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{
"cells": [
{
"cell_type": "code",
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2024-05-04T01:03:07.588341Z",
"start_time": "2024-05-04T01:03:07.569259Z"
}
},
"source": [
"import pickle\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"import config"
],
"outputs": [],
"execution_count": 72
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-04T01:03:07.635329Z",
"start_time": "2024-05-04T01:03:07.624258Z"
}
},
"cell_type": "code",
"source": [
"GROUP_LABELS = ['Golden', 'Synthetic: Backward', 'Synthetic: Forward', 'Synthetic: Backward + Forward',\n",
" 'Synthetic: All']"
],
"id": "3dedb547dfae89d5",
"outputs": [],
"execution_count": 73
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-04T01:03:07.651258Z",
"start_time": "2024-05-04T01:03:07.637260Z"
}
},
"cell_type": "code",
"source": [
"def load_data(s):\n",
" with open(config.OUTPUT_CHARTS_DIR / f\"{s}_data.pkl\", 'rb') as f:\n",
" groups = pickle.load(f)\n",
"\n",
" data = []\n",
" for i, group in enumerate(groups):\n",
" for e in group:\n",
" data.append({\n",
" 'Subset': GROUP_LABELS[i],\n",
" 'value': e\n",
" })\n",
" return pd.DataFrame.from_records(data)"
],
"id": "837c039c80b1093e",
"outputs": [],
"execution_count": 74
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-04T01:07:25.497378Z",
"start_time": "2024-05-04T01:07:23.760258Z"
}
},
"cell_type": "code",
"source": [
"name = 'deletions'\n",
"\n",
"sns.set_theme(palette=\"colorblind\")\n",
"\n",
"ax = sns.displot(data=load_data(name), \n",
" x='value', \n",
" hue='Subset', \n",
" kind='kde',\n",
" aspect=1.5, \n",
" common_norm=False,\n",
" clip=(0, 10000))\n",
"sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n",
"for line in ax.legend.get_lines():\n",
" line.set_linewidth(5.0)\n",
"\n",
"plt.title(\"Number of \\\"delete\\\" operations: distribution\")\n",
"plt.xlabel(\"Number of \\\"delete\\\" operations\")\n",
"\n",
"plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\",bbox_inches='tight')\n",
"plt.show()"
],
"id": "8c756559f9bd4ec",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1016.62x500 with 1 Axes>"
],
"image/png": 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uXWPOnDkZrgns7+9PaGgozs7ORnn+/fdffvnlF0M/yOXydPlM1X/FihXDxcWFrVu3Gh2/f/8+Z86cSTfK/Ndffxn+L0kSu3btomrVqpibm+eoD9KcPHmSkiVL8uGHHxoC6cePH3Pt2jWjZf1e7ovcXMvr/PTTT3z44YdIkoSlpSVBQUGMGDECwHAjbWZUKhWVK1dm165dRiOtf//99yvzJCcn06RJExYvXgxAoUKF6NSpEy1atDDUm52fb0b27t1r9Hzbtm24u7tTpEgRw7dRL/5+SE1N5dy5c0Z5XvdzAP00mX/++cdoBFqr1bJt2zYqVKiQrQ98gvA2ESPTgvAf8+2333LkyJF0I0T16tVj27ZtVKxYkSJFirBhwwbu3r1rsnpVKhV9+/Zl8ODBaLVaZs6ciYODA926dQOge/fubN68me7du9OzZ08cHR3Zvn0769atY9SoUdmqq2TJkrRt25ZZs2aRlJSEn58fly9fJjg4mOrVqxMYGJjr6+nfvz9//fUXn332Gb169SIqKooZM2YYzaGuW7cufn5+9OvXj379+lGiRAnOnTvHrFmzCAwMzHAt5Hbt2rFy5Up69OjBF198gbu7O4cOHWLhwoV07tzZUL6dnR2XLl3i2LFj+Pr6mrT/5HI5Q4YMYdSoUQwdOpRWrVoRHR1NcHAw9vb29OjRwyj95MmTUavVFCtWzLBxR9pKEDnpgzS+vr6EhISwYMECKlWqxN27d5k/fz4pKSlGH2Je7ovcXMvr1KhRgyVLljBy5EhatWpFamoqv/zyCw4ODtSoUQPQr1oTFhZG2bJlXxkcDhkyhG7dujFgwAA+/vhjbt++zbx5815Zr4WFBeXKlSM4OBgzMzN8fHy4ffs2GzdupEmTJgCGDxuHDx+mRIkSRvcwZMWKFSuwtrambNmybNu2jQMHDjB58mRkMhn29vZUrlyZFStWUKRIEezt7Vm+fDnJyclGU3Ps7Ox48uQJ+/bty/C+hgEDBrB//366du1Knz59MDMzM8z//uWXX7LVXkF4m4hgWhD+YxwcHBg7diwDBgwwOj5q1Cg0Gg0//fQTSqWS5s2bM3ToUEaPHm2SesuWLUuTJk0YO3Ys8fHx1KxZk2+++cYQTLm6urJmzRqmTp3K2LFjUavVFC1alPHjx2fra/0048ePp0iRIqxfv56FCxdSsGBBunbtSr9+/TIdQcuKokWLsnLlSiZNmsTgwYNxdnZmxIgRTJo0yZBGLpezYMECZs6cyfz584mMjMTV1ZUePXrQv3//DMu1srJi1apVTJ06lZ9//pn4+HgKFy7M0KFD6dmzpyFdz549mTBhAp999hlLliyhWrVqJu2/du3aYW1tzfz58+nfvz82NjYEBgYyZMiQdHPRx44dy/z587l//z5ly5Zl8eLFVKtWLcd9kObzzz8nOjqa5cuXM2fOHNzd3WndujUymYz58+cTFxeHnZ1dur7IzbW8Tt26dZkyZQqLFy823HRYtWpVli9fbphO8ttvvxEcHMyePXteOSWnWrVqLFy4kGnTpjFgwAA8PDyYMGECX3zxxSvr/uGHH5gxYwaLFy8mIiICZ2dn2rdvz6BBgwD9N0s9evRg7dq17Nu3j3///TfL1wXw448/8ssvvzBjxgw8PT2ZNm2a0Q28kyZNYty4cYwePRobGxvat29P1apV+e233wxp2rVrx759++jfvz8DBw5Md1NjqVKlWL16tWF5QplMhq+vL8uXLze8XgThXSSTxIx+QRAEIQc2bNjAqFGjXhs4CoIgvO/EnGlBEARBEARByCERTAuCIAiCIAhCDolpHoIgCIIgCIKQQ2JkWhAEQRAEQRBySATTgiAIgiAIgpBD+R5M63Q6w3qjlSpVonfv3ty/f/+V6aOjoxk6dCh+fn74+/vz/fffG603CrBjxw6aN2+Or68vbdq04fDhw0bnL168SLdu3ahcuTI1atRgzJgx6bYXzqwMQRAEQRAEQcj3YDokJITVq1czbtw41qxZg06no1evXqSkpGSYfuDAgdy9e5elS5cyc+ZM9u3bx9ixYw3njxw5wvDhw+nYsSMbN26kZs2a9OnTh5s3bwL6LVJ79OhB4cKF2bBhAyEhIZw8eZKRI0dmuQxBEARBEARBgHy+ATElJYUaNWowbNgwPv30UwDi4uIIDAxk/PjxtGzZ0ij96dOn6dixI9u3b6dEiRIAHDx4kF69erFv3z5cXV357LPPsLW1ZcaMGYZ8HTt2xNvbmx9++IGzZ8+ybNkyJk+ejFKp37Nm2bJlTJ8+nTNnzgBkWkZOabU6oqIScpw/O+RyGU5O1kRFJaDTiXtMc0r0Y+6JPjQN0Y+mIfrRNEQ/mobox9zL6z50cbHNvA0mrzUbrly5QkJCAjVr1jQcs7Ozo2zZshw/fjxd+hMnTuDi4mIIpAH8/f2RyWScPHkSnU7HqVOnjMoDqF69uqG8ihUrMm3aNEMgffPmTTZv3kzt2rUBslTGu0AulyGTyZDLZfndlHea6MfcE31oGqIfTUP0o2mIfjQN0Y+59zb0Yb5uJx4WFgaAu7u70fGCBQsazr3o8ePH6dKam5vj4OBAaGgocXFxJCYm4ubmlqXymjRpwp07dyhcuDDBwcEA2S4ju5TKN/P5RaGQG/0r5Izox9wTfWgaoh9NQ/SjaYh+NA3Rj7n3NvRhvgbTaTcOmpubGx1XqVTExsZmmP7ltGnp1Wo1ycnJryxPrVanyzdlyhSSkpL4+eef6dq1K5s3b852Gdkhl8twdLTOVRnZZWdn+Ubre1+Jfsw90YemIfrRNEQ/moboR9MQ/Zh7+dmH+RpMW1hYAPq502n/B1Cr1Vhapu8UCwuLDG9MVKvVWFlZoVKpDOW9fD6j8ipUqABAcHAwdevWZffu3dStWzdbZWSHTicRF5eYqzKySqGQY2dnSVxcElqt7o3U+T4S/Zh7og9NQ/SjaYh+NA3Rj6Yh+jH38roPszIImq/BdNqUjfDwcLy8vAzHw8PD8fHxSZfezc2Nv/76y+hYSkoKMTExFCxYEAcHB6ysrAgPDzdKEx4ejqurKwC3bt3i3r171KtXz3De1dUVBwcHHj9+nKUyckOjebNvFq1W98brfB+Jfsw90YemIfrRNEQ/moboR9MQ/Zh7+dmH+TpJp3Tp0tjY2HD06FHDsbi4OC5duoSfn1+69H5+foSFhXH37l3DsWPHjgFQtWpVZDIZVapUMRxLc/ToUapVqwbAoUOHGDhwIHFxcYbz9+7dIzo6mhIlSmSpDEEQBEEQBEGAfA6mzc3N6dy5M1OmTGHPnj1cuXKFwYMH4+bmRuPGjdFqtURERBjmMVesWJEqVaowePBgzp07x5EjRxgzZgxt2rQxjBr36NGDbdu2sWTJEm7evMnkyZO5fPky3bp1A6Bly5Y4ODgwfPhwrl+/zokTJxg4cCC+vr4EBQVlqQxBEARBEARBgHxeZxpAq9Uybdo0NmzYQHJyMn5+fowZMwYPDw8ePHhAgwYNmDhxIu3atQMgMjKS77//ngMHDqBSqWjatCmjRo0yzJcG2LRpEyEhIYSFhVGyZEmGDx9utNTd7du3mTRpEidPnkShUNCgQQNGjhyJnZ1dlsvI2bW+uXWmlUo5jo7WREcniK+OckH0Y+6JPjQN0Y+mIfrRNEQ/mobox9zL6z7MyjrT+R5M/5eIYPrdI/ox90QfmoboR9MQ/Wgaoh9NQ/Rj7r0NwbRY2FAQBEEQBEEQckgE04IgCIIgCIKQQyKYFgRBEARBEIQcEsG0IAiCIAiCIOSQCKYFQRAEQRAEIYdEMC0IgiAIgiAIOSSCaUEQBEEQBEHIIRFMC4IgCIIgCEIOKfO7AYIgZJ025gGa0Ivoou8jM7NEUdAbZaHyyMws87tpgiAIgvCfJIJpQXgHpNw4QNK+2aRc+RNe2rRUZumAhX8XLAO+QOHomU8tFARBEIT/JhFMC8JbTNKkkLDtW5IOzDUcU7iXR+HkhaROQBN2CelpBEn7ZpN0aBE2Lb7HolZvZHIxg0sQBEEQ3gQRTAvCW0qXFEPswnZo7p0AwKJ6dyzrfYnSpZQhjaTTkXJlF4n/TEdz+zBPNw1HfflP7LosQ25hm19NFwRBEIT/DDF8JQhvISklkdhFH6G5dwKZpQN2PdZi22GWUSANIJPLUZVtikPfHdi0+RnMLEm9+hex81qie/okn1ovCIIgCP8dIpgWhLeMpNMSt7wrmjtHkFnY49B3O6pyzV6bRyaXYxnwOQ59tyOzdkbz4DQxIc3QJUa9oVYLgiAIwn+TCKYF4S2T9M8MUq7sAjNL7D/7DWWh8lnOa+ZVFYf+u5DbF0IbfpW4JZ8ipSbnYWsFQRAE4b9NBNOC8BZJfXCahD/HA2DbdipmxWpkuwxlwVLY91qPzMKO1NuHiF/bF+mlFUAEQRAEQTANEUwLwltCSk0mflUv0Gkwr9AalV+nHJeldC+HXbdVoDBDfWY9yYcXmbClgiAIgiCkEcG0ILwlkg7MRRtxHbmdG7btZyCTyXJVnnmpulg3/x6Ap3+MQvPogimaKQiCIAjCC0QwLQhvAV3cYxL3TAHAusX3yK2dTVKuZZ3+mJdpAho1cSt7IGnUJilXEARBEAQ9EUwLwlsg4c8fkdTxKD2roKr8scnKlclk2Hach9zWFW34VUPALgiCIAiCaYhgWhDymebxVZKPLQfApvVPJt+9UG7tjE2byQAk/j0NTdhlk5YvCIIgCP9lIpgWhHyW+PdUkCTMy7fErGj1PKnD3LcN5mWbgTaV+N8HidU9BEEQBMFERDAtCPlIG3kb9enfALBqODzP6pHJZNi0mwrm1mjuHEF9dkOe1SUIgiAI/yUimBaEfJT4zwzQaTHzaYiZR+U8rUvh4IFVvUEAJGwbKzZzEQRBEAQTEMG0IOQTbVwYycdXAmCdh6PSL7Kq+yVyO3d00XdJOjjvjdQpCIIgCO8zEUwLQj5JPrwYtKkoi1bHrFjNN1KnTGWNdbMxACTumYouMfqN1CsIgiAI7ysRTAtCPpA0KSQfWQKAZcAXb7RuVdVPULiWQUqOJenA3DdatyAIgiC8b0QwLQj5QH1+M7r4x8jt3FBVaPVG65bJ5Vg3HglA0oEQMTotCIIgCLkggmlByAdJB+cDYFGjJzKF2Ruv37xCaxRuZZGS40g6EPLG6xcEQRCE94UIpgXhDdM8Oo/m7jFQmGFZo0e+tEEml2PdKG10ei665Lh8aYcgCIIgvOtEMC0Ib1jysRUAmJdrgdzONd/aYV6hFYqC3kjJcSQfXZ5v7RAEQRCEd5kIpgXhDZI0apJPrQXAwq9zvrZFJpdjWfdLQD93WtKm5mt7BEEQBOFdJIJpQXiDUi5uR0qMRm5fCHOfBvndHCyqfIzMtiC6mAeoz27M7+YIgiAIwjtHBNOC8AYlPZviYVHtU2RyRT63BmRmFljW/hyApH2zkSQpn1skCILwdhG/F4XMiGBaEN4QbewjUq/9DYCFX6d8bs1zlrU+AzNLNA/PorlzNL+bIwjCe+rWrRt8990oWrVqQr16NWjdugljxozi+vVr2Spn0aL5BARUy6NWGjt37gzDhw96I3UJ7y4RTAvCG6I+/TtIOpTFaqIoUCK/m2Mgt3LConJ7AJIOLczn1giC8D66desmn3/ek9jYWL76ajjTp8+hf/+vCAsL5fPPe3Dhwvn8bmKGtmzZxJ07t/O7GcJbTgTTgvCGqE+tA8Ci8kf53JL0LGr1BkB9bhO6+Ih8bo0gCO+btWtXYW9vz5Qps6hfvyGVK1elceNmzJw5F3t7e5Yt+yW/mygIOSaCaUF4AzRhl9E8OgcKM1QV2+R3c9Ix86iE0qsaaFNJOrYsv5sjCMJ7JioqEkmS0s0/trS0ZODAIdSv3wiA9u0/YPz4sUZptm/fQkBANUJDHxkd379/Lx07tqN+/Vr07t2NEyeOGZ1ft+5XPv30Q+rXr0WbNs2YMmUSCQlPDed1Oh0rVizl44/bEBRUk44d2/H772sM58ePH8uOHVsJCwslIKAa27dvMUVXCO8hEUwLwhuQ/GxU2rx0I+TWzvncmoxZ1taPTicfXoKk0+ZzawRBeJ/UqhXI48dhfP55D9avX8edO7cNgXVQUEOaNWuZ7TInTRpHhw4d+fHHyVhZWTNs2ECuXLkEwO7dO5k7dxbt2nVg6tTZdO/eiz//3M706T8b8k+ZMpFFi+bRuHEzfvppOkFBDZg1axpLl+pHybt370XNmrVxdnZm3rwl1KwZYIKeEN5HyvxugCC87ySdDvXp3wBQvYVTPNKofNvydNMIdDH3Sb2+961Yuk8QhPdD27btiYx8wurVK5g+fTIADg4O+PvXpEOHjpQpUy7bZQ4fPoqgoIYAVK3qx0cftWblyqX8+ONkzpw5hbt7Idq1+wi5XE7lylWxsrIiLi4WgHv37rJlyyY+/7w/nTt3B8DfvwZyuZzly5fQtm17Chf2wMHBETMzc8qXr2CajhDeS2JkWhDymObecXTR95CpbFGVa5bfzXklmZkFqir6YD/5+Ip8bo0gCO+bXr2+YNOmHXz33Y+0bNkaKytrdu3aQZ8+3fnttzWZF/ACpVJJ3br1Dc9VKhU1atTizJnTAFSpUo179+7y2WedWbJkIVeuXKJRo6a0b98RgFOnjiNJErVr10Gj0RgeAQF1SElRc/bsGZNdt/D+EyPTgpDH1Gc3AGBerjkyM8s3Vq8kSaQ8TiDhUiSpTxLRxKcgqbWYOVtiXtAKy1KOWHjYGeWx8O9C8r8LUJ/fii4xCrmV0xtrryAI7z87OzsaNWpKo0ZNAbh27Qo//DCGuXNn0bhx0yyX4+DgiFxuPB7o6OhEfHwcAA0aNEan07Fx4+8sXfoLixbNx929EF988SUNGjQiNlY/Qt2lS8bfFj55Im7EFrJOBNOCkIcknQ712U0AqCq2ezN1ShJJ16OJPfqI1IjEdOfVD+NRP4wn/vRjLIrZ4xDoiXkBKwDMCldEWbgimodnUZ9ah2XAF2+kzYIgvL8iIsLp1asrvXt/QcuWbYzOeXuXpk+ffnzzzTAePnyATCZD99I9G0lJ6X+PPX0ajyRJyGQyw7GoqEgcHZ8PAKQF7U+fPuXYsSOsWrWMH34YTcWKlbCxsQVg1qx5WFlZpSvf1dUtN5cs/MeIaR6CkIdS7xxBFxeKzMIec5/6mWfIJU2smohN13iy9YY+kFbIsCrtjHPT4hT8uAxuncvh1LQ41uUKgFxG8u1YwlZc4OmF56MwFn6dAUg+tjLP2ysIwvvPyckZhULBhg2/oVar052/d+8O5uYqPDy8sLKyJjw83Oj8uXNn0uVJTk7m1KkThueJiYkcOnSQKlX0m7mMGTOKUaOGAWBjY0P9+g3p3v0ztFotT55EUKlSFQBiYmIoXbqs4REdHc3ChfMMI9cvj34LQkbEyLQg5CHDFI/yLZApVXlaV+L1KCJ33kJK1YFchp2fO7ZV3FBYGr/NzQtaY1O2AHb+7sTsv0/SzRiidt1Gl6zBrpo7qiodeLrlGzSPzqEJvYjSPfs3BgmCIKRRKBQMGzaKUaOG0qtXFz788COKFClGcnIyx48fYf36dfTu3Rc7Oztq1Qpg5cqlrFixhHLlKnDw4D5OnjyRrkwzMzMmTPiezz8fgLW1NStXLkWtVtO9+2eAfs70lCkTCQ6eQc2atYmPj2Px4gV4eHhRsqQ3SqWSJk2aMXnyj4SFPaJ06bLcu3eH+fNDcHcvhKenFwA2NrZERUVx+PC/lCrlQ4ECBd5o3wnvBhFMC0IekXRaUs5tBkBVsW3e1SNJxB56SNxR/RqsqsK2ODUqipnT6+dnmzlaUqBVKWIOPCD+RCgx++8jaXTY1yiMeZkmpFzYSvKpddi0+D7P2i4Iwn9DrVoBLFiwjNWrl7N8+RJiYqIxMzPD27s0P/ww0XAzYdeuPYmJiWH16hVoNBpq1arNyJHfMnLkEKPyHBwc+eKLASxYEEJk5BPKli1PcPACvLyKAtCmzYdoNKls2rSBjRt/Q6WyoFo1f/r1G4hSqQ99Ro36jpUrl7Jp03rCw0NwcnKmQYPG9OnTF4VCAUCLFh9w5Mi/jBo1lM8++4IuXbq/sT4T3h0y6eUV1IU8o9XqiIpKeCN1KZVyHB2tiY5OQKPRvZE630e56ceUmweJndscmaUDzt/dQKY0N3n7JK2OyJ23SLwaBYBtVTccAj2RyWWZ5DQWd+wRMQcfAODS1ht53F7iVnRF7uCB0zcXkOXiq07xWjQN0Y+mIfrRNEQ/mobox9zL6z50cbHNNI2YDCQIeSRtioeqfMu8CaQ1Op5svaEPpOUynJsWx7GuV7YDaQA7/0LYVCwIQOSOm8i9gpBZ2KGLeUDq7UOmbrogCIIgvDdEMC0IeUDSalCnTfGoZPpVPCSNjojN10m6GYNMIcOlVSmsy+ZuLp9jXS/MXa3QJWuJ3PkQ8wqtAVCfWmuKJguCIAjCe0kE04KQB1Jv/Yv0NAKZlSNmJeuatGxJJ/Fkx02S78YiU8pxaeuDZXGHXJcrU8op0KIkMpWClNCn6OwaAaA+txlJk5Lr8gVBEAThfSSCaUHIA+qzGwFQVWiFTGFmsnIlSSL67zskXY8GhQyXNqWw8LLLPGMWKR0scAz0BCD+ZmFktq5ISTGkXPvbZHUIgiAIwvtEBNOCYGKSVoP6fN6s4hF39BFPz+nXhC7QrAQWXvYmLR/AurwLZgWtkFIkJEf9HfZpHw4EQRAEQTAmgmlBMLHUm/uREiKRWTtjVqKOycpNvB5F7KGHADg2KIKVd95s9S2Ty3AMKgKAOsEfgJSL25A06TdbEARBEIT/OhFMC4KJPZ/i0RqZwjRLuadEJBK54xYANpVdsa3oapJyX8WisC1WpZ3RmZdDMnNBSo4j5aqY6iEIgiAILxPBtCCYkKRNRX3+D8B0Uzy0SRoiNl9D0uiwKGKHY10vk5SbGYcAD1Ao0JoHAs+X+hMEQRAE4TkRTAuCCaXe2IeUGI3MxgWz4rVzXZ4kSUT9eQttXApKe5V+tY0crCOdE0o7FdZlnNFa6KeqpFzcLqZ6CIIgCMJLRDAtCCZkmOLha5opHvEnw0i6FQMKGQU+KIncwjTTRrLKzs8dnXlZJLkTkjqe1JsH3mj9giAIgvC2y/dgWqfTMWvWLAIDA6lUqRK9e/fm/v37r0wfHR3N0KFD8fPzw9/fn++//56kpCSjNDt27KB58+b4+vrSpk0bDh8+bHT++vXr9OnTh+rVq1OzZk0GDhzIo0ePDOe1Wi2+vr74+PgYPWbPnm3aixfeK5ImBfX5LQCoKuZ+oxb1o3hiDujfC471imBe0DrXZWaXmZMlVj4F0FrU0LfpwrY33gZBeJ9JksT27VsYMKAPLVs2JCioJh9/3IaZM6cSGfkky+WMHz+WAQP6vPJ8aOgjAgKqcerUCVM0WxCEF+R7MB0SEsLq1asZN24ca9asQafT0atXL1JSMt4kYuDAgdy9e5elS5cyc+ZM9u3bx9ixYw3njxw5wvDhw+nYsSMbN26kZs2a9OnTh5s3bwL6YLxHjx5YWFiwYsUKFi5cSFRUFL169UKt1n+FfefOHdRqNZs3b+bgwYOGR8+ePfO8P4R3V8rVPUhJMchtXTErVjNXZelStPobDiWw8nHCxtfFRK3MPjt/d7QW+ikr6gvbkSQp39oiCO8TnU7HN98MY/bs6dSuXYdZs+bz668b+eqr4Vy5cpFevboSHR2V380UBCETb/Y745ekpKSwePFihg0bRr169QCYPn06gYGB7Nq1i5YtWxqlP336NMeOHWP79u2UKFECgB9++IFevXoxZMgQXF1dWbhwIQ0bNqRr164AjBgxgtOnT7Ns2TJ++OEH/vrrLxITE5k8eTIWFhYA/Pzzz9SrV49Tp05Rs2ZNrl69io2NDaVLl35znSG889Sn1wGgqvQhMrkiV2VF77uHJlaNwtYcp4ZFkcnezDzpjJgXtMa8VB2kYxYQH4rmwWnMPKvkW3sE4UUH7kYz79h9jj6IRa3VZTGXDDDdh0KVQk51D3u+8PcksIhjlvOtXbuaQ4cOsmDBMnx8nv+9cXNzo0qVqnTu/DG//rqCfv0GmaytgiCYXr4G01euXCEhIYGaNZ+P4tnZ2VG2bFmOHz+eLpg+ceIELi4uhkAawN/fH5lMxsmTJ2natCmnTp1i5MiRRvmqV6/Orl27AKhZsyYhISGGQBpALtcP0MfFxQFw9epVozoEITO65HjUF7cDoKryUa7KSroVTcJ5/cYszk2KI1e9ubdpkjaVC7Fh3EqIJEKdgL2ZBS4qaypUKIDirB+K5AOoz28VwbTwVjhwN5pOv51Drc1uYGzab1dStFr+uhXFgbvRrOrgm6WAWpIk1q9fS5MmzY0C6TQqlQWzZ8/DyckZgMePw5g/fw4nThwjMTEBX99K9Os3iJIlS2VY/q1bN5gxYwqXLl3A2bkAXbp0T5dm27Y/WL16OaGhobi7u9O69Ye0b/8xcrmc0NBHdOjQih9//IlVq5Zz48a1Z+X0oHXr3E9jE4T3Sb4G02FhYQC4u7sbHS9YsKDh3IseP36cLq25uTkODg6EhoYSFxdHYmIibm5uryzPw8MDDw8Po/MLFizAwsICPz8/AK5du4ZGo+Gzzz7jypUruLq60q1bN1q3bp27CwaUyjczs0ahkBv9K+RMVvsx8coOSE1C4VISi6JVczySrE3WELX7DgD21dyxKe6Qo3Ky63jUfZbdPsGW0EskaNJPsZIjo6JvdT6+E0HzM1txaDU2y2WL16JpiH5Mb/7xBzkIpPOOWiux4MQDgko4Z5r24cMHhIWFUr16jVf+XfDwKAxAQkIC/fr1olChwvz883TMzc355Zf5DBjQmxUr1uDuXgiZTIZMJkOplPP0aTyDBvXD17ciixevICIigokTxwH6149SKWfTpvWEhAQzfPhIypYtx9WrV5k69SciIyP48suvDK+z2bOnM3ToCEqUKMGvv65k6tRJ1KxZE09PT0N5Qs6J93XuvQ19mK/BdNqNg+bm5kbHVSoVsbGxGaZ/OW1aerVaTXJy8ivLS5sP/bIVK1awcuVKRo8ejZOTfke569evo9PpGDhwIG5ubuzbt49Ro0aRmppK+/bts3+hz8jlMhwd3+xNZHZ2lm+0vvdVZv0Yd/Z3AJxqd8bJySbH9dxZfxltQioWLlYUb+WD3Cx300UyrS8+ihEntvL7nXOGY26WtpRzcMPNypbYlGRuxUdyKeYxp63gdNkWLEx4wozQEzQvWzdbdYnXommIfnzuXPjT/G5COmcfP83S7/k7dxIB8PR0N0r/xRdfcPToUcPzQoUK0alTJ2JjY9i0aaPh75Sv7wwaNmzI1q0b+frrr1GplJiZKXB0tObPP7egViczderP2NraAqBUSvTv3x9bWwscHa1ZunQR/fv346OP9KPM5cv7AKl8//33jBgxDHt7/eusZ88etG7dHICRI7/m99/Xcfv2NcqV8wbE69FURD/mXn72Yb4G02lTLVJSUoymXajVaiwt03eKhYVFhjcmqtVqrKysUKlUhvJePv9yeZIkMXPmTObOnUvfvn3p0qWL4dzWrVvRarVYW+t/wZUuXZpHjx6xaNGiXAXTOp1EXFxijvNnh0Ihx87Okri4JLRZnkcovCwr/aiNDyfh4m79k3JtiI5OyFFdSXdjiTyhX1XGqVExYp8m56icrPr9/jmGntlCgjYFOTI+9qpI5yJV8XfyTDeyfj8xhjU3ThFy7S9uWhfgg6Nb6PvkCaPLNkSVyRKA4rVoGqIf0/MtaMPu+Ldr7fOKrjZZ+h0gl+v/5j18+Ngo/ZAhI0lO1g80rVu3hgMH9nH+/CU8Pb2QyVRGacuUKcfFi5eJjk5ArdaQmqolOjqB8+cv4uHhhUYjN6QvVswHgPj4ZG7dekBYWBjTpk1jxowZhvJ0Ogm1Ws3Fi9dQqfTtc3Ut/EKd+pG/mJinxMUlidejCYj3de7ldR9m5cNxvgbTaVM2wsPD8fJ6vqtbeHg4Pj4+6dK7ubnx119/GR1LSUkhJiaGggUL4uDggJWVFeHh4UZpwsPDcXV9vv1yamoqo0aNYuvWrYwaNYru3bsbpX8xsE/j7e3NH3/8ke1rfJlG82bfLFqt7o3X+T56XT8mnVwPOi1KzyrgWDxH/a1L1RGx89l24RULonSzzrOfm0an49uLO1ly9zgANZyKMKF8M8ra6d8jWq3Ey3NK3c3tGFy2Hq327WO2/DRrCldm7s3DHIu8z0r/T3E0z3xEQLwWTUP043Of+3mw/07UWzPVQ6WQ0aeaR5Z+Pq6u7jg7F+DkyRMEBTUyHHd0fD5FxMZGP6qs0+mQpPR/P7RaLQqFAo1GhyRJSJL07P/6PMbp5c/y6EhN1QDw5ZeDqVategZtc+PJE/19G3K5MoN6dYagRbweTUP0Y+7lZx/m6ySd0qVLY2NjY/SVVlxcHJcuXTLMX36Rn58fYWFh3L1713Ds2LFjAFStqp+nWqVKFcOxNEePHqVatWqG519//TU7d+5k6tSp6QLpuLg4/P392bDBeOvk8+fPU6pUxjd6CP9tyad/A0BVuUOOy4g79ki/eoeNGQ4BnqZqWjpqrYbPT/1uCKQHlwpkfc2uhkA6M2612vK/638z8/xmHJQqTsY8oM3hJYQlx+dZmwXhVQKLOLKqgy8NSzhha67AXCHL4kOejbSZP2zNFTQs4ZTlmw8BFAoF7dt3ZMeOrdy4cT3DNOHhjwEoUaIU9+/fNVomT61Wc+XKZYoWLZ4uX6lS3ty/f5eYmBjDsatXLxn+7+johIODI48ePcTDw9PwuHr1MgsXhojlLwUhm/J1ZNrc3JzOnTszZcoUnJycKFy4MD///DNubm40btwYrVZLVFQUtra2WFhYULFiRapUqcLgwYMZO3YsiYmJjBkzhjZt2hhGnnv06EGfPn0oW7YsderUYf369Vy+fJnx48cDsGHDBrZv387XX3+Nv78/ERERhvbY2tpiZ2dHjRo1mD59Os7OzhQpUoRdu3bxxx9/MH/+/HzpJ+HtpY28jebuMZDJUVX6MEdlpEYnE3ciFADHoCLIVXkzTzpJm0rPE+v4J+IG5nIF86u0p5lb9pZ/tKpQgafmJagfeYMSWgd6qRK5Gh9B60NL2Fq7Jy6qnM8XF4ScCCzimK3l6JRKOY6O1kRHJ+T7SGCnTl25fv0q/fr1onPnbtSsGYCNjQ03b95g/fq1HD9+lBYtWtGoUVNWrFjCt9+OpH//QZiZmbNkyQKSkpIyXFmjQYMmLFu2mLFjv6F//694+jSemTOnGs7LZDI6derGwoUhuLq6UaNGbW7cuM6UKZMIDKyb4b1JgiC8Wr4G06DfhEWj0TB69GiSk5Px8/Nj0aJFmJmZ8eDBAxo0aMDEiRNp164dMpmM4OBgvv/+e7p164ZKpaJp06aMGjXKUF5AQAATJkwgJCSE6dOnU7JkSebNm2dY6m7r1q0ATJ48mcmTJxu1Ja2eCRMmMHv2bL777jsiIyMpUaKEYZdGQXhR8mn9jYdmJeuisHPLJHV6kiQRvfcuaCUsithjWTLrQUF2aCUdA05v5J+IG1gqzFhWrSN1XNKPaGVGJpehKNII6fpNipzfyR8Dl9L+yDLuJkbT6dhqNtTsho1SlQdXIAjvH7lczg8/TOTvv/9i27Y/+O23NcTHx+Hk5EylSlUIDl5ApUr6ZShnz55PcPAMBg3qB4Cvb0Xmzl1EoUKF05VraWnJzJlzmT59Mv36fYatrR29en3BhAnfG9J88klnVCoVv/++htmzp+Pk5EyrVm357LPP38zFC8J7RCaJ73PeGK1WR1RUzm5Oy663afTlXfa6fpQkieif/dGGX8X247lY+HXKdvmJN6N5svk6yGW4dyuPmaPp70aWJIlvLuxgyd3jmMsV/OrfmdoFiua4vKTzh3m6rAmSzALn725zT6am5b+LiExJpJ5LCVb6fYpS/nwGmXgtmoboR9MQ/Wgaoh9NQ/Rj7uV1H7q42GaaRixsKAg5pHlwGm34VVCqMC/fMvMML5E0OmL23gPArqpbngTSAIvuHDPMkZ5dqW2uAmkAi/I1kJTOyKRknh76i2LWTqz0/xRLhRl7I24y6erfJmi1IAiCILwbRDAtCDmUfGwFAKoKrZBb2mc7f/y5cP1Nh9Zm2FUvZOrmAXAk8i5jL+l3//yuTCNaFyqX6zJlMhkKjzoAqM/9CUBlh8LMrKjf1Cj45r/sDLuS63oEQRAE4V0ggmlByAFJnYD62SoeFtW7ZTu/LllD3JGHANjXKozc3PQ3HT5OjqfPqd/RSDraFirPF8Vrmqxsy6rNAJCeHEITq1/nt1WhcvQppl9ma+CZTdxLjDFZfYIgCILwthLBtCDkgPrcJqTkOOTOxTArHpDt/LHHQtElazFztsS6nIvJ26eTJAac2Ui4+imlbQsyxfeDHG9xnhEL30ZIyJBrbpFw9rLh+LdlGuHn6EmcRs2gM5vQiVsyBEEQhPecCKYFIQeSji0HwNK/KzJ59t5Gmjg18afDAHAI9EAmN12Qm2b+rcMceHIbS4UZv1TtgLXStEtdya2dkRfwBSD5zJ+G42ZyBcGV2mKlMONw1F0W3j5i0noFQRAE4W0jgmlByCZN2GU0tw+DXIGq2qfZzh/z7wPQSqg8bLEo5mDy9l2MC2Pis5sAfyjbhJI2BUxeB4CqfGMAdOEHDVM9AIpYOzK2rP7chCt7uB4fkWF+QRAEQXgfiGBaELIp6aB+8x7zci1Q2LtnK29KeAKJlyMBcKjjadKpFwApOi1fnt5Eik5LU1cfOntVMWn5L7J4Fkwr1KdIuBJudK6LV1WCXEqi1mkZemar2FFNEARBeG+JYFoQskGXGE3yyTUAWAb0zVZeSZKI2X8fACsfJ1Rupt8tcM7Nf7kU/xgnM0t+NvE86ZcpPauCuT0yKZ6ks/8anZPJZPxUoQWWciWHIu+w7MaJPGuHIAiCIOQnEUwLQjYkH1sJqYko3MtjVrxW9vLejSX5XhzIZTgEeJq8bVfjI5h+fT8AP5ZvhovK2uR1vEimUGLuHQSA7tEBo6keAF5WDgz1rgfA18e3EJWSmKftEQRBEIT8IIJpQcgiSacl6d8FAFgGfJGtUV9Jkog58AAA20oFUdqbdsttnSQx7NwWUnRaGhX0pm2h8iYt/1VUZdOmehwn8VpUuvOfF69BWTtXItWJjL+05420SRDeFbt27aBPn+40bBhAo0aB9OrVlU2b1pu0jqSkJNavX2d4Pn78WAYM6JOrMjUaDb/+utLwfNGi+bRv/0GuynxR+/YfEBBQzfAICqpJx47tWL16ucnqANP0halt376FgIBq+d0MIZtEMC0IWaQ+twld9F1kVk5YVOmQrbxJ16NJjUhEZi7Pkw1a1j04y/Ho+1grzPmpQos8nd7xIjOfBgDIUq+SeOV2+vNyBT/5tgBgxZ2TXIp7/EbaJQhvu61bN/PzzxNo1aotixevYtGiFTRt2pyZM6ewZMlCk9Xz668r+PXXFSYrD2D37p3MnDnN8PyTT7qwcKFpA92OHTuzefNONm/eyapVv9Or1+csWbLQ6IOBILwtlPndAEF4F0iSROKeqQBYBvZFZpb1rb8lnUTsYf0GLbZV3FBYmpm0bbGpyfx4+S8AhnjXoZClnUnLfx2FvTsK13JoH19Ee3c/2gQ/FNbG11ezQBHaF/Xl9zvnGHPxT36r0eWNBfvC+08Ttp/UyyFoI46AVp15BiBGBpjynliFCoVLDczK9EPpVidLWTZu/J0WLVrTsmVrwzEvr6JERESwbt2v9OjR2yRNy4ubf18u08rKCisrK5PWYWlpibPz85WIChUqzKlTJ9i+fQsffviRSesShNwSI9OCkAXqizvQhl5AprLFsnb2vhZMvBpJamQSMpUCuypuJm/bz1f/4UlKAqVsCtC7WA2Tl58Z8zKNAJCrj5N0KybDNJOqtUAlV3Iw8jY7H199g60T3measP0k/9MR7aPdkBoPupSsPbRZTJfVR2o82ke7Sf6nI5qw/Vlqu1wu48KFc8TFxRkd79y5O/PnLwFg3bpfadSoDsnJyYbzOp2Otm2bs379Ok6dOkHdutU5fPggXbp8RFBQTT799EMOHNgL6KdfLFmykLCwUAICqhEa+ggArVbDnDkzadmyIQ0bBjBq1FCioiINdUREhPPdd6No2rQezZs3YMSIwdy/fw/QT0OYMOF7AHx8fDh58kS6aR5RUZGMGzeGFi0a0KRJXb7++isePNDffB0a+oiAgGps374l6z/oZywsLIyex8XF8dNPP9KmTTPq1q1Oy5aN+OmnH43668GD+4wcOYQmTerSvHkDvvvuG6Kj009JA5g5cypNmwZx6dIFevbszIwZPxvOHTiwl4CAavzzz1+GY7NnT2fQoH4A3Lp1g6+//oqmTYOoV68GHTq0TjcVZsCAPnz33SgaN67L9OmTAdi7928++OAD6tSpQb9+vQgLC812vwj5TwTTgpAJSZJ4ulv/S9WiVi/kVo5Zz/vCqLRdNXfkFqb9MuhS3GMW3zkOwPhyzTCXm35b8syYl24IgEJ9gqSbGf+RKmbrTN+S+u3Mx1/+C41O98baJ7y/Ui+HgC5ro9FvhE5N6uW5WUr66adduXbtCm3bNmP48EGsXLmUy5cvYmNjg5dXEQAaN26GRpPKvn1/G/KdOHGM2NgYGjVqCoBWqyUkZBZffTWc5cvXUrx4CX788TsSExP55JMudOzYmYIFXdm8eScFC7oCcP78OeLj4wgJ+YXJk2dw4cJ55syZCejnWH/55ecAzJ69gODg+djbO9CnT3ciIsJp0KARAwcOBeDgwYP4+lY0ui6NRsPgwQO4c+c2EydOZf78peh0OoYO/RKtVmtoS4MGjbLVtZcvX2T37j/54IPnI/kTJozl2rWrjB//M2vWbGTgwCHs3LmNP/7YAEB8fDz9+/cmJSWFmTPnMWPGHB49esC3345MV35IyEx27tzGjBkhlC1bntq1Azl+/Kjh/PHjR5HJZJw6ddJw7PDhgwQG6j/sDB7cHzs7e+bNW8yKFesICmrAnDkzuH79+eDBmTOncHIqwJIlq2jfviPnz59l1KjhNGnShJUr19KsWUtWrlyWrX4R3g5imocgZOLp2W2k3j0OSgus6vTPVt6Ey0/QxKiRWyixrexq0nZJksQ3F7ajQ6Kle1nquBQ3aflZZVa0OigtkWmiUd84hy61JHKz9EH9oFIBLL99ghsJkay5f5rORarmQ2uF94ku6mx+NyEdXdSZLKULCmqIi4srv/32K8ePH+XwYf3ykp6eXowaNQZf30o4ODhQu3Ygf/65nSZNmgOwY8dWateug53d8+lcvXv3o2pVPwC6devF3r1/c+vWDcqX98XS0hK5XG40ZcLZuQBff/0/5HI5Xl5FadCgMSdO6APHPXv+5OnTeL79dhxKpT5EGDnyW06fPskff2zks88+x8ZGv6yni4sL0dEJRtd18uRxbt68zurV6w0fCkaO/JY1a1YRFxeHo6OjUVteZcWKJaxZox/ZTU1NRaPRULZsecOHCAA/v+pUqlSVEiVKAuDuXojff1/LzZs3nl3LLhITExg7doKhv0aM+Ja//vqTlJQUQzkLFoSwdesfzJwZgrd3aQACAuqyZMlCHj8Ow9XVjePHjxIQUJfTp/XLfD58+IB79+4SEFCXpKQkOnT4hHbtPjJMd/nss89ZvXo5N2/eoFQpH0NdL/bfL7/Mw9e3IgMGDCA6OoFChTy5desmv/32a6b9I7xdRDAtCK8h6bSEr9OPYlgGfIHctmDW82p1xB7Rf61q5+eO3Ny0o8YbH13gSNQ9LBVmhh0H84NMqcKsWA1Sr/+DLPEUyfcaYlUi/ei9rZkFg0oF8t2lXUy5to92Hr5YKUw7f1z4b5E7VdRP8XiLyJ0qZTlt+fIVKF++Ajqdjhs3rnH48L+sX7+OYcMGsXbtRhwdnWjRohUjRw7lyZMnWFlZsn//P/z442SjcooWLWr4f1qglpqa+sp6Cxf2QC5//sW0ra0tarV+hP/q1avExcXRrFmQUZ6UlBTu3r2T6TXdvHkDW1s7QyANUKCACwMGfJVp3he1afMh7dt3BPSj3Q8e3GfhwhD69+/DwoXLMDMzo23bDhw8uJ/t27fw4ME9bt++RWjoI4oUKQrop154enoZffAoWbIUJUuWMjy/dOkCZ8+exsHBEVfX59PwfHxK4+JSkOPHj1KtWnUePXrImDHj6N27G5GRTzh06CClSnnj5qbfuKtduw7s3r2T69ev8uDBfW7cuA7op+WkcXR0Mvx80tpXvXpNo+suX95XBNPvIBFMC8JrJB1bhfrhRWRWTlg1GJKtvAkXn6CNVSO3UmJTKetBeJbK1qTw/aVdAHxVMhAPS3uTlp9d5qXqkXr9HxQpp0m6EZ1hMA3QrYgfC24f5WFSLItuH+XLkgFvuKXC+8SsTD+0YfvfnqkechVmZTLfzCk8/DErViylS5fuFCzoilwux9u7NN7epQkMrEfXrh9z5swpgoIa4u9fEycnZ3bv3om9vT22tnb4+xvfG2FmZp6ujtfdePhiIP1yeknS4eVVhEmTpqVLY2mZ+Y3XaaPZuWVra4eHx/P1+IsWLYadnR39+vXi+PGj1KhRi6+//opbt27SqFFTGjRojLd3aSZPHp+ttlhYWDJr1jzGjv0f06f/zNixz/Prp3ocAaBs2XKUKVMOF5eCnDp1gsOHDxIQUBeAyMgnfP55DxwdHalduw5+fjUoU6Ys7dq1MKpLpTJeElUmkyFJxlPeTNV/wpsl5kwLwitI6gTid/wIgE2j4cgtHbKeV6Mj9uizUWn/QhlOe8iNkJuHeKx+ShErR74oXjPzDHnMrKR+BQO5+ixJNyORdBn/IbdQKPn62UYuITcP8VTzlgRBwjtJ6VYHi6A1KAo1BjNbkJtn7aHIYrqsPsxsURRqjEXQmiyt5mFurmLLlo3s2rUj3TlbW1sAnJycAVAoFDRt2oL9+/9h7949NGnSHIUi679PsrtyTrFiJQgLC8XGxhYPD088PDxxc3Nn3rzZnDlzOtMyixUrRnx8nOGGQ4Do6GhatGjAhQvns9WWl6V9PtDpdFy/fo0jRw4xbtxP9O37JY0bN8PDw5OHD+8bPhgULVqc+/fv8fTpU0MZV69eoWXLRoSH65fpLF68BOXL+zJs2Cj++utPw82boA+mT548zsmTx6la1R+AqlX9OHhwP6dPnyQwUB9M7969k7i4OObOXUz37r2oWzeI+Pj4Z21+9YeaUqW8OX/+nNGxK1cu5aaLhHwiPgIJwisk7J6ELvYRZgWKYh3YB2028j69EIE2PgWFtRk2FUw7Kv04OZ65tw4B8L/SDVAp8v9trCxcEZmFHSTHIcVdISWsNKpCthmm/bCwLzNvHOBWQhRL75xgQMnab7i1wvtE6VYny8vRASiVchwdrYmOTkCjyZ8bYR0cHOjUqRsLF84lISGB+vUbYmVlzZ07t1m69BeqVKlGxYqVDembN/+A1auXo1Ao6N//q2zVZWlpRXx8HPfu3aVQocKZpm/SpDmrVi1j9Oiv6dt3IDY2NixZspAjRw7Rq1ffZ2XqR6gvXLiAs7O7Uf6qVf0pXbosP/74HQMHDsHCwpKQkJk4ODhSunQZtFotMTHR2NjYoFJZpKs/TVJSEpGRTwB9EP3w4QNmzZpKgQIuVKvmz9On8SgUCv7+ezeOjo7ExcWybNliIiMjSU3Vz4du3LgZS5f+wrhx39K7dz80Gg1Tp06kRImShpsx09SoUYtGjZoyZcpEKlasgp2dHVWr+qNWq9m372+mTp397Pr8mDjxB1xcChrmVxcs6EZychJ///0Xvr6VuHfvDrNm6Uf209qSkY4dO9O7dzd++uknmjb9gAsXLrBhg1hH+10kRqYFIQOaRxdI2h8MgFuXYGTKrO9YqEvVEZc2Kl29EHIz077NplzbS6I2lSoOhfnAvaxJy84pmUKJWQn9lA2F+gxJN2NemVYplzOoZCAAc28dIlH76rmdgvC+6t27LyNHfsvZs6f58svP6dSpPbNnT8PPrzo//TTdKK2npxdly5anVCkfw3zgrKpXrz7OzgXo3v0Trl69kml6GxsbgoMXYG9vz9ChA+jVqytPnkQwffocihYtBkCVKn6UK1eejh078u+/B4zyy+VyJk2aSsGCrgwe3J9+/T7D3FzF1KmzUSqVhIc/pnXrpuzZ8/q57mvWrKR166a0bt2Udu2a87//DcfNzY1Zs+ZiYWFBgQIu/O9/3/Pvv/vp3LkDo0ePwMXFhY8//pQrVy4D+qX0pk0LRqPR8sUXPRg27EuKFi3ODz9MzLDOgQOHotFomDlTv3qTubk51apVRyaTUb68L6C/6VGn0xEQ8PwDXFBQAz75pAvBwdPp1OlDZs2aSsuWrahUqQqXL796pLlUKR+mT5/N0aNH6dz5Y9asWUXXrj0z+QkJbyOZlBcrugsZ0mp1REUlZJ7QBN6G0Zd3laTTEjOnCZq7x7Co2JriQzZlqx/jToURs/ceCltzCvXwRaY0XTB9NT6CoH1z0SGxuVYPqjt5mazs3Eo8MJeEzSPQqqqiKzWTQt31f3wyei2m6rQE7J3D3cRovi/bmM/fgqkqbzvxnjaNd7EfJUnio4/a0LVrDz74oE1+Nwd4N/vxbST6Mffyug9dXDL+lvVFYmRaEF6StC8Yzd1jyFQ22LX9OfMML9Claok7ph+Vtq9eyKSBNMCPl/9Ch0Qz19JvVSANYF5SP39QnnIBTWQ8qdHJr0xrJlcw6NnNh3NuHiJJjE4LQjoajYa9e/cwbdpkkpISadiwSX43SRCEDIhgWhBeoHl0noSdPwBg3WoSCodC2cr/9Ew4ukQNCnsV1uUyX0s1O/59cofd4ddQyGT8r0wDk5ZtCgq3MsisCyCT1MhTrpB0M/q16dt7VMTD0p5w9VNW3Tv1hlopCO8OpVLJjBlTOHBgL2PGjMvSahqCILx5IpgWhGeklETiVvcGbSrm5Vti4d8lW/l1KVrijuu3grWvUQiZwnRvL50k8cNl/RzDLl5VKWlj2kDdFGQyGealnq3qkXL6tfOmAczlCgY+G50OvvEvyVpNXjdREN45mzbtYNOmHemWwxME4e0hgmlBQD8nMX79YLRhl5DZFsS2/axsLykVfyoMXbIGpYMK6zKmDXa3hF7ibOwjrBXmDH22tNzbyKxkPQDk6jOoH8WjTXr99I2PPSpRyMKOMHU8a+6ffgMtFARBEATTEsG0IADJhxejPvkryBXYdVqCPJsjv9okDXEnwgCwr+WBTJ69QPx1NDodk6/+A0C/ErVwUVmbrGxTM09bbzr1EmiTSLoV89r0KoXSsDTe7BsHSdVlZwFCQRAEQch/IpgW/vNS7x7n6eavAbBuNhbzZ8u2ZUf8iVCkFC1mBSyx8nEyafvWPTjLzYRInMyt+Lz42/1Vr9y5GHIHT2SSBnnKRZJvx2aa51PPKriorHmYHMeWULFhgSAIgvBuEcG08J+mi48gbnlX/TzpCq2wrDcw22Von6YQf1q/m5ZDgEe2p4e8jlqrYer1fQB8WaI2NtlY7zo/yGSy57shppwm6W7sK3dDTGOhUNKzqH53sXm3Dr92xzBBEARBeNuIYFr4z5K0GuJW9kAX+xCFSylsPw7JUSAce/QRkkaHubsNFsUcTNrGFfdO8jApFjeVLd2L+pm07LxiXkq/RJ4i9SySWkvyw/hM83QrUg1LuZJzsaH8G3knj1soCIIgCKYjgmnhPyth5zhSb+4Hc2vsuq1CbmGX7TI0sWqeno8ATD8qnaBJYeYN/e5ig73rYKkwM1nZeckwMq2+BroEkm7HZJrHydyKjzwrAfrRaUEQBEF4V4hgWvhPUp//g6R/9Fv22n40B6Vb6RyVE3v4IegkLLzssPDMfjD+OovvHCNCnYCXlQOfeFY2adl5SWFfCLlzUUCHPOUiiZnchJjm82I1kAF/hV/nWnxEHrZQEARBEExHBNPCf4428jbxa/oCYFlnABaV2uWonNTIJBIuPwHAvraHydoHEJuazJyb/wIw3Lse5nKFScvPa2bF9Ct0yFMukBKeSEqcOtM8xW2caeqq/1Cz4PaRPG2fILwNdu3aQZ8+3WnYMIBGjQLp1asrmzatN2kdSUlJrF+/zvB8/PixDBjQJ1dlajQafv11peH5okXzad/+g1yV+aIBA/oQEFAtw0dw8AyT1fOmmLp/hLePMr8bIAhvkqRNJW51LyR1PMqiNbBu8X2Oy4o59AAksCzhiMrdxoSthHm3DhGTmoy3jQvtClcwadlvglnxWqhPrEIpXUQDxF2LRFHCPtN8X5SoyY7HV/jtwVlG+NR/q5cBFITc2Lp1MzNnTmHQoGH4+lYCJI4dO8LMmVOIjo6iR4/eJqnn119XsH37Fj788COTlAewe/dOZs6cRr9+nwPwySddaNfOdOUD1K/fiEGDhqY7LnaBFN5GIpgW/lMSd/+E5u5xZBb22HVahCyH85DVYU9Juq7fLtu+dmFTNpEIdQLzb+lHZkf4BKGQvXtfIJkVqwmALOkS2KUQe/UJTlkIpv0dPansUJjTMQ9Zeuc4w33q5XFLhXfdwSe3mXvrMMei7qHW5c8umiq5En8nL/oWr0lAgWJZyrNx4++0aNGali1bG455eRUlIiKCdet+NVkwnRer47xcppWVFVZWViatQ6VS4ez89u30KggZeff+SgtCDqU+OE3inikA2LSfgcLRM0flSJJEzL57AFiXdca8gGn/iATfOEiiNhVfe3ea53Aud35TFCiB3NYVdKnIU64Sdz0KSavLNJ9MJuOL4vpAfMnd4yRpX7+DovDfdvDJbTodW8We8OvEa9Sk6LT58ojXqNkTfp1Ox1Zx8MntLLVdLpdx4cI54uLijI537tyd+fOXALBu3a80alSH5ORkw3mdTkfbts1Zv34dp06doG7d6hw+fJAuXT4iKKgmn376IQcO7AX00wuWLFlIWFgoAQHVCA19BIBWq2HOnJm0bNmQhg0DGDVqKFFRkYY6IiLC+e67UTRtWo/mzRswYsRg7t/X/87bvn0LEybov9Hz8fHh5MkT6aYxREVFMm7cGFq0aECTJnX5+uuvePDgPgChoY8ICKjG9u1bsv6DzoBWq2Xt2lV88kk76tevxSeftGPTpt8N59P6ZuXKpTRv3oCePTvRsmUj1qx5Pj1l3bpfCQioxpUrz9e3/9//hjNp0jgAzp49zcCBX9C4cV2CgmrSqVN7/vxzuyHt+PFjGT16BIMH96dx47qsWrUMgM2bN/Dxx22oX782I0YMJj7e+GcsvH9EMC38J0haDU9/GwSSDlXl9lhU+jDHZSVdj0b98CkypRz72jkLyF/lUVIcS+8eB2CkT32Trg7yJslkMsyK1QJAIV1Ap9aS/OhplvK2cCuDp6UDUSmJbHx4IS+bKbzj5t46jPot2jVTrdNmeTWaTz/tyrVrV2jbthnDhw9i5cqlXL58ERsbG7y8igDQuHEzNJpU9u3725DvxIljxMbG0KhRU0AfVIaEzOKrr4azfPlaihcvwY8/fkdiYiKffNKFjh07U7CgK5s376RgQVcAzp8/R3x8HCEhvzB58gwuXDjPnDkzAf0c6y+/1E/fmD17AcHB87G3d6BPn+5ERITToEEjBg7UT784ePAgvr4Vja5Lo9EwePAA7ty5zcSJU5k/fyk6nY6hQ79Eq9Ua2tKgQaNc9DQEB89g6dJF9OjRh2XL1tCu3UfMnDmVdetWG9JotVoOH/6X+fOXMGrUGGrWrM3x48de6MujyGQyTp06YWj78ePHCAioS0REOEOGDKB06bIsXrySxYtXUaZMOSZNGmf0wWPv3j34+VXnl1+W07BhE3bv3sm0aT/x8cedWLp0NRUqVGTDht9yda3C208E08J/QtK/89A8PIPM0gGbVpNyXI6k0RFzQD/CYlvVDaWtuamaCMCM6/tR67TUcPIiyKWESct+08yK64NppewyQJZX9VDK5XQvWg2ApXePi01chFc6F/sov5uQztkstikoqCEhIYsICKjLxYsXmDcvmN69u/Hppx9y7twZABwcHKhdO9BoNHTHjq3Url0HO7vnqwf17t2PqlX98PT0olu3XiQkJHDr1g2srKywtLRELpfj7FwAhUJ/I7OzcwG+/vp/eHkVpUqVajRo0JirV/Xv0z17/uTp03i+/XYcpUp5U7x4SUaO/BYbGxv++GMjKpUFNjb6e0RcXFwwMzOeKnfy5HFu3rzOd9/9iK9vJYoWLcbIkd8SGFiPuLg4FAoFzs4FUKksXts/u3btoFGjQKPH0KH6TbUSEp6yceNv9Or1OY0bN8XT04sOHTrStm17VqxYavQ745NPOuPp6UWpUj4EBNTh7NlTpKSkoNFoOH36FAEBdQ3B9Jkzp9DptPj5+ZOSksJnn31O375f4uHhSbFixenSpQepqamGUXoAW1s7Pv20K15eRXB1deP339fSsGFj2rXrgJdXETp37k7t2tnfVVd4t4g508J7TxsXRsLO8QBYtxyH3LZgjsuKP/sYTawaubUZdn7upmoiAPcSY1h9/zQAI97hUek0acE0cWehgJakWzFZXvWko2dlJl/9h3OxoZyOeUgVR9OuliK8H3ztC7En/Hp+N8NIRftCWU5bvnwFypevgE6n48aNaxw+/C/r169j2LBBrF27EUdHJ1q0aMXIkUN58uQJVlaW7N//Dz/+ONmonKJFixr+nxbopqa+eopU4cIeyOXPx9JsbW1Rq/Ur7ly9epW4uDiaNQsyypOSksLdu3cyvaabN29ga2tnGF0HKFDAhQEDvso074sCAurQt6/xjrQqlX4H2Lt376DRaJ7duPlcpUpVWbfuV6KjowzHPDy8DP/386uBTqfj/PmzKBQKrKwsad26Hd9+OxKNRsPhwwfx86uBSmVB4cIeNG/eit9+W8OtWzd48OA+N27oX2tarfaF8o2/nbx16wYNGzYxOla+vC/Xr1/L1vUL7xYRTAvvvcTdP0FKAkqvalj4dclxOdqkVGKP6EedHGp5IDc37XJ1M6/vRyPpCCxQjJrORTLP8JZTuJVFZmGPlByLTHOTlAhvNPEpWRrNdza3onWh8qx7cJbFd46LYFrIUN/iNTn45NZbM9VDJVcY5vy/Tnj4Y1asWEqXLt0pWNAVuVyOt3dpvL1LExhYj65dP+bMmVMEBTXE378mTk7O7N69E3t7e2xt7fD3r2FUnplZ+vfU677ReTGQfjm9JOnw8irCpEnT0qXJykoaSqVpwgorK+t0gWqaV12aJOnStSEtANeXaUXlytU4duwIZmZmVKniR8WKldFoUrly5RKHDh2kS5ceANy+fYt+/Xrh41MaP7/q1K0bhIODI717dzOq88Xy9WSGdqQxVZ8Iby8xzUN4r2mf3CL5qP6mEOsW45Bl8Eckq2KPPEJSazErYIl1OdPeZX43MZq1D84C+nWl3wcyuQKzYvo/+paW+hGd5DsxWc7f49n26X+EXiQyJdHk7RPefQEFirHKvxMNC5bCVqnCXK7Il4etUkXDgqVY5d8pS6t5mJur2LJlI7t27Uh3ztbWFgAnJ2cAFAoFTZu2YP/+f9i7dw9NmjQ3TNfIiux+w1WsWAnCwkKxsbHFw8MTDw9P3NzcmTdvNmfOnM60zGLFihEfH2e44RAgOjqaFi0acOHC+Wy15VWKFi2KUqk0TIdJc/bsaZydnbG1ffUGWrVrB3L8+BFOnTpB1ap+WFpaUq5cBTZv3sCjRw+pVUs/JWPz5vU4OTkxY0YInTp1o2bNACIjI19ZbppSpbw5d+6s0bErVy5n/yKFd4r4uCS81xL+HA86DealG2FeonaOy0mJSuLp2XAAHOt6IZObdgrGjGej0nULFMffySvzDO8Is2K1SLn8J0ouAi1Iuh2LTYWsTbOp7FCYivaFOBv7iNX3TvFlyYC8bazwTgooUCzLy9EBKJVyHB2tiY5OQKPJfIWZvODg4ECnTt1YuHAuCQkJ1K/fECsra+7cuc3Spb9QpUo1KlZ8vutp8+YfsHr1chQKBf37f5WtuiwtrYiPj+PevbsUKpT5Mp5NmjRn1apljB79NX37DsTGxoYlSxZy5MghevV6ttnVsxHqCxcu4OxsPN2talV/Spcuy48/fsfAgUOwsLAkJGQmDg6OlC5dBq1WS0xMNDY2NpnOm34Va2sbWrduxy+/zMfOzp4yZcpx9OhhNm78nT59+r822K9dO5AZM35GLpczZsy4Z232Y8mShVSoUBEHBwcAChZ0JTz8MYcP/0uxYsW5evUyM2boV4NKSUl5ZfmdO3dn5MghrF69nMDAehw9eoi9e/eIZf7ec2JkWnhvaR5fRX1afxe1dbPvclVW1N57+m3Di9ljUSTz9ZKz405CFOvSRqXfgnWVJZ0G3dN7aML2o7m7Gc397Wge/Y0u9hpSNr9OT5s3rX1yEiSJ5HuxWVoiL03a6PSyuyfQSvkT+AhCXujduy8jR37L2bOn+fLLz+nUqT2zZ0/Dz686P/003Sitp6cXZcuWp1QpH4oUKZqteurVq4+zcwG6d/+Eq1evZJrexsaG4OAF2NvbM3ToAHr16sqTJxFMnz6HokX1H1qqVPGjXLnydOzYkX//PWCUXy6XM2nSVAoWdGXw4P706/cZ5uYqpk6djVKpJDz8Ma1bN2XPnt3Zuo6XffnlEDp06MjcubPp0uUjNm36ncGDv+aTTzq/Np+rqxslSpSkYEFX3Nz0HwSqVfNHp9MREFDXkK59+47Ur9+IcePG0KXLxyxbtog+ffrh7l7IaCm9l9WqFcB33/3Itm1/0K1bR/bt+4eOHV/fJuHdJ5PErfJvjFarIyoq4Y3U9TaMvuS3+N8Gknx0KeblW2LffXXmGTKgVMpRRKq5vug0yMC9awXMnE27A9fAM5tY9+AsQS4l+bV6J5OWnVW6+NtoHuxE+2g32vDDoHvFyIvCCrlTBZSeLVAWaYfc6vU3YUqaFJ586wmpSaR4LUOrKUzBDqWx8Hz117AvStKmUuWv6USnJrHc7xMau3pn99LeG+I9bRrvYj9KksRHH7Wha9cefPBBm/xuDvBu9uPbSPRj7uV1H7q42GbeBpPXKghvAV18BMknfwXAqu6XOS5H0uq4/8dVAGwqupo8kL71NJLfH5wD3vxcaUmS0IbtJfXKfLSPXholkquQ2XghUxXQB9baZHTxt0GbiC7iKCkRR0k59R2KQg0wrzAcRYFqGdYhU5pjXqQaKTcOoLK+TmJsYZJux2Y5mLZUmNHRsxJzbx1myZ3j/+lgWvjv0Wg0HDy4j5MnT5CUlJhulQhBEN4OIpgW3ktJh38BjRqlZ1WURWtknuEVYk+GkRyRiNxKiUMt024bDjDt+n50SDQoWIoqjqYv/1W0T46jPvENushTz47IULgGoCjcBGWhBsjsSiJ7aRtzSadFir+B9vG/pN75HV3EUbSP/iLp0V8oPJqjqjwGuV2pdHWZl6hNyo0DKFIvAvX0NyHWyfpmN92L+DHv1mH+ibjB7YQoilk75fzCBeEdolQqDfN0x4wZl6XVNARBePNEMC28d6TUZJL+XQiAZd0BOV6vWfs0heh/HwDgVMcLuYVp3y43nj5hw0P93e3DvOtmkto0dMkRpJz8Fs2dZztyKa0xK/EpZt69kdu9fpMYmVyBzN4Hub0PZt490cXfIuXCNDS316J9sJ3E0L8xrzQGM5/eRoG4eXH9jZ+6J8fBGlKfJKGJV6O0fXlJqYwVsXakfsFS7Am/zoq7JxlTNnc7pwnCu2TTpvQrfgiC8HYRNyAK7x31xW1ICU+Q2xdGVaF1jsuJPnAfKVWHlYcdthVcTNhCvWnX9KPSjV29qeyQ96PSmoe7SNoW+CyQlqEs0QmrVsdRVZuUaSCdEbltcSxqBmPV4iAK9yDQJpNy8huS97RDl/TYkM6sqB/I5OhiHmDupF/iLvl2bLbq6uJVBYB1D86S+pasKSwIgiAIIIJp4T2UfHwlABZ+nyJT5Gw0OflhPImX9WuKerXyMfluhNfiI9j4KG1Uup5Jy36ZpE1Bffxrkvd+gpQcgdy+NJZNd2FRYxZyS9dcly+398Ei6DdUfj+Dwgrt4wMk7WyMNlp/x7tcZYOFpy8AKutbACTdyV4w3aBgKVxU1jxJSeCvt2zHO0EQBOG/TQTTwntFG/OQ1Gt/A2BRLWcrY0g6iei/7wJg61sQ6yzeLJcd067vRwKauvrga2/abclfpEsKJ2lPG1KvLQLArHRfLJvtQeFcxaT1yGQyzLx7YtX8H2S2JZASH5C0qxmah38BYFlKv0SePFW/eUHy3ewtkWcmV/CRR0UAVt87bdK2C4IgCEJuiGBaeK8kn/wVJAmz4rVRFCieozKengsnNSIRuUqBUzZulMuqK/HhbH50AcjbUWlt1DmSdjZAF3EUzOywqLcGVdUfkSlytlFCVsjtSmLV5E8UrgGgeUryvk6k3N2CZQn9Fsu6iFPIrZRIqTrUD59mq+xPPPWbWOwJv05YcrzJ2y4IgiAIOSGCaeG9IUkS6rQpHjkcldYmpRL77KZD+9oeKKzMTNa+NNOu6Uelm7uVpry9m8nLB9CE7SNpd0ukxEfI7Epi1XQ3ysJv5sY9mcoRi6DfUBZtD5KGxH09kVno11fXPDyLhZd+RYKk2zHZKrekTQFqOHmhQ2LdgzMmbrUgCIIg5IwIpoX3hub+SbRPboGZFaqKbXJURuyhh+jUWswKWGLjm7Vtr7Pjctxj/gi9COTdqLTm7maS/+kImgQUroFYNdmN3K5kntT1KjKFOaqaIYaAOurfwShd7UGbgrm1/sNKcjbnTcPz0enV906jE/tNCYIgCG8BEUwL7w31+S0AqMo2RaayyXb+lCeJPD0XDoBjvSLI5Ka96RBgyrV9ALR0L0tZu9zf/Pey1JurSD74GehSUHq1xiJoLTJz08/5zgqZXIGq5hzMirYDnQalezIySxny1Esgg9RI/RJ52dHSvSw2SnPuJEZzOPJuHrVcEN6MXbt20KdPdxo2DKBRo0B69erKpk3rTVpHUlIS69evMzwfP34sAwb0yVWZGo2GX39daXi+aNF82rf/IFdlvqh9+w8ICKhmeAQF1aRjx3asXr3cZHWAafrC1LZv30JAQMabYOVUaOgjo/58+XHr1g2T1vcmtG//AYsWzc/vZhiIdaaF94IkSaSc3wyAeYVWOcofs+8eSGBZ0hELL9MHoBfjwtgWdhkZMLSU6deVTr2xAvXRrwBQluqOqtpkZHKFyevJDplciVXgfFKkpyTd3YWqhALtwwOYuzUkJTSB5Dux2FTI+jcA1kpz2hYqz4p7p/j1/mlqFyiad40XhDy0detmZs6cwqBBw/D1rQRIHDt2hJkzpxAdHUWPHr1NUs+vv65g+/YtfPjhRyYpD2D37p3MnDmNfv0+B+CTT7rQrp3pygfo2LEzn3zSGQC1Ws2lSxf46acfUaksTHot/yXjx0+mfHnfdMft7R3efGPeM2JkWngvaMMu6ad4KFWYl87+3OCkWzEk340DhQzHPLjpEGDqs1HpD9zLUcbOtFNIUq8vMwTSZj59UPlNyfdAOo1MrqRg89XIrIoiM5Mh0+7HwlP/OT67S+QBfOKpX4lka+glYlOTTdpWQXhTNm78nRYtWtOyZWu8vIrg5VWU9u078tFHn7Ju3a8mq0fKg+lQL5dpZWWFo6OjSeuwtLTE2bkAzs4FKFSoMA0bNqFRo6Zs377FpPW8ywYM6JOt0VlbWztDn774UCrFuGpuiR4U3gvqc89GpX0aILewzVZeSavTj0oDdlXcUDqYfrWL87GhbA+7oh+VNvFuh6l31qM+NgQAM5/PMa863uTrYueWXGWHTcN1xK33Q67Sooj7FhhK8r04JJ2UrSk1lR0KUdq2IFfiw9n48Dzdi/rlXcOFt17K9X0k7ZtN6p0jSFn8cBUmA1PGmDIzC8yK1sCy7peYZ/FbJ7lcxoUL54iLi8PO7vk3YZ07d6dFC/23a+vW/crChXPZsmUXFhb630s6nY4PP2xJ587dKVasOIMH92fSpKmEhMziwYP7uLsXom/fLwkMrMeiRfNZskS/G2xAQDV+++0PALRaDXPmzGTHji0kJyfj51ed4cO/wcnJGYCIiHCCg6dz9Ohh5HIFFSr4MmDAYDw9vdi+fQsTJnwPgI+PD3PmLODEiePs2LGV33/XB7pRUZHMmTOTI0f+RaPRULFiZQYOHIqHhyehoY/o0KEV33zzHc2bZ29qSFofpImLi2Pu3FkcPvwv0dFR2NraERhYl0GDhhnSPnhwn+Dg6Zw+fRKFQomfX3W++moYjo5O6cqfOXMqO3ZsZdq02UyZMglf34p89dVwAA4c2MuoUcMYN24SQUENAZg9ezo3blxn5swQbt26wbx5wZw7d5bk5CRcXFxp166DYXR90aL5nD59EmdnZw4fPkSzZi0YPPhr9u79m8WLF3Dnzh1Kly5LtWr+2eoTU3r8OIz58+dw4sQxEhMT8PWtRL9+gyhZshSgnxaTlJREQsJTLl68QMeOnViyZCFbtuzGwcEBgB49PkWj0bBihX5qUVxcHB980IhZs+ZToYIvq1YtY/v2LYSFhWJmZk6FChUZMuRrChf2APSv0x49erN9+xY0mlSCgxfi6OjEjBk/c/DgPpRKJZ07d8+P7nmtfB+Z1ul0zJo1i8DAQCpVqkTv3r25f//+K9NHR0czdOhQ/Pz88Pf35/vvvycpKckozY4dO2jevDm+vr60adOGw4cPG52/fv06ffr0oXr16tSsWZOBAwfy6NEjozSrVq2iQYMG+Pr68umnn3Lp0iXTXbRgcuoLz+ZLl8/+vL34M4/RxKiRW5lh51/I1E0Dns+VblOoPD62pttNUfNoD+pD/QAwK9XzrQyk0ygcS6F9WgJJkpCi92Bhtx1JrSUlNHtL5MlkMj59diPimvtn8qClwrsi5fo+Yhe1J+XKLqTkONCmZOkhabKWLsvlJceRcmWXvi3X92Wp7Z9+2pVr167Qtm0zhg8fxMqVS7l8+SI2NjZ4eRUBoHHjZmg0qezb97ch34kTx4iNjaFRo6YAaLVaQkJm8dVXw1m+fC3Fi5fgxx+/IzExkU8+6ULHjp0pWNCVzZt3UrCg/j6N8+fPER8fR0jIL0yePIMLF84zZ85MQD/H+ssv9dM3Zs9eQHDwfOztHejTpzsREeE0aNCIgQOHAnDw4EF8fSsaXZdGo2Hw4AHcuXObiROnMn/+UnQ6HUOHfolWqzW0pUGD7H2DePnyRXbv/pMPPni+q+2ECWO5du0q48f/zJo1Gxk4cAg7d27jjz82ABAfH0///r1JSUlh5sx5zJgxh0ePHvDttyPTlR8SMpOdO7cxY0YIZcuWp3btQI4fP2o4f/z4UWQyGadOnTQcO3z4IIGBdUhOTmbw4P7Y2dkzb95iVqxYR1BQA+bMmcH161cN6c+cOYWTUwGWLFlF+/YdOX/+LKNGDadJkyasXLmWZs1asnLlsmz1i6kkJibQt+9nhIc/ZtKkqcyduxiVyoIBA3oTFhZqSLd37x78/Krzyy/LadGiFebm5pw8eQzQx2c3b97g9u1bREdHAXDs2GFsbe2oUMGX3377ldWrVzBgwGB+/XUDEydO4f79uwQHTzdqy8aNvzF+/GTGj5+Cp6cXY8aM5PLli/z003SmT5/D4cP/GrXpbZDvwXRISAirV69m3LhxrFmzBp1OR69evUhJSckw/cCBA7l79y5Lly5l5syZ7Nu3j7FjxxrOHzlyhOHDh9OxY0c2btxIzZo16dOnDzdv3gT0P+wePXpgYWHBihUrWLhwIVFRUfTq1Qu1Wn8z1MaNG5k8eTKDBg1iw4YNeHh40KNHD6KiovK8P4Ts0z65hTb0IsiVmJdrlr28ianEHtF/kHKo7YFcZfqpEediQ/nz8VXkyBhiwlFpbcRxkvd3A0mDssiHmPv99NYG0mkUheuS+lC/WYul5XwUyms5murRtnAFFDIZZ2IfcfNppKmbKbwjkvbNBk32bmLNUxo1SfuDs5Q0KKghISGLCAioy8WLF5g3L5jevbvx6acfcu7cGQAcHByoXTuQP//cbsi3Y8dWateuYzSa3bt3P6pW9cPT04tu3XqRkJDArVs3sLKywtLSErlcjrNzARQK/e83Z+cCfP31//DyKkqVKtVo0KAxV6/qN1Tas+dPnj6N59tvx1GqlDfFi5dk5MhvsbGx4Y8/NqJSWWBjo7/B28XFBTMz4+VDT548zs2b1/nuux/x9a1E0aLFGDnyWwID6xEXF4dCocDZuQAq1eu/AVyxYgmNGgXSqFEg9erVoHfvbri7FzJ8iADw86vON998R7ly5XF3L0Tjxs0oVcqHmzdvPLuWXSQmJjB27ARKly6Dt3dpRoz4lvLlfY1ijAULQti69Q9mzgyhdOkyAAQE1OXu3Ts8fhwG6IPpgIC6nD59AoCHDx9w795dAgLqkpSURIcOnzBkyAiKFi2Gp6cXn32m/0CS1pY0n332OYULe+Dp6cXvv6/F17ciAwYMwMurCB980IbWrdu9tl+GDh1o6Jdz584Y9dPy5Ytfm3fYsEGGtGmPXbt2APDnnzuIjY1h3LifKFu2PKVKeTN2rH6O+oYNz29gtbW149NPu+LlVQRXVzeqVfPn2LEjAJw4cRRv79K4uBQ0fOg4fPggtWoFIJfLKVzYk9Gjv6d27UDc3NypWtWPoKCG6fqoSZPmlC5dlvLlK3Dv3h2OHTvC4MFfU7FiZUqV8uG7737E3Nz8tdf6puXrNI+UlBQWL17MsGHDqFevHgDTp08nMDCQXbt20bJlS6P0p0+f5tixY2zfvp0SJUoA8MMPP9CrVy+GDBmCq6srCxcupGHDhnTt2hWAESNGcPr0aZYtW8YPP/zAX3/9RWJiIpMnTzZ8DfTzzz9Tr149Tp06Rc2aNZk3bx6dO3emVSv9V20TJkygYcOG/Pbbb3z++edvqHeErEq5qt9lz6xYTeRW6b+6e53YQw+Q1FrMClphXa5AXjSPac9GpdsWLk8pG9PUoY25TNLejqBNQuFeH1XNYGSyfP9snCmzotVJ/ncBOhdH5Ko4bOwnknTHB2p7ZKscF5U19VxKsif8OusfnuNrn6A8arHwNkt9eCa/m5BO6oOs79BZvnwFypevgE6n48aNaxw+/C/r169j2LBBrF27EUdHJ1q0aMXIkUN58uQJVlaW7N//Dz/+ONmonKJFixr+nxbopqamvrLewoU9kMuf/76wtbU1DCZdvXqVuLg4mjUzfk+lpKRw9+6dTK/p5s0b2NraGUbXAQoUcGHAgK8yzfuiNm0+pH37joB+tPvBg/ssXBhC//59WLhwGWZmZrRt24GDB/ezffsWHjy4x+3btwgNfUSRIkUBuHXrBp6eXkYfPEqWLGWYtgBw6dIFzp49jYODI66uz9f99/HRB4XHjx+lWrXqPHr0kDFjxtG7dzciI59w6NBBSpXyxs1Nv4Ntu3Yd2L17J9evX+XBg/vcuHEd0H/7nsbR0cnw80lrX/XqNY2uu3x5/Qjuq4wcOdrws/r++9GUK1fe0E8vXuer8pYtW97omJOT/m/mzZs38PQsYjT3XaWyoGzZcobBSAAPD+N7imrXrsPSpb8A+g8cVav6ERb2iFOnjhMU1ICjRw8zYsRoAAIC6nDx4gV++WUe9+7d5d69u9y+fRMXF+N7iDw8vAz/Twu0y5Qp+0KbnSlUqPBrr/VNy9e/vleuXCEhIYGaNZ+/mOzs7ChbtizHjx9Pl/7EiRO4uLgYAmkAf39/ZDIZJ0+eRKfTGQLiF1WvXt1QXs2aNQkJCTGae5X2SyUuLo7IyEju3LljVIZSqaRatWoZtknIfylX9wD6+dLZkRqVxNPzEQA41vPKk6XwLsSGsfPxVWTAV6XqmKRM3dO7JP/9IaTEIC9QDYs6S5Ep3q5P6a9iVkQ/H1B9LRYsC6NQhqFMnIU26dV/+F+lfeEKAKx/eD5PbrIS3n5mhSvldxPSMfOonGma8PDHTJ36E+HhjwH93yBv79J06/YZM2aEkJiYwJkzpwDw96+Jk5Mzu3fvZO/ev7G1tcPfv4ZxnWbp3/+ve0+8GEi/nF6SdHh5FWHJktVGj1WrfmfQoKGZXpupbmaztbXDw8MTDw9PihYtRkBAHYYOHcmNG9c4fvwoOp2Or7/+ihkzfkapVNKgQWMmT55BhQrPp51kpS0WFpbMnbsIlUrF9Ok/G53TT/U4wokTRylbthxlypR7Nup6gsOHDxIQoP+mMTLyCV27dmTr1k0UKOBC27YdWLx4Zbq6VCqV0XOZTIYk6YyOZdZmF5eChn5RqVRG/WRnZ//avAUKuBjSpj2srKyfnc349aLT6VAqn39j+/I11KoVSEREOHfv3uHEiWNUq+ZH1ar+nDp1gkuXLpCUlISfn/71umLFUgYO/JyYmBiqVvVj2LBRfPJJl3R1vlhH2retOp1x+xSKt+uWv3xtTViY/usTd3d3o+MFCxY0nHvR48eP06U1NzfHwcGB0NBQ4uLiSExMxM3NeFe5F8vz8PDAw8N4FGzBggVYWFjg5+dHaGjoK9t05cqVHFylMaXyzXx+USjkRv++rySNmtQb+wGwLNs4W/0beeQRSGBVwhGbog4ZpsltP8541rY2hctTxiH3K3jokp+Q+Hd7pKTHyB1KY9NwHXJV9m64fNNe7ENzl6LI7VzRxT1GVXIA6vOjsLDajvrCNuxqvv7rzZe1KFwG6/Pm3E2M5kz8I/yc8mYVlrfFf+U9nR029QcSdWPf2zPVQ6nCJujLTH8PWVlZsGXLRtzd3enatbvROQcHfUDk4lIApVKOUimnefMWHDiwF1tbG5o1a4FKpZ9a8eJrIq3Ol4+lPU87L5PJkMlkRm2UPxtIUCrllCxZkp07t+HgYIeDg36UUqNJ5dtvv6FBg0Y0bNjY6DWoUMiN8pcoUYL4+DhCQx/g6akfYYyOjqZjxw+ZOnVGhkuzZUQul6Xrx7R6ZDKJW7euc+TIIX75ZRnly1cwtPPhwwd4eHigVMopXrwEW7ZsIjk5ARsb/e/JK1cuM3jwAJYtW41MJqNEiZJUqlSJESO+YfDgL2ncuAl16tQDoE6duvzwwxjDjYtKpRw/P38OHTrA6dMn6d9/IEqlnD17dhEXF8fvv29CqdT/bNJGpuVyfb+82EdpvL19OH/+nNHP7dq1y+nSvYpMJsuwn16W0evkZaVKebNjxzbi4mIMo9VqtZqrVy/TrFlLlEp5hq8dN7eClClTls2b1xMTE03lylUoUiSSyZPH88cfG/H3r4GNjRWgn7rz2WefG73m16xZAUjpXo9pz0uXLg3ApUvnqF07ENDPhX/48L4h3dvwuzFfg+m0GwdfnvuiUqmIjU0/jzIpKSnDeTIqlQq1Wk1ycvIry0v7WuRlK1asYOXKlYwePRonJydu3bqV7TKySi6X4ehonXlCE7Kzs3yj9b1pCZeOIqUkoLR3w6V8jSzPGU4MjSfhin6ubZEWpbDK5OeSk348F/WIraGXkSHje7+muf7Z6zTJhO3qii7+Fkq7ori334HS5u36qut10vowoVQt4k9uxFytI9WxC7roFehujMSufksUFllfXssRa9oVqcCKmyf5I/wSjUuUzqumv1Xe9/d0tlRvga3tdiJ3TiPx2oEsr+ZhajIzC6y8A3FuOgTrsvUzTe/oaE3v3r1ZsCAEnS6Fpk2bYmNjw40bNwgJCaF69eoEBQUa0n/6aUdWrlyOQqHgf//7xvC7xNZW/w2rvb2l4VhCgqXhnKOjNc7ODjx9Gk9MTDgeHh6oVErMzBRGv48sLc1RKOQ4OlrTsWMHVq5cxrffjmT48OHY2NgQEhLCkSOHGD58KI6O1ri46N+nFy5coGTJkkb5GzcOonz58kyY8D3ffPMNlpaWTJ48GWdnJ2rUqIZcLicqKgpbW9t0q3OkUSjkSJIGjSYR0I+a37t3j9mzp1GwYEEaNQoiLi4OpVLJv//upWjRwsTExDBv3jwiI58AumfX0p5lyxYxfvxYvvrqKzQaDVOnTsLHxwcfn+JGfdG8eWP27GnJzz9PpF69AOzt7WnUKIjRo1PYu3cPixYtwtHRmrp1Axk1ahRubm7UqFEVgOLFvUhOTuLIkQNUrVqVW7duMXHiRACUSv3f/Rf7KM0XX/ShQ4cO/PTTT3z00UecP3/esMFOVv5erFmzOtM0Gb0mMvLxxx+yYsUSxo79huHDh2Nubs6cOXNISkqiW7fOODpaZ/jaAWjUqCFz586lUqVKuLs74+7ujIeHBzt3bmPcuHGG9IUKuXPq1DFatGiCXC5n8+bN7N37NwUKFDAq09paZXju6Fiapk2bMm3aZJyc7ChQoADTpk0jNTUVS0tzo3z5+bsxX4PptDdSSkqK0ZtKrVZjaZm+UywsLDK8MVGtVmNlZWX4auDlNBmVJ0kSM2fOZO7cufTt25cuXbqka1NmZWSXTicRF5eYqzKySqGQY2dnSVxcElqtLvMM76i441sBMPOuT0xM1vs2bId+1MDaxwm1hRx1dEKG6XLTj2OP/wlAq0JlKYQt0a+oIyskSUfi/t6khh5GZm6PZf21xKc6QC7KfFPS9WHhqnByI7GX9mMRNIOkf/5GoXxI6O6vsA4IyVbZrV3LseLmSdbeOsO33g0wl79dX/2Z0n/lPZ1t7tWx7bGWrH4/k5f9mAKkZPE92a1bb1xc3Nm8eQMrV64kOTkZNzd3GjZsTLduPY1+X9jbu1CuXAV0Oi1OTm6Gc/Hx+g8PsbFJWFsnGP6fdi46OoHq1QNZs2YtrVq1IiRkIWq1htRUrVH5SUkpaLW6Z8fkhIQsZNas6fTs2ROdToePT2lmzgwx1F26tC/ly1egY8eO/PDD+Jfyw8SJU5kxYwrdu/dAJoOqVf2YOnUWT5+m8OjRI9q1a8no0WNp2TLjDba0Wh2LFy9m8WL9DXVyuRx7e3sqVqzMmDHjSE7WYW5uw7fffs/ChfNYtWoVTk7OBAQE0rFjJw4e3Gdoy7Rps5k5cxoff/wxFhYW1KoVyKBBg4mOTkjXF/37D+bAgQ8ZM2YsY8f+COhvcjxy5DBFi3oTHZ1A2bKV0Ol01KoVaMhXvXognTp1ZcKEiSQkJODu7k6rVm05cGAvJ0+epmnTVun6CMDNzYsZM4IJCZnFypUrKVasON269WTOnFm5+nvxspdfExmTM2fOAmbNmk63bt0BqFixEvPnL8bGxinD/kpTrVpNUlJmUqlSVcO5qlX9ePRoM5UrVzccGz36e6ZMmUS7dh9iZWVF+fIVGDHiGyZPnsjlyzcM888TEtRGdYwcOYbZs6czaNBXSJKONm0+pHTpMiQlpRAdnZDnvxuz8sFGJuXjZMNz587RoUMHdu/ejZfX8wnnn3zyCT4+PkardAAsXLiQlStXsm/f86WHUlJSqFixIlOnTqVZs2ZUqVKFb775hg4dOhjSTJ8+nd27d7N9u/6O6NTUVEaNGsXWrVsZOXIk3bt3N6SNjIykVq1aLF261Gje9LBhw4iNjWXhwoU5vl6tVkdU1JsJfpRK/Sfg6OgENJr39w9v1NRaaEMvYNtpERaVO2SeAVCHPeXxav2W1u5dK2Dm/OoPSTntxyvx4QTtm4sE/FPnC8rkcutw9dkJpF6YCjIlFvV/Q+lmmvnXb8LLfZh6+wgxcxojsy2I0zdXCftlFba2Q5DJJCwb/oHCtXaWy9ZKOir/NZ1w9VOW+3WksatPHl5J/vqvvKfz2rvYj5Ik8dFHbejatQcffNAmv5sDvJv9+DYS/Zh7ed2HLi6Zf1TP18l3pUuXxsbGhqNHn6/lGBcXx6VLl/DzS78Rg5+fH2FhYdy9e9dw7Ngx/fqGVatWRSaTUaVKFcOxNEePHqVated73X/99dfs3LmTqVOnGgXSAM7OzhQrVsyoTRqNhhMnTmTYJiH/aOPC0IZeAJkMc+/Mv1pNE3dUPy/eqrTzawPp3Jhx/QAS0MKtTK4D6dSbq/WBNKCqPu2dCqQzovSoCHIlUnw40tNHmLnXQJ2kX9Iw+dgwJG3Gy2JmRCGT07aw/u703x+cz5P2CkJ+0Wg07N27h2nTJpOUlEjDhk3yu0mCIGQgX4Npc3NzOnfuzJQpU9izZw9Xrlxh8ODBuLm50bhxY7RaLREREYa50BUrVqRKlSoMHjyYc+fOceTIEcaMGUObNm1wddUHLD169GDbtm0sWbKEmzdvMnnyZC5fvky3bt0A2LBhA9u3b2fw4MH4+/sTERFheKTV07NnT5YsWcLGjRu5ceMG33zzDcnJybRv3z5/OkrIUOrNgwAoC/kit3bOWp6oJJJuRgNgn0cbtFyLj2DzowsADPHOXeCreXzw+e6G5b7CrESnXLcvv8nMLFG6lwNAc/8UFkXtSXraHQkHpLhrpF6ek63yPiysv6Fp1+OrxIntxYX3iFKpZMaMKRw4sJcxY8bleqqhIAh5I98nGA4cOBCNRsPo0aOfbWvqx6JFizAzM+PBgwc0aNCAiRMn0q5dO2QyGcHBwXz//fd069YNlUpF06ZNGTVqlKG8gIAAJkyYQEhICNOnT6dkyZLMmzfPsJze1q36ObaTJ09m8mTjtTrT6vnoo4+Ij49nxowZxMTEUL58eZYsWWK4w1V4O6Te+hcAs+JZnxYQd0K/qotlCYc8G5WeeUM/Kt3MtTTl7NwyTf8qurjr+k1ZdKkovVpjXvF/pmtkPlN6VkXz8Cyp905iEdAESbIlIa43NnY/k3JhCsqiHyK38cq8IKCCnRulbApw/ekTtoVd5hPPzJcmE4R3xaZNO/K7CYIgZCJf50z/14g506YVNbka2vBr2HVfjap8y0zTa56m8GjRWdBKuHYsg6pQ5vOgstuPN59GErh3DjokdgX2wdfePdM8GZFSYknc2Qgp/ibyAtWwbLAJmfLdHJXKqA+Tjq3g6br+mJUIxKHvNh4tPosmJhmnUj9A3BGUXm2wCFyU5TpmXj/AxKt/E+BcjN9rds2rS8lX/4X39Jsg+tE0RD+ahujH3PvPz5kWhJzSxYejDb8G6Hc+zIr4U2GglVAVtslSIJ0TM24cQIdEY1fvnAfSOi3JB3sjxd9EZlUYizor3tlA+lXMPKsAoHlwBkmnxaKIPSAj1ewrkMnR3NuENvzoa8t4UdtnG7j8G3mbx8nxedBiQRAEQciYCKaFd1LaFA+Fe7kszZfWpWh5ek6/26GdX86C3MzcTohiw0P9AvxDStXNcTkpZ35AG7oHFJZY1F2J3DL3m728bRSupcHcGkkdjzb8OpbF9BtVJD5wQVlcPy9cfep/6XYHexUvKweqOBRGAraFXc6rZguCIAhCOiKYFt5JKc9uPszqfOnEK5FIKVqUDiosijnkSZtm3jiAVpJoULAUlRxydnNj6q21pF4OBkBVMxiFU9Z2C3vXyOQKzDwqAaC5fxKVhx3IZWjjUpAXHQJKG3SRp9Hc+T3LZX7gXhaALf9n777DpKiyBg7/qjpOzjkSZ8gZRAFRURRRMa4RI+6aWF2XT11zWN01rlnXnMMaMIARFVHJOYcBZobJOXeqqu+Pmm4YJvX09CS47/PwrNtVdet20cCZ2+eek7+tK6YsCIIgCC0SwbTQJ7lXps0DprZzpl6jtWZjMQDBo2K97pLYEdl1FfzvwEYAbh3kWwUPpXQt9pW3AGAa9jdMaXP8Nb1eydiY6uHMWYNsNmBJ0lNv7AVmzMP15+DY8CCa4l2FjtmNwfSK8myKbbVdMGNBEARBaE4E00Kfo9aVoRTqq4/erEw7CmpxltQjGSSChsZ0yZyeaVyVPiFmAGMjkjt8vVpfgO3Xy0C1Y0g+FfOoO9q/qI8zpuiteF256wAISNdTPRr2V2HK/AtSYBJafT7O3W96NV5KYDhjRKqHIAiC0M1EMC30Oc5svSmPIWYQcnB0u+e7V6UDM6IwBPi/GmROfSUfNa5K+5IrrSl2bMuuQGsoQg7LxHrsi0jSkf9H05TaGEwXbEFz2rA2BtP23BrQzJhH/B8Azi1PoTm921ToSfUoEKkegiAIQvc48v/FFo44ruzVABjTJrZ7rtLgpH5XOaCneHSF5/b8hktTmRbdnwmRKR2+3r72H6ila8AcjvX4d5FMoV0wy95HjkhFCooCxYkrfzOm6AAMQSY0l4o9rwZj/wuRQgag2Utx7njZqzE9qR5l2ZTYRaqH0Lt9//03XHvtFcyYMYWTT57KNdfMZeHCT/16j4aGBj799GPP///nP+/jxhuv7dSYLpeLDz541/P/X3vtZc4774xOjXk4VVU555zTOeGEyVRUVDQ7fuON1/LPf94HwLp1a5gyZTwFBfl+nYMgeEsE00Kf42wMpk3p7QfTddvLQNEwxQZijg/y+1wKbTV8eGADAH/zIVfamfUert1vAhLW4/6LHNLPr/PrzSRJwnRIqockSZ7V6Yb9VUiyEfNIPd3Fsf05NHvzf1APlxoYzuiwRFQ0Fhfu6LrJC0Inff31Fzz22MOceebZvP76e7z22juceuosnn76cd544xW/3eeDD97hgw/e8dt4AD/88C1PP/2k5/9fdNFlvPLK2369x5o1q6ipqSYiIpJFi77w69iC4G893gFREDpCUxVcuWsBMKVOaPf8um2lAAQPj+mSjYcv7V2OQ1WYFJnKMVFpHbpWKduAfdUCAMwjb8eYeJLf59fbGVPH4djxPc7ctQQA1vQw6raWYttfBceDMe0snNv+g1qxBce2Z7GMuafdMc9IHMqGqny+yt/G5Wnju/5NCD3KllNN9doC7Hm1aIp3pRQlwJ/dyiSDjCUpmNBxCVhTvftm6fPPP+H0089i9uyzPK+lpqZTUlLCxx9/wJVXzvPL3LqiL9vhYwYGBhIYGOjXeyxa9AUjR44hISGRr75ayCWXXN4lf4cLgj+IlWmhT1EKt6PZa5EswRjih7R5rrOsAWdxPcgSgRn+bwVf4Wjg7ew1AMwfOKVD12r2cmzLrtA3HCadimn43/w+v77AXdHDlaP/gGRNDQVJ/71z1TiQJBnziNsAcO561avVaXeqxx9l+ymxd0/HUaFn2HKqKf58J7Z9VWgOBRTNq1+al+d5PZ5DwbavSp9LTrVXc5dliS1bNlFd3fT8Sy+9gpdffgOAjz/+gJNPnobNdrCijaqqnH32LD799GPWrVvD8cdPYvny37jssgs44YTJXHzxuSxb9gugp1+88cYrFBYWNEmDUBQXzz//NLNnz2DGjCncccetlJeXee5RUlLMvffewamnTmfWrJO47bZbyM3NAWDx4q94+OH7AcjIyGDt2jXN0jzKy8t48MF7OP30k5g583j+7/9u5sCBXAAKCvKZMmU8ixd/1eqzqa6uZtmypUyYMJHp008kL+8Aq1d738RJELqbCKaFPsWZ05gvnTIOSTa0eW7ddn1VOiA9DEOAye9zeW3/SuoVJ8ND4zkxZqDX13k6HNblIoX0x3rsC0fFhsOWuNM8lJLdqA2VGAJMnnQc2/4qAAzJpyGHDwNXHY6d7edOpwVGMKox1eMbUdXjiFa9tkAPaHsLRdPn5IWLL57Lrl07OPvs01iw4K+8++6bbN++leDgYFJT9W+5TjnlNFwuJ0uX/uS5bs2aVVRVVXLyyafqt1QUXnjhGW6+eQFvv/0R/fsP4KGH7qW+vp6LLrqMCy+8lNjYOL744ltiY+MA2Lx5EzU11bzwwqs8+uh/2LJlM88//zSg51jfdNOfAXj22f/y3HMvExYWzrXXXkFJSTEnnXQy8+ffCsBvv/3GyJGjmrwvl8vFLbfcyP79+3jkkSd4+eU3UVWVW2+9CUVRPHM56aSTW302P/zwLU6nk+nTZzBmzDgiIiL9nksuCP50dP4LLvRZzv16JQ9TWtspHpqm6fnSQNDQ9it+dFSdy8Fr+/S53DRwSoe+fnRsegSl8BcwBGKd+haSOczv8+sr5OBo5Mh0QG8tDjS2Fgdbth5MS5KEebj+j7dz53/RHO2v/M1O0L+1EFU9jmyOovqenkIz3s7phBNm8MILrzFlyvFs3bqFl156jnnzLufii89l06YNAISHh3PccVP57rvFnuu++eZrjjtuGqGhB9NJ5s27nnHjJpCSksrll19DXV0de/fuITAwkICAAGRZJioqGoNBX4CIiorm//7vTlJT0xk7djwnnXQKO3fqP3guWfIdtbU13H33gwwaNJj+/Qdy++13ExwczJdffo7FYiU4OBiAmJgYTKamCxVr164mK2s39977ECNHjiY9vR+33343U6dOp7q6GoPBQFRUNBaLtdVns3jxVwwfPoL4+HgMBgMnnjiD33//ldLSUq+erSB0NxFMC32Ky70y3U4wbT9Qg1LjQDIbuqTj4Ts5a6lwNtA/KNITuHnDlfcDzq1PAWA55j8YIob6fW59jemwVI+A9HAAGrKr0FR91dGQegZS6GBwVOHc9Wq7Y56ZMAyA30v3UypSPY5Y5jj/5un6Q0fmNHz4CO6//2G+/voHXn/9XebNu466ujr+/ve/UlGhVyE6/fQzWbt2NaWlpdTX1/Hrrz8za1bTyhnp6eme/3YHuk6ns9X7JiUlI8sH//kPCQnBbrcDsHPnTqqrqznttBM4+eSpnHzyVGbOPJ7i4iKys/e3+56ysvYQEhLqWV0HiI6O4cYbbyYiIqLd6/fs2c3Onds56aRTPK/NmDETRVH4+uuF7V4vCD1BbEAU+gy1vgKleBcApnbK4rlXpQMHRyKb/Pszo11x8VLWcgBuHHAcBi9TNNT6PGzLrwfAlDEPU/q5fp1XX2VMGYd942c4GzeWmuODkC0GVLuCo7AWS2KInjs9/Bbsf1yHY8eLmDKuRTIFtzpmWlAEI8MS2FRVwPdFu7g4dUx3vR2hG4WOS9BzlHtLqodBInRcQrunFRcX8c47b3LZZVcQGxuHLMsMHpzJ4MGZTJ06nblz/8SGDes44YQZTJw4mcjIKH744VvCwsIICQll4sRjmoxnMpmb3aOtjYeHBtKHn69pKqmpafzrX082OycgIKDd92Y0di6sWLz4SwCeeeZJnn32qSbHvvpqIXPnXtXi/AWhJ4lPpNBnuA6sB0COSkcOimr1PE1Rqd+tr+oEZbZ+nq/+d2AjhfYaEqwhnJc8qv0LAE11Yfvtz2AvR44chXnM/X6fV19ldDdvaVyZlmTJk+rR0Jg3DWBMOwcpuB/Yy3FmvdfuuDPjMgD4vminv6cs9BLW1FBiz87A2i8MyWwAg+TVL8nL87wez2zA2i9Mn4sX1TzMZgtfffU533//TbNjISEhAERG6n93GQwGTj31dH799Wd++WUJM2fO8qRreKOjFTD69RtAYWEBwcEhJCenkJycQnx8Ai+99CwbNqxvd8x+/fpRU1Pt2XAIUFFRwemnn8SWLZvbvLfL5eL7779h4sRjePPN93njjfc8v6644hqKigpZvvz3Dr0fQegOYmVa6DPcObWm5LFtnmc7UINmV5ADjViSQ/w6B0VTeT7rDwCu638s5nY2Qbo5Nj+GWrIcjMFYp7yKZLD4dV59mSlpJEgSanUBanURcmgc1vQw6neV65sQj9Xbs0uyEfOQ67GvXoBzx0uYBl+NJLf+V9jMuAwe2/ULS0uyqFecBBr8vwlV6HnW1FCvy9EBGI0yERFBVFTU4XJ5V0rP38LDw7nkkst55ZUXqaur48QTZxAYGMT+/ft4881XGTt2PKNGHfw2ZdasM3j//bcxGAzccMPNHbpXQEAgNTXV5ORkk5iY1O75M2fO4r333uKuu/6P666bT3BwMG+88QorVvzBNddc1zimvkK9ZcsWoqKarsSPGzeRzMyhPPTQvcyf/zes1gBeeOFpwsMjyMwcgqIoVFZWEBwc3Cxv+vfff6WyspILL7yU/v2bbuqOi4vnf//7gC+++JTjjpvaoWcgCF1NrEwLfYYzV18VMSa3/ZV9w269fFrggAgk2b91Sb8q2Ma++nIiTQFcktp2UO/mKlyKc8sTAFgmPYUc0t+vc+rrJEswhpjBADgbv31wN29xFNahNBzM/TT2vwgsUWh1ObhyWi+tBTAsNI6kgDAaVBe/le7totkLgm/mzbuO22+/m40b13PTTX/mkkvO49lnn2TChEn8+99N0xtSUlIZOnQ4gwZlkJaW3qH7TJ9+IlFR0VxxxUXs3Nl+I6Pg4GCee+6/hIWFceutN3LNNXMpLS3hqaeeJz1dbyo1duwEhg0bzoUXXsjvvy9rcr0sy/zrX08QGxvHLbfcwPXXX43ZbOGJJ57FaDRSXFzEWWedypIlPzS796JFX5GamsaECZOaHQsKCmb27DmsWPEHhYWFHXoGgtDVJK0rKroLLVIUlfLy7tkM1RtWX/yt7J8jUCuyCfvL15gHttxtUNM08v67AbXOSczZgwno5ObDQ5+j06kwY9nLbK0uYsHg6dw6+Ph2r1cbimhYPB3NVoxx4OVYJzXPQzzSefNZrH5/HvZ1HxF4yj8IOuV2AAre3oyztIGoWQOapOs4Nj2KY/O/kSNHEXDqkja/cv7HlsW8vn81F6eM4clRZ/r3jXWzI/HPdE/oi89R0zQuuGAOc+deyRlnzOnp6QB98zn2RuI5dl5XP8OYmPa/4RYr00KfoNaVoVZkA2BMaj1P2VFQi1rn1HMYO/DVrzeWFO9ha3URQQYzV3nRylxTFex//AXNVowcNgTLuH/6dT5HEmPyaABceRs8r7lXp22H5E0DmAZfDYYA1PKNKMVt50+eGpcJwPdFu1DFuoHQx7hcLn75ZQlPPvkoDQ31zJgxs6enJAhCC0QwLfQJ7nxpQ/QA5IDW6zLXN6Z4BPQPRzL49+P9zB7968y5aeOIMLe/q925/XmUwl8b60m/hmRs/5qjlTt1x/37DHqzHWgskXdIICxZozD1vwgA57bn2hz3mKg0QowWSh11rKs84OdZC0LXMhqN/Oc/j7Ns2S/cc8+DXlXTEASh+4lgWugT3Lm07hXMlmiaRsOexnzpge3XM+2IlWU5rKrIxSwb+Ev/ye2er1Rsw7HpEQAs4x9BDsvw63yONJ5NiFX5qDXFAHpJPKOMWufEWdbQ9Pwh1wESSv4PqNVZrY5rlg2cFDsIgO8KRVUPoe9ZuPAbFi78plk5PEEQeg8RTAt9gnvF0thGJQ9naQOuKjuSQcLaz79dBV/Yo1fwOD9pJHHWtvOnNMWBffn1oDowJJ2KccAlfp1Lb1DncLGhoJpPtxXx3sYC3t6Qzzsb8vl5bzn7KxtQ1I6lVOibEPWg1/2Dk2SUsSTpz9qW3bTroRzSH0OS3tShvSYuM+P0zY3fihJ5giAIQhcQpfGEPsGV2/7KdMPeSkBvRy2bvK/D2p491aUsLtB3wf/Zi1Vpx5bHUSs2gyUSy6QnO1zntTdSNY21edUs2lXC91llZJU3tHl+gFHmuLRwTh4QxWkZMUREBLV7D2PyaJTiXbgObMAyRM8NtaaHYsuuwpZdRei4+CbnmzLmoeR9hzPrfcyj7kAytZwjf2LsIIySzO7aUvbWltE/2P+1xwVBEISjlwimhV5PrS1FrdQbABjbaJJi218JgLV/uF/v//TWX9HQOCl2EINDYto8Vyldi3Prf/R5THgcOSDOr3Ppbg1OhQ82F/LCqlxyq2xNjkUHmhgUFUiw2YhBBpeqkVtpY39lAw0ulR+zyvkxq5zbv9/NWcPjuWZMIuMTQlr94cKYPBr7uo+b5E1bU8OAXOwHatBcKpLx4JdphvjpSKGD0ap34cz6AHPmn1scN8xkZXJUGstK9/Fd0U6uCz62089FEARBENxEMC30eq78TQAYovsjW1tefVRtLuz5tQAEpPkvxaPCUc+be1YDcF07q9Kaq0FvF64pGNPOxZh2lt/m0d2cispra/N4dmUOpfV6necQs4GTB0Zx+uAYJqeEERXYvIUxgKJq7Cyr48esMn7YU8aqvGoWbilk4ZZCxiaE8MBJA5mQ1Pz3yJjUfBOiKToAOciEWufEnl/bpEKLJEmYM+bpTVx2vYopYx5SK63dZ8ZlNAbTu7hugAimBUEQBP8ROdNCr+fK3wKAIXFkq+fYcqpBA2OkFWOY/7oLvrlvDfUuJyPC4jkuKr3Ncx0bHkSr3oMUEIdlwr/9NofutjqvipPfWsu9P2dRWu8kJczKv04exOYbj+XFM4YyOyOm1UAawCBLDI0JZv4xaXx16Vj++PMk5h2TitUos66ghtnvruemRdspqrU3uc7o2YSYh1pTAugBszuAtmVXNbuXsd8FYApFq9mLkr+k1Tm5W4uvKs+hzFHf4WciCIIgCK0RwbTQ67lXpo2JI1o9p6GxFrG7nJo/2BUXr+xdCcB1A49tM/fZVbgM586XAbBMegbJ4t9qIt3Boajcs2QPZ7y7nu0ldUQGGHni1MEsnzeRK8cmEeBjHnpGdBAvnzeK9Tccy0Uj9Lznj7cUMe211SzaWeI5T7aGYIjWWwi7NyHCwW8abDnNg2nJFIypcYOnc/cbrc4hJTCcYaFxqGj8WLTLp/chCIIgCC0RwbTQ67nyNgOtB9Oaph3Ml04P99t9P8/fQrG9lqTAMOYkDWv1PM1Vj33lzfocB16OMWmG3+bQXfKrbZz9/gZeXnMADbhweDy/XTORS0clYvJTve7YYDP/mZXJN5eNZWRcMJU2F1ct3Mrfv91JvVMBDm3estFznXtl2lFU36S1uJtp0OUAKHnfo9bmtnr/k2P1qh4/lezxy/sRBEEQBBDBtNDLaU4bSom+kmhMajnNw1nagFLrRDLKWJPbb/vp1X01jZf3LgfgxiHHYZZb317g2PwYWu1+pMBELGPv98v9u9MfOZXMeHMta/KrCbUYeOuc4Tx9emabqRydMTYxlEWXjeXGSSlIwDsbC5j97jryqm0tNm8xBJsxRenNKmw51c3Gk0MHYYibCmg497zd6n1PjNVXvZeWZOFSRdteQRAEwT9EMC30aq6i7aAqSEFRyKEJLZ7jbjdtSQlpUu2hM34t3cv2mmKCDGbmZbTeLEGp2IJz+/P6/Sc8hmTyTzDfXb7eWcKfPt5IWYOTEXHB/HDFeE4dFN3l9zUbZO6ePoCP/zSK6EATW4vrOO2ddWwL0qu1HBpMwyGtxbObB9MApsFX6ddlvYumNl+9BhgbnkyYyUql08b6yjw/vRNBEAThaCeCaaFXOzTFo7Wc5a7Il35t/yoALk4bQ4QlsMVzNFXR0zs0BUPqmRiTT/Xb/bvD2xvyuWbhVhyKxumDo/nqkjGkh3dvu+Jp6RF8O3ccmdFBFNU6OHepyi/mCaiVuah1ZZ7zDt2EeGhrcTdD8mlI1jg0WzHKgW9avJdRljk+egAgUj0EQRAE/xHBtNCrKQVt50urThV7fg2gN2vxh+z6Cn5o3KR2df+JrZ7n3P0Gatl6MIViGf+IX+7dXV5alcuC73ahAZeNSuCVs4b5vMGws1LCrHx96RhO7BeJzaVxc9g/+N58LK5DNiFakkPAIKHUOHBV2JqNIckmT6fJtjYinhDbGEwXi2BaEARB8A8RTAu9WnubDx0FtaBoGIJMGCOsfrnnW/vXoAEnxAxgYHDLKQ+arRTHpocBMI+6EzkgvsXzeqM31+dx789ZANwyOY3HZg7GIPdsl8YQi5F3zhvOOUNjcWHg76EL+GRjjue4bDJgSWy5tbibaeBcQEIp/BW1Zm+L55wYo+dNb6zKp8Re5983IQiCIByVRDAt9FqapuEq0GtMG1upMW3L1QMrS0qoX9p21ytO3s9dB8CV6a2vSts3PACOKuSIEZgGXdnp+3aXjzYXctv3uwGYf0wqt0/r12vanRtlmedOH8J50eWokoG/7evHp9uKPMetaY2pHi2UyAOQg1MwJJwAgDPrgxbPibOGMDxU/8FnaUmWP6cvCIIgHKVEMC30Wmp5NpqtGgxmDLGDWjzH3hhMW1Na7ozYUQvztlDptJEaGM5JjdUfDqeUrsaV9R4AlgmPIsk9kx7RUd/tKeXmb3YAcM24JP4xrV8Pz6g5gyzxxLRozm/4Fg2J+Yt28GOWnjvtqTedW42mtFyNw9j/YgBc+z5EU5UWzzkhRqR6CIIgCP7jUzBdVFTU/kmC0Emuwm0AGOMykQymZsdVp4K9UP+q3prS+SoamqbxeuPGwyvSJmBooTW1pqnYV9+mz6v/hRhiWl+97k02F9Xwly+3oWpw0Yh4HjppYK9ZkT6cOXkUd9e+yOm2X3CpGtcs3MqqA1WYYgORrUY0h+r5fT+cMeU0MIeh1eejFP3a4jknNv5g9kvJHhRNlMgTBEEQOsenYPqEE07gmmuuYfHixTgcDn/PSRAAcBVsBcCQMLTF4/a8WlA1DCFmDH5oIb6m4gBbqguxykYuShnT8pz2fYRavhFMIZhH39vpe3aH/Gobl36ymXqnyvHpETw2c3CvDaQB5IAwjFFpPFTzNCfGQYNL5ZJPNrGztP5gqkcLrcUBJIMVU9q5ALiy3m/xnPERyYQYLZQ7G9hYWdA1b0IQBEE4avgUTD/yyCOoqsrf//53pkyZwv3338/mzZv9PTfhKKcU6sG0Mb6VYPqQFA9/BIfuVelzkkYQYW5eIk5z1eHY8BAA5uG3IgfEdvqeXa3eqXDZp1sorHWQERXIq3OG+a2jYVcyJo7ChMJzKVuYmBRKtV3h0k83UxcXBLS+CRHAOKAx1SN3EZq9stlxk2xgWnR/AH4q2e3/yQuCIAhHFZ/+VT3rrLN4/fXX+fnnn7nqqqtYsWIF559/PrNnz+b111+ntLTU3/MUjkKuAj3Nw9BKMH1w82HnUzyKbDV81Xi/K9MntHiOc9vzaA2FSEGpmDLmdfqeXU3TNBZ8t4stxbVEB5p49/wRhFpa7+TYm7i7XZqKNvDmOcNJD7eSW2Xjhq35ODQNR2Etqs3V4rVy5GjksCGg2nFlf9biOe5uiCJvWhAEQeisTi1RxcXF8Ze//IVvvvmGTz/9lIiICB577DGmT5/OTTfdxMaNG/01T+Eoo7nsKI2rhsaEYc2Oqw4FR5E7X7rzmw/fzVmHS1OZGJHCiLDmnRbVunwc254FwDzmXiSDf8rwdaW3NuTzydYiDBK8OmcYqWHd25ClM9zBtCtvE1GBZt49bwShFgOrC2t42KigqZrnh6nDSZLkWZ127m051eOExhJ56yvzKHfUd8E7EARBEI4Wnf6+d82aNdx9991cffXVrF27luOOO47bb7+dhoYGLrroIt58800/TFM42ijFu/Q24gHhyGGJzY7b82pAA2OYBWNo5/KlFU3l/Ry9HN4VraxK2zY8Ako9cvQEjKlndep+3WFtfjV3/aivut49fQCTU8J7dkIdZEzS24orxbvQHPUMigri1TnDMEiwyObgA9WFLaeNVI9+54NkRC1bj1K5o9nxxIBQMkNi0RAl8gRBEITO8SmYzs7O5plnnmHGjBlcdtllLF++nMsuu4wlS5bw6quvcumll/Lqq68ya9YsXnzxRX/PWTgKuDcfGuOHtpgPbc/Tux5akjuf4rG0ZC95tmoiTAHMih/S7LijfDuOxs1slrEP9urNewCVNifzFm7FqWrMHhzNXyYk9/SUOswQGo8UEgua6vksHJ8eyQMn6SvKz6hO/tjdejqZbI3BkHQyAK5WVqfdDVyWiFQPQRAEoRN8CqZnzpzJa6+9xqhRo3j99df58ccfueGGG0hIaPr1eP/+/UlJSfHLRIWjiydfurVKHvm1AFgSgzt9r/caV6XPSx6J1dA8p7jij/tAUzEkn4YhpuWV695C0zQWfLuLvBo7/SIC+M+szF4f/LfG3fXSlbfJ89rVY5M4OyMGBVhQVcuBxlbyLTE1thd37fsYTXU2O+5uLb6sdC+apvlx5oIgCMLRxKdg+u677+a3337jiSeeYPLkya2ed/311/PJJ5/4PDnh6NVWJQ9NUfU24oAlqXMr0yX2Or4r2gnAxS2Uw3OVrqN+z+eAhHnUnZ26V3f4cHMhX+4swShLvHjGEEL6yIbDlrhTPVz5B4NpSZJ4YlYmg0wGyoFrv96Gs5UGLobEGUjWGDRbCUr+j82OT4hIxSobKbLXsqtWbJoWBEEQfONTMP3dd99RXFzc4rEdO3ZwxhlndGpSguAq3A60vPnQUVyPpmjIViPGiM5tBPzfgY24NJWx4UkMCY1rdty27kEATAP+hCG8eQpIb7K3vJ5//Khv2rxtajpjEvzTFbKnuFvIu/KabmQOMht4YXQywcDaigYe+31/i9dLsgljvwsAcLZQc9pqMDIxMhXQV6cFQRAEwRdeL1utWbPG81XoqlWrWL16NeXl5c3O+/nnn8nNzfXfDIWjjtpQiVp5AABDCznM9sav9i2JwZ1KYdA0zbPx8JLUsc2OuwqX4Sr4BWQT1tF30JsTAVyqyvVfb6feqXJsajg3TEzt6Sl1mqeiR8E2NMWFdEgKTkZmNHeuK+AOxcEzy3M4LjWc49Mjm4/R/2Kc259Hyfse1VaCbI1pcnxqdD9+Ld3LstJ9XNNvUte+IUEQBOGI5HUw/b///Y8vvvgCSZKQJIn777+/2TnuYHv27Nn+m6Fw1FEa0y7ksETkgPBmx+15/knxWFmew566MgINJs5KbLoCrmkajs2PAhAy/GoMwam4XL239fQLq3JZX1BDqMXAc6dnYpD7Zp70oQxR/ZEsIWj2GpTiXRgPyZ83xwdzcoCF1fUqn6kubvh6Oz9dOYHYIHPTMcIzkaPGoJatx7X/M8yZf25yfFp0f/7JEn4v24dLVTHKvb+hjSAIgtC7eB1M33XXXZx77rlomsbll1/OPffcw8CBA5ucI8syoaGhDBo0yO8TFY4ersZg2hCX0eyYpmlNVqY7473c9QDMSRxOsLFpeT2l6DfU4j9ANhM+4f+oabk/SK+wo6SOx37bD8BDJw0iKbT318D2hiTLGBKH49q3HFf+xibBtCRLWJNDuWWPiy0BMrvqHMxftJ0Pzh/Z7NsKY78LcJStx7X/k2bB9PCweCJMAVQ4G9hQlcf4CLFhWhAEQegYr4PpkJAQJk6cCMDbb7/NsGHDCAoK6rKJCUcvpVgPpo2xzYNpV6Udtd4FBglznO+fvyqnja/z9U2Oh6d4HLoqbR40F2NIMlTU+XyvruRSVf66eAcORWPGgEguGN4877svMyWN1IPpvM0w7qImx6ypIVizKvh3ZAgX2Sv4eV8Fb2/I5/IxSU3OM6bOwbH2LtSydag1e5FD+nuOGSSZY6PSWVS4nWWl+0QwLQiCIHSY18H0woULOf7444mIiCA/P5/8/Pw2z58zZ05n5yYcpdxpHoYWgmnPqnRcEJLR96/kP8/bTIPqIjMklrHhTYOvQ1elrSNu9vke3eGFVblsKKwhzGLkiZkZfbYMXmuMiY0VPQ4pj+dmaex8mVJi4x9T0rnnl73c+3MW09Ij6BcR6DlPDojFEH88SsFPeqrHiL83GWdaTH8WFW7n15K93DJoWhe+G0EQBOFI5HUwffvtt/Pxxx8TERHB7bff3ua5kiSJYFrwmat4F9Bymoc7X9qc2Ll86fcbUzwuSRnTLAB1r0qbBl6GHJTU7NreYl9FPY83pnc8eNJA4kM61wmyN/JsQszfhKZpTX6vTFEByIEm1HonlyWE8W1qOH/kVDJ/0Q4WXjymSd64Mf1clIKfcO7/H6bhtzYZZ1q0vlK9piKXOpeDIGPTvGtBEARBaIvXwfSSJUuIiYnx/LcgdAXN2YBakQ20nObhqS/diXzpHTXFbKoqwCTJnJM8sskxpXhl46q0CdOwv/p8j66maRoLvtuFXdE4Pj3iiEvvcDPEZYLBhNZQiVqRgyEyzXNMkiSsKSHU7yzHkVvD07MyOOH1NazKq+bF1bncOOlgRRNjyizsq6xo1XtQKzZhiBzlOZYeGEFyQBgHGqpYWZ7DibFN94IIgiAIQlu8/p48KSkJs9ns+e/Df8XFxREUFOT5/4LgC6V4N2gaUkA4UnB0k2OqXcFZ1gCAJcH3YPqzvM0AnBQ7iChzYJNjjq3/AcDY70LkwN77Of7f1iKWZVdiNco8esrgIy69w00ymjHG6eURW0r1sKaGAWDLrSY1LIAHTtQD4X8v28e2ktqD45hCMSadqo+z/9Om95Akz+q0qDctCIIgdJRPSacul4vnnnuOr776CoCVK1dy3HHHMXnyZC6//HKqqqr8Oknh6HFoikez9IsiPTgyhJoxBJl8Gl/VND5tDKbPTTpsVbpiK0r+9yDJmIfe5NP43aGs3sG9P+0B4O/HpZMeEdDDM+panlSPw5q3AFhT9bxpR2EdqkPh4pHxzBgQiUPRuOnrHTgO6Y5oTD9XH2f/p2iq0mScqdH9AFhWuq9L3oMgCIJw5PIpmH7mmWd48cUXqa6uBuChhx4iPDycO+64g5ycHJ544gm/TlI4erRVycNeoFfUsMT7viq9sjyHvIYqQowWTo4b3OSYc+vT+r1Tz0IOHeDzPbrag7/spbzBxdCYIP4yIbmnp9PlDgbTzVemjWEWDGEWUDXseTVIksRTp2YQGWBkS3EtT/6e7TnXkHgSmMPQGgpRiv9oMs6UxmB6S3UhpfbeWblFEARB6J18CqYXLVrE3/72Ny655BKysrLYvXs31113HXPnzuWWW27hp59+8vc8haOEUtS4Mt1SvnRh4+bDBN9L4n3aGJCdkTAU6yEd9dSafbhyPgfANLT35kqvy6/mg82FADx6ymBMhiO/yYgxqbGiR37zYBrA2ljVw5aj/3AfG2zh36foPyg9syKbdfn665LBgjHlTH2sw1I9YizBDA3R885/L9vv3zcgCIIgHNF8+pe4uLiYUaP0f+B++eUXZFlm2jS9pFR8fDw1NTX+m6FwVHEVuxu2NF011jSt0yvTNsXFl421pQ9P8XBsfx40FUPiDAyRI3wav6upmsYdP+4G4ILhcUxIDuvhGXUPQ8JwkCTUqnzU2tJmx60pemUXW26157UzM2M5e0gsigY3f3Mw3cPY7zwAXLlfoin2JuNMjXGneoi8aUEQBMF7PgXTsbGxHDhwAICffvqJIUOGEBkZCcD69euJj4/3eixVVXnmmWeYOnUqo0ePZt68eeTm5rZ6fkVFBbfeeisTJkxg4sSJ3H///TQ0NDQ555tvvmHWrFmMHDmSOXPmsHz58lbvfc011/Dss882O3bKKaeQkZHR5Fd7JQGFztEUF0qJngt8eJqHUuNArXeCLGGK9W1leknxbqpddhKtoUyOOlgVQrOV4dr7AQCmXpwr/eHmQjYU1BBsNnD38f3bv+AIIVtDMETp77etvGlncT1Kg9Pz+sMnDyIq0MTO0nqeW5EDgCFmMlJAAjiqUPKbViVyb0L8VQTTgiAIQgf4FEzPnj2bRx55hKuvvpq1a9dy7rn6xp5//vOfPPvss5xxxhlej/XCCy/w/vvv8+CDD/Lhhx96AlyHw9Hi+fPnzyc7O5s333yTp59+mqVLl3Lfffd5jq9YsYIFCxZw4YUX8vnnnzN58mSuvfZasrKymozjcDj4xz/+wbJly5rdo76+ntzcXF5++WV+++03z68777zT6/cldJxSvh8UB5gCkCNSmxyzN5bEM0UHIJt8S21wp3ickzQC+ZDNjc7db4BiQ44chSH2ON8m38WqbE4eWqoHeX8/Lp3Y4COvpnRbPKkeLeRNG4LMmKL0TZj23IPfikUGmHjoJL26x1PLs9lVWockGzCmn6OPtf+TJuMcE5mGUZLJqa8kp76yK96GIAiCcATyKSq5+eabueqqq5AkiVtvvZWLL74YgM2bN3PVVVdx3XXXeTWOw+Hg9ddfZ/78+UyfPp3MzEyeeuopCgsL+f7775udv379elatWsW///1vhg0bxuTJk3nggQf44osvKCoqAuCVV15hxowZzJ07lwEDBnDbbbcxbNgw3nrrLc8469at45xzzmHNmjWEhoY2u8+ePXtQVZUxY8YQExPj+RUS0rlGIULblMZKHsaYQUhy04+mo7AxxcPHkngVjgZ+LNZTJA5N8dAUG85drwJgGnJDry0x9/jv2ZTVOxkUGcjV43pvyb6ucmjzlpa4uyEemuoBcPaQWE91j1u/3YmqaQereuR9h+Y8eH6Q0czo8EQAlou8aUEQBMFLPgXTkiTx5z//mVdffZV58+Z5Xv/www/529/+hsFg8GqcHTt2UFdXx+TJkz2vhYaGMnToUFavXt3s/DVr1hATE8OAAQcrLUycOBFJkli7di2qqrJu3bom4wFMmjSpyXhLly5l6tSpLFy4sMUAeefOnURHRxMWdnTkpPYWnjbih+VLw8FmLeZ431I8vi7YhkNVGBYax5DQWM/rrn2foNlKkAKTMKae6dPYXW1HSR2vrdXTqv45YyDmo2DT4eHaqugBB1M93JsQ3SRJ4t+nDCbIbGBVXjVvrc9HjhiJFDoIFBuu3MVNzj82Kh2AP8qyEQRBEARveN0B8XA1NTWsWLGC+vp6NE1rdtybduKFhXpVgoSEhCavx8bGeo4dqqioqNm5ZrOZ8PBwCgoKqK6upr6+vlnO9uHj3XLLLW3Oa+fOnQQGBjJ//nzWrVtHREQE5557LnPnzkWWOxfIGI3dEwgZGgMuQx8KvNQSfWXaFJ/Z5DlpioqjWF+ZDkwO9ekZfpqv15Y+P2WU53pNU6nf8QIAlqHXYTI3T53o6eeoaRp3/bQHRYPTM2I4aVB0+xf1Mv54hlKqnuahlO5BVuqRLU2/oQhKD6NUAleFDRpcGEMOtgRPjwzk7ukDuP37XTy0dC+zMmOI6n8+tg0Po2R/RsDgiz3nTonpxzN7fmN5+f5u+7PqrZ7+LB4pxHP0D/Ec/UM8x87rDc/Qp2B62bJlzJ8/v9nGPzdJkrwKpt3XuzsrulkslhYbvzQ0NDQ7132+3W7HZrO1Op7dbm92XWt2795NdXU1M2fO5IYbbmDt2rU89thjVFVV8de/+l42TZYlIiJ8L+vmi9DQvtPQo6JMT8MIHzCK0EOeU31+DZpLw2A1Ets/CknuWCpGdm05K8qykZC4atgkIoL0seuzf6CqaieSOYS4CX9BtrT+e9NTz/GTjfks21+B1SjzzDkjiYgIbP+iXqpTzzCiP+XhCbgqCwioySIw/thmp5QkhlCfV4NcaiMiNaLJsb/PGMwXO0tYnl3BP37M4pOzLyJvw8O4CpcSarVhCIgCYGZwJoYVet50ldFOekik73PuIn3pz3RvJp6jf4jn6B/iOXZeTz5Dn4LpJ554gv79+3PHHXcQFxfn82qt1WoF9Nxp938D2O12AgKaPxSr1drixkS73U5gYCAWi8Uz3uHHWxqvNa+88gp2u92TApKRkUFtbS0vvvgiN910k8/vV1U1qqvrfbq2owwGmdDQAKqrG1AO6QLXW2mahj1vOwC2oDSUioONM6p3lgBgjguisqrjz++d3WsAmByVRqDDSIVDH7t29TMAmAZcQlW9AeqbN+voyedY71T42xdbALjpmFTCZY2Kir7XUMRfz9CQOBJXZQHl21dgjx7V7LgpKRjyaijdXoLcr/leiMdnDmb6q6v4ensR72VGc2LEcNSKLZRs/h+WQZd5zhsTnsiaigN8s3c7F6aO9nm+/tbX/kz3VuI5+od4jv4hnmPndfUz9GYR1KdgOisrixdeeIHx48f7crmHO2WjuLiY1NSD1RuKi4vJyGjetCM+Pp4ff/yxyWsOh4PKykpiY2MJDw8nMDCQ4uLiJucUFxcTFxfn9bzMZnOz1e3BgwdTX19PVVUVERERrVzZPpere/+wKIra7ff0hVKVj2avAdkAEf2bzNnmruQRG+jTe/kybxsAsxOGeK5Xa/bjOqBvcjUOvLLdcXviOT6/PIcD1XaSQy1cPzGlT/w+tqWzz9CQMAK2fYcjdyOWFsYxJ4fCqgIasqtwOpVmm0kHRgRw8+Q0Hvt9P7d9t4ufjjuHoIotOPZ9jqHfJZ7zJkemsabiAL+V7OO8xJGH36bH9ZU/072deI7+IZ6jf4jn2Hk9+Qx9WmJNTEyktra20zfPzMwkODiYlStXel6rrq5m27ZtTJgwodn5EyZMoLCwkOzsg5uDVq1aBcC4ceOQJImxY8d6XnNbuXKl14G/pmnMmDGD5557rsnrmzdvJiYmplOBtNA6z+bDqH5IxqY/yNiL9NVYc1zHU2TyGqpYW3kACTg9fojndefuNwANQ8JJyKEDfZ53Vymuc/DsSr028l3H9yfQ5N2m3iNZW+XxACxJwSBLKDUOXJUtp3XddEwqGVGBlNY7eTRPTxVRCn9Fs5V5zjm4CXG//yYvCIIgHLF8Cqb//Oc/8/zzz3sat/jKbDZz6aWX8vjjj7NkyRJ27NjBLbfcQnx8PKeccgqKolBSUuLJhR41ahRjx47llltuYdOmTaxYsYJ77rmHOXPmeFaer7zyShYtWsQbb7xBVlYWjz76KNu3b+fyyy/3ak6SJHHyySfz2muvsXjxYnJycvjoo4949dVXmT9/fqfer9A6xd358LBmLZpLxVnamFvvQyWPRQV66sikyFTirCGNY9bjzHoXAFPGNT7PuSs9/tt+6hwKoxNCmDMktv0LjgKeih6F29AUZ7PjssngKZ1oP1Dd7DiAxSjz6Ey9Wsy72+pYb54FmoLrwCLPORMjUzFIEjn1leSKetOCIAhCO3xK8/jqq68oKiri5JNPJjIyskm+M+gB6eHpGK2ZP38+LpeLu+66C5vNxoQJE3jttdcwmUwcOHCAk046iUceeYRzzjkHSZJ47rnnuP/++7n88suxWCyceuqp3HHHHZ7xpkyZwsMPP8wLL7zAU089xcCBA3nppZealNNrz6233kpwcDBPPvkkhYWFJCcnc+edd3LBBRd4PYbQMS5PWbymwbSjtB5UDTnAiCGk+ebT9nxd4E7xGHrwXvs/BUclUnA6hoSTOjHrrrGrtI53N+YDcN8JA3pt7evuJkemI1nD0GxVKEU7MCY2b/tuSQ7BnleDLbeG4BEt/xByTEo4F42I54PNhdxVcjELQ7/DkL0Q08C5QGO96bAk1lYeYHl5NimB4V35tgRBEIQ+zqdgOj4+vkMtw9tiMBhYsGABCxYsaHYsOTmZnTt3NnktKiqKZ555ps0x58yZ41U1EdDboR/OaDRyww03cMMNN3g1htB5noYtsU1rTDuK9A2H5tigDgeVBQ3VrKrQW9O7Uzw0TcO58xUATIOvRpJ7X/rEg0v3omhw2qBoJqeE9/R0eg1JkjAmjsC59zdceZtaDKatKaFUr8zHfqAGTdNa/czcPb0/3+0pZUdNAG/Js7imaBGarRTJqpcePDYqjbWVB/ijbD8XJDff7CgIgiAIbj4F04888oi/5yEc5VytpHk43PnSvqR4FOopHhMiUkgI0Ks7qCUrUCu3giEAU/+L27q8R/yWXcH3e8owyhJ3T+/f09PpdYxJIxuD6Y0w4ZJmx80JQXredK0DV5UdU7i1hVEgKtDMPdMHcPM3O3m65mJmBSynX+7XmAZdAeh5089m/S7ypgVBEIR2darCdVZWFm+//TaPP/44RUVFrFmzxi8bE4Wji1pfgVajV2AxNFuZ9n3z4cEUj0M2Hu7UW4cb+52PZAn3ZbpdRtU07v85C4C5oxMZENl3a0p3FfdqdGubEPW8af2zYs+taXOsP42I55jkMOpVMw9UXoUre6HnmMibFgRBELzlUzCtqip33XUXs2fP5uGHH+a1116jtLSUF154gTlz5rTYvVAQWuNO8ZDDkpCtB9u7q04VZ2ljmkcHg+kiWw0ry/VqGKc35kur9fm4cr8CwDS49208/GxbMZuKagkxG7j1uLSenk6v5Knokb8ZTW25BJIlubG1eCubEN3kxlbjRhl+sE3i+2wbqk2vae7OmwZYXi5aiwuCIAit8ymYfuGFF/jqq6946KGH+P333z3txBcsWICqqjz11FN+naRwZDu4+bDpqrSztB40kAONGIJNHRpzceEONGBseBLJAWH6eLvfAk1Bjj0WQ8Qwv8zdXxqcCo/8uheA+ZNTiQ7s+GbLo4EhLgOMFjR7DWr5/hbPsaboP5DZc2s8fze1JjMmiL9MSAHg/oqrqNl7sKrHsVH6DzQi1UMQBEFoi0/B9Keffsr8+fM599xzCQ8P97w+ZMgQ5s+fz++//+6v+QlHAXdZPGNr+dJxHd98+NVhVTw0xY5rz1v6eL1wVfrVtXkcqLaTFGJh3rjknp5OryUZTBjj9d/T1lI9zAnBTfKm2/O3Y9NJDnCQp8Ty5KoSz+ui3rQgCILgDZ+C6dLSUoYMGdLisbi4OKqr2/56VRAO5WnY0kYw3REl9lpWlOlfzbuDaVfOV2i2EqSAeAwpszo7Zb8qb3Dy9HJ9vv84vh8BokFLmzz1pvO9yJs+0HbeNECQ2cDDJ+odWF8tGsO2A/rvhcibFgRBELzhUzCdlpbG0qVLWzy2atUq0tJEvqfgPVdjznSzGtPuYDq2Y8H0N4U7UNEYFZZIamONYGfjqrRp4OVIcsdSRrraM8uzqXEoDI8N5pyh3re9P1oZG1t8u/I2tnqOJ28617sf7GcOz2Rm2E5cGLnt222omkaQ0czIsEQAT/69IAiCIBzOp2D68ssv5+233+aBBx7gjz/+QJIksrOzef3113n99de5+OLeV3JM6J00ZwNqhb4SeGiah+ZScZbrnS/NsR2ravFdkR6cz4rPBECt3o1a/AdIMsaBzcup9aS8ahuvr8sD4M7j+yGLBi3t8qxMt5LmAWBNbsybPtB+3rTbAxMlAqUGVpUF8OFmfRP1pEh9xXql2IQoCIIgtMKnYPr888/n5ptv5rPPPmPevHlomsbf/vY3nnrqKa666iouuugif89TOEIpxbtB05ACI5CCoz2vO8sa9M6HVkOHOh/WuRz8Vqpv5DulcaXbuUdvHW5IPBk5MMmPs++8x37bj13RODY1nBP6Rfb0dPoEY8JwkCTUmiKU6pYrB5kTG/OmaxwoXuRNA6RmzOLm0I8AeODn3ZTVOzimMZheIVamBUEQhFb41LQFYN68eZxxxhmsWrUKo9FISEgIo0aNarIhURDac2izlkM3GTpK9JJ4ppiObT78tXQvdlUhNTCczJAYNMWOc+8H+lgDL/PjzDtvZ2kdH23Rg8E7p/UTbcO9JFmCMMQMRineiStvI4bQ5t1YZZMBS3wQ9vxabAdqCG6leUuTa4KSuTKtgM+372O7rR8P/LKXe2fowfTu2lLKHPVEmUXtb0EQBKGpDq9Mf/3111x66aWMGjWKk046iTvuuIO7776bt99+mzVr1nTFHIUjmHvzofHwfOlid750R1M89PFmxunBuevAN2Av0zceJp7shxn7z7+W7UPVYNbgaMYnhfX0dPoUb1I9LCkdy5sGsKafyYPhLyOh8eHmQnYWORgcHAPAKrE6LQiCILTA62BaURRuvvlm/v73v5Obm8vpp5/O1VdfzVVXXcWJJ57Irl27uOmmm7j99tu7cr7CEcaz+fCwSh7OxpVpc4z3wbSiqfzQmC99SmPNateetwEw9r8YSfb5ixi/W5NXxeJdpcgS3DG1X09Pp88xJo0G2tuE2PG8aWPKmYyx7OZPQT8CcNt3u5gQ7k71EHnTgiAIQnNeRxfvv/8+33//PXfeeSeXXnpps6+kFUXhww8/5OGHH2b8+PGcd955fp+scOQ5WBbvYMMWTdMOpnl0YGV6fWUeZY56Qo0WjolMQ63Zj1K4FJAwDbzUr/PuDE3T+OdSPa/7T8PjGRzd8VbpRzuvVqYPzZuudmAMs7Q7rhycghw1hgXqu/zgPJGdZfVkFukr0yvLxMq0IAiC0JzXK9MLFy7kwgsv5LLLLmsxt9NgMHDJJZdwwQUX8Pnnn/t1ksKRSVNcKKVZQNM0D1elHc2hgkHCFBng9XjfFeqB+YmxgzDJBpxZ7wBgSJiOHNx7yjX+vK+cP3KrsBgkFkxJ7+np9EnuYFot349aX9HiObLJgDle/0GlI6kextSzCJdruTPxBwC+3WJDc1jZXF1AncvRyZkLgiAIRxqvg+l9+/Yxbdq0ds+bOnUqu3bt6tSkhKODUr4fFAeYApHDUzyve1I8ogORZO835blL4s2MG4ymOnFluTcezvXfpDtJ1TQealyVvmpsEkmh7W+ME5qTAyOQI/QfkFz5m1s972CJvI4E02cCcKbrNY5NDsTu0rAWZ+JSNdZWHOjErAVBEIQjkdfBdENDA2Fh7W+SioiIoK6urlOTEo4OSmO+tDF2EJJ88KPo3nzYkRSP/XXl7KotwSBJnBAzECXvezRbEZIlGkPSqf6deCd8vr2YrcV1hJgNzJ/ce1bL+yJj8igAXAfayJv2bEL0Pm9aDk5DjhyFhMrDQ3ZjNkjYqsKgOlrkTQuCIAjNeB1Ma5qGwdB+m2NZlr3+R0s4urWULw0Hy+J1ZPPh942r0sdEphFuDsC5R0/xMA64CMngfZ3qruRQVP69bB8AN0xKJTKgd3Vi7GsOthVvI5g+LG/a67FTzwIgveJT5h+jb0CkcCC/F+f6PmFBEAThiORT0xZB8IeDNaabBtPO4sZgugMr04eWxFPrDqDk69UYTAN6T23pdzcWkF1pIybIxLXjk3t6On2eMan9lWnZZMAc15g37UOqh1L0GzeODiYl3AwuC2t2mHCoSidmLQiCIBxpOlQr7L777iM4OLjNc2prazs1IeHo4akxfUhZPKXeiVLnBMAU7V0wXelo8Hz9fkrcYJxZrwAahrgpyKED/DtpH9U5XDzx+34Abj02nSBz+9/yCG1zB9NKyW40ex2SpeWqKNaUEBwFtdhzawgeFuPV2HJIP+SIkagVmzAWfstTM0/nvI824SqP53+793FJxkC/vQ9BEAShb/N6ZXrChAkEBQWhaVqbv4KCghg/fnxXzlk4Amia5smZNhxSycPRuCptjLAiexlw/lyyB0XTGBwcQ1pAGK6s9/QxetGq9MurD1Ba7yQ93MqloxJ6ejpHBENoPHJIHGgqroItrZ5nSW7Mm+7AyjQcXJ125XzB1PRIEuMbAIl//5yHU1F9nrcgCIJwZPF6Zfqdd97pynkIRxm1ugDNXgOyAUP0wdVjpw+dD78/pFGLUvATWn0emCMwps7276R9VFbv4PlVeq7tbVP7YTKI7Cp/MSaNxLHjB1x5mzClT2rxHE/edLUDV5Xdq3rToAfTjo0PoRT+imYv55IJoTy2uJ6iKhOvrDnA9ZNS/flWBEEQhD5K/Ksu9AjP5sOofkjGgxsEPc1avNx8qGgqv5TotapPjhuMs7Hjoan/n5AMvaPs3NPLc6h1KAyPDWbOkNiens4RxZM33UYnRNnsW960HDoAOWI4aAquA99wYkIaxOmftUd/309OVUMnZi4IgiAcKUQwLfQIxbP5sGkbcUcHNx9urMynwtlAqNHCWIsRJe87AEwDe0eKR26VjTfW5wFw5/H9kFtoeCT47mAw3XonRNDzpgHsuTUdG9+d6pH9BSPCEgiIKofAShqcKnd8v1tULhIEQRBEMC30DJd7ZfqQfGnVqeCqsAFgjvGuxfaS4j0ATIsZgLbvQ9AU5OiJyGGZfp6xbx79bR8OReO41HBO6BfZ09M54niC6cKtaG10J7Q0Nm/xNW9aKVyK0VnN+IhkSNyFQYYf95bz9c4SH2cuCIIgHClEMC30iIMNWw6WxXOW6F+bG4JMGIK8q8H8c4keTJ8Y3Q9n1rsAmAb1jo6H20pq+d+WIgDuOr4/kliV9js5Mg0pIBwUJ0rRjlbPsySGgIQnb9rr8UMHIYcPBc2F68A3TIpMRbI0MDhd/6zeuWQP1XZXZ9+GIAiC0IeJYFroEa4W0jwcJY2dD73Mly5z1LO+Uk+hmEExWm02mEI9DTd62sNL96EBswdHMzYxtKenc0SSJAljot68xdle3nR8x/Om4WADF1fOlxwTpW86rA7byYDIAIpqHTzy615fpi4IgiAcIUQwLXQ7tb4CraYYaNqwpaPNWn4tyUIDhoTEEprzCQCm9POQjN5XAukqKw9U8kNWGQYJ7pjWv6enc0TzdEJsI5gGsDaWyOt43vQZACiFvzAmMASjJJPvqGLB8YkAvLEun7X5HQvQBUEQhCOHCKaFbudO8ZDDkpCtIZ7XD24+7Fi+9OkRsbgOLAbAOLDnUzw0TePBX/TVyotHJjAwqueD+yOZMbn9ih7ge960HJah5+CrTiyFSxgRptcJVwIr+NPwODTg79/uFLWnBUEQjlIimBa63cHNhwdXpTVVw1nqfVk8VdM8JfHOsG8F1YkcNQZD5IgumHHHfLunjNV51QQYZf5+XHpPT+eIZ0waDYArfwtaG62+LUmH5E1Xe583DU1TPSZF6qkeK8uzufeEAUQGGNlWUuepJS4IgiAcXUQwLXQ7d1m8Q9uIO8sb0BQNySRjDG+/qcbmqgJKHXUEySaSCr4GwNQLVqUVVeORpfqq9DXjk4kP8a5BiOA7Q8xAMAWCow6lNKvV85rWm+5YqofBXdWj4GeOC9WrsqwozyEq0MyDJ+mtxZ/4fT+7Sut8eQuCIAhCHyaCaaHbeRq2HBpMNzZrMccEelX1wl3F48ogBWqywBiEMe3sLphtx3y8pZCdZfWEW43cNCmlp6dzVJBkA8bE4YA3qR7uvOmOpXoYwjORQgeD6mBCg141ZHdtKWWOes4dGseM/pE4FI1bvtmJoora04IgCEcTEUwL3c7VmDN9aI1pd760ycvNhz83pnicY9ebdRjTzkEyhbR1SZezuRQe+20/AH89JpUwq3fl/YTO82xCPNDeJsTG5i0dXJkGMKbpqR6W/G8YHBwDwKryHCRJ4tGZgwk2G1iTX82raw90eGxBEASh7xLBtNCtNGcDakU20DTNw+FZmW5/82GV08aailzCVBspZb8BvaO29Bvr8smrsZMYYuGqcUk9PZ2jysG86bY7Ibrzpl1Vdlw1rTd5afEeKY2pHvk/MzUsGoAV5fpnOSnUyr0nDADgkWX72F8pWo0LgiAcLUQwLXQrpXg3aBpSYARSsB6QaJrWobJ4v5bsRdE0rpEPIKkO5IjhyJFjunTe7amyOfnPcj2wWjAlHavR0KPzOdocXJne0GaLb9li8FSLsXe0qkf4EKTQgaDamaXqq8+ryw9uOrxsVALHpYbT4FT52zc7RatxQRCEo4QIpoVudWizFndutFLrQLW5QJYwRQW0O8ZPJXpAfp47xWPAZT3eXfC5lblU2lxkRAVywfC4Hp3L0cgYPwQMJrSGStSKtqtqeErkdbDetCRJntXpIVWrANhUVUBdYxtzSZJ48tQMAowyv+dU8s7Ggo6+DUEQBKEPEsG00K3cmw+NLeVLR1qRjG1/JLXGknhjlEJibAfAEICp3/ldN2EvFNbYeWWNvlJ5x/H9Mcrij1V3k4wWjHFDAC+at6S486Y73mjFnTdtLvqVAWYLLk31dOEESI8I4PZp/QC4/+cs8qttHb6HIAiC0LeIf/WFbuXZfNhSJQ8vUjz21JVRYKvhIuc2QA9uJHNYF8zUe0/8sZ8Gl8qEpFBOHRjVo3M5mnndvCWxMW+60o6rtmN503L4MKSQAaDaucxUAeibEA81b1wy4xJDqXUoLPhul0j3EARBOMKJYFroVgfL4h1s2OJZmfZi8+Gy0r0Ea3ZOd+7WrxnQsxsPd5fV8V7j1/l3Hd+/x9NNjmbGRO/aistWo6cxUEerekiS5GkvPt2+HYBVh6WVGGSJ/5yWgcUg8ePect7bJNI9BEEQjmQimBa6jaa4UEr1+tBN0jw6sDL9e+l+znTsxKI5kEIHI8dM7JrJeun+n/eiaDBzYBTHpIT36FyOdsbk0UD7wTSANcW3etNwsBtiYsUaAjUHq8tzcalNW4kPjg7ijmn9AbjnpyxR3UMQBOEIJoJpodso5ftAcYIpEDlcb2ii2lwoVXprZ3M7bcQVTeX30r1c6NgC6B0Pe3IleFl2BT9klWGUJe6ZPqDH5iHojAnDQZJRqwtRqtpeDfZsQvSh3rQcMQIpuB+yaudUNY86xcH2mqJm5107PpnJKWHUORT+umiHaOYiCIJwhBLBtNBtlCI9X9oYOwipcZOee1XaEGpGthrbvH5LVSFptmyGqqUgWzD1v7BrJ9wGRdW47ye9cczc0YkMjPKu2YzQdSRLEIa4TEAvkdcWa5IeTLsqbCgdzJs+NNXjAk1P8Vh5WN406OkeT8/KJMhsYMWBKl5a3XaVEUEQBKFvEsG00G2U4hbypTvQrGVZ6T4ucmwGwJg2B8kS0QWz9M7/thaypbiWUIuBvx+X1mPzEJoyJuv1xl25a9s879C8aVueD90QG1M9RjVsJ0Bzsqq85UA5LTyAB08cCMC/lu1jW0lth+8lCIIg9G4imBa6jcu9+fCQfOmONGtZV7yV2U59dds06MoumKF36hwKj/y6D4CbJ6cRFWjusbkITZlSxgLgOrC+3XM9rcU7WG8aQI4chRSchkm1c7xrPyvLs1ut2nHxyHhOGRiFQ9G48evtOBS1xfMEQRCEvkkE00K3UYrdaR7NNx+a2gmmHapCYuF3WFFwhGYgR4/vuom246XVuRTWOkgJs3K1aBveqxhT9JVpZ+66dkvSWRo3Idp8qDd9aAOXWc4siuy15NRXtnruE6dmEBVgYmtxHY//vr/D9xMEQRB6LxFMC91C0zRPMO2uMa25VJxlepWD9jYfri3P5Ty7XqUhOOPqHtt4WFRr57mVen7sXcf3F23DexljwnCQjWh1Ze13QkwKBsBVbkOpc3b8Xml6MH2iaz8WzcXKiuZ5026xQWYenamnNz27IofVB6o6fD9BEAShdxLBtNAt1OoCNHsNyAYM0XrJMGd5A6gastWAIaTtVIms/V8zUK3ALll6tOPhv5bto96pMi4xlLMyY3psHkLLJJNVD6gBV+66Ns81BJgwRevt6+0+5E3LkWOQglKwag6Od+1v1rzlcLMzYjh/WByqBtd9vZ0qW8cDeEEQBKH3EcG00C08zVqi+iMZ9cD50GYt7a00xx74HICCuBlIptAunGnrthbX8sGmQgDuP2GAaNDSS3lSPbzIm7YkN6Z6+FBvWq/qoa9On+rc02JFj8M9fPIgUsOs5FbZ+LvojigIgnBEEMG00C08lTwObdbi5ebD2tp8xtdtAiA889oummHbNE3j3p/2oAFnZsQwIblnW5gLrTN2ZBNiSuMmRB/qTQOeYPpE5z5yagopc9S3eX6oxcjLZw7FKEt8uaNEdEcUBEE4AohgWugWnkoeh2w+dJbUAe3nS+dsfREzKttNiSQnTem6Sbbhq50lLMuuxGKQuGt6/x6Zg+Adk6c83no0te3KGe7mLc6yBpT6jqddyFHjkAKTCcbJdNd+1rRSIu9QYxNDuWNaPwDu+nEPO0vrOnxfQRAEofcQwbTQLTyVPOL0TViapnlVyUPTVEJzPgFgR+ypXTzLltU7XNz9w24AbpyUSlp4QI/MQ/COIX4IGK1otiqUsr1tnxtgwhTVmDftw+q0JEkY084G4AzHTq9SPQCun5jC9PQIGlwq136xjQan0uF7C4IgCL2DCKaFbuEqbroy7aqyozlUMEiYIlsPTpWCXwh3FFONmdD+F3TLXA/3r5/2cKDaTnKohRuPSe2ROQjekwwmjEkjgPY3IULnWosDGNPPAeAE1342l+3y6hpZknj29EyiA03sKK3jvp+zfLq3IAiC0PNEMC10ObW+Aq2mGABDzCDgkGYt0YFIcusb+ep2vgrAZ+YhHBs3pItn2tz+igYe+0UPdB44cSCBJlEKry/wdEL0Km9a34Ro96HeNIAcMQJX8AAsKMSV/kaD4l26SGywhedn65/pN9fns2hniU/3FwRBEHqWCKaFLueu5CGHJyNb9VVAb1I81Npc5PwfAFgRMY0YS3AXz7S5O3/Yjd2lcny/CGYNju72+wu+cXdCdHZgZdpZ2oDS0PG8aUmSCOh3HgCnOXayvjLP62un94vkhokpANzyzU5yqho6fH9BEAShZ4lgWuhyrqIdABjiMj2vOYrb33zo3PUqEiq/G1JIj5/UtZNswZKsMr7dXYpRlnjklMGiFF4fYkx2V/TYiKa2nY9sCOxc3jSAKf1cAI5z5bCpaHOHrr19Wj/GJIRQZXdx9edbRf60IAhCHyOCaaHLKUXbATAeEkw72ymLpzlrce55G4A3LaOZGt29FTTsLpW7luwBYP7UfmREB3Xr/YXOMcQOAnMQOOs9m1/b4l6d9jWYlkMHUB40ECMa0oFFHbrWbJB5dc4wIgOMbCqq5fYfdov604IgCH2ICKaFLnf4yrRS7/S0bzZFtxxMu/Z9BM5q9sth/Grsx+SotO6ZbKOX1+Syt6KBuCAz95w8uFvvLXSeJBswJY8GumcTIoCWOgeAIRV/oGhtl+Q7XHKolZfOHIoswYebC3lno6g/LQiC0Ff0eDCtqirPPPMMU6dOZfTo0cybN4/c3NZrtVZUVHDrrbcyYcIEJk6cyP33309DQ9M8w2+++YZZs2YxcuRI5syZw/Lly1u99zXXXMOzzz7b7Ji3YwjtUwr1YNoYrwfT7mYtxggrsrn5hj5NU3HseBmAt8yjGRWRRKjJ2k2zhfxqG0/9kQ3AvScNINRq6rZ7C/7j3oToTd601Z03XVKP0uDy6X5JGZehAmNdeewu2tDh649Pj/TUn77zx92sy/dtQ6QgCILQvXo8mH7hhRd4//33efDBB/nwww89Aa7D4Wjx/Pnz55Odnc2bb77J008/zdKlS7nvvvs8x1esWMGCBQu48MIL+fzzz5k8eTLXXnstWVlNS085HA7+8Y9/sGzZsmb38HYMoX1qQyVqtb7K5i6L5yxpO8VDyV+CVpOFTQ7gM/MQpkT3657Jote/vuPH3dQ7VSYkhXLB8Phuu7fgX+624t6sTBuCzBgj9B/Y7Hk+lsgLSma3dQAAZXs+9GmMmyalMmtwNA5F4+qFWymtb/nvQUEQBKH36NFg2uFw8PrrrzN//nymT59OZmYmTz31FIWFhXz//ffNzl+/fj2rVq3i3//+N8OGDWPy5Mk88MADfPHFFxQVFQHwyiuvMGPGDObOncuAAQO47bbbGDZsGG+99ZZnnHXr1nHOOeewZs0aQkNDm93HmzEE73gqeYQlIgfoLbjdmw9NrWw+dO7UV6UXWkZSJ5mZ2o3B9KJdpXy7uwyjLPHoTLHpsC9zV/Rw5W9Gc9nbPf9ga3HfV4SL408GIKqw+d9f3pAkiWdmZTIgMoD8Gjt//nIbrna6OAqCIAg9q0eD6R07dlBXV8fkyZM9r4WGhjJ06FBWr17d7Pw1a9YQExPDgAEDPK9NnDgRSZJYu3Ytqqqybt26JuMBTJo0qcl4S5cuZerUqSxcuJCQkJAm53o7huCdlit5uFemm2/qU6t2oBT8jIbMS8ZMLLKB8REp3TLXKpuTOxo7Hd40KZWhMd1fik/wHzmqP1JgJCgOXPntV9iwJOs/WHcmbzqi3/k4kUm256JUetfA5XAhFiNvnD2cQJPMb9mVPPLrPp/nIwiCIHQ9Y0/evLCwEICEhIQmr8fGxnqOHaqoqKjZuWazmfDwcAoKCqiurqa+vp74+KZfzR8+3i233NLqnLwdw1dGY/f8/GIwyE3+t6dojZ0PzQlDMBplVLsLV4UNgMDEYAyHPY/6Xa8AkB91DAdcYUyNTCXEYumWuT60dB/FdQ4GRgXy92npGI1yr3mOfVlPPkNz+kTs275FzV2Nsf/ENs8NSgujDL3SjORSMVg7/tfj2MThfG9MZbprP5V73ydu4gM+zXtYfAjPzh7C1Z9v5bmVuQyNC+bi0UmA+Cx2lvgz7R/iOfqHeI6d1xueYY8G0+6Ng2azucnrFouFqqqqFs8//Fz3+Xa7HZvN1up4dnv7X/MCfhmjNbIsERHRvSXWQkNbb9XdHaob2yuH9h9NREQQNfsqADCHW4lOCm9yrtJQRtXejwD4Iuw4KLMzMzWzW57ZL3tKeXtDPgCv/Wk0CTFN0396+jkeCXriGboyj6Nk27eQv779z1FEEEVRAdjLGjBWOggfEtbh+0UQxLaoyUwv2o+as5DwUx73OVXoyuP6s7vKzr9+2sPNi3YyPCWCKaEB4rPoJ+I5+od4jv4hnmPn9eQz7NFg2mrVN/w4HA7PfwPY7XYCApo/FKvV2uLGRLvdTmBgIJbGFczDz2ltvJb4Y4zWqKpGdXV9p8bwlsEgExoaQHV1A4rSczmXDQe2AuAI7UdFRR1Ve8oAMMYEUFFR1+Rc2+YX0VwNyBEjeL1KD0DGByc1O8/vc3QqzPt4AwBXjElkeITVc8/e8hz7sp58hkrcaADqdi/36nNkTgrBXtZA6fYStPjWGwq1ec+EU7AVfUxAXS6lWX9gjBrt0zgAtx6Twpa8Kr7eWcLZb6xm1V+nEWWSxGexE8Sfaf8Qz9E/xHPsvK5+ht4s6PVoMO1O2SguLiY1NdXzenFxMRkZGc3Oj4+P58cff2zymsPhoLKyktjYWMLDwwkMDKS4uLjJOcXFxcTFxXk1J3+M0RaXq5uDCUXt9nu6qbZqVHdr5ejBuFwqDQW1gL758NB5aaoT+45XAShM/ROV+4sJMVoYHpzQ5fN/9Nd9ZJU3EBds5s7j+7d4v558jkeKnniGUtIYkCSU8mwc5QXIoW3/GTYnBcOmYhpyqn2e6+iowSwx9ed0527sez6CsJE+jeP2zKxMciob2FRUyxmvr2TRpWMJ7KZ0sSOZ+DPtH+I5+od4jp3Xk8+wR/9GzszMJDg4mJUrV3peq66uZtu2bUyYMKHZ+RMmTKCwsJDs7GzPa6tWrQJg3LhxSJLE2LFjPa+5rVy5kvHjx3s1J3+MIeiUxs2HcmgCckA4cGjnw6Y/6bmyF6LV5yNZY/jWPASAyVFpGOWu/YhuLa7l+ZU5APzr5EGEWnr050vBz2RrKIY4/fPkzGl/A7F7E6KjuA7V7lu96QkRKSw0NdZU3/c/NNXp0zhuQWYDb587gvhgM9uKarnm8y2iwocgCEIv0qPBtNls5tJLL+Xxxx9nyZIl7Nixg1tuuYX4+HhOOeUUFEWhpKTEk8c8atQoxo4dyy233MKmTZtYsWIF99xzD3PmzPGsGl955ZUsWrSIN954g6ysLB599FG2b9/O5Zdf7vW8/DGGAK7GsnjuSh6qU8FZ3pgnf0iNaU3TcG59GgBTxjx+rTgAwNSori2J51JV/vbNThQNZg+OZtbgmC69n9AzTGn6D+bO7PaDaWOIGWOYBTSw59X6dL9oSxAF4WMpkQKR7GUo+T+2f1E7EkIsvHfBSAJMMkv2lnPvT6LmvSAIQm/R498Vzp8/n/POO4+77rqLiy66CIPBwGuvvYbJZKKgoIApU6awePFiQF81fu6550hOTubyyy/n5ptvZtq0aU2atkyZMoWHH36YDz74gLPPPpsVK1bw0ksvNSmn1x5/jCGAUrgdAGPcIc1aNDAEmTAEH9zgqeT/gFq1HYzBaAOvZGWZ/s3DlOj+XTq/Z1fksqGwhlCLgYdPHtSl9xJ6jjFNr+Lh8iKYBrCkNJbIy/W93vS4yHS+NDV+7vf61sDlcKMTQnnnYr129qtr83h9XZ5fxhUEQRA6p8e/0zYYDCxYsIAFCxY0O5acnMzOnTubvBYVFcUzzzzT5phz5sxhzpw5Xt3/p59+6vQYQss8Nabj9a/Z3fWlTYd1PnRs/Y/++qArWVdXQ4PqItocRGZI160Uby6q4fHf9wPw8IxBxAV3T/k9ofuZUhtXpnPXoSkuJEPbf+1ZU0Ko21LSqWB6YmQqL5iHcLVjPUred2j2ciRLpM/juZ0zIoG7pvfnoV/28o8fdhMbZGZ2hvhGRRAEoSf1+Mq0cORydz80NqZ5OIr0agqH5ksrxStQS1aCbMY05C8sK90LwJTofl3WfdDmUrjhq+24VI3Zg6M5b1jnN5YKvZchdjCSNQyc9bgKt7Z7vjVVX5l2FtejNPiW7zwpMpWdhmi2GWJBdeLc/6lP47Tk5mPTmDs6AQ247qtt/JFT6bexBUEQhI4TwbTQJVRbDWplLgCGxjQPT+fDuIPBtHtV2tj/IuSAeH4r1bu9dWUL8X/9uo+dZfXEBJlEy/CjgCTLGFPHAd6lehiCzJii9DKY9lzfuiGmBUYQawnm08aNiC4/pXqAnu72r5MHM2twNA5FY+6nm9la7Ft+tyAIgtB5IpgWuoTS2PlQDolDDoxEc6k4y5puPlTK1qPk/wCSjHnojdS5HKxrLKU3pYuC6V/2lfPian2D45OnZhAV2LwJkHDk6cgmRDi4Om3Lad48yhuSJDExMpWvTINRJQNq+QaUyh0+jdUSgyzx4hlDOCY5jBqHwkX/20ROVYPfxhcEQRC8J4JpoUsohY350u4Uj9J6UDVkqxFDiB7AOjY/BoAx/XzkkP6sKM/GpamkBoaTFhjh9zkV1zm4cZG+KfLy0YmcMjDa7/cQeidjY960K3tVO2fqLJ5g2ve86UkRKZTLgWwKHKrf24+r0wBWo4G3zx1OZnQQRbUOLvx4E2X1zZtaCYIgCF1LBNNCl3BvPjTG68G0p750XCCSJOmr0nnf6avSw28FYFljiseULiiJp2oaf120g5I6JxnRgdx/oqjMcjQxpek14pXSLNS6snbPtyaHggSuSjuuartP95wUlQbAO5Jelca1/2M01bfa1a0Js5r48IKRJIdayCpv4JJPNlPn8O89BEEQhLaJYFroEkqRvgJsiG1cmS5uuvmwyap0qB7YdmW+9MurD/DTvnKsRpmXzxxKgMng93sIvZccGIkhRi9/6MxZ0/75FgPm+GDA99XpoSFxBBnMLJaTUUzhaA1FKIVLfRqrLQkhFj68YCQRViPrC2qY+9kWGpyK3+8jCIIgtEwE00KX8DRscZfFKzq4+bClVekyRz1bqgsB/+dLrzxQyUNL9SohD5w4gCExwX4dX+gbjGkdS/WwdjLVwyjLjI9IxikZ2Bs9Tb/33g98Gqs9g6KCeP/8kQSbDfyWXcnVC7diF62JBUEQuoUIpgW/0+y1qBV6i25jXAaaouo50+g1ph0b/6kfSz/Psyr9R+l+ADJDYomx+C/YLa5zMO+LbbhUjTlDYpk7OtFvYwt9i6fedHb7K9PQNJjWNM2ne06MTAVgsWUkAK7cxWgO3zY1tmdsYijvnTfC0yXxz19uw6mIgFoQBKGriWBa8Dt3vrQUHIMcFIWz3AaKhmQxIDWsRCn4GWQT5hG3ea5ZVqavHPszxcOlqvz5y20U1ToYHBXIk6eKMnhHM1N6YyfEnDVoavtpEJaEYCSjjFrv9FSi6ahJjcH0Z/UaclgmqHZc2Qt9Gssbx6SE8/Y5I7AYJL7ZXcqNi3agqL79ICAIgiB4RwTTgt+5CvTGGMbE4cAhzVqiA3BsfAgA08DLkUPSPdd0Rb70w0v38UdOJUFmA6+fPYwgc483/BR6kCF+KJIlBM1eg6tgS7vnS0YZS1Ln8qbHhCdhkCTy7DXUpswBwJn1nk9jeWtaegSvnz0ckyyxcHsxt3yzA9XHlXVBEAShfSKYFvxOaQxUjAmNwXTj5kNL6ArUsnVgDMLUmCsNkNdQxd66cmQkjolM88scPt5SyPOr9KYx/zktg0FRQe1cIRzpJNmAqd8xADj3/u7VNdbUMADsPgbTQUYzI8P01KIVIRNAMqKWrUWp2ObTeN6aMSCK/541FIMEH20p4rbvd4mAWhAEoYuIYFrwO1d+48p0wjDA3flQwVj3AgCmIdcjB8R6zneXxBsdnkioydrp+6/Oq+LWb/UNkLdMTuPMzNh2rhCOFqb+xwHg3PuHV+d78qYP1KD5mC4xufEHxF9qqjEknwaAK+ttn8bqiFmDY3hu9hAk4O0NBSz4TgTUgiAIXUEE04JfaZrm+QrdmDAcTdVwFtdjCVgM9n1gicI85Pom1/gzxeNAtY0rPtuCQ9GYNTia/5ua3ukxhSPHocG0N5sKTTGByBYDmkPBUVjn0z0nN9abXl6WjWngXP3++z5Gc3V9x8Jzhsbx7OmZyBK8u7GAWxbvFDnUgiAIfiaCacGv1Kp8tIZKkA0Y4jJwVdhAqSIg+B0ALCNvRzKFes7XNO2QYLp/p+5daXNy8cebKK13Miw2iOdOz0QWGw6FQxiTx4DRilZXilKyu93zJVk6pBuib1U4JkWmIiOxr76ckvCxSEEp4KjClfOlT+N11PnD43l+9hAMEny4pZCbFm3HpYoqH4IgCP4igmnBr9yr0oaYwUhGC46iOgKC30WWa5DDh2JsXJlz21NXRqG9BotsYHxEis/3tbkUrvhsCzvL6okPNvPOuSPEhkOhGcloxtRYb9r7vOnO1ZsONVkZHhYPwPKKXEwDLtXvv+cdn8bzxTlD43j5zKEYZYlPtxVz/VfbRdk8QRAEPxHBtOBXiqeSR2O+dN5mLAFfA2Ae908kuWmAu6xUL4k3ISIVq8G34FfVNG76egfLc6sIMRt4//yRJIV2PvdaODKZ+h8LdDyYthfUovrYWfBgqsd+jAMuBklGLVmOWrXLp/F8cUZmLK+cNRSTLPHFjhL+/OU2HCKgFgRB6DQRTAt+1SRfWtOQiv+FJKkQNgNj/LRm53c2X1rTNG77fhdf7izBJEu8ec5whsWKDodC6w7mTS/36nxjuBVDiBkUDXterU/3PC4qHYA/yrKRAxMxJJ2iz2H3mz6N56tZg2N445zhmA0Si3aVcuXnovW4IAhCZ4lgWvArdyUPQ8IwXPs+xcgaNM2EefR9zc5VNJU/yvYDvgXTmqZxz09ZvL2hAAl4bvYQpqRFdGL2wtHAlDoBZCNqZS5KeU6750uSdDDVI9vXvOk0JCCrrowiWw2mQVcD4Nz7AZrLt42Nvjp5QBRvnzMCq1Hmx6xyLv7fJmrsrm6dgyAIwpFEBNOC32guO0qJ/rW1IToV+9q7ALDZLsaUlNns/C1VhVQ6bYQYLZ5avF7fS9P417J9/HfNAQCeOi2DOUNECTyhfZIlCGPyaACc+7xM9UjX603b9vsWTIeZrAwLbcybLs/GkDAdKbgfOKtx7f/MpzE744T+kXx0wUhCzAb+yK3i3A83UFrv6PZ5CIIgHAlEMC34jVK0E1QFKSAc195XwVGC4kpBC7+ixTbe7vrSx0alY5S9/yhqmsY/f93Hf5brq4r/OnkQF41M8M+bEI4KHa83HQYSOMsacNXYfbrnsY1503+U7UeSZEyDr9TnsOs1r8r0+dsxKeF8dtFoogJMbCysZc57G8ivtnX7PARBEPo6EUwLfuPJl05Ow7XnLQDqqm/EnBDZ4vm/lenB9JTGfFJvqJrGXUv28OwKPZC+/8QBXDk2qROzFo5GBzchehdMGwKMmBMaW4vv8211enLj53x5WXbjHC4GgxW1YjNq6RqfxuyskfEhfHHJaBJDLOwur+fM99azt7y+R+YiCILQV4lgWvAbV8FWkMAYcgDQcKqn4nKOxBzfvJW3Q1VY2RhUTPGyvrRLVbn12528ujYPgH+fMoi/TPC9nJ5w9DKlHwOShFKyG7Wm2KtrAhpTPRp8DKYnRaYCsLu2lBJ7HZIlAmPaOYC+Ot1TBkUF8eUlY+gfEUButZ0z3lvPlqKaHpuPIAhCXyOCacFvXAVbMCbKoFUjWeOpLb0KAEtc82B6bcUBGlQXMZYgMkNi2h27zqFwxWdbeX9TIbIEz8zK5IoxYkVa8I0cGIEhYTjQgVQPd950ThWaDyXlIs2BDA2JA/QSeQCmwfqfEVfOF6gN3gX1XSElzMoXl4xheGwwpfVOznp/A7/ur+ix+QiCIPQlIpgW/Eap2IAxRv9ISQMfRtNCMISYMQSbm53rri89Japfi/nUhyquc3DOBxv4IasMq1HmtTnD+NOIeP+/AeGoYuo3GfB+E6I5Lgg50IjmVLHn+1Yi79DW4gCGqDHI0eNBdXhSo3pKbJCZzy8ezbGp4dQ6FC7+3yY+21bUo3MSBEHoC0QwLfiFUrEPU0wNkiRhTP8TLsdEgBZTPOBgfekp7ZTE21JUw6y317KhsIbIACOfXDiKWYPbX8kWhPaYGzchOrxcmZYkCWta51I93MH0H+X7Pa+ZMv4CgHPX62iKb5sb/SXUYuTD80dyZmYMTlXjuq+28+Kq3B6dkyAIQm8ngmnBL+wrb0W2SGguA5YJ/8JeqK/cWeKbN1CpcdpZW6mXtJvaRr7059uKmP3uenKr7fSLCODrS8cyISmsa96AcNRxV/RQCrag1pV5dU1Av3AAbPsrfbrnMZF6ML2zpoQyh77Rz5g6GykgAc1WjCv7c5/G9SeLUeblM4cyb5yeRnXfz1nc+9Me1B6oOCIIgtAXiGBa6DTnvo9Ry5aiaRoqE5DMoTgK9UYULa1MLy/PRtE00gMjSA0Mb3bcoajcs2QPf/lqOw0ulRP7RfLt3LEMiAzs6rciHEXkkFgM8UNB03DsXurVNdY0vXmLs7QBV03H6zJHW4LIaNwj4M6blmQTpoxr9HF3vNwjZfIOJ0sSD540kHum6z/svrT6ANd/tR27S7QfFwRBOJwIpoVOUWv2YV/1dwBchSrGhKm4ah0oNQ6Q9DzTw7nzpae1sCq9r6Ke2e+u4+XGZiw3HZPKu+eNINxq6sJ3IRytzINPAMC5+2evzjcEmDw/IPq6On1sZDoAv5fu97xmGjgXDAGoFZtQS1b4NK6/SZLEDZNSeX52JkZZ4vPtxVz8ieiWKAiCcDgRTAs+01wN2H67Glx1qI5APZhOHI6jcXOWKToQ2Wxodt2vjcH0oSkemqbx4eYCTnpzLRsLa4mwGnnrnOHcdXx/DHLbGxQFwVemQXow7dj1s9crwu5UD1/zpqc27hNw/1AJIFkiMfb7kz6X7c/7NG5XOW9YPO+dN4Igs4Hfsis56/31FNX2bG63IAhCbyKCacEnmqZhX70AtXwjWKJwZDXmfyYMw56v16i1JDbPly6y1bCzpgQJOC46HYCCGjuXfrKZvy7eSZ1DYXJKGD9dOZ5TB0V319sRjlLm/seBwYxakYNSmuXVNQdL5FX7VCLv2Kh0ZCT21JWR31B9cC6ZfwZAOfAtatWuDo/blab3i2ThRaOJDjSxtbiOWe+sY0dJXU9PSxAEoVcQwbTgE9eet3Dt/QAkGdPQu9FsTiRLMHJEmqdsWEvBtLuF+IiwBMKMAby5Po9pr63ix73lWAwSd0/vzycXjiIx1Nqt70c4OkmWIEzpkwBw7vIu1cMcF4RsNaI5FOwFHS+RF24OYGRYAtB0dVoOG4wh+TRAw7H9hQ6P29VGxoew6LKx9I8I4EC1nTPeW8eybFGLWhAEQQTTQocpJauxr7kdAPOou9AajAAYEkegKeAo1lepLYkhza51p3hkGPsz65113Pb9bqrtCmMSQvjhivHcOCkVoyw+lkL3MTXmTTu8zJuWZOng6rSPqR7TYvQUJ/cPl27mofMBcO37CLWh0Kexu1J6eACLLhvLpOQwqu0KF368iY829755CoIgdCcRtQgdotbmYvv1MlCdGFJmYxo6H1feJgBMSaNwFNeBqiEHmTCENm3Womkav+TnouVl8L9fjWworCHEbOCfMwby9aVjyIhuuSa1IHQlc2PetHPPr2iKd5vrPK3F9/sYTEe7g+m9TXK1DTETkWMmgerAueO/Po3d1SIDTHz8p5HMGRKLS9WYv3gH/162r1dUIREEQegJIpgWvKY5a7AtvRjNVoIcMRzr5OeRJAnXgY0AGJNGeTYfWhKCm3Q2rGhwsmDJNoq2DIXKeDTgvGFx/DFvIteMSxar0UKPMSaPRgoIR7NV48pd69U17pVpZ0k9rtqOl8gbH5GCVTZSZK9ld21pk2PmITfqY+9+A81Z3dLlPc5qNPDiGUP46+RUAJ78I5sbF+0QpfMEQTgqiQhG8IqmurD9/mfUym1I1jisx7+PZApGU1Vc+frKtDF5dLPNh6X1Dh5aupdxL63gnbUloBkIDbXxzWVjeX72EGKDLT32ngQBQJINmAYeD+hVPbxhCDR5yj76kuphNRiZGKkHor8ekjcNYEg+FSl0EDirce56o8NjdxdZkvjHtP48cepgDBJ8srWICz/eSKXN2dNTEwRB6FYimBbapVfuuA0l7zswWLEe/w5ykN4dTS3fh2arBqMVOWawZ/NhdYSF+3/OYvxLK3h2RQ51DoWQYCekbOGmGUGMTQztybckCE2YO5g3DRDQPxyAhr2+bcJzl8j77bC8aUmSMQ/7KwDO7S+guXp31YxLRyXy/vkjCTYb+CO3itPfWcf+yoaenpYgCEK3EcG00C7n1idx7XkTkLAe9zKG6HEHj7lTPBKGodQo7K138KjqYMrCLbywKpcGp8qo+GDeOHsY9F+LFFrGtJgBPfNGBKEV7mDalb0a1Vbj1TUBA8IBsGVXozqVDt/TXWf997L9uNSm6RHG9POQgtPQ7KU4d7/d4bG72/R+kXx16RiSQizsKW9g1jvrWJvfO1NUBEEQ/E0E00KbnFnv4dj4MADm8Y9gTJnd5LgrbyMKMr9GzOTCzzZzvsvG/xQXDS6VsQkhvHfeCL6bO464GDu1ip1wk5URYfE98VYEoVWGqH7IUemgunBm/ebVNaaYQAyhZjSXii2n44HjiLB4wkxWalx2NlXlNzkmySbMw24GwLn9WTTF1uHxu9vQmGAWXzaWEXHBlNU7OeeDDSzaWdLT0xIEQehyIpgWWuXK+RL7ypsBMA2djzljXpPjVTYnr2TJnB75ItcWHMNvpXVIwIkRgfzvT6NYfNlYZgyIQpIkT17ocVH9MEjiYyf0PuZBJwLetxaXJImA/hEANOzpeKqHQZKZEqWnehyeNw1g7HchUmASWkMRrqz3Ojx+T4gPsfDFxaOZMSASm0vl6oVbeWlVrqj0IQjCEU1ENUKLXPk/Yfv9WtBUjAMuxTz6Hs+xHSV1/N93uxj1wnL+1XA8BwwJhJkl5gZY+Nxo5fUZg5mWHtGkmsevJXqw4K6vKwi9jSdvetdPXl8TODAcgIa9lWhqxwNGd970r4flTQNIBjOmxrrTjq1Poyl9o4V3kNnIW+cM58oxiWjAvT9ncccPu5ulsgiCIBwpRDAtNKMUr8D261xQnRhTz8Iy8UlUDRbvKuHcDzdw/OureWtDPg1OlUGu/dxX+wJrLh3NTS4DSbKMJalp58M6l4M1FbkATG1ciROE3sY0cBrIBpTiXSjl2V5dY0kKQbIYUBtcOAo73g3RnTe9piKXeqV5FQzTwEuRAuLR6vNw7Hqrw+P3FKMs88jJg7j/hAFIwBvr87n8sy3UObyr4y0IgtCXiGBaaEIp30TDLxeC0oAh4STqxzzLC6vzmPTyCq78fCu/ZVciS3D64Gg+nljDZxXzuTCyAEOpHgiYYwORLcYmY/5eth+nppIWGEG/oMieeFuC0C45MAJTmt5a3LH9O6+ukQwyAf3CAajfU9nhe/YPiiTJGopDVVhVntPC+FbMw28FwLb5SVRnfYfv0VMkSeIvE1N4bc4wrEaZH7PKOev9DRTW9I0VdkEQBG+JYFrwUKt20fDTeeCsYV/I6dxlu5exL6/lgV/2klttJzLAyE3HpLL6L8fw+tnDGVe3GgkwpozFdqCxvnRy85J3PxfvAeCEmAFNUj8EobcxDz0VAPu2b72+xl3VoyGrosO5wZIkMeWQbogtMQ64FCkoFa2hiJpNL3Vo/N7g9IwYPr1wFFGBJjYX1XLaO+vYWtzxVXxBEITeSgTTAgBqbQ71S85lRVU886oeYcb2q3h3cwkNLpXhscE8dVoG666bzF3H9yc51AqAK3cdAMaUcdg9wXRIs7F/LtGD6RNjB3bTuxEE35iH6MG0M2sZmt27+s4B6eFgkHBV2HCWdby+8rTGvOlfSrJaPC4ZzJhHLACgcvVjaE7vSvf1JuOTwvjmsrEMigwkv8bOGe+t58essp6eliAIgl+IYFrAUZvPR58/wFn7/8olpQ/wU81gJOC0QdF8cfFofrxiHBePTCDAZPBco6kqrrwNAMhRI3BV6KW7rElNg+l9deXsr6/AJMkcJ/KlhV7OEJeBHJEGLjuOPUu9uka2GAhobC9ev6u8w/c8PkbPK95aXURBQ8sl9oz9LkAOHYhqK8O+7cUO36M3SAsPYNFlY5iSFk6dQ+GyTzfz2toDPT0tQRCEThPB9FFMUTU+Wr+bKf9dzs35l7LFORCrQeKKMYn8MW8ib54znGNSwltMzVBK9+idD00BOB2JgF53V7Y2zZf+qTHFY1JkGkFGc9e/KUHoBEmSMA+dCXifNw0QOEjfC9Cwu+Ml8qItQYwJ1zuKur/FaTYv2Yh19B0A2LY8i2rrm/Wbw6wmPjh/JBeNiEfV4B8/7uHOH3ej+FAJRRAEobcQwfRRSNU0Pt9WxLRXVzD/+zyynVFEGmpYMDGCdddP5t+nDKZ/ZGCbY7hy1wJgTBqFI1//atua0nqKxwmxouuh0DdYGvOmHdu+RfOynFtA/3CQJZxlDT6lepwUOwiAJcUtB9MApvQ5mOPGgasW5+bHOnyP3sJskHnqtAzuPF7/purVtXmi0ocgCH2aCKaPIpqm8fXOEqa/vpq/fLWdPRV2wuUa/i/qM1ZdOZi/nzCKqEDvVo+dOXowbUoZi+2A/tX04ZsPbYqL38v2A3BijMiXFvoGU/8pSJZg1OoCXAfWe3WNbDViTdM///W7O57q4Q6ml5Zm4VBbbk0uSTKRUx4BwLn7LdTq1gPv3k6SJOYfk8YrZw3FapT5IauMs97fQIGo9CEIQh8kgumjxJaiGs56fwNXL9zKztJ6Qgx2bg79gF9Sb+Pmc68lJCqjQ+O5Nx/KMaNwlev50pbD8qVXlefQoDiJt4SQGRLrnzciCF1MMlkxZ5wMgH3L115f5071qPch1WNkWALR5iBqXY4WS+S5BaRMx5h8Cmgu7Bse7PB9epszM2P59MJRRLsrfby9li1FfW+DpSAIRzcRTB/hKhqc3Pb9Lk5+ay0rD1QRYJK5KXEdv8Zdw02R3xB70tsYIoZ3aEzN5cCVvxkAl6SvOJvjgzAEHJYvfUiKhyiJJ/Ql5hGzAXBs+crrawIGROipHiX1OBs35HpLliROaKx281MbqR4AAWPvBUlGyf0apXhFh+7TG41PCmPxZWMZHBVIQa2DM95bz/d7Snt6WoIgCF4TwfQRSlE1XvpjPxNeXM6b6/NRNTgrM5qfRn3CzfI/CTWpBEz/AEP0+A6P7SrYAi47UkA49rJwAKxpYc3O8+RLixQPoY8xZ54CBhNK8S5cxbu8usYQYPTsG6jf2fGybyc1BtNLSna3fZ+IoRgHXAqAfc0daK2khfQlaeEBfH3pGKamhVPvVLn8sy28skZU+hAEoW8QwfQRyKmonP3eeq7/bDMVDS4yo4P49MJRPBP3CrGF74FswjrtbQxxx/k0vit7FQDGtAnYc/WvZA8PpvMaqthZU4KMxLTGphSC0FfIAWGYBh4PgGOz96vTgZlRANTtKOtwA5fp0QOQkdhZU0JufWWb51pG3QmmUNSKTbj2vt+h+/RW7kofl4xMQNXgriV7+Ieo9CEIQh8ggukjkKrBluJawgNMPHLKIJZcOY4JlS/hynoXJBnrcf/FmHiSz+M7G4NpOWo0aoMLySRjSQhqco67AcW4iGTCzQG+vxlB6CGW4Xqqh70DqR6BAyP1Bi7lNpwlHWv9HW4OYEJkCnAwRao1kjUa84j/A8Cx4SE0R1WH7tVbmQwyT5w6mLun6z+Av7Y2j7mfbabWLip9CILQe4lg+ghkMcqsvX4yuXfN4NoJKWhZb+Pc8rh+bOITGFPP7NT4zv2rAVCMQwCwpoYiGZp+lH46pIW4IPRFlmGngyThyl2H0samwEPJFoNeJg+o297xVA931ZslxW2negCYMq5BCh2EZi/F0YdL5R1OkiRunJTKa3OGYTXK/JhVzpnvrye/umN56IIgCN1FBNNHqIgAE0EWI86cxdhX662ITSP+D9PAuZ0aV60uQq3IBknCUZsGNE/xcKoKv5buBfBsqhKEvkYOjcPUT0+Fsm9a6PV1QY2pHvU7O57q4S6Rt6x0H3al7dVYSTZhGfcwAM6d/0Wp2Nqhe/V2szNi+Oyi0UQHmthaXMdp76xjU6Go9CEIQu8jgukjmC1/BXW/Xg2ainHAZZ6vhTvDneJhiBuCvUh/7fBgem3FAWpcdiLNgYwKS+z0PQWhp1hGnwOAfeNnXl8T0C8cyWJAqXViP9Cx4G9YaBxxlmAaFCcryrPbPd+YeCKGlNmgKdhX/R1N867JTF8xLjGUb+aOJSMqkMJaB2e+v57vRKUPQRB6GRFMH6GUqt0UfTkHFBuGxFOwTHzcL+Xp3MG0FDkaVA1DmAVjuKXJOd8V7QT0r6xlURJP6MMsI84ESdZTPRobELVHMsqemtN1OzqW6iFJ0iHdENtP9QCwjH8YjEGopatwZb3Xofv1BalhAXx92ViOT4+gwaly+adb+O+aAx1e9RcEQegqPR5Mq6rKM888w9SpUxk9ejTz5s0jNze31fMrKiq49dZbmTBhAhMnTuT++++noaFp+95vvvmGWbNmMXLkSObMmcPy5cs7PMYpp5xCRkZGk1+33367/954F9JUhbolf0K1lWOIHod16qtIsrH9C73gDqYVg54vHZAW1ixI/75ILyU2M65jjWAEobeRQ2IxDZgKgH3j515f50n12FWO6uzYarE7mP7Ry2BaDkzCPPIOfY7r70ezHXkrt6EWI++dN4LLRiWgAXc3VvpwednuXRAEoSv1eDD9wgsv8P777/Pggw/y4Ycfoqoq11xzDQ6Ho8Xz58+fT3Z2Nm+++SZPP/00S5cu5b777vMcX7FiBQsWLODCCy/k888/Z/LkyVx77bVkZWV5PUZ9fT25ubm8/PLL/Pbbb55fd955Z1c9Bv9SHWiuBkxRwwg66UMkY1D713hBczlw5ertle3V/QAIGBDe5JzdtaVk1ZVhlg2cECs2Hwp9n2XU2UDHUj0sKSEYQs1odoWGPR1rLz4tuj8mSWZvXTm7a70LjE0Z85AjhoOjAvvaPvL3VAeZDDKPzRzMvdP7IwGvr8tn7qdbRKUPQRB6XI8G0w6Hg9dff5358+czffp0MjMzeeqppygsLOT7779vdv769etZtWoV//73vxk2bBiTJ0/mgQce4IsvvqCoSE/gfeWVV5gxYwZz585lwIAB3HbbbQwbNoy33nrL6zH27NmDqqqMGTOGmJgYz6+QkJBmc+qNJGMAoeduIOmS1cjWaL+N68rbCC4bUkAEiiMOySRjTQltcs53hXqKx3FR/Qg2WloaRhD6FMvIs0A24Mrb6HUDF0mSCBqq/9mr3dqxleIQk4UpjbXZvy3c4d39ZCOWiU/qKSn7P8F14LsO3bOvkCSJ6xsrfQQYZZbsLeeM99aTJyp9CILQg3o0mN6xYwd1dXVMnjzZ81poaChDhw5l9erVzc5fs2YNMTExDBhwcMVz4sSJSJLE2rVrUVWVdevWNRkPYNKkSZ7x2hsDYOfOnURHRxMW1ryrX18hGSx+S+1wc+79Q/+P8LEgSVjTw5CMTT9C7nzpmXGD/XpvQegpclAU5owZANjXfuj1dcHDYvRrcqpxVdk7dM/T4vUUqW+8DKYBDNHjMGVer99z1a1ojuoO3bMvOT0jhs8vHk1MkIltJXqlj42i0ocgCD3Ev9FWBxUWFgKQkJDQ5PXY2FjPsUMVFRU1O9dsNhMeHk5BQQHV1dXU19cTHx/f6njtjQF6MB0YGMj8+fNZt24dERERnHvuucydOxdZ7tzPH0Zj9/z8Ymis+2ww+O9+rv16MO1iKADBgyObvJ8Sey1rKvQWwLOSMrvtvXalrniOR5sj4RkGTrgIx/bvsK/7iNDT70Hy4u8BY1QA1tRQbDnVNOwoI+K4ZK/vNytpCP+3eRHrKvMocdaSEBDq1XM0jL2DmgOLUWv24txwH4HH/sfre/Y1E1LC+eHK8Vz00Sa2l9Qx5/31vHzWMGZlxLR53ZHweewNxHP0D/EcO683PMMeDabdm/7MZnOT1y0WC1VVzTt6NTQ0NDvXfb7dbsdms7U6nt1u92oMgN27d1NdXc3MmTO54YYbWLt2LY899hhVVVX89a9/9eGd6mRZIiLCP/nL3goN9U/3QU1VKdqnb+R0OjPBKpE4NgljoMlzzue7tqKhMS4qmWGJR1ZJPH89x6NZX36GYVMvoPp/81EqcrGUrCMo83ivrlOPSWZ/zjbqtpXSb9ZgJNm76jYRBHFMTBorSrL5tXoff0k81nOs7ecYRMDMVyj85CQcu98iYth5BKbP9OqefVFERBB/zJ/Kn95Zy/e7Spj76WYeP2MoN0/t3271or78eexNxHP0D/EcO68nn2GPBtNWqxXQc6fd/w1gt9sJCGj+UKxWa4sbE+12O4GBgVgsFs94hx93j9feGKDnXdvtdk+OdEZGBrW1tbz44ovcdNNNPq9Oq6pGdXXHWgz7ymCQCQ0NoLq6AUXp/I53Z/4W1PpKMAahmQZiTQ6hxu4A+8Fn+VnWJgBmxAyioqKu0/fsDfz9HI9GR8oztIycQ8PKtyn++Q3C48Z7d1FSEJLZgKPCRv7GAgLTvU8dOyV2MCtKsvk0axN/ihvl/XMMGos581ocO/5L8XfzCDnzd2RrpNf37YveOXcYt327izfX53Prl9vYcqCKf80chLGFv6uPlM9jTxPP0T/Ec+y8rn6G3iyC9mgw7U63KC4uJjU11fN6cXExGRnNy6rFx8fz448/NnnN4XBQWVlJbGws4eHhBAYGUlxc3OSc4uJi4uLivBoD9JXtw1evBw8eTH19x/rBGQAAWQ5JREFUPVVVVURERPj4jsHl6t4/LIqi+uWetl3LANACh4NkwNo/vMm49YqTXxpbiJ8SO7jb32dX89dzPJr19WdoHvMnGla+jW3D5zjP/DeSObD9iySJoCFR1G4spmpdIeZk7zcxz4zJ4AF+YFnJXsoa6okK0O/nzXM0jbobZ/7PaNW7qVt+C9Ypr/ulznxv9q+TB5EeHsD9P2fxxro8sisa+O9ZQwmxtPzPXF//PPYW4jn6h3iOndeTz7BHk3QyMzMJDg5m5cqVnteqq6vZtm0bEyZMaHb+hAkTKCwsJDv7YGewVav0usfjxo1DkiTGjh3rec1t5cqVjB8/3qsxNE1jxowZPPfcc03G2Lx5MzExMZ0KpPsy9+ZDd7504ICmz+G30r00qC6SA8IYGhLX7fMThK5m6n8ccmQ6mq26Q+3Fg0fpP6Q3ZFXgqmm55GdLBgRHkRESg1NTPRt7vSUZA7Ee+yJIRpScL3Ht+7hD1/dFkiRx3cQUXj9br/Tx0z690scBUelDEIQu1qPBtNls5tJLL+Xxxx9nyZIl7Nixg1tuuYX4+HhOOeUUFEWhpKTEkws9atQoxo4dyy233MKmTZtYsWIF99xzD3PmzPGsPF955ZUsWrSIN954g6ysLB599FG2b9/O5Zdf7tUYkiRx8skn89prr7F48WJycnL46KOPePXVV5k/f36PPauepGkazn16MK2aRmJOCMYY1rTs3beF7ioeGUf8CphwdJJkGevEywCwrXrH6+vM0YFYkkNAg9pNxe1fcIgzEvQfXr/M39qh6wAMUWMwj1gAgH31/6HW7O3wGH3RrMExLLx4NLFBZraX1HHa2+vYUHDkVjYRBKHn9fj20fnz53Peeedx1113cdFFF2EwGHjttdcwmUwUFBQwZcoUFi9eDOgrD8899xzJyclcfvnl3HzzzUybNq1Jw5UpU6bw8MMP88EHH3D22WezYsUKXnrpJU8pPG/GuPXWW7nmmmt48sknmTVrFm+88QZ33nknF1xwQXc+ml5DKd2DWlOEJplQzRme7m5uqqaJrofCUcE64RKQZJx7f8dV4l2HQji4Ol27pQStAzl9ZyQMA2BpSRZVjoZ2zm7ONOxm5JjJ4KrF9ts1aErHSvT1VaMTQvlm7liGxARRXOdgzvsbWLyrpKenJQjCEUrSNE3r6UkcLRRFpby8ezbmGY0yERFBVFTUdTqHqOGPV6n97G8o5lE4Yp4g6doxGIIOVvFYW3GA039/jRCjha2nLMAsGzo7/V7Dn8/xaHWkPcOq1y7Asf1bAqbfTPDsB7y6RlNU8l7diFrnJOr0AQRlRLV/UaPjl77AzpoSnh97Nn8ZdVyHn6Nan0f9ouPBUYEp8y9Yxv3T62v7uhq7i2u/2MZP+8qRgHtPGMCNk1OJjAw+Yj6PPeVI+3PdU8Rz7LyufoYxMe3vdenxlWmh93Ps/gUA1TIGa2pYk0AaDjaWODF24BEVSAtCS6yT9JQx25r30FzerfRKBpngEXr949r1RR26nzvVY2Fex1M9AOTAJKyT9T0gzh0v4cpd7NM4fVGIxcg75w3nijGJaMB9P2fx92924hRVEwRB8CMRTAtt0lQF555fAVAtYwkc0nRFTdM0virYBsDp8UO6fX6C0N3MQ05BDk1Aqy3BvukLr68LGRkLsoQ9vxZ7vvfd+typHr8UZ1Fp73iqB4Ax+VRMmdcBYFt+PWr1Hp/G6YuMssy/Th7E/ScOQALeXJ/PGa+totrm6umpCYJwhBDBtNAmV/4mtIZKNCkQzZrZrIrHpqoCsusrCJCNnBQ7qIdmKQjdRzKYsE6+CoCG3//r9XWGYDNBjT+MVq9p3uG1NRkhMY1VPRQ+y97csckewjzmXj1/2lmD7de5aM5an8fqayRJ4i8TUnjjnOEEmmS+31XCaW+vJbdKVPoQBKHzRDAttMm5eykAqnkkAQOjkS1N0zjcq9InxQ0myNi8s6QgHIkCJl0BBhOu7FU4D6z3+rqQcfEANOypwFnhfSB3btIIAN7PWtuheR5Kkk1Yp76GFBCHWrUT+4q/crRtmTltUDRfXTaWhFALO0rqOO2dtazLF5U+BEHoHBFMC21y7PoFAMUyhqDGnE+3Q1M8zmzM6xSEo4EcGodl1NkA2H5/xevrzNGBWPvpXRBr1nm/On12oh5M/1K4l/yGqg7MtCk5IA7r1DdBMuLKWYhzyxM+j9VXjU4IZcX8qQyLDaakzsk5H2xg4faOlSwUBEE4lAimhVZpLrunWYsUdQzW1NAmxzdXF4oUD+GoFXDctQDY1v8Ptcb7YCx0vN75tW5LCUq906trUgLDOSYqDQ2NTw/4nuoBYIiZiGXiYwA4Nj2CK+fLTo3XF6WEB7Bo7lhm9I+kwaXy5y+3cfFXf/DQth+5d+t33LP1W17I+oOvC7ZRaPM+v10QhKNTj7YTF3o3577loNjQ5AiCJkxq1ozF3UhCpHgIRyNj6gSMqeNx5ayh4feXCTr1bq+usySHYI4LwlFUR/WaAiKmpXp13fkpI1lRls0nuZu4rt+xnZk6poFzUat24tzxErY/ricgKAVD1JhOjdmXuFSFX0p3YUnfgbHaias0iSXbHCzJrYSkHUgGpcn5Q0JiOStxGJf8f3v3HV5FlT5w/Dtza256D72HkJCEhN6LiKwCKjYULIBlbbs/QQXXsrq7rt1VwAI2lgUVlaKIBVApSgcB6T1ACOk9t8/5/XHhyiWBVJII5/M8eZLMnJk582bu3DfnnjmnZVciTf4NU2lJkhot2TItnZd1i2cILbe5OwGdfbt4aEKw6OROQHbxkC5PiqJgGfRXwDMWu7BXbQx5RVEI7t0MgJJtWVVunR7VNB6DqmNXUSZ7iqo3vF5FjCnPoWs6FNxWbCtvQytJq/U+Gzun5uaDwxvouOBFxm+azzeZe3BHHySo1REURUBxBGHpfRkX04frm3YmMSgGBdhTnMWL+36i6w//YfL2r8iUrdWSJJ1FJtPSeTn2LANA32YIOovv2NIb846Rbi0kQG/kyujYhqieJDU4Y+cR6CLaIsrysW2q+hTj5jbBGGP8ES6Nok0ZVdom1Gjhmuae4Sc/Pb6tJtX1oah6zP3eQw3tjLBlYf3xJoQtt9b7bax+yjrIkNXvMmXHNxwtySfMaOHhdn1Z1v9e9t9yF1+PTSXK30hescLXv/gxNnwIywfcx85hj/Fm8rWkhjTDobmZd/xXev80nWkH1+DS5HjVkiTJZFo6D0f6ISg9jEAloN+IcusXpnv6bV4TE4+fzlBuvSRdDhRVh9+AhwAoWzUD4a5aK7NP6/T2LNyljiptNz62BwCfp+/AobkrKV2FehiCMA/6FMW/BaL4ENaVtyJc9TNLa30pdtp5ZPuX3LpxHgdKcgg3WpjW8zq2DXuEJzsNJSm4CYqi0K1ZMMvu7EqXmEDybS5unr+dj7amE260cEuLLnzT726+6jOeriHNKXM7+ffeHxm19kMOl1y6/4BIklQ1MpmWKlT84yLPD/6JmNu38Fnn0NzeUTxGN+tc31WTpEbF3H0sSkAkWv4xbFs+rfp2rX9vnS7cWLXW6eHNOhJtDiTPUcayzH01rbIP1dIEv8GfgTEULXcLtlXjEO5LY/zlbQUnGbL6XT45vg0FuKdNTzYO/QsPxvfDUsFzHk0CTSy+rQuj46NwC5i6/ACPf78fx+kZE3uEteTrvhOY1uU6gvQmthakM3TNTJZm7KnnM5MkqTGRybRUjuZw4zywAgBj/LByDx7+lHWQfKeVKFMA/SLaNEQVJanRUAx+3r7TZT+8Uq3W6ZC+zQFP63RVxp3WqzrGtEgG4ONjVR/fujJqcCx+gz8FvT/uU6uxrR6PcFettbyx+uT4r1y79kOOWwtoaQlhUe+7+GfCcIKNfhfczs+g4+0RnXhqYFsU4L/bTnLjp9vJLPFMHa8oCjc3T+angffTJ7w1ZW4nE7d8xqv7V15243ZLkuQhk2mpnOJtJ1CtWwHw7zuq3PoFp7t4XNc0AZ0iLyFJ8us9EcU/Ai33KPatn1V5O3OrYMytg0ETFKw5XqVtbmuVCsDK7EOctNbdhCO6iG74DfoEdH64Ty7D9ss9CK1q/xg0JpoQPLd7GY9s/wq75mZYdCwr+t9Hr/BWVd6Hoig83Kslc27oTIBRx4YThQydvYUNJwq8ZZr5BfNZz9u5p01PAF7dv4pHdnwl+1FL0mVIZkKSD+HWKP3lGxRhA79o9M2SfNYXOKx8n7kXgBvOWSdJlyvF5I9l0F8AKF3xcpVbpwFCBrQAxTMrou1E5clxu4BweoW1QkPwyfG6a50G0EX3xTxgDqhG3Me/xrZmPMJtr9NjXEx2t4v7f13AO4fXATC5w0BmdxtDkMFco/0Nax/Bsju70jHCQlapg9GfbGfW5hPeFmi9qvLPhOG8ljQSFYVPj2/jni2fY3O76uycJElq/GQyLfko2ZmNku+ZQtycPKJcF49FJ3di19zEB0aTFNykIaooSY2SX5+7PX2nc49gWz+7ytsZIywEJEYBULDqWJW6CtzRqisA/0vbgrMOHkQ8m77pEMwD/geqCfeJb7GtvgPhstbpMS6GMreTOzZ9wpcnd6FXVKZ3uY7HOg5CPeceVl3twix8e3sq13WKwqUJnv7hIPd9tZtSx+8J89iWqXzQ7WaMqo5vM/dy95bP6uQBUUmS/hhkMi15aQ43hWuPobN5Zj00JY0sV+ZMS9iYFl3KJdqSdDlTTAH4XzkFgNLlLyLsJVXeNrhPMxSjiiOzjJId2ZWWH9EknkiTP6fsxXx7am+N63w++mZDMQ8+0+VjBdafbkY4aj6N+cVW4rJz24Z5rMo5jEVn4OMeY7mpeXKd7d/fqOfdkZ341xXt0asKX+7N5k9ztnIwt8xb5k8xcczrcRtmVc+KrAPct+WLOv9HR5Kkxkkm05JX0eYMKNiBohWgmIMwtOvvs353USY7CjMwKCqjmyU2UC0lqfEy9xrvGXe6JJuyVTOqvJ3OYiCkj+dhxIKfj+MuufDDf0ZVx7iWnr7THx3dVPMKX4A+ZiB+Qz4HQyBa1lqsy65BK0u/KMeqjTK3k3EbP2Z9XhqBehPze97OgMi2dX4cRVG4p1tzFt6aTJS/kX25ZVw1Zwvf7P/9n5/+EW35b/cxmE63UD+y/Sv5UKIkXQZkMi0B4C51ULzlFKrtFwCM8cNRzhk/+tPTrdLDojsSIafUlaRyFJ0By/BnAChb+SbuwpNV3jagSzTGaH+E3U3+ymOVlr+9ZTd0isK6vLQ6mRGxIrqo3vhduRTFLxqtcA/W74fjzvvtohyrJpyam3u3fM76vGME6U180esOuoe1qHzDWujZPIQVd3WlV/NgShxuxi/axT9XHvI+eDgwsh0fdL0FnaLwRfoOXtj340WtjyRJDU8m0xIAhevSEQ43eqfnwR1TZ98uHja3iy9O7AA8XTwkSaqYKfl69K16gKOU0q+frvJ2iqoQdmVrUKBsfx7WwwUXLN/UL4jh0XEAvH9kQy1qfGG60AT8hn2PEtQBUXYS67KrcR376qIdr6o0Ifi/7V+yIusAfqqe//W4jeSQpvVy7OgAE1+MSebP3T2fJszYcJzrP97GiSLP8IZDozvwWpJnJKRpB39m9kX69ECSpMZBJtMS9pPFlOzIRnEdRHGkg96MseNQnzJLMnaR57TSzBzEkKj2DVRTSWr8FEUh4PpXQVGw//o5jsNrq7ytMcqfwNQYAHKXH8FtvfCoIPe27QV4ZkTMslW9j3Z1qQEtsAz7Dl3MIHCXYVszHvuOFxEN1CdYCMHTu75jQfpv6BWV97reTM+wlvVaB4NO5bkh7Xnv2ngCjTo2phdxxUebvd0+xrTowuOxgwD4285v+e4i9G2XJKlxkMn0ZU64NfKWHwXAbFkPnO7icU43jtlHNwNwe6uucmxpSaqEoXkXzD3vAqBk0aPVGiovuE9z9GFmtFInecuOXrDPbY/QFnQLbY5Dc/PB0YvXOg2gmEIwD56PIe7PADh/ewXbjzegWS9OF5MLef3Aaj44uhGAN5OvZWh0h3qvwxmj4qJYMb4bXZoEUmBzMX7RLv624gA2l5tHOgxgXMtUNAT3b13AlvwTDVZPSZIuHpkVXeaKtpzCmWtFNauo+csBMKfc6FPmt8IMthScwKCo3NYitSGqKUl/OP5/egbFEoo7YyfWldOqvJ1qUIm4uh2oCtZD+ZTuPP/oHoqi8GC7vgDMTttMievijgmtqHpMXZ/H1Ocd0FlwZ67B+s0gXCfrr1/wB0c28sr+lQA8n/AnbmhetfHu3VYX1sMFFG7OIP27g2R/d5i8H9Mo+Pk4xdszsWeUoDlrNuFK6xA/loxN4YEenv7aH2xJ55r//cqhPCsvdr6GoVEdsGou7tz0KenWxjsqiiRJNSOT6cuYM89K0TrP0/lBcVloRSdRzEEY44b5lPtvmqdV+pom8USZA+q9npL0R6T6hxMw6gXAM1SeK+tAlbc1Rvl7pxrP/+kYjuyy85a9Kroj7fzDKXTamHtsa+0qXUWGNjdj+dMK1OBOCFsWtp9uwrZhEsJZfFGPuzD9N57c9S0Aj8YOZGKbHuctK4TAkV1Gwc/HOTl7B+nvbCV78X5yf0zj1Ko0indkUbItk6KNGeT/kEbmJ7s58dYWshbto3RPDpqzel1YjDqVvw9ux8c3JhLuZ2BnVglD/7uZedszeDflBhKCoslxlDJ+83zKqvFJhSRJjZ9Mpi9TwqWRs/QQwi0wtwpCyfseAFPiKJSzZgvLd1i904ff1apbg9RVkv6oTF1vxRA7BFx2ij9/qFp9jAO7xWBuGeR5rX51ALet4ln1VEXhgXZ9AHj70Np6S9TU4I74DV+GoeO9ALgO/peypQNwpS+7KMdbkXmAv2xbDMDE1j2Y3GFgheWEW6N0dw6n5u3i1P92UrQxA1ee58FAfagZ/45hRPVpTmjf5gT1aEJAl2jMrYNR/fSgCWxHCsn99jAn39tO4caTaI7qJdVXtAvnx/Hd6N8qBKtT4/FlB7hn0T5eibuBMKOFHYUZTJZD5knSJUUm05epgp+P48wuQ/XTE3ZFc+w7FgNgOqeLx5y0zVjdThKCouv9AR9J+qNTFIXAG98Eoz+uI+uq1d1DURTCr2mHLsiIq9BO1tcHEVrFCdhNzZNp7hdMlr2EOac/SaoPit6CqdsLmK9YhOLfAlF6DNvKW7GuvgOt5HidHWdD3jHu3vIZLqFxQ7NE/pkwvNykUUITlOzI4uQHO8j97jDOrDLQKfi1CyX86nY0uz+FpuOTiL42lhYjOxLatzkh/VoQNqQVUaM70uzPKTS5M5Ggnk3RBZvQbC4Kfz7ByQ+2U7Izu1rJb0ygic9uSeafV7THrFf58Uget36yj7tCrkavqCw6uZO3DlX9wVRJkho3mUxfhqyHCyje6nloKPyqtriP/4goy0cJjMLQboC3nN3t8j7k8+e2veWMh5JUA7qwVgRc9zIApd/9E+eJX6u+rZ+ByFEdUPQq1sMFpH93sMJyRlXHpA6e1+70gz9T6rrwpC91TR8zAMs1P2Po9DAoetzHl1K2pCf2rc8i7AW12veuolPcvvFjbJqLoVEdeCP52nJThJcdyifjv7+Rt+Io7hIHqsVAcN/mNLu3C5HXdsA/Lhydn+E8R/BQFAVDuB8hfZvTdHwS4cPbog8xoVld5C07QvaCfbgKq94nXVUU7u3WnOV3diU5JoACm4vXfsomoWgQwqXn+b0rWJFZ9a4/kiQ1XjKZvsw4823kfHsIgMCUaPzahmDb8F8AzN3Gouj03rKLTu4ky15CE3Mg1zbt3CD1laRLgbn7OIyJo0BzUTxvIpqt6n2LjVH+hA1rA0DmmmMUbMqosNxNzZNpbQkl11HGh6f/Ca5PiiEAU+qz+F29El10P9DsOPdMp/Srrjh+e6VGSfWR0jzGbJhLkctOz7CWzOp6EwZV513vKrSTvXg/OV8ewJVvQ/XTEzqoJc3uTia4Z9NKE+jznouq4B8fQZO7kgjp3wJFp2A7VkTG3J2UHcqv1r5iI/xZOi6VSX1aoVNg2zE35iO90Qoj+PPWBRwsyalRHSVJajwUITtu1Ru3WyMvr7RejqXXq4SG+pOfX4rL5XlCXbO7OPXJblx5NoxNAoi+KQ6t5CR5zyeAEIRO2Yo+0jOGtBCCwavfZW9xFk/FDeWh9n3rpd6NTUVxlKpHxtBDK80l//W+aIUnMSZdR9Dt/63Wpz0lW06Rt8ozM2L4n9ri3ymiXJnPTmznL9sWE2wws27ww4QZLXVW/+oQQuA+uQLHr8+hFe7xLNQHYIgdj6HDRNSAymcpPGUrZuQvH3LcWkBCUDQLe99F8OnnOYQQlOzIpmDVMYRLA1UhqGsMQT2aopp0CLcTd95R3DmH0Qoz0EpzwFGG0NzoDEb8wyKx6UNQQlqhi4pFtYResC7OfBu53x3GkeEZyzuoZ1OCezdDUav3ad2Wk0X8deleDuSdfqA0MIfW7XJYNuT3c/ujkK/ruiHjWHsXO4aRkYGVlpHJdD1qyGRaaILsL/djO1KILsBIzNh4dP5GSpe/RNn3z2No24+QB77xbr8scx93bPoUf52RrUMf+cPd6OuKvNHVnozh75xpGyl4+0/gduI/8t9YBj5U5W11OoXSX06StfY4KBBxTXsssWE+ZdxC48rVs9hdnMmE1t35d+er6/oUqkVoblzHvsS56z9oBbs9CxUVXbPhGDrchS5mEMpZLc1n5DusXLfuI/YVZ9PaEspXfSZ4RxJylznJW34E66ECAEzNAgntF4Yo2obr6AacR9bjPL4FnNYq11MX0Q5D2z4YO12FMXYIiqn8qEXCrZG/6jgl2zxd5CyxYYQPb4uir94HvHaXxpvr0nhz/TFcmgDVRcd2Jfxw3UifVvfGTr6u64aMY+3JZPoy01DJtNPpJn/FUUp+y0bRKUSPiccY7Y/QNPJeSELLP0bgrbMwdx0DeFp9hv/8PtsLT/JQu7481WloJUe7dMkbXe3JGPqy/jyTksWPgaojeMJnGOOurNJ2er1KSLCF/R/voGRXDigQ/qd2+MeF+5T7OecIN66fg05R+HHA/XQMjLwYp1EtQmi405fh3DcT96nV3uWKXzT61jehbzkCNbwriqJS6nJw8/r/saXgBDGmQL7sO55Wp1uOrWmF5H53GK3UCUoJgc33ohT+iPPAT3DuKCYGP3QR7dCFNEcNiPAkyKoORXNicJdizTmOK/sIWsE5D0oaLJiSr8Ov13gMrXuWO5fS3TnkLjsCmsDUPJDIazugmvTlylVmT3YJ9y/dyZ5Mz0gjTUI15l3Xg4SoP8bwo/J1XTdkHGtPJtOXmYZKpnNWH6No/UkAIka2x9LB05pl3/0tRR/eguIXQvgz+1AMfoBnCKpxmz7GT2dg05C/EnHObIiXE3mjqz0ZQ19CCEo+exDbprkopkBCHlqGvklCpdudiWNebglZ3x6i9HRCHTa0NQGJUT5l79r0Kd9l7mNwZDs+7jG2UT08rBXuxXlgNs6jC8Ce512umKOg6ZX8p8yP98qM+BkDWNR7PJ2CohAujYJfTlC8+SSqfTMG51LU0o2g/Z5Aq+FtMLTpjaF1LwxteqOL7ICilm81Pvd61EpzcR7bgnP/D9h3f4uWe/T3sq17YrniUYxxw3xiaDtWRPZX+xEODUOkhagbO9aof7ZbE0xauZlPtxSCpkdR4M4uTZnSvw1hNezvXV/k67puyDjWnkymLzMNkUwf/eEQuSuOAhB6RWsCk39/0y2YOQrngZX4DfwLASP/BXje6K/+5QN+LUjn/ra9+Xv8sIp2f9mQN7rakzEsT7gcFL43Gueh1ajBzQh5aBm60Av3Iz7306a8FUcp/c0zO2JQz6YE92nmTfgOl+QycNXbOIXGu6k3cF0jfIBYuB24Ty7DlbYY18kVcNaEL1b0aBE9CG1+BcLcjbzVGtrxr9GXLkF1p3vL6WLiMSVdhyn5evTRHat03Atdj0IIXGkbsW34L7atn4HbMyqKoW0//Ef+C8NZM8A6skrJWrgPrcyFIcKPqJviavzA4xNbf+DDDblQ5Lk/h5j1TOnfhju6NEFfwT8EjYF8XdcNGcfak8n0Zaa+k2n3wQLSFu4FIKhXU0L6NPeud2XsIv+13qCohD2xA93pMaSXZ+7n9k2f4Kfq2XjFX4msoO/g5UTe6GpPxrBiWlk+BTOG4c7ahy6iHSEPfo8aGHXe8uWegxCCwrXpFG3wfOpk6RhG2LA2qAZPv9tX96/k1f2rCDdaWDPowQZ7GLEqnE4bb6x7iYDMlQx1HqGJ8B3tRLhBK9XQSgSa04Ip/lbMve5BHxNX7WNV9Xp0F53CumoG1l9mgssOioJf33uxDH8a1RzkqXeulcwv9qKVOmuVUGtCMGHzfL49fAr9qVhcNs/fqlOkP/+8oj39W134AcmGIF/XdUPGsfYaQzLdOP/llWqteGc2aYs8iXRgajTBvZv5rLeueQcAU+K13kTapWn8c88KAMa37nHZJ9KSdDGpllCC712MGtoSd84hCmZdi1acXeXtFUUhpG9zz7B5qkLZvjwyP9mNM9/TB/fhdv2IDYgk11HGs7svzqyEdUETgsm7vuO1Ivi3ZQjHr1iOocd8HEXJuApAuASKDnRBKoamOkyt7GCdh2P7X7Fv/Tuu498gbHU/vJwuKIaAkf8ibMpWTKk3gxBYf55J/qu9cR5ZD4Ah3I/om+LQ+Rtw5ljJXri/2jMmgmdM6hkp1xMXY8TVdhPN22QRYtazJ7uUGz/dzs3zt/NrRlFdn6IkSXVEJtOXIM3pJuf7wyAgKCWakIEtffr7acVZ2LbOB8BvwAPe5Z+d2Mb+kmxCDX78tUP/eq+3JF1udCHNCLnvS9TAaNwZuyh452rchRWPI30+AZ0jibqhI6rFk9CdmreL0r25mHR6Xk8eiYJnyLylGXsuzknUgltoPLZjCZ+d2I5OUXg38WpSf3ifwlljcB/ajPOIE/vJTug7voCx6wvoW16H4hcNmhMtZzPOPTOwrb6d0gUdKV3SE9v6v+I89DFa8eE6m65bF9qCoNveJ/jeL1HDW6MVHKfgnT9RuuJlhObGEOZpkVb99DgyS8n+cr9nuL5qCtCbmNPtVsKMfqRb9tC/VzYTUpuiVxVWHc1n+JytjF+0k73Z9fPppiRJVSe7edSj+urmIYSgcNVxAsItmLpE4nb7/olLljyJddV09K26E/LQChRFodTloM9P08m0l/Bc/DDua9v7otfzj0B+BFd7MoaVc2UfpPDdkWiF6ajhrQm+ewH6yA4+ZSqLo6vEQe7Sg9jTPWMhWzqGETqkNS8cXcmMQ78QbDCzov99tLCE1McpVcqpuXlo2yK+PLkLFYXXTBaG/vgmOAsBEJYk/Ef8DUv3P/k0BgghEKXHcGetx529ES17PVrh3nL7V8xRqJE90EX1Qd90KGpQO6B216NmK6Jk4STsWz8DwNBuAIG3zUIX3BRHZimZn+9BODT82oUQMaI9iq767VU/5xxhzIa5uITGk3FXMDKiK6/9cpQvdmWiCVCAGxKimdynFW3DGq7rjnxd1w0Zx9prDN08ZDJdjxp60hYArTib3H8ngrOMoIlfYOrkecDwpX0/8p8Da2jhF8LPgx7EpKv+UE+XInmjqz0Zw6px5x6lYOYotLyjKJYwgifM9xmarSpxFG6Noo0ZFK5PBwGqv4GAAc24Lfcrthak0z20BQt739ng4xlb3U7u2fI5K7IOYABeOryWK4+tA0DTt0KfNJmQG29HZ6xaPYU9H3f2RtzZpxPs3K2g+U6prgS0Qd9sKMYWw4iIG0ZhsVaj61EIgX3zxxQvehQcpSgBkQTf9TGG1j2xHS8ia+E+cAssncI941DXYCSV2Uc3MXXnNyjA7G5juCqmI/tySnl5zRG+3u/p0qIAV8dG8GDPlnRtGlTtY9SWfF3XDRnH2pPJ9GWmMSTTJV8/g3XlG+ibpxDy15UoisLBkhyGrH4Xh+bmvdSbGNk0vl7q+Ecgb3S1J2NYdVpxFoUf3ozr+FbQGQkY/Rp+Pe8EqhdHe0YJud8dxnW6/3ROKx23WJZR7HYwtkUKryaNbLDh8kpcdu7Y9Clrc49i1tz8Z+di+uUdRajhuCImEDL6z1ja125sbOG2oeVux529DvepVbiz1vkMo6fo/dA3G4au5XXoml6Jover9jFcWQco+t+duDN2gs5I4M0zMHcdQ9mhfHK+OgACArpEEzq4ZY1i/fhvXzMnbQt+qp7Pe99Bt9OjvWw/VcwrPx9l+aFcb9neLYJ5oEcLhrYLR62nv6t8XdcNGcfak8n0Zaahk2mtOIvcF5LBUUrQhPmY4v+EEIJbNsxldc5hBke25+MetzWqMWkbmrzR1Z6MYfUIeylFn9yLY+cSAMw97yTg2pcwWAKqFUfh0ijalEHhxpPgFvzsn8WjzbaiIXim05U80K7PxT6VcjKsRdyx9kN+sxbi77Lz1m+LSC3KxxUwBkPXuwm7ombjNVdGOItxn1qD6+QK3CeXI8pO/r5S74+++Z/Qt7oOXZMrUHTGqu/XXkLRx/fg2LUUAMsVj2K56inK9uaR+91hAIJ7Nyv3AHhVODU3d22ezw9ZBwg1+PFV3wl0CPh9Cvm92aW8s/E4C3Zn4tQ8b+Mdwy3cldqMG+KjCDZf3HGq5eu6bsg41p5Mpi8zDZ1MF3/xf9jWf4i+RSohf/kJRVFYmP4bD/y6EJOqY9XAB2jtH1bJni8v8kZXezKG1Sc0jbKfXqfsu3+CEOiiYgm94yOiEvtUO47OfCsFq49jPVTA/JCjvBa1BwX4T/xIxrRNrXT7urL16Abu2vE1WaqeUEcZb//2JXFaL7ToOwkb3gW/tvUz/JtOp+Dv3E/ujnk4ji5GlJ41A6IpHEPbMRjajUUNrtq41ULTKP3uH1h/fB0AY+Iogm57j5KdReT/lAZA6JBWBHaJrnZdS10Oblw/h18L0mnuF8zXfScSY/Z9Y88otvPe5hP8d9tJSk6PJOKnVxkVF8m45KZ0bxZ0URpI5Ou6bsg41p5Mpi8zDZlMuzJ2kf96XxAawQ98h7FtH07Zihm06m0KnDYejx3EpNiB9VK3PxJ5o6s9GcOacxxYSfEn96EVZYCqJ+Kax9EPmIRbqXrr6Rm2Y0Xkr0njRW0L80PTUAQ8b+zL7T36YQg1X4Tae7gKTjL7pzf4p2rCrtPTrjSHNw5kE2O8FUuXJEIHtEA1198zGudOfqPlbvZMHJO2CGHN9JZTI3tiaDcOfatrUfSVzwJr2/IJxZ89DG4H+lbdCR4/n6IdNu/ss+FXl5/6vSpy7KWMWvshh0vzSAiKZlHvuwgylP97FdldfPrbKeZuP8m+nDLv8o7hFm5NasKouEiaBdXd31m+ruuGjGPtyWT6MtNQybTT6abwvetx7v8RY9J1BN8xByEEYzd+zI/ZB0kKbsLSvhMb/KGkxkje6GpPxrB2tNJcir/4Pxy/fQmALqIt/n/6O8ak66rd4iiEoOxwPlO3LeVz02EUAX/JjmNCSDKBnaPwaxuCoq+bEVO14mxOrZrB01kHWRoVC0D//Dz+caoHoc26EDqwJaZmlb9J1bXzXY9Cc+E+uQLnof/hTl/umSkGwBiMod3tGGLvRg248CyVjsNrKfpoDMJagBrehuCJCyj6TU/J9ixQFSKv64Bf65Bq1zmtNJ9rfvmAHEcpvcJaMa/HbfjrK/6HSgjB5pNFzN2WwZd7s7CedY7dmwUxsmMkIztG0rSWibV8XdcNGcfak8n0ZaahkunSLQso+t+doDMS9thGdBFt+W/aZqb8thSTqmNZ//voGFi7B34uVfJGV3syhnXDuWsJJQsn4yo8BYC+RVf8R/wTY7t+1d6Xpmn8bcMSZuduA+DqwmZMzUrAYjTi1y4Uvw6hmFsGeWdTrA533jFKf3yDZYfW8I/2A8kyBaITGvefCuEuwxBCezXH0jGswZ7NqMr1qJVl4Dr8Kc5DcxElRz0LFRVd82swxt2HGtnrvPV3Ze2n8L0b0PLTUCxhBI2fT9HucMr25aHoVaJujMPUtPoTYm0vOMmN6+dQ7LJXmlCfUWR3sXB3Jgt3Z7HhRKHPuu7NgvhThwgGtQkjPtK/2n8P+bquGzKOtSeT6ctMQyTTuSeOk/VCV0RJNpahj+M//Cm2F5xk1NoPsWtuno0fxp/lmNLnJW90tSdjWDf0epVgP8GJRS9Q8uOb4PDcSwyxQ/Drfz/GjleiqFVvVRZC8MHRjTyz63s0BK2cATyV0Zlk2+m+y6qCMcYfU9MAjBEWDBF+6AKNqGa977jPLg1XiQP7rjXYt8zmYM46Xm/bj1URnnGdW9pV/uEawIDURPzahzb4A87VuR6F0HCnL8e5bybuU6u8y9XQJAxx96FvdT2KzlRuO604i8IPbsJ14lfQmwkcM5OiQ/HY0gpRTTqibu6EMbL6Y0RvzT/BLRvmnk6oWzKvx9hKE+ozMortfL0vm6/2ZrEx3Xc2xegAI4NahzKoTRgDW4cSbql8n/J1XTdkHGtPJtOXmYZIpo+8dTvWjXPRRXUkdNLP5Gtuhq2ZxQlrIVdFd+SjbrfU21BKf0TyRld7MoZ14+w4OvJPUbrsBWwbZoPm6Y6ghrfBr+89mLuNRbVU/WG+1dmHeWjbIrLsJSjASH077shoRcv88kmi50AKqsGTtAtXAWrhMvRlS9lrtjG7RTeWRXXErajoBdxuTOCJlCsJigqu5dnXnZpej+6CPTj3zcJ15DNwe4YcVMxRGDqMR9/hLlS/KJ/ywl5K0bwJOHZ/C4qC5ernKT41BEdGCaqfnuibO2EIr/6QfLVJqM84WWRj6f4cfjycx7rjBT5dQcDTz7pbs2C6Nwuie7Ng2oX5lfsnSL6u64aMY+3JZPoyU9/JtO7Q95yYfgMoCiEPLkO07Ma4jR+zOucwrS2hfN//XoIreJBF+p280dWejGHdqCiO7twjWH+ZhW3jXITt9Mf4qh5D+/6YEkZg7HwNuuCmle67wGHluT3L+OT4NsAzIcig0LZcpbaid2kEIbkKzlwrms2F4jqFaluLZl/PIcNJ1oW15PvIjuwN/D2ZvDK0PX9Puor2gREVH7AB1fZ6FPY8nAfn4Nz3PsJ6eup31Yi+9Y0Y4u5DF9r597Kam5LFj2Fb+z4A5t73UWodhyPLjmoxEH1zHIawmiTU6YzZ8D+KXHa6h7bgf91vJcRY/f0A2FxuNpwoZOWRfH46kseeCqYrDzXrSW0aRHxUAAmR/sRHBdAxyp/I8ED5uq4leX+sPZlMX2bqM5mm8Bi5r/VFKyvEb+Bf8B/xT/6y/Us+P7Edi87Akr4TSAiKqZ+6/IHJG13tyRjWjQvFUdhLsW2dj3Xt+55JRM6ia5KAoUUq+hZd0bdIRR8dh3Kef6J/LUjnjQNr+D5zn8/ycEWlhcuG2VqI22kl1+jPSXMQNt3vYxnrFZVRTRK4v11vEoOb1NFZ1726uh6F5sR17Guc+95Fy9nsXa6L7och7n50zYahKCpCCKwrp1G69GkADJ1GYNU9gjNPoFoMRN3YEWNE9bt8/FqQzpgNcyl02ogNiOTjnmNp7lf7TwCySx1sPlnE5vRCNqcXse1UMbYK4mTSqcTHBNAu1I82wX60DfOjbagfbcMsBJnkDLpVJe+PtSeT6ctMfSXTQggKZ1yJM20jhlY9CLr/G148uIZpB39GpyjM6X4rV0R1uOj1uBTIG13tyRjWjarG0ZV9AMfOb7DvXILr2Cao4BavWEJRg5uiBjVBNftORa1ZCzhkK+Zbgz/LQ1uw3z8ScZ6uYME6I13DWnJ1TBxXN+lEmLH6SWF9uxjXoztnE869M3Ed+8o7CogS2BZDx3sxtL0VxRCAbdsCij+5D9wOdM27YQ9+Dme+CdWsJ+qGjhijKx9+71x7ijK5beM8MmzFRJsCmN19DCkh1Z8g5kIcbo1dWSVsP1XM7qxSdmWVsCenlNLTY1pXJNxioEWQmWZBJpoGmmgWZD793fNzlL8RnXpWv3t7HlrRQbSiA2jFhxG2HM+X/cz3XM8MlkIAZ74AnRnFFI5iCj39PQzFHIUa1A41sD1KUHsUc2SD99O/EHl/rD2ZTF9m6i2ZtpeS82wbVKMfYZN+5qWMA7xxcA0AryeN5LaW9TdRwx+dvNHVnoxh3ahJHLXiLJxpG3Ed34rz2BZcJ35FWAuqdVxbQCRHWvciNyoOR3hrdJHtiAlqQlNzEK39w/5wz1xczOtRKz2Bc//7OA/OAcfpbjeGIAzt78AQezeurOO/D50X2gpn9HM4ipqjGHVEjmqPuWX1W5bTrYXctnEe+4qzMak6Xk0ayU3Nk+v0vM6lCcHJEgdHS51sO5bHwZwyDudbOZxfRnaps9Lt9Yog2mglUldAlHKKaDKJ1OUTrcvzfFfzidLlEaoWU+vLyxCEGtQeNSwJXXhXdBGpKIEdUBrJULDy/lh7Mpm+zNRnNw+Rs5+QqGge272JGQd/AZAjd9SAvNHVnoxh3aiLOAohENZ8tMIMtMKTuAszwGnlTEufEALVHIQa3MTTah3cBMUc3Khb9qqrPq5H4SzBdWQ+jr0zEcWHPAsVFV3TYagRQyhZ8gZabhroTWjNJ2O3DwadStiVrQlIqP4wpcVOOw9uW8iyzP0A3NGyK88lXIWf7uJNKX6+OBbbXRwtsHKiyE56fiHpWWmcyM3hZLGTkzYTme5Q3FQtkTWogig/lZgAA1H+BmL89UT764n213m+m11E6YsJJR8cuQh7HqIsw9PKXXwQUXIMbyu2T+UD0IV3QY3siS5mALqIbii6hnl+SN4fa08m05eZ+kymXYqbyTu/Zv6RbQD8K2E4d7fpWS/HvpTIG13tyRjWDRnHulGfcRRC80wEs/ddn6H1FHMU7hILjn0HEA4gZiRW7gPVTFCPJgT3aY6iVu8fGE0IXtn/E28cWIMAOgVG8XbKaDoFVX8a86qoKI7CUYQ7ez3uzLW4s35By9v+++Q3p7lVf3ID+5Bl6Uq2MZYsmpDlCiazTJBZ4uBUiZ3MUge5ZZW3cJ9h1ClE+RuJDjARE2AkOsDzc7RFIUrNI1I7RqR1B0FFGxB528Bd5rsDnRldZA900QPQxfRHDeuCotZPv2/5uq49mUxfZuqzz/RNG/7HzzlHMCg6XkkawZgWXS76cS9F8kZXezKGdUPGsW40VBy1wv04D83DdfhThD3Hu9xdInAXaGiullh1jyKMcZhaBhFxdTt0luq3LK/MPsRDvy4ix1GKQVGZFDuQh9r1rfMZbvV6lSCzlZz9P+LM+AV31lq0/N9A+MZUCWiFLqoPusgeqOFdUYM7VilRdbg1skodZJY4yCyxexPtUyUOss4k3SUOcq01SLrNbqL0hUSKdKLse2jOIVrqM2muyyJMLUIxBqKL6utptY4Z6KnzRfp0Rr6ua08m05eZ+kqmy9xOOi97BZNOz0fdb6FXaKuLfsxLlbzR1Z6MYd2QcawbDR1H4XbgTv8O58G5uDN+5OxuCFqpwGFNxKY9hGJpT9iwNvi1Can2MbJsJTz+29d8d3pUlg4BEfy785/oH9G2VnXXyjJwZ63zJM7Z69AK9pYrowS29STPUX3QRfdF9W9eq2NW5kzSfarY7vl+VqKdeVbyXdWk21+x0VyfSQtdJi1OJ9gtLQ5aN2lD61YpBLQYiOpXdyNhNfT1eCmQyfRlpj67eWQ5i2kWHooo0+QLtBbkja72ZAzrhoxj3WhMcdTKTuI6tgTX0QW4c7dwdtun2xWKy9kdNao/gf1HoQ+tXlIqhGBh+m88s/t7ch2ebg3DomOZ2nEI8VXo+iFcZWj5O3HnbUPL3YY7eyOi5Ei5cmpwHGpUr9MJdG9US+XjmjeEs5PuzBIHmaWepPtkkZ1jhTaOFVjJKHFUup8INZ+WpiJaBhtpFRFFm2btaB0eQqtgMzGBpmo/kNuYrsc/KplMX2YaYgZE+QKtHRnH2pMxrBsyjnWjscZRK8vAtullXAc+QTE7ynUrEMZW6KO7oAvthBrSCTW4E0pA60pHpShwWHll/0pmp23CLQQKcE2TeB5s14eUkGYIVyla8RFE0SG04kOeh/fyf0Mr3FuuywaKihqaiC6qN4aYvkTEDqHIbmlUcawNm8vNiUI7xwqtpBXYOFZoIy2/lLTcPI4VuShyXbh7ilGFliF+tPJ+mX//HmzG31h++8Z6Pf6RyGT6MiOT6T8eGcfakzGsGzKOdaOxx1GzFVH6zdM4ds1B9RfoAlUUP6XiIeJ0fij+zVAtTVHM0SimEDCGoKinp4L3bqSQa81nW9ZO8kvSCRNWQjQbTRU7Ye6i89ZFMUejhiWjhndBF56KLrInitEzLnm9jIoiBJrNjXBpoAmEJhBuDQQoOgXFoEM1qigGXbUf2KyJApuTtKxMjhzbztGMo6TlFnDc5s8xdzTprkhcXDjZjvQ30CrYN8luF+5PcuswzG43mlumYzUhk2lA0zRmzJjB559/TnFxMd27d+eZZ56hRYsWFZbPz8/nX//6F6tXr0ZRFK655hoef/xx/Px+n0r122+/Zfr06Zw4cYK2bdsyZcoUevfuXaf7qAmZTP/xyDjWnoxh3ZBxrBt/lDi6sg5Q+u1zOH77CnSgWhTwj0EJiERncaDqT6AIe50cK18xU2huiiWkI1HhiZjDk1DDuqBazj+TZa2nZRcCzerCVWDDWWDHlW/DVWjHXepAK3PhtrrQrM4KR7ariKJXUS169AFGdAFGdAEGdAFG9MGm019mVFPdPoQphECUHMWdsRJbxirS03dxzGrhuDua465o0lwxHHdFc1xrSoH7whMamXQqTQKNNA0y0yzQRNMg0+nvv094E2zSX1LDVNaVxpBMN/icn2+//TYff/wxL774IjExMbzyyivcfffdLFmyBKPRWK78X/7yF6xWK7Nnz6aoqIgnn3ySsrIyXnrpJQDWr1/PY489xuOPP07fvn354osvuPfee1m8eDHt2rWrs31IkiRJ0sWij+pA8J1zcWXspuzH17BvXwTFGUAGLvRophREYBKGVnGYm6rog0pRlGKEowA0F94s9Ex7mWrwzBB4esbAAsXCisI85ubmsMV6upGnDIw2J93LshhkO0S/CI2EoBiMNRwJRAiBu8SJq8CGq8B+OnH+/WfhrGLioyqeluezvgu3hnC4fz9Nl4a7yIG76Pz9nlWz3pNYh5h8kmx9sAldoLHarduKoqAEtkENbIMhdjwdNTcdCveiZW/Anb0Bd/YXiNJjABRpFo67ojnmiuaYO4bjagdOaC045gwj3WrG7tY4WmDjaIHtvMezGFSaBZppGuQZAjDS30ikxUiEv+H0dyORFgPhFt8ZJqWLr0Fbph0OB7169eLRRx/ltttuA6CoqIj+/fvz/PPPM2LECJ/yv/76K2PGjOGbb77xJrU///wzd999N6tWrSI6OpqJEycSGBjIG2+84d1uzJgxxMbG8o9//KNO9lFTsmX6j0fGsfZkDOuGjGPd+KPGUSvKxLrxv9h//QJ3pu8oGpquGZoxAUKSMbRKxdQ6DmPTaAwRfqjGCyfCQgi2F2bw2YltLMvczwlroc96g6LSMTCKzsExdA6KoZ1/OK0sobQOCiUqLIic9ALseTZcRXbchXZcRQ5cRXbv76KSrgu6QCP6EDP6EBOG00mtajGg89Oj+nm+K3r1vHXHLdCcboTdjbvM6UneSxy4ix24Sxy4Cu24Cu1oVteFA6wq6IOMPgn22Ym3aqpZ26NWloGWuxV3/m9oeTvQ8rYjrKd8yriEyil3OBnuCDLUtpxS25AhmpLhDifDEchJm5E8e9WTYwUIsxi8iXaExUiwSU+w2fMVZNITbNITYtYTZNZ71wWZ9Bh0Fce6MbvsW6b37t1LaWmpT/eJoKAg4uPj2bRpU7lkevPmzURGRvq0Dvfo0QNFUdiyZQvDhw9n69atTJ061We7nj17smzZsjrbhyRJkiTVJzUoGv+hj+M/9HFcmfuw71iM7dfFaFm7UN3pqNZ0sC5DZIBtPVjVMDR9czBGo5gjUPwjUQOjUQPDUEz+qOYAFHMgil8AHUz+PKlL5Ymm3UlzFvFz2THWlB5jk+0kRcLBzqJT7CzyTQAVAVEuM1EuM6FuI2EuE2FuI0FuAxZNj7+mx2LWYdH0BFr8CArwxz/Yj+CQQELDAr0J6/kS5apQFAX0Cjq9Cn4G9CHnn8VQc7i9ibWr8HTr+Jnfi+zgFqdbzO1A+X7kqlmHLsjkSfLN53z56dGZdSh6HYpeRTGoKHrF87M+AjVmOLpmV4PiqbNmzUTL34VWtB+K92MuPUyL3D00t+0B9vx+UD1gAgLBJoxkuMI9CbZoSrbSlFwiyRXh5LgCyXFZyHGYyXMaECjkljk9E9/klDuVC7IYVPyNOvz0OiwGHRaDisX7u+pZZtThp1fxN+gw61UMOhWjTvn9u6pi0CkYdZ7vJp3qs86oU9DrFHSKgqoo6BRQVc/vOlVB5ezfQacojb57S4Mm06dOeV6cTZr49suKioryrjtbZmZmubJGo5GQkBAyMjIoKiqirKyMmBjfMSDP3l9d7KOmVFUhLMy/VvuoqjPXXXCwH/IR05qTcaw9GcO6IeNYNy6JOIalQqdUuOUfIDSEy45w2hBOG7id5UfhqIZmSjR9dB15HACBC4FT0XAqnu9uReBCQ9Qitwk2WgjQm2q+g5q60PDQpx9w9D7oeNbPVe23XWUBzTxfDPM0IyuKpwVeBwgXQnOBcHm66wgXaG6EcNNeuKm8MgpuoaChw42CJlTcqGioaCgI4fl+5nft9O+CxpOsCsB9+utcqqIQ6W/EfNY/YY3hNd2gybTVagUo1zfaZDJRWFhYYfmK+lGbTCbsdjs2m+28+7Pb7XW2j5pSFAWdrn4vWFX9431k0xjJONaejGHdkHGsG5dOHFXQ68F8cRpqGiDlbRh1+2xiLdQ+Lav+vJmXhoZ8TTfo3cRs9nwk43D4PjBgt9t9RtY4u/y5Zc+Ut1gsmEymSvdXF/uQJEmSJEmSJGjgZPpMd4usrCyf5VlZWURHl5+hKSYmplxZh8NBQUEBUVFRhISEYLFYLri/utiHJEmSJEmSJEEDJ9NxcXEEBASwYcMG77KioiJ2795N9+7dy5Xv3r07p06dIi0tzbts48aNAHTt2hVFUUhNTfUuO2PDhg1069atzvYhSZIkSZIkSdDAybTRaGTcuHG8+uqr/PDDD+zdu5dHHnmEmJgYhg0bhtvtJjs729uPOTk5mdTUVB555BF27NjB+vXreeaZZ7juuuu8rcbjx49n6dKlfPTRRxw6dIiXX36ZPXv2cOedd9bZPiRJkiRJkiQJGsEMiG63m9dff52FCxdis9m8MyA2b96cEydOcMUVV/DCCy8wevRoAHJzc3nuuedYs2YNJpOJ4cOH88QTT3j7OgMsXryYt99+m1OnTtG+fXsee+wxn+H36mIfkiRJkiRJktTgybQkSZIkSZIk/VFdKmMDSZIkSZIkSVK9k8m0JEmSJEmSJNWQTKYlSZIkSZIkqYZkMi1JkiRJkiRJNSSTaUmSJEmSJEmqIZlMS5IkSZIkSVINyWRakiRJkiRJkmpIJtOXGE3TmDZtGv3796dLly7cc889HD9+vKGr1agUFBTwzDPPMGDAAFJTU7n11lvZvHmzd/26desYPXo0ycnJDB8+nKVLl/psb7fbee655+jduzcpKSlMnjyZvLy8+j6NRuXIkSOkpKSwcOFC77I9e/Ywbtw4unTpwpAhQ5gzZ47PNvJa/d3ixYu5+uqrSUxM5JprruHbb7/1rjtx4gT33Xcfqamp9OvXjzfeeAO32+2z/bx587jiiitISkritttuY/fu3fV9Cg3O5XLx5ptvMnjwYFJSUhg7dizbtm3zrpfXY+VmzpzJ7bff7rOsLuJW2T4uJRXF8Mcff+SGG24gJSWFIUOG8NJLL3lndoaqvadU9r50qakojmd76qmnGDJkiM+yBr0WhXRJmT59uujZs6f46aefxJ49e8SECRPEsGHDhN1ub+iqNRrjx48XI0aMEJs2bRKHDx8Wzz33nEhKShKHDh0SBw8eFImJieL1118XBw8eFO+//76Ij48Xa9eu9W4/depUMXToULFp0yaxfft2cd1114mxY8c24Bk1LIfDIUaPHi1iY2PFggULhBBC5OXliZ49e4onnnhCHDx4UHzxxRciMTFRfPHFF97t5LXqsXjxYhEfHy/mzp0r0tLSxNtvvy3i4uLE1q1bhcPhEMOGDRP33nuv2Ldvn1i+fLno0aOHePPNN73bL1y4UCQlJYkvv/xSHDhwQDz22GOiR48eIjc3twHPqv5NmzZN9O3bV6xZs0YcPXpUPPnkk6Jr164iMzNTXo9VMHfuXBEXFyfGjRvnXVYXcavKPi4VFcVw06ZNolOnTuKdd94RR44cEStXrhQDBgwQU6dO9Zap7D2lKu9Ll5KK4ni25cuXi9jYWDF48GCf5Q15Lcpk+hJit9tFSkqKmDdvnndZYWGhSEpKEkuWLGnAmjUeR48eFbGxsWLz5s3eZZqmiaFDh4o33nhDPP300+LGG2/02WbSpEliwoQJQgghTp06JeLi4sTKlSu96w8fPixiY2PF1q1b6+ckGpnXXntN3HHHHT7J9Lvvviv69esnnE6nT7lhw4YJIeS1eoamaWLw4MHixRdf9Fk+YcIE8e6774olS5aIzp07i4KCAu+6Tz/9VKSmpnrfIIYNGyZefvll73qn0ykGDhwo3n333fo5iUZi1KhR4oUXXvD+XlxcLGJjY8X3338vr8cLOHXqlLjvvvtEly5dxPDhw30SmLqIW2X7uBRcKIaTJ08Wd911l0/5RYsWiYSEBGG326v0nlLZ+9Kl4kJxPCMzM1P06tVLjBs3zieZbuhrUXbzuITs3buX0tJSevfu7V0WFBREfHw8mzZtasCaNR6hoaHMmjWLxMRE7zJFUVAUhaKiIjZv3uwTP4BevXqxZcsWhBBs2bLFu+yMNm3aEB0dfVnGeNOmTcyfP58XX3zRZ/nmzZvp0aMHer3eu6xXr14cPXqUnJwcea2eduTIEdLT0xk5cqTP8g8++ID77ruPzZs3k5CQQHBwsHddr169KCkpYc+ePeTm5nL06FGfOOr1erp163ZZxREgPDycn376iRMnTuB2u5k/fz5Go5G4uDh5PV7Arl27MBgMfPXVVyQnJ/usq4u4VbaPS8GFYjhhwgSmTJnis0xVVZxOJyUlJVV6T6nsfelScaE4AgghmDp1Ktdeey09evTwWdfQ16JMpi8hp06dAqBJkyY+y6OiorzrLndBQUEMHDgQo9HoXfb999+TlpZG//79OXXqFDExMT7bREVFYbVayc/PJzMzk9DQUEwmU7kyl1uMi4qKePzxx3nqqafKXXPniyNARkaGvFZPO3LkCABlZWVMnDiR3r17c9NNN/Hjjz8CMo7V8eSTT2IwGLjiiitITEzkP//5D9OmTaNly5YyjhcwZMgQpk+fTosWLcqtq4u4VbaPS8GFYhgfH09cXJz3d6fTyezZs+ncuTNhYWFVek+p7H3pUnGhOALMnj2b7OxsJk2aVG5dQ1+LMpm+hFitVgCfRBHAZDJht9sbokqN3tatW3niiScYNmwYgwYNwmazlYvfmd8dDgdWq7Xcerg8Y/zss8+SkpJSrlUVqDCOZ94s7Ha7vFZPKykpAWDKlCmMGDGCDz/8kL59+/LAAw+wbt06GcdqOHjwIIGBgbz11lvMnz+f0aNH8+ijj7Jnzx4Zxxqqi7hVto/Licvl4vHHH+fAgQP8/e9/B6jSe0pl70uXg7179zJjxgxeeeWVCuPV0NeivvIi0h+F2WwGPC+uMz+D5yLx8/NrqGo1WitWrODRRx8lNTWVV199FfC8sM69OZ353c/PD7PZXOHN63KL8eLFi9m8eTNLliypcH1FcTpzs7JYLPJaPc1gMAAwceJErr/+egA6derE7t27+eijj6oVx3PLXE5xzMjIYPLkycyePZtu3boBkJiYyMGDB5k+fbq8HmuoLuJW2T4uFyUlJfzf//0fGzduZMaMGSQlJQEVxwd8Y1jZ+9Klzm638+ijj3L//ff7tPKfraGvRdkyfQk58/FGVlaWz/KsrCyio6MbokqN1ty5c3n44YcZPHgw7777rve/0yZNmlQYP4vFQmBgIDExMRQUFJR7QV5uMV6wYAG5ubkMGjSIlJQUUlJSAPj73//O3XffTUxMTIVxBIiOjpbX6mlnzjU2NtZnefv27Tlx4oSMYxVt374dp9Pp8ywEQHJyMmlpaTKONVQXcatsH5eDrKws71CNH3zwAQMHDvSuq8p7SmXvS5e67du3c+DAAWbMmOF9v5k5cyYnT54kJSWFzZs3N/i1KJPpS0hcXBwBAQFs2LDBu6yoqIjdu3fTvXv3BqxZ4/Lxxx/zz3/+k7Fjx/L666/7fOzTrVs3Nm7c6FN+/fr1pKamoqoqXbt2RdM070Mj4On3mpmZeVnF+NVXX+Wbb75h8eLF3i+Av/zlLzz//PN0796dLVu2+IyHvH79etq0aUN4eLi8Vk9LSEjA39+f7du3+yzfv38/LVu2pHv37uzevdvbHQQ8cfT39ycuLo7w8HDatGnjE0eXy8XmzZsvqzie6Qe5b98+n+X79++ndevW8nqsobqIW2X7uNQVFhZy5513kpeXx7x588pdT1V5T6nsfelSl5SUxLJly/jyyy+97zdjxowhKiqKxYsX07lz54a/Fms9HojUqLz++uuiR48eYsWKFT7jLDocjoauWqNw+PBhkZCQIB588EGRlZXl81VUVCT2798vEhISxCuvvCIOHjwoPvjgg3LjeU6aNEkMGTJErF+/3jsm6PnGw7ycnD00Xk5OjujevbuYMmWKOHDggFiwYIFITEwUCxcu9JaX16rHW2+9JVJSUsSSJUt8xplev369sNlsYujQoWLixIliz5493nGmp0+f7t1+/vz5IikpSSxcuNA7znTPnj0vq3Gm3W63uPXWW8Xw4cPFunXrxJEjR8R//vMf0alTJ7Ft2zZ5PVbRlClTfO5ldRG3quzjUnJuDKdMmSISEhLEunXryr3nuFwuIUTl7ylVeV+61Jwbx3NNmzat3DjTDXktymT6EuNyucTLL78sevXqJbp06SLuuececfz48YauVqPxzjvviNjY2Aq/pkyZIoQQYtWqVWLEiBGic+fOYvjw4WLp0qU++ygtLRVPPvmk6Natm+jWrZuYNGmSyMvLa4jTaVTOTqaFEGL79u3i5ptvFp07dxaDBw8W//vf/3zKy2v1dx9++KEYMmSISEhIEKNGjRLLly/3rjt69KgYP368SExMFP369RNvvPGGcLvdPtu///77YsCAASIpKUncdtttYvfu3fV9Cg2uoKBAPPvss2LQoEEiJSVF3HLLLWLDhg3e9fJ6rFxFCUxdxK2yfVxKzo6hy+USiYmJ533POROnqrynVPa+dKmpSTLdkNeiIsQlNEihJEmSJEmSJNWjS7+zjSRJkiRJkiRdJDKZliRJkiRJkqQaksm0JEmSJEmSJNWQTKYlSZIkSZIkqYZkMi1JkiRJkiRJNSSTaUmSJEmSJEmqIZlMS5IkSZIkSVINyWRakiRJqjdyaoPfyVhI0qVBJtOSJDUat99+O/Hx8fz2228Vrh8yZAhTp06tl7pMnTqVIUOG1MuxqsPlcjF16lRSUlJITU1l/fr15crcfvvt3rp37Nix0ph17NiR6dOnV6seNdnm888/56WXXqrWNtOnT6djx46cOHHC57z+6M6NxcKFC73nKUnSH4tMpiVJalTcbjdPPPEEDoejoavSKK1Zs4ZFixZx1113MXPmTBITEyvdRlGUeqhZ5d555x0KCgqqtc2ZujeWc6gr58Zi0KBBzJ8/n6ioqIarlCRJNaJv6ApIkiSdLTAwkAMHDvDWW2/xyCOPNHR1Gp0zCdjo0aNp0aJFhWWaNGmC2+32/hwTE1Nf1atzMTEx6HQ6IiMjadKkCZqmNXSVLoqwsDDCwsIauhqSJNWAbJmWJKlR6dSpE9dddx3vv/8+O3fuvGDZiroanOkWcMbUqVOZOHEi8+fPZ+jQoSQlJTFmzBiOHDnCTz/9xMiRI0lOTuamm25iz5495Y4xf/58Bg0aRFJSEnfeeSe7d+/2WX/y5EkmTZpEjx49SE5OLlfmxIkTdOzYkY8++ojhw4eTnJzMggULKjwft9vNvHnzGDlyJElJSQwaNIhXX30Vu93uPZczXTaGDh3K7bffXuF+4uLiaN++vffnDh06eNdt3LiRW265heTkZK666irWrl1bbnu73c7LL7/MwIED6dy5MyNHjuSbb76p8FhnFBQU8Mwzz9CnTx8SExO5+eabWbdunXf9kCFDSE9PZ9GiRT7dGSqLX1xcHC1atMBoNJY7l4r88ssv3HbbbXTt2pWePXsyefJkMjIyvOvPdKfYvn07119/PUlJSYwcOZLvvvuu2jEYMmQI//73v7nzzjtJSkriySefBGDv3r089NBD9OrVi4SEBPr378+//vUvbDbbeWNRUTePqpxLfHw827dv55ZbbiExMZHBgwfzwQcf+NTz66+/ZtSoUSQlJdGrVy8effRRMjMzLxhHSZKqQUiSJDUS48aNE+PGjRMFBQWib9++YsSIEcJut3vXDx48WEyZMsX7e2xsrJg2bZrPPqZNmyZiY2O9v0+ZMkWkpKSIESNGiOXLl4uvv/5adOvWTQwdOlRceeWVYsmSJWLFihWib9++4uqrr/bZrlOnTqJfv35i0aJFYvny5eLaa68VqampIj09XQghRG5urujfv78YNmyY+Oqrr8Ty5cvFuHHjRJcuXcTBgweFEEIcP35cxMbGipSUFPHFF1+I7777TmRkZFR4/n/7299EQkKCeOONN8TPP/8sZs2aJZKTk8WECROEpmkiLS1N/Oc//xGxsbFi2bJl4sCBA9WK786dO0VCQoKYOHGiWLlypZg7d67o2bOnTxw1TRMTJ04UKSkp4qOPPhKrV68WTz/9tIiNjRWLFi2qMPY2m02MGjVK9OnTR3z22Wdi5cqV4uGHHxbx8fFi7dq1Qgghdu3aJfr27Svuuece8euvvwq73V6l+FXHokWLRGxsrJg0aZJYuXKlWLRokRg8eLDo37+/yMnJEUIIsWDBAhEbGyt69uwppk+fLlatWiUefvhh0bFjR7Fy5cpqxWDw4MEiPj5evPLKK2LNmjVi69atIjMzU6SmpooJEyaIn376Sfzyyy/ihRdeELGxsWLmzJnnjcWZeh0/frxa59KxY0cxaNAgMXv2bLF27VoxadIkERsbK1avXi2EEGLz5s2iU6dOYvr06WL9+vVi8eLFom/fvmLs2LHVjq8kSRWTybQkSY3GmWRaCCF++OEHERsbK15//XXv+pom07GxsT7J2TPPPCNiY2O9iZ4QQnzwwQciNjZWFBYW+my3fft2b5msrCyRlJQkXnzxRSGEEK+//rpITEwUJ06c8Jax2+3iiiuuEA8//LAQ4vdk+m9/+9sFz/3AgQM+CdcZixcvFrGxsd5E79ykqzoefvhhMWDAAOFwOLzLli5d6hPHn3/+WcTGxoqlS5f6bPvoo4+Kvn37CqfTKYTwjf38+fNFbGys2LZtm7e8pmli7NixYvTo0d5l5/79qhK/qnK73aJv375iwoQJPsvT0tJEQkKCeOmll4QQv8dvxowZPnW99tprxU033VStGAwePFgMHTrUp8yaNWvE2LFjRXFxsc/yESNG+NTt3Fic/Xet7rl89tln3jJ2u10kJiaKf/zjH0IIIWbOnClSUlJ8/ilduXKlmD59utA07bzxlCSp6mQ3D0mSGqUhQ4YwatQo3n//fXbt2lWrfQUHB9OuXTvv7xEREQAkJyd7l4WEhABQVFTkXdaiRQuSkpK8v0dGRtKlSxc2bdoEwLp16+jUqRPR0dG4XC5cLheqqjJgwIBy3Sc6dep0wTpu3LgRgGuuucZn+TXXXINOp2PDhg1VPd3z2rJlC/3798dgMHiXDRs2DJ1O5/193bp1KIrCwIEDvefkcrkYMmQI2dnZHDhwoNx+161bR2RkJAkJCd7ybrebwYMHs3PnTgoLCyusT3XiV5kjR46QnZ3NiBEjfJa3bNmSlJQUb3zPuP76670/K4rClVdeyY4dO7DZbNWKwbl/1379+jF37lxMJhMHDx7khx9+4J133iEvL6/KD9VW91xSUlK8PxuNRsLCwigrKwOge/fuWK1WRowYwWuvvcbmzZvp168fDz300CX3UKckNRT5AKIkSY3WU089xbp163jiiSfO28+4KgICAipcbrFYLrjdmaT7bOHh4d5+qwUFBaSlpZGQkFDh9lartcrHOpNwRkZG+izX6/WEhoZSXFx8we2rorCwkNDQ0Ar3f0ZBQQFCCFJTUyvcR1ZWVrkEsqCggOzs7PPGITs7m+Dg4HLLqxI/Pz+/C57T2fuCiv9mERER5fq6nztqRnh4OEIIioqKqhWDc/+umqbx+uuvM2/ePMrKymjSpAlJSUmYTKYqnUdNzsVsNvv8rqqqdwzrlJQUZs2axezZs/noo4+YNWsWERER/PnPfz5vn3tJkqpHJtOSJDVawcHBPPvsszz44IO8/fbbFZY5M2rFGWda5OpCRS2q2dnZ3lEXAgMD6dGjB48//niF2xuNxiof60yymZ2dTbNmzbzLnU4n+fn55ZLgmggJCSEnJ8dnmRDC5zwDAwOxWCzMmTOnwn20atWq3LLAwEBat27Nq6++WuE2zZs3r3B5XcbvzCcL554feGJ6bvwKCgp8ktWcnBx0Oh0hISE1isEZZxLX5557jmHDhhEYGAjAjTfeeNHOpTL9+/enf//+WK1W1q9fz5w5c/jXv/5FcnKyzycvkiTVjOzmIUlSozZ06FBGjBjBrFmzyMvL81kXEBBQblSCrVu31tmxjxw5wrFjx7y/Z2Rk8Ouvv9KzZ08AevTowZEjR2jTpg2JiYnery+//JIvvvjCp/tEZXr06AHA0qVLfZYvXboUt9tN165da30+vXv3ZvXq1T4t5mvWrMHpdPrUo6ysDCGEzznt37+ft956C5fLVWHdMzIyCA8P99nml19+4f333/fGQVXVctvVVfzatGlDZGQkX3/9tc/y48ePs23btnKtzCtWrPD+LIRg2bJldO3aFaPRWKMYnLFlyxbat2/PDTfc4E2kMzMz2b9/v8+wfufGojbnciEvvfQSN9xwA0II/Pz8GDx4MFOmTAE8I6lIklR7smVakqRG7+mnn2b9+vXlWuoGDRrE0qVLSU5OplWrVixcuJC0tLQ6O67JZOL+++/nkUcewe128+abbxISEsKdd94JwF133cWXX37JXXfdxYQJEwgNDeWbb77hs88+44knnqjWsdq3b8/111/PtGnTsFqtdO/enT179jBjxgx69uxJ//79a30+Dz74ICtWrGDixIncfffd5OXl8cYbb/j0oR44cCDdu3fngQce4IEHHqBdu3bs2LGDadOm0b9//wrHQh49ejRz585l/Pjx/PnPf6ZJkyasXbuW9957j3Hjxnn3HxQUxO7du9m4cSNJSUl1Gj9VVZk0aRJPPPEEkydPZtSoUeTn5zNjxgyCg4MZP368T/mXX34Zu91OmzZt+Pzzzzl06BD//e9/axyDM5KSknj77beZNWsWXbp0IS0tjZkzZ+JwOHz+iTk3FrU5lwvp1asXH330EVOnTmXUqFE4nU7ef/99QkJC6NWrV5X3I0nS+clkWpKkRi8kJIRnn32Whx56yGf5E088gcvl4qWXXkKv13P11VczefJknnrqqTo5bnx8PFdddRXPPvssxcXF9O7dm7/97W/eZCo6OppPP/2U1157jWeffRa73U7r1q15/vnnq/Wx/hnPP/88rVq1YsGCBbz33ntERUVxxx138MADD1ywJbOqWrduzdy5c3nxxRd55JFHCA8PZ8qUKbz44oveMqqqMmvWLN58801mzpxJbm4u0dHRjB8/ngcffLDC/VosFubNm8drr73GK6+8QnFxMc2aNWPy5MlMmDDBW27ChAn8+9//ZuLEiXz00Ud069atTuM3evRo/P39mTlzJg8++CABAQH079+fSZMmleuL/uyzzzJz5kyOHz9OfHw8H374Id26datxDM647777yM/PZ86cObz11ls0adKEa6+9FkVRmDlzJkVFRQQFBZWLRW3O5UIGDhzIq6++yocffuh96LBr167MmTPH251EkqTaUcSZpxQkSZIk6RK3cOFCnnjiCX744Yfz9uWWJEmqDtlnWpIkSZIkSZJqSCbTkiRJkiRJklRDspuHJEmSJEmSJNWQbJmWJEmSJEmSpBqSybQkSZIkSZIk1ZBMpiVJkiRJkiSphmQyLUmSJEmSJEk1JJNpSZIkSZIkSaohmUxLkiRJkiRJUg3JZFqSJEmSJEmSakgm05IkSZIkSZJUQ/8Pnnjfwsg9xqsAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 79
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-04T01:07:08.388290Z",
"start_time": "2024-05-04T01:07:07.067261Z"
}
},
"cell_type": "code",
"source": [
"name = 'insertions'\n",
"\n",
"sns.set_theme(palette=\"colorblind\")\n",
"\n",
"ax = sns.displot(data=load_data(name), \n",
" x='value', \n",
" hue='Subset', \n",
" kind='kde',\n",
" aspect=1.5, \n",
" common_norm=False,\n",
" clip=(0, 10000))\n",
"sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n",
"for line in ax.legend.get_lines():\n",
" line.set_linewidth(5.0)\n",
"\n",
"plt.title(\"Number of \\\"insert\\\" operations: distribution\")\n",
"plt.xlabel(\"Number of \\\"insert\\\" operations\")\n",
"\n",
"plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\",bbox_inches='tight')\n",
"plt.show()"
],
"id": "af1668213091e2c1",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1016.62x500 with 1 Axes>"
],
"image/png": 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Kjh07snz5coPZ+6Abcc5aLSDL2bNnjXbtO3fucO/ePf3XYWFhnDt3Tj95KSAggDt37lChQgVq1Kihf+zatYtt27blaSJSViD39ATIrK/VajV169Y1wh3lTVpaGm3btmX16tUAlC1bll69etGhQwdCQ0MBXbvDwsJwcHAw6INjx46xcuXKl/ZBQSZq+fv7c+7cOR4+fGhw/Ndff8XJyYny5cvrj/39998GZf744w8kEgn169enYsWKODg48ODBA4P2u7i4MGfOnGyrtzzt8uXLpKenM3jwYDw8PPTpDFmBdNaIcdaopTHu5WXOnTtHw4YNuXjxIhKJhKpVqzJy5EjeeOMN/fcrN+rXr8+DBw8MNk+KjY3l/PnzLzxn5syZvP3222i1WszMzGjevLl+g5asa+fUDy9z7NgxVCqV/us//vgDlUql/1m0tLQkPDzc4JwzZ84YfJ3T6y0gIACVSqXPQc/y66+/AhTLz6AgFDYxMi0Ir4mJEydy4sSJbB8xN2vWjN9//x1fX1/Kly/PL7/88twRtfxSKpUMGTKEkSNHolarmT9/Pra2tvTr1w+A/v37s2vXLvr3788HH3yAnZ0de/bsYevWrYwfPz5P16pUqRJdu3ZlwYIFpKam4u/vz9WrV1m0aBH16tUrls1WTE1NqVatGosWLcLExIQqVapw584dduzYoc877tatG+vXr2fAgAF8/PHHlClThn///ZcVK1bQu3dvTExMXli/lZUVAIcOHcLGxgZvb+9ct23AgAH8+uuv9O/fn+HDh2Nra8vOnTs5ceIE06dPNwjczp8/zxdffEHnzp0JDg5m4cKFvPvuu/rUipEjRzJp0iRkMhnNmzcnISGBxYsXExER8cL0FdCtECGXy/nuu+/44IMPyMjI4JdffuHQoUPAk5HRrNHv3377DV9f32wpHXm5l5fx8fHB1NSUMWPG8Mknn+Do6Mi///7L1atX9cvCZWRkcOXKlZeuOd65c2fWrVvH8OHDGTlyJJaWlixZsuSlKQz169dnzZo1jBs3jk6dOpGZmcnKlSuxtbWlfv36+n44d+4cx48fz/Ma1VFRUXzyySf06dOHu3fv8v3339OoUSP9BOLmzZvz999/8+2339KiRQuCgoLYuXOnQR05vd6aNGlCvXr1mDBhAhEREXh7e3Pq1ClWrFhB165dxZrUwitJBNOC8JqwtbVl8uTJDB8+3OD4+PHjUalUzJw5E7lcTvv27Rk1ahQTJkwwynV9fHxo27YtkydPJjExkQYNGvC///1Pn+bh4uLC5s2bmTNnDpMnTyY9PR1PT0+mTZtG9+7d83y9adOmUb58ebZv386KFStwdnamb9++DB06tECjegXxzTffMG/ePFavXk1UVBQODg50796dTz/9FNDlu27YsIE5c+bw3XffkZiYSLly5Rg1apTBEn3PU7lyZTp27KhPi/jtt99y3S4nJyc2bdrEnDlzmDp1KpmZmXh7e7N48WJatmxpULZfv35EREQwfPhw7Ozs+Pjjj/noo4/0z7/zzjtYWFiwcuVKtmzZgrm5OXXq1GH27Nkv3BgHoHz58syZM4dFixYxZMgQbGxsqFWrFj/99BN9+vQhKCiIKlWq0KZNG3bt2sW4cePo3r07kydPzve9vIxSqWT16tXMmTOHadOmkZCQgKenJ9988w3dunUDdCkL7733HsOHD+eTTz55bj0KhYIff/yR6dOnM23aNCQSif7NR0xMzHPPadq0KbNnz2b16tX6SYd169Zl3bp1+sm9vXr14vLlywwaNIhvv/0WZ2fnXN/b+++/T2JiIsOGDUOhUPDWW28xevRo/acBb7/9Nvfu3WPHjh1s3rwZf39/FixYYLCNe06vN4lEwrJly1iwYAFr164lNjYWNzc3Pv/8c4NVaAThVSLR5nZ2hyAIgvBaqlKlyksDR0EQhNeZyJkWBEEQBEEQhHwSwbQgCIIgCIIg5JNI8xAEQRAEQRCEfBIj04IgCIIgCIKQTyKYFgRBEARBEIR8EsG0IAiCIAiCIOSTCKYFQRAEQRAEIZ/Epi1GolZriI1NLrLrSaUS7O0tiI1NRqMRc0jzQ/ShcYh+LDjRh8Yh+rHgRB8WnOhD4ygp/ejkZJVjGTEyXUpJpRIkEglSqaS4m1JqiT40DtGPBSf60DhEPxac6MOCE31oHKWpH4s9mNZoNCxYsIDGjRtTq1YtBg0axP37919YPi4ujlGjRuHv709AQABff/01qampBmX27t1L+/btqVmzJl26dOH48eMGz8fExDBq1Cjq169PvXr1GDlyJBEREYVyf4IgCIIgCMKrq9iD6cWLF7Nx40amTJnC5s2b0Wg0DBw4kIyMjOeWHzFiBCEhIaxdu5b58+dz+PBhJk+erH/+xIkTjB49mh49erBjxw4aNGjA4MGDuXXrlr7MZ599RmhoKGvWrGHNmjWEhoYybNiwwr5VQRAEQRAE4RVTrMF0RkYGq1evZsSIETRr1gxvb2/mzp1LeHg4+/fvz1b+3LlznDp1ipkzZ1KtWjUaNGjAN998w65du/QjyytWrKBVq1b07dsXLy8vxo4dS7Vq1fjxxx8BSEhI4NSpUwwaNIiqVavi4+PD4MGDuXTpEvHx8UV5+4IgCIIgCEIpV6zBdHBwMMnJyTRo0EB/zNraGh8fH06fPp2tfFBQEE5OTnh5eemPBQQEIJFIOHPmDBqNhrNnzxrUB1CvXj19faamplhYWLBz506SkpJISkpi165dVKhQAWtr60K6U0EQBEEQBOFVVKyreYSHhwNQpkwZg+POzs76554WERGRraxCocDW1pawsDASEhJISUnB1dX1hfUpFApmzJjBpEmT8PPzQyKR4OzszPr165FKC/beQi4vuvcmMpnU4F8h70QfGofox4ITfWgcoh8LTvRhwYk+NI7S1I/FGkxnTRxUKBQGx5VKJY8ePXpu+WfLZpVPT08nLS3thfWlp6cDoNVquXr1KrVr12bgwIGo1Wrmzp3L0KFD2bRpE5aWlvm6F6lUgp2dRb7OLQhra7Miv+arRvShcYh+LDjRh8Yh+rHgRB8WnOhD4ygN/ViswbSpqSmgy53O+j9Aeno6ZmbZO8/U1PS5ExPT09MxNzdHqVTq63v2+az69u7dy/r16zl48KA+cF66dCnNmzdn27Zt9O/fP1/3otFoSUhIyde5+SGTSbG2NiMhIRW1WlNk132ViD40DtGPBSf60DhEPxac6MOCE31oHCWlH3MzUFqswXRWykZkZCQeHh7645GRkVSpUiVbeVdXV/7880+DYxkZGcTHx+Ps7IytrS3m5uZERkYalImMjMTFxQXQ5V1XqFDBYATaxsaGChUqEBISUqD7UamK/putVmuK5bqvEtGHxiH6seBEHxqH6MeCE31YcKIPjaM09GOxJqJ4e3tjaWnJyZMn9ccSEhK4cuUK/v7+2cr7+/sTHh5uEPSeOnUKgLp16yKRSKhTp47+WJaTJ0/i5+cH6ALykJAQfdoHQEpKCg8ePMDT09OYtycIgiAIgiC84oo1mFYoFPTu3ZvZs2fz119/ERwczMiRI3F1daVNmzao1WqioqL0udC+vr7UqVOHkSNHcvHiRU6cOMGkSZPo0qWLfuR5wIAB/P7776xZs4Zbt24xa9Ysrl69Sr9+/QDo0qULoFtrOjg4mODgYD7//HOUSiXdunUrln4QBEEQBEEQSqdinyI5YsQIunfvzoQJE+jZsycymYxVq1ZhYmJCWFgYgYGB7NmzBwCJRMKiRYtwc3OjX79+fPbZZzRp0sRg05bAwECmT5/Opk2b6Nq1KydOnGDp0qX65fScnZ3ZuHEjWq2Wfv36MWDAAExMTNi4cSNWVjnvvy4IgiAIgiAIWSRarVZb3I14FajVGmJjk4vsenK5FDs7C+Likkt8LlFJJfrQOEQ/FpzoQ+MQ/Vhwog8LTvShcZSUfnRyynmgtdhHpgVBEARBEAShtBLBtCAIgiAIgiDkkwimBUEQBEEQBCGfRDAtCIIgCIIgCPlUrJu2CEJpcTUhklR1BhUtHLBVlPytTQVBEARBKBoimBaEl7ifEs/kK/v5Pfyq/lgd23Isr/sObmY2xdgyQRAEQRBKApHmIQgvEBR3nyaHF/N7+FVkEgkuSt0W9GfjH9L+6ErOx4cWcwsFQRAEQShuIpgWhOeIz0jlo7PbSVVn4m/nzp+NP+JC61GcavEpVa2ciUxPotvxtdxKiinupgqCIAiCUIxEMC0Iz9BqtYy6uJuHqY/wNLdjU71eVLXWbVfvYW7Lrw0/oL69BynqTEZe2IVaKxblFwRBEITXlQimBeEZ2x9e4vfwq5hIpCyt0x1LudLgeSsTJYtqd8NCpuBU3H1W3zlVTC0VBEEQBKG4iWBaEJ6i0WqZd+MIAJ+/0ZRatmWfW87NzIZJPq0BmB78F/dS4ouqiYIgCIIglCAimBaEp/wRcY2byTFYy5UM9Kz30rJ9POpS3748qRoVi24dLaIWCoIgCIJQkohgWhAe02q1LLp5DID+nv5YmShfWl4qkTCmSjMAttw/T2RaUmE3URAEQRCEEkYE04Lw2InYe5yJf4BSKstxVDpLA/vy+Nm5ka5Rs+zO8UJuoSAIgiAIJY0IpgXhsTV3TwPwrpsvzqaWuTpHIpEwolIgAD+GBPEoM63Q2icIgiAIQskjgmlBAJJVGRyIvA5AL4+6eTq3lfMbeFs5k6TKYMO9s4XRPEEQBEEQSigRTAsCcCDyOqnqTMqb2+FrUyZP50olEgZ6BgCw+f55tFptYTRREARBEIQSSATTggD8GvofAJ3K+CCRSPJ8fqey1TCVyrmeFMX5R2KbcUEQBEF4XYhgWnjtJWam8VfkDQA6l62erzqsTUxp71oV0I1OC4IgCILwehDBtPDa2xt+jXSNGi8LB6o93jY8P3q41wJgZ+hl0tQqI7VOEARBEISSTATTwmtv98MrgC5VIz8pHlkaOXpSztSaR5lp7IsINlbzBEEQBEEowUQwLbzWMjVqjkTfBuBNV+8C1SWTSOnuVhOAXQ//K3DbBEEQBEEo+UQwLbzWTkbdI1mVgb3CnOrWrgWur1PZagAcjLpJsiqjwPUJgiAIglCyiWBaeK39FapbW7qxYwWkBUjxyOJj5UJ5czvSNCoORt0scH2CIAiCIJRsIpgWXmt/hupW8WjiWNEo9UkkEto/ThfZEybypgVBEAThVSeCaeG1lZiZxsmoe4DxgmmADmV0S+QdiLxOuljVQxAEQRBeaSKYFl5bR6PvotZqqGBhj7u5rdHqrWPrhovSkkRVOkdj7hitXkEQBEEQSh4RTAuvrSNRulU8mjl7GbVeqUSiXxlkT9hVo9YtCIIgCELJIoJp4bV1+HEw3dTJeCkeWbKC6b8ib6LVao1evyAIgiAIJYMIpoXXUlxGKtcTowBo6Ohp9Prr2ZfHTGZCeHoiVxIjjF6/IAiCIAglgwimhdfS2fgHALxh7YS9wtzo9ZvK5DRy8ATg70ixRJ4gCIIgvKpEMC28loLidMF0PSePQrtGC+dKgC7VQxAEQSidRKqekBMRTAuvpTOPg+n6zuUL7RotnSoDcDruHgmZaYV2HUEQhNLg9u2bfPXVeDp1akuzZvXp3LktkyaN58aN63mqZ9WqZQQG+hVSKw1dvHie0aM/LZJrCaWXCKaF145aq9GneTRw9iy065S3sMPLwgG1VsuR6NuFdh1BEISS7vbtW3z00Qc8evSIzz4bzdy5PzBs2GeEh4fx0UcDuHz5UnE38bl2797J3btiiVPh5UQwLbx2ridGk6TKwEKmoLqta6FeKyvVQ+RNC4LwOtuyZQM2NjbMnr2AFi1aUbt2Xdq0eZP585dgY2PDjz+uLO4mCkK+iWBaeO2cibsPQG27csikhfsj0MJJF0wfirol8u4EQXhtxcbGoNVqs/0eNDMzY8SIz2nRojUA3bu/xbRpkw3K7Nmzm8BAP8LCQg2OHzlyiB49utGiRUMGDepHUNApg+e3bt3E+++/TYsWDenS5U1mz55BcnKS/nmNRsNPP63lvfe60Lx5A3r06Ma2bZv1z0+bNpm9e38jPDyMwEA/9uzZbYyuEF5B8uJugCAUtaDHKR7+9m6Ffq16DuVRSGWEpiVwOzkWL0uHQr+mIAhCSdOwYWOOHz/GRx8NoEOHTtSt60/58p5IJBKaN2+VrzpnzJjChx9+RJkyZdmyZSNffDGCpUtX4+3tw4ED+1iyZAHDhn2Kl1dlQkLu8sMP80lLS2XChK8BmD37W/bs2U2fPgOoUcOXc+fOsGDB9yQlJdG//0D69x9IfHwc168HM23abMqVK/y/GULpJILp10hCugozuRQT2ev9gUTW5EM/e/dCv5a5zAQ/O3f+jbnLP9G3RTAtCMJrqWvX7sTERLNx40/MnTsLAFtbWwICGvDOOz2oWrVanuscPXq8PhCvW9efd9/tzPr1a5k6dRbnz5+lTJmydOv2LlKplNq162Jubk5CwiMA7t0LYffunXz00TB69+4PQEBAfaRSKevWraFr1+6UK+eGra0dJiYKqlevYZyOEF5Jr3dU9Zq4FJFIr20XqTzvKB5zjlBn8XEG7/qPiKT04m5akUvITONGUjQAfnZFM8rQ2LECAP9Ei0ksgiC8vgYO/JidO/fy1VdT6dixM+bmFuzfv5fBg/vz88+bc67gKXK5nKZNW+i/ViqV1K/fkPPnzwFQp44f9+6F8OGHvVmzZgXBwVdo3bod3bv3AODs2dNotVoaNWqCSqXSPwIDm5CRkc6FC+eNdt/Cq6/YR6Y1Gg2LFi3i559/JjExEX9/fyZNmoS7+/NHDePi4pg6dSpHjhxBIpHQoUMHxowZg5mZmb7M3r17WbhwIQ8ePKBixYqMHTuWBg0aALBw4UIWLVr03Lq7devGt99+a/ybLCYqjYZRe6+z+XK4/phGCw8T03kYHMWxe/Es6lCV5hXti7GVReu/BN1uhOXMbHBQWhTJNRs7VmDmtYP8G3MXjVaLVCIpkusKgiCUNNbW1rRu3Y7WrdsBcP16MN98M4klSxbQpk27XNdja2uH9Jk5L3Z29iQmJgDQsmUbNBoNO3ZsY+3alaxatYwyZcry8cef0LJlax490o1Q9+nz7nPrj46Oys/tCa+pYg+mFy9ezMaNG5kxYwaurq589913DBw4kN27d6NQKLKVHzFiBKmpqaxdu5aEhAS+/PJLUlJSmDlzJgAnTpxg9OjRjBkzhkaNGrFt2zYGDx7Mzp078fLy4oMPPqBHjx4Gda5Zs4ZNmzbRv3//orjlIqHVavnfgZtsvhyOBOjq48yohp5YKWXcjE1hwp83uRKVTI+fLzKtVSUG1n09csEuPwoDoIZ14a7i8bRaNuWwlCuIy0zlckI4NW3KFNm1BUEQiltUVCQDB/Zl0KCP6dixi8Fzb7zhzeDBQ/nf/77g4cMHSCQSNBq1QZnU1JRsdSYlJaLVapE8NTgRGxuDnd2TwaGsoD0pKYlTp06wYcOPfPPNBHx9a2FpaQXAggVLMTfPvguui0vR/Y0QSr9iTfPIyMhg9erVjBgxgmbNmuHt7c3cuXMJDw9n//792cqfO3eOU6dOMXPmTKpVq0aDBg345ptv2LVrFxERuhHHFStW0KpVK/r27YuXlxdjx46lWrVq/PjjjwBYWFjg5OSkf0RFRbFu3TomTZpElSpVivT+C9OSU/f58XwoEmB112osecuHSg7muFgqaeRhx96+dehfuywAk/66yakHj4q3wUXkUoJulL66TdH9opRLpTSw9wTgH7HetCAIrxl7ewdkMhm//PIz6enZ0wvv3buLQqHEzc0Dc3MLIiMjDZ6/ePF8tnPS0tI4ezZI/3VKSgr//nuUOnV0m7lMmjSe8eO/AMDS0pIWLVrRv/+HqNVqoqOjqFWrDgDx8fF4e/voH3FxcaxYsVQ/cv3s6LcgPE+xvkqCg4NJTk7Wp2CA7iMgHx8fTp8+na18UFAQTk5OeHl56Y8FBAQgkUg4c+YMGo2Gs2fPGtQHUK9evefWB/DNN9/g5+dH165djXRXxe/PWzF8c0gXtE1u4UX7N5yylTGVy5jRujLdfJxRa2Hwrv+ITsko6qYWucuPHgfTRTgyDU/ypo+KvGlBEF4zMpmML74Yz61bNxk4sA87d27j3LkzHD9+jAUL5rBixRI++GAQ1tbWNGwYyPnzZ/nppzWcPRvEggVzOHMmKFudJiYmTJ/+Nfv37+PYsX8YNeoT0tPT6d//Q0CXM/3PP4dYtGgeZ86c5tChv1ixYglubh5UqvQGXl6VaNv2TWbNmsrGjes4ezaInTu38c03E4mLi8Xd3QMAS0srYmNjOX78GNHR0UXYa0JpUqxpHuHhusCmTBnDj72dnZ31zz0tIiIiW1mFQoGtrS1hYWEkJCSQkpKCq6thoPSi+g4ePMi5c+fYuXNnAe9ERy4vuvcmsscrcsieWZkjXaXhyz9voAUG1CnHsPoeBh+DPWtuB28uRiRxMyaFT34PZksP31c2pzddreJ6ki4PrpZ92Rf2YWFo5uIFV+Bk7D00Ug0KabFnWBlNUfbjq0r0oXGIfiy4wurDJk2asGrVOjZsWMe6dWuIj4/DxERBlSreTJ06g+bNWwLwwQcDSUiIZ9Omn1CpVDRsGMiXX05i9OiRyGRS5HIpUqkEW1s7hg0bwZIli4iJiaZateosWbKCihUrAtC9+ztoNGp27NjGjh3bUCqV+PsHMHz4p5ia6lJIJ078mnXr1rBr1y8sX74Ye3sHWrduy0cfDUWpNAGgU6fOnDhxjPHjRzF48BD69h1QbH34uilN/Visf9FTU1MBsuVGK5VK/Ucsz5Z/Xh61UqkkPT2dtLS0F9b3vI+W1qxZQ/PmzalatWq+7yGLVCrBzq5oJrQ9zdrazODruUducTc+jTLWSha8XRML5cu/xXbA9v7+1F/wD3/fjuXPe494r1a5Qmxx8TkT/QCVVoO9iSkO+6cQee0wkWhROHth12IIljXbIymkj/Qa2lbAUWlBdHoyt9VxNHDwLJTrFKdnX4tC3ok+NA7RjwVXGH3YoIEfDRr4vbSMnZ0Fs2bNyHa8U6f2+v+PGTOKMWNGAfDee2+/sK6PPvqQjz768KXXGzXqM0aN+uyFz/v5+bJ//x8vreNFxOvQOEpDPxZrMG1qagrocqez/g+Qnp5usDrH0+UzMrKnIqSnp2Nubo5SqdTX9+zzz9YXGhrKyZMnWb58eYHvA0Cj0ZKQkH2SRGGRyaRYW5uRkJCKWq0BIC41kyn7rwMwrnEFMlLSyUjJefk7N1MZnzUoz7dH7vDl71dp7mb9Sq5Ffey+LvWlcuR14i/8rD+eEXaNpAt7MPHww27AT8jsCmf96Xr2HvwedpX9d4LxNsmeelNaPe+1KOSN6EPjEP1YcKIPC070oXGUlH7MzUBpsQbTWSkbkZGReHh46I9HRkY+dzKgq6srf/75p8GxjIwM4uPjcXZ2xtbWFnNz82yTFyIjI3FxcTE49ueff2Jvb0+jRo2MdTuoVEX/zVarNfrrzv7nDvFpKrwdLXjHxyVP7RlUtxwrgh5wOy6VdWcf0q/2qzc6ffbaYQCqJkZgUqkpls2GYu3oRPSpX0n5dzWZ94KImh2Idb8NKCo2NPr169vpgumjUXcZWtF4r7uS4unXopA/og+NQ/RjwYk+LDjRh8ZRGvqxWIcfvb29sbS05OTJk/pjCQkJXLlyBX9//2zl/f39CQ8PJyQkRH/s1KlTANStWxeJREKdOnX0x7KcPHkSPz/Dj5aCgoIICAhALn81clcjk9JZffYhAJObeyGT5i3v2UIh5/OG5QGYfSyElEx1DmeULhm3jnEx/CoANd18sfnoV0yrd8CianOsO03FbuRR5OVqoU2OIWFVdzJDnj9htSDqO+j691TcPdTakv2LQRAEQRCE3CnWYFqhUNC7d29mz57NX3/9RXBwMCNHjsTV1ZU2bdqgVquJiorS50L7+vpSp04dRo4cycWLFzlx4gSTJk2iS5cu+pHnAQMG8Pvvv7NmzRpu3brFrFmzuHr1Kv369TO49pUrV/D29i7yey4s6y+GkaHWUresdb43YelTqyweNqZEJmew8swDI7ew+GjVmTz65XOuWzoCULfZiGyTMmUOntgO/wOTSk3RpifxaOXbqMKDjdoOH2sXrOVKklQZ+lVFBEEQBEEo3Yo9MXbEiBF0796dCRMm0LNnT2QyGatWrcLExISwsDACAwPZs2cPABKJhEWLFuHm5ka/fv347LPPaNKkCZMnT9bXFxgYyPTp09m0aRNdu3blxIkTLF261GA5PYCoqChsbW2L8E4Lj1qjZf153WYkAx6vHZ0fCpmUMYGeAKw885DMVyTXK/XYcu4mhJMqU2AqlVPJ6vn5yhITM2wGbEJe3h9tajwJa3uiSY03WjtkEikB9rp0phOxITmUFgRBEAShNJBotVptcTfiVaBWa4iNTS6y68nlUuzsLIiLS+a3q5H0++Uy9mZyzg1tgKlclu96M9Qa6iw5TlRyJss7+dC5qrMRW130NMkxxH7rywFLZ0ZW74yvTVn+aDwIMOzDp/OxNEnRxM1rgib+AYqq7bAesNloq3wsunmMqcF/0s6lCmv9e+R8Qinwon4Uck/0oXGIfiw40YcFJ/rQOEpKPzo5WeVYpthHpoWC+/FcKAA9apQpUCANutHpvr660e2sHOzSLO3UT2jTErjt6gNAlReMSj9NaumIdf8NIFeScXUfqUcXG609DR/nTZ+MvYdGvI8VBEEQhFJPBNOl3N24VA7eiQWgb60yOZTOnT61yiKTwIkHj7gSlWSUOouDVqMm9d+VANwuVwvIXTANYOJWG8tOurVOk/d8jSrsilHaVMOmDOYyE+IyU7mWGJnzCYIgCIIglGgimC7lfjofihZo5mlHBTtzo9RZxkqp34J8TSkenc64shdN3D0k5vbcNNGtM17FMvdpK6YNPkDh3QZU6SRsGoRWlfOa3Tkxkcrwf7yO9XGRNy0IgiAIpZ4IpksxrVbLzisRALxf0zij0lkG1NGlevz8XwQJ6Sqj1l1UUo8uA0AW0I/bybrR+9yOTINuwqvVuz8gsXBAHXqJ5H3TjNKurCXyjseIYFoQXndarZY9e3YzfPhgOnZsRfPmDXjvvS7Mnz+HmJjoXNczbdpkhg8f/MLnw8JCCQz04+zZIGM0WxCEp4hguhQ7H5rA3fg0zORSWnnlbzm8F2nobksVB3NSMzXsDo4yat1FQf0olMybuk1awmu9TaZWg4VMgZuZTZ7qkVq7YPXOQgBSD88n49bRAretgb0umD4RG4KY/ysIry+NRsP//vcFCxfOpVGjJixYsIxNm3bw2WejCQ7+j4ED+xIXF1vczRQEIQcimC7Ftl3UTTxsUdEeC4VxN5+RSCS8XU23dveOqxFGrbsoZFz6FQC5Zz1uSHWTMqtYOWVbXzo3lNU7YhrQB7RaEjd/jCYtsUBtq2VbDqVURlR6sn7EXBCE18+WLRv599+jzJu3mJ49e1Oxoheurq40aNCIefMWI5ebsGnTT8XdTEEQcvBqbP/3GtJqtWy/qFtbumOV3Kcu5EWXqs5MP3KHoyHxRCSl42KpLJTrFIb0i7sAUNbsTPDjiX55SfF4lkWnGWTcOIImLoTk3yZg1X1+vusylcmpY+vG8dgQjsfcxcvSId91CcLr7p+QOJaeus/JB49IV2sACVC0n/goZVLqudnwcYA7jcvb5eocrVbL9u1baNu2PVWqZN9ATKk0ZeHCpdjb634/RESEs2zZDwQFnSIlJZmaNWsxdOinVKpU+bn13759k3nzZnPlymUcHBzp06d/tjK///4rGzeuIywsjDJlytC589v06NETgNDQULp168jUqTPZsGEdN29ef1zPADp37pbLnhGE14MYmS6lgqOSuR6VjFImpbVX4QRj5W3N8CtrjRbYebX0rDyhSYgg886/AChrdOZaoi5NpYpV/tfMlppaYfWebom8tBNryAg+UKA2ZuVNn4i9V6B6BOF19k9IHL1+vsift2NJzFCTodaSodY8/rfoHokZav68HUuvny/yT0hcrtoeGvqQ8PAw/PzqvbCMq2sZFAoFKSnJDBnyIZGREcyYMYclS1ajVJoyfPggwsPDsp2XlJTEp58OxcLCkuXLf+SLL8axdu0qgzK7dv3CDz/MZ8CAQfz00xYGDRrChg1r+eGHBQblFiz4nn79PmD9+p9p2DCQOXNmEBpaeiemC0JhEMF0KfVrsC64bV7RHitl4X3A0M1HF4DuKEXBdPrl3aDVInevi8zOnetJj4Npy4KN4CsqNcYs8GMAEn/+BE1K7v5oPk9D/STEuyJvWhDyaemp+6SrS87PT7pay9LT93NVNisX2s7O1uD4mDEjad26sf7Ru/e7/PHHXh49imfKlJn4+FSncuU3mDx5KkqlKb/8sjVb3X/++Qdpaal8+eVkKlb0wt+/PiNGjDIo8+OPq+jf/0NatWpLuXJuNGvWksGDh7Ft2xbS05+sXNSjRy8CA5tSrpwbgwcPQ6PR8N9/l/LYM4LwahNpHqXUr48nBb7lXTgpHlne8nZm4l83OReWyJ24FKMtv1eY0i//BuhSPNLVKm4nxwAFG5nOYtF+MhnBB1BH3yJp11isey7PVz11bN2QS6Q8TEvgXmo85c1z99GwIAhPXIgo2PyFwnAhPHdtsrGxBSAhIcHg+Jgx/yMtLQ2Abds2c/ToEW7duom7e3ns7J78nlAqTfHxqcatW7ey1X379k3c3T2wtLTUH6tRo6b+/3FxcURGRrB06Q+sWLFEf1yj0ZCens6DBw/0x8qXr6D/f1Z9KlXpXOFJEAqLCKZLoeQMFcFRyZjIJLSr7Fio13K2UNC4vB2H7sax40oknzfyLNTrFZQ2M43M27oUD0XVdtxIjkGt1WIlV1LGNOctQXMiUZhj1WMp8T+0Jf3MZtJrdEZZvUOe67GQK/C1KcuZ+AecjL0ngmlByAdfFyv+vF2yJvH6uubu90zZsuVwcHDk3LkztGzZRn/c0fHJAImVlfXj/z1/9F2j0SB/zq63EokEjcbwHJnsyZ97rVa3NfOIESOzpZnIZBLc3d25cUO3dKeJiUm2+sWnaYJgSKR5lELmJjKmt6nMxl51sDXL/ovO2Lo+TvX49VrJXyIv8+5JUKUhtXZF5lKFa1kpHvlcyeN5TDzrYdbsUwASt41A83jkO6/qO3gAcEKsNy0I+fJxgDtKmXF+ro1BKZPwsb97rsrKZDK6d+/B3r2/cfPmjeeWiYzUraTk5VWZ+/dDDJbJS09PJzj4Kp6eFbOdV7nyG9y/H0J8fLz+2LVrT3ZxtbOzx9bWjtDQh7i5uesf165dZdmyxblqvyAIT4hguhSSSCR85O/O2zXLFsn12lZyRCaBq1HJhMSnFsk18yvjxiEATCo3QyKRcCtJF+hWsjTuCL5F2/8hc6mKNimKpO2f56uOeo/Xmz4pJiEKQr40Lm/Hhndq0srLHiuFDIVMgkImffxv0T2sFDJaedmz4Z2auV7NA6BXr740atSEoUMHsm7dam7cuE5YWChHjx5h5Mhh/P77r9St60/r1u2wsbFl4sRxXL36Hzdv3uCbbyaQmpr63JU1WrZsi729A5Mn/48bN65z7twZ5s+fo39eIpHQq1c/tm3bwvbtW3j48AGHDx9k9uwZKJVKFAqFUb4/gvC6EGkeQo7szEyo52bDv/cfsf9mDIP83Iq7SS+UeeMgAIrKzQC4maTbQczLwrgrnkjkSqx6LiV+QUvSL+4g7XwnTGu9nac6AuzckQC3kmOISk/CSWmZ4zmCIBhqXN5OH8DK5VLs7CyIi0tGpdIUc8tyJpVK+eabb/n77z/5/fdf+fnnzSQmJmBv70CtWnVYtGg5tWrVAWDhwmUsWjSPTz8dCkDNmr4sWbKKsmXLZavXzMyM+fOXMHfuLIYO/RArK2sGDvyY6dO/1pfp2bM3SqWSbds2s3DhXOztHejUqSsffTSkaG5eEF4hEq1IfjIKtVpDbGxykV2vqP9oLD19n6/+vkXj8rZs61Gr0K+XH5qUOGK+8gStFvuJwchsytLmn+VcfBTGGr/3eNPVcC1XY/Rh8h/TSTkwA4m5HfZfnEJq7ZKn81scXsqVxAhW1HmHt8r65KsNxa20BTAlkehD4xD9WHCiDwtO9KFxlJR+dHLKeR6ESPMQcqVdJV2axPH7j3iUllnMrXm+zFtHQatF5lwFmU1ZtFqtPs3D2CPTWcxbjUZezhdtShyJP3+S54k59ex1edMnY0XetCAIgiCURiKYFnLF086MKg7mqDRa/iphs+ezZN76BwCTSk0ACE9LJFmdgUwiwdPCvlCuKZGZYNVjGcgUZFzdR9rJH/N0vti8RRAEQRBKNxFMC7nW5vEyfH/czN/qFYUt8+5JAEwqNAB0ucgAHmZ2KKTZl48yFnkZHyzaTwYgadc4VFE3c31u/ccj0/8lhJOQmVYYzRMEQRAEoRCJYFrItXaVdKkSf9+OIUNdsvLAtJmpqEJ1u3KZlA8Anpp8aFk4KR5PM2s8FJNKTSEzhcSNg9Cqc5cK42JqRQVze7TAqdjc7ZwmCIIgCELJIYJpIdfqlLXGycKEhHQ1J+4/Ku7mGMi8fw40KqTWrkjtdOu8Zo1MG3tZvOeRSKVY9ViKxMwW1f0zpByYmetz6zmIvGlBEARBKK1EMC3kmlQioUUFXe7x4bslK29aFXIKAHn5AP3mLFkj05UKafLhs2S25bB8ex4AKX/N1qed5KS+vcibFgRBEITSSgTTQp40fRxMH7xTsoLpzMfBdFaKB8DNrJU8imBkOotprW4o6/YArYaEjYPQpCXmeE5W3vT5+Iek5jI9RBAEQRCEkkEE00KeNPXUbY7wX2QykUnpxdwaHa1Wmy2YTlVn8iA1HoBKRZAz/TTLLt8htfNAE3uX5F1jcyxf3twOF6UlmVoN5+IfFkELBUEQBEEwFhFMC3niaK6gpotup77Dd+OKuTU6mtgQtImRIDNB7lYLgLvJsWgBa7kSR4VFkbZHamaDVc/lIJGQdno96Rd3vbS8RCJ5skRejMibFgRBEITSRATTQp41e5zqcaiEBNOZ988AIC9bA4mJKWCY4pGVQ12UFBUbYtb8cwASt41A/SjspeWfbN4i8qYFQRAEoTQRwbSQZ80q6FI9Dt2JRVMCdqNXPbgAgNyttv7Y7eTC3fkwNyzajEderpZud8QtH790d8QGjychno67j0pTspYdFAShcOzfv5fBg/vTqlUgrVs3ZuDAvuzcud2o10hNTWX79q36r6dNm8zw4YMLVKdKpWLLlg36r1etWkb37m8VqM6nde/+FoGBfvpH8+YN6NGjGxs3rjPaNcA4fWFse/bsJjDQr7ibIeSRCKaFPPMvZ4O5iZTolEyuRCYVd3NQhT4OpsvV1B+7k6KbIFmxkHY+zA2JXIFVr5VgYkbm9YOkB218YdkqVs7YmpiSos7kUsLLR7EFQSj9fvttF999N51OnbqyevUGVq36iXbt2jN//mzWrFlhtOts2vQTmzb9ZLT6AA4c2MfChXP1X/fs2YcVK4wb6Pbo0Ztdu/axa9c+NmzYxsCBH7FmzQqDNwaCUFLIi7sBQumjkElp5GHHgVsxHLwTR3UXq2Jri1arRfXwIgDycr7643eTdcF0hWIMpgHkzm9g0eZ/JP8+kaTd/0NRtS3S56wuIpVI8Lfz4EDkdU7EhFDbtlwxtFYQSh9V+BEyry5GHXUC1OnES4Ci/sBMpkTmVB+TqkORuzbJ1Sk7dmyjQ4fOdOzYWX/Mw8OTqKgotm7dxIABg4zStJd9ImasOs3NzTE3NzfqNczMzHBwePK7smzZcpw9G8SePbt5++13jXotQSgoMTIt5Is+1aOY15vWPHqINjkGpDLkrj7643ceB9OexRxMA5g1GYqsbA20KXEk/Tr+heXqO4i8aUHIC1X4EdIO9kAdegAyE0GTAeoM3b9F+chMRB16gLSDPVCFH8lV26VSCZcvXyQhIcHgeO/e/Vm2bA0AW7duonXrJqSlpemf12g0dO3anu3bt3L2bBBNm9bj+PGj9OnzLs2bN+D999/mn38OAbr0izVrVhAeHkZgoB9hYaEAqNUqfvhhPh07tqJVq0DGjx9FbGyM/hoRERFMmDCOdu2a0b59S8aOHcn9+7rfS3v27Gb69K8BCAz04+zZoGxpHrGxMUyZMokOHVrStm1Txoz5jAcPdDu8hoWFEhjox549u3P/jX7M1NTU4OuEhARmzpxKly5v0rRpPTp2bM3MmVMN+uvBg/uMG/c5bds2pX37lnz11f+Ii3v+36358+fQrl1zrly5zAcf9GbevO/0z/3zzyECA/04ePBP/bGFC+fy6adDAbh9+yZjxnxGu3bNCQwMoGXLlmzY8OQTgVWrljF8+GC++mo8bdo0Ze7cWQAcPnyQvn3fo0WLhgwdOpDwcPHJZGkkgmkhX5qU1wXTpx88Ik2lLrZ2ZI1Ky1y89ZMPk1UZRKTr0k8qmBd/MC2RmWDVfT5IJKSf3ULG9b+fWy5r85ZTsfdKRC66IJR0mVcXg6ZkLNEJgCadzKtLclX0/ff7cv16MF27vsno0Z+yfv1arl79D0tLSzw8dL8L2rR5E5Uqk8OHn/zOCAo6xaNH8bRu3Q4AtVrN4sUL+Oyz0axbt4WKFb2YOvUrUlJS6NmzDz169MbZ2YVdu/bh7OwCwKVLF0lMTGDx4pXMmjWPy5cv8cMP8wFdjnWfPn0AWLhwOYsWLcPGxpbBg/sTFRVJy5atGTFiFAC7du2jRo0nnwiCLp965Mjh3L17h2+/ncOyZWvRaDSMGvUJarVa35aWLVvnqWuvXv2PAwf+4K23nozkT58+mevXrzFt2nds3ryDESM+Z9++3/n1118ASExMZNiwQWRkZDB//lLmzfuB0NAHTJw4Llv9ixfPZ9++35k3bzE+PtVp1Kgxp08/2Xjr9OmTSCQSzp49oz92/PhRGjfWvdkZOXIY1tY2LF26mo0bt9GuXTsWLpzLjRvX9OXPnz+Lvb0ja9ZsoHv3Hly6dIEJE8bQrFlL1q7dxJtvdmT9+h/z1C9CySDSPIR8qexgjrOFgsjkDM6EJtDIw65Y2qF6+DhfuuyTfOmQFN0qI/YmZtgqzIqlXc8y8fDDrNFHpB5dSuL2z7AfdQKJwvBj0Ro2ZTCTmRCbmcr1pCi8rZyLqbWCUDpoYi8UdxOy0cSez1W55s1b4eTkws8/b+L06ZMcP34MAHd3D8aPn0TNmrWwtbWlUaPG/PHHHtq2bQ/A3r2/0ahRE6ytrfV1DRo0lLp1/QHo128ghw79ze3bN6levSZmZmZIpVKDlAkHB0fGjPkSqVSKh4cnLVu2IShIFzgeOPAHCQkJTJ48lazxtnHjJnLu3Bl+/XUHH374EZaWlvp6nnXmzGlu3brBxo3b9W8Kxo2byObNG0hISMDOzu655z3rp5/WsHnzegAyMzNRqVT4+FTXv4kA8PevR61adfHyqgRAmTJl2bZtC7du3QTgr7/2k5KSzOTJ0/X9NXbsRP788w8yMjL09SxfvpjffvuV+fMX88Yb3gAEBjZlzZoVRESE4+LiyunTJwkMbMq5c0EAPHz4gHv3QggMbEpqairvvNOTbt3exdzcHLlcyogRI1i5ciW3bt2kcuUq+ms93X8rVy6lRg1fPvhANwnSw6M8t2/f4uefN+XYP0LJIoJpIV8kEgkNPWzZeTWSYyHxxR9Muz0ZHSlJKR5PM283kfRLu9HE3CXlr9lYvDnJ4HmFVEZdWzeOxtzhZOw9EUwLQg6k9r66FI8SRGpfK9dlq1evQfXqNdBoNNy8eZ3jx4+xfftWvvjiU7Zs2YGdnT0dOnRi3LhRREdHY25uxpEjB5k6dZZBPZ6envr/ZwVqmZkv3k21XDk3pNInH0xbWVmRnq4b4b927SqPHj2ideumBudkZGQQEnI3x3u6desmVlbW+kAawNHRieHDP8vx3Kd16fI23bv3AHSj3Q8e3GfFisUMGzaYFSt+xMTEhK5d3+Ho0SPs2bObBw/ucefObcLCQilf3hPQpV64u3sYvPGoVKkylSpV1n995cplLlw4h62tHS4urvrjVap44+TkzOnTJ/Hzq0do6EMmTZrCoEH9iImJ5t9/j1K58hu4upYBoFu3dzhwYB83blzj4cMH3Lp1A9Cl5WSxs7PXf3+y2hcQUN/gvqtXrymC6VJIpHkI+dbIwxaAY/fii60N+smHZZ8E01nL4hX35MNnSU2tsOyqy8FLObwQ9XNyo7PypsXmLYKQM5OqQ0GqLO5mPCFVYlJ1SI7FIiMjmDNnJpGREbrTpFLeeMObfv0+ZN68xaSkJHP+/FkAAgIaYG/vwIED+zh06G+srKyzBWAmJops13jZxMOnA+lny2s0WipUqMC6dZtYs2aj/rFhwzY+/XRUjvcmlxtnjM7Kyho3N3fc3Nzx9KxAYGATRo0ax82b1zl9+iQajYYxYz5j3rzvkMvltGzZhlmz5hmkneSmLaamZixZsgqlUsncud8ZPKdL9ThBUNBJfHyqUbVqNZycnDl7Nojjx48SGKh7wxETE03fvj347bedODo68fbb77Bjx45s11IqDV+rEokEjcbw+2Ss/hOKlgimhXwLfBxMnw1LICWz6POmNckxaOIfACAvW11/PGslD88SkC/9LEW1Dph4NQFVOsl7J2d7Pitv+kRsSKHMwheEV4nctQmmzTcjK9sGTKxAqgCZQvdvUT5MrJCVbYNp8825Ws1DoVCye/cO9u/fm+05Kyvd6kj29ro18mUyGe3adeDIkYMcOvQXbdu2RyaT5bqP8rpplZeXF6GhoVhZWemDWVfXMixdupDz58/lWGeFChVITEzQTzgEiIuLo0OHlly+fClPbXlW1q9EjUbDjRvXOXHiX6ZMmcmQIZ/Qps2buLm58/Dhff3vTk/Pity/f4+kpCdLuF67FkzHjq31b2QqVvSievWafPHFeP788w/95E3QBdNnzpzmzJnT1K0bAEDduv4cPXqEc+fO0LixLpg+cGAfCQkJLFmymv79B9KsWQsePXr0uM0v/j1eufIbXL5smKoUHHylIF0kFBPxFkjItwp2ZpSxVBCWlEHQwwSaeBZtqocq/CoAUrvySM1s9MfvPM6ZLmkj06D7I2TRaRrx85qQfm4bmYFDMCnvr3++jp0bcomUsLRE7qXGU968eNJnBKG0kLs20QewcrkUOzsL4uKSUalK7uZHtra29OrVjxUrlpCcnEyLFq0wN7fg7t07rF27kjp1/PD1fbIJVfv2b7Fx4zpkMhnDhn2Wp2uZmZmTmJjAvXshlC2b85Kb7dq1Z/36Hxk/fjQffzwCS0tL1qxZwYkT/zJw4JDHdermogQHX6VChQoG59etG4C3tw9Tp37FiBGfY2pqxuLF87G1tcPbuypqtZr4+DgsLS1RKk2zXT9LamoqMTHRgC6IfvjwAQsWzMHR0Qk/vwCSkhKRyWT8/fcB7OzsSEh4xI8/riYmJobMTF0+dJs2b7J27UqmTJnIoEFDUalUzJnzLV5elfSTMbPUr9+Q1q3bMXv2t/j61sHa2pq6dQNIT0/n8OG/mTNn4eP78+fbb7/ByclZn1/t7OxKWloqf//9JzVr1uLhwxD9OtxZbXmeHj16M2hQPxYtmkenTl0JDr7CL7+IdbRLIzEyLeSbRCKh0eNVPY7dK/qtxdWPg2m5a1WD4yVljekXMSnni7Lu+wAk75ti8Jy5zARfm7KAWCJPEF5lgwYNYdy4iVy4cI5PPvmIXr26s3Dh9/j712PmzLkGZd3dPfDxqU7lylX0+cC51axZCxwcHOnfvyfXrgXnWN7S0or169djY2PLqFHDGTiwL9HRUcyd+wOenrrAuU4df3x8qjNkyAccO3bU4HypVMqMGXNwdnZh5MhhDB36IQqFkjlzFiKXy4mMjKBz53b89dfLc903b15P587t6Ny5Hd26tefLL0fj6urKggVLMDU1xdHRiS+//Jpjx47Qu/c7TJgwFicnJ957732Cg3V/G0xNTfn++0WoVGo+/ngAX3zxCZ6eFfnmm2+fe80RI0ahUqmYP1+X7qFQKPDzq4dEIqF6dd0kd3//emg0GgIDn3wC0bx5S3r27MOiRXPp1ett5s6dTffu3alduw5Xr754pLly5SrMnr2As2eD6N+/J5s3b6Bv3w9y+A4JJZFEKz5LNgq1WkNsbHKRXa+kjMBsvBjGyL3X8C9nzW+96xTptRO3jyTt+CrMmo/EsoNu3dNUdSYV9k4H4Eqb0dg/s2LG04qzD9Wx94idWRvUmdh8/BuKSk9+MX9z5QCLb//L++61+d63U5G2Kz9KymuxNBN9aByvaj9qtVrefbcLffsO4K23uhTqtV7VPixKog+No6T0o5NTzhvTiZFpoUCyJiGeC0skOUNVpNd+3sh01rJ4Niam2JnkvCxeZmI6if9FE3cohIhtwUTvvUXi+QgyolIKp9GPyew9MK3XH4DkfVMN8uoaOOjypv+NuVuobRAEoWRTqVQcOvQX338/i9TUFFq1alvcTRIE4TlEzrRQIOVtzXC3VnI/IZ1TDxJoXrFoUiu0Wi2qiKxg+snOh09PPnzZJBmtVkvipUju/hWCJsNw8mTKVd1qIKYVbLBr6oGJfeGsVW3e8gvSTv2E6u4JMm8cQvFGc0A3CVEmkXA3JY77KfG4m9sWyvUFQSjZ5HI58+bNBmDSpCn6XGVBEEoWMTItFFiDx6PTJx7EF9k1NYkRaFPiQCJF5vyG/vidXORLq1NVRO++SdTe22gy1Jg4mmFZ2wX71hWwrl8W0/LWIJWQducRYesuE3fkPlqN8bOhZDZlMKvfD4CUv7/XH7cyUVLLRjdR6JgYnRaE19rOnXvZuXNvtuXwBEEoOYo9mNZoNCxYsIDGjRtTq1YtBg0axP37919YPi4ujlGjRuHv709AQABff/01qampBmX27t1L+/btqVmzJl26dOH48eMGz2dmZjJnzhz9NXv37s3Vq1cL5f5eB/XcdCtpnHzwqMiuqQ7XTeqQOVbUbyMOcCcla2T6+atgaNUaonZdJ/VmHEgllGvnhVv/mtg3L49lDSdsG7rh/LY3ZfpWx7SCDWi0JAaFEbXzOpp04y//Z9Z0BEjlZN48TOa9IP3xRo6egAimBUEQBKGkK/ZgevHixWzcuJEpU6awefNmNBoNAwcONNjq82kjRowgJCSEtWvXMn/+fA4fPszkyZP1z584cYLRo0fTo0cPduzYQYMGDRg8eDC3bt3Sl5k8eTK//PIL06dPZ/v27djb2zNo0CASExML+3ZfSfXdbAE4G5pAehFNEshaFk/2VIoHwL2UeADKWzw/mI47dI+M0CQkShnlelfDtaknEmn2dBATezOcu1bBsWMlJHIpaXcfEbHlCqrEdKPeh8zOHWWddwHD0elAB92s+WPRd8R604IgCIJQghVrMJ2RkcHq1asZMWIEzZo1w9vbm7lz5xIeHs7+/fuzlT937hynTp1i5syZVKtWjQYNGvDNN9+wa9cuIiJ0C7CvWLGCVq1a0bdvX7y8vBg7dizVqlXjxx9/BOD+/fts376dadOm0bhxY7y8vJg6dSoKhYLLly8X6f2/KrzszXA0NyFdreVCeNG8IdFPPnTxNjgekqybgPi89ZmT/osi6UIkAI5veqF0tcxW5lnmb9jj/K43UgsTMqNTifw5GHXyi7fpzQ/z5iMByPjvd9TRujd9fvbuKKQyQtMS9KkrgiAIgiCUPMUaTAcHB5OcnEyDBg30x6ytrfHx8eH06dPZygcFBeHk5ISXl5f+WEBAABKJhDNnzqDRaDh79qxBfQD16tXT13fs2DGsrKxo0uTJUmTW1tb8/fff2c4TckcikehTPYoqb1qVlebx1Mi0Wqvhfqru+s/ufpgZm0rsn3cBsGlQDrOKtrm+ltLVEteePsisFaji04nccQ1NuvFWLpG7VEHh3Qa0WlKPLgN0603XtXUDRKqHIAiCIJRkxbqaR3h4OABlypQxOO7s7Kx/7mkRERHZyioUCmxtbQkLCyMhIYGUlBRcXV1fWN+dO3dwd3dn//79LF++nIiICHx8fBg3bpxBkJ4fcnnRvTeRyaQG/xa3huXt+P16NKcfJhR6P2i1WtSR1wFQlquqv15YSgIqrQaFVIabpTVSyZN2RB97AGotZp422Ae6IZFI8tSHcnszyr5bldCNV8iMTCH61xu4vlMVqZHu1bLZMGKD95N2egPWHSchNbWmsXMFjseGcCz2LgO8/HOupJiUtNdiaST60DhEPxac6MOCE31oHKWpH4s1mM6aOKhQKAyOK5VK/b72z5Z/tmxW+fT0dNLS0l5YX3q6Ltc1KSmJkJAQFi9ezJgxY7C2tmbJkiW8//777NmzBwcHh3zdi1Qqwc7OIl/nFoS1dd6XStKo0siICCLt4T+oU2MwLdsQU/dmyEzzv6xdm2qufHngBqceJmBjY470OXnIxpIZH0Z4WgJIpDhW9kVqogTgfFoYABWs7HGwf7LIelLII1JuxIEEKnStipm94fcp131oZ4HlB7W4tuIsafcTSfrnAeW7Vc35vFzQ1n+LpF+rkhF6FS5txa7Np7Sv4MOs4EMci7mDra35S5f6Kwny81oUDIk+NA7RjwUn+rDgRB8aR2nox2INpk1NdaswZGRk6P8PkJ6e/tz1NE1NTZ87MTE9PR1zc3OUSqW+vmefz6pPLpeTlJTE3Llz9SPRc+fOpWnTpuzYsYOBAwfm6140Gi0JCYW70cfTZDIp1tZmJCSkolbnbtKfVpNJ2tkppF9dDponE+kSzi0AJMhdG2PWYC4y64p5bo+HmQwLhYz41Ez+vR5JNZec85HzK/3GeQBkDp48SlIBupSLy+GhALib2hIXp9uNUqvVEvbbNQCsqjuRZgJpj5/LTx9iLsO5U2XCfw4m+nQoOJhiXdPZKPdl2ugjMn7+jOj9PyDx+5A3TBwwk5kQlZbM8Xt3qGrtYpTrGFu++lEwIPrQOEQ/Fpzow4ITfWgcJaUfczNQWqzBdFbKRmRkJB4eHvrjkZGRVKlSJVt5V1dX/vzzT4NjGRkZxMfH4+zsjK2tLebm5kRGRhqUiYyMxMXFRV+HXC43SOkwNTXF3d2dBw8eFOh+imO7S7Vak6vralLDSftnIJoo3TKBElNnZM4NkCgdUEceQ/PoGqrwIyTuboqy/nxMynfJc1v8ylpz+G4cx0LiqOLw4m28CyojTBccyxwrGdz7nSTdRD13U1v98dTb8aQ9SASZBKv6ZZ/bV7ntwywKd2tsGpbj0b8PiT5wB7mDGQqXgn8qoaj1LpJfJ6COukHqjWMoKjYkwM6dw9G3ORxxm8rmTgW+RmHKaz8K2Yk+NI7S0o/79+9l27Yt3L59E4lEQvnyFejYsTNdurxttGukpqayZ89u3n5bt2rQtGmTCQsLZdGi5S8972V9qFKp2L59C++91wuAVauWsXfvb2zbttsobR4+fDDnz5997nM9evRm+PDPjHKdwpbVh8bun9dNafh5LtZEFG9vbywtLTl58qT+WEJCAleuXMHfP3uOqL+/P+Hh4YSEhOiPnTp1CoC6desikUioU6eO/liWkydP4ufnp69DpVJx6dIl/fNpaWncv3+f8uXLG/X+Sgp17AVS97TQBdJyS0wbr8G82xVMG69GGfAd5h3/xbzTGaRO9UGVRPrRD0k/PRatNm8v3vpZkxDvxxfCXTyhjroBYLBZC8Ddx1uJZy2Lp9Vqif9X9wbJqpYLciul0dpgXa8sphVtQa0lavcNo6xBLVFaoqyl+yOadnItAIGOWUvk3S1w/YIglBy//baL776bTqdOXVm9egOrVv1Eu3btmT9/NmvWrDDadTZt+olNm34yWn0ABw7sY+HCufqve/bsw4oV64x6jRYtWrNr175sjw8+GGTU6wiCMRTryLRCoaB3797Mnj0be3t7ypUrx3fffYerqytt2rRBrVYTGxuLlZUVpqam+Pr6UqdOHUaOHMnkyZNJSUlh0qRJdOnSRT/yPGDAAAYPHoyPjw9NmjRh+/btXL16lWnTpgHg5+dHw4YNGTt2LN988w22trYsWLAAmUxG586di7M7CoU2PZa0w33QpkUgtamKaZO1SK0rZSsntfLErNUuMi7OJPO/uWReXwkKW5S+43N9rXruumD6VCFv3vIkmK5scPzZZfEywpLIjExBIpNgHWA4cbWgJBIJju0qErb+MuqEDOIO38OhTYUC12sa0Je0kz+SfmEnmi6zaPR4vel/Y++i1mqQSUr+RAxBKEpHo++w5PZxTsXeI11jvFV28kIplRNg78GQig30b4BzsmPHNjp06EzHjk/+7nh4eBIVFcXWrZsYMMA4QWNhrFP/bJ3m5uaYmxv300ilUomDg6NR6xSEwlLsf5lHjBhB9+7dmTBhAj179kQmk7Fq1SpMTEwICwsjMDCQPXv2ALoAZtGiRbi5udGvXz8+++wzmjRpYrBpS2BgINOnT2fTpk107dqVEydOsHTpUoO0joULFxIQEMDw4cPp3r07SUlJrFu3Dnv7/E/AK4m0Wg1p/w5Dm/IQiZUXZm33PDeQziKRylHW+hJl/fkAZF6eTeadrbm+Xi1Xa2QSCEvK4GFCWoHb/yKqyMfBtJPhyPS9FMNgOulSFADmVRyQmZkYvR1SUzkO7XT55cmXo0i5FVfgOuUefrrl/lRppJ/9mZo2ZbCSK3mUmcZ/CREFrl8QXiVHo+/Q69QG/oq8QaIqnQyNulgeiap0/oq8Qa9TGzgafSdXbZdKJVy+fJGEhASD471792fZsjUAbN26idatm+gn14Nu1+CuXduzfftWzp4NomnTehw/fpQ+fd6lefMGvP/+2/zzzyFAl36xZs0KwsPDCAz0IyxMN69ErVbxww/z6dixFa1aBTJ+/ChiY2P014iIiGDChHG0a9eM9u1bMnbsSO7fvwfAnj27mT79awACA/04ezaIVauW0b37W/rzY2NjmDJlEh06tKRt26aMGfMZDx7odjYOCwslMNCPPXsKlvKgVqvZsmUDPXt2o0WLhvTs2Y2dO7fpn8/qm/Xr19K+fUs++KAXHTu2ZvPm9foyW7duIjDQj+DgK/pjX345mhkzpgBw4cI5Roz4mDZtmtK8eQN69erOH3/s0ZedNm0yEyaMZeTIYbRp05QNG3T7WezcuZ3WrVvTtGkDxo4dSWKi4fdYePUUezAtk8kYPXo0x48f59y5cyxfvhw3N936um5ubly7do1u3brpyzs4OLBgwQLOnTvHiRMnmDx5sn7iYZYuXbqwf/9+Ll68yC+//JJt/WhLS0smT57MiRMnOH/+PKtXr6ZSpRcHmaVV5pVFqEP3g8wU08arkZhY5+o8E69emPiMACD9xKeoI0/k6jwLhYxqzrqJh0EPC+eXhzYzDU2cLs1H/tTIdEJmGrGZutVhPMxt0aSpSLmmy6G2rFl4ucambtZY1dUtxRh74A7qlIJt6CKRSDCt1xeAtFPrkEul1LfXpR/l9o+0ILwultw+Trqm4ClWxpKuUbP09vFclX3//b5cvx5M165vMnr0p6xfv5arV//D0tISDw/dz3ybNm+iUmVy+PDf+vOCgk7x6FE8rVu3A3RB5eLFC/jss9GsW7eFihW9mDr1K1JSUujZsw89evTG2dmFXbv24eys+wT30qWLJCYmsHjxSmbNmsfly5f44QfdIEpqaip9+vQBYOHC5SxatAwbG1sGD+5PVFQkLVu2ZsSIUQDs2rWPGjV8De5LpVIxcuRw7t69w7ffzmHZsrVoNBpGjfoEtVqtb0vLlq0L0NOwaNE81q5dxYABg/nxx8106/Yu8+fPYevWjfoyarWa48ePsWzZGsaPn0SDBo04ffpJGmhQ0EkkEglnzwbp23769CkCA5sSFRXJ558Px9vbh9Wr17N69QaqVq3GjBlTDN54HDr0F/7+9Vi5ch2tWrXlwIF9fPfdTPr3789PP22mRg1ffvnl5wLdq1DyFXswLRQOdfRpMi5MBUDp9y0yu+p5Ol9RayIy946gySDtnwFo0+NzdZ5fOV3AHhRaOMG0OvoWaLVIzGyRWD4JkrO2EXdQmGMpV5J8NQatSoOJgxmKMoW3sgiAbSM3TBzM0KSoiDsYkvMJOTCt8x7IFKgeXiDzwXkCHT0BEUwLwrMuPgot7iZkcyGXbWrevBWLF68iMLAp//13maVLFzFoUD/ef/9tLl48D4CtrS2NGjU2GA3du/c3GjVqgrX1k8GRQYOGUreuP+7uHvTrN5Dk5GRu376Jubk5ZmZmSKVSHBwckclkADg4ODJmzJd4eHhSp44fLVu24do13a6yBw78QUJCApMnT6Vy5TeoWLES48ZNxNLSkl9/3YFSaYqlpaW+HhMTw0/9zpw5za1bN/jqq6nUrFkLT88KjBs3kcaNm5GQkIBMJsPBwRGl0pSX2b9/L61bNzZ4jBqlG+RJTk5ix46fGTjwI9q0aYe7uwfvvNODrl2789NPaw3SUHr27I27uweVK1chMLAJFy6cJSMjA5VKxblzZwkMbKoPps+fP4tGo8bfP4CMjAw+/PAjhgz5BDc3dypUqEifPgPIzMzUj9IDWFlZ8/77ffHwKI+Liyvbtm2hdes29OrVCw+P8vTu3Z9GjRrn6jUhlF7FmjMtFA6tVkv6mQmgVSMv3w25V5881yGRSDFtuISUvdfQJtwg/dxXmD5O/3iZumVtWH02lKCHhZM3rY58ki/99LrLIU+leGi1WpIu6VZ0sazpXOjrM0vkUhzaVSR843+kXIsltdojzDxt8l2f1MIBZY23SD+/nbSTPxLYeiwAJ2JDyNCoUUhlxmq6IJRqNW3K8tfj3wklha9N2VyXrV69BtWr10Cj0XDz5nWOHz/G9u1b+eKLT9myZQd2dvZ06NCJceNGER0djbm5GUeOHGTq1FkG9Xh6eur/nxXoZma++FOycuXckEqfjKVZWVnp92K4du0qjx49onXrpgbnZGRkEBJyN8d7unXrJlZW1vrRdQBHR6c8r8ARGNiEIUNGGBzL+hQ6JOQuKpWKmjVrGTxfq1Zdtm7dRFxcrP6Ym9uTlcL8/euj0Wi4dOkCMpkMc3MzOnfuxsSJ41CpVBw/fhR///oolaaUK+dG+/ad+Pnnzdy+fZMHD+5z86butaZWq5+q392gDbdv36RNm3YGx6pXr8mNG9fzdP9C6SKC6VeQ+sFeNNFBIDNDUXdKvoNJidwc03rzSD3QAdWt9agqvIPcJfCl5/g/Hpm+FJFEmkqNqdy4gZ8qSvcLSeb0zOTDp4LpjLAkMqNTkcgkWFTN3yY8eaVwscCqlguJ5yKI+/supn1rICnA7oim9fqRfn476ed+xrvjVBwVFkRnJHM69j6NHo9UC8LrbkjFBhyNvl1iUj2UUhkfV2yQY7nIyAh++mktffr0x9nZBalUyhtvePPGG940btyMvn3f4/z5szRv3oqAgAbY2ztw4MA+bGxssLKyJiCgvkF9JibZNzN72cTDpwPpZ8trNFoqVKjAjBlzUKsN63je/g/PksuNE1aYm1tkC1SzvOjWslageroNT6eBmpubU7u2H6dOncDExIQ6dfzx9a2NSpVJcPAV/v33KH36DADgzp3bDB06kCpVvPH3r0fTps2xtbVj0KB+Btd8Ns0UJNlWwjJWnwgll0jzeMVoNWoyLuhWLjHx/gipmWsOZ7yczLk+8kr9AUg/+TlaVepLy3vYmOJkYUKmRsul8KQCXft5skam5S8JppP/iwZ0Ew+lpkX3S8ymoRsyCxNU8ek8OlWwj59NvJogtfdEm5ZA5uVfaeakm0B7MOqmMZoqCK+EQMcKbAjoRSvnyljJlSiksmJ5WMmVtHKuzIaAXrlazUOhULJ79w7279+b7TkrK93urfb2uoEAmUxGu3YdOHLkIIcO/UXbtu316Rq5kdfBFC8vL0JDQ7GyssLNzR03N3dcXcuwdOlCzp8/l2OdFSpUIDExQT/hECAuLo4OHVpy+fKlF56XF56ensjlcn06TJYLF87h4OCAldWL5wc1atSY06dPcPZsEHXr+mNmZka1ajXYtesXQkMf0rChLiVj167t2NvbM2/eYnr16keDBoHExMS8sN4slSu/wcWLFwyOBQdfzftNCqWKeLv0ilHd/RnNo2BQ2KLwGZHzCbmgrP0V6od70SbeIuPy9yhrffnCshKJBL+yNuy9Ec3ph4/wd8t/usPzqKNvASBzMpwwmrWSh7uZrX5VDfMiGpXOIlXKsGtenujfbpJwOgyLqo6Y2L08L/BFJFIppnV7kHJgBmlnt9L8za/Z9vAih6JuMaFqKyO3XBBKr0DHCvoAVi6XYmdnQVxccone5MHW1pZevfqxYsUSkpOTadGiFebmFty9e4e1a1dSp44fvr619eXbt3+LjRvXIZPJGDbsszxdy8zMnMTEBO7dC6Fs2XI5lm/Xrj3r1//I+PGj+fjjEVhaWrJmzQpOnPiXgQOHPK5TN0IdHHyVChUM3zzUrRuAt7cPU6d+xYgRn2NqasbixfOxtbXD27sqarWa+Pg4LC0tc8ybfhELC0s6d+7GypXLsLa2oWrVapw8eZwdO7YxePCwlwb7jRo1Zt6875BKpUyaNOVxm/1Zs2YFNWr4YmtrC4CzswuRkREcP36MChUqcu3aVebNmw1k32X5ab1792fcuM9ZuXIl/v6N+Pffoxw69JdY5u8VJ0amXyFadToZF2cAoPD5FInCOIGsRGGN0m8mAJnBi9GkvHzUtTAnIaqjbwMgczTc8vz+4wmIZVKUaFJUSJQyTN2sjH79nJhVtsPU0wbUWuL/uZ/zCS+hrKPbsSzz+kGamNkgAS4nhBORlmiElgqCUJwGDRrCuHETuXDhHJ988hG9enVn4cLv8fevx8yZcw3Kurt74ONTncqVq1C+vGeertOsWQscHBzp378n164F51je0tKK9evXY2Njy6hRwxk4sC/R0VHMnfsDnp66wLlOHX98fKozZMgHHDt21OB8qVTKjBlzcHZ2YeTIYQwd+iEKhZI5cxYil8uJjIygc+d2/PXXgTzdx7M++eRz3nmnB0uWLKRPn3fZuXMbI0eOoWfP3i89z8XFFS+vSjg7u+Dqqtt/wM8vAI1GQ2Dgkzzx7t170KJFa6ZMmUSfPu/x44+rGDx4KGXKlDVYSu9ZDRsG8vXX09i+fTu9e7/L4cMH6dHj5W0SSj+JtjBWdH8NqdUaYmOTi+x6zxuBybz5E+knP0Ni5op5p9NI5MZbRF+r1ZJ6oCOaqBPIK/fHNGDOC8ueuB9P543ncbFUcGFoA6NNANSkxBEzSTepxXFaGBKlhb5tFfZOJ02jYr/529ieT8G8qgOOb3q9rLpCG8XKjEklbN0l0ILzO96YuuduScLniZvfDNX9s1h0nklX5Fx4FMp83868517LaO0tqNIyGliSiT40jle1H7VaLe++24W+fQfw1ltdCvVar2ofFiXRh8ZRUvrRySnngTkxMv2K0Gq1ZF5fDYCJ9xCjBtKgS99Q1poAgOrmejSJL16mzdfVCrlUQkRSBg8S0o3WhqxRaam1qz6QBojOSCZNo0ICWN/WffxmXrn4NuAxcTDDsqYzAHGH7xVoBzJlnfcASD+7leaP86YPRd0qeCMFQSjxVCoVhw79xfffzyI1NYVWrdoWd5MEQXgOEUy/IjQxZ9DEXQSpEhOv9wvlGjLnBsjKtAStioyLM19YzsxERnX95i3GWyJPHfM4xcPh+SkeriZWSBNUSORSTMvnfzTYGGwalEOikJEZmULK1ZwnrbyIaa23QSpDdf8MTRS6/MLDUbdQa8VohyC86uRyOfPmzeaffw4xadKUXK2mIQhC0RPB9Csia1Ra7tkVibLwRmUVvv8DQHV3G+r4F+ff1S2EvGl1VNbkQ8P0jfupuoC9rFY3Gm/qaYPUpHjXYpaZm2AToMvHiz/6AG0+P6KSWjljUrkZAD43DmElVxKbmcqF+DBjNVUQhBJs58697Ny5N9tyeIIglBwimH4FaNNjUYXsBMCk8oBCvZbMoRYyj06AloxLLx6d9itbCMF0DiPTLsm6tVbNK9sZ7ZoFYVXHFZmlAnVSBkkXI/Ndj+njiYiacz/T+PGqBYfEEnmCIAiCUCKIYPoVkHl7E2jSkdr7InWoW+jXU9QYA4D6/m8vzJ3OWtHjckQSqZnG2VBBvyzesyt5pMYD4JKkAKkEswq2RrleQUnkUqzr63ZDe3QqDE0++0FRrSOYmKGOvkVTmW7r3oMib1oQBEEQSgQRTJdyWq2GzOtrAN2odGFvnQ0gs62KrGwr0GrIDF763DLu1qa4WCpQabRcCDfOUm5PlsUzTPN48DjNo0ymGcpyVkW6UUtOLKs5IrNWoEnJJOlC/kanpaZWKKu1B6DBvVMAnIl7QHzGyzfQEQRBEASh8IlgupRThR9Dm3QHTKyRe3YrsuuaVB0GQOatjWjTY7M9r9u8xXipHprUeLTJuol8UgfDTQL0a0yrzDAr5omHz5LIpNjU122UkHAqDE1G/kans9actj+/jcoWjmjQ8k/0i1dUEQRBEAShaIhgupTLvPsLAHKPzkjkFjmUNh6ZS2OkdjVBnULmjTXPLaMPph8WPJjOGpWWWDkjNX2y5qNWq9WneZTJNMO0vHF3XDQGCx9H5LZKNGkqEs9F5KsORZVWSMzt0SZG0sRECYitxQVBEAShJBDBdCmm1ajIDNkNgLx8lyK9tkQieTI6fW0lWnVatjJ+5XSBbVDoowKttQwvTvGIyUghVZ0JQFmZBSbOxl1f2xgkUol+dDrxbHi+cqclMhOUNbsA0Cj8MqALpsWeS4IgCIJQvEQwXYql3j+INj0GidIRmUtgkV9fXr4zEvNyaNMiUd35OdvzNV0tMZFKiErO5N6j7MF2XqhjdCkNsmdSPLLypZ1USqw97IskZzw/zL0dkNko0aSqSL4cla86lLXfAaDmhR2YSuWEpSUSnJi/ugRBKH779+9l8OD+tGoVSOvWjRk4sC87d2436jVSU1PZvn2r/utp0yYzfPjgAtWpUqnYsmWD/utVq5bRvftbBarzad27v0VgoJ/+0bx5A3r06MbGjeuMdg0wTl8Y2549uwkM9DNqnWFhoQb9+ezj9u3S9yln9+5vsWrVsuJuhl7Jmakl5Fny9W0AyDw6IpEW/bdSIjXBpMpgMs59Reb1Vci9ehsEs6ZyGdVdLDkXlkhQaALlbfO/4YDmBcG0fsOWTDNMK5asfOmnSaQSrP1cifsrhISgcCxrOiOR5e29rEmFBkhtyqF89JD6CnMOpSXwZ+R1qlo7F1KrBUEoLL/9tov582fz6adfULNmLUDLqVMnmD9/NnFxsQwYMMgo19m06Sf27NnN22+/a5T6AA4c2MfChXN5771eAPTs2Ydu3YxXP0CPHr3p2bM3AOnp6Vy5cpmZM6eiVJoa9V5eJ9OmzaJ69ZrZjtvY2BZ9Y14xYmS6lNKqM0i5uRMAefmuxdYOE69eIFWiibuEJuZMtueNlTetjrkLgMzB0+D4vUTd5MeSmi/9NMtqTkjNTVAnZpAcnPddESVSKcpabwPQNEa3NN7+iOtGbaMgCEVjx45tdOjQmY4dO+PhUR4PD0+6d+/Bu+++z9atm4x2ncJIBXu2TnNzc+zsjLu+v5mZGQ4Ojjg4OFK2bDlatWpL69bt2LNnt1GvU5oNHz44T6OzVlbW+j59+iGXi3HVghI9WEqpwg6hSY9DYuaCzKlBsbVDorRDXr4LqjtbyLyxBpmj4cdTfuVsWHHmYYG3FVfH3gVAZu9pcDwkWpfmUE5mhdxGWaBrFDaJXIp1HRfijz4g4XQYFj6OeU5LUdZ5h9TDCwj873cI6E9Q3H2i05NxVBbd5FNBKEkybhwm9fBCMu+eQJuZRrgEinoqgcTEFBPP+pg1/QRF5aa5OkcqlXD58kUSEhKwtn7yqVrv3v3p0KETAFu3bmLFiiXs3r0fU1NTADQaDW+/3ZHevftToUJFRo4cxowZc1i8eAEPHtynTJmyDBnyCY0bN2PVqmWsWbMCgMBAP37++VcA1GoVP/wwn717d5OWloa/fz1Gj/4f9vYOAERERPDNN1M5ceJfpFIZNWrUZPjwkbi7e7Bnz26mT/9aX+eCBUs5d+4Me/f+xrZtukA3NjaGH36Yz4kTx1CpVPj61mbEiFG4ubkTFhbKO+904n//+4r27fOWGpLVB1kSEhJYsmQBx48fIy4uFisraxo3bsqnn36hL/vgwX0WLZrLuXNnkMnk+PvX47PPvsDOLvtOwfPnz2Hv3t/4/vuFzJ49g5o1ffnss9EA/PPPIcaP/4IpU2bQvHkrABYunMvNmzeYP38xt2/fZOnSRVy8eIG0tFRcXV3p2vUd/ej9qlXLOHfuDA4ODhw//i9vvtmBkSPHcPjwQVatWsqDB/fx9vbBzy8gT31iTBER4Sxb9gNBQadISUmmZs1aDB36KZUqVQZ0aTGpqakkJyfx33+X6dGjF2vWrGD37gPY2toCMGDA+6hUKn76SZdalJCQwFtvtWbBgmXUqFGTDRt+ZM+e3YSHh2FioqBGDV8+/3wM5cq5AbrX1IABg9izZzcqlYqNGzcgk5kye/Ysjh49jFwup3fv/sXRPS8lRqZLqYy7OwEwKd8JibR4t842eUO366IqZCfa9DiD57I2b7kSlZzvzVu0qnQ0jx4C2dM87iXoRqY9bApvC3VjsvR1QaKUoYpNI/V2fJ7Pl5eticz5DVxTYvCRK9ECf0XeMHo7BaE0yLhxmEerupMRvB9tWgKoM9CqMkBdtA9tWgIZwft1bblxOFdtf//9vly/HkzXrm8yevSnrF+/lqtX/8PS0hIPj/IAtGnzJipVJocP/60/LyjoFI8exdO6dTsA1Go1ixcv4LPPRrNu3RYqVvRi6tSvSElJoWfPPvTo0RtnZxd27dqHs7MLAJcuXSQxMYHFi1cya9Y8Ll++xA8/zAd0OdZ9+vQBYOHC5SxatAwbG1sGD+5PVFQkLVu2ZsSIUQDs2rWPGjV8De5LpVIxcuRw7t69w7ffzmHZsrVoNBpGjfoEtVqtb0vLlq3z9L2+evU/Dhz4g7fe6qw/Nn36ZK5fv8a0ad+xefMORoz4nH37fufXX3WrXCUmJjJs2CAyMjKYP38p8+b9QGjoAyZOHJet/sWL57Nv3+/Mm7cYH5/qNGrUmNOnT+qfP336JBKJhLNnn3wCe/z4URo3bkJaWhojRw7D2tqGpUtXs3HjNtq1a8fChXO5ceOavvz582ext3dkzZoNdO/eg0uXLjBhwhiaNWvJ2rWbePPNjqxf/2Oe+sVYUlKSGTLkQyIjI5gxYw5LlqxGqTRl+PBBhIeH6csdOvQX/v71WLlyHR06dEKhUHDmjG7/g7i4OG7dusmdO7eJi9P9bT516jhWVtbUqFGTn3/exMaNPzF8+Eg2bfqFb7+dzf37ISxaNNegLTt2/My0abOYOXM2np6efPnlWK5e/Y+ZM+cyd+4PHD9+zKBNJYEYmS6FtOoMMu/9DoDCs/hSPLJIHfyQ2lVHE3eZzNubUVQdon+unJUSZwsFkckZXIpIIsAt76kY6rh7uqEmE3Mklk4Gzz1ITwA5VHApHXnDUqUMyxrOJAaFkXgmHHOvvH00KpFIUNbqTsr+6TSLC+GKlSv7I67znnutwmmwIJRgqYcXgiq9uJvxhCqd1COLcjU63bx5K5ycXPj5502cPn2S48ePAeDu7sH48ZOoWbMWtra2NGrUmD/+2EPbtrqNm/bu/Y1GjZoYjGYPGjSUunX9AejXbyCHDv3N7ds3qV69JmZmZkilUhwcHPXlHRwcGTPmS6RSKR4enrRs2YagIF3geODAHyQkJDB58lSyxtvGjZvIuXNn+PXXHXz44UdYWlrq63nWmTOnuXXrBhs3bte/KRg3biKbN28gISEBOzu75573rJ9+WsPmzesByMzMRKVS4eNTXf8mAsDfvx61atXFy6sSAGXKlGXbti3cuqWbUPfXX/tJSUlm8uTp+v4aO3Yif/75BxkZGfp6li9fzG+//cr8+Yt54w1vAAIDm7JmzQoiIsJxcXHl9OmTBAY25dy5IAAePnzAvXshBAY2JTU1lXfe6Um3bu9ibm6OXC5lxIgRrFy5klu3blK5chX9tZ7uv5Url1Kjhi8ffKCbBOnhUZ7bt2/x888vTvMZNWoEFy+eA3S55JcvX9T3U58+A+jb94MXnvvFF58ie2auzujR/6NNmzf544+9PHoUz6pV6/UpO5MnT+Xdd7vwyy9bGTr0U0CXKvL++3315/v5BXDq1An9a+iNN7yJiYnm7NkztGzZmuPHj9KwYSBSqZRy5dyZMOFrGjVqDICraxmaN2/FwYN/GrSpbdv2eHv7IJdLuX37NidPnmDevMX4+tYG4Kuvphp1wqsxiGC6VNIikUiRO/ggc66H2ji7deebRCLBpPIA0k+NIvPGGky8P9anL0gkEuqUtWLfjRjOhCbkK5jWPJUv/XRahColgzBJMgAV3MsU/EaKiFVtZxLPhJH+IJGMyGQUznlL0VDW1gXTjW8cZHGdnhyKukW6WoVSJn6chddL5sPzxd2EbDIfnMt12erVa1C9eg00Gg03b17n+PFjbN++lS+++JQtW3ZgZ2dPhw6dGDduFNHR0Zibm3HkyEGmTp1lUI+np6f+/1mBWmZm5guvW66cG1Lpk6DKysqK9HTdm5Jr167y6NEjWrc2fEOQkZFBSMjdHO/p1q2bWFlZ6wNpAEdHJ4YP/yzHc5/WpcvbdO/eA9CNdj94cJ8VKxYzbNhgVqz4ERMTE7p2fYejR4+wZ89uHjy4x507twkLC6V8eU8Abt++ibu7h8Ebj0qVKuvTFgCuXLnMhQvnsLW1w8XFVX+8ShVvnJycOX36JH5+9QgNfcikSVMYNKgfMTHR/PvvUSpXfgNXV93fnm7d3uHAgX3cuHGNhw8fcOuW7hNDjUajr9POzl7//clqX0BAfYP7rl695kuD6XHjJui/V19/PYFq1arr++np+3zRuT4+1Q2O2dvrPtW9desm7u7lDXLflUpTfHyqcevWLf0xNzd3g/MbNWrC2rUrAd3ofd26/oSHh3L27GmaN2/JyZPHGTt2AgCBgU3477/LrFy5lHv3Qrh3L4Q7d27h5GQ4GObm5qH///XrunlBVav6PNVmB8qWLffSey1qIs2jFJLIlFh1PUPZ944ikZSMb6Hc822QW6BNvIU64ojBc3XK6H7Az+ZzJ8QXTT6MfBBDskz3TsLDziFfdRcHuZUS8zd0v8ASz4bn/XynSsjd6+CTEIqTREqyOoPjsSHGbqYglHgm5WoVdxOyMXGrnWOZyMgI5syZSWSkbhMnqVTKG29406/fh8ybt5iUlGTOnz8LQEBAA+ztHThwYB+HDv2NlZV1tgDMxESR7Rovm3j4dCD9bHmNRkuFChVYt24Ta9Zs1D82bNjGp5+OyvHejDWZzcrKGjc3d9zc3PH0rEBgYBNGjRrHzZvXOX36JBqNhjFjPmPevO+Qy+W0bNmGWbPmGaSd5KYtpqZmLFmyCqVSydy53xk8p0v1OEFQ0El8fKpRtWo1nJycOXs2iOPHjxIYqHvDERMTTd++Pfjtt504Ojrx9tvvsGPHjmzXUioN5/VIJBI0GsPvU05tdnJy1veLUqk06Cdr65cPVjk6OunLZj3MzbMGc57/etFoNMjlT1JJn72Hhg0bExUVSUjIXYKCTuHn50/dugGcPRvElSuXSU1Nxd9f93r96ae1jBjxEfHx8dSt688XX4ynZ88+2a759DWyBtCe7SdZCRs8KhmRmJBnUlN7pArLnAsWEYmJFfIKunWQVbc2GjxX5/GKHmfD8hlMZ00+fCZf+vZDXc6UA6aYyUzyVXdxsaqjGwFJDo5FnZSRQ+nslLXfQQo0SwgF4I/way8/QRBeQWZNPwF5CZp4LFdi1mR4jsUUCiW7d+9g//692Z6zstLt8Jo1GVAmk9GuXQeOHDnIoUN/0bZte2Sy3M+TyeskZy8vL0JDQ7GystIHXK6uZVi6dCHnz5/Lsc4KFSqQmJjAgwf39cfi4uLo0KElly9fylNbnpX1/kCj0XDjxnVOnPiXKVNmMmTIJ7Rp8yZubu48fHhf/8bA07Mi9+/fIykpSV/HtWvBdOzYWv9GpmJFL6pXr8kXX4znzz//4J9/DunLNmrUmDNnTnPmzGnq1tVNDKxb15+jR49w7twZGjfWBdMHDux7PBlyNf37D6RZsxY8evTocZtf/KamcuU3uHz5gsGx4OArBemifPPyqsz9+yH6XGfQpZEEB1/F07PiC89zdHTE27sqO3ZsIz4+jpo1a+HnF8D9+/fYtesX/P3r6SeD/vTTGgYMGMQXX4yjc+duVK9eg/v3Q17aR1WrVgXg0qUn/ZSYmMjDh/dfdEqxEMG0YDQmXrpZy6r7v6HNeLJ6Ry1XKyTAg4R0IpPynt+oH5l+ZiWPe9G65eXclCV7SbznUZaxRFHWEjRaEi9E5v18324gkdDk7nEA9kdeF7shCq8dReWm2Hy4DUXVtkhMrUGmQCJXgKxoHxJTaxRV2+rakot8aVtbW3r16seKFUtYtuwHfWrAsWP/8L//jaZOHT99fihA+/ZvceXKZYKCTuV5BQwzM3MSExO4dy8ElUqVY/l27dpjY2PD+PGj+e+/y4SE3GXq1K84ceJffW6ymZluz4Dg4KukpxtuyFW3bgDe3j5MnfoVV65c5vbtW0yb9hW2tnZ4e1dFrVYTExOd7bxnpaamEhMTTUxMNNHR0Vy4cJ4FC+bg6OiEn18ADg4OyGQy/v77AKGhDwkOvsLEieOIiYkhM1M3QNGmzZtYWVkzZcpEbt68QXDwVWbPno6XVyX9ZMws9es3pHXrdsye/S0JCQn6e0lPT+fw4b/1Oel16/pz8OCf2Ns76POrnZ1dSUtL5e+//yQ8PJyTJ4/z+eefA+jb8jw9evTmxo3rLFo0j3v3Qti/fy+//LL1heWftWjRcj788KNcl3+Z1q3bYWNjy8SJ47h69T9u3rzBN99MIDU1lc6du7303EaNmvDrr79QrVoNlEpTypYtR5ky5fjjjz360XsAZ2cXTp8+yZ07t7l37y7Lly/m8OGDL01J8vDwoGXL1sydO4vTp09y+/ZNpkyZ9NJzikPJGicXSjWpfW2kNt5oHgWjCtmBSeX+AFgp5bzhaM616BTOhCXyZuW8jSRljUxLn0rz0GRquJcUB2bgYWXc9U2LinUdV6JDb5J0IRKbemWRyHP/3lZmUwYTrybUu30MJfAw9RFXEyPxsXbJ8VxBeJUoKjfVB7ByuRQ7Owvi4pJRqTQ5nFm8Bg0agpubO7t372THjp9JS0vD1bUMLVq0pk+fAQZl3d098PGpjkaj0ecD51azZi3YvXsH/fv3ZOHC5TmWt7S0Yv369UydOp1Ro4ajVmuoUsWbuXN/wNNT9+lgnTr++PhUZ8iQD5g4cYrB+VKplBkz5rBgwfeMHDlMN2+mjj9z5ixELpfnemm8zZvX6yfWSaVSrK1t8PWtxVdfTcHU1BRTU1O+/PJrVq9exo4dP2Nv70DDhoG89977HD2qSzU0NTXl++8XsXDhXD7+eACmpqY0aBD4wvztESNG0bt3d+bP/46JE6egUCjw86vHqVPH9Zud+PvXQ6PREBjYRH9e8+YtuXatD4sWzSU5OYkyZcrSo8d7/PHHfq5evUKXLs+/x8qVqzB79gIWL17AL79sxdOzIn37fsCSJQtz/D4Zm6WlJQsXLmPRonl8+ulQAGrW9GXJklU55ic3atSElSuX6t9wgG5i4u+/79JPNgSYOPEbvv9+JgMH9sHc3IJq1arzxRfjmTNnBuHh4bi6uj6veiZO/Jr58+fy1Vf/Q6PR0LlzN+Lj455btrhItGI4yyjUag2xsclFdr2S+kcj4+oPZJydhNTRD/O2f+iPf7YnmE2XwhlR34Mvm774I6NnabVaYia4oU1PxG5MEHLnNwBIe5DI2IPb2WIXwrCKDZnok7dllqD4+1Cr0RK68gLqpAwc2lXEwifnGe5PSz25jqSfh/OJXx8OWTozrkpzPqvcJOcTjay4+/FVIPrQOF7VftRqtbz7bhf69h3AW291KdRrvap9WJREHxpHSelHJyerHMuINA/BqOSe74BEhiY6CM2jJ3m8dfOZN61NiUWbngiAzO7JDN/00ETCTFIBcDe3LWCri4dEKsGypm6pv8SL+Uj1qPEWyExo8nhFA7EboiC8WlQqFYcO/cX3388iNTWFVq3aFneTBEF4DhFMC0YlNXNGVlY3Spx5+8nyPlmTEM+HJaLW5P7DEHXMHV291mWQmDzZ/Sr9YSJh8tIdTANYVncCqYSM0CQyolLydK7U3A5F1XY0jbkNwLn4h0SlJ+VwliAIpYVcLmfevNn8888hJk2aos9VFgShZBHBtGB0Jl49AVDd3opWo5vw4u1ogbmJlKQMNTdich80qmPvASC1f7JmqVarJT00ST8y7WZma6SWFz2ZpQLzSrqc76R8TEQ09e+Nc0YyPsnRaIEDEWI3REF4lezcuZedO/dmWw5PEISSQwTTgtHJyrYBpQPatAjUYQd1x6QSarnq8o7ykuqhidMtfyOze7JQfGZ0KgmZaSTJdIG6m1npW83jaZY1dQvWJ1+NRpOetx14FN6tkVq50CxSl1KzP0IskScIgiAIRUkE04LRSWQKTDx1S+mo7m7TH9evN52HzVvUcY9Hpp/Nl36c4uGgMMdCnn3DgtJE6W6F3N4UbaaG5KvReTpXIpOjrNuDFtG6HaoOR90iRV2ylgwSBEEQhFeZCKaFQiH3fBsA1YO9aFW6tI6snRDP5CGYft7IdEbYq5HikUUikehHp5MuROZ5vWhT/968kRxF2bQEUjUq/om6XRjNFARBEAThOUQwLRQKqYMfEsvyoEpG9UC3RF7WyHRwdDLJGTlvHgCgjs8eTKeHJ5f6lTyeZenjiEQuJTMmlfTQvE0ilLtUwaR8AM2ibwKwLyK4MJooCIIgCMJziGBaKBQSiQR5+cej0yG6VI8yVkrKWCrQaOFCeO4CxqyR6aw0D026ClVs2pNgupTnS2eRmsox99ZtH5zfiYjNH6d67I+4jlor1jYVBEEQhKIggmmh0GSleqhD/0KbrtutqE4e1pvWpMajTdOVk9m6AZARodsYJ9xMty35q5DmkcXKV5fqkXIjFnVK3vKelbW6UTclBqvMNGIyUjgT96AwmigIgiAIwjNEMC0UGpmtN1LbaqDJRHX/NyBvkxCzRqUlFg5IlBaALsUDINw0DXh10jwAFC4WKFwsQK0l6XJUns6VmlpjWeMtGsfq1uXeFy5W9RAEQRCEoiCCaaFQ6SciPl7VI2sSYm6CabV+8uGTlTwywnTpIaES3aRG91doZBrAstbjiYgXI9HmYXMbAFP/PjTPypsOv2L0tgmCYFz79+9l8OD+tGoVSOvWjRk4sC87d2436jVSU1PZvn2r/utp0yYzfPjgAtWpUqnYsmWD/utVq5bRvftbBarzWRqNhm7dOtC8eQPi4uKyPT98+GCmTZsMwNmzQQQG+hEWFmrUNghCbhV7MK3RaFiwYAGNGzemVq1aDBo0iPv377+wfFxcHKNGjcLf35+AgAC+/vprUlNTDcrs3buX9u3bU7NmTbp06cLx48cNnv/111+pUqVKtseDB+KjcWOTl9ctkaeOOIYmJRRfV0ukEghLyiAsMf2l56pjQ4An+dJarZb08GSSpJk80urOdTd/NXKms5i/4YBUKUOdkEFayKM8nWviFUhTuRK5Rs3tlHhuJOVtmT1BEIrOb7/t4rvvptOpU1dWr97AqlU/0a5de+bPn82aNSuMdp1Nm35i06afjFYfwIED+1i4cK7+6549+7BixTqjXiMo6BSJiQnY2dnz+++7jFq3IBibvLgbsHjxYjZu3MiMGTNwdXXlu+++Y+DAgezevRuFIvv6wSNGjCA1NZW1a9eSkJDAl19+SUpKCjNnzgTgxIkTjB49mjFjxtCoUSO2bdvG4MGD2blzJ15eXgBcu3aNgIAAvv/+e4O67e3tC/+GXzNSS3ekTvXQRJ1EFbILi6pD8Ha04EpUMmdDE+hQxemF5z67LJ46KRNNcibhSl2Kh52JGZZyZeHfRBGSmkixqOZI4tkIki5GYlbBNtfnSiQSnBoNpN71wxyzr8C+sKtUrty48BorCCVA2r0EEs6Ekf4wCa1agwTI22c6BSeRSVGWs8S6bhlMPaxzdc6O/7N35+FRlWfjx7/nzD7Z95CEQNj3PSCyiLJIccNqrQtKta615Se1tNrXWrV99dVqrUvRVsWlVq07VcQFBETZFwVkD2Qj+zpJZjLr+f0xyUAISEgmmSz357q8wHPOnHPPwwTuPLmf+/ngXS666DIuvviywLH09L6Ulpby9ttvcuONtwQltrNttdmae1qtVqxWa1CfsWLFckaNGkuvXil89NGHXHfdQhRFCeozhAiWkM5Mu1wuli1bxqJFi5gxYwZDhgzhySefpKioiM8//7zZ9Tt37mTLli08+uijDB8+nMmTJ/PQQw+xfPlyiouLAXjhhReYNWsWN9xwA/379+d3v/sdw4cP59VXXw3c5+DBgwwePJiEhIQm/+l0ug577z2J4aRSj/EtXIToDXTy8CfTroYOICVx/l0Cu1O99InCR/pLPRxHqvDUuM7qteZxP+X8av+POldmbw56bEJ0JvW5Nko+OED90Wo0lxe8GppXgw7+T3N5qT9a7Y8lt2V99FVVYc+eXdhsTa9fsOBn/OMfLwPw9ttvMnv2dOrr6wPnfT4fl18+j/fee5sdO7Zx3nmT2Ljxa66//irOP38y1157BevXrwX85Rcvv/wCRUWFTcogvF4Pf//7U1x88SxmzZrKvffeTUVFeeAZxcXF3HffPcydO4N582byu98tJi/Pv4HWJ598xMMPPwjA1KkT2LFjW7Myj4qKcv70p/u56KKZXHjhefz2t3eRn+//+7ywsICpUyfwyScfnXZsbDYb69evIzNzIjNmXMCxY/ls3Sp/n4nOK6TJ9P79+6mrq2Py5MmBY5GRkQwbNoytW7c2u37btm0kJCQEZpgBJk6ciKIobN++HZ/Px44dO5rcD2DSpElN7nfgwIEm9xDtS59+GSg6fBXf4rNltXgRoq9h98PGmmlXw+LDkuiGZLqb1Us3MsRZMKVGgAZ1Z7kQUTFamZtxDgA762spdZ5dz2ohuhLb9kJ/QttZeDV/TC1w7bU3cPDgfi6//EcsWfL/eP31V9i373vCw8NJT+8DwJw5P8LjcbNu3ZeB123btoXq6ipmz57rf6TXy9KlT3PXXUt47bX/0K9ff/785z9it9u55prrufrqBSQmJrF8+ackJiYBsHv3LmpqbCxd+iKPPfY39uzZzd///hTgr7G+/vrrAXjmmX/y7LP/ICoqmltv/RmlpSXMnDmbRYvuBmD58k8ZOXJ0k/fl8XhYvPiXZGcf5ZFHnuAf/3gFn8/H3Xf/Cq/XG4hl5szZpx2bL774FLfbzYwZsxg7djwxMbFBryUXIphCWuZRVFQEQK9evZocT0xMDJw7UXFxcbNrjUYj0dHRFBYWYrPZsNvtJCcnn/Z+1dXVFBcXs23bNt544w0qKysZNWoUS5YsISMjo03vR6/vuO9NdDq1ya+dWngi+pQZeI6txpf3ARN7/wLw95pWVAWdeuof3fkaNmwxxvdBr1cDbfFKrC6wQe+w6DaNeWcew8gxSZQeq6F2TymxU9JQTjNGpzLwvNsY/tGf+T4ymc8Or+Nno4O7MOhknXkcuwoZw9Zxl9hDHUIz7hJ7i/5emj17Dr16JfOf/7zJ5s2b2LjxGwDS0/vwP//zR0aPHkN8fCxTp07n888/4aKLLgbg009XMG3aecTGRgc+L7fffieTJk0C4Oc/v5W1a78kJyeLkSNHExZmRVVVkpL8P/FSFIX4+Hh+//s/oKoq/fr1Y/bsC9myZRN6vcqnn36OzWbjT396GEXx3/+++/7IFVdcyscff8gtt9xOZGQEQOCeasPfT3q9yrZt28jKOsTbb38Q+Kbgf/7nj7z55uvY7bXExMQEXnc6K1d+xIgRo0hLSwFg5szZfPDBe1RVlRMfnxB4H4qioNerTb5+OvLf4dORr+fg6ErjGNJkunHh4Mm10SaTierq5ouvHA7HKeuoTSYTTqcz8KOwU93P6fQvWDt06BDgr/l65JFHqK+v57nnnuPaa6/lo48+Ij4+vlXvRVUVYmLCWvXatoiMtHT4M1tDP+I6yo6txpvzHpnT/kiESU+N00OB08eolOY1hj6nncKGBXRx/YagWqxkNyTTpRYn2GBIfGJQxrwzjmHUJDMVa3Lw1rjQldYTNeQsPpcxQ5hrMvE98OmRjSyecXW7xXmizjiOXY2M4dkpS4vEdqD8zBd2oPC0yBb/vTRt2mSmTZuMz+dj//79rFu3jtdff51f//pXfPHFF8TFxXHNNT/ljjvuwO2uw2q18tVXa3j66aeJiQkjIsIMwKhRwwLPTEnxJ5tms56YmDAsFiM6nRo4bzLp6dOnD3FxEYE4EhPjcLtdxMSEceTIIaqrq5k5c3qTWJ1OJwUFecTEhBEW5l+r0njPE59RUJBLVFQUo0cPC7w2JiaMP/7xvhaNyf79+9m/fx/33Xdf4P5XXDGfd9/9D59/voI777wTAINBh8mkbzIOUVGWkPw7fDry9RwcXWEcQ5pMm83+LwCXyxX4Pfi/aC2W5oNnNptxuZrXkDqdTqxWKyaTKXC/k8833m/ChAls3LiRmJiYwGKGZ599lhkzZvD+++9z662taxnk82nYbB03S6LTqURGWrDZHHi9nX+3Oy1uFujMuCsPUnl0E2N6RbA+u5Iv9xXR29K8Vt1T7O+TrJgiqHYacBeU4XN6UQwqOU7/N1pxWKmsrGt1TJ19DMOHxVO9rZCCr3PxJZ3dXybzRszjiUMbWe9TyM3JIiIy+cwvaqXOPo5dgYxh64SNSaTmcIW/TroTUHQK1jGJZ/x7qaSkmFdfXcbChTcFSi969erD1VffwMSJU7j22p+wdu3XXHDBLIYPH0tsbBxvv/0+UVFRREREMHz4WCor66ip8U8gORzewDOrq/2TVDabg8rKOhwOF16vL3De6fTg89EkxhOvcTrdZGRk8Je/PNnss2i1+v/OravzT0413uPE17vdPjRNa/XfzW+++R8AHn74YR555JEm595++22uvvoGVFXF7fbidHqajEN1tYOwsNb/mxAs8vUcHJ1lHFvyDVpIk+nGko2SkhLS04/3Ei4pKWHw4MHNrk9OTmbVqlVNjrlcLqqqqkhMTCQ6Ohqr1UpJSdPtmEtKSkhKSgr8/8ldOywWC2lpaYFFjK3l8XT8H7bX6wvJc8+aEoY+9UI8uctxZr3D2OSfsT67kq351Vw3qlezy11ljW3xeuP1ajgK/LW/xgQrufYqAFJMkUF57511DK0j/Mm0/Ugl9ZUO9BEt71wydOAs0r5fTb7Ryqdfvcjlc3/fjpH6ddZx7EpkDM+OITWChMsHd6puHobUiDP+GaqqgeXLPyAhIYkFC37W5JzF4v+HOyoqpuE+CnPnXsTatV8SERHBnDnz0DQFj8cXSDBO/NycfKyx8UbjeU3T0DStSYy+hp72Ho+PjIx+fPLJx1itYYSHRzUc9/DAA7/n/PNnM3Pm7Gb3PPH16el9sdlsZGfnkJbmXzxeWVnJggVX8uijf2PEiJGnHRePx8Onn37CxInn8Mtf3tXk3JdfruKVV15k/fr1TJkyrcn7ONU4dAadLZ6uqiuMY0iT6SFDhhAeHs7mzZsDybTNZmPv3r0sWLCg2fWZmZk8/vjj5OTk0KePvxZry5YtAIwfPx5FURg3bhxbtmzhJz/5SeB1mzdvZsKECQD85z//4a9//Str1qwJtPKpra0lOzubK6+8sl3fb0+n73sFntzleLLfZ9yIXwKn7+jhPaktnqvEP9vgTjBS4fD/BKA7bSV+KoZYC6a0CJz5NdTuLiX63LQWv1ZVVWbHpPFyXQWfFX7PZfU1qOaIM79QiC7GnB4ZaEen1/tLDSor6zr1P77R0dFcd91CXnjhOerq6rjggllYrWFkZx/llVdeZNy4CYwePTZw/bx5l/DGG6+h0+m48867zupZFouVmhobubk5pKSknvH6uXPn8frrr3LvvUu4/fZFhIeH8/LLL7Bp0wZuvvmOhnv6f1K2f/++ZmuNxo+fyJAhw/jzn//IokW/xmy2sHTpU0RHxzBkyFC8Xi9VVZWEh4djMpmbvPabb76iqqqKq69eQL9+A5qcS0pK5p133mT58veYMkVaforOJaRV3UajkQULFvD444+zevVq9u/fz+LFi0lOTmbOnDl4vV5KS0sDtdCjR49m3LhxLF68mF27drFp0ybuv/9+5s+fH5h5vvHGG1mxYgUvv/wyWVlZPPbYY+zbt4+FCxcCMH36dHw+H7/97W85dOgQu3fv5le/+hWxsbH8+Mc/DtlY9AS6lFlgiERzFDLG6N+p72CZnRqnp9m13gp/J4/GDVtcDQuNSmP9nTyiDGaiDOZmr+tuwkf5F+rU7Sk96x0RLxoxD4B1UWnUbXgp6LEJIVrvllvu4J57/sB33+3kV7+6jeuuu5JnnvkrmZmTePTRJ5tc27t3OsOGjWDgwMH06dP3rJ4zY8YFxMXF87OfXcOBA/vPeH14eASvv/46UVHR3H33L7n55hsoKyvlySf/Tt++/sR53LhMhg0bwR133MQ333zd5PWqqvJ///cEiYlJLF58J7/4xc8xGk088cQz6PV6SkqKueyyuaxe/UWzZ69Y8RHp6X3IzJzU7FxYWDgXXzyfTZs2nLJBgRChpGjt0dH9LHi9Xv7617/y/vvvU19fT2ZmJvfffz9paWnk5+czc+ZMHnnkkUCiW15ezoMPPsj69esxmUzMnTuXe++9N1AvDfDhhx+ydOlSioqKGDBgAEuWLGnSLu/777/niSeeYNeuXWiaxpQpU7j33nubdQo5u/fho6Ki42q1usoMzMnqN/wCz9H/YBh8C+duvYx8m5N3rx7NtD4xTa6z/fvnOHe+Q9hFf8IyYxH5f9+B5vKy9xIrPzvwHiMik1k1/bY2xdIVxlDz+Dj2wrf4HB7iLxuItX/MmV/UwOPzMXzl/1Kt+Xh1/6fMWbQaxRjcjRWga4xjZydjGBzddRw1TeOqq+Zzww03cskl89v1Wd11DDuSjGFwdJZxTEg48091Q74Dok6nY8mSJSxZsqTZubS0NA4cONDkWFxcHE8//fQP3nP+/PnMnz//tOeHDx/OsmXLWhWvaBt9+mV4jv4HT+5HjO21gHybkx0FtmbJ9IkbtniqnGguL4pOoVDfWOLRvbYRPx1FrxI2LJ6a7UXU7io5q2Rar6rM6jWM9wr28GVYPNM2v4p12h3tGK0QIpg8Hg9ff72O7du34XDYmTXrwlCHJIQ4hc7fvE90K7peM8AQgeYoYmxkFXDquukTtxJvrJc2JFjJc/g7eXTX3Q9PJXyUv9VV/dFqPDbnWb12bvJQANbE9ce+9ik0z9m9XggROnq9nr/97XHWr1/L/ff/6ZRdroQQoSfJtOhQis6EPu1HAIzy+Tcp2FFQw4nVRprXjc/m30VMF5OOq9g/G21MDCO/MZnu5osPT2SIsWDq7f8xU+3us9sR8fzE/hgVHbnWGA6766nf+u/2CFEI0U4+/HAlH364kokTzwl1KEKI05BkWnQ4ffplAAytehOdAiV1Lo7VHJ8x9VUdA80HehNKeALuhplpY6KVPEcV0HPKPBq1diFiuN7E1Hj/oqE18QOwf/lXNE/zXu1CCCGEaB1JpkWH0/U6HwwRmJ15DIv1b5yzo+B4qUegLV50GihKYBtxY1IYeQ09pntSmQeAdUAMqkWPt86N40jVWb12brK/Z/uaxCH4KnOp3/5mO0QohBBC9EySTIsOp+hM6FPnAjDG7G+Bd2Iy7as83hbPa3Phc3pBVfBE6ylz+RPrnlTmAf5NIcKG+7cUr91Vcoarm5qT5E+md4UnUGoMw77qcZmdFkIIIYJEkmkREvo+/lKPUZ61AGw/1cz0iYsP4y0cc9cAEK439oge0ycLH+kv9ajPrsZT3fKFhMnmCMZG+zdrWJc6Bl9lDvXb3miXGIUQQoieRpJpERK6XueDPpzRbAVgV3Et7oYtYQMz07Hpgc1ajIknlHhYolEUpeODDjFDjBlTw05vtXvObiHi3IbZ6XX9/TuH2VfL7LQQQggRDJJMi5BQdGb0aXPJ0BcQqXdT7/Gxr9Q/C91kZjpQL20lv2HxYU+rlz5RRMNCxNo9pWjeljexv7Chbnqjz4cjKtVfOy2z00IIIUSbSTItQkaffhmqojGqYWvxxn7T3saZ6eh0XKUNM9MJTWemeypL/2hUqwFfnRv74coWv25weALp1micPi/fTrkVAPuqv8jstBBCCNFGkkyLkNGlXOAv9dDtAfyLEDWfz98aD8DcC1+dGwBDgiWwYUtPa4t3IkWnBjZxqdlZ3PLXKQqzEgcC8FVsBmpkMr6qPOq3Sd9pIYQQoi0kmRYh01jqMcZ4CPBv3uKrKQavC1QdHqc/adbHmFENuh7bFu9kEaMSQVVwFdTiLKpt8etmNiTTX5YdxTzj/wFgX/MkmtfTLnEKIYQQPYEk0yKk9OmXMrohmT5UYaeyOAcANTIFT7m/BMGYYAU4XjPdg8s8AHThRqyDYoGzm50+N64vFlVPQb2N7GEXoVhj8ZVn49z1QXuFKoQQQnR7kkyLkNL1uoA4k5feOn9SuDPX/6supnegXtqQYKXe66HY6Z+FTevhM9MAEWOTALAfqMBb17K6Z4vOwJSG3RC/rMrHMu0O/z2+fLLJdu5CCCGEaDlJpkVIKXoL+tS5gdnpHUX+7h1qTG/cgcWHVo411EtbdQZiDZbQBNuJmHqFY+wVBj6N2l0tb5PXWDe9quQQlim3opjC8RbuwbX/i/YKVQghhOjWJJkWIafvcyljjAcB2Fnp/0iqUb1xVzgA/8z0iW3xemKP6VOJGJsMQM13JS1uk9dYN721Ig+b3ox50kIAHOuXtk+QQgghRDfXqmS6uLjldZpCnImu10xGW/IB+M4RgQZohiTQQLXo0YUbAosP03p4vfSJrANj0IUZ8Nnd2A9UtOg1va3RDI5IwIfG2tIsLFNuBUXBffBLPMUH2jliIYQQovtpVTJ9/vnnc/PNN/PJJ5/gckmfWtE2it7CqIyBGHBToYVxTE3Cp/k3JzEkWFEUhbzA4sOe2xbvZIpOJXyMv3a6Zmdxi+ueZyYcL/XQxWVgHDYPAMfXz7dPoEIIIUQ31qpk+pFHHsHn8/Gb3/yGqVOn8uCDD7J79+5gxyZ6kPC+FzPUkA3ALsNgPE5/t4rjnTz8NdM9vS3eycJHJoBOwVVch6uwZW3yZiU1tMgrPYxX8wUWItZvexNfwzctQgghhGiZViXTl112GcuWLWPNmjXcdNNNbNq0iZ/85CdcfPHFLFu2jLKysmDHKbo5XcosRpuPArDLMghPnX8GujGZljKPU9NZDYQNiQNa3iYvM6Y3kXoTFS4731YVYOg/DV3SUHDbce54pz3DFUIIIbqdNi1ATEpK4vbbb2flypW89957xMTE8Je//IUZM2bwq1/9iu+++y5YcYpuTtFbGOufjGaPaSiuci/gL/MATijziA5BdJ1boE3eoUo8NWcuuzKoOs5L6A/4Sz0URcF8jn8hYv2W19ovUCGEEKIbanM3j23btvGHP/yBn//852zfvp0pU6Zwzz334HA4uOaaa3jllVeCEKboCcbGRQCw19cHl9MNOgVDrBmXz0tRfQ0gZR6nYkwMw5Qa4W+T923LZqcbW+StLvG3JDSP+ynojHiOfYc7/9v2ClUIIYTodlqVTOfk5PD0008za9Ysrr/+ejZu3Mj111/P6tWrefHFF1mwYAEvvvgi8+bN47nnngt2zKKbStebiVZqcGEkS5eDIdaColMpcFSjARZVT7zRGuowO6WICcfb5PmcZ94e/ILEAQDsqi6kuL4GNSwO08hLAKjf/Gr7BSqEEEJ0M61Kpi+88EJeeuklRo8ezbJly1i1ahV33nknvXr1anJdv3796N27d1ACFT2ArZiRqn+mdJ+ahzGxaYlHmvSYPi1Lv2gMcRY0l7dFm7gkmMIZE5UC+BciAoGe086d76C569svWCGEEKIbaVUy/Yc//IGvv/6aJ554gsmTJ5/2ul/84he8++67rQ5O9CzeylxGuvy9jvfgxRDv3+lQFh+emaIogdlp244iNM+ZN3E5P9FfN72u9AgAhv7TUaNS0OptsiOiEEII0UKtSqY/++wzSkpKTnlu//79XHLJJW0KSvRMvso8Rtb6k+ld7t4YLFkA5AXa4kmP6R8SNiQOXbgRX52bur1n7qgzI8Ff6vFVaRZezYeiqpjGXAGAc6d8EyyEEEK0hL6lF27bti2wKcSWLVvYunUrFRXNd11bs2YNeXl5wYtQ9BjeylxGuv31vtmeFKqrvsTC1MDMtHTy+GGKTiViQjJVa3OxbSskbEQCinr6sphx0alE6E1UuB3sqi5kbHQqprFX4lj3DM69K/HV21DNkR34DoQQQoiup8XJ9DvvvMPy5ctRFAVFUXjwwQebXdOYbF988cXBi1D0CJqzFs1eSTTQW3GQp1nYcXQfP5qskS9t8VosfEQCto3H8FQ5cRyuxDoo9rTXGlQdU+MyWFm8n7WlWYyNTkWfOgZdwgC8pYdxfb8C8/hrOjB6IYQQoutpcTJ93333ccUVV6BpGgsXLuT+++9nwIABTa5RVZXIyEgGDhwY9EBF9+atbPhphjGS4VjIA761RXFhxbcnlHlEhyy+rkI16ggfm4RtUwG2rQVYBsb84KLNGYn9WVm8n3WlWSweOB1FUTCNuRL7F/+Hc+d7kkwLIYQQZ9DiZDoiIoKJEycC8NprrzF8+HDCwsLaLTDRs3grc/2/MfVihGLgU83Nt65BuLI/oNDh/5imWaRmuiUixiZRs60IV7EdZ64Nc5/Tj9uMhs1btlXmU+N2EmEwYRp9OfYv/g/X4XX46mtQzREdFboQQgjR5bQ4mf7www8577zziImJoaCggIKCgh+8fv78+W2NTfQgvoaZaU1NYITiXxf7nWsgzpz78Bkux6TTk2AKD2WIXYbOYiBsRAK13xZj21r4g8l0H2sM/cJiOVJXwdflR/lR8hB0SUPQxffDW3YE94HVmEbP77jghRBCiC6mxcn0Pffcw9tvv01MTAz33HPPD16rKIok0+KsNJZ5eL0JDFJUTDqFKm8EeTYvI6JLcIQPQ5Ue0y0WOT6Z2u+Kqc+14Squw5h0+p8inRffnyN1FawtzeJHyUNQFAXj8ItxrHsa5/cfSzIthBBC/IAWJ9OrV68mISEh8HshgsnXUOahqYkYjTpGRIezvaCG71wDmec+xBbruSGOsGvRR5mwDonDvq+c6i0FJFxy+nUM5yf25+WcrawtzQocM43wJ9OuvZ+hed0oOkNHhC2EEEJ0OS1OplNTU0/5+0Yej4fa2lqio6ODEpjoWRprpn26JAwJVsbFG9heUMO3roH83P0OBdKi7axFTuiFfV85jkOVuCscGGItp7xuSlwGBkUlx17J0boKMsJi0ffJRAlPQKstxZ31NcZB53dw9EIIIUTX0KpNWzweD88++ywfffQRAJs3b2bKlClMnjyZhQsXUl1dHdQgRfcXqJnWJWFMsDIuxZ88f+seRG/NxlhfeSjD65KMCVYs/aIBsG0tPO11YXojE2J6AwRmpxVVh2nYjwBw7V3ZvoEKIYQQXVirkumnn36a5557DpvNBsCf//xnoqOjuffee8nNzeWJJ54IapCie9M8Tny2Iv/vT0qm97oycGoGRtVsC2WIXVbkxF4A1O0rx1PjPO11jVuLn1jqYRw6BwDXASnrEkIIIU6nVcn0ihUr+PWvf811111HVlYWhw4d4o477uCGG25g8eLFfPnll8GOU3Rjvqp8ADTFBGoUhgQrfaLMxFkMeNGx19WX1LKvApsCiZYzpURgSosAn0bNtqLTXte4tfjXZUdx+bwAGAacB6oOb+khvOXZHRGuEEII0eW0KpkuKSlh9OjRAKxduxZVVZk+fToAycnJ1NTUBC9C0e15TyjxQFUwxFtQFIUxvfz9jbe6hmB0FOCr+DaEUXZdkRNTAKjdXYrX4T7lNSMik4kzWqnzutjW8OehWqIw9JkEyOy0EEIIcTqtSqYTExPJz/fPJn755ZcMHTqU2Fj/tsU7d+4kOTk5eBGKbu94Mp2IPsaMatABMDDRBMAqzxgAPDnLQxJfV2fuE4kh0Yrm8VGzo/iU16iKwnnxzUs9DENmAeA6sKr9AxVCCCG6oFYl0xdffDGPPPIIP//5z9m+fTtXXHEFAP/7v//LM888wyWXXBLUIEX3FmiL11Av3Sgp2gfAAZe/BMGTu1xKPVpBURSiGmana74txuf0nvK68xL6AbC+7GjgmHGwP5l2H16H5nG1c6RCCCFE19OqZPquu+7ipptuQlEU7r77bq699loAdu/ezU033cQdd9zR4nv5fD6efvpppk2bxpgxY7jlllvIy8s77fWVlZXcfffdZGZmMnHiRB588EEcDkeTa1auXMm8efMYNWoU8+fPZ+PGjae933//+18GDx4cmGkXHe/EMg/DCcm0NaIegFp3OOUkodXlSqlHK1kGxKCPMaM5vdTuKjnlNdPi/cn0d1UFVLn8X1P6lFH+FnnOWtzZmzssXiGEEKKraFUyrSgKt912Gy+++CK33HJL4Phbb73Fr3/9a3Q6XYvvtXTpUt544w3+9Kc/8dZbb+Hz+bj55ptxuU49C7Zo0SJycnJ45ZVXeOqpp1i3bh0PPPBA4PymTZtYsmQJV199NR988AGTJ0/m1ltvJSsrq9m9jh07xkMPPdTyNy7axclt8RqVearBaAdgT/iVAHhyPuzw+LoDRVWIzPR39rDtKELz+Jpdk2KJZGB4PD40NjQsOFRUFePA8wBwZ33VYfEKIYQQXUWrkmmAmpoavvjiC5YvX86HH37Y7L+WcLlcLFu2jEWLFjFjxgyGDBnCk08+SVFREZ9//nmz63fu3MmWLVt49NFHGT58OJMnT+ahhx5i+fLlFBf7a0FfeOEFZs2axQ033ED//v353e9+x/Dhw3n11Veb3Mvn87FkyRKGDx/e2iEQQeKtyAGaJ9O59iqw+NsvfqebAoAn5wM0rXkiKM4sbGgcunAjvjo3td+XnfKaafEZAHxVdiRwzDDAn0y7DksyLYQQQpysxTsgnmj9+vUsWrSoWXlFI0VRmD9//hnvs3//furq6pg8eXLgWGRkJMOGDWPr1q1cfPHFTa7ftm0bCQkJ9O/fP3Bs4sSJKIrC9u3bmTt3Ljt27OCee+5p8rpJkyY1S86ff/553G43v/zlL9m0adMZYxXtQ/N58VUX+P8nIgU17Pi21bn2KrC6oTqZb2sTQB+OZj+Gr3QrusRJoQm4C1N0KpETkqlcm4ttWyHhIxNQVKXJNdPj+7Ese2vTuun+0wDw5G5Dc9ahmMI6NG4hhBCiM2tVMv3EE0/Qr18/7r33XpKSklDV1k1wFxX5+9726tWryfHExMTAuRMVFxc3u9ZoNBIdHU1hYSE2mw273d6sm8jJ99u1axfLli3j3XffDcxoB4Ne3+qJ/rOm06lNfu2qvJUF4POgocPUKx2D4XiJUK6jEiz+WeidRXZ0ky7Ge+QtvHkfYEqZfLpbtlh3GcOzETU2ierNBXirnTiPVBE+JK7J+elJ/VBRyKorp8hlI80ajS6pP7qY3ngr8/DlbcE0ZGaT1/TEcQw2GcPgkHFsOxnDtpMxDI6uNI6tSqazsrJYunQpEyZMaNPDG2e2jUZjk+Mmk+mUW5I7HI5m1zZe73Q6qa+vP+39nE7/7m92u53f/OY3/OY3v6Fv375BS6ZVVSEmpuNn7CIjLR3+zGCyl5YCoOkSiOoTGxhDp9dDoaMGzGDWq9icHsrTriH6yFt4cpcTPecpFLVVH99muvoYni3n5DQKv8ymbmcxaef0RlGOz07HEMbEhHQ2leawzX6MkampADiGX0D116+i5G0gZvKlp7xvTxvH9iBjGBwyjm0nY9h2MobB0RXGsVXZSEpKCrW1tW1+uNlsBvy1042/B3A6nVgszQfPbDafcmGi0+nEarViMpkC9zv5fOP9/vznP5ORkcHVV1/d5vhP5PNp2Gz2oN7zh+h0KpGRFmw2B15v160hduQcBPz10lqkkcrKOgCyasvR0AjTGxiRHMHm/Go2VvdjnikWn72E0n2fYUiZ0aZnd5cxPFuGobEo63Koy7NR9H0x5tSIJuenxPRhU2kOK7P3MT++YU1B+hTgVWy7V2OcXdfk+p46jsEkYxgcMo5tJ2PYdjKGwdFZxrElE6WtSqZvu+02/v73vzNy5EjS0tJacwvgeHlHSUkJ6enpgeMlJSUMHjy42fXJycmsWtV08wiXy0VVVRWJiYlER0djtVopKWna+qukpISkpCQA3nvvPYxGI2PHjgXA6/X33L344ou5/fbbuf3221v9fjyn6JDQ3rxeX0ieGyyusmzAn0yrsebAezlaUwFAb2s0Y03+ZHpbQS2X9L4Uz+FXcB55FyVxelBi6OpjeNZMeqxD46nbU0rl5gISLh3Y5PSUuAye4CvWlRzB7faiKAq6flMBcOftwFVbhWqObHbbHjeO7UDGMDhkHNtOxrDtZAyDoyuMY6uS6Y8++oji4mJmz55NbGxsk1ll8C9APDnpPZUhQ4YQHh7O5s2bA8m0zWZj7969LFiwoNn1mZmZPP744+Tk5NCnTx8AtmzZAsD48eNRFIVx48axZcsWfvKTnwRet3nz5kBJyskLEb/77juWLFnCP//5TwYNGnQWoyCCwVOcDYBmSMIQe/ynETn2SgDSLTGMi/AnbjsKbOhHX47n8Ct48j5Gy/wLis7U4TF3B5Hjk6nbU4rjcCXuqnoM0ce/hsdHp2HRGShz1bG/poShkUnootNQY/rgq8zBk7sN46ALQhi9EEII0Xm0KplOTk4OypbhRqORBQsW8PjjjxMbG0tqaip/+ctfSE5OZs6cOXi9XioqKoiIiMBsNjN69GjGjRvH4sWLeeCBB7Db7dx///3Mnz8/MPN84403cuuttzJs2DCmT5/Oe++9x759+/jf//1fgEAS3qhxYWJKSgrR0dFtfk/i7HhL/W3xdNG9m3SWyG1IpvtYoxmX4k+m95bW4YqejGJJRnMU4S38En3ajzo+6G7AEGfB3DeK+uxqanYUE3vB8a8Lk07PObF9WFN6mK/KjjA00v+1Zeg7EWdlDu6jmySZFkIIIRq0Kpl+5JFHghbAokWL8Hg83HfffdTX15OZmclLL72EwWAgPz+fmTNn8sgjj/DjH/8YRVF49tlnefDBB1m4cCEmk4m5c+dy7733Bu43depUHn74YZYuXcqTTz7JgAEDeP7555u00xOdh7fKv/OkLqFvk+O59ioA0q0xpEWaSAgzUFrnZk+pg9F95uPe/zye7A8kmW6DiPHJ1GdXU7e3lOipaajG451UpsdnNCTTR7mtn79ziqHvOTh3viM7IQohhBAnaFM7hKysLL755htKSkq4/vrrycvLC5RutJROp2PJkiUsWbKk2bm0tDQOHDjQ5FhcXBxPP/30D95z/vz5LepzDf4e1Cc/Q3QMTdPAfgwAQ2q/JueOJ9PR/vKdXpF8dricHQU2xve73J9M569E89Sh6KXvcWuY0yPRx5jxVNZTt7eMiDFJgXPTE/rBPthYno3L58Wo6jBknAOAJ3crmteDogtONxUhhBCiK2tV8z6fz8d9993HxRdfzMMPP8xLL71EWVkZS5cuZf78+afsES3EybTaMvA50VAw9mn6k4PGMo90awwA4xtKPbYeq0aNG48S3ge8djz5zXfKFC2jKAoRYxIBqPm22P/NTYOhEUnEGa3YvW52VDb89CB5GIo5Es1Zi6fo+5DELIQQQnQ2rUqmly5dykcffcSf//xnvvnmm8A/wkuWLMHn8/Hkk08GNUjRPbmLGnbZU2MxJUcFjte4nVS6/T3I063RAExK85/ffMzff1zf53IAPDnvd1C03VPYsHgUg4qnoh5nXk3guKooTIv3/7SgcWtxRdWhT/cv5PUclV1DhRBCCGhlMv3ee++xaNEirrjiiiaL9oYOHcqiRYv45ptvghWf6MZcuYcB0Ey9UE3HSwZyHf5Z6VijlXC9v1vHmF4RGHUKpXVusqsc6PtcAYC3YBWaq/kGP6JlVJOesGHxgH92+kTT4zMAmmwtbujrL/Vw50jdtBBCCAGtTKbLysoYOnToKc8lJSVhs9naFJToGdyF/iRNDU9tcjxQL22JDhwz63WMSfZvLrIprxo1eihq1GDwufDkreiQeLur8NH+Ug9HViWeGmfgeOPM9I6qfGrc/uONddPuo5JMCyGEENDKZLpPnz6sW7fulOe2bNnSrP2cEKfiLc8FQI3p3eR4zkn10o0mNpZ65FejKAr6Pj8GpNSjrYzxVkxpEaBB3Z6ywPHe1mgyrLF4NY2NFf4Whvre40FR8VXl4a06FqqQhRBCiE6jVcn0woULee2113jooYfYsGEDiqKQk5PDsmXLWLZsGddee22w4xTdkK86DwB9Ut8mx0/sMX2ic3r7/39zftO6aW/RV/jqS9sv0B4gfGQCALXflzZZiDgtobHUw183rZoj0KeMBMCdLXXTQgghRKuS6Z/85CfcddddvP/++9xyyy1omsavf/1rnnzySW666SauueaaYMcpuhnN6wNHIQDGtNO1xWs6M52Z6u/ocaTSQUmdCzWyP2rsaNC8eHI+bPeYuzPLgFgUkw6vzUV97vEyreknLUIE0PedBIBHkmkhhBCi9X2mb7nlFi655BK2bNmCXq8nIiKC0aNHyy6CokXcFfUoHv+CN33qyW3xqoDjnTwaRZsNDIkPY39ZHVvzq7locAL6jKtwVXyH5+jbGAff0hGhd0uqQSVsSBy135VQt6cUSx9/Sc2UuAwU4EBNKcX1NSSZIzD0PYf6b/6JO3tLaIMWQgghOoGznpn++OOPWbBgAaNHj2bmzJnce++9/OEPf+C1115j27Zt7RGj6Iac+UUoWi0A+pj0wHFN08gLlHnENHvdOb39Sd6mQKnHj0HR4Svfgc92qL3D7tbCR/hLPeyHK/E63ADEGC2MikoBjnf1CGzeUrALzVkbgkiFEEKIzqPFybTX6+Wuu+7iN7/5DXl5eVx00UX8/Oc/56abbuKCCy7g4MGD/OpXv+Kee+5pz3hFN+HO87fFwxCNYjq+g2Gpsw6Hz4OKQqolqtnrGhchbmlIplVLIrpeM/33PPJ2O0fdvRmTwjAkWMGrYd9XHjje2CKvsdRDF52GGp0GPi/u3O0hiVUIIYToLFpc5vHGG2/w+eef8z//8z8sWLAARVGanPd6vbz11ls8/PDDTJgwgSuvvDLowYruw12UjQookSe1xWvoMd3LEolB1TV73TkNyfTu4hrqXB7CjHr0GVfhLfjcX+ox+l4UpVVLAQT+2enKNTnU7iklfGwSSsPmLc9kfcP6siNomoaiKBj6TsL5bb5/EeLQ80MdthBCCBEyLc46PvzwQ66++mquv/76Zok0gE6n47rrruOqq67igw8+CGqQonvRNC3QFk8Xm97k3Kl6TJ8oNdJMWqQJrwbbCvwL5fRpc8EQgWbPx1uyod3i7gnChsaBTsFd5sBd5t+FMjO2NyZVR2F9DYfr/DPWhsZFiDlbQxarEEII0Rm0OJk+evQo06dPP+N106ZN4+DBg20KSnRv3loX1Ps7eegT+zY519hjuk9Y83rpRpNOKvVQ9Bb06fMB8ByVUo+2UM16LBnRANTt8/ectugMTGz4puerUn+ph773eADceTuatNITQgghepoWJ9MOh4OoqOY1rCeLiYmhrq6uTUGJ7s1VYkfx+jt56OJOnplu2LDlNDPTcDyZblyECGDIuAoAT85yNI89mOH2OGFD4gCw768IJMqNLfIa+03rU0aCqkerK8NbkRuaQIUQQohOoMXJtKZp6HTNa1ib3VBVZaZK/CB3iR3VWwKALuY0ZR6n6OTRaFJaNADbC2y4vT4A1MRzUMLSwVOLJ//T4Afdg1j6Rft7Tte6cObXAMe3Fv+mPBuPz4diMB/fvCVPFiEKIYTouWSlluhwrpK6wMz06bcSjz7t6wfFW4k263G4fewp8bdmUxQVfePs9NH/tEPUPYeiV7EO8H8zU7ffXyM9MiqZaIOZGo+T76oLAND3HgeAO0eSaSGEED3XWW3a8sADDxAeHv6D19TWSt9Z8cNchRUYff6kWRfbJ3Dc7fNS4PAvKjxVj+lGqqKQmRrFF1nlbM6rZmwv/86IhoyrcO95HG/hGnyOYlRLUju+i+4tbGg8dd+XYT9YQez5fdDpVabEZbCiaB9flR1hfEwaht7jqd/4Eu5c6S8vhBCi52rxzHRmZiZhYWFomvaD/4WFhTFhwoT2jFl0YV67G191HgCKKQLlhNroAocNHxpmVU+i6Ye/aWvcvGXzseN102pkf9T4Cf7txbPfD37wPYgpLQJdmAHN6cWR7R/j6QkNW4s3LkJMb1yE+C2azxuaQIUQQogQa/HM9L/+9a/2jEP0EK7iOhRvEQBqXN8mbRYbe0z3tkafsv3iiSalNiTT+dWB3scAhoyf4izbhufofzAOvaM93kKPoKgK1iFx1Gwvwr6/HOuAmMAixG2VedR5XFgTB4ExDM1Vh7NgH4RlhDhqIYQQouNJzbToUP5OHv5k+sQSD4CcusZ66dOXeDQalRyBWa9SbneTVeEIHNf3mQ+qAV/lbryVe4MXeA9kHRwLgONIFT63l77WGNIsUbg1H5srclFUHYa0sQDUH5F+00IIIXomSaZFh3IV16F4Tp1M5zqqgB9ui9fIpFcZ2ysC8M9ON1JMsehS5wDSc7qtjElh6CKNaB4f9dnVKIrCeQ2z0+vKsoDjpR6OI1tCFqcQQggRSpJMiw7lKqlD9fo3bFFP2xYvukX3Ot5vuqrJcUPGTwHwZL8jtbxtoCgK1oH+2Wn7wQoApp1UN21o6OghybQQQoieSpJp0WG8Djdem+v4hi2xfZucz67zJ2x9w2JbdL/JvaMB2Jhb1eS4LmU2mGLRHEV4C79sU8w9XWMy7ThShebxMS2+Hwqwr6aEkvrawE6I9fm70Nz1IYxUCCGECA1JpkWHcZf4dyY8Xc10tr0hmba2LJnOTI1Cryrk2ZzkVh+vm1Z0xsDstPvwa22Ouycz9gpDF25Ec/tw5FQTZ7QyMqoX4N8NUY3pjRoeD14P7mO7QhytEEII0fEkmRYdxlVcB75aFJ9/Vz1d7PEyj0qXg6qGmc0+YWdegAgQZtQF6qa/yalqcs4wYAEA3mOf4XMUtTX0Hstf6uH/82gs9ZgeqJs+gqIoGNL9rTDdubJ5ixBCiJ5HkmnRYU7s5KGExaGc0Eu6cVY62RSBVWdo8T3PTY8GYENeVZPjatQQ1PiJ/p7TR95qW+A9nGVQ01KPxmT6q9IjaJqGIb1hJ0RJpoUQQvRAkkyLDuMqOX0nj7Otl240pTGZzq1C07Qm5wwDrgfAffh1NM3XmpAFYEoJD2zgUp9rY2JsOmZVT5GzhoO1ZYGZaZdsKy6EEKIHkmRadAhfvQdPlfOEeum+Tc4fbUimM1pY4tFoQkoUBlUh3+Ykp7rpAjh9n8vAEIFWexRv8detD76HUxQFS3//n4vjSCVmnZ5JDSU6X5VmYWyYmfaWHsLX0N5QCCGE6CkkmRYdwlVcB4BOVwqAetLM9FG7f8OWli4+bHRi3fSGk7p6KPow9H2vAMBzWHbwbAtL/2gAHFn+nwAEthYvO4oaHo8hwb/7oSdvZ6hCFEIIIUJCkmnRIZxFDcm0WuL/9aQe060t8wCYku6fNT05mQYwDLgBAE/ex2j15Wd9b+Fn7h2JYlDx1rlxFdVxXnx/ADaUZ+P2ebH0mwiAJ29HKMMUQgghOpwk06JDuIpqAY7XTMedui1eRiuS6XN/oG5aFzsaNXY0+Fy4s98563sLP0WvYu7r3yTHcaSKYZFJxBmt1HldbKvIx5KRCYA7T+qmhRBC9CySTIt2p2maf2Za09Dq8oGmZR61HielTv/MdV/r2dVMA0xIjcSgKhyrcZJT1XzjEEN//0JEz+HXmiXbouWsjXXThytRFYVpDV091pZmYZaZaSGEED2UJNOi3Xlr3fjq3KBVg8e/ucqJZR7Zdf566VijlUiD+azvbzXomJAaCcBXOZXNzuv7XgE6K77qA/jKtrbmLQjAnBENCrjLHXiq6o/3my7JwtJ3HCgqvuoCvNUFoQ1UCCGE6ECSTIt211jiYYioAkCN7IWiNwXOBzp5nOXiwxNN6+OfNV2f3TyZVoyR/s4eyI6IbaGz6DGl+hd72o9UcV7DIsQdlceoUVT0yUMBmZ0WQgjRs0gyLdqdq2HxocHiXwB4ciePttRLN5rekEx/nVuJ7xSlHIGFiDkforlsrX5OT2c5odQj1RLFgLA4fGisKczC0Mffb1qSaSGEED2JJNOi3QU6eej9bfFOt2FLn1bUSzca0yuCMKOOCoeH70tqm51X4zNRowaD14En+71WP6ensza0yHMeq8FX7wnUTa8qOIiht+yEKIQQoueRZFq0K03TcBX7k1vV19AW7zQ9ptsyM23QqUzu7e82ccpSD0VB379xR8RXZSFiK+mjzehjzaBBfa4tUOqxquAgxhNmpjWf7DgphBCiZ5BkWrQrT0U9msuHolfR7M07eQAcrfOXf7QlmYbjpR7rc6pOed7Q76egM+Or3I2vbFubntWTWRpb5B2t4ty4vugUlUO2MgqjUkBvRquvxlueFeIohRBCiI4hybRoV86GxYfGpDB8FTlA05npOo+LwvoaAPqFxbXpWdP6+pPpjflVuLzNZ0YVUyz6Pj8GwH3wxTY9qyezZEQD4MiuJkJvYnxMKgBfleeiTxsNgEdKPYQQQvQQIU+mfT4fTz/9NNOmTWPMmDHccsst5OXlnfb6yspK7r77bjIzM5k4cSIPPvggDoejyTUrV65k3rx5jBo1ivnz57Nx48Ym57///nsWLlzI2LFjOeecc7j//vupqalpl/fX0wUWHyZZ8Fb6/1xPTKYbO3nEGq3EGC1tetbQ+DDirQYcbh/bC069yNAw6OcAeHKX43OUtOl5PZUpNQLFoOKrc+MutQe2Fl9begRD7/EAuHNl5l8IIUTPEPJkeunSpbzxxhv86U9/4q233sLn83HzzTfjcrlOef2iRYvIycnhlVde4amnnmLdunU88MADgfObNm1iyZIlXH311XzwwQdMnjyZW2+9laws/4+dy8rKuPHGG0lNTeX9999n6dKlbN++nXvuuacj3m6P4yxsbItXC14XqDrUqNTA+ayGEo/+bZyVBn9ddGOLvK9OUTcNoIsbgxo/AXxuXAelTV5rKHoVc7q/r7fjaDUzEv1bi68vPYLasAhRZqaFEEL0FCFNpl0uF8uWLWPRokXMmDGDIUOG8OSTT1JUVMTnn3/e7PqdO3eyZcsWHn30UYYPH87kyZN56KGHWL58OcXFxQC88MILzJo1ixtuuIH+/fvzu9/9juHDh/Pqq68CcOzYMaZOncpDDz1ERkYG48aN46qrruKbb77p0PfeE/hcXtyldgAMZv8MtBqVhqLTB6450pBMt7XEo1FjMr3uNMk0HJ+ddh58Gc3nCcpzexpz32gA6o9WMT4mjQiDiXKXnYNxGQB4CnajeZwhjFAIIYToGCFNpvfv309dXR2TJ08OHIuMjGTYsGFs3dp8p7pt27aRkJBA//79A8cmTpyIoihs374dn8/Hjh07mtwPYNKkSYH7jR49mr/+9a/o9f6ELisri+XLlzNlypT2eIs9mquwFjTQRRqh/hjQvJNHVm3DzHR42xYfNpqR4U+mdxbaqKp3n/IaffplKKZ4NHsB9qz/BuW5PY0lw78I0VlYi+rUOC+5YXba7USxxoLXhadgTyhDFEIIITqE/syXtJ+ioiIAevXq1eR4YmJi4NyJiouLm11rNBqJjo6msLAQm82G3W4nOTm5Rfe78MILyc7OJjU1lWeffbatbwe9vuO+N9Hp1Ca/dkbuhnppS2oEWmUuAPr4vk3G6WjDhi0DIxKCMn59Yq0Mjg/jQFkd3+RVc9nQxOYX6S0YBy3EufsJbN/+nbALf9Tm5/Y0+lgLhjgL7nIHzlwbs1MG8XHeXr4qO8LCPhNw7vsc37Ed6PtlhjrULqErfD13BTKObSdj2HYyhsHRlcYxpMl048JBo9HY5LjJZKK6uvqU1598beP1TqeT+vr6097P6Wz+I+fHH38ch8PBX/7yF2644QaWL19OWFhYq96LqirExLTutW0RGdm2RXvtqbTYX+IRMzAe927/4sPw3oMD46RpWqBmemxKWtDG70fDkjjw1RG+zrfxs3MzTnlNxMQ7yfv+KeqPrSe2fj+mxLFBeXZPUjcsgeL1ubhybVx44WAANlfkog46B/Z9jlL0XUi+Jrqyzvz13JXIOLadjGHbyRgGR1cYx5Am02azGfDXTjf+HsDpdGKxNB88s9l8yoWJTqcTq9WKyWQK3O/k86e638iRIwF49tlnOe+88/jiiy+YP39+q96Lz6dhs9lb9drW0OlUIiMt2GwOvKdoAxdqmk+jtqHfsy/WiL3gIADusDQqK/0z1uXOOqpc/m+o4nyWwPG2mpISwd+AT/cVU1FRi6Iop7gqBmPf+biOvEvZ5iexTn0uKM/uSdQUf6JcfaCcUVcMpY81hhx7JV+H9WY8UHtoU9D+TLu7zv713FXIOLadjGHbyRgGR2cZx5ZMCoU0mW4s2SgpKSE9PT1wvKSkhMGDBze7Pjk5mVWrVjU55nK5qKqqIjExkejoaKxWKyUlTVuelZSUkJSUBMCRI0fIzc1lxowZgfNJSUlER0cHFjG2lsfT8X/YXq8vJM89E1dJHZrbh2LUoUab8ZQ2bOIR2y8Q78HqMgBSLVEYNF3Q3kdmSiRmvUpBjZO9xbUMjj/1F4Jx6B24jryL6+h76Ef/AdWSfMrrxKnpk8NQDCpeuxtHYS3nJ/bnlextrFMMjAe8JQdx1VSiWqJCHWqX0Vm/nrsaGce2kzFsOxnD4OgK4xjSQpQhQ4YQHh7O5s2bA8dsNht79+4lM7N5rWVmZiZFRUXk5OQEjm3ZsgWA8ePHoygK48aNCxxrtHnzZiZM8G91vGHDBhYtWoTNdrwPcW5uLpWVlU0WNoq2cR7zt8Qz9QpHc9Wg1ZYCoIs7XnZxuM6fTAejLd6JLAYd56T5E7g1RypOe50+fhymlHPB58Z94KWgxtATKDoVc7p/nG0HyrkgaSAAayuPocb2BcCTvzNU4QkhhBAdIqTJtNFoZMGCBTz++OOsXr2a/fv3s3jxYpKTk5kzZw5er5fS0tJALfTo0aMZN24cixcvZteuXWzatIn777+f+fPnB2aeb7zxRlasWMHLL79MVlYWjz32GPv27WPhwoUAXHzxxURHR7NkyRIOHTrEtm3bWLRoEaNGjeL8888P2Vh0N84C/yY4ptRwvGVHAFDCE1DNkYFrjtQ2tsULTiePE52f4b/nmqOnT6YBosYuAsB9+BU0j+MHrxXNNXb1qD5QxrT4vugVlaP2Cgr7TgSk37QQQojuL+RLJBctWsSVV17JfffdxzXXXINOp+Oll17CYDBQWFjI1KlT+eSTTwD/phzPPvssaWlpLFy4kLvuuovp06c32bRl6tSpPPzww7z55ptcfvnlbNq0ieeffz4w6xwdHR3oOX3NNddw5513MmzYMF566SV0Ol2Hv//uylnQMDOdEhFIpnXx/Zpcc6Rh98Ngz0wDzGhIpjflV+Nwe097nbX/Zajh6eCswHP07aDH0d2ZG7YWr8u3YXXryIzpDcA3CUMAcOdJMi2EEKJ7C2nNNIBOp2PJkiUsWbKk2bm0tDQOHDjQ5FhcXBxPP/30D95z/vz5P7iQMCMjg3/84x+tilecmcfmxFvjAgWMvcJwHGpIpuOaJtONnTz6hQc/mR4cbyUlwkRBjZONeVVc0O/Uz1BUHcYht1G/7X9w7V+KfsD1KErIv8fsMvQRRowJVlyldhzZ1Zyf2J+NFTl8bbTyY8CTuw1N006zCFQIIYTo+iRrEEHXOCttTLSiGnT4TjEz7dV8HA3iVuInUxSFmf38s9NfZP1wqYdp0PVgjEKzHcab/0nQY+nuGks97EeqmJEwAIAN9ircOgM+WxG+6oJQhieEEEK0K0mmRdDV5/oXd5rS/PXRpyrzyLNX4fR5Mak6eluj2yWOWf39SfoXWeVomnba6xRDBIaBNwHg+v7pH7xWNGft59910n60iuERScQbw6jzutnV178TqUdKPYQQQnRjkkyLoHPm+ZNpc++GZLq8eZnHwdrGTh7x6NqprGJanxhMOoW86noOlv9wD3DD4FtBNeEr346vZGO7xNNdmVPDUU06fA4PnmI7MxL86xM2Jo8AwJ2zLZThCSGEEO1KkmkRVJ5qJ55qJ6gKprQINGcdPpt/K/cTZ6YPNbTKGxgR326xhBl1TEn3z5quyir/wWtVSyL6/tcA4Nr7wzX5oilFpxI5wF9SU59dzfkNyfT6hv7S7pzNp32tEEII0dVJMi2Cqr5hVtqYHIZq1OEtPwqAYo1BtcYErjvUMDM9MLz9kmmAWf39Sd6ZkmkA49A7QVHxFnyBt3Jvu8bV3UQO8pfUOLKrmd6QTO/1uCgzWvHk7UDzNN+5VAghhOgOJJkWQdVYL/1DJR4Ah2oak+mEdo2nsW56c341VfXuH7xWjeiHvvclALi//1u7xtXdRDUk066iWuI0E6Oi/LubbkgeAR4nnmPfhjA6IYQQov1IMi2CRtO0wMy0Of30iw81TQvsftjeM9N9oi0MjrPi1WDt0cozXm8YvhgAT+4H+GyH2zW27sQYbcYQZwHN/w1VY6nHxpRRALiPSqmHEEKI7kmSaRE0nop6fHVuFJ2CqVc4cOpkutRZR7W7HhWFfu3QFu9kJ3b1OBNd7Eh0aXNB8+H6/sn2Dq1bsTa0yHMcreL8hhZ535ij8aJI3bQQQohuS5JpETSBlnipESh6/0freDLdP3DdwYbFh+nWaMy69t83aPYAfzK9Kqscj893xuuNI34DgOfoO/hqstsztG7F0rAbYn12NeOiU4nUm6hEY09kMu7sTdJyUAghRLckybQImkAy3VDiASfUTDfp5NEx9dKNMlMjibMYqKr3sCmv+ozX6+LGous1EzQvLqmdbjFz70gUvYq3zg0VrsAGLuvj+6PVlOCryA5tgEIIIUQ7kGRaBIXm06jPb7r4UHM78FXlA01npgNt8dq5XrqRXlUDs9MrD5W16DXGkf7t7T1H3sRXm9dusXUnql7FlBYBQH1ONTMTG5LppGEAuLM3hSw2IYQQor1IMi2CwllYi+b0opp0GJPCAPCW5wCgmKNQrLGBawMz0+3YY/pkPxrof9anh8paVG6gS8hElzwdNA+uPU+0d3jdhrlvQ910djUXNCTTe00RlBrDcGdvCWVoQgghRLuQZFoEhSOrCgBzRjSKqgBNSzwURQlc29gWb1AHlXkAnNc3BotBJd/mZHdxbYteYxx1LwCeI2/gs2W1Z3jdhqUhmXYeqyFOsTAmKgWAr2P7ysy0EEKIbkmSaREUjiP+tnOWftGBY8cXH2YEjtnc9RQ5a4COK/MAsBh0XJDhnx1vaamHLmEiupTZ/trp3Y+1Z3jdhj7GjC7SCF4NZ76NmYkDAVgf1w9v0V58jqrQBiiEEEIEmSTTos3cVfV4KupBVQIzkwDeMv9s7okbthyo8ddL9zJHEGkwd2icjaUeLU2mAYyjfw+AJ/s9vFX72iWu7kRRFCx9owF/qUdjMr0hNgM3Cp7cbSGMTgghhAg+SaZFmzmOVAFgSg1HNR9vdXe8zOP44sP9NSUADIlI6rgAG8zqH4dOgX2ldWRXOlr0Gl3sKHTplwIarl2PtG+A3URj3XR9djVjolOIM1qp0xn4NioF91Ep9RBCCNG9SDIt2qwxmT6xxAPAW3YUaNoWb19NMQBDIjquXrpRjMXAuenRAHx8sLTFrzONugcUFW/eCrxl29spuu7DnB4JqoKnyom3yskFjaUesf1w58giRCGEEN2LJNOiTXxOD858fw20pV9M4LjmceGrzAWalnnsbyjzGBKR2IFRHnfpEP9z/7u/pMWvUaMGo8+4CgDnzgdk85EzUI06TCn+HTBPbJH3VVwG7pytaF5PKMMTQgghgkqSadEmjuxq8GnoY8wYYo7XQHvLj4LmQzGFozQkzpqmsd/mn5keGtnxZR7gr5tWFfiuqLbFpR4AxlG/B50ZX8kGvMc+a8cIu4cTSz1mxPdHpyhkhcVzTNXhOfZdiKMTQgghgkeSadEmjS3xmpV4lB4CQJcwMNAWr9RZR4XbgYrSoZ08TpQQZmRKQ6nH8n1nMTsdloph8G1Aw+y0T2ZXf0jjQtT6PBtRqonMmN4AfB2bgfvIN6EMTQghhAgqSaZFq/ncXhxZ/pZ41oExTc55Sw4CoGuol4Xjiw8zwmKx6AwdFGVzjaUeZ5NMAxiH3wWmWDTbITxZr7dDZN2HIcGKGmZAc/twFtQGunp8FZeBO2t9iKMTQgghgkeSadFqjsOVaG4f+igTxl7hTc55So7PTDc6vvgwNPXSjeYNikenwHdFNWSV1bX4dYoxEuOI3wDg2vUomrumvULs8hRFwdKnYTfEo1XMakimt0SnU5O9ReqmhRBCdBuSTItWq9tXDoB1aFyTHQ4BvKX+mWl94qDAscaZ6cEh6ORxonirkSnp/pn0d3YVnNVrDQNvRInoh1ZfgmvPX9sjvG7jxLrpIRGJpJgjqdcZ2GyJxlOwK8TRCSGEEMEhybRoFa/dTX1ONQBhQ+OanNM0De+pZqZt/mR6aAh6TJ/s0iH+hP7tb88umVZ0Rkzj/gyAe/9zss34D7D0jQIF3OUOvDUu5iT5v7FaE98f92Ep9RBCCNE9SDItWsV+oBw0MCaFYYixNDmn1ZahOapAUdAl+Dds8WkaB2ob2uJFhrbMA+CiwQkYVIVvC2zsL609q9fqUuegS5kFPjfO7fe1U4Rdn2rWB1rkOY5Wc2HSYADWxfXHKXXTQgghuglJpkWrNJZ4nDwrDeBp6OShRqejGPyJdq69EofXjUnVkWGN7bhATyPWYmBmf3/s7+wpPqvXKoqCafyfQTXgLfgcz7HP2yPEbsGcEQ3466bPjetLuKqn1BTOtyWH0Lzu0AYnhBBCBIEk0+KsuSsduIrqQAHr4ObJ9Kk6eext6C89MDwBvdo5PnZXjUwG4N09RfjOciMWNXIghsG3A+Dc/j9oXmfQ4+sOLA3JtDPXhlFTOb/hM7Emshee3G0hjEwIIYQIjs6R1YgupeZbf+2zuW8UurDmLe4ae0zrT0imd9uKABgRldwBEbbMnAFxRJr15NucbM6vPuvXG0f+GsWShFZzBPf3T7VDhF2fId6CLtyA5vFRn2/jwuQhAKyN74/rwOoQRyeEEEK0nSTT4qz46j3U7fHXPkeMO3ViHJiZPmHx4feNyXRk50mmLQYdV4zqBcC7359dqQeAYojEOP5hAFzfP4nPdiio8XUHiqKcUOpRzczEgeiAg+GJHD26IaSxCSGEEMEgybQ4K7W7StDcPgzxFszpkae8xnOKZHpPdedLpgEWjEsD4KP9pTg9vrN+vT79sobFiC6cW36DdpblIj1BY6lH/dEqYowWJjZ8BlbV2/E5qkIXmBBCCBEEkkyLFtO8Pmp2+mdwI8YnN+stDaC5HfgqsgHQJw8FoNxlp6DeBsDwTpZMn9cvjl4RJqqdHr7IKj/r1yuKginzMdBZ8BZ/jefoW+0QZddmTo8EVcFT5cRd6eDCtFEArI3rh/vwVyGOTgghhGgbSaZFi9kPVOCtc6MLMxA2pPnCQ8DfX1rTUKwxKOH+Xs7fN8xK97XGEGEwdVi8LaGqSmAh4pu7Clt3j/A+GEf+FgDn9j/gc5zdNuXdnWrUYe4dAYAjq4o5DRv5bItOo/zAl6EMTQghhGgzSaZFi2iahm2bP9kMH5uEojv1R8dTvB8AXdKQwMz1nsDiw14dEOnZu260P64vj1ZQWNO6rhyGoXegxowEVyXOrUuk3OMkln7RgD+Z7hcexwCDGY+q48ui/TJWQgghujRJpkWL1O0uxV3mQDHqCB95+k1XvA3JtD5pSODY8cWHod/58FT6x1o5Jy0KnwZv7S5q1T0U1YDpnGdA0ePN+xhPzofBDbKLs/Tzb9/uLKjB63AzN9Vf6vGlJRpv0b5QhiaEEEK0iSTT4oy8Dg9VX+cDEHVuKjqL/rTXeooPAP6Z6Ua7A4sPO+fMNMC1DV093txdeNY9pxvpYkdiHHE3AM5tv8VXXxq0+Lo6fZQJQ7wFNKg/Ws2FKSMAWB+bQd3eT0McnRBCCNF6kkyLM6r+Jh9fvQdDnIWIMT88u3zyzLTD6+ZwbRnQuXpMn+ziwQmEG3XkVNWzMa+q1fcxDL8LNWYEOCtwbrlbShhOYOnvn512HKliXEwqcYpKjcHMxuxNIY5MCCGEaD1JpsUPchXXUbvLv6AuZmYfFLV5B49GmseJt/wIcHxmep+tBB8a8cYwkkzh7R9wK4UZdVw+1F++8sau1pV6ACg6I6Zznm0o91iB58gbwQqxywvUTWdXofpgdkJ/AD7zuPHZK0MYmRBCCNF6kkyL0/La3ZR9fBgA65A4zGmn7isduL70MPi8KOYo1IYWeLtt/kWLI6JO3UqvM2ks9fhofwnldler76OLHYlx9O8BcG67F58tKyjxdXXG5DDUMAOay0d9fg0X98kEYHV8f+r3rwpxdEIIIUTrSDItTsnn9lH64UE81U70USZiZqSf8TXHO3kMDiTO31YdA2BMVEr7BRskY3tFMCopHKdX481WLkRsZBj6S3RJU8FTR/2G29B87iBF2XUpinJCV49KpsVnEI5GiSmCLbK1uBBCiC6qUyTTPp+Pp59+mmnTpjFmzBhuueUW8vLyTnt9ZWUld999N5mZmUycOJEHH3wQh8PR5JqVK1cyb948Ro0axfz589m4cWOT84cOHeLWW29l0qRJTJ48mUWLFlFQUNAu76+r0bw+yldm4SqqQzXpSLh8EDqr4YyvC9RLN2zWAvBtlX9Mx0R3/mRaURRuHJcKwCs7C/D6Wl/vrKg6TJOXgjEKX/lOXLv+L1hhdmkntsgzqjpmR/vHe2VNKZqndW0JhRBCiFDqFMn00qVLeeONN/jTn/7EW2+9hc/n4+abb8blOvWP2hctWkROTg6vvPIKTz31FOvWreOBBx4InN+0aRNLlizh6quv5oMPPmDy5MnceuutZGX5f9xeWVnJjTfeiNls5l//+hcvvPACFRUV3HzzzTidPfsfdHe5g+K39uI4XAk6hfjLBmKItbTotZ6ihpnpxMEA1HlcHKjxd7QY05A0dXbzhyYSbdaTV13Pl0cr2nQvNSwV88QnAXB//zc8x6SUwZwehWJQ8da4cBXXcUm/KQB8EdsH58E1IY5OCCGEOHshT6ZdLhfLli1j0aJFzJgxgyFDhvDkk09SVFTE559/3uz6nTt3smXLFh599FGGDx/O5MmTeeihh1i+fDnFxf6trl944QVmzZrFDTfcQP/+/fnd737H8OHDefXVVwFYtWoVdrudxx57jEGDBjFixAj+8pe/kJWVxY4dOzr0/XcW7koHVRvyKXp9D65iu39G+pIBZ6yTPpG36HsA9L2GA7C7uhAfGsmmCJLNEe0Sd7BZDTqubtgR8eUdx9p8P32fy9APvBGA+o134Ktr+z27MtWgYsmIBsBxqJLzkwZi1TQKzFHskBZ5QgghuqCQJ9P79++nrq6OyZMnB45FRkYybNgwtm7d2uz6bdu2kZCQQP/+/QPHJk6ciKIobN++HZ/Px44dO5rcD2DSpEmB+02ePJmlS5diNpsD51XVPxQ2my2o7y/UNJ+Gs7AW+6EKar4tpnpzAdWbjlG1IZ+KL3Mo+/gwha/upvDl3dg2FaB5Ncx9Ikm+YWRgo40WPcdlx1vmn/lvTKa/rfaXeIztIrPSjX421l+S8uWRCrIrHWe4+sxM4/+MGjsanBXUf/3zHl8/bRno/1zZD1VgVvWcH+nvorKiMh/N5w1laEIIIcRZO/3uGx2kqMi/0KtXr6YbeiQmJgbOnai4uLjZtUajkejoaAoLC7HZbNjtdpKTm/Y0PvF+aWlppKWlNTn/z3/+E7PZTGZmZqvfi17fcd+b6Bq289adZltvZ1EtNXtKqdtfgdfeguRNVbD0iSR8WALhw+LOuvOGq+AgaBpqeDzGGP/Yf9eQTI+LTe3QsWmp043hwIRwZvaLZfWRCl7aeYxH5gxq24P0VtQZr1Dz0Xn4yrbi/vaPWCd2nxrqM30WTxYxMJYK/RE8VU58lfXMHzSNFdvf54uoNB7M/gbzoBntGG3ndLZjKE5NxrHtZAzbTsYwOLrSOIY8mW5cOGg0GpscN5lMVFdXn/L6k69tvN7pdFJfX3/a+52uHvpf//oXr7/+Ovfddx+xsbGteh+qqhATE9aq17ZFZGTTembN66PgiyMUrcsJHNNZ9JjjrRgiTegsBhRVQVFAZzFgiDBiiDQR0S8GfQsWGZ5O1W5/Cz1z+qjAOHzX0BZvWu/+IRmbljp5DAF+O2sQq/+5iX9/V8gjlwwnxtr8M3dWYoZjmbuMko+uxLXvH0T2ziRi2A1tu2cnc6pxPJ3KQXFU7y3Dl1vLVTPG88tt75FrjWHv3hXMnHRRO0bZuZ3NGIrTk3FsOxnDtpMxDI6uMI4hT6YbSy1cLleTsgun04nF0nwAzWbzKRcmOp1OrFYrJpMpcL+Tz598P03TeOqpp3juuee44447uP7661v9Pnw+DZvN3urXny2dTiUy0oLN5sDr9QHgqXFR8tEh6vNrAAgbHEvEyAQsfaJQzvCdXY3TBc7W91a2Hd7u/038ECor66hw2TlSUw7AAH0slZV1rb53eznVGDYaH29heGI435fU8rc1h7jr3L5tf2DsTEyjf4vzu8coW3Un9fq+6BPGt/2+IfZD43g6xowo2FtG2a4iLBOSOD8igU9ry3j/2EHGllWh6Fr/jV1X1JoxFM3JOLadjGHbyRgGR2cZx5ZMBoY8mW4s2SgpKSE9/Xgv45KSEgYPHtzs+uTkZFatatoVweVyUVVVRWJiItHR0VitVkpKSppcU1JSQlLS8a2w3W439957Lx9//DH33nsvP/vZz9r8Xjyejv/D9np9eDw+vA4PxW98j6faiWJUiZvTD+sg/yy7VwPaOTZXgX/xoZo8HI/Hx/ayfAD6hcUSrppCMjYt1TiGJ7s9M41frdjPP7fmc+v4NIxB+FGTfvgSPOW78eavpG7NAiw/Wo1q6bzbrJ+N043jqZj6RIGq4C5z4Cip46J+5/Lprv/yRXQa9+5djWnonHaOtnM6mzEUpyfj2HYyhm0nYxgcXWEcQ16IMmTIEMLDw9m8eXPgmM1mY+/evaesX87MzKSoqIicnONlDFu2bAFg/PjxKIrCuHHjAscabd68mQkTJgT+/7e//S2ffvopTzzxRFAS6VDSfBrlK7PwVDvRRRpJvm5EIJHuKJ7Chk4eycMA2BnYrKVrLT480fyhiSSHGymudfHB3pIzv6AFFEXFfO5SlMhBaI4i6tdeh+bpfLP27U016zGn+zvF2A9VMqfXUAyaRlZYPN/v+jC0wQkhhBBnIeTJtNFoZMGCBTz++OOsXr2a/fv3s3jxYpKTk5kzZw5er5fS0tJALfTo0aMZN24cixcvZteuXWzatIn777+f+fPnB2aeb7zxRlasWMHLL79MVlYWjz32GPv27WPhwoUAvP/++3zyyScsXryYiRMnUlpaGviv8TldSfWGfOqzq1H0KgmXDsQQYz7zi4LIV1OCVlsKihLYsGVrpX9melxM102mjTqVm8f7F6ou3ZKHT2v9Ji4nUgyRWGa8AaY4fBXfUv/NbT2yi0XjN3z2/eVEGcxMi0gA4JPyXDRXx5VMCSGEEG0R8mQa/JuwXHnlldx3331cc8016HQ6XnrpJQwGA4WFhUydOpVPPvkE8O9S9+yzz5KWlsbChQu56667mD59epNNW6ZOncrDDz/Mm2++yeWXX86mTZt4/vnnA+30Pv74YwAee+wxpk6d2uS/xud0FfYjldi2+Bf6xc7uizGx4xf6Nc5K6+IyUIxWfJrG9kr/DpYTY8+8DXlndsOYXkQYdewvq+PTQ2VBu68akYFl+r9ANeHNX4lr5x+Ddu+uwjogBnQK7nIHrlI7l2T421mujMugXmanhRBCdBGKpgVpuq2H83p9VFR03I/r9XqV6EgLu5/YiLuynvAxScRe0KfDnn8i+7pnqfvo9xhHXELUz/7NPlsJ53/1HFadgYMX3oNe7RTfszWj16vExIRRWVn3g/VYD391hKc25jIqKZzPF44/67aBP8Sd/QHOb24GwDjuzxiH3hG0e3eUlo7jqZQuP4Qjq5LIib1QJiUw8rNHcQEfFO1h8s3vtE/AnVBbxlAcJ+PYdjKGbSdjGBydZRwTEs686VznzHJEi5RuKcBdWY9q0RM9Je3ML2gnnoJdAOhTRgKwtTIXgHHRaZ02kT4bt01Iw2pQ2VVcy6ojbdti/GSGvpdjHHM/AK4d9+E+8p+g3r+zCxsaB0Dd/nIi9SZmxfUFYLnLgbfsSAgjE0IIIVqm62c6PZTP6aFwtT/ZiJqcimrShSwWz7GGZDp1NABbKvwlHpmxvUMWUzDFWY3cONZf+/3Xb7IJ9g9zDMMWYRhyOwDOTb/Cc+zzoN6/MzNnRKMYVLw2F67CWn6SMQmAT5KGULflXyGOTgghhDgzSaa7qKrNBXjq3BhizISPTAhZHJq7Hm/JAQD0qaMA2NZYLx3TPZJpgNsn9saiV9lRWMPao5VBvbeiKBjH/Ql935+A5qV+/U14itYH9RmdlWpQsQzwby9et7+cCxIGEKnoKDFFsP7Alz1yYaYQQoiuRZLpLkjz+qje5t8aPXZG+hk3ZGlPnqK94POiWGNRo1IoddaSba9EAcbHhK70JNgSw4zcMCYFgEfWHwlaZ49GiqJimvwMupQ54HVQv/YaPMVfB/UZnVXYEH+ph/1gBUZFx6Wp/nKhj8MTcB1Y9UMvFUIIIUJOkukuypweSdyEFH9HhBA6scRDUZRAiceQiEQiDR3boq+9LZqcTphRx3dFtXy0vzTo91dUA+bpL6PrNdOfUK/pGQm1OT0S1aLHZ/dQn13NFb3HAPBFwiCqt/w7tMEJIYQQZyDJdBek6FR6XTmEvlcMDWpnidYILD5sKPHY0rD4sLvUS58o3mrkF5n+9/V/64/iboftTRWdGfN5rzUk1Hbq11yDt/iboD+nM1F0amAhYu2eUibFppNqtFKrN/FFyQF8tcFrSSiEEEIEmyTTok2Oz0z7k+lN5f5kelJM1+4vfTq3Z6YRZzVwpNLBm7uL2uUZxxPqC8Brx7Hm6m6fUIcN99f9O45UoTk8/Lj3WAA+ThhE/fa3QhmaEEII8YMkmRatpvm8eAr2AKBPGYXNXc/uav8GMlPiM0IZWrsJN+lZPNnfz/svX2dT6/S0y3P8CfW/TkqoN7TLszoDY4IVY1IY+DTq9pVzRZr/m7P1sRkUbn4FzSe9WoUQQnROkkyLVvOWHQG3HQxWdAkD2FSRgw+N/mFxJJvP3OS8q7phTAp9os2U1Ll4alNuuz2neUJ9FZ5jX7Tb80ItbIR/drpuTymDwxMYHp6AR9Xxmc6Ea3/PaRcohBCia5FkWrSaJ38HAPqUESiqjm/KswE4Ny40OzF2FJNe5cELBgDw/NY8sqsc7fasQEKdMsu/KHHddbiPdM+yh7DBsSiN24sX1wUWIn6cNAzH18+FNjghhBDiNCSZFq3mydsJgKH3OAA2lGUDMCWue5Z4nGjugDim94nB5dV4cE1Wuz7Ln1C/HuhD7dx4J669z7TrM0NBNeuxDIwF/LPTl6eMQEVhR3QaWXk78RTtD3GEQgghRHOSTItWc+f7k2l977FUuhzssfkX5J3bsCV0d6YoCn+aOQCdAp8cLGNddnC3GW/2PNWA6dylGIb+EgDXzgdwbv8Dmta9aonDG0s99pWTpIYxI6E/AB8kj8DxzT9CGZoQQghxSpJMi1bRvB48+d8BoE8bx6aKHDRgYHg8iebw0AbXQYYkhHHjOP8247/7/BAOd/vu1qcoKqZxD2Ic+yAA7v1LcW64A83ratfndiRT7wj0MWY0t4+6fWVcl+7/qceHycOp3fYWPntwd58UQggh2kqSadEq3pKD4LajmMLRJQxkQ6Beum9I4+po90zLIDncyNFKB3/bmNMhzzQO+yWmyUtB0ePJfpf6tVejuao75NntTVEUIsYkAVDzbTGzEgcSbwyjzBTO+shk6re8HuIIhRBCiKYkmRat4mks8Ugdg6KqrC87CsCUHpZMR5j0PDJ7IADPbs5jX2lthzzX0O+nmM/7N+iseIvWYf9sDr6aIx3y7PYWNiwexaDiqahHO1bHVWmjAXi/10gc3/wTzde+PwEQQgghzoYk06JV3HkNnTx6j6XQYWN/TQkKMLWb9pf+IfMGJfCjgfF4fBp3f3oQr0/rkOfqU2dhmbMCxZqCZjuM/dPZeIrWd8iz25Nq0hE2LB6Amp0lXJvu38Dlq7gMCuzluHb/N5ThCSGEEE1IMi1axRNIpsextszfzWJsdCqxRmsowwqZh2cNINyoY3uBjee25nXYc3Wxo7DM/QI1bhy4qqj/8krch1/rsOe3l8ZSD8eRSvr6Ijg3ri8+ReWdXqOwr/kbmtYx37AIIYQQZyLJtDhrmseFp9C/86EhbSxrSvzJdGPnhZ4oJdLMn2f6e08/uv4o35d0TLkHgGpJxjLrv+j7/Bg0D87Ni3Fu/58uXQ5hiLNgSo8EDWp2FnNjn0wA3k0Zjf3YLtyH14U4QiGEEMJPkmlx1jwFu8DjRLHGosX24auGmenzEwaEOLLQunpkMhcOiMPl1fjlx/twejqubZ2it2Ca8k+Mo+4FwL3/eerXXIXmbN+Wfe0pclwyALW7SpgT3Z9kUwQVRitfJAzEvubJEEcnhBBC+EkyLc6aO2crAIY+meyqLqTKXU+k3sTY6NQQRxZaiqLw+NzBxFkM7C2t45GvOnZBoKIoGEf+BvPUZaCz4C1ai33lBXgrvuvQOILFnBGFId6C5vZRv7uc6/uMB+Ct1LG4D64J9DkXQgghQkmSaXHWPLn+ZFrfZyJrSv2z0tPi+6FX5eOUGGbk8bmDAHhuaz5fZJV3eAz6PpdhufAzlPAMtLo8HJ/Pw531RofH0VaKohCZ2QuAmp1FXJsyBr2i8m1UCnvDE3GseSrEEQohhBCSTItWcGcfn5leU3oYgPN7cL30yeYNSuDm8f5Z+l99vI9jtvoOj0EXMxzrj1ajS5kD3nqcm35F/ZbfdLkNXqyD49BFGvHZPYRn1XNpr+EAvNZ7PM5dH+It6x7tAIUQQnRdkkyLs+KzFeOrzAFFoTppCDsqjwEwI7Fn10uf7P4Z/RmdHE5lvYfb/rsXl7fjt/1WjFGYZ/wb46h7AAXPoZdxrLoEX92xDo+ltRRVIXJ8w+z0tiJuyzgHgE8Th1JkDMO+7plQhieEEEJIMi3Ojjt3GwC6pKF8WV2ED40RkcmkWaJCHFnnYtKr/POy4USadGw9ZuO+VYdDEoeiqBhHLsE8400wRuEr24b9k/PwHPs8JPG0RtiIeFSLHk+1k/7HDEyJ64tXUXg9bRz1W1/HV1MS6hCFEEL0YJJMi7PiztkCgKHPRD4vPgjAnKRBoQyp0+obbWHpJcNQgFe/LeC1bwtCFos+dTbWuV+ixo4GVyX1a6/BueOPaD53yGJqKdWgC9ROV286xh19/bPT76aOoUbTsK9/LpThCSGE6OEkmRZnxdOQTHt7jwvUS1+YNDiUIXVqs/vH8fvz/LtC3vvFITbmVYUsFjWiL5Y5KzEMvgUA975ncXxxMb7ajttkprXCRyehCzPgtbnILIpiUHgCdaqe/6SOoX7Di/jqbaEOUQghRA8lybRoMc3jxJ27HYAtsX2xe90kmyIYFdUrxJF1br+alM5lQxLw+DR+9v4eDpXXhSwWRWfCNOH/ME97BQyR/rKPlTPw5H0SsphaQjWoRE5KAaB2SyG/zDgXgNfSJ1LntlO/8eVQhieEEKIHk2RatJgn/1vw1KOExbOq3r/D35zkQSiKEtrAOjlFUXhq3hDGp0RSVe/hmnd2U1LrDGlM+vRLsM5bixo31r8N+VfX+3dN7MTdPsJHJKCLNOKtczOrJIG+1hgq9SbeThmN/atn0NyOUIcohBCiB5JkWrSY++hGAPQZk/mixF8vLSUeLWMx6HjtihFkxFjIq65nwXu7qXF6QhqTGt4Hy+xPMAz5BeDfNdHxxTx8tTkhjet0FL1K1Dn+loP2LUUs6jMFgFfSJ2Gvq8Cx6ZUQRieEEKKnkmRatJj7yAYA9qZPoLC+hjCdkSlxGSGOquuItxp58ycjibMY+K6oluvf243d7Q1pTIrOiGn8nzCf928wRuMr34n9k/NwH30npHGdTtiweAzxFnxOLzNzYkm3RlNuMPOf1DE41j6F5gntjL8QQoieR5Jp0SKaz4c7exMAK63xgL+Lh1mnD2VYXU5GjJU3rxpFhFHHxrxqfv7B9zg9Hd+D+mT6tLlY561DjZ8I7hqcG26n/utb0VzVoQ6tCUVViJmRDoDzu1J+1cvf2ePFPudQVVdO/dZ/hzI8IYQQPZAk06JFvMX70RxVaMYwPqktA+CSXsNCHFXXNDo5gjd+MgqLQeXLoxXcsrxzJNRqWBqW2R/5N3lRdHhy3sO+Yjre4g2hDq0Jc3oUlv7RoMHM/ZEMCk+gWm9iWe9M7F8+iebt/O3+hBBCdB+STIsWcR/1J1T7BpzHsXobYToj58uuh602MS2KV388ArNe5bPD5dz4wR7qPaEt+QBQVD3GkUuwzFmBEt4XzZ6PY9WlOL/9U6danBg9PR1UBc/RGpbE+GenX+89ngJ7Oc4db4c4OiGEED2JJNOiRdxHvgbg8+ThAMxOGoRFZwhlSF3eeX1j+dcVI7HoVVYfqeD6d/dQ5wp9Qg2gi8/EOm8t+n7XAhru7/+G4/O5+GyHQh0aAIYYMxFjkwAYu1VhYnRvnKqeZzKmYF/9OJqvc4yjEEKI7k+SaXFGmqbhOrweDfhUNQJwqZR4BMX0vjG88ZNRWA0qX+VUcsVb31Ju7xwzwIohAvPkZzBPe9m/OLHiO+yfXID70Ctomhbq8IianIouwojP5ubXrtEA/Dd5BNtddpzfvhfi6IQQQvQUkkyLM/IW70erLWVXTF+Oeeqx6gxS4hFE56ZH885PRxNj1rOzsIZL/72TvOr6UIcVoE+/FOtF69ElTwevHeeWu6lfey0+e2FI41KNOmIu6ANAv++8/DRhJAAPD5xJzerH0Xyhr0MXQgjR/UkyLc7IffgrAD4ZMA2AeclDpcQjyCakRvHf68aSGmHicIWDua9tZ2t+5+mkoVpTMF/wHsZxfwLViLfgc+wrpuA++nZIZ6mt/WOwDIgBDW470pcovYl9EUm8pTPh2vNRyOISQgjRc0gyLc7Idfgr3IrKyrBEAK5IHRniiLqnQfFhfLRgLMMTwyizu7n8zW95c1doZ39PpCgqxqG/wPKjNaixo8FVjXPDHdjXXI+3rjhkccWc3wfFqBJe6OH/WSYA8FS/aWStfUpmp4UQQrQ7SabFD9J8PtxZ69kQ25dKIMEUxrT4fqEOq9tKjTTz0XVjuWhQPG6fxl0rD3D/6sN4OlFSqIseguXCzzCO/j2oBtx5K8j/1xhcR98PySy1PsJIzAx/ucePvo1krDWBWr2J+6N645TZaSGEEO0s5Mm0z+fj6aefZtq0aYwZM4ZbbrmFvLy8015fWVnJ3XffTWZmJhMnTuTBBx/E4XA0uWblypXMmzePUaNGMX/+fDZu3HjaZ998880888wzQX1P3YmncDeao4qPeo0C4PKUEejVkH9surUwo54X5w/nN1P8CeI/tuVz3Tu7qarvPP2TFdWAccTdWOauRhc7El99Ofavfk79Vwvw1R3r8HjChsdj6ReNzgv3FYzGCHwd1483Nr0ms9NCCCHaVcizoqVLl/LGG2/wpz/9ibfeeiuQ4Lpcp+5osGjRInJycnjllVd46qmnWLduHQ888EDg/KZNm1iyZAlXX301H3zwAZMnT+bWW28lKyuryX1cLhe///3vWb9+fXu+vS7PfXAtNTojaxu2Db8idVSII+oZVEVhydQMXrxsGBaDytrsSma90rnqqAF0McMJv2g10ZPuA9WAN/9T7B9PxnXgnx3ank5RFGJnZ6Ba9PQuMfBL/QgAHk4czOGdnXNrdCGEEN1DSJNpl8vFsmXLWLRoETNmzGDIkCE8+eSTFBUV8fnnnze7fufOnWzZsoVHH32U4cOHM3nyZB566CGWL19OcbG/ZvOFF15g1qxZ3HDDDfTv35/f/e53DB8+nFdffTVwnx07dvDjH/+Ybdu2ERkZ2WHvtytyHfySzxMH41RUBobHMyqqV6hD6lEuGZLIx9eNJT3KTF51PZe9sZMnvsnuVGUfimogZvL9RFzcsB25pw7XtntxfD4Xb+X3HRaHLsxA7Ky+AFy5N5WxXo1avYk7j2zE5ekc7QaFEEJ0PyFNpvfv309dXR2TJ08OHIuMjGTYsGFs3bq12fXbtm0jISGB/v37B45NnDgRRVHYvn07Pp+PHTt2NLkfwKRJk5rcb926dUybNo0PP/yQiIiIdnhn3YPmsuM+uoH3k/2zfFeljUZRlBBH1fOMSIrgyxsncOXwJLwaPPZ1Nj9+8zvybZ2nfR6ALmYoljkrMGX+BQwR+Mp34Fh5Ac6dD6K5azskBuvAWMJHJ6JH5cHCyUR6nOyyxPDI1//skOcLIYToefShfHhRUREAvXo1ne1MTEwMnDtRcXFxs2uNRiPR0dEUFhZis9mw2+0kJyf/4P0WL14crLfQhF7fcd+b6HRqk1/bQ/3BDWQZw9gVlYJOUbi279gOfY/trSPGMFhi9Eb+MX84M/vHseTTA2zOr+b8Zdv4y9xBXDE8KaTf5DQdRz2GYTdj6nsRji334M75L+69T+M5+g6WCQ9iyLiy3WONn9kXV2EtySXwx1K4uxc8V1vO5OJ9zEsd3q7Pbq2u9FnszGQc207GsO1kDIOjK41jSJPpxoWDRqOxyXGTyUR1dfPaUIfD0ezaxuudTif19fWnvZ/T6QxW2KekqgoxMWHt+oxTiYy0tNu9i7K/4v1e/jZ4F/UexpBeyWd4RdfUnmMYbLdN78/s4clc9+8dbM6t4rble3l/fylLfzyKjDhrSGNrMo4xA+Dyd6nL+oiKdb/BYzuKff2tmLJeIW7Gk5gSx7ZrLGHXj2bfM1uYVj2H67Sl/DtlOHdse5eNqekMj+m8n+Ou9FnszGQc207GsO1kDIOjK4xjSJNps9kM+GunG38P4HQ6sViaD57ZbD7lwkSn04nVasVkMgXud/L5U90vmHw+DZvN3q7POJFOpxIZacFmc+D1tk/9bNl3n/JR//MB+GnKaCor69rlOaHSEWPYHmJUWH7tGJ7amMNfv87hswOljPjLGn43PYM7JvXu8G4rPziOsRcQdukGnN//nfrdf8VZsIGCN87BOPAGzOPuQzXHt1NQED+3HyX/PcSiot4csuSyJSadSz9/kc/Ou5U4U8d/4/tDuupnsbORcWw7GcO2kzEMjs4yji2ZKA1pMt1YslFSUkJ6enrgeElJCYMHD252fXJyMqtWrWpyzOVyUVVVRWJiItHR0VitVkpKSppcU1JSQlJSUju8g6Y8no7/w/Z6fe3yXG9lHqt8XiqNVpKMYZwX2z8k768jtNcYticFuOucPlwyKIHffHaQDblVPPBlFu/sKeKxOYOYkBrV4TGdfhyN6Ictxtr3Klw7HsST8x6uQ6/iOvoexqF3Yhh6B4oh+GsXzANiiMzshW3LfP6y/1auHRNFNnDtxjd4Z/INWDvhLp5d8bPYGck4tp2MYdvJGAZHVxjHkBaiDBkyhPDwcDZv3hw4ZrPZ2Lt3L5mZmc2uz8zMpKioiJycnMCxLVu2ADB+/HgURWHcuHGBY402b97MhAkT2ulddE+ufZ/xdspoAK5OHyu9pTup/rFW3r96NE/NG0yMWc/3JXVc9PpObln+PdmVjjPfoAOp1lTMU/+JZfbH/h0UPbW4dj9K3fLxuPY9h+YN/oLKqClpmDMSCTdfzdLd7xPpcbK9Kp/btr/bqTqiCCGE6LpCmiEZjUYWLFjA448/zurVq9m/fz+LFy8mOTmZOXPm4PV6KS0tDdRCjx49mnHjxrF48WJ27drFpk2buP/++5k/f35g5vnGG29kxYoVvPzyy2RlZfHYY4+xb98+Fi5cGMq32uXsO7CGzTF9UIHr+8g3Ip2ZoihcPbIXX98ykatHJqMA/91fytQXt3DfqkOU2ztXWzhd4mQsc1dhmvoSSkR/cJbj2nEf9v9m4j78LzSfJ2jPUlSF+Hn9UVIvoa8rnL/veh8TGl+UHGTRtx/i1SShFkII0TYhn25ctGgRV155Jffddx/XXHMNOp2Ol156CYPBQGFhIVOnTuWTTz4B/EnDs88+S1paGgsXLuSuu+5i+vTpTTZtmTp1Kg8//DBvvvkml19+OZs2beL5559v0k5P/DDNWce/3f5ZzdnRKaRZOr5kQJy9eKuRp+YNYfWNEzg/Iwa3T+OF7ceY9I/N/HVDdufaQVFRMfSZj/XiDZgm/Q3FmoJmL8C5+S7sH03EdeBFNE9w1iCoZj2JPx6GN/4WxtgKeHzPCvSKwvsFu7nru/9KQi2EEKJNFE3TtFAH0R14vT4qKjpugZ5erxITE0ZlZV3Qa4kqdn/ExKyN1OpNvDnxOs5PHBDU+3cW7TmGncG6oxU8tPYIe0r8PZ7DjToWjknh1glpJEeYgvacYIyj5q3HffBl3N//Dc1ZBoBiiscw+BYMg36OYoppc5z1BTVUPzsb1bWXVYOu5zepSXg1jfkpI3h6zHyMqq7Nz2it7v5Z7Cgyjm0nY9h2MobB0VnGMSHhzGt6Qj4zLTqf9w59Ra3eRF/Nx3kJMqPfVZ2XEcsXPxvP0kuGMiQ+jFqXl79vySPzH5u4+9MDHC7vuO4zZ6LozBiH3oF1/k6MEx5FCUtHc5bh2vUIdR+Oxrn9Pnw12W16hjklAuvcBwCYefDf/MU3GL2i8mHBHm7Y+iZ1skuiEEKIVpBkWjTh83p5xeuvWb0hoT+q7HjYpamKwhXDklh70wRev3Ikk9KicHk1Xv+ukCkvbuHyN3by7vdFONzeUIcKgKK3Yhx8M9ZLt2I69x+o0cPBU4d7/3PY/zsBx5dX4clfieZrXbwR0+eips9BwccFG5fyXPhsrDoDa0uzuHLTa5S7Os83GEIIIboGSaZFE6v3riTLEk2Yx8V1oy8LdTgiSBRFYXb/OP573Vj+e90Y5gyIQ1VgQ141d368n9F/38i9XxxiV1ENnaHyS1H1GDKuxDJvHebz30bX63xAw1u4mvp1C7AvH4tr9+P4HM13Sj2T6OseB9WIzrWTsV9/zSuR84g1WNhZdYzLvllGnr0q6O9HCCFE9yXJtGjiH9lbAfiJ10mULDzslialRfOvK0ay/fZz+N3UvvSONFHt9LBsxzFmv7qdif/YzANfHmZrfjW+ECfWiqKgT5mJ5YJ3sV66FcPQX4EpFs1+DNeuR7B/MArHmp/izn6vxQsWdXF9sV5wFwAG2/P03Wjjdes8UsyRHK4rZ943L7K1Iq8d35UQQojuRBYgBkl3WIC4z1bM+V89j6r5+CptJAPGXhmU+3ZWnWVxQ6h5fRpfZVfyxq5Cvsgqx3HCWCSFG5nTP47pfWOYkh5NnNXY7PUdPY6atx5P7ke4D72Mr/R4j3r04ejTL0GfcRW6pKkoyunnCjSXnYrHJuCryscdcQOeiBuoGxfJncpa9tYUY1BUHh15Mdemt++254HQ5bMYFDKObSdj2HYyhsHRWcaxJQsQJZkOku6QTP+/DS/zn4pc5pQd5tVr/4FitAblvp1VZ/lC7UzqXF7WHK1gxcFSPj9cTq2raW3y8MQwpvWJYXLvaMalRJIYZgzpOPpsh3EffQdP9jtotcc3c1Isyf7EOv0y1IRJp0ysnd99gO1fC0Fnoj5uGZo+CWVMLA9E7mBF0T4Abs2YxP1D57T7pkXyWQwOGce2kzFsOxnD4Ogs4yjJdAfq6sl0gcPGpNVP4gb+U53Pede90PYgO7nO8oXaWTk9PtbnVLLmaAVf51Sxv6z55zst0sS4lEim9I9nULSJQbFW4k8xe93eNE3DV7oZ99G38eR+CK7qwDnFkoS+98UNifU5KA0t8DRNo/r5i3FnrUdNO5867+9BUbCOjOeV9FweP7QOgOnx/Xh+3BXEtuM3l/JZDA4Zx7aTMWw7GcPg6CzjKMl0B+rqyfQfvv+UF45uJrMyl3dG/AhzNy/xgM7zhdpVlNS5+CankvU5VWw7Vs3Bcjun+ssjzmpgSHwYQxLC/L/GhzE43kqU2dAhcWpeJ97CtXhyl+PJXwluW+CcYk5E1/si9OmXoUucjLfkMJVPTgWvC8P0J7BljQYNrINj2TTayaLdy7F73aRZolg24aeMiurVLjHLZzE4ZBzbTsaw7WQMg6OzjKMk0x2oKyfTZc46Mlc9iUPz8o/vP+bSu9aimMKCFGnn1Vm+ULuqGqeHXcU1fFdcy+7SOnbmV5Nd6Thlgg2QHG5kYJyVQfFhDI6zMjAujEHx7TuTrXldeIvWNSTWnzSdsTbFo+t9MZ6yehxr/oViicZ8+edUfFUDPg1TagRlF0Rx8+73OGqvwKzqeXTkRfy095igxymfxeCQcWw7GcO2kzEMjs4yjpJMd6CunEw/euBLnjy0nmE1RXyguYm69sUgRdm5dZYv1K7uxHGstrs5VF7HgTI7+8vq2F9ax4GyOo7VOE/7+jiLoSHJ9ifYwxLCGJEUTnSQZ7I1rwtv8Xo8uf/Fk7cCXJXHz/l0eMtdKDHnYpj+OuUrjqK5vOhjzJguSeeuIyv5ouQgADf2yeTB4RcGdcdE+SwGh4xj28kYtp2MYXB0lnGUZLoDddVkusrlYOKXT2HzOPnrnv9yxWUPYxp6YRAj7bw6yxdqV9eScbQ5PRwsq+NQuZ2D5XYOltdxsMxOXnX9aWeye0eZGZUUzoikcMYmRzI+NZJIkz4oMWs+N97irxsS64/BWXH8pCEGNeUqqvePwW3rg2o1EHfZQJbW7ODxg2vRgMyY3rww/ickm8/8l2xLyGcxOGQc207GsO1kDIOjs4yjJNMdqKsm048eWMOTh75iQG0p7+9bQcL9B1F0HVPbGmqd5Qu1q2vLONrdXrIq7BwoswdmtL8vqSW3ur7ZtQowNCGMiWlRZKZGMrl3NKmR5jbHr/nceIu+on7Dg2j2PSi647t++rRUnHXTcXnOJ+bCC/gmopQ7d76PzeMk0RTOC+N/wqTY9DbHIJ/F4JBxbDsZw7aTMQyOzjKOkkx3oK6YTFe47Ez88ilqPS6e3LOciwfNIOLHfw1ypJ1XZ/lC7eraYxyr6t3sKa5ld3Etu4pr2F5gI6eqeYI9MNbKeRkxnNfQBzvM2PqZa83jovLp89Dq9mLonYRqtoPXETjvcQ9GTfkp5ZmXceOuleyvKUGvqDw47EJu6puJoig/cPcfJp/F4JBxbDsZw7aTMQyOzjKOkkx3oK6YTD+8fzVPH/6aIbWl/Gfba8TetQ5DWsdsUtEZdJYv1K6uo8axuNbJtmM2thyrZnN+Nd8V1eA74W8vg6owqXcUFw1K4EcD4+kVYTrrZ3hKDlL55HRw27HM+R2mQUPwHH0PT8EqFPw9tzVMKL0vYanSh79WuUBRuDJ1FI+NuhhrK3+qI5/F4JBxbDsZw7aTMQyOzjKOkkx3oK6WTJc6a5n05dPYvW6e3v0hs0xWYhZ/3abZta6ms3yhdnWhGsfqejdf51SxNruCNUcryTupNGRcrwguGpzAxYMS6BtjafF967f+m5r/3AGKStTN72EcPBOfowT7xpfx5r2FTp8buNZmTuEZZQDvGIbSN6oPL024ij7WmLN+L/JZDA4Zx7aTMWw7GcPg6CzjKMl0B+pqyfRvd3/MaznbGemo4t+bXyJi/mNYpt7eDpF2Xp3lC7Wr6wzjqGkaRysdfHa4nBUHS9l6zNbkfGZqJD8ZnsSlQxKJsfzw7LGmadS+8yvqt7yGYokm5v+tRRffD4D6YzYqP/kYAyswWb5CUewA2DHwgXEIy62ZLMm8jfMTB5xV/J1hDLsDGce2kzFsOxnD4Ogs4yjJdAfqSsn0odoyZqxbilfTeHnnW0yoKyPu/gOo1th2irZz6ixfqF1dZxzHohonnx4u4+MDpXyTWxUoBzHqFGb3j+OqEcnM6h972m3CNY+Tqufm4cnZii5hING/+iLw9eGpcVH20SFcxWWYzGuwxn2C4s4KvHajLo3aftdz2YTFqC1sn9cZx7ArknFsOxnDXPtrqAAAOE9JREFUtpMxDI7OMo4tSaZP/S+J6NYe3rcar6Yx0+1gQvUxTKPm97hEWnRvyREmfjY2lXevHsPOOybzwPn9GZYQhsurseJgGQvf38OE5zbx2PqjHLOdonOI3kTkDa+jRqXiLT1E9bKr0dz+6/QRRpKuGkrYsN44HfOozH+GesMz0GsePlQme/OZfegRjr43kpr9y9C8ze8vhBCi+5Bkuof5uuwoK4v3o6Kw6Lt3AXpceYfoWZIjTNwxsTdrbsrkyxsncEdmGnFWA4W1Lp7YkMOE5zex4N3dfJFVju+EH9TponoRdfN7KOYoPNmbsL12PZrHBYCiV4m7sB+xczJQ9Drs+QOoPvRrDJO+5lDaT7EpJpJcxSjbl2D7YDSuPX9Fc1aFaASEEEK0J0mmexC3z8v/fL8SgGtUhX61Jej7ZGJIHx/iyIToGMMTw3ngggHsvGMyz18ylHPTo/Fp8EVWOQve3c2UF7bw0vZ86lweAPS9hhF545tgsODa9xm2fy0MJNQA4SMSSLp2GPpYM946N6UfVdPPch/Fs9fwTPhsCpRwdM4yXN/9L3UfjsK544/4HCWhevtCCCHagSTTPcgr2Vs5UFNKjMHCL3a8BcistOiZTHqVy4cl8cE1Y/jm5oncnplGpEnHkUoHv191mDFLN/Lgmizyqusx9p9K1I1vgd6E6/sVVC+7Cs1ZG7iXMd5K8rXDsQ6JAw2qv84nZZ3GjVOX8j99/8jdljnsU+PBU4d737PYl4/Fue1efPaCEI6AEEKIYJFkuocoddby2MG1ACwxWYisykON7IVp5GWhDUyIEBsQZ+XBCwbw7S8m88jsgfSLsWBzelm6JY+J/9jEzR9+z3fWcUTe+B8whuE++CVVz12Et7owcA/VqCPuR/2IndUXRa/izLXhfusoL0ZdTPLgn3FJ+DX83HopR8x9wVuP+8A/sS8fT/2W3+CrzQvdmxdCCNFmkkz3EL/fs5Iaj5PRUb24eOMLAFhmLELRG0McmRCdQ5hRz03jUvnmlom8fuVIpvXxl4B8dKCUi/+9k8s2R/H1j97Ha43Hk7+TqqfOw529OfB6RVEIH5VI8vXDMSaHoTm9VH+WzS+P9OPp4Zex2TSAOcZLuCfuBpxxE8DnwnPoZez/nYB9wyLcVVk/EJ0QQojOSpLpHuCTwn18VLgXnaLwsNGEUp6NEhaHZdLPQh2aEJ2Oqvjb57179RjW3DSBa0clY9Ip7Cys4fYNTi5JfpU3E39Ora2KqqVzqVv1FzSfN/B6Q4yFpKuHEXVuKqgKjkOVnPs5/Cf9SlItUbzriWYSM9gz/u/okqeD5sF16F/kvzqCuq/vwGc7FMJ3L4QQ4mxJMt3NVbkc3LPnEwB+kTGZjHXPAGCZfieKKSyUoQnR6Q1LCOfJHw1h+x2TufvcPsRa9OTWePlf7TJmJ/6Lp8zXkPP5s1Q9MxPPsV2B1ymqQtQ5qSRf41+c6LO76fV5Na/XzmRSZG9qPS7mHz7Ac73vwjT7E/SpM0Hz4s56C/vH51L/9S14q/aH8J0LIYRoKUmmuzFN07hnzyeUOGvpHxbHnbZ8vCUHUayxWM69JdThCdFlJIQZ+e20DLbfMZlH5wwkI8ZCtWbihbCrmBP7IvdUTmXrswuoeff/4bUVBV5nTAoj+boRRGb2AlUh7Eg9f9s5nOvMwwB47OBabsvNRjvv36RcvQF92lzQfHhy3sexYgqOrxbirfguVG9bCCFEC8gOiEHSGXdAfDv/OxZ9+yE6RWF55rVkPH8RPlshYZc+gnX6nR0Wa2fVWXZX6up64jh6fRqfHS7juS15bDlh6/Jpzm38zLWC6aNGYJ16G/qUEYFz7nIHFV9m48yrAeDj5EL+L2o3Ls3L4IgEls++iXifFWfJd7j2PIE376PAa3UpszAO/zW6xEkd9ya7oJ74WQw2GcO2kzEMjs4yjrKdeAfqbMl0dl0FM7/6B3VeF/cMPp9bcjZh//TPqDF9iP3dNhS9qcNi7aw6yxdqV9fTx3HrsWqe35LHioNlNP5lOtSdxc8cH3BRqkLEpGsxDp2Lav3/7d13eFRV/vjx952eSSek0EHCJBCSECQUQaUt8hVwXQQbIFKsiLuAUhZFUHEVAVEiogLuuuBPXEDKoutasEKUSFEh9AAJkN6TybR7fn9MMjASIARIWc7ree4zM+e2cz5zJvnk5twzwQghKD+YT8E3J1HLHPxqKmBmqz3kKBX4640s6fJHhoR3BMBVeADHvtdwntgAwh1XbXgf9J2nog2/BUVR6qnFDdf13hevBhnDKydjeHU0lDjKZLoONaRkusxp547tq9hXnEXPJm34yHIzRQt7gbMC//tXYOp6d53VsyFrKB/Uxk7G0e14gZXlO9P58JfTWCvvR4xw5TDauoUR9i8Ibncjhpj/Q39DbzTB0RTvzKJkTxa5WJnVbA97zQUAjG+byHMdB2HU6gBQS45h3/cGzrQPQXUAoAm5EUPnaWhbDJJJ9TlkX7xyMoZXTsbw6mgocZTJdB1qKMm0EIJHd69n0+l9NDX48lmfh/D7YDz2A5+jb38LgY9ukb98KzWUD2pjJ+PoLd/q4B+7T7My5SQ5lVm1n1rGiIrPGGX9N83UXDD4om91I5rweOylLSnJDOWt8HLeD0kDIM43gnd73E0bc7DnuGrZKRypS3Ec+Se4KgDQBHZE3/ExdG1HoGjlf5tkX7xyMoZXTsbw6mgocZTJdB1qKMn064e/428Hv0KnaFjfayzxJ36kZM0E0BoInrYDXViHOqtjQ9dQPqiNnYxj9SqcLtbvy2b5znQO5ZUDoMNFf8fP3F22me6OX9Fwzo9frQ/bQnrwrKULRTotfqqGuS1v5f4ufdBozt4rrlqzcRxYhuPQKnC6f+YopjD0lgnoO4xDMYXUaTsbEtkXr5yM4ZWTMbw6GkocZTJdhxpCMv3Byd1M/WUzAK/EDmG0fxgFi3sjKoowD5qF76BZdVa/xqChfFAbOxnHi1OF4Mtj+Sz7KZ3tJws95e18HNxrPsgdZZ/in5kCDisAZ4z+TO80hD2BLQAYkH+aeTYHzTt0RdcqAX2bRBSdAWEvwnHkfRwH30FUfTW51gfdDfegt0xEG9Sxrpta72RfvHJarUKg2UlB1kmcZbkIVzm4bOCqQLjsoNrAZQeNFhQdaPSg0aNodKD1QTEEoBiCQB+IYghC0V5/Xwwm++HV0VDiKJPpOlTfyfR/Mg8wPuUjVARPtO/NbEtfCpcPwZm2A12bRIIe/wylcgym5NZQPqiNnYxjze3LLuWfe07zr31ZlNrdQ0CMWoU/dgzj0c46OhTsxZ6+h4qTe3hXwJutu+LUaGliL2Puwc/pl3cUDH4YOw7CEPN/GKIHoZj8cJ7YhOPAMtRzptHThPZAHzkWXes7UHQ+9dXkOiX74sUJIcBeiFp6AlF2ErXkOGrZCURpOqIiC1GRg7Dle8bmXxVaHxRjCIo5AsUnHI1PBIqP+7ni2xKNbxsU3xYoGv3VO2c9k/3w6mgocZTJdB2qz2T645O/8fju9TiEyn2turA47g5KNz5NxQ/voBj9CZ76PdqQdnVWt8aioXxQGzsZx8tXZneyYX82/9hzml+zSj3l0aG+jOgUzl2dwmjmb2Rv2m4m//YZhzV2AAbkHGfmkf8SYXNPr4fWgLHzUEyJo9B16IfI/RH7wXdwZXwKovIuSEMQ+hvuRR/5AJrAqLpuap2SffEsYctHLTyAWpSKWngAV9EB1KIDYMuv2QF0fijGJig6X9AaQWt0j8vXmECjc88wozpAOBCq0/3cVYGwFyHsheAovuQpPBQNik9zFL82aPxauRNsv9Zo/Nqg+LVxJ99K4/laDNkPr46GEkeZTNeh+kqml+35nj/v3oSK4M7mnUnq8iccO1ZS+vE0AALGrsEYO6zO6tWYNJQPamMn41h7Qgh2nynhn3vPsGF/FhWV8VOA3m2CGBkTzsDIYJYd+5a305JxIfBxKTx0pogHTnyB0ZHmOZYmsDmm7mMw9RyPYlBwHl2D4/D7iPKMs9s06YKu7Qh0bf+Exieirpt7zV2vfVHYCnDl70HN24Mrfzdq3h5E+SkAHEJLnhpIjiuIXFcQOWowhZpmlOrCKNM0pVQJphR/KjChKnqERo9Gb8LucMfPqNVg0msw6bSYtBrMBg3BJj1NzHqCffSE+OgJMetp5m8kxEfvucFdqC5wlCDshQhbDsKahVqeibBmIayZCOsZ1LJ0RGm6e+jIxWiMlcl1WzT+bVH82lYm2pWPOvM1je/lul774dXWUOIok+k6VNfJtKKFRce+ZcGv2wAY1SqBBXFDcez6iJIPHwEh8P2/5zAPmFZndWpsGsoHtbGTcbxyOp0GxWTgHzvSWPtLJskZRZ51Rq3Cre2a0LWVgS+syfxcchyAdnY/njjjT7/sH9BZv0RRK68EanQYOw/D1PthdG17oGZuw3Hk77hOfX72ajUK2oib3Yl1q6EohsC6bfA1cj30ReEoxpX/C2reHtT8PThz95BdXMARR0tOOiPIcIWR4QwjwxVKhqs5uS5/BHUzg5NRq9DM30jzABMtA4y0C/bhhmAz7Zv4cEOwD76G84caCqEiKrIRpSdRS08iyk6glqZXPp5AlGWc02+rp5jCK69qt0Hxb4fGrw0av7aVV7XD6/yq9vXQD+tCQ4mjTKbrUF0m00IIHtr1L/59JhWAJyP7MCuqP7aUDyj5aBIIFVPP8fjd9ZqcBu8iGsoHtbGTcbxyv4/hiUIr6/dnsX5fFkfyrWe30yhEhmlJ1x2hzCcLxVBBjDOYh8+0oXd+KrqyLWjtv3q210Z0wuemhzDdeA9CWHGe2ITz+HrU3J/OnlzRoQ3rhbbFbeha3obG/4a6bPpV9b/WF4WzHLXgN1x5u7Hn7iEtM52jhU6OOlpwxNmSY84WHHW0oET4XvQ4WgVCfQ2EVS5NzHr8jTr8DVrPo49ei0ZR0OsUAvx8sJbbcLpUbE4Vq1OlwqlS4XRRZndRYHVSYHWQZ3VQYHWQU24np+zS46zD/QzccE6C3SHEjCXEl1aBJrSa6n9XCdWJKD+FWpKGKD2BWnrc86iWpF16OInW5H0V29wCxdwcjbk5irm5ewjJVb5J8n+tH9aXhhJHmUzXobpMpstdDqI/ewWtouH1hD8yLKwj5Z+9SPmXCwEw9XgQv7uWoGgazxiz+tBQPqiNnYzjlbvYvPGpuWV8cjCXfx/KITXH+2eMYrAi/PLBL584fx0PZrehd04RxrLNaK1fogj3fNQY/fFJHIXppofQhXVALT2B8/h6nMfXoRYd9D5mQCS6FrehbdYPbdNEFL3fNW//1dKY+mKFy0m6tZBcWxlFDivFFYVoi/bjW3SEivw88ovsnCozc9TZgiOOVhx3RuCg+pv0NAq0CXJf/W0daKJ1oIlWgSZaB/nQ3N9IiFmPpoYXVmobQ7tL5UyJjdMlNk4V28goriAt38rRgnKOFVjJK79wsm3UKrRvYiYyxIwlxEyHEF86hLgTbpNOe9HzCluhO7EuPY4oPe6+ml16HLXkuHuIk7h0GxRTGIq5mXeSbW6O4tMMjU8oiikcDEE1vjjVmPphQ9ZQ4iiT6TpU18M80qx5NA8JwpSVRcEHj+E47B7u4dN/Kr6D58hEugYayge1sZNxvHI1jeGx/HK2Hsrli6N57DxVhMvrp7cKPqX4+pVzq96XMbl6okq2oSvbjMZ16uy52t2Kz80PYew4CEVvQi0+ivP057gy/oMrewcI59lDKjo0TeLRht+ENqw32tAeKIaAqx+Aq6Qh9sVSp419xVn8WnSG/cVZpJXlk1d6Gr+ydJpZHQRU6BA2X/IdTSuT5ma4qD6B1ChONMZyTL4qzQJ0dGjqQ0JYMH2aR9A5KByD5uKJZ01cqxgWVTg4VmDlaL6VY/nlHMkv53BeOUfzy7G5qk9DFKB1kMlzBbtDiNmzBJkuPfuHUB2Isgx3ol1SmWhbz6CWn0ZULqj2mjVAo0cxhboTb1MYik/VYygaU3jl61AUnzB0pkCaNPFrUP2wMWoon+dGkUyrqkpSUhL/+te/KCkpITExkTlz5tCqVatqty8oKODFF1/k22+/RVEUhgwZwvTp0/HxOTv106effsrSpUvJyMjghhtuYMaMGfTq1euyjnG56jqZ1go7asp75Gx6AVFRDHof/O96DVO3++usDo1dQ/mgNnYyjleuNjEstjn5/kQB29Ly+eJoHqdLzk8KzEYHkXqFnqU5dCvbRifrVoJE1UwgZrSt+2Lq8keM8X9A69cUYS/GdWYbztP/xZX5vdfNi4B71gX/SLRN4tA0iUMTHIe2Sdx5Y66FEAhrIWpxZuVyxv1YkoVqLUZUFCNsJQh7eeWsEC4QAnQGFIMZRe+DYvRD4x/uXgLCKp9HoG3SGsVY/dXy+u6L+fZyfivK5NfiM/xalMmR/OOIwnRCbSq+Ni3YzZTaA0l3NL9o0mzS2AkxWzH5geIrcOpLKNEWkC8KuNDwZ72iIco/jJiACGIDI4gJiCAmIJwAvcn9fthcuModuMqdqNbKx3IHrnIHqtXpfqxwgnDPNe1yqgjVnR4oOg2KQYtGX/WoRWPSojHr0frq0Zrdi8asR2vWoWhrfjHHpQrSiyo4nF/O4dwyDuW5k+zDeeUU2ZwX3C/UV0+HEF8sIWYim1Rd0TbTzN9Y4yvIQgiw5Xkl117PrZmIihywF9a4PYB7vnffcIQxFIxN3Um2MQTF1BTF2BTFFFL52NRdfh3OxV0T9f15rtIokumkpCRWr17Nyy+/TEREBK+++ioZGRls2bIFg+H8DjZmzBisVivz5s2juLiY2bNnk5iYyCuvvAJAcnIyEydOZPr06fTu3Zt169axevVqNm7cSPv27Wt0jNqo0zHTTjuFb/TFefo3AHRtEvG/dzm6UPnthpejoXxQGzsZxyt3pTEUQpBeXMH3J/NZd+gEu06XYi2v/hd0CGVY7Gm0dx6jnSuDdq4M2rpOE2LwRdc0Dl3zLujC26KPaI3GX4so2Y+a+xOu3B8Rpcerr4AmAKGaEXYFtcyGq7AIUVaBuIrTFXudzj8cbdP2aJve4PVoiIgkJCL8mvdFIQQnrYXsK8rkl5xjnDxzjLyCXFzlTjQOAza7PwWOYE45wyi9yHhmf62NDv52okJ8iGrWjKhmEUQ39b1gQuhUVbJsJRwpyeVQYRYHi3M4XJpLankOxReYEaOF04ylwh9LRQAWWwAWmz9hThPKNbwpUWPSofXVozHr3Il2ZcKtqUq8fasSbz3KhcZKC0FOmd2dZOeVu5Ps3HIO55VxpvTCV5P9DFoiQ8x0aGKmfRMzLQOMtAgw0TzASHN/I4bLSPQ9dXHZ3HNwV2QjrNlej2pFjlcZztJLH/D39AHVJ9pVyfbv110nyXdD+d3S4JNpu91Oz549eeqpp7j/fvcV1eLiYm6++Wbmz5/P0KFDvbbfvXs39957L5988oknMf7++++ZOHEi33zzDeHh4UyYMAF/f3+WLFni2e/ee+/FYrHw/PPP1+gYtVGnybTLQf7f4tFowPe2Z9An3INyFf69d71pKB/Uxk7G8cpdixgmZ5/i7wcO8UNGDtlFClj9wHHh/74ZhJ1mrhyaqTm0cGXRTM2lqVpAE7WIJmohTdQimmoK8TXb0PooaMwKio+CxnjhpEyoIJxahMsH4fJDVYMQajCqCEKoQagiEOH0Q3WZQWgRqgNF2FA0dhTKUUQBilqA4swHVz6KPQecRRc8H4DWPxwluB2apu3RhUWiC22PNrQ9miZt0JhqNkTF6bSTX5TDqfwsjuZlcrIwjzMlZeSX2SipUCmyGyhyBpDrDKZEXHxMuYJKc0Mp7fwctAs0ckPTYCxhLbEEBxOu1yIcKsLmQrW7EHb349nnqvvR5kStcKFWOHFVOBE279ktBIJMXQUHjcUcMhVzyOheMvUV1dYpWBiIogkddU2INIbQxhxEG78mNPMLxKjX4R/gQ0lpBS7VPQ+IcKruOjlUT91cFS7Ucjuussqr2pVXubnMjELjo0Nj0rmvdJt0aIzer7W/W6foNZQJlaMldg4XlHM438rhvDIO55VzvMDKBUaMeIT5GmgeYKSlv5EwPyOhZj1NfQ00Netpaq589DXgb6j8naoK97BrVbiv1Fc+KhpAUdx/DCgKaEDRKAiXFa0zDz99CUXZJ3CVZSFseZVfiJOHqMh1L7Y8hC3vkjOVVEvni2IIRjEGu/8rdM7zs+VB7nHehkAUvb973nC9n/tLdBrJxAQN5XdLTZLpev1KvAMHDlBWVuY1BCMgIIBOnTqxc+fO85LplJQUQkNDPUkwQPfu3VEUhZ9//pnBgweza9cuZs6c6bVfjx49+O9//1ujY9x+++3XoqlXlaLVE/bsrwSHBFJYWC4TGEmSztMzrAU9w9xfSX6irIDPsg7y+elj7MoqpLRcCzaze7GbwW7Crhg4oWvBCVpc9LgGYSPIWUJgUTl+hQ78cOGvdeCvteOvrcBPV4qfrgCTtgCjYkOvODEoDgxaJwadA6NSgEHJxoC7XKOoKAhQTSB8UDCgCAMII4owAgYQbRAiCqcwoqoqTtWKUK241AqEqxyXWo6qlqMKJ3b02KwV2NKPUJFxEqvyA1bFiBUjFRoTFYqZCo0P5YqJUnwoEybKVBOlwkSZ6kOp6i4TVF3BNFcuFxaglBGhL6a53k5zHbTU62il86WlEkpzAjA4QtxJ8hkXZAggC8gi6wrfY8XgHm6h9dHTzhxEpLkVw3zcQy00Zj0leicHKCDVkcf+imx+K8nicGkOBdhJJpNkVyaU415y3UNFmvsE0sw3gCCtiRC9mVCjH02NvoSYzfjqjJi1esxaA2adEbPWH1+dAV+NDq2iQacoKBXq2eS6zJ1gu8qc3q8r1yNAtTpRrRceznEhTYGmCtyk16DRa1H0JpxhPpxUVdJcLtKcLtJdLjJdKllOlTMuF3YB2WV2ssvs7DlTctHj6wA/wA/F/ago+KHgC/grCmbAiIIR3Ity9rkJBR+dBpM+DIMuAr1Og06vQa/Xote7n+t8tBgCFXTacnTaQgxKMVqlAFT3H5C48sFZAM58cOYh7PngyHcn384yhLPs/GFYNaFo3cm43t+dXFcl2Xo/FJ0f6HxQtD6VX9LjU/mFPSYUramyzASVi6Ixur9WXqMHRee+qFf1FfOKDjRaFM9rrfvLfhQdKNpGk9DXVL0m05mZmQA0a9bMqzwsLMyz7lxZWVnnbWswGAgKCuLMmTMUFxdTXl5ORIT3lxGce7xLHaO2NBqFJk0uPj3R1aQooCgKgYE+yFtIa6fqsyxjeGVkHK/ctY5hkya+JLRqyUwGAOAQLmwuJzbVhVN14VBVXEKAUADF/eh5ztmy64wGgQbVk/BrUNGiohUqeuH0PNegRWianH0ja0rBfXWzajdFgcqf7VSGHxTPVVCv7Wt4rpjfvRYIHKoLe+XiFCoO1YVLqJd7UdlDBVRUHABmUJroAD1aRSHC5IdeucB/TkXlVV8h3P1MCHf/r3wtLlB+MZ0vtEIIXOC1qOc8uhf3NvX1Y0zgfosDUPCt9v0VlUtVjQWKcvY5qKCcfa54yqr2qQ8CqG5YTnXtO7/MUZyLnxaqbi9QNAYUn9qNILiW6jWZtlrd86f+fmy00WikqOj8f+VZrdZqx1EbjUZsNhsVFRUXPJ7NZqvRMWpLURS02rr/ZaORs3ZcMRnDq0PG8crVVQy1aDDpLj0bgvS/SafVUvvb7SVJ+r16/e1nMpkA99jpc9lstmpn1jCZTOdtW7W92WzGaDRe8niXOoYkSZIkSZIk1VS9JtNVwy2ys7O9yrOzs6u9ETAiIuK8be12O4WFhYSFhREUFITZbL7o8S51DEmSJEmSJEmqqXpNpqOjo/Hz8+PHH3/0lBUXF7N//34SExPP2z4xMZHMzExOnDjhKfvpJ/fX4t54440oikLXrl09ZVV+/PFHunXrVqNjSJIkSZIkSVJN1WsybTAYGD16NAsXLuTLL7/kwIEDTJkyhYiICAYNGoTL5SInJ8czFjo+Pp6uXbsyZcoUfvnlF5KTk5kzZw533nmn58rzuHHj2Lp1K++99x5Hjx5lwYIFpKamMnbs2BofQ5IkSZIkSZJqot6/tMXlcrF48WI2bNhARUWF5xsQW7ZsSUZGBgMGDOBvf/sbw4cPByAvL4958+bx3XffYTQaGTx4MLNmzfKMlwbYuHEjy5YtIzMzk8jISJ5++mmv6fdqcgxJkiRJkiRJupR6T6YlSZIkSZIkqbGSc1lJkiRJkiRJUi3JZFqSJEmSJEmSakkm05IkSZIkSZJUSzKZliRJkiRJkqRaksm0JEmSJEmSJNWSTKYlSZIkSZIkqZZkMi1JkiRJkiRJtSST6UZGVVXeeOMNbr75Zrp06cJDDz1Eenp6fVerwXr77bcZM2aMV1lqaiqjR4+mS5cu9O/fn/fff99rvYyxW2FhIXPmzOGWW26ha9eu3HfffaSkpHjW79ixg+HDhxMfH8/gwYPZunWr1/42m4158+bRq1cvEhISmDZtGvn5+XXdjHqVl5fH008/Tc+ePUlISODhhx/m6NGjnvWyL16etLQ0EhIS2LBhg6dMxrBmsrKyiIqKOm+piqWMY81s3LiR22+/ndjYWIYMGcKnn37qWZeRkcEjjzxC165d6dOnD0uWLMHlcnntv2bNGgYMGEBcXBz3338/+/fvr+sm1Ksff/yx2n4YFRXFgAEDgEYaRyE1KkuXLhU9evQQ27ZtE6mpqWL8+PFi0KBBwmaz1XfVGpzVq1eL6OhoMXr0aE9Zfn6+6NGjh5g1a5Y4cuSIWLdunYiNjRXr1q3zbCNj7DZu3DgxdOhQsXPnTnHs2DExb948ERcXJ44ePSqOHDkiYmNjxeLFi8WRI0fEihUrRKdOncT27ds9+8+cOVMMHDhQ7Ny5U+zdu1fceeedYtSoUfXYorp3zz33iJEjR4q9e/eKI0eOiMmTJ4s+ffqI8vJy2Rcvk91uF8OHDxcWi0WsX79eCCE/z5fj66+/FrGxsSIrK0tkZ2d7FqvVKuNYQxs3bhSdOnUSq1evFidOnBDLli0T0dHRYteuXcJut4tBgwaJhx9+WBw8eFB8/vnnonv37uL111/37L9hwwYRFxcnNm3aJA4fPiyefvpp0b17d5GXl1ePrapbNpvNq/9lZ2eL//73vyIqKkqsW7eu0cZRJtONiM1mEwkJCWLNmjWesqKiIhEXFye2bNlSjzVrWDIzM8UjjzwiunTpIgYPHuyVTC9fvlz06dNHOBwOT9miRYvEoEGDhBAyxlWOHz8uLBaLSElJ8ZSpqioGDhwolixZIp599lkxYsQIr32mTp0qxo8fL4RwvwfR0dHi66+/9qw/duyYsFgsYteuXXXTiHpWWFgopk6dKg4ePOgpS01NFRaLRezdu1f2xcu0aNEi8cADD3gl0zKGNffOO++IYcOGVbtOxvHSVFUV/fr1Ey+//LJX+fjx48Xy5cvFli1bROfOnUVhYaFn3Ycffii6du3q+YNj0KBBYsGCBZ71DodD3HrrrWL58uV104gGqKysTPTr10/MnDlTCCEabRzlMI9G5MCBA5SVldGrVy9PWUBAAJ06dWLnzp31WLOGZd++fej1ejZv3kx8fLzXupSUFLp3745Op/OU9ezZk+PHj5ObmytjXCk4OJh33nmH2NhYT5miKCiKQnFxMSkpKV4xAnccf/75Z4QQ/Pzzz56yKu3atSM8PPy6iWNgYCCLFi3CYrEAkJ+fz9///nciIiKIjIyUffEy7Ny5k7Vr1/Lyyy97lcsY1tzBgwdp3759tetkHC8tLS2NU6dOMWzYMK/ylStX8sgjj5CSkkJMTAyBgYGedT179qS0tJTU1FTy8vI4fvy4Vwx1Oh3dunW7bmJYneXLl2O1WpkxYwZAo42jTKYbkczMTACaNWvmVR4WFuZZJ0H//v1ZunQprVq1Om9dZmYmERERXmVhYWEAnDlzRsa4UkBAALfeeisGg8FT9tlnn3HixAluvvnmC8bRarVSUFBAVlYWwcHBGI3G87a5nuJY5dlnn6VXr15s3bqV+fPnYzabZV+soeLiYqZPn84zzzxzXixkDGvu0KFD5OfnM2rUKG666Sbuu+8+vv32W0DGsSbS0tIAKC8vZ8KECfTq1YuRI0fy1VdfATKGtVF1geHRRx8lKCgIaLxxlMl0I2K1WgG8EhwAo9GIzWarjyo1OhUVFdXGD9w3zMkYV2/Xrl3MmjWLQYMG0bdv32rjWPXabrdjtVrPWw/XbxzHjh3L+vXrGTp0KJMmTWLfvn2yL9bQ3LlzSUhIOO+KIMjPc005nU6OHTtGUVERkydP5p133qFLly48/PDD7NixQ8axBkpLSwGYMWMGQ4cOZdWqVfTu3ZvHH39cxrCWPvjgA/z9/bnnnns8ZY01jrpLbyI1FCaTCXAnK1XPwd3BfHx86qtajYrJZMJut3uVVX0AzWazjHE1vvjiC5566im6du3KwoULAfcPrt/Hseq1j49PtXGG6zeOkZGRAMyfP5+9e/eyevVq2RdrYOPGjaSkpLBly5Zq18sY1oxOp+PHH39Eq9V64tC5c2cOHz7MypUrZRxrQK/XAzBhwgT+9Kc/AdCxY0f279/Pe++9d1kx/P0210sMf2/jxo3ceeedXn2qscZRXpluRKr+rZGdne1Vnp2dTXh4eH1UqdGJiIioNn4A4eHhMsa/s3r1aiZPnky/fv1Yvny55wpBs2bNqo2R2WzG39+fiIgICgsLz/uBdz3FMT8/n61bt+J0Oj1lGo2GyMhIsrOzZV+sgfXr15OXl0ffvn1JSEggISEBgOeee46JEyfKGF4GX19fr6QFoEOHDmRlZck41kBVO6vugagSGRlJRkaGjOFlOnDgAOnp6ef9x6mxxlEm041IdHQ0fn5+/Pjjj56y4uJi9u/fT2JiYj3WrPFITEzk559/9pqzMjk5mXbt2hESEiJjfI4PPviAF154gVGjRrF48WKvf6t169aNn376yWv75ORkunbtikaj4cYbb0RVVc+NiOAec5iVlXXdxDE3N5epU6eyY8cOT5nD4WD//v20b99e9sUaWLhwIZ988gkbN270LABPPvkk8+fPlzGsocOHD9O1a1evOAD89ttvREZGyjjWQExMDL6+vuzdu9er/NChQ7Ru3ZrExET279/vGQ4C7hj6+voSHR1NSEgI7dq184qh0+kkJSXluonhuVJSUjx961yNNo71No+IVCuLFy8W3bt3F1988YXXXJ92u72+q9YgzZgxw2tqvNzcXJGYmChmzJghDh8+LNavXy9iY2PFhg0bPNvIGLunsYuJiRGTJk06b07Q4uJicejQIRETEyNeffVVceTIEbFy5crz5pmeOnWq6N+/v0hOTvbMM33ue3E9mDhxohg0aJD46aefxMGDB8XUqVNFYmKiOHXqlOyLtXTu1HgyhjXjcrnEXXfdJW6//Xaxc+dOceTIEfHSSy+Jzp07i4MHD8o41tCbb74pEhISxJYtW7zmmU5OThYVFRVi4MCBYsKECSI1NdUzP/LSpUs9+69du1bExcWJDRs2eOZH7tGjx3U1z3SVWbNmiQcffPC88sYaR5lMNzJOp1MsWLBA9OzZU3Tp0kU89NBDIj09vb6r1WD9PpkWQoi9e/eKu+++W3Tu3Fn069dP/POf//RaL2MsxFtvvSUsFku1y4wZM4QQQnzzzTdi6NChonPnzmLw4MFi69atXscoKysTs2fPFt26dRPdunUTU6dOFfn5+fXRnHpTXFwsnnvuOdG7d28RFxcnxo8fLw4dOuRZL/vi5Ts3mRZCxrCmcnJyxMyZM0Xv3r1FbGysuOeee8TOnTs962Uca2bVqlWif//+IiYmRtxxxx3i888/96w7fvy4GDdunIiNjRV9+vQRS5YsES6Xy2v/FStWiFtuuUXExcWJ+++/X+zfv7+um9AgTJw4UfzlL3+pdl1jjKMihBD1d11ckiRJkiRJkhovOWZakiRJkiRJkmpJJtOSJEmSJEmSVEsymZYkSZIkSZKkWpLJtCRJkiRJkiTVkkymJUmSJEmSJKmWZDItSZIkSZIkSbUkk2lJkiSpXlwPM7NeD22UpOudTKYlSap3Y8aMoVOnTvz666/Vru/fvz8zZ86sk7rMnDmT/v3718m5LofT6WTmzJkkJCTQtWtXkpOTz9tmzJgxnrpHRUV5YrZ06VKioqLqtL4XU1xczPTp00lJSQEgIyODqKgoli5dyoYNG4iKijrvq68bo8OHD3Pfffd5lVW1U5Kk/x0ymZYkqUFwuVzMmjULu91e31VpkL777js+/vhjHnzwQd5++21iY2MvuY+iKACMHDmStWvXXusq1lhqaiqbNm1CVVXgbD0VRfF63tj95z//Yffu3V5la9euZeTIkfVUI0mSrgWZTEuS1CD4+/tz+PBh3nzzzfquSoNUWFgIwPDhw0lMTMTX1/e8bZo1a0ZERMR5zyMiIujSpUtdVfWyhYaGotPpCA8P96r//6IuXbp42ihJ0v8GmUxLktQgdOzYkTvvvJMVK1bw22+/XXTb6v5V/vuhDDNnzmTChAmsXbuWgQMHEhcXx7333ktaWhrbtm1j2LBhxMfHM3LkSFJTU887x9q1a+nbty9xcXGMHTuW/fv3e60/ffo0U6dOpXv37sTHx5+3TdXQhffee4/BgwcTHx/P+vXrq22Py+VizZo1DBs2jLi4OPr27cvChQux2WyetlQN2Rg4cCBjxoyp9jjR0dFERkZ6nnfo0KHa2IwZM4bZs2fzzjvv0LdvX2JjY7n33nv55ZdfPNtUVFQwd+5cbrnlFjp37szgwYNZuXKl1/kKCwuZM2cON910E7Gxsdx9993s2LHDa5uoqCiSkpIYPnw4cXFxJCUl8cADDwDwwAMPMGbMGAwGAzfccAORkZFER0djNptp2bJltW0EyM7OZtasWdx6663ExcUxYsQIvvzyy/POu3r1ambMmEFCQgI33XQT8+fP98S0yhdffMHw4cOJjY2ld+/evPjii5SXl3vWL126lD/84Q8kJSXRvXt3+vTpQ1FRERUVFSxatIhBgwbRuXNnunbtyrhx4zx9aenSpSQlJXnqUtVff993a9qWNWvWMHv2bLp3705CQgJ//vOfyc3N9Wxz8uRJHn30UXr06EF8fDz33HMP33zzzQVjKEnS1aOr7wpIkiRV+etf/8oPP/zArFmzWL9+PQaD4YqOt3v3brKzs5k5cyY2m425c+fy8MMPoygKTz75JD4+Pjz33HM89dRTbN261bNfZmYmSUlJTJs2DT8/P5KSkhgzZgxbtmyhefPm5Ofnc++99+Lj48Ozzz6Lj48P//jHPxg1ahTr1q2jffv2nmMtXbqU2bNn4+fnR3x8fLX1nDNnDps2beKhhx6iW7du7N+/nzfffJPU1FRWrFjB448/TkREBG+99RZJSUm0a9eu2uOMHz/e83z58uUXjc1nn31G+/bteeaZZxBC8MorrzB58mS++uortFotL730Et9//z0zZsygadOmfPvttyxYsICgoCDuuusubDYbY8eOJTc3lylTphAWFsb69euZOHEiK1asoFevXl51mTZtGu3atSMiIoLg4GCef/555syZQ48ePQDYsmWL1/t2Ibm5uYwYMQKj0ciUKVMIDg5mw4YNTJo0iQULFnDHHXd4tn399deJj49nyZIlHD16lCVLlpCTk8OSJUs853zqqacYNmwYf/nLXzh16hSvvfYaR44c4b333vMMNTl9+jTffPMNr732GoWFhQQGBvLkk0+SkpLC1KlTad26NSdOnOD1119n2rRpbN26lZEjR5KZmcm6detYu3ZttVejL6ctr732Gn/4wx9YvHgx6enp/O1vf0Or1bJ48WJUVeWRRx4hLCyMBQsWoNPpeP/993nsscf49NNPadOmzUX7giRJV0hIkiTVs9GjR4vRo0cLIYT48ssvhcViEYsXL/as79evn5gxY4bntcViEW+88YbXMd544w1hsVg8r2fMmCEsFos4cuSIp2zOnDnCYrGI7du3e8pWrlwpLBaLKCoq8tpv7969nm2ys7NFXFycePnll4UQQixevFjExsaKjIwMzzY2m00MGDBATJ48WQghRHp6urBYLOKvf/3rRdt++PBhYbFYxNtvv+1VvnHjRmGxWMTXX38thBBi/fr1wmKxiPT09Iserzq/j83o0aNFfHy8KCkp8ZR9/PHHwmKxiF9//VUIIcRtt90mnnnmGa/jJCUliW3btgkhhFi7dq2wWCxiz549nvWqqopRo0aJ4cOHe8osFosYO3as13GSk5OFxWIRycnJl92WBQsWiJiYGK/YCyHE2LFjRe/evYXL5fKcd9CgQcLhcHi2ee+99zx9QlVVccstt4gJEyZ4HWf79u3CYrF42lkVu507d3q2sdlsYvz48WLr1q1e+65atUpYLBaRnZ3tte+5zu27l9OW++67z2ubmTNnii5duggh3P3TYrGIzZs3e9YXFxeLl156SRw6dOhCoZQk6SqRwzwkSWpQ+vfvzx133MGKFSvYt2/fFR0rMDDQ6ypx06ZNAbyuEAcFBQHuGSaqtGrViri4OM/r0NBQunTpws6dOwHYsWMHHTt2JDw8HKfTidPpRKPRcMstt7B9+3avOnTs2PGidfzpp58AGDJkiFf5kCFD0Gq112xWi8jISPz8/Dyvw8PDAbBarQD06NGDjz76iIceeojVq1eTnp7OpEmT6Nu3L+COQWhoKDExMZ4YuFwu+vXrx2+//UZRUZHn2JeKweX46aefSEhIoEWLFl7ld9xxBzk5ORw7dsxTNmzYMHS6s/+Ave222wDYuXMnx44dIzMzk/79+3vq73Q6SUxMxM/Pjx9++MHr+Oe2wWAwsHLlSm6//XaysrJITk7mww8/ZNu2bQA1von2ctry+zHvERERnveqadOmREZG8uyzzzJjxgy2bNmCqqrMmjXLM9RHkqRrRw7zkCSpwXnmmWfYsWOHZ7hHbZ2bLJ7LbDZfdL+qpPtcISEhnDlzBnCPFT5x4gQxMTHV7l+V5NTkXFVJZ2hoqFe5TqcjODiYkpKSi+5fWz4+Pl6vNRr3tZWqGTZmz55NREQEmzdv5oUXXuCFF14gISGBuXPnEh0dTWFhITk5OReMQU5ODoGBgcClY3A5ioqKaNWq1XnlVe/ZuX8UVf2BUCUkJMRzjKobOufNm8e8efPOO152drbX69/f8Pndd9/x0ksvcezYMXx9fT1jvaHmc0tfTluqe7+qzqMoCqtWreKtt97i888/Z+PGjej1egYOHMi8efM874MkSdeGTKYlSWpwAgMDmTt3LpMmTWLZsmXVbuNyubxen3vT2JU696pqlZycHJo0aQK4Zx7p3r0706dPr3b/yxnrXZXo5OTkeF2hdDgcFBQUEBwcfDlVv2oMBgOPPfYYjz32GKdPn2bbtm0sW7bMMybY39+ftm3bsnDhwmr3v9gNhFciMDCQnJyc88qrys6NV0FBgdc2VTfsNWnShICAAACmT59O9+7dqz3PhZw8eZJJkyYxcOBA3n77bVq1aoWiKKxZs4bvvvvumrTlUsLDw5k7dy7PPfccBw4c4D//+Q/vvvsuwcHBPPfcczU+jiRJl08O85AkqUEaOHAgQ4cO5Z133iE/P99rnZ+fH1lZWV5lu3btumrnTktL4+TJk57XZ86cYffu3Z6b5bp3705aWhrt2rUjNjbWs2zatIl169ah1WprfK6qRO7cGyCrXrtcLm688car0KLLU1FRwW233caqVasAaN68OaNGjWLIkCGcPn0acNf7zJkzhISEeMXghx9+YMWKFReNweXE5/cSExPZvXs3p06d8irfvHkzoaGhXjfbffXVV17bfPbZZyiKQs+ePbnhhhsICQkhIyPDq/7h4eEsWrTovNlbzvXbb79hs9l4+OGHad26tedGxapEuuqKcdXV/qvRlovZvXs3N910E7/88guKotCxY0emTJmCxWLxvF+SJF078sq0JEkN1rPPPktycrLXFGAAffv2ZevWrcTHx9OmTRs2bNjAiRMnrtp5jUYjjz32GFOmTMHlcvH6668TFBTE2LFjAXjwwQfZtGkTDz74IOPHjyc4OJhPPvmEjz76iFmzZl3WuSIjI/nTn/7EG2+8gdVqJTExkdTUVJKSkujRowc333zzVWtXTZlMJmJiYkhKSkKv1xMVFUVaWhoff/yxZ9zx8OHDWb16NePGjePRRx+lWbNmbN++nXfffZfRo0ej1+sveHx/f38Avv76awIDA4mOjq5x3caNG8fmzZt58MEHeeKJJwgKCmLjxo0kJyfz0ksveSWwe/bs4amnnuKPf/wjBw4cYOnSpdx9992eoRVTpkxhzpw5aLVa+vXrR3FxMcuWLSMrK+uCw1cAYmJi0Ol0vPrqq4wfPx673c6GDRv4+uuvgbP/Jam6+v3vf/+b+Pj484Z0XE5bLqZTp06YTCamT5/O5MmTadq0Kdu3byc1NdUzDaEkSdeOTKYlSWqwgoKCmDt3Lk888YRX+axZs3A6nbzyyivodDpuv/12pk2bxjPPPHNVztupUyduu+025s6dS0lJCb169eKvf/2rZ5hHeHg4H374IYsWLWLu3LnYbDbatm3L/PnzGTFixGWfb/78+bRp04b169fz7rvvEhYWxgMPPMDjjz9e44Tqanv++edZsmQJq1atIicnh5CQEEaMGMGf//xnwD0Oes2aNSxatIhXX32VkpISWrRowbRp07ym6KtOhw4dGDp0qGdYxL///e8a1ys0NJT/9//+H4sWLeLFF1/E4XAQHR3NsmXLGDBggNe2Y8eOJSsriyeeeILg4GAeffRRHnnkEc/6kSNH4uvry4oVK1i7di1ms5muXbuycOHCascyV2nTpg2LFi0iKSmJxx57jMDAQLp06cI///lPxowZQ0pKClFRUQwaNIhNmzYxc+ZMRowYwdy5c2vdlosxGo2sWrWKRYsWMX/+fIqLi2nbti3PP/88w4cPr/FxJEmqHUXU9E4JSZIkSWokoqKieOKJJ5g8eXJ9V0WSpP9xcsy0JEmSJEmSJNWSTKYlSZIkSZIkqZbkMA9JkiRJkiRJqiV5ZVqSJEmSJEmSakkm05IkSZIkSZJUSzKZliRJkiRJkqRaksm0JEmSJEmSJNWSTKYlSZIkSZIkqZZkMi1JkiRJkiRJtSSTaUmSJEmSJEmqJZlMS5IkSZIkSVItyWRakiRJkiRJkmrp/wOUQirvcZQVRQAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 78
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|