204 lines
450 KiB
Plaintext
204 lines
450 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import torch\n",
|
|
"import torch.nn as nn\n",
|
|
"from PIL import Image\n",
|
|
"from torchvision import transforms\n",
|
|
"import os\n",
|
|
"import sys\n",
|
|
"os.chdir('../')\n",
|
|
"sys.path.append('./')\n",
|
|
"os.getcwd()\n",
|
|
"from utils import get_psnr, image_normalization\n",
|
|
"from model import DeepJSCC\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import matplotlib\n",
|
|
"from tensorboard.backend.event_processing import event_accumulator, event_multiplexer\n",
|
|
"import pandas as pd"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### For SNR"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"log_dir = './out/eval/'\n",
|
|
"ea = event_multiplexer.EventMultiplexer().AddRunsFromDirectory(log_dir)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_snr(dataset_name, ratio, ea, channel, alpha = 1):\n",
|
|
" \n",
|
|
" ratio_float = \"{:.2f}\".format(eval(ratio))\n",
|
|
" log_dir = './out/eval/'\n",
|
|
" tag = 'psnr'\n",
|
|
" ea = event_multiplexer.EventMultiplexer().AddRunsFromDirectory(log_dir)\n",
|
|
" ea.Reload()\n",
|
|
" markers = ['o', 's', 'D', '|', '*', '1']\n",
|
|
" index = 0\n",
|
|
" plt.figure(figsize=(7.5,6))\n",
|
|
" for run in sorted(ea.Runs().keys(), key=lambda x: float(x.split('_')[2])):\n",
|
|
" if (dataset_name or dataset_name.upper() in run.split('_')) and (ratio_float in run.split('_')) and (channel in run.split('_') or channel.upper() in run.split('_')):\n",
|
|
" snr = int(float((run.split('_')[2])))\n",
|
|
" sc = ea.Scalars(run, tag)\n",
|
|
" df = pd.Series(data=[s.value for s in sc], index=[s.step for s in sc])\n",
|
|
" smooth = df.ewm(alpha= alpha).mean()\n",
|
|
"\n",
|
|
" plt.plot([s for s in smooth.index], [s for s in smooth.values], label=r'Deep JSCC(${\\text{SNR}_{\\text{train}}}$)'+'={}dB'.format(snr),linewidth=1.8,\n",
|
|
" marker = markers[index], markerfacecolor = 'None', markersize = 10 if markers[index]=='|' else 6, markeredgewidth = 2.1, markevery = 4)\n",
|
|
" \n",
|
|
" # plt.plot([s for s in smooth.index][::15], [s for s in smooth.values][::15], linestyle = 'None',\n",
|
|
" # marker = markers[index], color = line[0].get_color(), markerfacecolor = 'None', markersize=8, markeredgewidth = 1.5)\n",
|
|
" index += 1\n",
|
|
" \n",
|
|
" \n",
|
|
" \n",
|
|
" plt.legend(prop={'size': 13})\n",
|
|
" \n",
|
|
"\n",
|
|
" plt.xlabel(r'$\\text{SNR}_\\text{test} (dB)$',fontsize = 14) \n",
|
|
" plt.ylabel('PSNR (dB)',fontsize = 14)\n",
|
|
" plt.title('PSNR in {}, ratio = {}, on {} channel type'.format(dataset_name.upper(), ratio, channel),fontsize = 14)\n",
|
|
" # plt.title('Test Accuracy in ' + dataset_name.upper())\n",
|
|
" plt.xlim(-1, 26)\n",
|
|
" plt.xticks(fontsize = 14)\n",
|
|
" plt.yticks(fontsize = 14)\n",
|
|
" plt.grid()\n",
|
|
" plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 12'\n",
|
|
"channel = 'AWGN'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 6'\n",
|
|
"channel = 'AWGN'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 6'\n",
|
|
"channel = 'Rayleigh'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel, alpha = 0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAApQAAAIxCAYAAADzHihhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gU1dfA8e+29N4TCAFDbyId6V3pCoL4A0UBsRdUbChiA7H3DqgovipKR+m99xp6h/Tet9z3jyELIYWEdDif59knyczdmTs72dmzd+49V6eUUgghhBBCCHGd9BVdASGEEEIIUbVJQCmEEEIIIUpEAkohhBBCCFEiElAKIYQQQogSkYBSCCGEEEKUiASUQgghhBCiRCSgFEIIIYQQJSIBpRBCCCGEKBEJKIUQQgghRIlIQClKRKfT0aVLl4quhqiCTp06hU6nY9SoURVdFSHyNWrUKHQ6HadOnbrubZTW//nMmTPR6XTMnDmzRNspjtWrV6PT6XjjjTfKbZ8V7Y033kCn07F69eqKrkqVIwFlGci5gFz5cHBwIDQ0lPvuu4+9e/fmec7+/ft54IEHqFmzJo6Ojnh6elK7dm3uvvtuPv30U66cIfPK7ffr1y/fOuRcCB555JFcy3MukFc+3N3dadGiBdOmTSMrK6t0X4xSsmPHDkaPHk2dOnVwdXXF2dmZ8PBwRo4cybJly3KVzbkg/P7777mW16xZM8+xX/m4+gKSkpKCm5sbOp2O559/vsC65bzWVz4cHR2pWbMmDz74IEePHs33ebt37+aVV16hd+/e+Pv7Fzk4/+2332jdujWurq54e3vTp08ftm/ffs3nVYSaNWtSs2bNiq5Gqfv888958MEHadq0KUajsVQ+gOrXr0/Hjh0LLZOYmMhTTz1Fu3btCAoKwtHRkWrVqtGtWzfmzJlDVZ5JN7/rpslkolq1agwdOrTS/o+Lm5s0qlxmrOgK3MjCw8MZMWIEAKmpqWzevJnZs2fz999/s3LlSm6//XYAli1bRr9+/bBYLHTv3p277roLgBMnTrBhwwb++ecfHn/8cYzGvKdr0aJFrF27lk6dOhWrbqNHj6Z69erYbDYuXLjA3LlzefHFF1m5ciX//vtvkbdz6NAhXFxcirXv4rDZbDz//PN8/PHHGI1GunXrxoABAzCZTJw4cYJFixYxa9Ys3nzzTV577bVrbs9gMDBx4sR8110d+Pzf//0faWlp6HQ6fv75Z6ZMmYLJZCpw2y1atLAH+ElJSWzYsIGZM2fyzz//sGXLFurVq5er/Ny5c5kyZQoODg7UrVuX2NjYa9b/3Xff5dVXX6VGjRo88sgjpKam8vvvv9O+fXv++++/KnVhq1atGocOHcLT07Oiq1JsTz31FADBwcH4+/sTGRlZou0dOXKEw4cPM2bMmELLxcbGMn36dNq2bcugQYPw8fEhOjqaBQsWMGTIEMaOHct3331XorpUtCuvm2lpaezYsYM///yTuXPnsnz58mJf6ypaVf4/F6JYlCh1J0+eVIDq3bt3nnWvvvqqAlSXLl3sy8LDw5XBYFArV67MU95ms6l///1X2Wy2PNuvWbOm0uv1qm3btnmet2rVKgWocePG5Vr+wAMPKEBt2rQp1/LY2FgVEhKigHzrUVFefvllBahmzZqpY8eO5Vmfnp6upk2bpl588UX7skmTJilAzZ49O1fZsLAw5ejoWOR9t23bVjk6Oqonn3xSAWrOnDn5livotVZKqXHjxilA3X///XnW7d+/X+3YsUNlZ2erixcvKkB17ty5wPocOXJEGY1GVbduXZWYmJhrOy4uLio8PFyZzeYiH195CAsLU2FhYRVdjVK3cOFCdfHiRaXU5XO8atWq697ee++9pwB1+PDhQstZLJZ8z3FycrJq2LChAtT+/fuvux4VqbDr5pQpUxSgOnXqVK51yrlenjx5slz3m58ZM2YoQM2YMaPc9plzbZs0aVK57bOi5Xx+FPX9fK3r9s1EbnmXsyeffBKAbdu2ARAdHc3x48dp3LgxXbt2zVNep9PRu3dvdDpdnnX16tVj5MiRbN68mb///rtE9fL19WXQoEGAdnu5qPJr7r+y39FXX31FgwYNcHJyIiwsjMmTJ2Oz2Yq07WPHjjFt2jR8fX35999/CQ8Pz1PG2dmZF154gcmTJxe5zkVx8OBBNm/eTL9+/Xj66acB+PHHH4u9ndGjRwP5v6aNGjWiefPmhbZ6XmnGjBlYLBZeffXVXK0djRo14v777+f48eOsXLmy2HW8Us4t6pxbq6GhoRiNRnu/rR07dvDEE0/QuHFjPD09cXZ2pkmTJkydOhWz2WzfTs7ty9OnT3P69OlctzFz+mMV1rfszJkzjB49mmrVquHg4ED16tUZPXo0Z8+eLdHxlZa+ffsSFBRUatubN28eDRo0oG7duoWWMxgM+d6pcHd3p3fv3oD2vimpuLg4nn32WWrVqoWjoyMBAQEMGzaMgwcP5ilbWu/3whT2Ppo+fToDBw6kZs2aODk54ePjQ+/evVm1alWucqtWrUKn0/H444/nu4+DBw+i0+kYOHBgkeq0du1a+vfvj5+fH46OjtSpU4eJEyeSnp6eq1xh/+d79+6lT58+uLu74+npSZ8+fdi/f/81+26uWLGCDh064Orqiq+vLw888ABxcXFFqneOkydP8sgjj+Q6x126dCmwj+bOnTvp3bu3va533XVXvvX7559/GD58OLVr18bFxQVPT086duzInDlz8pS98rU5ceIEQ4YMwdvbG1dXV3r06MGePXvyPCfnGpWWlsb48eOpVq0ajo6ONG3alL/++ivfumdnZ/PRRx/RvHlzXF1dcXd3p2PHjsyfP79Yr9mVcro6AaxZsybXNW7mzJnMmDEDnU7H+++/n+/zFy9ejE6ns3++XHlsCQkJjB07lsDAQJydnWndunWBdVVKMX36dNq3b4+HhwcuLi60bNmS6dOnX/exXS8JKMvZ1YGhp6cnBoOBixcvkpaWVuztvfnmmzg6OvLKK69gtVpLVDd1qf9Vfh9Y1+OFF15g0qRJtG3blnHjxgFa/8ai3JoGrRO61Wpl3LhxBAYGFlrW0dGxxPW9Uk7weP/99xMeHs7tt9/Of//9x/nz54u1ndJ8TXP66PXq1SvPupxgYs2aNSXeT1ZWFt26dWPJkiX079+fJ554wv76f//99/zzzz80adKEcePGMXr0aJRSvPzyy9x77732bXh5eTFp0iQ8PT3x9PRk0qRJ9se1bssfPXqUVq1aMX36dFq0aMFzzz1H8+bNmT59Oi1btiyVgKkyiY6OZvPmzUUOZPKTmZnJypUr0el0NGzYsET1iYuLo23btnzyySfUrFmT8ePH0717d/7++29at27Npk2b8n1eSd/vRZHf++jxxx8nKiqKHj168Oyzz9KvXz82bdpEjx49mDdvnr1c165dqVu3Lr/++isZGRl5tvPDDz8AMHbs2GvW45tvvqFLly5s3LiRfv368dRTT1GtWjXeeecdevbsSXZ29jW3sWfPHjp06MDSpUu58847efzxx7FarXTo0IGTJ08W+LwFCxbQp08fgoKCePTRRwkPD+fnn38u1v/Ppk2buO222/juu++oX78+48eP5+677yYjI4NPP/00T/nt27fTsWNHjEYj48aNo2XLlsydO5cePXqQmZmZq+zLL7/MgQMH6NChA08//TT33HMPhw8fZsiQIXz++ef51ufUqVO0adOGmJgYHnroIXr27MmKFSvo2rUrUVFRecqbzWZ69erFkiVLuPvuuxkxYgTHjx9n6NChLF26NFfZrKwsevfuzXPPPQdoX05GjBjB6dOnGThwIF988UWRX7cr1axZk0mTJgEQFhaW6xrXrFkzhg0bhqenp/3/6mo5y6/u5pKdnU2PHj3YsGEDDzzwACNHjiQiIoJBgwbx66+/5iqrlGLEiBGMHj2a2NhY7rvvPsaMGUNaWhqjR48utO9/majQ9tEbVHFveQ8aNMh+W/err75Su3fvVtnZ2UXe/vjx4xWgvv32W3uZ4t7yjo6OVsHBwQpQW7duLfKxkk9zf84+atWqpS5cuGBfHhMTo7y8vJS7u7vKysq65ra7dOmiALV8+fIi10epwm95GwwGNWnSpDyPK8tmZ2crf39/5evraz8P3377rQLU22+/nWd/hd3yHjNmjALU448/Xmidi3LL28/PT7m5ueW7bv/+/QpQ99xzT6H7uZawsDAFqF69eqn09PQ860+dOqUsFkuuZTabTT300EMKUOvXr8+zvYJueef8Hz/wwAO5lnfr1i3P/7NSl89B9+7di3Qsu3btyvdcF/S43luJJb3l/cMPP+T7nixMQkKCmjRpknrttdfUuHHjVGhoaKndmsw5ly+//HKu5f/++68CVJ06dZTVarUvL633e2HXzbfeeksBqm/fvnnWnThxIs+yCxcuqJCQEFWnTp1cy99//30FqJ9++inX8qysLOXn56eqVauW6/87v1veBw4cUEajUd12220qLi4u13Zybs1/8MEHeY7r6v/zDh06KED9+eefuZbnXL+u3m/OLW+j0ZjrfWaxWOzXyqL8D2VmZqrQ0FCl1+vVkiVL8qw/e/as/fecaxugfv/991zlRo4cme919vjx43m2mZKSopo0aaI8PT1VWlqafXnOawOoqVOn5nrOxIkTFaCmTJmSa3nONWrgwIG5/q+WL1+e7//PK6+8ogD1xhtv5Oo6lpycrFq2bKkcHBzU+fPn7ctL85b3448/rgC1Zs2aXMujoqKUyWRSbdq0yffYunXrlisGOHTokHJ2dlZeXl4qOTnZvvy7775TgBo9enSurjBZWVmqf//+ClDbt28v0nGUBgkoy0DOmyQ8PNz+YfXcc8+p9u3bK0A5OTmpjRs32svHxMSovn372t9YgHJwcFC33367+vTTT/N8sF994Y2Li1Oenp4qJCTE/ma9VkA5evRoNWnSJPX666+r0aNHKx8fHwWoJ554oljHWlhAOX369Dzlc9bt3bv3mtuuX7++AlRERESx6lRYQHnla3zlY+DAgfZyf/31V54gMCEhQTk5Oalbbrkl10VJqcuvdYsWLezn+5lnnlEtWrSwfwDn9LcrSFECSpPJpKpVq5bvujNnztgDwZLIeY327NlTrOft2LHDftG+envFCShzjqNhw4Z5XmebzaYaNGigAHXmzJlr1innA7ioj+vtB1XSgLJ///4qMDAwz/EW5soPYkCZTCb1/vvvF2sb+cnKylLOzs7K19c31wd/jt69eytArVu3zr6stN7v+V03n3/+edW5c2cFqICAAHXw4MEiH0tO3+dTp07Zl8XExChHR0fVsWPHXGX/+OMPBaiJEyfmW/8rA7unnnoqz2uQw2q1Kn9/f9WiRYs8x3Xl//mpU6cUoG677bY820hLS7Nfj/MLKPPrj52z7rPPPivw9bj6WPPbztVyrm359V3NWTd+/PhrbkcppT788EMFqNWrV9uX5bw2tWrVyvUl5cp1d999d67lOdeo/L5IhIWFKR8fH/vfVqtVeXt7q9q1a+f73pg/f74C1Oeff25fVpoB5d69exWgRo4cmWv5tGnTFKB++OGHfI9tw4YNebaVE5z+8ssv9mVNmzZVrq6uKiMjo8B9P/fcc0U6jtIgo7zL0PHjx+19+0wmE4GBgdx333289NJLNGnSxF7Oz8+PhQsXcuTIEf777z+2bt3K5s2b2bhxIxs3buT7779nzZo1+Pj45LsfHx8fXnzxRV555RU++eQTXnnllWvWLb/+gM888wwff/zxdR5tXs2bN8+zrHr16oCW/qQiODo65rlFc7Wc12bkyJH2ZV5eXvTv358///yTNWvW5HvbdseOHXn6eNWpU4cNGzbg7+9f8sqXEycnp1z/n1fKzs7miy++4PfffyciIoLU1NRcqWouXLhQon3v2rULgM6dO+fpHqLT6ejUqROHDh1iz549hIaGFrqtUaNGVfocl+np6SxfvpwRI0bk20+6IDVr1kQphdVq5ezZs/z++++8+uqrbNy4kT/++OO6u1hERESQkZFBly5d8s3e0KVLF/777z92795Nhw4dcq0rrff7ldfNHAEBAaxbty7fPqYnTpxgypQprFy5kvPnz+dJfXbhwgXCwsIA7Vp79913M3v2bI4cOWLf3o8//ohOp7P31SzM5s2bAfj3339Zvnx5nvUmk4mIiIhCt5HTNzAn08eVXFxcuPXWW/P0Ac1R0td569atQP5dZwpSnH1GR0czdepUlixZwunTp/N0L8jvGnHrrbei1+fugVfYMXl5eVGrVq1863Rll4zDhw+TkJBASEhIvv3sY2JiAK55vq5XkyZNaNeuHX/99Reff/65ve/79OnTcXNzY9iwYXmeYzKZaNu2bZ7lHTt25Msvv2T37t2MGDGC9PR09u3bR0hICFOnTs1TPqdPe1kdW34koCxDvXv3LlYKnrp16+a6YOb84+zfv5/Jkyfn27clxzPPPMMXX3zBtGnT7P2XCrNp0ybatm1LdnY2e/bs4bHHHuOTTz6hcePGRbqoFkV+aTJyPuiK0t8zKCiIiIgIzp8/nyflTlk5f/48S5cupU6dOrRp0ybXugceeIA///yTH3/8Md+Acty4cXzzzTcopbh48SIff/wxH3zwAUOHDmX58uUYDIYS1c3T05OkpKR81yUnJ9vLlFRAQECBwc2QIUNYsGABdevWZdiwYQQEBGAymUhMTOTTTz8tcR7TnOMoqM9szkCYgl6Hqmbp0qVkZGRcd/9Jg8FAzZo1eemllzAYDEyYMIHvv/+eRx999Lq2V5LXv6Tv9xxXXjdjYmL46aefePHFFxk0aBBbt27Fzc3NXvbYsWO0bt2a5ORkunbtSv/+/fHw8ECv17N69WrWrFmT53/y4YcfZvbs2fzwww9MmzaNM2fOsGzZMnr06FGknKnx8fEAvPPOO0U+pqvlvM4FfdEsrM94SV/nnACtWrVq1yxb3H3Gx8fTqlUrzpw5Q/v27enRowdeXl4YDAZ2797NvHnz8r1GFPeYCrrOGY3GXIPAcs7VgQMHOHDgQIHHdz3jF4rq4Ycf5sEHH+TXX3/lscceY/369URERDB27Nhc/8s5fH198wTXcPl/Iue9l5CQgFKK8+fPFzootSyP7WoSUFZizZo14/PPP6dbt27XHL3r7OzMG2+8wcMPP8y7775L//79i7QPBwcHWrVqxeLFi6lXrx5PPfUUd9xxR7EuNmWlffv2rF69mhUrVtCtW7dy2WfOQKCjR48WGFTNmTOHL774osCLmk6nIyQkhPfff5/IyEhmzZrF559/zjPPPFOiutWpU4dNmzYRGRmZZ4RxTvL0OnXqlGgfkHfgWI5t27axYMECevfuzaJFi3IFyJs3by70C09ReXh4AOTbEf/K5TnlCrN7927mzp1b5H3XrFmz3Fs0582bh6urK927dy/xtnr16sWECRNYvXr1dQeUpfn6lwZ/f3+ef/55kpKSePvtt5k4cSKffPKJff3HH39MQkICs2bN4n//+1+u5z7yyCP5DlLr0qUL9erV4+eff+add95h+vTp2Gy2Ig3GgcvHnpycjLu7+3UdV842clrIrlbQ618avLy8AIo9wLAofvzxR86cOcPbb7/Nq6++mmvd1KlTcw2SKg85r/PgwYMLHAFe1oYNG8azzz7LDz/8wGOPPXbNwV9xcXHYbLY8QWXO/0TO507OsbVo0aLSJP2XgLKSc3V1LXLZhx56iI8++ogvv/ySW2+9tVj78ff3Z9KkSTzzzDNMnjy5UiRHHjVqFFOnTuW7777jmWeeKfS2cVZWVolHeiul7KkeRo0ale+3xP3797NlyxZ+++23In1oT5s2jTlz5vD2228zevTo6/4AAu028KZNm1i6dCn3339/rnX//fefvUxZOX78OKClzLm6tXXdunX5PsdgMBRpxGuOZs2aAVpKFqVUruBWKWXfT065wuzevbtY6aQ6d+5crgGlzWZj4cKF9O7dGycnpxJvL+dWYkkyCtSvXx8nJye2bdtGenp6ntveOQFaUV7/0vTKK68wffp0vvrqK5555hl7S2LO/+SAAQNylbfZbGzYsKHA7Y0dO5bnn3+eefPmMWPGDPz8/IrcStymTRt27tzJ5s2b6dmz53UdT871eePGjXnWpaen55sup7S0bt0a0FrHrw7CS6qg8wEFXyPKUoMGDfDw8GD79u2YzeYip2grDr1eX2jLsLOzMyNGjOCLL75gzZo1/PnnnzRt2pRWrVrlW95sNrN58+Y83SGuvva5u7vToEEDDh06RGJiov2LQkWStEEVLC0tjXfeeSffWVIsFgvTpk0DyNNfKT8Gg4F3332XrKws3nzzzWLXZdy4cYSEhDBjxoxC01aUl9q1azNhwgRiY2O58847861TZmYmH330UanMNbt69WqOHz9Op06dmD59Oj/88EOeR06gXdSclMHBwTzyyCPExcXlalm5Hg8++CBGo5F33nkn1y3HAwcO8PPPPxMeHp6nJTcnn11pzP+b0w9t/fr1uZYfOHCAKVOm5PscHx8fYmNjr9lvNUeNGjXo2rUrBw4cyJNHbfr06Rw4cIBu3bpds/8kaMeutIGHRXqU99y9GzZsIDY2tli3u3fv3p3v7eb4+Hh73+k777wz17qcOaCLEiw7ODgwfPhwYmNj85zT5cuXs2TJEmrXrk379u2LXOfS4OzszIsvvojZbOatt96yLy/of/K9995j//79BW5v1KhRODo68vTTT3PmzBkeeOABHBwcilSXxx57DKPRyJNPPplvXtTExER7X+CChIWF0b59e3bt2pWn5ez999+336otCwMGDKB69erMmjXL/kX0SiVpuSzofPz2228sXrz4urd7vYxGI48++iinT5/m+eefz5UrN8f+/fuJjo6+7n34+Phw7ty5QsvkdEO77777SE9Pv2Zr+GuvvZarrhEREUyfPh1PT89c14unnnrKvr38bm2fPHmyRPPQF5e0UFYws9nMxIkTeeONN2jXrh233norHh4eREVF8e+//3L+/Hlq1aplz3d1LXfddRft2rUrMFdcYZycnHjppZd46qmnePPNN5kxY0axt1Ha3n77bTIzM/n444+pV68e3bp1o3HjxphMJk6ePMny5cuJi4vj7bffLvG+coLEhx56qMAyTZs2pXnz5uzYsYM9e/YUqSX4xRdf5Ntvv+Wjjz7iySeftH+TjIiIsHemzum4HhERYf/g9/Pz44MPPrBvp27durzxxhtMnDiRpk2bMmTIENLS0pg9ezZms5nvv/8+T+tUTn+i0siD2bp1a1q3bs0ff/zBxYsXadu2LWfOnGH+/Pn07ds331tK3bp1Y/v27fTv35+OHTvi4OBAhw4dCv2C9PXXX9OhQwfGjh3LggULaNiwIQcPHmT+/Pn4+/vz9ddfl/hYSmrq1Kn2zu4577WpU6faA/cxY8Zc80vgvHnzMBgM9O3bt8j7nTlzJj/88ANdu3YlLCwMV1dXTp8+zaJFi0hNTWXw4MHcd999uZ5T3P+B9957jzVr1vD222+zceNG2rRpw6lTp/jrr79wcXFhxowZ+bbel7WHH36Y9957j59//plXXnmF8PBwHnnkEWbMmMHdd9/NsGHD8PX1ZfPmzezcuZO+ffuyaNGifLfl6+vL4MGD+e2334C8uQAL07hxY7766iseffRR6tWrR58+fQgPDyc5OZkTJ06wZs0aRo0axTfffFPodj7//HM6derEvffey+DBgwkPD7e3fHbq1Im1a9eWyevs6OjIH3/8wR133MGdd97JHXfcwa233kpycjK7d+8mPT39mgFxQUaOHMl7773Hk08+yapVqwgLC2Pv3r0sX76cu+++u8QTcFyPyZMns3PnTj777DMWLVpE586d8ff35/z58+zbt489e/awadMmAgICrmv73bp1448//mDIkCHcdttt9vf0lQMbGzduzO23387GjRtxcnKyTy2an+DgYBITE2nWrBl9+/YlKSmJ2bNnk5mZyffff5/rLte4cePYvHkzP/30Exs2bKBHjx6EhIQQFRVFRESE/W5aUfoGl4pyG09+Eyksn9rVrFarWrx4sXr66adVixYtVGBgoDIajcrDw0O1bNlSTZ48Odc0e0XZ/tq1a+3pRIqahzJHZmamqlatmjIYDNecBk6pwtMG5TddWXFTMuTYtm2beuihh1Tt2rWVs7OzcnR0VDVr1lTDhw9XS5cuzXcfxZl6MTExUTk7Oyt3d/d806Vc6fPPP1eAevLJJ5VSheehzPHcc88pQL322mv2ZVfmeMvvUVC6nVmzZqmWLVsqZ2dn5enpqe64444Cc4fedtttyt3dXcXHxxd6TDmuNVVidHS0euihh1RISIhycnJSTZo0UV9++aU6ceJEntQoSmn558aOHauCg4OVXq9XcDlXYkH5+ZTS0qo8+OCDKjg4WBmNRhUcHKwefPDBXClgKlJOKpuCHkXJaVmnTp1ipypat26dGjVqlKpfv77y8PBQRqNRBQQEqDvuuEP99ttv+aZGefbZZxWgli1bVuT9xMTEqKeeekqFhYUpk8mk/Pz81JAhQ9S+ffvylC2t93tRrps5770r07CsWrVKtW/fXrm7uysvLy/Vp08ftWPHjmvu+7///lOA6tChQ4H7K+zYtm7dqu69914VEhJif42aN2+uXnrpJXXo0KE8x5Xf//muXbtU7969lZubm3J3d1d33nmn2rdvn+rXr58CVEJCgr1sYVMvXs8UiceOHVOjR49W1atXVyaTSQUEBKguXbqon3/+uUjbLei4du/erXr16qW8vb2Vu7u76ty5s1q+fHm+9S/stVEq/8+Xwq5ROe/Lq1ksFvXtt9+q9u3bKw8PD+Xo6Khq1Kih7rjjDvX111+r1NRUe9nifkZdvHhRDR06VPn5+dmvcfmdo5w8uiNGjChwWznHFhcXp8aMGaMCAgKUo6OjatmypZo3b16Bz/u///s/1aNHD+Xt7W1PL9elSxf14YcfqpiYmCIdR2nQKXVFzg8hxA0jOTkZb29vnnvuOXvXCVE5HDx4kEaNGvHRRx/x7LPPlum+WrZsiV6vt6eLEZpp06bx4osv8tNPP+Xpk1yRrFYr4eHhZGRklOngHFG+HnvsMb7++mvWrFlDp06d8i2T05JYnrepS5P0oRTiBrVhwwZMJhPjx4+v6KqIq+SMds1v8EJpSk1NZffu3UXKTXszyczM5Msvv8THx4d77rmnQupgsVjy7Ts/depUTp8+zaBBg8q/UqJMxMTE8PPPP9OgQYMCg8kbgbRQCiGEuCmsX7+eNWvW8N9//7Fu3TqmTp3Kiy++WCF1SUxMJDAwkJ49e1K3bl3MZjNbtmxh27ZtBAcHs2PHDoKDgyukbqJ0LFq0iJ07d/LXX3+xd+9efv/993yTmeeo6i2UMihHCCHETWH58uVMnjwZPz8/nn32WZ577rkKq4uLiwujR49m5cqVrF27lszMTIKDgxk3bhyvvfaaBJM3gD///JOffvqJkJAQ3n333UKDyRuBtFAKIYQQQogSkT6UQgghhBCiROSW91VsNhsXLlzA3d29wCnohBBCCCFudEopUlJSCAkJuWZeVAkor3LhwoUizcIhhBBCCHEzOHv2LNWrVy+0jASUV8nJQn/27Fn75OulwWw2s3TpUnr16lUm84mK0iPnqmqR81V1yLmqWuR8VS1lcb6Sk5MJDQ3NNUNPQSSgvErObW4PD49SDyhdXFzw8PCQN2YlJ+eqapHzVXXIuapa5HxVLWV5vorSBVAG5QghhBBCiBKRgFIIIYQQQpSIBJRCCCGEEKJEJKAUQgghhBAlIgGlEEIIIYQoEQkohRBCCCFEiUhAKYQQQgghSkQCSiGEEEIIUSISUAohhBBCiBKRgFIIIYQQQpSIBJRCCCGEEKJEJKAUQgghhBAlIgGlEEIIIYQoEQkohRBCCCFEiRgrugJCCCGEEDeDrHQz019Yj82q0Bt0PPR+BxxdTBVdrVIhLZRCCCGEEOXg5J5YbFYFgM2qOLkntoJrVHqkhVIIIYQQogyt/jWCA+su5Fm+4qdDrPjpEI06VaPLffUqoGalRwJKIYQQQogylF8wmWv92vME1nTH2d3h0sOEi7sDRgdDOdWw5CSgFEIIIYQoI4lR6UUqt/LniDzLTI4GnN1N9kDT5YrfnT1Ml5ZpfxscSrvmxSMBpRBCCCFEKbLZFGcPxnNwwwVO5dNP0uRowJxlveZ2zFlWzFlWkmMzr71THeiNrmR3tWAylf9AHwkohRBCCCFKQUp8Joc2XODQxoukJmQVWO7KYFJv1DHmw05kpGSTnpJNRoqZjJRs7ZFsvrQs+9J6M5kp2SiVz0YV2Cw6TE4Vc5tcAkohhBBCiOtktdo4tTeWg+svcOZgPFwR7Bkd9NRuGUijDiFs/PsYF48l5Xl+YE0PTI4GTI7OePg5X3N/yqbITDeTkWzOFYSmJWVw5PBxdDpdaR5ekUlAKYQQQghRTIlR6RzccIGITRfJSDHnWudfw52GHUKo2yoQB2ct1LprfHMOrL9A1Klk6rUJ4vCWSIJqedCwfUix9qvT63B2c8DZzQFwtS83m81E6w6W+LiulwSUQgghhBBFYMm2cnxXDAfXX+DC0cRc6xycjdRtHUjD9iH413DP81ydXkfjTtVo3KkaANXreZdHlcuNBJRCCCGEEIWIPZfKwQ0XOLIlkqx0S651wbU9adghhPDmAZiqUJqf0iYBpRBCCCGqtITINGLPpYICdWUnxit/zXcgi8pb9IpyWRkWjmyNIvpUcq6nObmZqN82iIYdQvAOckVIQCmEEEKIKkgpxfkjiexedobT++PKZZ+hDbxp2KEatW71w2CU2auvJAGlEEIIIaoMq9XG8R3R7F5+lpgzKWW+P1dPBxq0D6HB7cFFGoV9s5KAUgghhBCVXnaGhYMbLrBnxdlcOR6NJj31bw+mwe3BmBzz9mEsMI2OLmd9PgtzluvAzdsJvb5iUvFUJRJQCiGEEKLSSk3IZO/KcxxYd57szMsJwZ3dTTTpUp3GnatdSqEjKpIElEIIIYSodGLOprB7+RmObYvGZrs8UsYr0IVmPUKp1zYIo+nmHVVd2UhAKYQQQohKQSltDuxdy85wLiIh17qQOl4061mDmo190ckt6EpHAkohhBBCVCirxcbRbVHsXn6GuPNp9uU6HYS3CKBZjxoE1vSowBqKa5GAUgghhBAVIivdzIF1F9i78ixpSdn25UZHAw3bB3Nrt1AZWV1FSEAphBBCiHKVHJvBnpVnObThIuasywNtXDwdaNq1Oo06VsPJ1VSBNRTFJQGlEEIIIcpcZqqZsxHxnNgVw/Gd0blmrvEJcaVZjxrUbRWIwSQJw6siCSiFEEKIKuzknhi2LTqFu48TwbU9CQ73wq+GGwZDxQZmFrOVi8eTOHconrOHEog5m5JrWkOA6vW9adazBjUa+hScL1JUCRJQCiGEEFXU4S2RrPjpEMqmiDmTwondMQAYHfQE1vIgONyL4NqeBNXyxMG5bD/ylU0Rez6Vs4fiOXcongvHkrCabXnKGU16brnNn2Y9auBfw71M6yTKT6ULKM+fP8+ff/7J4sWLiYiIIDIyEh8fH9q3b8+ECRNo06ZNrvK7d+/mjz/+YMeOHezcuZPY2Fg6d+7M6tWrK+YAhBBCiHJwcMMFVs2KAAUGkx4nF6N9YIsl28b5w4mcP5wIaKOlfau7EVzbi+BwrRXTzduxwG1npZuZ/sJ6bFZ3fli6nofe74CjS94+jSnxmfYA8tzhBDJSzHk3poOAGu5Ub+BDaAMfgm/xlNvaN6BKF1B+/vnnvPfee4SHh9OzZ08CAgI4evQoc+fOZe7cucyePZuhQ4fay8+dO5cpU6bg4OBA3bp1iY2NrcDaCyGEEGVv76pzrPu/I4A2Irrf400JqeNFSlwmF48ncfFYIhePJxF/QUvBoxTEnk0l9mwq+1adA8DDz8neghkc7oV3kIs9v+PJPbHYrNr9aZtVcXJPLPXbBZOVYeH84QTtNnZEAolR6fnWz8PPSQsg6/tQvb63DLC5CVS6gLJ169asXbuWjh075lq+bt06unfvzqOPPsrAgQNxdNS+Wd1zzz0MGDCAJk2aEBcXR3BwcEVUWwghhCgXO5eeZtPfxwFwcDbS/8lbCbrFEwAPP2c8/Jyp1yYIgMw0M5Enkrh4LImLxxOJOpWMzaIFismxmSTHRnJ4SyQAjq5GTI4GUuOz8uxzxU+HWPHToQLr5OhipHp9b6rX11ohPf0l1c/NptIFlHfffXe+yzt27EjXrl1ZunQp+/bto2XLlgA0atSoPKsnhBBCVAilFNsWnWLbwpMAOLmaGPB0s0L7ITq5mqjZxI+aTfwAbaBMzOmUXK2YWekWALLSLGSlWYpUF71RR3C4J6ENfKhe3wf/Gu7oZfaam1qlCygLYzJpTeZGY+lVOysri6ysy9/GkpOTATCbzZjN+fQFuU452yrNbYqyIeeqapHzVXXIubp+Sim2zj/FnuXa7WpndxN9n2iCV7BTsV9PvzBX/MJcadItBGVTJESlE3k8mQtHEjmx69rdxnqMrk9oAx9Mjpfn0bZaLVithTxJlLmyeH8VZ1s6pZS6drGKd+bMGerWrYu3tzfnzp3DYMg7IXxkZCTBwcHFGpTzxhtvMHny5DzLf/vtN1xcXEpabSGEEKJElILEQ46knXYAwOBkw691OibX0v/4NqfpiFrnCkprbdSbbNjMlwbQ6BSBHdPKZL+ickpPT+e+++4jKSkJD4/Cp76sEi2UZrOZkSNHkpWVxbRp0/INJq/Xyy+/zPjx4+1/JycnExoaSq9eva754hWH2Wxm2bJl9OzZ097SKionOVdVi5yvqkPOVfHZbIr1vx/j/Gmtn6O7jyN9n2yKh59Tme3zh43r7f0s7cEkoDfoGXjPnWW2X1EyZfH+yrlrWxSVPqC02Ww89NBDrF27lrFjxzJy5MhS3b6jo6N9gM+VTCZTmVzwymq7ovTJuapa5HxVHXKuisZmtbH6l0Mc2RoFgFegCwOfaYabd9kFkwCBNT24eCwp3+Vy3iq/0nx/FWc7lTqgVEoxduxYZs2axYgRI/jmm28qukpCCCFEmbNabCz78QDHd2mJyn1CXBnwdDNcPQvOHVla7hrfnAPrL3DxRCLxtpP46GsREu5Fw/YhZb5vUXVV2oDSZrMxZswYZsyYwfDhw5k5cyZ6vSRCFUIIcWOzmK38+91+Tu+LA8C/hjv9n7oVZzeHctm/Tq+jcadq1GsXwOLFx+jSp660TIprqpQB5ZXB5LBhw/jll19Ktd+kEEIIURmZs6ws/nov5yISAAis5UH/J2/Nd5YaISqTShdQ2mw2Ro8ezcyZM7nnnnuYNWuWBJNCCCFueNkZFhZ+ucfefzGkjhd9H2+Kg1Ol+6gWIo9K91/65ptvMnPmTNzc3Khbty5vv/12njKDBg2iWbNmAERERDB16lQAMjIy7MtGjRoFgJ+fHx988EG51F0IIYS4HplpZhZ8tpvo0ykAhDb04c5HmmBykAYVUTVUuoDy1KlTAKSmpvLOO+/kW6ZmzZr2gDIyMpKffvop1/qoqCj7srCwMAkohRBCVFoZKdnM+3Q3cedSAajZ1I87xjbGYJJxA6LqqHQB5cyZM5k5c2aRy3fp0oUqkptdCCGEyCUtKYt5H+8iITIdgPDmAfQc3RCDQYJJUbVUuoBSCCGEuBmkxGcy7+NdJMVo3bXqtQ2i28j66CWYFFWQBJRCCCFEOUuKSWfex7tJic8EoFGnanS+ty46va6CaybE9ZGAUgghhChHCZFpzPt4F2lJ2QDc2i2U9vfURqeTYFJUXRJQCiGEEOXAarERczaFxV/tJSPFDECLO8JoM/AWCSZFlScBpRBCCHGdbDZFZqqZ9ORs0pOzLv289EjSfmakaL9npplzPbfNgFto2admxVRciFImAaUQQgiRj6SYdFLjrwwS8waMGalmlK34mUbaD6lNsx41yqDWQlQMCSiFEEKIK6QnZ7Pyl0P2ubSvh8Gkx9XTAWd3B1w8HHDxdNR+ejgQWNMD/xrupVhjISqeBJRCCCHEJaf2xbLy50P2Po5X0ut1OHvkBIgOuLhf8buHIy4epks/HTA5GaRfpLipSEAphBDipmfJtrLx7+PsW33OvqxOywAadAixtyw6uZgkrY8QBZCAUgghxE0t9lwKS388SMLFNABMTgY6D69H3daB0sooRBFJQCmEEOKmpGyKPSvPsmnucWwWbWBN0C2e9HyoIR5+zhVcOyGqFgkohRBC3HTSErNY8dNBzh5KAECn19Gqb01a3BEmUx8KcR0koBRCCHFTObE7hlW/RNjzQnr4OdHzoUYE3eJZwTUTouqSgFIIIcRNwZxlZf1fRzm47oJ9Wf22QXQcVhcHZ/k4FKIk5B0khBDihhd9Opll0w+SGJUOgIOzkS7/q0edloEVXDMhbgwSUAohhLhh2WyK3cvOsGXeCWyXZrQJqeNFjwcb4u7jVMG1q9ziv/sO30OHiD93jsDHH6/o6ohKTgJKIYQQN6SU+ExWzDzI+SOJgJaYvPWAWtzWKwy95JO8poQffsA3I5OEDRskoBTXJAGlEEKIG86xHdGs/jWCrHQLAJ4BzvR8qBGBNT0quGZC3JgkoBRCCFFlZaWbmf7CemxWhd6gY8Rb7di68CQRGy/ayzRsH0z7e+rg4CQfeUKUFXl3CSGEqLJO7onFZtX6Rtqsij+mbCPz0jzcjq5Guo6oT/htARVZRSFuChJQCiGEqHJW/xrBgSvS/+TICSZdvRwY8mIr3Lwdy7tqN45Lg5hQFVsNUTVIQCmEEKLKyS+YvFJaYrYEk9cpY+9eYr/8CpWVBYDKzOTUvcNxadcW17btcL6tGXoHhwqupahsJKAUQghRZcRfTOPItqgilc3OsEjC8mJI37WL2C+/Im39+jzrMnbvJmP3buK+/gadoyMuLZrj0rYdru3a4tSwITqDoQJqLCoTeacJIYSotJRSRJ9O4cTuGE7ujiEhMj3fcs4eDmQkZwOgN+gY/nqbShVMKqWwXLhAxoED6IwmXG9vh96pcuTBTN++ndivviJt46bLC00msNnAagWDAcfatck6fBgAlZVF2sZNpG3cRAyg9/DApXUrXNu0xbVdWxzCw9HpJC3TzabyvNuEEEIIwGa1cfFYEscvBZGpCVl5yngHu5IYmYa61L8vJ5gEQAdegS7lVNv8maOiyTywn8z9+8nYp/20JiTY1+tdXXHv1QvP/v1wadOm3Fv4lFKkb9lK7Fdfkb51q325zmTC65578B07huN9+qAyrOgcTNwyby6W+HjSt2whbdNm0jZvxnzmDAC25GRSl68gdfkKAIz+/ri0bYtrWy3ANIWElOuxiYohAaUQQogKZzFbOXcogeO7Yzi1J5bMNHOeMgE1PbilmR+3NPPHO8iVvz/YwcVjSXnKlXeuSUtCwqXAcR+Z+w+QuX8/lujoQp9jS0sj6Z9/SPrnH4z+/nj07YtH/37a7eMybN1TSpG+aRMxX31FxvYd9uU6R0e8hg7Fd8xoTIH5T0dp9PHB48478bjzTgDM58+TtnmzFmBu2Yw1JhYAS0wMyQsWkLxgAQCmGjXswaVLmzYYfXzK7PhExZGAUgghRIXIzrBwan8sJ3bFcuZAHOYsa671Or2OkDpe3NLMn1ua+eHmnfsW8V3jm3Ng/QWiTiVTr00Qh7dEElTLg4bty65FzJqcTOaBA2Ts368Fj/v2Yb5QyAAhnQ6HWrVwatwI58ZNcGrcCEtMLMkLF5C6eg3KbMYSE0P8zJnEz5yJQ3g4nv374dGvHw7Vq5davZVSpK1fT+yXX5Gxe/fl6jk54X3vvfg89CCmgOKlVzJVq4bX4MF4DR6MUors48ftrZfpW7diS0kBwHzmDIlnzpD4xx8AONavj+/o0Xj271dqxycqngSUQgghyo01S0fExkhO7Y3n3OF4bJbcOWkMJj2hDXy4pZk/tZr64eRmKnBbOr2Oxp2q0bhTNQCq1/Mu1bra0tLIPHQoV/CYffp0oc8xhYbi3KQxTo0a49S4MU6NGmJwc8tTzqN3L6xJSST/9x/JCxaSvm0bANnHjxPzyafEfPIpzs2b49m/H+533IHR+/qOTSlF6po1xH71NZl799qX65yd8b5vOL4PPYTR1/e6tn0lnU6HY+3aONaujc/IESiLhcxDh0jbtJn0zZtI37HTPmo8KyKCCy+8QPapU/g98bj0t7xBSEAphBCizCXHZrBp7jEubnflIkdzrXNwMhDWRLuVXaORT4XOaKNsNtI2bCBh9u+krlmjDUopgDE4GOfGjbTgsUljnBs1wuDlVeR9GTw98R46FO+hQzFfuEDSokUkL1hI1pEjAGTs3EnGzp1EvvMubh074tm/H25du6J3dr72cShF6sqVxH75FZkHD9qX611c8B4xAp9RD5TprWed0YhzkyY4N2kCD4/FlpVFxq7dpG3ZTOLs37EmJhL75ZeYoyIJfuMNdEYJR6o6OYNCCCHKTGaamR3/nmbvqrOXWiO11ihnDwdq3aoFkdXreWMw6iu0npaEBJLmzCHh//7AfPZsnvUGX1+cGzfGqYl229q5USOM/v6ltn9TSAh+Y8fiN3YsmYcPk7xgAUkLF2GJjASLhdRVq0hdtQq9iwvuPXviMaA/rm3b5hnMo2w2UpYvJ/arr8mKiLAv17u54XP/SHzuv7/IQa/3mDEcPXSIOg0alPj49I6OuLZtg2vbNnj2H8DZsWMxnz9P0l9zsMTEUP3jj9G7VOxAKlEyElAKIYQodVaLjf1rzrNt8Umy0iz25c5BZnre24JqdX3R6yv2VqdSioxdu0iY/Tsp//6LMl8eCKRzdsazX19cO3XCuXFjjEFB5XZr1qlePZzq1cN//HjSt2/XBrj8+x+2lBRs6ekkzZtH0rx5GPz98OzTB4/+A3BqUJ+UZcu0QPJSCydoKX187r8fn5EjMHh6FqsePg8/TNzixbTp06dUj8/xllrU/H02Z8aNI+vgIdLWrOX0A6MI/ebrUrn9LiqGBJRCCCFKjVKK4ztj2PTPMZJjM+3Lg2t70mZgTbYfXE9QuGepBpOx33yDMlvQmYz4PfLINctbU9NIXjCfhNm/5wq+ABxqh+N973A8Bw7A4O5eanW8Hjq9HtfWrXFt3ZrAiRNJXbOG5AULSV29GmU2Y42JJf6nn4n/6Wf0bm7YUlPtzzV4euLz4Ci8//e/Cj+O/Bj9/Qn7+RfOP/00aRs2kLlvH6eG30eN77/DISysoqsnroMElEIIIUrFxWOJbJhzjKiTyfZlngHO3H5XbWo188NiscDBQjZwnWK//Q6VkYHO2bnQgDLz8GESZs8mef4CbOlXJEg3mfDo2RPv4ffi3LJlpRwkond0xKNXLzx69cKanEzK0qUkzV+gDeZRyh5MGry88HnoIbzvuw+Dm2sF17pwBjdXQr/5mosTXyNp3jzMZ85wavh9hH77jdb3UlQpElAKIYQokcSodDb9c5wTu2Psy5zcTLTuV4uGHUMwGCquf6QtK4uU//4jYfbvZOzalWudKSQEr2HD8Bp8N0Y/vwqqYfEZPDzwGjIEryFDMEdGkrxoERl79uJ866143zsMvWvlDiSvpDOZCJ46BWNwEHHffIs1Pp7T9z9AtY8/wr1Ll4qunigGCSiFEEJcl4yUbLYtOsWBteex2bT0PwaTnlu7h9K8dxiOl6Y+VDYb2adOkbZ7D74rVpCYkIhjtRBMQUEYAwMx+vqW+kwx2WfOkPB//0fSnL+xJiZeXqHT4dapE17D78WtY8cqPwe1KSgI39GjK7oaJaLT6Qh45hlMQUFEvvkWKiODc48/QfDkN/AaMqSiqyeKSAJKIYQQxWLJtrJn5Vl2/nua7MxLaXV0UK9NEK3718IpPZbM1ctI3L+fzH37yTxwAFtaGgC+QOyKFbk3aDRiDPDHFBiEMSjwip+BGAODMAUFYvT3R2cqOCdljpQVK0iY/Ttp69fnWm7w9dWScA8dikP1aqXxMohS5n3vvRj9/Tk//jlUVhYXJ76GOTIKv8cfq5TdEERuElAKIYQoEmVTHN4ayZZ5J3LNrx0UoGjsfBTndb8R+fV+rEl5p0MslMWC5cJFLBcuFlxGp8Po54cx6FKAGXj5Z06uSJWZybnHn8j1NJeWLfEafi8ePXuic3AoXr1EuXPv3p0aM2dw7tHHtFyVX3yBJSqSoEmTJFdlJSdnRwghxDWdjYhn4/8dJvZihn2Za2YUtY/8hU/8QWxA2tVPMhpxrFsH50uzxhjr12PVsWP0vL09xMVhiYrEHBWFJTJK+z0yCkuktkxlZubellJYYmKwxMSQuW9f/pVU2m13vZsbngMH4n3vMBzr1Cm110CUD5fbbiPst9/suSoT//wLS3QM1T7+SHJVVmISUAohhMjDmpJCxt69RG47yq7DDkSrIPs6h6xEbjm1iKDIzeiVTVuo1+MYfsvlWWMaN8axXj30Tpfn3zabzahTpzD6+WIKDoLGjfLdt1IKW1LSpWDzUqB5VcBpuXgx90htAJ2OoMlv4Nm3b5UamCLyujpXZeqaNZKrspKTgFIIIYSdOSqKuB9+JOqfJRwP6cXF4Hag00ZpG6xZ1DizjBpnV+AcGoxT3z7arDGNG+PUoEGpBXE6nQ6Dl5c2o0u9egWWs6amYomM5OTdg1HZ2eicnPAeOrRU6iAqXr65Ku+7jxrff49DjRoVXT1xFQkohRBCYD5/ntjvvydpzt8kuNRgT7OXsBovzRmtbIQZznBrU/AZPRSnhm9g8PCo2AoDBjc3DLVrQxUfqS0KZnBzJfTrr7j42utarsrTZzh17/AqnauyuIn4qwoJKIUQ4iaWfeYMsd99R9LceWCxkOwexp4mj9qDyRr1PLh9WH18Q3pUcE3FzUrn4KDlqgwKIu7by7kqq3/yMW6dO1d09YqtqIn4qxoJKIUQ4iaUdeIkcd9+Q9LCRfZR0ilu1dnT/BmsOm00dLf769Pg9pCKrKYQwKVclc8+gykokMi33kZlZHD2sccJfnMyXoMHV3T1BBJQCiHETSXzyBHivvmW5CVL7KOiAVT3Qewz9cKcqS3rfF89CSZFpeM9fLiWq/K557Vcla9OxBwZid9jkquyolXcfFhCCCHKTeahQ5x78ilODhhI8uLFWjCp0+F+xx34zPyLLa59ybwUTHa4pw6NO0nyb1E5uffoQY0ZMzB4egIQ+/kXRL4+CWWxVHDNbm7SQimEEDewjH37iP3qa1JXrbq8UK/Ho29f/MY9TJZXNf75cCfpydkAtB10C7d2D62g2l4fv3EP2wc5iJuDS/PbCJs9+4pclX9ijorEb9w4nJs1q7RTaiqbDWyXUm1dcYfgRiDvPiGEKCflObozfedOYr/6OvcUhAYDngMG4DfuYRxq1iQ1IYt5H+6wz3rTsk9NWtxRs0zrVRZupIENougcb6lF2OzfODvuEbIOHSJt7TrS1q7D4OODW9cuuHfvgevt7XLlQq0ItrQ0UjduJHXValLXrEFlae83lZnJhRdfxKP/AFzbta20QXBRSUAphBDlpKxHdyqlSN+6jdivvyZ98+bLK0wmvAYNwvfhsTiEaq2P6cnZzPtkF8mx2ow0zXrWoHX/WqVeJyHKkikggLBffuHiq6+SsnQpKIU1Pp6kOX+TNOdvdM7OuHVoj1u37rh16YzR27tc6mW+cIGU1atJXbWa9M2bUWZzvuWS5s0nad58DP5+ePbth+eA/jg2aFAl+4NWuoDy/Pnz/PnnnyxevJiIiAgiIyPx8fGhffv2TJgwgTZt2uR5TnJyMm+88QZz5swhMjKSoKAgBg8ezBtvvIFHJciVJoQQZUkpRdqGjcR+/TUZO3bYl+scHPAaMgTfMaMxhVweYJORqgWTiVHaTDNNulTn9rvDq+SHmBAGN1eqf/oJlthYUlevJmX5CtI2bkRlZ6MyMkhZtpyUZctBr8elRQvce3THrXt3HKpXL7U6KJuNzP37SVm1itRVq8mKiMhTRufkhGu7dqStX68FmAYDOoMBlZ2NNSaW+JkziZ85E4fa4XgOGIhnv7653reVXaULKD///HPee+89wsPD6dmzJwEBARw9epS5c+cyd+5cZs+ezdArZkJIS0ujc+fO7N69m549ezJ8+HD27NnDxx9/zKpVq1i/fj2uMgWXEKKKU1Yr1sRELHFxWOPjscTGYY2PwxIbR9qWzWTu2Wsvq3NywnvYUHweGo0pMCDXdrLSzcz/dDfxF7SZtxu2D6bj0DoSTIoqz+jnh9eQIXgNGYItPZ3UDRtIXb6C1NWrsSYlgc1G+rZtpG/bRtSUqTjWrasFl92649SoYbHfA7b0dNI2btSCyDVrscbG5q1TQABuXbrg1rULru202+8RtzUHsxmdgwN11q4hZelSkuYvIH3rVlCK7GPHifnoI2I++giXVq3wHDgA9169KsVkAoWpdAFl69atWbt2LR07dsy1fN26dXTv3p1HH32UgQMH4ujoCMC0adPYvXs3EyZM4L333rOXnzRpEm+++SbTpk1j8uTJ5XoMQghRFLasLKyxsVji47HExmqBYlw81rhYLHHxWOJiscbFa0FkQsLlzvwF0Lm44HPfcHwefDDf+Y6zMy0s+HwPsWdTAajbOpDO/6uPTi/BpLix6F1c8OjZE4+ePVEWC+k7dpK6cgUpy1dgPn8egKwjR8g6coTYr77GGByMe9euuPfojkurVuhMpny3a46MJHXVKlJWrSJ98xZUdnaeMk4NG+LWtStuXbteM1A1uLvjNXgwXoMHY754kaSFC0meP5+so8cA7AFw5Jtv4da1K54D+uPWsSM6B4dSeJVKl06pqjPMqHfv3ixdupRt27bRsmVLlFJUr16d5ORkIiMjc7VEZmZmEhISgouLC2fPni3yN4/k5GQ8PT1JSkoq1dvlZrOZxYsX06dPH0wF/KOKykHOVdVSVc6XNSWFI23baUnEdTr0Li7Y0tJKvmGDAWNgAJ4DBuDzwAMF9hEzZ1tZ+PkeLhxNBCD8Nn96jWmE3lB+2eOqyrkSmhvxfCmlyDpyhJQVK0hdvoLMgwfzlNG7u+PWuTPu3bvh2qED2adOXQoiV5N16FCe8jpHR1zbtr0URHbBFBhYaB0ibmtu70tdf9fO/OsYEUHS/AUkL1yIJSYm13qDpyfufe7Es/8AnG9rZo9vyuJ8FScmqnQtlIXJeYGMRq3aR48e5cKFC/Tu3TvPbW0nJyc6derEvHnzOHbsGHXq1Cn3+gohBIA1NZWzY8baZ6RBqUKDSZ2LC0ZfX4w+Phj8/C799MXo44vR1weDr9+ln74YPD3R6QsPCi1mK0u+3msPJms28aXn6PINJoWoDHQ6HU716uFUrx7+jz2mDZ5ZuYrUlStI27oNLBZsKSkkL1xI8sKFBW7H4O+He5cuuHXtqt3KdnYu3To2aIBTgwYEPP8caZs3kzx/AcnLlqHS07EmJZE4+3cSZ/+OKTQUz/798RzQH121is0dW2UCyjNnzrB8+XKCgoJocmlC+KNHjwIUGCzmLD969GiBZbKyssi6NIQftGgctEjfXMCorOuRs63S3KYoG3KuqpbKfr5saWlceORRMvfsubzQYMDz3mFaQOjjowWMl343+Pigd3Ep0rYVYLFaLweq+bBabCz78RBnDyUAUK2+F90erI9NWbGZC35eWajs50rkdlOcL39/3IcNxX3YUKzJyaSvW0faylXawJn09FxFHerXx7VzZ1y7dMaxYUP7FzkrYC3Wa6TsP4vy2jq2bo1/69b4vvIyaatWkbJwEembNoHVivnsWWK/+orYr77CoXFjvMJvIattW/DxKUZ9Clacc18lAkqz2czIkSPJyspi2rRpGC7lakpKSgLA81K2/KvlNM/mlMvPlClT8u1juXTpUlyKeFEvjmXLlpX6NkXZkHNVtVTG86XLzqba9Om4nDwFgNLp0CmFTa9nW9OmlwtmZMC5c9qjFCkbxO92IiNKu7vj4G1B1TjL0mVnS3U/xVUZz5Uo2E11vnQ66N4NXedOOB8/jvPJk1g8vUhrUB+Ll5dW5swZ7XGdfDp1Qme1ogwGDi9eXPz69e+HoUtn3PfswWPXbpwuXTey9+8nYP9+1tarhzmfPtTXI/2qoLowlT6gtNlsPPTQQ6xdu5axY8cycuTIUt3+yy+/zPjx4+1/JycnExoaSq9evUq9D+WyZcvo2bPnDdMX5UYl56pqqazny5aRwcXHnyDjUjDp0rEjGdu2oTIzMRgN9OnTp2z3b1Os/uUwGVFa/6uAmu70ebwxDk4Vd9mvrOdK5E/OVxkprff+sGEAZJ84QcrCRSQvXEiqowNd7r23VPtQFlWlDiiVUowdO5ZZs2YxYsQIvvnmm1zrc1omC2qBzHkhCmrBBHB0dLSPGL+SyWQqkzdQWW1XlD45V1VLZTpftsxMLjz9NBnbtgHg2qED1b/4XBuUA4CuTOuqbIrVv0dwbLsWTPrXcGfAU81wdKkcr09lOlfi2uR8VW6mevVwrVcPnyceZ+lff9GkFM9XcbZTaXtk22w2Ro8ezfTp0xk+fDgzZ85Ef1XH8yv7SObnWn0shRCitNmysjj3+BOkb9JmqnG9vR3Vv/gcfT5fXMuCUop1fxzl4IaLAPiEuFaqYFIIUTZ0ej1WN7cK23+lDChtNhtjxoxhxowZDBs2jF9++cXeb/JKderUISQkhA0bNpB21YjJzMxM1q5dS0hICLVr1y6vqgshbmK27GzOPfkkaRs2AODSpg3Vv/yy3OYSVkqx6e/j7Fut9anyCnRh4DO34eQmwaQQomxVuoAyp2VyxowZ3HPPPcyaNSvfYBK0ofVjxowhNTWVN998M9e6KVOmkJCQwJgxY2QGCCFEmVPZ2Zx/6mnS1q4DwKVlS0K//qpU04lcy9aFJ9m1TBss4OHnxMBnmuHiUfkSIAshbjyVrg/lm2++ycyZM3Fzc6Nu3bq8/fbbecoMGjSIZs2aATBhwgTmz5/PtGnT2LVrFy1atGDPnj0sWbKEZs2aMWHChHI+AiHEzUaZzZx7djypq1cD4Ny8OaHffpMn/Y/fuIdRZgs6U+lfenf8e4rti04B4ObtyMBnbsPNu3xaRoUQotIFlKdOnQIgNTWVd955J98yNWvWtAeUrq6urF69msmTJ/PXX3+xevVqgoKCePbZZ5k0aZLM4y2EKFPKbOb8c8+TumIFAM7NmhH63Xfo87n2+D3ySJnUYc+Ks2yeewIAF08HBj5zGx5+5dcyKoQQlS6gnDlzJjNnzizWczw9Pfnoo4/46KOPyqZSQgiRD2WxcH7CBFKWLgXAqWlTQr//DoNb+XyRVUqxZ8VZNvylzfvr5GZi4NO34RVY+jl0hRCiMJUuoBRCiKpAWa1ceOllUpb8C4BTo0bU+OF7DO7u5bL/zFQzK34+xKm9sQA4uhgZ+EwzfELkrowQovxJQCmEEMWkrFYuvvKKfa5fx4YNqPHjDxhKcTKEwpw/nMCyGQdJS9SmjXXzduTOR5rgV718glkhhLiaBJRCCFEMymbj4muvkzRvPgCO9epR48cfMeRMy1aGbFYb2xadYvuSU/bpgMNv86fLiPo4uUpqICFExZGAUgghikjZbEROmkTS338D4FinDjVmTMfo7V3m+06OzWDZ9ANEntBmADOa9HQYWoeGHUIkNZoQosJJQCmEEEWglCLyzTdJ/PMvABxqh1Nj5gyMPj5lvu9jO6JZNSuC7AwLAL7VXOk1urH0lxRCVBoSUAohxDUopYh6+x0Sf/8/ABxq1SJsxgyMvr5lul9zlpX1fxyxT6MI0KRzNW4fXBujQ/4TPgghREWQgFIIIQqhlCJqyhQSfv0VAIewMGrMnInR379M9xt7LoWlPxwgITIdAEdXI91GNuCWZmW7XyGEuB4SUAohRAGUUkRPe5+En38BwFSjBjV+/glTYECZ7nPf6nNsmHMMm0UbeRNSx4ueDzWUmW+EEJWWBJRCCJEPpRQxH31E/IwZAJiqVyfsp5mYAgPLbJ8Zqdms/DnCnltSp9fRul9Nmt9RE71eBt4IISovCSiFEOIqSiliPv2UuO9/AMAUEqIFk8HBZbbPcxHxLJtxkPSkbADcfBzp9VAjgmt7ldk+hRCitEhAKYQQlyilyNy3j4Rff7XnmTQGB1Pjp5mYqlUrk31arTa2LTjJjv9OX84t2dyfLv+T3JJCiKpDAkohxE3PkpBA8vz5JP41h6yjR+3LjYGBhM2cgUNoaJnsNzk2g6U/HiDqpOSWFEJUbRJQCiFuSspqJW3jJhLnzCFlxQowmy+v1Otx69yZwJdfwqFGjVLZX1a6mekvrMdmVegNOjrfV48Nfx4lO9MKSG5JIUTVJgGlEOKmkn3uPEl//03iP/9guXgx1zpTWA287h6M56BBpT6S++SeWGxW7Z62zapY9UuEfV2TLtW5fXA4RpPklhRCVE0SUAohbni2rCxSli8nac4c0jZtBqXs63ROTnj07oXn4MG4tGpV6reaV/8awYF1FwpcX6OhD53urVuq+xRCiPImAaUQ4oaVGRFB4l9zSFqwAFtSUq51To0b4zVkMB59+2Jwdy+zOhQWTAKcORhfZvsWQojyIgGlEOKGYk1OJnnRIhL/mkPmgQO51hk8PfEYMACvIYNxqlevzOuSdWnu7Vx02Edz58jOsODgLJdjIUTVJVcwIUTVpxTp27aROncuKf8tRWVlXV6n0+Harh1eQwbj1r07ekfHcquWo7ORO8Y15t9v99uXefg6kRybCYDeoGP4620kmBRCVHlyFRNCVFnKZiPx51+oOX06F+Licq0zhgTjddfdeN51Fw7VyyaH5LXEnU9l1ayIXMtygkkAdOAV6FLOtRJCiNInAaUQosqK+/ZbYj/9DIdLf+tMJtx6dMdr8BBc27VFZ6i4UdOJ0enM/3Q3WWn53Pa+JLCmRznW6MallGLl2ZV0C+0m+TuFqCASUAohqqTsc+eI/eZbAMyengSPexjvu+7C6O1dwTWD1IRM5n+ym/RkbRrFtoNuwdHFRNSpZOq1CeLwlkiCannQsH1IBde06lNKMW3bNGYdmsWIBiOY0GqCBJVCVAAJKIUQVY5Siqi33rb3lbx433AajByJ0VTxUxWmJ2cz75PdpMRrt7Zb3BlGiztqAtC4k3brvXq9ig96bwRXBpOA/acElUKUP31FV0AIIYordeVKUtesAcB90CAya9as2ApdkpVuZsHnu0mMSgegSdfqtBlwSwXX6sZ0dTCZY9ahWUzbNg2lVAHPFEKUBQkohRBVii09nch33gFA7+mJ37PPVGyFLsnOtLDwiz3Enk0FoH67IDreU0dayspAfsFkfZ/69t8lqBSi/ElAKYSoUmK/+RbLBW3KxIBnn8Xg41PBNQKL2cqSb/YReSIZgPDm/nQdUR+dXoLJ0pZfMDmiwQj+6PcHIxqMsC+7mYLKpKwk/jn6D2eTz1Z0VcRNTPpQCiGqjKzjx4mbMQMAp6ZN8bpnCBabrULrZLXaWPrDAc5FJABQo5EPPR9qhN4g39dLW0HBZE6fyQmtJgDcVH0qjyYc5cmVT3I+9TwmvYmxTccyuvFoHAwO136yEKVIrnhCiCpBKUXkm2+B2Qx6PUGvv16haYEAlE2xYuYhTu6JBSC4tid3jGuCwSiX1tJWUDD5vwb/Y9yycYxdOpaTySeZ0GrCTdNSufLMSkYsHsH51PMAmG1mvtr9FYPnD2Zb5LYKrp242chVTwhRJSQvWkz6li0AeN97L86NG1VofZRSrPn9CEe3RQEQEOZOv8dvxeRQsUHujWrl2ZV5+kz2qNGD+xbdx6aLm9h8cTP3LryXecfn8ULLF/L0qVx5dmVFVLtMKKX4fu/3PLPqGdIt6ejQ8UDDB6jrXReAU8mneOi/h5i4fiIJmQkVXFtxs5CAUghR6VlTUoh6byoABl9f/J95ukLro5Ri09/HObBWaxnyCXGl/5PNZArFMtQttFuulseI+Age/O9BErIuB0wZlgxe2/AaA+cNJCL+8gxFIxqMoFtot3Ktb1nJsGTw4toX+WzXZygULkYXPu36Kc+3ep7f+/3O+BbjcTI4ATDv+DwGzB3AvGPzbsgWWlG5SEAphKj0Yj77HGuMdls58MUJGDwqdoaZHUtOs2vZGQA8/J0Z8HQznNwqPgfmjSynj+R99e+zL1ModOh4o90bfNfzO3wctQFap5JP2cvcSMnOI9MiGfXvKJacWgJANbdqzOozi641ugJg0pt4sPGDzB00l47VOgKQmJXIxA0TGb10NCeTTlZY3cWNTwJKIUSllnnwIAm//gqAS6tWePTvX6H12bPyLFvmnwDA1cuRgU83w9XTsULrdLNIt6RzPuV8rmUKxbHEY7QNbmsPrHLo0BHkElSeVSwze2L2MHzRcA7GHQSgVVArfu/7O3W86+QpW82tGl92/5IPO3+Iv7M/ANsitzF4/mC+2v0VWdascq27yE0pxYozK264VmMJKIUQlZay2Yic/CbYbGA0EvT6axXa0nRo4wXW/3EUAGd3EwOfaYaHn3OF1edmcj71PCOXjGTNeS2hvaeDp33drEOzGLpwKHOOzrEv06FDofhgxwc8sfKJKt2XcP7x+Tz474PEZmit9MPqDePbnt/i5eRV4HN0Oh29avZi3qB5DK8/HB06zDYzX+/5msHzB7Pl4pZr7lcpxcHsgzdc4FORcgaXPbPqmRtusJgElEKISitxzhwy9uwBwHfUAzjWydsaU16O7Yhm1S9avzwHZyP9n2qGd5BrhdXnZrIrehf3LbqPowlaMN+hWgeW3L0kT5/KHCMajOCXO3+hmps21eXac2sZMn9IlRv5bLVZ+XD7h7y6/lXMNjNGnZHX2r7GxLYTMemL1sXC3cGdV9q8wq99frUPVDqdfJoxS8fw6vpXic+Mz/d5Sik+2PkBv6X/xgc7P7ihAp+Kkt9UoaURVFptVo4lHGPhiYVszNpYGlW9LtKDXAhRKVkSEoj54EMAjEFB+D36aIXV5fT+OJZNP4BSYHTQ0++JW/EPda+w+txM5h2bx+RNkzHbzACMbDiS51o8h0FvyJN3EnL3mfyj/x9M3jiZpaeXEp0Rzej/RjPu1nGMazoOo75yf/ylZKcwYe0E1p9fD4CXoxcfdfmIVkGtrmt7TfybMLvvbH499Ctf7v6SDEsG84/PZ825NTzX4jkG1R5kb/3PCXxmH54NwOzDs+2v943QF7UiFDZVKBQ9V6rVZuV08mkOxB3gYNxBDsQdICI+ggxLBgCOOPKmerP0D6AIKvc7Sghx04r56COsSUkABL7yMnrXimkNPH8kgSXf7sNmVeiNOvo82pTgcM9rP1GUiNVm5dNdnzJjv5bI3qgzMrHtRAbXHWwvc3Uy86sH4Hg4ePBB5w+Yc3QOU7dOJcuaxTd7vmHrxa281+k9glwrZ//K08mneWLFE/bBRbW9avNZt88IdQ8t0XaNeiMPNHqAXmG9eHfLu6w+t5qkrCRe3/g6847P4/W2r1PLs1apBD5VkdlqJiYjhuj0aKLSo4hJjyE2IxZ3B3eCXIMIdg0m2DUYfxf/Yn0hKWiq0JxW9YJeW5uycSr5lBY4xmoB5KH4Q/bgMT9WrESmRxLmEFbcwy8xCSiFEJVO+q5dJP75FwCunTri3rNnhdQj6lQyi77ai9VsQ6fX0XtMY0IbVPxUjze6NHMaL617idVnVwPg6ejJx10+zrd1LieobBnUkm6h3fIEOzqdjiF1h3Cr/61MWDuBY4nH2Bm9kyELhvDW7W/lGchT0TZe2Mjza54nJTsFgK6hXZnScQquptL7QhXsFsxn3T5j5ZmVvLv1XaLTo9kRtYO7599NA98G7I/df7msIZiLVm2q06oaVCqlSMpKIjojmuj0aHvAmPN7THoMUelRBd7+v5pep8ff2T9XkBnoGkiwa7B9mZejFzqdrtDZna6+/Z2clUy7kHYcij9kb3lMM6cVWA8HvQP1fOrR0LchjXwbUdezLoc3HibENaRkL9h1koBSCFGpKItFG4gD6BwcCJo4sUI+vOLOp7Lg892YM62gg+4PNOCWZv7lXo+bzYXUCzyx8gl7f8lbPG/hi25fEOpRcOucTqeje43uhW63jncdfuv7G9O2TeOvI3+RlJXEU6ue4n8N/sf4FuMrfKpCpRS/RfzG+9vex6qsAIxtMpYnbnsCva70hzvodDq6h3WnbUhbvtj1Bb8e+hWrsuYKJofXG07DyIYcDDpov/1dWYJKm7KRak4lJTuF5KxkUrJTiM+MtweJVwaNMRkx1z2yXa/TY1O5p3e1KRtR6VFEpUexJ2ZPvs9zMjgR6BJIljWLyPRI+/JuNbpxT917OJ18miZ+TWjg04BD8YcAmH9iPvNPzM93eya9ibredWnk20gLIP0aEe4Vnqsvrdls5pju2HUdZ2mQgFIIUakk/DabrAjtVpDvww/jUKNGgWWVUpzaF0fqaRMH113AYLx8Scv5rLN/6F3x2act0tnLoLtitU6Hsik2/XOcrDQLAJ2H16Nem8p5e/RGsjt6N0+vetreUtS+Wnve7/Q+7g6l01/V2ejMpHaTaBPchskbJ5NqTuXXQ7+yM2on0zpNo6ZnzVLZT3FlW7N5Z8s7/H30bwAcDY683f5t7qh1R5nv29XkyoRWE4jLiLPnt8yRkJlAikrhqVufAh3MjijdoNJsNZOUnaQFhdnJ9sAwOfvyT/vvWcn2v5Ozk0nNTkVRssEsXo5eBLgE4O/iT6BLIAEuAQS4BNh/93f2x9vJm3RzOpFpkVxMu8jFtItEpkVqj/RILqZeJDI9EovNkmvbmdZMTqeczrPPlWdWsvJM4bM26dBRz7sejf0b2wPIOl51MBkqd65bCSiFEJWGOTqamE8/BcBUowa+Y8cUWv7Augus+e0w4MT6g8fLpE7t7g6ncadqZbJtcdmC4wuYtHGSffDNiAYjeK7lc2UyeOaOmnfQ2LcxE9ZOYF/sPg7FH2LowqFMbDuRAeEDSn1/hYnLiOPZ1c+yK3oXAAEuAXzW7TMa+ZbP1KI5t2SvDCaNOiMWZeHf0//yL/8y7Y9peZ4369AsZh2ahR49er0eHTr0Or29NVWv05bpdDr77zk/QevWkGnNLJNjctA72IPDKx+BLoH4u/jb/3Y0FC1/rJuDG7UdalPbu3a+623KRnxmvD24vJh6ka2RW1lzbs01t23UGantVZuL6RdJytL6jCsUjzR75Jqt7pWNBJRCiEoj+r1p2NK0PkNBr01E71jwBT8zzcyWeSfKrC46vY5WfWvSvFf5d26/mdiUjc92fsaP+38EtA/YV9q+wj117ynT/VZ3r85Pd/7E57s+Z8b+GWRYMnh1/atsvrCZiW0n4mJyKdP9g5bq6MmVTxKZpt0SberflE+6fIK/S/l1rchvjvTPun7Ge9veY8WZFdd8vg0bNpvtmuWuh4PeAQ9HDzwcPHB3cMfDwQMPRw/cTe725TkPdwd3PB09CXQJxNPRs1xvx+t1evyc/fBz9qMJTQAtG8HVfScHhg9kQPgAItMjybZmU8+7HnW86/Dpzk/z9LGsilOFSkAphKgU0jZtInnRIgDce/XCrWPHQstvX3yKzDStNcu7aQZ9h3XBaDSScxdMS+2muDLFmz3fW65llxcodXmdo4sRZ/eK7Vd3o0s3p/PSupdYdXYVoA2++ajzR7QObl0u+zfpTYxvMZ42QW14Zf0rxGfGs+DEAvbG7uX9Tu/TwLdBme172ellvLr+VfuI3QHhA3i93etFbjUrLTlzpOcENBHxEfx88Gc+7vIxG89tZM7GOdSrVw90sO7cOvbEXu4z2NivMW2D2oJO+2KglEKhsCmbvd9hzu8KhVIKG1o5V5Pr5UAxn+DQw9Gj3F+L0nR1BgLQ5lZ3d3C3dxUobMBOVRr0lEMCSiFEhVPZ2US++RYAOhcXAl9+qdDyiVHp7Ft1DgDXGjoO+23FKTZLCyjBflstR87FOWe5/edVyy//0OFsdqaVcyucjTffTDhKKY4kHCHDkkGQaxC+zr5FTqRdVBdTL/Lkyic5nHAYgFqetfii2xfU8Ci4z2xZaV+tPX/1/4uX17/MlotbOJ18mv8t1gbr3FHrDgw6Awa9AaPOiEFv0P7WGa7rQ9+mbHyz5xu+3vM1oLVujW8xnvsb3l8hQUR+gU/Oz2ebPUusUyx3NryTj3d/nCuYrMqBT3kp7LW9epQ3VP3XVAJKIUSFi5sxk+yTJwHwf/wxTMHBhZbfMOcYNpvWGvKT5/vEZpzj781/l3q93B3cGRg+kHvq3cMtnreU+vYrk2xrNlsjt7L67GpWnV1FdHq0fZ0OHX7OfvZ+aIGugfbfg1yD7H3Sihp874nZw3Prnrs8+CakPdM6T8PDwaMsDq1I/F38+a7nd0zfP50vdn2B2WbmvW3v8d629wp8Tq4A86qA06g3Xv6Zs05nIMOSwfEkrb+vm8mNaZ2m0bF64a3xZa2gwMdqs9JQNeSDnR/YR3lD1Q98ylNBr+32qO15Zneq6q+pBJRCiAqVfe48sV9rrTUOtcPxuf/+QsufPRTPqb3anMaH/bcQ63auzOqWkp1iH3zQKqgVQ+sOpXuN7pV+tGVRJWQmsPbcWlafXc3GCxtJt6TnW06hiMmIISYjhgNxBwrcnoeDB4GugVrQeekR4BJgX+bj4MPu7N1MXnF55pv/Nfgfz7d8vlLMXKPX6RnTZAwtA1syYe0ELqZdLLS8RVmwWC2FlilImEcYn3X7rNJ8Uckv8Jl9eLaWh/Lw5dfhRgh8ylt+r+2NFkyCBJRCiAoWNWUKKlMb7Rk8aRI6U8HBWpYlm3m/bEKHM2Z9FltrLKJnjZ40TGhIj649MBgNWkF7V0mV+6dS+S7P1afy0h/HE4/z55E/2XxxMwDbIrexLXIbPk4+3F3nbgbXGUx19+rFOlalFCvPrsw3AXd5OZl0ktVnV7P67Gp2x+zOk2PPqDfSOqg1XUK7EOIaYs+3F5UWlSu3X6o5Nc+2c1K65OSQLIxRZ+TlNi8ztN7QUjqy0tMsoBlzBsxhzbk1pGWnYVEWrDYrVqU9LDaL9rvNmmudxWYpcN2Vf9fyrMVjzR7D07FyzbiUX+CTk9QcbpzApyLk99rCjfWaSkAphKgwKStXkbpCG0nqOXAALq0Knqf4bMpZPvplOrXjtduD+0JX82KX5+gX1o8lS5ZQza0apkKC0eIK9wqnV81enE4+zZ+H/2Tu8bkkZSURnxnPD/t+4Md9P9K+WnuG1h1Kp+qdMOgNhW7vyg745fkhYrFZ2BOzxx5E5kzndyUPBw86Ve9El9AutA9pj5uD2zW3m5qdag8wc4LMK4POwmYe8XDw4KMuH9EmuE3JDq4MuTu40++WfhVdjXJ3MwQ+FeVaU4VWdRJQCiEqhC0jg6h33gFA7+5OwAsvFFh28YnFTFn/HgMPjgcg0ymFl8aMpY5/bcxmc5nWM8wjjOdbPc+TzZ9k6aml/HnkT3ZF70KhWH9+PevPryfINYjBdQZzd527CXAJyLONq0dzlvVsI2nmNDZe2Mjqs6tZe24tiVmJecrUcK9B19CudA7tzG0BtxX7lrObgxtuDm7c4lXwLdtsa3auWUsupFzgwKEDPN3racK8JR1TZZUT+FhtVmYfns3wesNvqMCnIl1rqtCqTAJKIUSFiP3uO8znzwPg/8zTGP388pRJN6fz7pZ3mXd8Hm1PD8DZos2Ycud9LajjX7zbzSXlaHCkf3h/+of353D8Yf488icLTywkzZxGZFokX+7+km/2fEPX0K7cU+8e2ga3Ra/T55saBEo/qIxMi2TN2TWsOreKrRe32vso5tCho1lAM7qEdqFLaBdqedQq8w8zB4MD1d2r27sGmM1mFp9cTIhbxcw1LIpOp9PxfPPn0Z3V8Vzz526owKeiFWWq0KpIAkohRB6x33yDMlvQmYz4PfJIqW8/68RJ4n/QElk7NWyI97335ilzIO4AL659kdPJp/HI9KXJxS4ABN3iSYNWFTtzTT2fekxsO5HxLcaz+ORi/jj8B4fiD2FVVpafWc7yM8up4V6DIXWGcCblDH8d/cv+3Po+9e0d8osTVGZYMohNjyUmI4bojGhi02OJzogmJj2G44nH7fMBX8nZ6MztIbfTJbQLHat1xNfZtxRfBXGj0+l0NHRoKMGkKJJKGVDOmjWLdevWsWPHDvbt20d2djYzZsxg1KhR+ZbfsmUL7777Lhs2bCAlJYWwsDDuvfdeXn75ZZydb74cckKUVOy336EyMtA5O5d6QKmUIurtt1BmM+h0BL0xCZ3hcv9Dm7Lxy8Ff+GTnJ/b5cftEjcKgtDIdhtapNB9wLiYXhtQdwuA6g9kfu58/jvzBkpNLyLJmcSblDB/t/ChX+f81+B8vtnoxz+3vlOwU7qp9FzGZMbkCxZiMGPvPlOyUItUpwDmAzqGd6RLahTbBbap0cmghRNVRKQPKiRMncvr0afz8/AgODub06bwTrOf4+++/GTZsGAaDgcGDBxMUFMSGDRt46623WLlyJStWrMCxkOnbhBDlK2XJEtI2bgLAa+hQnJs2ta+LzYhl4vqJbLiwAdBGAj8a8DzmTVpeynptggisWXG5Cgui0+lo4t+EJv5NeL7l88w/Np9v9n5DcnZyrnKbL2zmlfWvEJ0ejYeDh339vOPzmHd8XrH3a9QbCXDW0vK0DmpN19CuNPBtYJ9PWQghykulDCh/+OEH6tSpQ1hYGFOnTuXll1/Ot1xGRgbjxo1Dp9OxYcMGWrRoAWgtIE8++SRffvklH3/8MS+9VPisG0KI8mFNTSVqylQADN7eBDz7jH3dhvMb7NPfAVRzq8Z7Hd4j4ocsYknF6KCn7aDKkbOvMB4OHlxIu5ArmNShQ6E4nnTcntS6MEa9EX9nf/xd/AlwDrAnFc/56e/ij7+zP16OXpWmtVYIcXOrlAFljx49ilRuw4YNxMbGcs8999iDSdBaC95++22+/PJLvvnmG1588UW56ApRCcR+/gWWmBgAAl54AYOXF2armc92fcbMAzPt5e6sdSevtX2Ns9tSiD2r9Tds3jsMN2+niqh2saw8uzLXAJz6PvX5qvtXzDs+j4XHF5JmSSPAWQsK/Zz8WHF2BbEZsfby77R/h37h/aSVUQhRpVTKgLKooqKiAKhVq1aedV5eXnh7e3P69GlOnDhBeHh4eVdPiBuestng0kMpBVYryqZAXVp2xfrs06eJn6UFWs7Nm+M5aCCnk08zYe0EDsYd1JYbnXm1zasMCB+AOcvK5nna3MFu3o4061n+czxfj26h3RjRYESuGTGm75/OhFYTGNNkjL1czujvK4PJEQ1G0D+8v3wBFkJUOVU6oPT39wfg5KU5gK+UlJREQkICAEeOHCkwoMzKyiIrK8v+d3KydpvKbDaXan67nG2Vdc48UXI3+7nKPnHCPnONysggokVLLShUCmW1glL2IPG6GAz4vvIyc4/OY8r2KWRYMgCo712fKe2nEOYRhsViYduiU2QkZwPQqn9N0Nkwm/PuszKer2ebPWvP4QeX50V+vvnz6HQ6lFJ55kceXm84zzZ7Fovl+qbyqwoq47kSBZPzVbWUxfkqzraqdEB5++234+Hhwdy5c9m1axe33Xabfd1rr71m/z0xMbHAbUyZMoXJkyfnWb506VJcXFxKtb4Ay5YtK/VtirJxs56raj/8iKu6PBehSksr1e3H3N6at/dOYa95r31Ze8f29LT15MD6AxzgAJZ0HZHrXAEdDp5WjkRv5+jiwrdb2c5XQ9WQdg7t2JStDUCafXg2p06eoo9zHxZnLLYvB2jn0I6GkQ1ZsmRJRVW3XFW2cyUKJ+erainN85Wenl7kslU6oHRzc+Ojjz5izJgxtGvXjiFDhhAUFMTGjRvZsWMH9evXJyIiAoOh4CnRXn75ZcaPH2//Ozk5mdDQUHr16oWHR+mNJjWbzSxbtoyePXuW6vRwovTdzOcqfds2Lhy9Yh5mgwHP++5Dp9eBXg86PTqD9hO9Dt2lZRj06C4tQ69Hpzdov+v0l/7Wgd7AeV0i7xnmcSZDS2ju4+TDm23f5PaQ23PVY/n0Q2DTbgXfObo5gbUKfi9W5vPVR/XJ1RK5KXsT8a7xHM4+bC8zvN5we8vlja4ynyuRl5yvqqUszlfOXduiqNIBJcDo0aMJCQlh2rRpzJs3D6vVSsuWLVmxYgXvvfceERER9lvj+XF0dMw3rZDJZCqTN1BZbVeUvpvtXCmlSPj8i1zLdA4OhLz6Som3HZsRy6+HfmXm/plYsrVbuu1D2vN2h7fxc849Q86FY4mc2KUFk3VaBVK9btGScVfW8/Vym5cx6A32PpWHEy4HkzfaXL5FVVnPlcifnK+qpTTPV3G2U+UDSoA777yTO++8M8/ykSNHotfrad68eQXUSoiqJXXNGjJ27dL+MBqhFPrynUg6wc8HfmbB8QVk27T+kEa9kWeaP8PIhiPzjGRWNsX6P7QWUoNJT7u7qv5gupy5e4Fco79v1mBSCHFjuiECyvxs2LCBU6dO0adPHzw9PSu6OkJUaspmI+bTzwDQu7mhLBbUdQaUSil2Ru9k5oGZrD67Ote6Jn5NeLXNqzTya5Tvcw9viSTmjDYjzG09a+DuU/nTBBXF1UGlBJNCiBtNlQ8ok5OT8/R1vHDhAmPGjMFoNPLWW29VUM2EqDpS/vuPrEPaXNA+Dz1I3Pc/FHsbVpuVFWdW8NOBn9gbuzfXui6hXRjVaBTNA5oXGERlZ1rYNFdL+u3q6cBtvapGmqCiygkqWwa1pFtoNwkmhRA3lEoZUP7www+sX78egH379tmXrV69GoBBgwYxaNAgAD777DNmzZpFhw4dCAgI4OzZs8ybN4/09HR+/PFHud0txDUoi8XeOmnw9sb7/vuJ/OZrjIDZakYpVWjwk25OZ97xefx84GfOpZ6zL3fQO9A/vD/3N7qfWzyvPcPNrqVnSE/Sbou3vSscB6dKeXkqEZ1OR/ca3Su6GkIIUeoq5RV7/fr1/PTTT7mWbdiwgQ0btPl9a9asaQ8ob7/9dtasWcOCBQtISEjA19eXPn368OKLL+ZKIySEyF/SvPlknzoFgO/DD/PhwS9Ja2vDaNNh0dtYvG1avrdn4zLimB0xm98P/05SVpJ9uaejJ8PqDWN4/eF5BtwUJCU+k13LzgAQEOZOvdZBpXNwQgghykWlDChnzpzJzJkzi1S2W7dudOvWrWwrJMQNypadTcyX2shuY2Ag0+ucZ9ah36H9FYNlLg0kyQkqTyad5OeDPzP/2Hz7QBvQ5t6+v+H9DKo9CBdT8XK4bvrnONZLScvb31NHSzMkhBCiyqiUAaUQonwk/t8fWC5cBGBHn1v4+fjv9nX1feoTEa/Noz3r0Cyi06PJtmaz5twaFJcTnzf2bcyoxqPoUaMHBn3BOV8LEnkiiaPbtGlUa7cIIKS2VwmOSAghREWQgFKIm5QtPZ3Yb78FIC3Anan+WwGtZTBnFPLUrVP5LeI3AJaeXprr+V2qd+GBRg/QIrDFdQ8wUTbF+j8vpQky3hhpgoQQ4mZU4oDSbDYTHR1NbGwsLi4u+Pv74+XlVQpVE0KUpfhZv2KN1RKI/9gmDatBu809osEInrztSf7v8P+x9tzaPM+r7VWbDzp/QLhXyYO/I9uiiDqpzcTQrEcoHn7OJd6mEEKI8nddAeXx48eZOXMmK1euZMeOHXkmDw8JCaFLly4MGjSIgQMHYjRKQ6gQlYk1OZm4H7TUQGf8YUNDrYVxcJ3BuBhd6D2nN4lZifbyDnoHe3/JY4nH+OvIXyXOo2jOsrLpHy1NkIuHA83vCLvubQkhhKhYxYr0Nm/ezOuvv87KlSux2Ww4ODjQqFEjAgMD8fHxISMjg/j4eA4fPsyvv/7Kb7/9RkBAAE888QTjx4/H2VlaH4SoDOKmT8d2aY7W3zvpUXodng6ezDs2D4u6nNA8Z6DNwPCBjPpvVK4+lS2DWpYoBc6uZWdIS8wCoM3AWypXmqBz2+H8Tmg0CNwCKro2QghR6RX5Cn7vvffy559/EhAQwJNPPsnQoUNp0aIFDg4O+ZY/e/YsS5cuZdasWUyaNImvv/6aX375ha5du5Za5YUQxWeJiyP+518AiKrpwfY6aQAkZV9O/dPErwn3N7pfG2ijMzBt2zR7MAnabfFuodefXSE1IZNdS08D4BfqRv12wde9rVKjFBxdChs+hdNaijJWvAkdn4W2j4FJvhALIURBihxQ7tixgx9//JGRI0diMFx7JGdoaCijR49m9OjRHDt2jLfffptNmzZJQClEBYv+5htUejoA37VNhavm0+4V1ov3O72PXq9HKcW0bdNKfQ7qzXNPYMnW0gR1uKcO+opME2Q1w/45WiAZfTD3uuwULajcPgO6T4LGg0Gvz387QghxEytyQBkREVGkQDI/tWvXZubMmVit1ut6vhCi5JKykpi38Uea/TYLE7A/TMe+mjqcDE7U8KjBkYQjgDaaO2B7ABNaTSiTYDLqZDKHt0QCcMtt/lSr612i47puWamw82fY9CUkX57hBwd3aPkgVG8Fq6doQWbSWfh7DGz+Cnq/C2HtKqbOQghRSRU5oLzeYLK0tyGEKJ4zyWf45eAvzDs+j5ELUjFd+l73b08fnm4xinvq3oOHg0eu4HHWoVlsj9qe5zZ3SYNJpS6nCdIbddx+dwWkCUqLhS3fwrbvISPh8nK3QGj7KLR8CJw8tWX1+8KuX2DlO5AWDRd2wow7oMEA6DkZfK49paQQQtwMKlEveCFEaVFKsTtmNz8d+ImVZ1aiUATFK7ru0RKSp7aqz9fP/h8Ohst9oCe0mgBgDypLO5gEOLYjmsgTWl/NW7uF4ulfvBl1SiT+pNYauWsWWDIuL/cJh/ZPQdN7weSU+zl6A7QYpd3q3vApbPwcLJlwaD4cXgJtxkGn58G5glpZhRCikih2QKmUYu3atcTExNCsWTNq164NwLFjx5g6dSo7d+7EZrPRqVMnXn31VQIDA0u90kKI/FlsFpafWc4vB35hb+zeXOse3+6LQUUD0OTVKbmCSQCdTpcnqITSCyYt2VY2/n0MAGd3Ey3vrFmi7RXZxb2w4RM48A8o2+XlIc2hwzNQv58WOBbG0R26TdSCyxVvwd7fwWaGTV/A7l+h80vQajQYTGV4IEIIUXkVK6BMS0ujd+/ebNq0CdA+gN5//3369OlDu3btSExMtJfdu3cvCxYsYMeOHfj4+JRqpYUQuaWZ0/j76N/8euhXzqeety836U30u6UfIx06Ypn6NAAeffrgVL9+vtu5OqgsrWBS2RTbFp0kNf5SmqABt+DgXIY3SJSCk2u1QPL4ytzraveA9s9AzQ5Q3OPyrA53f6u1TP73KpzZqN02//dF7RZ6zzehXp/ib1cIIaq4Yl3RP/zwQzZu3Mhtt91G165dWbVqFRMnTmTt2rUYjUZ+/PFHWrduTXx8PJ999hlz5sxh6tSpTJs2razqL8RNLTo9mlkHZ/HXkb9IMafYl3s5ejGs3jDurX8vfs5+nH3scVKVAoMBvyefKHSbOUFly6CWdAvtVuI+k6f3xbF53gnizqcC4FvNjQbtQ657m4WyWbXb0Rs+hQu7Li/XGaDx3dD+aQhqUvL9VGsODy6GiIWw7HWIPwFxx+D3+6BmR+j1NoQ0K/l+hBCiiihWQDlnzhxq1arF5s2bMZlMmM1mGjZsyPz58/ntt98YNmyYvWyHDh1o3LgxCxculIBSiDKw8cJGXljzAsnZyfZlYR5h3N/wfvqH98fZqOVNzNi9m9SVWiud512DcKxV65rb1ul0JUpaDnDucAKb5x63T60I2q3ubvfXL/U0QXpbNvqdM2HLV1pwl8PoDM3vh3aPg3cpz8Sj00GD/lCnN2z7Ada8B5mJcGodfNcFbh0OR5aAJeva2zI5w4QT1y4nhBCVVLECyuPHjzNq1ChMJq2fkMlkonfv3nz99dd07577w0en09G1a1emT59eerUVQqCU4qcDP/Hxzo+xXeoT2CKwBQ80fIDOoZ3RX5VXMvqTTwHQmUz4P/ZYmdcv6mQym+cd51zE5RHUDs5GbutVg6Zdq5fujDhZKeg3fUPPA59h2HM5cMXZG1qPg9YPg6tv6e0vP0YHaPcY3HovrH0ftn4HNgvs+a1s9yuEEJVIsa7s6enp+Pv751rm5+eX6+eV/P39ycoqwrdzIUSRZFgymLRxEktOLgHAyeDE5Nsn0+eWPvmWT9u0ifTNmwHwuvdeTCEF3GqedguYM/Jfd6VCWtLizqeyZf4JTu6JtS8zOuhp2i2U23rWwMm1FAesZKVqfRY3fIohIwH7kBrPUGj3BDQfCQ6upbe/onDxgTumQKsx2m3wiIW51xscQH/VJdecXn71E0KIMlTspoKr+1OVtLO+EKJozqee55lVz9jT+YS4hvBpt0+p75P/ABulFNGffAKAztkZv3EPF7xxc8Z1BzdJMelsXXCSI9uiQMtKhN6go1GnarS4IwxXT8fr2m6+stNh+4+w/hNIvxy4JjtVx6XXKxhvHVrxI619w+HeX+HUBvip3+WR5dZs8KsL3V6DOj21keXvBEtQKYS4IUgeSiGqgC0Xt/D8mudJzEoEoHVQaz7o/AHeTgXnP0xdtYrMPVrqIJ/778eYz12EfJnyyQ2ZT9CTmpDF9sUnObThIjabFknqdFC/XTAt+9bEw7cU5742Z8COmbDuIy3BeA7/Blg6TWDVcR19mvSr+GDySjXbg9Hp0munAxRE7YfZw8AtCJrekzuNkRBCVGHFDihnzZrF5ku30EDLPwnQp0/eW24564QQ10cpxaxDs/hw+4dYlTbFzYgGI3iu5XMYr759euXzbDZiLvWd1Ht44PvQg0XbockFxq3Vcis6uEHDgeBXJ1dLWkZKNjv+O83+1eexWi4HRLVbBNC6fy28g0rxVrMlS5secd2HkHLx8nK/utDlJWh4F8pqhROLS2+fZcHkBB2e09IYZadCaqSWJD2HzQypMeDmX+AmhBCiMit2QHns2LF8A8V///033/JyS1yI65NpyWTypsksPKH1xXM0ODKp3ST6h/e/5nOTFy8h64g2N7fvQw9h8PQs2k6t2fBlG7gUvLLyLQhoCFYzWTYXdicNZs/ETZizrPanhDXxpU3/W/Cv4V68AyyMJRt2z4K1H0Dy5bya+IRrgWTjwZeTkVut+W+jUtFB5xe0/JUH58Ge2XB6w+XVVjN8WE+7FX7rcKh7R95Ze4QQohIrVkB58uTJsqqHEOIKF1Mv8vSqpzkUfwiAINcgPun6CY18G13zucpsJubzzwAw+PriM3JE4U/ITtcCGgCbhSybC9OjZ2LDhB4zI60PcySzLztT7yZLuQNaABdSx5O2A8MJru11vYeZl9WsBVtr3oekM5eXe9eEzi9Ck6FgqMI9dZw8tAFDzUdCwin4vKXWOglaEH/kX+3h5KkFzbcOh+qtJFG6EKLSK9aVOSyslPO4CSHy2Ba5jefXPE98ZjygpQT6sPOH+DoXLf1N4ty5mE9rwZjfuHHoXQu4BW2zasHbyncuBzXASY8HsEVrfRFtmJgd9xXZtsv9If2Nx2jrPotQUxq604PAdaCWLLwkQY/VAvv+0HI5Jpy6vNyzhtayd+vwytU/srjM6Vq3gavlvO5GR+0Y9/8DWUmQmQTbp2sPn3Bt3a3DwKtG+dZbCCGKqAp/1ReiikmJ0lqoTPkPVlFKMTtiNu9vex+LsgAwvP5wXmj1AiZ90YIpW1YWsV9+BYAxOBive4flX/DYCi21TdR++6LVSY9wIKN3nqI5waSDLoVunl9zi+MmLXaMB9Z9oD18btH6WzYcCMHNih5c2qywfw6sngrxxy8v96gGnZ6HZiO0PI83gsJGc+sM0P9TuGMqHF4Ce36HY8u1Vsv447Dqbe1Rs6OW77LhQG1+cSGEqCSKHFCuXbv2unfSqVOn636uEDeErd/D4he0QS/1+2i3M8O7aS1TQJY1i7c2vcW84/MAbQ7u19q+xl117irWbhJ//x1LZCQA/o8/ht7hqmAscp8WSF45v7V7MKTH5RtMXilbuRPuvgce3a1Nb3hwHpzfoa2MPwHrP9YeXmGXgstB2hSF+QWXNhsc/EcLJGOPXF7uFqQFks3vt782VVoBXx4KLGdy1qaIbHy39gVk/1+wezZE7dPWn1qnPRY9r83S02w41Op8uT+pEEJUkCIHlF26dLnuATbWKtFpXogycmwFLJkAKDCnwb4/tYeTJzToT2Ttbjx78k/2xx0AIMAlgE+6fEIT/+LNOW1LSyP22+8AcAgLw3PQoMsrk87Dyre1W9w5ySId3KHD09D2cbLea5xne0YysZB7YEi2zRkHn1ranNjtn4bEM3DwUnB5bqtWKPE0bPxMe3iGXm65rNZSWx+xEFZPgeiDlzfsGgAdx0OLUUUPwqqCkkyn6B6oTRnZ7nHti8Ce32HvH1raJEuG1kVg3x/aF4ImQ7S+ln71tNbiG6VVVwhRZRQ5oHz99dfzBJSbN2/mv//+o27dutx+++0EBgYSFRXFxo0bOXLkCL1796Zt27alXmkhqozYY/DXg1q+QaMT1Oml3co0p0NmEjsP/sn42FXEGbUWpts8wvmo13f4uQYUe1fxv/yCNV7rd+n31JPojEbITNZS1Wz6EiyZWkGdAVo+CJ1fsqepcXSE/wWN57fID1BoUzc6G5JJsWoBpR4Lw4Mm4HB1o6FXDbj9Ce2RdA4OLYADc+HspdRiSWdh0xfawz1EC6JjDl1+vosvdHgWWo4Gh3zyXwpNUBPt0WMynFgFu3+DiEVgzdLSKV2Zgkhv1IJKv7rgXx/862m/+9WV11gIUWaKHFC+8cYbuf5et24dU6ZM4bvvvmP06NG5gk2lFN9//z1PP/00r776aqlVVogqJSNRS2KdmaT9Pegr7VZ3dhrq8BL+3PsDU8znsFx67wxNTuGlk6swnegMje7SyhZ0y/gq1sRE4n6cDoBjvXp49Oqh3WZfPTXXjDLU7wc93tByS15pwglMSVmoFy+nskmxXhHUGk14vbG78Ep4Voe2j2qP5AtwaCEcnAunNwIKUi5oD9Dm2m7/NLQaC45u1zw+cYnBqKUWqtNT+/86OFe7JX72cm5gbBatG0Hskaumf9SBV6jWiul/6eFXD/zraudDVF3mDO19Vq25nEtRYa57UM5rr71G3759GTNmTJ51Op2Ohx9+mH///ZfXXnuNVatWlaiSQlQ5Vgv89RDEXcrZ2vF5LUAEsg0m3k3ZzxzLedDpMOr0vIofQ+Iv5VtMuQCbv9QeXmGX+tQNhsDGBQaXcT9Ox5aSAoD/4Hbovrn98r5Bu93c6y0Iu73AKm9ffKrAdYE1PYp+7AAeIdDmYe2REgURl1ou02Kg8RAtH6NTMbcpcnP20roItBgFWSlaABlzBGIiLv1+GBJOXjEbj9K6KCSegWPLcm/LLfBSi2Y9rVUz53e3QElZVJlZLVq+1tVTtZZqJy8tvVarMdLtQZS76w4od+zYwdNPP11omQYNGvDZZ59d7y6EqLqWvQ7HV2i/1+8HXbWW+uj0aJ5d/Sx7Y7QpEf2c/fi4y8c0C2gGaXFwaB7s/xtOrUcLAE5fHuziV1cLLBvdrbUqXWKJiSF+1iwAnIMdcDv+rjbTH2j5G7tP0lo8CwkMEqPSObhOaz30DnYhsJYn9doEcXhLJEG1PGjYPuT6Xwv3QO0DrlXeL5+ilDi6Q7UW2uNK5kxtlHhMhBZsxh7WAs24Y1oS+xypUdrj1Lrcz3cN0KaQrNlBG2HuV1cCzMpAKa3f8sq3cn9xzEyE/16GbT9Ar7eh3p1yvkS5ue6A0sHBgV27dhVaZteuXThcPcpUiBvdzl+01kWAgEZw17eg17M7ejfjV48nJiMGgKb+Tfm4y8cEuFy6tezqCy0f0h7JF7UPjP1zLg92iT2iDWZZPQUCm9hHA8d++hUqIwMA//oXtM8PZ2/oNAFajS7SaOkt80/Y5+Pu+WAj+6w31evJ7bMqzeQEgY20x5WsFi3fZ06AGXP40u9HtIFjOdKi4cA/2gPA1R/Crggw/etJwFLeTqyG5W/AhSs+fz1DocUD2sCtuGPal4jfh0OtTtD7Xa3/rRBl7LoDyl69evHHH38wdepUxo8fnytwzM7O5sMPP+S///5j2LAC8uAJcSM6sxkWPqv97uILw2eTrtczfdcXTN8/HfOlRNaD6wzmlTav4GAo4AuXRzC0fUR7JJy+9KH+N1zco62P2gdR+zDPf5uERQGADtfALFxDdNDmKW3EdBH7UkWfTubYjmgA6rQKLN0pFEXlZDCCX23tUb/v5eU2mzbVZexhiI6As1u0KSLT47T1aTFav82Dc7W/XfwutWB21AJN//qg15f30dwcLuzSAskTqy8vc/aBTi9oX0JNTnD701rr5JqpWt/tk2vhm47azExdJ2p3C4QoI9cdUL7//vusW7eOV199lU8//ZSWLVsSEBBAdHQ027dvJzo6mpCQEKZNm1aa9RWi8ko8C/83Qpv9RG9E3fMzixL28fHyj4lO1wI2o87Iy21e5p669xQ9DZd3GHR4RnvEHtMCy31/QexhYva5g03bjv9drWHUtGLNpqKUYuPfWkJxvUFHmwG3FOeIxY1Gr9cG7niFQu0ewBNakBl7WOuGcWodnNpweaBXeqzWkn5Qy5+Ki+8VLZgdwL+BBJglFXtMu7WdE8QDmFy1zArtnsjdF9noAO0e05Lfr56qBZfKCjt/1rrSdBwPbR+XeeJFmbjugLJ69eps376dl156iT/++INFixbZ1zk5OTFy5EimTp1KUFBQqVRUiEotO027xZSm3c7e3/UFph76hj0xe+xFGvo25NU2r9LUv+n178evNnSegOr4PLHvTybp1B8AuLVvgfMzs4q9ubOH4jl/OAGAxp2q4el/A+WAFKVDr4eABtqj9Vit/17MYS24PL1BCzQv/d+THqclvT80X/vb2UcbCFazoxZg+tQpeD+VidWipdva9QsENITa3bUA27tm+dUh+aLW0rjzFy0oBNCbtNbITs+DWyGpxVx8oM80rd/y0olw9D/IToUVb8L2mdDzDa0vtnRXEKWoRFMvBgUFMXPmTL7//nsOHz5MUlISnp6e1KtXD5OpCs+7K0Rx2Gww91GI3Ee0wcCndVoz/8Sv9tW+Tr483fxpBtYeiF5X8tYapRQxn3xK3AwtmDT4+xE46d3ib8em2PSP1jppcjLQsk/NEtdN3AR0Ogiorz1yAszYI5daMC890rQWeTLitdRFl9IXGZ29aeVwC7ozXhDeueKOoTDRETD3kct9FBNOweHF2u++tbXAsnYPrSW2LPJ6ZiTA+k9gy7daAnsAdNB0KHR5GXxqFX1b/nXhf39oM2P996o2mUDSGS0DxZZvofcUqN7i2tsRoghKZS5vk8lE48Z5Z9oQ4qawdhpZh+bxi6cH3/l4k5Glpf8x6U2MbDiSsU3G4uZQOrkWlVJEvzeN+JkzATAGBlJj5gwcahT9NneOozuiiD2bCsBtPWvg7C4D6MR10Oku57VsNVoLMOOOXbo9vl67RZ6qTQeqy0ggJGMH/DIAmv0Per4Jrn4VfACX2KxaAv6V72gJ40FrkcxOvxwgxx3THlu+AYOj1n80J8As6Qj47HTY+q2W0SEndy1And7Q/XUIKsFnbHg3GLcOdv2sHV96rNY/9odu0GQo9Jik5ZEVogRKJaAU4malDsxlxdZP+KBaCOdNRnKmNewW2o3nWz5PqEdo6e3LZiPq7XdI+O03AEwhIdT4aSYOocXfh9ViY8s8bVpAZ3cTt3YvvXqKm5xOpyXO96uj3Z5VCuKOw6l12E6uxXZwIUaVDbt/1Vr+ekyG20ZWbF/L2GPaXYacjAo6Pdz+lNYiaHCAqP3aDFfHVmhJ5G0WLeg8vvJS698r2kjrnFvjtToXPc+q1Qy7ZsGa97RckjlC22iTEBSSO7ZYDEbtfDQeDOs+gs1faamj9v2hdVG4/UnY9uPlGbXQAoS+VguG/VeFCibnkk0rKm5IRQ4omzZtyhtvvMHdd99d7J1cuHCBd999l9DQUF588cViP1+IyujwkYVMW/8iWwP97ctqe9XmxdYv0ja4dKccVTYbkZMmkfjnXwCYQkMJmzkDU7Vq17W9A+vOkxyrfXC06lsLByf5binKiE5nH1FuvXUEq9VPdM/+F/2xZdrt3QVPacFlv4/zpjcqazab1iq4fPLl28u+tWHQ1xDa+nK54Kbao+N4bTrTk2svB5hJZ7QySWdhx0ztoTdqAWFOgBnYJG/AbLNpeWdXvp07l6R/A61FsqxySDp5Qs/JWkL85ZO0AVWWTFj7PloCW2UvquNSkGDLzndTQlypyJ8iNWrUYMiQIdSqVYuRI0cyZMj/s3fe0VFUbRx+tqT3ToAUQgIJvffeERAEC1XBRvFTERHBDkoXQVFBioBSpIiKFOldeofQQkso6aSXbfP9McmSkASyyaaA9zlnT3bv3Lnz7k529jf3vuX5Ry5zJyQksGPHDpYvX84///yDk5MTy5ebHjQgEJQ34jPi+f7oTH6//jcGa3mZ2Elty/8avsfz1Z5HrTSvOJP0eu59/AmJf/4JgKW/P77LlmLhVbQUIJoMnbEqjpOHDTVaFyNpuUBgImlWHuj7rER5bSts+VBOUxRxRE5v03yUXGO+NMpxxt+Av96SA4sAUMhlQzt8+mjfSGtHCOkpP7KX98N2yI+bB2RxZtDJ4946KAfC2Hk+EJcB7SHyrJwC6N7pB+M6+UL7j2RfSaWqBN94Fq5V4MVf5JKN/0zIsuWBmERthaRQodfrUKnUcq0EbVrJ2yV4Yin0L9/GjRvZtWsXn376KZMmTeLLL7/E3t6eunXr4uXlhYuLC+np6cTHx3P16lWuXZOd/Z2cnHj//fcZP348Dg4iv53gyUWr17Lq0irmn5lHsjYFFApUkkR/l9qM7DYfJysnsx9T0um4++F4krKyKFgGVsVvyRLUHh6P2bNgTm8PJz1ZzofZtHcAKpVI6yIoZRQKCOkFAe3k9DaH58mRzP/OhfN/yBHKOfNjmhODAU78DNs+e5DE3cUfev8o+0SaQs7l/WYjs2pqH5RnLsN2yMFKIPtgnlklPx7G1u1BLslCFCEwO34t4I3dcHa1vOyfLSp1mUjVe7Bb1Y52zw2TA20newtRKSgQk6ZSOnToQIcOHTh37hxLly5l165d/PvvvxgMhlz93Nzc6N27N3369OHFF1/E2lrkvBI82ey/vZ8Zx2ZwM+mmsa1FWjrjPFtS9dmlJbI0JWk03Bn7AcnbtgFgVb06vkt+Ru3qWuQx05I0nNoRAYCHrwOBDR6RekQgKGmsHKDrZDlv4sb34PYxSLoNvw2Eat1lYWlCXtXHkhAOf/0Pbux90Nb4ddmP0xyzohY2D4J0mCoXJbi2UxaY1/fIqXuysbSX80g2f6vs69orlVBvAGx6TxbF2c2XN9FR8Q+Sww1oJ9zVBI+mSGtztWvXZtasWQCkpqZy9+5d4uLisLGxwcPDg4oVxRKa4OngeuJ1Zh6byYE7B4xtflotH8Tdp41bbRS9F5SImDRoNNx5dzQpu3cDYF2jBj6LF6F2KV4pxOObbqDLlHPaNe9bFYVS5KETlAMq1IZXt8lRyNs/l2tSX9kiC7+2H8qiS1VwKrrUTB2J6VqcbCyws8rnZ02S5OTeWz8GTbLc5uQDz86Fqu1L5j2BXJQgu5yqTiMH/VzbLScWbzAU7Iu+0lAyZF0P1DZQozec/Q2lpIcjP8LZ3+SiDQJBARTb2cvOzo6goCCCgp6QhLUCQSFIN6Tz9YmvWXNlDTpJB4C9ypoRMZEMTEzCwrESvLSiRJaoDBkZ3H77HVL37wfAum4dfBcuROVYvFmMhOg0Luy/C4BPDVd8gos+0ykQmB2lUg4Uqd4Dtn8qLw9r0+TAkTO/Qc9v8kQ8H7oWx4J919hzJQZJku/t2lXz4M02VWle1U3ulHQXNrwDYdsf7NjgZegyuXRnBtWWDyoIlXcUCuj7E7qGr5K45n+4pV6Rc4pmY9Bj/MAFgiyE85RA8BAbr29kdvJsVl5eiU7SoUBBP5/ObLwTzSuJSViobaD/yhKpi2tISyNixEijmLRp2BDfxYuLLSYBjm64jsEg+0c171O12OMJBCWCvQc8Nx9e2SjndgSIuQhLustBNKlyXfGfD9xgwMLD7L4si0mQNc7uyzEMWHiYJQeuy0L0x2YPxKSDNwxaJ89MlvUy8xOAVLEBB4I+RtdvSe4qQfpM+PU5iLpQZrYJyh8iV4hAkIUkSSw4u4DvT39vbGvo1ZAP64wkZN1ISE+QG/v8CBXrmf34+pRUIkYMJ/34CQBsmzbFZ96PKG2LX40j+lYSV4/LyZmDGnvh4SsC5ASli0ZnYMPpu6y+quTgnxdwsrXE0doCRxsLHG3UD55bZ72u2BzbEQdQ/DtXTmmjy5DzNV7ajF6bSX+tjv45FgiUCsi6X0KBhOV2HShy+PfXHQDdpoJN8dxGygqDQUJrMKDTS+gMEjq9AZ1BQquX25QKBZVdbFCaw41FmwaTvR/kobyQj1S4vhvmt5JziLb/uERusJ8aZgTk8k0tkCc8v6cQlAIBspj85sQ3LL2wFABbhS1ftPyCbn6dUKx8AeLlrAW0GQe1TM/F+jj0yclEvPEm6adPA2DXsiWVv5+L0sY8tbWzSywqVQqaPhtgljEFgsIQn6phxeFb/HL4FjHJmYCSY7F3CrWvSqnAwboO1S3n8IFiIY20JyA9HhVgm59uyq/NzhN6zSm5qHETCI9LY8H+a1yOTEarl9BlCUSt3oDeIOXfliUeDdLjx6/mZc/7XarTpYYXiuIuR2vTCs5DqVTL08GSHk4ug/O/yzk6m42SRdHTwoU/YM90OQG8s2+Oh9+D5/Zej0/Kr03/T0THC0Ep+M+jN+j56shXrLsiJw33tPFkgHoAnXw7odj+qXwnDhDcU66cYe7jJyQQ/vobZJw/D4B927ZU+u5blFbm8c+MCI3n9qX7ANRsUwknj6fogi8ot1yJSubnAzf449QdMnUPZgptVRIOttYkZehI1+ofOYbeIJGQpuVImiPPM4ZuymN8bvEL3ooH/nxaSYUWFQrAUqFDxYNj6SQlma8fxM6lbLMZRMSnMXfXVX4/eQd9YZRhEbkSlcLwX09Qz8eZcV2r0yLQxLKWD4lBCXLnoczZb9gW2PYJXN0mR6/vnATHl8jVfWr1e7L9Kw0G2DMV9s140JY9qfAwKku5bGV+gtPJBxwq5OqeqbDO9T+gUiqwkjIeHvWJRAhKwX8arUHLxwc+ZsuNLQD4OPgwr/08Tu87jeL0cjgyT+7oVQue+8ns5eF09+8T/uprZF68CIBD505UmjULhaV56mpLBol//5CrcFhYqWjU3d8s4woE+WEwSOy9EsPPB2+w/2psrm01vB15pbkP6jtneLZnWywsLNDoDCRnaEnK0JGUriUpQ0tSui7rr/w62bhNR2x6V15LacpfKYOxUMhi1EKhJ0pywRoNNiQBD+JFNFiQqHDArtQ/CZnb99P4YXcYa4/fRpdDRNT3dcbeSo1aqUCtUmKhUqBWKlGrFFgolahUCiyytmW3qVUKY3+1UoGFKkebUsmdhHQWH7hBYrqW0xEJDFx0hFaB7nzQtTp1fZwLZ/BDy606rZbNmzfzzDPPyHkoH2bQWjkl0rZPIDpUrhb0+2tyrfOuU3JXG3pSyEyBP0fAxb/l11ZOENBWfm8J4ZAWl7u/XgPx1+VHfigt5ET3yDc4c7W9uC15cE2qyDmpCqAg1GoYtorMkntPpYQQlIL/LJn6TMbuGcue23sAuWzigs4LcLZwJjxlNaotWXentu4wYJXZq3foYmMJHzaMzKuy4HN8pjsVp09Hkd+Fu4iEnYgmNkLOfVevsy+2juYRqgJBTtI0On4/eYclB29wPSbV2K5QQKcQL15rVYWmVVzR6XRsvnfGuN1SrcTN3go3+8LPxqdm6tBOUWOBHr2kQKWQqKx4IF7/0TemrfIMNsjLtEdvxPNs3Yrm8S0sJHcS0rOEZARa/QMh2bmGF6M7BVGzovmLIAC80sKfBfuu8fOBm6Rr9RwIi+VAWCzdalZgbNdqBHqWgO90YEe5dvmpX2H3ZEiNkfOJLu4MNfvKM5YufuY/bg6ikzP4aP15rsek0KOONy828sHHtQi+5wnhsGqAXLsdwLUqDFwtJ67PJjMlS1xGQMIteZ+cj7TcN1I5Uy2pFQbGWqw1vr4pVWCNri2KrGTyeoNEKdRIKjFKXFCGhYURGBhY0ocR/Fcwk3NzqjaVd3a9w9HIowDUcqvFvE7zcLZ2Rht7nSY3vkNh0Mp3ly8tN29yZUAbFUX40GFobtwAwKn3s3hPnoxCbb6vpF5n4PBf8jKNjYMF9Tr5mG1sgQDgbkI6vxy6xaqj4SSmP/jhtLNU8UIjH4a19MfPzbzzg3ZWajKVCpAgE0vWuY1kcOoylAoFkS0nMvXfyrRJ7W/sP3r1aebtucZbHQLpUdsbVQkKy3uJ6fy4+xq/HQvPJSQ7hXgyulM1alUqGSGZjZONBR90DeaVFv78sCuMlUdlO/65EMm20Ej6NqjMux2Diia2HoVKDY2GyUvdB2bDoR/kSPAL6+HSJrmkZqsxJRJZ/29YLO/8dprYFHmGb+6uMObuCqNVoDsvNvahSw0vrC0KIdPCD8Nvgx4IwoD28MKSvEFcVvbgGSI/8kOTKovNxAeCU39wLioMeTIt+SsiGWex2pilQK/XkZCYgrODXYn+n5YUJSYob926xaRJk1i+fDmZmaZN5S5fvpz9+/dz4sQJzp07h0ajYcmSJQwdOjTf/levXmXKlCkcOHCA27dv4+rqSo0aNXj77bd59tlnzfBuBOUGMzg3JybdYdSutzmbeBWARpYezM20wX7VQEiMQJ10F0XWEoWc+655ca3OhfbuXW4NHYY2PBwAp3598Z40CYXKvPemF/bfJSlW9s1p3KMKltZiQaKseWwC7ieEU+H3WXzgBlvOR+byB6vsYsPQFv682NgHR2vzzbQ/jFqpgCz3y8/uNGGaqhEB7rZc2aJBo0+HhyY8L0cl886qU8zZfoVR7QPpXa8iFmYsORqVlMGPu8NYdTQCjf6BD2f76h6M7lSt8EvOZsLTwZqJvWvxeusAZu+4wh+n7mCQYN2J2/x1+g6DmvrxVvtAPBzMnEfX2hE6fS6Lyx1fyME6+kxZZJ78FTp8DPVflgVoMdEbJH7YHcacHVeMAUt+brbcipN/H7JnZ51tLXiufiVeauxDcIUCBO3JX+VKTdmziU1HQpevimanpR14BssP5O+84sB8bBWZpGNFg4z5VFLE0lZ5lhdVewhWRhhFpiVaDN/UYJG+Nf9YdibZvgqudpa42Vnm+utqb5WrzcXO0qz/z0WlSGd17969nDhxArVaTcuWLWnYsKFx271795g4cSJLlixBq9VSqVIlk8f/5JNPuHXrFu7u7nh7e3Pr1q0C+x45coT27duj1Wp59tln6devH9HR0axfv57evXvzxRdf8PnnnxflbQrKOxb53GVni03JIF/MEm8/eCREEJt8mzddrLia5aPYOi2db26exFo6YRwi+75Q33g4qgYvm9Vkze3bhL8yFO0dOcrVeUB/Knz6KQoz+2ZqMnQc3yzPfjp62FCjlaheVZYUKgF3OUenN/DPhUgWH7jBqfCEXNsa+7vwWqsqdArxQl0KP2yqHIISIE2v5HxU3sAGG0sVH7YPZtH+68Slargem8rYtWeYs+MKI9tV5fmGlbFSF/1GLjopg3l7r7HiSDiaHIFHbat5MLpTEPV9yzZFkY+rLd+8WI8Rbasya9tltl6IQquXWPrvTdYcj+DVllV4s21AgeI/NVPH/Uz5r7MprjjOvvD8z9B0BGz9SF4CT4uVRdvRhbJYC+xY5PcVm5LJe6tPG/10rdRKvuxTixcb+XApMonVxyL449QdEtK0JKRpWXLwJksO3qSujzP9G/vQq25F7K3UoNfJSfQP/ygPrLSAHrOg4StFti2b8Lg0tpy/x5+n7/J7jvYMrLgmVSJC4cPPmm7UVVzjd8svUGeluPJQJDJcvZHhho0cS6jGmrh2bNI3I41Hl7B2tFbjameJQqOiTUcdLmZ0nSosCkmSCh1yptFo6NOnD1u3bs3V/vbbbzNnzhx+/vln3n33XVJTU6lYsSLjx4/nzTffxNLEAIMdO3YQFBSEn58f06ZNY8KECQXOUD7zzDNs2bKFv/76K9dsZHh4OLVr10ar1XL//n2sChkxm5SUhJOTE4mJiTiaIZl0NtrHOTcLCsdkb1k0WtjCyxsgbAfcv5klGrOWGArgnkrFG96e3Mr6/LumpDI1Jg4LhRIcKsqRek6V0TtU5ESkRP0Bn2Jhab47eM3Nm9waOgxdZCQALi8PwWvChOKn98iHoxtvcGyjLCi7vFaToMZPb4648v7d+vnADSZtDC1w++e9ajCsZZVStMg0EtO0rDoWzi//3uRu4gPRplYq6FW3IsNa+lOnsnOhxjLbucq+DvCYqFkLW/j4HukaPSuPhrNg3zWikh6smFVwtGZ42wD6N/bFxrLwwjImOZP5e6+x/PCtXBHsrYPcGd2pGg39ymeuy9MRCczceomDYQ8CS5xsLBjZriqvNPc3fgZmvQGSJPnmfscX8jU6m4B20O4j8G1q0nBHrsfx9qpTRCfL5zHAw44fBzXIM/uYodWzPTSK1cciOBCW26/R1lJFvxr2jE2ejtOdfVmNbrJ700PVmEzhWkwK/5yPZPO5e1y4m2Rszxl0o1Fao1IqUGZd9yVJQqmT3bgyJTVxzrWpmHgq17hpWPMPLfk1sw2npEDyz48lo0Di4sQuWFuZx1/eFE1k0gzlt99+yz///EPFihXp06cPkiTxxx9/MHfuXFQqFbNnz8bFxYXJkyczfPjwQou4h+nUqVOh+16/fh2FQkG3bt1ytfv6+lKrVi3+/fdfkpOTi2yLoByh18olv0Be+l5cyP8TSwduulTiDVsNkchL2X3d6vFZ2+GonP3k6hk5ljYMWi33Nm+mvsJ8My2Z168T/spQdDExALi98ToeY8aUiJhMS9Jweru8nO7h60Bgw7JNmfJf5tC1uFxi0lKlJMDDjusxqcal0Yl/hxJcwbFczVSmaXRcj0ll9bEI1p24nSu9j4utBYOa+jGkuR9ejo+eNSkNrKSM3L+v+UyR2FiqeK1VFQY19WXdidvM23ONOwnpRCZlMPHvUH7YHcbrrQMY3MxPnrkqgNiUTBbsu84vh26SoX0gJFsGuvFep2o08i/f5Uzr+Tiz4vVmHAyLZcbWy5yJSCAxXcu0LZf4+cAN3ukYRLpWz+RNF3Ptl12BaPflGNNvgBQKqP28nAf08DzY/41cT/36HvlRtYMsLH0aP3IYg0Fi3t5rzNp22bjE3bteRaY8Vztf9xFrCxW96lakV92KRMSnseZ4BGuP3yYyKQMv7W2Ghn6Nk/IeAPH2QSgGrMKlkmklpCVJ4kpUClvO32PLuUguRyXn6VPF3Q5FyoPXloYMcmS2yi0NlWoqvrcHYq/KQU6nV0FqNLZk0Jed9LXaic6tOvHVX+JWpV5E6x2IT80kLlVDfKqG2OQMIu7cKzP/S5ME5erVq3F3d+fcuXO4uMh3YF988QUhISHMmTOHxo0bs2nTJtzdTcx9VQxq1qzJ5cuX2bZtGz179jS2R0REcP78eWrXrv1IezIzM3P5eCYlyXcVWq0WrVZb0G4mkz2WOcf8T6BNQ3F9D8rLm1Bc3YpCn32uHvxqSI6VkBwrg1MlFBc3oDDokFRW6IZtAycfrqRHMmr3KOIz5BmNQdUHMabBGAwKhfy9Nki5IvHMfa40t25xZ9ir6LPEpMuI4TiPGoVOpzPL+A9zdOM1tJmyAGjcyw+dXpdrefBpozx/t+bvDTM+71DdnXFdq+FkY4FkkPhkw0V2XZb/J37aG0Yj39IrBShJEjEpGiLi0wiPTyfifvbfdCLi04hJ0eTZJ9DDjqEt/Ohd19sY5GDqZ26uc6UubPJsCxt0OY6lAl5qWJG+9Srw15l7zN97g1vxacSmaJi25RLz91zjlea+vNzMF0ebBzOo8akaFh24yfIj4aTnEJJNq7jwToeqNMkSkuXxfzA/mvg5sfaNxmy/GM3sHWGExaQSnZzJJ3+ez9XPQqXA3cpAbKbSGGQ08e9QgjxsaVrFVPGshmZvQ62XUB6cjfLUL/L1/NouuLYLQ0BHDG3GIVVqmGfP+FQN434/z96sJW5LtZJPnwnmpUaVUCikx37uFRwseKd9AG+1rcKFA38RfPBz7Ayyytumb8jo2LfQ/niVjsGJvNiwEi2quhUoyiRJIvReMltDo9h6IYrrsXl9+oM87ehaw4tuNb2o5mWPYpYtaQ95ZOSs7JSNhZWN/F6c/KHdp9B6PIqw7SjPrEQRth2FpEcddxnPfyfhoZyKVK0bhrqDkBq0B6UKrVbL9u13SkS7FAaTlrwdHR3p378/CxYsyNX+xhtv8PPPP3P06NFc/pTm4HFL3qGhobRv35779+/Tu3dvAgMDiYmJYf369VSuXJk1a9YQHBxc4PhffPEFEydOzNO+cuVKbM1Q8k5gOmpdKhWSTuOdcALP5LOoH67SAEgoOOvzCvecGpBp4Wxs73HmddQGDTqlJZvqLiJCF8Gy1GVkZC2BdbDuQHur9iUyM5gfFnFxVJ7/ExZZNyqxnTsT36novkOPQ5eqIHK/HUgKrNx0eDQpRES8wKxIEiRrITxVwcJLSuQ5CAlbFaTp5f87BRI2KkjTY9ze3EPCyQrsLSTsLcBBLf+1twBbtfwDZAo6A8RlQmyGgrgMiM3M+puhIC4TtIbCDRjibKCdt0R1J+mJzlWdH3oJTsUq2H5HSWT6gzdnrZJoXUGisYeBozFK9t9TkJnj86rqINHdx0CQU8klKS8tDBIcj1WwJUJJfOaD92ilknixioGG7hKpOlh1Tcn5+/KqTQ1nA8NDDAUNWSisNfEERW3EL24PKunBzXWUYx0uVXiOBLuqAFxPgmVXVSRoZNvcrSWGVdNT2dTkAZJEQMw2at1ZaUzTs9X2WT5Le4GojNzuDs6WEs08JZp6GnC1kr/T4SlwOl7JmTgFcZl5vwiVbCXquRmo6ybhlc/9zp57Cv64WbBbRV9/PW29C/5/stIm4BN/AL+4vdhnRuXalm7hSrhrK8Ld2pJm5fGoT8Fk0tLSGDhwoPmXvFNSUqhYMa9zf3bgTd26dU0ZzizUqFGDw4cP88ILL7Bu3Tpju4uLC8OGDSMo6NFT2BMmTGDMmDHG10lJSfj4+NClSxez+1Bu376dzp07l0s/rzInORLllS0ormxGcXP/gyjrLCS1DVLVjijCtqHQa8DChhovf02Nh4ZRnVeDQYNKpcatgRuT9002iskxDcYwOHjwY025eDeBjbsP8fbzHYvlh6K9fZs7w15FlyUmXUYMJ/Ctt4o8XmHYufQSSPKsV4/XGuPuY97cmeWRsvpuZc/yhUWncDU6hbCYVMKiUwiLTiUh/eG7ekWWeMza96HXoOBQTMFqTakAF1tLXO0scLOzxM3OClc7Czni084SW0sVdxMyCL+fRkR8OuHxaUQlZ1L46QKo4GiFj6stPi42+Gb9rVvZCT83891Yl8frYC/gE4PE9ovR/Lj3OqH3ksnQK9h+RxaaOWno68w7HarSPMC11G5KS4OewLtpGppM3WNsy9Qr+DVMxb5IiTc7hDC3jTtdvj2IVi9xMVFJ246dzJCpYDCGpLvw7xyUp5ej0GvwSjqLV9JZDIGdWe84hO8vWhh9ZJ+p5cVXvWviYGrGCr0G1T/jUN5ZAYCktkbf8zs61OxLe0niRHgCa07cYcv5SDK0BhI0Cv65rWDrHSVN/F2IiE/P5T+cTZ1KjnSt6UXXml74PSYV0zNAvxvxLDpwk71XY42+qW2D3Hm9lX8hZ3wHgiShiziM8swKFKF/odClY6ONp3rUBqpHbSDGvgb2/Rei9qpu2mdUANmrtoXB5P8GZT7RqNlfLLUZc+gVluPHj9O7d29q1qzJiRMnCA4OJioqih9//JExY8awf/9+1q9fX+D+VlZW+fpXWlhYlMgFr6TGfSKJvw4XN8KljRBxlDzOT9ZOUP0ZCO6JomoHFJa2sjO+XoNCm4bFDF8kYJe1JR0yNLIvSpaj/h5rS8bueReNQYMCBV+0+IK+QY+uwR2TnMmsbZdZfTwCSVJxeMlJpvarU6QkxNo7d7j7+hvGABy34cPxePfdEv0RiglP5toJWUwGNfLEO6B8BgaUFCX13ZIkiejkTK5GpXAlKpmr0SlczfqbmEc45o8CeLauN7UqOWOpVhKXquHO/TTWn7pjFH1ONmoS0/N3gzBIEJeqIS5Vw1VS8+3zOKwtlPi62mY97PB1tcHXTX5e2cWmcLn6zER5vA72rFeZHnUrsedyDN/tuporkr2BrzPvda5Gq0D3p0pI5kSXY5bQ3d6STJ2B5Awdt1IUfLzhEraWKmwt1SSma5EkSNOBs70ZzqGbH/SaDW3eh/2z5BQ+Bi3KsO08z3acVfX5QfECfXv2YHAzP9M//9RYWD0Ewv+VXzt4o+i/EnWlBsYuzQM9aR7oycTeWjacvsua4xGcvZ2IJMGRG/dzDdfQz4XutSrQrVYFKruYdrPVqpoXrap5FT99WNU28uOZmXLA06lf4Y6cqcQlNQzJydts3y9TxjH5ndy+fZujR4/maQM4duwY+a2gN2lSMuWXtFotL730EgqFgj///NO4RF2lShVmzpxJREQEq1evZvfu3bRv375EbBCYgCRB1AW5pNWljQ+qEeTEvgKE9JTrZvu3AlXB/8ySNo0Zrs4sd3JkcGIS4+ITUACb7Gz52M0BvUGDWqFmauupdKvSrcBxNDoDS/+9wXc7w0jJfHBRPXsniWe/P8irLf0Z3alaob/42shIOc9kVmog19dexWN0yYpJgENZJRaVSgVNewcUa6ynJV+iKegNEnfup3MtJsX4uBIli8ekjMf7uzpYqQnysifI00H+6+XAT3uv8e+1OCQgVaOnX8PKuNpZEp+q4YO1Z4xiskOwJz8PbYxWb+B+moa4lCwn+5RM4lPl13GpGuKyX2c9f9gud3sr/NxscwhHW3zdbPFztcXDweqpFUPmQqFQ0D7Yk3bVPTgYFsfOS1G0reZB22oeT/1n52RjgUIhX6aT0nVse68Nq4/dYsW/10nSKkjT6MnpjL3icDgDmvqYLKoKNqAy9JzN+YBXCft9Es/odmKp0NNJdYpOqlNw8wD4jwdvE1ZCI8/LlW8S5SBFKjWE/ivz1NfOxtHagsHN/BjczI8LdxNZcyyCPVdiqOBozTO1velaswIVnIofiGZnpTbPddXaUc752WgYRF1Af2IZt27cwLcEEsgXBpPf0eLFi1m8eHGedkmSaNasWb776PUlExFw6dIlrl+/Tt++ffP1d+zQoQOrV6/mxIkTQlCWJZIk13Y9Ml9O8fMwrgEQ0guCe8lf+EflZMxyxpeAGU52LHeQXy93cgSlBf46PZOd7ZAUCqxUVnzT7hvaVG5TgFkSOy9GM3nzRW7EPpj1aVfNHUVyNPujVOgMEgv332DzuUgm9a5Jx5BHp9/RRkVz65VX0EbI6TFcX3kFz7FjS+THSJIkdl+O5sKdJFySDSRelO+ka7SuiJNH0S7yT0O+xMeRkqnjerZojE7leqz890Zcaq5cggXhYK0myNOeal4OBGb9DfKyp4KjdZ7zbKlS8u81OUXLjovRNJuyM0+UN8AbreUbAAuVEk8HazwdCvejpdHJAjQlU4e3kzW2lv8N8V/SKBQKWgW50yqo9AJMyxo7KzXtqnmw+3IMGr2BrzaFMrl3DYIyryJVrs+0rVeISX4QwPrDnjB+2BNGi6puvNCoMt1qepuUeulhJEni54M3mbYlAq1+KDPpwTSPbbRK3Sq7QF3eLD+Ce0LbD8G7zqMHvLgR1r8J2qxre52XoNd3YFG471bNik5M7F2ylY3MildNDJ0nc37zZsxb163wmHT1eeWV4if7NCcajRysEZMVPfsw2e0iZVAZc3QB/DM+d1uF2hDyrHxx8Ayh0N7+464jSRIzjs1g+cXluTZli0sAW7Ut33f8nsYV8k9FcSUqmS83hhoT4wJU9bDj0541aBngwubNm3m/b0s++/siJ8MTuJOQzmvLjtO9VgU+71Uz37tUXUwM4UOHor0l3w27DB6M5/gPzS4mDQaJrRci+W5XGBfvJYEEQ1KsqIASDRL/O3MNl4i7sh+cqw2VXWzxyZqt8nGxkZPf5mNTfvkSi5UupAwxGCTuJqZzPSbVONuY/TxnHsJH4WitJsjLgWpe9gR6yn+DPB3wciz8TF/zqm581rOG8XPV6A1cisydWuTzXjWKLNYt1Uq8HK15erOMCkqTN9tUZXdW5oEdF6PZeyUGdysVscfO5yol6e9my82sijT/Xovj32txfGp1gZ51vHm+YWUa+rmYdN1LTNcybt0Ztl6Qg00sVApe696WVi1fQZFwS14KP70SDDp5devSRvm3o90EqFAr92CSBPu/hl1fZTUo5Oo9LUcX/ndGUCRMEpRLliwpKTuKRK1atXBycuLgwYNs27aNLl26GLfdvXuXH3+Us9+3a9eujCwUcG03/DNBfm7vBS3ekZe0XfyLNFx+YjLYJZhL9y8ZX1uqLFnYeSF1PPPewSakaZi9/QrLj4QbHb0drdWM7lSNIc39sFApjWkSqldwYN2IFqw6Fs70LZdIytCx5Xwk+6/GMrZLNYY09zemltDFxXErR21u5wH98fr4I7OKSb1BYtO5e3y/6ypXoh4kNquuVVFBL8/qHrPSkYxEcnwa4fH5l6i0tVTh4yKLTTkIw5Y0jY6vt10x9nlS8iXqDRKXI5M5GasgbFcYN+JkEXk9NiVXnsCCUCqgsostVT3sCPCwp6qHvfG5u33+wttUXm1VhRBvRxbuv87uy9HGmd/21T15o3VAufo8Bf9tHr4B0uol7qXJWQiyyb6xDL2bxLoTt/nz9B3iU+VZ8t+ORfDbsQiquNvxfMPK9G1QCW+nR6d4Ons7gbdWniQiXs5IUcnZhh8GNaBedrlKF394dq5cC3z/13JuRkn/QFiGPAvtxoNXTdCkwYb/yX6FAJb20G8RVO9u5k9KkB8mpQ0qLRYtWsSBAwcAOHfuHCdPnqRly5YEBgYC0KdPH/r06QPIS/Cvv/46SqWSHj16EBISQlRUFH/88QdJSUm89dZbfP/994U+tqiUY0birsHCDpCRAGprGLYFcjhCm0p+YnJQyCAMBgOrLq/K1XdwyGDGNR5nFAQ6vYGVR8P5ZvsVEtJkwahUwMCmvozpXB1XuwfR3Pmdq+jkDL7aeJENZ+4a+9Wp7MSU52oTbGsg/OVXyLwq1wZ3fuF5KkycaLZyijq9gb/P3mXurjCuxzxYmne2teD15v447IklJS4DlY0K+36+3E7OJOJ+GhHx8uN+mmk5ySxUCqp5OVCzoiNVPezZeTGaozfjgQe+fmVFaqaO0xEJHL95n+O34jkdnkBy5uP9G+2t1AR42OUSjFU97PFzsy3VYJT/om9qTv6T18EnkEPX4gp9A6TRGdh9OZp1J26z+1I0uhzJFRUKaBXozguNfOhSwyvXd02SJH49fIuvNl403rR2CvHk6xfq4mz7iOwa8ddh39dw5jdZWGZTozckhMPdrCozLv4w4Dd5Bew/Qkl8v0qsUk5pceDAAZYtW5ar7eDBgxw8eBAAf39/o6B87bXX8Pf3Z86cORw+fJjNmzdjZ2dH3bp1ef3113n5ZfPWYhYUkoxE2Rk6I0F+3fsHs4vJgcEDSc5MZsP1DQDYqe1I1cmCK7vfuMbjOBgWx6SNF3LN6rWo6sZnvWrkKddVEJ4O1nw3oD7PN6zMJ3+eJzw+jbO3Exn4zTZ+OvUzzndvAuD03HNmE5NavYE/T93hh91hxuUlADc7S15vHcCQ5n5cO3iPA3FyOosWz1alTqvKecZJztASkZW8OiI+jdv35bQyEfFpRNxPyzOTp9VLXLiblKt0WDa7LkWz8sgtmlRxI8DdDmUJV2S4l5jO8Zv3OXFLFpAX7yXnKrP3MJWcbR4IR097qrrbUdXTHs9yEpBiNmd8gaAEaV7VjeZV3UhISefPzdvo80wXnO3zn2m0VCvpWrMCXWtWIDYlkz9P3WHdidtcikyWV5+vxrL/aiwO1mp61a3ICw0rU9XTngm/n2PTOblSjVqp4MNuwbzeusrjv6euAdDnR2j9viwsz/4GkgFC/3rQx781vLAM7MTsf2li0gzlqFGjTD+AQsEPP/xg8n5lhZihNAMGvSwmr2bVfG81RvZhKSIFzUwmZSbx9/W/AfBzrMLCzj/xS+gvufpVoDNXL3Ygu8CVr6stH/cIoUsNrwIvXI87VxlaPXN3XWX59vN8uX8+QYlyNHdq2y40/PEbFKrizXhpdAZ+P3mbH3aHcfv+g8Tk7vZWjGgbwPN1KnLnbBwX/71H1A1Z9Dm6WzPwi2ao1KYJWUmSOH83iV5zD2Qdw5KOwV7cjEsl9F4SyY+IbnawUlOrkhN1fJyoV9mZOj7OVHTKG5hSWLKXr0/ciuf4rfscv3mfOwkFJ2YPcLejoZ8L9X0cuX/9LEN6d8XRruxLAQoK5j91HXwKKOr5kiT5pnTt8Qj+OnPXuCqUjbWF0ngj6+1kzfcDGxS9/nncNdg7A86tkYVlo1eh+4xHZgh5WnmiZijnz59f6L45f1SeJEEpMAM7Jz4Qk9W6Q4dPizXcrohdeXwmIxMy2XlPFpP6DG9Crw7io4QI3mj9Gkecj3E14TIAkWxHbV8BK00d3uoQyKstqxR7idPaQsWYFpXoOe9jyBKTuyvX52vnTnRacYovnq1JRedClobLQaZOz5rjt5m3OyxXEl0vRyuGtwmgnbMj145FsXrNYXQ5ZhWVSgWtX6pmspgE+Xsa4G6XK13Ih92DcbWzxGCQuBGXyr/XYvn8rwt5yoQlZ+o4dD2OQ9fjjG3u9pbUqexM3crO1PFxom5l51zuBDkxZfnaUqWkdmUnGvm50DDr4WYvB9tptVo2R50tVoSpQCAwHwqFglqVnKhVyYmPeoSw86K8JL7ncjQGCaOYbF/dg29erIdLAdeIQuFWFfr+BO0/grS4Yq2ECYqHSYJy9+7dheoXHh7OpEmTuHbtWrlYZhKUImdWw8Fv5eceIdB3waPTABWCDj4dGBwy2CgqL92/xCXkIBx9pgfp4a8h6e3ZfTmafxN+xtL1snFfTXxLelfrwofdgvF0NM/slT4lhYjX34BLsuP6/SatWeDfB4NGYltoFAfDYnm/S3VeaeFfYD3YnGRo9aw6Gs5Pe68TmfRASFZ0smZ4Iz+C0hSEbY5kS/zNXPvZOVtRvVkFQpp74+xV9FxwD6cLGbfuDDOer4urnSUutpbsuRRjFJPtqnswtkt1zt5O5ExEAmduJ3A1OsW4DB2bomHXpWh2XYo2jl/ZxYa6Ps7UreyEp4M1pyMSOHHrPqH3kgpcvnaxtcgSjq408nehdiWnUvV1FAgE5sFKreKZ2t48U9ub6KQM/jh1hz2XY+gY4smrLauYz23GxU9+CMoMkwRl27ZtH7n9/v37TJkyhR9++IGMjAyaN2/O9OnTi2Wg4Ani9gnY8Lb83MYFBqyUE68WE4VCwbjG4wByzVRKekt0d16juoc3YdHJqDw2Yul60LjdWduBuf2+oJ6v+SrGGFJTiXhzOOlnzgDg0LkTwd98w/YMA5M3hfLn6bukavRM2hjKH6fuMOW52tSunH8uszSNjpVHwpm/9zqxKQ9S2fg52TDMzxPHSA33fg/nVI59lGoFAXU9CG7hjU+Iq9kuxg+nCykoX+LwNlWNMw8Dm8rZztI1ei7cTeR0RAJnbydy9nZCLp/P2/fTuX0/nU1n7xV4/Ozl60b+sois6mEnbkYFgqcMT0drhretyvC2VcvaFEEJYBbv8IyMDObMmcOMGTNISEggODiYKVOmGANnBP8Bku7BbwNBnwkKlewQ7Vq8ai05USgU1Pesz/LQ5dnukChUGvq0u0bq3WBuSCtziUn7zPbsfX12vqVCi4ohLY2I4SNIP3lSPkb79lSaNQuFhQUeFjCnf336ZQXt3IpL49ydRHr/cIBXWvjzfpfq2GcFY6Rk6vj10C0W7b9OXKqcSxUJGtrb8Iy9I/pbqaTeis5VYM/D14GQFt4ENfbC2s78vkHFyZdoY6mikb8rjfwf1KJNSNMYxeWZrNnM6KykyJYqJbUqOcr7PLR8LRAIBIInk2IJSkmSWLx4MRMnTuTOnTtUrFiRGTNm8Oqrr5r1h1xQztGmy2IyRa5bTffpEPDo2WxTOXLvCOP3jwcFSJIShUKeNdsSvhZ9xgEsXR/MfmniWxIZ3YV0rQE7K/P8HxrS04kYOYq048cBsGvbhkrfzkFhmdv3p3WQB1tHt+GH3WHM33sNrV5iycGb/HM+ko+eCeFWXCqLDtwwOqnbGaC1hS319Wp0d7Rk8CCy2sbBgmpNKhDSwhu3SvZmeR+Pwpz5Ep1tLWlTzYM21TyMbZGJGcQkZxLkZS+WrwUCgeApo8iC8s8//+Sjjz7i8uXLODo6MmXKFEaPHo21tYiy/E8hSbDhHbgrz9rRcBg0ft2shzgTfY63dr6N1qBFklSkR7yM2v6KcUZSZf1ATNpltCc5qgugIDFda5YULYaMDG6/9RZpR47Ix2jZksrffYfSMn9HcmsLFe93qc6zdSvy0R/nOHbzPvcSM3h7lbx4rZKgmlZJM4UVXmmAJKFDFpgKpQK/Wm6EtPDGr5ZbkQJtikN2upCSyJdYwcnaLHVwBQKBQFD+MPmX4sCBA3z44YccPnwYS0tL3nvvPT7++GNcXMznpyZ4gjj4rZyuAcCvpZyuwQy+b/GpGvZeiebvi2c4lvElqNKRJAUZd15Cn1odfWo1rNVKDI77jfs8HziAFZvrARIKBTjZFH9p2JCZye233yH130MA2DZvRuUfvkdZiHKeQV4OrH6zOWtPRDBl8yUsU3TUyVRTS6fG8qEiLq4V7Qhu7k21Jl7YOZX98q/IlygQCAQCUzDpF+PZZ59l06ZNKJVKXnnlFSZNmkTlynkTKQv+I1zZCju+kJ87+cKLv4C6aOkfsvOW7b4Uza7L0ZyOSABVArb+81BayN6EmZG9sdE2IBkdoKChw1D8AiuzLmwVzwcO4NbVTmj0cmBJ++qexRZEklbLnffGkLpfFq22TZrg8+OPKE2YhVcqFbzU2Jeq6QqOrLyaa5uljZqgxl6EtPDG089BBKEIBAKB4InFpF/cjRs3olAo8PX1JTIykjfffPOx+ygUCjZt2lRkAwXllOhLsO41QAILOxiwCuzcTRoiJVPHgasx7L4Uw+7L0cagDQBUqdj6/ozSIhGAdp5D+Kzvu4RFpzBg4WEAdl2KwfJqPbwrOrBic1WjmAR4o3UxA4L0eiLfH0vq3r0A2DRsiM+8H1HamJ5fMiNFy+m/5BrfKMAn2IXgFt4E1PVALXInCgQCgeApwOQpHEmSuHHjBjdu3ChUfzHr8hSSFg+r+oMmKwq4709QodZjd5Mkieuxqey+FM3uy9EcvRGPVp83D2FVTwv0XquI08m5DAcGD2R8kw9QKBR4OFg9FI0scSsiAHgwTkHRyIVF0mrxXrmK1PPnAbCpVw+fn35CaWdXpPGObLhOZqqcsLvr67UIbOhZZNsEAoFAICiPmCQoCysiBU8xeh2sHQr3s/4X2n8MIb0euYvBIDF/3zVWH4vgVo78hNlYqZW0qOpGh2BPWgY6M+3UOA7dCwPgmSrP8GGTD3PdmJgzGvlhtJGR3PviCxyyxKR1nTr4LFqIyr5oYjImPJnz++VqOj4hLlRt4PGYPQQCgUAgePIwSVD6+Yks9P95tn0MN+RlYGr0gTYfPLJ7pk7PmDVn8iS1ruRsQ4dgTzoEe9K8qhvWFir0Bj0f7v+QQ/fkAJhWlVrxVauvUCryRjqbOxrZkJ5O3M8/E7doMVK6XD/aqkYNfBctRGVftJQ9kkFi32+XQXpQHlHM2AsEAoHgaUSEcQoKz4llcCSrnnuFOtDnx0dGdCdlaHnzl+Mcvh4PgL+bLQOa+NIh2JNAT/tc4kqSJKYcmcLWm3IN8Hoe9fim3TdYKB8dqV3caGRJkkjauInoWbPQRUYa25Nr1aTK/PmoHIte6efy0Ugir8t5Jet29MGlQtFmOQUCgUAgKO+Y/EtsMBjyTVqekJDAxIkT2bVrFwCtW7fms88+w9NT+Is9Fdz6Fza9Lz+384D+K8GyYIEUmZjB0CVHjdVWGvq5sPiVRjjb5h8F/sPpH1hzRU4/FOgcyPcdv8dGbXoAjCmknz1L1JSppJ8+bWyzCg7GbdwH7ImJob5T/iUTC0Nmuo5/118DwNbJkkY9/ItprUAgEAgE5ReTBOV3333He++9xz///EPnzp2N7RkZGbRp04YLFy4gSXJwxLlz59i6dSsnT57EwcHBvFYLSpeEcFg9BAxaUFrAS8vB2afA7mHRybzy8zHuJMhLx11qePHdgPoFVkdZcXEFP539CYBK9pX4qfNPOFkVXcw9Dm1UFDHffEPiXxuMbSo3NzxGv4tz377oDAbYvLlYxzj29w3Sk+Syii37BWJpLRYDBAKBQPD0YlIZjr179+Lp6ZlLTAIsXLiQ8+fPU6NGDXbt2sWRI0fo27cv169f57vvvjOrwYJSJjMFVg2EtFj5dc/Z4NuswO4nbsXTb94ho5gc1NSXeYMbFigmN17fyLSj0wBwtXblp84/4WlbMrPahowMYn78kWvduhvFpMLCArfXX6Pq1n9weeEFFKrip/GJu5PC2T23AfAOdCKosVexxxQIBAKBoDxj0rTJ2bNnadYsr5hYvXo1CoWCFStWUKdOHWObv78/GzZs4OOPPzaPtYLSxWCAP0dC1Dn5dbNR0GBIgd23XYjk7VWnyNTJZWDe71yN/3UILDAQZd/tfXx64FMA7C3smd9pPn6O5g/8kiSJpM2bif56Frp7D4KDHDp3wvODD7D09TXrsfavvoJkkKv1tOlfXQTiCAQCgeCpxyRBGRMTQ0BA7oTROp2O48ePExgYaBSTACqVim7durFu3TrzWCooffbNgItZy8IB7aHzlwV2XXHkFp/+eR6DBCqlgqnP1ebFxgUvi5+KPsX7e95HJ+mwVFryXYfvCHELMdnE2PnzkbQ6FBZq3EeMyLM9/dw52U/y1Cljm1VwMF7jx2PXrKnJx3scYSeiuXMlAYBa7SrjXrloEeICgUAgEDxJmCQoMzIy8rSFhoai0Wjynbn08vIiLS1v3kHBE0DoX7BnqvzctSq8sARUef9dJEli9vYrfLdLzhtpY6Hih0H16RBc8DLvlftXeGvnW2ToM1AqlMxsO5PGFRoXyczYnxYgpaejsLHJJSi1UdFZfpJ/GdtUrq6yn2S/fmZZ2n4YTYaOg+uyPgcHC5r2qmL2YwgEAoFAUB4xSVB6e3tz4cKFXG3//vsvCoWCJk2a5OmflJSEm1vRk0wLyoh7Z+GPLHFm5QgDfgMblzzddHoDH/9xntXHIwBwtbPk56GNqefjXODQt5NvM2L7CJKzqux80fwLOvh2MJvphowM4pcsIXbBQmM+SSwscH15CO4jRqAqwQCxE1tukZogl49s1qcqVraPTnkkEAgEAsHTgkmCsk2bNqxcuZJ9+/bRpk0b0tPTWbBgAQBdu3bN0//MmTNUrlzZPJYKSoeUGPhtIGjTAAU8/zN4VMvTLU2j438rT7Hrklwe0cfVhmXDmhDgUfASb2x6LG9uf5OYdLnm9vsN3+e5oOfMZnrS5s1Eff01ursP/CTtO3XE64MPsCzhpPwJUWmc3hEOgFcVR0Kae5fo8QQCgUAgKE+YFOU9btw4VCoVnTp1okGDBgQEBHD69Gl69OhBYGBgrr5xcXEcOnSIVq1amdVgQQmi08CalyFRnnGk8yQI6pynW3yqhoELjxjFZM2Kjvw+ssUjxWSyJpkR20cQkSyPPazWMIbWGmo206XMTO6Med8oJq2qV8d36RJ8vv++xMVkdiCOQS+BAtr0r4ZCKQJxBAKBQPDfwaQZypo1a/L3338zcuRITp8+jUqlok+fPixcuDBP359++gmdTpfvzKWgnPLPhxD+r/y8Tn9o8XaeLhHxabzy81Gux6YC0DrInXmDG2L/iGo1Gr2Gd3a9w+X7lwHoG9SX9xq8V2xz9cnJSBo51yMGObJc5eqKx7vv4vx8yfhJ5seNM7GEh8rVgGq0qoinX9Gr6wgEAoFA8CRicrblzp07ExYWRkxMDE5OTlha5l/5ZPTo0bz11ls4FqN0naAUObYYjv8sP6/YAHp9m6es4vk7iQxbeoyYZNlPsE+9isx4vi6W6oInuiVJ4tODn3I86jgAHXw68GmzT4udSkeSJO5+MA70emOb66uv4j6yZP0kH0an0XNg7VUArGzVNOsd8Jg9BAKBQCB4+ihy+Q4PD49Hbre1tS3q0ILS5ta/sGWc/NzeC/qvAAvrXF0OXI1lxPITpGTqABjeJoAPuwWjfMzS7venv2fzDbnqTH3P+sxoOwO1svhVYxJ//52UPXuMrxVWVniN+6DY45rKyW3hJMfJ2Q+a9Q7Axj7/GyyBQCAQCJ5mTPKhBDh8+DAdO3bE0dERR0dHOnXqxNGjR0vCNkFpkBCRVVZRBypLuayiY8VcXf46fYdhS4+SkqlDoYDPetZgwjMhjxWTf4b9yYKzctCWr4Mv37b/FiuVVbFN1ty+TdSUqbkb86kvX9IkxaZzcustANx97KnRulKp2yAQCAQCQXnApKmic+fO0aFDh1z5KHft2kX79u05evQoNWvWNLuBghJEkyZHdOcsq+iTO/3Twn3Xmbz5IgCWKiXfvFSXnnUqPjxSHo7cO8LEfycC4GTlxI+dfsTFOm/qIVOR9Hrujh+PISu/qcLS8oEfZSlzYO1V9FrZd7PNS9UeK7AFAoFAIHhaMWlaZ9q0aWRkZPDxxx8TGRlJVFQUH330Eenp6UyfPr2kbBSUBJIEf70FkWfl101HQP3Bxs0Gg8SXG0ONYtLBSs3SVxsXSkxeT7jOe7vfQyfpsFBa8G37b81WUjF+6TLSj58AwGXgACilwJuHuXU+jhtnZCFevVkFvAOdy8QOgUAgEAjKAybNUO7fv59WrVrx5ZcPSvB99dVX7N27l71795rdOEEJcmA2XFgvP6/SBrp8ZdyUqdMzdu1Z/j5zFwBPByuWvdqEEO/HB1jFpscyaucokrVy4vIvW35JQ6+GZjE548oVYubMAcDCzxfPsWNJ+ONPs4xtCnqtgf1rrsh2WKto/lzVUrdBIBAIBILyhEkzlFFRUfmWWGzWrBlRUVFmM0pQwlzZCjsnyc+d/eCFZaCSq7rcT9Uw9OdjRjFZ1cOO9aNaFEpMpuvSeWfXO9xJuQPA/+r9jx4BPcxisqTRcPfD8UhaLSiVVJw2DWUZBX6d3hlOYrRchadJzyrYORXfL1QgEAgEgicZk2YotVot9vZ5k1fb29uj1WrNZpSgBIm5Ar+/DkhgYQcDVoGtKxlaPUsO3uTHPWEkZ8iR3A39XFj0ciNc7B4fuWyQDHy0/yPOxZ4DoHfV3rxZ503zmf3Dj2RelJff3d54A9v69c02timk3M/g+OabALh421G7vagEJRAIBAJB8fO3CJ4c0hPgtwGQmSS/fm4+OvcQfj8WzuztV4lMehBs1bWmF9/2r4+1ReF8FGefmM2O8B0ANK3QlM+bf17sXJPZpJ06RVxW8nyrkBA83hpl3OY+/E0krQ6FRen8Kx/8PQydJjsQJwiVqvSjywUCgUAgKG+Y/Cu8fPlyDh8+nKstLCwMgGeeeSZPf4VCwaZNm4ponsBsGPTyzGScfK6kth+yXWrCjG/3ExadYuxWzcueD7sF0yHYs9CCcM3lNSy9sBSAAKcAvmn/DRZZS+jFNjstjbvjx4PBgMLCgorTp6HIkUzffcQIsxynMNy+fJ+w43K5ycCGnlQOdi21YwsEAoFAUJ4xWVCGhYUZBeTD/PPPP3nazDVLJSgmOydC2HYA7vt24Y2LbTi+9YRxs7eTNe91rka/BpVRmZD+Zv/t/Uw+MhkAV2tXfuj4A46W5quOFP3112hvhQPgMXo01tWqmW1sU9DrDexfLQfiqC2VtOgX+Jg9BAKBQCD472CSoLxx40ZJ2SEoSc6uhYPfAnDHwp8uV14ilUQAnGwseKt9VV5u7l/o5e1sLsdfZuzesRgkA1YqK+Z2mEtlB/P5FKbsP8D9lasAsGnUENehr5htbFM5v+cO8Xfl+uWNnvHHwdX6MXsIBAKBQPDfwSRB6ednnlyCglLk7imkv/6HAkiQ7BiQ8i6p2GCpVjKspT+j2gbiZGv68nRUahSjdo4iTZeGAgVTW0+ljkcds5mtT0jg3scfA6C0taXitGkoyijnZGpiJkf/vg6Ak6cN9Tr6lokdAoFAIBCUV0RQzlNMUswdWPoijvoMdJKSt7TvcBsvXmxUmdGdqlHR2aZI46Zp0/jfrv8RnSb7E45pOIbOfp3NaTqRX36FLloe3+ujCVhWLrto6kN/XEOToQeg9UvVUFmIQByBQCAQCHIiBOVTSIZWz/KDV2m452XqI4uyybpB2FTvxD/dqlPNy6HIY+sMOj7Y9wGX4i8B8GK1F3mlpnmXopM2byYpK5DLvn17nPr1M+v4pnAvLIHLhyMBqFLXHb+abmVmi0AgEAgE5RUhKJ8i9AaJ9SdvM3vbZf6X9j311ZcB2GXdmWdemUjjKsUTQ5IkMf3odPbd3gdAy0otmdB0glkDr7RR0dybKCddV7m44P3lpDIL7DIYJPZlBeKo1EpavRBUJnYIBAKBQFDeEYLyKUCSJHZdimb6P5e4EpXCYNV2BlrsBiDBtS7tR/6KwqJoy9s5WX5xOb9d/g2Aai7V+LrN16iV5vsXkiSJe598giFRDhiq8MUXqN3dzTa+qVw6eI/YCDmlUoOuvji6F/8zFAgEAoHgaUQIyiecE7fuM33LJY7ejAegqeIiX1j8AoBkXwHnoavBDGJyZ/hOZh6bCYCnjSc/dPwBe8u8VZOKQ8LqNaTu3w+AU+9ncezaxazjm4Jeo+DYxlsAOLhZ06CrCEgTCAQCgaAghKB8AtHpDey5HMPKo+HsuhRtbK9uHc9Si7motXpQWaLovwIcvYt9vPOx5xm/bzwSEjZqG77v+D0V7CoUe9ycaG7dImr6dADUFSrglRXhXVYkXbEkM00uQdnqhSDUlmUTYS4QCAQCwZOAEJRPEDdiU1l9LILfT94mJjnT2G6pUvJ6U0/evz0ZVXSC3NjrW6jcqNjHvJtyl//t/B8Z+gyUCiVft/2aELeQYo+bE0mv5+74CUjp6QBUnDoFlaP5kqObSkx4MqkRciol3xquVKlbdsvuAoFAIBA8CQhBWc5J0+jYfC6SNccijMva2dhaquhdrxJvtQug8o5REH1B3tBsFNQbWOxjJ2uSeWvnW8RlxAEwvsl42lRuU+xxHyZu8c+knzoFgMuQIdg1b272YxSW1MRM9q26CihQqhS0ejFIVHsSCAQCgeAxCEFZDpEkiTO3E1l9LIK/z9wlJVOXa3tDPxdeauRDjzre2FmpYd/XEPqnvDGgHXT+stg2aA1axuwZQ1iCXGZzcMhgBgQPKPa4D5Nx6RIxc+cCYFmlCp5j3jP7MQpLxMV4tv98gfRkLQC121fCpYJdmdkjEAgEAsGTghCUpURqpo77mfJfZ4v8K9PEp2r449Qd1h6P4FJkcq5t7vaW9G1QmRcbVSbQM0ceyctbYNdX8nMXf3h+CaiKd1olSeKrw19x+N5hANr7tGdso7HFGjM/DBoNd8d9CFotqFRUnDEdpU3pR1Ib9AaObrzBiX9ugSS32VbU0ugZEYgjKDySJKHX69HpdI/v/B9Fq9WiVqvJyMhAr9eXtTmCxyDO15OFKefLwsIClZmrzwlBWcIcuhbHgn3X2HMlBklSM/HULtpV8+DNNlVpXtUNvUHiQFgsa45FsD00Co3eYNxXqYB21T15sZEPHUM8sVA9VKEl5jL8/gYggaU9DPgNbF2LbfPi84tZf3U9ADXdajKt9TRUSvMHpcR+9x2ZV+Q8j+4jRmBTu7bZj/E4Uu5nsG3xBe6FyamK1BZKWr5YlbC4k6IijqBQSJJEQkICMTEx4kf3MUiSRIUKFYiIiBCuJE8A4nw9WZh6vpydnalQoYLZzq0QlCXIzwduMGljaK42SYLdl2PYfTmGNtU8uBadwp2E9Fx9/NxsebGRD/0aVKaCk3X+g6cnwKoBoMmayXzuJ/AsXrBMYmYiS84vYfH5xQB423nzfcfvsbWwLda4+ZF24gRxi38GwLpmTdxHDDf7MR7HzXOx7Fx6kYxUeYnbtaIdXV+vhYOHJdc2l7o5gieUyMhIEhIScHR0xNHREbVaLX58C8BgMJCSkoK9vT1KpbhhK++I8/VkUdjzJUkSaWlpRGeVN/b2Ln42GCingnL58uXs37+fEydOcO7cOTQaDUuWLGHo0KF5+hbmwh0eHo6Pj08JWFowh67F5RKTFioF7pYGojOV6A3yuuq+KzHG7VZqJc/U9ubFRj40reKKUvmI92UwwB8jIP6a/LrdRxDSs8i2JmYm8mvoryy/uJxUbSoA9hb2/NDxB9xtzB/hrE9J5e6H40GSUFhZUXHGdBQFuAGUBHq9gcN/Xuf09nBjW42W3rR6qRoWliq0Wm2p2SJ4stHr9SQmJuLh4YF7GSbhf1IwGAxoNBqsra2FQHkCEOfrycKU82WT5V4WHR2Np6enWZa/y6Wg/OSTT7h16xbu7u54e3tz69atAvt+/vnn+baHhYWxYsUKQkJCSl1MAizYd834vGkVV3xdbdh0+rZRTGbjYKVmXPdgnq1bESebQoqqA7Pgyhb5efVnoM0HRbIxWZPM8tDl/Br6K8naBz6bdTzqMKHJBIJcSqbUYPSMGWhv3wbA8/0xWFWtWiLHyY+k2HS2Lb5A1I0kACysVLQbVJ1qTcybV1Pw30Cr1SJJEnZ2InhLIBA8WdjayquPWq326RWUixYtIigoCD8/P6ZNm8aECRMK7PvFF1/k2/72228D8Prrr5eEiY8kNVPHnqzZR0uVkltxaRy5EQ/Is46ONmpSMnQYJEjR6Ohbv5IcrV0YwnbArsnyc9cAeG4+mHjnmKJJYcXFFSwLXUay5oGQrOVWi1H1RtGqUqsSW7JL2buXhDVrALBt2hSXwYNL5Dj5cf10DLt+uWhMWO7uY0/X12vh7GX+JX3BfwuxxC0QCJ40zH3dKpeCslOnTsXaPyMjgxUrVmBpacmQIUPMZFXhSUzXImVNRAZ42NG1ZgW+23WVao4GRnatR7faFenzw0EuRSYjSXL/QgnK+7fg99cBCSxs4aUVYO1UaLtStamsvLiSZaHLSMxMNLaHuIbwVr23aFO5TYn+MOru3+fuJ58AoLS3p+LUKShKYRlFrzXw7/owzu6+bWyr3bYSLZ4PRG0hKuAIBAKBQFBcyqWgLC7r16/n/v37PP/883h4eJT68Z1sLFAo5ACc6zGp9KrrTZ+6FTh7aDfP1K5AskbP9RjZV1GhoHBL3dp0WDME0u/Lr5+dC141CmVPmjaNVZdWsfTCUhIyE4ztwa7BjKw7kvY+7Ut8hkWSJCK/mIg+JhYAr48/xqJixRI9JkBCdBrbFl0gJlyeibW0UdNhSDBVG3iW+LEFAoFAIPiv8FQKysWL5Sjlwix3Z2Zmkpn5oIxhUpLsW6fVaoscnGGphDZB7uy9EotGb2DKpot82asaANGJqXzy92VjeqC2Qe5YKqVHH0uSUG0cg/LeGQD0jYdjCO4t5298BOm6dNZeXcuy0GXcz7xvbA90DmRE7RG0q9wOpUJZKnnzkjdtInnrVgDsOnbEtsczJR78cu1EDPt+u4o2Q07l4uHnQMehwTi6Wz/y2NnbRHDOk0FZnq9sH0qDwYDBYHj8Dv9xpKylm+zPTFC+EefrycLU82UwGJAk6ZE+lKZcV586QXnjxg12796Nr68vnTt3fmz/qVOnMnHixDzt27ZtMzqsFoXaagV7kU/Qrssx7L0SjaeNiujDB9BLD2YDa6mj2Lz50Tlq/GJ3Uy9iJQBxdtU4qG2K9Ih9tJKWo5lH2Z+5nxQpxdjuqfSkg3UHakg1yDiXwT/n/iny+zMF65s3qfTzElSAzt6esy2ac2rLlhI7nqSHhItWpEZYGtvsq2iwrHaXA0fvFnqc7du3l4R5ghKiLM6XWq2mQoUKpKSkoNFoSv34TyrJycmP7yQoN4jz9WRR2POl0WhIT09n3759BU4spaWlFfq4T52g/Pnnn5EkiWHDhhUqzcGECRMYM2aM8XVSUhI+Pj506dIFR0fHYtnidOgWkzdfBkAvKbj30Hn55JnqvNL80dVYFHdOovp1BQCSnSeOr62nu0P+EcmZ+kzWh61nSegSYjNije3+jv4Mrz2czr6dUSpKN/VD6sGDRC5ZipQ1C+wzZTLB7duX2PESItPYseQiqXflD9vKVk27IdXwq+VW6DG0Wi3bt2+nc+fOWJRiOiNB0SjL85WRkUFERAT29vZYWxeQM1ZgRJIkkpOTcXBwEIFMTwDifD1ZmHq+MjIysLGxoU2bNgVev7JXbQvDUyUoDQYDS5cuRalU8uqrrxZqHysrK6ysrPK0W1hYFPvH6Y02gdSq5MLC/dfZfTkaSZJ9JttX9+SN1gE0r/oYkZMaC+tfBb0GlGoUL/6ChWveFEgavYbfr/7OorOLiE6PNrb7O/ozou4Iuvl3K5FKN48jaes27o0dKy/NK5V4T56Mc5cuZhs/M03Lzx8cwKCXUKoUtHoxiH9/D0Onkaf6vas60fm1mji4Fu2H3hz/A4LSoyzOl16vR6FQoFQqRZ6+QpC9DJf9mQmKxoULF6hbty6bN2+mixmvqQ/zpJ6vdevWMWjQIC5evEhAQEBZm5OHdu3acfPmTW7evGnWcU09X0qlEoVC8chrpynX1CfnP6QQ/PPPP9y+fZvOnTvj6+tb1uYA0LyqGz8PbcypjzvwRQMdpz7uwM9DGz9eTOp1sG4YJGVFJneZDH7Nc3XR6rWsubyGZ9Y/w5QjU4xi0sfBhymtpvBH7z/oEdCjTMRkwu/rufPee6DVorCwoNKc2Tg/18esx7hxJhaDXvYZMegl9q26IotJBTTs5kefMfWLLCYFgvJCaqaOuwnppGaWjxrhe/bsQaFQGB8qlQpnZ2dCQkIYOHAg69evf+JKUGa/p2nTpuVqj46OZty4cdSqVQsHBwecnJwICgqif//+rF+/Pt+xMjIymDt3Lm3btsXNzQ0LCws8PT3p2rUrCxcuzOWzX5T+AO+//z7NmjXLIyYLa2/Oczh//vx834dCoaB79+757pP9sLe3p0GDBsyePbtc1bDv168fISEhjBs3zuxjT506lRdeeIGAgAAUCgX+/v5mGTe/z9fa2pqqVavy2muvcSWrTHF55qmaoTQlGKe0sbNS42JF4fNN7voSbuyTn9d+AZrmLk2YmJnI0H+GEpYQZmyrZF+JEXVH0DOgJ2pl2Z3a+F9+IWrKVAAUNjZU/n4u9i1bmm38PSsucWF/wb6QfrXcaNan9JKlCwQlwaFrcSzYd409V2KMqxvtqnnwZpuqj78hLQVeeuklevbsiSRJpKSkcPXqVTZu3MiqVato3Lgx69evp3LlymVtZpGJiIigcePGJCcnM2jQIEaOHAnIRTM2bdpESkoKffv2zbXPzZs36dGjB6GhoXTo0IEPP/wQDw8P4uLi2LNnDyNGjODYsWMsWLCgSP0BDh8+zNatW1m7dm2x7QWYOHEiQ4YMKXRy/pznPTIykl9++YUxY8Zw8eLFXHaWJQqFgtGjRzNs2DAuXLhAzZo1zTb2Rx99hKurKw0aNCAhIcFs42aT/fkCpKenc/bsWRYtWsS6des4d+5cuZksy4+nRlDGxMTw999/4+7uzrPPPlvW5hSP0A1wcI783LMG9PpW/jXJQpIkJh2aZBSTFe0qMrzucHpV7YWFsuyWaCVJIvaHH4n9/nsAlI6O+Myfj22D+mY9zqPEJMCtc3FmPZ5AUNr8fOBGrtKtIKch2305ht2XY/i8Vw2GtaxSRtbJ1KtXj8EPFSaYNWsWM2bMYPz48fTo0YMTJ06gVj+ZPzMzZ84kKiqKDRs20KtXr1zbZs+eze3bt3O1ZWRk0LNnTy5fvsyaNWt44YUXcm0fO3Ys58+fZ9u2bUXqn828efNwdnbOY5Op9gI0atSI48ePM3v2bD7JyhH8OB4+76NGjSIkJIRFixYxefLkMknVlx/9+vXjrbfeYt68eXyf9ZtkDq5du2ZcRq9VqxYpKSmP2cM08vteBQUF8e6777J+/XpGjx5t1uOZk3K55L1o0SKGDh3K0KFDjXdhOdv+/PPPPPv88ssvaLVaXn75ZSwtLfNsf2KIuQJ/jpKfWznCS8vBMved44ZrG9h2S77ItK3clo3PbaRvUN+yFZMGA9HTphnFpMrNDb9flpldTGamF25ZRVPIfgJBeePQtbhcYtJSpSS4ggOWqgeX64l/h3LoWvm7cVIoFHz44Yf079+fs2fPsnr1auO2zMxMpk6dSvPmzbG1tTWKolOnTuU7VmZmJlOmTKFmzZpYW1sX2H/p0qUoFAp27NjBF198gZ+fH1ZWVtSuXZuVK1cW+b1kLzG2LyCI8OHZ18WLF3PhwgXGjBmTRxxmU6tWLWMQqKn9AXQ6HevXr6djx455fP9NtRdk0dWkSRNmzpxJbGxsPns9Hjs7O5o2bYokSVy7du3xO5QSDg4OtG7dmjVr1hjT6ZgDU3wy79y5w4ABA3B2dsbe3p4OHTpw8uRJk49ZMStnc3n36S+XgvLAgQMsW7aMZcuWGT/8gwcPGttOnz6dZ5/yvNxdaDJTYPVgyC6H+NxP4JZ76TY8KZwpR6YA4GbtxqSWk7BQle0/maTTce+TT4lf9gsAam9v/Jb/inVwsNmPZWWjZtDEZjknbLF3eXBhVaoUDJrYDEubJ3NWRCBYsO/Bj3KnEE8Of9SRf0a34fBHHekU8iAh/8L918vCvELx5ptvArBx40ZAjsTv1q0bkyZNonHjxsyaNYvx48dz8eJFWrZsyfHjx3Ptn91/4sSJNG/enNmzZz+yP8CHH37Ib7/9xsiRI5k0aRJarZZBgwYZfxtMJVs4LFy4sFCCJHvyY/jw4Y/pWbT+ACdPniQlJYWmTZvm2WaqvdlMnz6dpKQkvvrqq0Lv8zDZQtLNrexdMXLSvHlzYmJiuHDhgrHNYDAQGxtb6EdR828mJCQYBe1LL73EzJkz8ff3p2PHjvnOFmeTlpZmPHZERARbtmzh448/xt3dnX79+hXJltKiXP7qLl26lKVLl5q0T2ho6OM7lWckCf56C2LlNEO0HgvBz+TqojVombB/Amk6OSXOV62+wtXatbQtzYVBo+Hu2A9IzlqWsfT3x/fnxSVaBcegl8h5vUy5n8NpXYGozS0oF0z8+wKhdwufcgNAb5A4fksuQqAA4lM1jFx+wrhdqzegACRg16Vonp/3Lyql6elcalR05PNe5vMre5i6desCD2bN5s6dy549e9i0aRMtWrTA0dERpVLJqFGjqFWrFmPHjmXPnj3G/bP7b9myhW7duhnbC+oPEBsby9mzZ3FyksvRjhgxgjp16vD+++/Tv3//QvsIZjN27FhWrFjBmDFjmD17Nq1bt6Zx48a0bt2ahg0b5ul/7tw5HBwcqFq1cP7bpvYHjMIov31MtTebdu3a0a1bN+bNm8fo0aMfG2SSLXiyfSjnz5/PqVOnaNy4MUFBQYV+L6VB9ud04cIFatWqBUB4eDhVqhTeXeTGjRtFCryZMWMGN27cYN68eYwYMQKAkSNHUqNGDT744AP8/PJPGfjll1/y5Zdf5moLCQlh7969VKiQf8rA8kK5FJT/SQ79AKF/ys+rdoD2H+Xp8tOZnzgbexaAwSGDaVWpVSkamBdDWhq3336H1IMHAbAKDsZ30ULU7u4ldkxJkti76nKB2738i5c7VCAwF6F3kzhyI77I+0vAyfCER/bJFp/ljewcvtk57FasWEFQUBCNGjUiLi4OjUZjTGvSuXNnli1bRnp6OjY2Nnn6P7wUm19/kH+ss8UkgJOTEyNGjOCjjz5i9+7dxkCHwhIQEMCZM2eYOXMmf/31FytXrjQuodeuXZslS5bkEmpJSUl4eXkVenxT+4McKwDg6pp3IsFUe3Myffp06tevzyeffMLy5csfaUN+gqdPnz7MmzfPpPdSGmTPmEZHP0inV6FCBZOKIBRVxP3111+4ubnlWTV9++23mTRpUoH7vfbaa/Tv3x+QE49fvXqVOXPm0KlTJ7Zt22YUxuURISjLAzf2w/bP5OdOvtBvMTyU6udE1AkWnlsIQJBLEKMbji5lI3OjT0oiYvgI0rP8mWzq18fnp/moipkM/nFcORrF3asJAFSs5oyjuw3Vm1bg8pFIKlRxpEbLkq8PLhAUhhoVTf8uPDxDWd/XGYscvpNavYFT4QlkT9A38nMp8gxlSZItJLOF5cWLF0lPT3+kgIqNjcXHxydX/0cFeOTsD/IszsPUqFEDoMi+ff7+/vzwww/88MMP3Lt3j0OHDrFs2TI2bNhAz549uXDhglHcOTo6mlRRxtT+gDFZdUFL2qbYm5M6deowcOBAVqxYwdixY6lXr16BNmQLHp1Ox/nz55k2bRpRUVG5xH1Oe77++muef/55k97nw3Tv3p3u3bvzzjvvmLRf9ueUM8m3tbU1nTp1KpY9heHatWvUr18/T1CalZUVAQEBBUaIBwYG5rGvd+/eBAcHM3LkSPbv319SJhcbISjLmqS7cr5JSQ8qK3jpF7DN/YVP0iQxYf8EDJIBS6Ul01tPx0qVNxl7aaGLiyP89TfIvHgRALuWLak89zuUxShVWRgy07QcXHcVABtHS54ZWQerLF/JytVdSvTYAoGpFHVJediSo+y+HIMEuNpZMuP5urjaWRKfquGDtWeMYrJDsCc/D21sNnvNSbafe3CWH7UkSdSoUYPZs2eTlpaGra1tnsTLOcVjdv9vv/22wGM8LDbzqwySn6AoKt7e3vTt25e+ffsycOBAVq1axebNm40RubVr12bv3r1cu3atUMvYpvaHB+/5/v3Hz0w/zt6H+eqrr1i7di3jx4/nn38KLsubU/B069aNVq1a0bJlS0aOHGlyEJQkSej1+sdmAthSxFK98fHyCkHO/xW9Xm+c6S0MHh4eBda5fhzmqi7k7+9PcHAwBw8eNH5/yiPlMijnP4NOA2tehtSsf+4es6Bi3qjoyYcncy/1HgBjGo0hyKXs/FS09+5xa9Bgo5h06NKFyvN+LHExCXDkr+ukJ8uF6ls9H2gUkwLB08SbbR6Iix0Xo2k2ZSfd5uyj2ZSd7Lz0YOnujdblrwJINtn5CLOXmatVq0ZMTAwdOnSgXbt2dOrUKc8jZ+m3nP3z6/twf8jfj/5i1nXK3NVSmjeXi0zcuXPH2JY9C7dw4cJCjWFqf8C43BkWFvaYnrnJz96H8fPzY+TIkWzdupVdu3YVeuxmzZoxePBgVq1axeHDh43tL7zwAuHh4QwZMgR7e3uGDh0KyOJo8uTJtGjRAjs7O44dO8Y333xDtWrVsLe3JyAggG+++SbXMdq1a8fXX39t3H/69Om0atUKBwcHmjVrVmDS7+zPKecycUREBN7e3oV+REREFPqzyEnVqlW5cuVKnoTvmZmZXL9uekCdVqs15nwtrwhBWZZs/QhuH5OfNxwKDYbk6fL3tb/ZfGMzAK0rtWZg8MBSNDA3mTducHPQIDRZ5aKcnnuOSt/MQlkKaZqibyVxbp98MaxU3Zmgxqb5HgkETwrNq7rxWc8axtcavYFLkclo9A+iTT/vVaNcJDd/GEmSmDFjBqtXr6ZevXq8+OKLAAwZMoSYmBijKHiYqKioXK+z+8+cObNQ/UHOz5iYmGh8nZiYyPz583F2di4wlc6j2L17N+np6XnaDQYDf//9N/BgSR3kpeCQkBBmzZpVYBWdc+fOMWvWrCL1B6hfvz6Ojo4cPXq02PbmxyeffIKjoyPjx49/ZL+H+fTTT1GpVHz66afGtrVr1+Lr68uvv/5KSkpKrkDbxYsXs2DBApKTk2nQoAG+vr5s376d5ORkfvnlFz777DO2bt1a4PGWLVvG0qVLiYuLw8/PL1dqpZwcPnwYd3f3XO8724eysI+i+lD26dOHuLg4Fi1alKt97ty5Jrs6nD9/nitXrlC5cmU8PT0fv0MZIaZ4yoozv8GxrDvTig2g+4w8XW4n32bykckAuFq7MqnlJLNNoZtKxqVLhL/2Ovo4Ofedy8tD8Bo/HkUp1Hc1GCT2rrwMkpwWqE3/6mX2OQgEpcGrraoQ4u3Iwv3X2X052lgpp311T95oHVAuxOTp06eNARwpKSmEhYXx999/c+XKFZo0acL69euNS4Xvvvsu27dvZ8KECezYsYOuXbvi5OREeHg4O3fuxNramt27dxvHzu4/fvx49uzZQ8eOHXF0dCywP4C7uztNmzbl1VdfRZIklixZQnh4OIsWLTI5whvkJO0HDx6kZ8+eNGzYECcnJyIjI/n99985ceIE7du3p0ePHsb+NjY2bNy4kR49etCvXz86depEly5dcHd3Jy4ujr1797J582beeOONIvUHUKlU9O3bl7/++ovMzMxcuShNtTc/3NzcGDduXKGTnGcTGBhI//79WbFiBfv376d169aP7D9ixAjjrKFKpcrlY9mqVSv69OnDzp076dq1a777jxw5ksDAQABefvnlfNMFJicns3//fl555RWz+lD++uuv3Lp1C5CDpDQajTHlkrOzM//73/8A+OCDD1i1ahVvvfUWp0+fpm7duhw7dow//viDqlWrFliqMuf3KjsoZ+HChej1+gJvsMoNkiAXiYmJEiAlJiaadVyNRiP9+eefkkajkaS7ZyTpS09J+txRkqZXkaT74Xn6a/VaafCmwVKtpbWkWktrSXsj9prVHlNIPXFSutS4iRRaPVgKrR4sRc/9XjIYDKV2/HN7b0vfD98pfT98p/Tv+rASP16ucyUo95Tl+UpPT5dCQ0Ol9PT0EjtGSoZWunM/TUrJ0JbYMUxh9+7dEnIQugRISqVScnR0lKpXry4NGDBA+v333yWdTpdnP61WK82ZM0eqX7++ZGtrK9na2kqBgYHSwIEDpa1bt+bb/9tvv5UaNWr0yP5LliyRAGn79u3SZ599Jvn4+EiWlpZSzZo1pRUrVhTqPe3atUsCpBkzZhjbDh06JI0ZM0Zq1KiR5OnpKanVasnJyUlq1qyZNGvWLCkjIyPfsVJTU6U5c+ZIrVq1klxcXCS1Wi15eHhIXbt2lRYvXixlZmYWq/+RI0ckQFq3bl2udlPszT6HU6dOzdd+b29vCZC6dOki3b9/X9Lr9Y/cR5IkKTQ0VFIqlVK7du2MbX5+ftLatWtz9fPz85NWr16dq2358uVSgwYNJBcXF8nJyUmytLSUhg4datzetm1baebMmfmOuXv3bsnOzi6PPdn/F2fPns3X3qLStm3bXP//OR9+fn65+t6+fVvq37+/5OTkJNnZ2Unt27eXTpw4IbVt2zZP34e/V4CkUCgkNzc3qXv37tLOnTsfa5terzeer8JQmOuXKZpIzFCWNukJsGYI6DJAoYTnfwZnnzzdFp5dyOmY0wAMCB5Am8ptStfOLFIOHuT2/95GylpK8ZowHtdXXim146claTj8pxyhae9qRaNn/Evt2AJBecDOSo2dVfm5VLdr165IlUfUajVvv/02r7zyijEP5eP6v/POO4WO7FWr1UycOJGJEyeabFt2VLqzs7OxrVmzZjRr1szksWxtbXn33Xd59913S6R/kyZN6Nq1K3PmzMmV6NoUex91Dm1tbbl7Vy5vazAYjJ/N4857SEgIer0+V1tB5zhne3h4OC+//DKbNm2iY8eOWFhYMHjw4GJVt5EkiW+//Za+fftSu3btIo+THw/nP30UlSpVYtWqVYUao6jfq/JE+blKPW3MCADtA38WNdBDr0N1WgdSli+UQgXrXoVxuR10T0efZv7Z+QBUdarKmIb5+4eUNEnbt3N3zPtIWi0olXh/+SXO/fqWqg2H/ggjM01eGmj9YjUsrIoWbScQCAQFkR1MYm7xUVLMmjWLunXrsm3bNrp06VLW5hSIl5fXYwOIUlNTkSQJLy8v1Go1u3btYsOGDfTtW/TfmvXr1xMaGsq6deuKPIbAdISgLCm06aBNM75UkM+HbdDmEp0AKZoUxu8fj0EyYKG0YHqb6VirrR/es8RJ+ONP7n38MRgMYGFBpZkzceyWvz9LSXH3agKXDkUC4F/bjSp1Sy5hukAg+O+xatUqjh8/zty5c6lTp06+JQ3LIzVr1izQB6888fHHH/P2228zbdo0+vXrl28ZzJCQED7//HM6d+6MTqeje/fuxRKTINcoz8zMfHxHgVkRgrI0sLBFMuhBn4nsGpxdPC0vU45M4U6KHM38XsP3qO5avbSsNBL/y69ETZHrhSusrak8dy72rUu3Ko9ebzBWxFFZKGn9UjURiCMQCMzKqFGjUCgU9OnTh2+++UZcY8xMz54981QoupmVJSQnn3/+OZ9//nmB4+RcIn54/3bt2pXrVDr/JUTaoJLGwhZG/gsW1rKMtLCDUYfk9ofYfH0zf1+X0zu0qNiCQSGDStlYiF+50igmlfb2+C5eVOpiEuDsrtvE300FoFF3fxzd81ZhEAgEgqFDhyJJEu3atTN53/v37xMfH8+aNWuoXLmy+Y0TCP5DiBnKEkeC1UNQZMj50fQ9v0XtmbdE2N2Uu3x1WE494GLlwlctv0KpKF29n37uPFFTpwGgcnXFd9FCrB+Tt6wkSLmfwdGNNwBw9rKlfmffUrdBIBAIBAJB4REzlCWOAqp3ByDMoxtSjT55eugNeibsn0CyVk52OrHFRDxsC65hWxLok5O5M2YMaLWgVuMz78cyEZMAB9ZeRZcpRwu26V8NlYX4NxUIBAKBoDwjZihLgw4fo/NrRei5WPzy2bz4/GJORp8E4MVqL9Le1/SqDsVBkiTuffYZ2qwSU55jxmBTt26p2pBN+IU4rp2US1EGNfLEJ8T1MXsIBAKBQCAoa8TUTykh+bZAUuTV72ct1fx4+kcAqjhVYWzjsaVtGgmr15C85R8A7Nu2xXVo6eWZzIlOq2ffb3JNVgtrFS2fL7ua5QKBQCAQCAqPmKEsabRpMNn7QR7K82pje6pCwXhXB/SSHrVSzfTW07FRl27wScalS8YgHLWXF97TppZKOcX8OLUtnMQYOY1S014B2DlbPWYPgUAgEAgE5QEhKEsDbdqDPJQGjbF5mpsLEeqsWrf13yXELW+wTkliSE3lzuj3kDQaUCqpNOtr1C4upWpDNokxaZzYItdHdatsT+12lcrEDoFAIBAIBKYjBGVJYZF7ptEA7LRU0VGjRwlstbHkTwd7AJp6N+Xlmi+XqnmSJHFv4kQ0WTm9PN55G9tGjUrVhpy27PvtCnqdXEGo3cDqKFXCG0MgEAgEgicFIShLihzlFCVJYtqRqay6vIoB1QcwrNYwJv7dDzTJOFk5Mbnl5FJPEZT4x58kbZBzXtq1aIHbm2+W6vFzcv10DOEX4gGo0dKbCgFOZWaLQCAQCAQC0xGCsoSRJIkZx2aw6rJcIH7V5VXsjNhJsiYrRVDziXjZeZWqTZlhYUR++SUAKnd3Ks6YXmZ+k5oMHQfWXAXAyk5Ns+eqlokdAoFAIBAIio5YVyxBssXk8ovLc7VHp0UD0DewLx39OpaqTYb0dO68NwYpPR0UCirNnIHavexqZB/fdJOU+3LN1RbPBWJjb1lmtggEAoFAICgaQlCWEPmJSXdlbuFmobJAkvKv6V1SRE2ZSuZVeUbQfeQI7Jo3L9Xj5yTuTgpndsq5L72qOBLSwrvMbBEIBAKBQFB0hKAsAfITky8EvYBBMuTqt/ryamYcm1FqojJx4yYS1q4FwLZRI9xHjSqV4+aHJEnsXXUZg0FCoYC2A6ujUCrKzB6BQCAQCARFRwhKM5OfmBwcMhitXku8JAee1POoZ9y2/OLyUhGVmps3ifzsMwBUzs5UnPU1CnXZudBePhLJvTC5vnnt9pXx8HEoM1sEAoHgSeLChQuo1Wq2bdtW1qaUS9atW4eVlRXXr19/fOcyoF27dvj7+5e1GWZHCEozUpCYbODZgD+v/wlAI89GLOm6hMEhg419SlpUGjIzuf3eGAxpaQBUnD4NC6/SDQTKSUaqln9/DwPA1smSpr0CyswWgUBgGnv27EGhUBgfKpUKZ2dnQkJCGDhwIOvXr0ev15e1mSaR/Z6mTZuWqz06Oppx48ZRq1YtHBwccHJyIigoiP79+7N+/fp8x8rIyGDu3Lm0bdsWNzc3LCws8PT0pGvXrixcuJDMzMxi9Qd4//33adasGV26dCmSvTnP4fz58/N9HwqFgu7du+e7T/bD3t6eBg0aMHv2bHQ63aM/5FKkX79+hISEMG7cuBI9TlpaGgEBASgUCkaMGFGssfL7fK2tralatSqvvfYaV65cMZPVJYeI8jYjuyJ25RKTwa7BvF3/bbqvl7+U1gprJjWfhFqlZlzjcRyPOs6l+EuALCobVWhER1/zB+lEz5hJ5sWLALi+9ir2bdua/RimcGTDddKTtQC0ej4ISxvxbygQGJkRANr0x/ezsMmVnqy0eemll+jZsyeSJJGSksLVq1fZuHEjq1atonHjxqxfv57KlSuXmX3FJSIigsaNG5OcnMygQYMYOXIkAGFhYWzatImUlBT69u2ba5+bN2/So0cPQkND6dChAx9++CEeHh7ExcWxZ88eRowYwbFjx1iwYEGR+gMcPnyYrVu3sjbLfak49gJMnDiRIUOGYGdnV6jPJed5j4yM5JdffmHMmDFcvHgxl51liUKhYPTo0QwbNowLFy5Qs2bNEjnOZ599RkxMjFnHzP58AdLT0zl79iyLFi1i3bp1nDt3Dl9fX7Mez5yIX3Iz0sGnA4NDBhtF5aX4S8w9NZdv2n7DhAMTaCu1pYJdBeNMZraYBHkms4NPB7PblLRtG/dXrADApm5dPEePNvsxTCH6VhLn990BoHKwC4GNPMvUHoGg3KFNl0u2lnPq1avH4MGDc7XNmjWLGTNmMH78eHr06MGJEydQl6FrTXGYOXMmUVFRbNiwgV69euXaNnv2bG7fvp2rLSMjg549e3L58mXWrFnDCy+8kGv72LFjOX/+vHGZ2tT+2cybNw9nZ+c8NplqL0CjRo04fvw4s2fP5pNPPinEp5L3vI8aNYqQkBAWLVrE5MmT8fDwKNQ4JU2/fv146623mDdvHt9//73Zxz916hRz5sxh+vTpjB071mzj5ve9CgoK4t1332X9+vWMLuPf8EchlrzNiEKhYFzjcXmWs3eE72DdM+uoZVmrwGXxcY3HoVCYNyhFc/s29z6WLxJKR0cqzpqFwsLCrMcwBYNBYu/KyyCBUqWgTf9qZn/PAsFThYVt3kc5RqFQ8OGHH9K/f3/Onj3L6tWrjdsyMzOZOnUqzZs3x9bW1iiKTp06le9YmZmZTJkyhZo1a2JtbV1g/6VLl6JQKNixYwdffPEFfn5+WFlZUbt2bVauXFnk95K9xNi+fft8tz88+7p48WIuXLjAmDFj8ojDbGrVqsWYMWOK1B9Ap9Oxfv16OnbsiJWVVbHsBVl0NWnShJkzZxIbG5vvfo/Dzs6Opk2bIkkS165dK9IYJYGDgwOtW7dmzZo1Zncn0+v1vPHGG3Tt2pV+/foV2O/OnTsMGDAAZ2dn7O3t6dChAydPnjT5eBUrVgTAogx/vwvDk3nrWI7JFpWAUTQuv7gcvUFPDakGX5/82pjkHEpOTEoaDXfGvI8hWU6gXnHKZCwrl2197ND9d4i+JdtTv4svLhUKt8QiEPwnsbCFj+/lbZ/sXe5nMN98801+++03Nm7cyKBBg9BqtXTr1o1///2Xl156if/9738kJyezaNEiWrZsyb59+2iUo/Rrzv5Dhgzhf//7H4mJiQX2B/jwww9JTU1l5MiRKBQKlixZwqBBg0hPT+e1114z+T0EBMi+3QsXLmT06NGPvUZnL0EPHz68UOOb2h/g5MmTpKSk0LRp02Lbm8306dNp3749X331FXPmzCm0LTnJFpJubm5F2r+kaN68OVu3buXChQvUqlULAIPBQHx8fKHHcHV1RflQ4Y85c+YQGhqax+0gJwkJCbRu3Zpbt27x+uuvU69ePY4dO0bHjh0f+TmlpaUZxX16ejrnz5/n448/xt3d/ZHitTwgBGUJkJ+oXHV5Fd4qb+5dfvADUVJiEiB6zrdknD0LgMuQITh06mT2Y5hCWpKGQ3/K/l4ObtY07O5fpvYIBCXOlvEQec70/XQZD/4u6WH69sJQoTZ0n/b4fkWkbt26wINZs7lz57Jnzx42bdpEixYtcHR0RKlUMmrUKGrVqsXYsWPZs2ePcf/s/lu2bKFbt27G9oL6A8TGxnL27FmcnOTSrSNGjKBOnTq8//779O/fv9A+gtmMHTuWFStWMGbMGGbPnk3r1q1p3LgxrVu3pmHDhnn6nzt3DgcHB6pWLVy1L1P7gxzdDeS7j6n2ZtOuXTu6devGvHnzGD169GOjj7MFT7YP5fz58zl16hSNGzcmKCio0O+lNMj+nHIKyvDwcKpUqVLoMW7cuJHrM7l16xaff/45n376KVWqVOHmzZv57jdjxgxu3LjBvHnzjAE7I0eOpEaNGnzwwQf4+fnlu9+XX37Jl1mV7LIJCQlh7969VKhQodB2lwVCUJYQ+YnKe/rSEZPJe/YQ//PPAFjXqIHnB+bz7ygq/64PQ5MuRwG2eakaFpaqMrZIIChhIs/BrQNF318yPHr/x20vQxwdHQFISkoCYMWKFQQFBdGoUSPi4uLQaDTGWZ/OnTuzbNky0tPTsbGxydP/4aXY/PqD/GOdLSYBnJycGDFiBB999BG7d+82BjoUloCAAM6cOcPMmTP566+/WLlypXEJvXbt2ixZsiSXUEtKSsLLhOwZpvYHjAEgrq6uxbY3J9OnT6d+/fp88sknLF++PN8+2eQnePr06cO8efNMei+lQfZMYHR0tLGtQoUKbN++vdBjPCziRo4ciZ+f32P9Jv/66y/c3Nx4/fXXc7W//fbbTJo0qcD9XnvtNfr37w+ARqPh6tWrzJkzh06dOrFt2zajMC6PCEFZguQnKqFkxaQ2MpJ74ycAoLSzo9Lsb1Balm05w/DQOC4fjgSgSl13/OuUXalHgaDUqFC7aPuF/yuLRYUSfFuYvr0kbSsk2UIyW1hevHiR9PT0Rwqo2NhYfHx8cvV/VIBHzv4gz+I8TI0aNQCK7Nvn7+/PDz/8wA8//MC9e/c4dOgQy5YtY8OGDfTs2ZMLFy4YxZ2joyPJWS5GhcHU/oDxN6Mgn0BT7M1JnTp1GDhwICtWrGDs2LHUq1evQBuyBY9Op+P8+fNMmzaNqKioXOI+pz1ff/01zz//vEnv82G6d+9O9+7deeedd0zaL/tzyvlba21tTacirtitXLmSLVu2sHfv3sf6M167do369evnCUqzsrIiICCAhISEfPcLDAzMY1/v3r0JDg5m5MiR7N+/v0i2lwZCUJYw2aJSb9Cz6vIqBlQfUGJiUtLpuPP+WPRZ/6gVJk3EsoBp9dIiM13H7l/laHYLKxWtXixfSyICQYlR1CXlbB9JtTUM22T69nLA6dOnAQgODgbkH/YaNWowe/Zs0tLSsLW1zeOXllM8Zvf/9ttvCzzGw2Izv2tqfoKiqHh7e9O3b1/69u3LwIEDWbVqFZs3bzZG5NauXZu9e/dy7dq1Qi1jm9ofHrzn+/fvF9veh/nqq69Yu3Yt48eP559//ilw3JyCp1u3brRq1YqWLVsycuRIk4OgJElCr9c/NhPAli1bTBo3m2xfyZz/K3q93qRUPx4eHqhUKjQaDe+99x49e/bE19fXuNSdHT2fnJzMzZs3cXFxMc6Um+t33t/fn+DgYA4ePGj8/pRHRJR3KaBQKBjbYCwDbQcytsHYEotsjvn+e9JPnADA+cUXcepRRP8qM3Jw7VVS7suJeVs+H4ijW967WIFAkA/aNFk8Pvwo5wE5gDEfYfYyc7Vq1YiJiaFDhw60a9eOTp065XlYW1sb98/ZP7++D/cHCA0NzWPHxaz8u9kBK+aiefPmgBzFm032LNzChQsLNYap/QHjcmdYWFih94H87X0YPz8/Ro4cydatW9m1a1ehx27WrBmDBw9m1apVHD582Nj+wgsvEB4ezpAhQ7C3t2fo0KGALI4mT55MixYtsLOz49ixY3zzzTdUq1YNe3t7AgIC+Oabb3Ido127dnz99dfG/adPn06rVq1wcHCgWbNmBSb9zv6cci4TR0RE4O3tXehHREQEIPuORkdHs3HjRqpUqWJ8tG7dGpBnL6tUqWJc+q9atSpXrlzJk/A9MzOzSBV8tFqtMedreUUIylJCoVBQw7JGiYnJlIMHiftJvohbBQXh9dGEEjmOKdw6H8fFf2W/UZ8QF2q0qljGFgkETxjatLyPcowkScyYMYPVq1dTr149XnzxRQCGDBlCTEyMURQ8TFRUVK7X2f1nzpxZqP4g52dMTEw0vk5MTGT+/Pk4OzsXmErnUezevZv09LwJ5g0GA3///TfwYEkd5KXgkJAQZs2aVWAVnXPnzjFr1qwi9QeoX78+jo6OHD16tNj25scnn3yCo6Mj48ePf2S/h/n0009RqVR8+umnxra1a9fi6+vLr7/+SkpKCkuXLjVuW7x4MQsWLCA5OZkGDRrg6+vL9u3bSU5O5pdffuGzzz5j69atBR5v2bJlLF26lLi4OPz8/HKlVsrJ4cOHcXd3z/W+s30oC/vI9qG0s7Pjjz/+yPP46aefAOjatSt//PGHMRK7T58+xMXFsWjRolw2zZ0712RXh/Pnz3PlyhUqV66Mp2f5zd0slryfAnQxMdwd9yFIEgobGyrNmY3yobv30iYjVcvuX+XZAQtrFe2HhIickwJBYbAo5Cx+YfuVEKdPnzYGcKSkpBAWFsbff//NlStXaNKkCevXr0elkoPv3n33XbZv386ECRPYsWMHXbt2xcnJifDwcHbu3Im1tTW7d+82jp3df/z48ezZs4eOHTvi6OhYYH8Ad3d3mjZtyquvvookSSxZsoTw8HAWLVpkcoQ3yEnaDx48SM+ePWnYsCFOTk5ERkby+++/c+LECdq3b0+PHKtANjY2bNy4kR49etCvXz86depEly5dcHd3Jy4ujr1797J582beeOONIvUHUKlU9O3bl7/++ovMzMxcuShNtTc/3NzcGDduXKGTnGcTGBhI//79WbFiBfv37zfO2hXEiBEjjLOGKpUql49lq1at6NOnDzt37qRr16757j9y5EgCAwMBePnll/MEvoC8BL1//35eeeUVs/hQWlhY0KdPnzzt2Uvf/v7+ubZ/8MEHrFq1irfeeovTp09Tt25djh07xh9//EHVqlULLFWZ83uVHZSzcOFC9Hp9gTdY5QZJkIvExEQJkBITE806rkajkf78809Jo9GYdVyDTifdfGWoFFo9WAqtHizdX/+H+ilIJwAAW3FJREFUWccvKjuWXJC+H75T+n74TunCgTtlbY5JlNS5EpQMZXm+0tPTpdDQUCk9Pb3Uj11W7N69WwKMD6VSKTk6OkrVq1eXBgwYIP3++++STqfLs59Wq5XmzJkj1a9fX7K1tZVsbW2lwMBAaeDAgdLWrVvz7f/tt99KjRo1emT/JUuWSIC0fft26bPPPpN8fHwkS0tLqWbNmtKKFSsK9Z527dolAdKMGTOMbYcOHZLGjBkjNWrUSPL09JTUarXk5OQkNWvWTJo1a5aUkZGR71ipqanSnDlzpFatWkkuLi6SWq2WPDw8pK5du0qLFy+WMjMzi9X/yJEjEiCtW7cuV7sp9mafw6lTp+Zrv7e3twRIXbp0ke7fvy/p9fpH7iNJkhQaGioplUqpXbt2xjY/Pz9p7dq1ufr5+flJq1evztW2fPlyqUGDBpKLi4vk5OQkWVpaSkOHDjVub9u2rTRz5sx8x9y9e7dkZ2eXx57s/4uzZ8/ma6+5uHHjhgRIw4cPz7Pt9u3bUv/+/SUnJyfJzs5Oat++vXTixAmpbdu2kp+fX66+D3+vAEmhUEhubm5S9+7dpZ07dz7WFr1ebzxfhaEw1y9TNJGYoXzCiVuwgLQsvxWn3r1xfq5P2RoE3Dwby6WsqG7fmq6EtPAuY4sEAoG5aNeuXZEqj6jVat5++21eeeUVYx7Kx/V/5513Ch3Zq1armThxIhMnTjTZtuyodGdnZ2Nbs2bNaNasmclj2dra8u677/Luu++WSP8mTZrQtWtX5syZkyvRtSn2Puoc2tracvfuXUBeLs/+bB533kNCQtDr9bnaCjrHOdvDw8N5+eWX2bRpEx07dsTCwoLBgwcXq7qNJEl8++239O3bl9q1Szajgb+/f4G2VqpUiVWrVuVpfziHKhT9e1WeED6UTzBpx44RM1euUWpZpQoVPvv0MXuUPBmpWnavkKO6LW3UtB8cLJa6BQJBuSY7mKSkxYe5mDVrFocOHcpT57u84eXl9dgAotTUVCRJwsvLC7Vaza5du9iwYUOxjrt+/XpCQ0OZMWNGscYRmIaYoXwC0Sclcf+31cQvXgwGAworK9lvsgh+QuZm/5orpCVqAGj1QhD2LmXryykQCAQFsWrVKo4fP87cuXOpU6dOviUNyyM1a9Ys0AevPPHxxx/z9ttvM23aNPr168fixYvz9AkJCeHzzz+nc+fO6HQ6unfvTt++fYt13H79+pGZmVmsMQSmIwTlE4T23j3il/1Cwpo1GNIeRHt6TZiAdfXqZWiZzPXTMVw5Ikdf+tV2I7h5+S4TJRAI/tuMGjUKhUJBnz59+Oabb8Rqipnp2bNnngpF+ZUq/Pzzz/n8888LHCfnEvHD+7dr165cp9L5LyEE5RNAxuUrxP+8mMRNmyHHXalVUBDuI0fg+MwzZWidTEaKlj0rLwNgZaum3UCx1C0QCEqeoUOHGnMcmkphEoQLBILCIQRlOUWSJNKOHCVu8WJSHyq1ZNu0KW6vv4Zdq1blRrTtW32F9CR5qbv1i0HYu1g9Zg+BQCAQCARPC0JQlhLxCxbgdvEi8bdv4/XWWwX2k3Q6krdvJ27xz2ScP/9gg1KJQ9cuuL36Gja1y1dx+Gunorl6TF7q9q/jTrWmYqlbIBAIBIL/EkJQlhL3Fy3CLT2D+wcP5isoDenpJPzxB/FLlqLNKvUEoLC2xrlvX1yHDcXSx6c0TS4U6Ska9uZc6h5UvdzMmgoEAoFAICgdhKAsY3T373N/xUrur1iBPoc/j8rZGZfBg3EZNBC1i0sZWvho9v12hfRkLQBt+lfDzkksdQsEAoFA8F9DCMoyQhMRQfySpSSsX4+UkWFst6hcGddhQ3Hu2xelTdmWVnscYSeiCTseDUCVuu4ENfYqY4sEAoFAIBCUBUJQljYGiTtjxpD0z1YwGIzN1jVr4vb6azh07oxCXf5PS1qShr2r5KVuazsL2g0SUd0CgUAgEPxXKZeVcpYvX87w4cNp1KgRVlZWKBQKli5d+sh9bty4wRtvvIGfnx9WVlZ4eXnRvn171q5dWzpGPwJJkkAvi0cpM5OkzVuMYtKudWt8ly7Ff91aHLt3fyLEpCRJ7Ft1mYyUrKXuAdWwdbQsY6sEAoFAIBCUFeVSvXzyySfcunULd3d3vL29uXXr1iP7b9++nT59+gDQq1cvAgICuH//PmfPnmXHjh288MILpWB1/kg6HTf7D0DSaB40qtU49XgG11dfLRcJyU0l7EQ0107FAFC1vgeBDT3L2CKBQCAQCARlSbkUlIsWLSIoKAg/Pz+mTZvGhAkTCuwbERHB888/T6VKldixYwe+vr65tpd1eSqFWo1VYOCDFEAqFYHbtmJRsWKZ2lVU0pI07Ft1BQBrewvaDBBR3QKBQCAQ/Ncpl0venTp1ws/Pr1B9p0yZQlJSEvPnz88jJgHU5WAJ2e21VyHLDoWlxRMrJiVJYu/Ky2SkykvdbQdUF0vdAoFAIBAIyucMZWGRJIk1a9bg5uZGhw4dOHHiBHv37sVgMFCvXj06dOiAUvlozZyZmZmriHxSUhIAWq0WrVZrFjuV/v4o1GoknQ4kzDZuaRN2PJrrp+Wl7oD67vjVcXli38ujyH5PT+N7exopy/Ol1WqRJAmDwYAhR5CdIH8kSTL+FZ9X+UecrycLU8+XwWBAkiS0Wi0qlSrfPqZcV59oQXnjxg3i4+Np3LgxI0eOZP78+bm2169fnw0bNlC5cuUCx5g6dSoTJ07M075t2zZsbW3NZmugXo8S0Ov1bN682Wzjlhb6DAWRB+wABUpLA+muN9m8+UZZm1WibN++vaxNEJhAWZwvtVpNhQoVSElJQZPTT9qMSJLE/sj9tK7Q+qlxL0lOTi5rEwQmIM7Xk0Vhz5dGoyE9PZ19+/YV6B6YlpZW6OM+0YIyOlrOgXjy5EkuXrzIkiVL6N27N4mJiUyZMoWFCxfy/PPPc/jw4QLHmDBhAmPGjDG+TkpKwsfHhy5duuDo6Gg2W699/gVS1l3AM888Y7ZxSwNJkti6IBRJGw9Ax5drUqWuexlbVXJotVq2b99O586dsbCwKGtzBI+hLM9XRkYGERER2NvbY21tbfbxJUli5vGZrLi0gkHBg/ig0QdPtKiUJInk5GQcHBye6PdR1ly4cIH69euzceNGunTpUmLHeVLP17p16xgyZAgXLlwgICCgrM3JQ4cOHbh58ybXr18367imnq+MjAxsbGxo06ZNgdev7FXbwhpQrpk6daoESEuWLMmz7eDBgxIgAdLs2bPzbG/atKkESPv37y/08RITEyVASkxMLIbVeblYr54UWj1YulivnlnHLQ0uHborfT98p/T98J3S1kXny9qcEkej0Uh//vmnpNFoytoUQSEoy/OVnp4uhYaGSunp6WYf22AwSNOOTJNqLa1lfEw7Mk0yGAxmP5Yp7N6923jdBSSlUik5OTlJwcHB0oABA6Tff/9d0ul0+e6r1+ul+/fvS3q9vpStfjTZ72nq1Km52qOioqQPPvhAqlmzpmRvby85OjpKgYGB0ksvvST9/vvv+Y6Vnp4ufffdd1KbNm0kV1dXSa1WSx4eHlKXLl2kBQsWSBkZGcXqL0mS1LVrV6lly5Z52gtrb85zOG/evHzfByB16dLFeL4ePu+AZGdnJ9WvX1/65ptvJK1W+9jPubQwGAxS3bp1pX79+pl13M8//zzPZ5DzoVarCzVO27ZtJT8/v1xt+X2+VlZWUkBAgPTqq69Kly9ffuy4pn6/CnP9MkUTPdEzlE5OTsbnzz77bJ7tvXr14siRIxw/fpxWrVqVpmlPDakJmexfcxUAG0dL2rxUrYwtEgiefiRJYsaxGSy/uDxXe/brcY3HlfmM0UsvvUTPnj2RJImUlBSuXr3Kxo0bWbVqFY0bN2b9+vWPdDcq70RERNC4cWOSk5MZNGgQI0eOBCAsLIxNmzaRkpJC3759c+1z8+ZNevToQWhoKB06dODDDz/Ew8ODuLg49uzZw4gRIzh27BgLFiwoUn+Aw4cPs3Xr1jw5lotiL8DEiRMZMmQIdnZ2hfpccp73yMhIfvnlF8aMGcPFixdz2VmWKBQKRo8ezbBhw7hw4QI1a9Y0y7h9+/YlMDAwT/vZs2eZOXMmvXr1KvYxsj9fgPT0dM6ePcuiRYtYt24d586dyzf4uLzwRAvKwMBAVCoVer0eZ2fnPNuz29LT00vXsHxwef11rl68SFBISFmbUmgkSWL3iktkpsm+Fe0GVsfaXiwBCwQlSX5iMtg1mEvxl4DyIyrr1avH4MGDc7XNmjWLGTNmMH78eHr06MGJEyfKRaaNojBz5kyioqLYsGFDHqEwe/Zsbt++nastIyODnj17cvnyZdasWZMn//HYsWM5f/4827ZtK1L/bObNm4ezs3Mem0y1F6BRo0YcP36c2bNn88knnxTiU8l73keNGkVISAiLFi1i8uTJeHh4FGqckqZfv3689dZbzJs3j++//94sY9apU4c6derkaR8+fDgAr732WrGPkd/3KigoiHfffZf169czevToYh+jpCiXaYMKi5WVFS1atAAgNDQ0z/bsNn9//9I0K19c33yTuM6dcX3zzbI2pdBcOhTJrXNxAFRr6kVAvfJxoRAInlbyE5ODQwazpucaBoc8+JFZfnE5M47NMEZ1lhcUCgUffvgh/fv35+zZs6xevdq4LTMzk6lTp9K8eXNsbW2NoujUqVP5jpWZmcmUKVOoWbMm1tbWBfZfunQpCoWCHTt28MUXXxirpdWuXZuVK1cW+b1cuSLn223fvn2+2x+efV28eDEXLlxgzJgxBRbTqFWrltFn39T+IOdVXr9+PR07dsTKyqpY9oIsupo0acLMmTOJjY3Nd7/HYWdnR9OmTZEkiWvXrhVpjJLAwcGB1q1bs2bNmhL9nqSlpfHbb79RqVIlunXrlmvbnTt3GDBgAM7Oztjb29OhQwdOnjxp8jEqZqUaLO8+/U+0oASM0/pffPFFrvQ/ly5dYunSpTg4OOQ5yYLHk3I/gwNr5AuUrZMlrV8US90CQUlSkJjMnokc13jcEyEqAd7MunHeuHEjIAdOdevWjUmTJtG4cWNmzZrF+PHjuXjxIi1btuT48eP/b+/e42LO/j+Av6Ym3ZsiXawUhZIiQqgtpFh2v20tcvd122Jb93VdhHXJJr7WsuhbIa1F634LRfywbinVrruybhW6qKbb+f3Rd2abZqZmmmom3s/HYx67nTmf8zmfOX3yns+5iRwvyB8cHIzevXsjLCysxvwAMH/+fPz6668IDAzEihUrUFpaitGjRyM8PLxO1yCYzLFjxw6ZPmNBF7TgaVV95wcqJ6AWFBSgV69eYu/JW1+BdevWIS8vD6tWrZL5mOoEgWSLFi3qXEZD6N27N7KyspCamipMq6ioQHZ2tsyv2pbf+e2335CXl4d///vfIkvvvHv3ThjQjhgxAuvXr4eVlRUGDBgg8WmxQGFhofDcmZmZOHnyJBYvXgxjY2P4+fkp/qE0IJXsi9i5cycuXboEAEhJSRGmJSQkAAB8fHyEWy36+/sjNjYWBw4cQJcuXeDt7Y3c3FwcPHgQxcXF2LVrF4yMjJRxGU0WYwzxe/5ESXE5AKDfaFto6ar2NyNCVM26P9YJu6lrwxhDZkEmXhe+FqaZ6JggPScdE09PFMlnomMizLcnfQ/OPD0DCz0Lubq/bZvbYn7P+TLnl1eXLl0A/PPUbPPmzUhISMDx48fRp08fGBgYQE1NDdOmTUPnzp0xd+5c4d/3qvlPnjwp8kBAWn4AyM7ORnJysnBsfUBAABwdHTFnzhz4+/vLPEZQYO7cuYiOjsbs2bMRFhYGNzc39OjRA25ubujevbtY/pSUFOjr68Pa2lqm8uXND0AYGEk6Rt76Cnh4eGDQoEHYunUrZs6cWWuPniDgEYyh3LZtG27fvo0ePXqgffv2Ml9LYxB8TqmpqejcuTMAICMjA23btpW5jMePH9f4mYSHh4PD4WDixIki6SEhIXj8+DG2bt2KgIAAAJUPwDp16oR58+ZJ3bxl5cqVWLlypUianZ0dLly4ADMzM5nrrQwqGVBeunQJUVFRImmXL1/G5cuXAVR2YQsCSg6Hg5iYGPTp0wfh4eH45ZdfhF3hixYtgru7e2NXv8lL/78XyEitXCLI1sUMVo4f7hJBhDSUP9/8iRuvxJ+kyep14WuRAFPRfI1JsOSaYMmR6OhotG/fHs7OzsjJyUFJSYlw04mBAwciKioKRUVF0NbWFstfvStWUn6g8h/rqhM1eTweAgICsGjRIsTHxwsnOsiqXbt2uHPnDtavX4/Dhw9j7969wi50BwcHREREiARqeXl5MDU1lbl8efMDQFZW5cYSzZs3V7i+Va1btw5OTk5YsmQJ9uzZIzGPgKSAx8fHB1u3bpXrWhqD4ImpYIlBADAzM5Nrzdqagri//voLly5dwoABA8SC1MOHD6NFixaYPHmySHpQUBBWrFghtcxJkybB398fQOU6kffv38fGjRvh6emJM2fOCANjVaSSAWVkZCQiIyNlzs/lcjFr1izMmjWr4Sr1kch/U4xL+ytndevymsF1uGp94ySkqbBtbitzXmlPKKs/eZQ1X33WrS4EgaQgsExPT0dRUVGNAVR2djYsLCxE8tc0waNqfqDyKU51nTp1AoA6j+2zsrLCli1bsGXLFrx48QJXrlxBVFQUjhw5gqFDhyI1NVUY3BkYGMi1ALi8+QEI21hal7Y89a3K0dERo0aNQnR0NObOnYuuXbtKrYMg4CkrK8Pdu3exdu1avHr1SiS4r1qfH3/8EV999ZVc11nd4MGDMXjwYHz77bdyHSf4nKreG1paWvD09FSoPgKC4RTVg0ag8nfOyclJbFKapqYm2rVrh3fv3kks08bGRqx+//rXv2Bra4vAwEAkJibWS90bgkoGlEQ5BF3dpYKu7rF20NShrm5C6kLeLuXqYyhfF76Gl6WXcAyl4P2br28Kj6k6xlKVJCUlAQBsbSsDV8YYOnXqhLCwMBQWFkJHR0dsW9yqwaMg/6ZNm6Seo3qwKekzkBRQ1JW5uTl8fX3h6+uLUaNGISYmBidOnBDOyHVwcMCFCxfw8OFDmbqx5c0P/HPNb9++Vbi+1a1atQr79+/HggULcOrUKanlVg14Bg0aBFdXV/Tt2xeBgYFyT4JijKG8vLzWlQBOnjwpV7kCb95U9rRV/V0pLy8XPumVRcuWLSVuS1hWVoZdu3ahefPm+PLLLyUeW1/3pZWVFWxtbXH58mXh/aOKmvykHFJ/0i49R2ba/7q6+5jDsrNqDbAm5ENW28SbmibsqBrBeoSCbuYOHTogKysL/fv3h4eHBzw9PcVeVXfqqJpfUt7q+QHJK32kp6cDQL3vltK7d28AlbN4BQRP4Xbs2CFTGfLmByDs7nzw4IHMxwCS61udpaUlAgMDcfr0aZw/f17msl1cXDBmzBjExMSI7Eo3bNgwZGRkYOzYsdDT08OECRMAVAZHP/zwA/r06QNdXV1cv34dGzZsQIcOHaCnp4d27dphw4YNIufw8PDAjz/+KDx+3bp1cHV1hb6+PlxcXIRjdasTfE5Vu4kzMzNhbm4u8yszM1Ni2UePHsWrV68wduxYsRn3QOX4zXv37oltacjn8+u0Q05paalwzVdVRQElAVDZ1X35YOXNp2ekCddh1NVNSGOTFlQOPza8SQSTjDGEhIRg37596Nq1K4YPHw4AGDt2LLKysoRBQXWvXr0S+VmQf/369TLlByrXZ8zNzRX+nJubi23btsHQ0FDqUjo1iY+Pl7iGcUVFBY4ePQrgny51oLIr2M7ODqGhoYiNjZVYZkpKCkJDQ+uUHwCcnJxgYGCAP/74Q+H6SrJkyRIYGBhgwYIFNear7vvvv4e6ujq+//57Ydr+/fvRpk0b7N69GwUFBSLD2MLDw7F9+3bk5+ejW7duaNOmDeLi4pCfn49du3Zh6dKlOH36tNTzRUVFITIyEjk5ObC0tBRZWqmqq1evwtjYWOS6BWMoZX1JG0Mp6O6Wtvakj48PcnJysHPnTpH0zZs3yz3U4e7du7h37x5at24NExMTuY5tTNTlTSq7unenC7u6PUbbQlObfjUIUQZBUAn8s4h51dniqhJMJiUlCSdwFBQU4MGDBzh69Cju3buHnj17IjY2VthVOGPGDMTFxWHhwoU4e/YsvL29wePxkJGRgXPnzkFLSwvx8fHCsgX5FyxYgISEBAwYMAAGBgZS8wOAsbExevXqhYkTJ4IxhoiICGRkZGDnzp1yz/AGKhdpv3z5MoYOHYru3buDx+Ph5cuXOHjwIG7evIl+/fphyJAhwvza2to4duwYhgwZAj8/P3h6esLLywvGxsbIycnBhQsXcOLECUyZMqVO+QFAXV0dvr6+OHz4MPh8vsiTMXnrK0mLFi3w3XffybzIuYCNjQ38/f0RHR2NxMREuLm51Zg/ICBA+NRQXV1dZIylq6srfHx8cO7cOXh7e0s8PjAwULhjzbhx4ySOYczPz0diYiLGjx9f72Monz9/jlOnTqFnz55wcHCQmGfevHmIiYnB9OnTkZSUhC5duuD69ev4/fffYW1tLfbkUqDqfSWYlLNjxw6Ul5dL/YKlMmTa8PEj0lB7eavy/tB3Lz4T7tV9LipN2dVROlVuKyKO9vJuXJL28jYwMGAdO3ascS/v0tJStnHjRubk5MR0dHSYjo4Os7GxYaNGjWKnT5+WmH/Tpk3M2dm5xvwREREMAIuLi2NLly5lFhYWrFmzZsze3p5FR0fLdE3nz59nAFhISIgw7cqVK2z27NnM2dmZmZiYMC6Xy3g8HnNxcWGhoaES99hmjLH379+zjRs3MldXV2ZkZCTcm9vb25uFh4czPp+vUP5r164xAOzAgQMi6fLUV9re5YL6mJubS93LW9IxjDGWlpbG1NTUmIeHhzDN0tKS7d+/XySfpaUl27dvn0janj17WLdu3ZiRkRHj8XisWbNmbMKECcL33d3d2fr16yWWGR8fz3R1dcXqI/i9SE5OllhfRfzwww8MANu+fXuN+Z49e8b8/f0Zj8djurq6rF+/fuzmzZsy7+XN4XBYixYt2ODBg9m5c+dqrZey9/KmgLKajy2gzMspYr/MSGA/fX2ORS64xIoLS5VdJaVT1bYikn2oASVjokGlKgSTipL3HzxZCAKH+Pj4Opdx6NAhmQIEVeHt7c1cXV0b/DyKtlfbtm0lBpRV054+fcrU1NTYyZMnhffw6NGj2fjx44V55A0oKyoqWNeuXZmvr2+d6t1UKTugpDGUHzFGXd2EqDRB9/fGfhtVopv7QyWYTCKt+1LVhIaG4sqVK2L7fKsaU1PTWicQvX//HowxmJqagsvl4vz58zhy5IhC542NjUVaWhpCQkIUKofIh6KHj1japefITK9cfsKOZnUTopI4HA4GtBmg7Gp8kGJiYnDjxg1s3rwZjo6OErc0VEX29vZSx+CpksWLFyMoKAhr166Fn5+fxG0w7ezssGzZMgwcOBBlZWUYPHgwfH19FTqvn5+fyFbMpHFQQPmRqj6ruy/N6iaEfGSmTZsGDocDHx8fbNiwgZ4A17OhQ4eK7VD05MkTsXzLli3DsmXLpJZTdZvN6sd7eHio9FI6HxMKKD9CYl3dY6irmxDSNE2YMEG4xqG8ZFkgnBAiGxpD+RES6+q2p65uQgghhNQdBZQfGerqJoQQQkh9o4DyI1K9q7sfdXUTQgghpB5QQPkREenq7muONtTVTQghhJB6QAHlRyIvpwiXD1Tp6v6KuroJIYQQUj8ooPwIMMaQsOdPlPKpq5sQQggh9Y8Cyo8AdXUTQgghpCFRQPmBo65uQgghhDQ0Cig/YNTVTQghhJDGQAHlB4y6ugkhhBDSGCig/EBRVzchhBBCGgsFlB+gygXMqaubEEIIIY2DAsoPUNql53j2J3V1E/IhyN62DVmbf0L2tm3KrgpREampqeByuThz5oyyq6KSDhw4AE1NTTx69EjZVakXHh4esLKyUnY1akUB5QeGuroJ+bBk/7Id2Vu2IPuX7cquCgAgISEBHA5H+FJXV4ehoSHs7OwwatQoxMbGory8XNnVlIvgmtauXSuS/vr1a3z33Xfo3Lkz9PX1wePx0L59e/j7+yM2NlZiWcXFxdi8eTPc3d3RokULaGhowMTEBN7e3tixYwf4fL5C+QFgzpw5cHFxgZeXV53qW7UNt0n5osLhcDB48GCJxwheenp66NatG8LCwlBWVlbzh9yI/Pz8YGdnh++++67ey16zZg2GDRuGdu3agcPhSA30/vrrL4wePRp2dnbg8XjQ1dWFnZ0d5syZg5cvXypUB0ltoaWlhfbt2yMoKAj37t1TqPy6on7QDwh1dRNCGsuIESMwdOhQMMZQUFCA+/fv49ixY4iJiUGPHj0QGxuL1q1bK7uadZaZmYkePXogPz8fo0ePRmBgIADgwYMHOH78OAoKCuDr6ytyzJMnTzBkyBCkpaWhf//+mD9/Plq2bImcnBwkJCQgICAA169fx/bt2+uUHwCuXr2K06dPY//+/QrXFwCCg4MxduxY6OrqyvS5VG33ly9fYteuXZg9ezbS09NF6qlMHA4HM2fOxL///W+kpqbC3t6+3spetGgRmjdvjm7duuHdu3dS8z179gwvX77El19+idatW4PL5SIlJQW//PILYmJicPv2bZiamipUF0FbAEBRURHu3LmD8PBwHDlyBCkpKWjTpo1C5cuNERG5ubkMAMvNza3XcktKStihQ4dYSUlJvZZb1d2Lz9hPX59jP319jp3bldZg5/nQNUZbkfqjzPYqKipiaWlprKioqMHOkd7ViaV1tGXpXZ0a7BzyiI+PZwDYmjVrxN6rqKhga9euZQCYo6MjKy0tFXm/vLycvX37lpWXlzdWdWUi6ZqCgoIYAHbkyBGJx2RmZor8XFRUxOzt7Zm6ujr77bffJB6TkpLCQkND65RfYNy4cczQ0JAVFxeLpMtTX8H1Ojs7MwBs5cqVYvkBMC8vL2F7SWv3goICZmFhwTgcDnv9+rXEcytDXl4e09HRYdOnT6/Xch8+fCj8f3t7e2ZpaSnX8fv27WMA2A8//CDzMe7u7iLnkdYW5eXlwvsvLCys1nJl+fslT0xEXd4fCOrqJoQoG4fDwfz58+Hv74/k5GTs27dP+B6fz8eaNWvQu3dv6OjowNDQEJ9//jlu374tsSw+n4/Vq1fD3t4eWlpaUvNHRkaCw+Hg7NmzWL58OSwtLaGpqQkHBwfs3bu3ztci6Dbs16+fxPerP30NDw9HamoqZs+ejWHDhkk8pnPnzpg9e3ad8gNAWVkZYmNjMWDAAGhqaipUX6Cya7hnz55Yv349srOzJR5XG11dXfTq1QuMMTx8+LBOZTQEfX19uLm54bfffgNjrN7KbdeunULHt23bFgDw9u1bsff+/vtvjBw5EoaGhtDT00P//v1x69Ytuco3MzMDAGhoaChUz7qggPIDwKirmxCiQqZOnQoAOHbsGACgtLQUgwYNwooVK9CjRw+EhoZiwYIFSE9PR9++fXHjxg2R4wX5g4OD0bt3b4SFhdWYHwDmz5+PX3/9FYGBgVixYgVKS0sxevRohIeH1+kaBIHDjh07ZApIBF3QX3/9tUzly5sfAG7duoWCggL06tVL7D156yuwbt065OXlYdWqVTIfU50gkGzRQrUmgPbu3RtZWVlITU0VplVUVCA7O1vmV0VFhUJ1KC4uRnZ2Np49e4azZ88KhyJ89tlnIvnevXsnDIBHjBiB9evXw8rKCgMGDMCzZ88kll1YWCisZ2ZmJk6ePIlVq1bB2NgYfn5+CtW7Lijq+ADQrG5CVM/L1avBT/9T4XLY/yZlMD4fT8eOU7g8ANC0s4XZokX1UpYkXbp0AfDPU7PNmzcjISEBx48fR58+fWBgYAA1NTVMmzYNnTt3xty5c5GQkCA8XpD/5MmTGDRokDBdWn4AyM7ORnJyMng8HgAgICAAjo6OmDNnDvz9/WUeIygwd+5cREdHY/bs2QgLC4Obmxt69OgBNzc3dO/eXSx/SkoK9PX1YW1tLVP58uYHIAyMJB0jb30FPDw8MGjQIGzduhUzZ86sdTaxIIhh/xtDuW3bNty+fRs9evRA+/aq1TMm+JxSU1PRuXNnAEBGRobwKaEsHj9+rNAM6507dyIoKEj4s4WFBaKiosSeJIeEhODx48fYunUrAgICAACBgYHo1KkT5s2bB0tLS7GyV65ciZUrV4qkdezYEfHx8cInlY2JAsomjrq6CVFN/PQ/UXj9ev0VWFFRv+U1IAMDAwBAXl4eACA6Ohrt27eHs7MzcnJyUFJSAjW1yg6ygQMHIioqCkVFRdDW1hbLX70rVlJ+oPIfX0EwCQA8Hg8BAQFYtGgR4uPjhZMXZNWuXTvcuXMH69evx+HDh7F3715hF7qDgwMiIiJEArW8vDy5JlnImx8AsrKyAADNmzdXuL5VrVu3Dk5OTliyZAn27NlTYx0kBTE+Pj7YunWrXNfSGARPTF+/fi1MMzMzQ1xcnMxlKBqY+fj4wNbWFgUFBbh9+zaOHj0qsbv78OHDaNGiBSZPniySHhQUhBUrVkgse9KkSfD39wcAlJSU4N69ewgLC4OXlxfOnDkjDKIbCwWUTRh1dROiujTtbOulnMKbN4GKCkBNDTo1PGmSR33VTRpBICkILNPT01FUVFRjAJWdnQ0LCwuR/C1btpQpPwDY2dmJ5enUqRMA1Hlsn5WVFbZs2YItW7bgxYsXuHLlCqKionDkyBEMHToUqampwuDOwMAA+fn5Mpctb36gcowqAKld2vLUtypHR0eMGjUK0dHRmDt3Lrp27Sq1DoIgpqysDHfv3sXatWvx6tUrkeC+an1+/PFHfPXVV3JdZ3WDBw/G4MGD8e2338p1nOBzEnxuAKClpQVPT0+F6iOP1q1bC8ev+vj4wM/PDz169EBhYSEWLlwozPfw4UM4OTmByxX9N1xTUxPt2rWTOKPcxsZG5FoGDRqE/v37o2fPnggMDERiYmLDXJQUFH00YVW7ujtRVzchKqW+upT/dOoGVlQEjqYmLHfvqpcyG1pSUhIAwNa2MnBljKFTp04ICwtDYWEhdHR0hE8oBaoGj4L8mzZtknqO6sFm1aChajnS3pOXubk5fH194evri1GjRiEmJgYnTpzAmDFjAFQ+Bbxw4QIePnwoUze2vPmBf65Z0hMueetb3apVq7B//34sWLAAp06dklpu1SBm0KBBcHV1Rd++fREYGCj3JCjGGMrLy8WCqOpOnjwpV7kCb968ASD6u1JeXi580iuLli1bQl1dvU7nl8TR0RFOTk74+eefRQJKoH5+T9u0aQNbW1tcvnxZeK81FpqU00TlvykW6eruQ13dhBAVIViPUNDN3KFDB2RlZaF///7w8PCAp6en2EtLS0t4fNX8kvJWzw8AaWlpYvVIT08HoPjM3Op69+4NoHJWroDgKdyOHTtkKkPe/ACEXZgPHjyQ+RhAcn2rs7S0RGBgIE6fPo3z58/LXLaLiwvGjBmDmJgYXL16VZg+bNgwZGRkYOzYsdDT08OECRMAVD61/OGHH9CnTx/o6uri+vXr2LBhAzp06AA9PT20a9cOGzZsEDmHh4cHfvzxR+Hx69atg6urK/T19eHi4iJ1IW/B51S16zczMxPm5uYyvzIzM2X+LGRVVFQkDHYFrK2tce/ePbEF4vl8vtw7/pSWlgrXh21MFFA2UYn77lFXNyFEpTDGEBISgn379qFr164YPnw4AGDs2LHIysoSBgXVvXr1SuRnQf7169fLlB8Atm7ditzcXOHPubm52LZtGwwNDaUupVOT+Ph4FBUViaVXVFTg6NGjAP7pUgcqu4Lt7OwQGhoqdRedlJQUhIaG1ik/ADg5OcHAwAB//PGHwvWVZMmSJTAwMMCCBQtqzFfd999/D3V1dXz//ffCtP3796NNmzbYvXs3CgoKEBkZKXwvPDwc27dvR35+Prp164Y2bdogLi4O+fn52LVrF5YuXYrTp09LPV9UVBQiIyORk5MDS0tLkaWVqrp69SqMjY1FrlswhlLWV13HUErbDSc+Ph53796Fi4uLSLqPjw9ycnKwc+dOkfTNmzfLNTQiLS0N9+7dQ+vWrWFiYiJ/xRVAUUgT9CgpC4/vVA5U79DLlLq6CSGNLikpSTiBo6CgAA8ePMDRo0dx79499OzZE7GxscKuwhkzZiAuLg4LFy7E2bNn4e3tDR6Ph4yMDJw7dw5aWlqIj48Xli3Iv2DBAiQkJGDAgAEwMDCQmh8AjI2N0atXL0ycOBGMMURERCAjIwM7d+6Ue4Y3AISGhuLy5csYOnQounfvDh6Ph5cvX+LgwYO4efMm+vXrhyFDhgjza2tr49ixYxgyZAj8/Pzg6ekJLy8vGBsbIycnBxcuXMCJEycwZcqUOuUHAHV1dfj6+uLw4cPg8/kia1HKW19JWrRoge+++w5LliyR67OysbGBv78/oqOjkZiYCDc3txrzBwQECJ8aqquri4yxdHV1hY+PD86dOwdvb2+JxwcGBsLGxgYAMG7cOLGJLACQn5+PxMREjB8/vl7HUO7evRtPnz4FUDlJqqSkRLjkkqGhIb755hthHV+8eIH+/fvD0tISxcXFuHnzJn799Vfo6+uLfFEAgHnz5iEmJgbTp09HUlISunTpguvXr+P333+HtbW1xK0tq96Dgkk5O3bsQHl5udQvYw2q1qXPPzKqvlMOv6iURcy/xH76+hzbMesCe5/Lr6caEgHaKadpoZ1yGpdglw7BS01NjRkYGLCOHTuykSNHsoMHD7KysjKx40pLS9nGjRuZk5MT09HRYTo6OszGxoaNGjWKnT59WmL+TZs2MWdn5xrzR0REMAAsLi6OLV26lFlYWLBmzZoxe3t7Fh0dLdM1nT9/ngFgISEhwrQrV66w2bNnM2dnZ2ZiYsK4XC7j8XjMxcWFhYaGiu1UI/D+/Xu2ceNG5urqyoyMjBiXy2UtW7Zk3t7eLDw8nPH5fIXyX7t2jQFgBw4cEEmXp7417Xb0/v17Zm5uLvNOOQJpaWlMTU2NeXh4CNMsLS3Z/v37RfJZWlqyffv2iaTt2bOHdevWjRkZGTEej8eaNWvGJkyYIHzf3d2drV+/XmKZ8fHxTFdXV6w+gt+L5ORkifWtK3d3d5Hf/6qvqrvZ7Nu3j3322WesdevWTFNTk2lpabGOHTuyb775hj19+lRi2c+ePWP+/v6Mx+MxXV1d1q9fP3bz5k2pO+VUfXE4HNaiRQvm6enJ4uLiZLqW+t4ph55QNjHXjjzC+3eV69L18bOBjkEzJdeIENKQjL+eClZaBo6Gavy59vDwqNPOI1wuF0FBQRg/frxwHcra8n/77bcyz+zlcrkIDg5GcHCw3HUTzEo3NDQUprm4uIh1S8pCR0cHM2bMwIwZMxokf8+ePeHt7Y2NGzeKLF4tT31rakMdHR08f/4cQGV3ueCzqa3d7ezsUF5eLpImrY2rpmdkZGDcuHE4fvw4BgwYAA0NDYwZM0ah3W0YY9i0aRN8fX3h4OBQ53Ikqb7+qTTDhw8XDvmQ1SeffIKYmJhazymtLQTtJVhdobGpxl8oIpPXT/OQEl+5Yn6r9oaw62Ou5BoRQhqa8f8WOSYNRzCZpL6Dj4YSGhqKLl264MyZM/Dy8lJ2daQyNTWtdQLR+/fvwRiDqakpuFwuzp8/jyNHjsDX17fO542NjUVaWhoOHDhQ5zKI/CigbCIqyisQv+dPMAaoqXPgPqpjvSwxQAghH6uYmBjcuHEDmzdvhqOjo8QtDVWRvb29xDF1qmbx4sUICgrC2rVr4efnJ3EbTDs7OyxbtgwDBw5EWVkZBg8erFAwCVTuUc7/3w5TpPFQQNlEJMc/Q3Zm5RIA3bwt0dxc/kHmhBBC/jFt2jRwOBz4+Phgw4YN9CW9ng0dOlRsh6InT56I5Vu2bBmWLVsmtZyqXb7Vj/fw8Gj05XGIZBRQNgH5b4px7ehjAADPRBvdB4vv6UkIIR+jCRMmCNc4lJcsC4QTQmRD61CqOMYYLv56D2X/W3PSY1RHcDXqb9V+QgghhBBFUUCp4h4lZeFJcuWakx1dzNDaVnwfVkIIIYQQZaKAUoWVFJUh8dfKLaU0dbno62ej5BoRQgghhIijgFKFXT3yCO9zSwAAff1soK1Pa04SQgghRPVQQKmiXj3OQ0rCP2tO2vamNScJIYQQopoooFRBFeUViI/+E2CAGpcDj9G05iQhhBBCVBcFlCrozvlnyHlWua5Wd29LGJnRmpOEEEIIUV0qGVDu2bMHX3/9NZydnaGpqQkOh4PIyEiJeZcvXw4OhyPxpaWl1bgVrwd5OUX44+gjAIChqQ66DaI1JwkhhBCi2lRyYfMlS5bg6dOnMDY2hrm5OZ4+fVrrMePHj4eVlZVIGperkpcnlXDNyZIKAIA7rTlJCCGEkCZAJSOunTt3on379rC0tMTatWuxcOHCWo+ZMGECPDw8Gr5yDejhrSw8TckBANj2NkPrjkZKrhEhhBBCSO1UMqD09PRUdhUaHb+oDIm/Va45qaWrgT605iQhhBBCmgiVDCjrIjExEX/88QfU1dVha2sLT09PaGpqKrtaMrt26CEKBWtOfmUDbT1ac5IQQgghTcMHE1AuXbpU5Gdzc3NERUVh4MCBNR7H5/PB5/OFP+fl5QEASktLUVpaWm/1E5QlqcxXj/OQcvFvAECr9jy0696iXs9N5FNTWxHVo8z2Ki0tBWMMFRUVqKioaPTzNzWMMeF/6fOqu9TUVDg5OeHYsWPw8vJqsPM01fY6cOAAxo4di9TUVLRr107Z1VFY//798eTJEzx69KjGfPK2V0VFBRhjKC0thbq65Pka8vxdbfIBZdeuXREVFQV3d3eYmpri2bNn+PXXX7F69Wp88cUXuHr1Krp06SL1+DVr1iA4OFgs/cyZM9DR0an3+sbFxYn8zCqA1/+nAzB1gMNQbv43Tp58Vu/nJfKr3lZEtSmjvbhcLszMzFBQUICSkpJGP78yXLp0CZ9//rnwZzU1Nejp6cHMzAwODg7417/+hc8++0zqP1AAkJ+f3xhVlZngmpYuXYpZs2YJ07OysrB582bExcXh2bNn4HA4aNmyJbp06YIvv/xS5HMQKC4uxq5du3D48GGkp6cjPz8fhoaGcHR0xBdffAF/f3+R3jN58wPArFmz4OzsDBcXF+FDEHnqW7UNQ0NDMXHiRLHrMDIywoABA3DgwAHk5+eLtTsA6OrqwtraGiNGjMDUqVNVZiLswIED0aFDB8yZMwdRUVH1WvaGDRuQnJyMpKQkPH36FBYWFkhOTpaY9/Xr11izZg3OnDmDrKwsmJiYYOjQoVi4cCF4PJ7M5ywrK0NFRYWwrSW1haamJszNzeHq6ooZM2bAxqb2YXMlJSUoKirCxYsXUVZWJjFPYWGhzPVUjdZXgI+Pj8jPNjY2WLJkCUxNTTF16lSsWrUK+/fvl3r8woULMXv2bOHPeXl5sLCwgJeXFwwMDOqtnqWlpYiLi8PAgQOhoaEhTL9z9hn+zn8MAOg+2BLdB9MyQcomra2IalJmexUXFyMzMxN6enpNcpmyuhB80R4+fDiGDBkCxhgKCgrw4MEDHD9+HAcPHkSPHj1w4MABtG7dWuRYxhjy8/Ohr6+vUps1CK5JS0tL+Hc/MzMTbm5uyM/Px6hRo4QPJh48eIATJ06Az+dj9OjRIuU8efIEn3/+OdLS0tC/f3/Mnz8fxsbGePPmDRISEjB79mzcvXsXv/zyS53yA8DVq1dx7tw57Nu3T+TfKHnqW/Vhyfr16zFlyhTo6oqvdyz4UqCvry+x3V+9eoXdu3dj8eLFePz4sUg9lW3WrFmYNGkSMjMzYW9vX2/lrly5Es2bN4eTkxPy8vKgpqYmMVZ4/fo1vLy88Pz5c0ydOhX29vZITU3F9u3bce3aNSQmJsr80IrL5Yqcp3pbAEBRURFSUlIQHh6OI0eO4M6dO2jTpk2N5RYXF0NbWxuffvqp1L9fVb+w1IqpuDVr1jAALCIiQq7j+Hw+43K5zNzcXK7jcnNzGQCWm5sr13G1KSkpYYcOHWIlJSX/nCurkG37Jp799PU5tmfpFVZWUl6v5yR1I6mtiOpSZnsVFRWxtLQ0VlRU1CDlF78vYT9PO89++voc+3naeVb8Xvm/k/Hx8QwAW7Nmjdh7FRUVbO3atQwAc3R0ZKWlpSLvl5eXs7dv37LyctX6WyfpmoKCghgAduTIEYnHZGZmivxcVFTE7O3tmbq6Ovvtt98kHpOSksJCQ0PrlF9g3LhxzNDQkBUXF4uky1NfwfU6OzszAGzlypVi+QEwLy8vYXtJa/eCggJmYWHBOBwOe/36tcRzK0NeXh7T0dFh06dPr9dyHz58KPx/e3t7ZmlpKTHfzJkzGQC2d+9ekfS9e/dK/cylcXd3FzmPtLYoLy8X3n9hYWG1livL3y95YiKVXNi8PjRr1gz6+vpyPa5tTIwxXIj5C2WlleMcPEZ3hLrGB9schJA6eHwnGxXlleOiKsoZHt/JVnKNasbhcDB//nz4+/sjOTkZ+/btE77H5/OxZs0a9O7dGzo6OjA0NMTnn3+O27dvSyyLz+dj9erVsLe3h5aWltT8kZGR4HA4OHv2LJYvXw5LS0toamrCwcEBe/furfO13LtXuepGv379JL5f/elreHg4UlNTMXv2bAwbNkziMZ07dxb2iMmbH6js+oyNjcWAAQPEusHlrS8A+Pn5oWfPnli/fj2ys+v2u6Wrq4tevXqBMYaHDx/WqYyGoK+vDzc3N/z222/CsYX1QdYxmfHx8dDW1oa/v79I+ogRI6ClpYWIiAixY/7++2+MHDkShoaG0NPTQ//+/XHr1i256mdmZgYASuld+2AjmPv37+Pt27dii52rigc3XyMj9Q0AwK6POT7pQGtOEkIqJUT/iS0B53EuKl0k/VxUOrYEnEfC3r+UVDPZTJ06FQBw7NgxAJXDEgYNGoQVK1agR48eCA0NxYIFC5Ceno6+ffvixo0bIscL8gcHB6N3794ICwurMT8AzJ8/H7/++isCAwOxYsUKlJaWYvTo0QgPD6/TNQgChx07dsgUkAiGVn399dcylS9vfgC4desWCgoK0KtXL7H35K2vwLp165CXl4dVq1bJfEx1gkCyRYsWdS6jIfTu3RtZWVlITU0VplVUVCA7O1vmV10nIxUXF0NLS0tsaIeamhq0tbXx6NEjkSD+3bt3wgB4xIgRWL9+PaysrDBgwAA8eyZ5XkVhYaGwnpmZmTh58iRWrVoFY2Nj+Pn51aneimjSYyjz8/Px+PFjODo6iqS/ffsWkyZNAgCMHDlSGVWrEb+wFJd+uw8A0NLTQB9fWnOSkA9N4m/3kJ1ZUKdjn99/V+P7qRf/xtsX7+tUNgAYW+jBbXiHOh9fG8H4PcFTs82bNyMhIQHHjx9Hnz59YGBgADU1NUybNg2dO3fG3LlzkZCQIDxekP/kyZMYNGiQMF1afgDIzs5GcnKycLJDQEAAHB0dMWfOHPj7+0scI1iTuXPnIjo6GrNnz0ZYWBjc3NzQo0cPuLm5oXv37mL5U1JSoK+vD2tra5nKlzc/AGFgJOkYeesr4OHhgUGDBmHr1q2YOXNmrQ9hBEEMYwwvX77Etm3bcPv2bfTo0QPt27eX+Voag+BzSk1NRefOnQEAGRkZaNu2rcxlPH78uE4Ppjp16oS//voLSUlJ6Nq1qzA9KSkJb9++FdbF2NgYABASEoLHjx9j69atCAgIAAAEBgaiU6dOmDdvHiwtxedXrFy5EitXrhRJ69ixI+Lj44VPKhuTSgaUO3fuxKVLlwBU3nSCNMEfEB8fH/j4+CAnJwddunSBs7MzHBwcYGJigr///hsnT55ETk4OBg4cKDJjT1VcOfQIhXmVM0Jdv7KBlh5N/CDkQ5OdWVBrYKiIhixbUYLJA4IB/dHR0Wjfvj2cnZ2Rk5ODkpISqKlVdpANHDgQUVFRKCoqgra2tlj+6l2xkvIDlf/4Vp05y+PxEBAQgEWLFiE+Ph5Dhw6V6xratWuHO3fuYP369Th8+DD27t0r7EJ3cHBARESESKCWl5cHU1NTmcuXNz9QOYsbAJo3b65wfatat24dnJycsGTJEuzZs6fGOkgKYnx8fLB161a5rqUxCJ6Yvn79WphmZmYm14oQdQ3MZsyYgcOHD2P48OHYuHEjOnfujNTUVMycORMaGhooLS0VGZJ3+PBhtGjRApMnTxYpJygoCCtWrJB4jkmTJgm71EtKSnDv3j2EhYXBy8sLZ86cEQbRjUUlA8pLly6JTfW/fPkyLl++DACwsrKCj48PmjdvjunTp+Pq1as4evQo3r17B11dXTg4OGDMmDGYPHlyjUtXKMOrx3lI/d+ak61tjdChV+N/iyCENDxjC706H1tWUo7XT/9ZWkdDUx2l/HLhzyaW+uA2q/vfNkXqJgtBICkILNPT01FUVFRjAJWdnQ0LCwuR/C1btpQpPwDY2dmJ5enUqRMA1Hlsn5WVFbZs2YItW7bgxYsXuHLlCqKionDkyBEMHToUqampwuDOwMBAruWQ5M0PQNh9Kq1LW576VuXo6IhRo0YhOjoac+fOFXmiVp0giCkrK8Pdu3exdu1avHr1SiS4r1qfH3/8EV999ZVc11nd4MGDMXjwYHz77bdyHSf4nKp2O2tpaTXKbnzu7u6Ijo7GzJkzhTOx1dTUMHHiRNjb2+P3338XmR3+8OFDODk5iS29pKmpiXbt2uHdu3di57CxsRG5lkGDBqF///7o2bMnAgMDkZiY2DAXJ4VKBpSRkZGIjIysNZ+BgQF++umnhq9QPWEVwMWYyq5uda4a3Ed2VKmlMwgh9UfRLuWt38SjoqzyH8SqwaQal4NhC3soVHZDS0pKAgDY2toCqPyHvVOnTggLC0NhYSF0dHSETygFqgaPgvybNm2Seo7qwaakv6WSAoq6Mjc3h6+vL3x9fTFq1CjExMTgxIkTGDNmDIDKp4AXLlzAw4cPZerGljc/8M81C7pMFalvdYIl9hYsWIBTp05JLbdqEDNo0CC4urqib9++CAwMlHsSFGMM5eXlta5fefLkSbnKFXjzpnKeQtXflfLycuGTXlm0bNmyzg+m/P398dVXX+Hu3bvIz89Hhw4dYGpqip49e4LL5YqtFVkfv6dt2rSBra0tLl++LLzXGssHOylHlfALS7Fz5iX8fVofb19UPuJ2/swShqaN19CEkKbF1EryOrjS0lXJ9u3bAUDYzdyhQwdkZWWhf//+8PDwgKenp9ir6jp4VfNLyls9PwCkpaWJ1SM9vXJSU33vltK7d28AlbNyBQRP4Xbs2CFTGfLmByDswnzw4IHMxwCS61udpaUlAgMDcfr0aZw/f17msl1cXDBmzBjExMTg6tWrwvRhw4YhIyMDY8eOhZ6eHiZMmACg8qnlDz/8gD59+kBXVxfXr1/Hhg0b0KFDB+jp6aFdu3bYsGGDyDk8PDzw448/Co9ft24dXF1doa+vDxcXF+FY3eoEn1PVrt/MzEyYm5vL/MrMzJT5s5CEy+Wia9eucHNzg6mpKV6+fInbt2/D3d1dJNiztrbGvXv3xBYY5/P5te6QU51gB6+CgrqN4a4rCigbQdWlPwBAh9cMTgNpAXNCiHRfzu4G91EdYdvHHP+a5QTbPubwGN0RX87upuyqScUYQ0hICPbt24euXbti+PDhAICxY8ciKytLGBRU9+rVK5GfBfnXr18vU34A2Lp1K3Jzc4U/5+bmYtu2bTA0NJS6lE5N4uPjUVRUJJZeUVGBo0ePAvinSx2o7Aq2s7NDaGgoYmNjJZaZkpKC0NDQOuUHACcnJxgYGOCPP/5QuL6SLFmyBAYGBliwYEGN+ar7/vvvoa6uju+//16Ytn//frRp0wa7d+9GQUGBSK9jeHg4tm/fjvz8fHTr1g1t2rRBXFwc8vPzsWvXLixduhSnT5+Wer6oqChERkYiJycHlpaWIksrVXX16lUYGxuLXLdgDKWsr/qc3FJRUYFvv/0W5eXlWLx4sch7gnkhO3fuFEnfvHmzXEMj0tLScO/ePbRu3RomJib1Um9ZqWSX94ciIfpPpCY+F0svzC3BtqAE2H/6CTxGdVRCzQghqo6jxkHnTz9B508/AQC07qhaS4slJSUJJ3AIdso5evQo7t27h549eyI2NlbYVThjxgzExcVh4cKFOHv2LLy9vcHj8ZCRkYFz585BS0sL8fHxwrIF+RcsWICEhAQMGDAABgYGUvMDgLGxMXr16oWJEyeCMYaIiAhkZGRg586dcs/wBiq3JLx8+TKGDh2K7t27g8fj4eXLlzh48CBu3ryJfv36CcfGAYC2tjaOHTuGIUOGwM/PD56envDy8oKxsTFycnJw4cIFnDhxAlOmTKlTfqBy5xpfX18cPnwYfD5fZC1KeesrSYsWLfDdd99hyZIlcn1WNjY28Pf3R3R0NBITE+Hm5lZj/oCAAOFTQ3V1dZExlq6urvDx8cG5c+fg7e0t8fjAwEBhd/G4cePEJrIAlavAJCYmYvz48fU6hnL37t14+vQpgMpJUiUlJcIllwwNDfHNN98AqLwnevbsiS+//BJt27ZFbm4uYmJicPPmTfzwww9iX3LmzZuHmJgYTJ8+HUlJSejSpQuuX7+O33//HdbW1hK3Rqx6Dwom5ezYsQPl5eVSv4w1qFqXPv/I1OdOOT99fa7WF1E9tFNO0/Ih75SjigS7dAheampqzMDAgHXs2JGNHDmSHTx4kJWVlYkdV1payjZu3MicnJyYjo4O09HRYTY2NmzUqFHs9OnTEvNv2rSJOTs715g/IiKCAWBxcXFs6dKlzMLCgjVr1ozZ29uz6Ohoma7p/PnzDAALCQkRpl25coXNnj2bOTs7MxMTE8blchmPx2MuLi4sNDRUbKcagffv37ONGzcyV1dXZmRkxLhcLmvZsiXz9vZm4eHhjM/nK5T/2rVrDAA7cOCASLo89a1pt6P3798zc3NzmXfKEUhLS2NqamrMw8NDmGZpacn2798vks/S0pLt27dPJG3Pnj2sW7duzMjIiPF4PNasWTM2YcIE4fvu7u5s/fr1EsuMj49nurq6YvUR/F4kJydLrG9dubu7i/z+V31V3c2Gz+ezESNGMCsrK6apqcmMjIyYl5cXO3XqlNSynz17xvz9/RmPx2O6urqsX79+7ObNm1J3yqn64nA4rEWLFszT05PFxcXJdC31vVMOPaFsIPwi8W8THPUKsHLRUQYlRWVopk3NQAhpGjw8POq08wiXy0VQUBDGjx8vXIeytvzffvutzDN7uVwugoODERwcLHfdBLPSDQ0NhWkuLi5wcXGRuywdHR3MmDEDM2bMaJD8PXv2hLe3NzZu3CiyeLU89a2pDXV0dPD8eWXPWkVFhfCzqa3d7ezsUF5eLpImrY2rpmdkZGDcuHE4fvw4BgwYAA0NDYwZM0ah3W0YY9i0aRN8fX3h4OBQ53Ikqb7+qTTNmjXDr7/+KlfZn3zyCWJiYmo9p7S2ELSXpL3FGwONoWwgmtpcjA52gZr6P4/a1aosN6mmzsHoYBcKJgkhRMkEk0nqO/hoKKGhobhy5QrOnDmj7KrUyNTUtNYJRO/fvwdjDKampuByuTh//jyOHDmi0HljY2ORlpaGkJAQhcoh8qFopgEZmuoAVVYBKC+uEr9zQLO8CSFEiWJiYnDjxg1s3rwZjo6OErc0VEX29vYSx9SpmsWLFyMoKAhr166Fn5+fxG0w7ezssGzZMgwcOBBlZWUYPHgwfH19FTqvn58f+Hy+QmUQ+VFA2cBMrQzw4kGuxHRCCCHKM23aNHA4HPj4+GDDhg20LnA9Gzp0qNgORU+ePBHLt2zZMixbtkxqOVW7fKsf7+Hh0ejL4xDJKKBsYF/O7obUS8/x4tE7vKl4jOZqbdHK2hCd+rZSdtUIIaTJmzBhgnCNQ3nJskA4IUQ2FFA2MMHSHx17m+DEiQfw+KwDNDRo725CCCGEfDhoUg4hhBBCCFEIBZSEEEIIIUQhFFASQgghhBCFUEBJCCEKUmQRZkIIUYb6/rtFASUhhNSRhoYGOBwO3r9/r+yqEEKIXAoLCwGg3iYK0yxvQgipI3V1dfB4PGRlZYHP58PAwABcLpfWM5SioqICJSUlKC4urnXrRaJ81F5Ni6ztxRhDYWEhXr9+DUNDQ6irq9fL+SmgJIQQBZiZmUFbWxuvX78W7ntMJGOMoaioCNra2hR0NwHUXk2LvO1laGgIMzOzejs/BZSEEKIADocDQ0ND8Hg8lJeXN4kt8ZSltLQUFy9exKeffkrr8TYB1F5NizztpaGhUW9PJgUooCSEkHrA4XDA5XLB5dKfVWnU1dVRVlYGLS0tClCaAGqvpkXZ7UWDIgghhBBCiEIooCSEEEIIIQqhgJIQQgghhCiEAkpCCCGEEKIQCigJIYQQQohCaDpiNYKtiOp7PbnS0lIUFhYiLy+PZsupOGqrpoXaq+mgtmpaqL2aloZoL0EsJMs2jRRQVpOfnw8AsLCwUHJNCCGEEEKULz8/Hzwer8Y8HFbfu4M3cRUVFXj+/Dn09fXrdWeAvLw8WFhYIDMzEwYGBvVWLql/1FZNC7VX00Ft1bRQezUtDdFejDHk5+ejVatWtW6/SU8oq1FTU0Pr1q0brHwDAwO6MZsIaqumhdqr6aC2alqovZqW+m6v2p5MCtCkHEIIIYQQohAKKAkhhBBCiEIooGwkmpqaWLZsGTQ1NZVdFVILaqumhdqr6aC2alqovZoWZbcXTcohhBBCCCEKoSeUhBBCCCFEIRRQEkIIIYQQhVBASQghhBBCFEIBJSGEEEIIUQgFlIQQQgghRCEUUDaw69ev47PPPoORkRF0dXXRs2dP7N27V9nVIhJYWVmBw+FIfAUEBCi7eh+lPXv24Ouvv4azszM0NTXB4XAQGRkpNX9eXh5mz54NS0tLaGpqwtLSErNnz0ZeXl7jVfojJU9bLV++XOq9pqWl1bgV/wj9/fff2LhxI7y8vNCmTRs0a9YMZmZm8PPzw7Vr1yQeQ/eW8sjbXsq6v2jrxQaUkJAAb29vNGvWDP7+/uDxeIiNjcXo0aPx5MkTLFq0SNlVJNXweDzMnDlTLN3Z2bnxK0OwZMkSPH36FMbGxjA3N8fTp0+l5n3//j3c3d2RlJSEgQMHYuTIkbhz5w7CwsIQHx+PS5cuQVdXtxFr/3GRp60Exo8fDysrK5E0Lpf+WWpomzdvxrp162BtbY2BAwfCxMQE9+/fx6FDh3Do0CHExMRg+PDhwvx0bymXvO0l0Oj3FyMNorS0lFlbWzNNTU1269YtYXpeXh6zt7dnXC6X3bt3T4k1JNVZWloyS0tLZVeDVBEXF8eePHnCGGNszZo1DACLiIiQmHfp0qUMAPvuu+8kpi9durShq/tRk6etli1bxgCw+Pj4xqsgETp48CC7ePGiWPrFixeZhoYGa968OSsuLham072lXPK2l7LuL+rybiDnz5/Hw4cPMWrUKDg5OQnT9fX18f3336OsrAwRERFKrCEhqs/T0xOWlpa15mOMYefOndDT08PSpUtF3lu4cCGMjIwQHh4ORvs4NBhZ24oon6+vL9zc3MTS3dzc0K9fP7x58wYpKSkA6N5SBfK0lzJR30IDSUhIAAB4eXmJvSdIu3DhQmNWiciAz+cjKioKf//9N4yMjNCnTx906dJF2dUitbh//z6eP38Ob29vsa43LS0tfPrppzh8+DAePHiA9u3bK6mWpLrExET88ccfUFdXh62tLTw9PWmbPyXT0NAA8E/XKN1bqq16e1XV2PcXBZQN5P79+wAg8QYzMjKCsbGxMA9RHS9fvsSECRNE0gYNGoTdu3fD2NhYOZUitarpfquafv/+ffpHT4VUf+Jlbm6OqKgoDBw4UEk1+rhlZGTg7NmzMDMzg4ODAwC6t1SZpPaqqrHvL+rybiC5ubkAKid5SGJgYCDMQ1TDxIkTkZCQgKysLOTl5eHq1asYPHgwTp06hS+++IK6dFSYLPdb1XxEubp27YqoqCg8efIERUVFuH//PlauXIl3797hiy++wJ07d5RdxY9OaWkpxo4dCz6fj5CQEKirqwOge0tVSWsvQHn3Fz2hJOR/qn+b69WrF44dOwZ3d3dcunQJJ06cwJAhQ5RUO0I+HD4+PiI/29jYYMmSJTA1NcXUqVOxatUq7N+/XzmV+whVVFRg4sSJuHjxIqZMmYKxY8cqu0qkBrW1l7LuL3pC2UAE3+akfWvLy8uT+o2PqA41NTX8+9//BgBcvnxZybUh0shyv1XNR1TT+PHjweVy6V5rRIwxTJkyBXv27MGYMWOwbds2kffp3lIttbVXTRr6/qKAsoFUHVdS3du3b5GdnU3jTZoIwdjJwsJCJdeESFPT/VY1ne451dasWTPo6+vTvdZIKioqMGnSJPz3v//FyJEjERkZCTU10bCA7i3VIUt71aSh7y8KKBuIu7s7AODMmTNi7wnSBHmIahPsRFB9gViiOtq3b49WrVrh8uXLeP/+vch7xcXFuHjxIlq1agUbGxsl1ZDI4v79+3j79i3da42goqICkydPRkREBEaMGIHdu3eLjMMToHtLNcjaXjVp6PuLAsoGMmDAALRr1w579+5FUlKSMD0/Px8rV64El8sVm01MlCctLQ3v3r0TS7906RI2bNgATU1N+Pr6Nn7FiEw4HA4mT56MgoICrFixQuS9NWvW4O3bt5g8eTI4HI6SakgE8vPzkZycLJb+9u1bTJo0CQAwcuTIxq7WR0XwpCsiIgLDhg3Dnj17pAYndG8pnzztpcz7i8No6mqDiY+Ph7e3NzQ1NTFy5EgYGBggNjYWjx8/xqpVq7B48WJlV5H8z/LlyxESEoIBAwbAysoKmpqauHv3Ls6cOQM1NTVs27YNkydPVnY1Pzo7d+7EpUuXAAApKSm4desW+vbtK3wa4uPjIxyA/v79e7i6ugq3h+vevTvu3LmDkydPomvXrrQ9XAOTta2ePHmCtm3bwtnZGQ4ODjAxMcHff/+NkydPIicnBwMHDsSxY8fQrFkzZV7OB2358uUIDg6Gnp4eZsyYIXENQx8fH3Tt2hUA3VvKJk97KfX+atR9eT5C165dY4MGDWI8Ho9pa2szZ2dntmfPHmVXi1STkJDAhg8fzmxsbJi+vj7T0NBgrVu3Zv7+/uzatWvKrt5Ha/z48QyA1NeyZctE8r97947NmjWLWVhYMA0NDWZhYcFmzZrF3r17p5wL+IjI2la5ubls+vTprHv37szY2JhxuVzG4/GYq6sr27ZtGysrK1PuhXwEamsrSNg2k+4t5ZGnvZR5f9ETSkIIIYQQohAaQ0kIIYQQQhRCASUhhBBCCFEIBZSEEEIIIUQhFFASQgghhBCFUEBJCCGEEEIUQgElIYQQQghRCAWUhBBCCCFEIRRQEkIIIYQQhVBASQghhBBCFEIBJSGEEEIIUQgFlIQQ8oGqqKhAly5d8Nlnn8l97ObNm8HhcBAbG1uncz948ABcLhc///xznY4nhDQtFFASQj4ohYWFWL16Nbp16wY9PT1oaWmhdevWcHNzw8KFC/Hw4UNh3idPnoDD4YDD4WDo0KESy0tISACHw0FAQIDE4wQvDQ0NfPLJJxg+fDhu3LjR4Ncpi8jISCQnJ2P58uVyH3v79m0AgJOTkzDN0dFR7Lq1tbVhbW2NoKAgvH79WpjXxsYGo0ePxvLly5GXl6fwtRBCVBtX2RUghJD6kp+fD1dXVyQnJ8PGxgZjxoyBoaEhMjMzkZqairVr18La2hrW1tZixx4/fhwXL17Ep59+KvP5rK2tMWbMGADA+/fvcfPmTezfvx+HDh3C2bNn5SqrvpWXlyM4OBju7u7o2bOn3Mffvn0bPB4Pbdu2BQAUFxcjPT0dJiYmCAwMFObLycnB8ePH8dNPP+HGjRu4cuWK8L158+Zh165d+M9//oMlS5YoflGEENXFCCHkA7FixQoGgE2aNIlVVFSIvf/o0SOWnp4u/Pnx48cMALOysmJqamrMxcVF7Jj4+HgGgH399ddix3l7e4vlX7NmDQPAPv3003q6qro5cuQIA8B27twp97F8Pp81a9aMeXh4CNOuXr3KALBhw4aJ5X/79i3T0dFhANirV69E3uvSpQtr06YNKy8vl/8iCCFNBnV5E0I+GIKnY9988w04HI7Y+23btoWtra1YeseOHTF27FhcvXq1zmMGBSZNmgQAuHnzpkLlKCoyMhIcDgd+fn5S8xQWFmL58uWwsbGBlpYWHBwccOjQIaSmpqKkpESku/vWrVsAgB49eoiVY2hoCG1tbaipqUFPT0/kveHDhyMjIwPnzp2rpysjhKgiCigJIR+M5s2bA6icECKvFStWQFNTE4sWLUJ5ebnCdeFylTeiiDGGhIQE2NrawtDQUGKe/Px8uLu7Izg4GJaWlpgxYwasra3h5+eHsLAwAKLjJwUBsqSAcufOncjJycHYsWOho6Mj8l7v3r0BAOfPn6+PSyOEqCgaQ0kI+WAMGzYM0dHRmDRpEm7cuAEvLy84OTnByMio1mPbtGmD6dOnY8OGDQgPD8fUqVPrVIdffvkFAODq6lqn4+tDeno63rx5g8GDB0vNM2HCBNy6dQt79uzB6NGjhekrV67E0qVLAUDiE8pjx44hISEBAPD27VvcuHEDN27cwL///W9s3rxZ7DzOzs4AgP/7v/9T+LoIISpM2X3uhBBSn0JCQpienh4DIHxZW1uz6dOns3v37onkrT4WMicnh/F4PNaqVSv2/v17xljNYyitra3ZsmXL2LJly9jcuXOZu7s7A8BMTExYWlpa4110NadPn2YA2OzZsyW+HxcXxwCwMWPGiL33/PlzBoBpaWmx0tJSxljlmEoNDQ2Rz7Tqy9PTs8br1dLSYu3ataufiyOEqCTq8iaEfFDmzZuH58+f47fffsPMmTPh6uqKjIwMbNmyBY6Ojjhy5IjUY5s3b4758+fj+fPn2LhxY63nevjwIYKDgxEcHIwff/wRFy5cgImJCRITE2FnZyeS18PDA3PnzlX08mQqMycnBwCkPpkVrA25ePFisfcEwwYcHByE3fbJyckoLS3FiBEjwBgTvrKysrB9+3bEx8fj008/lbo8UPPmzZGdnS3/BRJCmgwKKAkhHxx9fX0MGzYMYWFhSExMRFZWFqZNm4bi4mJMmjQJJSUlUo+dOXMmWrVqhZCQEGFgJo23t7cwuHr9+jXWr1+P7Oxs+Pj4oKCgoL4vS2ba2toAgKKiIonvnz17Fh07dpQ4QenRo0cAJHd3d+nSRSSvsbExpkyZgi+++ALZ2dk4deqUxPMVFRWJja0khHxYKKAkhHzweDwefvrpJ1haWiI7OxspKSlS82pra2P58uXIzc3F6tWrZT5Hy5YtMXfuXCxatAjp6eki6y5OmDABFy5cQGhoqHBBcIGKigqsWLEClpaW0NXVRc+ePXHhwgXh+wcOHEDnzp2hpaUFY2Nj4bjImsps2bIlAODNmzdi9Xz37h3y8/PRpk0bidfx+++/A5A8IcfR0VHqtQOVYyqrq6ioQG5urjAPIeTDRAElIeSjwOFwZH5KNnHiRNja2mLLli3IyMiQ6zyLFi1Cq1at8PPPP+PJkycAgE2bNqF3794IDAzEixcv8OLFC2H+lStXYv/+/YiIiEBycjJGjhyJwYMH49GjR3jx4gXGjBmDxYsX46+//sLZs2fh6elZa5n29vZQU1PD/fv3xeqnoaEBACK72ggUFhYKu/pleUJZ/f327duLvXf//n1UVFTAwcFB6mdGCGn6KKAkhHwwfvnlF1y/fl3ie7Gxsfjzzz9haGiIzp0711iOuro6Vq9eDT6fjxUrVshVB21tbcyfPx+lpaVYuXIlgMonpM2aNYOOjg7MzMxgZmYGoHL3mZCQEERERKB///6wtrbGrFmz0KdPH0RGRuLFixfQ1NTE0KFDYWlpia5du2LOnDk1lglUrgvp6OiIGzdugDEmUj9dXV20adMGycnJuHbtmjC9pKQEkyZNQlZWFtTV1YVPI0tLS5GSkgIjIyO0bt1a7HpDQ0Nx48YN2NnZSdwZSHAOd3d3uT5HQkjTQssGEUI+GCdPnkRAQABsbGzQt29ftGrVCgUFBUhKSkJiYiLU1NTw888/Q1NTs9ayvvzyS/Tu3VtkK0FZTZ06FevWrcOuXbuwaNEiiVs9ApWTegoLC+Hh4SGSzufzYWpqii5duqBbt25o27YtBg0aBG9vb3z55Zdii4dL4uPjg+XLl+P69etiWy/OmzcPQUFB8PT0xMiRI6Gnp4ejR4+Cz+dDU1MT1tbWwnGYqamp4PP5aNGihcie4K9evcLVq1eRlJQECwsLxMbGSlx7My4uDurq6lL3SieEfBgooCSEfDDWrVuHvn37Ii4uDhcvXhR2A3/yyScYP348goKC0L17d7nKq8t+3FpaWli4cCGCgoIQHByMXbt2ScwnmLhz+vRpmJqairynp6cHdXV1nDt3DpcvX8apU6ewevVqLFmyBNevX4eJiUmNdZg8eTJWrlyJPXv2iAWU06dPR25uLrZu3YrIyEiYmZnB29sbU6ZMQa9evSSOn3z+/DmCg4MBVA4fMDAwgJ2dHdasWYNp06bBwMBArA6FhYU4dOgQPv/8c7Rq1aqWT40Q0pRxWPX+EEIIIfVu4MCB6Ny5s3AXGgDIy8tDy5YtsWvXLowYMaLWMkpKSmBiYoL//Oc/GDdunMQyqxo1ahTOnDmDp0+fQldXt96uRVb//e9/MWnSJFy4cKFOgTkhpOmgJ5SEENIIrKys8McffyAzMxPa2towNjaGgYEBZsyYgW+//Rbl5eVwcXHBmzdvEBcXB2dnZxgYGODcuXPw8vJCy5YtceHCBRQUFKBjx45Sy6zqhx9+QGxsLLZs2YLvvvuuUa+3rKwMq1evxhdffEHBJCEfAQooCSGkEcyZMwfjxo1Dhw4dUFxcLJwss3btWrRs2RLLli3D06dP0aJFC/Tu3Rs+Pj4AgIsXLyIsLAwFBQVo164dduzYgV69etVYpkDbtm0RFRWllEXFnz17hjFjxmDs2LGNfm5CSOOjLm9CCCGEEKIQWjaIEEIIIYQohAJKQgghhBCiEAooCSGEEEKIQiigJIQQQgghCqGAkhBCCCGEKIQCSkIIIYQQohAKKAkhhBBCiEIooCSEEEIIIQqhgJIQQgghhCiEAkpCCCGEEKIQCigJIYQQQohC/h/D4AByvzJG4wAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 750x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"dataset_name = 'cifar10'\n",
|
|
"ratio ='1 / 3'\n",
|
|
"channel = 'Rayleigh'\n",
|
|
"plot_snr(dataset_name, ratio, ea, channel)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "gpu_torch",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|