9pUuXCr179xY8PT0FV1dXoXPnzkJMTIxQVlamaTN27FjBw8OjSl9vvfWWIJPJtPap1Wph06ZNQq9evQRXV1fB3d1d8Pf3F+bPny/cvHlTqw59l8nTp8aa5OXlCfPnzxf8/PwEuVwuNGnSRHj00UeFVatWCWVlZUJZWZnQq1cvoXXr1kJeXp7Wc1etWiUAEL788kvNa1u2bJnQqlUrQaFQCL169RIOHDggjB07tsoydOXl5cLy5cuFjh07ao77+OOPC6mpqZo2Fy5cEPr16ye4uroKAGpdXu+rr74SOnfuLDg5OVVZXi8lJUUYOXKk0KhRI8HFxUVo3bq1MGrUKOHo0aOCIAhCcXGxMG/ePMHf319o0KCB4ObmJgQEBAj/+te/qrxfL7zwguDp6SkA4PJ6RERENkYiCA98Lk5ERERERAbjnGoiIiIiojrioJqIiIiIqI44qCYiIiIiqiOzD6o3bNiANm3aQKFQICQkBGfOnKmxbWJiIiQSSZUtKyvLjBUTkSkZkgk3b97EmDFj0KFDB0il0hpXotm7dy86deoEhUKB7t2748CBA6Yqn4iICICZB9Wff/45IiMjERUVhbNnz6JHjx4IDw+vctvqh12+fBk3b97UbA/fIZCIbJOhmVBSUoImTZpg0aJF6NGjR7VtfvjhB4wePRpTpkxBamoqRo4ciZEjR+L8+fOmfClEROTgzLr6R0hICHr37o3169cDqLjVs4+PD2bOnIkFCxZUaZ+YmIhBgwbh3r17Ou+QR0S2ydBMeNDAgQMREBCAtWvXau0fNWoUCgsLsW/fPs2+Rx55BAEBAdi0aZP4L4KIiAhmvPlLaWkpUlJSsHDhQs0+qVSKsLAwJCUl6XxuQEAASkpK0K1bNyxZsgSPPvpojW1LSkq0bgiiVqtx9+5dNG7cmLeCJocnCALy8/PRvHlzSKX6f1BVXFyM0tJSvfp/+OfMxcUFLi4uVdrWJRN0SUpKQmRkpNa+8PBwfP3110b3SUREVBuzDarv3LkDlUoFLy8vrf1eXl64dOlStc9p1qwZNm3ahKCgIJSUlCA2NhYDBw7E6dOn0atXr2qfExMTg+joaNHrJ7InGRkZaNmypV5ti4uL0djVDfehqrWtm5sbCgoKtPZFRUVhyZIlVdoakwn6yMrKqrZPXotBRESmZNW3Ke/YsSM6duyo+bpPnz64du0QonNbAAAgAElEQVQa1qxZgx07dlT7nIULF2qdpcrNzUWrVq3Q+LElkDor6lxTh9Dude7jQYO6eovan5tCJlpfLk7i9QUA7i7ifbs1ricXrS9A/IsLCstqH4Dqq5VH3b9vKxUW5GNYUFc0aNBA7+eUlpbiPlSYgBaQ63inSqHG9oJMZGRkwN3dXbO/urPURERE9sZsg2qlUgmZTIbs7Gyt/dnZ2fD21n9gGRwcjBMnTtT4eE0fNUudFaIMqp0U9evcx4MU9d3E7U8h3n+pQuRBdT0Ra6sv9qBa5JlBQql4g2q3Bq6i9VXJmKlQrhIZ5JKaB9UyQQIIgLu7u9aguiZiZcLDvL29Re+TiIioNmZb/UMulyMwMBAJCQmafWq1GgkJCQgNDdW7n7S0NDRr1swUJRKRDlIJINOxGfqHiViZ8LDQ0FCtPgEgPj6+Tn0SERHVxqzTPyIjIzFx4kQEBQUhODgYa9euRWFhISZNmgSgYupGZmYmtm/fDgBYu3YtfH190bVrVxQXFyM2NhZHjhzBoUOHzFk2EQGQSSSQ6TjDLYPhZ78NzQSg4g9rACgoKMDt27eRlpYGuVyOLl26AABmz56NAQMGYNWqVYiIiMDu3buRnJyMTz75xOD6iIiI9GXWQfWoUaNw+/ZtLF68GFlZWQgICMDBgwc1FxXdvHkTN27c0LQvLS3F66+/jszMTNSrVw/+/v44fPgwBg0aZM6yiQh/n5Gu8XEj+jQ0EwCgZ8+emn+npKRg165daN26NX777TcAFdde7Nq1C4sWLcI///lPtG/fHl9//TW6detmRIVERET6Mes61ZaQl5cHDw8PNHnyfVHmVHfqGyBCVX8b6i/uVBY3K55T7SFibUorn1NdIOKc6jae4s2pLsjPw6OdWiE3N1evec/A3z9Db8jbwEXHnOoSQY0Vpb8Z1DcREZG9sOrVP4jIephi+gcREZG94KCaiPQige4rmzmkJiIiR8ZBNRHpxRHPVBcWFmLPnj24evUqmjVrhtGjR6Nx48aWLouIiKwQB9VEpBdTXKhobbp06YITJ06gUaNGyMjIQP/+/XHv3j106NABV69exbJly3Dq1Cn4+vpaulQiIrIyZlunmohsm1wKyKUSHZulK6y7S5cuoby8HEDFcn7NmzfH77//jjNnzuDGjRvw9/fHW2+9ZeEqiYjIGvFMNRHpxdGmfyQlJWHTpk3w8PAAALi5uSE6OhovvPCChSsjIiJrxEE1EelFWsv0Dzs4UQ3g71u4FxcXV7l7a4sWLXD79m1LlEVERFaOg2oi0oujnKkeMmQInJyckJeXh8uXL2vdNOb333/nhYpERFQtDqqJSC9yKSDXMW5W2cFtpKKiorS+dnNz0/r6v//9L/r162fOkoiIyEZwUE1EenGEM9UPD6oftmLFCjNVQkREtoaDaiLSiwy1LKlnB2eqiYiIjMVBNRHpRVrLmWqpjsdsyZ07d7B161YkJSUhKysLAODt7Y0+ffrgxRdfRJMmTSxcIRERWSN7uWCfiEys8uYvujZb9+OPP6JDhw748MMP4eHhgf79+6N///7w8PDAhx9+iE6dOiE5OdnSZRIRkRXimWoi0kvlTV5qUm4Hc6pnzpyJ5557Dps2bdIsrVdJEARMnz4dM2fORFJSkoUqJCIia8VBNRHppdYLFe1g+sdPP/2EuLi4KgNqoGL96rlz56Jnz54WqIyIiKwdB9UWplKLe3VXAxfx/kudpeLODiopV4vWl9jvG3ScgbW033KKROvrfkGx0c+VSiQ6503bw5xqb29vnDlzBp06dar28TNnzsDLy8vMVRERkS3goJqI9CKRSSDR8cdHdWd3bc28efMwbdo0pKSkYMiQIZoBdHZ2NhISErB582asXLnSwlUSEZE14qCaiPQilUkg1TGotocz1a+99hqUSiXWrFmDjz/+GCqVCgAgk8kQGBiIuLg4PP/88xaukoiIrBEH1USkF4mzDFKZrObHVWYsxoRGjRqFUaNGoaysDHfu3AEAKJVKODs7W7gyIiKyZhxUE5FepDIJpDrWzZPaweofD3J2dkazZs0sXQYREdkIrlNNRHqRSKW1bvYuLCwMbdu2tXQZRERkhXimmoj04mhnqqvz9NNPa6aEEBERPYiDaiLSi0QmgUTHoFriAIPq1157zdIlEBGRleKgmoj0IpNLIdNxoaJMJfLa4URERDaEg2oi0otEUss61Wr7OFN9584dbN26FUlJScjKygJQcVOYPn364MUXX0STJk0sXCEREVkj+7+yiIhEIZVJa91s3Y8//ogOHTrgww8/hIeHB/r374/+/fvDw8MDH374ITp16oTk5GRLl0lERFaIZ6qJSC+1zqkWbP9M9cyZM/Hcc89h06ZNVe4QKQgCpk+fjpkzZyIpKclCFRIRkbXioJqI9OIIg+qffvoJcXFx1d5yXSKRYO7cuejZs6cFKiMiImtn+5/XEpFZSOUyyHRsUnnNFzHaCm9vb5w5c6bGx8+cOQMvLy8zVkRERLaCZ6qJSC9SiQRSHRcqSqs5u2tr5s2bh2nTpiElJQVDhgzRDKCzs7ORkJCAzZs3Y+XKlRaukoiIrBEH1USkF4lMComOixElatv/4Ou1116DUqnEmjVr8PHHH0OlUgEAZDIZAgMDERcXh+eff97CVRIRkTUy+2/BDRs2oE2bNlAoFAgJCdH5UeuDTp48CScnJwQEBJi4QiKqTuUdFXVtxjA0ExITE9GrVy+4uLigXbt2iIuLq9Jm7dq16NixI1xdXeHj44O5c+eiuLhYr3pGjRqFU6dO4f79+8jMzERmZibu37+PU6dOcUBNREQ1Muug+vPPP0dkZCSioqJw9uxZ9OjRA+Hh4bh165bO5+Xk5GDChAkYMmSImSoloodVXqioazOUoZnw66+/IiIiAoMGDUJaWhrmzJmDqVOn4vvvv9e02bVrFxYsWICoqChcvHgRW7ZswZ49e/DPf/7ToNqcnZ3RrFkzNGvWDM7Ozga/NiIicixmHVSvXr0aL730EiZNmoQuXbpg06ZNqFevHrZu3arzedOnT8eYMWMQGhpqpkqJ6GEyuVTnhYoyueFxYmgmbNq0Cb6+vli1ahU6d+6MGTNm4Nlnn8WaNWs0bX744Qc8+uijGDNmDNq0aYNhw4bhhRde0PtTMSIiImOYbVBdWlqKlJQUhIWF/X1wqRRhYWE613zdtm0brl+/jqioKHOUSUQ1kEgltW6GMCYTkpKStNoDQHh4uFb7Pn36ICUlRTOIvn79Og4cOIDHH3/coPqIiIgMYbYLFe/cuQOVSlVlOSovLy9cunSp2udcuXIFCxYswPHjx+HkpF+pJSUlKCkp0Xydl5dnfNFEpCGV6r5rolRV8djDP3MuLi5wcXGp0t6YTMjKyqq2fV5eHoqKiuDq6ooxY8bgzp076Nu3LwRBQHl5OaZPn27w9A8iIiJDWO3qHyqVCmPGjEF0dDQ6dOig9/NiYmIQHR1dZb/Csymk8np1rktQC3Xu40E598tE7a9Jg6qDF2MpXMT9IKOkXC1aXwWl5aL1BYi/HFwDF/F+tAw8AayTxNn4taRrvfnL/z/m4+OjtT8qKgpLliwx+riGSkxMxHvvvYePP/4YISEhuHr1KmbPno1ly5bh7bffNlsdRETkWMw2qFYqlZDJZMjOztban52dDW9v7yrt8/PzkZycjNTUVMyYMQMAoFarIQgCnJyccOjQIQwePLjK8xYuXIjIyEjN13l5eVV+yROR4WpdUu//H8vIyIC7u7tmf3VnqQHDMwGouDlLde3d3d3h6uoKAHj77bcxbtw4TJ06FQDQvXt3FBYWYtq0aXjrrbcgler+Y/H69eto1qyZpj+g4lOzVq1aISMjA61atcJvv/2Gtm3b6v0JGhER2T+zzamWy+UIDAxEQkKCZp9arUZCQkK1FyC6u7sjPT0daWlpmm369Ono2LEj0tLSEBISUu1xXFxc4O7urrURUd3JnJ1q3QBU+fmraVBtaCYAQGhoqFZ7AIiPj9dqf//+/SqDXZms4gy9INT+SdPUqVPx8ccfa76+fPkyunbtivv376NXr15IS0tD586dcf369Vr7IiIix2HW0yyRkZGYOHEigoKCEBwcjLVr16KwsBCTJk0CUHGWOTMzE9u3b4dUKkW3bt20nt+0aVMoFIoq+4nIDGo5Uw1dj9XAkEwAKlYCWr9+Pd58801MnjwZR44cwZ49e7B//35Nn08++SRWr16NgIAAzfSPt99+G08++aRmcK3L8OHDsX//frz++usAgAMHDiA4OBgNGzaEIAiajYiI6EFmHVSPGjUKt2/fxuLFi5GVlYWAgAAcPHhQc+HRzZs3cePGDXOWRER6kkhrmf5Ry7SK6hiaCb6+vti/fz/mzp2LdevWoWXLloiNjUV4eLimzaJFiyCRSLBo0SJkZmaiSZMmePLJJ/Huu+/qVdMTTzyBt99+GwUFBXBzc8N3332HiIiIitdoB7diJyIi05AIdn7KJS8vDx4eHvAZv1WUCxVbd/aqvZEBAtspRe2vvZebaH15iHixHQDcL1OJ1ldDV3FvxuEoFyoW5udjRC8/5Obm6j01qvJnKO2VZ9HApeb3Pb+kDAEbvzCob2vl6+uL1atXY9iwYWjcuDFOnz6NHj16wN3dXTPd5NKlSwZdRE1ERPaNV9kQkV4qLlSsefqERCbeH02W9vjjj2Pfvn2QyWRQKpXo0aOHpUsiIiIrx0E1EenlwYsRq31cLd6SiZYWERGBl156Cc7Ozhg+fLilyyEiIhtg0CTI77//3lR1EJGVq1xST9dmLwYPHox79+5hx44dmvnUD+LcaiIiephBvwWXLl2Kjh07Yt26dbxTIZGDcaRBtUKhwIABA6BSqTB06FDN/spLUOz8UhQiIjKCQb8FT548id27d+P8+fPo0KEDXn31VVy4cMFUtRGRFZFIpBUrgNS0SexnUA0A8+fPx5o1a1C/fn2tfS1btsRbb70FpVLci4yJiMi2GfxbsGfPnti8eTMOHjyIffv2wd/fH0OHDkV6erop6iMiK+FIZ6oBYODAgXjllVe09i1atAgtWrTAsmXL0KhRIwtVRkRE1sjg34KHDx/GU089hWeeeQavvfYasrKy8PLLL+Ppp582RX1EZCVkcqdaNyIiIkdl0G/Bzp07Q6lUYtasWXjmmWc0dyd79tlnsWXLFpMUSETWQSKV6LzBi0TMBbWJiIhsjEGD6p07dyIwMLDax7777jtRCiIi61TbFA97m/5BRERkCIN+Cz48vxAAgoODRSuGiKyXo82pJiIiMoRBZ6rLy8urfJ2fny9qQURknSpX/9D1OBERkaPS67fg8uXL0bBhQ6Snp6NRo0aarUGDBujfv7+payQiKyCVO0OmY5PKnS1doqiOHz+OcePGITQ0FJmZmQCAHTt24MSJExaujIiIrJFeg+rp06cjNTUVYWFhSE1N1Wx//vkn/vWvf5m6RiKyAo40/ePLL79EeHg4XF1dkZqaipKSEgBAbm4u3nvvPQtXR0RE1kiv34IeHh5o06YNvvvuO7Ru3VqzNWzY0NT1EZGV0HnjF+n/tXfncVGV+x/APzPDMqAOLii4UKBYiogoGGKaG4aFerVbKYqQimYpKuTaNVwqaVGQm/4wUKPl4pqlhZc0lCwjDQTF3BXDFBBzQQlZZs7vDy6TCAxzYIYZhs/79Tqv4JznPOd7TnL48syzaO4a0tS888472LhxI+Li4mBu/ncL/NNPP43jx48bMDIiIjJWWvWp9vf3x9atW9G3b19IJNWnzeIvGSLT15xm/zh37lyNXdtsbGxw584dA0RERETGTqukesGCBQCAdevW6TUYfbKwsoTMwrLB9ZiZy3QQzd/atbTQaX3FZUqd1WWt43vVJaWg6xp1W6FSpcP6dDj/s6oB50qkEs1JtQnNU21vb4+LFy/C0dGxyv6ffvoJXbt2NUxQRERk1LRKqivnph4yZIhegyEi4yU1M4fUrPbBiFIz3f1BZ2gzZszAvHnzsGXLFkgkEly/fh2pqalYsGAB3nrrLUOHR0RERkirpHr8+PE1dvuotHv3bp0FRERGSiqr2DQdNxFLliyBSqXCiBEj8Ndff+GZZ56BpaUlFixYgJCQEEOHR0RERkirpHrcuHH6joOIjJ1UWrFpOm4iJBIJ/vWvf2HhwoW4ePEi7t+/DxcXF7Rs2dLQoRERkZHSKqkOCgrSdxxEZOQkMhkkstpbozUda6osLCzg4uJi6DCIiKgJ0CqpXrt2Ld544w2EhYXVeDwyMlKnQRGRETIzB8w0DKw1oT7Vq1at0ng8PDy8kSIhIqKmQqukuvIjTxsbG70GQ0TGq665qE1pnuqvvvqqyvdlZWXIzs6GmZkZunXrxqSaiIiq0SqpfvXVVwEAy5cv12swRGTEJHUMVJSYTvePjIyMavsKCwvxyiuvYPz48QaIiIiIjJ2opqXbt29j1qxZcHZ2Rvfu3fH666/j9u3b+oqNiIxJ5ewfmjYTplAosHLlSk6pR0RENRKVVL/yyiuQyWT48ssvsWvXLshkMrzyyit6Co2IjElzWqa8Nnfv3sXdu3cNHQYRERkhrbp/VDp//jz27Nmj/v6jjz5Cz549dR4UERmhOgcqljdeLHr273//u8r3giAgNzcXn3/+OZ577jkDRUVERMZMVFLdqVMnFBQUoH379gCAgoICdO7cWS+BEZFxaU5T6kVFRVX5XiqVon379ggKCsLSpUsNFBURERkzrZLqyqn02rRpg969e8PPzw8AsG/fPgwePFh/0RGR8WhGi79kZ2cbOgQiImpitEqqK6fS6927N3r37q3eP2vWLP1ERUTGx8SXKa9tHv6acG5+IiJ6lFZJNafSIyKJVAaJhsRZ07GmoKZp9GoikUj0HAkRETVFovpUA8CxY8eQmZmJBw8eqPfNnTtXp0ERkfGRyMwhMTPXeLwpO3TokKFDICKiJkxUUr169Wrs2rULOTk5GDJkCA4cOIARI0YwqSZqDqTSOrp/mE6faiIiIrFE/RZMSEjAzz//jC5duuDLL7/Er7/+CqnIX6QbNmyAo6Mj5HI5vLy8cOzYsVrL/vTTT3j66afRrl07WFlZoUePHtVG5RNRI6kcqKhpqwcx7wQASElJQb9+/WBpaQlnZ2fEx8dXK3Pnzh3Mnj0bHTt2hKWlJZ544gns27dPdGynT59GUlIS9u7dW2UjIiJ6lKiWarlcDrlcDpVKBUEQ8OSTT+LSpUtan799+3aEhYVh48aN8PLywrp16+Dr64tz586hQ4cO1cq3aNECc+bMgZubG1q0aIGffvoJr776Klq0aIGZM2eKCZ2IGkgfU+qJfSdkZ2fDz88Ps2bNwn/+8x8kJycjODgYHTt2hK+vLwCgtLQUI0eORIcOHbBr1y507twZv//+O1q3bq11XJcvX8b48eORlZUFiUQCQRAq7vF//amVSqXoeyUiItMmqmnJysoKZWVlcHd3x4IFCxAVFSXql0tkZCRmzJiBqVOnwsXFBRs3boS1tTW2bNlSY/m+ffvC398fvXr1gqOjIwICAuDr64sff/xRTNhEpAt6WKZc7Dth48aNcHJywtq1a9GzZ0/MmTMHL774YpVPsLZs2YJbt27h66+/xtNPPw1HR0cMGTIEffr00TquefPmwcnJCTdu3IC1tTV+++03HD58GJ6enkhJSRF9n0REZPpEJdUxMTEoLS3F2rVrUVhYiCNHjuDzzz/X6tzS0lKkp6fDx8fn74tLpfDx8UFqaqpWdWRkZODnn3/GkCFDai1TUlKCwsLCKhsRNZzEzLzODUC1n7+SkpIa66vPOyE1NbVKeQDw9fWtUn7v3r3w9vbG7NmzYWdnB1dXV6xevVpUA0BqaipWrVoFW1tbSKVSSKVSDBo0CBERERxDQkRENRKVVLu6uqJFixawtbVFbGwsdu3aBXd3d63OvXnzJpRKJezs7Krst7OzQ15ensZzu3TpAktLS3h6emL27NkIDg6utWxERARsbGzUm4ODg1bxEVEdJHW0UksqWqodHByq/AxGRETUWF193gl5eXk1li8sLERxcTGAiq4bu3btglKpxL59+/DWW29h7dq1eOedd7S+VaVSiVatWgEAbG1tcf36dQDA448/jnPnzmldDxERNR+i+lTn5ORgxowZSElJgUQiwbBhw/Dxxx/jscce01d8AIAff/wR9+/fxy+//IIlS5bA2dkZ/v7+NZZdunRplUUcCgsLdZpYq1SCzuoCAJlUt3PetrO20FldVua6nXdYYSl6Bsda/flXqc7q0of7pbrrc2tpprtZNf5qyHOTSACJhlj+19/46tWrUCgU6t2Wlpb1v2Y9qFQqdOjQAbGxsZDJZPDw8MC1a9fw4Ycfaj3nvqurK06cOAEnJyd4eXnhgw8+gIWFBWJjY9G1a1c93wERETVForKcwMBA+Pn5YceOHRAEAZs2bUJgYKBWfQxtbW0hk8mQn59fZX9+fj7s7e01nuvk5ASgYkXH/Px8rFixotak2tLSstF/iRM1CxJpHUl1xTGFQlElqa5Nfd4J9vb2NZZXKBSwsrICAHTs2BHm5uaQPTRwsmfPnsjLy0NpaSksLOr+w3PZsmUoKioCAKxatQqjR4/G4MGD0a5dO2zfvr3O84mIqPkR1QRWUFCAhQsXwsbGBq1bt8aCBQtw8+ZNrc61sLCAh4cHkpOT1ftUKhWSk5Ph7e2tdQwqlarWPppEpD+CRFrnJkZ93gne3t5VygPAgQMHqpR/+umncfHiRahUKvW+8+fPo2PHjlol1EBFP+0XXngBAODs7IyzZ8/i5s2buHHjBoYPH671PRIRUfMh6regs7Mzzp8/r/7+/Pnz6N69u9bnh4WFIS4uDp9++inOnDmD1157DUVFRZg6dSqAiq4bgYGB6vIbNmzAN998gwsXLuDChQvYvHkz1qxZg4CAADFhE5Eu6GH2D7HvhFmzZuHy5ctYtGgRzp49i//7v//Djh07EBoaqi7z2muv4datW5g3bx7Onz+PxMRErF69GrNnz9Y6ruDg4GqfwLVt25ZLlBMRUa206v4xfvx4SCQS3L9/H3369MHAgQMBVIyQr/xaGxMmTEBBQQHCw8ORl5cHd3d3JCUlqQce5ebmIicnR11epVJh6dKlyM7OhpmZGbp164b3338fr776qph7JCJdqGuBl3os/iL2neDk5ITExESEhoYiOjoaXbp0waZNm9RzVAMVAyW/++47hIaGws3NDZ07d8a8efOwePFireMqKCjAqFGj0L59e0ycOBGTJ0/WelA2ERE1TxKhclUDDT799FONx4OCgnQWkK4VFhbCxsYG3Wb+BzIL6wbX16lbWx1E9TffPh11Wl9HhVxndel6oKK5DgdlGvtARXOZ7gYX6nSg4v17mD6oJ+7evatVv2fg75+hP0//AkWrlrWXu3cf7VwGiKrbmN2+fRs7d+5EQkICfvzxR/To0QOTJ0/GpEmT4OjoaOjwiIjIyGjVUv1o0vzo6mJE1AxoOVDRVLRp0wYzZ87EzJkz8ccff2Dr1q3YsmULwsPDUV5ebujwiIjIyIj6LZibm4vnn38e1tbWsLa2xujRo5Gbm6uv2IjImFQm1Zo2E1RWVoa0tDQcPXoUV65cqTZPNhERESAyqZ45cyYGDRqE3Nxc5ObmYtCgQZg5c6a+YiMiIyJIZRCkZho23XYXMrRDhw5hxowZsLOzwyuvvAKFQoFvv/0Wf/zxh6FDIyIiIyRqnuqrV6/im2++UX+/ZMkSDt4hai6aUfePzp0749atWxg1ahRiY2MxZswYzn9PREQaiUqqBUFAXl6eemGGvLw8aDHOkYhMgUSiXjWx1uMmYsWKFXjppZfQunVrQ4dCRERNhKikesGCBejbty+ee+45AEBSUhI+/PBDvQRGREamGbVUz5gxQ/31kSNH4OnpyZZqIiLSSFRSPWXKFPTr1w+HDh0CALzxxhvo1auXXgIjIuNS16qJYldUbCqee+45ZGZmomvXroYOhYiIjJjWSbVSqYSvry++//57JtJEzZHUDJBpeGVIRf2N3mSwixsREWlD69+CMpkMf/31F1QqFaT1WDmNiJq4ZtT9g4iISCxRTUv9+/fH6NGjERAQgJYt/15ZbezYsToPjIiMTDNNqj/++GPOTU1ERHUSlVSfPHkSABAXF6feJ5FImFQTNQOCRFJHn2rTmf3jYf7+/oYOgYiImgBRSXXlAEUiaoaaWUv15s2bERUVhQsXLgAAunfvjvnz5yM4ONjAkRERkTESPbJo27Zt+P777yGRSDBy5Ei8/PLL+oiLiIyNVFaxaTpuIsLDwxEZGYmQkBB4e3sDAFJTUxEaGoqcnBysWrXKwBESEZGxET1P9Q8//ICAgAAAwNq1a5GWloYPPvhAL8ERkfFoTlPqxcTEIC4urkrXj7Fjx8LNzQ0hISFMqomIqBpRSfXevXtx4sQJWFlZAQBmzpyJPn36MKkmag6aUfePsrIyeHp6Vtvv4eGB8vJyA0RERETGTlRS3bp16yqripmbm6NNmzY6D0ofJBIJJNKGD6Rqq9DtqmoX8u/rtD6ZDu6xUoeWOl5Bzlx33QPMZbpN4Mx1+NwAQKnDqY3vPtBdEldcUv+6KgYq1v6cTGmg4pQpUxATE4PIyMgq+2NjYzF58mQDRUVERMZMVFI9YMAA+Pr6IjAwEADwxRdfwNvbG3v37gXAqfWITJkgVGyajpuSzZs3Y//+/RgwYAAA4OjRo8jJyUFgYCDCwsLU5R5NvImIqHkSlVRnZWUBALZs2aLed+LECZw4cYJT6xGZOKUgQKkhc9Z0rKk5deoU+vXrBwC4dOkSAMDW1ha2trY4deqUupzEhFrniYioYTilHhFpRSVUbJqOmwq+64iISCzRU+oRUfMkCAIEDa3Rmo4RERGZOibVRKSV5tRSTUREJBaTaiLSGvNmIiKimpnOxLJEpMdovt8AACAASURBVFdKlVDn1pSdPHkSKpXK0GEQEVETpVVL9fjx4zWOct+9e7fOAiIi46T636bpeFPWt29f5ObmokOHDujatSt+/fVXtGvXztBhERFRE6FVUj1u3Dh9x0FERs7U56lu3bo1srOz0aFDB1y5coWt1kREJIpWSXVQUJC+4yAiI2fqAxX/+c9/YsiQIejYsSMkEgk8PT0hk9W8Cujly5cbOToiIjJ2ogcq7tixA5mZmXjw4IF6H1cUIzJ9pj6lXmxsLF544QVcvHgRc+fOxYwZM9CqVStDh0VERE2EqKR67ty5yM7ORnp6Ovz9/bFz506MHDlSX7ERkRFRAlBqyJuVjRaJ/owaNQoAkJ6ejnnz5jGpJiIirYma/ePQoUPYs2cP2rdvj7Vr1+LYsWP4448/9BUbERkRlSDUuZmKTz75hAk1ERGJIqqlWi6XQyqVQiKRoKysDPb29rh+/bq+YiMiIyJA8zzVppNSV7hz5w42b96MM2fOAABcXFwwffp02NjYGDgyIiIyRqJaqlu1aoW//voLgwYNQkBAAObNmwdra2t9xUZERqRyoKKmzVSkpaWhW7duiIqKwq1bt3Dr1i1ERUWhW7duOH78uKHDIyIiIyQqqd66dSvMzMzw4Ycfws3NDebm5ti1a5eoC27YsAGOjo6Qy+Xw8vLCsWPHai27e/dujBw5Eu3bt4dCoYC3tze+++47UdcjIt1QCQKUGrb6dv8Q804AgJSUFPTr1w+WlpZwdnZGfHx8rWW3bdsGiUQielrQ0NBQjB07FleuXMHu3buxe/duZGdnY/To0Zg/f76ouoiIqHkQlVTb2dnBwsICVlZW+Ne//oU1a9bAwcFB6/O3b9+OsLAwLF++HMePH0efPn3g6+uLGzdu1Fj+8OHDGDlyJPbt24f09HQMGzYMY8aMQUZGhpiwiUgHKuep1rSJJfadkJ2dDT8/PwwbNgyZmZmYP38+goODa/xj+8qVK1iwYAEGDx4sOq60tDQsXrwYZmZ/95AzMzPDokWLkJaWJro+IiIyfaKS6itXruC1117Ds88+i+HDh6s3bUVGRmLGjBmYOnUqXFxcsHHjRlhbW2PLli01ll+3bh0WLVqE/v37o3v37li9ejW6d++Ob775RkzYRKQD+uj+IfadsHHjRjg5OWHt2rXo2bMn5syZgxdffBFRUVFVyimVSkyePBkrV65E165dRcelUCiQk5NTbf/Vq1c5gJGIiGokaqDiyy+/jBEjRmDOnDm1LopQm9LSUqSnp2Pp0qXqfVKpFD4+PkhNTdWqDpVKhXv37qFt27airk1EDafrFRXr805ITU2Fj49PlX2+vr7VumSsWrUKHTp0wPTp0/Hjjz+KCwzAhAkTMH36dKxZswYDBw4EABw5cgQLFy6Ev7+/6PqIiMj0iUqqHzx4gIiIiHpd6ObNm1AqlbCzs6uy387ODmfPntWqjjVr1uD+/ft4+eWXay1TUlKCkpIS9feFhYX1ipeIqlJBgErDHB+Vxx79mbO0tISlpWW18vV5J+Tl5dVYvrCwEMXFxbCyssJPP/2EzZs3IzMzU6v7qsmaNWsgkUgQGBiI8vJyAIC5uTlee+01vPfee/Wul4iITJeopNrV1RU5OTl47LHH9BVPrRISErBy5Urs2bMHHTp0qLVcREQEVq5cWW1/C4UFZDX8YhdLqeMpDu4/KNNpfaXlKp3VdeN+Sd2FROjQsuHPv9Kff5XqrC4AsDIX98lLXSzNRPWs0uhBue6WVSlpQF1KlaDx33/lsUfHWSxfvhwrVqyo93XFuHfvHqZMmYK4uDjY2trWux4LCwtER0cjIiICly5dAgB069aNsx0REVGtRCXVBQUF6NOnD7y9vSGXy9X7d+/eXee5tra2kMlkyM/Pr7I/Pz8f9vb2Gs/dtm0bgoODsXPnzmof/T5q6dKlCAsLU39fWFgoajAlEdVMqarYNB0HKvodKxQK9f6aWqmB+r0T7O3tayyvUChgZWWFzMxMXLlyBWPGjFEfV6kqAjMzM8O5c+fQrVu32m/iEdbW1ujdu7fW5YmIqPkSlVQHBAQgICCgXheysLCAh4cHkpOT1dNbqVQqJCcnY86cObWet3XrVkybNg3btm2Dn59fndep7aNmImqYulZNrDymUCiqJNW1qc87wdvbG/v27auy78CBA/D29gYA9OjRA1lZWVWOL1u2DPfu3UN0dDT/wCYiIr0RlVQHBQU16GJhYWEICgqCp6cnnnrqKaxbtw5FRUWYOnUqgIpW5mvXruGzzz4DUNHlIygoCNHR0fDy8kJeXh4AwMrKiquaETWyynmqNR0XS+w7YdasWVi/fj0WLVqEadOm4eDBg9ixYwcSExMBVKz66urqWuUarVu3BoBq+4mIiHRJq6R67dq1eOONN6p0q3hYZGSkVhebMGECCgoKEB4ejry8PLi7uyMpKUk98Cg3N7fKNFaxsbEoLy/H7NmzMXv2bPX+oKAgjQs+EJHuVUybpympFl+n2HeCk5MTEhMTERoaiujoaHTp0gWbNm2Cr6+v+IsTERHpkFZJdcuWLQFAJ63Dc+bMqfWj3UcT5ZSUlAZfj4h0o0wpoExZe+as6ZgmYt4JADB06FBRC0DV5w/woKAgTJ8+Hc8884zoc4mIqHnSKql+9dVXAVSM4iei5klZR/cPTceamrt378LHxwePP/44pk6diqCgIHTu3NnQYRERkRET1ad61apV1fa1bt0a3t7e6N+/v86CIiLjo4LmLh66m8zR8L7++msUFBTg888/x6efforly5fDx8cH06dPxz/+8Q+Ym5sbOkQiIjIyoibTPXPmDGJiYnD16lX88ccf2LhxI1JSUjB58mT8+9//1leMRGQEKuep1rSZkvbt2yMsLAwnTpzA0aNH4ezsjClTpqBTp04IDQ3FhQsXDB0iEREZEVFJ9e3bt5GZmYm4uDjExsYiIyMD9+/fxy+//IKPP/5YXzESkREQ/jelXm2bYELdPx6Wm5uLAwcO4MCBA5DJZHj++eeRlZUFFxcXREVFGTo8IiIyEqK6f/zxxx9Vlgi2s7PD9evX0bZtW34cSmTiylQCyjS0Rms61tSUlZVh7969+OSTT7B//364ublh/vz5mDRpknoO7q+++grTpk1DaGiogaMlIiJjICqp7ty5M1auXIlp06YBAD755BN06tQJSqUSEolELwESkXHQdplyU9CxY0eoVCr4+/vj2LFjcHd3r1Zm2LBh6jmwiYiIRCXVn376KebOnQt3d3dIJBIMHz4c8fHxKCsrUy/OQESmSdsVFU1BVFQUXnrpJcjl8lrLtG7dGtnZ2Y0YFRERGTOtk2qlUokjR45gx44dNR7v3bu3zoIiIuOjFCo2TcdNxZAhQ2BpaVltvyAIuHr1Kh577DEDREVERMZM64GKMpkM7777rj5jISIjpmmQYl2t2E2Nk5MTCgoKqu2/desWnJycDBAREREZO1Gzf/Tr1w8//fSTvmIhIiNW/r8VFWvbyk2oqVoQhBrHidy/f19jlxAiImq+RPWp/uWXXxAfH4+uXbuqly4HgOPHj+s8MCIyLs2hT3VYWBgAQCKR4K233oK1tbX6mFKpxNGjR2sctEhERCQqqd6wYYO+4iAiI9cclinPyMgAUNFSnZWVBQsLC/UxCwsL9OnTBwsWLDBUeEREZMREJdVDhgzRVxxEZORUKgEqDdPmaTrWVBw6dAgAMHXqVERHR6vnpCYiIqqLqKS6uLgYH330ETIzM/HgwQP1/t27d+s8MCIyLkrUMftHo0Wif5988omhQyAioiZGVFI9Y8YMKBQK/Pzzz3jjjTcQHx+PZ555Rl+xEZERKVOpYKZSaTzelIWFheHtt99GixYt1H2raxMZGdlIURERUVMhKqk+ceIEsrKy4ObmhpCQELzyyivw8/PTV2w69aCoHLLysgbXc/9BuQ6i+VuHDi3rLiTCyat3dFZXS7lul55X2umue4CuV+/741axTutrba27ZyeT6m610gcP6t+erKpjRcWm3v0jIyMDZWVl6q9rw9VjiYioJqKSaisrq4qTzMxQVFSEVq1a1TiXKxGZHlNfpryyP/WjXxMREWlDVFLdtm1b3L59G88//zx8fX1ha2uLLl266Cs2IjIipp5UExERNYSopDoxMREymQxvv/02/vOf/+DOnTsIDAzUV2xEZESUKs2Js7Jpd6musx/1w9inmoiIHiUqqZbJZAAq+hQGBAToJSAiMk6l5SpIy2vPnEs1HGsKNPWjJiIiqouopPrw4cNYsGABLl68iPLyvwfsFRYW6jwwIjIupj5Qkf2oiYioIURPqffuu+/iqaeeUrdaE1HzoBTq6FPdxFdU1HZKPYlEgrVr1zZiZERE1BSISqoVCgVefPFFfcVCREbM1Acqcko9IiJqCFFJ9T//+U98/vnnmDBhAiwsLPQVExEZIVNPqjmlHhERNYRUTOGePXvi9ddfh5WVFWQyGaRSKbuBEDUTJeWqOjdTJAgChCbetYWIiPRPVFIdGhqKPXv24Pbt2ygsLMS9e/c4SJGomagcqFjb1tQHKj5q8+bNcHV1hVwuh1wuh6urKzZt2mTosIiIyEiJ6v7RoUMHDB8+XF+xEJERUwqCxsGITX2g4sPCw8MRGRmJkJAQeHt7AwBSU1MRGhqKnJwcrFq1ysAREhGRsRGVVI8dOxbr16/Hyy+/DLlcrt6vUCh0HhgRGRdT71P9sJiYGMTFxcHf31+9b+zYsXBzc0NISAiTaiIiqkZUUr1s2TIAwNy5cyGRSCAIAiQSCZRKpV6CIyLj0ZyS6rKyMnh6elbb7+HhUWWOfiIiokqi+lSrVCr1plQq1f8lItNXqlSitFzDZkLvgilTpiAmJqba/tjYWEyePNkAERERkbET1VJNRM2Xqa+o+PCCLxKJBJs2bcL+/fsxYMAAAMDRo0eRk5ODwMBAQ4VIRERGjEk1EWlFqRIgNeHuH48u+OLh4QEAuHTpEgDA1tYWtra2+O233xo9NiIiMn6iun/owoYNG+Do6Ai5XA4vLy8cO3as1rK5ubmYNGkSnnjiCUilUsyfP78RIyWih5WrgHKVoGGrX71i3gkAkJKSgn79+sHS0hLOzs6Ij4+vcjwuLg6DBw9GmzZt0KZNG/j4+NRZJ1Cx4Is228GDB+t3o0REZNIaNanevn07wsLCsHz5chw/fhx9+vSBr68vbty4UWP5kpIStG/fHsuWLUOfPn0aM1QieoSmOarrGsRYG7HvhOzsbPj5+WHYsGHIzMzE/PnzERwcjO+++05dJiUlBf7+/jh06BBSU1Ph4OCAZ599FteuXav3vRMREdVFIjTiUmFeXl7o378/1q9fD6Bi4KODgwNCQkKwZMkSjecOHToU7u7uWLdunahrFhYWwsbGBk++vg0yS+t6x16pY9c2Da7jYV07tNRpfXf/KtVZXS3l5jqrCwC62+nuXnXd1eDP+7p7bgDQ2lp3z04mleisrgdF9/HOPzxw9+5drafCrPwZ8oncD3OrFrWWKysuwvdhz4qqW+w7YfHixUhMTMSpU6fU+yZOnIg7d+4gKSmpxmsolUq0adMG69evF90f+vTp08jJyUFpadV/H2PHjhVVDxERmb5G61NdWlqK9PR0LF26VL1PKpXCx8cHqampOrtOSUkJSkpK1N9zxUci3dB2oOKjP3OWlpawtLSsVr4+74TU1FT4+PhU2efr66uxa9hff/2FsrIytG3bttYyj7p8+TLGjx+PrKws9fShQMUARgCc9YiIiKpptO4fN2/ehFKphJ2dXZX9dnZ2yMvL09l1IiIiYGNjo94cHBx0VjdRc6Zt9w8HB4cqP4MRERE11lefd0JeXl6N5QsLC1FcXFzjOYsXL0anTp2qJeOazJs3D05OTrhx4wasra3x22+/4fDhw/D09ERKSorW9RARUfNhcrN/LF26tMrUWIWFhXBwcIDUTAqpWaOPy6zT5Rv3dVpfS7nu/peW67ArCQB8dyJXZ3VJddglAgDKy3Tb8ijRcXy6Uv6gqN7nCoIAQUNLdWVr7tWrV6t0/6iplbqxvPfee9i2bRtSUlKqrAJbl9TUVBw8eBC2traQSqWQSqUYNGgQIiIiMHfu3GozhRARETVaUm1rawuZTIb8/Pwq+/Pz82Fvb6+z69T2UTMRNYxKJWici7rymEKh0KpPdX3eCfb29jWWVygUsLKyqrJ/zZo1eO+99/D999/Dzc2tzngeplQq0apVK3Wc169fx5NPPonHH38c586dE1UXERE1D43WdGthYQEPDw8kJyer96lUKiQnJ8Pb27uxwiCielIpVXVuYtTnneDt7V2lPAAcOHCgWvkPPvgAb7/9NpKSkmpcbrwurq6uOHHiBICKwZQffPABjhw5glWrVqFr166i6yMiItPXqN0/wsLCEBQUBE9PTzz11FNYt24dioqKMHXqVAAVXTeuXbuGzz77TH1OZmYmAOD+/fsoKChAZmYmLCws4OLi0pihEzV72rZUiyH2nTBr1iysX78eixYtwrRp03Dw4EHs2LEDiYmJ6jrff/99hIeHIyEhAY6Ojur+2S1btkTLltrNQLNs2TIUFVV0lVm5ciXGjBmDwYMHo127dti+fbvo+yQiItPXqEn1hAkTUFBQgPDwcOTl5cHd3R1JSUnqgUe5ubnIycmpck7fvn3VX6enpyMhIQGPP/44rly50pihEzV7gqpi03RcLLHvBCcnJyQmJiI0NBTR0dHo0qULNm3aBF9fX3WZmJgYlJaW4sUXX6xyreXLl2PFihVaxfVwfc7Ozjhz5gxu376NNm3aqGcAISIielijzlNtCJVz7Pacu0Mn81TbPWajg6j0R5cDFXU5PzIA3CosqbuQljhQsX7KHxThyJt+9Zqn+qnle2Emr32e6vIHRTi2cqyouo3Z5s2bERUVhQsXLgAAunfvrl5shoiI6FEmN/sHEemHslwFiYa1yJX1XafcCIWHhyMyMhIhISHq/tqpqakIDQ1FTk4OVq1aZeAIiYjI2DCpJiLtqDRPqQcdr3JpSDExMYiLi4O/v79639ixY+Hm5oaQkBAm1UREVA2TaiLSikoQINHQW0xlQj3JysrKapw1xMPDA+Xl5QaIiIiIjJ3xrYZCREapcvGXWjcTSqqnTJmCmJiYavtjY2MxefJkA0RERETGji3VRKQVoY7uHxq7hjQBD6/EKpFIsGnTJuzfvx8DBgwAABw9ehQ5OTkIDAw0VIhERGTEmFQTkVaUSgHQsMCLUtm0k+pHlx738PAAAFy6dAlAxcqKtra2+O233xo9NiIiMn5MqolIK/qYp9qYHDp0yNAhEBFRE8akmoi0olIJkOh4RUUiIiJTwaSaiLRi6n2qH3Xnzh1s3rwZZ86cAQC4uLhg+vTpsLEx7gWgiIjIMDj7BxFpRePMH3XNYd3EpKWloVu3boiKisKtW7dw69YtREVFoVu3bjh+/LihwyMiIiPElmoi0opSqapjoGIT71T9kNDQUIwdOxZxcXEwM6t4TZaXlyM4OBjz58/H4cOHDRwhEREZGybVRKSVynmqNR03FWlpaVUSagAwMzPDokWLalwUhoiIiN0/iEgrgkqASsNmSt0/FAoFcnJyqu2/evUqWrVqZYCIiIjI2DGpJiKtCIJQ52YqJkyYgOnTp2P79u24evUqrl69im3btiE4OBj+/v6GDo+IiIwQu38QkVaa0+wfa9asgUQiQWBgIMrLywEA5ubmeO211/Dee+8ZODoiIjJGzSapvvfnXUgtygwdRjWqct0O7pK3MNdZXUWFJTqrCzDupKukWLf3+uB2nk7r0xVV2YN6n6ssL4cgLa+97vLajzU1FhYWiI6ORkREhHpFxW7dusHa2trAkRERkbFi9w8i0oqgUta5mYKysjKMGDECFy5cgLW1NXr37o3evXszoSYiIo2aTUs1ETWMoFJpTJwFlWlMqWdubo6TJ08aOgwiImpi2FJNRFoRlMo6N1MREBCAzZs3GzoMIiJqQthSTURaEQTNXTwEwXSS6vLycmzZsgXff/89PDw80KJFiyrHIyMjDRQZEREZKybVRKQVVXkpIJFpPm4iTp06hX79+gEAzp8/X+WYRCIxREhERGTkmFQTkVbqGoxoKgMVAeDQoUPqryvn32YyTUREmrBPNRFppXKgYu2baQxUrLR582a4urpCLpdDLpfD1dUVmzZtMnRYRERkpNhSTURaUamUgIbWaJUJtVSHh4cjMjISISEh8Pb2BgCkpqYiNDQUOTk5WLVqlYEjJCIiY8Okmoi00py6f8TExCAuLq7KkuRjx46Fm5sbQkJCmFQTEVE1TKqJSCtCWSlUGnqMCWWmM1CxrKwMnp6e1fZ7eHioly0nIiJ6GPtUE5FWKqfUq3UzoSn1pkyZgpiYmGr7Y2NjMXnyZANERERExo4t1USkFUGl0tin2hQHKu7fvx8DBgwAABw9ehQ5OTkIDAxEWFiYuhznrCYiIoBJNRFpSahjoKIp9al+eJ7qS5cuAQBsbW1ha2uLU6dOqctxmj0iIqrEpJqItFLRUl17a7QptVQ/PE81ERGRNphUE5FWVOWlkKD2llnBhFZUJCIiEqvRBypu2LABjo6OkMvl8PLywrFjxzSWT0lJQb9+/WBpaQlnZ2fEx8c3TqBEVIVKpaxzqw99vBN27tyJHj16QC6Xo3fv3ti3b1+9YiMiItJWoybV27dvR1hYGJYvX47jx4+jT58+8PX1xY0bN2osn52dDT8/PwwbNgyZmZmYP38+goOD8d133zVm2EQEQFCqICiVGjbx3T/08U74+eef4e/vj+nTpyMjIwPjxo3DuHHjqvSFJiIi0jWJIAhCY13My8sL/fv3x/r16wEAKpUKDg4OCAkJwZIlS6qVX7x4MRITE6v8Mpw4cSLu3LmDpKQkra5ZWFgIGxsbdJkcB6mFdYPvQWFr0+A6HqYq120/VHkLc53VVVRYorO6AEBQNdo/NdFKinV7rw9u5+m0Pl1RlT1AwTdLcPfuXSgUCq3OqfwZsvQIhkRmUWs5QVmKkvRNourWxzthwoQJKCoqwrfffqsuM2DAALi7u2Pjxo1axUVERCRWo7VUl5aWIj09HT4+Pn9fXCqFj48PUlNTazwnNTW1SnkA8PX1rbU8EemPxjmq61htsSb6eifwvUFERIbQaAMVb968CaVSCTs7uyr77ezscPbs2RrPycvLq7F8YWEhiouLYWVlVe2ckpISlJT83ep49+5dAICqrLihtwAAUJboriUY0H1LtdJMd/9LlSW6HXjWiB+KiKYq1W1LtarsgU7r05XKuOrz/0JVUgTINPybUJYBqGjZfpilpSUsLS2rFdfXO6G2Mnl5xvnpARERmQaTm/0jIiICK1eurLb/+o65BoiGyDjdu3cPNjbadWWysLCAvb098k7vqLNsy5Yt4eDgUGXf8uXLsWLFivqESURE1GQ0WlJta2sLmUyG/Pz8Kvvz8/Nhb29f4zn29vY1llcoFDW2UgPA0qVLq6x2dufOHTz++OPIycnROomgCoWFhXBwcMDVq1e17iNLxv3cBEHAvXv30KlTJ63PkcvlyM7ORmlp3Z9cCIJQbUGUmlqpAf29E2orU1udREREutBoSbWFhQU8PDyQnJyMcePGAagYlJScnIw5c+bUeI63t3e1qbAOHDgAb2/vWq9T20fNNjY2RpfgNBUKhYLPrh6M9bnV549LuVwOuVyu0zj09U7w9vZGcnIy5s+fX2sZIiIinRMa0bZt2wRLS0shPj5eOH36tDBz5kyhdevWQl5eniAIgrBkyRJhypQp6vKXL18WrK2thYULFwpnzpwRNmzYIMhkMiEpKUnra969e1cAINy9e1fn92Pq+Ozqh89Ne/p4Jxw5ckQwMzMT1qxZI5w5c0ZYvny5YG5uLmRlZTX6/RERUfPRqH2qJ0yYgIKCAoSHhyMvLw/u7u5ISkpSDyrKzc1FTk6OuryTkxMSExMRGhqK6OhodOnSBZs2bYKvr29jhk1EeqKPd8LAgQORkJCAZcuW4c0330T37t3x9ddfw9XVtdHvj4iImo9GnafaEEpKShAREYGlS5fW2reTasZnVz98bkRERM2PySfVRERERET61qjLlBMRERERmSIm1UREREREDcSkmoiIiIiogZhUExERERE1kEkk1Rs2bICjoyPkcjm8vLxw7NgxjeVTUlLQr18/WFpawtnZGfHx8Y0TqBES8+x2796NkSNHon379lAoFPD29sZ3333XiNEaD7H/5iodOXIEZmZmcHd313OERERE1JiafFK9fft2hIWFYfny5Th+/Dj69OkDX19f3Lhxo8by2dnZ8PPzw7Bhw5CZmYn58+cjODi4WSaHYp/d4cOHMXLkSOzbtw/p6ekYNmwYxowZg4yMjEaO3LDEPrdKd+7cQWBgIEaMGNFIkRIREVFjafJT6nl5eaF///5Yv349gIpljh0cHBASEoIlS5ZUK7948WIkJibi1KlT6n0TJ07EnTt3kJSU1GhxGwOxz64mvXr1woQJExAeHq7PUI1KfZ/bxIkT0b17d8hkMnz99dfIzMxsrJCJiIhIz5p0S3VpaSnS09Ph4+Oj3ieVSuHj44PU1NQaz0lNTa1SHgB8fX1rLW+q6vPsHqVSqXDv3j20bdtWX2Eanfo+t08++QSXL1/G8uXLGyNMIiIiamRNOqm+efMmlEqleknjSnZ2dsjLy6vxnLy8vBrLFxYWori4WG+xGpv6PLtHrVmzBvfv38fLL7+sjxCNUn2e24ULF7BkyRJ88cUXMDMza4wwiYiIqJHxNzzVS0JCAlauXIk9e/agQ4cOhg7HaCmVSkyaNAkrV67EE088YehwiIiISE+adFJta2sLmUyG/Pz8Kvvz8/Nhb29f4zn29vY1llcoFLCystJbrMamPs+u0rZt2xAcHIydO3dW60pj6sQ+t3v37iEtLQ0ZGRmYM2cOKya0XQAACElJREFUgIpuM4IgwMzMDPv378fw4cMbJXYiIiLSnybd/cPCwgIeHh5ITk5W71OpVEhOToa3t3eN53h7e1cpDwAHDhyotbypqs+zA4CtW7di6tSp2Lp1K/z8/BojVKMi9rkpFApkZWUhMzNTvc2aNQtPPvkkMjMz4eXl1ZjhExERkZ406ZZqAAgLC0NQUBA8PT3x1FNPYd26dSgqKsLUqVMBAEuXLsW1a9fw2WefAQBmzZqF9evXY9GiRZg2bRoOHjyIHTt2IDEx0ZC3YRBin11CQgKCgoIQHR0NLy8vdR9iKysr2NjYGOw+GpuY5yaVSuHq6lrl/A4dOkAul1fbT0RERE1Xk0+qJ0yYgIKCAoSHhyMvLw/u7u5ISkpSDyTLzc1FTk6OuryTkxMSExMRGhqK6OhodOnSBZs2bYKvr6+hbsFgxD672NhYlJeXY/bs2Zg9e7Z6f1BQULNaQEfscyMiIiLT1+TnqSYiIiIiMrQm3aeaiIiIiMgYMKkmIiIiImogJtVERERERA3EpJqIiIiIqIGYVBMRERERNRCTaiIiIiKiBmJSTURERETUQEyqCRs3bsSHH37YoDri4+Mxbtw4HUWk22usWLEC8+fPr/HYw/f+cP1paWmYMGECAODOnTt477336hk1ERERNQdNfkVFqlt5eTnMzGr/Xz1r1qxGjKZ2dcWpD7Xdu6enJ7Zv3w7g76R6yZIljRkaERERNSFsqTYyEokE7777Lry8vODo6Iivv/4aERER8PT0RPfu3ZGSkgKgIgH19fWFp6cnevXqhUmTJqGoqAgAkJKSgl69emH69Olwd3fHV199hdzcXDz77LNwcXHBs88+i4kTJ2LFihUAqrbkxsfHw8fHB/7+/ujduzc8PT1x+fJlAEBeXh6GDRsGDw8P9OrVC3PmzIFKparznoYOHYqQkBD0798fzs7OeOONN1C5kOfQoUMxd+5ceHt749lnnwUAfP7553Bzc4Obmxv8/Pxw7do1dV2FhYUYO3YsXFxc8Mwzz+DKlSsAgKysLAwaNAj9+vWDi4sL3nnnnSoxXL16FcOHD0ePHj0wZswY/Pnnn9Xu/WEpKSlwd3cHUJF437t3D+7u7vD09ERaWhp69OiBhxcjHThwIP773//W+SyIiIjINDGpNkItW7bE0aNHsXnzZgQEBKBjx45IS0vD6tWrsXDhQgCATCZDQkIC0tLScOrUKdjY2OCjjz5S13HmzBkEBgYiMzMTL730kjpxPX36ND777DN1cl6TX3/9FatXr0ZWVhZ8fHzw/vvvAwBat26Nb775Bunp6Th58iSuXLmCHTt2aHVPp0+fxs8//4yTJ0/ihx9+wNatW9XHzp8/j8OHD+PgwYM4deoUFi5ciP/+9784efIkBg4ciODgYHXZI0eO4P3338fp06cxevRozJw5EwDg6OiI5ORkHD9+HOnp6fjyyy/xyy+/qM/78ccfkZCQgLNnz8LBwQFLly7VKm6gootIq1atkJmZibS0NHh6eqJdu3Y4cOAAACAjIwMFBQUYNWqU1nUSERGRaWFSbYQq+/J6enqiqKgIEydOBAA89dRTuHDhAgBAEARERUWhb9++cHNzQ2JiIjIzM9V1dO3aFUOGDFF/n5ycjGnTpgEA7O3tMXr06Fqv7+3tDScnJ/XXly5dAgCoVCosXrwYffr0Qd++fZGWllblmpoEBgbC3Nwc1tbWCAgIwPfff68+FhAQAHNzcwDAoUOHMGrUKHTu3BkA8Prrr+PgwYNQKpUAKlqEe/bsCQCYOXMmUlJSoFQqUVxcjODgYPTu3RsDBgzA77//XiU2Pz8/2Nvbq897+Pr1MW/ePKxfvx4AsGHDBrz++uuQSCQNqpOIiIiaLibVRkgulwOoaI1+9Pvy8nIAQEJCAg4ePIgffvgBWVlZWLBgAR48eKCuo2XLlhqvoSkBrLzeo9eMjIzEjRs3cPToUZw8eRKTJk2qck0xHr6+pli1TVTffPNN2NraIiMjAydOnMDQoUM1xtbQBPiFF17AyZMnkZGRgb1792Lq1KkNqo+IiIiaNibVTdTt27dha2sLhUKBe/fuIT4+XmP54cOHq8vk5+fj22+/rdc17e3tIZfLkZeXh507d2p97hdffIGysjIUFxcjISEBPj4+NZYbNmwYkpKScP36dQAVXS9GjBih/gMjNTUVZ8+eBQBs2rQJw4YNg0wmw+3bt9GlSxeYmZnh3Llz6q4Zlfbt24f8/Hz1ebVdvyYKhQLFxcUoLS1V7zMzM8OsWbMwduxYjB8/Hq1bt9a6PiIiIjI9nP2jiQoMDMSePXvw5JNPon379hg8eDB+//33WstHR0cjKCgILi4u6NSpE7y8vEQngvPmzcOLL76IXr16oVOnTqIS0549e+Lpp5/GrVu38I9//EPdpeVRrq6u+PDDD9X9kx0cHBAXF6c+PnDgQCxevBgXL15Eu3bt8NlnnwEAli1bhilTpuDTTz9Ft27dMHz48Cr1Dh48GJMmTcK1a9fQvXv3Ov8IeVjbtm0RGBgINzc3tGzZEmlpaQCA6dOn480338ScOXO0rouIiIhMk0R4eAoDMlnFxcUwNzeHmZkZ/vzzTwwYMABffPEFvLy89H7toUOHYv78+Xqfx7qx7dq1CzExMUhOTjZ0KERERGRgbKluJi5cuIDAwEAIgoDS0lK8/vrrjZJQm6pRo0bh/Pnz+OqrrwwdChERERkBtlQTERERETUQByoSERERETUQk2oiIiIiogZiUk1ERERE1EBMqomIiIiIGohJNRERERFRAzGpJiIiIiJqICbVREREREQNxKSaiIiIiKiBmFQTERERETXQ/wMiJpSP3wJq9AAAAABJRU5ErkJggg==",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000033A6E198>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 5.340411 seconds (13.67 M allocations: 607.617 MiB, 0.76% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x00000000341464A8>"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randMultinomial, 100, N=10000, alpha=0.05)",
"execution_count": 11,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000343D4048>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 9.183502 seconds (13.67 M allocations: 607.614 MiB, 0.43% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x00000000348B85F8>"
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randMultinomial, 200, N=10000, alpha=0.05)",
"execution_count": 12,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000348830B8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "16.333810 seconds (13.67 M allocations: 607.614 MiB, 0.24% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x00000000318B2668>"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 2×二項分布でサンプルを生成する場合"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randBinomial, 25, N=10000, alpha=0.05)",
"execution_count": 13,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000034D247F0>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 3.455279 seconds (14.48 M allocations: 655.758 MiB, 1.54% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x0000000031D944E0>"
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randBinomial, 50, N=10000, alpha=0.05)",
"execution_count": 14,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000031D55EF0>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 5.334195 seconds (14.22 M allocations: 649.629 MiB, 0.89% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x00000000356A3A58>"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randBinomial, 100, N=10000, alpha=0.05)",
"execution_count": 15,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000003192A7F0>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 9.082301 seconds (14.22 M allocations: 649.629 MiB, 0.54% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x000000003ABBF4A8>"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randBinomial, 200, N=10000, alpha=0.05)",
"execution_count": 16,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000035742E48>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "16.318503 seconds (14.22 M allocations: 649.629 MiB, 0.31% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x000000003AC6BC18>"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 超幾何分布でサンプルを生成する場合"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randHypergeometric, 25, N=10000, alpha=0.05)",
"execution_count": 17,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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",
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000003B0E55F8>)"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": " 3.441200 seconds (13.19 M allocations: 615.505 MiB, 1.23% gc time)\n"
},
{
"data": {
"text/plain": "PyObject <matplotlib.text.Text object at 0x000000003C671828>"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@time plotcomparisontest(randHypergeometric, 50, N=10000, alpha=0.05)",
"execution_count": 18,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": " "
},
{
"data": {
"image/png": 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u3Lp1S3X6/dKlS9i/f3+JynyZq6srgoKCsHnzZjx//hxdu3YtsiGg6bsgxueuUCjQuXNn7Nq1S+2+goSEBOzdu7fAutrsT6FQ4LXXXsNPP/2EGzduqBokKSkp2LJlC9q0aSNKb5qu7z9/TG59/iCWy+UIDg7G5s2bcfLkyQKX/QiCYPJH2Yt9TXVh36OzZ8/i559/RlBQkGpkjF69emHhwoWIjIxUjbecmZmJDRs2wN/fX7SRP/Lz+sU/bLZs2YIjR44AgFbDj4p5jHR530+fPsWtW7fg6uqq+s3rsr22nwWRWNioJq09evQIVapUQa9eveDn5wdHR0ccPHgQJ06cUPV8vvHGG9i0aROcnZ1Rt25dxMbG4uDBg6hQoYLB6nX9+nX06NEDXbt2RWxsLDZv3owBAwbAz8+vyG0+++wzHD58GP7+/hg5ciTq1q2Le/fuIS4uDgcPHtT6VOfLDHF95p9//qm62eb58+c4ffo0PvjggxKVZYjPZ+7cudi3bx/atm2LsWPHIicnB19++SXq1auHv//+u8TlvigkJET18IaPP/64yPWK+y6I8bmHh4fjwIEDaN26Nd59913k5ubiq6++Qr169XD27Fm1dbXd3yeffIKoqCi0adMGY8eOhZWVFVavXo3MzEx88cUXJT1sBejy/vP/qJs1axb69esHa2tr1RCOupg3bx4OHDiA9u3bY9SoUahTpw6SkpKwfft2HD16VPW0RplMVuSlTIYk9m+2b9++sLe3R6tWrVCxYkVcvHgRkZGRcHBwUJ1dAgB/f3/07t0bM2fORGpqKnx9ffH111/jxo0bWLduXYFyS3p86tSpAx8fHyxbtgwODg6Qy+X47LPP0KdPH2zbtg3h4eGYMmUKGjRoUGQZYh4jXd738ePH0bFjR4SFhSE8PFzn7bX9LIhEY/wBR8hcZWZmCtOnTxf8/PyEsmXLCmXKlBH8/PyEFStWqNa5f/++MHToUMHV1VVwdHQUAgMDhcuXLwtVq1ZVG9orfwistLQ0tX0MHjxYKFOmTIF9t2/fvsBwa/llXLx4UejVq5dQtmxZwcXFRRg/frzw7Nkz1XqFDfMlCIKQkpIijBs3TvDy8hKsra0FDw8PoVOnTkJkZGSx9TSWnJwcwdHRUdi0aZMgCHlD7AEQUlNTi9xGU531/XyKOpa///670LRpU8HGxkaoVq2asGrVKlUZL29b2NBqglD4Z5wvMzNTcHFxEZydndU+25frW9x3QRDE+dwPHTokNG7cWPV+V69eLUydOlWws7MrsK42+xMEQYiLixMCAwMFR0dHwcHBQejYsaMQExNT6PvU53ejbX0EQRA+/vhjoXLlyoJcLld97pqOTVHfj5s3bwohISGCm5ubYGtrK1SrVk0YN26ckJmZKQiCIDx69EgAIPTr169AmdrQ9ftqSEuXLhVatGghlC9fXrCyshI8PT2FgQMHCvHx8QXWffbsmTBt2jTBw8NDsLW1FZo3by7s27evwHr6Hp/Tp08LLVu2FGxtbQUXFxdh1qxZglKpFIYNGyZYWVkJGzduLFG5JaXt+84fyu/F4TN12V6Xz4JIDDJBMOIdR0QiCg8Px9y5c5GWlqbVdYFkvnJyclCpUiV079690F680vBdCA4OxoULFwq9vpw027NnD9544w2cPXtWY4+pVPH4EJkHXlBERKXerl27kJaWhpCQEFNXBUDBsXTj4+OxZ88edOjQwTQVMnOHDx9Gv3792GAsAo8PkXngNdVEVGodO3YMf//9Nz7++GM0btwY7du3N3WVAADVqlXDkCFDUK1aNdy8eR
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