diff --git a/4_R_LOESS_curve/CV_health_vs_unhealth_curve.ipynb b/4_R_LOESS_curve/CV_health_vs_unhealth_curve.ipynb
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+++ b/4_R_LOESS_curve/CV_health_vs_unhealth_curve.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "from statsmodels.nonparametric.smoothers_lowess import lowess\n",
+ "import pandas as pd\n",
+ "from matplotlib.ticker import MaxNLocator\n",
+ "from scipy.stats import zscore"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "if not os.path.exists('./plots'):\n",
+ " os.makedirs('./plots')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def prepare_sample(pd_data, column_name):\n",
+ " '''\n",
+ " get the parameter list and age list of both male subjects and female subjects\n",
+ " '''\n",
+ " param_male = np.array(pd_data[column_name][pd_data['sex']==1])\n",
+ " print('number of male subjects:', len(param_male))\n",
+ " age_male = np.array(pd_data['age'][pd_data['sex']==1])\n",
+ " param_female = np.array(pd_data[column_name][pd_data['sex']==2])\n",
+ " print('number of female subjects:', len(param_female))\n",
+ " age_female = np.array(pd_data['age'][pd_data['sex']==2])\n",
+ "\n",
+ " sorted_indices_male = np.argsort(age_male)\n",
+ " age_male = age_male[sorted_indices_male]\n",
+ " param_male = param_male[sorted_indices_male]\n",
+ "\n",
+ " sorted_indices_female = np.argsort(age_female)\n",
+ " age_female = age_female[sorted_indices_female]\n",
+ " param_female = param_female[sorted_indices_female]\n",
+ "\n",
+ " return param_male, age_male, param_female, age_female"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def lowess_fit(x_sample, y_sample, frac=0.75, n_bootstrap = 1000):\n",
+ " # frac: Fraction of data used for smoothing\n",
+ " y_smoothed = lowess(y_sample, x_sample, frac=frac)[:, 1]\n",
+ " # Bootstrap resampling to estimate confidence intervals\n",
+ " bootstrap_samples = np.zeros((n_bootstrap, len(x_sample)))\n",
+ " for i in range(n_bootstrap):\n",
+ " indices = np.random.choice(range(len(x_sample)), len(x_sample), replace=True)\n",
+ " x_resample = x_sample[indices]\n",
+ " y_resample = y_sample[indices]\n",
+ " bootstrap_samples[i, :] = lowess(y_resample, x_resample, frac=frac, xvals=x_sample)\n",
+ "\n",
+ " # Calculate confidence intervals\n",
+ " lower_bound = np.percentile(bootstrap_samples, 2.5, axis=0)\n",
+ " upper_bound = np.percentile(bootstrap_samples, 97.5, axis=0)\n",
+ "\n",
+ " return y_smoothed, lower_bound, upper_bound"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def filter_samples(y_sample, x_sample, threshold = 1.5):\n",
+ " #print(len(x_sample))\n",
+ " # filter outliers\n",
+ " z_scores = np.abs(zscore(y_sample))\n",
+ " filtered_indices = z_scores < threshold\n",
+ " x_filtered = x_sample[filtered_indices]\n",
+ " y_filtered = y_sample[filtered_indices]\n",
+ " print('number of subjects after filtering:', len(x_filtered))\n",
+ " return y_filtered, x_filtered\n",
+ "\n",
+ "def crop_age_range_line(age, y_smooth, low_bound, up_bound, low_age = 60, up_age=80):\n",
+ " age_crop = age[(age>=low_age) & (age<=up_age)]\n",
+ " y_smooth_crop = y_smooth[(age>=low_age) & (age<=up_age)]\n",
+ " low_bound_crop = low_bound[(age>=low_age) & (age<=up_age)]\n",
+ " up_bound_crop = up_bound[(age>=low_age) & (age<=up_age)]\n",
+ " return age_crop, y_smooth_crop, low_bound_crop, up_bound_crop"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## CV Curves for CN healthy subjects vs CN subjects with AD"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
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886 rows × 48 columns
\n",
+ "
"
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+ "text/plain": [
+ " cv COW ACA MCA PCA \\\n",
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+ "885 703034.4003 3266.034919 182551.8142 426833.6884 166290.8679 \n",
+ "\n",
+ " PSC1 PSC2 PSC3 PMC SAC ... \\\n",
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+ "\n",
+ " AC1 AC2 PGC POper PT \\\n",
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+ "\n",
+ " DPC2 Porb RA age sex \n",
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+ "\n",
+ "[886 rows x 48 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load healthy params \n",
+ "health_param_file = './data/chinese_cortical_volume.csv'\n",
+ "health_param_data = pd.read_csv(health_param_file)\n",
+ "health_param_data = health_param_data.dropna()\n",
+ "health_param_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
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+ " 567276.2264 | \n",
+ " 1843.622107 | \n",
+ " 144974.5644 | \n",
+ " 351095.3905 | \n",
+ " 158748.4556 | \n",
+ " 74.750000 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
119 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " cv COW PCA MCA ACA \\\n",
+ "0 440293.9008 1394.824344 115367.6327 269073.5623 122848.6698 \n",
+ "1 395871.6539 928.268143 105434.3101 243204.6391 106881.6012 \n",
+ "2 492813.5278 1174.461014 123612.2235 315622.4735 125459.8808 \n",
+ "3 466385.3654 2013.938456 120879.8956 288398.4085 129155.2051 \n",
+ "4 486883.9494 1834.742329 121002.5885 306514.9755 132856.1701 \n",
+ ".. ... ... ... ... ... \n",
+ "114 536708.0205 1171.232962 133168.6228 333124.1617 153039.2236 \n",
+ "115 491168.4312 1017.058931 118338.8426 302855.9341 152028.5161 \n",
+ "116 509308.7990 1281.818124 126982.3277 314026.8751 150618.4728 \n",
+ "117 569797.1679 1920.305457 145664.7341 357370.5406 151228.6961 \n",
+ "118 567276.2264 1843.622107 144974.5644 351095.3905 158748.4556 \n",
+ "\n",
+ " age sex \n",
+ "0 84.333333 2 \n",
+ "1 80.000000 2 \n",
+ "2 72.666667 1 \n",
+ "3 70.083333 2 \n",
+ "4 60.000000 2 \n",
+ ".. ... ... \n",
+ "114 84.416667 2 \n",
+ "115 55.833333 1 \n",
+ "116 71.083333 2 \n",
+ "117 67.583333 1 \n",
+ "118 74.750000 1 \n",
+ "\n",
+ "[119 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "unhealth_param_file = './data/AD_chinese_cortical_volume.csv'\n",
+ "unhealth_param_data = pd.read_csv(unhealth_param_file)\n",
+ "unhealth_param_data = unhealth_param_data.dropna()\n",
+ "unhealth_param_data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### whole-brain CV curves, healthy subjects vs subjects with AD"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n"
+ ]
+ }
+ ],
+ "source": [
+ "## whole-brain AV \n",
+ "health_param_male, health_age_male, health_param_female, health_age_female = prepare_sample(health_param_data, column_name='cv')\n",
+ "# Apply LOESS smoothing\n",
+ "frac = 0.75 # Fraction of data used for smoothing\n",
+ "y_smoothed_male_health, lower_bound_male_health, upper_bound_male_health = lowess_fit(health_age_male, health_param_male, frac)\n",
+ "y_smoothed_female_health, lower_bound_female_health, upper_bound_female_health = lowess_fit(health_age_female, health_param_female, frac)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 45\n",
+ "number of female subjects: 74\n",
+ "number of subjects after filtering: 41\n",
+ "number of subjects after filtering: 71\n"
+ ]
+ }
+ ],
+ "source": [
+ "## whole-brain AV \n",
+ "unhealth_param_male, unhealth_age_male, unhealth_param_female, unhealth_age_female = prepare_sample(unhealth_param_data, column_name='cv')\n",
+ "\n",
+ "unhealth_param_male_filtered, unhealth_age_male_filtered = filter_samples(unhealth_param_male, unhealth_age_male, threshold=2.0)\n",
+ "unhealth_param_female_filtered, unhealth_age_female_filtered = filter_samples(unhealth_param_female, unhealth_age_female, threshold=2.0)\n",
+ "\n",
+ "# Apply LOESS smoothing\n",
+ "frac = 0.85 # Fraction of data used for smoothing\n",
+ "y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = lowess_fit(unhealth_age_male_filtered, unhealth_param_male_filtered, frac, 1000)\n",
+ "y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = lowess_fit(unhealth_age_female_filtered, unhealth_param_female_filtered, frac, 1000)\n",
+ "\n",
+ "unhealth_age_male_filtered, y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = crop_age_range_line(unhealth_age_male_filtered, y_smoothed_male_unhealth, \n",
+ " lower_bound_male_unhealth, upper_bound_male_unhealth)\n",
+ "unhealth_age_female_filtered, y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = crop_age_range_line(unhealth_age_female_filtered, y_smoothed_female_unhealth, \n",
+ " lower_bound_female_unhealth, upper_bound_female_unhealth)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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efvttvvrqK7Zt28af/vQnJkyYQFZWFlVVVfz973+POrYxXC4XEyZMYP369Tz44IOMGTOG1NRUfvjhB/79738zbNgwjjvuuFZ9/fGGzMhKWhd9arR918FvYP9XoiWuxx7r2ali+fLlsZ5CQiLjpg4ZN3XIuAXwuYWI1RjE7+Nmht2rb9F+jQ6NQVzP527xFMePH8/UqVO55ZZbSE9PJzc3lzlz5lBXV8c111xDSkoKvXv35osvvggd4/V6ufbaaykoKMBsNtO3b1+eeuqppkPh8zF79uzQMUOHDuWDDz5QHdog8+bN49Zbb+Wcc86hZ8+e3HjjjZxzzjk89thjUfvpdDry8vJCIysrK/TcL7/8wvjx4xkxYgRTpkwhNTWVnTt3AnD77bdz44030q1bt2bn8uSTT7JkyRK++eYbbr75Zo477jh69uzJZZddxsqVKyksLDzq1xvvSCErOTYE7bvMXcBdJepo930BFRvAVRHr2R0Ro0aNivUUEhIZN3XIuKlDxu0wtCbQWZodpqSMFu3X6FCZhZ07dy5ZWVmsWrWKqVOncuONN3LxxRczevRo1q5dy5lnnskVV1yBzWYDhCjt0qUL77//Pps3b+bee+/l7rvv5r333mv0GrNnz+aNN97ghRdeYNOmTUyfPp3LL7+c7777TtWcgzidTlJTU6O2mc1mli1bFrVt27Zt5Ofn07NnT/74xz9SXFwcem7o0KGsXr2aiooK1qxZg91up3fv3ixbtoy1a9cybdq0Fs3lrbfe4ne/+11UJjiIXq8nKSlJxStMLKSQlRxbNPpAHW0PRB3tj8K+q2QF2PaBzxvrGTZLa3yC74jIuKlDxk0dMm7qqKmticl1hw4dyj/+8Q8KCwu56667MJlMZGVlcf3111NYWMi9995LWVkZGzZsAIQou//++xkxYgQFBQX88Y9/5JprrmlUyDqdTmbNmsWrr77KhAkT6NmzJ1dffTWXX345L7744lHNfcKECTz22GNs27YNn8/H119/zUcffcT+/ftD+5x44om8/vrrfPnllzz//PPs3LmTk08+mZqamtA5Lr/8ck444QSuvvpq5s6dS1JSEjfeeCMvvPACzz//PH379mXMmDFs2rSp0bls27atw3e1S9zCRUlioWgj6mhroeZXqN0W8KjtLepopX2XRCKRdAiGDBkS+lqr1ZKZmcngwYND23JzcwEoKSkJbXvuued49dVXKS4uxm6343K5Gq3/3L59OzabjTPOOCNqu8vlajB7CTBr1ixmzZoV+n7z5s0N3t5/6qmnuOqqq+jXrx+KotCrVy+uueYaXn311dA+Z599dtRrPfHEE+nevTvvvfce1157LSAWhM2cOTO03/3338/vfvc79Ho9Dz30ED///DOfffYZV155ZaM+yX65qFoKWUkM0CeL4XWJrmG2PRH2Xd3AkB7rGUokEonkGHJ4JzZFUaK2BTtn+Xw+AObPn8+MGTN47LHHGDVqFCkpKTz66KOsXLmywfPX1tYCsGDBAjp37hz1nNFobPCYv/zlL1GLBvPz8xvcLzs7m3nz5pGUlERZWRn5+fnceeed9OzZs9HXm5aWRp8+fdi+fXuDz2/ZsoU333yTdevW8eqrrzJu3Diys7OZPHkyf/rTn6ipqSElJaXecX369GHLli2NXrcjIIWsJHZoDSIT6/eCq1LYd1VtBkvXwIKxPNBoYz1LiUQikcSY5cuXM3r0aG666abQtqKiokb3HzBgAEajkeLiYk455ZQWXSMjI4OMjIwWz8lkMtG5c2fcbjcffvhhk84ZtbW1FBUVccUVV9R7zu/3c8MNN/D444+TnJyM1+sN2WYFH73ehsvwLrvsMu6++27WrVtXL9PsdrtxuVztvk5W1shKYk+w7CClF+hShMPB/q+F20H1NvDYYjq9kSNHxvT6iYqMmzpk3NQh46YOsykxSroKCwtZvXo1Cxcu5Ndff+Wee+7hxx9/bHT/lJQUZsyYwfTp05k7dy5FRUWsXbuWZ555hrlz5x7VXFauXMnXX3/Njh07WLp0KWeddRY+n4/bb789tM+MGTP47rvv2LVrFytWrGDixIlotVqmTJlS73wvv/wy2dnZId/YMWPG8L///Y8ffviBJ554ggEDBpCWltbgXG655RbGjBnD6aefznPPPcf69evZsWMH7733HieddBLbtm07qteaCMiMrCS+CJYdhLqGLRGdwpJ7BsoOMkA5Ss/DIyS4alZyZMi4qUPGTR0ybofRwiYFPpcDNEfh/9pGzRBuuOEG1q1bxyWXXIKiKEyZMoWbbropyqLrcB588EGys7OZPXs2O3bsIC0tjeHDh3P33Xcf1VwcDgf3338/O3fuJDk5mXPOOYd58+ZFic09e/YwZcoUysrKyM7OZuzYsfzwww9kZ2dHnevgwYP885//ZMWKFaFtI0eO5LbbbuPcc88lJyenSeFtNBr5+uuveeKJJ3jxxReZMWMGFouF/v37M23aNAYNGnRUrzURUPyyUrhDUF1djdVqpWrdc6R2GhDr6bQcv0+UHbgrxC/bpK6ik5i5U5s1WSgvLz+i200SgYybOmTc1NHR4uZwONi5cycFBQWYTBFC9AgbInh9XrRHW8LVwRoiAHg8nqgGBxJBoz+XxxD5LkjiG0UDxgwxPHVQuwtqisCUCym9wdIZdMe2/mfjxo2MGzfumF6jPSLjpg4ZN3XIuAXQmoSobGGDAlttDSnJ9RcRHREafYcSsQB2u73BxVeStkcKWUnioEsSw+cOlB0sBb01XHZgzDwmZQd79+5t9XN2BGTc1CHjpg4Ztwi0phYLS5fPBXopyI4Ul8sV6ylIAkghK0k8NHrhP+v3ia5hFeug+hfhgJAcKDvQNmyvIpFIJBKJpP0ghawkcVE0wnPWkC6cDWy/Qd0u8X1yL1F2YEhv88VhEolEIpFI2gYpZCXtA50FdN1Ey1t3BZStgiozWLqI9rimPOFbq4KcnJzWnWsHQcZNHTJu6pBxU8fhjQkkLUPGLX6QQlbSvtBowZglRuTiMENGYHFYFzBYj+iU0p9SHTJu6pBxU4eMmzrau1n+sULGLX6QDREk7RddklgEZukKPieUfg/7v4CSFWDbCz5Pi07TEQyljwUybuqQcVOHjJs6HI628YFtb8i4xQ8yIytp/2h0YMoBYzZ4aqHmV6jdJr5P6QXmzqIJQyNkZWW14WTbDzJu6pBxU4eMmzqkF6o6ZNziB5mR7WiUr2mxUXa7Q1GEzUxyD+Fs4K6GkmWw7wsoXQm2PeCtb6myfPnytp9rO0DGTR0ybuqQcVNHbW1trKeQkMi4xQ9SyHY0drwKSybC6r/CznlQvVXYWHU0NAZh4ZXcU9h5Vf8C+7+GfZ9D+TqwH2hx6YFEIpFIWo7f7+fPf/4zGRkZKIrCTz/9FLO57Nq1q9XmcMUVVzBr1qzQ9z169ODJJ5886vM2h6Io/Pe//21yn6uvvpoLLrjgqK5z5513MnXq1KM6x7FA5sY7JD6o2iTGjldBnw6ZJ0DmSMgcIZoMdBQUBQxpYvg8YV/ayg1gyBTZW59LiH1Ffu6TSCSSo+XLL7/k9ddfZ/HixfTs2bNdlIWsX7+ezz//nOeffz6m89i1axcFBQWsW7eO4447rlXPPWPGDHr27Mn06dPp2bNnq577aJB/mTsauaeBpXv0NncFHPgKNj0ESy6EH2+GHXOhekvHytZqdKI7WHJPUXrgtYmSA0cJHPwW6na3uO2jRCKRSBqmqKiITp06MXr0aPLy8tpFvekzzzzDxRdfTHJy4+stEp2srCwmTJgQc7F+OFLIdjS6XgSjXofR70Df6ZA15rBWhj6o3gw7X4cfb4SlF8GmWXBgkchWdhQ0BrFALKUX55/aF+z74MD/RPlB9Tbw2GM9w7jn/PPPj/UUEhIZN3XIuKkjLS2tTa939dVXM3XqVIqLi1EUhR49egDg8/mYPXs2BQUFmM1mhg4dygcffBA6bvHixSiKwsKFCxk2bBhms5nTTjuNkpISvvjiC/r3709qaiqXXXYZNpstdNyXX37J2LFjSUtLIzMzk9///vcUFRU1OceNGzdy9tlnk5ycTG5uLldccQWlpaVR+0TGzev18sEHH3DeeefVO5fNZuNPf/oTKSkpdOvWjZdeeinq+d9++43JkyeTlpZGRkYG559/Prt27Qo9/+OPP3LGGWeQlZWF1WrllFNOYe3atY3OvaCgAIBhw4ahKArjx4+Pev7f//43nTp1IjMzk5tvvhm3WyRnHnjgAQYNGlTvfMcddxz33HNP6PvzzjuP+fPnN3r9WCCFbEfFnAdd/gBDH4Jxn8Kwx6DbJaJ5QCTuSjjwNWz6p6it/fEmka2t+qXDZGtXb6kQFl6WLoEFYkvEArHKjeDqQOL+CFm9enWsp5CQyLipQ8ZNHZGiry146qmneOCBB+jSpQv79+/nxx9/BGD27Nm88cYbvPDCC2zatInp06dz+eWX891330UdP3PmTJ599llWrFgREoFPPvkkb7/9NgsWLOCrr77imWeeCe1fV1fHrbfeyurVq/nmm2/QaDRMnDgRn6/hv1+VlZWcdtppDBs2jNWrV/Pll19y8OBBJk+eHLVfZNw2bNhAVVUVI0aMqHe+xx57jBEjRrBu3TpuuukmbrzxRrZu3QqA2+1mwoQJpKSksHTpUpYvX05ycjJnnXUWLpdYeFxTU8NVV13FsmXL+OGHHygsLOScc86hpqamwfmvWrUKgEWLFrF//34++uij0HPffvstRUVFfPvtt8ydO5fXX3+d119/HYA//elP/PLLL6H3A2DdunVs2LCBa665JrRt5MiR7NmzJ0psxxrF7/f7Yz0JybGnuroaq9VK1brnSO00oOmdHQdFZ6yyVcLlwNtI9lFvDdfWZow84kYDCYvfB65yIWL1yZBUIPxqjdmiIYNEIpEcYxwOBzt37qSgoACTydT8AXHEk08+yZNPPhkSQ06nk4yMDBYtWsSoUaNC+1133XXYbDbefvttFi9ezKmnnsqiRYs4/fTTAXj44Ye56667KCoqCtVs/uUvf2HXrl18+eWXDV67tLSU7Oxsfv75ZwYNGlSvpvShhx5i6dKlLFy4MHTMnj176Nq1K1u3bqVPnz71zvnf//6XSZMm4Xa7USJaovfo0YOTTz6ZefPmAWKRW15eHvfffz9/+ctfePPNN3nooYf45ZdfQse5XC7S0tL473//y5lnnlnvWj6fj7S0NN5++21+//vfA2Kx18cff8wFF1zQaI3s1VdfzeLFiykqKkKrFX+nJk+ejEajCWVYzznnHHr06MF//vMfAKZNm8bPP//Mt99+GzpPUEssXryYU045pd78YvFzmfiFKZLWx5QLnc8Tw+cWmceylULY1u0M7+euEiUHBxYBCqT2hcwThbBN7QtK+xB17y7cxCUTBoY3KBrROcyQCZ5qsWiuekvAlzZQX6tPjd2E44R3332XSy65JNbTSDhk3NQh4yYY8dIIDtQeaPH+Pp8Pjebob87mJeex+s/qsuLbt2/HZrNxxhlnRG13uVwMGzYsatuQIUNCX+fm5mKxWKIWHuXm5oaykiAaZdx7772sXLmS0tLSUCa2uLi4wVvp69ev59tvv22w1rWoqCgkZMvLy8nIyADAbrdjNBqjRGxD81UUhby8PEpKSkLX2r59OykpKVHHOByOUPnDwYMH+cc//sHixYspKSnB6/Vis9koLi6ud63mGDhwYEjEAnTq1Imff/459P3111/Pn/70Jx5//HE0Gg1vv/02TzzxRNQ5zGYz0PaZ/KaQQlbSNBo9ZAwTo/AvYuFTVLY2+MPsF2KuegvsnCuEXMYJAWF7gnAFSFB8vkZuWiiKyErrrcJ/1lUufGn1SWDuIrK0pjzQGtp2wnFCY7fuJE0j46YOGTfBgdoD7K3ZG+tpHBFBT9YFCxbQuXPnqOeMRmPU93q9PvS1oihR3we3Rf4snHfeeXTv3p05c+aQn5+Pz+dj0KBBoVv3Dc3lvPPO41//+le95zp16hT6OvJmdlZWFjabDZfLhcEQ/fu+qfnV1tZy/PHH89Zbb9W7VnZ2NgBXXXUVZWVlPPXUU3Tv3h2j0cioUaManX9TtCRWRqORjz/+GIPBgNvtZtKkSVHHlJeXR80vHpBCVnJkmHKg8+/F8LlFNjKYra3dEd7PXQ0HvxEjmK3NCJQhpPZvf7fgtQFfWr8/0D2sCGq2gSEj0IChs3BEaOATu0QikbQWecl5R7R/a2Zk1TJgwACMRiPFxcUN3q5WS1lZGVu3bmXOnDmcfPLJACxbtqzJY4YPH86HH35Ijx49WuymELyFv3nz5iOyvBo+fDjvvvsuOTk5pKY2fBdv+fLl/Oc//+Gcc84BxOKwwxeeRRIU0l6vt8XzCKLT6bjqqqt47bXXMBgMXHrppaEMbJCNGzei1+sZOHBgI2dpe6SQlahHo4f048TofQM4DgWytSsbz9bumge6ZMg4PiBsTxDiuL0Q7B6mTwGfV1ibla8GzUYw54e7imkTq6ZNIpEkBkd6e7+srIzMzMxjNJuWkZKSwowZM5g+fTo+n4+xY8dSVVXF8uXLSU1N5aqrrlJ13vT0dDIzM3nppZfo1KkTxcXF3HnnnU0ec/PNNzNnzhymTJnC7bffTkZGBtu3b2f+/Pm8/PLLUbfmg2RnZzN8+HCWLVt2REL2j3/8I48++ijnn39+aAHc7t27+eijj7j99tvp0qULhYWFzJs3jxEjRlBdXc3f/va3euIykpycHMxmM19++SVdunTBZDJhtbZ8/cp1111H//79gYa75S1dupSTTz65yTm0NQntWjBz5kwURWl0RKbRm9r33//+d71z+3w+nnjiCfr164fJZKJr167cdttt1NXVNTiXzz//nNGjR5OUlERGRgYXX3wxO3fubHDfrVu3csEFF5Cenk5SUhInn3wy//vf/xrct6qqiqlTp9K5c2dMJhMDBw7k+eefJy7X6JmyofO5MOQBGPcJDH8Cuk8RvqyReGqh5DvY8m9Yfgn8cDX8+pwQwV5nTKbeFEP65Ko7UKMVtbTJvcCQDvY9wsJr7+dQ/pMQ/u3Y+SGyNkzScmTc1CHjpg6LxRLrKQDw4IMPcs899zB79mz69+/PWWedxYIFC0J2UmoILmRas2YNgwYNYvr06Tz66KNNHpOfn8/y5cvxer2ceeaZDB48mFtuuYW0tLSozPXhcbvuuusaLBFoCovFwpIlS+jWrRsXXngh/fv359prr8XhcIQytK+88goVFRUMHz6cK664gmnTppGT03jyR6fT8fTTT/Piiy+Sn59/xLZ0hYWFjB49mn79+nHiiSfWe37+/Plcf/31R3TOY01CuxZs2LCBDRs2NLj90UcfZeLEiSHriZkzZ3L//ffzxBNP1Osicvzxx4c+gQT5f//v//H0008zceJEzj77bH755ReeeeYZTj75ZBYtWhT1A/3RRx8xadIkhg4dyvXXX09VVRVPPvkkWq2W1atXk5+fH9q3qKiIkSNHotPpuOWWW7BarcyZM4eNGzfyxRdf8Lvf/S60r8vlYuzYsaxbt46pU6fSv39/vvjiCz7++GPuu+8+Zs6c2eJYHZFrwbHAcUhkJst+FI+ehq1D0BggbWjYDcHSLea343/dXUaf7q2UsfB7hduBqwI0RjDnQkovka1tZ1naX3/9tcEVvpKmkXFTR0eLW2utDnc4HAnnehAPHB43u91O3759effdd6OcFxINv99PYWEhN910E7feemvUc1988QW33XYbGzZsaLTsQroWHCFDhgxp8FP4DTfcAMC1115b77kLLrggZMDcGJs2beKZZ57hwgsv5MMPPwxtLygoYNq0acyfP5/LLrsMED5wU6dOpWvXrixdujS00vHss8/m+OOPZ+bMmVEGyHfddReVlZWsWbMmdAviyiuvZODAgdx8881s2bIltPLx5Zdf5scff+Tpp58O9Te+/vrrueiii5g1axbXXHMN3bsf1qUrXjFlQ/7ZYvi9UL01IGp/FJ60BDKTPpfYVv4jbPsPGHMCovYESD9e2F21MSmWVlyspWjBmCGG1y4Wz9mKhQNCSm/hV9tObMwOX4kraRkybuqQcVNHa9THdkQOj5vZbOaNN95osn413jl06BDz58/nwIEDUd6xQerq6njttdfirhNbu/sJrqurY/78+XTp0oWzzjqrwX2qq6vxeDyNnuOdd97B7/dzyy23RG2//vrrsVgsvPnmm6Ft3333Hfv27eO6666Lsus47rjjGD9+PO+++26oc0ZdXR2ffvop48ePj6qjSU5O5rrrruPXX3+NMiN+++23sVgs9dL4t9xyC263m3fffbfZeMQlihasA6DnVTDiWRj3Xxg0E/LPERZWkThLYN8C+HkmLD0fVv8Vdr4RaMhw5MXsaig+UH1sTqw1g6WzaELhc4t2uPu/FI/2gwlfdqDGHkYi46YWGTd1qFn9Lmk4buPHj2+wu1eikJOTwwMPPMBLL71Eenp6vecnTZrUYLlBrGl3Qvb999+nurqaq6++usGi7CFDhmC1WjGZTIwePZovvvii3j4//vgjGo2GkSNHRm03mUwcd9xxUWIz+HVDtxJOOukkqqur+fXXXwFR8uB0OhvdN/J8Pp+PtWvXMmzYsHrp+ZEjR6IoStQ8Ehp9CuSeAv3/BmPehRNfg8IbIWOEWFAWxO8TLgk7XoPVN8HSC2Hjg7DvS3CWHbPp7dhTcczODQhhb8oWtcRaE1Rthv1fwcHvoG63ELkJyI4dO5rfSVIPGTd1yLipw+mMv3UJiUB7jJvf7+fQoUOhO86JQnzlh1uBV155BUVR+NOf/hS1PS0tjT//+c+MHj2a9PR0tm7dypNPPsm5557Lq6++ytVXXx3ad9++fWRlZdXzrwPo3LkzK1asCPnF7du3L7S9oX0B9u7dy8CBA1u8L0BFRQV2u73BfY1GI1lZWaF9G8LpdEb9R6uuPkZZxdZGUcTK/uQe0G0yeB1QuUGUIZT9CLbd4X3d1XDwf2KAEIJBi6+0QaLeNpGI8qW1g+03qNslLLxSegm3A0NGzGuGJRKJRCKJF9qVkN26dSvLli3j9NNPr7fS8fAyARC9hYMrGSdNmhQqDbDZbA2KWCCUHbXZbBgMhlB3i4b2j9w38vFo9w3u31RnjdmzZ3P//ffX2/7+0lIsKRsB0Os0TDpjAEvW7GZYvzw+W7Itat+Th3fjQGktA3pms+ynYsoqw61qu+al0q9HFgfL69DrNKzZvD/q2MlnDmD5T78xakgXPlj0S9RzIwflY3N46JyTwsbtJewtCS/8ysmwMHJQZ7YVl5OVZmH5T78BFuAU4BQuGJXOb5sX0Sd5B66SHzEoEe1za3eIUfwuXowc8PVmv68/+3390SR14cxRvfhx8z56dUnnf6t2Rc1pwuhebNxewrjju/PJt1uwOcKlJ1U1Dor3V+Hz+amqdbB5R7gGymjQcuHp/VmyZjdD++Ty+bLtUecdP6I7xQeqGdonl8Wrd1FR7Qg91z3fSq8u6aFt67ZEd+OZcvYglqzeycg+dj5euEB0FNOaQGth1OgxVNU66dGjB2vXruXAgfCxeXl5DB8+nF27dmG1Wvn++++jzjtx4kRWrVrFuHHjeOedd6KeC3bRSU9Pp6ioiN27wx8c0tPTGT9+POvXr6dbt24sXrw46thzzjmH9evXM27cOD766CP27t0bOv+AAQOwWq1oNBpKS0tDvcZBrNw9//zzWbJkCYMGDYpqDQlw2mmnUVRUxAknnMBXX30V9aGsZ8+edOvWjZqaGtxud9TiT41GwyWXXMKSJUsYMWIEn3zySdR5x4wZQ2lpKYWFhaxatSrUbQfEB8tBgwaxd+9eLBZLVKcgELfYvv/+e8aMGcN7770X9dzxxx+P2+0mNzeXLVu28Ntvv4Wey8zMZOzYsWzevJm8vDyWLl0adezvf/97ysrE3YUPPvggVJYEMGjQICwWC0ajkQMHDrBtW/j/a3JyMueccw7ff/89/fr14+uvv4467xlnnMGWLVsYNWoUn3/+eciAHsQq5by8PJxOJzabjY0bN4ae0+v1TJo0iSVLljBs2DA+++yzqPOefPLJHDhwgAEDBrBs2bLQ3AG6du1Kv379OHjwIHq9njVr1kQdO3nyZJYvX86oUaP44IMPop4bOXIkNpuNzp07s3HjxqgP7Tk5OYwcOZJt27aRlZUVsggK/rydf/75rF69mnHjxvHuu+9GGb4PGTIEvV5PSkoKxcXFUVnc1NRUzjzzTH788Ud69epVz0lmwoQJbNy4kXHjxvHJJ59E/f7t27cvWVlZ+Hw+qqqq2Lx5c+g5o9HIhRdeyJIlSxg6dCiff/551HnHjx9PcXExQ4cOZfHixVRUhO8Ade/enV69eoW2rVu3Luq9GThwIHV1dRgMhqjjQPxMeL3e0N+pyJ8lvV6PxWLB5XLh8/mi3jcQ/9fr6upISUmp91xwtb5Op6uXMNHpdKSkpIT+PtbURC/qtVqt2O12UlJSqKioiHpvzGZz6C6qx+PB4Qj/rtRqtaSlpVFTU4PZbKaqqirqvKmpqTidTiwWC9XV1VEeqkajEYPBgM/nw+/3R71viqKQkZFBTU0NFouFysrKejH0eDyYTCbq6uqiYuj1evF4PLhcLjQaTT1Ho2AMk5OTQ00EgiQlJeH3+9HpdDgcjqgyBZ1OR3JyMg6HA71eXy+GaWlp2Gw2UlJSKC8vj3IwMpvNaDQaNBoNbre7XgytViu1tbWYTKZ6ya3U1FQcDgfJyclUVVVFxdBkMqHX6/H5fPh8Puz28N/dw2NYUVFBXV0dn332GW63u97viIba7h4tCe1acDi33347jz76KO+88w6XXnppi465//77mTlzJgsXLgwFePDgwZSUlHDw4MF6+0+ePJn3338fp9OJwWBg6tSpPPvss2zevLme88F//vMfbr755tC5P/zwQyZNmsR//vMfbrzxxqh9N2/ezMCBA7nrrruYNWsWZWVlZGVlMXny5AZrYXNycujduzcrVqxo8HU1lJHt2rVr7FwLjgU+L1RvDi8aq94KNPLjbM4XpQqZJ0D6cNC13HJmwdJtnHtyYevM+Wjw2ET3MJ8TdFbROSypq6gr1sTfZ9IFCxZw7rnnxnoaCYeMmzo6Wtxaa3V4ZWUlaWlprTexDoKMW8NI14KjwOPx8MYbb5CZmcnEiRNbfFzQwSBypWF+fj6bN2/G6XTWy4ju3buXrKysUPeMoLXW3r176wnZYBYhWB4Que/hHL5veno6ZrO5wX2dTielpaVNdkAxGo2NZnPbDRotpA0Wo9efhK1V+RooXyXErSviU7B9H+z9VAxFC9ZBYYuv5F4i29kIZ57Us9Hn2hSdRQy/D9xVol64+hfheJBcECg9SI+b0oNj8cm7IyDjpg4ZN3U01lFK0jQybvFDu1ns9X//938cPHiQyy+//IgEXPD2XG5u2PT+hBNOwOfz1bud6HA4+OmnnxgxYkTUvkC927cAP/zwA6mpqSFvw8GDB2M0GhvdFwidW6PRMHz4cNatW1evqHzVqlX4/f6oeUgQtlV5p8GAO2HsBzByDvT+M6QPAyXiM5vfC5XroehlWPVnWDoJNs2CA18Lf9fD+HHzvjZ8ES1A0QjBGhSv3joo/QH2fSHqhWuKwF3b/HmOMe1mMWIbI+OmDhk3dTRVoiZpHBm3+KHdCNlXXnkFaNg71uPx1KupAdGz+PnnnyczM5PRo0eHtl9yySUoisKTTz4Ztf+cOXOw2Wz88Y9/DG075ZRT6NSpEy+//HJU3dn69etZvHgxF198cajDWHJyMueddx6LFy9m/fr1oX1ra2t5+eWXKSwsjHJKmDJlCjabLcqHFuDJJ59Ep9NxySWXtCQ0HRNFEb6s3afA8Mdh3KcwdBZ0mQjmwxbQuSuEiN00SzghrLpBiNyK9eDz0KtLfRuSuEFjAFOgqYIhHewH4OBi2Pc5lKyAut9i1i2tV69eMbluoiPjpg4ZN3W0+zt3xwgZt/ihXdTI7tu3j27dunH88cezcuXKes9XVlZSUFDABRdcQP/+/UOuBUHx+c4773DxxRdHHROsfZ04cSLnnHMOv/zyC08//TRjxozhf//7X5QZ8vvvv88ll1wS6uxVXV3NE088gaIorFmzJsp5YPv27YwcORK9Xs/06dNJTU1lzpw5/PzzzyxYsIAJEyaE9nW5XIwePZr169czbdo0+vfvz+eff87HH3/MP/7xDx588MEWxyjmnb3iDfu+gBPCKqhYJ1wCGkJr4Td3b7r2P12UIpg7te081eD3g6canJWAT7ggJHUHS36b1tO+8847TJkypU2u1Z6QcVNHR4tba9UilpWVkZnZSp0LW4jf7+eGG27ggw8+oKKignXr1kV5q7clu3btoqCg4IjnEIu4JQKyRlYlr7/+Ol6vl+uuu67B581mMxdddBErV67kv//9L7W1tWRlZfG73/2O22+/vZ5fLIisZ48ePXjppZdYsGABWVlZTJ06lQceeKBeR4+LL74Ys9nMQw89xIwZMzAajZx++un861//qmef1bt3b5YvX86dd97Jww8/jMvlYvjw4Xz55ZdR7WkBDAYDixYt4h//+AfvvPMOZWVl9OrVi2eeeYabb775KKPWwTHnQ5fzxfC5Rb1pcNFYTYR7g9dGV80G2BpYDW/pGrD4OgHSj4vPtrKRNl4+r6inrdwAVRtBnyZsysy5orZWU99rWSKRJDYOjwO3t2X+0zWuGgzOo7Mq1Gv1mHQt/1345Zdf8vrrr7N48WJ69uxZr218e2Xt2rXccccd/Pjjj2i1Wi666CIef/zxqGZKSgNrHCIXsK9bt44//elPbNu2jVNPPZW5c+eSkZEBiLvPJ554Is8//3yDuuZw1q1bx6xZs1iyZAlVVVV07dqV8ePH87e//Y0+ffqoFvltTbvIyEqaR2ZkjwBnOZSvFqK2bDW4KxveT6OHtCFh79qkHnGz0KpBfG5wVYKnRtQMG7NEna0xW7TMbWLBmxo6WoastZBxU0dHi1tjmS+Hx8H/dv6PamfLvMNramqOur1vqjGV0wpOa7GYffbZZ3n00Uej7P1iRVtlZPft28egQYO45JJLuOWWW6iuruaWW26hU6dOUfZziqLw2muvRXUmTUtLC73Hxx9/POPHj+eGG27guuuuY+TIkfz73/8G4F//+hd79+7l6aefbnY+n332GRdddBETJkxg2rRp9OrVi5KSEt5//31+++033n33XVWxkRlZiSQeMGZApzPF8Pv4cuGXnNWvXGRsqzaFW+P63AGXhDWw/QUhDIPZ2ozjQR9nq1o1etFBjGxRN+uqgEMrQGMUrzmpG5hyZKZWIklg3F431c5qDFpDy4SlQwhRtTg8Dqqd1bi97hZd7+qrr2bu3LmAEG3du3dn165d+Hw+/vWvf/HSSy9x4MAB+vTpwz333MOkSZMAWLx4Maeeeipffvkld955Z8gXef78+axZs4Zbb72VvXv38vvf/56XX3455Hf75Zdf8tBDD7Fx40a0Wi2jRo3iqaeearKmeuPGjfztb39j6dKlJCUlceaZZ/LEE08cVeb4s88+Q6/X89xzz4Xu6r7wwgsMGTKE7du307t379C+aWlp5OXlNXieX375hbfeeos+ffowZcqUkLfzjh07eOWVV+r5NTeEzWbjmmuu4ZxzzuHjjz8ObS8oKODEE0+s56cb70ghK5E0haJh5KhTwWqGHpeDp07U1JatEsMR4TXsLIX9X4iBBlL7hS2+UvsK2694QWsEc+AXpdchMrVlK0HRi0VjSd3EIjJjZnSb4CMgst5b0nJk3NQh4xaNSWfCom/eL9uYbmywnfuR4PK6mt8pQFBEvvTSS6Fb7CCa+Lz55pu88MILFBYWsmTJEi6//HKys7OjrCZnzpzJs88+i8ViYfLkyUyePBmj0cjbb79NbW0tEydO5JlnnuGOO+4AoK6ujltvvZUhQ4ZQW1vLvffey8SJE/npp5/qlQmCWFNz2mmncd111/HEE09gt9u54447mDx5clSTDKvVekQxCnrPR17TbDYDsGzZsighe/PNN3PdddfRs2dP/vKXv3DNNdeESg6GDh3K119/Te/evfnmm28YMmQIAH/5y1945JFHWpRdX7hwIaWlpdx+++0NPp9o/rhSyEokzRDs+AWALgmyx4rh94s2suWB9rkVP4lmBQD4RLOG6s2wcy7oUkSWNvMEkbU1Zcfq5dRHa4oQtS5RU1u2BjQa0KeDpYuoqTVmHVFNcLALkuTIkHFTh4ybOoIdsdoKq9VKSkoKWq02lHV0Op3MmjWLRYsWMWrUKEB07Vu2bBkvvvhilJB96KGHGDNmDCBciu666y6Kioro2VP4fU+aNIlvv/02JGQvuuiiqOu/+uqrZGdns3nzZgYNGlRvfs8++yzDhg1j1qxZUcd07dqVX3/9NWSnGexQ1lJOO+00br31Vh599FH+3//7f9TV1XHnnXcCsH9/uDPmAw88wGmnnYbFYuGrr77ipptuora2lmnTpgHw8ssvc9NNN/Hvf/+bMWPGcNdddzFv3jwsFgsnnHACEyZMoKioiEsvvZSHHnqowbkEbUf79evX4vnHM1LISiTNEBKxh6Moge5a3aDrRUIEVm4IC9u6neF9PTVQslgMgKSCcLbWOhi0R7fYotXQGkCbLYS2zx1eKFaJEOPmfLB0EqJW3/QvcSkq1CHjpg4ZN3W0pYhtjO3bt2Oz2TjjjDOitrtcrlDb7CDBDCQI/3eLxRISscFtkR7w27Zt495772XlypWUlpaG2uIWFxc3KGTXr1/Pt99+G7UAK0hRUVFIyEaK2Mh9L7/8cl544YV6xw4cOJC5c+dy6623ctddd6HVapk2bRq5ublRWdp77rkn9PWwYcOoq6vj0UcfDQnZgQMH8t1334X2KSsr47777mPJkiVMnTqV0aNH89FHH3HCCSdw4oknct5559WbS3tbGiWFrETSDJ98u4XzT23BJ1etATJHiFF4IzgOBUTtKlFH64loUlC3U4zi90SNavpxYWFr7hIfi8Y0eiFYjVmiLthdA7XboOYX0CWDMUdka01Zwg3hsDl/8sknnH/++bGZewIj46YOGTd11NbWNija2noOINoMH+70c7hfa9CXHUSNbeT3wW1BsQpw3nnn0b17d+bMmUN+fj4+n49BgwbhcjVcDlFbW8t5553Hv/71r3rPdeoUtl+MbFH7008/hbY31fHrsssu47LLLuPgwYMkJSWhKAqPP/54lBA/nBNPPJEHH3ywwU6jALfeeiu33HILXbp0YfHixTz00EMkJSVx7rnnsnjx4gaFbFCMB+uMEx0pZCWSZrA5POoONGVD/jli+LxQsyXsXVu9BQh8KvY5RX1qWcAD2ZQXFrXpw0Q5Q6xRtGBIE8PvF7XC9n1QuwN0ZuF8kNRNiF5DOiga2flGJTJu6pBxU4fX6431FBgwYABGo5Hi4uImW68fKWVlZWzdupU5c+Zw8sknA6IetSmGDx/Ohx9+SI8ePdDpGpdIkXGLrG9tCcFOoq+++iomk6leJjqSn376ifT09AZF7DfffMMvv/zCa6+9FpqT2y1s14KPDXHmmWeSlZXFI488ErXYK0ikSE8EpJCVSNoCjRasA8XoebW4ZV++JuBdu1osFAviOAB7/08MJXBc5gmQMVJ0K2tlm6wjRlFAnywGgMcGzkNQVyxqaI2ZYOkGPpcQ8NIBQSKRNEFKSgozZsxg+vTp+Hw+xo4dS1VVFcuXLyc1NZWrrrpK1XnT09PJzMzkpZdeolOnThQXF4fqUhvj5ptvZs6cOUyZMoXbb7+djIwMtm/fzvz583n55ZePamHcs88+y+jRo0lOTubrr7/mb3/7Gw8//HBINP7f//0fBw8e5KSTTsJkMvH1118za9YsZsyYUe9cDoeDv/71r7zzzjuh0oQxY8bw3HPPcfPNN/Phhx/y+OOPNziPpKQkXn75ZS6++GL+8Ic/MG3aNHr37k1paSnvvfcexcXFzJ8/X/XrbGukkJVIYoHeCrmnieH3izKDYLa28mfwBz5N+72BGtUNUPSKuIWfOUKI2swRIvsZa3QWMUB0SHNVgm0vOMph/5dC1JpyAg4I8leORNIWODyOFu1nd9vRu9U5kxzJdZrjwQcfJDs7m9mzZ7Njxw7S0tIYPnw4d999t+pzajQa5s+fz7Rp0xg0aBB9+/bl6aefZvz48Y0ek5+fz/Lly7njjjs488wzcTqddO/enbPOOqtBl4MjYdWqVdx3333U1tbSr18/XnzxRa644orQ80F7runTp+P3++nduzePP/44119/fb1z3X///Zx77rlR/q5PP/00l112GePGjeOPf/xjvYVukZx//vmsWLGC2bNnc9lll1FdXU3Xrl057bTTGl0kFq/IhggdBNkQQT1rf9nP8P5t2JrWaxcOCGWBRWP2PY3vm1IYbshgHRhXQnHtpt8Y3ssgyhAUXbhVbrCrWLwscIsz1q5dy/Dhw2M9jYSjo8WttRoiOByOozauP9KGCO2Buro6kpLioOwrzpANESTHHp9dWEZpjGJoDeIx1rer45istDZe1as1Q9YoMQDs+8PZ2oq1QugGqdkmxu63QWsRNbWZI0UpgrkNxXcDZGWkgingtehzgatKzL9CI2ptLV3DolZnjulc44mO0q6ztZFxE5h0Jk4rOK3FLWobW0R0JBxpi9r2QFP1s5K2Rb4THY2ssWD2itu/Xju46kSXp+DCI40eNKaAwDWBxhAfK+hjiM8X45sW5k7Q5Q9i+Nyiu1jZj8IRoWZbeD+vDUqXiwFCKGaMCCwaGyoEchsSFTeNIdxVzOcRNcJVkbZencCSL8oPdCkd+mcucsW1pOXIuIUx6UwtFpYGDEctZCWSWCKFbEcjrT8E7UG8LiFmvTbx6LELgeGqCHxdKzJp+AFFiBGtWSzo0Zo6TBa3qrZ1asBaBY1eWHWlHwdcD87yQJvcVVC2GtyV4X1tv4mx52PRsSttcDhbm1RwzMVio3HT6IRgNWZG2HoVCVcHXRIYsiCpa8Cr1hpX5RJtQVVVVaynkJDIuKkjHlwLEhEZt/ihY/2FkESjNQTqFA9rtef3CwHrtQlB67WJlemuCjHcVYHWrAGBqzWHBa5G3+4E7uYdpQzt23Df65hjzIBOZ4jh94kMbbAhQ9VGsQ3E4rGKtWJsf0GIxIwRATeEEaBX32u9MVoUt8Ntvbx14merbrcoedGniK5jxiyxTwcQtps3b2bo0KGxnkbCIeOmDrvdHhdNERINGbf4oX3/RZCoQ1FAaxTj8FXxPq8QG546kbF1V4OrFFw1wvA/lMGFUBZXow88GsQ5FWnHdExQNJDaV4wel4v3o3xduCmD42B4X2epcBTY/yUQOC6YrU3tF5v3SFFEowVdwNbL6xSvoXoL+D2gNCRs06S9l0QikXRgpJCVHBkaLWhSRQYvsuTS6wyUKDjE1z6nyOK6AwLX6xCi12EXmbegWNaYAtlcueCs1dElQ87JYvj9oswgmK2t+Em8RwD4oPoXMXbOFTWqGcPD3rWm7NjMP/hhypgpvj9c2GpMgZ/DzqK7mCFDlCZ04PpaiUQi6Wi0WMh6vV6+/vprKioqGDduXKiN3P/+9z9ee+01KioqOOmkk5g2bVqTLdok7ZSg6GgMnydQhxvM5taAq1yUKbgrweEglMlVdBEZ3MCjoo+ZQDEa2kHGT1FE562kbtD1IlEfXbkhnK2t2xXe11MDJd+JAZDUQ2RrM06AtCEtts1q9bjVE7YO8XNUtT6waMwiHBAsnYWoNaQ1/TMZp8iFN+qQcVPH0XqjdlRk3OKHFvnI1tbWctppp7FmzRr8fj9ms5lPP/2UyspKLr74YkwmE263G6/XS//+/Vm5cmXMezdLogn5yFZVxdcHDZ8nUINbF1h45giULFSFSxW8LpGBi1p0ZoxwV5B+pEeN41BgwdiPYvGYp7bh/TRGsdAs8wQhbC1d4yMD6vcFPiTViLpujU5kpI0ZYMoVtbX6VLEtHuYrkRwlsfDrlEiaI259ZJ944gnWr1/Pv/71L3r06MHf//53pk6dSnJyMu+99x4XXnghHo+HF154genTp/PYY49x3333Heu5S9oDGl24VOFwfF7wOQLlCg4hdIMi11UpBLCrQixk8iNKE7RBf1xTwCv36LOCS9bsZtzx3Y/6PHGNKRvyzxXD5xUOAmUBYVu9hVC23OeEspViAJjyhKjNHCk8bHVhg/A2jZuiEfWz+pTAPN1C2Nr2Qc0O8bzODLpUIWyN6aK+Vp8ad4vHlixZwrhx42I9jYRDxk0dNTU1pKSkxHoaCYeMW/zQoozs4MGDGT16NC+++CIACxYs4LzzzuO2227j0Ucfjdr3ggsuYPfu3axbt+7YzFiiirjNyKrF7wuLW49NiFp3bcA6rCZQp+sIr9pXdGFxqzUGyhVadmuoqsaBNaUDZzzcVSJLG+w05ipreD9FK7qLBWprq+iCNTVOVvX6fRGlLTZh+xXlipAphK3BKhYnxpCqqiqsVmvzO0qi6Ghxa63Ml8fjkeb+KpBxa5i4zcju2rWLadOmhb4PWpyMHj263r6nnHIK9957bytNTyJpBEUjaiJ1lnDNZJBQPa4t7JPrqhTDYwuXLAQ/wwWFbTCbe1gTiM+XbWfK2YPa7KXFHXor5J4mht8PdTvD2drKn0VGHIQ4rNwgRtErGP0p0OmkQAvdEfUdMNoSRSOyxREZ46jFYz6PeN91SSJja8oRolaf1uatdD///HOmTJnSptdsD8i4qaOqqorMzMzmd0wArr76aiorK/nvf/97VOfZunUrp5xyCtu2bWs063o0cSstLWXAgAGsXbuWLl26HM1UJbRQyGo0mijzX7NZLFdv6NNvcnIyHo+nlaYnkahAowNNxG3mSLzOaJHrqRMC110VXjwUaSGm0Yvb6a7KgEeuPvDYQessFQWSe4rR/VIRw4qfwtla+57QrialBg58LQZASmF40Zh1YOxv6ddbPOYSwra2SIhbjT5QZ5spsrZ6a2ABWQfOzkskHYC77rqLqVOnNihi+/Xrx86dO1m3bl09ITt+/Hi++04skjUYDGRlZTF8+HCuueYaLrzwwtB+WVlZXHnlldx333288sorx/bFdABa9JckPz+f3377LfR9cnIyzzzzDP369au37+7du8nOjpFdj0TSHCF/3LTo7X6/EKzBDmehhWdVoJQHFhPVgtcdyEBGeuXqAyULARuxGN+ablO0ZsgaJQaAfV9A1K7CfWgNesUZ3rdmmxi73gKtRVh8ZQTqa81x0HBCawBthlggBoE621phW1azXdRba5Oiha3eKi2/JJJ2RHFxMZ999hnPPPNMveeWLVuG3W5n0qRJvPvuu9x///319rn++ut54IEH8Hg87Nmzh48//phLL72Uq6++mpdeeim03zXXXMPxxx/Po48+SkZGxjF9Te2dFhUJHn/88Xz//feh741GIzfffDP5+fn19v36668ZNmxY681QImkLFEVk2gzpYMmHlF6QNhCyR4vbzF3+AJ1/D53PgfyzxG327DGQPlzYU2nNooTBvl9k9Gp3gG2PaDzgrhULqDoC5nzocj4M/ScfuR+G4U9A98sguXf0fl4bHFoGW5+AFVPg+yth6zNQulJ8gIgHNPrAz0MX8fNg7iLErn0/lP4A+7+CfQtg3xei8UTtLlGj3VHea4lEJePHj2fq1KnccsstpKenk5uby5w5c6irq+Oaa64hJSWF3r1788UXX4SO8Xq9XHvttRQUFGA2m+nbty9PPfVUk9fx+XzMnj07dMzQoUP54IMPmjzmvffeY+jQoSGL0UheeeUVLrvsMq644greeuutBo+3WCzk5eXRpUsXTjrpJP71r3/x4osvMmfOHBYtWhTab+DAgeTn5/Pxxx83OR9J87QoIzt79mwOHjzY7H4lJSUMGDCAiy666KgnJpHEC+PHjw+UK+iiaywj8fujfXI9dYGWvuWiE5qrTNSQhuzDzLT3RhDjRvSC9BRh19X7enCWhxsylK8W2e4gtt/E2POREJBpQwPZ2hPEB4V4yHhqdKAJZGEhkKW3icWFFYGWzRqjKEcw5QQWkAVtv8xNnjqS8ePHH5Ppt3dk3CL45XHY8njz+2UMJ2XUYcLuuz9A+drmj+13K/S/Vd38gLlz53L77bezatUq3n33XW688UY+/vhjJk6cyN13380TTzzBFVdcQXFxMRaLBZ/PR5cuXXj//ffJzMxkxYoV/PnPf6ZTp05Mnjy5wWvMnj2bN998kxdeeIHCwkKWLFnC5ZdfTnZ2NqecckqDxyxdupQRI0bU215TU8P777/PypUr6devH7W1tSxdupSTTz652dd61VVXcdttt/HRRx/xu9/9LrR95MiRLF26lGuvvbaFUZM0RIuEbNeuXenatWuz++Xk5PDaa68d9aQkkniiuLiYTp06Nb2TooQXnxFRWhO1Wj7YCKIsUJdbGdEIQgkIW1PYXSEexNtRUHygmk7ZETVmxgzoNEEMv0+UGYQsvjaFHSZ8biF0y1fD9ufBmB32rc04vuHa51igaECfLAaEy1M8deK1VW8OuGVYRGbXlBtYQGYVr6GRDzAt+nmT1EPGLQJ3Ndj3Nr+foysulwuDIWJBo+NQy451V6ufH2LR+D/+8Q9A1KQ+/PDDZGVlcf311wNw77338vzzz7NhwwZOOukk9Hp91K38goICvv/+e957770GhazT6WTWrFksWrSIUaNE6VPPnj1ZtmwZL774YqNCdvfu3Q0K2fnz51NYWMjAgQMBuOiii3jllVdaJGQ1Gg19+vRh165dUdvz8/Olw1MrIL0jJJJmCLp0qKKh1fIgbj97g+K2NqLTWTU4y8KuChpthLg1t/kK+qNhaJ/cxp9UNJDaV4yCK0QMKtYKYVu+GhwRd4Cch2Df52KgAWv/sKhN7Rf7RWNBguUpWlN4AZnPI95n5yGRccYvPrDoraIMw5QlRG7Ez8dR/bx1YGTcIgi2bm4OUzYWi6XethYd25D39xEwZMiQ0NdarZbMzEwGDx4c2pabK35/lJSUhLY999xzvPrqqxQXF2O323G5XBx33HENnn/79u3YbDbOOOOMqO0ul6vJ8ke73d6gbdSrr77K5ZdfHvr+qquu4tRTT+WZZ55pkZ+s3+9HOSw5YTabsdlszR4raZo4+QsgkcQvixcv5qyzzmrdk2q04UYQkXedva5wp7Ogo4KzLPB1dbj5g1YfzuBqzK3S+KG1Wbx6F2eN6d38jiCymjnjxPD7wVYcWjRG5fqAkwSAD6o2ibHzdRGDtCGiVjljGCT3iq9SjXrlCMESlIBwRxEi1pglhK0xg8Xfruass8+J6bQTkWPy/zRR6d/y2/41h/vvnvLpMZpUNHp99KJYRVGitgVFn88n7tTMnz+fGTNm8NhjjzFq1ChSUlJ49NFHWblyZYPnr60V3QkXLFhQr961qXbGWVlZVFRURG3bvHkzP/zwA6tWreKOO+4Ibfd6vcyfPz+URW4Mr9fLtm3bOOGEE6K2l5eXy8XxrcAxEbLBN62iogK3293kvrITiyTeOfyX2jFFaxDjcFcFryMgbmvFo7NcZHA9deAtFRleRStqMbUWIfBinKmsqFa5aEtRIKm7GN0mCcu0yvVhiy/b7vC+Xnt0pzFdKqQPFV3G0oZAcg8Rl3ghqgQlJ+yGYd8PtTtBo6difykcTBKZMV3ARk6XEpcfVuKJNv1/2o5IFLvM5cuXM3r0aG666abQtqKiokb3HzBgAEajkeLi4kbLCBpi2LBhbN68OWrbK6+8wrhx43juuedC2yorK/n444955ZVXmhWyc+fOpaKiot76oY0bN8ra7lagVf/S7dmzh7vvvpuPPvoIu93e7P6KoiTMfyKJJKYcfssaIhYb1YrhqhD1bZ46IXKDi8u05rDATURrMK1RWHRljhTfOw4GamjXQcU68VqDeKrh0FIxQGQ7rYMgbRBYB4tSBG3j2Zg2R9GIrHzwNq3PDZQKx4uaIlAIvPeBxh/GrEArXqtYVJbgddQSSUspLCzkjTfeYOHChRQUFDBv3jx+/PFHCgoKGtw/JSWFGTNmMH36dHw+H2PHjqWqqorly5eTmprKVVdd1eBxEyZM4LrrrsPr9aLVanG73cybN48HHniAQYPCjXHKysrIzMzk8ccfZ9OmTaHaWZvNxoEDB6Lst5544gluvPFGTj311NDxNpuNNWvWMGvWrFaMUsek1YTsjh07GDNmDCUlJbSg6y1Ai/eTSCQNcPhiI4i+de2pBVcVOEtEWYKrSgglRRN2TdCZhYtCImHKhfxzxQiWIZSvFaK24ifhIhDEUxedsVV0oi7XOkjU2qYOEJnPeEGjF++HJXAr1O8XrZY9dqjbLRaRoYj3TZcKpjwwpofdEeKlXlgiaWVuuOEG1q1bxyWXXIKiKEyZMoWbbropyqLrcB588EGys7OZPXs2O3bsIC0tjeHDh3P33Xc3eszZZ5+NTqdj0aJFTJgwgU8//ZSysjImTpxYb9/+/fvTv39/XnnlFR5/XLhEzJkzhzlz5mAwGMjMzOT444/n3XffrXf8J598Qrdu3Vq0WEzSNIq/ldTkpZdeynvvvUd2djYPP/wwEyZMIDc3F61W3g6LB6qrq7FarVRVVZGaenRF+h2NFStWNNiOOaEIdi0LidtD4tFrD7eYDTV1aB1bsBXrf2P00ObdTloVv1dkMit/gsqNYribueVszIbU/mAdIEZKYUy7dzUbN78vUEcdqKXGBxpThO1XlihNMaQlZgZeJe3i/+kR0Fo97Wtra0lOTm5+xw7Ec889x6effsrChQsb3edo43bSSScxbdo0LrvsMtXniEda6+fySGi1j++LFi1CURTmz58flT6XSBKdXr16xXoKR0+wNCHSGszrDGdu3TViUZmrImwL5veLDJ/WLG7Ra81HdCu7V5f0Vn8ZzaJoIbWPGN0mi9dg3wuVP4tRtTHgHhCB8xAcOgSHloTPkdwTUvqKUoTUvpBU0GY1qs3GTdEI0aqL+CMarKGu2QZVm4WA1aeIjK0pR4havbVdZ2zbxf/TGNDUwqeOyg033EBlZSU1NTWNOhIcTdxKS0u58MILmTJliupzSMK0WkY2+MkkuFJQEl/IjKx6tmzZ0mA75naJzxsWt8GmDo6DgUVl9oBjglEsVtImNWkHtmVnKf0Kstpu7i3FVSHEXtVmqP4FqreI19YUGiOk9BaZ29SAwDV3PiY1qq0SN68r/D763aAYhbA1dxKWX8H2uu1I2Hao/6e0XubLbrdjNre8YYdEIOPWMAmdkS0oKGDHjh2tdTqJRBILNFph2m+IsOPx+wJlCTXC59ZRIlwTHAcDZQkJtqDMkC7aC2ePEd/7vaL+NChsqzZBXTFCtQfwOcO2X0F0yULUhjK3/cRt/XhYgKU1gDZDNKGAcPa96heo9Ahhrk8K1NhmBRo1pCWUT7FEIpFAKwrZSy65hPvuu49vvvmG008/vbVOK5HEnHXr1nWoTE89FE20uLUOCGT8AsI2tKCsSgy/B9CwbnMZ/boYA+I2jmvlg6UEyT2h8+/FNo8Nan6F6q0iY1u9FRz7o4/z1EL5GjGCGDICorZ/YDFZ/4DVVstZt+VA62eytUYxgq4XXmf9UgRdsng+sgPZEc49lnT4/6cqsdlsMrOoAhm3+KHVhGywj/Cf//xnFi1a1KglhkQiaQdoDaDNjLYD8zqEsHXXiEYOyjJxy95ZCvhA0UfU25riq3HB4egskH6cGEFcVVATIWyrt0Rbf4H4vnSFGAAokFwQsZhsIFi6xv61h4RtIGPrcwtha/sNaraH63ANaSJrG1w8Ji2/JBJJnNFqQtZsNrNo0SKuv/56Bg8ezKRJkzjhhBOabd125ZVXttYUJBJJLAkuKDPliO9Nv0Lnc4WwdVeLcgRnSaA84SDgD9ziTgZtcnxnbUFkKSP9bP1+IdKrt4hRs1UIXE/kOgE/1O4QY98CsUmXFBa2qQNE5vYo230eNRp9WKxCuIWyszS8OE5rEfM05QrLL13A/1aWI0gkkhjSqpX+u3bt4uDBg9hsNubNm8e8efOa3F9RFClkJZL2jC5JDHOe+D7YycpdLYb9QKBL2W/g8wlRpEsWx8R7ra2iCA9aUzbkBLwg/X6w7xG1qFWboXoz1BaJ1x3EUxdo6LA6vM3SNSRs0xQD+PrHVthHtlCGgOVXwJ+4soRQhl2XFChHyAk3dpBZW4lE0oa0mmvBhg0bGDt2LHV1dfj9foxGI1lZWeh0TWvlnTt3tsblJc0gXQskcYvXIUoRXJUiU+ssFWLP7xbNAXQpQhwl6gp7rx2qfxWitmqzWDDmasbbVmuClH6BcoRA44ZgGUC84HWJrK3HJhbD+QG9BXRW4Y5gzAiUI6RIYXsMiMXqcImkORLateC+++6jtraWnj17MmfOHE455RQ0mjiugZNIWsiSJUsYN25crKeRcLQ4blqTyNia88DaTyxEclcJYWvfL4StfY9wF9CYhI2ULkks0koEtGZIHyoGiKyt42CEsN0sFl35I9p1ex2Bpg4/hbeZOglRGyxJSOkd26y11iCGIeB7G2zU4K4CxwHAHy5HCApbvVUI22OQbZb/T9XRlFeqpHFk3OKHVsvI5ubmUlpayqpVqzj++ONb45SSVkRmZNXjcDhkxkMFrRa3UMa2Amx7xaOnVghCnUn42eoSwParKbwuqN0OVZvxVmxEW7slUEfcBBo9pPSJqLUdGF/tdv3+QAeyWvHo9wfqqJOE5ZcxM1COEPxgcnSJj472/7S1Ml8+n6/Nk05+v58bbriBDz74gIqKCtatW8dxxx3XpnMIsmvXLgoKCo54Dg3F7YorrqB///5NtsA9Gu68807q6up45plnjsn5W4NYZGRb7afXZrORlJQkRayk3fHxxx/HegoJSavFLZixtfaHTr8TC8g6nQlZJ4qFRz432PeJ1rR1xSKD67UL4ZQoaA1CkHabxHv7JsGY+TD2fRj8AHS7BNKGiIVxkfjcokyh+H3YeD8snwzLLoafZ4ptVZvFPrFCUYRANeWKzmhJBaBPF5nnuh3C2WH/Qti7APZ+DqUrxXvoqoiuKW4h8v+pOioqmilzOQZ8+eWXvP7663z22Wfs37+fQYMGtfkcjpbD47Z+/Xo+//xzpk2bVm/fd955B61Wy80331zvucWLF6MoCoqioNFosFqtDBs2jNtvv539+6Mt/2bMmMHcuXOlZ/9htFppQe/evdmyZQterxetNkFu+UkkksRDZxHD0hkYGLb9clWJNruOg2IBmc8p9tdawp3I4t0ZIRJjllhEFlxI5vMI94OqTYHGDZtF+91InKVQ8p0YIGqMU/pC2kCRsbUODJcCtDWKIppm6MxAwLYttIjMJpwffB7xwcWQLhbAGTNFSYK242RaOwJFRUV06tSJ0aNHx3oqrcYzzzzDxRdfHOpyGskrr7zC7bffzosvvshjjz3WYKZy69atpKamUl1dzdq1a3nkkUd45ZVXWLx4MYMHDwYgKyuLCRMm8Pzzz/Poo48e89eUKLRaRvbKK6/E6XTy6aefttYpJRKJpHmCll+phZB9kmhq0PlcyDsdMkYIIeR1gv23iKxteeJlbTU6SO0DXSfCwLth9Jtw8n9h6CzocTmkDxf1uJH4XFD1M+yeDxvugaUXworLYdNs2POpEMZ+b0xeDhDwq00SJRFJ3SGll2gq4amB8h/DGduSZeK9c5YJsStJWK6++mqmTp1KcXExiqLQo0cPQNyqnz17NgUFBZjNZoYOHcoHH3wQOi6YuVy4cCHDhg3DbDZz2mmnUVJSwhdffEH//v1JTU3lsssuw2azhY778ssvGTt2LGlpaWRmZvL73/+eoqKiJue4ceNGzj77bJKTk8nNzeWKK66gtLS00f29Xi8ffPAB5513Xr3ndu7cyYoVK7jzzjvp06cPH330UYPnyMnJIS8vjz59+nDppZeyfPlysrOzufHGG6P2O++885g/f36T8+9otFpGdtq0aSxYsIAbbriBvLw8Ro0a1Vqnlkgkkpaj0YY9UZMAhoiMX9Dyy3EInIcOy9omaK2twQpZo8QAIUprdwXa6W4Uj/Z90cfY94px4CvxvTYpsIhsUCBr21+Iy1gRytoi/Gw9NUJw12wF5fDWumliAZn0so3i8e8f5/HvH292v+GdhvPama9FbfvDO39g7f61zR5766hbuXXUrUc8t6eeeopevXrx0ksv8eOPP4bu4M6ePZs333yTF154gcLCQpYsWcLll19OdnY2p5xySuj4mTNn8uyzz2KxWJg8eTKTJ0/GaDTy9ttvU1tby8SJE3nmmWe44447AKirq+PWW29lyJAh1NbWcu+99zJx4kR++umnBmuDKysrOe2007juuut44oknsNvt3HHHHUyePJn//e9/Db6mDRs2UFVVxYgRI+o999prr3HuueditVq5/PLLeeWVV7jsssuajZPZbOYvf/kL06dPp6SkhJwc4c89cuRI9uzZw65du0IfAjo6rSZk//nPfzJq1CjWrl3L2LFjGTt2LCNHjmx2Vd+9997bWlOQSI4J8kOZOuIqbsFyBHOeyGr6PBEtdgMNGoIuCYEWu6EGD1qjcEtoIwupUUO6qD9Y0YqsZkov6PIHsc1ZLhwSKgPCtmZrdO2s93BfW43oRmYdKMRt2kDhmBALC63IDyXQZGvdUUM6g22faLChS45997QYUu2sZm/N3mb362rtWu9W+CHboRYdW+2sVjU3q9VKSkoKWq2WvDzhL+10Opk1axaLFi0K/d7o2bMny5Yt48UXX4wSsg899BBjxowB4Nprr+Wuu+6iqKiInj17AjBp0iS+/fbbkJC96KKLoq7/6quvkp2dzebNmxuszX322WcZNmwYs2bNijqma9eu/Prrr/Tp0wcgKm67d+9Gq9WGxGYQn8/H66+/Hlqcdemll3LbbbeFFkM1R7Dl8q5du0Lnzs/PD11TCllBqwnZmTNnogR+0fn9fpYuXcqyZcuaPU4KWUm8U1VVFespJCRxHTeNTtRhGtIDWdvBAduvQNbWVSnazbprAplbF8IoVRG377WmQPa29TOBVbWO1j2hMQOyx4oB4rXUbBcZ26C4jWq16xNNHGqLYG+gVMyQHpGxHSjcEmKRBa3XWtcVaq1btbccTEWBDx+WCGeE5Agv4gSqkT4KUo2pdE7p3Ox+2ZZsvF5vvW0tOTbV2HruN9u3b8dms3HGGWdEbXe5XAwbNixq25AhQ0Jf5+bmYrFYQiI2uG3VqlWh77dt28a9997LypUrKS0txecTCwmLi4sbFLLr16/n22+/bbDWtaioKCRkI+Nmt9sxGo0hDRTk66+/pq6ujnPOOQcQNa5nnHEGr776Kg8++GDTQUFoKSDqvGazuFsRWT7R0Wk1ITtu3Lh6b6JE0h6Qn3rVkXBx0xpBmx1tYeVzC6HkqQuXJ7jKw13JfG6RBQ12MNOajzpz2SM/7eheR3NoAg4J1gHQbXLA1/ZAQNhuEsK2dgcQ4RzgqoBDS8UA0dUrtU9Y2FoHCtHY1mgMYBBetj16ZkGSQSz+89qEM0LNFkR23SjErSFd1OAGLb90yUL4trO/XUdy29/jia45/nRK269zqa0VbZ0XLFhA587RItpojHbr0OvDpT+KokR9H9wWFKsgakq7d+/OnDlzyM/Px+fzMWjQIFwuV6NzOe+88/jXv/5V77lOnTqFvjYYwh/ksrKysNlsuFyuqO2vvPIK5eXlIfEJIku7YcMG7r///mZtz3755Rcg+ndpebn40JmdHUdWezGm1YTs4sWLW+tUEklcsXbtWk499dRYTyPhaBdx0+ijb20HiczeOsvAURJuBBD0S9VZhHjSGI5IKK3dcoBTT+jRmq+iaRRFNCwwd4K8QEbMYws4I2wKD09d+Bi/O7w9iKlThDvCIGG31YYZ0FDcgmUkobn6A+LWDrY9ItOMX4hxrTnQZjdYbxtos9sKH0gSBZvNFnNv8QEDBmA0GikuLo4qIzhaysrK2Lp1K3PmzOHkk4X7R3N3iocPH86HH35Ijx49muxMGhm3oP/s5s2bQ1+XlZXxySefMH/+fAYOHBg6zuv1MnbsWL766ivOOuusRs9vt9t56aWXGDduXJRo3bhxI3q9PuqcHZ0E7fkokbQdBw4ciPUUEpJ2HbfI7G1KL2Ej5akVFmDuqsBisgphhxVcUKYxBoSTRXzdiFA6UFrbhi+kEXQWyDheDBCvr253tLC1/RZ9jGM/HNgPBxaJ77VmSO0vhG3aING0QV//dm1r0Wjcomy/IvC5hcD11Ir3y+8FAt63+lSxoCwkblMSaxHgEeB2x9BrOEBKSgozZsxg+vTp+Hw+xo4dS1VVFcuXLyc1NZWrrrpK1XnT09PJzMzkpZdeolOnThQXF3PnnXc2eczNN9/MnDlzmDJlCrfffjsZGRls376d+fPn8/LLL4cWp0XGLTs7m+HDh7Ns2bKQkJ03bx6ZmZlMnjy53t3qc845h1deeSVKyJaUlOBwOKipqWHNmjU88sgjlJaW1nM5WLp0KSeffHJUlrejI4WsRCKRHC2KJpzNo6vY5nMLkeSuCWdug8PnFCW32paJ25ijBBaAJRcIezMQoj0kbDcGfGAjbtd67VCxVowgST2iF5GZu8TuNWv0YugjFiT7vKIsIbjwD59wStAFam5NOeI9NlhFtj1e368E5MEHHyQ7O5vZs2ezY8cO0tLSGD58+FF1ydJoNMyfP59p06YxaNAg+vbty9NPP8348eMbPSY/P5/ly5dzxx13cOaZZ+J0OunevTtnnXVWk6UA1113HW+88QZ//etfAbFAbOLEiQ2WXF500UX1LL369u2LoigkJyfTs2dPzjzzTG699dbQgrgg8+fPZ+bMmUcWiHZOq7WojcTr9bJt2zYqKiqa/bQne2O3DbJFrXreeecdpkyZEutpJBwybg0QckuoFY+OQ0LYeu2hzO07i8uYckYvkUFsQ7eEo8bnFrftgwvIqjaKjHRT6FOjF5Gl9lXd/OCdLzYy5exj0CEq6JTgtYmvFY0Qtnqr6FpmSI9J1ra1WoGWlZWRmRmD+uYE5/C42e12+vbty7vvvnvMHFu++OILbrvtNjZs2NBk2UMsiUWL2laNxJ49e7j77rv56KOPsNvtze6vKEq9QnOJJN44/BOxpGXIuDVApFsCgJUIcSsyt3m5q4V4Dfnc+kWdrdYcdkxQ4nD1vUYPqf3EYJLY5ig5bBHZtuj2s+5q0aq2dIX4XtFCSmHEIrJB0YvvmiAv6xiVLQSdEgg4Jfi94LFHZ201JvHe6FNF5lYfcEnQJwfqbePXCuzwxVKSlnF43MxmM2+88UaTjROOlrq6Ol577bW4FbGxotUysjt27GDMmDGUlJRwJKeMXF0oOXbIjKx6qqqqsFqtsZ5GwiHjpo6qqiqsKUmiLMFTK7K3rnKR3fTahIjy+4T9VaiJQxyXJUTitUP11nBJQuUm8DTjR2rMCYjaAcL2K6VXgw0bqmocWFNi1MrW6xSvzWsXdbf4hXgNfvgwZIIxPdAuOfCeHaXAba3Ml8fjkcJIBTJuDZPQGdm7776bgwcPkp2dzcMPP8yECRPIzc0NFUZLJInKrl27GDp0aKynkXDIuKkjFLfD3RL8PnGL210TUZYQKE3wORA2U+YIt4Q4/COrNUP6cWKAcBSw/RZda1u3O/oYZwmUlEDJt+Ft5s6Q0ltkb1MKIbk3u/a5GNo3RncBQlnbtPA2nxd8dvHBo24H1HgQAlcXro3WpwVKE5IjLNzatvbW5XJJQaYCGbf4odXehUWLFqEoCvPnz098yx2JJAKZVVSHjJs6Go2bohG3rIOLk1L7HtahrDLQoaxK+L76vIF6ziRRb6s1x19JgqJAUjcx8s8W29zVUPVLxCKyXwJZzgiCbXZLvgttGqhLB3ufgLgNiNxYdSQDYT2mCXQZi8TnEa/H5xAivna7EPQaXSCDaxENHwzpYa9bXVJAKLc+MtmkDhm3+KHVhKzD4cBsNksRK2l3fP/994ln7h8HyLip44jiFtWhrLvY5rFHiNsKUacazOD6fYG2roGsrdYUf/Wb+lTIOlEMEIK8tki4ItRuF+1pa3dEOyQAOk8FlK0UI7QxCZJ7R4jbPmDpFtsOXxqdELg0InC9dtF5zR9YP6IYxAcRfSoYs8GQKsStV9RoHm11YG1tbb2mA5LmkXFrmGPgH9AsrSZkCwoK2LFjR2udTiKRSCRqCHqmmgJ93/3+QElCtRC0zjIhat1VIoOLX4jbYDYw3sStRiu6iKX2CW/zecFWLARf7Tao2Y6rfAsG5bBFxp46qFwvRuh8BkjuGS1wk3uqdktoNYICN9Jr1+8P+N3axftm24OwBNOhV5LA0wNbTQVmgwJoxPumaAAlMWqmJe2OYOvctlxE2GpC9pJLLuG+++7jm2++4fTTT2+t00okEonkaFAUIY6iBJIvwuM2IG6dpWFx6/cJYRfsfHWMbmurRqMN+9oiupF9+MXPTBmfLTK2NdvC2dvDLcB8LpHdrd4SeUJI6hqot40oTYj0mI0FihJY1GdAWFwE8HnQeu2k6copOaiAz4XFZEDRKEBQ1GoDQyPOo2gC26MFrsvlwuE4rHRD0iwybtH4/X5sNhslJSWkpaW1aelFqwnZ2267jY8++og///nPLFq0iIKCgtY6tUQikUhak6gGDgF8XvAGMrfuGlGSEBS4ocVkka134822SQFznhg5J4c3uypE5jYocGu2g33PYccGOpfV7QYWhTebckOLyUQWt0C08o11rbFGB5oU8tKBGiclh8oCQtUvsrgERvAurxL8R4nI2gpRW2ezU1lRITO4R0hdXR2VlZWxnkbckZaW1ubWi63aEKG8vJzrr7+ehQsXMmnSJE444QRSUpr+RHvllVe21uUlTSDtt9TjcDjazEakPSHjpo64ipvPHXZJcFUJceuqFDZgfg+gCQtbXWwXkzmcHkzGFuZmPDZRdxspbut2hetSm0JjFPXIyQWQVBB+NGbFTAx6feD2BrOxDeDzCE9inys8ABQNTq8OozGQeddbA++nKZyR1xikyG0Ap9Mpa2QPQ6/Xx2QRXKsK2bVr1zJt2jRWrFjRYFu2eheXDRHaDClk1bNkyRLZgU4FMm7qiPu4eR3htruRi8k8tnBJQnClfRtagC1Zs5txx3dXfwKfW4jZoLANlicc7pjQGLrksLCNFLn6OP596/OyZM0Oxg3JFFl3b6ABBwooelFSorOALkVYwQX9b6Oac3RMkRv3/087EK0mZDds2MDYsWOpq6vD7/djNBrJyspq1mdt586drXF5STNIISuRSI4Jfr/I0LqrA1nbg2IxmbdWlCvESNi2Cn6fsPkKZmxrd4ph30v4vn0zGDLri9uk7kIIxit+fyBz6xTi1ucUQj9YrqAxhL1z9dbASA4L3ERq0iFJeFpNyE6cOJFPPvmEnj17MmfOHE455RQ0mjha+drBkUJWPe+88w5TpkyJ9TQSDhk3dbSLuHkdQtS6K8F+ICxs/d5AQ4CIrF4ridt3vtjIlLMHtcq5msXrDNTUBoRt3S5hCeY81MITKKLWNpTB7Slqcc35be4YccRxCzop+JwRQtdFfZFrDtdha01im8YQfj74dTw5ZBwB7eL/aTuh1T4eB8sJ3n33XY4//vjWOq1EIpFIEg2tCcwmMOeKxg1eh6itddcIces4JKyxXBWBulQlXJOpNcV/Nk9rrG8JBqKd8OHitnZnA214/WDfJ0bp8ojzmiG5V8AWrJdwUEjuIQRfvBDlpHDYGpiQyA344borw5lcAg8anRiKPuBpnCxKF/TJ4dpcjTFC/MbbokJJvNFqQtZms5GUlCRFrEQikUii0ZrCjgIQKEdwCAswT63I3jpLRXmCs0xk+vAH6jQjs7dx3k1Jnwxpg8UI4vcLwR4SuDuFwK3bVb/+1msX3cyqNoa3KVpRihB0T0gJjMM7hsUDkSK3Mf3p84DfHRC8HvG+2/eJDzSB8lyRtTeIZhBak7BB06UGOtQZQWOKELpx/qFHcsxpNSHbu3dvtmzZgtfrla3bJBKJRNI4ihJu3EB2eLvPHfC3rQ1nbJ1lwhbMVSZKE1DCmVutOf48bg9HUUTLWWMGZEQkevw+UU9cuyPQ2GG7eHQciD7e7w1kdncAC8PbTZ3Cojalr8h8G9La4hUdHRodoGu8RtjvF6LW5wr/PLjKxdd+f0DoagJlCXrxGGzlq08+LJtrlGK3A9BqQvbKK6/ktttu49NPP2XixImtdVqJJOYMGzYs1lNISGTc1NGh46bRh1vuBgktJqsNN3EINW84BH4X+GFYgV6I3uDt6Vh7vTaHohF1suZOkD0mvN1dE20NVlsUsAbzRR/v2C/GoaXhbaZc0YY3tW9A3PZp1jVhWL+29fxsFkUJlx00ht8bFro+d0RW10vIS1ejE+cIuS8kiVjoksLlCxqD2EejF1lgjb7FNbsd+v9pnNFqQnbatGksWLCAG264gby8PEaNGtVap5ZIJBJJR0VRAhm3JCA3vN3rCpcmeGqhbIsQr8FmDsH71FF2UXFUa9oY+hRIP06MIF6XKEmItAWrLapfmuA4KEakuDXnHyZuC+OzLOFIULTh97QxfF7xIcfnFqLXUSda/Pq94nk/olRF0QVKVgK1uxqDuFOgMUdkeA/L7sZTzbKk9YTsP//5T0aNGsXatWsZO3YsY8eOZeTIkc02RLj33ntbawoSyTEhPT29+Z0k9ZBxU4eMWwvRGkAbuGUPpPfIhJxsUZLgCZYmVIGrFFyBVrw+pzhWE1l7a4p/WzCtQQjR1L7hbX6vyEJW/wo1v0L1VvHotUcfG1xUVrI4vM3SNSBu+5Cj6QYei7DMak9otEATYtfvF1luvyc8fN5A1r8y0ETCE9FjQonK4KZ7gENlYqFaQ6UMGmP813S3E1rNfkuj0YSaIARP2ZKmCF6vtzUuL2kGab+lnhUrVjB69OhYTyPhkHFTh4ybOpqMm9cZFreh2ttyUbLgdYQ7emkMESvnE0DgHo7fJ7KO1VuhZmvgcVtYwDeKApZuASeGQOY2pbeIg0Tg9wbErcjwrvj5AKMHpEa7MoQaSRjCH5Z0yYFhrp/VDbk3SMF7NLTa/9Jx48a1SLhKJInG7t27pbBQgYybOmTc1NFk3ILm/cbM8Da/X2QvIzO4znKRjfPUgTdicZlGnxgCV9FAUjcxOp0htvm8YCuOFre12wMCLIgfbLvFOPB1YJtGWH+l9IHUfmIk9+y4dliKFrTa0OLC3Yf2MdrSJXofvy/gyuAS5SDugBtHQ2JXoxPnVLThny+NMeDMYAr77DY4pPCNpNX+Ny5evLi1TiWRSCQSybFFUQLtVy1EOSf4fRECt0603nWViyxuUOD6POL40Ar5OF5gptGGO4txltjm84gFZNVb2bbpewrTDglXhGBmWuwUdkvY/6XYpOiFv21K34C47StEczy+7ligaAJ12IbG1VVI7AaHN2BFVye+Do7GvHcVbXRDieBiNY0xQhzrIrYbwove2qkIjtOPlRKJRCKRxABFE7G4LILDBa67VohbVwV4AgvM/L6IW8qB1fHx2LlKowtZd63e0J3CkYPEgqjandGZ27qd0W4JfjdUbxFj7ydim9YsPG6Dwja1n7AGk3doGyZS7LYUnzfgvRvw4PXYwF8D+ALC1xd4nyLEr4L4J5jxVXQRIvgwIaw1RghgLaAJvH+BEfW1JvAzrQl/rWjD2zT6Nr9jIYWsRNIMcvGNOmTc1CHjpo5jHremBK7HJsSsu0aUJzhLRHMHx0HAFxAMprhcXJaeGqiD1TSwoMzrEE4J1VvC4tb2W/QJvHao3CBGEH1qdNY2tV90WUc7IBS3tkCjBbRwpMnUkCdvRAY4KIL9XsAnRHLQsixI1GcQJXyukDjWBLYHBG+kuDVkQN5pbfpBptUWe0niG7nYSz0OhwOTSS56OFJk3NQh46aOuIqb3xf2vHXXCH9bV7kQfV6HyKoFV8GHShPMMblF73B6MBmPQFi7a8OitnqLeHSWNH+cMSssbFMCj/qmXY3imSOOW3vB70dkggOuD8Gv8YkPb1oTdDm/Te9EdMB3QSI5MtavX8+JJ54Y62kkHDJu6pBxU0dcxU3RiKxkZDOCqMVlgeEsCywuqwVHKeAL3P61BMoTjr24Xf/rQU4c3LnlB+iTRYeyyC5lzvKAuN0SFrjuqujjnKVwaJkYQcxdwhnb1L6iRCFBnBKOOG7tBUUBtIdlbQN4m3PHODZIISuRNEO3bt1iPYWERMZNHTJu6oj7uDW1uCyyNMFVCc5DQtw6DyHErU6IW5251TO33fJa4Q6dMQOMoyAr0AjJ7xdlFcF62pDHrS36OPseMQ5+I75XNJDUQwjbYGlCcs+4KsUI0ipxk7QK8ffTIZHEGYsXL2bKlCmxnkbCIeOmDhk3dSRs3BSNyHLqk0W7WhBCMGgL5q4J+N4eOixzqwtkbQPZW5W3chev3s2Uswe13usBIdrNeWLkjhfb/D5RXxuZtT3cBswf4ZTA52KbRg/JvaPrbS1dY76I7pjETaIKKWQlEolEIoknFCVC3OaJbSFxWxMWt46S+o4JOkugNCHOHBMUDSR1F6PTBLHN5w44JWwJlybU7Yp2SvC5ofoXMYJoLeG2u0GPW1OudErooEghK5FIJBJJvBMlboOZW1/ACqxGCFpnGTgOifpUx0HAH1hQZg6IW2N8iVuNPtBNrE94m9chupFFLiaz74k+zmuDyp/ECKK3RmdtU/qG2hdL2jdSyEokEolEkogoGrHyP3L1v88L3jqxgtxdIxZZBReVORyHed2aCXecihO0JkgbLEYQd42osY0sS3Aeij7OXQVlK8UIYsyJXkyW2le0i5W0K6T9VgdB2m+pp6qqCqvVGutpJBwybuqQcVOHjFsThMRtTWARWYUQuN5aqqpqsFq0oiRBnyIyt4lwi95ZHl5MFixLcFc3f5yla8AhIZi5LQy1nT0SqmocWFMSw2GhzXCWi58dab8lkcQX69evZ9y4cbGeRsIh46YOGTd1yLg1gUYLmsPtwIRbwvrtixl3fA+w7RGOCY4DgFaIWl1KoAtVHGLMgOzRYkDAKeFAdNa25ldheRaJ7TcxDiwS3ysaSCqILktIKmjWKWH9rwcZd3z3Y/DCJEdKTDKyDzzwAAAnnXQSZ555ZltfvkMiM7ISiUQiaRS/X2Q0g4vI7PvF7Xq/W7Q01aeI2/IxaNqgGr8X6n6DmkhxWxRoSNEEGkPAKSFiMZmlS3zVF8cjMcrIxkTIajQalMCti5NPPplZs2YxevTotp5Gh0IKWfV89NFHXHjhhbGeRsIh46YOGTd1yLipo9G4+TxC1LoqwL5PLCLz1AJ+UX6gTw3YfiVAGUIkPrew9wr5226F2l2Ar+njtEmBhWmiM9kXG7WcfdqYxHv9x5KOVloQ1M9Llizh5JNP5uyzz+azzz6L1XQkkkZxOmPTrSTRkXFTh4ybOmTc1NFo3DQ6MGWLkdoHPHbRZtdZLm7Nu6vAsR/QhRecafRtOndVaPThhV9BvHao2R7RwGGLEO+ReOugYp0YwNkAS9MCwrZP+JzGrLZ6JZIAMRGyO3fuBGDv3r18++23fPPNN/zvf/+LxVQ6HG5vM7dUJBKJRCI5HJ0ZdJ3B0hnSBgXKEMpFGYJtrxB+fk8gW5siMpiJkq3UmhtwSqgOlCNsDS8oc5ZGH+eurO+UYMgMi9qUwKMhrS1eRYclJkK2e/fuocfRo0fz97//HZfLFYupdDgWFi2ksFMhucm5ZJozSTIkxXpKEolEIkkkFAUMVjGSC8DrCmRry8C+V2RtHQcJZ2tT47LNbJPoUyHzBDGCOEtDJQn7dqwh37i3vlOCqwxKV4gRxJQbyNr2C2dwIy3TJEdF3PxkGQxxujKynXGw9iDOEicbSzaSbEgmJymHzqmdyTRnYjVZ0chi9noMGDAg1lNISGTc1CHjpg4ZN3W0Sty0hnBLWuuAiOYMgWytbQ/gE4vF9FZVdldxgTELssdC9lgOec4lv0+uEOzBWtvgo6cu+jjHQTEOLQ1vM+eHLcBS+whxq7O07etpJ8SNkJW0DUatkYL0Anx+H7WuWoqritlevh2TzkSGOYNu1m7kJOWQYc5Aq0mg1anHEOlNqQ4ZN3XIuKlDxk0drR43RRHZTH1qIFvrFKLWeUg4CDgOgc8pGh8YrIlVghCBNdkk5h0U8LmniCf8PlFmESVufxUdyyKx7xOj5NvABiXscRssS0jpLeIkaRIpZDsoGkVDqjGVVKNwMLC77VQ5q/hh7w8YNAYyzZlC1CbnkGnO7NCiVqORWWo1yLipQ8ZNHTJu6jjmcdMawZIvhnVQwAmhTIhaV6nI2qJE+NYmRrZWo2lEfCsaYdVl6QJ5p4ttIRuwCGFbsw18kSWVfrAVi3Hg6+BVILlHdFlCck9hDyYJ0epC9tdff+X7779n3759HDp0CIfDQWZmJtnZ2fTv358xY8Zgscj0ebxh1psx680AOD1OKh2VrNy7Er1WT4Y5gx7WHuQki0ytLtFqnY6S0tJSunXrFutpJBwybuqQcVOHjJs62jRuGi2YssRI6SNKEIK+tbZ94tHnEqUKulRRihCnSZTSShvdOrUwm61ohSBN7gGdJohtPi/U7Qp43P4qBG5tkVgwF8InrMJqd8D+LwPn0olMd6gsoS8k9Ui8GuRWpFVe+ffff89LL73EwoULOXjwYNMX1OkYPnw4f/zjH7niiivk7aA4xKgzkpucSy65uLwuKh2VrNq7Cp1WR7opne5p3clJyiHLktUhRO3WrVsZPnx4rKeRcMi4qUPGTR0ybuqIWdwiSxCSukO6R3QWi/SttRWLRg1x2D53664yhvfvpP4EGi2k9BIj/1yxzeeC2p3RZQl1O0W5QhC/R2Rza7bBvoBlqUYfbuAQdEpI6pZYzSuOgqNSIW+++SaPPPIImzZtIrKvQnJyMpmZmWRkZGA2mykvL6e8vJzS0lLcbjcrV65k1apV3HnnnUyZMoV7772Xrl27HvWLkbQ+Bq2BnKQccpJycHldVDmqWL1vNVpFS5o5je7W7uQm5ZJlyUKvTQAPQYlEIpHEHxpdOFubWihqSp3lwg3BvhecFQEnBA3ok0XGNl7b56pFY2jA49YpMrWRNmB1xUBELyufG6p/ESN0LhOkFAbOFyhNMHdul93JVAnZxYsXM2PGDNatW4ff7ycjI4OLLrqIcePGceKJJ9K7d+8Gj6utrWX16tWsXLmSTz/9lO+//55XXnmFt956i//3//4fd999Nykp0pIiXjFoDWQnZZOdlB0StWv3rUWj0ZBuSqebtRvZSdlkmDOw6GX5iEQikUhUojVF1NYODDghlItFY7Z9QtT6XIFsbZrwuW2PaI3CCcIa4S7hsQeysgFxW/0r2PdEH+dzQNXPYoTOlRR2SAi23zXlxU2WWy2qhOxpp50GwIQJE/jLX/7COeecg17ffDYuOTmZ8ePHM378eO644w527tzJvHnzeOaZZ3jkkUewWCzcc889aqYkaWMiRa3b66bKWcVPB34CCNl65afkk2HOIM2UltCLxWRNtzpk3NQh46YOGTd1JETcopwQeoTLEJylYNsNjlKwO9pU1FpMMSyr05khfYgYQdy1gUVkwSYOvwY6r0VwWHcyca7UiNa7we5k2QklbhV/ZE1ACzn77LOZOXMmJ554YqtMwmaz8eyzz5KUlMTNN9/cKueURFNdXY3VauW5Jc8xoOux81v0+rzUumqpcdXg9Dgx6UxYTVa6pHYhy5JFpjkztKhMIpFIJJKjwu8TotZREha1XocQe/r09pupbQmuqoCwjRC4zkPNH2dID4vaoMA1ZjR/nLNcCOAu57dpCYMqIStJPNpKyB6Ow+OgxllDrasWgBRjCnlJeXRK6USmJROr0YoS55/8lixZwrhx42I9jYRDxk0dMm7qkHFTR7uKm98vFos5D0HdbrFgLCRq01q14cCSNbsZd3z3Vjtfm+Esj8jaBoa7ovnjjNkRWdtABld/2GJ9KWQlx5JYCdlIvD4vNa4aqp3VuH1uLDpLqAlDpiUzbq29ysvLychowadRSRQybuqQcVOHjJs62m3c/H5wV4pMbV2xELcee6ARQxrojq49e3mVnQxrO8j2+v3h1ruRZQme6uaPNXWKLkswZouFeG0sZONPNUjaLVqNljRTGmmmNPx+Pza3jXJ7OXtq9qDX6LGarHHpgrBw4UKmTJkS62kkHDJu6pBxU4eMmzrabdwURdwiN6SLxU3uSpGhDYpa+wGxkEqfIvxqj9CqauGKIqacPejYzL0tURQwZYuRc7LY5veD40CEU8KvQtx6D2+9u1+Mku/C28z5wuu2y3lt9hKkkJXEBEVRSDIkkWQQn4obckHonhZ/olYikUgkCUaUqC0Ed5UQtfZAEwZXsXCz0iUF/GrbQab1aFAUMHcSI3e82Ob3CRu0yJKEmm3CHSES+z4RwzZEtZBdsmRJq0yg3dTmSI6KhlwQ1u1fh6IopJnS6JYq2uWmm9JD4lcikUgkkiNCUURpgSFN+NV67MKr1lkKtj2iztPnAEUPBqtom9sOvVePGEUDlq5i5P1ObPN7RYY7uKCsaqP4Pr1tG2yoFrLjx48/6kU6iqLg8Xia31HSodBr9WRZssiyZIVE7fqD6+GgsPbKsmSFrL3SzelxWVcrkUgkkgRAZwZdZ7B0hrTBIlvrLAP7flF+4NyFaMKQKhY3JbCVZKujaEW73OQC6HSW+BCAT9TJtuU01C720miO/hOKoih4vd6jPo+keeJhsdfR4vV5qXPXUeOsweFxoNfqsRqtdErpRE5SDmmmNFKNqWha+dPzwYMHyc3NbdVzdgRk3NQh46YOGTd1yLg1gccmMrX2/WDbK0QugD6FgzVacrPSYzu/eCNGrgWqU1k7d+484mMOHTrEgw8+yGeffYY0S5AcKVqNllRjKqnGVEDU1dY4a9hcspmf+RmLzkKqMZX8lHwyLZmkmdJIMaQc9Z2DoqIi+YteBTJu6pBxU4eMmzpk3JpAZwFdN0jqJlrFOkvBfhBsv1G0s5hcY3mgCUMqaC0J1USgPdEm9ls2m43HHnuMxx57jJqaGvx+P/369WPWrFlccMEFx/ryEtpHRrYp/H4/do+dWlctde46/H4/Fr0Qtp1TOpNhziDLkqWqGYPb7W5R5zpJNDJu6pBxU4eMmzpk3FTg8+CuPYDeXxOoqy0TK/oVnaip1adCRyx5i1FG9pheyev18txzz9GrVy9mzpxJdXU1nTt35uWXX2bjxo1SxEpaDUVRsOgt5CTlUJBWQEFaASmGFGqcNazZv4ZFOxaxYNsClhcvZ2fFTqqd1S2+K/DVV18d49m3T2Tc1CHjpg4ZN3XIuKlAo+OrpevB2l8sfOp8DuSeJmy+QKzur9khamw99tjOtQNwzD4yzJ8/n3vuuYcdO3bg9/tJT0/nzjvvZOrUqZhMpmN1WYkEqG/vFWydW1RRxJbSLSQZksix5NDFKlrnppnSGq2tra5ugTG0pB4ybuqQcVOHjJs6ZNzUEYqbogQWgqWKRU9ep3BBcJSC7TfRNcuxT7gg6K1iIdQRetZKmqbVhexXX33FXXfdxU8//YTf78dsNjN16lTuvPNO0tLSWvtyEkmL0Gq0WE1WrCYrfr+fOncd+2v3s7NyJyadiXRzOt1Su5GdlE2GOUP61kokEonkyNEawx6saQMDLgjlwl/VflDYU0HAszZVdBqTHBWtJmRXr17NnXfeybfffovf70er1XLNNdcwc+ZM8vPzW+syEslRoygKyYZkkg3CIsTutlPlrGLV3lWh7mNdUruQk5RDliUrxrOVSCQSSUKiaCIaMfQKe9Y6DkXU1jpAaxCiVkWHMUkrCNnt27dz99138+GHH4ZqDidOnMisWbPo27fvUU9QIjnWmPXm0CIwt9dNtbOaDSUbwC98a0mHovIiMswZWE3WVrf3aq/07Nkz1lNISGTc1CHjpg4ZN3Woils9z9rKcLbWUQLOYLY2WTRs0Mg7gy1BtZA9cOAA999/P6+++iputxuAU045hYcffpgTTzyx1SYokbQleq2eTEsmmZbMUF1tpbmSxbsWY9KZSDOl0Tm1M1mWLDLMGVj0llhPOW7p1q1brKeQkMi4qUPGTR0ybuo46rhptGDMFCO1UHjWRmZrbXsBPxgzQJcqrb2aQLWQ7dWrFw6HA7/fz9ChQ5k9ezZnnXVWa85NcgyYv2k+I2wjKEgXK/uDt9cl9QnW1Xq0HjIzMrG77dS4ali3fx0gsrXZSdnkp+STZkrDarRi1BljPOv4oaamhk6dOsV6GgmHjJs6ZNzUIeOmjlaPm84ihqWLyNY6hF8tdcXg2CGeM2SKMgRJFKqFrN1uR1EUFEWhoqKCm2666YjPoSgKRUVFaqcgUcHS3UtZenBp6PvcpFwK0gvomdZTPKb3pGtqV7nYKQKfxwdElCAkhV0Q9lTvoaiiCL1GT5I+iSxLFrnJuSFhq8a3tr0QvFMjOTJk3NQh46YOGTd1HNO4aXSi/MDSGawDRWexmiJwHAC/V5Qd6FJlu9wAR1UjG6yJLS4uVnX80XZckhw9B+sOcrDuID/s+SG0TafR0c3ajYI0IWyDQjcnKadDvmcHiw6S3SM7alukCwKI2to6dx2/Vf/G9ortaBUtSfokMswZdErpFCpF0HUgk+wNGzYwcODAWE8j4ZBxU4eMmzpk3NTRZnHTp4iR3Auch8JZWlsx4Bf1tPoU0HbcpInqv6r33Xdfa85D0kbccuIt+Iw+dlTuYGfFTnZW7sTmtkXt4/F52FGxgx0VO/hm5zeh7Un6pHrZ257pPWV5AqK2Nk2bRpopDQhnbA/UHmBX5S70Wj3ppnS6WruSm5RLpiUTg7xFJJFIJJKWoNGCOU+MtMHC8cBZGnA/KO/Q7gdSyHYwCjMLo1rU+v1+DtYdDAnXnRU72VG5g9+qfsPr90YdW+euY2PJRjaWbIzanm3JDonaoNDtZu3WocsTDs/YurwuqhxVrN23Fo1Gg9VopUtqF/KS88hOysakk16CEolEImkBWlO49CBtMLgqhbANuR/sFu1yjRlC1LZzOs59TkmDKIpCXnIeecl5jO46OrTd5XXxW9VvocxtUOgesh2qd45DtkMcsh1i5d6VoW1aRUtXa9d62dvcpNyEK09QNEc/X4PWQHZSNtlJ2Xh8HqocVWw8JD4UpBhT6JTcibzkPDItmViN1oSLUUNoNNKmTA0ybuqQcVOHjJs64iZuikYIVmNG2P3AeQhqd4naWvtB0XzBmAGa9nkXUPG3tOF8A3g8Hmw2cVs6NTW1RccE27olJSWh1Xac1Hesqa6uxmq18tyS56IyskdKjbOGnZU7o7K3Oyt2Uueua9HxFr2FgrSCsLhNEwI3xZiiek6JjNfnpcZVQ7WzGrfPjUVnIcOcQZfULqG62o6c2ZZIJBKJCvx+0VXMtg/qdooyBL9PNGfQpwoB3No4y4VNWJfzj835G+GohOykSZP4+OOPOf/88/noo4+O6JjLLruMefPmqb205AhpLSHbEH6/n5K6kqjs7c7KnRRXFePxeVp0jixLFr3Se4mRIR67pHZBGwerMnev3033od2P+XX8fj92j51qZzV1rjp0Gh1Wk5X85HyykrJIN6WTakyNi5i0hCVLljBu3LhYTyPhkHFTh4ybOmTc1JFQcfN5RJa2LrBQzFMFil6IWl1y63nUJpqQ3bRpE4MHD8ZqtbJz507S0tJadFxFRQU9e/akpqaGX375hcLCQjWXlxwhx1LINobb62ZP9R5RlhAhcg/WHWzR8QatgYK0gpCwDYrctl5c5na40ZvaPisa7DJW66rF4/dg0ppINaaSn5JPpiWTdFM6KcaUuO00ZrPZsFhkw4gjRcZNHTJu6pBxU0fCxs1jC3vU2veDuxa0xoCl11H+bY2RkFVdI/vWW28BcNNNN7VYxAKkp6czdepUHnroId58803uv/9+tVOQxDl6rV40Xkgv4HROD22vddWys3JnOHsbKFGoddVGHe/yuthatpWtZVujtucm5UZlbntl9CI/Jf+YCbqty7cy6PRBx+TcTRHZZQzA7rZT66plw8EN+PBh0Vmwmqx0TulMdlI2mebMuGrI8MknnzBlypRYTyPhkHFTh4ybOmTc1JGwcdNZILlADHeNWBxWVyw8au0HRRtdfZrYL0FQLWSXLl2KoihcdNFFR3zshRdeyEMPPcTixYvVXl6SwCQbkhmcM5jBOYND24LlCUUVRRSVF4nHiiL2Vu/FT/RNg6D37Yo9K0LbTDoTPdN7RmVue6b3bFctZIMNGbKTskNlCDXOGtbUrEGj0YhsbXI+ucm5ZFmySDYkt4tFYxKJRCI5BoQ8anuKelpHCdTtFo/2/QFRmy4e4xjVQvbXX39Fo9EwbNiwIz52yJAhaDQatmzZovbyknaGoijkJueSm5wb5Z5gd9vZWbmT7eXbQyJ3R8UO7B571PEOj4PNhzaz+dDmqO35KfnR2dv0XuQl5yW8wFMUBYveEhLqHp+HGmcNv5b9yqbSTaEuY11Tu5JhziDdnN6hmjFIJBKJpIUoiigtMKRBSiG4KyMytSVgd8S1qFX9l62yspK0tDRVgkCj0ZCWlkZVVZXay0s6CGa9mQHZAxiQHa7r9fl9HKg9EM7cBh731+6vd/y+mn3sq9nH0uJwW94kfVI4exsQuAXpBQnt5arT6Eg3p5NuTsfv91PnruNg7UF2V+7GoDWQakqlS0qXUAlCkiEp1lOWSCQSSbyhKGIRmCEdUvqAqyKwUCxS1CaJ57XxUcqmerFXeno6drsdh8Oh6sImkwmz2UxFRYWq4yVHRiwWe7U1da46dlTsYHvF9pC43VmxE6fX2eyxGkVD19SuFGYWUphRSK+MXhRmFJJqTKXqYBXWXGsbvIJjg8vrotpZTY2rBvyEsrWdUzuTackkzZR2TLK1xcXFdOvWrdXP296RcVOHjJs6ZNzU0eHi5vcLUesogdqAnZfPJay8DOmg0SXeYq+cnBy2b99OUVERvXr1OqJji4qKcLlcdO9+7C2NJB2HJEMSg3MHMzg3XHvr9XnZV7OvXu1tSV1J1LE+v4/dVbvZXbWbRTsWhbbnJuXSxdiFwV0H0zujN70zepOTlJNQpQkGrYEsSxZZlix8fh+1rlr21+5nZ9VODBoDyYZk8lPyybJkkW5Ox2q0torFV2lpacf6Rd9KyLipQ8ZNHTJu6uhwcVOUiMYLfYSQte8XjRdsv4ECoBU1t22MaiF70kknsX37dj766CP+9re/HdGxH374IQAnnnii2stLJC1CqxEdxrpauzK+x/jQ9mpntcjeBmpvt5dvZ1flrnq+t8GFZWvK14S2pRpT6Z3Rm8KMwtBjvHjeNodGEYvCUo2igYnL66LWVcuW0i14fB5MOhPJxmThXWvJwmqykmxIxqA98o4w0lpPHTJu6pBxU4eMmzo6dNwUDZhyxLAOEFla215RfhCDcgPVpQXvv/8+l1xyCVlZWaxfv55OnTq16Lh9+/Zx3HHHUVZWxjvvvMPkyZPVXF5yhHSE0oKjxe11s6tyF9vLt7OtfBvby7ezvXx7vYVlDRF0Teid3pvemULc9kzvqUoAxhKHx0Gtq5ZaZy1evxeTzoRZbybVmEqWJYtUYyrJhmSSDcmYdeYmM9PffPMNp59+eqPPSxpGxk0dMm7qkHFTh4xbA3hs4HOKUoM2RHVG9qKLLqKwsJDt27czYcIEPv7442ZLDLZv386FF15IaWkphYWFXHzxxWovL5G0OnqtXtTIZhZyNmcDouRg8cLFKP2UkLDdVraNCkd0bXdDrgkaRUN3a/dQSUIwgxvP7XhNOhMmnYksSxZ+vx+X14XdY+dQ3SF+q/oNn9+HTqPDrDOTZEgiOymbDHMGqcZUUgwpmPXhFa0lJSVNXEnSGDJu6pBxU4eMmzpk3BpAZwHa3vJStZDVaDTMnTuXU089lU2bNjFkyBAuv/xyLrjgAoYNG0ZGRgYA5eXlrFu3jo8//pi3334bm82G0Wjk9ddfT6g6Q0nHRKNoyNHnMKjHIE7tcWpoe5mtLCpru618G/tq9kUd6/P7ROOHyp18vePr0Pa85LyQqA0K3CxLVtz9f1AUBaPOiFFnJM2UFtru8XlweBzY3DZ+OfQLXr8XraLForeQZkojNymXVFMqbq8bj88jbb8kEolEcsw4qr8wJ510Eu+99x5XXHEF1dXVvPzyy7z88suN7u/3+0lOTmbevHmMGjXqaC4tkcSUYMetk7qcFNpW66qlqLwoSuDuqtyF1++NOvZA7QEO1B6IsgSzGq1C3GaGM7edUzrHZd2tTqMLlRcE8fg81LnqKLOXsad6Dz58lNeV8+nWT8k0Z5KTlEOKMSVUmhCvbXUlEolEklgcdarkvPPOY/Xq1fz973/nww8/xOfzNbifRqNh0qRJPPTQQx27SFqScKRktawUINmQzNC8oQzNGxra5vK62FW5S4jbsu1srxAC1+GJtq2rclaxev9qVu9fHdpm0pnold4rXJaQ2ZuCtIK4rLvVaXRYTVasRNiU5YiHPdV7KCovQlEUTDoTFoOFHEsOmZbM0MKz9tSB7Wjp3LlzrKeQkMi4qUPGTR0ybvGD6sVeDVFSUsK3337Lpk2bKCsrAyAzM5OBAwdy6qmnkpOT01qXkhwhcrGXeuzVdsyprdfNxOf3sbd6byhzG3ysdFQ2e6xW0dI9rTt9MvqEsre90nvFZYODw+MWbKtrc9uwuW24vW60Gi1J+iSsJiu5SbmkmdJC4jYes9FtQXl5eag0S9JyZNzUIeOmDhm3+KFVi9dycnK45JJLWvOUEknMqSmtaVUhq1E0IUuw0wpOA4TIK7OXhTK3QXF7eLcyr9/Ljood7KjYAUXh7Z1TOovMbaChQ++M3mSYY/tL9vC4Hd5WF4TPb527jnJ7OXur9+LHj1FrJNmQTLYlm3RzOsmGZJIMSaptwBKNvXv3yj+QKpBxU4eMmzpk3OIHuQpDImkGnfHY/zdRFCXUtGBUl3D9eK2rNuSUEBS3u6t24/NHl/DsrdnL3pq9fLf7u9C2LHNWVM1tYUYhecl5bbaorCVx02q0Ub62fr8/tJBse8V2PKUeUMCoNWLSmUI2YCnGFCFw9UlY9JZ2lb21WGSZhRpk3NQh46YOGbf4QQpZiaQZ9m3ZR0bn2HzyTjYkc1zecRyXd1xom9PjZGflTraVbwsJ3B0VO3B5XVHHltpLKd1Tyg97fog6X6RbQmFGId2s3Y6JEFQTN0VRMOvNmPVmMskEiLIBCy4m8+NHQexr0ppIN6eTYc4IZW8tegtJ+qS4c4JoCatWrTribokSGTe1yLipQ8YtflAlZB999FH++te/Yja33u3W1atXc+jQIc4+++xWO6dE0h4x6oz0y+pHv6x+oW1en5fiquKomttt5duoddVGHVvrquWnAz/x04GfQtsMWgM903tGZW57pvfEqGv7Di0NEWkDFonX58XpdeLwONhTvYcdFTvw40eraEWHMkMyecl5ZJgzsJqspBpTpRWYRCKRtDNU/Va/4447ePzxx7n99tu55pprSEtLUz2BZcuW8fDDD/PFF19w3333SSF7jPH6vdjddvRaPVpFm5AZK0l9tBotBekFFKQXcEavMwCRyTxQeyB6UVnZdkrtpVHHurwutpRuYUvpltA2jaKhm7VbSNz2yexD74zeUZZbsUar0WLRBGpuIz5Te31e7B47de46NhzcgB8/Bo2BJEMSOUk5ZCdlYzVasZqsmHSm2L0AiUQikRw1qoTs3XffzRNPPMGMGTO4++67Offcc5kyZQonn3xys84Ebrebn376iU8//ZS3336bXbt24ff7GTlyJBdccIGa6UiOgBRDChWOCjw+Dx6vqD8EUAJfaDVaNIoGBaXe1woKGkXT5JDCOH5QFIVOKZ3olNKJcd3HhbZX2CtC4vbXsl/ZXr6dvTV7o471+X3sqtzFrspdUc0cOiV3irIDK8woJNOcGVfvu1ajDfvcBswcnB4nde46iiqK2FK2BZ2iw6K3kG5OJy8pjzRzmvS4lUgkkgREtf3W3r17ufvuu3n77bfxer2hP2Rdu3Zl6NChZGdnk5GRgdFopKKigvLycnbs2MH69etxuUQtn9/vp1evXjz44INceumlrfeqJPUI2m/tL92POcmM2+fG5XXh9rpx+9y4vW4cHkfoe4/PE3r0+Dx4fV68fi9+vx+f39fo137Ej1NQGOs0ulD2V6/Vi+814jFRFuh4PV60usSYq1rqXELkRbomNNTMoSHSTenhmtuAa0KnlE74vf64jVuwgUOduw6HW3j6WgwWkg3J5CblkmnJJMUgFpSZdKY2Feputxu9Xt9m12svyLipQ8ZNHTJu8cNR+8ju27ePl156iVdffZU9e/aET9zAL/7gpXQ6Heeeey433HADEyZMiKtsTnslKGSrqqpITU094uMjRavX5230a5fXFSWM7W57yDs0uD0okiNX3msUDVpFi1ajrfcYfC5W5RC71++m+9DubXrNeCDUzCHCMaGooqheM4eGsOgtdDF0oX+X/hSkFfx/9u47Pq7ySvz/505vmlGXLdly741qMAZjE1qoCaEsqUtL9pu6Idn88t3kC4Rkw2YTkl1CymZTCCR4KQtLCiQklJhiwBTbuHerWV2a3u/9/XE91xpLtuzLSDNjn/fuvGzduXPvo8NIOX7mPOdhetV0plVNK6nShKFUTSWe1t+n0VSUrJbFbrXjtrmpcFZQ56kj4AoYya3H7hmz9+GaNWtYsWLF6CeKPBI3cyRu5kjcSkdBN0TYtGkTa9as4fXXX6ejo4Oenh4SiQQ1NTXU1dUxf/58VqxYwfLly6moOLbdkkRhvNdEthAyaoZUNkUqmyKZSRp/T2VTRtKbzOrHk9kkGTWjJ8kHZ4Nzs8M5uZKH3Ayv3WrHbrEbfxYq0VBVFYtFPm4Gvf60Pdyel9zu7N9JKBk6ptfXe+vzEttpldNoDjSXZH/YdDZNPBM3ElwNDYtiMZLbyf7JVLurqXZX47YXbuFrNpvFai3NmexSJnEzR+JmjsStdBQ0kRWlqxQS2eOVVQ8lr7lZ3KHJbzKT1GfQ0lFi6ZhxPDfrm2vRBAwraxj69WgJ76bnNrHwfQvH41suS5qm0R3tHrZTWXe0+5heb1WsTPJPYnrVdKZXTWdq5VSmV01ngm9CydWrGgvJUlGiqSiKRaHCoc/YNlY0Uu2uptJV+Z7KZlavXs2NN95YwFGfHCRu5kjczJG4lQ7pRSNKltWilxY4ObY2UOlsmmQ2STKTNP7M9R+NpCLE0jHi6ThpVZ9pG5rwAqDpCa/dasdhdRizu8bzYkSKotDga6DB18C5zecax1//y+u4FrnYM7iHfQP72DO4h70De4mmo3mvz2pZ9gf3sz+4nxf2vWAcd1qdNPmbmOyfzCT/JH03tIN/z22gMN7yFpKhJ7aRVMRofea0OvG7/DRVNBlJ7cm83a4QQow1SWTFCSOXhB6tDjPXXH+kRyKTIJwME0lHiKViJDIJQskQ8XRc3xIWvZzBYXUMe0iiMpzX4mXhhIUsmbDEOJabvc0ltXsH97JnYA8twZa8shGAZDZ5aDvew/idfib7Dya2gUnG35v8TeNapmC1WAm49FZeoHdHCCVDbOzaiKqpuGwuKpwVTPRNpMZTQ6WrkoAzIO8XIYQoEElkxUnlSM31D6dqqjGz+78b/pdV01YZW6eGkiHCqbDxdSqbIqtm81qZWS1Wo3TBarHisDryvj5ZDZ29HboVb0bN0BpsZe/gXvYO7GXP4B5ag610hDtG7JwQSobY3LOZzT2b86+PQr233uiBO7tmNnNq59DgbRiXRYJOm5M6Wx113jpju91IKsLm7s1kyeKyuvA5fTT6Gqnz1lHtrqbCUSELXoUQwiSpkT1JlGONbKnYsWMHs2fPzjumaRppVe/MkMgkjNrcXO1uIpMgmo4aC9iMNmeHdWvIJbcOqwOnzWmUNJwIiU1fWx81k2re0zWyapbOSCctoRbagm20hdpoDbXSGmqlN9Y7+gUO8jv9elJbM8f4s95bP+5xziW2kWQEFRWP3UO1u9ooRah2V7N/z/5h7zcxupF+TsXoJG7mSNxKh8zICjGKdDo97JiiHCoxGK1eM7eV6tBuDbka3twMbySllzMMZAfyFqrZrXacVmdZljGoGXX0k0ZhtVhp8jfR5G+CSfnPxdNx2sPttARbaAsdTHKDepJ7eB1uKBnizY43ebPjTeNYwBlgTu2cvOS21lM7psmty+bCZXNR66lF0zSi6Sj98X5ag61YLVZ9drZHwVJrodJVSaWrUrbVPUYj/ZyK0UnczJG4lQ6ZkT1JyIyseb29vdTW1o7pPVRNzeu7m8gkiKViBJNBQsmQMeubyqaMj9pLvV43FozhCXjG/b6aptEb62V733Z29O1gR98OtvdtZzAxOOprq1xVRjnC3Nq5zK2ZS5W7auwHjV5eEU6G6evrQ/EqOCz6P5Im+iZS662lylUlC8eOYjx+Tk9EEjdzJG6lQxLZk4Qksua9/PLLnHvuuaOfOIZyi9GGPuLpOMFkkHAyXJKJbsu7LTQvah6Xe41G0zR6Yj1s791uJLjb+7YfU//bBm+DntQefMypmVPQvrGHy8UtmUkSSUUIp8JkNb2+1u/001jRaCwc8zv9JdeirFhK4ee0HEnczJG4lQ75zEqIUbS2thZ7CKOWMYyU6BoL05KHLUzTsnpzfyw4rA5cNpe+AM7qxG4t3JaLoe5j2yRhPCiKvgis3lvPeVPOA/TktivapSe2vYdmbsOpcN5ru6JddEW7+Nv+vwH6LnTNgWZjxnZu3VymV04vWOxyccstSqzx6HXG8bTeRm5j10ZUVNw2NwFnIK8jQoWz4qRNbEvh57QcSdzMkbiVDklkhTgBmEl0o6kooWSIweQg0VSU/my/3gJL02tTnTYnLptLX4hmdZ5wH2krisIE3wQm+CZw/pTzAT25PRA5wLbebWzv3c623m3s6N+Rty2vqqnsG9zHvsF9/GnXnwCwW+zMrJ7J3Nq5zKudx6KGRUzwTSjoeN12N2672+iIkOuPvKFrAxraocS2YqLRw/ZkTmyFECcH04nsBz7wAW699VYuu+wy2b5TiBJ3tERX1VSjNjeWjukzuYkQA4kBomk92U1mkkbJgkWxGMntidZpQVEUGisaaaxo5IJpFwD6Yr39wf1s691mPPYM7MlrC5ZW02zt3crW3q08yZMATPRN5JQJp3DqhFM5ZcIp1HnrCjpOj92Dx+4BL3mJ7fqu9WiahsvmMmpsazw1BJwBqbEVQpxwTCeyv/vd7/j9739PQ0MDn/jEJ7jpppukFYU4IdXUvLcWUqXOoljwOrx4Hd5hz6WzaWPxWTwdN9pHDSYGjU4Lg9lB0mra2AHNZrHhsDpQvAqxdKzsZ3OtFquxfe5lsy4D9I0PdvXvYlvfNmP2tjWU/1HjgcgBDuw6wDO7ngFgkn9SXmJb7a4e8X7uwPHX3+YltpDXw3akzRnqvHUnXI3tif5zOlYkbuZI3EqH6cVes2bNYvfu3fpFDs7EnHPOOdx6661cd911eDzjv1pZHJks9jIvFovJ+3kEuU4LQxefJTIJwqmwXrIQHkS1qYdmc4eULORmc8s9yR0qkoqwvXc7m3o2saFzA5u6N5FWj9yiZ0pgip7UTjyFUxpOMXYHSyfS2F2Fq1WG/MQ2morm1dg2+hupcddQ5a7Ca/eW7cy6/JyaI3EzR+JWOt5T14I1a9bwy1/+kv/5n/8hGtX7NiqKgs/n44YbbuDmm2/m7LPPLthghXmSyJr35ptvcsYZZxR7GGXn9XWvM3/xfOKZuFG6EEroNbmRVMToq5tRMyiKYszknihJbiqbYnP3Zt7pfIf1nevZ2rt12Da8Q02vms6pE06lOdvMBadfcNStlt+roaUI0ZT+u9tj91DlrmKibyIBl16GUOGoKJv/BvJzao7EzRyJW+koSPutSCTCf//3f/PAAw/w6quv6hc++K/6uXPncsstt/Cxj32MurrC1YiJ4yOJrHltbW1MmjRp9BNFnqPFLaNm8upy4+k44WQ4L8lNZBLGLmg2iy0vwS2lfrnHKp6Os7lnM+8ceId3Ot9he9/2vF3ehrIoFmZWzzTKEBY3LDbKBsaCqqnE0jG9XCQdA8BpdeJz+Kjz1FHrrcXv9ON3+sd0HO+F/JyaI3EzR+JWOgreR3bHjh384he/4De/+Q0HDhzQb6Io2Gw2rrzySm666SYuu+yysv34qlxJImve6tWrufHGG4s9jLJjNm4ZNWMkt7nZ3FBSX3wWS8dIZpIks0lUTUVB/z2SW8xmt9qNxWeFbCU2FqKpKO92v8v6zvW80/kOO/t2GnXGh7MoFubUzDES24X1C8e0l22uFCGWjhFNR0ln03ottd1rzNpWuauodFXisXtK4ve5/JyaI3EzR+JWOgrefmv27Nl85zvf4Z577uGZZ57hF7/4BX/84x9Jp9M8+eSTPPnkk0ycOJG///u/56abbmLGjBmFHoIQoozZLDZj9u9wucVnuSQ3t81vOBUmnAyTzCYJJUOksil9q19NM7b5HdovtxQSL6/Dy9mTzubsSXr5VTgZZkPXBp5b9xwt9hb2DOwxzlU11eiK8PCmh7FZbMyrnWcsHltQvwCH1VGwsSmKYrT7qkFf1JJVs8TSMXpjvbSGWlFQ8Nq9VLor8xLbcq6zFUKUnzHrI2uxWLj88su5/PLL6e3t5aGHHuJXv/oVmzZtoqOjg3vuuYd//dd/JZM5cs2YEEIMZbfqM61H6pebzqZJZBIks8m8VmJ98T6i6SiRmF62oKGhoOQlty6bq6jlChXOCs5tPpfKnZUsfN9Cgokg67vW884BvcZ2f3C/cW5GzfBu97u82/0uD218CLvFzoL6BZwy4RSWNCxhXu08nDZnQcdntVipcFZQ4awADiW2fbE+2oJtRueEgCvABN8EKl2V0vJLCDHmxmVDhNraWr74xS/yhS98gW9+85t885vfRFVHrg0TQgizcoluBRXDnsvN3uY+Lg8nwwwmBvXdz1JhemI9es2qpl8n187KZXMVZYYx4Apw/pTzjc0a+uP9RhnC+s71tIXajHPTapr1netZ37ke0DdomF0zm8UNi1lUv4iF9QuNBLRQDk9sc3W2g4lBDkQO6C2/rC58Th8TvBOo8dTgd/oJOAMFT7KFECevgtfIjmTXrl388pe/5MEHHzTqZjVNw+12G90OxNiSGlnzwuEwFRWFTQJOBuUSt9zMYu4Rz8Tpj/fTG+0llonpu3pp+paxXocXj91T0I/xD5eMJXF6Rk/0eqI9vNP5jpHYdkY6j3iugsK0qmksql/EovpFLG5YXNANGkaSq7ONpqPE0jHS2TR2qx2v3Uutp5YGXwMBZ4CAK1CQBWTl8n4rNRI3cyRupWPMEtlYLMYjjzzCL3/5S6OTQe5Wp5xyCrfccgsf+chHqKysHIvbi8NIImvemjVrWLFiRbGHUXbKPW5ZNWvU3gYTQbqj3caCs7SaRuFgHanNjdfhxWYpzAdc+zfsZ8qSKcf9us5IJ+8ceMcoORg6YzuSCb4JemLbsIjF9YtpDjSP+cxzOpsmmo4STUVJZpMoioLXdqjONuAKUOHQZ3mPN57l/n4rFombORK30lHwRPbll1/ml7/8JY8//jjRaNRIXisrK/nwhz/MLbfcwqmnnlrIW4pjIImsEO9dKpvSSxGSYYJJPbkNJoLEM3HSahorVtx2tzFzW8xds/rj/bzbpSe1G7s2sntg9xHbfQH4nX6jDGFB3QJm18we8xKA3Gx4NB0lloqhoW+t67a7qXHXUOetMxLbcuppK4QYPwVJZA8cOMADDzzAAw88wK5duwB99lVRFFauXMktt9zChz70IZxOqYsqFklkzXv88ce59tpriz2MsnOyxC2ejhszt4OJQbqiXYSTYWLpmF5CZXfjc/jw2D3HlIht+dsW5p8/v+DjjKaibO7ZzKbuTWzs2sjW3q2ksqkjnm+z2JhVPYsF9QtYUKc/xqMcIbdQL56Ok8wmQQOX3YXH5qHGU0Otp9ZIbH0OnxHTk+X9VmgSN3MkbqXD9Gdh6XSap556il/96lc8++yzqKpqzL5OmjTJaK81bdq0gg1WiGJIp4+8zag4spMlbrk2VfXeekBPxqLpKIOJQQbj+sKngfgAvbFeVE3VZ2ztXtx294i1tmpmbBbCeh1eljYtZWnTUkCfXd7Rt0MvRTg4cxtJRYzzM2rGaPn1OI8D0OBtYMmEJSxp0B+NFY0FLUdQFL2ThMvmgoNtcnO1tvFMnP3B/ezs2wkMT27Dcb0EZGhyK0Z3svycFprErXSYTmQbGxvp7+8H9F80drudq666iltuuYVLLrlE+ggKIU5KiqLgc/jwOXxM8k9iQf0CYukYwWSQgfgAByIHGEwMEowE9e15D9baeu3ecd01y2F1sLB+IQvrF3LjwhtRNZWWYAubuzezqWcTm7s30xpqzXtNV7SLZ3c/y7O7nwWg1lNrtPxa0rCESf5JBf/dP7SnbbW7Ghg5ue2N9vL0zqfxODzUumvzZm69Dm9RyzyEEGPHdCLb19cHwPz5840taGtraws2MCGEOBEoioLX4cXr8NJY0ciC+gUkM0mj7ddgfJDuWDfhZJj+eD/RdJT9g/vx2D14HV5cNte4JGEWxcLUyqlMrZzK5bMvByCYCLKlZ4tRknB4OUJvrJe/7vkrf93zVwCqXFXMq53HvLp5zK+bz9zauWOSnI+U3EbtUSpdlcTSMfYM7GFb3zYsWIzSjlpPrbFhg9fhxWv3ShswIU4ApmtkP/nJT3LLLbdw1llnFXpMYgxIjax57777LosWLSr2MMqOxO3YaZpGPBMnnAzz7qZ38U/y0xXtIpqOEk/H0dBwWp1GcjuW7b+OJpVNsa13Gxs6N7ChawObezbr7cmOQEFhauVU5tfNZ17tPGbWzGRqYOqYJJDde7qpn16fd0zVVOLpuNFWLZPNgAIOiwOX3YXP4aPGXUPAFcBr9+Jz+AragaIcyM+pORK30vGeFntlMhlisRjAMSdHoVAIAK/Xi9UqdUzjRRJZ83bv3i1bKZsgcTMnFzdVU4mkIoSSIULJEN3Rbn3GNhUlraaxYMHj8Bj1tsX46DyjZtjeu50NXRvY2LWRLT1bCKfCR32NRbHQVNHEtKppTK+crv9ZNZ2Jvonvqba1v72f6qbqUc/TNI20miaejpPIJEhkEnqJx5D63CpXFTXuGiqcelmCz+HDbXOfkCVz8nNqjsStdLynRPbaa6/lySef5Oqrr+aJJ544rtd8+MMf5qGHHjJ7a3GcJJE1r62tjUmTJhV7GGVH4mbO0eKWa/8VSoYYiA/QGekknAoTT8f1nbRsrnHZtOFINE2jLdTGlt4tbOnZwtaeraO2/cpx2VzMqJrB7JrZxmNKYMoxJ7ehnhD+OvO/24bW3SYyCZKZJBoaVsWK2+bWa28Plif4HD5jBtdutZu+ZymQn1NzJG6lw3Qiu3nzZhYtWkQgEGDv3r3HvLHBwMAA06dPJxwOs3XrVmbNmmXm9uI4SSJr3ptvvskZZ5xR7GGUHYmbOccTN03TjFnbXF/b3KxtKpvCoug1orntdovxkXkik2BH3w629W5jz8Ae9gzsYX9w/1Fbf+U4rU5mVM9gdvWh5HZq5dQRk9uO7R00zmks+PgzakZPcNNxvTxBzRg7vbntbgLOADWeGqPFWu5RrPKP4yU/p+ZI3EqH6d9qv/3tbwH49Kc/fVy7c1VVVfG5z32Ob33rW/zmN7/hG9/4htkhCDEudu7cKb+wTJC4mXM8cVMURV+Z76ygiSbm180nlU0RTobzkttgQu+YkNEyWBWrUY4wHps2uGwuFjcsZnHDYuNYVs3SHm5n78Be9gzuYe/AXnb376Yj0pH32mQ2yZYefXY3x2F1MKNqBrNqZjG7ZjZzauYwtXIq/W39Y5LI2iw2owtFTq7fbTwdpzvaTUuwBQ29d7rD4jBmxqtcVfidfqO22WvXF++VUomC/JyaI3ErHaYT2ZdeeglFUfjQhz503K+95ppr+Na3vsWLL75o9vZCCCFG4LA6qPHUUOOpMY7lNm3IlSR0R7sJp8L0RHtQNRWnzWnMJDqtzjFPtKwWK82BZpoDzZzP+cbxcDLMjv4d7Og79OgI5ye3qWzK6G+bY7fYmWidyClrT8mbuR2rj/3z+t0OoWoqqWyKZCZpbGucW2Bms9j0EgW73vs210Ehl+SOR9yFOBGZTmR37NiBxWIxtd3s4sWLsVgsbNu2zezthRBCHKORNm2IpCJGctsT7aE31ktfrI9kNqm3t7K5jUVO47XBQIWzgtMnns7pE083jkVSESOp3dm3kx39O2gLteW9Lq2maVFbaNnRYhyzW+xMr5rO7JrZ+uxt9WymVU0b04/8LYrFSHADBPLHmE2TyCSIpWP09fXldVDI/UMi4ApQ5aoyZstziW+51+EKMZZMJ7KDg4NUVlaa+hekxWKhsrKSYDBo9vZCjBufzzf6SWIYiZs54xG3oSUJjRWNzK2dS0bNEE6GCSaDDCYG6Yx0EkwE6Yn1oKr6rG2uJGE8Zw99Dh+nTTyN0yaeZhyLpCLs6t/Fjr4dbO/bzs6+ncM2b0irabb3bWd733bjmEWxMCUwhZnVM/MefufYrxuwW+3YrXYqnBXGsaEdFGLpGAOJAXZkdwB66zKnzYnT6sTv9FPnraPSVUmFQ//vVqiEXH5OzZG4lQ7Ti72qqqqIx+MkEkfuIXg0LpcLt9vNwMCAqdeL4yOLvczLZrPSKs4EiZs5pRI3TdOMHclCyRBdkS764n3E03GS2SSglzG4bfps73ht3HAk4USY3YO788oS2kJtaIz+P3EN3gZmVM9gZvVMZlXPYmb1TBq8DUX9qD+rZvUyhYO1uIlMAlVTcVgdeOweKl2V1Hvr8Tv9xg5mZmZuS+X9Vm4kbqXDdCI7Z84cdu3axY4dO467l9ru3buZNWsWs2bNYvv27aO/QLxnksia9/LLL3PuuecWexhlR+JmTinHLZ1NE0lFjLKEvlgf/Yl+YqlYXqJVjJ2zWt5toXlRc96xWDpmzNzu6t/Fzv6d7B/cT1bLjno9n8Onz9hWzTSS3OZAc9G7EaSyKWLpGLG0HnMNDafFicfhodpdTa27loArQIWzAp/DN2qnilJ+v5UyiVvpMF1acPbZZ7Nr1y6eeOIJ/umf/um4Xvs///M/ALIrmCgLc+fOLfYQypLEzZxSjpvdaqfKXUWVu8o4llWzRNNRPblNhumJ9dAT1R/JbBKLYjEWNI1lvW1t8/At0j12z7COCalsin2D+9jVv8t47B7YTSwdy3ttJBVhfed61neuN45ZFAvNgWamV01nRtUM489aT+24zd46rA4cVgeVrkrjWDKTJJaO0R5qZ0//HlAwdoKr8dRQ66nN25p3aOeEUn6/lTKJW+kwPSP72GOPccMNN1BbW8uGDRuYOHHiMb2uo6ODU045hb6+PlavXs31119v5vbiOMmMrHmrV6/mxhtvLPYwyo7EzZwTIW4ZNaO3/zrY9qsz2kk4GSaWjqGiYsGC0+Y0FkY5rc73nOBuem4TC9+30NRrVU3lQPjAoeR2YBe7+nbRG+89ptdXOCqYXjU9L8GdWjkVt91tajzv1dDNHWLpGKlMCk3R8lqD5WZuX33mVS774GU4rA69jtei1/IWs0ykHJwIP6cnCtMzsh/60IeYNWsWu3bt4pJLLuHJJ58ctcRg165dXHPNNfT29jJr1iyuu+46s7cXQghRomwWG9Xuaqrd1UyrmoamacasbTQVJZwKMxAfYDAxSDARND4izy1wKmSCeywsioUmfxNN/ibOn3qoHdhAfMBIbPcO7GX3wG5agi36pghDhFNhNnRtYEPXBuOYgkKTv8lIbnNtwardo2+j+14pimJ0qhh6v1Q2RSKTIJKK0BPtIatl6Yn28MyuZ7Bb7FgtVmwWGzbFhsvuMrom+Bw+ow566H8baRcmSoHpRNZisfDrX/+aVatWsXnzZhYvXsxHP/pRPvCBD3DqqadSXa3/8PT39/POO+/w5JNP8vDDDxOLxXA6nTzwwAPyQyCEECcBRVGGbSoAh8oSYunYsAQ3lAzpW+8eNoPrtrnHbVOBKncVZzadyZlNZxrH0tk0raFWdg/sNnYq29O/Z9jsrYa+XW9bqI01+9cYx+s8dUZSO6dmDrNrZueVaoylXFnC0C4NMXuMyf7JZLUs6WyajJohq2UJJoL0qX1k1AwZNYOiKCgoxjVcNhd+px+fw4fL5jJmdB1WhzGrmzu3GDvKiZPHe3p3nX322Tz66KN87GMfIxQK8fOf/5yf//znRzxf0zR8Ph8PPfQQy5Ytey+3FkIIUeasFit+p39Y+6vDE9xoKkpfvI+BxAD98X6SGb1rgt1qN3quHkt3gkKwW+1GGcFQwUSQPQN78hLcvYN7h23F2xProSfWwyutrxjHipncgv7fwYp11IVsQzd8SGQShJIhI/EdymaxYVWs2C12bFYbLpsLn8NHhaPCaN9WjH+YiBOT6RrZoXbt2sXXvvY1/ud//gdVVUc8x2Kx8KEPfYhvfetbzJo1673eUhwnqZE1r7e3l9ra4QtJxNFJ3MyRuB1ZRs0Yi8oiqQh98T6jJVioP4TVZ9WT24MtwcZzM4eR5Lbi3dm3k+192/VNHfp3DltYNpJccjunZg5zaucwr3ZeXg/aQokFY3gCnoJdT9M0slrWmMlNZ9Ok1TTpbJpUNoWmaaDopRd2i93YDKLKVUWlO3+3M7fNXbIJrvyclo6CJLI53d3dvPDCC2zevJm+vj4AampqWLBgAatWraK+vr5QtxLHSRJZ86TNijkSN3MkbscnN3v78ssvM/OUmfTH++mN9RJJRYzSBJtiy9stq5jJraqptIfajc0cjie5neSfxLzaecytncu82nnMqJ7xntuBjdS2bDzkNoNIZBLGDG9aTQP6jK7L6sJld1HhqMgrYXDZXEa9bjFbocnPaekoaCIrSpcksuZJ42tzJG7mSNzMGRq3oYvLwskwg4lBeqI9hFNh4pk4WTWL3WrHY/cYyW0xZ/7MJrd2i50Z1TPyktsmf9NxdRxQVRWLpbQ6FKSzaZJZPblNZVOksilUTf+016JYcFqdebW6xgJBqwuHTa/JtVvsxvO5cwrZiUF+TkuHJLInCUlkzfv973/PlVdeWexhlB2JmzkSN3NGi1suuQ0nw8ZmDt2xbmMzBw0Ni2IxZvrGs2vCSHLJ7fa+7Wzr3cbW3q3s7NtpzFoeic/hM5LaXIJ7tHrbHWt3MHvZ7EIPf8zkdjzLPbJalqyaNcoZchT0f5jkEl6H1WHU6fqcPqM+N1eCcrybd8jPaemQpYRCjCISiRR7CGVJ4maOxM2c0eI2tHPCRCZCjZ4sRlIRQsmQ0TVhMD5IKBUilAyRzCSNhUwOq8PYVGA8PtK2KBYmByYzOTCZC6dfCOgzlXsG9rC1dytbe7eyrXcbLcGWvNdFUhHe7HiTNzveNI5N8E3IS25n1czCZXMBkIrlL0YrdVaLFbfFfUw9elVNNWpzU9kU3dFu2sPtZLIZo07XYXXodbo2fdvfgCtgJLe553KdGIbO2svPaemQRFYIIcRJyaJYRuyakFEzxNNxY0OBWDpGT7SHvngfXZEuUtkUNott3Bcl2a125tTqi78+wAcAPXHd3rvdSG639mxlIDGQ97rOSCedkU5e3Pei8X1Pr5rO3Nq5+KN+vANemgPNRa0dHgsWRW/bdqTZ1qFdGCJpffFgbsZbQdFLFIZsEuGxefA5fXhsHiKpCPsG9xmzvUPLHUp1gdqJShJZIYQQYgibxUaFsyK/S0CdvqFAbsey/ng/XdEugokgnelO/XVW27h3TPA5fJzeeDqnN54O6CUU3dFuY8Z2a89WdvTvIJFJGK9RNdXYxQzg4d89jNvmNroj5GZv67x1Yz7+YsqVkuRmp4fKLUbLdV5IZVPE0jE6Ih1k1Sz98X5e2PsCoM8S55Jdu0WvvfbavfgcPiORHprsOm3OYTO8wjxJZIUYhbSLM0fiZo7EzZzxiJvD6qDWU0utp5YZzDBKE4KJINF0lP5YP33xPqKpKL2xXlRNRUExOiZ47d4xT24VRaHB10CDr4GVU1cCel3p3sG9Rq3ttt5t7BvcZyygAohn4qzvXM/6zvXGsVp3rZ7U1uklCXNq5+CxF65VVylTlEObP2Af/rxzmpPGqkY0TTNajaWyKTJqhr54H52RTjJqxuhvfPgMb+7vuZ66Tqv+sFv153LHcgvVZCe1I5PFXicJWexlXltbG5MmTSr2MMqOxM0ciZs5pRI3VVOJp+NEUhG9a0IqTE+0h8HEINF0FFVTsVlsRr1tsRKUeDrO9r7trN+3nr2JvWzt2UpPrOeor1FQmFI5Ja/ednrV9BOuJOFYhHpC+OuO/X9Lcwlvrqfu0EVqQ/8curGHRbEY9blDF6t5Hd787YIPdm04WXdQOzm/ayGOQzKZLPYQypLEzRyJmzmlEjeLYsHr0JPUBhqM4/F0XC9LSAbpjfbSHe2mL9ZHIpvAolhw28Zv1hbAbXdzyoRTaM42U92kbynfG+vNm7Xd1rstrwWYhsa+wX3sG9zHn3b9CQCn1cmsmllGScL8uvk0eBtO+NnDTCoz+klDKIqiz8Za7SPO8I4k16Ehl/zmFqsNTXiHbgfssXuocFRQ4ajAZXcZ5Qy5Gd3cNsInGklkhRhFLDZ6o3IxnMTNHImbOaUeN7ddr51t8DUwu2Y2GTVDOBkmmAwymBikK9JFKBmiP95PVstit+g7lI31YrJM8lBCVuup5dzmczm3WW/0r2oqLcEWo9Z2a+9W9gzsyduSNplNsql7E5u6NxnHqlxVzK2da8zczq2dOya7khXT0LiNFaNDAyN3aMjV8eZqeIOJID3RnmElDUb97sFShlz3jqHbBef+zCW/5fQPEUlkhRjFpk2bWLRoUbGHUXYkbuZI3Mwpt7jZLDaq3FV5PV5zs7a5hNZYTJbpRFEUvHavPttmcxUs0eje20399JF33bQoFqZWTmVq5VQunXkpAMlMkp39O9nas9WYvT0QOZD3uoHEAGvb1rK2ba1xbLJ/8qGShDq9JKGYO3O9V0eL23gZWsfrxTviOaqm5tXvxtIxBhODpNU0qqqCAmj6QsVc7W6u1ZzP6cNr9+YlukP/LJWSEklkhRBCiBIwdNYW9CQkN2vbF+ujI9zBQGKAeDqOVbHic/qMrVvHi9PmZGH9QhbWLzSODSYG87okbOvdRjgVzntda6iV1lArf9nzF0D/SHxm9cy8xWRNFU1lNRNYDnJ1tqP9oyHXnSE3w9sb76Uj0mH03IVDfXdzM7xOm9Oo283N7vocvnHvdlHwRHb37t08+uijbNy4kf7+ftLpI+9CoigKzz33XKGHIIQQQpQ9i2Ih4AoQcAVoDjSzZMISQsmQseVuR6TDqLO1Klaj5VMhZ2yPRaWrkmWTlrFs0jJA/8i7Pdxu9LXd1ruNXf278nYlS6tpo/ftk9ueBKDCUWEktrnZ20pX5bh9Hyczm8WGzWI7YhkDHNpgIq3qpQyRVISB+ACpbApN09DQaPA1cNmsywq6HfCoYy/kxb7xjW/wrW99C1VVOZZmCPIvL1EO7PYTrzh+PEjczJG4mXMyxM2iWKh0VVLpqmRq5VSyataose2N9XIgcoD+eD+JjL6ALFcLebTE1mIrfMKhKAqT/JOY5J/ERdMvAvQevHsG9hi1ttt6t9Eaas17XTgVZl3HOtZ1rDOOTfRNPNTbtm4es6pnHfd2smNhLOJW6owNJhg5/v3xftLZo2+hPBYK1n7rt7/9LR/72McAaGxs5JJLLqGxsRGb7ei58p133lmI24tRSPstIYQ4sWXVrDFj2x/v50DkAKFkiHg6fmiTB0dFyaxcDyfDeV0StvZuZTAxeNTXWBUr06umG+UI82rnMTkweVxnAMXI+uP9KChcPffqcf3vUbBE9pxzzuG1117jqquu4tFHH8XhKN8i7hORJLLmrVmzhhUrVhR7GGVH4maOxM0cidtwqqYeWjgW6eJA5ADhZJiMmtFbNTkr6N3ay9QlU4s9VEAvSeiKdrGlZ4uR2O7o20Eqmzrq67x2L3Nq5+T1t63x1IzpWPdv2M+UJVPG9B7lpuwTWb/fTzQapbW1lcbGxkJcUhSQJLLmhcNhKipOrNYx40HiZo7EzRyJ2+hS2RQD8QH64/20hdroi/cRCoWwu+34HD78Tn9JfGw/VEbNsHdgr1FPu613G/sH9+dtHDCSem99XvuvOTVzcNuPXP95vJKxJE5PacWq2Mo+kQ0EAlgsFgYGBgpxOVFgksiat3r1am688cZiD6PsSNzMkbiZI3E7PpqmEUlFeOyRx1hy4RLaw+2EEiGSahK7xY7f6cfn8JXkblHRVJQdfTvyOiX0xnuP+ppcK7HcjO3c2rlMrZxquoXUpuc2sfB9C0c/8SRSrES2YHeaO3cusVisKLur9Pf38+Uvf5mZM2ficrmoq6tj1apVvPTSS3nnvf7661x44YVUVFTg9/u59NJLWb9+/YjX7Ojo4OMf/zh1dXW43W7OOOMMHnvssRHPTSaT3HHHHUybNg2n08mMGTP41re+dcSODQ8++CCnnnoqbrebhoYGbr31Vnp6Rt4a8HjGLIQQQhwLRVGocOptk05vPJ3LZ13O+2e9n/OnnM+0ymlk1SxtoTZ29++mI9xBOBlG1dRiDxsAr8PLqRNP5cOLPszdq+7msesf49FrH+UbK7/BjQtv5JQJp+C25c++qprKnoE9/HHnH/ne2u9x6+9v5YrVV/CFP32Bn775U/627290R7uPaaG6KC0F+6fWrbfeyqc+9Skee+wxPvrRjxbqsqPav38/K1euJBKJcMsttzB79myCwSAbN26kvb3dOO+1115j5cqVNDU1cffddwNw//33c9555/Hqq6/mNdLu7+/n3HPPpbu7m9tvv51Jkybx8MMPc/311/PLX/6Sm266KW8MN9xwA0899RQ333wzy5YtY+3atfy///f/2LVrFw888EDeuT/4wQ+4/fbbOf/88/mP//gP2tra+P73v8/atWt544038HoPNTU+njELIYQQZlktVmo8NdR4aphZPZNkJkl/vJ+BxAAd4Q76Y/30xnrRNA2PQ98K1WP3lEz3oTpvHXXeOlZM0euks2qWlmBLXknCnoE9ecl4IpNgY9dGNnZtNI5Vu6vzuiTMqZmDz+Eb9+9HHLuCJbK33XYbf/zjH/n85z9Pc3PzuBXdf/SjHyWTybBx40YmTpx4xPM+//nP43A4WLNmDU1NTQBcf/31zJs3jy996Us8++yzxrn/+q//yt69e/nd737HlVdeCcAtt9zCsmXL+PKXv8x1112Hz6e/sZ9++mmeeuopbr/9du69915AT+orKyv5/ve/zyc/+UnOOeccAHp7e/n617/OmWeeyXPPPYfVqn+kceaZZ3LVVVfxH//xH/zzP/+zqTELIYQQheK0OZlYMZGJFROZXzefaCrKQGKA/lg/7eF2gskgXdEuFPSZXb/TX1I7dVktVqZVTWNa1TQum3UZoO+ctqt/F1t7txoLyrqiXXmv64/380rrK7zS+gqgbwLQHGg+VG9bN5cZVTPG/fsRR1awGtm7776bbDbL/fffz+DgIMuXL+ess84atfj+jjvuMH3PNWvWcP7553Pffffxuc99jnQ6TTqdxuPx5J23a9cuZs2axc0338wvfvGLvOduueUWfvWrX9HR0cGECRMAmDRpEi6Xi127duWd+9BDD/Hxj3+cRx55hOuvvx7QE+nf/va3tLS0MHnyZOPc1tZWmpub+T//5//w4x//GICf//zn3HbbbTz44INGq7KcGTNm4HQ62bJli6kxj0ZqZM1ra2tj0qRJxR5G2ZG4mSNxM0fiZo6ZuGmaRjgVZiA+QHe0m45IB6FEiJSawmV1UeGswOfwlUVLrP54f96OZFt7txJNR4/6GofVwXT/dBZOXMi82nnMr5tPg7ehZGani6VYNbIFm5G96667jP+Imqbx8ssv88orr4z6uveSyD799NMANDc3c+WVV/LMM8+QzWaZNWsWd9xxh1HisG6d3lx52bJlw65x9tln88tf/pK33nqLyy+/nAMHDtDe3s5HPvKREc/NXS+XyK5bt46mpqa8JBZg8uTJNDY2Gvc+lnGsXr2aSCSCz+c7rjGLsdXZ2Sn/A2mCxM0ciZs5EjdzzMRNURT8Tj9+p58plVPIqBkG4gMMJAZoD7XTG+ulL9YH6PWsFY6Kcd9t7FhVu6s5Z/I5nDNZ/+RU1VTaQm16OUKPntjuHthNRs0Yr0llU2wb2Ma2gW3GsSpXFfPq9KQ2V5rgsXuG3U8UXsES2RUrVoz7m3T79u2AXtYwa9Ysfv3rX5NKpbj33nv52Mc+Rjqd5qabbqKjowPA+Hh+qNyxXD3t8ZybO3/+/Pkjjq+pqYm2tra8c492bU3T6OjoYPbs2cc9jsMlk8m8hXehUOiI54qjO9J/X3F0EjdzJG7mSNzMKUTcbBabUaM6u2Y2sXSM/rheU9seamcgMWBsyuBz+KhwVpRUGcJQFsVCc6CZ5kAzl8y4BNAT11xJQm5nso5wR97rBhIDvNr6Kq+2vgroJQlTK6fqyW3tfObVzWNKYIrpLgniyAqWyL744ouFutQxC4fDAFRUVPDCCy8YmzB84AMfYPr06fzzP/8zn/jEJ4jFYgA4ncN7vrlcLgDjnOM5N/f3kc7NnX/4uWM1jsPdc889fOMb3xh2/LHHHjNKL+x2O9deey1r1qzh1FNP5Q9/+EPeueeddx6dnZ3Mnz+fl19+mb6+PuO5yZMnM3fuXLq6urDb7bz11lt5r73++ut55ZVXWLZsGY8//njec0uXLiUWi9HU1MSmTZvyEvL6+nqWLl3Kzp07qa2tHTarf/XVV/Pmm2+yYsUKHnnkEVT1UOH+4sWLsdvtVFRU0NLSwp49e4zn/H4/F198MevWrWPGjBk8//zzede95JJL2LRpEytWrOCpp57Ki20mk+H8889HVVWCwaBR/gH6f59rrrmGNWvWsGTJEuNTgpyVK1fS0tLCkiVLePHFF/Pa002ZMoUZM2YYx95555281954442sWbOGpUuX8uSTT+Y9t2zZMoLBIFOnTuXtt9+ms7PTeG7ChAmcdtpp7Nu3j0AgwNq1a/Ne+8EPfpA33niDFStWsHr16rznTj31VACqqqrYvXs3+/fvN56rqqpi5cqVbNiwgebm5mE/85dddhkbNmxgxYoVPPHEE7S1tVFXVwfo/2OZa9HX29tr/CMUwOPxcPXVV7NmzRoWLlzIn//857zrXnDBBezevZszzzyTZ599Nu8fZdOnT6e5uZlwOEw6nWbjxkOLNiwWCzfccANr1qzhjDPO4Kmnnsq77vLly+nt7WXWrFm88cYbdHd3G881NTWxcOFC2tvb8Xg8vPHGG3mvvfbaa1m7di3Lly/n0UcfzXvu9NNPJ51O09DQwLZt22htPbQNZ01NDeeeey5btmxhwoQJwzqrXHHFFTz22GPcfPPNPP7443mdTxYuXIjH48HpdNLZ2cnOnTuN53w+H5dddhlr165l7ty5/OUvf8m77kUXXcS2bdtYtmwZTz/9NJFIxHhu1qxZTJgwgWQySSwWY9OmTcZz5fQ7oqenh7q6uqL8jpgzZw61tbVl+Ttix44dZDKZvNe+198R7254l+bmZra+uBUNTZ/NzMLUpVPZtnkbsZkxOtd1QlZPgm0WG3VT63B59VnbWChGX8uh95LNaWPuuXPZv2E/9dPq2b1ud96Ypp42lYGOARrnNLLnzT0ko4cmcaoaq/DX+0nFU6gZla7dh2piFYvCglUL2L9hP41zGtn+yva8605eOJlYKEZ1UzWuVhdzBuYwhzl8IPABBpwDaLM0NrZvZFdkFzsGdhDX4sZrNTT2Du5l7+Bent6p/zd3Kk6aHc0snLCQGb4ZLJm8BLVbJdR96HeaO+CmeWEzPft78FX7aNnYkjemWctm0bmzkylLprDlb1tQM4fe3/XT6rE5bdgcNiL9Efrb+o3nHB4HM8+aSdvmNmqba9nz5p68604/Yzq9Lb1MWjCJXa/vIhU7tAlF9aRqfNU+MqkMmWSG7r2HfldabBbmnz+f/Rv245rsov2tdv57/X+joE9sHv474uKLL6bQClYjWwxXXnklf/jDH/ja177Gt771rbznPvGJT/Dggw+yZcsWnn76ab785S/z9NNP8/73vz/vvKeffprLL7+c//zP/+STn/wkb731FmeccQZf+cpX+M53vpN3biwWw+v1cuONN/Lwww8DehI9f/58Xn/99WHjW7p0KW1tbcbsam68sVgMtzu/NchXvvIVvvvd77J9+3Zmz57Nvffee8xjHslIM7KTJ0+WGlkTpD+lORI3cyRu5kjczBnvuGXUDIOJQQbiA3RGOumOdhNOhVFVFbfdTYWzAq/dW5JlCEMd3kc2V5KwpWeLMXO7e2D3qC3LGrwNzK2dq5ck1M1jdvXsktuU4liVfY1sMeTqekZa8JTrYDAwMGDsNDbSR/G5Y7mP64/n3Nz5R/qIv729fdi5ueMzZ84cdq6iKMY5xzuOwzmdziPOFAshhBDFYLPYqPXUUuupZVbNLBKZhLHbWEe4g754H93RbhQUfA4fAVegZMsQhhpaknDpzEsBvb3Xzr6dRpeErb1b6Y52572uK9pFV7SLv+3/GwBWxcqM6hn6xg0HyxIm+SeVfGJfTGWdyC5dupSf/vSneXWoOblj9fX11NfXA7B27VpuvfXWvPNee+01FEXh9NNPB/QEuKmpiddee23YNXPHzjjjDOPYmWeeyW9/+1taW1uHdS3o6Ojgqquuyjv3Zz/7GWvXrh2WyL722mvMmTPHaOt15plnHvOYhRBCiHLksrny2nxFUhEGEgP0RHtoD7fTFekilU3htrvxO/1lMVub47K5WNSwiEUNh3q+98X68hLbbb3bSGQSxvNZLcuOvh3s6NvBU9v1cqgKR4XR1zZXb+t3yierOaZKC26++WZAT/r+5V/+Je/Ycd1cUYa1ljoeAwMDTJkyBb/fz7Zt24wk8MCBA8yaNYumpiajFu/MM89k+/btbNu2zZjt7OjoYO7cuSxdupS//vWvxnX/6Z/+ie9973t5fWSz2SzLli1j586dtLS0GG3F/vjHP3LFFVfk9ZEF+NKXvsT3v/99XnrpJc4991xAr+GaMmUKixYt4tVXXzX6yP7+97/nqquu4pvf/CZf//rXjWscz5hHI+23zHv55ZeN/4bi2EnczJG4mSNxM6eU45brhtAX76Mt1EZvrJdoOopNsRm9a4u1hW7Luy00L2p+z9fJqln2De4zNm7Y0rOF/YP70Th6ajbZP5kFdQuYVzePBXUL3tN2u4VSrNICU4msxWJBURTmzJljFLXnjh3L5XLnKYpCNps9/lEP8bOf/YxPfepTLFiwgJtvvplUKsVPfvITDhw4wB/+8AejsPjVV19l1apVTJo0ic997nMA/PCHP6Srq4tXXnmFJUuWGNfs6+vj9NNPp6+vj9tvv52mpiZWr17Niy++yM9//nNuueWWvDHkal9zmyasXbuWX/ziF3z0ox/loYceyjs3V/u6cuVKbrzxRtrb27n33nuZPHky69atM5Lx4x3zaCSRNa+3t5fa2tpiD6PsSNzMkbiZI3Ezp1zipmkakVSEvngfXZEu2sPthJNhsloWj91DwBnAbXePfqECiQVjeAJj014rmoqyvW97Xr3tQGLgqK/x2D3MrZ3LgroFzK+bz/y6+eM+a1tWiezf//3foygKEydO5Nvf/nbeseP1q1/96rhfc7gnnniCf/u3f+Pdd9/FYrGwbNky7rzzTpYvX5533tq1a/n617/O66+/jqIonHPOOdxzzz2cdtppw67Z3t7OV7/6VZ555hkikQjz58/n//v//j9uuOGGYecmEgm+9a1v8Zvf/IYDBw7Q1NTETTfdxFe/+lXsdvuw8x944AF+8IMfsH37dvx+P1dccQX/+q//apRAmB3z0Ugia97mzZtZsGBBsYdRdiRu5kjczJG4mVOuccttodsX66Ml1MJgYpB4Oo7dasfv9FPhqBjTGcqefT3UTa0bs+sPpWkaXdEuPbHt2cqW3i3s7NtJWk0f9XW5Wdv59fNZULdgzNt/lVUiK8qPJLLm7dixg9mzZxd7GGVH4maOxM0ciZs5J0LcVE0lmAjSH+/nQPgAndFOwqkwaIzZgrG+tj5qJtUU9JrHI5VNsbNvJ5t7NrOlZwubezbTG+s96mu8dq/RISE3c1vhPPruq8dDuhYIUaLeeuutsv9FXwwSN3MkbuZI3Mw5EeJmUSxUuauoclcxo3oGiUyCvpje/aAl1EJnpJNMNoPX4SXgCuCyud7zPQ9sP1DURNZhdbCgfgEL6g/NpndHu/XEtltPbHf278zbkSyajvLWgbd468Chns7NgWYjsV1Qt4AplVPKYmvhoSSRFUIIIcQJw2Vz0eRvosnfxKKGRfTF+uiJ9tASaqEv1kcim8BtcxNwBvDYPWXTBWE09d566r31rJq6CtBnbXf07TBmbLd0b6E3nj9r2xJsoSXYwp92/QnQZ23n181nQf0CFtYvZF7tvJLfalcSWSGEEEKckGwWGw2+Bhp8Dcyvn89AfIDeWC8twRZ6Y710RjpxWB0EXAF8Dl/ZzUYejcPqYGH9QhbW6xs3aJp2aNb2YHK7q3/XsFnbdR3rWNexDtBnu6dXTWdh3UIjuW3wNpRU8l/wRHbDhg386Ec/4uWXX6atrY1oNHrEcxVFGbY1nhBCCCFEoVkUCzWeGmo8NcyumU0oGaI31ktbqI3uaDe9sV4sWPC7/AScgaK3syo0RVGMpP6CaRcA+qK5Hf07jHKEzT2b6Y8f2tpW1VR29e9iV/8u/nf7/wJQ6641ktoFdQuYVTOraG3QoMCLve6//35uv/12stnsMbfheq/tt8SxkcVe5mWzWaPnrzh2EjdzJG7mSNzMkbjpoqmoMUPbHm4nmAwai8X8Tv+wbWNVVcViOXFmb3M0TaMz0smm7k1s6tnEpu5N7B3Ye9S+tk6rkzm1c5hZNZO5tXP50jlfotpdPW5jLlgi+/rrr3POOecA8OlPf5rLL7+cyy67jOrqah599FE6Ozv561//ysMPP4zf7+e+++5j4sSJnH/++YW4vRiFJLLmrVmzhhUrVhR7GGVH4maOxM0ciZs5ErfhkpkkvbFeemI9tAZbGUwMDttdrGVjC1OWTCn2UMdFNBU1ShE2dW9iS88W4pn4Ec//5dW/5KZTbhq38RUskf3IRz7C6tWr+cd//Ee+//3vA/omCRMmTKCjo8M4b/369VxyySX4/X7efvttY4csMbYkkTUvnU6P2A9YHJ3EzRyJmzkSN3MkbkeXVbN6v9p4H63BVvrifURTUayalSpvFRXOihOqrvZYZNUsewf36rO23ZvY3LOZzkin8fz2z25nds34dcIoWPRfeeUVFEXhC1/4Qt7xw/PkU045hR/+8Ifs3r2b7373u4W6vRBj5vHHHy/2EMqSxM0ciZs5EjdzJG5HZ7VYqfPWMbd2LhdOv5D3z3w/q6atIrohSiqbYt/gPvYN7GMgPkBWPTlKJa0WKzOrZ/KBuR/g6yu+zuoPreax6x7jy8u+zDVzr2FG1YxxHU/BEtmuri6cTidTphyaardYLCQSiWHnfvCDH8Rut/PEE08U6vZCCCGEEGNGURQCrgDTq6ZT7a7m8tmX875p72Ne3TxUTaUl2MLewb30xfryOgGcDGo9tSybvIyPLv7ouHc0KNgyM49neC+2iooKQqEQyWQSp/NQobTdbsfj8bB///5C3V4IIYQQYtx47B6mVE5hSuUUlmSW0BvrpSvSRWuolbZQG6qmEnAGCLgCRV3Vf6Ir2IxsU1MToVAor53WjBn69PK6devyzu3o6CAYDB5TZwMhhBBCiFLmsrmY5J/E6Y2nc9msy7h4xsUsaViCRbHQGmpl78Be+uP9J035wXgqWCI7b948stks7777rnFs5cqVaJrG3XffbZQYpFIpPv/5zwOwaNGiQt1eiDGzdOnSYg+hLEnczJG4mSNxM0fiZs7R4uawOmisaOT0xtO5fPblXDz9YmNTgpZgC/sG9ZpaVVPHa7gntIIlshdffDGapvH73//eOPaZz3wGp9PJc889x6RJk1i+fDlNTU08+eSTKIrCZz/72ULdXogxE4vFij2EsiRxM0fiZo7EzRyJmznHGjeH1UGTv4kzm87k8lmXc9GMi5hfNx9VU9k3uI+WYAuRVEQ+oX4PCla08aEPfYi2tjYaGxuNY9OmTePhhx/mpptuor+/n7Vr1wL6IrB/+qd/4iMf+Uihbi/EmGlqair2EMqSxM0ciZs5EjdzJG7mmImb0+Zkkn8Sk/yTWFS/iK5oF/sH93MgcoCuSBceu4cqdxUum2sMRnziKujOXkfS39/P008/TWtrK4FAgIsvvpiZM2eO9W3FENJH1jxpGG6OxM0ciZs5EjdzJG7mFDJuwUSQzkgn+wb30R3tJpVN4Xf6qXJXldUisf54PwoKV8+9elx7645LhKqrq/noRz86HrcSouDa29uLPYSyJHEzR+JmjsTNHImbOYWMW8CldzaYVTOLvlgfHeEO9g3uozXUChpUu6tPyo0XjlXBEtk1a9YAsHjxYiorKwt1WSGEEEKIE55FsVDnraPOW8e8unl0R7tpD7Xr/WkH9uK0OalyVeF1eIs91JJSsER25cqVWK1Wuru7C3VJIYQQQoiTjsPqMOppF9YvzKun7Yx04nV4qXZX47A6ij3UoitYIhsIBLBarVRVVRXqkkKUhPr6+mIPoSxJ3MyRuJkjcTNH4mbOeMbN6/Ay3TGdaZXTGEwMciB8gH2D++iMdJJVs3ppgjOA1WIdtzGVkoIt9jrzzDPZuHEjoVAobxcvURpksZd54XCYioqKYg+j7EjczJG4mSNxM0fiZk6x45ZVs/TEemgPtbM/uJ9gIohFsVDtrsbn8I37NrFQvMVeBbvT3/3d35FOp3n00UcLdUkhSsLOnTuLPYSyJHEzR+JmjsTNHImbOcWOm9ViZYJvgrGT2AXTLmBa1TSi6Sh7BvbQEe4gno4XdYzjpWClBV/4whd44okn+OxnP0tNTQ2XXXZZoS4tRFHV1tYWewhlSeJmjsTNHImbORI3c0opbi6biymVU5hSOYVQMkRnpJO9A3vpifaQzCbxO/1UuiqxW+3FHuqYKFgi++1vf5sVK1bw7rvvcuWVV7JgwQKWL19OfX09VuuR6zbuuOOOQg1BiDHxyiuv0NzcXOxhlB2JmzkSN3MkbuZI3Mwp1bj5nX78Tj8zq2fSF+ujM9LJnsE9tIfb0dCoclXhd/pPqFZeBUtk77rrLhRFMbZZ27RpE5s3bx71dZLICiGEEEIUztBWXnNr5x5q5RVqYd/gPqyKlYArQIWjouwXiRUskV2xYkVRiouFEEIIIcTI7FY7Tf4mmvxNLEwvpCfaQ0e4g/aw3qNWQSHgCuB3+ssyqS1YIvviiy8W6lJCCCGEEKLAPHaPUU8bT8fpifVwIHyAtlAbLcEWQN9JzO/0l83kZMHab4nSJu23zIvFYng8nmIPo+xI3MyRuJkjcTNH4mbOiRa3RCZhzNS2BFsIJUN47B5qPDXHvOlC2bffEuJE9eabbxZ7CGVJ4maOxM0ciZs5EjdzTrS4uWwuJgcmc9aks3j/rPdz3pTzCLgCdIY72Tu4l2AiSKnOe47ZjOzmzZt58803jS1r6+vrOeOMM1iwYMFY3E6MQmZkhRBCCHGssmqW7mg3LcEW9g/uJ5QM4XP6jrg17gkzI/uHP/yBxYsXs3jxYm6++Wa++tWv8tWvfpWbb77ZOP673/2u0LcVYsw88sgjxR5CWZK4mSNxM0fiZo7EzZyTIW5Wi5WJFRPzZmn9Dj8d4Q72DuwllAyVxCxtQRPZu+++m6uvvppNmzahaRpWq5X6+nqjl6ymaWzatIkPfvCD3HXXXYW8tRBjRlXVYg+hLEnczJG4mSNxM0fiZs7JFrcKZwVzaudw8cyLuWj6RcypnUM8HWf3wG66Il2ks+mija1gieyf/vQn7rrrLjRNY8WKFTz77LOEw2EOHDjAgQMHiEQiPPvss6xcuRJN0/jmN7/Jn//850LdXgghhBBCjCGbxUaTv4lzJp/D+2e9n+WTl+N1eGkLt9ET7SnKmAqWyH7/+98H4LrrruOFF17gwgsvxOl0Gs87HA4uvPBCnnvuOa677jo0TTNeI4QQQgghyoff6Wde3TwunXkpF02/iAV1C/C7/CiMb9uugiWyb775Joqi8P3vf/+ovccUReHee+8FYN26dYW6vRBjZvHixcUeQlmSuJkjcTNH4maOxM0cidshNouNSf5JnDvlXFZNXTXu/WcLlsimUikqKytpamoa9dxJkyZRVVVFOl28mgohjpXdbi/2EMqSxM0ciZs5EjdzJG7mSNxGNp7dCox7FupC06dPJxKJkEqlRj03mUwSiUSYPn16oW4vxJipqKgo9hDKksTNHImbORI3cyRu5kjcSkfBEtkPf/jDpNNpHnzwwVHPfeihh0in03z4wx8u1O2FGDMtLS3FHkJZkriZI3EzR+JmjsTNHIlb6ShYIvulL32Jc889l89//vP8+te/PuJ5Dz74IJ///Oc577zz+NKXvlSo2wsxZvbs2VPsIZQliZs5EjdzJG7mSNzMkbiVDpuZF919990jHj/vvPN49913ufnmm7nzzjtZuXKlUTPb3t7O3/72N1paWggEApx33nl8+9vf5o477jA/eiGEEEIIcdIylcjeddddR12VpmkaLS0tPPTQQ8OOAwSDQe655x4ASWSFEEIIIYQpphLZFStWjHt7BSGKxe/3F3sIZUniZo7EzRyJmzkSN3MkbqVD0Upho1wx5kKhEIFAgGAwKD+AxymdTkurFRMkbuZI3MyRuJkjcTNH4lY6xr/hlxBlRjbuMEfiZo7EzRyJmzkSN3MkbqVDElkhRjFjxoxiD6EsSdzMkbiZI3EzR+JmjsStdIx5Irt06VL5Dy7K2vPPP1/sIZQliZs5EjdzJG7mSNzMkbiVDlOLvY5Ha2sr3d3dY30bIYQQQghxkpHSAiGEEEIIUZYkkRVCCCGEEGVpzNtvTZw4ke7ubrLZ7FjeRoxC2m+Z19/fT3V1dbGHUXYkbuZI3MyRuJkjcTNH4lY6ZEZWiFFs2rSp2EMoSxI3cyRu5kjczJG4mSNxKx1jPiN7zTXXMDAwwAsvvDCWtxGjkBlZIYQQQpxoxnxG9oknnpAkVpS1p556qthDKEsSN3MkbuZI3MyRuJkjcSsdUlogxChisVixh1CWJG7mSNzMkbiZI3EzR+JWOgqeyLa1tXH77bezYMECfD4fNlt+q9qBgQG+/e1vc88995DJZAp9eyGEEEIIcZIo6IYIf/nLX7j++usJhULkSm8VRck7p6qqiv/93//lrbfeYsGCBVx11VWFHIIQQgghhDhJFGxGtrW1lWuvvZZgMMiVV17J448/TlVV1Yjn3nzzzWiaxh//+MdC3V6IMTNnzpxiD6EsSdzMkbiZI3EzR+JmjsStdBQskb333nsJh8Ncf/31/O///i/XXHMNDodjxHMvueQSANatW1eo2wsxZmpra4s9hLIkcTNH4maOxM0ciZs5ErfSUbBE9s9//jOKovDNb35z1HOnTZuG0+lk7969hbq9EGNGVdViD6EsSdzMkbiZI3EzR+JmjsStdBQskW1pacHtdjNr1qxjOt/n8xGNRgt1eyHGTDAYLPYQypLEzRyJmzkSN3MkbuZI3EpHwRJZi8VyzP9CyWQyhEIhacwvysKWLVuKPYSyJHEzR+JmQjbFlvUvQ2QPqOlij6asyPvNHIlb6ShYIjtlyhSSySQtLS2jnrtmzRrS6fQxz94KIYQQR6QmIROHzufhwF8gslcSWiFOEgVLZC+88EIAfvrTnx71vHQ6zde+9jUUReH9739/oW4vhBDiZOdqgPQgdL0AB/4qCa0QJ4GCJbJf/OIXcTgc3HvvvfziF78Y8Zy3336bCy+8kNdff52Kigo+/elPF+r2QowZp9NZ7CGUJYmbORI3c5wOCyg2cDeCpxlS/dD14pCEVjbgGYm838yRuJUORcvtXFAAv/3tb/nEJz6BpmnU1tYSDAZJp9OcddZZ7N+/n87OTjRNw2az8fjjj8tmCOMoFAoRCAQIBoNSmyyEOLGkw9D+B7BXgs196LiahkS3XnrgbgT/HPBMBktB9wISQhRRQbeo/chHPsIzzzzDjBkz6OnpIZVKoWkar732GgcOHEDTNGbOnMmf/vQnSWJF2VizZk2xh1CWJG7mSNzMWbOhb/hBix08TXrymuzTSw46/wqRfTJDe5C838yRuJWOgs7I5miaxpo1a3jllVfo6Oggm80yYcIEli9fzqpVq7BarYW+pRiFzMiaFwwGCQQCxR5G2ZG4mSNxMyEdJrj9SQJVdfkzsoczZmhT4GmEijngmXRSz9DK+80ciVvpKOiMbI6iKJx//vn88z//M/fffz8/+clPuPPOO7nwwgsliRVl5+mnny72EMqSxM0ciZs5T7/ePfpJxgztJEj06jO0Xc+d1DO08n4zR+JWOk7ef4YKIYQ4OeUS2twMbaxDn6H1zwV300k9QytEuZGfViGEECcnI6FNQaIHYs/rX/vnSEIrRJkw9VN68803F+TmiqIcsVWXEEIIMS4sjiEJbTfE2/VEVhJaIUqeqcVeFosFRVEwu04s91pFUchms6auIY6PLPYy78CBA0ycOLHYwyg7EjdzJG4mpMMc2Pg4EydMOPpir2OVS2i1NLgngX+2/qflxFvjIe83cyRupcPUPzM//vGPoyhKocciRElqaWmRX1gmSNzMkbiZ09IdZ+KEAl3M4tAXhKkpSHRBvO1gQpuboT1xElp5v5kjcSsdY9J+S5QemZE1L5FI4HK5ij2MsiNxM0fiZkI6TGLvU7i8NYWZkT2cMUObOazkoPwTWnm/mSNxKx1j0n5LiBPJiy++WOwhlCWJmzkSN3NeXD/ChgiFkpuhdTdCohM6n4Ou5yHaAmp5l8fJ+80ciVvpkAp2IUYxMDBQ7CGUJYmbORI3cwbC6bG/icWh7xKWTekJbaxNT3D9c/UktwxnaOX9Zo7ErXSMSSL7zjvv8PDDD/Pmm2/S3a03qa6vr+fMM8/kxhtv5NRTTx2L2wohhBBjz3riJbRClKuCJrLRaJTbbruNRx55BCCvq8HWrVtZs2YN9957L3/3d3/Hz372M7xebyFvL4QQQoyfoQlt/ADE2sE7GSpmS0IrxDgpWCKrqipXX301L7zwApqmMXHiRC644AImTZoEQFtbGy+88AIdHR3893//N93d3Tz77LPS/UCUvClTphR7CGVJ4maOxM2cKRPGYJHXsbI6wNusJ7Sxdoi26gmtfw64JpZ0QivvN3MkbqWjYInsgw8+yPPPP4/dbufee+/l05/+NBZL/loyVVX56U9/yhe/+EWef/55HnroIT7+8Y8XaghCjIkZM2YUewhlSeJmjsTNnBmNJfAJn5HQJocntO5GUEpvfbW838yRuJWOgv1U/eY3v0FRFL773e/y2c9+dlgSC/pGCp/+9Kf57ne/i6ZpPPjgg4W6vRBjRor6zZG4mSNxM2dcFnsdK6tTT2jdE/WEtvM56HpBr6XV1GKPLo+838yRuJWOgiWyGzZswGq1ctttt4167m233YbNZmP9+vWFur0QQghRWnIJrWvCkIT2xZJMaIUoVwVLZMPhMBUVFbjdo9cpud1uKioqiEQihbq9EGPmnXfeKfYQypLEzRyJmznv7AwWewhHlpfQth1MaP+mJ7dFTmjl/WaOxK10FCyRra2tJRgMGu22jqa7u5vBwUFqamoKdXshhBCitOUltK3Q+deDCW1b2W+sIESxFCyRXbZsGZqmcdddd4167p133ommaSxfvrxQtxdCCCHKg5HQNugJ7YG/HtwpbD+omWKPToiyUrBE9jOf+QyapvGf//mffOxjH2PXrl3Dztm1axcf/ehH+c///E8UReEzn/lMoW4vhBBClBer6+CisEZIdEHn83DgLxDZA2oJLV4TooQp2tBdC96j22+/nX//9383esNOnjyZpqYmQO8j29bWBugbJdx+++1873vfK9StxShCoRCBQIBgMIjf7y/2cIQQonDSYWj/A9grwVbEfrLvlZqGZA9kE3r5QWCevuGCRXaTF+JICtrU7vvf/z733XcfVVVVaJpGS0sLa9euZe3atbS2tqJpGtXV1fzwhz+UJFaUjTVr1hR7CGVJ4maOxM2cNRv6ij2E985i12dnPc2QHtRbdnU9d7DkYGxqaOX9Zo7ErXQUdEY2J5FI8Je//IU333zTWPxVX1/PGWecwUUXXYTL5Sr0LcUoZEbWvEQiIe9ZEyRu5kjcTEiHSex9Cpe3prxnZA+npiHRDVoaPFMgMB9c9VDAHTHl/WaOxK10jEkiK0qPJLLmrV69mhtvvLHYwyg7EjdzJG4mpMOsfvA/ufHSBSdWIpuTTUG8Q5+xrZgFgblgL8zvcXm/mSNxKx1SeCOEEEKUMqsDfFMhHYHBdyHaAtWngG96SW57e1yyCX2hGwp4JpX/9yPGnSSyQgghRDmw+8DmhWQvdL8EyT6oOlVPdMuJmtUXtcU6ILoP0kFA0Usnqhbr3RxKmabpD1ESCp7I7t69m0cffZSNGzfS399POn3kFiKKovDcc88VeghCCCHEiUlRwFUHGS8MbgI1CdVnln5JhaZCalCv+Y3s0ZNxLaN3mvA26zOzgxshPQCVpxS8Fvg901RIDejjj7XofxcloaCJ7De+8Q2+9a1voaoqx1J6q5TSm1SII1i2bFmxh1CWJG7mSNzMWbagqthDGF82j96aK7QD0lGoPhXcE477MmP6flOzkOqDRI9eDpHq1xNWm1dvLzZ0JtnmBe80fZezxF/15NY3TT+vWO3HNBWS/XryGt2vz4CrSUBl2cLa4oxJDFOwd8dvf/tbvvGNbwDQ2NjIJZdcQmNjIzabVC+I8hYMlvAe7iVM4maOxM2cYPQk3BHL6tCTv3i7vjOYa4KezNoD+sPmHXVWs+DvNzWt9/XNxiC4FeIH9GM2LzirwXqUmWOLFXxTIBOB8B4I79ZnZj2TwVULjpqxL6PQVD1hNZLXfj15tXnBVaOPP9FNMJIc23GIY1awLPNHP/oRAFdddRWPPvooDkeZ1ewIcQRTp04t9hDKksTNHImbOVMbSvyj9bFiseqzl+mwnjRG9unJq80DNj+4J4Kz6mBiW6GfP8R7fr9pKqRDhz52j3dAJgbZJFgs4Go8/uTT5gOfD9SUft2+dfq47X59QZirAZy1+vdYCGpWny3Om3lNHUxea0es2Z3aWFGYe4v3rGCJ7KZNm1AUhR//+MeSxIoTyttvv82qVauKPYyyI3EzR+Jmztu7gqw6s67Ywygee4X+AD25zMYgE4LBTv1ri0tPzOwVel2q3QdWN2+/8S6rVq3Unz8syR1GU/UET03pyWuyD2Lt+uYN2ThwMNl01oLF8d5rXC0OPWl1AWpGv+fgJuBdPSl3TwRPoz5Ta/cf3/00TV9wFu/Sk9fUwJDktW7UBWdvb+9h1ez39N2JAilYIqsoCn6/n8bGxkJdUoiS0NnZWewhlCWJmzkSN3M6++SjXoNi0Wc1bT79a00DNQGZ+MFZx1ZABaCzpQ/aI2BxHkpyHZUHX5fVF2SlQnpSnInpZQJaWp9xBX1W1F4JroljuzjLYtNLE5zV+rjSEX3RWGj7wbKFWvBO1v90VA1v46VpeolANqF3SQjv0ZNwNal/3656sDqPeTidvbECf4PCrIIlsnPnzmX9+vUkk0mczmN/MwghhBBiDCmKXts5Un2qJaIngtnUwSS3BVBBUw4mphooNn121OLQkz2L7+CM6ygzuGNFsYIjoD80DbJRvRdtbD8oTj3Z9UzWN5DIRPUkPB3Wk281pSevig2cdaXf7UGMqmCJ7K233sqnPvUpHnvsMT760Y8W6rJCCCGEGCvG7G2xB2KSouTPPudmXPvWgQJg0Wt0c0m4veJgEi4bL5woCvbWve222/jjH//I5z//eZqbm1mxYkWhLi1EUU2YcPwtbYTEzSyJmzkTauSTQDMm1PqKPYTCsrr0xxjvqTChtkALzcR7ZiqRvfvuu0c8vmTJEl566SVWrVrF8uXLOeuss6ioOPrKvjvuuMPMEIQYN6eddlqxh1CWJG7mSNzMOW1moNhDKEunzZV/OJlx2pyTeGFhiVG0Y9m54DAWi+WomxnkLnksGx5ks9njvb0wIRQKEQgECAaD+P3+Yg+nrGzYsIElS5YUexhlR+JmjsTNhHSYDWseZsncZql5PE4btneyZI4ks8cl0c2GvUmWrPxYsUciMDkju2LFCtmVS5w0AgGZ6TFD4maOxM2cgLdcizyLK+Ab48/gT1ABn7QZLRWmfvJffPHFAg9DiNK1du1aaVJvgsTNHImbOWs3DzB1cpm0f9Q0vc9rauDgavq4/nU2rrfIsrqg7tzCNfw/irUb25jaVDnm9znRrH23k6lnFHsUAsp3naIQQghROtSsvlo+NaBvEJDqh9Sg/nXVKVCz9NC5qQF4+UNHv549AFM/DE1XH1d/UyFONgVLZF944QWWL18uu3oJIYQ4MWQTetKZGtCb8Fcuyn9++3/AwHo9YU0HgSMsOdHU/ETWHkDvDXWUJSrpIOz8id7rtEF2ehPiSAqWyL7vfe/D5XJx9tlns2rVKlatWsXZZ5+NzSaTvkIIIUqApgJK/g5Uoe3Q80r+DGpuRjWbOHSeZzIsezD/eoluiO4b/b7pwfyvLVa9dMBi15Naq1tfpJbbtKD/beh6HnzToP58U9+qECcLU10LRlJRUUE0GtUvevCXhNvt5pxzzmHVqlVccMEFnHnmmVgs0oS4GKRrgXmJRAKXSxZEHC+JmzkSNxOS/SS3/Ain9WDtafrgLGouMc090oNw1q/A23zotR1/hK3fG/0eNh+c//v8Y1u/C51/1bdEHfqwV+Z/7Z6oP45HeLe+rWxgQf7x3rVQdVrByg0SyQwup0w4HZdENwnNjWvqlcUeiaCAM7IDAwO88cYbvPDCCzz//POsXbuWWCzGX//6V5577jkAfD4f5557rjFje9ppp0n3A1Hy3njjDdngwwSJmzkSNxPSIZxbj7EneWogP5G1Vw0/x+Y/mIRW5iekmpY/mzvnizD3y/nHCqVixvBjwS2w4Wt6Utx8A0y46D23G3tjUzsrTp/ynq5xMnpjUxcrphZ7FAIKOCN7uFQqxauvvsoLL7zAc889x7p160in0/pND/7QBwIB+vv7x+L24jAyIyuEOGGlgvB4NaCO/LxiO5SUzvosVC0e8tpBCO88lLjaK8FSgjOUmgbr/gHCOw4ds7ph4iUw+VrwNBVvbCebRLe+1W3j+4s9EsEYJrKHi8ViPPfcc3z729/m9ddf12+uKLIhwjiRRNa81atXc+ONNxZ7GGVH4maOxM2EdJitD1/JvJlN4KrTZ1mHzqbafGMzazreIvtgx30w8M5hT1igYSU0XgaVp+g1uMdo9TObuPH9Cws4yJNAopvVzx/gxpu+UOyRCMa4/Zamaaxbt47nn3+e559/nldffZV4PG48LwmVEEKIQlifuYJ5Uxec2Dt7+abCad/XF6i1/x46n9PraFH1xWFdz+tJ/LwvQd3yYo9WiHFR8ER248aNRuL60ksvEQqFjC1rPR4PF154IRdccAGrVq3ijDOkm7AQQghxXPxz9MfMf4D2/4WWxw+2/0Jf6OZqyD9fzYBiPTFmpYU4TMES2euvv54XX3yRvr4+I3F1Op2sWLHCSFzPOuss7HZ7oW4phBBCnLzsPpj6UZh8HfS+Bl3PQfwA+A5bKNb6GLQ/rS8gs/nA5jX+nGoZgJ6gfszdCK76wo0vm4DIXojsPvjYpyfTdv+hh7MOJl1duHuKk07BEtnHH38cRVHw+/188pOf5NJLL2XZsmXSRkaUvVNPPbXYQyhLEjdzJG7mnDorUOwhFI/VCQ3n6w8tO3zmtfN5iLfpj8MsswEbD34x5cMw87ZDT2aisOaDYHGA1aH/qdj1xXBKrpWmoj8Wfh28Q7oftD0F2+/jiAvwctyNZZnInjqnrthDEAcVtLRA0zSCwSA//vGP2bBhA+973/u44IILpM2WEEIIMR6UwxZ6ZeP6CvvRdhIDfYY377VJ0NKQTUM2evTXZpP5X1vdjJrEgj4re7it39MT8qarwD9XSiLEURUskX311Vd5/vnneeGFF3j11Vd59tlnefbZZ1EUhUAgYJQYXHDBBSxcKCskRfmoqhqhz6QYlcTNHImbOVUVUrY2IqtbXyCWjettyjLRg48IZKKEgv34nWn9a//84a/3zQQ1CWoK1PShB9qhh8aQGdqDXPVQMUffncw3Aypmgm+63gotHTr0OLzVWSoIB57VE+gDf9Lv33QF1C4rbNnDe1TlL8yGFOK9G5P2W6lUitdee81Y9PXGG2+QSqX0GyoKdXV1rFy5kve9733cdttto1xNFIK03zLv1Vdf5Zxzzin2MMqOxM0ciZsJ6TCvPvsg55wy/cTuWjAGXt3QyjlLJhd7GIf0vw3v3qEn24dzTYDKRVC5RO8F7J5UnNnaRDevbo1wzqU3j/+9xTBjsl+sw+FgxYoV3HXXXaxZs4aBgQH+/Oc/89WvfpXFixfT3d3No48+yv/5P/9nLG4vREHt37+/2EMoSxI3cyRu5uzvjI9+khhmf0ew2EPIV30anPs4zPuKXlYwVKITOv8C274Hr92kLyYrkv0HwkW7t8g35tuXqKrKhg0bWLduHW+88QY7duxAURQ0TWOc9mIQQgghRLmwuvRdsxrfr++61vMyDL4Lwc16iQNAxazhs+/bfgCJLqhcDIGFBzfHCOjlFVJne8Iak0R2/fr1eb1kI5EIgJG4OhwOzjrrLFatWjUWtxdCCCHEiaBilv4AvTY3tF1Pah2HdanQNOhdC8ke6Hs9/zmLXU9o7QF9x7cpN0L16Yeez8T0rX+ddXrya3GM6bckCqtgieyPf/xjnn/+ef72t7/R398PHEpcbTYbp59+OqtWreKCCy5g+fLluN1SxyTKgyy+MUfiZo7EzRxZ7GVOlb+MWmRa7FC5UH8cLhPSN34YiZqGZK/+AGi6Mv/56D54+4uHvrZX6Qmtq/5gclsPznr9mH8eIIu9SknBFntZLBajZMBisbBkyRJjI4QVK1bg8/lGv4gYM7LYy7xEIiH9kE2QuJkjcTMhHSax9ylc3hpZ7HWcEskMLueYVxmOD02DWKs+YxvZBalBfcezdFDvhpAOgpaB034AVaccel3Pq7Dxa8d2j5V/gnSQhObGNfXK0c8XY65g794FCxYYievKlSuprKws1KWFKKoNGzZw1llnFXsYZUfiZo7EzZwNu0Octbim2MMoOxt2dHHWoqZiD6MwFAW8zfpjJJqm98O1HDab6p4IzddBohsSPZDshmQ/w/rg2gP65hNp2LCjl7OmjsU3IY5XwRLZd999t1CXEqKkNDcf4ZeiOCqJmzkSN3Oa62Um1ozmCSfRJ3SKom/NezjfNJj16fxjahZSvfnJ7ZAPsJsnVIzxYMWxGpP2W0KcSF588cViD6EsSdzMkbiZ8+L6vmIPoSy9+Ka0exuRxQquBr1v7YQLYMrfwdQbjadffKu9iIMTQ0kiK4QQQgghypIkskIIIYQQoixJIiuEEEIIIcpSwdpvidIm7bfMCwaDBAKB0U8UeSRu5kjcTEiHCW5/kkBVnbTfOk7BcIJAhbR7Oy6JboJJB4HZHyj2SAQyIyvEqDZs2FDsIZQliZs5EjdzNuwOFXsIZWnDjq5iD6EsbdjRW+whiINkRvYkITOyQogTVjoM7X8Ae6XMyIqxl+gGewU0vr/YIxHIjKwQo3riiSeKPYSyJHEzR+JmzhMvHSj2EMrSE89tLfYQytITL+wu9hDEQZLICjGKZDJZ7CGUJYmbORI3c5IpdfSTxDDJVLbYQyhLErfSIYmsEEIIIYQoSwXbolYIIYQoBk3TiGdT9CaCVHoc2CzWYg+p/KgpSEcgEwHFCjYPaFnQVH1bV6tb3+JViBIjiawQo5g/f36xh1CWJG7mSNyOXyQVQfUP8kzrm/hdlUxwV1PnqaTKWUHA4cWiyIePw6hZyESYP8kKkd2g2PUFTP7ZkE1Asl8/ZrVBOgiJTkABi0NPau0+/e8nqfnTqos9BHGQJLJCjEJ6epojcTNH4maO4kjjt1eQUbNsHWxh08A+XFY7FQ4PTZ5aplRMoNZ9EsdWy0ImDpkwZOOABWw+AtUToW4+OKrAUQkWu36+mtbPURRIhyA1qHeHSPVBagBiHaBYwNUAVmfxvq8iCfhO3iS+1EgiK8QoLBaZzTFD4maOxM0cRdFwWGwEnH5qXHrCGs8kiaTjbOjfzfZgKzMqGpnkq6PGFcBlO0ETETULahyySX1mVU0BGqDo5QLOWnA3grMaHFVYlG7wNw+/Ti6hBT3BdVQOuUcG4gcgvANibfq1T7KE1mKRMotSIYmsEKPo7e2luXmEX/TiqCRu5kjczEnF7fpsoRrVDygKbhTcFoU6h51wJs6W7o1s6YEKu4eJnmomeqqpcfnx230oFgvGDOSR/izVEgU1C/F2fRbVYtMTSosbPJP0mVa7D6wevdbV5s2rdTX1frPYwDsZPE0Q74BQLqEFXPVgPfF3CusdTCA/paVBElkhRrF9+3ZOO+20Yg+j7EjczJG4mWD1EAkGYH4t2Jx6YqdlAVX/U81S4VSp8KhksynCqSi7Iz1sC3bitTqocfmY7KmmxuWjxunBgqIvctI0/Rpo+tfHJLfHUC7xPYY/816r6fe1efTkc7QFVmoGovvBOwkqZuuJqtWjv/4YEu/39H5TLHqy7G7UZ2hDOyDWqo/fVaeP4QS1ff8A8lNaGiSRFUIIUd4sVrC4wDsF7Eff2csKVB58aKpKNBWmJxmiJRPDEVWYoPiYGpjMRG89PofnYEJ78MER/j7Sc2oGtMzBpDpzsANA7s9sfrKNoj8UDv09HYJ4pz67ag/oSaNxvazeWUDL6guxvFOgdpk+81oMikWfnXVP1Mcc2QXR1oM7YPn0RWOWgw/Fos8cqxm97EFLH6zHVcDu12eNpTuCOA6SyAohhDgpKRYLPlcA38Ga2kQmQXesj5bI2/idfpoDzUzyT6LB14DNMgb/c6kdnIHVR3MogdM0PUFN9uoJYbLn4HlW/WN9i11PmBUL1CyFipmlMfupWMDTqCe0/l4I7YRUr56opuMH63XV/MTWFtCTVzWlf5+JbnAE9JIIRdqoidFJIivEKDyeEvgfiDIkcTNH4maO1fHekx6XzUWTvwlN0wglQ2zt3crW3q1Uuato9jdT762n2l2Ne5RZ32OmHJx9Hel4boGVbwZkYweP2/VEVrHoya6m6rPR78GYvN8URS8tcNXp41TToCb1ZFXNHKzhdertu4aOPxXUSxNCOyC6T59ld9aW5CIyj0vSp1KhaJqmjX6aKHehUIhAIEAwGMTv9xd7OEIIUTDhZJg/7PgDla7KwiWZB6WzaQYTg0RSEVDAZ/dR466h0d9IpauSSlclLtuJv7hpXGUT+iKy8G699lZL671rbV6wevVkvkg0TSMc3k/W5qFq2vVFG4c4RP5JIcQo1qxZw4oVK4o9jLIjcTNH4mZO37Y+Kk+pLPh17VY7dd466rx1ZNUskVSEA5ED7A3uxapY8Tl81HpqmeibaCS2TlvpzSAeSUm+36wu8E0H71S9vCLRoye0qUFIteu1wor9YBcGz5h3ScioWQaSYfoSIdqiPfSGWoh01HDrtDG9rThGksgKMYqFCxcWewhlSeJmjsTNnIpJFWN+D6vFSsAVIHCwpjajZoimorSH2tndvxubxWYkthN8E6hyV+F3+kt6xrak32+KRW/n5aqHygX6TG0qeHCnsR69pjbZB2oCfYMH75BuD++tVVosnaA/GaY7PkBrpIdQKkpKzeCyOkhmklRPlA+zS4UkskKM4s9//jM33nhjsYdRdiRu5kjczOnZ2EP9BfXjek+bxTYssY2kIrSGWtnVvwu71Y7H7sFj91DprMTv0pPawx9jspDsoKyaJaNm8h5Z7dCxv/zhL5x72bkoioLNYsNpdeKxe/A5fNit9tFvMJ6sLnC7wN2gb6WrZvTuDumgvqVuogsyIT3J1TS9xth5bFvJqppKKBWjPxmiLdJLV6yfSCYOGvjsbhrcVTgOxqM7E6F1K3DB2H2r4thJIiuEEEIUgM1iM8oLQK+vjaVjRFIR+mJ9ZNQMGhpoYLPacFgdOKwOnFYnqqaiaioBV4BaTy0KChoaNosNi2Ixnlc1FVVVyagZnDanMdubVtNk1AzxdJx4Jk4qkyKeiZNW02TVLKqmktWyxt9VTUVDozfWyyutr+R9H06rE7fdjd/hp9pdTa23Fk3T0NAIOPXE3VIKm0NYbHqi6qwG3zQ9ec1EDs7Y9kFoq971wdM0bIZW0zTC6RiDyQj9yRAd0T4GUxHimSR2i52Aw0uzy4+1FL5PcVSSyAohhBBjwG61E7AGhh3Xlr8CXwAAMMZJREFUNI2MmiGVTZHKpoilYygHW2+1h9rZO7DXSHgB47nc2mxFUVAUxUgu9Sf14xbFgs1iw2qxYlWs+iyrzYlFsWBVrMZx68FuATF7jOlV0/PGlswmSWQS9MZ7aQ21GvfQNA2XzUXAFaCpoolqdzV+p790Zm8VBewV+sMzCdz10PcWRPaScjYQymYJpaMMJMJ0xQcJpaLEMgkUFDw2F5UOHxPdNUa8RXmQRFYIIYQYR4qiYLfasVvtePEWezh5FEUxSh5GEk/HCafCrO9cj4qKy+rCbXfjsrnwO/34HX5c9kNlE06rE4fVgc1iw2axjXmSmFWzRNNRoqkokVSEYNZPf3A7keBbRBU7KcWJRVHwWF1U2D00uKskcS1zksgKMYoLLpBCKDMkbuZI3MypXVBb7CGUpamnTT2u8912t97izHto9jaejhNJReiP95POpo0ZXItiwWF1YLfYsVqsWLBgt9r15NbmoMJRgdfhNeqELYoFBcVILJWDPXYVRRnx76qmkswmSWVTRFNR+uJ99Mf6SWQTxDNxVE3Fqlhx2SfiCthoiHfgsNrAWQO8t5KBSbMk+S0VksgKMYrdu3fT0NBQ7GGUHYmbORI3c6LdUZCwHbeBjgF8Vea2th1t9jarZkllU2TUjFGjG0vHCKfCxnNGaQRHTlyHPX8w2VU1lXQ2re8poWHUDPudfuq99YfV8TZCohFC2/VWXq56vYWXScE+0y8VBSaJrBCjOPPMM4s9hLIkcTNH4mZO5bTKYg+hLDXOaRyza1stVtyWY9+gQtVU4FAtMJBXnzs06c2xW+zHXhrgqtPbc4V2QrwdHDWme9DWTzb1MjEGZDmeEKN49tlniz2EsiRxM0fiZk7Ppp5iD6Es7XlzT7GHYLAoFn1RmsVqPHK1tXar3ejyMPRx3PWtNi8EFugbLqQG9PZdJrRulz6ypUISWSFGEQqZ+0V3spO4mSNxMycTyxR7CGUpGU0Wewjjz2oH/xwIzAMtpW+sgHpcl0glxmZo4vhJIiuEEEKIk4tiAd9UqDxFn6WNH9C3vhVlR2pkhRBCCHFyctUerJvdodfNOuvBUgI9ccUxk0RWiFFMnz599JPEMBI3cyRu5ngaPMUeQlmqaqwq9hCKz+aBwHz97/F2cNaBxXHUl/hrpP1WqZDSAiFG0dzcXOwhlCWJmzkSN3Pc1ce+Ol4c4q/3F3sIpcHq0JNZT7NeM6sevXa4QvL/kiGJrBCjCIfDxR5CWZK4mSNxMyeTkPpGM1LxVLGHUDqsDvDPBd80SPZC9sjJbPokXCNXqqS0QIhRpNPpYg+hLEnczJG4maNlpR2SGWrm+Fbrn/CsdqiYrf89shcc1WAdPtuvZsd5XOKIZEZWiFFs3Lix2EMoSxI3cyRu5oRapG3ZsUhn04STYXqiPbQEW3hz65ts6t7Eu13vsqVnC/sG9xFMBPM2JTjpWGxQMQd8M/Ves9n4sFN6O07i+JQYmZEVQghR9n7R/wv8L/px2pxGI32rcvBPixWrYsWiWLhqzlU0Bw7VIbeH2vnLnr8Yzfjh0BapCgr6/+v/d8PCG/LuubZtLVt7tqJqKpqmkdWyaJqGqqmoqKiqvi3rtMppfHDeB/Ne+51XvkNPtIeMmhn2yGpZsmqWjJrh5lNv5tKZlxqv64x0csvvbjG+VlDyvr/c360WK//6vn+lyd9knPvo5kf5yZs/GR68Z/K/dNlcPP3hp/OObe7eTCwdY0rlFOo8dce/EUG5sVihYqbepiu8CxwqWL3FHpUYgSSyQgghylpWzbIttQ06Rj/37Eln5yWyraFWfr3h16O+zqJYhiWy69rX8eS2J0d97VlNZw1LZN/tepf2cPuor42mo3lfa5pGLB0b9XVwaMvXHJft2LZjrffWD0tUH9n8CC+1vGRcZ7J/MpMDk2n2N9Pga6DGXUOtp5Z6bz1exwmS8FmsUDFDT2ZDO8Cugc1X7FGJw0giK8QoLBapwDFD4maOxO34ZdRjX+h1eIJ2eLJ3PI51VjI7QkGlzZL/P78KirEda24W2abYcFqdw143JTDF+FpDnwHOqlljJlfV9Jngw+9R561jYf1CXDYXbpsbl81FrDvGxOaJKChk1AzRdJQ6T92w8baF2oy/JzIJdvbvZGf/zmHnfXjRh7nttNvyvvefvvlT6rx11HpqqfPUUeeto8Zdg91aBv1aFYu+na1igdB2OPh+OdEnpMuJop3UhTAnj1AoRCAQIBgM4vdLuxUhxIkjlAjx6OZH8Tl82Kw2/eP5gx/NZzX9T1VTUTWV5kAzPsehWbWB+AA7+3caZQGapqGh/8+ipmmoqHqJAbBiyoq8+7YEW+iOdqMoClbFioKCxWLBgsU4ZrVY8dq9TKyYmPfaSCqCRbEYJRBWi3WMo/TePLv7WfYM7KEl2ML+4H46I50j/iPgc0s/xzXzrjG+7on2cP3j1494Tb/Tj8/hw+/0U+mq5Pazb6fOeyiJbg+1s29wHz6Hjwpnhf6nowKXzTXmpQ1ZNUsqmxrySJKKtJAK7SSaijCvfjHvP/v/jekYxLGRGVkhRrFmzRpWrFgx+okij8TNHInb8VMUhcSeBE2nNOG2H18/2Sp3FUublpq6b3OgOa9M4XgMTaaLaf+G/UxZMmXU8y6ecXHe16lsio5wB22hNnqiPfTGe+mL9TGzembeeT2xniNeM5QMEUqG6AiPXBPyauur/PjNHw87blWseB1eXDYXDquDaZXTuHvV3XnnPLD+AVqDrditdpxWJxbFQlpN649smlQ2RSKT4NKZl3Lh9AuN1w0mBrn20WvJakduS7CwchJfCC+Cs494ihhHksgKMYozzjij2EMoSxI3cyRu5lROqyz2EMpS45xGU69zWB1MrZzK1MqpRz1vWuU07rv0PnpiPfREe+iJ9dAb66U31stAfIBwKkwkFUFDG5bcR9KREa+Z1bJGEgzgtQ+vyX37wNu82/3uqN/HwvqFeV/bLfajJrEAqsVF/YzAqNcW40MSWSFG8dRTT3HjjTcWexhlR+JmjsTNnM63Oqm5oKbYwyg721/ZzsL3LRz9RJPcdjeLGhYd9Zysqiemhy9GO33i6dgtdiKpiJHwRlIRwskw0VRU/8hfTY04u53KHttGD4lMIu9rh9XB7JrZOKyOER92i50qVxV7NyEzsiVCElkhhBBCFI3VYqXKPXzP18UNi1ncsNjUNe953z0kMglS2RTJbBJN07BZbNitdiMpddlcwxbT2a12/vOK/zzqtbuj3RzoPWBqXKLwJJEVQgghxAllpMRYnJikz4sQQgghhChLksgKMYrly5cXewhlSeJmjsTNnOrZ1cUeQlmavHBysYdQlibOnzj6SWJcSCIrxCh6e3uLPYSyJHEzR+JmTipybIt7RL5Y6Nh2CRP5EqHE6CeJcSGJrBCjmDVrVrGHUJYkbuZI3MzxNpwg26KOs+ommck2I9Ao7bdKhSSyQozijTfeKPYQypLEzRyJmzmDuweLPYSy1L6tvdhDKEtdO7qKPQRxkCSyQoyiu7u72EMoSxI3cyRu5iRDyWIPoSzFBqS0wIz4YLzYQxAHSSIrhBBCCCHKkiSyQgghhBCiLEkiK8Qompqaij2EsiRxM0fiZo6r2jX6SWKYitoK4+9ZNVvEkZQXb40sLiwVsrOXEKNYuHDs9iE/kUnczJG4mVMxqWL0k8pIKptC0zQcVgeKoqBqKhk1Qzqb1v9U02TVLBoaAAoKFsWCohz88+DXAKqmktWyZNQMWTVLVsvqr9U0MjUZdvfvBvStYrNqFkVRUFCMa1sVKy6bC7vVbowjdx1VUwGwWw5t/Wq32rFb7NgsNhRFKUL0xl7N1JpiD0EcJImsEKNob2+nulpa1BwviZs5EjdzEgMJqC32KI5O0zTSappUNkUykySZTZLM6IvUNDQUFOPvdosdi2LRE9qDz9ktdmxW26Gk0eHAZrGBBhlNTy4zagZN01DRE04NDYtiwWl14nf6cdlcOK1OIzFt39VO0+QmnFYnXoeXaCoKgMPqIKNmSGVTBBNB+hP9xNNxHFYHAWcAl82Fw3rw/kAkFSGSipDIJIhn4qSyKSPRziXFQ5PjoRQUfA4fAVcAu8VeFslvtC9a7CGIgySRFWIUHo+n2EMoSxI3cyRu5lgd1qLdO6tmSWVTeoKaTZLKpkhn08OTNw3sVjtOqxOnzUm1u5pKVyVuuxurYjVmVG0WG167F4tiIZqOomqqMdtpzHoeJeHTNA1VU42HzWLDahk5Ps6Qkxl1M475+zzSdXIOT9KT2SQZNWMk6YAxbgWFjJohnonTGmylK9JFWk0bsVIUJW+Gd+ifudnmYrE5JX0qFfJfQohRvPHGG8yYcWy/6MUhEjdzJG7mDO4epGnK2NUXp7PpvOQsN+OY+yjfaXXisDr0mUVnAL/Tj9vuxmaxkc7qyZnb7sZtc+O2u3HZXMeUjFW5q457rIqiYFWsWBk9uT+e99toSSxgJNoVHF+px8L6hQQTQRKZhPEPgng6TjgVNmZ6o6moMUuc+8eB2+amwlmB2+Y+pvEVStf2Ljhv3G4njkISWSGEEGIITdOIpWNEUhFi6RgqKnaLHZfVhdPupMpdRcAZwOfw4bK5jMTUbXNjt9qLPfyyZLPYqPEcue40o2ZIZpJGkpvMJAknwxyIHKA/3k9PtAdVU3HanHjtXrwOLw6rYxy/A1EsksgKIYQ46cXTcULJELF0DA0Nj92D3+lnTu0cqlxVeB1ePHbPMc+kisKyWWzYHDa85HcLWFC/gGg6SigZIpgI0h3tpi/eZ5QpWLDgdXjxO/04bc4ijV6MJUlkhRBCnHSyapZIKkIwGSSdTeO2u6l0VTKndo5Ru1rhqCiLhUcnM0XRF4r5HD4aKxqZVzePVDZFKBkilAzRH++nM9JJT7SHpJrEbrHjtXvxOXyS2J4gFE3Thi8hFCecUChEIBAgGAzi9/uLPZyykk6nsdvl48LjJXEzR+J2/MLJML/b8juqfdW47e4jnpfIJAglQ8bK/ApnBQ3eBhorGql2VxNwBU662daT4f2WVbMMJAYYTAzSE+2hK9JFJBUhqSZx29wEnAE8ds8x/6OlO9qNx+rhirlXjPHIxbGQGVkhRrF27VpWrFhR7GGUHYmbORI3cwZ2DVB9yvC2Zelsmv54P5F0BKfFSaW7ktk1s6nz1FHtPnriezI4Gd5vVouVWk8ttZ5aZlbPJKNmGEwM0hfroyXUQl+sj85IJz6Hj2p39THVOXdu7YS54zB4MSqZkT1JyIysedlsFqu1eK19ypXEzRyJ2/ELJ8P8ftvvqfJU4ba7UTWVUDLEYHwQTdGo89QxrXIaDb4GqlxV47q6vdSd7O83TdMIJoN0RjrZ1b+LnlgPaFDpqsTv9I/4XumOduO1e7l89uVFGLE43Mn1GYoQJjz66KPFHkJZkriZI3Ezp+O1DqLpKC3BFvYO7iWdTTOvbh4XTb+IS2deyoL6BdR6aiWJPczJ/n5TFIVKVyVza+dyyYxLuGj6Rcyvm4+qqewf3M++gX0MJgaHbd+7a82uIo1YHE5KC4QQQpQ9i2Iho2aYEphCc6CZBl8DHrtsLiGOnd1qZ5J/EpP8k1iSWUJ3tJsD4QO0hlrZH9yPVbFS6ao0tuUVpUESWSGEEGXN5/BR6a7k/TPfT8AVKPZwxAnAZXPRHGimOdDM4vRiuqPddIQ7aAu1EUlFRtxqVxSHJLJCCCHKmqIo+upzSWLFGHDb3UypnMKUyinE0jF6Y708t/m5Yg9LHCQ1skKM4vTTTy/2EMqSxM0ciZs5EjdzJG7Hx2P30BxoZvlZy4s9FHGQJLJCjCKdThd7CGVJ4maOxM0ciZs5EjdzJG6lQxJZIUbR0NBQ7CGUJYmbORI3cyRu5kjczJG4lQ5JZIUYxbZt24o9hLIkcTNH4maOxM0ciZs5ErfSIYmsEKNobW0t9hDKksTNHImbORI3cyRu5kjcSockskIIIYQQoixJIiuEEEIIIcqSJLJCjKKmpqbYQyhLEjdzJG7mSNzMkbiZI3ErHYqmabI9xUkgFAoRCAQIBoP4/f5iD6esxGIxPB7Z6vJ4SdzMkbiZI3EzR+JmjsStdMiMrBCj2LJlS7GHUJYkbuZI3MyRuJkjcTNH4lY6TrhENhaLMX36dBRF4bOf/Wzec3fddReKooz4+N73vjfsWqqq8oMf/IC5c+ficrmYPHkyX/rSl4hGoyPe++mnn+acc87B6/VSXV3Nddddx969e0c8d/v27XzgAx+gqqoKr9fLeeedx/PPPz/iucFgkM997nM0NTXhcrlYsGABP/nJT5DJ9PExYcKEYg+hLEnczJG4mSNxM0fiZo7ErXSccInsHXfcQU9Pz1HP+cEPfsBDDz2U97j88suHnffFL36R22+/nfnz5/PDH/6Q6667jvvuu48rr7wSVVXzzn3iiSe44ooriMfjfPe73+Wf/umfWLNmDcuXL6ejoyPv3N27d3POOeewdu1avvKVr/Dd736XSCTCJZdcwl//+te8c1OpFBdddBE//elPueGGG/jhD3/InDlz+PSnP803vvENk1ESx+Oll14q9hDKksTNHImbORI3cyRu5kjcSoh2Annrrbc0q9Wq3XvvvRqgfeYzn8l7/s4779QAbe/evaNea9OmTZqiKNo111yTd/y+++7TAO23v/2tcSyVSmmNjY1ac3OzFg6HjePvvPOOZrFYtNtuuy3vGtddd51msVi0d955xzgWDoe15uZmbfbs2ZqqqsbxH/3oRxqg3XfffXnXuOaaazS73a7t27dv1O9F0zQtGAxqgBYMBo/pfHHIww8/XOwhlCWJmzkSN3MkbuZI3MyRuJWOE2ZGNpvNctttt3HppZdyzTXXjHp+KBQik8kc8fnVq1ejaRr/+I//mHf8tttuw+Px8Jvf/MY49re//Y2Ojg5uvfVWfD6fcfyUU05h5cqVPPLII8a+zNFolN/97nesXLmSU045xTjX5/Nx6623smPHDtatW2ccf/jhh/F4PNx222154/jHf/xH0uk0jzzyyKjfqxBCCCHEieiESWR/8IMfsG3bNu6///5Rz128eDGBQACXy8U555zDM888M+ycdevWYbFYWLp0ad5xl8vFKaeckpds5v6+bNmyYdc5++yzCYVC7NixA4CNGzeSTCaPeO7Q66mqyttvv82pp56Ky+XKO3fp0qUoipI3DiGEEEKIk8kJkcju3buXO++8kzvuuIOpU6ce8bzKyko++clP8sMf/pCnnnqKe+65h/3793P55ZfzwAMP5J3b0dFBbW0tTqdz2HWampro7e0llUoZ5+aOj3QuQHt7+3GfOzAwQDweH/Fcp9NJbW2tce7hkskkoVAo7yHMueKKK4o9hLIkcTNH4maOxM0ciZs5ErfSYSv2AArhH/7hH5g+fTq33377Uc87vEwA4Oabb2bhwoV88Ytf5NprrzVKA2Kx2IhJLGDMjsZiMRwOB7FYDGDE84eeO/TP93pu7vzcOYe75557RlwM9thjjxm97+x2O9deey1r1qzh1FNP5Q9/+EPeueeddx6dnZ3Mnz+fl19+mb6+PuO5yZMnM3fuXLq6urDb7bz11lt5r73++ut55ZVXWLZsGY8//njec0uXLiUWi9HU1MSmTZvykvH6+nqWLl3Kzp07qa2t5ZVXXsl77dVXX82bb77JihUreOSRR/IW3S1evBi73U5FRQUtLS3s2bPHeM7v93PxxRezbt06ZsyYMaxDxCWXXMKmTZtYsWIFTz31VF5cFUXhnHPOQVVVgsFgXtsVp9PJNddcw5o1a1iyZAlPP/103nVXrlxJS0sLS5Ys4cUXX2RgYMB4bsqUKcyYMcM49s477+S99sYbb2TNmjUsXbqUJ598Mu+5ZcuWEQwGmTp1Km+//TadnZ3GcxMmTOC0005j3759BAIB1q5dm/faD37wg7zxxhusWLGC1atX5z136qmnAlBVVcXu3bvZv3+/8VxVVRUrV65kw4YNNDc38+KLL+a99rLLLmPDhg2sWLGCJ554go6ODqNp+Pz58wkEAlgsFnp7e9m+fbvxOo/Hw9VXX82aNWtYuHAhf/7zn/Oue8EFF7B7927OPPNMnn322bx/lE2fPp3m5mbC4TDpdJqNGzcaz1ksFm644QbWrFnDGWecwVNPPZV33eXLl9Pb28usWbN444036O7uNp5rampi4cKFtLe34/F4eOONN/Jee+2117J27VqWL1/Oo48+mvfc6aefTjqdpqGhgW3btuXtyV5TU8O5557Lli1bmDBhwrAFI1dccQVPPvkkH//4x3n88ceNkiSAhQsX4vF4cDqddHZ2snPnTuM5n8/HZZddxtq1a5k7dy5/+ctf8q570UUXsW3bNpYtW8bTTz9NJBIxnps1axYTJkwgmUwSi8XYtGmT8Vw5/Y7o6+ujpqamKL8j5syZQ21tbVn+jti3b9+w/x0Zr98RyWTSeK7cfkek02muuOKKovyOeOedd1ixYkVZ/o64+OKLKbhiF+m+Vw899JCmKIr20ksvGcf27t074mKvI7nrrrs0QPvzn/9sHFu4cKFWX18/4vnXXXedBmjJZFLTNE377Gc/qwHali1bhp2bW6yVu/bjjz+uAdqPf/zjYedu3rxZA7T/+3//r6Zpmtbb26sB2vXXXz/iOOrq6rRly5aN+FwikdCCwaDxaG1tlcVeQgghhDihlHVpQTKZ5Pbbb+eyyy5jwoQJ7Nq1i127dhn/QgwGg+zatYvBwcGjXidXjtDb22sca2xspLe3N+9fjDnt7e3U1tbicDiMc3PHRzoXDpUNHM+5VVVVuN3uEc9NJpP09vaOWHYA+iyA3+/PewhzDp8tEsdG4maOxM0ciZs5EjdzJG6lo6wT2Xg8Tk9PD3/84x+ZNWuW8Vi5ciUAv/nNb5g1axY///nPj3qd3PR7Q0ODcezMM89EVdVhHxckEgnWr1/PGWeckXcuMOwjXIDXXnsNv9/P7NmzAVi0aBFOp/OI5wLGtS0WC6eddhrvvPPOsIT6jTfeQNO0vHGIsTH0oxtx7CRu5kjczJG4mSNxM0fiVjrKOpH1er089thjwx4//vGPAbj00kt57LHHuOqqq8hkMgSDwWHXaG1t5Sc/+Qk1NTWcc845xvEbbrgBRVH493//97zz/+u//otYLMZHPvIR49j555/PxIkT+fnPf55XV7JhwwZefPFFrrvuOux2O6DXqVx55ZW8+OKLbNiwwTg3Eonw85//nFmzZuV1SrjxxhuJxWL87Gc/yxvHv//7v2Oz2bjhhhtMRE4IIYQQovyV9WKvXJHx4fbt2wfAjBkzjOcHBweZNm0aH/jAB5g3bx5VVVVs377dSD5Xr16N2+02rrFo0SI+85nPcP/993PNNddw2WWXsXXrVu677z7OP/98PvzhD+eN4z/+4z+44YYbOO+887jtttsIhUL84Ac/oK6ubtiiq3vuuYfnnnuOiy++mC9+8Yv4/X7+67/+i/b2dv74xz+iKIpx7m233cavfvUrbr/9dvbt28e8efN4+umnefLJJ/n6179+1C4NQ2kHt7OV7gXHLxaLSdxMkLiZI3EzR+JmjsTNHImbeRUVFXl5zntW7CLdsTDSYq9EIqHdcsst2sKFC7XKykrNZrNpEyZM0D70oQ9pr7/++ojXyWQy2ve+9z1t9uzZmsPh0BobG7UvfvGLebt3DfX73/9eO+usszS3261VVlZqH/rQh7Rdu3aNeO6WLVu0q666SgsEAprb7daWL1+u/eUvfxnx3IGBAe0zn/mMNnHiRM3hcGjz5s3TfvjDH+btADaa3bt3a4A85CEPechDHvKQR9Ee3d3dx5y7HAtF0w5O1YkT2uDgIFVVVbS0tBAIBIo9nLIRCoWYPHkyra2tsmDuOEjczJG4mSNxM0fiZo7EzZxc3AYHBwuah5R1aYE4dhaLXg4dCATkB88E6fxgjsTNHImbORI3cyRu5kjczCloWQFlvthLCCGEEEKcvCSRFUIIIYQQZUkS2ZOE0+nkzjvvPOJ2t2JkEjdzJG7mSNzMkbiZI3EzR+JmzljFTRZ7CSGEEEKIsiQzskIIIYQQoixJIiuEEEIIIcqSJLJCCCGEEKIsSSJ7AtixYwd33HEHZ599NnV1dVRUVHDKKafwL//yL0Sj0WHnb9++nQ984ANUVVXh9Xo577zzeP7554sw8uLavn07H/nIR5g3bx6BQACPx8PcuXO5/fbbOXDgwIjnS9xGFovFmD59Ooqi8NnPfnbY8xI7naIoIz58Pt+wcyVm+fr7+/nyl7/MzJkzcblc1NXVsWrVKl566aW8815//XUuvPBCKioq8Pv9XHrppaxfv744gy6iu+6664jvN0VRsNvteefL++2QSCTCt7/9bRYtWkRFRQW1tbWcc845PPDAAxy+rEjeb7quri7+4R/+gcmTJ+NwOGhubuYLX/gCg4ODw84t9HtNNkQ4Afzyl7/kRz/6EVdddRUf+chHsNvtvPDCC3z961/n0Ucf5bXXXsPtdgOwe/duzjnnHGw2G1/5ylcIBAL813/9F5dccgnPPPMMF154YZG/m/HT1tbGgQMH+OAHP8ikSZOw2Wy8++67/OxnP+O///u/Wb9+PfX19YDEbTR33HEHPT09Iz4nsct33nnn8clPfjLv2OFJhcQs3/79+1m5ciWRSIRbbrmF2bNnEwwG2bhxI+3t7cZ5r732GitXrqSpqYm7774bgPvvv5/zzjuPV199lUWLFhXrWxh311xzDTNnzhx2fOPGjXz3u9/lyiuvNI7J++0QVVV5//vfz6uvvsonPvEJPve5zxGLxVi9ejU33XQTW7du5Tvf+Q4g77ec7u5uzjrrLDo6OvjUpz7FwoUL2bRpEz/5yU9Ys2YNr7zyCh6PBxij91pBN7wVRbFu3TptcHBw2PGvfe1rGqD98Ic/NI5dd911msVi0d555x3jWDgc1pqbm7XZs2drqqqOx5BL2qOPPqoB2ne+8x3jmMTtyN566y3NarVq9957rwZon/nMZ/Kel9gdAmif+MQnRj1PYpbv3HPP1SZNmqR1dHQc9bwzzzxTq6io0Nra2oxjbW1tWkVFhXbRRReN9TDLwic/+UkN0P7whz8Yx+T9dsirr76qAdo//uM/5h1PJpPatGnTtEAgYByT95vuC1/4ggZoDz/8cN7xhx9+WAO0b37zm8axsXivSSJ7Atu4caMGaJ/61Kc0TdO0SCSiOZ1O7YILLhh27t13360B2uuvvz7ewyw5r7/+ugZoX/3qVzVNk7gdTSaT0U477TTt8ssv1/bu3TsskZXY5cslsslkUguHwyOeIzHL97e//U0DtPvuu0/TNE1LpVJaNBoddt7OnTs1QLv55puHPXfzzTdriqJoBw4cGPPxlrJIJKL5/X5t0qRJWiaTMY7J++2QP/3pTxqg/du//duw584880ytsbFR0zR5vw21ePFize12D0tCs9ms5nK5tOnTp2uaNnbvNamRPYG1tbUB0NDQAOgfKSWTSZYtWzbs3LPPPhuAdevWjd8AS0QikaC3t5e2tjaeffZZPvWpTwFw2WWXARK3o/nBD37Atm3buP/++0d8XmI33OOPP47H46GiooL6+no+97nPEQwGjeclZvmefvppAJqbm7nyyitxu914vV5mz57Nb37zG+O8XEyOFDdN03jrrbfGZ9Al6rHHHiMUCvH3f//3WK1WQN5vh1u6dCmVlZX827/9G4899hgtLS1s27aN//t//y9vvfUWd911FyDvt6GSySQulwtFUfKOWywW3G43e/bsobe3d8zea1Ije4LKZrN885vfxGaz8eEPfxiAjo4OAJqamoadnzs2tN7sZPHzn/+cz33uc8bXU6dO5Te/+Q3nnXceIHE7kr1793LnnXdyxx13MHXqVPbt2zfsHIldvqVLl3Ldddcxc+ZMQqEQTz/9NPfffz9/+9vfePXVV/H5fBKzw2zfvh2A2267jVmzZvHrX/+aVCrFvffey8c+9jHS6TQ33XSTxO0Y/OIXv0BRFG6++WbjmMQtX1VVFb/73e+49dZbuf76643jFRX/f3v3HxN1/ccB/Hn8/nX8qhAPJsJE/IE/SMMmIzgQcqIES1yKYYlaMxYH00qwkhKrVYtS0IluZWUawzTT3DRghEibBot0QeTA+Dnx7gi4O07w/f2DcXregdbkiwfPx3aDe3/e7/u8P6+9b7z25vN+f6QoLi5GQkICAMbtTrNnz0ZdXR1qamowf/58Q3lNTQ1UKhUA4Nq1a6MWMyay45RCocCFCxewa9cuBAUFARhcWQ7A7OPhHBwcjOpMJAkJCZgxYwZ6enpQXV2N77//Hp2dnYbjjJt5L7/8MgICApCZmTlsHcbO2C+//GL0PiUlBXPnzkV2djY+/fRTZGdnM2Z36e7uBjCYSJSWlsLOzg7A4Pc2ICAAWVlZWLduHeN2D3V1daioqEB0dDT8/f0N5YybKRcXFwQHByM+Ph6LFy+GUqlEfn4+1qxZgxMnTiAmJoZxu4NCocDx48exatUq5OXlITg4GJcvX4ZCoYCtrS1u3rwJjUYzajHjrQXj0Jtvvok9e/Zg06ZN2LZtm6F8aNVgX1+fSRudTmdUZyLx9fXFkiVLkJCQgJycHHzxxRd47bXX8N577wFg3Mz56quvcPbsWezdu9dkxf2dGLt727p1K+zs7HDq1CkAjNndhnZcWb16tSGJBQZnzuLj49He3o66ujrG7R4OHjwIANiwYYNROeNmrLa2FosXL0ZMTAw+/PBDJCYmIjU1FRUVFfD29sbGjRsxMDDAuN0hPDwcR44cQXd3N+Li4uDn54cVK1ZALpdj+fLlAABXV9dRixkT2XFmx44d2LlzJ1588UXs27fP6JhMJgNgfup+qMzclP9EM3fuXISEhKCgoAAA43a3vr4+ZGZmYtmyZfD29kZDQwMaGhrQ1NQEAOjq6kJDQwPUajVjdx9sbW0hk8kM/wVgzIz5+voCALy9vU2OTZ48GQCgUqkYtxH09/fj0KFDeOSRR5CYmGh0jHEz9sknn0Cn0yEpKcmo3MnJCXFxcWhqakJjYyPjdpekpCQ0Nzejuroa5eXlaG1txb59+9Dc3AwbGxtMmzZt1GLGRHYc2bFjB3JycrBu3TocOHDA5MbrOXPmwN7eHhcuXDBpW1VVBQBYuHDh/6WvDzutVgulUgmAcbubVqvF9evXcerUKQQGBhpekZGRAAZnawMDA3HgwAHG7j7odDo0NzcbFmUyZsZCQ0MB3F68eqehMi8vLzzxxBMAMGzcJBIJFixYMIo9fXidPHkSHR0dWLt2rcm/dTnejA0lVAMDAybH+vv7DT853kxZW1tj/vz5CA8Ph5eXF9rb21FdXY2IiAg4OTmN3lj7L1st0MMnJydHABDPP/+8GBgYGLbeypUrhZWVlaipqTGUDe3hFhgYOKH2Cxxua5SSkhJhZWVltEUI43abXq8XRUVFJq+CggIBQCxdulQUFRWJuro6IQRjN6Szs9Ns+ZYtW0z2LWbMblMqlUIqlQofHx+jLctaW1uFs7OzmD59uqFs4cKFQiqVipaWFkNZS0uLkEqlIjo6+v/a74dJXFycACB+++03s8c53m5TKBQm30chhFCpVGLy5MnCw8PDsHUZx9vwBgYGRFJSkpBIJKKkpMRQPhpjTSLEXc9bI4uTn5+PtLQ0TJkyBe+++y6srIwn2idNmoSYmBgAQENDA0JDQ2Fra4uMjAy4urqisLAQtbW1OHXqFJ5++umxuIQxkZiYiLa2NkRFRcHPzw86nQ6XLl3CkSNH4OTkhLKyMsMKTMbt3hobG+Hv749XXnnFaDsuxm5QRkYGqqqqIJfLMWXKFPT09OD06dMoLS3FokWLUFpaargflDEztn//frz00kuYPXs21q9fD71ej71796KtrQ0//PADYmNjAQCVlZWQy+Xw9fU17ESye/dudHR04Pz585g3b95YXsaYaG1txZQpU7BgwQKTxYZDON5ua2pqwuOPPw6VSoXk5GSEhYVBqVSisLAQjY2NyM/Px+bNmwFwvA3p6elBaGgoEhMT4e/vj66uLnzzzTe4dOkScnNzkZWVZag7KmPtASTeNMbWrVsnAAz7ioiIMKp/5coVER8fL9zc3ISjo6MICwsTZ8+eHZvOj6GjR4+KuLg44evrK+zt7YWDg4MICgoSaWlpoqmpyaQ+4zYycw9EGMLYCXH8+HERGxsrZDKZsLe3F05OTmLevHkiNzdXaLVak/qMmbHi4mKxaNEi4eTkJFxcXERMTIyoqKgwqVdZWSmioqKEs7OzcHFxEbGxseLSpUtj0OOHQ25urgAg9u/fP2I9jrfbGhoaREpKivDx8RE2NjZCKpWK8PBwUVxcbFKX423wqWfPPfecmDp1qrC3txceHh4iNjZWnDlzxmz9Bz3WOCNLRERERBaJi72IiIiIyCIxkSUiIiIii8REloiIiIgsEhNZIiIiIrJITGSJiIiIyCIxkSUiIiIii8REloiIiIgsEhNZIiIiIrJITGSJiIiIyCIxkSUiIiIii8REloiIiIgsEhNZIiIiIrJITGSJiIiIyCIxkSUiIiIii8RElohoHFKpVDh48CBWrVqFOXPmwNPTEw4ODvDz88OaNWtQVVU1Yvvy8nKsWLECjz76KBwdHREUFITs7Gz09PTg888/h0QiwdSpU4dtf/36dWzfvh0hISFwc3ODg4MDAgICkJqaisuXLz/gqyWiiUoihBBj3QkiInqwduzYgZycHACAtbU1XF1dodFo0NfXBwCQSCTIy8vDq6++atJ29+7dSE9Px9CfBzc3N2i1Wuj1esycORObNm1CRkYG/Pz80NjYaNL+3LlzSEpKglqtBgDY2trCzs4Ovb29AAA7OzsUFhYiJSVlFK6ciCYSzsgSEY1DMpkMb7/9Ni5evAiNRgOlUgmtVourV68iPT0dAJCZmYnq6mqjdpWVlVAoFBBCICYmBnV1dVCr1ejt7UVRURE6OjrwzjvvDHve2tpaxMfHQ61WY+PGjbhy5Qq0Wi16enrQ1NSEzZs3Q6/XIzU1FRcvXhzVGBDR+McZWSKiCSgtLQ35+flITU3FgQMHDOVLlizBTz/9hFmzZuHXX3+Fvb29UbvS0lJERUUBgNkZ2ejoaJSUlGDbtm3YtWuX2XOnp6fjs88+wzPPPIPjx48/0OsioomFM7JERBNQXFwcAKCiosJQplQqUVJSAgDYunWrSRILAHK5HOHh4WY/s7GxESUlJbCxscGWLVuGPffQLQXnzp3DwMDAf74GIiKbse4AERGNjqtXr6KgoAClpaX466+/0N3djVu3bhnVaW5uNvxeXV1tuC82IiJi2M+NjIzEzz//bFJ+/vx5AMCtW7cwa9asYdsPJa+9vb24ceMGvLy87v+iiIjuwESWiGgc+u6777B69WrD4i4AcHV1hYODAyQSCfR6PVQqlWEBFjC408AQmUw27Gf7+PiYLW9tbQUwmMh2dHTcVz81Gs191SMiMoe3FhARjTM3btzACy+8gL6+PkRFRaGsrAwajQZdXV3o6OhAe3s7ioqKRvwMiUTyr887NNM6adIkCCHu6zXSFl5ERPfCGVkionHm9OnT+Oeff+Dh4YGTJ0/CycnJpE57e7tJ2WOPPWb4vbW1ddgks6WlxWy5t7c3AKCzsxO9vb1wdnb+D70nIrp/nJElIhpn/v77bwBAUFCQ2SQWGFxodbeQkBDDTGxZWdmwnz/csbCwMACDM7M//vjjv+gxEdF/w0SWiGiccXNzAwDU19dDp9OZHK+pqcHhw4dNyj09PSGXywEAH3/8MfR6vUmd8vJyswu9ACAwMBCRkZEAgOzsbHR1dY3YT6VSOeJxIqJ7YSJLRDTOxMbGwsrKCkqlEsnJyYZbAfR6Pb799lvExsZCKpWabZuTkwOJRILff/8d8fHx+PPPPwEA/f39OHbsGJ599ll4eHgMe+7du3fDxcUF9fX1ePLJJ3HixAmjZLqlpQVffvkloqOj8frrrz/AqyaiiYgPRCAiGofeeOMNfPDBB4b3bm5u0Gg0uHnzJvz9/bFz504kJycDAO7+M5CXl4eMjAzDe3d3d2i1WvT19SE4OBipqanIyMhAUFAQ/vjjD5Nznz9/HitXrjTch2ttbQ13d3doNBpotVpDvQ0bNqCwsPCBXjcRTSyckSUiGofef/99HDp0CKGhoXB0dMTNmzcxbdo0ZGVlobq6esTttRQKBcrKyrBs2TJ4eHhAp9Nh6tSp2L59O6qqqgyJr7u7u9n2YWFhqK+vx0cffYSnnnoK7u7uUKvVsLa2xsyZM7F27Vp8/fXXyMvLG4UrJ6KJhDOyRET0ryQnJ+Pw4cNYv349Dh48ONbdIaIJjDOyRER03+rr63Hs2DEAwNKlS8e4N0Q00TGRJSIiI2+99Rb27NmDa9euGR5p29vbi6NHj0Iul0On02HGjBlISEgY244S0YTHWwuIiMhIQkICTpw4AQCwtbWFVCqFWq02JLU+Pj44c+YMgoODx7KbRER8shcRERnLyMiATCZDZWUl2traoFQqIZVKMX36dCxfvhxpaWnw9PQc624SEXFGloiIiIgsE++RJSIiIiKLxESWiIiIiCwSE1kiIiIiskhMZImIiIjIIjGRJSIiIiKLxESWiIiIiCwSE1kiIiIiskhMZImIiIjIIjGRJSIiIiKL9D9IetyMuQ6EEwAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the the smoothed curve, and the confidence intervals\n",
+ "plt.rcParams['font.family'] = 'sans-serif'\n",
+ "plt.rcParams['font.serif'] = ['Helvetica Neue']\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 6))\n",
+ "ax.plot(health_age_male, y_smoothed_male_health, label='male (healthy)', color='orange', linewidth=2)\n",
+ "ax.fill_between(health_age_male, lower_bound_male_health, upper_bound_male_health, color='orange', alpha=0.25, label='male - 95% CI')\n",
+ "ax.plot(health_age_female, y_smoothed_female_health, label='female (healthy)', color='green', linewidth=2)\n",
+ "ax.fill_between(health_age_female, lower_bound_female_health, upper_bound_female_health, color='green', alpha=0.25, label='female - 95% CI')\n",
+ "\n",
+ "ax.plot(unhealth_age_male_filtered, y_smoothed_male_unhealth, label='male (AD)', color='orange', linewidth=2, linestyle='--', )\n",
+ "ax.fill_between(unhealth_age_male_filtered, lower_bound_male_unhealth, upper_bound_male_unhealth, color='orange', alpha=0.25)\n",
+ "ax.plot(unhealth_age_female_filtered, y_smoothed_female_unhealth, label='female (AD)', color='green', linewidth=2, linestyle='--')\n",
+ "ax.fill_between(unhealth_age_female_filtered, lower_bound_female_unhealth, upper_bound_female_unhealth, color='green', alpha=0.25)\n",
+ "\n",
+ "\n",
+ "ax.set_xlabel('age', fontsize=18)\n",
+ "ax.set_ylabel('whole-brain CV (CN), mm$^3$', fontsize=18)\n",
+ "ax.set_xlim((20,90))\n",
+ "#ax.set_ylim((460000, 850000))\n",
+ "ax.spines['right'].set_visible(False)\n",
+ "ax.spines['top'].set_visible(False)\n",
+ "ax.yaxis.set_major_locator(MaxNLocator(nbins=3))\n",
+ "ax.grid(True, linestyle='-.', color='gray', linewidth=0.5)\n",
+ "plt.setp(ax.get_xticklabels(), fontsize=13)\n",
+ "plt.setp(ax.get_yticklabels(), fontsize=13)\n",
+ "ax.legend(fontsize=10, loc='best')\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('./plots/CN_health_vs_AD_whole_CV.png', dpi=500, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### CV Curves in 4 typical regions, healthy subjects vs subjects with AD"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 45\n",
+ "number of female subjects: 74\n",
+ "number of subjects after filtering: 42\n",
+ "number of subjects after filtering: 69\n",
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 45\n",
+ "number of female subjects: 74\n",
+ "number of subjects after filtering: 44\n",
+ "number of subjects after filtering: 70\n",
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 45\n",
+ "number of female subjects: 74\n",
+ "number of subjects after filtering: 43\n",
+ "number of subjects after filtering: 71\n",
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 45\n",
+ "number of female subjects: 74\n",
+ "number of subjects after filtering: 42\n",
+ "number of subjects after filtering: 69\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=(8, 6))\n",
+ "column_names = ['CoW', 'ACA', 'MCA', 'PCA']\n",
+ "for idx, column_name in enumerate(column_names):\n",
+ " ax = fig.add_subplot(2, 2, idx+1)\n",
+ " health_param_male, health_age_male, health_param_female, health_age_female = prepare_sample(health_param_data, column_name=column_name.upper())\n",
+ " # Apply LOESS smoothing\n",
+ " # Fraction of data used for smoothing\n",
+ " y_smoothed_male_health, lower_bound_male_health, upper_bound_male_health = lowess_fit(health_age_male, health_param_male, frac = 0.75)\n",
+ " y_smoothed_female_health, lower_bound_female_health, upper_bound_female_health = lowess_fit(health_age_female, health_param_female, frac = 0.75)\n",
+ " ax.plot(health_age_male, y_smoothed_male_health, label='male (healthy)', color='orange', linewidth=2)\n",
+ " ax.fill_between(health_age_male, lower_bound_male_health, upper_bound_male_health, color='orange', alpha=0.25, label='male - 95% CI')\n",
+ "\n",
+ " ax.plot(health_age_female, y_smoothed_female_health, label='female (healthy)', color='green', linewidth=2)\n",
+ " ax.fill_between(health_age_female, lower_bound_female_health, upper_bound_female_health, color='green', alpha=0.25, label='female - 95% CI')\n",
+ "\n",
+ "\n",
+ "\n",
+ " unhealth_param_male, unhealth_age_male, unhealth_param_female, unhealth_age_female = prepare_sample(unhealth_param_data, column_name=column_name.upper())\n",
+ "\n",
+ " unhealth_param_male_filtered, unhealth_age_male_filtered = filter_samples(unhealth_param_male, unhealth_age_male, threshold=2.0)\n",
+ " unhealth_param_female_filtered, unhealth_age_female_filtered = filter_samples(unhealth_param_female, unhealth_age_female, threshold=2.0)\n",
+ " y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = lowess_fit(unhealth_age_male_filtered, unhealth_param_male_filtered, frac = 0.85)\n",
+ " y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = lowess_fit(unhealth_age_female_filtered, unhealth_param_female_filtered, frac = 0.85)\n",
+ "\n",
+ " unhealth_age_male_filtered, y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = crop_age_range_line(unhealth_age_male_filtered, y_smoothed_male_unhealth, \n",
+ " lower_bound_male_unhealth, upper_bound_male_unhealth)\n",
+ " unhealth_age_female_filtered, y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = crop_age_range_line(unhealth_age_female_filtered, y_smoothed_female_unhealth, \n",
+ " lower_bound_female_unhealth, upper_bound_female_unhealth)\n",
+ "\n",
+ " ax.plot(unhealth_age_male_filtered, y_smoothed_male_unhealth, label='male (AD)', color='orange', linewidth=2, linestyle='--', )\n",
+ " ax.fill_between(unhealth_age_male_filtered, lower_bound_male_unhealth, upper_bound_male_unhealth, color='orange', alpha=0.25)\n",
+ "\n",
+ " ax.plot(unhealth_age_female_filtered, y_smoothed_female_unhealth, label='female (AD)', color='green', linewidth=2, linestyle='--')\n",
+ " ax.fill_between(unhealth_age_female_filtered, lower_bound_female_unhealth, upper_bound_female_unhealth, color='green', alpha=0.25)\n",
+ " \n",
+ " ax.set_xlabel('age', fontsize=13)\n",
+ " ax.set_ylabel('CV w/i ' + column_name + ' (CN), mm$^3$', fontsize=13)\n",
+ " ax.axes.tick_params(labelsize=10)\n",
+ " ax.set_xlim((20,90))\n",
+ " ax.spines['right'].set_visible(False)\n",
+ " ax.spines['top'].set_visible(False)\n",
+ " ax.yaxis.set_major_locator(MaxNLocator(nbins=3))\n",
+ " ax.grid(True, linestyle='-.', color='gray', linewidth=0.5)\n",
+ " \n",
+ "plt.tight_layout()\n",
+ "plt.savefig('./plots/CN_health_vs_AD_4R_CV.png', dpi=500, bbox_inches='tight')\n",
+ "plt.show() "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## CV Curves for CN healthy subjects vs CN subjects with large territorial stroke"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " cv | \n",
+ " COW | \n",
+ " ACA | \n",
+ " MCA | \n",
+ " PCA | \n",
+ " PSC1 | \n",
+ " PSC2 | \n",
+ " PSC3 | \n",
+ " PMC | \n",
+ " SAC | \n",
+ " ... | \n",
+ " AC1 | \n",
+ " AC2 | \n",
+ " PGC | \n",
+ " POper | \n",
+ " PT | \n",
+ " DPC2 | \n",
+ " Porb | \n",
+ " RA | \n",
+ " age | \n",
+ " sex | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
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\n",
+ " \n",
+ "
\n",
+ "
886 rows × 48 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " cv COW ACA MCA PCA \\\n",
+ "0 605485.2248 2753.332410 145720.9090 375858.0051 155623.0598 \n",
+ "1 693727.7413 4208.625132 172132.2509 419342.4447 175831.6013 \n",
+ "2 596050.0059 2473.747211 155250.0542 357110.9914 144590.2608 \n",
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+ "4 707777.9411 3151.298131 192081.8324 420722.8594 174451.1079 \n",
+ ".. ... ... ... ... ... \n",
+ "881 727044.9211 4630.003142 180329.7036 439211.7665 177767.8202 \n",
+ "882 762888.1481 4182.772933 197652.8246 453001.0300 190616.0459 \n",
+ "883 606907.2686 1782.989803 145822.1057 361759.2469 146340.5419 \n",
+ "884 699686.7309 3359.884568 163629.7630 423426.9912 172327.9257 \n",
+ "885 703034.4003 3266.034919 182551.8142 426833.6884 166290.8679 \n",
+ "\n",
+ " PSC1 PSC2 PSC3 PMC SAC ... \\\n",
+ "0 0.000000 4717.235540 11447.60365 8233.624314 4093.076533 ... \n",
+ "1 10.340602 4867.838528 11547.86761 10500.881630 3673.498963 ... \n",
+ "2 79.117715 4196.755219 11929.19320 10418.923930 3412.610759 ... \n",
+ "3 0.000000 5428.127214 10417.50425 11804.067320 3794.064048 ... \n",
+ "4 496.348844 5209.077715 12946.43236 16681.974440 6240.552657 ... \n",
+ ".. ... ... ... ... ... ... \n",
+ "881 15.510898 5327.993566 13665.10140 13047.250620 4692.046735 ... \n",
+ "882 31.021802 5459.837104 12734.44961 11366.905180 5084.990333 ... \n",
+ "883 43.074818 4376.709224 11424.05719 8522.660492 3849.042699 ... \n",
+ "884 50.767487 4776.758967 10655.01855 10556.560400 4349.081353 ... \n",
+ "885 19.999272 6216.696707 12987.21940 11741.110930 5587.488849 ... \n",
+ "\n",
+ " AC1 AC2 PGC POper PT \\\n",
+ "0 6062.254246 4156.371531 1531.387311 5434.578850 7822.206828 \n",
+ "1 4666.196783 5439.156804 2626.512982 7946.752860 10503.466780 \n",
+ "2 3966.434761 3468.872245 1731.798865 6440.181972 8660.752497 \n",
+ "3 4294.689252 4806.564461 2008.125819 7948.128243 9914.066545 \n",
+ "4 4635.174364 4617.078312 1501.972284 6540.430084 10061.404700 \n",
+ ".. ... ... ... ... ... \n",
+ "881 4849.740868 5449.495602 2913.463730 8903.255623 11064.440790 \n",
+ "882 5814.002674 5793.321473 1931.107158 8515.484575 11873.594610 \n",
+ "883 3802.891108 4433.629520 1987.595191 5647.416366 9728.755407 \n",
+ "884 5022.904357 6521.314416 1461.488251 7113.601760 11494.989690 \n",
+ "885 4835.208550 5876.709087 2110.692374 9067.362136 12198.017370 \n",
+ "\n",
+ " DPC2 Porb RA age sex \n",
+ "0 5729.955507 22332.58510 94457.23525 88 1 \n",
+ "1 10317.335930 23193.97094 92062.38219 84 1 \n",
+ "2 6911.371917 20276.99118 78752.01499 77 1 \n",
+ "3 7672.503130 21794.07139 89249.09891 42 2 \n",
+ "4 9526.278600 20960.39807 90725.84735 85 1 \n",
+ ".. ... ... ... ... ... \n",
+ "881 9606.416346 24349.52518 98920.75390 43 1 \n",
+ "882 10079.500410 26001.44015 103907.52490 68 1 \n",
+ "883 7035.040872 18806.77338 82592.88746 53 2 \n",
+ "884 9813.509002 24766.84142 93092.18635 49 1 \n",
+ "885 9695.031588 23091.46686 95601.13424 45 2 \n",
+ "\n",
+ "[886 rows x 48 columns]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load healthy params \n",
+ "health_param_file = './data/chinese_cortical_volume.csv'\n",
+ "health_param_data = pd.read_csv(health_param_file)\n",
+ "health_param_data = health_param_data.dropna()\n",
+ "health_param_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " cv | \n",
+ " COW | \n",
+ " ACA | \n",
+ " MCA | \n",
+ " PCA | \n",
+ " age | \n",
+ " sex | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
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+ " \n",
+ " 3 | \n",
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+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 160 | \n",
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\n",
+ " \n",
+ " 161 | \n",
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\n",
+ " \n",
+ " 162 | \n",
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\n",
+ " \n",
+ " 163 | \n",
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+ "
\n",
+ " \n",
+ " 164 | \n",
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+ " 192690.0956 | \n",
+ " 58 | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
165 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " cv COW ACA MCA PCA age sex\n",
+ "0 737045.7633 3315.279057 229734.2237 454527.0664 200389.0042 75 1\n",
+ "1 530317.5900 1212.274049 158103.3045 330161.6064 146880.5391 68 2\n",
+ "2 589123.2840 1423.017965 170286.7909 369124.7066 154613.5941 71 2\n",
+ "3 592998.2226 1850.691663 161902.4450 373736.6433 159737.9203 63 1\n",
+ "4 492968.7366 1923.062992 142426.6606 304708.5619 138039.0000 71 2\n",
+ ".. ... ... ... ... ... ... ...\n",
+ "160 584980.5015 2138.418381 159689.0848 366615.6778 159581.3947 74 2\n",
+ "161 570174.5924 2025.674773 164025.3719 355938.7713 148874.2389 71 2\n",
+ "162 596726.3864 2384.530246 178685.9278 363639.3241 162300.3590 70 1\n",
+ "163 580984.9696 2610.743169 155572.2932 364297.9019 157323.0449 81 1\n",
+ "164 723548.2092 1759.937642 227227.3334 448244.1177 192690.0956 58 1\n",
+ "\n",
+ "[165 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "unhealth_param_file = './data/large-territorial-stroke_chinese_cortical_volume.csv'\n",
+ "unhealth_param_data = pd.read_csv(unhealth_param_file)\n",
+ "unhealth_param_data = unhealth_param_data.dropna()\n",
+ "unhealth_param_data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### whole-brain CV curves, healthy subjects vs subjects with large territorial stroke"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n"
+ ]
+ }
+ ],
+ "source": [
+ "## whole-brain AV \n",
+ "health_param_male, health_age_male, health_param_female, health_age_female = prepare_sample(health_param_data, column_name='cv')\n",
+ "# Apply LOESS smoothing\n",
+ "frac = 0.75 # Fraction of data used for smoothing\n",
+ "y_smoothed_male_health, lower_bound_male_health, upper_bound_male_health = lowess_fit(health_age_male, health_param_male, frac)\n",
+ "y_smoothed_female_health, lower_bound_female_health, upper_bound_female_health = lowess_fit(health_age_female, health_param_female, frac)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 103\n",
+ "number of female subjects: 62\n",
+ "number of subjects after filtering: 97\n",
+ "number of subjects after filtering: 61\n"
+ ]
+ }
+ ],
+ "source": [
+ "## whole-brain AV \n",
+ "unhealth_param_male, unhealth_age_male, unhealth_param_female, unhealth_age_female = prepare_sample(unhealth_param_data, column_name='cv')\n",
+ "\n",
+ "unhealth_param_male_filtered, unhealth_age_male_filtered = filter_samples(unhealth_param_male, unhealth_age_male, threshold=2.0)\n",
+ "unhealth_param_female_filtered, unhealth_age_female_filtered = filter_samples(unhealth_param_female, unhealth_age_female, threshold=2.0)\n",
+ "\n",
+ "# Apply LOESS smoothing\n",
+ "frac = 0.85 # Fraction of data used for smoothing\n",
+ "y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = lowess_fit(unhealth_age_male_filtered, unhealth_param_male_filtered, frac, 1000)\n",
+ "y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = lowess_fit(unhealth_age_female_filtered, unhealth_param_female_filtered, frac, 1000)\n",
+ "\n",
+ "unhealth_age_male_filtered, y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = crop_age_range_line(unhealth_age_male_filtered, y_smoothed_male_unhealth, \n",
+ " lower_bound_male_unhealth, upper_bound_male_unhealth)\n",
+ "unhealth_age_female_filtered, y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = crop_age_range_line(unhealth_age_female_filtered, y_smoothed_female_unhealth, \n",
+ " lower_bound_female_unhealth, upper_bound_female_unhealth)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plot the the smoothed curve, and the confidence intervals\n",
+ "plt.rcParams['font.family'] = 'sans-serif'\n",
+ "plt.rcParams['font.serif'] = ['Helvetica Neue']\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(7, 6))\n",
+ "ax.plot(health_age_male, y_smoothed_male_health, label='male (healthy)', color='orange', linewidth=2)\n",
+ "ax.fill_between(health_age_male, lower_bound_male_health, upper_bound_male_health, color='orange', alpha=0.25, label='male - 95% CI')\n",
+ "ax.plot(health_age_female, y_smoothed_female_health, label='female (healthy)', color='green', linewidth=2)\n",
+ "ax.fill_between(health_age_female, lower_bound_female_health, upper_bound_female_health, color='green', alpha=0.25, label='female - 95% CI')\n",
+ "\n",
+ "ax.plot(unhealth_age_male_filtered, y_smoothed_male_unhealth, label='male (large territorial stroke)', color='orange', linewidth=2, linestyle='--', )\n",
+ "ax.fill_between(unhealth_age_male_filtered, lower_bound_male_unhealth, upper_bound_male_unhealth, color='orange', alpha=0.25)\n",
+ "ax.plot(unhealth_age_female_filtered, y_smoothed_female_unhealth, label='female (large territorial stroke)', color='green', linewidth=2, linestyle='--')\n",
+ "ax.fill_between(unhealth_age_female_filtered, lower_bound_female_unhealth, upper_bound_female_unhealth, color='green', alpha=0.25)\n",
+ "\n",
+ "\n",
+ "ax.set_xlabel('age', fontsize=18)\n",
+ "ax.set_ylabel('whole-brain CV (CN), mm$^3$', fontsize=18)\n",
+ "ax.set_xlim((20,90))\n",
+ "#ax.set_ylim((460000, 850000))\n",
+ "ax.spines['right'].set_visible(False)\n",
+ "ax.spines['top'].set_visible(False)\n",
+ "ax.yaxis.set_major_locator(MaxNLocator(nbins=3))\n",
+ "ax.grid(True, linestyle='-.', color='gray', linewidth=0.5)\n",
+ "plt.setp(ax.get_xticklabels(), fontsize=13)\n",
+ "plt.setp(ax.get_yticklabels(), fontsize=13)\n",
+ "ax.legend(fontsize=10, loc='best')\n",
+ "plt.tight_layout()\n",
+ "plt.savefig('./plots/CN_health_vs_largeterritorialstroke_whole_CV.png', dpi=500, bbox_inches='tight')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### CV Curves in 4 typical regions, healthy subjects vs subjects with large territorial stroke"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 103\n",
+ "number of female subjects: 62\n",
+ "number of subjects after filtering: 101\n",
+ "number of subjects after filtering: 60\n",
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 103\n",
+ "number of female subjects: 62\n",
+ "number of subjects after filtering: 98\n",
+ "number of subjects after filtering: 60\n",
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 103\n",
+ "number of female subjects: 62\n",
+ "number of subjects after filtering: 99\n",
+ "number of subjects after filtering: 61\n",
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n",
+ "number of male subjects: 103\n",
+ "number of female subjects: 62\n",
+ "number of subjects after filtering: 98\n",
+ "number of subjects after filtering: 60\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=(8, 6))\n",
+ "column_names = ['CoW', 'ACA', 'MCA', 'PCA']\n",
+ "for idx, column_name in enumerate(column_names):\n",
+ " ax = fig.add_subplot(2, 2, idx+1)\n",
+ " health_param_male, health_age_male, health_param_female, health_age_female = prepare_sample(health_param_data, column_name=column_name.upper())\n",
+ " # Apply LOESS smoothing\n",
+ " # Fraction of data used for smoothing\n",
+ " y_smoothed_male_health, lower_bound_male_health, upper_bound_male_health = lowess_fit(health_age_male, health_param_male, frac = 0.75)\n",
+ " y_smoothed_female_health, lower_bound_female_health, upper_bound_female_health = lowess_fit(health_age_female, health_param_female, frac = 0.75)\n",
+ " ax.plot(health_age_male, y_smoothed_male_health, label='male (healthy)', color='orange', linewidth=2)\n",
+ " ax.fill_between(health_age_male, lower_bound_male_health, upper_bound_male_health, color='orange', alpha=0.25, label='male - 95% CI')\n",
+ "\n",
+ " ax.plot(health_age_female, y_smoothed_female_health, label='female (healthy)', color='green', linewidth=2)\n",
+ " ax.fill_between(health_age_female, lower_bound_female_health, upper_bound_female_health, color='green', alpha=0.25, label='female - 95% CI')\n",
+ "\n",
+ "\n",
+ "\n",
+ " unhealth_param_male, unhealth_age_male, unhealth_param_female, unhealth_age_female = prepare_sample(unhealth_param_data, column_name=column_name.upper())\n",
+ "\n",
+ " unhealth_param_male_filtered, unhealth_age_male_filtered = filter_samples(unhealth_param_male, unhealth_age_male, threshold=2.0)\n",
+ " unhealth_param_female_filtered, unhealth_age_female_filtered = filter_samples(unhealth_param_female, unhealth_age_female, threshold=2.0)\n",
+ " y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = lowess_fit(unhealth_age_male_filtered, unhealth_param_male_filtered, frac = 0.85)\n",
+ " y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = lowess_fit(unhealth_age_female_filtered, unhealth_param_female_filtered, frac = 0.85)\n",
+ "\n",
+ " unhealth_age_male_filtered, y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = crop_age_range_line(unhealth_age_male_filtered, y_smoothed_male_unhealth, \n",
+ " lower_bound_male_unhealth, upper_bound_male_unhealth)\n",
+ " unhealth_age_female_filtered, y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = crop_age_range_line(unhealth_age_female_filtered, y_smoothed_female_unhealth, \n",
+ " lower_bound_female_unhealth, upper_bound_female_unhealth)\n",
+ "\n",
+ " ax.plot(unhealth_age_male_filtered, y_smoothed_male_unhealth, label='male (large territorial stroke)', color='orange', linewidth=2, linestyle='--', )\n",
+ " ax.fill_between(unhealth_age_male_filtered, lower_bound_male_unhealth, upper_bound_male_unhealth, color='orange', alpha=0.25)\n",
+ "\n",
+ " ax.plot(unhealth_age_female_filtered, y_smoothed_female_unhealth, label='female (large territorial stroke)', color='green', linewidth=2, linestyle='--')\n",
+ " ax.fill_between(unhealth_age_female_filtered, lower_bound_female_unhealth, upper_bound_female_unhealth, color='green', alpha=0.25)\n",
+ " \n",
+ " ax.set_xlabel('age', fontsize=13)\n",
+ " ax.set_ylabel('CV w/i ' + column_name + ' (CN), mm$^3$', fontsize=13)\n",
+ " ax.axes.tick_params(labelsize=10)\n",
+ " ax.set_xlim((20,90))\n",
+ " ax.spines['right'].set_visible(False)\n",
+ " ax.spines['top'].set_visible(False)\n",
+ " ax.yaxis.set_major_locator(MaxNLocator(nbins=3))\n",
+ " ax.grid(True, linestyle='-.', color='gray', linewidth=0.5)\n",
+ " \n",
+ "plt.tight_layout()\n",
+ "plt.savefig('./plots/CN_health_vs_largeterritorialstroke_4R_CV.png', dpi=500, bbox_inches='tight')\n",
+ "plt.show() "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## CV curves for CN healthy subjects vs CN subjects with lacunar stroke"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " cv | \n",
+ " COW | \n",
+ " ACA | \n",
+ " MCA | \n",
+ " PCA | \n",
+ " PSC1 | \n",
+ " PSC2 | \n",
+ " PSC3 | \n",
+ " PMC | \n",
+ " SAC | \n",
+ " ... | \n",
+ " AC1 | \n",
+ " AC2 | \n",
+ " PGC | \n",
+ " POper | \n",
+ " PT | \n",
+ " DPC2 | \n",
+ " Porb | \n",
+ " RA | \n",
+ " age | \n",
+ " sex | \n",
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+ " \n",
+ "
\n",
+ "
886 rows × 48 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " cv COW ACA MCA PCA \\\n",
+ "0 605485.2248 2753.332410 145720.9090 375858.0051 155623.0598 \n",
+ "1 693727.7413 4208.625132 172132.2509 419342.4447 175831.6013 \n",
+ "2 596050.0059 2473.747211 155250.0542 357110.9914 144590.2608 \n",
+ "3 689515.5938 4103.439174 170069.1319 414995.7943 176341.0094 \n",
+ "4 707777.9411 3151.298131 192081.8324 420722.8594 174451.1079 \n",
+ ".. ... ... ... ... ... \n",
+ "881 727044.9211 4630.003142 180329.7036 439211.7665 177767.8202 \n",
+ "882 762888.1481 4182.772933 197652.8246 453001.0300 190616.0459 \n",
+ "883 606907.2686 1782.989803 145822.1057 361759.2469 146340.5419 \n",
+ "884 699686.7309 3359.884568 163629.7630 423426.9912 172327.9257 \n",
+ "885 703034.4003 3266.034919 182551.8142 426833.6884 166290.8679 \n",
+ "\n",
+ " PSC1 PSC2 PSC3 PMC SAC ... \\\n",
+ "0 0.000000 4717.235540 11447.60365 8233.624314 4093.076533 ... \n",
+ "1 10.340602 4867.838528 11547.86761 10500.881630 3673.498963 ... \n",
+ "2 79.117715 4196.755219 11929.19320 10418.923930 3412.610759 ... \n",
+ "3 0.000000 5428.127214 10417.50425 11804.067320 3794.064048 ... \n",
+ "4 496.348844 5209.077715 12946.43236 16681.974440 6240.552657 ... \n",
+ ".. ... ... ... ... ... ... \n",
+ "881 15.510898 5327.993566 13665.10140 13047.250620 4692.046735 ... \n",
+ "882 31.021802 5459.837104 12734.44961 11366.905180 5084.990333 ... \n",
+ "883 43.074818 4376.709224 11424.05719 8522.660492 3849.042699 ... \n",
+ "884 50.767487 4776.758967 10655.01855 10556.560400 4349.081353 ... \n",
+ "885 19.999272 6216.696707 12987.21940 11741.110930 5587.488849 ... \n",
+ "\n",
+ " AC1 AC2 PGC POper PT \\\n",
+ "0 6062.254246 4156.371531 1531.387311 5434.578850 7822.206828 \n",
+ "1 4666.196783 5439.156804 2626.512982 7946.752860 10503.466780 \n",
+ "2 3966.434761 3468.872245 1731.798865 6440.181972 8660.752497 \n",
+ "3 4294.689252 4806.564461 2008.125819 7948.128243 9914.066545 \n",
+ "4 4635.174364 4617.078312 1501.972284 6540.430084 10061.404700 \n",
+ ".. ... ... ... ... ... \n",
+ "881 4849.740868 5449.495602 2913.463730 8903.255623 11064.440790 \n",
+ "882 5814.002674 5793.321473 1931.107158 8515.484575 11873.594610 \n",
+ "883 3802.891108 4433.629520 1987.595191 5647.416366 9728.755407 \n",
+ "884 5022.904357 6521.314416 1461.488251 7113.601760 11494.989690 \n",
+ "885 4835.208550 5876.709087 2110.692374 9067.362136 12198.017370 \n",
+ "\n",
+ " DPC2 Porb RA age sex \n",
+ "0 5729.955507 22332.58510 94457.23525 88 1 \n",
+ "1 10317.335930 23193.97094 92062.38219 84 1 \n",
+ "2 6911.371917 20276.99118 78752.01499 77 1 \n",
+ "3 7672.503130 21794.07139 89249.09891 42 2 \n",
+ "4 9526.278600 20960.39807 90725.84735 85 1 \n",
+ ".. ... ... ... ... ... \n",
+ "881 9606.416346 24349.52518 98920.75390 43 1 \n",
+ "882 10079.500410 26001.44015 103907.52490 68 1 \n",
+ "883 7035.040872 18806.77338 82592.88746 53 2 \n",
+ "884 9813.509002 24766.84142 93092.18635 49 1 \n",
+ "885 9695.031588 23091.46686 95601.13424 45 2 \n",
+ "\n",
+ "[886 rows x 48 columns]"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# load healthy params \n",
+ "health_param_file = './data/chinese_cortical_volume.csv'\n",
+ "health_param_data = pd.read_csv(health_param_file)\n",
+ "health_param_data = health_param_data.dropna()\n",
+ "health_param_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " cv | \n",
+ " COW | \n",
+ " ACA | \n",
+ " MCA | \n",
+ " PCA | \n",
+ " age | \n",
+ " sex | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
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+ " 3 | \n",
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+ " ... | \n",
+ " ... | \n",
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+ " \n",
+ " 331 | \n",
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\n",
+ " \n",
+ " 332 | \n",
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+ " 333 | \n",
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+ "
\n",
+ " \n",
+ "
\n",
+ "
334 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " cv COW ACA MCA PCA age sex\n",
+ "0 606205.6099 2338.406029 165260.6924 380546.3512 166722.1962 78 1\n",
+ "1 599783.6796 2083.030929 154979.6549 380717.7474 163737.9231 65 1\n",
+ "2 701215.2679 1109.220850 208936.5931 447686.7658 192650.5849 68 1\n",
+ "3 476917.8736 1662.809883 128754.9120 307189.8405 126857.8230 72 2\n",
+ "4 550373.8585 2213.108251 150838.2094 345496.9223 149205.9821 75 2\n",
+ ".. ... ... ... ... ... ... ...\n",
+ "329 555262.2554 2370.680334 151991.2236 346023.9477 144191.5161 52 2\n",
+ "330 616651.7912 1741.493555 172637.0868 383403.9596 167738.7516 77 1\n",
+ "331 516423.0173 1916.831489 180477.5305 334031.7320 113123.8256 74 1\n",
+ "332 650661.0059 3155.314887 173154.6351 412761.6478 165794.7977 66 1\n",
+ "333 562739.9256 1727.644847 177299.7448 337436.8841 160280.2123 79 1\n",
+ "\n",
+ "[334 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "unhealth_param_file = './data/lacunar-stroke_chinese_cortical_volume.csv'\n",
+ "unhealth_param_data = pd.read_csv(unhealth_param_file)\n",
+ "unhealth_param_data = unhealth_param_data.dropna()\n",
+ "unhealth_param_data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### whole-brain CV curves, healthy subjects vs subjects with lacunar stroke"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 424\n",
+ "number of female subjects: 462\n"
+ ]
+ }
+ ],
+ "source": [
+ "## whole-brain AV \n",
+ "health_param_male, health_age_male, health_param_female, health_age_female = prepare_sample(health_param_data, column_name='cv')\n",
+ "# Apply LOESS smoothing\n",
+ "frac = 0.75 # Fraction of data used for smoothing\n",
+ "y_smoothed_male_health, lower_bound_male_health, upper_bound_male_health = lowess_fit(health_age_male, health_param_male, frac)\n",
+ "y_smoothed_female_health, lower_bound_female_health, upper_bound_female_health = lowess_fit(health_age_female, health_param_female, frac)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "number of male subjects: 217\n",
+ "number of female subjects: 117\n",
+ "number of subjects after filtering: 206\n",
+ "number of subjects after filtering: 111\n"
+ ]
+ }
+ ],
+ "source": [
+ "## whole-brain AV \n",
+ "unhealth_param_male, unhealth_age_male, unhealth_param_female, unhealth_age_female = prepare_sample(unhealth_param_data, column_name='cv')\n",
+ "\n",
+ "unhealth_param_male_filtered, unhealth_age_male_filtered = filter_samples(unhealth_param_male, unhealth_age_male, threshold=2.0)\n",
+ "unhealth_param_female_filtered, unhealth_age_female_filtered = filter_samples(unhealth_param_female, unhealth_age_female, threshold=2.0)\n",
+ "\n",
+ "# Apply LOESS smoothing\n",
+ "frac = 0.85 # Fraction of data used for smoothing\n",
+ "y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = lowess_fit(unhealth_age_male_filtered, unhealth_param_male_filtered, frac, 1000)\n",
+ "y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = lowess_fit(unhealth_age_female_filtered, unhealth_param_female_filtered, frac, 1000)\n",
+ "\n",
+ "unhealth_age_male_filtered, y_smoothed_male_unhealth, lower_bound_male_unhealth, upper_bound_male_unhealth = crop_age_range_line(unhealth_age_male_filtered, y_smoothed_male_unhealth, \n",
+ " lower_bound_male_unhealth, upper_bound_male_unhealth)\n",
+ "unhealth_age_female_filtered, y_smoothed_female_unhealth, lower_bound_female_unhealth, upper_bound_female_unhealth = crop_age_range_line(unhealth_age_female_filtered, y_smoothed_female_unhealth, \n",
+ " lower_bound_female_unhealth, upper_bound_female_unhealth)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "