tracking-parametrisation-tuner/thesis/TMVA_stuff.ipynb
2024-02-19 15:41:09 +01:00

308 lines
210 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import uproot\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import mplhep\n",
"\n",
"mplhep.style.use([\"LHCbTex2\"])\n",
"plt.rcParams[\"savefig.dpi\"] = 600\n",
"# %matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"train_tree = uproot.open({\n",
" \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_e_sig_filter_bkg/matching_ghost_mlp_training.root\":\n",
" \"MatchNNDataSet/TrainTree\"\n",
"})\n",
"test_tree = uproot.open({\n",
" \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_e_sig_filter_bkg/matching_ghost_mlp_training.root\":\n",
" \"MatchNNDataSet/TestTree\"\n",
"})\n",
"train_array = train_tree.arrays()\n",
"test_array = test_tree.arrays()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_bkg = train_array[train_array.classID == 1]\n",
"train_sig = train_array[train_array.classID == 0]\n",
"test_bkg = test_array[test_array.classID == 1]\n",
"test_sig = test_array[test_array.classID == 0]\n",
"plt.hist(\n",
" train_sig.matching_mlp,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"plt.hist(\n",
" train_bkg.matching_mlp,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"mplhep.histplot(\n",
" np.histogram(np.array(test_sig.matching_mlp), 50),\n",
" histtype=\"errorbar\",\n",
" density=True,\n",
" yerr=True,\n",
" color=\"#107E7D\",\n",
" marker=\"^\",\n",
" markersize=7,\n",
" label=\"test sample, true pairs\",\n",
")\n",
"mplhep.histplot(\n",
" np.histogram(np.array(test_bkg.matching_mlp), 50),\n",
" histtype=\"errorbar\",\n",
" density=True,\n",
" yerr=True,\n",
" color=\"#F05342\",\n",
" label=\"test sample, wrong pairs\",\n",
")\n",
"plt.xlabel(\"neural network response\")\n",
"plt.ylabel(\"Number of tracks (normalised)\")\n",
"mplhep.lhcb.text(\"Simulation\", loc=0)\n",
"plt.legend(loc=\"upper center\")\n",
"plt.savefig(\"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_response.pdf\",\n",
" format=\"PDF\")\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABYkAAAXuCAYAAAAuuqfOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9T2wjeX7nfX6oLtv12G5VUDnjXa0EbGew+uxuUmngAXYW6BJpLLCnGZOZffPBFtl9WqyMJjP7Ys+lVWS7BewebJPZc/BpoSS7fXoeeIuR1YsZYx/AKUZ5LnvpZmQZKz1cGFNSFNset+1pcQ+aiCYpigr+jSD5fgFCktKPv/hFMEL541ff+P5ivV6vJwAAAAAAAADARtoKewAAAAAAAAAAgPAQJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhg74Q9AODXfu3X9LOf/Uxf+MIX9Bu/8RthDwcAAKyZv/u7v9PPf/5zvfvuu/qHf/iHsIeDCGEeCgAAFm1V5qKxXq/XC3sQ2Gxf+MIXdHNzE/YwAADAmtva2tLPf/7zsIeBCGEeCgAAliXqc1EyiRE6b3K+tbWl3d3dufff6XQW2j9jWI3tM4ZobJ8xRGcMYW+fMURj+5syBq//L3zhC3PvG6utP0i8tTW+Et8Xv/hF/fqv//rE24jCNTYr9iEa2IdoYB+iYR32QVqP/dj0ffj7v/97/fSnPx3bxptrRH4u2gNCtre315PU29vbW8n+GcNqbJ8xRGP7jCE6Ywh7+4whGtvflDFEYR8RTd65EeTrD//wD2faxiqff+xDNLAP0cA+RMM67EOvtx77sen78Id/+IeB5xJRP0ZkEgMAAADYaEEyh7a3t5c0GgAAsCq2t7e1t7c3to2XqRx1BIkBAAAAbLTd3V1dXFyEPQwAALBijo+PdXx8PLbN/v6+Li8vlzSi6Y0vvAUAAAAAAAAAWGsEiQEAAAAAAABggxEkBgAAAAAAAIANRpAYAAAAAAAAADYYQWIAAAAAAAAA2GDvhD0AYBMcHx+r2+1qe3t7Y8cQ9vajMoawReEYMIbojCFsUTgGYY8h7O1HZQwAom0dfk+wD9GwDvuwDtbhfViHfZDWYz/WYR9wK9br9XphDwKbbX9/X5eXl9rb29PFxcXK9Q9MgvMRUcG5iChhLoCwLOPc4PwD1gvXNLB+mIveotwEAAAAAAAAAGwwgsQAAAAAAAAAsMEIEgMAAAAAAADABiNIDAAAAEC2bavRaKhSqciyrECvqVQqymQyisfjisViSiQSyuVygV+/rD4BAAAwHkFiAAAAYAO5rqtKpaJUKqVYLKbDw0O9efNGyWRSBwcHY19rWZbi8bhKpZIkqV6vq91uq1wuy7ZtZTIZZTIZua4beDyL6BMAAADBvBP2AABPp9PR/v7+2DbHx8c6Pj6eqv+f/tM/6cMffTy2zfOvfTBV3wAAIBynp6c6PT0d26bT6SxpNKvBdV2VSiXVajVJUjKZVLPZVDqdDvR6y7KUyWQkSfl8XtVq1f+ZaZrKZrNKpVKyLEupVEqtVkuGYSy9z6jp/eN/1c/O/nxsm3ef/e6SRgMAADCIIDEi4+bmRpeXl2PbdLvdJY0GAACsgm63++D8Ab9Qq9VUKpX8bNxqtap8Ph/49a7rKpfLSboN3vYHc/vV63UlEgk5jqNcLqdms7nUPgEAADAZgsSIjK2tLe3u7o5ts729PXG/x8fH+p//83/Wr/zar047NGBujo+P1e12pzqXgXniXESUzHI+bm9va29vb2ybTqejm5ubaYe3NkqlkiqViqTbYGyz2ZRpmhP1kcvl/ACzVxZiFC/7t9FoyLIs1Wq1e4PRi+gzSo6Pj3X1//6P+uKv/g9hDwXAHDCHAtYP1/WtWK/X64U9CGy2/f19XV5eam9vTxcXFwvZxkNlJjyUmwAAYP0sY64RdblcTo1GQ5JkGIbevn07cbkGx3GUSCT859fX12P7aDQafoawYRi6vr5eSp+TWNa58VCZCQ/lJgAAWD+rMhdl4ToAAABgjWUyGT9ALGnqer7lctl/nE6nH+wjm836j13XHRjDIvsEAADA5AgSAwAAAGuqVqvJsiz/ebVanbjERH9fnmQyGeg1/ds6OztbSp8AAACYHEFiAAAAYA05jqNCoeA/TyaTU9fwtW174PmTJ08Cva4/8Duc9buIPgEAADAdgsQAAADAGvJq93pevHgxdV/92ciSAmcjD7frDwwvok8AAABMhyAxAAAAsGYcxxkInhqGMVDPd1Jv3rwZeB60pvGjR48Gnp+fny+0TwAAAEyHIDEAAACwZqrV6sDzdDot6bY8Qy6XUyKRUCwWUzweVyqVUqVSkeu69/bnOM7A82mzftvt9kL7BAAAwHTeCXsAAAAAAOarf0E4SdrZ2VEqlbpTmsF1Xdm2Ldu2VSqVVK/XR2YcDwd0p9UfiF5EnwAAAJgOQWIAAABgjTiOcydw+urVK5XLZT19+tQv6+A4jsrl8kBAOZfLjQwUTxuIHS4hcXV1tdA+p9XpdLS/vz9zP8fHxzo+Pp65HwAAEL7T01Odnp7O3E+n05nDaBaPIDEAAACwRoYzdA3D0Nu3b+8EV03TVLVaVSqVUqFQ8L9/dHSkdDoduEbwJBaR9TuPPm9ubnR5eTlzP91ud+Y+AABANHS73bnMD1YFQWIAAABgjQwHifP5/NiAbz6fV6vV8jOKXdfVycmJyuWy38YwjLkEY/vHsYg+p7W1taXd3d2Z+9ne3p65DwAAEA3b29va29ubuZ9Op6Obm5s5jGixCBIDAAAAa2R4IbcnT548+JpSqTRQdqJSqQwEiXd2duYS0N3Z2Vlon9Pa3d3VxcXFzP0AAID1Ma8yUvv7+yuRkbwV9gAAAAAAzM9w4DVIpq1pmkomkwPf61/kbtps3XFjWUSfAAAAmA5BYgAAAGCNJBKJqV53cHAw8Ly/bMXwz4JmAA8vKtc/tkX0CQAAgOkQJAYAAADWyHBmbdDg63CwtT8Ym0qlBn42XPf4PsOlL9Lp9EL7BAAAwHQIEgMAAABrZFxG8DjDweX+Wr/T9tkfoDYMQ6ZpLrRPAAAATIcgMQAAALBGhmsLD2feBtUffE0mkwNB5Ddv3gTq4/z83H88HBReRJ8AAACYDkFiAAAAYM30l2CwLCvQa4bLUgwHm58+feo/7l/Ubpz+dqVS6c7PF9EnAAAAJkeQGJHR6XS0v78/9uv09DTsYQIAgAg5PT19cP7Q6XTCHubS9QdPHccJVJe4P+N4VJ3fQqHgPw4SeO5vY5rm0voEAADA5N4JewCA5+bmRpeXl2PbdLvdJY0G9/nwRx+HPYSFev61D8IeAjAVx3FkWZbq9bqazWbYwwGWptvtPjh/2ETpdFqmafp1fk9OTlQul8e+pj8AO6ptMplUOp322zUaDWWz2Xv7q9fr/uP7Mn4X0ScAAAAmRyYxImNra0t7e3tjv7a3t8MeJrBSGo2G4vG4KpXKSvSLydm2rUwmo0QioUKhEPi2coSP62g+tre3H5w/bG1t5pS3P6BaqVTGLgxnWZb/83w+f6fUhKdarfqPT05O7u3PdV3VajVJtwHrfD5/b9tF9AkAAIDJbOaMGZG0u7uri4uLsV/Hx8dhDxOYieu6gW75nZeTkxO5rjvwATzK/WJyyWRSzWYzMu/Fss/xVcZ1NB/Hx8cPzh92d3fDHmYoksnkwPmVyWRGXp+u6/plH4ZfM8w0TT/4bNv2vX/kODw8lCQZhjEQrF5WnwAAAJgMQWIAWKJcLjc2k2veyuWy0un0g7cYR6VfTM80zbCHIGn55/gq4zrCMuTzeTWbTRmGIcdx9PjxY1UqFdm27QdkHz9+LMdxlM/n1Wq1Huwzm836fZZKJeVyOdm2Ldd1ZVmWUqmUbNtWMpnU27dvZRhGKH0CAAAgOGoSA8CSlEqlpZcCSKfTC1nUZ1H9YrWFcY6vMq4jLEs6ndb19bVqtZrq9bpOTk5UKpVkGIZM01Q+n1ehUJjoj01en5VKRWdnZzo8PJTrujIMQwcHB6rX62NrCy+rTwAAAARDkHhOKpWKms2mzs/P5bquTNNUMplUoVBY2w+AjuOoUCiwQBIQQKPRoO4o1hrnOBB9+Xx+7nV8i8WiisVi5PsEAADAeJSbmJFlWYrH4/7qyvV6Xe12W+Vy2V9M6L76b9OKx+OKxWJTfXn15sZxXTdQX4lEIjK3NwNR1mg0dHR05D8/PDxUPB5XPB4faGdZlnK5nL8oT6FQUCwWUyaTudNfJpNRLpdTJpNRKpXyXzPMcRyVSiWlUqk7P/MWAMpkMv7ra7WaEomEYrGYf2vvMvv1VCoVfzG2VCqlQqGgRqMx8e9S13WVy+X8r0Qi4S/wNsokx7bRaCiXy/m//73f+bFY7M5iZN4f1bzf3+P+X/DG4G23VCoNvG6WTF2v7mj/ezGPwO48zvFGo6FUKuX/H9O/n5VKZeBn3jFf1P7N8h7M6/qUgv1OmPQcBwAAAIBRCBLPwLIs/4O+V+8tnU7LNE1ls1m1220lk0m/jto8AsXTBEn6DQebRrnvw+wo931QB/AL2WxWb9++9Z+/fv1a19fXur6+lnQbAEskEn6gTLq9Vl+9eiVpcMV5L/hUr9dVr9f93zuFQmEgGOYFLBOJxMgV7S3L0uHhoQqFgizL8gNN1WrV/z1m2/ad312L6rdfKpXS2dmZms2m2u22Xrx4oVqtplwuN/BHsiBSqZSePHniHy+v1ubV1dWdtkGPrfe7P5fL+b+TS6WSjo6OlEwmlc/n/e/VajU/aCjdZvGZpukfp37esc3lcv6xSyQSsizL/4Oct+1pAp/eNnO5nNrtttrttnZ2dsYGKYOaxzmeTCbvXYiqWCyq1WqNrUE6j/2b9T2Y1/U5ye+ESc5xAAAAALhPrNfr9cIexCpyXVePHz/2S0u02+2R7RzHUSKRkHRbZ23W0gyzZpEFebvj8XigQPQ89keS9vf3dXl5qb29PV1cXMzc3ygf/ujjQO2ef+2DhWx/nQQ9lqtqUeeA67p+VmWr1VIymbz356Zp+kHVSqWidrutarXqB6cMw/CDb9Ivfs8Mf1+6zTys1Wojfyb94nr3Vor3yuP0/44rl8t3bvtdVL+lUkmVSuVO3UkvIGuaph8Ee2jRolqtpkKhoHa7PXDXg2VZqlarAwHJaY5t/+/j4fH2H590Oj2wrf7/F4bHJskPgBuGodevX/vniuu6SqVSfnBw1H55wejh3/XeNofPvf7zrlgszrSA2jzO8f799wKs/RKJhBzHuTPWee/fNO/BvK/PIMdrknN80y1jroHVtKxz42dnfx6o3bvPfndhYwAAAOFYlbkomcRTyuVyfiB1XDatl1Us3X5omyRLd5jjOH42U7VaVbvd9jO1xn15HxyD1Eau1WpyXVfFYlHNZnPsFx8+gfkxDMMPevYvZlUsFv3gmWc4qLizsyPpNqg0/AeehzIovb7y+fzA7whvkSBJI/8Itqh+vazJ4X30bp33gnNBVrX3+vf69HgZzePG7Rl3bPvfr+GFlHK5nP+6ly9f3tmG99pxZTdevHgxEPA0DGPgD3OTBHS9BaqGA7f935vl/6cgJjnHx/UxyqL2b5r3YF7XZ5DjNc05DgAAAACjsHDdFLxgrefp06dj2z979sz/AFcqlaZeMKRarfpZdEECJN5YvaCKF7QYp1wuyzTNmbLJAMzmvsBROp0emXnaf6v61dXVwO8HL0A1DW87w7fCL7Jf73vDt8r3B5qH9/E+XrZuqVTSZ599NvB7bfh33CzHdtRYHjo+Ozs7cl135DEwDMPPwh7mLYpq27bOz8/HbqOf93+Qd0z6eWPwgphB/3+ZxazlLYbNe/+meQ8WeX3ed7wmOccBAAAAYBwyiafQ/8ErnU4/+IGzP8PMdd07GT9B1Wo11ev1iT7A92/roWB2o9HwF9EBEE39AShv4bSzs7MQR7QY4zJsg2ZI5vN5PwvUq/E6rlzPMo/tLIFYL2A+KsA8incsvSDm8Fev1/O/lhEgnrcw9u++92DZ1+ek5zgAAAAA3Icg8RT6b1kdvrX1Pv0fHKf9wFiv1wNvb3hbQYLZJycnMgzjwWAygHDVajUlEgldXV2pXq/rxYsXYQ9pbrw7LYbLD3i36Q+XdXhIq9XyX+M4jr+w2H1111fh2D569Gii9l5WdtCg8qoJY//GvQfLPocmPccBAAAAYBSCxBMazm578uRJoNf1B3enzSQOUlO4n+u6/ngfKjVh27Zs2/YXykkkEioUClOPFcBiZDIZFQoFNZvNqUvXRJm3OJfjOMrlcnIcR67rKpfLKZlMTlULvV6vq16v+3+sazQaI2/fX7Vj69V2fohX0mBdg8Rh7t/wexDWORT0HAcAAACA+xAkntDwbZxBb3sebjfuVup56c94fig7eLjEhOM4qtVqyuVyisViyuVySxkzgPuVSiVZlqV8Pr/Wi1I1m00lk0nt7OyoVCqpVCqpUCio1WpN1E//76xsNqt2u61isSjpF7/jPKt0bL3Fyqa5k2XcH/5c11344nWzGpUdG8b+jXoPwjiHJjnHAQAAAGAcgsQTevPmzcDzoPUNh29NnWTBoWl5pSaSyeTYcQ4vxDeKl5VUKBTmOURgIw0vyhbUuMW51kkul1O9Xle1WvX/nbTMhHSblTycXVoul/2+vECftFrH1vt9HfT3sWEYftDy6Ojo3jIEuVxu4jtW7jPtOd5v1DhH9RvG/o16D8I4hyY5xwEAAABgHILEExq3SM04w+0W/cGtv9TEs2fPxrY1TVPValXlcvnBDKharcYtrMAU+v9Q05/9N8kt8l6AbLiu+cnJif94OEDmvWaa+qTjAn2L6rdQKMhxnLllYg7XNpZuSwJIg+WCZjm20/D6+uyzzx5s08+yLDmOo2KxONEx8hZcdV1XqVRq4By0bVupVErJZHKgz0KhoFQqFbjs0DzOcekX/18Ov3f9d7wM39kyzf4FMcl7sOzr0xP0HAcAAACAcQgST2heNQ8XvaDMq1ev/MdBMvDy+byKxaKq1ara7baur69VLpdHZiDbtu1/AAUQnJfFeHJyokqlokwmM/A7xfu9cF9ZBa9sjG3bSiQSyuVySiQSA4GgXC7n1/KVBv8gNer3jtdu1O8273ujgqGL6vfVq1eybVuxWMyvj55KpfzFuCqVykS/PyuVyp07JbxFQPt/N05zbL1xjNt/afSdI0EWWyuVSgPlAizLUi6XUz6f94Oi921zeEzZbHZgcbNUKqVYLKZYLKZUKqWDg4OBPhuNhmq1mmzbnmgRtFnPcekX2bmWZSmVSvnvxaNHj/z+LctSLBbz+550/4Ka5D1YxPUZ5HgFPccBjNfpdLS/vz/26/T0NOxhAgCAiDk9PX1wDtHpdMIeZiAEiSc0bXB3ONg6j1txx/Eyi6bJnJJux1ssFnV9fa16vX5n/JZlqVKpzGOowMaoVqtKJpNyXVdnZ2cqlUpKp9OqVCoDt6jXarWRC0dWq1Xl83kZhqGrqyvt7Oyo1Wopm80OBKwKhYJc11WhUBi4Tg8PD/3n3h97vN9pjUbDz+L1Fo3zsjG9QKHjOLJteyH9el6+fOn/vnFd19+mZVlqNBoqlUp6/PhxoN/FiURC2WxWuVzOX1Ask8komUzeCbpNc2y9wJxlWSoUCv5+VSoVHR0dDbzGOz6WZd17fIZVq1W1Wi0lEgnF43GVSiWVy+U7maOO46hQKAyUPuh/Tzxe6Y50Oi3DMGQYhtLptJrN5p0+0+n0QL3dh0oS9Y95lnNckorFosrlskzT9BdUrdfrKhaL2tnZUTabVb1eV6/XG/j/bZL9Cyroe+C1ndf1GfR4TXKOAxjv5uZGl5eXY7+63W7YwwQAABHT7XYfnEPc3NyEPcxAYr1erxf2IFZJLBYbeB708HmBAY/3wXURXNdVPB6XdHsLrreIzax9Hh4eDtzCaxiGrq+vZ+57f39fl5eX2tra0u7u7sz9HR8f6/j4eOB7H/7o40Cvff61D2bePoDpWZaler2ucrksx3F0dXXlB1Svrq7UbrfVaDSUTqenDvxFXTwel+u6ftAxbIlEws9M3RRRew822enp6VyyNzudjm5ubrS3t6eLi4s5jAzrYpJ56Kg5ZlA/O/vzQO3effa7U/UPAADCEWS+uipz0XfCHsCqMQxjLqUigi54N41JS00EYRiGWq3WQK1H13VlWdbcFgLyMjhmRZYHsJoajYaOjo78Pz7dF5QsFAoD9WmxOI7jyDCMjQoQI1q8zAxg0XZ3dyP9oQ0AAERTkD8ie3+UjjqCxBPa2dmZS5B4Z2dn9sHcw8uuM01zbos/eV6+fDmwcF2z2ZxbkHhemcTb29tzGA2AZXJdV7lcLlAwkrroy+GVRKjX62EPBRtse3tbe3t7M/fjZW8AAAAAGI0g8YSmzQAeDiwvKpPYdV0/03cRC9Ykk0ml02m/PuW8FvKTyOAANplXp922bTUajXt/fzUaDZ2dna114HLRC5sGdXJyMrIm/SaIynuA2W7v77cq2RsAAABAWFi4bkIHBwcDz4N+kBxeqK5/QZp56i818ezZs4Vsgww+APNmmqYfGM7lcorH48rlcioUCv6iXPF4XG/evFnrAHGtVvMfV6vVuf4hblLlcnkjA8RReg8AAAAAYFkIEk+ov9SCFDyTtt1uDzyfV4mGYV7wZJE1JPtLWCyybAaAzVKv11Wv1/3fj41Gw79rIZPJ6O3btyqXy2EOcaESiYQKhYL/3LZtJRKJO//vYHF4DwAAAABsKspNTGg4k9hxnEDB2P6MY8Mw5l4r2NuGF1BZ5Grs/WPfxCwzAIuTzWYXUipnFQz/MRHLx3sAAAAAYFORSTyhZDI5EBh98+ZNoNedn5/7j4cDzfOyjFIT0uC+UHoCAAAAAAAAWG0Eiafw9OlT/7G3SNxD+tuVSqW5j0laTqkJaTDTalFlMwAAAAAAAAAsB0HiKfTXK/TKO4zT38Y0zYUEVvtLTfQHsReh0WhIkorF4kK3AwAAAAAAAGDxCBJPIZlMDgR6vaDpfbwMX+nhLOJaraZSqTTxaur9pSZyudxEr51Eo9GQ4zgyDEMvXrxY2HYAAAAAAAAALAdB4ilVq1X/8cnJyb3tXNdVrVaTdFuaYdyCcplMRoVCQZVKRYlEYmCxu4f0l5qYJFPZsizF43HFYjFlMpmx5TMcx9HR0ZEk6fXr1yxaBwAAAAAAAKyBd8IewKoyTVP1el25XE62batSqYwsv3B4eCjpNnjbn1E8ynDpilevXo0NKnv6S01MWsqiXq/7wWjLspRKpZTP5weC4N7PcrmcdnZ21Gq1ZJrmRNvB+vjZ2Z+HPYSFevfZ74Y9BGAqjuPIsizV63U1m82whwMAAAAAWCFkEs8gm82q2WzKMAyVSiU/YOwFbVOplGzbVjKZ1Nu3bx/MvB3+edBAbH+pif56yUGMKk1Rq9UUj8eVy+VUKBSUSqWUyWSUz+cJEAMrptFoKB6Pq1KprES/mJxt28pkMkokEioUCoFq5WMzcd0CAAAAuA9B4hml02ldX1+rXC7LcRwdHh76AdadnR3V63W1Wq1ApRnq9bpM05RhGCoWi4GzgvszlCfNJE6n02q328rn8/62PbZt6+rqSi9evPD3kRITwGxc152olMysTk5O5LrunbsDotovJpdMJtVsNnkv8CCuWwAAAAD3odzEnBSLxZHlJibhBWwnNettxaZp8oERWJJcLqdyuaxkMrmU7ZXLZZXL5YnvMgirX0yPuzzwEK5bAAAAAPchSAwAS1IqlZZeCiCdTk98h0GY/QJYHK5bAAAAAPeh3AQALEGj0aAOKAAAAAAAiCSCxACwYI1GQ0dHR/5zr3Z5PB4faGdZlnK5nGq1mqTbhShjsZgymcyd/jKZjHK5nDKZjFKplP+aYY7jqFQqKZVK3fmZ67qq1WrKZDL+62u1mhKJhGKxmL/45jL79VQqFX8xtlQqpUKhoEajMXE9Z9d1lcvl/K9EIuEv8DbKJMe20Wgol8upVCpJ+sUCcrFY7M7iYI7jqFAoKB6P++/pffvijcHbbqlUGnjdLNnoruuqUCgMvBfz+OOFbdv+GGOxmBKJhD/OSqVy52f9x9R1Xf+4JRKJgeMS9JrwtuO9Z4lEYuAYjjoOUTlHpdne83n9PpCCHe9JrykAAAAAq4FyEwCwYNlsVul02g8Kv379eqAmcaVSUbValeM4kqRMJqNMJqPz83NJt4Ebx3FkmqYfMLq+vvYXkiyVSioUCnJd16+Nbtv2QHmL4UUnLctSqVTyA2FekMlxHKXTaVmWJdu2lUqlBra1qH77eQGsVqsl6RfB2OHAV6/Xe/DYe8E777i4rqtUKqWrq6s7bYMeW8uyVC6X/WOQz+f9Y5JOp2Wapmq1mkqlkgzD0M7OjkqlktLptPL5vBqNhizL0uHhob+Po46tF4A0DEOmacq2bVmW5W9/0jr43ntTLpf9861QKKhUKuns7GxgLJNKJpOq1+t+MLFcLvtlDbyFWL33tVqtDpQ8MAxD9Xpd8Xhc9XpdhmFMdE3Ytq1cLucv4Cfdvs9HR0cqFAqq1+t+v/3HIQrn6Kzv+bx+H0xyvCe5pgAAAACsjlgvyKdsYIH29/d1eXmpra0t7e7ujm17fHys4+Pjibfx4Y8+DtTu+dc+mLjvTfOzsz8PewgL9e6z311Iv67r+kHiVqt1Z+G6/p97i0mm02lVKhW1221Vq1VZlqVMJiPDMHR9fe2/1nEcP7DU/33pNhOwVquN/JkkxeNxua7rB+q84J3runr8+LFc1x0ZnFpUv6VSSZVKRfV6Xdls1v9+LpdTo9GQaZp+YG5U8K5frVZToVBQu90eWNTNsixVq1XV6/WB7016bPszPIfH23980un0wLa8PiXdGZskxWIxf//6/6DgBeO8QN6o/fKCtMP/tXvbHD73+s+7YrGocrk85og+LJFIyHGckX15Pxv1vnuB2/5AdZBrQpLfZtR56L1H6XT6ziKvUThHPdO85/P+fRDkeE9yTS3T6empTk9Px7bpdDq6ubnR3t6eLi4uljQyrAJvHrrocyPo/GlR8xAAABCeZc03ZkW5CUTGzc2NLi8vx351u92whwkshGEYfkCpf3GpYrHoB8M8w0HFnZ0dSbdBnuFb3e+7rXy4r3w+fye78+DgQNJtYGrYovptNBoDr/d4t7J7wbIgwTevf69Pj5ftO27cnnHHtv/96g8WSrcBQ+91L1++vLON/szs+7x48WIgoGsYxkCgc5KArpfVPPzHif7v3VeiYBLe+zSqL+9nw+ez973hcgVBrolSqSTXdZXP50eOxztGlmXdOQ+icI4Om+Y9n9fvgyDHe5prahm63e6D84ebm5vQxgcAAACsAoLEiIytrS3t7e2N/dre3g57mMDC3RfISafTarfbd8oCeEEpSXdu+fYCRtPwgj79/S+6X+97w/vRH8QLelu7l61bKpX8usGe4WDbLMd2VDDwoePj/XzUMfD6G9WvaZp+ENErBRCEVyvXqx/b/+UFqkcFFSflBWtd171TR9cLMDqOMxAc99reF+iV7r8mvGDlkydPRv48mUz659vZ2VnAvVjeOeqZ5j1f5O+D+473JNfUMm1vbz84f9jaYsoLAAAAjMOMGZGxu7uri4uLsV/TlJoA1kl/tp5XB3WS4NeqGJdhGzRjMZ/P+8G1SqUysJjaQ/0u+thOk2Xq8YKRowKYo3jH0gsqDn/1ej3/a5ZxSbf75WVV92cMewvFeWPv/9mrV68GAqyTCHIMvPf1oYXoJjWPczSo+97zZf8+mPSaWpbj4+MH5w8PlbMCAAAANh1BYgBYMbVaTYlEQldXV6rX63rx4kXYQ5obL5t0uCSBl+E6XNbhIa1Wy3+N4zj+ImX3ZcyuwrF99OjRRO29bNKgQeVZeWUXvOxl6fa4ZrNZP9v01atXfvtyuTzVcR6XMdvPC6TOa2G1eZ+jQYx7z5d9zk56TQEAAABYDQSJAWCFZDIZFQoFNZvNsbfnrypvsSzHcZTL5eQ4jlzXVS6XUzKZnGphrHq9rnq97gcLG43GyNvpV+3YenVzHzKutMUipNNpPyPZCwafnJz49XZN05Trumo0Gn427nCt5CD6s2hH1Q72eGOZV3bvIs7RoIbf87DO2aDXFAAAAIDVQZAYAFZEqVTya7eGuUjUojWbTSWTSe3s7Pi1TwuFwp3aqw/pLweQzWbVbrdVLBYl3QZM+xdXW6Vj6wVEgwZWh0sS3McrCTEP/dm2jUZDBwcH/nj7F7AbtWDdJLx9G1fywAuOBw2qBzGvczSoUe95GOfsJNcUsGo6nY729/fHfp2enoY9TAAAEDGnp6cPziE6nU7YwwzknbAHAACbZtrb3r0An7d41LrK5XIDWYrTqlarKpVKA/2Uy2U5jqNGozGQfbpKx9YLiAYNrhqGIdM05TiOjo6OBjJ9++VyuTslFKZVKBRUqVRk27aOjo4Gsmvz+bwf4JSk6+vrmbZTKpVk27Ycxxl5zniBzeGF1mYxr3M0qFHveRjn7CTXFLBqbm5udHl5ObZNt9td+Dh+dvbnD7Z599nvLnwcAAAgmG63++AcYlWQSQwAS9AflOvPxpukBIAXXB5emOrk5MR/PFwX1HvNNPVCxwWzF9VvoVC4N9g3jVFBz0wmI0l68uTJnTFNc2yn4fX12WefPdimn2VZchxHxWJxomPk1QJ2XVepVGrgHLRtW6lUyi8F4SkUCkqlUmOzj+9jmqa/2NrOzs7AwnSGYfjPs9nsTIvl9R8Hbx/7ecHjSY/XMs/RfpO858v+feAJek0Bq2Zra0t7e3tjv7a3t8MeJgAAiJjt7e0H5xBbW6sRfl2NUQLAGvACYycnJ6pUKspkMgNBYi9wc98t60+fPpV0G/hKJBLK5XJKJBIDgZlcLufXSZUGa7WOCgx57UYFq73vjQqYLarfV69eybZtxWIxxeNxJRIJpVIpf3GsSqUyUYCrUqncKUVQr9eVTCYHFhib5th64xi3/5J0fn5+5+dBFpMrlUoDt+9blqVcLqd8Pj8yIDrqXPJks9mBxcZSqZRisZhisZhSqZQODg4G+mw0GqrVarJte+pFybys11Fj9X72UDb0Q9eEdFv6wTRN1Wo1VSoV//tezeCHjlfY52i/Sd7zRfw+CHK8g15TwKrZ3d3VxcXF2K/j4+OwhwkAACLm+Pj4wTnE7u5u2MMMhCAxACxJtVpVMpmU67o6OztTqVRSOp1WpVIZuGW8VqupUCjcyeCsVqvK5/MyDENXV1fa2dlRq9VSNpsdCCAVCgW5ruvf8u85PDz0n9u2rUwm4weFGo2GnyHpBde8bFMvUOg4jmzbXki/npcvX/qZpa7r+tu0LEuNRkOlUkmPHz8OFIRLJBLKZrPK5XL+Al+ZTEbJZPJOEGyaY+sFyizLUqFQ8PerUqno6Oho4DXe8bEs697jM6xararVaimRSCgej6tUKqlcLt/J5HQcR4VCYSDg2v+eeOr1ur/ommEYfkZvs9m802c6nR6ofzuu5u99stms0un0yMCh97P+DON+Qa8J6TZrud1uq1wuq9ls+kHbQqHg1z3uF6VzdFjQ99xrO6/fB0GP9yTXFAAAAIDVEuv1er2wB4HNtr+/r8vLS+3t7eni4mIh2/jwRx8Havf8ax8sZPsAgrEsS/V63a9zenV15Qfbrq6u1G631Wg0lE6n51Y/N2ri8bhc1/WDgGFLJBJ+pigWc45G7T1fR8uYa2A1LevcCFJrOChqEgMAsFpWZS7KwnUAgEhoNBo6OjryFzK7LyjpLVaGxXMcR4ZhECD+7zhHAQAAAKwryk0AAELnuq5yuVygxcC8cgFYLK9EQb1eD3sokcA5CgAAAGCdESQGAITOWyDMtu2RdWc9jUZDZ2dna31L/rSLns3bycmJ6vV6oKDoJljkORqV9xwAAADA5iJIDAAInWma/gJnuVxO8XhcuVxOhULBXyQrHo/rzZs3a53ZWqvV/MfVanXkgnbLUi6X/QXasLhzNErvOQAAAIDNRZAYABAJ9Xpd9Xpd6XRa0m1GpmVZkqRMJqO3b9+qXC6HOcSFSiQSKhQK/nPbtpVIJJRKpUIcFfrN+xzlPQcAAAAQFSxcBwCIjGw262drbpp2ux32EBDAPM9R3nMAAAAAUUEmMQAAAAAAAABsMILEAAAAAAAAALDBKDeByOh0Otrf3x/b5vj4WMfHx0saEQAAiLrT01Odnp6ObdPpdJY0GgAAAGA1ESRGZNzc3Ojy8nJsm263u6TRAACAVdDtdh+cPwAAAAAYjyAxImNra0u7u7tj22xvby9pNAAAYBVsb29rb29vbJtOp6Obm5sljQgAAABYPQSJERm7u7u6uLgIexgAAGCFBClFtb+/T7YxAAAAMAYL1wEAAAAAAADABiNIDAAAAAAAAAAbjCAxAAAAAAAAAGwwgsQAAAAAAAAAsMEIEgMAAAAAAADABnsn7AEAAAAAAKS/+vTtg23SSxgHAADYPGQSAwAAAAAAAMAGI0gMAAAAAAAAABuMIDEAAAAAAAAAbDBqEgMAAADYaJ1OR/v7+2PbHB8f6/j4eEkjAgAAq+D09FSnp6dj23Q6nSWNZjYEiQEAAABstJubG11eXo5t0+12lzQaAACwKrrd7oNziFVBkBgAAADARtva2tLu7u7YNtvb20saDQAAWBXb29va29sb26bT6ejm5mZJI5oeQWIAAAAAG213d1cXFxdhDwMAAKyYIOWo9vf3VyLbmIXrAAAAAAAAAGCDESQGAAAAAAAAgA1GkBgAAAAAAAAANhg1iREZnU5H+/v7Y9sEqfUCAAA2x+npqU5PT8e26XQ6SxoNAAAAsJoIEiMybm5uHizk3e12lzQaAACwCrrd7kosBAIAAABEGUFiRMbW1pZ2d3fHttne3l7SaAAAwCrY3t7W3t7e2DadTkc3NzdLGhEAAACweggSIzJ2d3d1cXER9jAAAMAKCVKKan9/n2xjAAAAYAwWrgMAAAAAAACADUaQGAAAAAAAAAA2GEFiAAAAAAAAANhgBIkBAAAAAAAAYIMRJAYAAAA2XCKRUCwWU6PRmPi1lUpFmUxG8XhcsVhMiURCuVxOlmVNPZ5F9AkAAID7ESQGAAAANlipVJLjOBO/zrIsxeNxlUolSVK9Xle73Va5XJZt28pkMspkMnJdN9Q+AQAA8LB3wh4AAAAAgHBYlqVKpTLV6zKZjCQpn8+rWq36PzNNU9lsVqlUSpZlKZVKqdVqyTCMpfcJAACAYMgkBgAAADaQ67rK5XIzvc40zYFgbr96vS5Jchznwe0sok8AAAAER5AYAAAA2EBHR0fa2dmZOBs3l8v55R68shCjeNm/0m2WcK1WW2qfAAAACI4gMQAAALBharWaGo2Gn5kblOM4A4vHPX36dGz7Z8+e+Y/vC/4uok8AAABMhiAxAAAAsEEcx1GhUFCxWFQymZzoteVy2X+cTqcfzEL2sn6l25ISjUZjKX0CAABgMgSJAQAAgA2Sy+WUTCYHgrNB9Zd3CBpgNk3Tf3x2draUPgEAADAZgsQAAADAhiiVSrJte+IyE5Jk2/bA8ydPngR6XX/gdzjrdxF9AgAAYHLvhD0AAAAAAItn27YqlYqq1epAJm5Q/XWDJQXuY7idbdt+kHcRfUbRX336NuwhAAAAjEUmMQAAALABDg8Plc1mlc/np3r9mzdvBp4/VDvY8+jRo4Hn5+fnC+0TAAAAkyNIDAAAAKy5XC4nSXr58uXUfTiOM/B82qzfdru90D4BAAAwOcpNIDI6nY729/fHtjk+Ptbx8fGSRgQAAKLu9PRUp6enY9t0Op0ljSaaGo2GGo2Gms1m4EzdUYYDutNyXXehfQIAAGByBIkRGTc3N7q8vBzbptvtLmk0AABgFXS73QfnD5vMdV3lcjnl83ml0+mZ+5rGcGD66upqoX1OI0iyQhAkNAAAsD6CJCMEsSoJCwSJERlbW1va3d0d22Z7e3tJowEAAKtge3tbe3t7Y9t0Oh3d3NwsaUTRcnh4KNM0Va1Wwx6KbxFZv7P2GSRZIQgSGgAAWB+bloxAkBiRsbu7q4uLi7CHAQAAVkiQzM39/f2NmuB7KpWKbNtWq9WaS3+GYcwlwNufBbyIPqcRJFkhCBIaAABYH0GSEYJYlYQFgsQAAADAmrFtW6VSSeVyWclkci597uzszCWgu7Ozs9A+p0GyAgAAGDavMlKrkrCwFfYAAAAAAMxXLpdTMplUsVicW5/TZusOB4GHM4nn3ScAAAAmRyYxAAAAsEYqlYocx1E6nVYul3uwfX/A9eTkRGdnZ/7zZ8+eKZvNSpIODg5k2/bA64IEZ4cXlUskEv7jRfQJAACAyREknpNKpaJms6nz83O5rivTNJVMJlUoFGZeSXoeHMdRoVBQs9kM1D7q+wMAAIDRPvvsM0mSZVkTv9a27YGgrWmafpA4lUoNtHUcJ1Api3a7PfC8fy65iD4BAAAwOcpNzMiyLMXjcZVKJUlSvV5Xu91WuVyWbdvKZDLKZDILWcVZus22iMViD34lEgmZphn5/QEAAEA0HRwcDDx3HCfQ6/rnjYZhDMxJF9EnAAAAJkeQeAaWZfkB03w+r2azqXQ67WdctNttJZNJWZalVCq1kMBqrVYL3NYL/N4nCvsDAACA2ZTLZfV6vcBf/QHWer0+8LNyuez/LJlMDpSCePPmTaDxnJ+f+4+Hg8KL6BMAAACTI0g8Jdd1/RpvpmmqWq2ObFev1yXdZkUEqQk3qZOTk0DtvGDvfaKyPwAAAIiup0+f+o/7y1KM099uVNLCIvoEAADAZAgSTymXy/mZtOMmpv113CzLmijz9yG1Wk2u66pYLKrZbI798oK7Ud4fAAAARFuhUPAfB6l53N/GNM2RtYMX0ScAAAAmQ5B4Co7jDExO+7MfRnn27Jn/eJ6ZDuVyWaZpqlwuK51Oj/0at0p0VPYHAAAA0ZZMJgeCso1GY2z7/kSF++aNi+gTAAAAkyFIPIX+2mwPBWAl+Zm30m1Zh4cmvkE0Gg05jjOXiXEU9gcAAACrob8s2bjSZ67r+nedpdNp5fP5pfYJAACA4AgST6G/xEIymQz0mv56wGdnZzOP4eTkRIZhPJj1G0QU9gcAAACrwTRNP5vXtm1VKpWR7Q4PDyVJhmE8WPpsEX0CAAAgOILEExpeTOPJkyeBXtcffJ0189a2bdm2Ldd1FY/HlUgkVCgUpuo3CvsDAACA1ZLNZtVsNmUYhkqlknK5nD8/tSxLqVRKtm0rmUzq7du3D96ptqg+AQAAEAxB4gkNL6bRn1E7znC7oCs3jzJcYsJxHNVqNeVyOcViMX9CHUQU9gcAAADhabfb6vV66vV6A2XFHpJOp3V9fa1yuSzHcXR4eKh4PK5cLqednR3V63W1Wq2JgrmL6BMAAAAPeyfsAayaN2/eDDwPOkF99OjRwPPz8/PApR36DS8yN0qj0VCj0VA+nx+o7zZK2PsDAACA1VYsFlUsFiPfJwAAAO5HkHhCjuMMPJ8287bdbk+1fdM0Va1W5bqu2u22LMu6MyZPrVbT+fm5Wq3Wvf2FvT8AAAAAAAAAwkWQeEL3BWQn5bru1K8dXsXZW+X55OTkTr+2bSuTyajZbI7sKwr7AwAAAAAAACA81CSe0LTB0OEyDldXV7MPpq/vYrGo6+tr1ev1O9uyLOveFaKjuD8AAAAAAAAAlodM4pAsKvM2m80qnU7r8PBwYDG5k5OThdZ1m8f+dDod7e/vz9zP8fGxjo+PZ+4HAACE6/T0VKenpzP30+l05jAaAAAAYH0RJJ6QYRhzCYguckVmwzDUarWUSqX8QLHrurIsS+l0+k7bqOzPzc2NLi8vZ+6n2+3O3AcAAAhft9udy9wAAAAAwHgEiSe0s7Mzl6Dqzs7O7IN5wMuXL5VKpfznzWbzTpA4SvuztbWl3d3dmfvZ3t6euQ8AABC+7e1t7e3tzdxPp9PRzc3NHEYEAAAArCeCxBOaNmN2OBC7yExiTzKZVDqdlmVZkkYvUhel/dnd3dXFxcXM/QAAgPUwrxJS+/v7ZCQDAAAAY7Bw3YQODg4GngfNwh1e2C2RSMxrSGNlMpmxP1+1/QEAAAAAAAAwXwSJJ9RfvkEanZ07SrvdHng+XPZhUUzT9B+PKgmxavsDAAAAAAAAYL4IEk9oOPM2aFC1P0PXMIyB4O0i9W9nVEmIVdsfAAAAAAAAAPNFkHhCyWRyINj65s2bQK87Pz/3Hw8HZhepf7ujSk+s2v4AAAAAAAAAmC+CxFN4+vSp/9i27UCv6W9XKpXmPqb79JeFuK8kxCrtDwAAADBvnU5H+/v7Y79OT0/DHiYAAIiY09PTB+cQnU4n7GEG8k7YA1hFhUJBtVpNkmRZ1oPt+9uYprnU+r2NRkOSVCwW722zSvsDAAAAzNvNzY0uLy/Htul2u0saDQAAWBXdbvfBOcSqIEg8hWQyqXQ67QdLG42Gstnsve3r9br/+KGs21qtpna7rUKhMHOd30ajIcdxZBiGXrx4cW+7Re4PAAAAEHVbW1va3d0d22Z7e3tJowEAAKtie3tbe3t7Y9t0Oh3d3NwsaUTTi/V6vV7Yg1hFjuMokUhIug2ytlqtke1c11U8Hpd0W+6h2Wze22cmkxnI0r2+vh6oF2xZlnK5nFzXVTqdVrlcVjKZvHd8qVRKruuq1Wrd226R+xPU/v6+Li8vtbe3p4uLi5n7G+XDH30cqN3zr32wkO0DAIDwLGOugdW0rHPDKv/R3PpKl+bXFwAAWLxVmYtSk3hKpmn6GbW2batSqYxsd3h4KEkyDGMgA3eU4VIPr169Gnher9fluq7fNpVKqVAojOwnlUppZ2dH7Xb7wQDxovYHAAAAAAAAQPQRJJ5BNptVs9mUYRgqlUrK5XKybVuu6/qBWtu2lUwm9fbt24Gs4FGGfz5cbiKXy915Ta1WUzweVy6XU6FQUCqVUiaTUT6fV6vVmqhkxbz3BwAAAAAAAED0ESSeUTqd1vX1tcrlshzH0eHhoR+03dnZUb1eV6vVChRQrdfrMk1ThmGoWCzeWRAunU6r3W4rn8/77Ty2bevq6kovXrzwxzNNEHee+wMAAAAAAAAg+li4bk6KxaKKxeJMfXhB4HFM01S1Wp1pO0HMY38AAAAAAAAARB+ZxAAAAAAAAACwwQgSAwAAAAAAAMAGI0gMAAAAAAAAABuMIDEAAAAAAAAAbDAWrkNkdDod7e/vj21zfHys4+PjJY0IAABE3enpqU5PT8e26XQ6SxoNAAAAsJoIEiMybm5udHl5ObZNt9td0mgAAMAq6Ha7D84fAAAAAIxHkBiRsbW1pd3d3bFttre3lzQaAACwCra3t7W3tze2TafT0c3NzZJGBAAAAKwegsSIjN3dXV1cXIQ9DAAAsEKClKLa398n2xgAAAAYg4XrAAAAAAAAAGCDESQGAAAAAAAAgA1GkBgAAAAAAAAANhhBYgAAAAAAAADYYASJAQAAAAAAAGCDESQGAAAAAAAAgA1GkBgAAAAAAAAANhhBYgAAAAAAAADYYASJAQAAAAAAAGCDESQGAAAAAAAAgA1GkBgAAAAAAAAANtg7YQ8AAAAAAMLU6XS0v78/ts3x8bGOj4+XNCIAALAKTk9PdXp6OrZNp9NZ0mhmQ5AYAAAAwEa7ubnR5eXl2DbdbndJowEAAKui2+0+OIdYFQSJAQAAAGy0ra0t7e7ujm2zvb29pNGM97OzPw/U7t1nv7vgkQAAgO3tbe3t7Y1t0+l0dHNzs6QRTY8gMQAAAICNtru7q4uLi7CHAQAAVkyQclT7+/srkW3MwnUAAAAAAAAAsMHIJEZksGAIAACY1DotFgIAAACEhSAxIoMFQwAAwKTWabEQIIi/+vRtoHbpBY8DAACsF4LEiIxVWjAEAABEwzotFgIAAACEhSAxIoMFQwAAwKTWabEQAAAAICwsXAcAAAAAAAAAG4wgMQAAAAAAAABsMILEAAAAAAAAALDBCBIDAAAAAAAAwAYjSAwAAAAAAAAAG4wgMQAAAAAAAABsMILEAAAAAAAAALDBCBIDAAAAAAAAwAYjSAwAAAAAAAAAG4wgMQAAAAAAAABsMILEAAAAAAAAALDBCBIDAAAAAAAAwAYjSAwAAAAAAAAAG4wgMQAAAAAAAABsMILEAAAAAAAAALDBCBIDAAAAAAAAwAZ7J+wBAJ5Op6P9/f2xbY6Pj3V8fLykEQEAgKg7PT3V6enp2DadTmdJowEAAABWE0FiRMbNzY0uLy/Htul2u0saDQAAWAXdbvfB+QMAAACA8QgSIzK2tra0u7s7ts329vaSRgMAAFbB9va29vb2xrbpdDq6ublZ0ogAAACA1UOQGJGxu7uri4uLsIcBAABWSJBSVPv7+2QbYyzKngEAgGmsU+kzgsQAAAAANhplzwAAwDTWqfQZQWIAAAAAG42yZwAAYBrrVPqMIDEAAACAjUbZMwAAMI11Kn22FfYAAAAAAAAAAADhIUgMAAAAAAAAABuMIDEAAAAAAAAAbDCCxAAAAAAAAACwwQgSAwAAAAAAAMAGI0gMAAAAAAAAABuMIDEAAAAAAAAAbDCCxAAAAAAAAACwwQgSAwAAAAAAAMAGI0gMAAAAAAAAABuMIDEAAACw5mzbVqFQUCKRUCwWUywWUyKRUKlUkuu6U/dbqVSUyWQUj8f9PnO5nCzLilSfAAAAGI8gMQAAALCmXNdVLpdTKpVSrVaT4zj+zxzHUaVSUTweV61Wm6hfy7IUj8dVKpUkSfV6Xe12W+VyWbZtK5PJKJPJTBSAXkSfAAAACOadsAcAAAAAYP5c11UqlRoIDN+nUCio1WqpWq0+2NayLGUyGUlSPp8feI1pmspms0qlUrIsS6lUSq1WS4ZhLL1PAAAABEcmMSKj0+lof39/7Nfp6WnYwwQAABFyenr64Pyh0+mEPcxQ5HI5OY6jZDLpZ+W2223V63UVi8U77Wu1mhqNxtg+vcxk6TZ4e19QuV6vS7rNVvbaL7NPAAAATIYgMSLj5uZGl5eXY7+63W7YwwQAABHS7XYfnD/c3NyEPcylq9VqsixLxWJRrVZL2WxWpmn6WbnlclntdlvJZHLgdUdHR2P7zeVyfrkHryzEKN52pNss4XHlLBbRJwAAACZDkBiRsbW1pb29vbFf29vbYQ8TAABEyPb29oPzh62tzZvylstlpdNplcvle9uYpuln53pc1713gTjHcQZ+9vTp07FjePbsmf/4vuDvIvoEAADA5KhJjMjY3d3VxcVF2MMAAAAr5Pj4WMfHx2Pb7O/v6/LyckkjCp9t23IcR61W68G2pmmqXC4PBFxt21Y6nb7Ttj/gnE6nH6wJ7GX9SrfB50ajMfC9RfUJAACAyW1eWgUAAACwxs7OzpTP5wMv7DYcEP7ss89Gtusv7zBcpuI+pmkOjGsZfQIAAGByZBIDAAAAa+TZs2cDgdSHDAdnE4nEnTa2bQ88f/LkSeC+HceRpDuL4i2iTwAAAEyHIDEAAACwRoJm5Hq8ReM8owLMw3WKgwahh9vZtu2PbxF94hd+dvbngdq9++x3FzwSAACwCig3MSeVSkWZTEbxeFyxWEyJREK5XO7ehT/mxbZtFQoFJRIJxWIxf9ulUunOhH/eHMdRJpNZ6DYAAACwWF5WrmdUPeI3b94MPA9ayuLRo0cDz8/PzxfaJwAAAKZDkHhGlmUpHo/7i33U63W1222Vy2XZtq1MJqNMJjP3gK3rusrlckqlUqrVagOTe8dxVKlUFI/HB+q8TdK3F3Ae95VIJCa6lREAAADR0x9kzefzI9sMB5Knzfptt9sL7RMAAADTodzEDCzL8jNp8/m8qtWq/zPTNJXNZpVKpWRZllKplFqtVuAMiXFc11UqlbozsR6lUCio1WoNjO0hkwSW+1fCBgAAwOrpnyfeN7cLMu8Moj9xYhF9AgAAYDpkEk/Jy+SVbgPC9wVh6/W6pNtJsNd+VrlcTo7jKJlM+pnL7XZb9XpdxWLxTvtarTbRoh4nJyeB2qXTaTKJAQAAVpjjOP4CcuVy+d653bSB2OEEiaurq4X2CQAAgOmQSTylXC7nT2zHZdN6GcWNRkOWZalWq917G18QtVpNlmWpWCyqXC6P3FahUFAulxtYMfro6EjZbDZQ/67rqlgsPlhv+ODgYLqdAAAAQCR480nTNEcmG8zbIrJ+59Fnp9PR/v7+zP0cHx/r+Ph45n4AAED4Tk9PdXp6OnM/nU5nDqNZPILEU3AcZ2BBuqdPn45t/+zZMz+Tt1QqzRQkLpfLSqfTdwLE/UzTVL1eVyKR8L/nuq4syxq5EMlw/6Zpju0fAAAAq8+2bdVqNRmGoWazObatYRhzCcb2ZwEvos9p3dzc6PLycuZ+ut3uzH3My199+jZQu/GfDgAA2Fzdbncu84NVQZB4Cv0B1HQ6/eDEtD+D13VdNRqNQFm9w2zbluM4arVaD7b1Ar39Wc62bY8NEjcaDTmOM1H9YgAAAKymo6MjSdLr168fLCG2s7Mzl4Duzs7OQvuc1tbWlnZ3d2fuZ3t7e+Y+AABANGxvb2tvb2/mfjqdjm5ubuYwosUiSDyF/oXdkslkoNeYpukvznF2djZVkPjs7Ez5fD5wtsRwQPizzz4b2/7k5ESGYTyYGQ0AAIDVVigUZNu26vV6oPnstNm6w0Hg4Uziefc5rd3dXV1cXMzcDwAAWB/zKiO1v7+/EhnJLFw3of46v5L05MmTQK/rn3xPsohcv2fPnk1UBmJ4wt9ffmKYbduybVuu6yoejyuRSKhQKEw9VgAAAERTrVZTrVZTtVoNnLgwvBZF0Azg4UXl+ueji+gTAAAA0yFIPKH+WsSSHrw17752w8HmIJLJ5ESZEsMT7XFjHV58z3Ec1Wo15XI5xWKxOwvhAQAAYPVYlqVCoaBqtTrROhmpVGrguXeH3EPa7fbA8/473RbRJwAAAKZDkHhCb968GXgeNGj76NGjgefn5+fzGtK9hifa902ghxfiG6XRaCiVSqlQKMxtfAAAAFge27aVyWRULpcnXkh5OOs3aEC3P2nBMIyBpIVF9AkAAIDpECSe0PDkddpM4uEMiEXoD0SP+yBgmqaq1ar/gWHcPtVqtTtZHwAAAIg2x3F0eHioYrGoYrE48euH72gbTpy4T/98dDgovIg+AQAAMB2CxBMKmuHwkHms5PyQarXqPx4uJzEsn8+rWCyqWq2q3W7r+vpa5XJ5ZKa0l4UCAACA6HMcR6lUSvl8PvD6Fo7jqFKpDHyvf3HjoGXI+tuNmo8uok8AAABM7p2wB7Bqpg3uDgdbhxfcmDfHcfwJdLlcnvg2PMMw/EyTRqOho6OjgX23LEuVSmWqTJT7dDod7e/vz9zPvFafBAAA4To9PdXp6enM/XQ6nTmMZjW5rqtMJqOnT59OtAByLpfTy5cvB75XKBRUq9Uk3V2nY5T+NqZpjix9tog+AQAAMDmCxCFZdCax9yHANM2ZA7nZbFbpdFqHh4cDmRsnJydzDRLf3Nzo8vJy5n663e4cRgMAAMLW7XbnMjfYVK7rKpVKyTRNlUqlQHfEOY7jZ+cmk8mBnyWTSaXTaT9Q22g0lM1m7+2rXq/7j+/L+F1EnwAAAJgcQeIJGYYxlwBv0AXvpmHbtmq1mgzDULPZnEufhmGo1WoplUr5gWLXdWVZ1twyOLa2trS7uztzP9vb23MYDQAACNv29rb29vZm7qfT6ejm5mYOI1oth4eHchxHjuMokUhM9Nr+smXD3/f6Ojk5uTeg67qunyGcTqfHro+xiD4BAAAwGYLEE9rZ2ZlLkHhnZ2f2wdzj6OhIkvT69eu5r/b88uXLgYXrms3m3ILEu7u7uri4mEtfAABg9c2rhNT+/v7GZST3/2F/GvcFYE3TVL1eVy6Xk23b95YfOzw8lHSbaNCf/busPgEAADAZFq6b0LQZwMOB5UVlEhcKBdm2rXq9fucWwXnwbgn0zGshPwAAAMyHF2yd1kMZutlsVs1mU4ZhqFQq+dvz7jLzAtTJZFJv374NNO9dRJ8AAAAIjiDxhA4ODgaeB80qHl6obtJb/oKo1Wqq1WqqVqtja7nNKpPJLKxvAAAAzKZer6vX6039dV+piX7pdFrX19cql8tyHEeHh4eKx+PK5XLa2dlRvV5Xq9WaKJi7iD4BAAAQDOUmJtRfakG6zaQNkrHbbrcHns97JWbLslQoFFStVhden62/hMUiy2YAAAAg2orF4lwXMl5UnwAAABiPTOIJDWcSBy230J9xbBjGXGsF27atTCajcrm8lAU8+sdOJgcAAAAAAACw2ggSTyiZTA4ERt+8eRPodefn5/7j4UDzLLxb8ZaZcdG/L5SeAAAAAAAAAFYbQeIpPH361H8cdFGQ/nalUmku43AcR6lUSvl8XuVyOfBrKpXKTNvtL50x77IZAAAAAAAAAJaLIPEUCoWC/9iyrAfb97cxTXMugVXXdZXJZPT06dPAAWLpdrXrWbffaDQkiVpxAAAAAAAAwBpg4bopJJNJpdNpP/jbaDSUzWbvbV+v1/3HD2UR12o1tdttFQqFe+sWu66rVCol0zRVKpUC1UV2HMffdpCF9u7TaDTkOI4Mw9CLFy+m7ieqPvzRx4HaPf/aBwseCQAAAAAAALAcBImnVK1WlUgkJEknJyf3Bold11WtVpN0W5ph3MJymUzGDzxXKhVdX1+PXBju8PBQjuPIcRx/DJOMu59lWcrlcnJdV+l0WuVy+d4gsuM4Ojo6kiS9fv2aResAAAAAAACANUC5iSmZpulnCNu2fW+d38PDQ0mSYRgDGcWjDJeuePXq1Z02qVQqcB3kUYaD1PV6Xa7r+ttPpVID5TT6x5ZKpbSzs6N2uz1TNjIAAAAAAACA6CBIPINsNqtmsynDMFQqlZTL5WTbtlzX9YOqtm0rmUzq7du3D2beDv98uNyE1/+0RmUx53K5O9+r1WqKx+PK5XIqFApKpVLKZDLK5/NqtVr3lsEAAAAAAAAAsHooNzGjdDqt6+trVSoVnZ2d6fDwUK7ryjAMHRwcqF6vj61X3K9er6tQKOjq6kr5fP7OAnMPZSJPO/52u61yuSzLsnR1deVnFnsB7hcvXiidTlNeAgAAAFgzPzv780Dt3n32uwseCQAACBNB4jkpFosqFosz9eEFbJfNNM07tYoBAAAArL+/+vRtoHbph5sAAIAVRrkJAAAAAAAAANhgZBIDAAAA2GidTkf7+/tj2xwfH+v4+HhJIwIAAKvg9PRUp6enY9t0Op0ljWY2BIkBAAAAbLSbmxtdXl6ObdPtdpc0GgAAsCq63e6Dc4hVQZAYAAAAwEbb2trS7u7u2Dbb29tLGg0AAFgV29vb2tvbG9um0+no5uZmSSOaHkFiRAa3+QEAgEmt0y1+CM/u7q4uLi7CHgYAAFgxQeJU+/v7K5FtTJAYkcFtfgAAYFLrdIsfAAAAEBaCxIgMbvMDAACTWqdb/AAAAICwECRGZHCbHwAAmNQ63eIHAAAAhGUr7AEAAAAAAAAAAMJDkBgAAAAAAAAANhhBYgAAAAAAAADYYASJAQAAAAAAAGCDESQGAAAAAAAAgA1GkBgAAAAAAAAANhhBYgAAAAAAAADYYASJAQAAAAAAAGCDESQGAAAAAAAAgA1GkBgAAAAAAAAANhhBYgAAAAAAAADYYO+EPQAAAAAAQLR9+KOPA7V7/rUPFjwSAACwCASJAQAAAABjHfz1fwzWkCAxAAAriXITAAAAAAAAALDBCBIDAAAAAAAAwAYjSAwAAAAAAAAAG4yaxIiMTqej/f39sW2Oj491fHy8pBEBAICoOz091enp6dg2nU5nSaMBAAAAVhNBYkTGzc2NLi8vx7bpdrtLGg0AAFgF3W73wfkDAAAAgPEIEiMytra2tLu7O7bN9vb2kkYDAABWwfb2tvb29sa26XQ6urm5WdKIAAAAgNVDkBiRsbu7q4uLi7CHAQAAVkiQUlT7+/tkGwMAAABjsHAdAAAAAAAAAGwwMokBAAAAbDQWUAYAANNYp0WUCRIDAAAA2GgsoAwAAKaxTosoEyQGAAAAsNFYQBkAAExjnRZRJkgMAAAAYKOxgPL8fPijjwO1e/61DxY8EgAAFm+dFlFm4ToAAAAAAAAA2GBkEgMAAAAA5uLgr/9jsIZkEgMAECkEiYEpcBsdAAAAAAAA1gXlJgAAAAAAAABggxEkBgAAAAAAAIANRpAYAAAAAAAAADYYQWIAAAAAAAAA2GAEiQEAAAAAAABgg70T9gAAAAAAAJvlwx99/GCb51/7YAkjAQAAEpnEAAAAAAAAALDRCBIDAAAAAAAAwAaj3AQio9PpaH9/f2yb4+NjHR8fL2lEAAAg6k5PT3V6ejq2TafTWdJoAAAAgNVEkBiRcXNzo8vLy7Ftut3ukkYDAABWQbfbfXD+AAAAAGA8gsSIjK2tLe3u7o5ts729vaTRAACAVbC9va29vb2xbTqdjm5ubpY0IgAAAGD1ECRGZOzu7uri4iLsYQAAgBUSpBTV/v4+2cZAxBz89X98uNHXPlj8QAAAgCQWrgMAAAAAAACAjUYmMQAAAAAgcj780ceB2j0n4xgAgJmRSQwAAAAAAAAAG4xMYmCBgmQ/kPkAAAAAAACAMJFJDAAAAAAAAAAbjCAxAAAAAAAAAGwwyk0AAAAAACLn4K//Y6B2HwbsjzJvAADcj0xiAAAAAAAAANhgBIkBAAAAAAAAYINRbgIbIeitaue/9X9c8EgAAAAQNZ1OR/v7+2PbHB8f6/j4eEkjAgAAq+D09FSnp6dj23Q6nSWNZjYEiQEAAABstJubG11eXo5t0+12lzQaAACwKrrd7oNziFVBkBgAAADARtva2tLu7u7YNtvb20saDRblwx99HKgdC9wBAILa3t7W3t7e2DadTkc3NzdLGtH0CBIDAAAA2Gi7u7u6uLgIexgAAGDFBClHtb+/vxLZxgSJgZCR0QAAAABMj/VHAACYHUFiAAAAAAD+O5I4AACbiCAx0IcsBAAAAAAAAGwagsSIjE6no/39/bFtgtR6AQAAm+P09FSnp6dj23Q6nSWNBkCUkRACAMD9CBIjMm5ubh4s5N3tdpc0GgAAsAq63e5KLAQCYP0EKUtBSQoAwKogSIzI2Nra0u7u7tg229vbE/d7enqqv2n+v/Sr7/6Ksv/mf5x2eAPIQsC0Tk9P1e12tb29TVY8QsW5iCiZ5Xzc3t7W3t7e2DadTkc3NzezDBGY2iLmogDCwxwKWD9c17divV6vF/YgsNn29/d1eXmpvb09XVxcLKz/f7X9Rf0/vr3ciz2MIDHZCtG26PMdCIpzEVGyrLkA5zuGLePcCHMuiukwh8c4/J8CrB/morfIJAYWKEjGMdnGAAAAQHRw1yAAYBMRJAZCxiQUAAAAAAAAYSJIDKyIoMHkn/3d/zdQu3ef/e4swwEAAAA22jzvGgyyCJ5EWQoAwOIQJJ6TSqWiZrOp8/Nzua4r0zSVTCZVKBSUTqdXbtth7g9m81efvg3U7v9w9ucLHsniEegGAGA9MRcFRiOYDABYFILEM7IsS7lcTq7rKp1Oq16vyzRN2batUqmkTCbjf98wjMhvO8z9ASb1szkHuoMEnWfdZu8f/6v/77zHH1TQ4HoYxxcAsNmYiwLzQTAZADApgsQzsCxLmUxGkpTP51WtVv2fmaapbDarVColy7KUSqXUarXmNpldxLbD3B8gCsIK2i5bWPu5Kcd3VUThDxZREcYfTua9zSjvAxAUc1Gso6ivP0IwGQDgIUg8Jdd1lcvlJN1OWvsnsf3q9boSiYQcx1Eul1Oz2YzktsPcH4QjcFmKLz1e8EgAIFxhBMnnvc1V3wfvjxbYXMxFsenWIZhMIBkAVhtB4il5t8FJUqlUuredl/XQaDRkWZZqtZry+Xzkth3m/myCxn/6X/Rff/ZP+tV3f0XZf/M/buQY/m//01/qp//1H/XFX/0f9H/5P/+flr79qIwhbFE4BowhOmMIWxSOQdhjCHv7URkDwFw02sKeR87DuuzDT/4/b/Urv/ar+jf//Y8qURIkkPyf6nX90z/810D7QNB5cU5PT9XtdrW9va3j4+OwhzOVddgHaT32Yx32AbcIEk/BcRxZluU/f/r06dj2z549U6PRkHQ76Z1lIruIbYe5P5viB//pf9F/6f5U/2r7i6FNSqcdQ5CM4yDZxv/3/+n/qf/16lr/u514aEGIKIwhbFE4BowhOmMIWxSOQdhjCHv7URkDNhtz0eiLwlx2Vuu2D//X//3/ZmzbsDKOH/JX9Ya6/+W/aPtf/atIBro3xenpqS4vL7W3t7eyQb112AdpPfZjHfYBtwgST6FcLvuP0+n0g7XQstms/9h1XTUajYHvhb3tMPcH6yFIIPmf/9t/W8JIAADAqmEuCsxf0PIVQYURdA5aL3meyF4GsMkIEk+hVqv5j5PJZKDXmKYpx3EkSWdnZ1NPZBex7TD3BwAAAJuNuSiAqAgSmP7pP/2T/+9D7Qk6A1glBIknZNv2wPMnT54Eel0ymfQnst7tcVHYdpj7g830z//tvz2YecxieQAAbAbmosBqmFdm8i//8z/NpZ9VEUY2dBBeoBsA+hEknlB/vTTpNoshiOF2tm0HzpRY5LbD3B/gPkHKV0yCoDMAANHEXBTYTL/8z/8095IYD4lqneYwBcmGnreg2dUPjYtANzB/BIkn9ObNm4HnD9VM8zx69Gjg+fn5+cQT2UVsO8z9AZbFCzp7dZGDZDPfh4AzAADzw1wUwLIECUoTSF68eQel51n2I+jY5tkfwW5ECUHiCXm3tXmmzXZot9uR2HaY+wOsolmznKcNVBOcBgCsI+aiAKIkSCDZK5kRRjZ0UAS7B807ML2I7OswsrrnZZI63UGEFdQHQeKJDU9kp+W6biS2Heb+AAhuXiU45pFNvegxEBAHgM3BXBQA5u+h4PUqBLofsmn1rTdJGEF9MrpvxXq9Xi/sQaySWCw28Dzo4bMsS5lMxn+ezWZVr9dD33aY++P55V/+Zf3Lv/yLJGlra2uqPvp98Ytf1K//+q/7zzudjm5ubrQVi2nni78+5pWLc/XTv9dNr7fRYwh7+4whGttnDNEZw0Pb/+V35vd3ZO8PAw+NYZ7bDOr/d+36Y/jfxo2N237kxrC1pd3dXf/7f//3f6+f/vSnM/d/c3MjSfqlX/ol/fM///PM/WF+wp6LLnoeKkVjLjqrsP/Pmgf2IRrYh2hgH6JjHfZjrfZhw+eiZBKHJMxsh0Vse5Y+f/7zn/uPvQtnFp9//rk+//zzO9+/6fX0X7qzX9yzYAzhb58xRGP7jCE6Ywh7+1Eaw/96db2x24/MGG5udHl5ubD+++ccWC/TzkWXNQ+VovG7blbsQzSwD9HAPkTDOuyDtB77sRb7sOFzUYLEEzIMYy5B1qCLcix622Huj+fdd9/VP/7jP6r33/9qM6tRGRwAAGD1zDN7IxaL6d13353DqDBPYc9FmYcCAID7bNpclCDxhHZ2duYykd3Z2YnEtsPcH88//MM/zLx9AAAArJ6w56LMQwEAAG7N/ufyDTNtlsLw5HfaTOJ5bzvM/QEAAMBmYy4KAAAQDQSJJ3RwcDDwPGjmw9XV1cDzRCIRiW2HuT8AAADYbMxFAQAAooEg8YRSqdTAc8dxAr2u3W4PPE+n05HYdpj7AwAAgM3GXBQAACAaCBJPaDjbIehEtj8rwjAMmaYZiW2HuT8AAADYbMxFAQAAooEg8YSSyeRAzbM3b94Eet35+bn/eHgyHOa2w9wfAAAAbDbmogAAANFAkHgKT58+9R/bth3oNf3tSqVSpLYd5v4AAABgszEXBQAACF+s1+v1wh7EqrFte6B+2kOH0LIsZTIZSZJpmndqqIW97TD3BwAAAJuNuSgAAED4yCSeQjKZHFgco9FojG1fr9f9xw9lOtRqNZVKpXvrsS1i24vcHwAAAGAc5qIAAADhI5N4So7jKJFISLqd2LZarZHtXNdVPB6XdLvqcrPZvLfPTCYjy7L859fX1wM12ha57UX0CQAAAATBXBQAACBcZBJPyTRNP4vBtm1VKpWR7Q4PDyXdrrrcn/UwSn+AWJJevXq1tG0vok8AAAAgCOaiAAAA4SJIPINsNqtmsynDMFQqlZTL5WTbtlzXlWVZSqVSsm1byWRSb9++HZkV3G/456ZpLm3bi+oTAAAACIK5KAAAQHgIEs8onU7r+vpa5XJZjuPo8PBQ8XhcuVxOOzs7qtfrarVagSax9XpdpmnKMAwVi8WB2myL3vYi+wxLpVJRJpNRPB5XLBZTIpFQLpe7k7ENTMNxHGUymQfrJj6E8xSzsm1bhUJBiURCsVjMP49KpZJc1526X85NTMpxnIFzMR6PK5VKqVAo3LvWQhCci5tlGXPRMM+pRWybawSbbt2u6X7z+swBrJJ1uqYX9VltYXrAmmk2mz3DMHqSeul0utdsNnvtdrtXr9d7pmn637++vg57qFhB19fXvWw225PUk9SrVqtT9cN5ilkNn4v3fU16jnJuYhrlcvnBc7FcLk/UJ+ci5i3Mc2oR2+YawaZbt2u637w+cwCrZJ2u6UV9Vls0gsRYK81m07/Y8vn8yDbJZLInqWeaJpNmBHZ9fd0rFotz+aXOeYpZXV9f+5OVIF/3nWfDODcxjXQ63ZPUMwyjl81me8VisZfNZkeeo/V6PVCfnIuYtzDPqUVsm2sEm27drmnPPD9zAKtkna7pRX1WWwaCxFgb19fX/l9+TNO8t1273fYvxnQ6vcQRYlWVy+WeaZp+IGSWCRvnKebBOxeTyWSvXq/32u22/5fuUR8sggTnODcxDe98uy9LeFSG8UM4FzFvYZ5Ti9g21wg23bpd0555fuYAVsm6XdOL+Ky2LASJsTb6/zN96D9Rbt1BUK1Wq9dqtfzn1Wp1pgkb5ylm5Z2DxWLx3jbtdtv/a7f3ZRjG2H45NzEpb7LcbDbHtsvn8wPnYv/v1FE4FzFvYZ5Ti9g21wg23bpd073e/D9zAKtkna7pRX1WWxaCxFgL/X/VkfRg+n+9Xo/cxYjV0Gq1pp6wcZ5iHrwMk4cMn2/jgnmcm5hGNpsNVGf4+vp64Pwa9xrORcxbmOfUIrbNNYJNt27X9H1m+cwBrJJ1u6YX8VltmbYErIFyuew/TqfTD654nc1m/ceu67JaLAKbZTV1zlPMyrZtOY6jer3+YFvTNAfOOe/1o3BuYhqu66pYLD7YzjAMmaY58Pw+nIuYtzDPqUVsm2sEm27drun7zPKZA1gl63RNL+qz2jIRJMZaqNVq/uNkMhnoNf0fWM/OzuY+JmAY5ylmdXZ2pnw+H/iDQzqdHnj+2WefjWzHuYlpNJvNwG2vrq78xwcHB/e241zEvIV5Ti1i21wj2HTrdk0Dm26drulFfVZbJoLEWHnDf2158uRJoNf1/xIgqwKLxnmKeXj27NmdvziPMzzZSSQSd9pwbmLRXNeV67qSbifD903CORcxb2GeU4vYNtcINt26XdPAplu3a3oRn9WWjSAxVp5lWQPP+/+yM85wuyik9mN9cZ5iHpLJ5ES3H3qBOc+o845zE4v26tUrSbfnzLjb7zgXMW9hnlOL2DbXCDbdul3TwKZbt2t6EZ/Vlo0gMVbemzdvBp4HvSgfPXo08Pz8/HxeQwLu4DxFGBzHGXg+fEuTxLmJxXJdV4VCQclkUs1mc+z5xbmIeQvznFrEtrlGsOnW7ZoGNt2mX9NBPqstG0FirLzhC2vavwC12+25jQkYxnmKMPRPWvL5/Mg2nJtYFMdxlEqlZBiGXr9+/eC5xbmIeQvznFrEtrlGsOnW7ZoGNt2mX9NBPqstG0FirLzhi3taw6n+wDxxniIM1WrVf1wqlUa24dzEIjQaDSUSCTmOI9d1FY/HValUxr6GcxHzFuY5tYhtc41g063bNQ1suk2/poN8Vls2gsRYedNelMO3E/SvvA7MG+cpls1xHL9GVrlcvvev45ybmBfXdVWpVJRIJJTL5e78vFQqjfx+/+unwbmI+4R5Ti1i21wj2HTrdk0Dm26Tr+mgn9WWjSAx8N/xV12sAs5TBOWtrGuaporF4sK3x7kJy7LUbreVTqfvranWaDQezCieFeci5i3Mc2oR2+YawaZbt2sa2HSreE0v+7NaUASJsfImWT1yGf0Ao3CeYpls21atVpNhGGo2m2Pbcm5iXrLZrKrVqqrVqprNpnq9nqrV6p1zo1QqjZxQcy5i3sI8pxaxba4RbLp1u6aBTbep1/Qkn9WWjSAxVt7Ozk6k+gFG4TzFMh0dHUlSoMXCODexSPl8Xq1W684Eular3WnLuYh5C/OcWsS2uUaw6dbtmgY23aZe05N8Vls2gsRYedP+BWg4i4m/6mKROE+xLIVCQbZtq16vK5lMPtiecxOLZpqmXr9+PfC9N2/e3GnHuYh5C/OcWsS2uUaw6dbtmgY23SZe05N+Vls2gsRYeQcHBwPPg9aEGS4wnkgk5jUk4A7OUyxDrVZTrVZTtVpVNpsN9BrOTSxDMpkcOCdHrSjNuYh5C/OcWsS2uUaw6dbtmgY23aZd09N8Vls2gsRYealUauD5qA+eo7Tb7YHn9y2yA8wD5ykWzbIsFQoFVatV5fP5wK/j3MSyPHv2zH88aiLOuYh5C/OcWsS2uUaw6dbtmgY23SZd09N+Vls2gsRYecN/AQp6cfd/QDUMI3K1YLBeOE+xSLZtK5PJqFwuTzzp4NzEsvTfUjfq1jzORcxbmOfUIrbNNYJNt27XNLDpNuWanuWz2rIRJMbKSyaTAx82R9U5HOX8/Nx/PPwLApg3zlMsiuM4Ojw8VLFYVLFYnPj1nJsIw6hzhnMR8xbmObWIbXONYNOt2zUNbLpNuKZn/ay2bASJsRaePn3qP7ZtO9Br+tuVSqW5jwkYxnmKeXMcR6lUSvl8XuVyOfBrKpXKwPc4N7EM/RkamUxmZBvORcxbmOfUIrbNNYJNt27XNLDp1vmantdntaXqAWug1Wr1JPlfD2k2m35b0zSXMEKsi3a7PXCuVavVwK/lPMU8XV9f90zT7OXz+Ylel0wme61Wa+B7nJtYhnK53JPUMwzj3jaci5i3MM+pRWybawSbbt2u6fvM8pkDWCXrek3P87PaMpFJjLWQTCYHCoY3Go2x7ev1uv+Yv+hiEkFXPR2F8xTz4rquUqmUTNNUqVSS4zgPflmW5S/Q0F8b1nvOuYlFOzk5kSS9fPny3jaci5i3RZ5TtVrN/x28rG1zjWDTrds1fZ9ZPnMAq2Qdr+l5f1ZbqtDC08Cc9f+1NZlM3tvu+vrab5dOp5c4QqyDer0+8NfGcrk80es5TzEPyWRy4Dyc5Ou+TBTOTUyqXC73kslkr1gs9q6vr8e2LRaLPUm9YrH4YL+ci5i3RZxT6XR64HfrfdfAIrbNNYJNt27X9CizfuYAVsm6XdOL+Ky2LASJsVb6/zO97z9S74I1DOPBD7VAP++Wkf5f4uP+I7kP5ylmMcuk46G/DXNuIqj+ibL3dV8AOJvNTvwBl3MR8zbvc2qSD3WLOJ+5RrDp1u2a7jevzxzAKlmXa3qRn9WWIfwRTOjt27e9H/zgB72XL1/2vvvd7/aeP3/ee/78ee+73/1u7+XLl73Xr1/3Pv/887CHiRA1m82eYRg9Sb1sNttrtVq96+vrXrPZ9C/YZDLJZBmBXF9f97LZ7J2/RA5/pdNp/3wLgvMU0/CCbdN+BamJxbmJoIY/wHoT52w22ysWi710Ou0/b7fbE/fPuYh5m+c55fXjfTWbzaVte5F9Aqtkna7pRX3mAFbJql/Ty/istmgrEST+wQ9+0PvGN77R29nZ6W1tbQX6ev/993vf+MY3eq9fvw57+AiJdxusd6EbhtFLp9O9er0e9tAAH+cpoopzEw+5vr7uFYvFO+eJaZq9bDbbq1arcwlOcS5i3uZxTjWbzZ5pmj3DMAKVUZnntpfRJ7BK1u2aBjYd13R4Yr1er6eI+v73v69yuewXme4faiwWG/maUW1M09Tz58/1e7/3ewscLQAAAAAAAACsnkgGiT/++GMVCoWBFQhnGaYXLE4kEqrX6/rN3/zNmccIAAAAAAAAAOsgckHiFy9eqFKp3AkKp9NpJZNJPXr0SKZpyjAMSdLOzo4k6erqSpLkuq4cx9Fnn30mx3FkWZZc1/X7icViKpVK+s53vrOU/QEAAAAAAACAKItMkLjb7erw8FCtVkvSbVA4k8konU7rq1/96kx9f/755zo7O1OtVpNt24rFYkqlUrIsS9vb2/MYPgAAAAAAAACspEgEif/mb/5Gh4eHur6+Vj6fV6lU0uPHjxeyLcdxVCgU9Pr1a73//vtqtVr64he/uJBtAQAAAAAAAEDUhR4k/uSTT5RKpZRMJlWv1xcWHB5mWZZyuZz+9b/+1zo/PyejGAAAAAAAAMBGCjVI/PbtW6VSKaXTab169Wrp23ddV6lUSl/+8pf1l3/5l0vfPgAAAAAAAACEbSvMjWcyGT19+jSUALEkGYahVquln/zkJ/re974XyhgAAAAAAAAAIEyhZRI/f/5ctm3ro48+CmPzA1zXlWma+vjjj/WVr3wl7OEAAAAAAAAAwNKElkn86NEj1ev1sDY/wDAMvX79Wo7jhD0UAAAAAAAAAFiq0BeuAwAAAAAAAACEJ9SaxMv0zW9+M+whAAAAAAAAAEDkbEwm8Re+8AW122196UtfCnsoAAAAAAAAABAZG5FJ/Pr1a/V6Pf3gBz8IeygAAAAAAABAJNi2rUKhoEQioVgsplQqpUKhINd1wx5aZK3rMQslk/gb3/iG3r59u/DtXF1dyXVdOY6jXq+nRCKhH//4xwvfLgAAQJTYtq1qtSrLsuQ4jpLJpA4ODlQul2UYRtjDAwAAQAgqlYpKpdLInxmGoZcvXyqbzS55VNG2zscslCDx8+fPValUFIvFFrqd4V2LxWJqtVr6yle+stDtAgAARMU6T2QBAAAwHW+OmM/nlUqltLOzozdv3qhWqw1kxLbbbZmmGd5AI2Tdj1koQeJPPvlEqVQqcJC41+vNHFD2+iiVSvrOd74zU18AAACrYN0nsgAAAJic4zhKJBJqNptKp9MDP3NdV4eHh7JtW5KUzWZVr9fDGGakbMIxC23huvfff19v3769k+07SiwWC9QuyOspOQEAADbBJkxkAQAAMLlCoSDDMFQul0f+3JtHSrd3nl1fXy9zeJG0CccstIXrDg8PJUmWZenm5uber3K5rF6vp2QyqWazqevr67Hth7/Oz8/1+PFjFQoF3dzcECAGAAAboVwuq1gs3gkQS7cT1/6gsGVZyxwaAAAAQnR+fq4XL17c+3PTNP05pOu6K78g2zxswjF7J6wNP336VLZt64MPPri3zdu3b/X8+XMVCgX96Z/+6VTbSSaT+uijj/T+++8rFovpT/7kT6YdMgAAwMo4Pz/X69ev7/25N5G1LMufyLKIHQAAwPp7+fLlg/O+/lJkzBE345iFmkkcj8fHtimXyzJNc+oAscc0TR0dHalarepHP/rRTH0BAACsgk2YyAIAAGByyWTywTZXV1eB226CTThmoQWJJemjjz4a+/Pz83MVCoW5bOvg4EC9Xk/VanUu/QEAAETZJkxkAQAAsBiO40jS3OJym2DVj1moQeKH2LY9tw8tOzs7kqRmszmX/gAAAFbdqk9kAQAAMH+O48i2bRmGoXw+H/ZwVsI6HLNIB4kNw9Dbt2/n0pcXHF7FwtEAAADztg4TWQAAAMyfdxf+y5cvQx7J6liHYxbr9Xq9sAdxn9/+7d/W9fW13rx5M1M/n3/+uV//OB6P67PPPpvH8AAAAFZWqVRSpVJRvV5XNpsNezgAAACIAMdxlEgklM/nKdka0Locs0gHiRuNhp4+farvfve7+oM/+IOp+uh2uzo8PFSr1VIsFlMymZw56AwAALDK1mUiCwAAgPnKZDKSKNc6iXU5ZpEuN5HNZvX48WMVi0V9/etf16effjrR63/4wx/q8ePHsm3b/96zZ8/mPEoAAIDVUigUlE6nCRADAACsOdd1VavVArUtlUq6urpa+WDnrDb1mEU6k1i6zXR5//33FYvFJN2uvl0oFGSapkzT1Je+9CVJ0qeffirXdeU4jprNpl69eiXXddXr9RSLxdTr9Sg1AQAANl6pVJJlWWq1WmEPBQAAAAvkuq5SqZSSyaTq9frYto1GQ6VSSa1WS4ZhLGeAffoDs9lsVqZpLn0M3jhW5ZjN2zthD+Ahpmnq/PxcBwcHkiTbtgOtwO3Fvr3gciwWe/DNBQAAWGeNRkONRoMAMQAAwJpzXVeHh4dyHEelUmlsW8uyQg92Xl1d+eNMJpOhBIlX7ZjNW6TLTXiSyaR+8pOf6Ktf/ap6vV6gr1gs5mcQ93o9vXr1Sh988EHYuwIAABCKdZzIAgAAYLTDw0O//OrTp0/vbeclYz40R3QcZ95DjJxNP2YrESSWbjOKW62WXr16pWQyeefnXlDY4wWHs9msrq+v9Tu/8zvLHC4AAEBkrOtEFgAAAINs21YikfCDnaZp3jv/s21buVxOzWZz7Byx0WjIsqwFjDYaOGa3Il9uYlg2m1U2m9Xbt2/9enqO4+jq6kqStLOzI9M0lclklE6n9d5774U8YgAAgPBMMpG9urpSPp9f3uAAAAAwF7Zt6+TkRI1GY+D7hmEMLMLmzfUcx9Hh4aHy+bxs2/YDpMPevHmjWq2m6+vrxQ0+JByzQZFfuA4AAGDdeQt1tNttlUqludVgcxxHqVRK+XxeT548ubfdqk5kAQAAcPvH/lwu92A7wzB0fX0t13X1+PFjua4bqP98Pq9qtTrjKMdzHEeJREKS1Gw2lU6nF7q9dThm80aQGAAAIAReYPjs7GwgC8E0TbXb7Yn7y+Vysm3bLymxCRNZAAAADLIsS5lMxn8+KuyXSCQmKjPWarVGln6dp2UHifut6jGbt5WpSTyJFy9e6G//9m/DHgYAAMC9zs/PlU6nVa/XB0o8OI4zcf2yXC6nRqOharXql5RIpVKBA8SSVCgUJtomAAAAoqder/uP7wtSttttfy2vIF+rFuycFMfs1soFiX/4wx/qm9/8pp48eaIf/vCHI9ukUil99atf1de//nWCxQAAIJLS6bSSyaRM07yTwdtsNgP3UygU1Gg0VC6XBzIuNmEiCwAAgEH9yQbPnj0LcSSrg2N2a2WCxH/8x3+sR48eKZfLqVarybZtf7G6YdlsVo7j6Mc//rFM09Rf/MVfLHm0AAAAk+kP8N63CMawUqmkWq2mfD6vYrG4qKEBAABgBbiuO1ASYZklG1YVx+wX3gl7AA/5/PPPdXBwIMdxBmqCxGKxsa8zDEOtVkupVErZbFa1Wk2/93u/t+jhAgAATKV/sbrz8/MH25dKJVUqFaXTaWoJAwAA4E7JsijcKeatw/GQzz77zH9crVYDJU1ks9mZF3yO4jELS+SDxLlcTu12W7FYzA8MT7LW3uvXr7Wzs6N8Pi/TNPW1r31tUUMFAACYWiqV8h8/VEvYCxAnk8mJSlMAAABgffXPC6OSEXt+fq5SqTTRaxqNhhqNxoPtDMMYWNtjGlE8ZmGJdLmJ169fy7IsxWIxv17ee++9N9GbZhiGvvWtb6nX67EgCwAAiKzhLIj7sie8ALFpmnr9+vUyhgYAAIAV8OrVK/9xLpcLcSSrg2P2C5EOEnu3TvZ6PeXzebXbbV1dXemjjz6aKJv461//uqTbBVz+w3/4DwsZKwAAwCyGg8T9tdE8/QHiVqslwzCWNDoAAABEmeM4A3ejRSUrNp1OB1pEud1u+69pNpuBXjNrFnFUj1lYIh0k9rKIa7Wa/uzP/kyPHz+eqp/+D10fffTRvIYHAAAwN8NB4jdv3gw8LxQKBIgBAAAwUn9tXcMwZq7Vuwk4ZoMiHSR2XVemaer3f//3Z+rn6urKfxx0tXAAAIBl65+Y9mcS53I51Wo1AsQAAAAYidq6k+OYDYp0kNgwjLmsKugFhnu93shbNwEAAKKgf97jzV8ymYwajYaSySQBYgAAAIzUnxX77NmzEEeyOjhmg94JewDjmKb54OreQZycnPiP+WAFAACiajiTOJVKybZtP0AMAAAADKO27uQ4ZndFOpP48PBQ5+fnM/Xx3e9+V7ZtKxaLSbpb7w8AACAqEonEwHPbtpVOpwkQT8BxHJVKJWUymbCHAgAAsBSNRsN/bJrmQIJkrVYLYUTRxzG7K9JB4hcvXuj6+lrf+973pn798+fPFYvF1Ov1FIvFSB8HAACRdXBwMPA8m80O1ErD/Wq1mhKJhBKJhCqVCiXGAADAxrivtm6lUgljOCuBY3ZXpIPEhmHoW9/6lorFor797W+r2+0++Jput6vvf//7+vKXv6xKpaJerzfw83w+v6jhAgAAzOTs7GzgOXdABZfP59VutyktBgAANk5/bV3vbqpGo6Fmszk2DuY4jiqVijKZjOLx+J07sVzXVS6XUzweX7vgadBj5h2jXC6nVCqlWCzmrx3Sr1arKR6Pq1AoLH7wCxLpmsSSVC6XZdu2PvzwQ5XLZWUyGT/C32q1tLOzo6urK7XbbVmWNbBInSS/zIQk/dmf/Zm2t7eXvxMAAAAPKBQKd25tW/ds2FKppHK5PNc+TdMcOXEHAABYR8Pznjdv3ujq6krValWvX78e+1rLsvwYm2VZflwtmUzKdV2lUilJt8HiZrOpYrG4mJ1YskmPmXeMvBIVJycnqtfrA21arZZc11WtVlOpVFrJZI9YbzjVNqIKhYJevnw5EPQdZTg47D2vVqs6Ojpa7CABAACmkMvl1Gg0/Hpo3sR1nResKxQKOj8/n/v+ZTIZWZYl0zTVbrfn2jcAAEDUNBoN5XK5ge+ZpqlWqzXRHVZeHK1cLqtYLCqTyahcLiuZTMpxnIUHPR3H8dfnaDabC11IbtpjVqlUVCqVJEnX19d32npz+lE/WwWRLjfRr1qt6vz8XB988IF6vd6dL09/cLjX6ymdTqvdbhMgBgAAkZTJZNRoNPw5S/+EeF0ziRuNxsYuCAIAADBP2WxW+XxehmHINE0Vi8WpSnB5c9Bms+mXV0gmk5KWUwLNNM2BWN4iTXvM+stQvHr16s7PX758eWcRvFUS+XIT/ZLJpJrNpt6+fSvLstRsNuU4jlzX1dXVlXZ2dvw3OJPJ6OnTp3rvvffCHjYAAMBIXtZrNpv1b1nzMiik21v7XNdd2YnmKJZl3cncAAAAwPSq1aqq1epMfXjzUq9W77ovnjzNMTMMQ+l0WpZlqV6v36n3fH5+rmw2O89hLtXKZBL3e/z4sY6OjvTq1Sudn5/rJz/5ia6urvSTn/xE5+fnevXqlY6OjggQAwCAyEqlUrIsS8VicaCm2cHBwUC7WbKJvYU2EomE349t28pkMorFYiMX17Bt21+gxFvAZNwYHMdRoVBQKpVSJpNRIpHws6OHNRqNgQVRbNtWLBbzxzKK67p+//F4XIlEQrlcbmCxkXG818fjccViMaVSqZFjAwAA2GT92bvzXjNinXjJDqPmotVqVS9evFj2kOZmJYPEAAAAqyyVSsm2bVWr1TuT8OHb+aYJEnuB4EQioVKp5PdRKBR0eHgoSf6CJLVazZ/slkolpVIpua6rg4MDua4ry7L8RUuGNRoNJRIJXV1dqdVqqdls+nWAc7mcX7PNk81m1ev1/H1MJpP+bYXX19d3+q9UKnr8+LFSqZRev36t6+trVatVP9g83P+o4/D48WO9evXKD757QXACxQAAAL/glZaQpKurqxBHEm39wfT+BfBc1/UrHKyqtQwSf/rpp/rhD3+ojz/+WN1uN+zhAAAA+DKZjB8gHr5FTdKdieU0QWKvRFf/CtSZTEaZTEbX19dqNptqtVr+9r2g66NHj9Tr9dRsNv02kvxg8jAvuPzs2bOB73uB70qlItd1Jx6/dBuwLpVK/q183nFJp9P+h5hKpXLv8bm6utLR0ZEfXPYC2F4/DwWYAQAANkn/nGrdS03MwjRNP+GhP5vYm7uusrUKEn/66ad68uSJfxtiJpNRPB7Xb/3Wb+lv//Zvwx4eAADYcF6tt1E1zPr1Z3K8efNm6u09efLEf1wul+/USOsvNWEYxkBQ2RuHNwke/rAwLnjdH+g+Pz+feNy2batSqSidTo9cuCTobXyvX78eOJamaerp06eS1ndRQAAAgGnkcjl/3hW0rNem8uaX3jzdm1cuY4G/RYp8kPi3f/u39eTJE335y1/Wl7/8ZT169OhOtookffLJJ/6tm95ti97X+fm5EomEfvSjH4WwBwAAAPLr6Far1QcXtOifYI4KZtZqtYkzdEfd+ta/nfsmtd7rhsdhmqZfLmN4f3Z2dvzH02QSe1kY9y1wl81m1W63dX19fe+477vdr790BoFiAACA28SBQqHgz8H6yyjgLm+NDe84lUqltajjHPkgsWEYarVa+uyzz5TP53V+fq6zs7OBNp9//rkODw/9WnaxWMx/bTqdlmmaurm5YSVtAAAQilKppEajcW+JiWHDi7v1B1objYaazeZc6p0F6cML+I4K9ubz+YHsY68sRX9pimlq2nnZK8OL+PUzTXPmYzBtKQwAAIB1YVmWrq6ulM/nB+Ze/YHiUWXHNpmXce04jizL0pMnT1a6FrEn8kFi27ZVKpV0dXWlb33rW3r8+PGdNkdHR3JdV7FYzM8eLpfLurq60kcffaSf/OQn+uijj3Rzc6Nvf/vbIewFAADYVLVaTZVKReVyOVCAWNKdEgve4nOVSkUnJyeq1+uLGOrUbNtWoVDQq1evlM/nA+/nKGT3AgAALI63MLF0O+8ql8v+3NIwDL+UQrValXSbZTzuD/ebqP9OtlKpdKdk26qKdJD4u9/9rpLJpE5OTu5t84Mf/ECNRsMPEMdiMZXLZX3rW98aaJdOp/Xhhx/6C7AAAAAsmhc8Hc64fYhpmgMlHGq1mhKJhJrNpl6/fr2IoU7FdV1lMhnlcrmJguAP9ekhYAwAADBf/Wt4ZTKZO8kHXrKCN/9MpVIDazzglndM1qHMhCfSQeJarfZg5u/R0ZFfXiIWiymZTN4JEHuePXs21eIpAAAA0zg5OVG5XPYzMSZRr9f9QLFX/3deZSbmwXVdPX78WJZlzXVc/R9CWFkbAABgvnK5nAzD0M7Ozsg53IsXL/yyXl6yA+7a2dlRNpsducjyqnon7AGM02639ZWvfOXen3/zm98cKDMRi8X08uXLe9u/99576vV6CxgpAADAXbOWhYhaWYl+pVJJruvKMIw7i8dNU4e4n2EYfn3jUql07+J0juOo0WiszS1+AAAAi/ZQaTDDMNRut5c4otXjuq6urq7WLqEh0pnEpmnq008/HfmzTz75RNVqdSBAnM/nxwaVP/nkE+qoAAAAzIF3d9aoxd8eWhDOy1i5r13/B5dcLjeyneM4yuVydz7kzBqgBgAAAMY5Ojoam6S6qiIfJB61guLnn3+uXC7nP4/FYjJNU3/6p386tr/Xr1+rVCrNfZwAAACr7qHA7rCdnR3/caVS8R/btq2joyP/uZeJ0t+/91rHcfzv9y+iUi6X/UCybdt6/PixSqWSGo2GLMtSqVRSKpXSixcv7i1zQbAYAAAA81apVJTJZNayTnOkg8T5fF4ffvihvv3tb6vb7arb7eqHP/yhDg4O5DiOn0UsPXw75ieffKKTkxMdHh4uY+gAAAChe/Pmjf94VBDYtm3/8X3rNniLxw0vIlcoFPzHpVJJiURC8XhcR0dHA/OySqWiRCIxsBBx/2tTqZRyuZxSqdTAHV+tVssvM+G6riqVir/QSqVSUblcHljcb3i8ruuO3Of+RYxZqwIAAAD38eag3pyy0WhI0trWaY50kDibzerw8FDlclnxeFzxeFy5XE7tdnsgQPxnf/ZnY8tMfP/731+rQtIAAADj2LatQqEwkOF7dHSkUqnkZ++WSqWBP57btq1MJuPfxVWr1ZRKpQaCw4lEwu8zm82qWq0O1Asul8t+cLdarfr1iguFwsDKz9lsVsViUYZh+Bm/rVZrICvYNE21220Vi0V/G6ZpKpvNqt1u35mce+PtDwynUin/LjLbtpXL5QbuUisUCgMBawAAAMDjzZ/j8bg/L17ntTBivYiv5Pb555/r93//9/WDH/zgzs8Mw9DLly/1O7/zO3d+9jd/8zc6OztTo9GQ4zh+3eJGo6F/+2//7TKGDgAAAAAAAGAFWZalXC6nnZ0dVavVtU9AjXyQ2PP69Ws1m03Zti3DMPTkyRPl83m99957d9q+fPny3vITqVRq4HZHAAAAAAAAANhkKxMkBgAAAAAAAADMX6RrEgMAAAAAAAAAFmujgsSffvpp2EMAAAAAAAAAgEjZqCBxLpcLewgAAAAAAAAAECkbFSR2HCfsIQAAAAAAAABApGxEkLjb7eob3/iGXNcNeygAAAAAAAAAECnvhLXht2/f6unTp3IcR4VCQd/5znfutDk4ONDbt29n2o4XGO71eorFYjP1BQAAAAAAAADrJtbr9XphbPjg4EC2bd8OIhZTvV7Xv/t3/26gTaFQ0MuXL+e2zVgspp///Odz6w8AAAAAAAAAVl1o5SZs2x7I7B1VL/gb3/iGpNvgbv9XUNO8BgAAAAAAAAA2SWiZxP1ZwrFYTO12W1/60pfutNvZ2dHnn3+uXq8nwzC0s7MjwzACbcN1XV1dXfklJ8gkBgAAAAAAAIBBoQWJJanRaOj8/FyFQkGPHz8e2aZUKumP//iP1Wq19JWvfGXqbXn9ECQGAAAAAAAAgF8INUgcxCeffKKnT5/qxz/+8cx97ezs6Orqag6jAgAAAAAAAID1EFpN4qC++tWv6r333ptLX6ZpzqUfAAAAAAAAAFgXkc8klqTPP/98LoHiTz75RF/96lfnMCIAAAAAAAAAWA+RzySWNLdM4lgsNpd+AAAAAAAAAGBdrESQeF6Ojo7CHgIAAAAAAAAARMpGBYkdxwl7CAAAAAAAAAAQKWsfJO52u/r000/19OlTua4b9nAAAAAAAAAAIFLeCWOjn3/+uXZ2dpa6zV6vR01iAAAAAAAAABgSSibxe++9p6985Svq9XpL+wIAAAAAAAAA3BVKJrEkff3rX9cnn3ziZ/cuMpAbi8UIFEfYr/3ar+lnP/uZvvCFL+g3fuM3wh4OAABYM3/3d3+nn//853r33Xf1D//wD2EPBxHCPBQAACzaqsxFY72QoqeffPKJUqmUJMk0TZmmKcMw5r4d13XlOI4cx1EsFtPPf/7zuW8Ds/nCF76gm5ubsIcBAADW3NbWFnNBDGAeCgAAliXqc9HQgsSStLOzo0wmo7Ozs4Vvq1ar6Zvf/Gak34xN9cu//Mv6l3/5F21tbWl3d3fu/Xc6Hd3c3Cys/2VgH6KBfYiGddgHaT32g32IBvYheP+/9Eu/pH/+53+ee/9YXYueh0pco1HBPkQD+xAN7EN0rMN+sA/B+4/6XDS0chOSlE6nlclklrKtfD6v58+fL2VbmMxv/MZv6PLyUru7u7q4uJh7//v7+wvtfxnYh2hgH6JhHfZBWo/9YB+igX0I3j/lBDBs0fNQiWs0KtiHaGAfooF9iI512A/2IXj/UZ+LhrJwnWdZAWLPwcHBUrcHAAAAAAAAAFEXaibx0dGRPv/886Vt76OPPlratgAAAAAAAABgFYSaSSxJ77333sK38fnnn+vFixcL3w4AAAAAAAAArJrQg8TL8N5776nZbOq3fuu3wh4KAAAAAAAAAETKRgSJpdt6xK1WS9/+9rfDHgoAAAAAAAAAREaoNYmn8emnn8p1XV1dXQV+jW3bqtfr6vV6qlar+s53vrPAEQIAAAAAAADA6liJIPEPf/hDVatVWZY1c1+u684+IAAAAAAAAABYE5EPEn/3u9/V8+fPJUm9Xm/qfmKxmGKxmJLJ5LyGBizN8fGxut2utre3wx7K1NiHaFiHfVgX6/BesA/RsA77AISt0+lof39/bJvj42MdHx8vaUTRsg6/Z9iHaFiHfVgH6/A+rMM+SOuxH+uwD7M4PT3V6enp2DadTmdJo5lNrDdL5HXBPvnkE6VSKcVisZEB4vu+f1870zTVaDT0la98ZQGjxbT29/d1eXmpra0t7e7ujm07zeTc639vb08XFxezDBVABHBNA+tnlus66MT85uaG3xu4wzv3gvjDP/xD/dEf/dHU2+D8A9YD1zSwfma5rv/oj/5I//7f//tAbaP+eyPSmcTValWS9N577ymfzyuRSMg0TUnS9fW1nj59qng8rlevXo18veu6+uijj/T9739ftm0THI64m5ubByfp3W53SaMBAACroNvtBg7yAfcJkqywqRlSAADgftvb29rb2xvbxktYiLpIB4kty1IikdCPf/zjkT8/OjrS97//fSUSCX3pS18a2eZ3fud3JEnPnz/XX/7lXy5qqJgDJucAAGBS6zQxR3h2d3cjndkDAACiKcgd75PcuRSmSAeJHccZu1jd8+fP9fLlS1UqFf3Jn/zJve1KpZLef/99fe9739Mf/MEfLGKomAMm5wAAYFLrNDEHAAAAwrIV9gAecnBwcO/PHj9+rMPDQ1Wr1bFlCEzT1Fe/+lUVi0XKFQAAAAAAAABAn0gHiZPJpK6ursa2KZVK6vV6ev78+dh2T548Ua/X04cffjjPIQIAAAAAAADASot0uQnTNFWr1fSd73zn3jbpdFpf/epXVa1WVSgU9Ju/+Zsj252fn0uS6vX62P6wvn76T/+kD3/08dg2z7/2wZJGAwAAgE3CXBQAAERZpDOJnz59qnK5rO9973v69NNP9fHHH+vjj+9OrF68eKFer6dkMqm/+Iu/uPPz7373u7JtW9JtnWMAAAAAAAAAwK1IZxJns1ltb2+rWCyqWCz630+lUvrrv/7rgXaHh4d6/fq1stmsksmkX8vYsqyBwLBpmsvbAUTC8fGx/uf//J/1K7/2q2EPBcAcHB8fq9vtant7O+yhAJgTrmusM+aiwHrh/yxg/XBd34r1er1e2IMYp9Fo6OnTp4rFYvKGGovF1Gq19JWvfMVv5ziO3n//fcVisYHX9+9eLBZTNpvV2dnZUsaOYLwVx/f29nRxcbGQbTx0a5+HW/wAAFg/y5hrYDUt69xgLgoAwOZalblopMtNSLdZwq9evRoI9hqGMRAglm4zhD/66CMNx7xjsZgfODYMQy9fvlz4mAEAAAAAAABgVUQ+SCzdBoqvr69VrVZVLpfvrSucTqf1k5/8RB988IF6vd7AVzKZ1Pn5+canjgMAgP8/e/8X20ia5vm9v9D0jNu721JINTAgS0CXgl3XriSVDRhYG6hSsGYAAwamk1T2ufJFV5KVAywMa7rIVN3s+KaUZE3LMAxMJ6mqC195UmRWwxc+6C1S2Qc+CxxgUmRW3+40I7NxMs2DxZYUyd7dmZ3ZVpwLmWxRfyj+CTKC1PcDEC1KL9/3CRWj661HD58XAAAAAHBWqHsSn7WwsKB79+5dO86yLFUqFb1580aHh4ed762trY07RAAAAAAAAACYOlOTJB7UwsKCNjY2ur738uVLvf3228EEBAAAAAAAAAAhNBXtJvySTqeDDgEAAAAAAAAAQuVGJYnb7ScAAAAAAAAAAKemst3Ey5cv5bpu3+Mdx1GhUBjoNQAAAAAAAABwE0xFkvjly5fK5XKqVqtyHGeoOTzPk2EYPkcGAAAAYNo1m02trq72HLO1taWtra0JRQQAAKbB7u6udnd3e45pNpsTimY0oU8Sb29vK5/PSzpN9AIAAACAn05OTvT69eueY1qt1oSiAQAA06LVal27h5gWoU4SP3nyRLlcTpJkGIYMwyBRDAAAAMBXc3NzWl5e7jlmfn5+QtEAAIBpMT8/r5WVlZ5jms2mTk5OJhTR8EKdJN7Z2ZGkTnLYsixFo1FZliVJeuutt66d45tvvpHrutrf39ebN2/GGi8AAACA6bO8vKxXr14FHQYAAJgy/bSjWl1dnYpq41Aniev1eqePcKVS0cbGxtBzZTIZvfPOO36FBgAAAAAAAAAzYS7oAHoxTVPSaYJ3lASxJFmWpbW1NR+iAgAAAAAAAIDZEeokcbutxO3bt32Zr1Ao+DIPAAAAAAAAAMyKUCeJ29XDR0dHvs4HAAAAAAAAADgV6iTxJ598Is/zVK/XfZnv888/92UeAAAAAAAAAJgVoU4SLyws6OHDh3r8+LF+85vfjDwf7SbCrdlsanV1tedjd3c36DABAECI7O7uXrt/aDabQYcJAAAAhNq3gg7gOplMRpVKRclkUj//+c+HnufFixe+VSRjPE5OTvT69eueY1qt1oSiAQAA06DVal27fwAAAADQW+iTxJJUqVS0vr6ud955R9lsVktLS3297ujoSK7rqtFoaH9/f8xRYlRzc3NaXl7uOWZ+fn5C0QAAgGkwPz+vlZWVnmOazaZOTk4mFBEAAAAwfaYiSfz06VNJUqPRUDqdHmoOz/NkGIafYcFny8vLevXqVdBhAACAKbK1taWtra2eY1ZXV6k2BgAAAHoIfZL4/v37KhaLkiTDMOR53sBzkBwGAAAAAAAAgMuF+uC6vb09FQqFTmJ4mATxKK8DAAAAAAAAgFkX6kriQqEg6XcVxLZtKx6PyzTNgfsSP3r0SC9fvhxjtAAAAAAAAAAwfUKdJK7X6zIMQ6Zp6vDwUGtra0PPde/ePb311ls+RgcAAAAAAAAA0y/U7SZM05QkbW9vj5Qgbs9169YtH6ICAAAAAAAAgNkR6iRxLBaTJFmW5ct8e3t7vswDAAAAAAAAALMi1O0m0um0Dg4O5DiOL/NRSQwAAADgvGazqdXV1Z5jtra2tLW1NaGIAADANNjd3dXu7m7PMc1mc0LRjCbUSeJEIqFbt27p8ePH+vGPfzzyfF9++aV+8IMf+BAZAAAAgFlxcnKi169f9xzTarUmFA0AAJgWrVbr2j3EtAh1kliSSqWSvve97+lnP/uZ/uRP/mSkuXZ2dkgSAwAAAOgyNzen5eXlnmPm5+cnFA0AAJgW8/PzWllZ6Tmm2Wzq5ORkQhENL/RJYsuy9OjRI3344YcjJYnfvHmjer3uY2QAAAAAZsHy8rJevXoVdBgAAGDK9NOOanV1dSqqjUOdJP7yyy8lSX/4h3+oxcVFvfPOO0okEgPP47qu9vf3/Q4PAAAAAAAAAKZeqJPEn376qZ4/f9557nme8vn8UHN5nifDMPwKDQAAAAAAAABmwlzQAfSyubkpz/PkeZ4kkeQFAAAAAAAAAJ+FOkmcTqclnSaH28niYR8AAAAAAAAAgItC3W5iYWFB0WhUz58/Vy6XUzQa1dLS0sDzOI6jTz/9VF9//bX/QQIAAAAAAADAFAt1kliS7t69q0gkoo8//njoOW7duqU7d+4MlWAGAAAAAAAAgFkW6nYTkmTbtm/tItbX132ZBwAAAAAAAABmReiTxLdu3VIul/NlLr/mAQAAAAAAAIBZEeokcavV0v379/XRRx/pJz/5ycjz3bp1y4eoAAAAAAAAAGB2hLoncSKR0MHBgTzPU7Va1dramn7wgx8EHRYAAAAAAAAAzIxQVxJXq9Wu56ZpBhMIAAAAAAAAAMyoUCeJLcuSJBmGoUQioffffz/giAAAAAAAAABgtoQ6SZxKpeR5niTp8ePHI893//79kecAAAAAAAAAgFkS6p7EmUxGlUpFT58+1a9//Wt997vfHWm+8+0rEC7NZlOrq6s9x2xtbWlra2tCEQEAgLDb3d3V7u5uzzHNZnNC0QAAAADTKdRJYkmqVCpKJpNKJBJ6+vSpvvOd7ww1z4sXL+Q4js/RwU8nJyd6/fp1zzGtVmtC0QAAgGnQarWu3T8A16FYAQAADGOWChZCnySWpC+++EKPHz9WNBrVgwcPlEwmNT8/f+3r2gnFw8NDZTKZcYeJEc3NzWl5ebnnmH7+uQMAgJtjfn5eKysrPcc0m02dnJxMKCJMI4oVAADAMGapYCHUSeLvfe97evHiRee553lKpVJKpVIDz+V5ngzD8DM8+Gx5eVmvXr0KOgwAADBF+qnuXF1dnZnNO8aDYgUAADCMWSpYCHWSOJVK6cGDB53nhmF0DrIDAAAAAD9QrAAAAIYxSwULc0EH0Es6nZZ0mhweJUFMBTEAAAAAAAAAXC7UlcQLCwu6c+eOnjx5IkmybVumaQ48j+M4qtfrPkcHAAAADC6fz6tSqejw8FCu68qyLEWjUaXTadm2PbNr+81xHKXTaVUqlaBDAQAAmHqhThJLp9XEX375pWq1mt59992h5ykWi7p//75/gQEAAAADqFarSiaTcl1Xtm2rVCrJsizV63Vls1nF4/HO94cpjJjU2ouLi3Jdd6g4UqmUCoVCzzGu62pxcbHv+QAAADC6ULebkE6rhxcWFkZKEEunG0j6GQMAACAI1WpV8XhcrusqlUqpUqnItm1ZlqVEIqFGo6FoNKpqtapYLDZ0Enbca5fL5ZFii8fj144pFot9z5fNZoeOBQAAAL8T+iSxJG1vb6vVao08D5UGAAAAmDTXdZVMJiVJlmVdWUlbKpUknbZRaI8P29rXVQFfJ5FIXDtmZ2enr7naiW4AAACMLvTtJiTp448/9mWeR48e+TIPAAAA0K92mwepd+Vru7K3XC6rWq2qWCyOXOTg59qO46harcqyLGWzWdm2raWlpWtjiMVichynr57HxWJRrusqk8lcW3W8vr5+7XwAAADoz1Qkic9rtVqqVquqVCo6OjqS4zhaWlqSZVmKRCJKJBJ6++23gw4TAAAAN1w7sdq2ubnZc/zdu3dVLpclnSZ1R0kS+712oVCQZVmq1Wp990x2HEeO40hSX9XRuVxOlmUpl8v1NT8AAAD8MVVJ4pcvXyqbzXY2r22e58kwjM7zbDYry7L04MED/ehHP5p0mAAAAIAkdSU7bdu+Nrl6th2D67oql8t9tWiYxNrFYlEHBwcDHap3dt9+XZK6XC7LcZyRW1oAAABgcFPRk1iS9vb2FIlEVC6X5Xle5yGpK0EsnSaNG42GUqmUvv/97+vXv/51ECEDAADghjt7CFs0Gu3rNWf77D5+/Dg0a5dKpb7nOT9HP0nqnZ0dmaZ5bTIZAAAA/puKJPFnn32mjz76qCsp3E4Mn00Yn00ct392eHioSCSiX/7yl2ONMZ/PKx6Pa3FxUYZhKBKJKJlMdn3EbxIcx1E8Hr9QbT2osFwPAADAtKrX613Pb9++3dfrziZih93TjWPtfnoKn+W6bieO61pN1Ot11et1ua6rxcVFRSIRpdPpkfe0AAAA6E/ok8RPnjzpHLJhGEYnEXzr1i2lUinlcjkVCgVVKhXVajWVSiUVCgVlMplOJcTJyYk2Njb08uVL3+OrVqtaXFzsxFgqldRoNJTL5VSv1xWPxxWPxzsHhoxL++TqSCSiarWqo6OjoeYJy/UAAABMu/N/XD9bpdvL+XHnE75hX7vtbCXzddXB5w/VcxxHxWJRyWRShmEomUyOFAsAAAB6C31P4mw220kOm6apXC6nzc1NLSwsXDr+1q1bna8fPnyo58+f69NPP9WTJ0/00Ucf6ec//7lvsVWr1c6py6lUqqt/WvuE6Fgspmq1qlgsNtAhH/1yXVc7OzvK5/MjzxWG6wEAAJgVz54963re777prbfe6np+eHg4cJuHINdua7eaiEajPdc/f8DeZcrlssrl8oU9KgAAAPwR6kriJ0+eyHEceZ6ndDqto6Mj3bt378oE8WVu3bqlUqmkhw8fqlKp6Be/+IUvsbUrd6XTBOpVm9VSqSTpdPPbz4nOg8jn84rFYr5UVYThegAAAGaJ4zhdz4et5m00GlO1ttTdauLu3bvXrlkoFJTL5ZRKpXrGWiwWFYvFhooJAAAAVwt1kvjx48cyDEP5fF4//elPR5ork8loY2ND+/v7vsSWTCY7LRfOfzzurHYFrnRaqXv2Y3ejqNfrsm1bjUZDlUpl5IqKoK8HAABg1pxP1A5rmDZfQa4tqWvP3d479pJKpZTJZFQoFNRoNHR8fKxcLndpBXK7BRoAAAD8E+okcb1eVzQa1Y9//GNf5kun074cvHb+I3HX9Vg7Wz3RKwE7iGg02vXRv/X19aHnCsP1AAAAzJphE6znE6PDnDUR5NqSOgUM0Wi07yrm83FkMhkdHx+rVCpdiKtarfrSbg0AAACnQt2TuH1ghV9M0/SlqiKXy3W+tm372h5vZ6snXNdVuVzuq6JiEKP0Bg7j9QAAAOBUkAcGD7P2IK0m+pFIJGTbtjY2NrrarO3s7CiTyYw8vyQ1m02trq6OPM/W1pa2trZ8iAgAAARtd3dXu7u7I8/TbDZ9iGb8Qp0klvrvn9YPvz52dzZx3e9BHpZlddZ//PhxqJKqs3Y9AAAAYWCapi8J3mGKAYJce9BWE/3GUavVus7jcF1X1WpVtm2PPP/JyYlev3498jytVmvkOQAAQDi0Wi1f9gfTItRJ4nYi8v333/dlvkKhMHLS+fwhcbdv3+7rddFotJNULZfLI8Xgp1m7HgAAgLBYWlryJVG7tLQ0VWu3W01YluVrwYck7e3tdR1cV6lUfEkSz83NaXl5eeR55ufnR54DAACEw/z8vFZWVkaep9ls6uTkxIeIxivUSeJoNKpSqaQPP/xw5LkePHiger2uZDI50jznexoPe1J0u99y0GbtegAAAMJi2HZg55O7w1YSB7H22VYT4/ikWTQalW3bnT2sX58UXF5e1qtXr3yZCwAAzAa/2kitrq5ORUVyqA+u29zcVKVS0SeffDL0HK1WS3fv3lU+n5dhGEqn0yPF9OzZs67n/W6c33rrra7nh4eHI8Xhl1m7HgAAgLA4f7Bwv5W95w+Li0QiU7P22VYTfvQjvkw8Hh/LvAAAADdZqJPEiURCa2tryuVy+tM//VO9fPmy79c+ffpUd+/e1eLiosrlsgzDUDQaHbl1xflqhWErbxuNxkhx+GXWrgcAACAszrZFkPqvej2/rxqmnUJQa5dKJUmnhQfj+pTZ2X3oMO0wAAAAcFGo201Ipz3NPvjgAxUKBRUKBdm2rWg0qkgk0tkguq6ro6Mj1Wo1HR4edvXZ9TxPkmQYhvb29kaOx6+PtAV5SvVZs3Y9AAAAYXG+mtdxnL4Sp2f3VaZpDtXXN4i12wfJSVIqler7dYM6G9OwbTUAAADQLfRJYtu29ejRI3300UcyDEPVavVCH92z2klh6TQxbBiGPM/T/v6+3n333ZHjGTYZen4De/6jfEEJ0/U0m02trq6OPI9fPWMAAECwdnd3tbu7O/I8zWbTh2gGF41GZZpmZ7/17Nmzvvr0nm3jdT7ZG+a1J9FqQuqOkdYTAAAA/gh9klg6rURYWlpSKpWS67oyDENSd0K4rf2z9s9N09TBwYFu3bo1sXj7MWuVt35cz8nJiS+NvFut1shzAACA4LVarak45KOXzc1NFYtFSer6tFsvZ8dls9mpWXsSrSak7pYYw7TiAAAAwEVTkSSWTvsTx+Nxffrpp/rss8+uHNdOHJumqe3tbX388ce+xnG2ImPUecIgTNczNzen5eXlkeeZn58feQ4AABC8+fl5raysjDxPs9nUycmJDxENLp1OdxK1vT4N13Z2jGVZIyVBJ7n22VYTm5ubA0Y6mHK5LEnKZDJjXQcAAOAmmZoksSQtLCwol8spl8vp4OBA9XpdjUaj0+pgaWlJkUhEtm2PrXJ4aWnJl6RqWA7ZCNP1LC8v69WrVyPPAwAAZoNfLaRWV1cDq0iORqOybbuTQC2Xyz3bPrSrcaXrK3mLxaIajYbS6fSlvYPHufZ5Z1tNJJPJgV47iHK5LMdxOgUhAAAA8MdUJYnP2tjY0MbGxsTXHbZi9nwiNkyVxMMI6/UAAACETaFQUCQSkSTt7Oxcmah1XbdT+Wvbds/D3+LxeCf5m8/ndXx8fOl+bBxrX+Zsq4lBKpCr1aqSyaRc15Vt28rlcle2qnAcR/fu3ZMkHRwcsP8EAADw0VzQAUzSl19+OfIc5w/w6LcK9/zBbu3NetBm7XoAAADCxrKsThK1Xq8rn89fOq5dAGGaZldV72XOt484W8k77rXPO9tqYtD2GKVSqbP/rFarisViSqfTF8a1f7a0tKRGozHWnscAAAA30Y1KEo9y8EdbLBbreu44Tl+vO3vAhhSeQzZm7XoAAADCKJFIqFKpyDRNZbNZJZNJ1ev1ToI1FoupXq8rGo3qxYsX11bJnv/5Ze0mxrX2eWcT1JcleHu5rDVFsVjU4uKiksmk0um0YrGY4vG4UqmUarVaz2sFAADAcKa23cSgnjx50ncCtJfzlbeO4/RVyXC2Qtc0zdBsbmftegAAAMLKtm0dHx8rn8/r8ePH2tjYkOu6Mk1T6+vrKpVKPXsGn1UqlZROp3V0dKRUKnXtH+z9XPuyWM6uMwjbttVoNJTL5VStVnV0dNTZZ7YT19vb27Jt+0a0l3j4i6fXjnnw3vsTiAQAANw0U5Mk/vrrr1WtVtVoNAZK9rY3mn4kiKXTA0BM0+xsXp89e9bXhvrw8LDz9fnEbJBm7XoAAADCLpPJKJPJjDRHO7kaxNrnVSqVkV5vWZYKhYJP0QAAAGAYoU8Sv3z5Uul0+kLftX55ntf52jAMX2La3NzsHOxRr9f7es3ZcX60vfDTrF0PAAAAAAAAgP6FviexbduqVqtdyd5BGIbhW3K47WyvtX6S12fHWJYVuv69s3Y9AAAAAAAAAPoX6iTxRx991GkTYRiGPM8b+uGnaDTalRgtl8s9x5/t03Zd1W2xWFQ2mx24PcbZHsGDGuf1AAAAAGHXbDa1urra87G7uxt0mAAAIGR2d3ev3UM0m82gw+xLqJPEZ/verq2tqVQq6fj4WCcnJwM9arWa7ty542tsZ/um7ezsXDnOdd1OKwfbtpVKpa4cG4/HlU6nlc/nFYlEBkr8nk8qD5o0Hsf1AAAAANPg5OREr1+/7vlotVpBhwkAAEKm1Wpdu4c4OTkJOsy+hDpJXK/XZRiGTNNUvV7XnTt3tLCwMPA8t27dUqlUGuq1V7Esq1NRW6/Xlc/nLx23sbEhSTJNs6sC9zLnWz3s7+/3FYvruhcqeh8/ftzXa9vGcT0AAADANJibm9PKykrPx/z8fNBhAgCAkJmfn792DzE3F+r0a0eoozRNU9LpwWp+bMr8rnpNJBKqVCoyTVPZbFbJZFL1el2u66parSoWi6lerysajerFixed67nK+Z9blnXlWNd1lUwmFY/Htbi4eKGSuJ1gj8fjnbgmfT0AAADANFheXtarV696Pra2toIOEwAAhMzW1ta1e4jl5eWgw+zLt4IOoJdkMqnPP/9ckUjEl/kePnzoyzxn2bat4+Nj5fN5PX78WBsbG3JdV6Zpan19XaVSSYlEoq+5SqWS0um0jo6OlEqleh4IN65KXj+vBwAAAAAAAED4hTpJ/ODBA+3t7XX1Jh5Fq9Ua28fEMpmMMpnMSHPYtq1Go+FTRKPx43oAAAAAAAAAhF+o202sra3p0aNHKpVK+uUvfznyfO1+ugAAAAAAAACAU6FOEkunfYQ//PBDJRIJ/eY3vxlprn768gIAAAAAAADATRLqdhOtVkvSaduJWq2m999/X7lcTktLS33PcXR0JNd1VSgUxhUmAAAAAAAAAEytUCeJ3377bb1586bre/F4fKi5PM+TYRh+hAUAAAAAAAAAMyPU7Sbu3bsnz/M6D0ldzwd5AAAAAAAAAAAuCnWS+Ic//KEkdSqASfYCAAAAAAAAgL9C3W7i1q1bsixLL168kG3bikajeuuttwaa45tvvpHruioWi2OKEgAAAAAAAACmV6iTxJKUSCT0/Plz/Yt/8S9GmieTyeidd97xKSoAAAAAAAAAmA2hbjchSXfv3tXCwsLI81iWpVu3bvkQEQAAAAAAAADMjtAniW/duqXt7W1f5iqVSr7MAwAAAAAAAACzIvTtJiT5VgG8trbmyzwYj2azqdXV1Z5jtra2tLW1NaGIAABA2O3u7mp3d7fnmGazOaFoAAAAgOkUWJL466+/1rvvvhvU8he0Wi0dHR3p7bffDjqUG+vk5ESvX7/uOabVak0oGgAAMA1arda1+wcAAAAAvQWWJP7000/1ve99T59++mlQIXRJJpOKx+P68Y9/HHQoN9bc3JyWl5d7jpmfn59QNAAAYBrMz89rZWWl55hms6mTk5MJRQQAAABMn8CSxMViUZZlKRKJ6Ec/+lFQYUiS7t+/r6OjIxLEAVteXtarV6+CDgMAAEyRflpRra6uUm2Mnmh7BgAAhjFLrc8CSxKbpqn9/X198MEHkhRYovj+/fva399XrVYLZH0AAAAAwaLtGQAAGMYstT4L9OA627b18OFD3bt3T41GY6KtJ1qtlu7du6dyuaxarUYvYgAAAOCGou0ZAAAYxiy1Pgs0SSxJmUxGkvTgwQNVq1Xlcjm99957Y13z888/Vzableu6Ojw8DNUBegAAAAAmi7ZnAABgGLPU+mwu6ACk00Txo0ePdHh4KNu29f3vf18/+9nPfF3j6dOn2t7e1ltvvaV0Oq3FxUX96le/0q1bt3xdBwAAAAAAAACmSeCVxG2pVEpLS0u6d++eDg8PlUgkJEnRaFS2bev27duyLEuWZfX8qFer1dLR0ZEcx1GlUlG1WlW9Xu/83PM8JRIJ7e/vj/2aAAAAAAAAACDsQpMklqREIqF4PK5EIqGDgwNJUr1e70rynmeaplzX7Tmv53mdr4vFoj788ENf4gUAAAAAAACAaReKdhNnLSwsqFKpaH9/X9FoVJ7ndZK87a/PPo6Pjy/9/tmHdNrS4vj4mAQxAAAAAAAAAJwRuiRxWyKR0OHhoSqViu7cudNVDdxmGEbX4zzLsjrJ4YcPH2phYWESoQMAAAAAAADA1AhVu4nLbGxsaGNjQ5L0/PlzVatVPXv2TK7r6ujoqNNqwjRNWZalpaUlxeNx2bZNUhgAAAAAAAAArhH6JPFZt27d0q1bt4IOAwAAAAAAAABmRmjbTQAAAAAAAAAAxo8kMQAAAAAAAADcYCSJAQAAAAAAAOAGI0kMAAAAAAAAADcYSWIAAAAAAAAAuMFIEgMAAAAAAADADUaSGAAAAAAAAABusG8FHQAAAAAABKnZbGp1dbXnmK2tLW1tbU0oIgAAMA12d3e1u7vbc0yz2ZxQNKMhSQwAAADgRjs5OdHr1697jmm1WhOKBgAATItWq3XtHmJakCQGAAAAcKPNzc1peXm555j5+fkJRQMAAKbF/Py8VlZWeo5pNps6OTmZUETDI0kMAAAA4EZbXl7Wq1evgg4DAABMmX7aUa2urk5FtTEH1wEAAAAAAADADUaSGAAAAAAAAABusJlsN/Hy5UvV63WZpqn19XX6h00JTpUGAACDmqUTpQEAAICgzFSS+OXLl0omk6rX613fj8ViKpVK+u53vxtQZOgHp0oDAIBBzdKJ0gAAAEBQQp8k/uCDD3R8fCzXdSVJR0dHsm1bjx8/7hr3/Plz2bYt13XleV7Xzw4PDxWJRFSpVPTee+9NKnQMiFOlAQDAoGbpRGkAAAAgKKFPEpumqWq1KtM0tb29rUQiobW1ta4xb9680cbGhlzXlWEYMgxDnud12k04jiPHcZRMJvVv/s2/CehKcB1OlQYAAIOapROlAQAAgKCE/uC6er2ubDaro6MjffzxxxcSxJJ07969ToLY8zx5nqdcLqejoyN99dVX+tWvfqWvvvpKJycn+uSTTwK4CgAAAAAAAAAIp1AniT/77DNFo1Ht7OxcOebJkycql8udBLFhGMrlcvr444+7xtm2rYcPH6pWq407bAAAAAAAAACYGqFOEheLxWsrf+/duyfDMCRJhmEoGo1eSBC33b17V4eHh77HCQAAAAAAAADTKtRJ4kajoXfffffKn9+/f79zoF37sLq9vb0rxy8sLFw41A4AAAAAAAAAbrJQJ4kty9LLly8v/dnz589VKBS62kykUqmeSeXnz59rfX19PMECAAAAAAAAwBQKfZK4WCxe+P6bN2+UTCY7zw3DkGVZ+ulPf9pzvoODA2WzWd/jBAAAAAAAAIBp9a2gA+gllUppc3NTkvTgwQNJUrVaVTableM4XVXEpVKp51zPnz/Xzs6Ovvnmm7HHDQAAAAAAAADTItRJ4kQioY2NDeVyOeVyuc7324nhdn/hR48e9Wwz8fnnn1NBjL48/MXTvsY9eO/9MUcCAAAAAAAATEaok8SSVC6X9eGHH+rJkydd3/c8T6Zpam9vT3fu3Lnwuq+//lqPHz9WuVyW4zidxPLPfvYz/cmf/MmkwgcAAAAQcs1mU6urqz3HbG1taWtra0IRAQCAabC7u6vd3d2eY5rN5oSiGU3ok8QLCwsqlUo6ODhQpVJRvV6XaZq6ffu2UqmUFhYWLrxmb2+v035ibW1Na2trnZ/99V//NUliAAAAAB0nJyd6/fp1zzGtVmtC0QAAgGnRarWu3UNMi9Anids2Nja0sbHR19h79+7p3r17Y44IAAAAwCyYm5vT8vJyzzHz8/MTigYAAEyL+fl5rays9BzTbDZ1cnIyoYiGNzVJYj98/fXXPXsXAwAAALh5lpeX9erVq6DDAAAAU6afdlSrq6tTUW08F3QA13n58qVvc1FdDAAAAAAAAADdQp8kTqfTvszz4sUL1et1X+YCAAAAhpXP5xWPx7W4uCjDMBSJRJRMJlWtVmd2bcdxFI/H+x4f5O8IAADgJgp9kthxHF/myWazvswDAAAADKNarWpxcbGzLy2VSmo0GsrlcqrX64rH44rH43Jdd2rWdl1XhmFc+4hEIrIsK7A4AQAA0FvoexI7jqPf/OY3+s53vjP0HH/xF3+hcrkswzB8jAwAAADoT7Va7VTSplIpFQqFzs8sy1IikVAsFlO1WlUsFlOtVpNpmqFfu1gs9h3HdUUbQf6OAAAAbjrD8zwv6CB6mZub00cffaS//Mu/HOr129vbyufz8jxPhmHot7/9rc8RYlTtBt4rKytjOzDk4S+e+jrfg/fe93U+AAAwPpPYa/Tiuq7W1tbkuq4sy1Kj0bh0nOM4ikQikiTbtlWpVEK/9uLiYl9VvdfNGdTvaFLvDb/3ov1gvwoAQDgEvRftV+jbTUhSoVDQL37xi4Ffd/fu3U6CGAAAAAhCMpnsJFJ7VdO2q2Wl06raQap0g1i7WCzKdV1lMhlVKpWej1KpFFicAAAAuN5UVBJL0tLSkl68eNFX24mXL18qHo/LcZxOBTGVxOFFJTEAABinIKs3zla+StLx8XHPFgnlclnJZFKSZJqmjo+PQ7t2e+6rqn7DEmcvVBIDAIBxo5LYR4lEQkdHR9rY2Lh27JMnTxSJRDoH3rUTxO2KAwAAAGBScrlc52vbtq/toXt2z+q6rsrlcijXLpfLchzHl8Ohg/wdAQAA4FTok8S2bWt/f1+Hh4c6PDzUD3/4wyvHbm9va3Nzs9NewvM8LSwsqF6va39/X3fu3JlU2AAAAEBXO4RoNNrXayzL6nz9+PHjUK69s7Mj0zS1ubk5dHxtQf6OAAAAcCr0SeL2RjEajerw8FD7+/v65JNPusa0Wi3dvn2764A6z/Nk27ZevHihd999V9JpEhkAAACYhHq93vX89u3bfb3ubKJ02CrZca5dr9dVr9fluq4WFxcViUSUTqeHijXI3xEAAAB+J/RJ4ocPH3a+jkaj2t/f18OHD/XFF19Ikp4/f661tTXV6/WuBHEul9NXX32lhYWFzutv3bo18fgBAABwM1Wr1a7nZ6tfezk/7nwiNei1z7eYcBxHxWJRyWRShmEomUz2HXOQvyMAAAD8TuiTxOclEgk9evRIqVRK9+/f1/r6etdhFQsLC6rVavr4448vvPYv/uIvJhkqBtRsNrW6utrzsbu7G3SYAAAgRHZ3d6/dPzSbzUBie/bsWdfz63rttr311ltdzw8PD0OztuM4FxK755XLZcViMaXT6cDiBAAAwGC+FXQAw0ilUmo0Gvrss88kqau9RKlU6qoePqtSqejHP/7xJEPFAE5OTvT69eueY1qt1oSiAQAA06DVal27fwhK+yDltmGrZBuNRmjWtixLhUJBruuq0WioWq1eWKutWCzq8PBQtVpt4nECAABgMFOZJJZOT0F2HEdPnjyR53nK5/PXJoCpMAi3ubk5LS8v9xwzPz8/oWgAAMA0mJ+f18rKSs8xzWZTJycnE4rod65Kng7Kdd1QrZ1KpS6MKRaL2tnZuTC+Xq8rHo+rUqlMPE4AAAD0L5Ak8Zs3b3RwcDDyPD/84Q91cHCgdDoty7L05ZdfXjru6OioU/GA8FpeXtarV6+CDgMAAEyRra0tbW1t9RyzuroaSLXxsHvP8y0Xjo6OQr22aZrKZDLKZDIql8u6d+9e1/rValX5fF6ZTCbQOAEAAHC1wCqJE4mEDMPwZa58Pn/tmPahdgAAAMA0CbLQYdC1E4mEbNvWxsZG12FyOzs7lyaJ/TLq76h9Nsao+vmjBQAAmA67u7u+nI0V1PkYgwokSbywsKBoNOrLKcTtfsTXjQEAAAAmyTRNXxK8/R7mFqa1a7WaYrFYZ7/vuq6q1aps2w5NnGf1czZGPzg/AwCA2RHmsy/GIbBKYtu2Va/X+0ry9tLPa0eZHwAAABjG0tKSLwnQpaWlqVq7bW9vT7FYrPO8UqlcSBKHIU6pv7Mx+sH5GQAAzI5+zr7oR1DnYwwqsCTx3bt3O20iMpmMIpHIyJu7yxwdHcl1XT169EgvX770fX4AAADgMsNWt55Pmg5bzRvU2m3RaFS2batarUq6/JC6MMQpcTYGAAC4yK82UkGdjzGowJLEt27dkmmayufz+vDDD8e+3p07d/TOO++MfR0AAABAktbX17vaq7mu21cy8/whbJFIZKrWPisej3eSxJcJS5wAAAA33VyQi9u2LcuyJrKWZVlaW1ubyFoAAADA2VYL0uWVtJdpNBpdz8+3aAj72med3etf9qnBsMQJAABw0wWaJL579+5YWkxcJZFITGwtAAAA3Gzr6+tdz/tNgJ5tpWCa5lBFFUGufdbZ119WIRyWOAEAAG66QJPEd+7c0bvvvjux9R4+fDixtQAAAHCzRaPRrsTos2fP+nrd4eFh5+vzSdRpWPuq+eLx+IWfhyVOAACAmy7QJDEAAAAwyzY3Nztfn+2928vZcdlsdirXbjvbFuKqlhBhiBMAAOCmm5ok8dOnT7W9va3PP//82rFPnjzRO++8o5/97GcTiAwAAAC4XDqd7nzd6wC3y8ZYljVSr90g124rl8uSpEwmc+WYMMQJAABw001Fkvju3buKx+PK5/NKp9P6yU9+0nP8nTt39PjxY/3oRz/S97//ff3617+eUKQAAADA70Sj0a4kZjtpepVSqdT5+roK2WKxqGw2e2Uf33Gu3Y9yuSzHcWSapra3t68cF3ScAAAAmIIk8f3791UqleR5njzPkyR99dVX174uGo3KcRz9zd/8jWKxmH75y1+OO1QAAADggkKh0Pl6Z2fnynGu66pYLEo6bc2QSqWuHBuPx5VOp5XP5xWJRLoOchvX2tVqVYuLizIMQ/F4vGdrCMdxdO/ePUnSwcHBpYfWjStOAAAADC7USeI3b96oUCjIMAwZhiFJ8jxPyWSyr9ebpqlaraajoyMSxQAAAAiEZVmd6td6va58Pn/puI2NDUmne9iz1bKXOd+WYX9/f+xrl0qlTjK6Wq0qFot1tYo4G1ssFtPS0pIajYai0WjPa/E7TgAAAAwu1EnidhWB53laWFhQKpVSo9HQhx9+2PcclmXp3r17Ojk56Tu5DAAAAPgpkUioUqnINE1ls1klk0nV63W5rttJqtbrdUWjUb148eLaytvzP7csa+xrX7aXLhaLWlxcVDKZVDqdViwWUzweVyqVUq1W6xnXuOIEAADA4EKdJG5/pK1Sqejo6EiPHj3S2trawPN88MEHkk5PV/7iiy/8DhMAAAC4lm3bOj4+Vi6Xk+M42tjY6CRYl5aWVCqVVKvV+kp+lkolWZYl0zSVyWSuPbzNj7Vt21aj0VAqleqs3Vav13V0dKTt7e3OOsMkcf38HQEAAKB/htdu9BtCS0tL+uSTT/TjH/94pHmeP3+uWCwmwzBk27b+xb/4Fz5FCD+srq7q9evXWllZ0atXr8ayxsNfPPV1vgfvve/rfAAAYHwmsdfAdJrUe8PvvWg/2K8CABAO07IXDXUlseu6A31E7SpHR0eSTttWHB4ejjwfAAAAAAAAAMyKUCeJLcvqJHhHUalUOl9fdfIzAAAAAAAAANxE3wo6gF6i0ahKpdJAB9VdplgsyjAMeZ5H/zIAAAAAXZrNplZXV3uO2dra0tbW1oQiAgAA02B3d1e7u7s9xzSbzQlFM5pQJ4lTqZT+6I/+SL/4xS/03nvvDTXH3bt35bquDMOQYRhaX1/3OUoAAAAA0+zk5ESvX7/uOabVak0oGgAAMC1arda1e4hpEeoksW3bevfdd2XbtqrV6kCJ4larpXv37qlUKnWqiA3DUDKZHGPEAAAAAKbN3NyclpeXe46Zn5+fUDQAAGBazM/Pa2VlpeeYZrOpk5OTCUU0vFAniSVpb29P6+vrsm1b8Xhc2Wy2Z7K41Wopm82qWCx2fd8wDFmWNXLrCgAAAACzZXl5OdSnjQMAgHDqpx3V6urqVFQbhz5JHI1Gtb+/r83NTVUqFVUqFZmmKcuyOg9JchxH9XpdjuNIkjzPk6SuKuJSqRTYdQAAAAAAAABAGIU+SSxJiURCh4eH2tjY0Js3b+S6rur1uur1ete4dmJYOk0Ot79nmqYODg707rvvTjJsDIgDQwAAwKBm6bAQAAAAIChTkSSWTiuKX758qU8//VSfffbZhZ+3D6aTThPD7YRxKpVSLpfTwsLCROPF4DgwBAAADGqWDgsBAAAAgjI1SWJJWlhYUC6XUy6X08HBgSqViur1uo6OjuQ4jpaWlmSaptbX1xWPx2XbNsnhKcKBIQAAYFCzdFgIAAAAEJSpShKftbGxoY2NjaDDgI84MAQAAAxqlg4LAQAAAIIyF3QAk/DmzRttb28HHQYAAAAAAAAAhM6NSBIvLCyoUqno+9//ftChAAAAAAAAAECo3IgksSStr6+rVqvpk08+CToUAAAAAAAAAAiNqetJ/PLlS7muq6Ojo75fU6/XVSqV5HmeCoWCPv300zFGCAAAAAAAAADTYyqSxF9++aUKhYKq1erIc7muO3pAAAAAABBiD3/xtK9xD957f8yRAACAaRD6JPFnn32mBw8eSJI8zxt6HsMwZBiGotGoX6EBAAAAAAAAwNQLdU/i58+fK5vNSro8QWwYRl/zGIYhz/O0tramvb09X2MEAAAAAAAAgGkW6kriQqEgSVpYWFAqlVIkEpFlWZKk4+NjbW5uanFxUfv7+5e+3nVdffXVV/r8889Vr9f17rvvTip0AAAAAAAAAJgKoU4SV6tVRSIR/c3f/M2lP793754+//xzRSIRvf3225eOuXPnjiTpwYMH+vnPfz6uUAEAAAAAAABgKoW63YTjOJ1q4ss8ePBAnucpn8/3nCebzeqrr77ST37yE79D7Mjn84rH41pcXJRhGIpEIkomk74cthfWtR3HUTweH+saAAAAAAAAAMYr1EliSVpfX7/yZ2tra9rY2FChUFCr1bpynGVZunXrljKZTM9xw6hWq1pcXOz0Ti6VSmo0GsrlcqrX64rH44rH43Jd19d1x7m267qdg/56Pc62/wAAAACmVbPZ1Orqas/H7u5u0GECAICQ2d3dvXYP0Ww2gw6zL6FuNxGNRnV0dKT5+fkrx2SzWR0cHOjBgwf6y7/8yyvH3b59W8+fP9fDhw/16aef+hJftVrtVNKmUqmuqmfLspRIJBSLxVStVhWLxVSr1WSaZujXLhaLfcfRTlADAAAA0+rk5ESvX7/uOcbvYhMAADD9Wq3WtXuIaRHqSmLLsq5NWNq2rVu3bqlQKOiXv/zlleMODw8lnVbb+sF1XSWTyU6cV7XFaK/nOE5nfNjX3tnZ6WucbdtUEgMAAGDqzc3NaWVlpeejV+EKAAC4mebn56/dQ8zNhTr92hHqSuLNzU3dvXtXb731lu7cuSPHcSRJ77//fte47e1tbW5uKhqNqlwu60/+5E+6fv7ZZ5+pXq9LUmeOUSWTyU4bh17VtO2q3nK5rGq1qmKxqFQqFdq1i8WiXNdVJpO5tt9wr1YgAAAAwLRYXl7Wq1evgg4DAABMma2tLW1tbfUcs7q6OhXVxobneV7QQfSyuLh44aNdsVhMf/3Xf931vXg8roODAxmGoWg02klgVqtVOY6j9mVGIhH9zd/8zUgxOY6jSCTSeX58fNyzlUO5XO5U8pqmqePj49Cu3Z670WgMHeOg2jfLysrK2DbnD3/x1Nf5Hrz3/vWDAABAKExir4HpNKn3ht97UT+xrwUAYLymZS8a+nrnvb29ToLX8zx5nqdaraavv/66a9zZlgv1el3FYlHFYlGNRqPz+nYCeVS5XK7ztW3b1/b6TSQSna9d11W5XA7l2uVyWY7j0GcYAAAAAAAAuEFCnyROJBLa39/X2YJn0zT17rvvdo2zLEtfffWVzhdGG4YhwzA6r9vb2xs5prN9kvtNOp/t3fv48eNQrr2zsyPTNLW5uTl0fAAAAAAAAACmS6h7ErclEgkdHx9rf39frute2VfXtm396le/Ujqd1sHBQdfPotGoSqXSyAdOtHsbt92+fbuv10Wj0U4/5GErice5dr1e78y/uLgoy7Jk27bi8XhXNTJO9fuRQT6+BwAAAAAAgLCbiiSxJC0sLOjevXvXjrMsS5VKRW/evNHh4WHne2tra77EUa1WL6zXj/Pj6vX6wK0vxrn2+RYTjuN0WnZIp4n67e1tX9p1AAAAAAAAAAiP0LebGNbCwoI2Nja0sbHhW4JYkp49e9b1/LqewG1vvfVW1/N2AjsMazuOcyEBfV65XFYsFlM6ne5rTQAAAAAAAADTIdSVxK1WS9lsVo7j6IMPPtCf/dmfBR1Sp21D27DVvI1GIzRrW5alQqEg13XVaDRUrVYvrNVWLBZ1eHioWq02QOQAAAAAAAAAwirUSeJEIqGDgwN5nqdqtaq1tTX94Ac/CDSmq5Kng3JdN1Rrn+/z7LquisWidnZ2Loyv1+uKx+OqVCq+xAMAAAAAAAAgOKFuN3G+BUK/7RXGaZjkrnQx9qOjo1CvbZqmMpmMjo+PVSqVLsxRrVaVz+eHigcAAAAAAABAeIS6ktiyLL148UKGYSiRSOj9998POiTfDJvwDWLtRCIh27a1sbGher3e+f7Ozo4ymYxvcTWbTa2uro48z9bWlra2tnyICAAABGl3d1e7u7sjz9NsNn2IBgAAAJhdoU4Sp1IpPXjwQIZh6PHjxyPPd//+ff30pz8daQ7TNH1J8A5TFR302rVaTbFYrJModl1X1WpVtm2PHJMknZyc6PXr1yPP02q1fIgGAAAErdVq+bI3AAAAANBbqJPEmUxGlUpFT58+1a9//Wt997vfHWm+8+0rhrG0tORLonZpaWmq1m7b29tTLBbrPK9UKr4liefm5rS8vDzyPPPz8z5EAwAAgjY/P6+VlZWR52k2mzo5OfEhIgAAAGA2hTpJLJ0mIZPJpBKJhJ4+farvfOc7Q83z4sULXw5+G7Yv8vnk7rDVvEGt3RaNRmXbdifh7tdhepK0vLysV69e+TYfAACYbn61kFpdXaUiGQAAAOgh1AfXtX3xxRdKpVKKRqP64osv+m4n0Gq11Gq19PTpUyWTSV9iWV9f73reb2Xv+cPiIpHIVK19VjweH+n1AAAAAAAAAMIj1JXE3/ve9/TixYvOc8/zlEqllEqlBp7L8zwZhjFyTGdbLUinlbTRaPTa1zUaja7nw7RoCHLtsyzL6nw9SusKAAAAIAz6OUCZw5EBAMB5/Ry0PC2HKIc6Sdw+uK7NMAx5nhdgRBereftN1J6t+jVNsyvROg1rn3X29aO0rgAAAADCoJ8DlDkcGQAAnDdLBy2HOkmcTqf14MGDTgXwsAliP5PL0WhUpml2Eq/Pnj1TIpG49nWHh4edr88ne6dh7avmo/UEAAAApl0/ByhzODIAADivn4OWp+UQ5VAniRcWFnTnzh09efJE0mmbhGEqVx3HUb1e9y2uzc1NFYtFSep73rPjstnsVK7ddrZ9xaitKwAAAICgcYAyAAAYRj/tqKblEOVQJ4ml02riL7/8UrVaTe++++7Q8xSLRd2/f9+3mNqJ2mq1eu34s2MsyxopsRrk2m3lclmSlMlkRp4LAAAAAAAAQLDmgg7gOrZta2FhYaQEsXTa39jPlhNnk63tpOlVSqVS5+vrKnmLxaKy2awcx5n42v0ol8tyHEemaWp7e3vk+QAAAAAAAAAEK/SVxJK0vb2tVqs1dB+w9mtTqZRvMRUKBUUiEUnSzs7Olb2BXdftVP7att0zhng83qn8zefzOj4+vrS9hp9rV6tVJZNJua4r27aVy+WuPAzPcRzdu3dPknRwcMChdQAAAMCUe/iLp32Ne/De+2OOBAAABCn0lcRPnz5VOp0e6aCITCajH/7wh3r06JFvcVmW1anSrdfryufzl47b2NiQJJmm2VXVe5nz7SP29/fHvnapVOochFetVhWLxZROpy+NLRaLaWlpSY1G48pEMgAAAAAAAIDpEvokcTwevza5ep1Hjx7pV7/6lf74j//Yp6hOJRIJVSoVmaapbDarZDKper0u13U7SdV6va5oNKoXL15cW3l7/ueWZY197WQyeeF7xWJRi4uLSiaTSqfTisViisfjSqVSqtVqPeMCAAAAAAAAMF1CnyT2PM+XXsKpVEqVSkVffPGFD1H9jm3bOj4+Vi6Xk+M42tjY6CRYl5aWVCqVVKvV+mrNUCqVZFmWTNNUJpO59pA5P9a2bVuNRkOpVKqzdlu9XtfR0ZG2t7c769BiAgAAAAAAAJgtU9GT2A+GYcjzPBUKBf3oRz/yff5MJqNMJjPSHO2E7aTXtixLhUJh6NcDAAAAAAAAmF6hrySWThO8o3j69Kmy2awkqVar+RESAAAAAAAAAMyE0FQSP3nyRA8fPrz0Z5lMZqhD51zXleM4ktRpWUG7BAAAAAAAAAD4ndAkie/cuSPP87S5udmpHG4ndo+Pj0euAG7PeV2fXwAAAAAAAAC4SULVbiKRSOhXv/qV3n77bXme10nsGoYx0kM6TTivra1pb28vyEsEAAAAAAAAgFAJTSVxm2VZajQaisfjOjg46Bw4N2ybCMuyZFmW7t69qzt37vgbLAAAAAAAAABMudAlidsqlYqSyaS+/PJLFYtFffjhh0GHBAAAAAAAAAAzJ1TtJs4rlUpaW1sLOgwAAAAAAAAAmFmhrSRuq9VqOjo6CjoMAAAAAAAAAJhJoU8SLywsaGFhIegwAAAAAMyoZrOp1dXVnmO2tra0tbU1oYgAAMA02N3d1e7ubs8xzWZzQtGMJvRJYgAAAAAYp5OTE71+/brnmFarNaFoAADAtGi1WtfuIaYFSWIAAAAAN9rc3JyWl5d7jpmfn59QNAAAYFrMz89rZWWl55hms6mTk5MJRTQ8ksQIDT7mBwAABjVLH/FDcJaXl/Xq1augwwAAAFOmnzzV6urqVFQbkyRGaPAxPwAAMKhZ+ogfAAAAEJS5oAMA2ubm5rSystLzwcf8AADAWe2P+PV6zM2Fa8ubz+cVj8e1uLgowzAUiUSUTCZVrVanbu16va50Oq1IJCLDMDpzZrNZua7rb/DnOI6jeDw+1jUAAABuinDtmHGjtT/m1+tBqwkAAHDW1tbWtfuH63rNTkq1WtXi4qKy2awkqVQqqdFoKJfLqV6vKx6PKx6PjyW56vfarusqmUwqFoupWCzKcZzOzxzHUT6f1+LioorF4sCxuq7bSTj3ekQiEVmWNfD8AAAAuIh2EwAAAMCYVavVTtVrKpVSoVDo/MyyLCUSCcViMVWrVcViMdVqNZmmGcq1XddVLBbrSgxfJZ1Oq1arda15nUESy+2kNwAAAEZDJTEAAAAwRu2qW+k0KXtVwrRUKkk6rcRtjw/j2slkUo7jKBqNdiqSG42GSqWSMpnMhfHFYlHlcrnvmHd2dvoaZ9s2lcQAAAA+CbSS+PPPP1cul1MsFtNf/dVfBRkKAAAAMBbJZLLTxqFX5Wu7qrdcLqtarapYLCqVSoVq7WKxqGq1qkwmo1wud+kc6XRayWRS9Xq987N79+4pkUhcG2+xWJTruspkMtf2G15fX792Pvjn4S+e9jXuwXvvjzkSAAAwDobneV4QCz9//lyxWOw0CMNQqVTSD37wgyBCQcBWV1f1+vVrrays6NWrV2NZo99Nrd/YJAMAELxJ7DWu4jiOIpFI5/nx8XHPVg7lcrlTyWuapo6Pj0O1drsPcKVSGWhtSapUKrJtu+fr2q9pNBo9x/llUu+NoPaiQWD/CwBAtyD3ooMIrJK4/TEywzAkybeea0CY9PMfBGykAQCYXWerbW3bvnbPe7ba1nVdlcvlvipwJ7F2vV6X4ziq1WrXrm1ZlnK5XFf1cr1e75kkLpfLchxnoP7FAAAA8EdgPYnbHz/zPE+FQkHvv395ouzu3bt6+vTm/OUdAAAAs+PsIWzRaLSv15zts/v48ePQrP348WOlUqm+izvOJ4S/+eabnuN3dnZkmqY2Nzf7mh8AAAD+CSxJ7DiOFhcXVavV9OGHH145rlQq9XVycj++/vprX+YBAAAArnO2J68k3b59u6/XnU3oDnLg27jXvnv37oU+xP3OJelC+4mz6vW66vW6XNfV4uKiIpGI0un00NcPAACAwQSWJDZNU9vb27p169bE1ux1WAcAAADgp2q12vX8bJVuL+fHnU/4BrV2NBodqEVc+8C8fmI4v093HEfFYlHJZFKGYVw4CA8AAAD+CixJbFlW35tVv/hVkQwAAABc59mzZ13P+02wvvXWW13PDw8Pp2rttvN776v6ETuOcyGpfV65XFYsFlM6nR46HgAAAFwtsCTx3bt3R+qxNqjnz5+TJAYAAMDEnN97DlvN22g0pmrttrMJ5lQq1XPNQqGgXC6nVCrVM9ZisahYLDZ0TAAAALjct4JaOJVKKZvN6sWLF53N4NLS0qVja7Xa0FXHruvKcRx9+umno4QLAAAADMSvAoXzbRvCvnZboVDofH1d27fzSWTXdVUsFrWzs3Mhhnq9rng8rkqlMnRsAAAA6BZYknhhYUH7+/va3NxUrVbrObZYLHadzjwMz/NkGMZIcwAAAAD9GjbBer41xNHR0VStLZ0mqds9hHO53MAFH6ZpKpPJKJPJqFwu6969e13XVK1Wlc/nlclkhorvvGazqdXV1ZHn2dra0tbWlg8RAQCAoO3u7mp3d3fkeZrNpg/RjF9gSWJJSiQSnURxL57nTSgiAAAAIFxGqeYNau1cLifptJXEqIncRCIh27a1sbHRdXjdzs6Ob0nik5MTvX79euR5Wq2WD9EAAIAwaLVavuwPpkWgSWLpdNN3fHysTCajUqkU6CYYAAAA8Itpmr7sbfs9dC4sa9frdRWLRZmm6VtLCNM0VavVFIvFOoli13VVrVavPBBvEHNzc1peXh55nvn5+ZHnAAAA4TA/P6+VlZWR52k2mzo5OfEhovEKPEksnbaeKBQKKhQKevHiher1uo6OjuR5nj766CMlk0mtr68PNfc333wjx3FULpd9jhoAAAC42tLSki+J2qvO7Qjr2vfu3ZMkHRwcDH2uyFX29va6Dq6rVCq+JImXl5f16tWrkecBAACzw682Uqurq1NRkRyKJPFZa2trWltb6zz/6KOPFI/H9eGHH440b7Va1R/90R+NGh4AAADQl2GqcKWLLR6GrSQOYu10Oq16va5SqaRoNDpUDL1Eo1HZtq1qtSrJvwP6AAAAbrq5oAOYFNu2u5LPAAAAwDid/yRcv5W95w+Li0QiU7F2+7DpQqGgRCLR9+sGFY/HxzY3AADATXVjksSSfP+4GwAAAHCVs20RpP6rXhuNRtfzYdopTHrtarWqdDqtQqGgVCrVX5BDOrunH6YdBgAAAC4KfZL4+Ph45FYTbaVSyZd5AAAAgOucr+btN1F7turXNM2hCh0muXa9Xlc8Hlculxt7gljqThIP21YDAAAA3UKfJF5YWAjlXAAAAEAv0Wi0K4n57Nmzvl53eHjY+XrYw5sntbbjONrY2FAmk1Emkxk4zmGcjZHWEwAAAP4I3cF1/Wi1WqpWq6pUKjo6OpLjOFpaWpJlWYpEIkokEnr77beDDhMAAAA33ObmporFoqTTitt+nB2XzWZDu7bjOIrFYkqlUsrlcn3N7ziOyuXySAnlsy0xhmnFEYT1v/4/+xp3+P3/esyRjN/DXzzta9yD994fcyQAAGAQU5UkfvnypbLZrMrlctf3Pc+TYRid59lsVpZl6cGDB/rRj3406TABAAAASVI6ne4kaqvV6rXjz46xLGukJOg413ZdV/F4XJubm30niCUpmUxqb2+v7/GXaf+3wKQqlyep32RyP2Yh4QwAACZnapLEe3t7+uijjySdJoXbDMPoShC3f95oNJRKpVQoFFQqlfTd7353ovECAAAA0WhUtm13ErDlclmJROLK8WfP0LiukrdYLKrRaCidTl/aO3hca7uuq1gsJsuylM1m++p37DhOZ85oNHrt+KuUy2U5jiPTNLW9vT30PDeBnwlniaQzAACzzvDOZlxD6rPPPtODBw8uVAz3G/rc3JxqtZr+i//ivxhXiBjB6uqqXr9+rbm5OS0vL/ccu7W1pa2trYHX6Pdjb0Hgo3YAAAxvd3dXu7u7Pcc0m02dnJxoZWVFr169mlBkv+M4jiKRiKTTBGmtVrt0nOu6WlxclHTaRqFSqVw5Zzwe76r8PT4+vvQQt3GsHYvF+m5fcV6hUOg63K5arSqZTMp1Xdm2rVwud2USud3ewnVd1Wq1kZLNbe196LjfG9Xcn49t7knxO0nMHhgAcFNMar8xqtBXEj958kTZbLZTMdxODEejUa2vrysSiXROXl5aWpLjODo6OlKj0ehUGpycnGhjY0OHh4f0Kg6xk5MTvX79uueYVqs1oWgAAMA0aLVa1+4fgmZZlkqlkpLJpOr1uvL5/KWtEjY2NiRJpml2VfVe5nz7iP39/a7k67jWHiVBLOlCjKVSSa7rSjq9pnaP40Kh0DWunUxeWlpSrVa7tHIa43WT+ioDAHAThT5J3E4Qe54n0zSVy+W0ubmphYWFS8ffunWr8/XDhw/1/Plzffrpp3ry5Ik++ugj/fznP59U6BhQP5XE8/PzE4oGAABMg/n5ea2srPQc064kDlIikVClUlEymVQ2m9WzZ8+0vb0ty7J0eHiobDarer2uaDSqg4ODS6uCzzJNs5NcldQzaerX2u1E87AuS2Ink8lO3+S2YrGo/f192batpaUlHR4eql6vK5PJaHt7+9rfDQAAAAYX6nYTT548UTKZlHR68MZPf/rToefK5/Pa3t5WtVrVe++951eI8MEkyu7D3G6iX3wkDwCA4YTtI375fF6PHz+W4zhyXVemaWp9fV3pdLpnz+CzqtWq0um0jo6OlEql+j48zo+1/eY4jnK5nKrVqo6OjjpxLS0tKRqN6u7du7JteyzJYdpNBMfO/nnQIQAAMBFh24teJdSVxI8fP5ZhGMrlcvrxj3880lyZTEbValX7+/skiQEAABCYTCZzacuHQdi2rUajEcjafrMs60J7CQAAAExWqJPE7Y+9jZogbkun03rw4IEvcwEAAAAAxufvHv+vfY379t3/bsyRAAAw+0KdJHYc50KPslGYpinHcXybDwAAAAAwuH4TwAAAYDJCnSSWeh/CMSgSxAAAAADOazabWl1d7Tlma2tLW1tbE4oIAABMg93dXe3u7vYc02w2JxTNaEKdJLYsS47j6P33/Tmwq1Ao+Jp0BgAAADD9Tk5O9Pr1655jWq3WhKLBoGhLAQAISqvVunYPMS1CnSSORqMqlUr68MMPR57rwYMHqtfrSiaTPkQGAAAAYFbMzc1peXm555j5+fkJRXMz/MuXL64d80/fXptAJAAADG9+fl4rKys9xzSbTZ2cnEwoouGFOkm8ubmpzc1NffLJJ/r000+HmqPVaunevXsqlUoyDEPpdNrnKAEAAABMs+XlZb169SroMDBmVBwDAPzWTzuq1dXVqag2ngs6gF4SiYTW1taUy+X0p3/6p3r58mXfr3369Knu3r2rxcVFlctlGYahaDTqW+sKAAAAAAAAAJgFoa4klk77CH/wwQcqFAoqFAqybVvRaFSRSKTTX9h1XR0dHalWq+nw8FD1er3zes/zJEmGYWhvby+QawAAAAAATId+K477QVUyAGBahD5JbNu2Hj16pI8++kiGYaharaparV45vp0Ulk4Tw4ZhyPM87e/v6913351AxAAAAAAAAAAwPUKfJJakVCqlpaUlpVIpua4rwzAkdSeE29o/a//cNE0dHBzo1q1bE4sXAAAAAAD6IAMApkWoexKflUgk9OLFC3388cfyPO/SBLGkzs8WFhaUy+V0dHREghgAAAAAAAAArjAVlcRt7cRvLpfTwcGB6vW6Go2Gjo6OJElLS0uKRCKybZvEMAAAAAAAAAD0YaqSxGdtbGxoY2Mj6DAAAAAAAAAAYKpNbZIYAAAAADC7/uXLF32N+6dvr405kvGjdzEAIGhT05MYAAAAAAAAAOA/ksQAAAAAAAAAcIPRbgKYEg9/8bSvcQ/ee3/MkQAAAAAIAm0pAADjQpIYAAAAAIAZQjIZADAo2k0AAAAAAAAAwA1GJTEAAAAAADcQFccAgDaSxAAAAAButGazqdXV1Z5jtra2tLW1NaGIAADANNjd3dXu7m7PMc1mc0LRjIYkMUKDzTkAABjULG3MEZyTkxO9fv2655hWqzWhaAAAwLRotVrX7iGmBUlihAabcwAAMKhZ2pgjOHNzc1peXu45Zn5+fkLRYFD/8uWLvsb907fXxhwJAOCmmZ+f18rKSs8xzWZTJycnE4poeCSJERrj3Jyv//X/2de4w+//10PNDwAAgjFLG3MEZ3l5Wa9evQo6DAAAMGX6+cT76urqVBQ1hDpJ3Gq1lM1m5TiOPvjgA/3Zn/1Z0CFhjNicAwCAQc3SxhwAAAAISqiTxIlEQgcHB/I8T9VqVWtra/rBD34QdFiYYVQcAwAAAAAA4KYJdZK4Wq3KMIzOc9M0gwsGmBIPf/G0r3EP3nt/zJEAAAAAmAV/9/h/vXbMt+/+dxOIBAAwLnNBB9CLZVmSJMMwlEgk9P77JLUAAAAAAAAAwE+hThKnUil5nidJevz48cjz3b9/f+Q5AAAAAAAAAGCWhLrdRCaTUaVS0dOnT/XrX/9a3/3ud0ear1qt+hQZbjp6FwMAAADA7/TTkkKiLQUAhFWok8SSVKlUlEwmlUgk9PTpU33nO98Zap4XL17IcRyfowN66yeZTCIZAAAAAAAAQQp1u4m2L774QqlUStFoVF988YVarVZfr2u1Wmq1Wnr69KmSyeSYowQAAAAAAACA6RPqSuLvfe97evHiRee553lKpVJKpVIDz+V5ngzD8DM8wBe0rgAAAADG71++fHH9IEn/9O21MUcCAED4hDpJnEql9ODBg85zwzA6B9kBNw3JZAAAAAAAAIxDqJPE6XRaDx486FQAD5sgJrkMXPTwF0/7GvfgvffHHAkAAACAm4ID7gAgnEKdJF5YWNCdO3f05MkTSZJt2zJNc+B5HMdRvV73OTognKg4BgAAAAAAwCBCnSSWTquJv/zyS9VqNb377rtDz1MsFnX//n3/AgMAAAAAAACAGRD6JLFt21pYWBgpQSyd9jf+6KOP/AkKAAAAADCTOOAOAHAThT5JLEnb29tqtVqan58faZ5UKuVTRMD067ctxd/96//vtWPoFwYAAKZZs9nU6upqzzFbW1va2tqaUEQA6F0MYBrs7u5qd3e355hmszmhaEYzFUnijz/+2Jd5Hj165Ms8ALqxgQMAANPs5OREr1+/7jmm1WpNKBoAADAtWq3WtXuIaTEVSeJBbW9v66OPPtJ3v/vdoEMBAAAAEHJzc3NaXl7uOWbUTzUCAIDZMz8/r5WVlZ5jms2mTk5OJhTR8KYuSfzll1+qUqno8PBQ29vb+sEPfnBhTCwW061bt/TBBx8ol8uRLAZG0E9Ptn77sVFxDAAAwmh5eVmvXr0KOgxMGT/3yQCA6dRPO6rV1dWpqDaemiTxX/zFX2hnZ0eu63a+d3R0dOnYRCIh27a1sbEhy7JULpf1J3/yJxOKFMCo+k0m94ukMwAAADCbKEQBAH+EPkn85s0bra+vy3EceZ7X+b5hGD1fZ5qmarWaYrGYEomEisWifvSjH407XAAhxMYRAAAAAADgaqFPEieTSTUaDRmG0UkMn00WX+fg4EBLS0tKpVKyLEvvvffeuEIFbqx+Pmonhf/jdn5WMJNwBgAAAAAA0yLUSeKDgwNVq1UZhtFJDJumqfX1dR0cHPQ1h2ma+vjjj/XZZ58pnU7rX/2rfzXOkAFAEi0zAAAAgDDpZ3/OnhvATRbqJHGhUJB0WjmcSqWUzWa1tnZaiTg3N9f3PD/84Q/12WefqdFo6IsvvqDtBICpQ8sMAACA6TMrn7gDAMy+UCeJ21XEhUJBH3744dDzWJbV+fqrr74iSQxgZtEyAwAAAAAADCrUSWLXdRWJREZKEEvS0dFR5+t6vT5qWBiTZrOp1dXVnmO2tra0tbU1oYiAm43qZQDTYHd3V7u7uz3HNJvNCUUDAJhm7H8B3GShThKbpqloNDryPO3EsOd5chxn5PkwHicnJ3r9+nXPMa1Wa0LRYBz4uN1sYjMNIEitVuva/QMAhB37ZABA0EKdJLYsS67rjjzPzs5O52vTNEeeD+MxNzen5eXlnmPm5+cnFA0Av5FMBjAO8/PzWllZ6Tmm2Wzq5ORkQhEBAGYd+1oAsyjUSeKNjQ19/vnnI83x2WefqV6vyzAMeZ7X1Z8Y4bK8vKxXr14FHQYAAJgi/bSiWl1dpdoYAAAA6CHUSeLt7W199tln+slPfqI/+7M/G+r1+Xy+kyA2DEN3794dQ6QA/MTH7W42Dt8DAAAAAGCyQp0kNk1TH3/8sTKZjL755hs9ePDg2nYDrVZL+/v7yuVychynkxxuS6VS4w4bABASfiacB0FyGgAAjAPFFNOFthQApkmok8SSlMvlVK/X9fDhQ+VyOcXjcdm2LUmq1WpaWlrS0dGRGo2GqtVq1yF1kroSxI8ePaKnLQBg7PgPAgAAAADANAl9kliSKpWK0um09vb2VKlUVKlUZBiGisWiisVi19jzyeH280KhoHv37k02cABjRSUFpl0/yWQSyQAAYFDskwEAg5qKJLF0muRNp9PKZrM6ODi48PN2Urjdf7idHLZtW4VCQWtr/MsPADB9/K5KpsoZAAAgXNifAQiDqUkSS1I0GlWlUtGLFy9UrVZVqVTkOI5c19XR0ZGWlpZkmqYsy1I8Htfm5qYWFhaCDhsB293d1deV/5f+0bf/EyX+q/8y6HAQACopZsv//H/8XL/593+r7/yj/1T//X/zx0GHExp+91/mP1YwSbu7u2q1Wpqfn9fW1lbQ4eAGajabWl1d7Tlma2trqPcne1FgtrAXBWbPKHvR3d1d7e7u9hzTbDZHCW9iDK9dcgsEZHV1Va9fv9bKyopevXo1tvn/cP47+t8+4T88cTWSxNMh8qf/g/6vo2P950uLavzl/xR0OPARCeeba1J7gXHNj+nVfm/045//83+uP//zPx96DfaimGbsk39nGvai7KmAwYyyV/zzP/9z/Y//4//Y19iw70WnqpIYAADMLr+rofkPJAD9mpub0/Lycs8xHICNm6yfT+aRSAZwE83Pz2tlZaXnmGazqZOTkwlFNLypTBK/fPlS1WpVtVpNR0dHkqSlpSVFIhHZtq1333032AABTCU2v8BsCaKfM4lpYDotLy+HurIHAAbBngWYnH7aUQ3yyaUgTVWS+PPPP1cul5PjONeOTafTymQyevvtt8cfGIAbg/7GwOzxs4I5qGpoekgDAIBBsHcAcN5UJIlfvnypeDwux3F0voWyYRhdz9s/LxQKKhQKyufz+rM/+7Oxx5jP51WpVHR4eCjXdWVZlqLRqNLptGzbnrq1g7weAABwKogDCfmPwfFj3xjMnADGi2KK2UQyGbg5Qp8kfv78uWzb1vHxsaTupLDneReSxmd/JkmZTEaVSkU///nPxxJftVpVMpmU67qybVulUkmWZaleryubzSoej3e+b5pm6NcO8nqAWcImGcC08jsx3Q/vb//9xNcMAvvGYOYEEC7sk2cTyWRg+oU+SZxMJnV8fNxJDreTv5ZlybZtRSIRmaYpy7K0tLQkx3HkOI4ajYb29/fluq4qlYr++I//2PdEcbVaVTwelySlUikVCoXOzyzLUiKRUCwWU7VaVSwWU61W820zO461g7we4KZikwwANwP7RvaiAAAAYWZ4V5XihsDe3p7S6XRXgti2beVyOd26dauvOcrlsnZ2dvT111/72nrCdV2tra11Pv7WaDQuHec4jiKRiCTJtm1VKpVQrh3k9bQbeK+srIzlwJD2/H84/x39b5/0biYOhBVJ4t+J/On/oP/r6Fj/+dKiGn/5PwUdDgAftO/rce8FxjX/ddg3hncvOon3BntRYLwmvU9mLxoeVCXDL5PKSwW1F+1XqCuJ29UDnufJMAwVCgXdu3dvoDkSiYQSiYTi8bgymYzu3bun+fn5kWNrfwxOkrLZ7JXj2lUP5XJZ1WpVxWJRqVQqdGsHeT24Xvn//f/Rv/+7/6B/9O3/RIn/6r8MOpyhcA2j8avi+H/+P36u3/z7v9V3/tF/qv/+v/ljP0LDkGbhnwXXEA6zcA2zjn0je9Fpxz4uHLiGy/HJvMHNwt7hf/4/fq7flH7W1zWEOZm8u7urVqul+fl5bW1N5x8SZ+EacCrUlcRLS0t68+aNpNPewjs7O0PP5bqulpaWtLe3px/96EcjxXW2gkGSjo+Pe37UrVwuK5lMSpJM0+z0Vw7L2kFej0QlcT/+H5/u6t+0fsM1BGyWrmGaKx9mpXpjFq6DawiHWbqGWazeYN8Y7r0olcT9maU9ENcQrLBfQz+J5Fn69y7X0C2IZPK0VJj2wjUEP79fQl1J3K4mMAxD29vbI81lmqZSqZT29/dHThLncrnO17ZtX9sLLZFIdL52XVflcrnre0GvHeT1AAjG3//H/3ht1QXVFgAwOvaN7EUBTI9+qpL//j/+xwlEgiD4fXhvmCuYgcuEOkkcjUZVr9dlWZYvLSIikYgODg5GnqdYLHa+jkajfb3Gsiw5jiNJevz48dAb2XGsHeT1AAivfj+61y+SzgBuIvaN7EUBzCaKLnCdfpLO3t/++wlEAvQn1EnijY0N1et1HR0d+TZnezM5rHq93vX89u3bfb0uGo121i6Xy6FZO8jrAXCz0C8OwE3DvjGYOQEgLNj/ol/e3/57XyqZqV7GKEKdJP7kk0/02WefyXVdvXz5Um+//fZI8zUajWs/vnadarXa9dyyrL5ed35cvV7vu1JinGsHeT0AcJnrNtPtj/hRvQEg7Ng3BjMnAEwbvz/Bdx1aZswuWmZgFKFOEi8sLGh/f1+bm5t68OCB/uqv/mqk+fb39/XWW2+NNMezZ8+6nvebdD6/7uHh4cAb2XGsHeT1AMC40TIDQJDYNwYzJwCgPxRd4DqDtMy4rhq634Qzie7ghDpJLJ0eTFEoFJTNZvWnf/qn+su//Muh5nnw4IFc11U8Hh8pnvPtKoatdmg0GqFYO8jrAYBp42fSeZCK6H6wgQfCh31jMHMCAPxD0QX84nfy18916Q19KpAk8UcffaRarTbQa5aWllQoFFQoFAauEnBdV47jyDAM35PEw3JdNxRrB3k9AAD/TPpjihKJbuA67BuDmRMAEF5+7Vn93ocOgj0rZpXheZ436UUfPHigfD4vwzDUz/KGYUhSX2Ovm+f4+Fjz8/MjzXFWvzFVq9WuBHUikVCpVAp87SCvp+0P/uAP9A//8A+SpLm5uaHmOOs73/mO/sk/+Sed581mUycnJ5ozDC1955/0eGV4Hf3m3+rE87iGgHEN4TAL1yDNxnVwDeHg9zX8wbf6qyHot59hP/P9/47d02uYm9Py8nLn+//23/5b/eY3v+lrnV5OTk4kSb//+7+vv//7vx95vn6xbwxmzkGMex8qsRcNC64hHLiGcOAawmMWrqPfa+h3jxmEWd2LDiqQf0LpdFr5fF7SxY1hL4OMvUwqlRopQeynIKsdxrH2KHP+9re/7XzdvnFG8ebNG7158+bC9088T/+mNfrNHSSuIRy4hnCYhWuQZuM6uIZwmIlrODnR69evxzb/2T3HNGHfOL45J7UPlWbkHuUaQoFrCAeuIRxm4Rqk2biOmbiGG74XDSRJvLa2Jsuy9OLFi5Grg/sVjUaVy+VGnsc0TV82tv0eyjHutYO8nrZvf/vb+tu//Vt5//dfbUZ1WQUHAACYPn5WbxiGoW9/+9s+RNU/9o3BzDkI9qEAAOAq074XHVRgtd4bGxv6/PPPVa1W9f777wcVxsCWlpZ82cguLS2FYu0gr6ft3/27fzfy+gAAAGHDvjGYOQfBPhQAAODU6H8uH9Lm5qai0ehUJYil4asUzm9+h60I8XvtIK8HAABglrFvDGZOAAAADC6wJPHGxobW1iZ7IuTLly9HnmN9fb3reb+VD0dHR13PI5FIKNYO8noAAABmGfvGYOYEAADA4AJLEkvS/v7+RNdLp9MjzxGLxbqeO47T1+sajUbXc9u2Q7F2kNcDAAAwy9g3BjMnAAAABhdoknjSDg8PR57jfLVDvxvZs1URpmnKsqxQrB3k9QAAAMwy9o3BzAkAAIDBTWWS+OXLl/r666/7fnz55Zf6oz/6I18OxYhGo109z549e9bX684mqM9vhoNcO8jrAQAAmGXsG4OZEwAAAIObiiTxy5cvdf/+fb3zzjv6vd/7PUUiEcVisb4fyWRSlUrFt3g2Nzc7X9fr9b5ec3ZcNpsN1dpBXg8AAMAsY9/IXhQAAGAaGJ7neUEH0cv29rby+bwkadRQDcPQb3/725FjqtfrXf3TrourWq0qHo9LkizLutBDLei1g7weAACAWca+kb0oAADANAh1JfGTJ0+Uy+U6G0XDMAKO6FQ0Gu06HKNcLvccXyqVOl9fV+lQLBaVzWav7Mc2jrXHeT0AAAA3GftG9qIAAADTINSVxOvr66rX6zIMQ57nybIsRaPRzsEUb7311rVzfPPNN3JdV/v7+3rz5o0vlcTS6aEakUhE0unGtlarXTrOdV0tLi5KOj11uVfbi3g8rmq12nl+fHzc1aNtnGuPY04AAACwbwxqTgAAAAzACzHDMLy5uTlvbm7Oq1arI83VaDS8ubk5nyI7VSqVPEmeJC+Xy106JhqNepI80zS94+PjnvO152o/CoXCxNYe15wAAABg38heFAAAINxCnSReXFz05ubmvAcPHvgyXyQS8WWesyqVimeapifJSyQSXq1W846Pj71KpdLZxEaj0b42se152o9KpTKxtcc5JwAAANg3BjUnAAAArhfqnsTtthK3b9/2Zb5CoeDLPGfZtq3j42Plcjk5jqONjQ0tLi4qmUxqaWlJpVJJtVrt0o//nVcqlWRZlkzTVCaT6erNNu61xzlnUPL5vOLxuBYXF2UYhiKRiJLJZNdHMwGEn+M4nQOK+sG9D/ivfR9e1yv2OuO4P6fpnmffGMycQZim9yWA3tiLAsFjLzohQWepe8lkMt7c3Jy3t7cXdCiYImcrUGzb9iqVitdoNLxSqeRZltX5PhUoQLCOj48vfFz6qkcqlbp2Pu59wH/Hx8deIpHoq6VBL+O4P7nnEUa8L4HpwV4UCD/2opMV6iSx67qeYRje/fv3fZmPZPPsq1Qq1/6LvP1RRcuypupmBWZNLpfre2PeaDR6zsW9D/jr+PjYy2QyA/W9vco47k/ueYQR70tgurAXBcKLvWgwQp0k9rzT/+NeWlryWq3WyHOtr6/7EBHC6vj4uPNXHMuyrhzXaDQ6N7Nt2xOMEMBZ5/tpXvW47j7l3gf8lcvlPMuyPNu2R96Yj+P+5J5HGPG+BKYPe1EgnNiLBifUPYklKZPJKBqNKplMjjTPixcvVK/XfYoKYZRMJuW6riQpm81eOc6yLCUSCUlStVpVsVicRHgAzigWi3JdV5lMRpVKpeejVCr1nIt7H/BPvV6XbdtqNBqqVCojn+cwjvuTex5hxPsSmC7sRYFwYi8aLMPzPC/oIPqxvr6uN2/eKJvNamlpqa/XHB0dyXVdNRoN7e/vy3Vd/fa3vx1zpAiC4ziKRCKd58fHxz0PNCmXy50/PJimqePj43GHCOCM9v3aaDRGmod7Hxiver2uWCzWeV4oFJRKpfp67TjuT+55hBHvS2D6sBcFpgN70cn6VtAB9OPp06eSTv8PPJ1ODzWH53kyDMPPsBAiuVyu87Vt29eeeN3+a44kua6rcrnc9T0A41Mul+U4zsh/FZa494Fxu+6e6mUc9yf3PMKI9yUwXdiLAtODvehkhb7dxP379xWPx/X8+XMZhiHvtI/yQA/MvrNl+9FotK/XWJbV+frx48e+xwTgcjs7OzJNU5ubmyPPxb0PhNc47k/ueYQR70tgurAXBW4G9qKDC3WSeG9vT4VCoZPoHTbhS6J4tp3vNX379u2+Xnf2hi6Xy77GBOBy9Xpd9XpdrutqcXFRkUhE6XR6qHuQex8Ir3Hcn9zzCCPel8B0YS8K3AzsRYcT6nYT7Y9/tCuIbdtWPB6XaZoD9yV+9OiRXr58OcZoEZRqtdr1/OxfaXo5P65er/f9lyAAwznf2N9xHBWLxc5fZBOJhLa3t/u6F7n3gfAax/3JPY8w4n0JTBf2osDNwF50OKFOEtfrdRmGIdM0dXh4qLW1taHnunfvnt566y0fo0NYPHv2rOt5vz1rzr8fDg8PQ3ujArPAcZwL/2I9r1wuq1wuK5VKXdsnjnsfCK9x3J/c8wgj3pfA9GAvCtwc7EWHE+oksWmaevPmjba3t0dKELfnunXrlk+RIUwcx+l6Puxfc0Y92RZAb5ZlqVAoyHVdNRoNVavVC/dvW7FY1OHhoWq12pXzce8D4TWO+5N7HmHE+xKYHuxFgZuDvehwQp0kjsVievr0ad+/+Ovs7e35Mg/C5ap/sQ/KdV1f5gFwtVQq1fXcdV0Vi0Xt7OxcuAfr9bri8bgqlcqlc3HvA+E1jvuTex5hxPsSmC7sRYGbgb3ocEJ9cF06nZbneb79g6CSeDYNe4Od/2jA0dHR6MEAGIhpmspkMjo+PlapVLpwX1arVeXz+Utfy70PhNc47k/ueYQR70tgurEXBWYTe9HhhDpJnEgkdOvWLT1+/NiX+b788ktf5sFsCvNfc4CbIJFI6MWLFxf6M+3s7Ix1Xe59ILzGcX9yzyOMeF8CwWMvCuC8m7YXDXWSWJJKpZJqtZp+9rOfjTzXuP/PHcHot1n4pOYBMDzTNFWr1bo2567rXnrICPc+EF7juD+55xFGvC+B2cJeFJgN7EWHE/oksWVZevTokT788MOR5nnz5o3q9bpPUSFMlpaWQjUPgNGd7yF/WS847n0gvMZxf3LPI4x4XwKzib0oMN3Yiw4n1AfXtdtD/OEf/qEWFxf1zjvvKJFIDDyP67ra39/3OzyExLB/hTlf4h/mv+YAN000GpVt252qjct603PvA+E1jvuTex5hxPsSmE3sRYHpxl50OKFOEn/66ad6/vx557nneVc2jb+O53kyDMOv0BAi6+vrXVXiruv2ddOdbxYeiUT8Dg3ACOLx+KUf7Wvj3gfCaxz3J/c8woj3JTC72IsC04u96HBC3W5ic3NTnufJ8zxJIsmLS8Visa7nl/2V9zKNRqPruW3bvsUEYHSWZXW+vuwjOdz7QHiN4/7knkcY8b4EZhd7UWB6sRcdTqiTxOl0WtJpcridLB72gdm1vr7e9bzfG/Vsyb9pml2bAADBO3tPXvYXWu59ILzGcX9yzyOMeF8Cs4u9KDC92IsOJ9RJ4oWFhc6porlcTpVKRbVabeBHqVTSrVu3Ar4ajEs0Gu36l/azZ8/6et3h4WHn6/M3O4Dgnb1H4/H4hZ9z7wPhNY77k3seYcT7Ephd7EWB6cVedDihThJL0t27d5VIJPTxxx9rY2NDt27dGvhx584d1Wo1LSwsBH05GJPNzc3O12d7xPRydlw2m/U9JgCjOfuxnKs+ksO9D4TXOO5P7nmEEe9LYDaxFwWmG3vRwYU+SWzbtm/tIsKescfw2q1JJPU8XOCyMZZlhbonDHBTlctlSVImk7lyDPc+EF7juD+55xFGvC+B2cReFJhu7EUHF/ok8a1bt5TL5XyZy695ED7RaLTrZmv/C/0qpVKp83XY/5ID3ETlclmO48g0TW1vb185jnsfGK+zPdQGNY77k3seYcT7Epg97EWBcGAvOmHeDfHixYugQ8CYNRoNT5InyYtGo1eOOz4+7oyzbXuCEQI3V6VS8UzT7Nx3tVrtyrGNRqMztte4s+O594HxKJVKnftGkpfL5QZ6/TjuT+55hBHvSyDc2IsC04m96GTdiCRxuVz25ubmvK+//jroUDBmZ/8P5Kr/84hGo54kzzRN7/j4eLIBAjdUKpXq+pe7JC+VSl0Y197AW5blNRqNvufn3gf8d3x87FmW1XXf9toIX2Uc9yf3PMKI9yUQXuxFgenDXnTybkSSOJvNeoZheA8ePAg6FEzA2b8SJxIJr1arecfHx16lUuncpNFodGpuUmAWVCqVCxvz9r8wE4mEl0qlOvdnJpMZ6v7k3gdGd3x87CUSCc+27Uvv2bPVEO37rB/juD+55xFGvC+BcGIvCkwH9qLBMjzPp1PhxuTzzz8f+rWu66rRaKhYLEo67R3y7Nkzv0JDyOXzeT1+/FiO48h1XZmmqfX1daXTaSUSiaDDA24cx3GUy+VUrVZ1dHTUuS+XlpYUjUZ19+5d2bYt0zRHWod7Hwivcdyf3PMII96XQPiwFwXAXrS30CeJ5+bmZBjGSHO0L9EwDDUaDb399ts+RAYAAAAAAAAA028u6AD6NUwu2zttpyHDMDqJ5nZVMQAAAAAAAABgiiqJhw3z/GsjkYj+5m/+xq/wAAAAAAAAAGCqfSvoAPqxtrambDYry7IGel2j0VA+n1csFtPe3p7m5+fHFCEAAAAAAAAATKepqCR2HGekPsLf+973tL6+rr/6q7/yLzAAAAAAAAAAmAGh70lsmubIB809evRI+/v7+slPfuJPUAAAAAAAAAAwI0JfSby3t6d79+6NPM/3vvc9vXjxQo1GY+SkMwAAAAAAAADMitBXEvuRIJakaDQqz/OUz+d9mQ8AAAAAAAAAZkHok8R+e/bsWdAhAAAAAAAAAEBohL7dhB/evHmjtbU1ua4rwzD029/+NuiQAAAAAAAAACAUZr6S+Ouvv9b6+rrevHkjSbIsK+CIAAAAAAAAACA8vhV0ANd55513hn6t4ziSpHaxtGEYsm3bl7gAAAAAAAAAYBaEvt3E3NycDMPQKGG2X28Yho6PjzU/P+9jhAAAAAAAAAAwvaam3YRhGEM9pNNKYtM09dVXX5EgBgAAAAAAAIAzQt9uQvpduwjTNLW0tNT360zTlGVZun37tj7++ONxhQcAAHziOI7i8XinZVS/2v/OX19fVzwel23bMk1zPEGOyHVdLS4uXjuuVqspGo1OIKLpk8/nlc1me46xLEuNRmNCEQEAAADTbSraTeTzef34xz8OOhQAADBB5XJZyWTywvej0ajS6bSWlpbkOI4ajYYcx9Hh4aFc1+2MSyQSyuVyoTu09nySOBqNam9v70KcYU1yh8XZf9ZHR0eqVqtKp9Od75EkBgAAw5jlogWKFUY3y8UKoU8Sf+9739OvfvWroMMAAAABWFxc7EoGmqapFy9eXLnhbicKz27qc7mcMpnMmCPt3/nNealUUiKRCDCi2ZFMJlUulyVN7+YcAACEx6wVLVCs4I9ZLVYIfbuJ67LzAABgdp3dgEnS5uZmz02rbdtqNBqKx+OqVquSTvcSz549U6lUGmOkw2MT7p+w/AcYAACYDYlEQqZpXihaODg46KtooVwuq1wuh65ooW17e5uK4SGc/WdvmqZSqZQqlUqnWGFaBXpw3ddff33tmHv37o0/EAAAEDqXfcQvHo/39dpKpdK14S2Xy6H9w/Mg5y0AAABgsoYtWrBtu/O9bDZ7aUVy0ChW8M8sFCsEmiSOxWJBLg8AAEKsXQl81iBtGfb29rqe5/N51ev1keMCAADAzTDrRQsUK+CsQJPEnufp17/+dZAhAACAkKpUKl3PB/0oXDQa7argkPiEEgAAAPpH0QJukkCTxNLpYTIAAADnnd+U3717d+A5zld61Ov1gU+qBgAAwM1E0QJuksCTxIVCQX/8x3+sL7/8Ui9fvlSr1VKr1Qo6LAAAEKB6vX6h/9v5DXY/Lqv0mPYDJVzXVT6fVywWu3At5XJZ8Xhci4uLMgxDsVhMxWLxynmy2axisVjX+H5/P2GJAwAAYFwoWsBNEniSWDr9y0wymVQkEtHi4qIWFxf1e7/3e2N7AACAcDu/ITdNc6iTly/rs3a+ImQa1Ov1TkJ2cXFR2Wy266OKjuMoFospmUyqWq12Euz1el3pdFrpdLprvnw+r8XFxc5HHs+OTyaTV/bLC0scAAAA40bRwkVhKRIISxyz5ltBByCd9iZua5+sOGzz7KOjows3cZtlWVP5H4YAANw0jx8/7no+zIZcuvzE5mmr3HAcRzs7O5J0aQ+7YrGodDqtaDSqXC4ny7I6r2nviYrFopLJpGzbVjwe1+HhoVKplGKxmJaWlvTs2TPl8/nOnPl8Xul0uuuU5rDEAQAAMAnjLlrIZDJDxzZJ9Xpd1WpVjx8/vnQP6DiOksnkhZ+1iwRqtZoKhULn+/l8/tJCgHaRQCaTubQ1bVjimGlegAzD8Obm5rx8Pu85jjPyfNVq1VtcXPTm5ua6HoZheJubmz5EDAAAJkFS16NUKvk2l2maPkY6uOPj4654arVa36/N5XJdr7UsyzNN89LfT6PR6BobjUa9aDTq2bbtHR8fXxhfqVS6xqdSqdDHcV4mk+mKCQAAYFjRaLRrT5JIJIae6/x+NKh9yqD70Eaj4SUSCS+RSFy6Py8UCp39XS6X80qlkpfL5TzTNLvGVioVz/M8z7ZtzzRNL5VKeYVCwSuVSl37t/aj0WiEMo5eZmEfGniSeG9vz5e5Pvvss66kcPt/DcPw8vm8L2sAAIDxK5VKFzZolyUT+3F+IzztSeLzCdTrNqC2bQ803rKsvsaGJY7zZmFzDgAAwmEWixYoVqBYoZdAexIbhqHNzc2R5/nggw+UzWblnSa9ZRiGPM+TaZqq1Wr6+OOPfYgWAABMwmWnSF/WNqIfl7WWmObWBec/rnhZj7uzzh+Ucl2P37MfoezVliMscQAAAIzDZT1ph21/dlVL1GlzWauN4+PjS/eBlmV1/b7a/Z0rlcql+3rbtrv26OdbfYQxjlkUaJJ4YWFB8/PzQ7/+5cuXeuedd3RwcNBJDrcTxNFoVC9evNCtW7d8jBgAAIzb+c3YsBtyafaSxIM6v/m97syH878bvxK0YYkDAACgHxQtXBSWIoGwxDGLAk0Sv3jxYujXPnnyRJFIRI7jdBLEkuR5ntLptA4PD7WwsOBXqAAAYAIcx7mwGbt79+7Q8112YO00bsqHNexBwG1+Vb6EJQ4AAIB+ULQwurAUCYQljmkQeCXxMLa3t7W5uSnP8ySpUz3seZ4KhYJ++tOf+hkmAACYkMs+0jXMKdK95hsl6Tzr3nrrraBDkBSeOAAAwM1D0YI/wlIkEJY4psG3gg5gEK1WS8lkUtVq9UL1sGmaOjg4oL0EAABTrFQqdT2/7uNjvVy2wbcsa6SkMwAAAGYbRQvBCEuRQFjiCEKglcSD+Prrr7W2tnZpgti2bfoPAwAwA85vos/3EBtEoVC48L10Oj30fAAAAJh9FC3gppqKJPHe3p5isZiOj48vJIiz2ay++uor+g8DADDlLquyGOUU6Xw+3/U90zSVSqWGmg8AAAA3A0ULuKlC327i/v37KhaLF5LD0ulfd+7cuRNkeAAAwCfn+7VZljV0v7adnZ0L39vb2xv6VGoAAADMPooWcJOFtpK41Wrp9u3blyaILctSo9EgQQwAwAzx6xRpx3EubMgTiUTPjwq2XxOPx7W4uHihYsR1XSWTSS0uLl6YGwAAALOBogXcZKFMErf7D9fr9QsJ4mQyqV/96ldaW1sLOEoAAOAX13VVr9e7vpdMJoea63yC17Is7e3t9XxNtVqVbduKx+NyXVfVarUTj+u6isViqtfrcl330hOqAQAAMP0mXbTQHpdMJhWLxWQYxoU9sSQVi0UtLi7SqgJjFbok8WX9hz3Pk+d5yuVyevz4cdAhAgAAn/n10b5kMtl1OIhlWarVatdWbKRSKUWjUWUymQsxJZNJlUolNRoNNRoNksQAAAAzKKiiBdu2dfv27c7al1Ug12o1ua6rYrF44SA8wC+h6kl89+5dlcvlC9XDpmmqVCppY2Mj4AgBAMA4nP8j8KAnPrfbQZxNNkejUR0cHAz8kT7btlWtVjvJ4GQy2Yln2I8bhsXR0VHQIUgKTxwAAABtQRQttPeW7b1mNptVuVyW67pd4wuFgo6OjlQul7W0tDRwTEA/QlFJ/PLlS73zzjuXJoij0ahevHjhS4L4nXfeGXkOAADgv/Ob8vX19YFeG4vFuubIZDJ9VRBfpl350U4UT/PhIueTsa7r9hz/zTffzHQcAAAAV/GjaCEej6tcLnfN0e+e9Oyec39//8LP9/b2ZFnW1PY0DkuRQFjiCKPAk8RPnz5VLBZTo9G4kCBOp9M6PDzUwsKCL2s1Gg1f5gEAAP5pV0uc1c/mrVwuKxaLKR6Pd6o1bNtWo9FQLpcbOp6zFSOjzDMO5z9eeF2y9fzPr9sLnR9/1ccZwxIHAACAX4IuWjBNs7MPLZVKF35+eHjY8yDmsAlLkUBY4pgGgSaJP/vsM8XjcR0fH8swjK7+w4VCQT/96U99W2tvb6+TgAYAAOFQr9d17969C98vl8tKp9MqFosql8sqFovK5/PKZrOdQz2SyaTq9bosy1Iul+v0Cx61JcTZqpGwVRqc71G3v79/5UbXdV0VCoUL43slfs9XrZx/fdjiAAAA8ENYihbaPZAva31RKBS0vb098Jx+CUuRQFjimElegAzD8Obm5joPwzC8paUl7/nz576us7e311kLAAAEr1KpeKZpepL6fpim6VmW5dm27aVSKa9UKnmNRsP32BqNRmfNTCbj+/zHx8dd11Wr1XqOr9Vqnm3bPX9f0WjUK5VKnfHRaLTn7zIajXqFQsHzvNN/FpZl9fy927bt/e//+/8eijh6/TPPZDKd8ZZl+fGPCwAAzLharXbl/iaVSnmFQsErlUpeoVDwcrmcl8lkLuxxLMvycrncyHvTs/vQs3vE4+NjL5VKjXqpA+9Dzzp/zaZpesfHx1euc35fZ5rmlb+fRqNx4Z+BbduhjuO8WdiHGp7neX1nlH02Nzd3obrXz/4qrut2Mv7e/93K4re//a0vcwMAgNkUi8W0tLSkarXa6SPnJ9d1tbi42Hleq9UG7nmHy2WzWeXzeUmne0pajQEAgKtUq1Ulk8lrK1HPMk1TS0tLsixLlmUpHo8rGo36erhxJBKR4zjK5XLKZDKSpHQ6rWw2O/I6g+5D6/W6stmsDg8Pr/w9RaNRbW9vK5FIdD4lWK/Xr5wzGo0qnU4rlUqpWq0qnU5fWa1rmqbW19f1z/7ZP9P/8r/8L4HHUSgUrvxnMAv70G8FHUBbO1c9jb9EAAAwG9LptNLptCzLUrVa7bmxBAAAwPSybVvHx8dBh3FBNBqV4zh69uyZpN+1O/AzET1ILJVKZaDxgxRYtFtz9OO//W//21DEMctCkSReW1tTqVTytYK47fDwUIVCgf/IAwAAPVWrVR0dHSmVSnXtJer1eqfColgsdp08DQAAAPgpHo+rXC538ljZbFZ7e3sBR4WbIPAksWVZOjw81MLCwljmv3Xrlu7du6dkMqkvv/xyLGsAAIDp47quDg8PZdt25yN97UoJ0zQVjUZVr9dVKBRUKBQ6VcZ+C9vheAAAAAiObduSTiuIq9Wqbt++7VtRJdDLXNABlEqlsSWIzxrmVEkAADC7ksmk4vG4FhcXFY/HVSqVun7e3qAXi0VFIhHFYrGx9A6+UScmj9kgPQUBAADC6GxbiWw22+lLPA4UK+CsQJPEpmnq3XffnchalmVNJBkNAACmQzKZ7Bw+UqlULlRobG9vdw7UbR9qMQ7ZbFbValWu63Y90Nv531e1WlWxWAw6LAAAgJG1CxPGXfBIsYJ/ZmH/bnjtE+MCsLe3p3v37s3segAAAOedP1X6KtedNn2T5fN5ZbPZnmOm9VRpAACAeDwu0zQvfNJtVOf3oe011tfXu8bR3qK38wnhw8NDxePxzvNp3YcGmiQGAAAAAAAAcMp1XW1sbKhWq41lbooVRjPLxQokiQEAAAAAAIAQSCaT2t7eJkmLiQv84DoAAAAAAADgpsvn84rH4ySIEQiSxAAAAAAAAMAEua6rfD7f6W9bLpclaWyHJQPXod0EAAAAAAAAMEHJZLKTGI5Go7p7964ymUzAUeEmI0kMAAAAAAAATFC1WlUymdTS0pIKhYJs2w46JNxwJIkBAAAAAAAA4AajJzEAAAAAAAAA3GAkiQEAAAAAAADgBiNJDAAAAAAAAAA3GEliAAAAAAAAALjBSBIDAAAAAAAAwA1GkhgAAAAAAAAAbjCSxAAAAAAAAABwg5EkBgAAAAAAAIAbjCQxAAAAAAAAANxgJIkBAAAAAAAA4AYjSQwAAAAAAAAANxhJYgAAAAAAAAC4wUgSAwAAAAAAAMANRpIYAAAAAAAAAG4wksQAAAAAAAAAcIORJAYAAAAAAACAG4wkMQAAAAAAAADcYCSJAQAAAAAAAOAGI0kMAAAAAAAAADcYSWIAAAAAAAAAuMFIEgMAAAAAAADADUaSGAAAAAAAAABuMJLEAAAAAAAAAHCDkSQGAAAAAAAAgBuMJDEAAAAAAAAA3GAkiQEAAAAAAADgBiNJDAAAAAAAAAA3GEliAAAAAAAAALjBSBIDAAAAAAAAwA1GkhgAAAAAAAAAbjCSxAAAAMANF4lEZBiGyuXywK/N5/OKx+NaXFyUYRiKRCJKJpOqVqtDxzOOOQEAAHC1bwUdAPCPUTB2hwAARlhJREFU//E/1t/93d/p937v9/Sf/Wf/WdDhAACAGfOv//W/1m9/+1t9+9vf1r/7d/8u6HBCJ5vNynGcgV9XrVaVTCbluq5s21apVJJlWarX68pms4rH453vm6YZ2Jy9sA8FAADjNi17UcPzPC/oIHCz/d7v/Z5OTk6CDgMAAMy4ubk5/fa3vw06jFCpVquKx+Od56VSSYlEYqDXpVIpFQqFC2NisZjq9bosy1KtVrs2qTuOOa/DPhQAAExK2PeiJIkRuD/4gz/QP/zDP/Q19jvf+Y7m5+cHmr/ZbOrk5ERzc3NaXl4eJsSxCGNcxNS/MMYVxpikcMYVxpikcMZFTP0LY1xhjEnyN65Wq6Xf/OY3fY39/d//ff393//9SOvNEtd1tba2Jtd1O9/rJ0l89nWWZanRaFw6znEcRSIRSZJt26pUKhOdsx/tfeg475Gw3oeD4BrCgWsIB64hHGbhGqTZuA6uof/5Q78X9YCArayseJK8ubk5b2VlpefjJz/5ydDzr6ysjCH64YUxLmLqXxjjCmNMnhfOuMIYk+eFMy5i6l8Y4wpjTJ7nb1w/+clPrt0/zM3NhfL3ELREIuFZluWZpulJ8iR5pVLp2tfZtt0ZXygUrl2jn7HjmLMfk7hHwnofDoJrCAeuIRy4hnCYhWvwvNm4Dq4h+Pn9wsF1CI3l5WW9evWq52NrayvoMAEAQIhsbW1du3+Y1qqWcSoWiyqXyyqVSgO9znGcrsPjNjc3e46/e/du5+tsNjuxOQEAADAYksQAAADADeI4jtLptDKZjKLR6ECvzeVyna9t2762J/DZ1hWu66pcLk9kTgAAAAyGJDEAAABwgySTSUWj0a7kbL+KxWLn634TzJZldb5+/PjxROYEAADAYEgSAwAAADdENptVvV4fuM2EJNXr9a7nt2/f7ut1ZxO/56t+xzEnAAAABkeSGAAAALgB6vW68vm8CoVCVyVuv872DZbU9xznx51NDI9jTgAAAAyOJDEAAABwA2xsbCiRSCiVSg31+mfPnnU9v653cNtbb73V9fzw8HCscwIAAGBwJIkBAACAGZdMJiVJe3t7Q8/hOE7X82GrfhuNxljnBAAAwOC+FXQAwE21tbWlVqul+fn5oEPpIKb+hTWuMArj7yqMMUnhjCuMMYVVGH9XYYxJCm9cs6pcLqtcLqtSqfRdqXuZ8wndYbmuO9Y54b9ZuGe5hnCYhWuYBbPwz2EWrkGajeuYhWvAKcPzPC/oIHCzra6u6vXr11pZWdGrV6+mbn4gLHiv46bgvY5B3eT3jOu6WlxcVCqVUqFQuHTM4uJiJ8laKpWUSCQuHWcYRtfzfv8zolqtKh6Pd54nEonOwXnjmHMQ7ffG3NyclpeXB379eVtbW9ra2rp0jZv4/gNmEfc0MHuuuq93d3e1u7s78vzNZlMnJyeh//8NKokBAACAGbWxsSHLsq5MEAdhHFW/o855cnKi169fjxxHq9UaeQ4AABAOrVbLl/3BtCBJDAAAAMygfD6ver2uWq3my3ymafqS4D3b8mIccw7Dr0piPmoLAMDsmJ+f18rKysjztCuJw44kMQAAADBj6vW6stmscrmcotGoL3MuLS35ktBdWloa65zDWF5eDvXHPwEAwORd1kZqGO12FmE3F3QAAAAAAPyVTCYVjUaVyWR8m3PYat3zSeDzlcR+zwkAAIDBUUkMAAAAzJB8Pi/HcWTbtpLJ5LXjzyZcd3Z29Pjx487zu3fvdg6yW19fV71e73pdP8nZo6OjrueRSKTz9TjmBAAAwOBIEgNDePiLp32Ne/De+2OOBAAAoNs333wjSapWqwO/tl6vdyVtLcvqJIljsVjXWMdx+mpl0Wg0up7btt35ehxzhtVv/sN/uHYPyd4RAAAEhXYTAAAAAK61vr7e9dxxnL5ed7ZS2TRNWZY11jkBAAAwOCqJMfO2trbUarX6Om263wphIIwGea8D04z3OtBbLpdTLpfre3wkEukkZ0ulUqdy+LxoNCrTNDsJ2mfPnl059qzDw8PO1+eTwuOYM2y2trb0//zlL/Wf/ON/FHQoAHzAPgSYPdzXp0gSo0u9XlehUFC1Wu38x0L7Y4bb29tTeSiIHydRAtOA9zpuCt7rQHA2NzdVLBYlqastRS9nx2Wz2YnMGSZbW1v6ewoR8P9v725628yyBEEfq6OroguVAuXojdpahKl/QDoKaCC6gUyTwACzJe1lrEwBsxlACym968UMnBQwAmZ2ZK5i6aB62cAMyMgcZAVQQNoi5g+QDqDtJtDotAhldVV0dbU4CxeZoj4oSuL3+zyAEKR0ed9DB1/q6PC897Iy5CGwepzXn1hugoj4dMlesViMbDYb1Wp16FK/drsdBwcHsbGxMUjgAQBInp2dncHtcdY8Pj8mnU5fuXbwNOYEAOB2FImJbrcb2Ww2jo6Obhy7s7MzlMgDAJAcmUxmqCh7U/5Yq9UGt6/r+J3GnAAA3I4iMVEsFgc7SddqtWi1WtFqtaJWq8Xe3t6l8dVqdayCMgAAq6dSqQxuv3r16tpx3W53cBVaLpeLUqk00zkBABifInHCVavVaDQasbe3F8fHx1EoFCKdTg/WIS6Xy9FqtSKTyQw97sWLF3OKGACAeUqn04Nu3mazGQcHB1eOe/r0aUREpFKpoe7fWc0JAMD4FIkTrlwuRy6XG7kD9vmkva/b7Y61ZhwAAKunUChEvV6PVCoV+/v7USwWo9lsDnLEbDYbzWYzMplMvHv3bqzNj6cxJwAA4/ls3gEwP81mM9rtdhwfH984Np1OR7lcHlr3rdls2ijkBr+aw07Wv/z5L2Z+TABgebVarTs9LpfLxcnJSRwcHMTr16/j6dOn0e12I5VKxZMnT6JWq0WhUJj7nAAA3EyROMFev34dpVJp7C6MiwXhP/zhD1OICgCAZbK3t3flPhaLNicAANdTJE6w58+fRzqdHnv8xXWJt7e3Jx0SAAAAADBjisQJdrHoe5Nutzt0/zYFZgAAAABgMdm4jrG12+2h+9YjBgAAAIDlp0jM2N6+fTu4XSqV5hgJAAAAADApisSMrVKpDG7v7+/PMRIAAAAAYFKsScxY2u12NJvNiIgol8tTWY+40+nE1tbWvefZ3d2N3d3dCUQEAMzT4eFhHB4e3nueTqczgWgAAGB1KRIzlnK5HBGfNqvb29ubyjHOzs7iw4cP957n9PR0AtEAAPN2eno6kdwAAAAYTZGYGzWbzahWq5FKpaJer0/tOGtra7G5uXnvedbX1ycQDQAwb+vr6/Ho0aN7z9PpdOLs7GwCEQEAwGpSJOZGL168iIiI77//firLTPRtbm7G+/fvpzY/ALBcJrWE1NbWlo5kAAAYwcZ1jLSzsxPNZjNqtVpkMpl5hwMAAAAATJgiMdeqVqtRrVajUqlEoVCYdzgAAAAAwBQoEnOlRqMROzs7UalUolQqzTscAAAAAGBKFIm5pNlsRj6fj3K5rEAMAAAAACvOxnUMabfb8fTp09jb24u9vb15h8Md/Oq3v7lxzC9//osZRAIAAADAMtBJzEC73Y5sNhulUinK5fLYjzk4OJhyZAAAAADAtCgSExER3W438vl8PHv2bOwCcUREsViMXC43xcgAAAAAgGmy3ATR7XYjm81GOp2O/f39aLfbNz6m3W7H/v5+RERkMplphwgAAAAATIkiMfH06dNot9vRbrdje3v7Vo+tVCpTigoAAAAAmAXLTSRcNpuNZrN558eXSqUJRgMAAAAAzJoicYIVi0UFYgAAAABIOMtNJFitVpt3CAAAAADAnOkkBgAAAABIMEViAAAAAIAEs9wEJNCvfvubscb98ue/mHIkAAAAAMybTmIAAAAAgARTJAYAAAAASDBFYgAAAACABLMmMQAAkGidTie2trZGjtnd3Y3d3d0ZRQQALIPDw8M4PDwcOabT6cwomvtRJAYAABLt7OwsPnz4MHLM6enp1OMYZ3NhGwsDwOI4PT29MYdYForEAABAoq2trcXm5ubIMevr6zOKBgBYFuvr6/Ho0aORYzqdTpydnc0oortTJAYAABJtc3Mz3r9/P+8wAIAlM85yVFtbW0vRbWzjOgAAAACABFMkBgAAAABIMEViAAAAAIAEUyQGAAAAAEgwRWIAAAAAgARTJAYAAAAASDBFYgAAAACABPts3gFAX6fTia2trZFjdnd3Y3d3d0YRAQCL7vDwMA4PD0eO6XQ6M4oGAACWkyIxC+Ps7Cw+fPgwcszp6emMogEAlsHp6emN+QMAADCaIjELY21tLTY3N0eOWV9fn1E0AMAyWF9fj0ePHo0c0+l04uzsbEYRAQDA8lEkZmFsbm7G+/fv5x0GALBExlmKamtrS7cxAACMYOM6AAAAAIAEUyQGAAAAAEgwRWIAAAAAgASzJjFwrV/99jdjjfvlz38x5UgAAAAAmBadxAAAAAAACaZIDAAAAACQYIrEAAAAAAAJpkgMAAAAAJBgNq4D7m2cDe5sbgcAAACwmHQSAwAAAAAkmCIxAAAAAECCKRIDAAAAACSYIjEAAAAAQIIpEgMAAAAAJJgiMQAAAABAgikSAwAAAAAkmCIxAAAAAECCKRIDAAAAACSYIjEAAAAAQIIpEgMAAAAAJJgiMQAAAABAgikSAwAAAAAkmCIxAAAAAECCKRIDAAAAACSYIjEAAAAAQIIpEgMAAAAAJJgiMQAAAABAgn027wCAZPjVb38z1rhf/vwXU44EAAAAgPN0EgMAAAAAJJhOYhZGp9OJra2tkWN2d3djd3d3RhEBAIvu8PAwDg8PR47pdDozioZlJQ8FAO5ilXJRRWIWxtnZWXz48GHkmNPT0xlFAwAsg9PT0xvzB7iJPBQAuItVykUViVkYa2trsbm5OXLM+vr6jKIBAJbB+vp6PHr0aOSYTqcTZ2dnM4qIZSQPBQDuYpVyUUViFsbm5ma8f/9+3mEAAEtknCUAtra2VqbDg+mQhwIAd7FKuaiN6wAAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBbFwHAACwJH7129+MNe6XP//FlCMBAFaJTmIAAAAAgARTJAYAAAAASDBFYgAAAACABLMmMTAzT37/uxvH/PSf/2N8/vybGUQDAAAAQIROYgAAAACARFMkBgAAAABIMEViAAAAAIAEUyQGAAAAAEgwRWIAAAAAgARTJAYAAAAASLDP5h0AsNie/P53N455+1f/dgaRAAAAADANisTAvY1TSAYAAABgMVluAgAAAAAgwXQSAwvlhx/fRZT/3Y3jvv7ycXz+/JvpBwQAAACw4nQSAwAAAAAkmCIxAAAAAECCWW4C4BZ+ev3tWOMshQEAAAAsC0ViYGkp2AIAAADcnyIxwD8Zt+gMAAAAsEqsSQwAAAAAkGA6iYGVp0MYAAAA4Ho6iQEAAAAAEkwnMcAUTLp72eZ7AAAAwLQoErMwOp1ObG1tjRyzu7sbu7u7M4oIAFh0h4eHcXh4OHJMp9OZUTQAALCcFIlZGGdnZ/Hhw4eRY05PT2cUzep78vvfzTsEALi309PTG/MHAABgNEViFsba2lpsbm6OHLO+vj6jaACAZbC+vh6PHj0aOabT6cTZ2dmMIgIAgOWjSMzC2NzcjPfv3887DABgiYyzFNXW1pZuYwAAGEGRGFhKP/z4bqxxX3/5eMqRAAAAACw3RWKAJfDT62/HGvf582+mHAkAAACwatbmHQAAAAAAAPOjSAwAAAAAkGCKxAAAAAAACaZIDAAAAACQYDauA1gh42xwZ3M7AAAA4DxFYgAAINE6nU5sbW2NHLO7uxu7u7sziggAWAaHh4dxeHg4ckyn05lRNPejSAwr5snvfzfvEAAAlsrZ2Vl8+PBh5JjT09MZRQMALIvT09Mbc4hloUgMAAAk2traWmxubo4cs76+PqNoAIBlsb6+Ho8ePRo5ptPpxNnZ2YwiujtFYoCEGWfd4ghrFwOQHJubm/H+/ft5hwEALJlxlqPa2tpaim7jtXkHAAAAAADA/OgkBlbaDz++u3HM118+nkEkAAAAAItJJzEAAAAAQIIpEgMAAAAAJJgiMQAAAABAgikSAwAAAAAkmI3rALjST6+/HWvc58+/mXIkAAAAwDTpJAYAAAAASDCdxLAknvz+d/MOAQAAAIAVpJMYAAAAACDBFIkBAAAAABLMchMkwq9++5t5h8AC++HHd2ON+/rLx1OOBABgMsbNf3/5819MORIAYBnoJAYAAAAASDBFYgAAAACABFMkBgAAAABIMEViAAAAAIAEUyQGAAAAAEgwRWIAAAAAgAT7bN4BQF+n04mtra2RY3Z3d2N3d3dGEQEAi+7w8DAODw9Hjul0OjOKBgAAlpMiMQvj7OwsPnz4MHLM6enpjKIBxvXT62/HGvf582+mHAmQRKenpzfmDwAAwGiKxCyMtbW12NzcHDlmfX19RtEAAMtgfX09Hj16NHJMp9OJs7OzGUUEAADLR5GYhbG5uRnv37+fdxgAwBIZZymqra0t3cYAADCCjesAAAAAABJMkRgAAAAAIMEUiQEAAAAAEsyaxDBnT37/u3mHwJh++PHdWOO+/vLxlCMBAAAAmBydxAAAsOKazWbs7OzE9vZ2PHjwIB48eBDb29uxv78f3W73zvMeHBxEPp+PjY2NwZzFYjEajcZCzQkAwGiKxAAAsKK63W4Ui8XIZrNRrVaj3W4PftZut+Pg4CA2NjaiWq3eat5GoxEbGxuxv78fERG1Wi1arVaUy+VoNpuRz+cjn8/fqgA9jTkBABiP5SYAAGAFdbvdyGazQ4Xh6+zs7MTx8XFUKpUbxzYajcjn8xERUSqVhh6TTqejUChENpuNRqMR2Ww2jo+PI5VKzXxOAADGp0gMwEz89PrbscZ9/vybKUcCkAzFYjHa7XZkMpl4+fJlZDKZiPi09MSbN2/i4OBgaHy1Wo18Ph+FQuHaOfudyRGfirfXFZVrtVpsb29Hu92OYrEY9Xp9pnMCAHA7lpsAAIAVU61Wo9FoxN7eXhwfH0ehUIh0Oj3oyi2Xy9FqtQaF474XL16MnLdYLA6We+gvC3GV/nEiPnUJj1rOYhpzAgBwO4rEABP2w4/vbvwCgGkql8uRy+WiXC5fOyadTketVhv6XrfbvXaDuHa7PfSzZ8+ejYzh+fPng9vXFX+nMScAALenSAwAACuk2WxGu92+VAC+SjqdvlRIbjabV449Py6Xy924JvD5ZSu63W4cHR3NZE4AAG5PkRgAAFbI69evo1Qqjb2xWy6XG7r/hz/84cpx55d3uLhMxXXS6fRQXLOYEwCA27NxHQAArJDnz58PFVJvcrE4u729fWnMxe7ir776auy52+12RMSlrt9pzAkAwN3oJAYAgBWSyWTG7iKOiMGmcX1XFZgvrlM8bhH64rjzheFpzAkAwN0oEgMAQIL1u3L7Li4/ERHx5s2bofvjFqG/+OKLoftv376d6pwAANyNIjEAACTY+SJrqVS6cszFQvJdu35brdZU5wQA4G4Uibmk3W5HPp+3xhsAQAJUKpXB7f39/SvHXCzo3tX5pS2mMScAAHejSMxAt9uNYrEY29vb0Wg04uPHj/MOCQCAKWq324M1fcvl8rXdvHctxF5cQuJ8fjmNOQEAuJvP5h0A89ftduPVq1dxcHAw71AAAJihcrkcEZ+WcNjb25v68abR9TuJOTudTmxtbd17nt3d3djd3b33PADA/B0eHsbh4eG95+l0OhOIZvoUiRPu4OAgKpXK2GvAAQCwGprNZlSr1UilUlGv10eOTaVSEynGnu8Cnsacd3V2dhYfPny49zynp6f3ngMAWAynp6cTyQ+WhSJxgjWbzcjlcoOukWq1Gjs7O3OOCgCAWXjx4kVERHz//fc3Ngw8fPhwIgXdhw8fTnXOu1pbW4vNzc17z7O+vn7vOQCAxbC+vh6PHj269zydTifOzs4mENF0KRInWCaTGbr/5MmTOUUCAMAs7ezsRLPZjFqtdiknvMpdu3UvFoEvdhJPes672tzcjPfv3997HgBgdUxqGamtra2l6Ei2cR0Dk0iwAQBYbNVqNarValQqlSgUCmM95mIzwbgdwBc3ldve3p7qnAAA3I1OYgAWyk+vv71xzOfPv5lBJACrp9FoxM7OTlQqlSiVSmM/LpvNDt1vt9tjdSC3Wq2h+7lcbqpzAgBwNzqJAQAgAZrNZuTz+SiXy7cqEEdc7vptt9tjPe58d3AqlRpa+3gacwIAcDc6iQHm4Icf34017usvH085EgCSoN1ux9OnT2Nvb2+wafFtZDKZSKVSgwLtmzdvxlqq4u3bt4PbF4vC05gTAIC70UkMAAArrN1uRzabjVKpFOVyeezHHBwcDH3v2bNng9vNZnOsec6P29/fv/TzacwJAMDtKRIDAMCK6na7kc/n49mzZ2MXiCMiisXipbV+d3Z2BrcbjcaNc5wfk06nr1w7eBpzAgBwe4rEAACwgrrdbmSz2Uin07G/vx/tdvvGr0ajMdhQ7uImcplMZqgoe3R0NPL4tVptcPu6jt9pzAkAwO1Zk5iF0el0Ymtr697z7O7uxu7u7gQiAgDm6fDwMA4PD+89T6fTmUA0y+fp06eD4u/29vatHlupVK79fn+uV69eXbuGcLfbjWq1GhERuVxu5EZ505gTAIDbUSRmYZydncWHDx/uPc/p6ekEooHFYIM7IMlOT08nkhskUTabHXuN36tcV4BNp9NRq9WiWCxGs9mMg4ODKzfCe/r0aUREpFKpoe7fWc0JAMDtKBKzMNbW1mJzc/Pe86yvr08gGmCR/fT627HGff78mylHAkzT+vp6PHr06N7zdDqdODs7m0BEy6FfbL2rmzp0C4VC1Ov1KBaLsb+/H2/evImXL19GOp2Ot2/fxv7+fjSbzchkMvH9999HKpW68ZjTmBMAgPEpErMwNjc34/379/MOAwBYEJNaQmpraytRHcmz6LLN5XJxcnISBwcH8fr163j69Gl0u91IpVLx5MmTqNVq1y4bMcs5AQAYjyIxAABwJ3t7e1cuDbFocwIAMJoiMQAAwBQ9+f3vxhr39q/+7ZQjAQC4miIxAABAQv3qt78Za9wvf/6LKUcCAMzT2rwDAAAAAABgfhSJAQAAAAASTJEYAAAAACDBrEkMwMr66fW3Y437/Pk3U44EAAAAFpciMQPdbnfeIQB39MOP724c8/WXj2cQCQBwV09+/7sbx7z9q387g0gAgKRRJGag3W4P3Vc0vr9xEn0AAAAAmCdrEhMRnwrC+/v7Q997/fr1nKIBAAAAAGZFJ3GCdbvdePHiRXS73Wg0Gpd+3mw248GDB5HL5SKVSsXLly8jk8nMIVKA6bJ2MQDLYtwr1SxLAQDchiJxgqVSqajVavMOAwAAAACYI8tNAAAAAAAkmE5igIT44cd3Y437+svHU44EAJg2y1IAALehkxgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABLss3kHAADL4qfX34417vPn30w5EgCYjCe//914A3/+i+kGAgDMlU5iAAAAAIAEUyQGAAAAAEgwRWIAAAAAgARTJAYAAAAASDBFYgAAAACABFMkBgAAAABIMEViAAAAAIAE+2zeAUBfp9OJra2tkWN2d3djd3d3RhEBAIvu8PAwDg8PR47pdDozioZlJQ8FAO5ilXJRRWIWxtnZWXz48GHkmNPT0xlFM9qT3/9u3iHA1Pzw47uxxn395eMpRwJws9PT0xvzB7jJMuWh8/LT62/HGvf582+mHAkALI5VykUViVkYa2trsbm5OXLM+vr6jKIBAJbB+vp6PHr0aOSYTqcTZ2dnM4qIZSQPBQDuYpVyUUViFsbm5ma8f/9+3mEAAEtknCUAtra2VqbDg+mQhwIAd7FKuaiN6wAAAAAAEkyRGAAAAAAgwSw3AQAAwETY4A4AlpNOYgAAAACABNNJDAATposKgFXzw4/vxhr39ZePpxwJADANOokBAAAAABJMkRgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwWxcB8Cd2MAGAAAAVoNOYgAAAACABFMkBgAAAABIMEViAAAAAIAEUyQGAAAAAEgwRWIAAAAAgARTJAYAAAAASLDP5h0AAKvthx/f3Tjm6y8fzyASAGBR/PT62xvHfP78mxlEAgBE6CQGAAAAAEg0RWIAAAAAgASz3ASc8+T3v5t3CAAAAAAwUzqJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEuyzeQcAAADAavjhx3djjfv6y8c3jvnp9bdjzfX582/GGgcAXE+RGIC5m+QflAAAAMDtWG4CAAAAACDBdBIDwJyMcxmtS2gBAACYNkViFkan04mtra2RY3Z3d2N3d3dGEQEAi+7w8DAODw9Hjul0OjOKBgAAlpMiMQvj7OwsPnz4MHLM6enpjKIBAJbB6enpjfkDAAAwmiIxC2NtbS02NzdHjllfX59RNADAMlhfX49Hjx6NHNPpdOLs7GxGEQEAwPJRJGZhbG5uxvv37+cdBgCwRMZZimpra0u3MQAAjLA27wAAAAAAAJgfncQAAAAsrZ9efzvWuM+ffzPlSABgeekkBgAAAABIMEViAAAAAIAEUyQGAAAAAEgwRWIAAAAAgARTJAYAAAAASLDP5h0AAIzrhx/fjTXu6y8fTzkSAFZJp9OJra2tkWN2d3djd3d3RhEBAMvg8PAwDg8PR47pdDoziuZ+FIkBAIBEOzs7iw8fPowcc3p6OqNoAIBlcXp6emMOsSwUiQEAgERbW1uLzc3NkWPW19dnFA0AsCzW19fj0aNHI8d0Op04OzubUUR3p0gMAAvsp9ffjjXu8+ffTDkSgNW1ubkZ79+/n3cYTJnfqQBM2jjLUW1tbS1Ft7GN6wAAAAAAEkyRGAAAAAAgwSw3AQAAwEz98OO7G8d8/eXjGUQCAEToJAYAAAAASDSdxACsHN1JAAAAMD6dxAAAAAAACaZIDAAAAACQYIrEAAAAAAAJpkgMAAAAAJBgNq4DIJHG2dwuwgZ3AJA0P73+dqxxnz//ZsqRAMDs6CQGAAAAAEgwRWIAAAAAgARTJAYAAAAASDBrEgPACNYuBgAAYNXpJAYAAAAASDBFYgAAAACABLPcBAAAAAvHkk8AMDs6iQEAAAAAEkwnMQuj0+nE1tbWyDG7u7uxu7s7o4gAgEV3eHgYh4eHI8d0Op0ZRQMkyU+vv71xzOfPv5lBJABwf4rELIyzs7P48OHDyDGnp6czigYAWAanp6c35g8AAMBoisQsjLW1tdjc3Bw5Zn19fUbRACyXcbqZInQ0sXrW19fj0aNHI8d0Op04OzubUUQAALB8FIlZGJubm/H+/ft5hwEALJFxlqLa2trSbQwAACMoEpMIT37/u3mHAAAAAAALaW3eAQAAAAAAMD+KxAAAAAAACWa5CQAAAJgCG8sCsCwUiQFgAn748d1Y477+8vGUIwEAAIDbUSQGAABgafmgFgDuz5rEAAAAAAAJpkgMAAAAAJBgisQAAAAAAAmmSAwAAAAAkGA2rgMAAIA5+un1t2ON+/z5N1OOBICkUiQGAABg5f3w47uxxn395eMpRwIAi8dyEwAAAAAACaaTGABmaJwuJh1MAAAAzJJOYgAAAACABNNJDAAJYmMcAFhefo8DMC06iQEAAAAAEkyRGAAAAAAgwSw3AQAAJFqn04mtra2RY3Z3d2N3d3dGEQEAy+Dw8DAODw9Hjul0OjOK5n4UiQEAgEQ7OzuLDx8+jBxzeno6o2iYtx9+fDfWuK+/fDzlSO7O2sUAs3F6enpjDrEsFIkBAIBEW1tbi83NzZFj1tfXZxQNALAs1tfX49GjRyPHdDqdODs7m1FEd6dIDAAAJNrm5ma8f/9+3mEAAEtmnOWotra2lqLb2MZ1AAAAAAAJppMYABbMKqyFCAAsPmsXA9CnkxgAAAAAIMF0EgMAAMAtjXPlj6t+AFgWOokBAAAAABJMJzEAcIk1CgEAAJJDkRgAlpQN7gCAWRjnw2MfHAMsN0ViFkan04mtra2RY3Z3d2N3d3dGEQEAi+7w8DAODw9Hjul0OjOKBmCYD3QBWBaKxCyMs7Oz+PDhw8gxp6enM4oGAFgGp6enN+YPAADAaIrELIy1tbXY3NwcOWZ9fX1G0QAAy2B9fT0ePXo0ckyn04mzs7MZRQSQTPYzAFhuisQsjM3NzXj//v28wwAAlsg4S1FtbW3pNgYAgBEUiQEAAGCOrF0MwLwpEgMAAAAzYVkKgMW0Nu8AAAAAAACYH0ViAAAAAIAEs9wEAAAALIEkrV1sWQqA2VIkBoAVN84flKvwxyQAAAB3o0gMAAAAK0TH8WU6jgFGUyQGAO5snD/M/FEGAACw2BSJAQAAgJXmg22A0RSJAQAAIIGStCwFAKMpErPyDg8P4/+r/7/xF5//eRT+zb+edzgwNUd//Tfxdz/9N6917mSZ/kg8PDyM09PTWF9fj93d3XmHAzCSXJRVYBPcP5GHwOpxXn+iSMzKOzw8jA8fPsS/XP+ZxJyV9u//+m/iv5z+0Wudldd/X3/06FGikzhgOchFYXmMsyTF//G//2/xnz6exL96uBH/y6MvRo61fAUsB39ffKJIDAAAANzLMl2VBMBlisQAwFSN05UTodsGAFgtciBgmSgSAwAAADOh4/gyxWRgESgSc6WDg4Oo1+vx9u3b6Ha7kU6nI5PJxM7OTuRyuXmHB8Cc+MMOmAW5KCDnuEwxGZgmRWKGNBqNKBaL0e12I5fLRa1Wi3Q6Hc1mM/b39yOfzw++n0ql5h0uAAArRC4KcH/jFJMVkoGLFIkZaDQakc/nIyKiVCpFpVIZ/CydTkehUIhsNhuNRiOy2WwcHx9LzgEAmAi5KHAXOo4BJkORmIiI6Ha7USwWI+JTEn4+KT+vVqvF9vZ2tNvtKBaLUa/XZxkmAEtinD/Y/LEG9MlFgWmTmwwbd+mKcelMhuWnSExExOCyvoiI/f39a8f1uziOjo6i0WhEtVqNUqk0oyhXy9Ff/0383U//Lf7i8z+Pwr/51/MOJyLEdBuLGtciWsR/q0WMKWIx45plTJP+Y2XWDg8P4/T0NNbX12N3d3fe4UTEYsYUsbhxMT9y0cW2iL+fbstzWAyr8Bz6/uEf//HGwvOiFp3/z//wf8cf/+7v42d/8S/if/2f/6eJzDnr9ZJXJZdYheexCs+BTxSJiXa7HY1GY3D/2bNnI8c/f/48jo6OIuJTEi8xv5t//9d/E//l9I/xL9d/tjAJkpjGt6hxLaJF/LdaxJgiFjOuRYxpUR0eHsaHDx/i0aNHC5MgL2JMEYsbF/MhF118q/C7wHNYDIv+HMbpNv6Hf/zHic53G5MqOv9f/+H/if/08ST+1cONiRWJxzWpYvKq5BKr8DxW4TnwiSIxUS6XB7dzudyNa7sVCoXB7W63G0dHR0PfA4BxWEMQiJCLAowrSbnTTcXk3t//3eC/k7oazZIZJJ0iMVGtVge3M5nMWI9Jp9PRbrcjIuL169cScwAA7kQuCsAimPWSGbBoFIkTrtlsDt3/6quvxnpcJpMZJOb9y/0AYBbG7RyRwMPik4sCTN5NHcf9JTPGWVd5XKvQvTyuSe6jMY2O6HHIk7mKInHCnV//LeJTV8Y4Lo5rNptjd34AwG1c/OPluj9sLv5xohsEFp9cFGA1THr95ZvcZm1oLpMncxVF4oR78+bN0P2b1oDr++KLL4buv337VmIOwFzd9Y+Tt7/9zaXv/fLnv7hvOMAY5KIA3Mcku6EnbRW6q8cpJuuGXh2KxAnXv0yv767dG61Wa2IxAcAsPfn97y5976f//B8vfU8iCpMnFwVgVY1TvJ7G0h+zNq+u7mks+5F0isQJdzExv6tutzuReQBgEVyZpJf/3aVvne8QkVzC7clFAWA1KHQvvwe9Xq837yCYnwcPHgzdH/fl0Gg0Ip/PD+4XCoWo1Wp3iuHP/uzP4r//9/8eERFra2t3muO8n/3sZ/GXf/mXg/udTifOzs5i7cGDePizvxzxyNn6+Me/jbNeb6HiEtP4FjGuRYwpYjHjWsSYIhYzLjGNb55x/cOf/fml7/3sz//8T78D19Zic3NzrEL2g3/xF9MIccjFuK7zt3/7t/HHP/7x3sc7OzuLiIh//s//efzDP/zDvedjcuadi047D41Y3Fz0Nhb1ffc2PIfF4DksBs9hcazC81ip53AhN01aLqpInHCTSsxzuVzU6/U7xfDP/tk/G5wwAADTsra2Fv/jf/yPeYfBOfPOReWhAMCsLHouarmJhEulUhO5PG/cTUau8vnnn8ff//3fR++fPrW5r6s6OACA5TPJ7o0HDx7E559/PoGomKR556LyUADgOknLRRWJE+7hw4cTScwfPnx458f+1//6X+99fAAAls+8c1F5KADAJ/f/uJyldteui4vJ/H06iQEASCa5KADAYlAkTrgnT54M3R+3k+Pjx49D97e3tycVEgAACSEXBQBYDIrECZfNZofut9vtsR7XarWG7udyuYnFBABAMshFAQAWgyJxwl3s3hg3MT/f5ZFKpSKdTk8yLAAAEkAuCgCwGBSJEy6TyQyt4fbmzZuxHvf27dvB7YvJPQAAjEMuCgCwGBSJiWfPng1uN5vNsR5zftz+/v7EYwIAIBnkogAA8/eg1+v15h0E89VsNofWg7vpJdFoNCKfz0dERDqdvrQmHAAAjEsuCgAwfzqJiUwmM7TZx9HR0cjxtVptcFvnBgAA9yEXBQCYP53ERMSnTUK2t7cj4lOifnx8fOW4brcbGxsbEfFpF+l6vT6zGAEAWE1yUQCA+dJJTER8ulSv35XRbDbj4ODgynFPnz6NiE+7SJ/v4gAAgLuSiwIAzJciMQOFQiHq9XqkUqnY39+PYrEYzWYzut1uNBqNyGaz0Ww2I5PJxLt374Z2ogYAgPuQiwIAzI8iMUNyuVycnJxEuVyOdrsdT58+jY2NjSgWi/Hw4cOo1WpxfHw8k6T84OAg8vl8bGxsxIMHD2J7ezuKxWI0Go2VPjbJs+ivt3a7PdggCO6q/zq6aa3RSVn08wq42ixy0VXLMb3fkXSrdk6fN+v8CRbBKp3TzWYzdnZ2Ynt7Ox48eDCYc39/P7rd7mSDn4QeLJh6vd5LpVK9iOjlcrlevV7vtVqtXq1W66XT6cH3T05OVurYJM+8X28nJye9iBjrq1QqTSUGVt/JyUmvUCgMXkuVSmWqx5v3eQUsrlXLMb3fkXSrdk6fN+v8CRbBKp3TF8/h674W7dxWJGah1Ov1G4tSmUymFxG9dDo90TeHeR6b5FmE11u5XB67SNxqtSZ+fFbbyclJb29vb6aJ0CKcV8BiWrUc0/sdSbdq53TfPPInWASrdE6fnJwMCsvL1pClSMzCODk5GXxyk06nrx3XarUGJ1Mul1v6Y5M8i/J668dw05fXOrdVLpd76XS6l8vlZvZHzqKcV8DiWbUc0/sdSbdq53TfPPInWASrdk73z+FMJtOr1Wq9Vqs16Eq+6kOgiOjVarWJPJ/7UiRmYZz/ZXjTL8FJX3ozz2OTPIvweqtUKr2I6O3t7fXq9frIL91H3Mbx8XHv+Ph4cL//Wpv2++YinFfAYlq1HNP7HUm3aud0rze//AkWwSqd0+f/zr5Oq9UadCb3v1Kp1L2ex6QoErMQzn8qExE3FqVqtdrETqZ5HpvkWZTXWzqdHvlJKUzK8fHx1P/IWZTzClg8q5Zjer8j6VbtnL7OLPInWASrdk73rwa47bEjolev1+/yNCZqLWABlMvlwe1cLnfjjtWFQmFwu9vt3mu313kem+RZhNfb0dFRtNvt2N/fv/dccJObXuOTsAjnFbCYVi3H9H5H0q3aOX2dWeRPsAhW6ZxuNpvRbrejVqvdeOx0Oj10/P7j502RmIVQrVYHtzOZzFiPSafTg9uvX79eymOTPIvwenv16lWkUql49uzZveeCRbAI5xWwmFYtx/R+R9Kt2jkNSbdK5/Tr16+jVCqN/SFPLpcbuv+HP/xhrMdNkyIxc3fx05KvvvpqrMedP4nv+unRPI9N8izC663ZbEaz2YxutxsbGxuxvb0dOzs7XscsrUU4r4DFtGo5pvc7km7VzmlIulU7p58/f36pO3jcuSIitre3x37stCgSM3eNRmPo/vlPZka5OO4urfnzPDbJswivt4tLTLTb7ahWq1EsFuPBgwdRLBa9nlkqi3BeAYtp1XJM73ck3aqd05B0q3ZOZzKZWy0V0+127xTDNCkSM3dv3rwZuj/uSfXFF18M3X/79u1SHZvkmffrrd1uX/pleNHR0VFks9nY2dm50zFg1uZ9XgGLa9VyTO93JN2qndOQdEk/p9vt9tD9i8tPzMNn8w4ALp4Yd/0Ep9VqLdWxSZ55v97S6XRUKpXodrvRarWi0WhciqmvWq3G27dv4/j4+E7HglmZ93kFLK5VyzG935F0q3ZOQ9Il/Zw+X2AulUp3nmeSFImZu+uKVLd1sVV/0Y9N8izC6+3iL59utxvVajVevXp1ad5msxn5fD7q9fqdjwfTtgjnFbCYVi3H9H5H0q3aOQ1Jl/RzulKpDG5fXBZyXiw3wdzd9aS6eDnAx48fl+rYJM8ivt5SqVTs7e3FyclJ1Gq1S8dqNBpxcHAwsePBpC3ieQUshlXLMb3fkXSrdk5D0iX5nG6324P1jMvl8kKsRxyhSMwKmeensj4RZpam9XorFArx7t27S7usvnr1airHg0XifRy4zqrlmN7vSLpVO6ch6ZbxnC6XyxHxafmKvb29CUZ0P4rEzN1tdn+c9DzzPDbJswyvt1QqFcfHx0OF4m63e+OGdzAvy3BeAfOxajmm9zuSbtXOaUi6pJ7TzWYzqtVqpFKphVvaUZGYuXv48OHc5pnnsUmeZXq9/frXvx66v2i/vKBvmc4rYLZWLcf0fkfSrdo5DUmX1HP6xYsXERHx/fffL8wyE32KxMzdXT/BudjWP8tPjyZxbJJnmV5vmUwmcrnc4P6kFvaHSVum8wqYrVXLMb3fkXSrdk5D0iXxnN7Z2Ylmsxm1Wu3SMo+LQJGYuXvy5MnQ/XHXdLm4QPj29vZSHZvkWbbXWz6fn8lx4D6W7bwCZmfVckzvdyTdqp3TkHRJO6er1WpUq9WoVCpRKBTGftwsKRIzd9lsduj+uB2LrVZr6P75rsdlODbJs2yvt/OXvrg0jkW1bOcVMDurlmN6vyPpVu2chqRL0jndaDRiZ2cnKpVKlEql8YKcA0Vi5u7iJzjjnpznP+lJpVJ3WstlnscmeZbt9Xb+OC6NY1Et23kFzM6q5Zje70i6VTunIemSck43m83I5/NRLpcXukAcoUjMAshkMkMFqDdv3oz1uLdv3w5uXzzBl+HYJM+yvd7OH9fSEyyqZTuvgNlZtRzT+x1Jt2rnNCRdEs7pdrsdT58+jb29vdjb27t1nLOmSMxCePbs2eB2s9kc6zHnx+3v7y/lsUmeZXq9nb+UxqVxLLJlOq+A2Vq1HNP7HUm3auc0JN0qn9Ptdjuy2WyUSqUol8tjzd9ut+Pg4GCssVPRgwVwfHzci4jB103q9fpgbDqdXtpjkzzL9HpLp9O9iOjt7e3N9LisllarNfSar1QqEz/GMp1XwGytWo7p/Y6kW7Vz+jqzyJ9gEazqOX1yctJLp9O9Uql0q5gymUzv+Pj4Vo+ZJJ3ELIRMJjPUqXh0dDRyfK1WG9y+6dObarUa+/v7164xM81jw0XzfK3fxtHRUbTb7UilUvHy5ct7z0dyjbtT8Cjex4G7WrUc0/sdSbdq5/R1JpE/wTJYxXO62+1GNpuNdDo9OP5NX41GY7CZXiaTGRnHVM2tPA0XnP+0NJPJXDvu5ORkMC6Xy42cM5fLDX0ydHJyMrNjw3Xm8Vqv1+u9VCo1mGvUp5OtVmswdp6fYrIaarXa0GuzXC7f6vHex4H7WrUc0/sdSbdq5/RV7ps/wTJZtXM6k8kMHfs2X/O+akCRmIVy/pfhdb8I+ydcKpW69kTvu80JN+ljwyizfq2XSqVLY6669KVfTE6n071Wq3Xn5we93p8uszr/uhuVfF3F+zgwCauWY3q/I+lW7Zw+bxL5EyybVTmn71Mgjph/iXb+EcAF5zseC4VC7/j4uHdyctKr1+uDEy6TyYz1y7Y/T/+rXq/P7Nhwk1m+1s+vn3T+K5VK9QqFQq9UKg2Oube35zXOnZ2cnPQKhcKlT+8vfuVyucHrfhTv48CkrFqO6f2OpFulc3rS+RMso2U/pwuFwr0KxLddv3gaFIlZWOVyuZfJZAYnaiqV6uVyuV6tVht7jnq93kun071UKnWrzbcmcWwY16xe661Wq1cqlQbj+sdKp9O9QqHQq9Vq/pBk4XgfByZt1XJM73ck3aqd05B0zun5edDr9XoBAAAAAEAirc07AAAAAAAA5keRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAACAxGm327G/vx/5fH7eoczdZ/MOAACAZGu321GpVKLZbEa9Xp93OAAArLhqtRrlcjna7XZERKTT6TlHNH8Per1eb95BAACQPFcl561Wa85RAQCQFBsbG9HtduWhYbkJAADmpFQqRavVilQqNe9QAABYcPv7+xOfUwfxnygSAwAwNsk5AACztrOzE41GY+LzPnz4cOJzLitFYgAAxiI5BwBg1o6OjqJarc47jJWnSAwAwI0k5wAAzFqj0YhisTjvMBJBkRgAgJEk5wAAo7Xb7Wi329Htdicy38bGxmBz31lpt9txcHAQ29vbg2M3m83I5/Px4MGD2NjYiJ2dnaHHNJvNKBaLsbGxERsbG5HP50fG3W63Y2dnJ7LZbOTz+dje3o58Ph9HR0eXxh4dHUU+nx861oMHDwaxXKXb7Q7m39jYiO3t7SgWi2NfDdd//MbGRjx48CCy2eyVsV18TpP8fz8visQAwMqQnEvOlz05BwCWUz+nevHixb3nOjg4iG63G5VKZQKR3ayfa25vb8f+/v4gj9zZ2YmnT59GREQmk4lutxvVanXQPLC/vx/ZbDa63W48efIkut1uNBqNyGazVx7n6Ogotre34+PHj3F8fBz1ej1arVZERBSLxUt7XxQKhej1eoP9KzKZTPR6vej1enFycnJp/oODg3j8+HFks9n4/vvv4+TkJCqVyiCfvWlvjWazGY8fP47vvvsunjx5MvhesVgcmYtO8v/9XPUAAFZEOp3uRUSvUCjce65yudyLiN7e3t4EIrvZ8fFxL5fL9SJi8NVqtXqlUqmXSqV6uVyul8lkBj/rP8e9vb1eRPRyudzQ41Op1JXHqdVqV/4b9R973fPt/9tmMpmRz6NcLvdSqVSvUqn0Tk5Oer1er1ev1wdxXTV//9jpdLp3fHzcS6VSg+d8/t+jVqtde9xJ/r8HALitSeYi/bmuy+empZ9X9vOyi7lXqVQa/DyXy/XK5fLQz4+Pjwc/r1Qql+a/Lqc7/7h+/njeOHloP/Z6vX7pZ+dz6FarNfSzfr6ZSqV6mUymd3x8PPhZq9XqpVKpwb/HdVYlD9VJDABwhX7nxqzW4c1kMlGv12Nvb2/wvXw+H/l8Pk5OTqJer8fx8XGUSqWI+FOH7xdffBG9Xi/q9fpgTEQMOj0u6nd+PH/+fOj75XI5Iv7UuXIX+/v7sb+/H7VaLUqlUqRSqYiIyOVykclkBvNf1+X88ePHePHixaDzo99d0p/npu4PAIBld3R0NMiVut3ujVdTTdJXX301uF0ul6NQKAz9/PzVbKlUaihvjfiUz/a7fuv1+tDPRl3l1s/1IiLevn1767ibzWYcHBxELpeLXC536ecvX74ca57vv/9+kLNGRKTT6Xj27FlEjI5/VSgSAwBcIDmXnAMAzMOrV69G3p+V87lhXz/HvHj7qsddzNvS6XRUKpUr89uHDx8Obt+lWaHfSHDdHhqFQiFarVacnJxcG/fDhw+vfM7nl85Y9Vz0s3kHAACwaK5Kzi8ms7MwreS82+3OLTm/LgHvxzBOcn7d8wYAWGbNZjOazeaV3zv/Ifq8XJfDndfPKa/KJ/tXxPV1u9347rvvhsZ+/Pjx1nH1973oryN8lUnkj6u+94VOYgCAc0Yl54tgEsn5+e7j/rIU55emmGZyPk78o6x6cg4AJNd1XcOT3sDuumXJZqXZbMbOzk589913USqVLhWPb2PVu3tnSZEYAOAcyfntSc4BAO7n/BJntVpt6GeTzBm73W5ks9lLy5LNQrfbjXw+H8ViMcrl8r3yz/Nz9slJ70eRGADgn0jO7z5nn+QcAOD2+o0KpVIpCoXCpeURJpGLdrvdePr0abTb7cjn8/ee77bHfvz4cTQajajX6/e+uqzv/DIc88itV4kiMQDAP5Gc343kHADgfvp5Zn+fh/5/+8rl8r2P8fTp08ESav2NgWdlf38/ut1upFKpSzn2XZY6O6+f01ar1ZENC+12Ow4ODu51rFWmSAwA8E8k53cnOQcAuJtqtRrdbjdyudwgR7t4tVe73R7sAXFbzWYztre3BznoJPaJuK23b99GxNX7S9y050Q/1uvGnf+3KhaLV45rt9tRLBYv/bveNwdeJYrEAAAhOZecAwDMR78R4WKDwsWc6bZ7ZDSbzSgWi5HNZoc+xE+lUoONi+96pdxtNxPub6wcEUMNA81mM168eDG432q1Ls3ff2y73R58v9vtDvLycrk8yFWbzWY8fvw49vf34+joKBqNRuzv70c2m42XL19em3/LRxWJAQAiQnIuOQcAmL1GoxHtdjvS6XTkcrmhn+3s7AzdPzo6Gjv/Ozo6imw2O9hv47z+BsY7OztDue+bN28Gt686Tr/ZIeJPzQcX9fPdi1eWnX8u+/v7sb29HRsbG/HixYuhvUAODg5ie3t7aDPp84/NZrOD3PrJkyeD7x8fHw8aPbrdbhwcHESxWIx8Ph8HBwdRLpejUChcG2+3273yOR8fH9/4nFdGDwBgRaTT6V5E9AqFwq0eV6/XexHRS6fTl352fHzci4ihr5OTk7HmrdVqlx571VcqlRo8Zm9vb/D9Wq02Mp5MJnPlcfv/DhdTvYvxpNPpXiqV6mUymV6r1br0s729vSsfm06ne4VCoZdOp4f+LVqt1tCxL35VKpUr402lUiP/bUul0o1z3PX/PQDAJNw1F8nlciNznEwmM5RPlcvlW8fWz3Wvyg97vU/55fl8q5+f7u3t9VqtVu/k5KS3t7c3lLNFRC+Xyw3irlQql2JNp9ND8VYqlcG/UzqdHnrOlUqll0qlLj2mr3/8VCrVKxQK1+bje3t7Q8coFAq9Vqt1adx18fbz3+Pj416hULiUz5ZKpUtzrUoeqkgMAKwMybnkfNmTcwBgOd0lF+l/SH++YeCiSqVybXPBuM7nmNc1GXB3q5KHPuj1er1RncYAAMtie3s72u12FAqFocvWRmm327G9vR2pVCpOTk6uHFOtVocucxs19jo7OzuDZSUymczQpWvc313+3wMATMpdcpF+fri3tzdyg+SNjY2hpRBqtdqVSyfcFFvEpyXC9vb2xn4sN1uVPNSaxABAovUT8otrD59XKpWG1tHtdrtXru82yvkN754/f367IAEAWCndbnfQQPDy5cuRY589ezZ0/zZ7ZHS73aH1gS+uewx9isQAQGJJzgEAmId+DlooFK7d1Lfv4sbK/c3uxnG+USHi0xVtcBVFYgAgsSTnAADMw6tXryLi5kaFiIh0On0pfxy1PMV59Xp9cFujAqMoEgMAiSU5BwBg1o6OjqLb7UYmkxm7eeBivtpvdrjJd999N7hdLBbHD5LEUSQGABJJcg4AwDzcplGh76or327KRdvt9tCGd5oVGEWRGABIJMk5AACz1mw2o9lsRiqVikKhcKvHXtxo+aY9Ms4veZZKpSKdTt/qeCSLIjEAkDiScwAA5uEujQp9Ozs7Q/f7Oe11LHnGbSgSAwCJIzkHAGDWut1uHB0dRcTlxoNxpNPpS/lkP6+9yvlmhefPn9/6eCSLIjEAkCiScwAA5qGfM5ZKpUtLmI3rYsNCf5+Niyx5xm0pEgMAiSI5BwBgHvp7Wezv7995jnH3yOg3RUR8anI4/5hxN18mWRSJAYBEkZwDADBr1Wo1ut1u5HK5e+9RMc4eGdcteXZwcHCvY7O6FIkBgMSQnAMAMA/lcjki7teo0HdxX412uz20xFnE8JJn+Xw+Ij41MNTr9aE8tt1ux8HBQRSLxchms/HgwYMr99uoVquxsbFx6Yo6Vsdn8w4AAGBWJp2cny/29pPz88XgUcn5+QLyRe12ezDu7du38eTJk6Hx3W43Xrx4EY1GI16+fBl7e3v3fj4AAExHo9GIdrsdEZeXLZuUcrk8yEMvFnnfvHkTHz9+jEqlEt9///2lx/Yf178K7tWrV1Gr1YbGHB8fR7fbjWq1Gvv7+/duuGDxKBIDAImw6Mn5xVj78zQajWg0GtFsNiOTyUS3241sNhsRn4rF9XpdkRgAYIH1GxUiYpCPTlo/102n05eOcXBwEOl0Oo6Pjy8tmdYv9mYymYj41EzR32/j/NhKpRIfP36Mo6OjePjw4VSeA/OlSAwAJMIiJ+cX9S8BzGQyg67nRqMRmUwmisVi1Gq1yGQyg2MBALC4Rl1BNg2FQiFKpVJ899138fDhwygUCkO58HVKpdIg9/zuu+8uLa/261//OprN5p03f2axWZMYAEiEer0evV5v6l/9om0/OU+lUpFOp2Nvby9ardatk+p+R3G9Xh+sF9fv9FAgBgDgKpVKJU5OTqLVao1VII6ISKVSg9zz4nITERFv376NQqEw0ThZHDqJAQCmpFKpXLmh3W3k8/nBkhMRs+9EAQAgOYrF4lDueV6lUolf//rXc4iKWdBJDACwwM5vhDduFwgAANzF+dzz/B4b3W43Hj58aKmJFaZIDACwwPpLS0REfPz4cY6RAACw6tLp9GBJs/PdxPv7+4P1illNisQAAAvs/AZ4lpoAAGDa+k0Kb968iYg/5aP2w1htisQAAAusWCwOLvu7am04AACYpHw+HxF/Wm5if3/fsmcJYOM6AIAFtbOzEzs7O5FOp6PRaAytCwcAANPQb1Bot9vRaDTiq6++shZxAigSAwAsoEajER8/foxSqRTdbnfw/WazObgEsFqtRqlUmlOEAAD0tVqteYcwMeeXldjf34/j4+M5RrP4VuX/veUmAICV0Wq1otfrRa1Wm3cot9btdgfLSbTb7SiXy4PnkUqlBoXhSqUSEZ+6jJ88eTKfYBfQMv+/BwBYNP3c0zITyaFIDACwAIrFYuTz+djY2Ih8Pn+p2Nm/7K9arcb29nZks9lB8g4AAJP08OHDKBQKgxyU1adIDACwAIrFYqRSqXj48GHU6/VL6769fPky0ul0pFKp2NnZscwEAABT0e124+PHj67QSpgHvV6vN+8gAAAAAID5KxaL8fLlS1etJYxOYgAAAAAgDg4OIp/PKxAnkCIxAAAAACRMt9uNg4OD6Ha7ERFxdHQUEWFZs4Sy3AQAAAAAJEyxWBwUhjOZTDx//jz29vbmHBXzokgMAAAAAAnTaDSiWCzGw4cPo1KpRC6Xm3dIzJEiMQAAAABAglmTGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEkyRGAAAAAAgwRSJAQAAAAASTJEYAAAAACDBFIkBAAAAABJMkRgAAAAAIMEUiQEAAAAAEuz/B8LSh6MIPBrEAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1400x1500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(3, 2, figsize=(14, 15), sharey=False)\n",
"# 0,0\n",
"axes[0, 0].hist(\n",
" train_sig.chi2,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 0].hist(\n",
" train_bkg.chi2,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 0].set_xlabel(r\"$\\chi^{2}_{\\mathrm{match}}$\")\n",
"axes[0, 0].legend(prop={\"size\": 20})\n",
"# 1,0\n",
"axes[1, 0].hist(\n",
" train_sig.distX,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 0].hist(\n",
" train_bkg.distX,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 0].set_xlabel(r\"$D_{x}$ [mm]\")\n",
"axes[1, 0].set_ylabel(\"Number of tracks (normalised)\",\n",
" va=\"bottom\",\n",
" ha=\"center\")\n",
"# 0,1\n",
"axes[0, 1].hist(\n",
" train_sig.teta2,\n",
" bins=50,\n",
" range=(0.0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[0, 1].hist(\n",
" train_bkg.teta2,\n",
" bins=50,\n",
" range=(0.0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[0, 1].set_xlabel(r\"$t_{x}^{2}+t_{y}^{2}$\")\n",
"# 1,1\n",
"axes[1, 1].hist(\n",
" train_sig.distY,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[1, 1].hist(\n",
" train_bkg.distY,\n",
" bins=50,\n",
" range=(0, 100),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[1, 1].set_xlabel(r\"$D_{y}$ [mm]\")\n",
"# 2,0\n",
"axes[2, 0].hist(\n",
" train_sig.dSlope,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[2, 0].hist(\n",
" train_bkg.dSlope,\n",
" bins=50,\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[2, 0].set_xlabel(r\"$|\\Delta t_{x}^{\\mathrm{match}}|$\")\n",
"# 2,1\n",
"axes[2, 1].hist(\n",
" train_sig.dSlopeY,\n",
" bins=50,\n",
" range=(0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#107E7D\",\n",
" label=\"training sample, true pairs\",\n",
")\n",
"axes[2, 1].hist(\n",
" train_bkg.dSlopeY,\n",
" bins=50,\n",
" range=(0, 0.02),\n",
" alpha=0.5,\n",
" density=True,\n",
" log=False,\n",
" color=\"#F05342\",\n",
" label=\"training sample, wrong pairs\",\n",
")\n",
"axes[2, 1].set_xlabel(r\"$|\\Delta t_{y}^{\\mathrm{match}}|$\")\n",
"plt.savefig(\n",
" \"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_variables.pdf\",\n",
" format=\"PDF\")\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "tuner",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}