{ "cells": [ { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:45:54.704119Z", "start_time": "2025-05-27T12:45:54.694959Z" } }, "cell_type": "code", "source": [ "import torch\n", "import sys\n", "import os.path as osp\n", "import os\n", "import sys\n", "import numpy as np\n", "from src.dataset.dataset import SimpleIterDataset, EventDataset\n", "from src.utils.utils import to_filelist\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import matplotlib\n", "matplotlib.rc('font', size=13)\n", "from src.plotting.plot_event import plot_event_comparison\n", "from src.dataset.functions_data import concat_events" ], "id": "6bae9707acf4a848", "outputs": [], "execution_count": 12 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:45:55.569647Z", "start_time": "2025-05-27T12:45:55.555057Z" } }, "cell_type": "code", "source": [ "\n", "def remove_from_list(lst):\n", " out = []\n", " for item in lst:\n", " if item in [\"hgcal\", \"data.txt\", \"test_file.root\"]:\n", " continue\n", " out.append(item)\n", " return out\n", "\n", "#path = \"/eos/user/g/gkrzmanc/jetclustering/data/SVJ_std_UL2018_scouting_test_large/SVJ_mMed-700GeV_mDark-20GeV_rinv-0.7_alpha-peak\"\n", "def get_iter(path_to_root_file):\n", " datasets = [path_to_root_file]\n", " class Args:\n", " def __init__(self):\n", " self.data_train = datasets\n", " self.data_val = datasets\n", " #self.data_train = files_train\n", " self.data_config = '/work/gkrzmanc/jetclustering/code/config_files/config_jets_2_delphes.yaml'\n", " self.extra_selection = None\n", " self.train_val_split = 1\n", " self.data_fraction = 1\n", " self.file_fraction = 1\n", " self.fetch_by_files = False\n", " self.fetch_step = 1\n", " self.steps_per_epoch = None\n", " self.in_memory = False\n", " self.local_rank = None\n", " self.copy_inputs = False\n", " self.no_remake_weights = False\n", " self.batch_size = 10\n", " self.num_workers = 0\n", " self.demo = False\n", " self.laplace = False\n", " self.diffs = False\n", " self.class_edges = False\n", "\n", " args = Args()\n", " train_range = (0, args.train_val_split)\n", " train_file_dict, train_files = to_filelist(args, 'train')\n", " train_data = SimpleIterDataset(train_file_dict, args.data_config, for_training=True,\n", " extra_selection=args.extra_selection,\n", " remake_weights=True,\n", " load_range_and_fraction=(train_range, args.data_fraction),\n", " file_fraction=args.file_fraction,\n", " fetch_by_files=args.fetch_by_files,\n", " fetch_step=args.fetch_step,\n", " infinity_mode=False,\n", " in_memory=args.in_memory,\n", " async_load=False,\n", " name='train', jets=True)\n", "\n", " iterator = iter(train_data)\n", "\n", " return iterator\n" ], "id": "e7a7ef680143801e", "outputs": [], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:46:41.336552Z", "start_time": "2025-05-27T12:46:40.557108Z" } }, "cell_type": "code", "source": "dataset = iter(EventDataset.from_directory(\"/pnfs/psi.ch/cms/trivcat/store/user/gkrzmanc/jetclustering/preprocessed_data/Delphes_020425_test_PU_PFfix_part0/SVJ_mZprime-900_mDark-20_rinv-0.7_alpha-peak\"))#/pnfs/psi.ch/cms/trivcat/store/user/gkrzmanc/jetclustering/preprocessed_data/Delphes_020425_test_PU_PFfix_part0/SVJ_mZprime-900_mDark-20_rinv-0.3_alpha-peak\"\"))", "id": "1549361c5b028634", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File: final_parton_level_particles.pkl\n", "File: pfcands.pkl\n", "File: matrix_element_gen_particles.pkl\n", "File: final_gen_particles.pkl\n", "get_pfcands_key\n" ] } ], "execution_count": 19 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:58:39.216087Z", "start_time": "2025-05-27T12:58:39.150338Z" } }, "cell_type": "code", "source": "dataset = iter(EventDataset.from_directory(\"/pnfs/psi.ch/cms/trivcat/store/user/gkrzmanc/jetclustering/preprocessed_data/QCD_test_part0/qcd_test/\"))#/pnfs/psi.ch/cms/trivcat/store/user/gkrzmanc/jetclustering/preprocessed_data/Delphes_020425_test_PU_PFfix_part0/SVJ_mZprime-900_mDark-20_rinv-0.3_alpha-peak\"\"))", "id": "cbc562e72f04a48c", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File: final_parton_level_particles.pkl\n", "File: pfcands.pkl\n", "File: matrix_element_gen_particles.pkl\n", "File: final_gen_particles.pkl\n", "get_pfcands_key\n" ] } ], "execution_count": 66 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:59:02.366835Z", "start_time": "2025-05-27T12:59:02.354380Z" } }, "cell_type": "code", "source": "evt = next(dataset)", "id": "e0d491f2943f20e9", "outputs": [], "execution_count": 78 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:59:08.777938Z", "start_time": "2025-05-27T12:59:08.457983Z" } }, "cell_type": "code", "source": [ "fig, ax = plt.subplots(figsize=(4,4))\n", "ax.scatter(evt.pfcands.eta, evt.pfcands.phi, s=evt.pfcands.pt, alpha=0.6, color=\"black\")\n", "# put white triangles as matrix element gen particles\n", "\n", "# put black background to the whole plot\n", "e, ph = evt.matrix_element_gen_particles.eta, evt.matrix_element_gen_particles.phi\n", "ax.scatter(e, ph, s=evt.matrix_element_gen_particles.pt, color=\"blue\", alpha=0.3, marker=\"^\")\n", "# put the white circle and the triangle in the custom legend, where the circle has label 'PFCand' and the triangle has label 'quark'\n", "from matplotlib.lines import Line2D\n", "\n", "# Custom legend\n", "legend_elements = [\n", " Line2D([0], [0], marker='o', color='black', label='PFCand',\n", " markerfacecolor='black', markersize=10, linestyle='None', alpha=0.6),\n", " Line2D([0], [0], marker='^', color='blue', label='quark', linestyle=\"None\", markersize=10, alpha=0.6)\n", "]\n", "ax.legend(handles=legend_elements, loc='upper right', fontsize=11)\n", "# put legend in top right\n", "\n", "#ax.set_facecolor(\"black\")\n", "ax.set_xlabel(\"$\\eta$\")\n", "ax.set_ylabel(\"$\\phi$\")\n", "fig.tight_layout()\n", "fig.show()\n", "fig.savefig(\"/work/gkrzmanc/jetclustering/fig_QCD.png\")" ], "id": "439703711bc9d1ab", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 80 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T12:58:45.300368Z", "start_time": "2025-05-27T12:58:45.294336Z" } }, "cell_type": "code", "source": [ "labels = [\"scounting PFCands\", \"genParticles\", \"parton level\"]\n", "colors = [\"gray\", \"blue\", \"red\"]\n", "classes = [\"pfcands\", \"final_gen_particles\", \"final_parton_level_particles\"]" ], "id": "87c6ab0ccf50fa58", "outputs": [], "execution_count": 71 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-21T10:23:07.102431Z", "start_time": "2025-05-21T10:23:06.030865Z" } }, "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 3, figsize=(12, 4))\n", "for k in range(3):\n", " evt = next(dataset)\n", " for i in range(3):\n", " pt = getattr(evt, classes[i]).pt\n", " eta = getattr(evt, classes[i]).eta\n", " phi = getattr(evt, classes[i]).phi\n", " eta_dq, phi_dq = evt.matrix_element_gen_particles.eta, evt.matrix_element_gen_particles.phi\n", " pt_dq = evt.matrix_element_gen_particles.pt\n", " #ax[i].scatter(eta, phi, s=pt, color=colors[i], alpha=0.3)\n", " # plot the matrix element gen particles - with a size of pt and a blue triangle symbol\n", " #ax[i].scatter(eta_dq, phi_dq, s=pt_dq, color=\"blue\", alpha=0.3, marker=\"^\")\n", " #ax[i].set_title(labels[i])\n", " ax[k].set_xlabel(\"$\\eta$\")\n", " ax[k].set_ylabel(\"$\\phi$\")\n", " ax[k].scatter(eta, phi, s=pt, color=colors[i], alpha=0.3, label=labels[i])\n", " # put PID where the circles are\n", " #for j, txt in enumerate(getattr(evt, classes[i]).pid):\n", " # ax[i].annotate(txt.int().item(), (eta[j], phi[j]), size=5)\n", " #ax[-1].set_title(\"all\")\n", "fig.tight_layout()\n", "fig.savefig(\"/work/gkrzmanc/jetclustering/results/event_example.pdf\")\n", "fig.show()" ], "id": "1fbd0a62f4b32c62", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-10T11:54:49.319156Z", "start_time": "2025-04-10T11:54:45.182837Z" } }, "cell_type": "code", "source": [ "fig, ax = plt.subplots(1, 4, figsize=(20, 5))\n", "for i in range(3):\n", " pt = getattr(evt, classes[i]).pt\n", " eta = getattr(evt, classes[i]).eta\n", " phi = getattr(evt, classes[i]).phi\n", " eta_dq, phi_dq = evt.matrix_element_gen_particles.eta, evt.matrix_element_gen_particles.phi\n", " pt_dq = evt.matrix_element_gen_particles.pt\n", " ax[i].scatter(eta, phi, s=pt, color=colors[i], alpha=0.3)\n", " # plot the matrix element gen particles - with a size of pt and a blue triangle symbol\n", " ax[i].scatter(eta_dq, phi_dq, s=pt_dq, color=\"blue\", alpha=0.3, marker=\"^\")\n", " #ax[i].set_title(labels[i])\n", " ax[i].set_xlabel(\"eta\")\n", " ax[i].set_ylabel(\"phi\")\n", " ax[-1].scatter(eta, phi, s=pt, color=colors[i], alpha=0.3, label=labels[i])\n", " # put PID where the circles are\n", " for j, txt in enumerate(getattr(evt, classes[i]).pid):\n", " ax[i].annotate(txt.int().item(), (eta[j], phi[j]), size=5)\n", "ax[-1].set_title(\"all\")\n", "fig.savefig(\"/work/gkrzmanc/jetclustering/results/event_with_PIDs.pdf\")\n", "fig.show()" ], "id": "cfb0094f1c9bdb1f", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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tqITM7euUNOkSExOjAMqgQYOKFeOd9jN27FgFUN59990it/vHP/6hAErPnj2ty4YNG6YAyubNm4t1bCGEKKv876Zjx44t9F5mZqbi7++vAMqPP/5YrP3FxsYqgNKqVas7HquohMzt69xJfielr7/+utB7qamp1gTKgQMHrMvzr9NqtVo5ceJEoe2GDx+uAMp77713r49nVdTznclkUgICAhS1Wl0o4ZIvv7Pad999Z122adMmBVCeeOKJQuvPnTtXAZRXX321wPLWrVsrgLJnz54ij/PGG28ogPLZZ59Zl0nSRQghbKeo5xRJuojKTMqLiXtq1aoVO3bsYNiwYbz//vu0a9cOjUZT5Lp79uwhNzeXTp06ERkZec99HzhwAEVReOyxx4qsl9+hQwciIiK4cOECR48e5ZFHHinrxwGga9euhZbVrFkTPz8/bt68SUpKCoGBgTY5Fljq3xdVtqthw4acOHGiwOTHt56Tokq29O/fn2HDhpUplqL06tXLOiHz7W4vJZOvefPmpY6jKIqi8OOPP3LgwAESExPJzs5GURQyMjIAiI2NLXI7FxcXOnXqVGh5/rDUW8+vyWTip59+Aooug1a7dm26dOnCd999V2B5o0aN8PT0ZPv27cyaNYv+/fsTGhpaug8qhHAYP/74IwDPPfdcke/379+f9evXF1j2/fffA9C3b98it3nwwQfx9PTkt99+Iycnp1B5zNLeg0py/Y6Pj2f79u3ExsaSkZFBXl4eYJk3wGw2ExcXV2BerXzR0dFFHqMs/vWvfwHw6quvlmk/9zrv+WXZDh8+bF3WqlUrACZMmIBaraZTp064u7uXKQ4hhCiOor5nenh40LNnT5YuXcqPP/5Iu3btCrz/888/s3fvXuLj49Hr9SiWTpLAnb8HQ+mv3QkJCVy4cAGNRsPzzz9f6H1fX1969erFihUr2L9/P48++miB98PCwrjvvvsKbVfUd/DS+PXXX7l69SotW7YssrwZWK7927Zt4/Dhw/To0QOAp59+Gn9/f/bt28fly5cLfGcvqrRYSkoKP//8MzVr1rzjvGSPPfYYX3zxBYcPHyYmJqZMn0sIIaqz0j6nCFHZSNJF3NO4ceM4cuQI//rXv+jUqRNarZaWLVvyxBNP8PLLLxMVFWVd99KlSwDFrsF45coVACIiIu64TmRkJBcuXLCuawt3aiz38vLi5s2bGAwGmx3rXscDChwv/3OGh4cXuY2Pjw8+Pj6kp6eXKpb8BIpKpcLV1ZWwsDC6dOlCy5Yt77jN+PHj7/gAkq9mzZrW/09OTiYkJKREcV29epXo6Gj++9//3nGdW+cuuFVAQADOzoUvZ0Wd35SUFAwGAxqNhqCgoCL3V1QC0MvLi5UrV/Laa68xfvx4xo8fT2hoKI8++ijPPvssvXv3LjIGIYRju9c1t6jl+ZP2Fqeu+40bNwgODi6wrLT3oOJevydPnsyHH35ofYApyp2up3c6D2VR0u8Gd5J/3ps2bXrX9ZKTk63/P3DgQPbt28eqVat49tlncXZ2plmzZnTo0IEXX3zR5p0HhBAiX1HfJ29dnpCQYF2WmZnJ888/b50fsSh3um5D6a/d+ffAsLAwnJycilwnvyNdUc9iJXnGKY386/7Ro0fvOK9jvluv/RqNhhdeeIF58+bx9ddfM2HCBABOnDjB8ePHiYiIKJBAunDhAmB5TlCr1cU+jhBCiJIpy3OKEJWNtBCKe/Lw8OD777/nl19+Yfv27ezfv5/Dhw/z008/MXPmTBYuXMjrr78OcM8vwxXFbDbf9f17fZm2tdIc727nsizxFyeBUhoRERH4+vqSlpbGL7/8UuKky2uvvcZ///tf2rVrx9SpU3nggQfw8fHB2dmZ2NhYGjZsaO3pd7uK+n327t2bjh07sn37dv79739z4MABvv32W7799luaNm3KgQMH8PHxqZBYhBC2dadrblHXl/yHhB49elCjRo277reoUY6lvWYV5/q9ceNGZsyYgbe3N59++imPP/44gYGB1jjatm3LoUOH7ng9vdMkzWVhq+8G+ee9f//+uLi4FGsbtVrNV199xdtvv80///lP9u7dy08//cTRo0eZPXs277zzDtOmTbNJfEIIUVrjx49n+/btNGnShFmzZtGqVSv8/PxwcXHBaDQWeS+5VXlcu4ujvL+D51/3w8LC7jjaM99DDz1U4OeXX36ZefPmsXr1amvSJX+Uy8svv1zg3pR/HD8/v3t2qGjUqFHJPoQQQgig7M8pQlQ2knQRxdaqVStrmY6cnBwWL17MqFGjiImJ4bnnnsPHx4ewsDDg7sPfb5Xf+ze/F1NR8t+7tadwfnmzzMzMIre5fPlysY7viPJHX+T3DL6dTqcjNTW1IkMqFrVaTbdu3fjmm29Ys2ZNicocZGVl8f333+Pk5MS2bdsKJS7i4uJsFmfNmjXRarUYDAaSkpKKHO1y8eLFO27v6+vLgAEDrCUjTp48ycCBA/nll1/48MMPmTlzps1iFUKUv3tdc4u6HoSGhnLmzBliYmLo2LFjeYZXYhs3bgRgxowZDBo0qND7tryeFldYWBhnzpwhNja2wKjIkgoNDSUuLo5p06ZRr169Em173333cd999zFu3DhMJhMbN27klVdeYfr06fTv318a0YQQNhcfH88DDzxQaHn+feXWZ5v8a/fatWu5//77C6xfntft/BguXbpEXl5ekaNdinoWqyj5I2nCwsJYuXJlibZt3bo1jRs35tSpU/z888+0bNmSNWvWoFKpePnll4s8jru7e4mPI4QQongc8TlFiPJUsd39RZXh6upKTEwM9evXJycnx5pkefzxx3FxcWHv3r3WYdp3065dO1QqFT/++GORDVv79+/nwoULeHp6Fiifkt9IdubMmULbnD59+o6NZ6WV36PWZDLZdL9FyR/qvn//fq5du1bo/W+//bbcYyitsWPHolar+cc//sEPP/xw13WzsrI4fvw4AOnp6ZjNZry8vIocKWLLz+zs7Mzf/vY3AL755ptC7ycnJ/Pvf/+72Pu77777ePPNNwH4/fffbROkEKLC5NfTv33elnxFXX+eeuop4K8HB0dy8+ZNoOiSL7t37y5TWZT8Dg8lvRd26dIFgOXLl5f62GC78+7s7Mzzzz/PY489hqIo/PHHH2XanxBCFKWo75l6vd46b2D+PFRw92t3Wb8H3+05JiQkhIiICIxGI2vXri30fnp6Ops3bwagffv2ZYqjNNq0aYOfnx9HjhwpVae6/HlbVq1axe7du7ly5QqPPPJIoblHg4ODuf/++0lISLhrqWMhhBClV57PKUI4Ikm6iHtasGABZ8+eLbT8jz/+ID4+HrVabS0lVadOHQYPHozJZKJXr17Ex8cX2MZgMFgnwgVL/eGePXtiMpkYMmRIgZEr165d44033gBg2LBhBSYizh9evnr1as6dO1dgm1dfffWe5cVKKr9n16lTp2y636JERkbSrVs3cnJyeOONNwrUQs7v4euomjdvzvvvv4+iKPTs2ZMvv/yy0AOe2Wxm27ZttGrViv379wOWv5v80mS3P1h+/fXXrFmzxqZx5v9dzZo1iz///NO63GAwMGLECPR6faFtjh8/zvr168nJySmwXFEUduzYAWAd6SWEqDz69u1L7dq1OX78OHPnzi3w3rZt29iwYUOhbQYPHkxISAhffvklH374YZE160+ePMmmTZvKLe47yR+xsWTJEnJzc63LL168yNChQ8u079LeC0ePHo2HhwfLly/n888/L3SPPn36NKdPn77nfsaMGYOXlxfvvfcey5YtK1QLWlEUfv755wKJ81WrVlkT/LdKSEjgt99+A+TaLYQoH/Pnz+fw4cPWn/Py8hg7dizJyck0a9bMmvSHv67dCxYsKLCPXbt2MXv27DLFca9rd37noQkTJhR4rjIajYwYMYK0tDTatGlTYA6UiuLi4sLkyZMxGo08++yz/Prrr4XW0ev1fPPNN0V2VnvxxRdRq9WsXbvWmvjPT8TcLv8Z64UXXrA+o9zKaDSybdu2Yt2vhBBCFFaezylCOCJJuoh7Wrx4MQ0aNCAqKoqePXsyYMAAOnToQIsWLTAajbz11lsEBgZa1//kk0/o0qULv/76Kw0aNOCJJ56gf//+1nqNt19MFy5cSOPGjfnhhx+IjIykb9++REdHExUVxR9//EGHDh2YOnVqgW0ee+wxOnfuTHp6Og8++CDPPPMMTz75JA0bNsTZ2Zm2bdva9Bz07NkTgI4dO/L888/z2muv8dprr9n0GLdauHAhwcHBbNiwgXr16tGvXz+efvppmjZtykMPPWRtIMrvdexIJk6cyOzZs8nLy2PIkCHUrl2brl27MmDAAJ5++mkCAwPp0aMH58+fJyIiAgAnJycmTpwIWGr1P/roo/Tv35/mzZvz0ksv8fbbb9s0xl69ejFo0CBSUlJo2bIlTz31FM8//zz169fn3//+Ny+99FKhbeLj4+nXrx81a9akffv29O/fn169ehEeHs6aNWuoU6cO48aNs2mcQojy5+npyVdffYWLiwujR4+mWbNm1uvQs88+y4gRI4CC11svLy/++c9/EhwczIQJEwgNDaVTp068+OKLPPPMM4SHh9OkSZM7jp4pTzExMXh7e7N9+3aioqJ47rnneOqpp2jcuDGBgYFluj/m3wvHjh1Ljx49rPfCokad3qpu3bqsXbsWNzc3Ro4cab3X9+rViwceeIDGjRsXaJi8k/DwcDZt2oSrqyuvvfYadevW5amnnmLAgAE89dRTBAYG0qZNG3bv3m3dZtOmTbRo0YKwsDC6d+/Oiy++SJcuXYiKiuL69es899xzheYBEEIIW/i///s/Hn30UTp27MgLL7xAw4YNWbBgAb6+vqxatarAnCKTJ08GLN+jW7RoQf/+/Wnbti2dO3dm5MiRZYrjXs8xw4cPp2/fvly+fJn777+fbt268fzzz1OvXj2+/vprQkJCbN4BqiTefPNNRowYwfHjx2nRogUtWrSgT58+9OvXj4cffhg/Pz8GDBhQZPnl4OBgOnbsSEpKivU+9NxzzxV5nJ49ezJr1izi4+Pp0KEDTZo0oWfPnrzwwgs89thj+Pv706NHj7uWIRZCCHFn5fmcIoRDUoS4h23btimDBw9WmjVrpvj7+ytarVYJDw9XnnnmGWXHjh1FbmMymZTly5cr7du3V3x9fRWNRqOEhoYqTz/9tPLtt98WWl+n0ylTpkxRmjRpori6uioeHh5Ky5YtlU8//VQxGAxFHiMzM1MZNWqUEhwcrGg0GqVu3brKxIkTlezsbKV9+/YKoOzdu7fANndani88PFwBlAsXLhRYrtfrldGjRysRERGKi4uLAii3/vOZMmWKAihTpkwpsN2dlucbOHCgAigrVqwo9N6VK1eU//u//1Pq1KmjaLVapUGDBsr06dOVnJwcRaPRKGq1WsnOzi5yv3f7bHf67LbaJl98fLwyfvx4pWXLlkqNGjUUZ2dnpUaNGsrf/vY3ZcqUKUp8fHyhbdauXau0bt1a8fLyUnx8fJQOHToo27dvVy5cuKAASnh4eIH177Q83969exVAad++faH38vLylHnz5in333+/otVqlZo1ayp9+/ZVzp49W+TvLSkpSfnggw+UJ598UgkPD1dcXV2VGjVqKM2aNVPeeecd5dq1ayU+R0IIx/Hf//5XeeqppxRvb2/Fw8NDeeihh5T169crBw4cUADlb3/7W6Ftbt68qbz//vtKq1atFC8vL0Wr1SphYWHKY489pnzwwQdKXFxcgfVLew8q6bX47NmzSp8+fZSgoCDF1dVVadiwoTJlyhQlJyen1PfHfAsWLFCaNWumuLm5We+F+dvc7ZqbH9ff//53JSIiQtFoNIqvr6/StGlTZcyYMQXuCffaz5UrV5Rx48YpTZs2VTw8PBQ3NzclIiJC6dy5s/Lpp58qV65csa67f/9+JSYmRmnVqpVSu3ZtRaPRKCEhIUrHjh2Vb7/9VjGZTPc6nUIIUSL510az2ax88cUXyv3336+4uroq/v7+Sr9+/ZSzZ88Wud2uXbuUdu3aKb6+voqnp6fy0EMPKatWrSqwzzsd627u9RyjKJbvxcuXL1ceeeQRxcvLS9FoNEr9+vWVt956S7l+/Xqhfd7rOr1ixQoFUAYOHHjX2G51t+ciRVGUPXv2KH379rU++9WoUUO57777lIEDByqbNm1SjEZjkdt9/fXX1s/8/PPP3zOOo0ePKgMHDlTq1q2raLVaxdvbW2nYsKHSt29f5euvv1YyMzOt697rWUQIIURBJX1OKeuzixD2pFIURSm3jI4QwuYOHjzIo48+SpMmTQqUxhJCCGF7M2bMYPLkyQwfPpx58+bZOxwhhBAOLn8EizxmCyGEEEJUX1JeTAgHZDKZiqxBf+bMGQYPHgzcuR6xEEKIkrl69SoJCQmFlv/www988MEHALz88ssVHZYQQgghhBBCCCEqIWd7ByCEKCwnJ4cWLVpQt25dGjVqhLe3N/Hx8Rw9ehSTycRjjz3GqFGj7B2mEEJUCb/88gs9evTggQceoG7duqjVamJjYzlx4gRgmVy4TZs2do5SCCGEEEIIIYQQlYGUFxPCAZlMJt555x12797NhQsXSEtLw93dncaNG/P8888zbNiwApM6CyGEKL34+HhmzpzJ/v37uXr1KpmZmdSoUYOWLVsyZMgQnn32WXuHKIQQopKQ8mJCCCGEEEKSLkIIIYQQQgghhBBCCCGEEDYgc7oIIYQQQgghhBBCCCGEEELYgCRdhBBCCCGEEEIIIYQQQgghbMDZ3gE4IrPZTGJiIl5eXtaavEIIIYpHURQyMjIICgpCra7euX25nwghROnJ/aQguacIIUTpyT3lL3I/EUKI0ivu/USSLkVITEwkNDTU3mEIIUSldvnyZUJCQuwdhl3J/UQIIcpO7icWck8RQoiyk3uK3E+EEMIW7nU/kaRLEby8vADLyfP29rZzNEIIUbnodDpCQ0Ot19LqTO4nQghRenI/KUjuKUIIUXpyT/mL3E+EEKL0ins/kaRLEfKHV3p7e8sNSAghSkmGqsv9RAghbEHuJxZyTxFCiLKTe4rcT4QQwhbudT+p3oUshRBCCCGEEEIIIYQQQgghbESSLkIIIYQQQgghhBBCCCGEEDYgSRchhBBCCCGEEEIIIYQQQggbkKSLEEIIIYQQQgghhBBCCCGEDUjSRQghhBBCCCGEEEIIIYQQwgYk6SKEEEIIIYQQQgghhBBCCGEDVSbpcubMGQYMGEDjxo3x8fHB3d2dRo0aMXr0aJKSkuwdnhBCCCGEEEIIIYQQQgghqjhnewdgKwkJCSQlJdGzZ09CQkJwdnbmjz/+YPHixaxdu5Zff/2V2rVr2ztMIYQQQgghhBBCCCGEEEJUUVUm6dKxY0c6duxYaPljjz3Gc889x8qVKxk3bpwdIhNCCCGEEEIIIYQQQgghRHVQZcqL3Ul4eDgAqampdo5ECCGEEEIIIYQQQgghhBBVWZUZ6ZIvJyeHzMxMcnJyOHnyJG+//TYA3bp1s3Nkwh4GDRqERqPBaDSydOlSjh49yuzZswkNDeWTTz4BYNKkSWzYsIFjx47h6elp54iFEKJibNmyhe3bt6PT6ejduzc7duzAxcUFLy8v5syZY+/wRAnI79L+5PuGEOJWt16XX331VfR6fYGfu3TpYu8QhRBCCCFEOapySZelS5fyxhtvWH+uW7cuX3/9Ne3atbvjNgaDAYPBYP1Zp9OVa4yi4qxYsQKAkSNHkpiYSJs2bZg1axbz5s2zrjNjxgyuXLlirxCFEMIuoqOjiY6OJjU1lTFjxrBy5UoA+vbti9lsRq2u8oNhqwz5XdqffN8QQtzq9uvysmXLCvwsSRchhBBCiKqtyiVdoqOjadSoEZmZmRw/fpytW7eSkpJy121mzpzJ1KlTKyhCUd5MJhNOTk6oVCoATp8+jcFgIDQ01M6RVU7Sg1qIqm369OkMHz4cgAMHDtCoUSNppK+k5HdpX/J9QwiBTgfZ2VCrFqjVTJ8wgeHdukFmJnh6FrhOCyGEEEKIqqvKJV1CQkIICQkBLAmY3r1707p1a/R6PRMmTChymwkTJjB69GjrzzqdTh6YK5FbkwJdu3Zl06ZNXLt2DaPRyKeffsrq1atZsGCBvcOstKQHtRBVi04HWVkQEKAwfvx4unbtSosWLdi3bx/btm2zlkISjk9RLL9Pb2/5XVY0RYG4ONi6dRWXLx+jZ8+e8n1DiOru2jX4/nvIykJp3pzxa9fS1d2dFufOoezaxfiffrJep4UQQtzd1avg5gY+PvaORJRW/rOK/A4rlsEAZ89CUBD4+dk7muqtyreWPvDAAzz44IN3fQjWarV4e3sXeInKIzo6miVLlrBo0SJ27tzJuHHjWLJkCfXq1aNfv36YzWZiYmJISEggNjaWSZMmsWvXLhYvXgzAnDlzOHToEKNGjSIxMdHOn8Zx5OXlFSi7Jz2ohaga9HpL0uWzz75g165dbNy4kalTp9KvXz8yMzMZOnQo2dnZ9g5TFMP165CbCx9+KL/LipaZCf/9LwQFvcxHH83h+eefl+8bQlR3165BUhIoCl8sXMiuffvYePgwi37+mS82bLBepxctWmTvSIUQwuFlZFieWUTllf+scuOGvSOpXi5fhoMH4cQJe0ciVIqiKPYOorw1a9aMuLg4sop5xdbpdPj4+JCeni4JmErkrbfeol+/fkRERHDs2DH+85//0LJlSymNVQqKohAbG0t2djb16tVj+vTpdO7cmU6dOhXoQZ1fwk2IW1X2a+iZM2eYNm0ax44dIzExkdzcXMLCwujWrRtjx44lMDCw2Pty1HNhNoPkTCs/kwmSk6FOHfl9VjRFgdOnwcUF6te3dzRVl6NeQ+1FzoeDu34d/vUvS0thixbQqhX89BMkJlp+btjQ3hEKUa1V9mtodXhGuZU8r1R+eXmWW6M8q1Ss7Gw4cwaCgy3VToXtFfcaWmXKi129epWAgIBCy/fu3cuff/5Jhw4dKj4oUa7y8vK4ePEiiqKwePFiunbtSps2bdi3bx87d+60JgWkNFbpKIqCoigsXLiQXbt2kZ6ezsGDB1mwYAHR0dEMHTqUuXPn4ubmZu9QhbCphIQEkpKS6NmzJyEhITg7O/PHH3+wePFi1q5dy6+//krt2rXtHWaZyKWvanB2hhI8XwsbUqmgcWN7RyGEcCi1a0OvXpbWDn9/y822fXt7RyWEQ3n22Wf597//zZo1a+jZs6e9w6lUqsMzyq3keaXyc3KSZxV7cHOD5s3tHYWAKpR0GTp0KElJSTzxxBOEh4eTk5PD0aNHWbt2LV5eXsyePdveIQoby83NRafT8e2337Jr1y50Ol2BpMDgwYOZO3cunrdNWmmP0liVbTJ6lUpF/fr1yc3N5cEHH2TcuHHW96ZMmWLHyIQofx07dqRjx46Flj/22GM899xzrFy5ssC/CSGEEEIIADw9LS8hRJG+++476RBbSvKMIoQQlUuVSbq88MILrFq1itWrV5OcnIxKpSI8PJy///3vjB07lrCwMHuHKGzM1dWVyMhIJk+ezEcffWRdPmXKFG7cuEF8fDyXLl1ixYoVdp9cuDJORu/s7Iyzc5W5RAhRZuHh4QCkpqbaORIhHM+gQYPQaDQYjUaWLl3K0aNHmT17NqGhodZ77qRJk9iwYQPHjh3DUxolhRBCiKrv5En44w9o2VLqcZYTeUYRQgjHVGVaVJ977jmee+45e4chKpiPj0+Ryzdv3szmzZuJi4vDaDSydetWPD09OX36NC+++GKFlcbKnzIpf+4Te4+4EUIUX05ODpmZmeTk5HDy5EnefvttALp163bHbQwGAwaDwfqzTqcr9ziFcAQrVqwAYOTIkSQmJtKmTRtmzZrFvHnzrOvMmDGDK1eu2CtEIYQQQlQkgwEWLoSTJxmcnMzPTk4sWbLE3lFVevKMIoQQlUOVSboIcasBAwbQsWNHDAYDH330EcuXLwcsI0sWLlxYIYkOk8lEXFwciqJQr1493nnnHbuPuBFCFN/SpUt54403rD/XrVuXr7/+mnbt2t1xm5kzZzJ16tSKCE8Iu9PpLBPJ5/dfOH36NAaDgdDQUPsGJoQQQgj7U6stXxK0WhY/+yxMm8brgwfz888/M3LkSMxmM71797Z3lJWOPKMIcW95eZCWBjVqyPxAwn4k6SKqlMzMTHJzc/Hx8SEiIoK33nqLESNGABU/siQ3Nxe9Xo+iKHz22WcyGb0QlUx0dDSNGjUiMzOT48ePs3XrVlJSUu66zYQJExg9erT1Z51OJw3QokpKS4Pt2+G//12FSnWMXr16snr1ahYsWGDv0IQQQgjhCFxcYORIOHUKmjYFlYolS5bIaJcykmcUUREMBgPZ2dl4e3tXyuosv/0Gx47Bo49Co0b2jkZUV5J0EVVGdnY2Z8+eJScnh4iICObOnWvXkSVubm7Uq1cPRVFo2bIlY8eOZcuWLWzfvp0OHTrQu3dv9u/fT7Nmzaz17Y8cOVKoBr4Qwj5CQkIICQkBLA83vXv3pnXr1uj1eiZMmFDkNlqtFq1WW5FhCmEXzs6g0cDTT79Mp04vEhISTNeuXYmJiWHy5Mno9XqmTp3KiRMnWLx4MYMHD2bOnDkcOnSIUaNGMW3aNIKCguz9Mazy7886nY7evXuzY8cOXFxc8PLyYs6cOfYOTwghhKicgoMtL2Ez8owiypuiKJw/f560tDQiIiIICAiwd0gl5upqeVaRP3thTyolf9IJYaXT6fDx8SE9PR1vb297hyOKSa/Xc/r0aXJyctizZw+bN2+mdevWBAYGWkeWqFQqhxhZkpqaypgxY1i2bBmvvPIK8+bNs04qfPHiRebNm3fPpItMWiwcVVW+hj788MNcuXKFy5cvF2v9qnwubEmuZ5WTyWQZrl8JO7/d0a33Z7CUJV23bl2l7OFXFcg1tCA5H0IIUXpV+RoqzyjClhRF4ezZs6Snp1O3bl1q1apVYcc2m83cvHkTrVaLl5dXmfaVm2sZcCeErRX3GiojXUSV4e7uTv369TEajTz00ENMnjzZ+t6UKVPsGJlFdnY2arUarVbL9OnTGT58eJn2J5MWC1HxsrOzuXnzpr3DqHLkelY5OVfBb5G33p8ruiypEEIIIURpyDOKsBWz2UxWVhZ169bFZDJVeIfl9PR04uLi8PDw4P7770elUpV6X5JwEfZWBR+XRXXmqL00rl+/zuXLl1GpVKxatYpnnnmGFi1alGgfiqKg1+vRarU4/6+lSyYtFsL2rl69WuQQ6r179/Lnn3/SoUOHig+qilEUyyiJW78Iy/VM2Et8PJjNCosWjbdrWVIhhBBCiDuRZ5SKVx1HSqSkpHDx4kUCAwPt8lzm7u6On58fnp6eZUq4VBXnzllKpP2voqCoZCTpIkQFuHnzJkajkbVr17Jnzx5ycnKIi4tDr9cXqG+fmZlZqAZ+vuTkZOLj49m7dy9XrlyhV69eMmmxEOVg6NChJCUl8cQTTxAeHk5OTg5Hjx5l7dq1eHl5MXv2bHuHWOkdPQqxsXDjxirOnTtGz54yCbuwn6tXYd26L9i/fxfp6ekcPHjQWpZ06NChDlGWVAghhBDVmzyjVKxTpyzPLO3aQXi4vaOpOC4uLmg0GpydnUlJScFsNuPv74+Tk1OFHF+r1dKgQYMKOZajM5stzymurpJ0qaxkTpciSH3LquX8+fPMmDGD9PR0Nm7cyEcffURsbCzJycmsWLECrVbLsGHD0Gg0dOjQgQEDBtg8hqtXr3L58mXUajWRkZHUqFGjxPu4cuUK8fHx+Pj40KhRI0JCQujatSsajabQpMXDhg2zTlr85Zdf0q5dO4ebtFhUXZX9Grp+/XpWrVrFb7/9RnJyMiqVivDwcDp37szYsWMJCwsr9r4q+7koLz/+CBcuwBNPQHCwmeDgYLmeCbvJybH819XVvnGIwuQaWpCcDyGEKL3Kfg2VZ5SKdfy45fXoo1DdcgAmk8k6Z7LJZCIqKqpC53URf9HrLSWdNRp7RyJuVdxrqCRdiiA3oKqpT58+bNy40frz3LlzeeSRRzhz5gy+vr50796dfv36sW7dunvua8uWLWzfvh2dTkfv3r3ZsWMHLi4ueHl5MWfOnELrK4pCVlYWarUad3f3UsWfl5dHeno67u7uuErLkHBgcg39i5yLouXmQmYmlCL/LISoRuQaWpCcDyGEKD25hv5FzsW95eVBerrleaU6VrnS6/WcOXOGvLw86tevj6+vb7G2yczMpEaNGrhUt7psolop7jVUyouJKstsNmM2m63zn+QzGo28+eabxMfHM2jQIHbv3k3Tpk0Bij1kMjo6mujoaFJTU+nbty8RERHodDr++OMPBg4ciEajKZCAUalUeHp6lij+kiZ2hBCisnBxkYSLqH5OnTrFZ599RkpKCh07diQ7O5uvv/6aVatWcf/995OVlVXuI2+FEEIIIcS9OTmBn5+9o7AfNzc3GjZsiKIoeHh4FGuby5cvk5ycTP369Yucf0iI6kaSLqJKUhSFuLg4srOziYyMxMvLy/qeRqNh/vz5rF+/nu+++46QkBASEhJo3rw5ZrO5RMeZPn06H330ES1atGDHjh1MnDiRr776CoC+fftiNptRq9Wl+gy3JnbGjBnDypUrbbJfIYQQojxIZ4G7a9y4MYsWLcJsNvPyyy/z9ddfo9PprO9v2rSJPn36WEfeStJFCCGEEEJUNJPJxPnz5zEajURERBR7O29vb4xGY6mruwhR1UjSRVRJZrMZg8FATk4O165dY+zYsRw/fpyZM2eSlpaGXq8nNTWV2bNn4+npyYgRI9i+fTvdu3e/635v3rzJ9evXCQ4OZvr06Tz55JM8+OCD7Nu3j3fffZdly5YBcODAARo1amSTxMj06dMZPny4zfcrKi9HmKdICCFuJ50F7m3r1q0sXLiQl156qdB7CQkJJR55KxxfbGwsX3/9NTt37uTcuXPk5ORQr149+vbty6hRo4rde1QIIYQQoiJkZWVx48YNjEYj/v7+xf6uEhgYSEBAAKrqWI9NiCJI0kVUSU5OTtSrVw+DwYCvry+LFi266/orVqwo1n7T09O5efMm//jHP9i5cycXLlxgx44dLFmyhMcff5wlS5awdetWNm3aROPGjdm5cyf79+9nw4YNHDt2DE9PT44cOcLs2bMJDQ3lk08+KXSMjIwMrl+/joeHB3PmzKFr1660aNGCffv2sW3btiK3EdWDoiioVCoiIyNZtmwZffr0AWDcuHGAZZ6iuLg4zpw5I72lhRB2I50FClIUiI8HNzfo0aMHPXr04Omnn6Z///4F1ivLyFvhuJYvX878+fPp0aMHAwYMwMXFhb179zJ58mTWr1/P4cOHcXNzs3eYQgghhBAAeHh4UKtWLXJzc/Hx8SnRtpJwqVyysiAxEcLCQKu1dzRVjyRdRJXl7u5u82GNQUFBeHt706ZNG4YPH87Zs2fZtGkTjRo1IiQkhMDAQBYsWEB0dDRGo5E1a9bw1VdfceXKFes+2rRpw6xZs5g3b16Rx0hISOD69ets27aN3bt3o9PpOHjwoHW/Q4cOZe7cufKAXo0oisK1a9e4du0aGo2GsLCwAr1NbDFPkZQFEkKU1rVrcPo0NG6sMHv2eOkscJubN2HfPjh/fh+pqZswGg1069aNr776in/+85+cOnWKyZMn06tXr2KPvBWVR58+fZgwYUKBRoshQ4YQFRXFjBkzWLZsGSNGjLBjhEIIIYQQf3F2dqZ+/fol3k5RFBITE0lLS6NmzZrUqVOnHKIruV9+gbw8eOghe0fieP78E37+GR5/HJo0sXc0VY8kXYQoAa1Wi/Z/6V8fHx8aNGjAu+++y8yZM1EUBYApU6YA8NZbb5VqhIGbmxtarZZBgwbx4Ycf4uzsXGC/ovrJzMzk0qVLqNVqsrKyAGjUqJH1fVvMUyRlgYQQpaUoYDbDkiVfsGvXLtLT0+3eWcCREsne3hAVBS1adOCBBzoUeG/gwIEFfi7uyFtRebRq1arI5f369WPGjBn8+eefFRyREEIIIYTtZWZmkpCQgKIo5OTk4OPjg6urK2CpGpOQkIC/vz8BAQEVGpfZbEm6iMJCQ0Gvh8BAe0dSNUnSRYhSUqlU1l6LJpOJuLg4FEUhMjKSd99919rTt6TCwsLw9/dHq9VaEy6iejOZTJhMJmrUqIFKpeLatWt8+umnNpmn6HZSFkgIUVIBAZbX44/HMGlSjHW5PTsLOFIi2cUFHnmkwg4nKomEhAQAh+kFKoQQQghRFk5OTjg7O6PX63F1dS3wfTstLY3r169jNpupU6dOhZYha9Omwg5V6QQFWV6ifEiLrqh2yqP3q9FoJCsrC7PZzOeff27t6RsXF4der+fQoUOMGjWKadOmkZmZydSpUzlx4gSLFy9m8ODBBfalVqvx8vKyxUcVVYSnpye+vr6kpqaiVquJioriyy+/vOs2xe0trdfruXnzJl5eXnzwwQdSFkgIB+VIIzcqE0kkC0eUl5fH+++/j7Ozc6G5fW5lMBgwGAzWn3U6XUWEJ4QQQghRYu7u7tSrV4+srCy8vb3RaDTW92rWrInZbMbHx0fmfRHVhkrJr4kkrHQ6HT4+PqSnp+Pt7W3vcMRdlKURKr/367JlywBL79d169bdszHmTsd0cXFh+vTp1tEIQthSbm4uGRkZODk54e3tbbO/sXPnznHp0iV27tzJzp07ad26dYG5iVQqVYnLAsk19C9yLoStlfbeVV2YzXDmDNSqpfDxx+Pp3LkznTp1KpBILs71U5JcjqGqXkPfeOMN5s2bxwcffMCECRPuuN57773H1KlTCy2vaudDCCEqQlW9p5SGnAshKp6iWJ5T/Pygdm17RyPKorjXUEm6FEFuQJVPcRuhTCYTTk5OqFQq65wrLVq04MCBA+zcuZP333/f5sesKNWlgWjQoEFoNBqMRiNLly7l6NGjzJ49m9DQUOuojEmTJrFhwwaOHTuGp6ennSN2bFevXiUpKQl/f3/CwsJssk+5hv5FzoWwtbLeu6q6jAz4/Xf45z8/Z+fOr8qcSHa0e311UxWvoe+88w7Tp09n8ODB9xy1WtRIl9DQ0Cp1PoQQoqJUxXtKacm5EMWRkJBAZmYmYWFhuLu72zucSi87G375xTLfY7Nm9o5GlEVxr6FSXkxUCcUpH5LfuOzj48OiRYvKXEbJ0UqWOFL9+vKUXzZr5MiRJCYm0qZNG2bNmsW8efOs68yYMYMrV67YK8RKJSAgAH9/f5k/SBRQXZK4lcX166BWW0ZuSAnAu/PygvvugzZtYpg5s+zzyzjavV5Ubu+99x7Tp09n0KBBLFq06J7ra7VatFptBUQmhBBCCPGXvLw8bty4QUZGBv7+/oWSLoqicP36dfLy8nB2DkClUlOrlp2CrSTc3OCBByz/FdWDtLKJSiklJQWTyUStWrWYOHFisRqhbt68SWpqKt988w27d+9Gp9Nx8OBBa+/XoUOH3rX3640bN8jKyqJOnTq8++67RR7TERoqq1oDkaIo/7uR/3W5On36NAaDgdDQUDtGVnW4uLjYOwThYKpLEreySEuDNWu+sM4XVpJ7V3VUo0bpt1UUOHkSvL0V5s2TJJewnfxSYQMHDmTp0qVSilYIIYQQDsvJyYmwsDBycnLw9fUt9L7JZCIxMZHU1FSys9MIC4ugVq3CzyNpaWlkZWXh6+uLh4dHBUTu2Hx8Sr+twQDnz1vKk9WpY7uYRPmRpIuodHJzc7l8+TJGo5FVq1YVuxEqICAARVF48803+fjjj63Li9v79erVq6Snp7NmzZq7HrOiGyrT0tJITEzEx8eHzz77rMo1EF29epVr165x6NAhzpw5Q8+ePVm9ejULFiywd2hCVHlVLYlbWdWrB1OmxDB1atlHboi7U6nAwwNWrZIkl7CdadOmMXXqVF566SWWL18u11EhhBBCOLwad+nJ5OLiQmhoKAaDAReXVGrXrgUU/H5sNBq5cOEC6enp1KlTh8aNG5dzxOUjPT2dpKQkVCoVQUFBeHl52SUOJydwdQWNxi6HF6Ugc7oUQepbOjZFUbh69Sq5ubkEBwfj5ORUIcdNT08nOzubmjVrWkddnD9/nhkzZpCWlsaXX37JggULuHTpEvv27WPJkiW0adOG3r17c+3aNcaMGcOAAQNsHldsbCwJCQl8//337N69mzZt2pR5InRHcunSJa5evUrdunWpWbMmwcHBdO3aFY1Gw+TJk9Hr9UydOpUTJ04wbNgwBg8ezJw5c/jyyy9p164d06ZNIygoyN4fo1qRa+hfKtu5OH8e8vKgXj2FCRNKPwm5ENWBI4xureoq2zW0KPPnz2fEiBGEhYXx/vvvF0q41KlTh86dOxdrX1XhfAghhL3INfQvlflcZGTAxYsQHm6ZG0PYV1ZWFllZWdSoUaNQBQ2TycSpU6fQ6XTUrl2bqKgoO0VZegaDgZMnT5KTk4OiKHh6enLfffdJefZqrrjXUEm6FKEy34CEfbRs2ZLg4GD0ej0ajYZz587RqFEjkpKSCAoKYvPmzTz//POsW7fO5sdOSUkhISEBHx8f6tatW+UaRE0mE9nZ2Xh4eEjP0EpCrqF/qUznIisL1q8HsxlSUj5n/fqyT0IuRHWQP7p12bJlgGV067p16+SeZQOV6Rp6J6+88gpfffXVHd9v3749+/btK9a+qsL5EEIIe5Fr6F8q87k4ehR274bHH4fWre0djQBLKf4rV64QFBREzZo1C7yXnZ2NXq/H29u7UpY1z8zM5MSJE3h4eGA2mzEajdx///24urraOzRhR8W9hkpqTohSyMrKQqVSWScTq1WrFuPGjWPVqlWsWrXKOnRy+/bthIaGMnTo0HKLpWbNmtSoUQO1Wl3lEi4Azs7Odhu+WZ3lj+JKT09n48aNfPTRR8TGxpKcnMyKFSvQarUMGzYMjUZDhw4dymUUl6hY7u7QvDmYTNCyZQxvvy2lrBzdoEGD0Gg0GI1Gli5dytGjR5k9ezahoaHW0pKTJk1iw4YNHDt2DE9PT0BGaNialOETd7Ny5UpruVkhhBBClE1YGDz8sGWki3AMGRkZpKam4uHhUSjp4ubmVqk77Lm5ueHr60tKSgoqlYratWuj1WoLrGM2m0lOTgYsbYPyHCDySdLFQUgDZ+WRmprK+fPnAYiMjMTLyws3NzcCAwMBS4PLhQsX+PXXX3n66acZNGgQzzzzDM8//3y5xVRRJdZE9REZGcmyZcvo06cPAOPGjQNg7ty5xMXFcebMGfr06UP37t3p16+fXJMqiXs1tj/4oL0jFCWxYsUKAEaOHEliYiJt2rRh1qxZzJs3z7rOjBkzuHLlSoHtoqOjyzT/WGmTPVWJXg9arcLEieOr3FxqQgghqo9Tp07x2WefkZKSQseOHa2dBe+0XAh7q1XL8hKOIyAgAFdXV3zKMku8g3JyciIyMhI/Pz9UKhW+vr6FOjvrdDouXLgAYPfzoCiW5xQPD7uFIG4hSRcHIQ2clcfmzZvZvHkzmZmZdOrUidWrV3Pu3DmSk5MJDg7m448/5scff6ROnTocPHiQN954g+3bt9O9e3d7hy5EqRmNRt58803i4+MZNGgQu3fvpmnTpoAk/SqTsja2C8dz+vRpDAYDoaGhJd62tCM0SpvsqSqysuDPP2Hr1i/YtWsX6enpHDx40FqGb+jQoVKGTwghRKXQuHFjFi1ahNls5uWXX7YmV+60XAhR/eTm5qJWq+/43O/q6kpAQEAFR1VxXFxcqHWXTJ+rqyseHh6oVKpCo2Aq2sWLcPMmhIZC7dp2DUUgSRe7y87OJjs7Gx8fnwIXMGngdFz9+/fn0UcfJTExkY8//piVK1fy+uuvk5mZSY0aNQgMDGTPnj0AjBkzhgULFkjDi6g0MjIyrH/Lt9Yp1Wg0zJ8/n/Xr1/Pdd98REhJCQkICzZs3x2w22zFiURpSDqlyysqC//wHjh9fxdWrx+jZsyerV69mwYIFxdr++nVL+bjAQIXx48s2QqMsyZ7KztUVfHxg9OgYZsyQMnxCCCEqt61bt7Jw4UJeeumlYi0XQlQf6enpXLhwARcXF6KiotBoNHdcNycHDhyAgAD4X/NliSQmgrNz5UsWuLq6ct999wH2b6+tWROys6GSTdVUZUnSxY5MJhNnz54lMzOT0NDQAg0X0sDpuFxdXWnQoAHz5s1jwIABKIqCp6cnDRs2JDU1lV69enH9+nW++eYbDh48iJubG0eOHClUekUIR2M2m7l48SI3btzAy8uLJUuWcPz4cWbOnElaWhp6vZ7U1FRmz56Np6cnI0aMkFFclUReHmRkgI9P2Rvbhf3k5oLBAJ06vUyLFi8SHBxM165diYmJYfLkyej1eqZOncqJEyeYOnUqSUlJ/PTTT1y7do0WLVpw331tUKlcaN++Gd999x0bN26kTp06nDt37q4jNPLyLL2mfvhhFbGxJU/2VDVOTtCokb2jEEIIIUpJUeDwYUvL3COP0KNHD3r06MHTTz9N/4cfBrMZ6tUruLx/f3tHLaoBvR5UKpA+q/aRl5dHYmIiLi4u1KlTB5VKhV6vJz09Ha1WS3Z2tjXpotfruXLlCn5+fvj7+wN/PatkZt79OGazGZVKVahMV3o6aDQlT7qkpytcvmykfn0Nrq72mefY3smWfF5e8L/8j3AAknRxAIqikJqayowZM6SB04FlZGRw/fp1fHx8+Pjjj+nRowdt27YlNzfXmoTJzc1lzJgxvPPOO+zbt8+6bVGlV4RwNCqVCnd3dwwGA4GBgSxatOiu6+eXGBKO7/RpyyiHQ4ekHFJl5usLXbpYHkbUajVJSUmF1lmzZk2Bn/PLgnz99dcoiqUkWO/evRk1ahQXL15k3rx5/PTTT3c97sWLsH07BAe/zJAhd0/2LF68mMGDBzNnzhwOHTrEqFGjmDZtGkFBQTY8E5XDveZQEkIIIezCYIDYWDAY2Jeezqa9ezEYDHR74gnYuxfMZvadPMmmXbssy7t1s3fEohrIzwU6OUH79vaOpnrKysriypUraLVa/P39cXFxoUaNGgQHB6PRaArM05iZmWmdPD4/6eLlBZ07g4vLnY+RkZHBxYsX0Wq1REZG4uz8V7N0w4aWpFtJ7diRwpEjOTz7rAcdOviVfAdClBNJutiRs7Mz9evXt5YXkwZOx5acnMylS5f417/+ZW20PH78ODdu3OA///kPI0eOxNnZmWeeeYZJkyaRlJTE8uXLiYmJuffOhXAAKpWKiIgIgoKCCpQWE5VfnTpgNMJbb8UwcaKUQ6rMSvJP8/ayIGfOnMZoLHlJsBo1IDgYQkKKn+wZPXo0o0ePLtFxqhqZQ0kIIYRDcnWFJ54Ag4EO9erRoWdPy/K8PPjpJ1AUOrRtS4cePewbp6hWVCoICrIkXYR9eHp6Eh4ejouLCy7/y5y4urpSv379Quv6+fkRFRWFh4cHaWlpZGRk4Ovri5eX112PkZGRQUpKCm5ubgQGBhZYv7RfjWvXzqN27Vz8/JTS7UCIciJJFztzd3fH3d3d3mGIYvD19SUzM5OYmBhmzZpFVlYWJ0+eJC8vjx49erB27Vp69OhBp06d6NmzJ6+88gr/93//Z++whSgRtVotox2qoJo1LS9R9SUmwokT0KIFBcqCPPDAA3z66aelKgnm5we9e5dDsNWEzKEkhBDC4RTVAcPJCdq1q/hYhPgfKd9qX2q1msDAwGKt6+zsTK1atTAYDFy4cMGadGnSpMldS21lZNTgwoV6tGxptllb6OOP16ZtW4N0HBUOR574hCgmPz8/mjZtSnBwMGApC6coCk5OTmzYsIH9+/ezceNGFi1aVKCsSmJiIrGxsUyaNIldu3axePFiO38SIYQQVZVeb6kasmfPPmJiYvj73/9Ot27d6Ny5M2azmZiYGBISEuS+VM7MZsv3hLfffrvAHEqffPIJSUlJ9OvXj507dzJp0iQaNGhA5v+KXx85coR+/foxZswYO38CIYQQQggh7sxgMJCcnExOTk6xtzGb3ahdO4zAwLo2mwclv+Po7XPEiMIUxfISFUOlKHK6b6fT6fDx8SE9PR1vb297hyMclKIoJCYmkpKSgre3N2FhYQ4zeZYQ9iTX0L/IuRD2kJNTsjJkwrZSUizJrw0bPmfBgs/QaDQ4OTmRkJBAnTp1UKvVtGvXjry8PJYtW8Yrr7zCvHnzrHWy8+fa+eSTT+z8SexPrqEFyfkQQojSk2voX+RcCFuIjY0lKSkJk8lEeHg4AQEBBeZ9KYqiWDqIybOKfVy+bPlvCatNi9sU9xoq5cWEKCWVSkVwcDBBQUGSURdCCOEw5CHGvtzdwWSCN9+M4a23LHMo5c/rsmzZMgAaNGjAN998Y88whRBCCCGEKDWj0UhycjJmsxl/f/9ilfdSqeRZxZ48POwdQfUiSRchykgSLqI8nD9/nhkzZpCens7GjRv56KOPiI2NJTk5mRUrVqDVahk2bBgajYYOHTowYMAAe4cshHBgW7ZsYfv27eh0Onr37s2OHTtwcXHBy8uLOXPm2Du8KsXd3fK61bhx03n88eEYjQqvvDKANm3a0KpVK/sEKIQQQgghbEOvh/h4y5e/GjXg5EnQaOD++y3/LSVFUayjSAICAtCUYV/lJSAggKSkJJydncnNzcVoNOLsXH2bmZOSkrhx4wbBwcHUqFHD3uEUyc+v4M95efDrr5Y/3chIu4RUpcmcLkII4YAiIyOtPaIBxo0bx9KlS+nQoQNxcXFs2rSJPn36sGTJErZu3WrHSIUQjmzLli28/vrrfPvtt3Tu3Bm1Ws0777yDn58fS5Ys4fLly5jNZnuHWeUoChiNf83r8thjXWnQoAWjRsWwe/duPDw8ZA44IYQQQojKbt8+2LYNtm+3vPbtg9274cyZMu02MzOTy5cvc+HCBW7evGmTUG3Nw8ODiIgIvL29qVmzZrWeyN5sNnP9+nWuX79OSkqKvcO5K5PJMv8kWJ5ZTCaZ56W8VN8UpBBCOCCDwUBGRgZeXl5otVrrcqPRyJtvvkl8fDyDBg1i9+7dNG3aFEDmEhJC3FF0dDTR0dHW8lZBQUGMHTuWmTNnsn//fho1aoRa7Th9cKrKiJy4OLh5Ew4c+IJdu3aRnp7O+fMH+cc/1hMdHY1KpWLgwIG4ubkxevToAtuuWbPGJjFUlXMphBBCCOGQzGbLFz6NBjIzIf/53QazlWu1Wjw9PdFoNLi5udkgWNtKTU3l4sWLuLi4ULduXby8vBzqmaKiqdVqAgIC0Gq11KpVy97h3JGiwC+/WAZmPfAAODvDQw/ZO6qqS5IuQpSDQYMGodFoMBqNLF26lKNHjzJ79mxCQ0OtE+NOmjSJDRs2cOzYsXtONiaqj4sXL5KcnEzNmjVp1KiRdblGo2H+/PmsX7+e7777jpCQEBISEmjevLn0UhdC3JGiQGwszJnzPnl5eXTt2pWsrCxcXV3ZunWrw03WfnuSaOXKlQD07dsXs9lcaR7mfH0tvcZGjYphzJgY6/IpU6ZUWAxV5VwKIYQQQjgktRpat4b//tdSn6llS7hwwZKEadiwTLvWaDQ0atSIvLw8hywtZjAY0Ol06PV662TiUVFRJR7tYjJZnlUCAgqXvqps6tSpQ506dewdxl2pVODvL/PqVBRJughRDlasWAHAyJEjSUxMpE2bNsyaNYt58+ZZ15kxYwZXrlyxV4jCQanVatRqNTqdjiFDhnD8+HFmzpxJWloaer2e1NRUZs+ejaenJyNGjGD79u10797d3mELIRxMbi6kpYGXl8LUqeMxmQycO/cHn3/+OSkpKZw7d47o6GiGDh3K3LlzHa4H3fTp0xk+fDgABw4ccLgROfdSq5bl5Qgq+7kUQgghhHBYDRtC/fqWBIxKBUFBNtu1k5OTw1a18Pf3JyQkhPj4eLy8vNDpdOh0umInXQwGy+AgJyfLM4uiVP6kS2URFWXvCKoPSboIYQMGg4Fr166hUqmoU6cOGo2G06dPYzAYCA0NtXd4ohKpW7cutWrVstb7v5v85J4QVdGtpZFeffVV9u/fX2B04JEjRwqNIBR/uXHD8t/587/g5MldtG7dmh49erBgwQKio6N54IEHyiXZUpaRnnl5ljlQJk0aT9euXWnRogX79u1j27Zt8jsugeRk0Omgbl2FiRPlXAohhBBClCsHTYyUJxcXF0JDQ8nMzESn06HVaguUR7+Xmzcto1yCguC++8DRi78oiqVTW4UNOoqLg5MnoUULCAmpoIOWr7Q0y6tOHXCw/n7lRpIuQthAQkICSUlJ/Otf/yIxMZGBAweyevVqFixYYO/QKlRlKavmyI25Li4u+Pr6VugxhXBEt5dGWrZsWYHRgUWNIBR/qVULMjLgrbdieOutiitvVZaRnklJsHz5X3OgHDx40JokctQROY5IrbY8+8+bJ+dSCCGEEEKUD41GQ1RUFBkZGbi6uuLj41PsbWvVAr3e8p21MjR/JCdbRucEBICLSzkfLDsbvvgCTp+GVq1gxoxyPmDFUKv/GhBWXUjSpZo7f/48M2bMID09nY0bN/LRRx8RGxtLcnIyK1asQKvVMmzYMDQaDR06dGDAgAH2DtkhmUwm1Go1Xbt2pXbt2jz22GN07dqVmJgYJk+ejF6vZ+rUqZw4cYLFixczePBg5syZw6FDhxg1ahTTpk0jyIbDUO2lspRVk8ZcIRxbSoqlF5G3d8HSSKL4KuoBRlEsyR1PT8uXaKDUIz29vCAmJoZ337XPHChVhb+/5TVyZAwjR8q5FEIIIYSwtRs3LI3v3t72jsS+3N3dcXd3L/F2zs4Vc+6MRssIFQ+Psu3Hy8vy33JPuFRh3t7V79+LJF2qucjISJYtW0afPn0AGDduHABz584lLi6OM2fO0KdPH7p3706/fv0k6XIHQUFB1sRLUFAQSUlJhdZZs2ZNgZ9Hjx7N6NGjKyrEcmE2m8nOzsbNzc1aH96Ry6rl5eVhNptx+d+dUhpzhXA8sbGwdy9oNArHjo3n2WctpZGEY4qLgx9/hISEVaSmHqNnz56lHulZgs5xQMFRi71792bHjh24uLjg5eXFnDlzSnx8IYQQQggh7uXsWdizB7Ra6NYNate2d0SiKGYz/Otflg5i3bpBjRql35ebWwWWxHJzgzfegFOn4MEHK+igojxUmVk0Y2Njeffdd3n44YepVasWXl5eNG/enBkzZpCVlWXv8ByKoihkZGSQnZ1d6D2j0cjw4cPZvXs3DRo0ICEhwdp47qgTeDkCLy8vmjRpQuPGjfEoawq9Erl69SonT55k7ty5jBo1iv379/PJJ5/w+eef2zu0QsxmM2fPnuXUqVNkZ2fz9ttvW+vcCyEcx40bluHbW7Z8wd69u9i4cSOLFi0qMDowMTGR2NhYJk2axK5du1i8eLG9w65yBg0axN///ncGDRpEXl4eH3/8MZGRkTRs2JCdO3cyadIk/P396dSpPgZDJnXrNiIxMZFu3bphNpuJiYkhISGhyN/T7b/L0oqOjmbJkiUsWrSIH374gZUrV7JkyRIuX76M2Wy21akQQgghhBDCKjXV8rxy/bpljgrhuPJLWZW2pFVubi6KotguoOKqXx+6d68y87lUVyrFLn89tjd+/Hjmz59Pjx49ePjhh3FxcWHv3r2sX7+eBx54gMOHDxe7drVOp8PHx4f09HS8q+DYp7S0NOLi4tBoNDRu3BgXFxf69OnDxo0breusX7+e7Oxs1Go1NWrU4JlnnuH5559n7dq1doxcOJqEhAQSEhKoU6cO4eHhBAcH07VrVzQaTaGyasOGDbOWVfvyyy9p165dhZZVM5vNnD59mtzcXP7973/z7bff0rp1a5o3b45ery8QU2ZmZqG4RfFV9WtoSci5KLmbN+HQIXB3h7/9DVxdS7a9jH6wrZEjRzJmzBhCQ0O5ePEin3zyCdnZ2SxbtoxXXnmF3NxcPvnkS+rU8eTSpYvMmzevwufCeuuttxgwYAAtWrTgwIED7Ny5k/fff79CYxDlQ66hBcn5EEKI0pNr6F/kXJTNzZtw+LDlOaVt25I/r4iKk5treZWiAhrXrl0jMTERHx8fIiIiUFWnyUjEXRX3Glplyov16dOHCRMmFJi4aciQIURFRTFjxgyWLVvGiBEj7Bih41Cr1dbXzZs3mTJlCsePH2fmzJmkpaWh1+tJTU1l9uzZeHp6MmLECLZv30737t3tHbpwMIGBgXh7e+Pu7o5arXbosmpqtZqoqCjy8vJo1qwZY8aMKRTXrW6PWwhRMfz84OmnS7bN7YmW3NxctFot06ZN488//2THjh28+uqr1K1bl5iYGM6cOcOsWbNQFIVGjRrx9ttvl8+HqeTyy0WGhPxVLvLw4cOFRhZ5ef01n0tFSE2FCxegQQOF998fbx21uG/fPrZt21bhSR8hhBBCCFF9+PlZylUJx6Aodx7J4uJS+nlYdDodaf8bypSXl4ez872b0PV6OH0a6ta1/J2I6q3KJF1atWpV5PJ+/foxY8YM/vzzzwqOyHF5e3vTuHFjnJyc0Gg0LFq06K7r50+OLsTtnJycKlXPGBcXF+t8LkKIqiM6Opro6GhSU1MZM2YMK1eu5K233iIgIACz2YyXlxedO3e2zj3VsGFDli9fDkCvXr3sGbrDUBQwmeDbb1dx7Nhfc7PMnr2AHTvAz0/hq68+JCIiwu5lGS9dspQ43rz5C3bt2kV6ejoHDx5kwYIFREdHM3ToUObOnVvsEc5CCCGEEEKI0snJySErKwsPDw9cy2nYT16e5b+3z3pw6RIcPQqtW9u+EldgYKC1zas4CReApCTLcwpI0kVUoaTLnSQkJABQp06dO65jMBgwGAzWn3U6XbnHZW/SECGEEKKyMxrh8mXLF9r0dJg6dTojRgzj7bffJiQkBHd3d3788Ue2bdvGoEGDOHHiRIHt165dS5cuXewUvWP54w9ISYG+fV/mxRdftJaLHD06hrZtJ7Nu3SL++c/1qNVqBgwYQMuWLdmxYwcGg4HXX3+dpk2bsnz5cm7cuIHJZMLDw4MNGzZw7NgxPD09OXLkCLNnzyY0NLTMI1EaNAAPD+jbN4b334+xLp8yZUpZT4MQQgghhBA2o9dDYiLUqWP5r0YDERH2jsp2DAYDsbGxZGRk4OXlRcOGDdFqtTY/zn/+A87O8MgjBZfn5loSMiaTzQ+Jp6cnnp6eJdomLMzSma2CqugLB1elky55eXm8//77ODs7079//zuuN3PmTKZOnVqBkQkhhBCirH79FX78EYKDFf71r/G0aNGV//znIJs3b8bNzY2ePXvSr18/oqOjmTt3Lh06dLBuu3btWuLj46W02P94eUFOjuVh5vZykbm5MGjQdNTq6QW2ub0s48SJE62jjT799FOuXLlifa9NmzbMmjWLefPmlTlWNzfL3JJCCCGEEEI4sp9+guPHoWFDqFULtNqqlXTJyckhMzMTLy8vsrKyyMnJKZeki69v4VEuAPXqWUa4lMMhS8XFRZ5TxF8qsAJ3xRs1ahSHDh1i2rRpNGzY8I7rTZgwgfT0dOvr8uXLFRilsLctW7bw+uuv069fP3bu3MmkSZNo0KABmZmZABw5coR+/foVmgNECCEqk6p4rVOrLV++d+78gj/+2MWJExtJS0slPT2dhx9+mKtXr3Lx4kVeeeUVADZv3sw//vEPjh8/zpgxY7hw4YJd5phyRBER0KZN0TWPXVyKP2fL9OnTGT58uG2DE0IIIYQQohJycrK81GrLd+3mze0dkW25u7tTo0YNsrOz8fX1xb00M9bfhaIomM1mmjWD++8veh1HSbgIcbsqO9LlnXfeYd68eQwePJgJEybcdV2tVlsumVhROdw+F8CyZcvKrXeuEMLxxcbG8vXXX7Nz507OnTtHTk4O9erVo2/fvowaNQoPDw97h1gqVfFa16yZpcfYq6/G4O195zJTf/vb39i6dWuBZfnlR0XZZGdbeu/5+yssX/7XpPYldf78eWbMmEF6ejobN27ko48+IjY2luTkZFasWIFWq2XYsGFoNBo6dOjAgAEDyuHTCCGEEEI4pqr6jFLV/e1vls5NtWsXPVLDVkwmE4qiVPgcti4uLkRFRZGTk4Orq2ux5z4pDkVRuHDhAllZWURERJS41BfAL78kc/p0Fh071iIwUP6NiIpVJZMu7733HtOnT2fQoEH3nCReVF+5ubkA1puS9M4VQgAsX76c+fPn06NHDwYMGICLiwt79+5l8uTJrF+/nsOHD1fqebGq0rXOxQXCw+0dRfWWlASHD8Ovv37BiROWSe3j4uLQ6/UcOnSIUaNGMW3aNDIzM5k6dSonTpxg8eLFDB48uMB+IiMjWbZsGX369AFg3LhxAMydO5e4uDjOnDlDnz596N69O/369bNr0mXLli1s374dnU7Hq6++yv79+8tt/hohhBBCCKj6zyhVlasr1K1bvscwGo3ExsZiNpuJioqq8L8DZ2fnUiVE7sVsNpOZmUlmZibZ2dmlOsbRo0Z+/VVF3bpGSbqIClflki7vvfceU6dOZeDAgSxduhSVSmXvkIQDys7O5uzZsyiKQmRkJNOnTy9171whRNXSp08fJkyYgI+Pj3XZkCFDiIqKYsaMGSxbtowRI0bYMcKSS0sDrVbhvfdKPxKhNG5tnO7duzc7duzAxcUFLy8v5syZUyExiPIVHAwdOkB0dAyRkTEF3ru9dNuaNWsKbZ+dbZkzxtu74HKj0cibb75JfHw8gwYNYvfu3TRt2hQAp/LsJlgMVXHUmBBCCCEcW1V8RrmV2Qw3bkDNmiDNeCWTl5eH0WjEbDZjKo8Z5e3EycmJunXrkpOTg5+fX6n20blzTerXz+GBB0qesMnLg/R0y3wyxS21LMStqlTSZdq0aUydOpWXXnqJ5cuXo5Z/FeIOsrOzyczMxGw288UXX7BrV+l75wohqpZWrVoVubxfv37MmDGDP//8s4IjKruUFFizpuKvdbc3Tq9cuRKAvn37Yjab5T5dBWi1UNocXkYG/POflsRLly6WSTDzaTQa5s+fz/r16/nuu+8ICQkhISGB5s2bYzabbRN8KeTkgEZjefCqSqPGhBCiWjCb0d/I5uhReLC5gmdtd2lJE5VGVXxGudW1a+Ds/FfiRRSfm5sb9evXR1GUchlxYk/e3t543947qwQiI7VERpZuOon9++HMGcs8PH/7W6lDqDDZ2SCD3RxLlUm6zJ8/nylTphAWFkanTp345ptvCrxfp04dOnfubKfohKPx8fEhNDQURVEYO3YsEydOLPB+cXrnCiGql/w5QOrUqWPnSErOzw/Gjo1hypSSj0SwhVsbpw8cOECjRo0k4SLQ6yE1FZYvH8R335k5ffowJpOJYcOGsWfPHtzc3GjSpAmzZ8/mk08+4csvv+S5556je/fudon3+nX4978hNFRh+/aKHTUmhBCilPR6iI+HK1fg2jXOntby86kg3BpcpVXjLAgIsAzbDA8HmRNDVEKV+RnlVrVrQ3Ky5b+i5MqSmBBFS0mxJANv3rR3JPd26hQcOQJt20JUlL2jEfmqTNLl559/BuDSpUsMHDiw0Pvt27d3uKSLlF2xHycnJ0JDQ+0dhhCiksjLy+P999/H2dmZ/v3733E9g8GAwWCw/qzT6SoivHsq5WjsUjMYIDMTatRQmDDhr8bpffv2sW3bNrvMczFo0CA0Gg1Go5GlS5dy9OjRQvNuTJo0qcDcHEuXLuXIkSPcvHmTyZMn07x58wqP29Yc6btH7drwxBPwyCMraNwYxo4dyZgxYwgNDeXixYvMmzfP+rv5+OOPSU5O5tNPP7VbDz6z2VJmYMOGL/jpJxkhK4QQDi0nB37/Hf7805Lhd3ZG7+zNr8kR5Dq78XtKIA3TY/FKPQW//Wb5stS4MTRrBu7u9o5eiGKp7M8ot3JysuRAK4rZbLk0eHlZRjELcbv27aFevfKfk8cW8vIsrypUXa5KqDJJl5UrV1rLllQWUnal8jt//jwzZswgPT2djRs38tFHHxEbG0tycjIrVqxAq9UybNgwNBoNHTp0sOvEv6J6kr9R2xg1ahSHDh3igw8+oGHDhndcb+bMmUydOrUCI7OPe00kfuDAEb74Yjbp6clkZKSTnp7OwYMHWbBgAdHR0QwdOpS5c+dW6CSPK1asAGDkyJEkJiYWOe/GjBkzCszN8dprr/Haa69x/Phxtm3bVimTLndKsvj7+/PDDz/Y9buHSgWNGln+//Tp0xgMBofsEHFrwm7u3KXUr/8w168fxNPTkyFDhgBw48YNNmzYgLe3N0FBQTJCVggh7OnKFfjpJ7h4Efz9La1mTk6cveDNdYMPDSL1xCV5c8YYQauodEvr682b8J//wKVLljoyYWH2/hRC3JM8o5SewWBppM7KkqSLKFqdOpZXZdCkCYSGFp4nU9hXlUm6VGZSdsU+7tVoeOTIkUK9oG8XGRnJsmXL6NOnDwDjxo0DYO7cucTFxXHmzBn69OlD9+7d6devnzRoiwonf6Nl98477zBv3jwGDx7MhAkT7rruhAkTCpTs0ul0DtmIXFb3mki8U6c2RETMYuHCeQWun1OmTLFHuFaladg3mUx8/vnnTJs2rRwjKz936uDRoEEDaynWiv7uodNZaiTv3bsKg+EYzz3Xk9WrV7NgwYIKOX5J3Zqwy8hIpG3bNgQF3T1hJ4QQwk7OnYM9eywtqfXrWyaJAPQGJ34974WvhwlnJwV/r1x+v+hFw+BMvNyxTCJRo4Yl6fL99/D449CggX0/ixB3Ic8oZePmZkm2ODnZOxLhSBQFDh+23Apat4bISHtHVDwqFfj42DsKcTtp2bcDk8mETqcjLy+Pt99+u0DZlS1btlTahp3KJjo6miVLlrBo0SLWrVvHjBkzaNu2rfX9/F7QJWE0Ghk+fDi7d++mQYMGJCQkWL/MOMndXFQgo9GIqYixpfI3WjLvvfce06dPZ9CgQSxatOie62u1Wutkf2Wd9M9RKcpf/3+3icTt/ed04YKlzWT+/FWMGjWK/fv388knn/D5558Xex+5ubkMGzaMUaNGVfoH0+nTp9Ov33DS0hT69+9P69atadWqlV2+e1y+bKn2Urv2ywwfPofnn38es9lMTEwMCQkJxMbGMmnSJHbt2sXixYsBmDNnjrWEV2JiYoXFms+RR+KUxZYtW3j99dfp168f69ev55VXXuH1118vNN+TEEJUCpcvWxIuJpNldIvzX31MzyZ6cD1dSy0fS4klf28jNzI0nLlyS8lKJyeIiLD8/549lpEyQjggeUa5u1ufV+7G3s8rx49b5gvMzrZvHMWRm5tLTk5Oue1fUSyDFLOyyu0QxZKRYalMeeKE5XlFiLKQpIsdXL58mVOnTjFr1ix27drFxo0bmTp1Kv369SMzM5OhQ4eSXRmuulXE3RoNi2I2m0lKSuLq1auYzeYC72k0GubPn8/LL7/Md999R0hIiHViu9vXFaK86HQ6Tpw4YW0kvJX8jRbfe++9x9SpUxk4cCBLly5FpVLZOyS7+/FH+O47yMpSCnQacESXLsGZM9Chw8vMmVO6hv23336b2NhYFi5cyIYNG+z8iUrGbLZMqJiUZPldPfVUV8LCWjBqVAy7d+/G09PTbt89AgIsbVqRkRAYqCYpKYnly5ezaNEiQkJCaNCgAWvWrOHXX3+1zocyevRozpw5w9KlSwkKCirX+AwGOHkSPv209Am7exk0aBB///vfGTRoEHl5eRw5coR+/foxZswY6zqTJk2iQYMGZGZm2uy4t7u1A0p+ubklS5Zw+fJluScIISqX7Gw4dAj0eggJKfDWraNcnP7XAqJWYR3tkqG/reU1KAhycy0lysrxGixEacgzyt1dugTr11s6YDkyRYHYWEucqan2jubuDAYDp0+f5uTJk6TaKFij0fKskpKSfwzLZTwtzSa7LzVPT0vOPiLCMljS0WRmWpJBycn2jkQUh5QXswOtVourqyvDhg1j4sSJ1uUlKbviSBPhVibZ2dnEx8ejKAqhoaG8//77JW40zMzMJD4+HpVKRU5ODh9++CHHjx9n5syZpKWlodfrSU1NZfbs2Xh6ejJixAi2b99O9+7dy/GTCfGX7OxsMjIy0Gg0JCUlyd9oKUybNo2pU6fy0ksvsXz5cin5+D+ZmZY2iPnzv2DXLseeSLxFC0ubSXg4qNWWhv3b3T7vxujRowv08K/M99P8GtVr1/71u6pd+yDff7+e6OhoVCoV48aNs0vJN39/+F/Fw1s7ITuELVu2sGrVds6d09Gx46s4O7vTsWNHXnjhBWJiYnj66adZuHAhFy5cQKvVWv++b03YTZs27Z6JodLMMVSepNStEKLSO34c4uMhKqrQW/mjXKKCCnah9vc2EnvFgzNXPC1zu9wqNBTOnoWjRy2zKQvhAOQZ5d6ysy0N+nq9vSO5O5UKnnjCMrIiIMDe0dydwWBAr9eTk5NTqFNnaZlMlt9Rfp8vV1fLZdfe8+uo1dCxo+VvSKu1byxF+eUXOHjQkhDq29cSr3BcKkUp7sC76kOn0+Hj40N6enq5DbvMy8uzSSmfW+vpg2Ui3HXr1snN9w4SExM5d+4cAHv27GHr1q20bt2a5s2bo9fr+fLLL2nXrl2hRsNhw4ZZGw2NRiPnz59HpVIRGRmJi4uLPT+SzUlCr/IzGo0kJSXh7OxMYGBghV8PKuIaWp7mz5/PiBEjCAsL4/333y90/urUqUPnzp2Lta/Kfi5uZzRaXp6e915X2J+iWB7oRMnExsK2bals3z6GHTuW0a3bE4SFhZGdnc2rr77Kd999x7fffsulS5eKPQdcUU6fPs2nn35qLQty8eJF5s0rOA/SK6+8wrx58/C08T+6q1ctvSrr1VN4553xdO7cmU6dOrFv3z62bdvGJ5984hA9Z6vaNbSs5HwIcQcZGbBunSWT7+9f4C29wYkN/wnAaHIioEbhxsLkdA2g0PeRJLzc8wq+mZoKOTnw3HPg61t+8YsKUdmvofKMUjyKAunplgnFpVnMNhRF4erVq5hMJurUqYPGRpkReVYpuZ9/hiNHLCNxunateufv+nW4eRPq1rUk4hxVca+hDta/sPqw1dwJ0jOxZPJHGZnNZoYOHVqoh+/tNcxv7wUNlvJMDRs2BHCIBglbu9Oky3379sVsNsvfVyWg0WgIDw+3dxiV1s8//wzApUuXGDhwYKH327dvX+wHmqpGo7F/7yNRfFXwFlUhoqLg3LnpvP/+cFxdISwsjHnz5pGbm8uYMWN455132L9/v3X9okap3C4nB+Li4KefVnHy5DF69uzJ6tWrWbBgQUV8pEKcnMDFpeCotYMHD7JgwQKio6MZOnQoc+fOxc3NzS7xCSFEiVy8aEmQFDHx/Z1GuQDkGLP5YMNA2jUZwfZfdlLLx4i7Vsvs//s/km7eZOyKFThlZjJIpeLx119n9uzZXLhwgdzcXBYtWsTPP/9cKOlenHWEKA15RikelUpypLamUqkIDAwsh/3afJdVXsuWlkoOvr62O39XrlhGHRUxULTCOTlZ+k9UlWZHSbpUMoqikJaWhqIofPjhh9bSWLf2TBR35ufnh4uLC4qi3DUbea/RHlUx2XI7SeiJ6mrlypXWZKMQwnHZcmRmbq5lhEtQkMKHH46nV6+uPPJIC26d1qSkc8Dd6uZNS3m+J554mddee5Hg4GC6du1KTEwMkydPRq/XFyrJV9KSZSVRq5bl9eabMbz5Zox1uT3KzQkhRJldugRuboVaaYqay+VW//hpFY/e1wm16gbX01WsHPkGC79fz8FTp9j7+++M79OHJmo1L65ezSMDB3Ls2DHWrFnDvHnz+M9//kO7du0KJN2NRuM91xGitOQZRYjqKScHzp2zjP7w8IDatS3LzWbbJCeuXLEcIzLSkvSwJ3//QgNWKzVJulQyOp2OuLg41q1bx+7du9HpdNIzsQRUKlWxhs9Wx9Eeubm5JCUl4erqyuzZsyWhJ4QQwqHZ8l5986al5NZXX33B7t2WkR8//hjH+fN6fvrpJ9q2bcvEiRPx9PRk0qRJJCYmsnz5cmJiYu69cyAw0DJE3te39HMMCSGEKEJurmVGYQ+PQm/dbZTL8fP/JbRWBLkmI55unlxPb8Dg+SvQON8grFYtEm7cILRmTdS5uWA0cuPKFWrVqgVAeHg4CQkJhfZ548aNe64jhBBClERSkuU5xcXlrwGdBw5YlnXpAj4+Zdv/Aw9YbqX2TrhURZJ0qWScnZ1xdnbmxRdfZNq0abi7uwPSM7G8VKfRHhkZGSQkJLBlyxZ2794tpUaEEEJUCra4V9euDY0awSOPxPDRRzH/2xf88QeEhTnzww9fsW/fPtLS0mjZsiW//PILv//+O4mJiQXmgMsfpXI7lQr8/Mr+WYUQQtwmM9MyE/NtF9l7jXL5M/4YObnZXE6+gMZFy+tdPkWtUnE64SMahYRwNjGRhBs38K5VC0wm/DUaUlJSAEt5pwceeKDQPv39/e+5jhBCFMfNmzcxm834+/tXi0orlU1GRgaKouDl5WX5/eh0kJhYcDISnc6SySiiU0BJhIVZEi516vy1LDnZsvusrLInXVxdHXv+lMpMpSiKYu8gHI2jTyqWk5MDgKv8q7Aps9lMQkICeXl5hISEMHnyZIedWLY83DrSpXb+eEUhSsHRr6EVSc6FELaXlmYZmRIaqjB5cvlNAp+TAzduQEBAxfT8smW5tKpCrqEFyfkQoggpKbBunSV7fsvz8W8XvNl5vCZRQVlFJl3y7f7tn3i7+3I64U8up2Rxf5gbS97oTeKNG4xftQpnlYoXGzfmicmTmfPNN8THx2MwGFi4cCFnz561Jt2HDRtmLQ15r3WEfcg19C9yLhyb0WjkxIkTmEwm7rvvPjzK2GhfViaTCYPBgJubW4GOTTqdjkuXLuHn52fTMriOLiMjg9jYWMxmM/Xr16dGjRqwfz8cOUL2o51JrN2cQPd03HdttUyIGh0NWq2NY7AkXOrUkblx7KG411AZ6VIJVXSyZdCgQWg0GoxGI0uXLuXo0aOFJgOcNGkSGzZs4NixY3h6elZofLZiMBi4fv06JpOJDRs2VLuJZV1cXAgLC7N3GEIIIcRdZWVZXp99Vr6TwLu6QnCwjYIuBluWS5MEjhCi2lCrLS1Ot0zCda9RLrfq2OwZAFpHPUpyugZQyNAnEeTvz6o33wSDwVLbRa0uVPKxQYMGRZaGvNc6QghxNy4uLtSqVQuTyWT3ztYmk4nY2FgyMjKoWbMmkZGR1s5NOp2O5ORkzGYzgYGBVbaD8u3MZjNms5m8vDys4xhCQ0GnQ+8dgMEAerUadycnyxCVcqiW4+VleQnHJkkXcU8rVqwAYOTIkSQmJtKmTZtCkwHOmDGDK1eu2CtEm3B1dSUsLAyTycSYMWMYN26c9b3qUL5NGmiEEMKxffTRR8TGxpKcnMyKFSv48ccfrdftV199lS5dupS4E0RlvPYHB1vmSGnaNIYxY6reJPC2KJdWHeemE0JUU+7ulix5To7l/7n7XC534+9tJPaKB2eueNIqKt2yMCfHsn879zQXQlQfKpWKkJAQe4cBQHZ2NjqdDrPZTHp6Onl5eTg7W5qS/f39MZvNf5XYqia8vb2pX78+ZrPZMsoFLLPQR0biD9Qwg1rtBYG9LAkXFxe7xivsR5IuolhOnz6NwWAgNDTU3qGUG5VKVa3Lat3aQNO3b18iIiLQ6XT88ccfDBw4EI1G49CNcEIIUdXldwaYO3cucXFxhRrWu3TpUuJOEJW1cd5BwyqVrCxITwdfX4WpU8fTtWtXWrRoUaBcWmlVp7nphBDVlKsr1KhhmVHYz69Eo1xup1aBv1cuv1/0omFwJl7ueZaLdI0a1oSOEEJUJ+7u7tSsWZP09HRq1aplTbgAuLm5VctqKSqV6q9kSxGsX7WrwJQQSUng7Ay1atk7kspJki6ikMzMTLKystixYwe//fYbPXv2ZPXq1SxYsMDeoYkKMH36dD766CNatGjBjh07mDhxIl999RXg+I1wQghRlW3YsIEpU6aQlpZGeHg43333HRs2bODJJ59k+PDhHDlyhNmzZ3PixIl77ktRLPMO57chVdfGeUcooWo2W34fCxaUvVxabi789BPUqKGwZo1tEzhCCOGwwsIgLg4o/SiXfIVGu2RkQLNmUjRfCGF32dnZXLp0CTc3N0JCQirku7qTkxP16tUjNzcXl3IesaEoCkajEY1Gg9msIje3SuQtKrW8PNvNbfnf/1qeeR5+2Db7qwwk6SIKiY+PJy0tjWeeeYaBAwcSHBxM165diYmJYfLkyej1eutkgIsXL7ZOGHjo0CFGjRrFtGnTqtUkWo6sOGVjcnNziY+Px2w2s3jx4gINNO+++y7Lli0DqlcjnBBCOIKUFDhyBI4fX0Vy8jHGjh3LyZMnWb58OZ9++in79+9n69atdOnShRYtWgAwa9YsnnnmmXvu++RJOHMGHnpI4fPPq2/jvCOUUM2vyTxmTNnLpSmK5eHo66+/YPfu6jU3nRCiGqtbFzw90Sdn8ev54FKNcslXYLSL7zW83NwgIsKm4QohRGnodDquXbuGm5sbtWrVqrDvcyqVCo1GU0Q8cOgQ+PlBq1Zlz01fv36dhIQEAgMDOXcuiNRUeOIJqKTTRlcJtqxyZzIVmH6tWpCkiyjE398fZ2dnPDw8UKvVJCUlFVqnqAkDb580UNhfccrGZGZmcv36dTZs2MDevXu5efMmu3fv5vPPP6dDhw4sWbKElJQUdu7cWW0a4YQQwhFcvgy//AIRES8zYcLLTJjwNnq9nl27dvH555/zxRdfkJiYyJYtW7hy5QpDhgxh6dKlJCYm3rMThIcHaLWwalX5TkZfGVSlEqoaDTz+ODzxRAxQ9ea7EUKIIvn7Q/36nP0+ketpWqKCSzfKxbq7/NEuv+fQ6slIqMYlqIUQjsPHx4eAgABcXV3RarV2iSE7OxuwlBZLTITjxy2XyCZNyl6F0WQykZubi8lkwsvLMirfWVqtq4y2be0dQcWTP19RSEBAAAEBAfYOQ9jQ3crGeHp6UqtWLYYOHcqUKVM4d+4c69ato2HDhoSGhhIYGMjLL79c7RrhhBDC3iIioH17CAqyjHp5++0PmTVrPF988QWdOnWic+fOHDt2jM8++8xa9uq1114jJyfnnknyunUtr6efjmHChMKN84MGDWLUqFF2LbtVXkwmWLNmFcePH6uSJVSlAo4QojrS39eKX9f9ga8pBSd12Z5V1CrwN6fwe1oYDRvfj5dcWIUQDsDV1ZUGDRrY7fg5OTmcOXMGgEaNGhEa6sojj1imvcrOBr0eatYs/f4DAgLw8vLC3d2dajhVDGApFezsXDW/z1fFz3QvknQRogrKzs4mOzsbHx8fJk6ceNeyMdu3b2f79u2cOnUKjUZDbGwsYWFh5OTkkJeXR3p6OteuXbPjpxFCiOrJ19eSdDGb4ccfYcuWLzhwwDIqJS4uDr1eX6C0Z2ZmZqHyn6XlCGW3ykNuLvz6K7Rt+zIvvfTiPUuoHjp0iNOnT3Py5EnUajW9e/dm1apVVSL5JCrOzJkzOXbsGEePHuXChQuEh4dz8eJFe4clRJVyNqUG12s0JCr1CGTkgpd36XeWmYm/cwaxvm04k+JPq7o2C1MIISotlUpV4OXhAe3aWd47cMBS5vaxx0q/fycnJ7y9y3DtruQMBvjjD0sSq149e0cjbEGSLkJUQRcvXkSn07Fnz557lo25vQTZP/7xD8aMGYNOp+PLL7+kX79+1lJkQgghKp5aDVFRMHFiDLVrxxR47/bSnreX/7yToub8cnJywcPDi88/t8z5VZXKbuVzdrYks7y9KVYJ1fzE1ciRIxkzZgyhoaE0adKk2MmnW8/zq6++yv79+wskaI4cOVJoBJGoeiZOnIifnx8tWrQgLS3N3uEIUeXo9ZaEum9UbZyyGlsmLjPlWS74Je1am5YG2dmoGzfCv0YAv/8ODRta5t4SQojqTKvV0qhRoyLneImKsiRdylN2Nri4VN2SYy4u4ONjeU4RVUMV/VMVonrz8fFBpVIxatQoJkyYYF0+ZcoUzp8/z4wZM+jfvz9fffUVCxcu5OzZs+zdu5elS5cyZcoUTp06RXZ2NlOmTClQiqyqkkYxIYSjCw627f5uT7gvX76S7dvhzTfbYDKNpF+/XlWu7BZY2t6iou78fk6O5eXr+9eysiSfbj/Py5YtK5CgKWoEkah6zp07R2RkJAD3338/mZmZdo5IiKrl7Fm4fh2iolSgrgcaFzh9BhKvQM1alknMwDJ0VKUClYp//LSaxJuXSNenMrL7O3ipXeHGDXBzgwcegPBw/FERGwtnzlgmiRZCiMrAaDTi5OSEk5OTzfd9p7lkynuGgvR0+P57S0KiW7fyPZa95He0u5OsLMjLk6RMZVK1W1KFqKaCgoJo1KhRkXOvREZGsmDBAjIzMzl58iS9evVCo9HQoUMHVqxYQXJyMrVr12bOnDmsX7+eadOm2eETVKzo6GiWLFnCokWLWLduHTNmzKDtLbN85TeKCSFEVXPrnF8nTx6gWbMnmTVrLs8//zxms5mYmBgSEhKIjY1l0qRJ7Nq1i8WLFwMwZ84ca3mzxMREe34Mm9DrYds2WLcOPvxwFaNGjWL//v188sknfP7552Xa963nWVQ/+QkXIYTtWUe5+IKTE5akSlg4PPwwhIZZWupOn4Zjx+CXXyz/f/MmKGYwmbiacolzf/zHMsIlOMiyXUQEqNWo1eDvD7//DhkZ9v2cQghRHPntPHFxcSjlPfTEhsxmMykpKXccEfy/fDlVvD/wHd24AZs2wcaNcPmyvaMRxSUjXYSohnJzc8nLy8NoNPLpp5/yzTffoCgKbm5u3Lhxg6ioKJ5++mkCAwMLlCKranJzc0lPT8fV1RVPT09pFBNCVGmKAqdOWeoFN2mi8M474wvM+XX16ja++eYTtFrVPctugaW02e3lzSqzjAy4dg1SUuCJJ17m0UfvPefL4MGDCySfpk2bRlBQEGazpX1Pq1X4+uu/zrMQQgjbOnsWEhMtI0LT0299xxvqtQAlDs4dhGtpkGOAvGuguUyH8DZ8bUrAZIYs/3DS73/kf8Mc1XDLfpyd4coVGe0ihKgczGYzeXl5mEwmFEVBVUlmL7958yanTp3l0iUvoqJcaN3ao0B1SG9viI6uuqXF7iUtDa5eBaPR0m+gLNWfU1Phzz+hcWOoWdNmIYoiVNM/VyEqv0GDBqHRaDAajSxdupSjR48WKoF16+S+2dnZ6HQ6atasibe3N+7u7oSFhfHWW2/x6quvcuTIEdzc3FCr1dSoUYNnnnmG559/nkWLFtn5k5af+Ph4rl27hqurK2vWrKFbt27SKCaEqLJSUy2TXGZlwZYtXxQ559fIkVU30X4vtWrBQw9ZztN99xVvzhconHzasmULW7du58wZHVqtO7/9tpWtW7cSHBxMt27dCiRoMjMzCyVxhMhnMBgwGAzWn3U6nR2jEcIxXb1quX4bjUW8aQau3AC9Ap61wNeZn5J+5FLyWTr59CTPrzZOWX4kqA3Ud/eDovaBZf9Xr5bnpxBCCNvw9vamUaNGuLi4VKoy8U5OTty4oWXfPhUnT6ZSt64rtWsXLI92h8pm1UJIiGUgZm4u1KtXtn1dvw4JCeDnJ0mX8iZJFyEqqRUrVgCWyX0TExOLrAufP7mvXq/n0qVL6PXZXL58hW+/XcOpU6f49ttvSU1NJSsri/T0dGbPno2npycjRoxg+/btdO/e3V4fr0Lk5OQAlga0PXv2oNfriYuLQ6/XS6OYEKLK8faGyEjLnCUdOsQwdWqM9b0pU6bYMTLHoFZD69Zl30/+PC5xcalMnTqGPXtuANC3b19GjRpVaHTQ7UkcIfLNnDmTqVOn2jsMIRxax46WRqgiZeoh7l8QdN5yA1Sr4c+buF/O4vz1BTRq1QojHjz4YC4DBtz9OC4uNg9dCCHKhYeHh71DuCdFUTAYDGi1WlQqFTVq1ODBB/M4d+4mnp5GPD3NgO3npKmstFpo1842+6pXDzw9oXZt2+xP3JkkXYSoJEwmE5mZmXh6euL8vzGVxZ3c18nJCRcXF86cccLZuQYLFy5Crb7zMNP8hE5VFxoaiouLC6NHj+aTTz4p0BNEGsWEEFWNszN07mzvKKqPhQun8+ablpKVBw4coFGjRpWqx6GwvwkTJhT4PqLT6e75nU+I6sbZ+S7lZpw0kJcJLibQmgEzrz14P9QL4+0ffkCPiYiIcF58sR/VcICnEELYTXJyMpcvXyYoKIjAwEAAwsNrMmyYByqVCldXyXSXF2dnS0lOUf4k6VLNnT9/nhkzZpCens7GjRv56KOPiI2NJTk5mRUrVqDVahk2bJh1ovUB9+oCJGyiqN/L8ePHSUhIoEuXLly9epW4uDguXrzIxIkT77k/rVZLrVr1yczMQ61249o1Ff+7r9mNI/zt+fj44OPjY/P9CiFEdbVlyxa2b9+OTqfj1VdfZf/+/dYyl56enhw5cqRQKcyqJDMTzGaFGTMKzpezbdu2Kvl5RfnSarVoq3MtDSHKSqOBhg0hNtYycZe7O2RnQ3o6szp2hBEjLEXthRBCVDhFUVAUBbDMt6tWq6tlieOKkpwMNWpU33lx7EG621VzkZGRLFu2zPrzuHHjWLp0KR06dCAuLo5NmzbRp08flixZwtatW+0YafVS1O9lzpw5tG7dmgcffJA2bdrw888/88gjjzBt2jQSEhKIjY1l0qRJ7Nq1i8WLFwMUmNz32LF0cnO9MZlc+PNPy4TKRdmyZQuvv/46/fr1Y/369bzyyiu8/vrrNp8sWf72hBCi6omOjmbJkiUsWrSIdevWMWPGDNq2bWt9P78UZlV18ybMmWOZL2fjxo1MnTqVfv36kZmZydChQ8nOzrZ3iEIIUb106gRRUXDjBly7Zkm6eHlBixZlm4lYCCFEqdWqVYsmTZoQGBhIWloaf/zxB7/88gtpaWn2Dq1KysoCs9kyn4uoOJLfqqaMRiM5OTl4eXmhUqkKLH/zzTeJj49n0KBB7N69m6ZNmwKWElWi/CiKwrVr18jJyaFWrVoF6nAajUbef/99Ll68yDvvvMOiRYvYs2cPzZs3p3///oSEhAB3ntw3PR02bLBMAqnVWjp73X8/RY52ya9Fn5qaypgxY1i5ciVgqUVvNpvLXBrFYDCQnZ2Nt7d3gX3J354QQlReubmQng4+Ppa699OnT2f48OH2DquQQYMGodFoMBqNLF26lKNHjxYaeTNp0qQCo3NKws8PxoyJ4b33HHu+nOo+IkkIUY1ERsL//R/s329Juri6Qt26luL4JbzGCyGEsA2VSmUd1ZKRkcGVK1fIyMhAURRat25t8zagpKQszGYIDnb8+W7Kg4eHpc+Bv7+9I6leJOlSTZ0/fx6dTkdkZCQ1a9a0LtdoNMyfP5/169fz3XffERISQkJCAs2bN8dsNtsx4qovIyOD+Ph4cnNzycnJoVGjRtb3NBoNCxYsYP369WzdurXEv5fTpy29bxs1ApUKrl6FP/+Ew4e3sGOHpdGlZ8+ebN26Fa1WS40aNVCpVNYGM1vVolcUhfPnz5Oenk5kZCS1b5m5S/72SscRyrQJIRxPeScXbmUywb//DRcuQFiYwv79f5XWcjT5c5aNHDmSxMRE68ibefPmWdeZMWMGV65cKdX+K0v73e0dLJYtW1bgMxd1XkTprV69mvj4eMBSw9xoNDJ9+nQAwsPDeemll+wZnhBV3/33WxItycng5AQBAZbSY0IIIewqPT0dg8FgfRbx8PAo0DHcFv74I40NG1LJy4PoaB9at/az6f4ri1uafkUFkaRLNaXRaHBxcSEjI4PJkydz/PhxZs6cSVpaGnq9ntTUVGbPno2npycjRoxg+/btdO/e3d5hV2lOTk44OzuTm5tLRkYGQ4YMscnvJT0d/vjDMsol/94VEGAZ7dKrVzQ9e1oaXYYMGcLIkSPRarW88MILzJs3z+a16FUqFRqNBo1Gg06n491335W/vTLKL9PWp08fwFKmDWDu3LnExcVx5swZ+vTpQ/fu3enXr58kXYSoJm5NLpw6lciDD945uTBkyBA8PDxKnaDJyID4eDAaYdWqL4iN3UVmZjpxcXHo9Xprmctp06aRmZnJ1KlTOXHiBIsXL2bw4MEVd1L+5/Tp0xgMBpmQHMcdkVTVLFu2jP379xdY9s477wDQvn17SboIURE8PStPZlzc1e2dzoQQlZPBYOD8+fNkZGTg5+fHgw8+iIeHR5k7+97u0qVckpJUqNUKFy7k0rq1TXcvxB1J0qWaqlu3LiaTCY1Gw6JFi+66bn7DTWV2axmN3r17s2PHDlxcXPDy8mLOnDn2Dg+wZPSjoqLIycnB19fXZr+XW0e5gGV0y88//5OkpFRSUgZiMPyXhQsX8NlnnwGWRvtLly4xduxYDh06xIIFC4iOjmbo0KHMnTu3zBObRUREkJubi1arrRZ/e+XBbDZz9epVDAYDtWvXLlSKTsq0CVH9KAqkpVnK1OdPjnj69Gmysgz8+WcoWVlQp85f6+ffF/fv38/UqVPZs2cPv/zyC0OGDGHJkiUlGv3h7Q316sH58/DaazF07BhTYILG2+cEu70UZnkymeDUKdi7dxXnzx+jZ8+erF69mgULFlRYDCVR3t9X4uIs1XVatVJ4913HHZFU1ezbt8/eIQghRJVxe6czIYTjy8szk5iop04dNzROQGoqXL+O2+nTmHU63H198XJywsnPz1Kv19XVZsdu2NCTiAgDeXnQpInjJN/zn1Nq1iy69H91Eh8PCQnw4IPg7m7vaGxHki7VlFqtRlONhlSX9zwltuLt7Y23t7fN9lfUKJeHH47mvvue4I8/zvCPf3xC27ahtG7dmvbt2/Pvf/+b8PBwFi5cyOLFi5kyZUqxatGXtDa8Vqu12WesjtLT04mPjycvL4+cnBwaN25sfU/KtAlhO7ae96I8G9RPnYIDByA+fhV6/V/JhWHDFrBzp2XyxFtz5vn3xRdeeIFdu3YxceJEPv30U27cuFHia4WTE3TsCA89ZOlE7Ej53eRk+PVXaNDgZUaMeJHg4GC6du1KTEwMkydPRq/XFxp5M2fOnAKjc4KCgios3vL+vpKdDQYDzJv3Bbt27SI93XFHJAkhhBBCiKph794U9n+fwqPB13kyNBmuX0ebk0N4djYGoxG3GzdwunzZMjmkj4+l13C9epbGrDKqX9+NkSODURTw9LRt6bKySEmxPKfUqiVJl5wcy8tksncktiVJl0qgMozSqCxuLaNhq3lKHFn+KJd69XK5cUOHoih4e3ujUqk4fHghWq0fu3btRlF0TJ8+nU2bNtG5c2deeeUVTp48yebNm6lXrx4tW7ZkzZo1tGrVisjISJ577jlmz55NfHw8N2/e5NixY1IbvgKpVCrUajV5eXmkp6fbrBSdEKIgW897UZ4N6rm5li+qHTq8TKdOluRC585defPNGNq0mUxcnJ6VK6dy8eJPHDz4X2rVCuLGjSscPnyIWrVq8d1339GuXTsuX76Moij8+uuvbNu2DcCaUDp27BjNmzfn119/LVRizMnJ8nx0N/b4PlO7NrRubekwp1arSUpKKrTO7SNvRo8eXWh0TkUrr+8rTZtCXh488UQMb70VU+A9e45IEkIIIe7p4kVL7/jGjW3aC14IUc4UBU1CPFGnDlErKfn/2bvzuKrr7PHjr7uz74iyuOCGW5plzeRUtk5WlpVlM5bJT1u0BpesLG1MzXFyFMsttRwqcybNvpOVzlSumVqWS+aCiCiKoCDbBe7lXrj38/vjk1cRVNAL9wLn+XjwKO7G+36Ez+e+3+d9zgFTSzW9w9eXihIN1jIodYBWCwYq8CspwvnfLQRG/6KmPvTsCVe5cdff33uCLWdFRp6bpzR3nTtDhw7etXnPHSTo4kG1XXxoLFka3sjpdJKdnQ3A3LlzXWU03NmnxFudzXKJiFDIzT2N2WwGwGKxsH79PP7wh0do1+42jh4tYtu2Z3j88ccZMmQINpsNs9nMpk2bePPNN/nDH/7A0qVLycnJ4aWXXiIlJaXKQuOZM2dcP1NqwzeM4OBg2rdvj91uJywsTMq0CVHP3H1uq48F9W7dIDxc/QItO3bk8M038N//qtkeVitERS3nrrtg587Pycj4P44e3ceECRNITk7+LRj/Aw888ADff/89n376KTqdjr179wKQnJyMzWZzBS46duxY5zF64vOMTneuvKY3czjUsl8tWihMnDihXj+vNLXJjBBCiGagslJN6c3OJr+8nIkffujadPbqq696enRCeJzNZsNmsxEYGOj2RvRXymazcTo7G59ffuF3+cfofJ2T4O69qDQaOZMP2alw6hSU20CD+nlYqzVwOjeSsNBIbgvIp8XmzXDyJNx2G4SEAFBSUoJGo6m2CayxaSzzlIKC2m2wu1pNcY4iQRcPutzig0ajwel0uvowNLcsDXewWq3k5OSwYsUK1q9fj9lsZuvWrW7vU+KNzma5dOjg4PhxGz4+Pmg0Gtate4+9e9djtZZw/PgBMjKKSE8/wD/+MYvHHnsUq9XKihUrOHXqFLt27SIhIeGizYbLy8spLS3FYrEwbdo0qQ3fQDQaDREREZ4ehhBNVmUl/PAD+PgofPrp1fe9MJvh6FFo21bhb3+rnwV1vR5iY9Vslw0b1FT1XbvUcl+xsWr6+v798OWXn3P69BpOnfofPj6+vPPOfOLiWnP0aAa+vr5s376dBQsWcOutt3Ls2DFXFs/Z7I9hw4bR6gry3xXlXJlL+TxTXXa2+m+0ePG5sl/N5fOKEEIIcVl6vZrhEhpKeELCZTedCdHUnToFBw6oG68iI52ucrEdOnQgNDS0Tq/ldKrzhNBQdd7gLqdzcihYu5bggwfx7daNqE6xWCzqHOVs8nlwsLppLDsb8s44KC2ppLhYT0G+jqCgcHokBBF75Iia1v/HP1Km15OWloZWq6VLly74uCHrTVHU/3pJrMrrpKWpp+Drr/f0SBofCbp4gKIolw2maDQaMjIysFgstG/fnilTpjSrLA138fX1JSYmhnHjxvGPf/zDFfGvTZ+Sxuz8Xi56vQ4/Pz+KiopQFIU//vE5EhOn4nQ6yczMpHNnDUVFI+jSJZU2bYx8++23ZGRk4HQ6KSkpYcOGDezYsYPNmzcDuBb7Z86cyccff8wNN9zAO++8I7XhhRAX1djKZJrN6ofLjRvnsX//1Z/bLBY102TevPpdUC8vh3Xr1P4uoGbhR0erc5STJ9VgUmnpgzid23nggcV8993rBAZ24fTpvfj7+6PT6ejTpw9JSUkEBgaSlJR06R9YS/n5ahCofXuFd9+t3yyOxqplS7DbYeLEJKZMOXfcm/rnFSGEEKLWZMVPCJeTJ+GXX9TkjxYtNBgMBgwGA3p93Zd5HQ4oKVEX1t3JdOQIwampVLZoAcHBroBLbi5ERantWwBKS+HkSQcFBVby88FodNCli4m8PB077QYcPTrQ5ng6bNmCrl8/DAYDWq3WbZu2fvhBDTz17euWl2ty2rRx/+9Gc6FRlLMxPXGW2WwmODiY4uJitzY1BzXgcvjwYex2Ox06dGDy5Mncdddd3HnnndUWH1JTU38rBbWeFStW0KdPH1q1auVapNFoNLLrUdS4mFlYaKCgIJCXXkpGowGHw0FZWRmKohAQEIBOp6OyspJjx46hKAoHD1YSHHyc3/++jKCgQD755BM+/PBDAgIC6NSpE/fccw8pKSmUlJQQExPD448/TmpqKv/3f/+Hn58f9913H3//+98btNmw8F71eQ5tbORYVHV+bxRQMztXrFjhdVkOiqJmpphMEBPjntd0OOo3ZVpR1AyXnTvVHWo//6w2TA8LUwM+a9d+zsmTaygrW4/TeQZFsaDV6tBqtZhMQZSV5eLv70/79u1Zs2YNI0aMICwsjAMHDjBq1ChXg/nFixdz880316nBfFGROincvHkuq1d/KJ9nRK3JObQqOR5CCHHl5Bx6jhyLxq+sDE6cgNatwc9PLa3vcDgwnI1k1JHjt54qbsv2OHMGx3/+g6W0FE3LlphM/uzerSHrJES3Un/WuYc6+OGHCvILHChODT6+Tlq39sFk0hPdSg3OXN/DRgtrJtx5JxVdu6LRaK4owFSTn39Wgy433HDxxzgcDk6ePEl5eTmtWrUiMDDQLT9bNE61PYdK0KUG9XkBcjgcHDx4ELvdzvr16/nkk08uuvig0+moqKjA39/frWMQTdPZxczk5KV8+iksXvwokyZdfDFTURQyMzM5deoUZWVaCgqc9OhxmBYtnISFhVFYWMimTZv45z//CeAqM3P+juRhw4Yxf/78Rl9LU7iXfIg/R45FVS+++CJDhgyhd+/ebNmyhW+++YZp06Z5elhNQk4OfPaZmp5/5oy6i+xsTOTYMbXk5NGjmzCbJ+Bw7EanA4fDjsFgoqLCDij4+vpiMpkYOnQoy5cvx+FwcOLECQICAtixYwezZ88mLi5OMlNEg5FzaFVyPIQQ4srJOfQcORai3q1fD7t3Q6dOoNGQnQ07dkCLFlWzJiorYe9eCwcPOigoMGDyUYiNge7dffD11RAervY9bNkS+rQ+jVavhUcfhQYOeuTn53Po0CEURSE0NJSuXbs26M8X3qW251BJEGpgOp2ODh064HA46N27Ny+99JLrvppKSBiNxoYcnmhErFYr2dnZaDQaYmJiXGXqUlNh584txMdfuka+RqPB19cHu91OcLAfFksQ27Ydorx8J7fffjs7duzg448/bsB3JIRoitLTwc9P4Z13pKyUO5yf3Th8+HA2b97Mp59+yvz5u7DZAjh2bAcffDAbX984WrWaRWYm7NunZrtoNBocjsNoNL4EBLSkvPwkdrsFjQb0en8mT17AG288x/Lly/npp5+4//77mTJlCqtXr2bXrl289dZbrh4vQgghhBBCNAXHj6uZDm3benokTURhoToJjIoCjQZFUcuhabVVAy7l5Q727bNy8CBYy50oioKtXEtFRQUlJRb8/X3QanWEhUFeHhS1jyQs/zBkZkL37g36lvR6PQaDAZvNJuu0ota8q55HM+Hj4yPZK+KqnTp1ipycHE6ePMnYsWPp378/7dv3ZtWqTWRkfM6QIVMv+xoBAYH4+/vjdDoJCCghPPwRHnjgWWbOnImfnx+jR48mKyuLtLQ0Jk6cyLp161iyZAkAycnJrt4G2dnZ9f12hRCNkMOh9vNYsEDtZbJq1SqmTJnC4MGDKS0tZeTIkVitVk8Ps1EZOHAg7733HosWLWLFihVMnz6dPn1u4vBhNcslIOAGevR4Cx8fNeMlK0utm3zypEJZ2Rr8/D4hKOgJKitjMJmiMRr9AQ2BgZF8/vnn2Gw2QkNDmTRpEk6nk8mTJ3PTTTd5+m0LIYQQQghRLwoLoaDA06PwPna7nbS0NI4ePYrT6az9E0+cUJtkBgcDas/h3FzXty5Hj1rJzKykoEBHUaEPTqcWp1OhpMTB/v2VHDxopbJSwWRSe1SeytWCv7/awLKBizYFBQXRoUMHOnXqROvWrRv0Z4vGSzJdhFfLyMhg+vTpFBcXs2rVKmbOnElaWhp5eXmkpKRgMpkYNWoURqORfv36MWTIEE8PucHofmsO8Nlnn/H999/jdDpZsWIrn3yykL59B/LuuyMZPnwOJtPFa+T7+PgQFRVFYWEhRqODkhITOt015OScQq+v2nxg+fLlVb4fN24c48aNc/8bE0I0GTod9O4NffokMX26NAd3p7PZjaA2YC8pgYgI2LsXfH3Vesw2m/rl4wMFBfOorFyPw7EVm+04DscZwA6ATqfHai1m1651+Pj4YrfbmT59Ovfddx9Tpkzh//7v//j73//uwXcrhBBCCCFE/WjgpIk6UxQFi8WCyWRyWx+T2igvL6eoqAiDwUBMTEztMzxyc9XmmL81iCktVecrF7ZvtFidOBwKRqOD8nItDgcYTQo2mwat1klRUQW7d5vRaKBlSz/y8w0QG6RGycrKoAHL3Gs0GkJDQxvs54mmQYIuwqvFx8ezdOlSBg0aBMDLL78MwJw5c0hPT+fQoUMMGjSIAQMGMHjw4GYVdGnVqhUGg4FXX32V2bNnU1qq49NP4aabJhMRUbvX0Ol0tGzZEl9fXyorKwgP98FmCyQvT0erVvU7fiFE83CFvRzFBY4cUUuEJSQoTJx4rlQbqBu9nE51flNYCEFBUFBwmJ9/fprjxw/icJhwODLQaAJxOjNQlAqgAo1Gj0ajQ1E0WK1F6PVGIiIisNvtPPzwwxw5coTt27cTFhbGkSNHWLhwIfv372fJkiU888wznj0gzdj5JeYeeeQR1q5di8FgIDAwkOTkZE8PTwghhBCiUdHpLv+Yhma1WtFoNPj4+FBUVMSRI0cIDQ2lffv2DTaGwMBA4uPj0el0lw24ZGaqGS1dOjsxnDoFfn6u+xyOmp8TFWXg4AEner0TX99K9HoF/wAnOq2C3a7FanWQleXEaNTg719JSIgBxdcPTV4eFBU1aNBFiCshQRfhlSoqKnA4HPj4+FS53W63M3bsWDIzM0lMTGT9+vX06NEDOJf50VwYDAZanRcZSU1VU2ITEur2Onq9nsOHt/Dzz2uwWMy0a/cIX365ltatDQQFyQKOEEJ4mt0O338PFgt8/rlaqq24uJj09HQsFgu7d28nM3MMPXtOpaiolG3bplBQkEmfPvcRHz+Tn34aT1jYKjIzxwOdiY5ewalTj2G1fk+rVn2x2Q6SlPQNYOGHH15mx45tPPfcczzzzDMkJyczZcoUlixZwj/+8Q+io6M9fTiavYEDBzJw4EAKCwsZP348H3zwAQCPPvooTqfzkv3chBBCCCGEd7PZbKSlpaHRaOjSpQs6nc7VU6QhaTQaImqxo9fphK1b1dLGIb4VtLbb4bwgzW8JLzid6nzG4VADXdGtfIiKsmG1OsjLc2K16rCVq0/w83ViMEBkpJaQEB2hoQY0GtAY9OoL2Gz19K6FcB8Jugiv43A4SEtLw26307FjRwLOi14bjUYWLFjAypUrWb16NbGxsWRlZdGrV6+61ZhsYoqL4ddfITLy3AWtLn73u4H87ncDKS0tZPHi8Tz66Ac8/DAkJckCjhBC1KfExESMRiN2u53333+fnTt3Mnv2bOLi4pg1axYAU6ZMZPnyT/ngg1307ZvEpElJVV7jz38ex+TJavBdUSAsbDmxsepkZsOGdvj49Obo0bvw938Oq3ULx45dj8NxCD+/LhQW7mbYsDdZu3YSRqOB+Phwhg4d6spkGTduHHv37mX+/PlVrsfC884vMbdlyxYSEhLkei2EEEII0chptVr0ej1arRaNRkNQUBDdu3f32o3GWi1cd52acR/VQqnWb0WvV1u8FBbBmTwHFRUQEKDD11dDUJCewsIKQINOp1BZCQ6HFn8/B76+0KmTD5GRJvLyqpcnE8LbNamgy4wZM9i1axc7d+7k6NGjtGnThmPHjnl6WOIKKIqCoiicOXOG8ePHs3v3bmbMmEFRUREWi4XCwkJmz55NQEAAL7zwAmvWrGHAgAGeHrbHXGmWC6hZRTqdDq1Wy4oVbzJw4PPYbPDvf2+hc2dZwBFCiPqUkpICwOjRo8nOzuaGG27grbfeYv78+a7HTJ8+nZMnT3L99TWXazt58tx1QK9Xd5FZrQq//DIBiMFqTcfpNFBW9g56fQQmUzRabSdKS1cRGNiBlSuncsst4yks/IZPPvmKFi1asG3bNrp160ZaWhqnTp1izJgxTJ06tVlkutQmEDZx4kQ+/fRTdu3a1WDBqFOn4Jdf4JprFN5++1yJuU2bNvHll1+6xiaEEEIIIRovg8FAQkICGo3GtR7TkL1crkTnzr/9j8OgTkgqK133lZZBXh6UlVVSUmLHqSiUlupxOEwYjb7Y7Wr9sdBQ52/zGCeVDg0tWmgJCzPgdILNDq2iUbNcNBqpYe1FzlZliIiAa67x9Gi8i3f/1dbRa6+9RlhYGL1796aoqMjTwxF1kJGRwfTp0ykuLmbVqlV88cUXpKWlUVhYSEpKCrNnz2bUqFEYjUb69etXpXfL2QWr5upqslzy8/MpLCzEZDKxbt1crruuP+3b9+bHHzexffuXLFvm/Qs4UtteCNHYpaamYrPZiIuLq/Nzy8pg7Vo1g9/PT+37YjDAqVPzsFrXodH4UFGRR0VFHiZTR0pLf0CnC0ar1fHQQ1+xfn0Sffv+i9///no6duzMtde2prCwkKVLlwJqyaqNGzfWKQDf2M/LdQmENaSKCnX+umTJuRJzW7duZeHChQwcOJCRI0cyZ84cfGUboBBCCCFEo+atWS2XpdOpq+9HjwJQWgrHjqrrVWazg8pKtWyY3V5JcLAJg0GHw2GgosJOZaUCaAANLSKddOnij06nxWyGwACIaoE62fHzU5tYCq/gdKrzlPJyT4/E+zSpoMuRI0eIj48HoHv37pSWlnp4RKK24uPjWbp0KYMGDQLUABrAnDlzSE9P59ChQwwaNIgBAwYwePDgKkGXpqq2O22XLfuUp5/eRc+eddtpqygKZrMZu93Opk0p/PrrOqzWEg4e3MratQvp0mUgzzwzkpUr5+Dn570LOFLb/updGPScOXMmaWlp5OXlkZKSgslkumjQUwhRN4WFkJUFP/zwEfv37+Khhx5i2bJlLFy48Ipe79AhOHAA2rZVX/fUKTUAHxwcgp/fzSQkvERpaQxZWX/H3/8WTp/+jJYth3Djjd1Zvjye1q37YbdfT0bGJk6e/BJQalWy6nKBlcZ+Xr6aQFh9iYuDli3hvvuSmDz5XIm5yZMne3BUQgghhBCiqbDZ4PBhiIpSAyVXpFUrdYKCmuFSUqJ+jj1zRovVCqDQIkpHyyh13qLXmwgIqKSszEFlJYSHa7jppgB8fHQ4HOpG4y5dwMcHyClRAy4SdPEaPj5wxx1qvE1U1aSCLmcDLqLxUBSFiooKjOc12QKw2+2MHTuWzMxMEhMTWb9+PT169AAaccS/jmqz0/bll6ezceNJIiLqnuVytjaow+HgnntGkpg41XVs//SnyZSUqIuDxcXqRgJvZLPZ0Gg0GI1GqW1/FS4Mer788stA8w56Cu/T2LMnztq3D374Ae6+eyjDhz9BTEwM/fv3JykpiUmTJmGxWJgyZQr79+9nyZIlrmb227dvr7HE1/796g6y+Hg12+Vsxr3JFEROThkbNvRFr++Iw5GJyfRvNBpfSkvtrFy5noqKEsrK/MnImMLmzQto1y6aNm1i6dKly2VLVtUm4N1YzssHD6ol2jIzP+LXX68+EFafpJKCEEIIIYSoL5mZ8O23armwe++9wheJiVEXkUpLMZsDMBohIAA6dDCg0WgwGBSCg3VotWCvALtdR2ysP0FBds6c0eLjo8PHR09FhTrXiY1V5zqAukDVu7faSKYZ2L1bfct/+INatc1befPYPEkOC+rCrc1mc31vNps9OJrmJScnh1OnTtGmTRvCw8NdtxuNRhYsWMDKlStZvXo1sbGxZGVl0atXL5xOpwdHXL9KS0vRaDT4+/sDl99pm5qq1k8MC7uynxcWFkZQUJCrp8v5AgPVHdP79qk7a+sa1KlvdrudQ4cOAbBs2TKpbV9HDoeDgoICtFotYWFhaM77B5agp/BGTSWrLT5eDYzExalNMnNycqo9Zvny5VW+HzduHOPGjav2OKsVjhxRgy1arXotiI9XJ0sBAQO59tqBFBQUsnPneKKiBmCxfIjVmkdISBjZ2fm0afM4DoeG++9/mbS0UA4d+pDY2FhmzpxZ65JVFwZWOndW60+/8sor9X5ePj8QN3z4cDZv3lylz8qOHTuqZYjW5MwZdQfeww8PJTHx6gNh3qqpBC6FEEIIIYR7OJ1OcnNz0Wq1REZG0qqVht69oXXrq3jRFi2gTRtIT0erDeDsEl5UFDidek6eVDeN+ftDUaGaDRMcrKNLF18iItQ5js0OBfnqulSbNr9luRQWqje0a3fFQ1MU71vbupS8PPV42O0S2GiM5J8MmDFjBlOmTPH0MJolh8OB0+nkzJkzTJw4kd27dzNjxgyKioqwWCwUFhYye/ZsAgICeOGFF1izZg0DBgzw9LDrRUlJCWlpaaxdu5bTp0/z6KOPXnKn7dleLooC2dm/XYQuYc+ez9m/fw1Wq5lrr32E/fvXotMZMJkCGTSo5sUWRYG0NOjRQw28eBONRoNOp2P58uVs2LCBkpISqW1fB7m5uRw9ehSdTkfHjh0JOy9y11yDnuebMWMGu3btYufOnRw9epQ2bdpw7NgxTw9LUH2R31uzJy4mJkb9cof0dLV2blCQ2utDr1fLABgMkJOjBhIOHXqTkJDn6dSpNwEB13L06Dd07z6FG26YQlSUGqQJCIAuXZJQlCQGDYLg4IuXrKqsVMsO+PkpTJhQtZn7f/7zJSNGzOLNNxum58iFgbilS5dW6bNSU4ZoTX73O3Uyo1YpuLpAmDdrKoFLIYQQormSOYpwt7KyMjIzM9HpdAQGBhIY6Mutt17li2o0akf1zEzCdYUcdobidKqbxKKjwWSC3Fwwm9XP4Dqdup5lLgG7DcptEOAPXbuqJZT9/VF3rZ0+Db//PZy3YftCpaXqa9UUoMjMVNfRevRoPIGXW29V+6V4a/UZcWkaRVEUTw+iPpzt6VKbC1BNmS5xcXEUFxcTJHUC65XT6aS8vBxfX98qO+2bo9LSUtLS0tBqtXTs2JEOHTrQv39/jEZjtZ22o0aNYtCgZ3jllWT++9/FdO16M3/+81TCwy+/07a0tJB//nM8SUlqk+S///1RXn55Bbm5x1i5cjoWSzETJqzis89mkp2dhtmcxz//mUKbNt7X18PhcACSfXElTp48ydGjR9FqtURERJCcnMy3337LiBEjLhr09PHx4Q9/+MNl/+3NZjPBwcGN+hyq0WgICwujd+/e7Ny5k6CgoCua0DSFY+FpeXlw/Dh07arwxhsTuOuuu7jzzjurZE80x+uH1QqffaZOHI4fh/x8dfeYVqvep9UqbNgwAb3+LkJC7sTHZxPHj3/JbbfNIjZWQ1SUulHsLEVR+8PccgvceOPFf252trrTavXquXz00Yf06dOHVq1asXDhQh54YCBlZRpmz55Dq1YNF/B+8cUXGTJkCL1792bYsGHMnz+fgAC1z9mxY8eYP3++ZD+e5/zjtWXLFr755humTZvm6WHVSM6hVcnxEEKIK9cUzqEyR/FOublqb8Xu3dUM9MaksrKSEydOoNPpiI2Nde8mnO3bsW/8nh9Pt6PIaqJFCzXYcTbQUlambiLTaiEmphxFqSQoyEjbtkaios4LNCgKZGSovWIGDLhoBEJR1MCK0agGdy6UmwsWixrIEeJq1PYcKkGXGsgFSHhKWVkZWq3WrdkZ5eXlVFZW4ufnh1arvexiy6BBg1i1apXr+zlz5tC3b18OHTpESEiIq6/HihUr3DZG0fAqKirIzc1Fp9MRGRnp1sBVUziHZmRkuPqEyfXEs375RV3o37lzLv/5T9VF/oEDB6LRaJplVtuvv8L//gcdO6oZLbt3w5dfJqLTGSkttRMc3JOsrEVABZGRUZw5c4QbbxxIevpPWK1m3n57D76+AVVeMy9PnayczXapicWiTpQuscGs3jkc6rwrKkph+vRzgTigWQZdDh48yDvvvMOZM2e444472LFjB0ajEbvdzvvvv8/OnTuZPXs2sbGx6PX6RhW4lHNoVXI8hBDiyjWFc6jMUbzTrl1qEsZ116mVtcRvysth/XqKtx9gV2E7Ci0mNBp1bmcyKrT0LyE0yEGHaw0UlZ7GZrMSHBJE67i4c59Nz0ZS/P3hnntqjqacJz8ffH09mxly9KiaQe/J+ZKoX7U9h0p5MSG8yNleLu5SUFDAsWPHqKioICwsjCVLllSrsf/GG29QUlJCQECA9PVoRgwGAzHuqnHUBMW7OvUJT+vaVd3UdM89SUyalOS6/WLlry7krr4f3sRqVYNRQUHqLrGQEOjTB2JiUjh6FL76ajRt2z7CsGFjMBqPsWnTfP7f/9vmev7bbw+r8XUjItRsl9TUi2e7+Pl5Pr29tFQN/vzjH+fKmKWnp2OxWKr0WSktLa3Wi8WdvKVHSpcuXVi0aBFOp5OhQ4fy8ccfAzB69Giys7Pp2fMGnnrqLaZP/3+UlxfXe9k3IYQQQtQPmaN4p+7d1WbvEnC5gI8P3HYbwRoNN/x8gBxbOIfyIzDZS+ho2U9XRxZBNhvanYHYIiOpvHDx2mpVU/ojI+GOOy4bcAHPBzoqKtR+keXlnh+Lt3M61Y2EISFq356mSIIuQjRhp06dwm63ExAQwMKFC9m4cWOV3if33Xcfw4YNY8yYMXTv3p3Q0FDXc6WvhxDCGxgMVzeBcVffD2+Snq72bOnY8dxtAQHQqROYTKkcOmRjxIg49Hp1191ZP/zwOT//vIZ9+zazffv/sXfvBvR6A76+gQwfnoxGo04O9u2DhISLZ7t4WnCwWhbgjTeSmDYtqcp9F/ZZubAXy6UkJibWmCFyfkBu4sSJrqCdN/RIcTjUkgxffvkF7777Lk8++SQAqamp2Gw24uLicDjUHX+9evVmwYJzgcXaBi6FEEIIIcTFGY2NL+BSWVlJTk4OPj4+REZG1tvPUXx90dx5J/5RUXT4+Wfa+h/AYTuC/ngGunIFLE7IO0nUiRME3HEH/lFRaKxWdRLjcKgRrRtugPN60F5MRUUFJ06cwMfHh+haBGjcxel0YrfbMZlMGAwaEhIu33O5qXM61SSlS+3X1mjUOazJ1HDjamgSdGkGmuIuX1E7BoMBh8OB1Wrlz3/+M9OmTXOVXJk8eTKFhYUcOnQIp9NJbm4ur776Krt372bGjBkX7euxZs0aBgwY4OF3JoR3qqlHmPAOb775Js8//7ynh3HVzs9yKStTs1KOHPmI0tJd/P73D7Fx4zJGjlxYrXnkqVMZ7NjxJRZLMZ07/44vvniH9u2vpagol6KiXCyWEhYvfgG93kh4eD+6dx9yyd4unlYfAaGUlBTgXIZITQG56dOnVwnaQdXfrS1btpCQkNAgAZfyctiwQd0d9sADD/DAAw9w3333cc011/D222+zcOFCQJ3stGunBl6EEEII0fzIHEVcqKysjJMnT+Ln50d4eHi9fHY9dqyUL788Q+vWBgYM6I02Nhb9xo3ov16r1kcOClKjEzodpqwsTD/+qO4mMpnUHVZdukB8/KVX7s9jtVrJz8/HZDLRsmXLBtoA5eDIkSOYzWaioqKIi4ur0jezufr+e7UywR13qJsoa6LRQPv2DTuuhtakgi7Lli0jMzMTgLy8POx2O2+++SYAbdq0ce3+a26a4i5fUTuxsbE4HA5sNhtRUVHVypcFBweTmprKunXrsNvtDBo0iPLycjIyMggMDGTevHlVHn92QUoIUbMZM2YwZcoUTw9DADabWl9Zr1dYuXKCq7RiY3f0qJrlcrbx/f79EBIylN/97glmzIghIaE///hHEnfeOYmKCgv/+98UTp/eT0VFJ+64YynvvHMNxcVZxMffwu9+N5UNG2Zgt5exevXntG07iG7dBvDBB4M5cGAI3bqpu4+ak/MzRC6mokL93erUSWHOnAnVynY21AYWjUadl+7du4lPPvk/bDYb9957L3fddRf9+/cnKSmJSZMmYbFY6rXMmhBCCCG8m8xRvFNREezdq2bJJCQ07M8OCAigbdu2GI3GegtOHDliY/duhfz8Sm67rZKgqCg1iBISoq62azRUFJfhrHDiDKjE6NSgu+MOaNlSPSh1HFdgYCDt2rWr1/d0ofLycoqKiigvL6egoIDY2FiP9ko8fhxyc6FHD89mkOj1aqzMS9tGNpgmFXRZunQpmzdvrnLb66+/DsCtt97abIMuZzWVXb6i9nx9fUlISEBRlBpP/FqtlmHDhjFs2DCPlkcRoql49dVXq5Q3MpvNl1y8FfXnxAl1h8327fNIT19HSYln+n64W0QE3HWX+v8lJWpJsbAw6NRJy7335lR5bGYm+Pkt59QpOHUKyssVTCYbyckrue66W3j55cc4dmwv//rXTj79dBF/+EMPOneGdet0XH+9WirBnbylB8pZiqLWXF6z5iP27NnFQw89xLJly1wZIpd6nqLA+++f6ymzdOlSPv/8c6Kjo9m7dy9RUVH4+vrW63szmeCPfwSNph/Qz3V7TZ/16lJmTQghhBBNi8xRvFNampq13Lq1+tWQfRN1Oh0tW7as15/Ro0cgd93lIDraQFDQb+kOJhMYDChBwZwuCyCn3ElRoQbfXB0hMW1IaN+eK00V0Wg0REREuPEdXJ6vry/h4eGYzWZatGjhtoCL06nOUyIi6hx7cpX28qSbbvLsz/cWTSrosmnTJk8PwauUl5djNpsJCQnh9ddfbzK7fEXd1ebEX5fyKFKyToiamUwmTE25KGkjEhGhNuTr0CGJu+9O4vxEv6vp++FpLVpUrRl98801P+7MGdixQ+07GRKi7nj67rt5FBXlsmfPKk6f3sqBA9vp0aMHkyc/zBNPPIG/v9q3KzjYSY8e7h+7N/RAOV9Jibr76o9/HMrQoU8QExNz2QyR5ORkdu7czrJlatBu0qSqPWXOzypuiPfW3HePCSGEEOLyZI7inaKi1ISP6Oim2QOkRQsjf/rTBc1uOnaEdu2w7MvgeH4oDpz4W6yU2PVkORLo5OtHY9r2q9VqiY+Px+FwoL+wvvNVyM9Xy3KdOVO3fkFnA3jCOzSpoIuoKicnh5MnT7Jp0ybXTsymsMtXuEdxcTEWi4Xw8PAqQbnalEeRknVCCG8XEgKPPHKuBFNzU1wMZjN07qzudHI48lm16gChoWG0adOGoqIiHnvsMY/07fJUD5QLBQVBXt7Z6gVacnJyqj3mwoDcuHHjqgXtzuct700IIYQQQni3Nm3g8cfVUkzNZiONnx88/jiFsz7AefQkAcE6bAE6LGGxZEbHk55xkk6dGlfUQKPRuDXgAuoGwrOZLqLxkqBLPbqaMhoZGRlMnz6d4uJiVq1axcyZM0lLSyMvL4+UlBRMJhOjRo3CaDTSr18/hgwZUu01QkNDqaysZMyYMUyaNKnKfY15l69wjxMnTlBUVERKSgqrVq3iiy++QKfTcfLkSdq2bUtISAjp6elERka6MldatGhBp06d+P7773E6nVitVjQaDU8//TQ//fSTp9+SEEJUUcuei5fVGLP7fH3V7P3iYrXpvI9POE8/vYjBgy/eUL2++nYdOgQOB3TpojBhgud6oNQkMvLqnl9WBgcOQNu2CrNmedd7E0IIIYQQ3u1iTcabtN69yX/Eyd7in4j1K6M0IIBfnZ1RwsIoLS3A6YxtsE1L+fmQlQVt26pzJm+h0Vz9POXkSbUXaM+ezfT3zAtI0KUeXU0Zjfj4eJYuXcqgQYMAePnllwGYM2cO6enpHDp0iEGDBjFgwAAGDx5cY9AlJCSEkJAQt78v0TS0bNkSX19fxo0bx2uvvQZULYsybNgwTp06xYQJEyguLmbWrFkMGjSIY8eOUVhY6NopHR0dDUBubi5Op9OTb0kIt1m2bBmZmZkA5OXlYbfbefPNNwFo06ZNs+8R1tw0xuy+Vq3guuvUhu+nT6ulkW+66eIBl/rkdKpf8+ad64GydetWFi5cyMCBAxk5ciRz5szB1xODu0olJerX2283vfcmhBBCCO8icxTRJGg0dLqvF7tKWrDuFwdoTbRq5cO11+YTFxfVoFniiuIdPVDqw5kz6gY8q1WCLp4iQZcG4I5SE3a7nbFjx5KZmUliYiLr16+nx28F13Xu2sormpWIiAh8fHyw2WyYTCY0Gk2V31WAdu3aVQn+9ejRg8TERCZNmsSaNWvo2LEjHTt2RKvVUlxczLhx46RknWgSli5dyubNm6vc9vrrrwNw6623yoSmmbrwHOnNNBr4/e/VsgXl5erOLU+lp3fpov63e/ckkpLO9UCZPHmyZwZUR5fKdGrZMoCDB3eQnr6V2267zZXZ0ljemxBCCCEaD5mjiKbC19fAkCGxHL3JhtOpp2VLI6Gh4Q0+joiIplvCq3t3dR54fm9T0bAk6FIPrFYrlZWVBAQE1KmMRkVFBSdOnEBRFFq3bo3hvFCk0WhkwYIFrFy5ktWrVxMbG0tWltrwVrILxJWwWq0cPnyYiooK2rdvz8yZM12/qwBOp7PK71ZlZSV2u53k5GQyMzNZunQpaWlpREZGcvDgQR555BHef/99QF2g8vPzo3PnzoSEhDBs2LBal9YTwhts2rTJ00MQXuDECTUlu2tXhWnTJlQ5RzYGGg3ExJz7PjExEaPRiN1u5/3332fnzp3Mnj2b8vJyWrRogdlsRqvV8vXXXxMWFsaePXu8tnxaQ7pcptNtt91Au3belekkhBBCiKZH5ijifDabk+3bywgPN9Gjh9HTw6kzo1FH585+nh5G02M2g58fOr1eAi4eJkEXN6usrHQtZG/YsKFOpSbMZjM5OTkoioLT6WT27Nns3r2bGTNmUFRUhMVi8UjDW9H0LVmyxPW7mp6ezpkzZ/juu+8YMWIEc+bMobS0lNdff51du3bRtm1btFot8+fPJzQ0lI0bN/LYY4/x008/YbVa8fX1varSekII4S327FH7daxePa/KOdJisbB9+3bGjBnTqLL7zvZsGT16NNnZ2VXKos2aNct1zn7ggQeoqKhwPc8by6d5QmPKdBJCCCGEEE3b4cPFfPFFEVFRvnTu3BJj44u7AKAoCvn5+RgMBoK9qbFKY5SRARs2qOUO7rrL06Np9iTo4mZarRYfHx+0Wi1JSUm89NJLrvsuV2rC39/f1YMlLi6ORYsWXfLx9dXwVjQPvr6+dOzYEYfDQZ8+fXj11Vdd9506dYp+/frhdDqZOnUqhw8fZsSIEURHR2OxWIiMjKwS/NNqtUyZMgVfX1/sdjtarRa9Xu+W0npCCOEpPXtCixZqWazp05Oq3Ddu3Lgq3y9fvrzex3N+matHHnmEtWvXXjaLsKJCrVF8dhI2f/58vvnmG7KyTnHjjcPZsmU1W7b8mzfeeIM333yTW2+9lcmTJ+Pj41Pv76euLlXmqz4ycux2sNkgIECpkrkshBBCCCGEp8XGGvnd75y0bKlttAEXmw1KSsxkZGRgNBrp3r07er2ejIwyNmwows9PQ//+EYSGNtI3WE8sFrWqQbW2kTabWlOsvNwj4xJVSdDFzbRaLR07dkRRlDovLvv4+NDlt8LnsjDdOGRkZDB9+nSKi4tZtWoVM2fOJC0tjby8PFJSUjCZTIwaNQqj0Ui/fv0YMmSIp4dcRUBAQI23R0REoNVq8fX15ZZbbrnka5wf/LNYLBw+fBiDwUBKSkqtS+sJIYQ3at1a/fIWZ7MIP/74Y15//XV69erFvffey8svv4zZbCYoKKhK8KWiAr76CjZs+AhF2cWjjz7Enj17+OWXX1i/voy//nU8d9zxOr/8sonXX3+d++67jzvvvJMvvviC/fv3e/Cd1uxyZb7cnZGzaxeUlMDevU0j0wkaPnAlhBBCCCHqR0iIP48+Go9Go/H0UK6IxaLOVXQ6P7p2DcHX1+jqWf3VVwWkplbidEJQUCH33x/l4dF6D0WB7dvVoMvtt19wZ+fOEBQEv23oF54lQZd6oNForvikJ8GWxmXv3r1otVp+/PFHVq5cyYEDBzAYDK6FmUOHDjFo0CAGDBjA4MGDvS7ocjF6vZ4WLVrU+XmVlZVUVlbyr3/9i/Xr11NSUlKr0npCCCFqb/fu3fz73/+mXbt2PPHEEzz55JNMmzatxhKOigK33jqUW299gu7dY7j33v4kJSVx6pSThIT7+frriZw+fZRVq1ZhtVpZtGgRGzdupLS0lGeeeYZZs2Z5XVChocp8tWoFPj4wdmwSL77o+Uwnd2jowNWFLuwrlJKSwo4dOygoKGDSpEn06tWLZ599lm3btvHrr7+6njd69GjMZjPvvPMOsbGx9TI2IYQQQojGprEGXECdpwDo9QYCAmIoK6tEUdRgglarweFwotFo0eka73usDxoNREdDjcvHWm3Vpp7CoyToIsQVONtg/uzixQMPPMDXX3/NkiVLGDt2LIcOHaJDhw6sX7+eHj16ALgi9k1ZYGAgnTp1YvLkybz11luu2y9XWk8IIcTFpaerWRfXXqvw/vvnylw99thjhIaGMnXq1BpLOBoMcP/9asbLf/+rZeLEHPr2VVi5cgL3338XwcF3Uln5EEuWDOO99+a7sh+PHTvm6vNylieDCsXFcPIkdOig8PrrDVfmq00b9aupcDjg7EcRT/WnubCv0IgRIxgxYgS7d+/myy+/pFevXixevJhBgwZVed4777zD+vXr2bhxI08++WSDj1sIIYQQor6VlpYCVSuS5Ofnk5eXR0REBBEREZ4a2iVlZsKPP0K3bupXbfn7wwMPQGGhjX/+8wxFRU4GDXLQq5c/N9+swWIppEWLQPr29d4NNzabOldr0wYuUkimXvxWJKlJcDrVQFIjjh9elARdhKgjm81Geno6Go2GDh06YDQaSU1N5Y033sBoNPL4449z6tQpvvzyS2JjY8nKyqJXr16uQE1TptFoCAwM9PQwhBDN1JX0PGkMMjPh4EH48st57Nq1jqKiIt544w3279/PY489xoMPPkjbtm155513qj33bH1nmw2sVli+fB6bN6ulsnr1Uktl7drl3aWycnLUMl+zZzedMl/16cJSp0VFRUyePJ2MjGLmz/+UTz6ZwL59+1i8eDF2ux1FUfjggw/Yu3cvBQUF/L//9//qdXypqanYbDbi4uIANUt27ty5TJ069aLPKS0tZeXKlSxZsqRexyaEEEII4Qk2m43Dhw8D0KVLF1d/xezsbPLy8rDb7YSHh3tlZkt2NqSmqp/XNRpISLhIFkYNfHzUx1ZUgM2mIS+vmH37jqLRaOjXz0nLlr4EBRnq9w1chcJCKCuDU6egQwdPj6bxKS+H9eshLAx+/3tPj8b9NIpyNqFLnGU2mwkODqa4uJigoCBPD0d4mcLCQrZt24bT6aRz58489thj5Obm8pe//IW9e/eSmppKt27dqjSa9/Hx4Q9/+EOjKS8mxNWQc+g5ciw84/zSSQCPPvooK1asaLQlPPPzIS0N9uxRmyXm5s5lxYoP6dOnD61atXKVcNRoNBct4ZiXp75O27bq5KYxcTjAbIbQUE+PpHGZM2cOffv25YYbbsBshv79B/GHP9zCunXq706vXr1Yvnw52dnZ3HbbbUydOpUdO3YwefJkNBoNo0aNckvgKjMTVq/+iIyMXTz00EMsW7aMhQsXYjQaqaio4Pnnn+f555+nZ8+erucMGjSIVatWuc6hgwcP5h//+IcrUNNcyTVFCCGunJxDz5Fj4X0qKytJT09HURQ6duyIXq/ukc/JyeHUqVNERUURHR3t4VHWrLhYnav89JM6z3jwQQgPr9trHD5swWyuJCSkkOzs44SFhdG6dWv8/PzQ6XRYrVb0ej0Gg3cFYBQFioogOLj2gSZxTnk5bNigzvMaMuhit8Px49CihdoCp65qew6VTBdxxZrqjuLLMRqN+Pn5UVlZyWeffYZOp+OBBx7AbrezYcMG18JXUFAQvr6+VRrNCyGEuHoX9oXYuXNnlebfb775JgCdOnVi3rx51cpuNTZbtqjX26wsM3fe+QgHDuwiLCyMrVu30rVrV+bNm+e6Bk+cOLHGa/DWrY33mq3TScDlcoqK1Emujw/Y7XbGjh1LZmYmiYmJgDqZaNkS3norCVD706SmprJnzx62bNkCqJP91atX89VXX7k1uFFQAH/841A6dnyCmJgY+vdX+wpNmjSJ5ORk0tLSePfdd7njjjt49NFHmThxIrt37+a5555j2rRpABQXFzN9+nQee+wxbq/WMVQIIYQQonHT6/V07twZRVGqzFtatWpFixYtvLpcfXAw9Omjfl63WK7sc3vHjn4A2O0+BAX54e/vj5+feltJSQmHDx/GZDKRkJDgVcdCo5F5yqWUlamBqYuVXvPxgXvuafjSYhaLWgWipOTKgi61JZkuNZCof900tR3Fl6MoCrm5uVRWVtKyZUuvOuEL4Q3kHHqOHIv6NXr0aMaPH09cXBx79x4jJWUeRqOeu+66izvvvJN77rmHjh07MnfuXK9Mxa+ts5sczpw5Q3FxMa1bt8ZgMLB582a2b9/Oyy+/XOtrcHO7ZjcHmZnw7bewd+9HwC5eeeUlYmJiWLlyJVarlaeeego4lz0CsG/fPt5+++3LZpy4g8Oh7vy7kj9BOYdWJcdDCCGunJxDz5Fj0fAkI+LKmc1mV9ClS5cusgbXSJjN8MUXas+WAQO8LzhVWQn6K0xFkUwX0WDOb8ZaUyPfpkaj0RAVFeXpYQghRLN2fl+IM2fUdPYtW3ajKMUUFxezdetWNm/eTHR0NCNHjrxo2a3GYODAgQwcOJDnn38ep9PJBx98wJYtW/j++++ZPn16na7B3nbNbq5Zs+5ks6m7tW68cSiDBg3lr399BYvFQmFhIbNnzyY/P9+VPTJjxgxeeeUV7rrrrstmnLiLzIuFEEII0dxlZsLevdC5s/rVFCiKgtVqxWQy1WsgJCgoiISEBAwGgwRcGhGbTS0f5nSq/+9trjTgUqefUf8/QjQ1TqcTi8WCr68vr732Gv3796d3795s2rSJL7/8klmzZnl6iEIIIZqYsjJYseIj9u6t2hcCwN8fAgOhd+/eLFly7hp09OhR5s6dS8DF8pm9XF4eHDkCcXEKc+dO4PTp07z00mQWL97E11+/S0hICPfee+9lr8HHjoGvr0Jy8gSvu2afDSidzcD54IMPADUDx+l0NulNHO7Svr26eywwEEwmeOutt6o9ZtGiRVW+z8nJqfK9BLiEEEIIIa5OWRkYjVBT25HgYPUrLKzhx1Vfjhw5w6ZNp2jXzo/bb49Ho9FgscDBgxAfX7vMBqcTjh5Vj8ulHu/v7+++gYsGERkJ/furWV4tW3p6NJ4hM1lRZ7m5uRw4cIC//e1vrFu3jlWrVjFlyhQGDx5MaWkpI0eOxGq1enqYQgghmoiKCti6FTp2HEpycjKPP/44TqeTpKQksrKyOHEijdWrJ7JjxzqWLFkCqIvI27dvZ8yYMWRnZ3v4HVyZDRvg449h4sS5fPjhh5SXl7Nq1ZeMH/8w33+/hfT0dD755JNLXoPNZvjhB5g4cZ5XX7O9LQOnMdHpoF07iIjw9EiEEEIIIZqn8nL4/nv4+eea7w8NhVtvVReim4qNG62sWmXiv/+1YbernSvOnIHTp6G206/cXHWucrHjJhq3mBiIjfX0KDxHMl1Enen1eoxGIyNHjuT111933T558mQPjko0NhkZGUyfPp3i4mJWrVrFzJkzSUtLIy8vj5SUFEwmE6NGjcJoNNKvXz+GDBni6SELITxEr1cXlAMDQavVVtulD7B8+fIq348bN45x48Y11BDdrrwcMjIgPx98fDTExMQQGxtLSAj4+Bh48MEB6HQaV9m0i12DAwKgWze44YYk4uOTXLd7+ppdUKBOyuLiFN54w/sycJoyKekmhBBCCOFeRqM6X/G2vhX1xemE06cDsVoN+PjYXaWaYmPVYxEeXrvXCQ9X5yreFIxyOuHwYQgJAeksIK6GRlEUxdOD8DbSVOzyHA6H1FIUbnF+Y1+AOXPm0LdvXw4dOkRISAgDBgxg8ODBrFixwoOjFHUh59Bz5FiIK1VZCV9+qe4Uu+ceaNvW0yNyr9On1aDL2rVz+eSTD+nTpw+tWrVi4cKFDBw4EI1G06j78DQGZ0u6LV26FFBLuq1YscKrMozkHFqVHA8hhLhycg49R46FuFqKAmvXOti3z8Kdd+q57rqm85m9shIOHFADQjExnh6N8Ea1PYdKpou4IhJwEVdKURScTme13yG73c7YsWPJzMwkMTGR9evX06NHD0B+34QQzY9eD/feq2a8BAd7ejTuFxWlfnXrlsRLL3lPBk5zIiXdhBBCCCHEldBo4O67ddx0UyAhIZ4ejXvp9XDNNZ4ehWgKJOgihGgwiqJw9OhRzGYzrVu3Juy8LnJGo5EFCxawcuVKVq9eTWxsLFlZWfTq1Qun0+nBUQshhGeYTOqXEO7yyy+g0yksWyYl3YQQQgghmjKn00lubi4mk4nQeqh7ZjA0n3Jqon4dPAg2G/Tq5emRuJcEXYQQDaayspLi4mKKiooAeO2119i9ezczZsygqKgIi8VCYWEhs2fPJiAggBdeeIE1a9YwYMAAzw5cCCGEaAKcTvjkk3msW7eO4uJitm7d6irpNnLkSCnpJoQQQgjRRJSWlnL8+HF8fHwIDg6WjGbhtZxO9aupkZ4uNZD6lkLUn7y8PEpLS4mKisLPz8/TwxH1QM6h58ixqLuDBw/yzjvvcObMGe644w527NiB0WjEbrfz/vvvk5KSwo4dOygoKGDSpEn4+vry1ltvoSgKCQkJvPLKK55+C0IIN5FzaFVyPBrW559/zpo1azCbzQwfPpy7777b00MSQlwFOYeeI8eieXA4HOTk5ODj40NERISnhyNEkyE9XbxEYmJilcWinTt3Mnv2bOLi4lxlHCZOnMinn37Krl27CAgI8PCIhahfkZGRREZGenoYQggv1aVLFxYtWoTT6WTo0KF8/PHHAIwePZrs7GxGjBjBiBEj2L17N19++SWvv/46//znPwF4+OGH3TYOuX4LIUTzNnDgQAYOHEhhYSHjx4+XoIsQQohGRafTERsb6+lhCNFsSW5ZPUtJSWHx4sUEBQWRnZ3tii5/8cUXAMycOZPTp09TXl5OQUEBZWVlPPXUUzz99NMsX77ck0MXQgghGozTqdZxBfUaed9993HvvfcCkJqais1mIy4uDlBLFc6dOxer1cqIESN48MEHef/997n22msZPnw4gwYNcr1uYmIizz77LImJiTgcDt5//32eeeYZBg0axJ49ey46nguv3zfccANvvfVWlcdMnz6dm266yb0HQgjR5DidTubMmUNCQgI+Pj7ExcXx4osvUlZW5umhiZrYbHD6NFRWAvDmm2/y/PPPe3hQQgghPO38+YrwDEVRyM/Pp6CgACncJLydZLq4WUlJCTabjdDQUHQ6HVB9seitt95y7ZR6+eWXAejTpw8ZGRls3ryZQYMGMWDAAAYPHsyQIUPcPsaMjAymT59OcXExq1atYubMmaSlpZGXl0dKSgomk4lRo0ZhNBrp169fvYxBCNFwzi+P8cgjj7B27VoMBgOBgYEkJyd7enhCYLPBN99AQQH06wcPPPAADzzwAPfddx/XXHMNb7/9NgsXLgSgoqKC559/njFjxtCzZ08Ahg4dyp49e5g/fz5AlaBLSkoKcPFMmV6X6NZ34fVbiKslGVTN09ixY5k7dy4PPfQQL774IgcPHmTu3Lns3r2bdevWSY11b1JRAf/7Hxw/jtK5MxPWraN///707t3b0yMTQgjhQRUVsG6dGpO/+WZo397TI2qeioqKOHz4MDqdjs6dO0t5POHVJOjiRuXl5aSnp2OxWPj55585evQoDz30EMuWLXMtFl3IbrczduxYTp06RYcOHdi+fTs9evQAcAVt3C0+Pp6lS5e6FqXOBn7mzJlDeno6hw4dqvfAjxCi4VxYHuODDz4A4NFHH8XpdLoWe2QxUHiK2QzHj0NuLpSVbSI19f+w2Wzce++93HXXXfTv35+kpCQmTZpEcnIyaWlpvPvuu9x666385z//4YsvvuBPf/oT48aNqzGQeLFMmalTp7oeU1kJP/0Emzd/xKlTuy57/RbiSlwYBDybQXU2YAhqBtXJkyc9NUThZvv372fevHk8/PDDfPbZZ67b27VrR1JSEp988gl//vOfPThCUYXVCqdOQXEx8z76iHUHDlBsNpOens5zzz3n6dEJIYTwkNJSyMyE7Gw14OKJoEteHhw8CN27Q1hYw/98b6DT6TAajWg0mnpbMxXCXSToUg80Gg2PPfYYUVFRxMTE0L9/f0aOHMmYMWMwGAxMmzaN3NxclixZwjPPPEP79u1xOBwMGTKERx55hKysLHr16oXT6XT72BwOR7UT09nAT2ZmJomJiaxfv77eAz9CeIvmlPl1fnmMLVu2kJCQUGV3rSwGCk8JD4c+faCwEPr06UdYWD/XfeeXdDl9Gm67LZmwsI84c2YXt9xyC3/6059YuXIlVquVp556qtpr79u376KZMudnsJSUwNGj0LnzUF5++QnX9ftssMdisTBlyhT279/vun4nJyezfft2xowZw9SpU4mOjq6/g1SPJBuuYUkGVfPy73//G0VRGDNmTJXbn376aSZMmMDHH38sQRdvEhgI110HGRkkPfIISV26eHpEQgghvEBICFx/PZw5AwkJF3/cyZOwcyd07AjuvoRkZ0N6OkRENN+gS1BQEAkJCWg0Gnx9fT09HCEuSYIubuTj40PHjh2x2+0EBwej1WrJycnB4XCwf/9+ysrKiIiIIDAwkPDwcPLz83nllVewWCzcfvvtzJ49m4CAAF544QXWrFnDgAED3Dq+7OxsTp8+TVRUVJWFIaPRyIIFC1i5ciWrV68mNja2XgM/QniTppr5pSgKxcXFKIpCcHAwr776qqs8xqZNm/jyyy+ZNWsWDocDrVaLRqMBZDFQeIZWCzfccPnHHT+uTmLi44cyYcJQJk5Ur6GFhYXMnj2b/Px8Jk6cyO7du5kxYwavvPLKJTNl7rjjDh599FEAQkPh1lvB1xfX9ftCF/ZaGzduHOPGjXPLMfCk2mbDibpzONRdif/970f88otkUDVHP/30E1qtlhsuOMn5+PjQq1cvfvrpp4s+12azYTuveLzZbK63cYrfaDTqqtr113t6JEIIIbzI2cvD5WRkwM8/g8Xi/qBLQgIEBUFsrHtft7Hx8/Pz9BCahJIStWxecw3gNQQJurhZTeV2tFotAQEBaLVaoqOjWbRo0SVf4+xuc3dSFIUzZ85QWFhISUkJU6dOdS1KFRUVVVm0qs/AjxDerqlkfpWVlZGeno6iKGzYsIF169ZRXFzM1q1bWbhwIQMHDmTEiBE8++yzbNq0iZMnT/Lwww/LYqBoEBeWsktJSWHHjh0UFBQwadIkevXqxbPPPsu2bdv49ddfAfj73//OwYNHycg4w623voNeH1utsT1Q7Rp7YfDkUpkbMTFueHMedKmMlVtuueWy2SyXy4YTdZeaqpatu/76oTz1VPPKoBKq7OxsIiIiMJlM1e6LiYlh27Zt2O12jEZjtftnzJjBlClTGmKYQgghhHCDjh2hvBzatav7c+12O3q9/qKfv02mK3tdIS7kdMK336pBl/vuA6kcXz80iqIonh6EtzGbzQQHB1NcXOy2pkyKoqAoikcXL86cOUNubi5RUVGEh4d7bBxCeJqiKOTk5FBeXk5sbCxGo5FBgwaxatUq12POlivSarWEhoZy//338/jjj/PJJ594cOS1Z7VaOXToEIqi0KlTJ/z9/as9Jjc3l0OHDuHn50eXLl1o3749/fv3x2g0VlsMHDVqlGsxcPHixdx8880XXQysj3NoYyXH4tJGjx7N+PHjXZlVu3fv5quvvuL1118HqPZ3CfCf//yH0tJSnnzyyQYfb31yZ4mvsxkrS5cuBdSMlRUrVqDVaqvc53TCgAGPsmLFJ0yb9hp33XUXd955Z5VsuLNZcN6msfSgyslRdzv27t34g3qe0BTOoe3bt6eiooLjx49Xu2/o0KEsW7aMwsJCQkJCqt1fU6ZLXFxcoz4eQgjhKU3hmuIuciy8T15eHidOnCAgIIAOHTrIxifAblfbrEVHg15SBtxu2zY1I+vWW8Fg8PRoGpfankPl17aBaDQajy9cREREEBER4dExCOENKisrOX36NBaLBYfDwezZs5tc5pevry9dunRBURR8fHxqfExoaCjx8fGYTCb8/PyaVTkl4Xm1aW5/odLSUlauXMmSJUsaapgNxp0lvi6VsXL+ff/5zxZ8fBKYPHkBmzZVz4YbOXIkc+bM8cp6yY2lB1WrVtCILh2iHvj5+ZGbm1vjfeXl5a7H1MRkMtWYISOEEEKIpsVsNrvKg5eVleHr64u+mUcaDh1Ss8avvRY6dPD0aJqem27y9Aiavub9FyyEaJYMBgOxsbGUl5fTsmVLj5T8awiXW6gxGAzEyNZr0QDsdjhxAtav/4gDB6r3tbhYc/vzmc1mnn/+eWbOnElgYGBDDr9BXUmJrx9/VMsY3HSTwqRJE6r0b0pJ+ZLnnpuFw6Hw2mtV7/vuuy959dVZtG6tYfbsJNfrTZ48uV7fo7tIDyrRGERHR3PgwAFsNlu16/LJkyeJiIiosbSYEEIIIRqO0wmZmRAc7JkeF1FRUSiKgk6nIz09HaPRSOfOnS8beFEUhVOnTmG322nZsqVXbtb44Qew2eAPf4DzK7YritqvU6tVs8IvFBOjPq9ly4Yba205nU5sNhs+Pj4e32AvvJcEXYQQzVJkZKSnhyBEs3HgAKxfD9dcM5QRI6r3taipuf3EiRPZvXs3zz33HO+88w7Dhg2joqKC6dOn89hjj3H77bd7+m25RVkZ7NoFrVsrLFxYNShytsTXhc4vRfbQQ4+wZMlaNBoDFRXplJWZq2SsXHfdQKZMGUm/fh1q7O30/vtqNgt4XzbL+U6eVHuj7Nv3EWfONN6G9O4sIycahz59+vDNN9+wY8cObr75Ztft5eXl7Nmzh1tuucWDoxNCCCEEwNGj8N//QosWMGiQGghoSGfLipWWllJQUIDD4aA23SAsFgtZWVmUlZVhMBjc3gvQ4YAdOyAoCLp1q/vznU613G5lpboR7/wEeodDvU+jgV69qh/zsDDvbfJ+/Phx8vLyaNWqFXp9OGvWFBEZaeK++8JoRK2ART2Tni41kPqWQghx5eQceo4cC9XRo7BlC/TooaaHi3MKCtRgwqZNc/nmmw/p06cPrVq1cgVFNBrNRUt8nS1F9vbbS6mogGefPde75ayyMnWSExzckO/K/b77Dtatg/bt4U9/ctKmTYxbelB5yqX67ohzmsI59Ndff6Vnz5489NBDfPbZZ67b582bR1JSEsuWLeOJJ56o1Ws1heMhhBCeIufQc+RYVJeXpzYWj45We1x4MnmhrKwMnU530TLh56uoqCAtLQ2bzUa7du0IDQ1161gqKmDjRggMhN///spew2xWAyw1Da2kRD3W9dl+0Wq1UlxcTEhISK2OaW0cOnSI3NxcoqOjycwM4F//KiUy0sDo0dG0bCn5DU1dbc+hEnSpgVyAhBDiysk59Bw5FudUVEiDvospLweTqe6TuxdffJEhQ4bQu3dvtmzZwjfffMO0adPqZ5Aelp2tNqRv0wZ69vT0aK5ec/q3uxpN5Rz6l7/8hfnz5/PQQw9x7733cvDgQebOnUvfvn3ZsGFDrYNtTeV4CCGEJ8g59Bw5FjWrrFTLXzW2alGVlZU4HI56Ky1WUaFmoTTWDI4jR46QlZVF27ZtadOmjVte02q1UlJSQnBwMHl5dr76Kp8WLXx54IEW6PWN7BdI1Fltz6ESfhNCCCFEvZOAy8XVZcOVzQYajcLrr9euFFlTER0NDzzg6VFcuaIisFigVSuFCROa17+dgLfffpu2bduyZMkS1qxZQ0REBH/5y1+YOnWqZDcJIYQQXqKx9q3X6/WX7f1yNeoyj7Pb1f96U7u64OBgLBaLW/uC+vr6uioRxMaaeO65xtlz1OmErCwIDwd/f0+PpulppKeUpkXqewshhGhqEhMTMRqN2O123n//fXbu3Mns2bOJi4tzLTBPnDiRTz/9lF27dhFQnznlTcj+/fDpp/Nq7M8ycuTIi5YiE561axdYrbB8ufzbNUc6nY4XX3yRF1980dNDEUIIIYSoN/v3q1kx3pSZHhERQUREhKeH4ZXy8mDvXrWX0Q03eHo0TY+UF6uBp1Itpb63EKIpkHT1c+RYwOjRoxk/fjxxcXEcO3aM+fPnV9nVP2zYMObPny9Bl1o6flzdOdaypadHIuoiO1utZ925c+MrWeFJcg6tSo6HEEJcOTmHniPHQtSXrCw16OJFrRTFJVRWQmoqtGqlZruI2pHyYo1AaWkpiqK4UtzefPNNnn/+eQC2bNlCQkKCBFyEEEI0WqmpqdhsNuLi4jw9lCajdWtPj0BciehomXwKIYQQQoimLTbW0yMQdaHXQ/funh5F0yVBFw+xWCykpaWhKAodO3Zk+vTpUt9bCCFEo1VQAKdOwQ8/fMTevbt46KGHWLZsGQsXLvT00IRoNKTkrBBCCCFE/SgvhyNH1MBAcLCnRyOEaOokjcJDNBqN62vx4sWsW7eOVatWMWXKFAYPHkxpaSkjR47EarV6eqhCCCHEZe3dC9u3w223DSU5OZnHH38cp9NJUlISWVlZpKWlMXHiRNatW8eSJUsASE5OZvv27YwZM4bs7GwPvwMhPG/gwIG89957LFq0iK+//poPPviA9957jxMnTuB0Oj09PCGEEF4iOTmZ3r17s2/fPk8PRYhGIzMTtm6FQ4c8PRIhRHMgmS4e4uvrS0JCAk6nk969e/PSSy+57ps8ebIHRyaEuFrn71QePnw4mzdvrtIsfMeOHdUaigvR2HXtCiEhaj1YrVZLTk5OtccsX768yvfjxo1j3LhxDTRCIRrO1WaseEPJWcm6EUIIL5Gfr3anzsmBsDDo0oVx48ZhNps9PTIhGpXYWOjTR8r1CiEahgRdPMjX19fTQxBC1IOBAwcycOBACgsLGT9+PEuXLuXkyZOu+2+44Qbeeust5s+f78FRCuFeLVqoX02VBFNFXVx4Hfjggw8AePTRR3E6ndUCKJmZoCjQpo3ChAkTvKLkbF3fgxBCiHpQWAj//a8acAkKgpMnISMD7rnH0yMTotHx94drr/X0KGrH4XBgNpvx9fXFx8fH08MRzVRpqTpPiY8HWcKuuzoFXb777jsAbrnllirfX87Zx9c3p9PJO++8w+LFizl27BiRkZE89thjTJ06FX9//wYZg7g0WbQSTZmiKDidTnQ6HVB1p7KoytuvJ0JcSIKpojYUBU6cAB8fNQhZ24yV3FxwOuGLL+axbt06iouL2bp1KwsXLmTgwIGMHDmSOXPmeGTDjjdk3VyKXE+EEE1aWpoacOnUCbRaPtqwgV27dvGSj4960RFCNEmnT5/m2LFjBAcH06VLF6/67CUaJ4tF7cHasiX4+dXuOfn5YLVCUZEEXa5EnYIu/fr1Q6PRYLVaMRqNru8vRlEUNBoNDofjqgdaG2PHjmXu3Lk89NBDvPjiixw8eJC5c+eye/du1q1bJycpLyCLVqIpy8zMpLi4mDZt2jBjxgzXTmVRnbdfT4S4GAmmiks5dgzWrgU/P4VffpnA/ffXLmPlmmvUtbMbb0wiKSnJdbsnSs5arWoAyM/Pe7JuLkWuJ0KIJi0/X10d+20tY+jttzO0Z08+3LKFr3bv5mBqKpMmTaJHjx4eHqgQwp30ej0GgwGdTnfJzzVC1Na2bbB7t5rtdeedtXtO69ZqVcvAwPodW22cnaM0ppyKOgVd/vnPf6LRaDAYDACkpKTUy6CuxP79+5k3bx4PP/wwn332mev2du3akZSUxCeffMKf//xnD46weXM6nRQUFAAQFhYmi1aiSSorK6OsrIwFCxa4diqnp6djsVhczcKnTp1KaWkpU6ZMYf/+/SxZsoRnnnnG00NvcN58PRHifIqiVvEIDFSYPXuCBFPFJRkMYDLBxo3z+PXXdZSX1y5jxWTy0IBrUFSkTmiWLvW+rJuayPVECNGkhYfDvn3qifnsJtKiIp568EGeeu89kMVYIZqkyMhI/Pz88PHxuWzQxWxWE+Latwe9NJEQF2EyqdkqdZl3aDTeEXCBc3OUxhR00ShK08hJnTRpEtOnT+e7777j5ptvdt1eXl5OeHg4t956K2vXrq3Va5nNZoKDgykuLiYoKKi+htys5Ofnk5aWhqIofPLJJzzwwAPc+VtoddiwYcyfP5+AgAAAjh07xvz5871uJ6Vwr4yMDKZPn05xcTGrVq1i5syZpKWlkZeXR0pKCiaTiVGjRrl2rQ4ZMsTTQ74si8WCxWIhNDTUVWKsOWoK51B3latsCseiuSsshI0bYd26ufz444f06dOHXr16YbFYWLx4MTfffHO1YOqoUaOaZTD1SjW1hu35+WA0es8Epa4sFnA4vGP8cg6tSo6HEM1QYSF89RWcPq32dCktVVec7rkH2rTx9OgalaZwDpU5iqjJjh1q343f/Q7i4jw9GuGtKivVeUp4eOMMzpWVqRsif1s69qjankObTNDlj3/8I+vWrcNisWC6IGzXt29f12JuTWw2GzabzfW92WwmLi5OLkBuVFBQwOHDh1mxYgUbNmzgd7/7nSxaCQAGDRrEqlWrXN/PmTOHvn37cujQIUJCQhgwYACDBw9mxYoVHhylqIum8CF+9OjRrnKV/fv35+DBg8ybN4+bb765TuUqm8KxaO6cTkhPh+BgiIry9GiatvNLj4LasH3FihVXXB5W+sg1fnIOrUqOhxDN1JkzcOAAnDyprpZ16SIrq1egKZxDZY7SQBwOdVt9UJCaxuzliorUTJcOHRrFcL1OZWUlNpsNPz8/KeUmaqW251C3xLYOHz7M4cOHyc/Pp6YYztChQ93xYy4pOzubiIiIagEXgJiYGLZt24bdbsdoNFa7f8aMGUyZMqXex9ichYaG0qlTJ15//XVmz55d5UQ2bty4Ko9dvnz5Vf2sprZjtrmw2+2MHTuWzMxMEhMTWb9+vas2cXPOGmluvOF6IuUqxfm0WrV3rah/7m7YLn3kmjdvuJ4IIYRbRETALbd4ehTCw2SO0kAUBTZvhoMH1Wyye+7x+rSAkBD1S9SdoigcOXKEkpIS4uPjCQsL8/SQRBNyVWeO06dP89RTT/Htt98C1Dih0Wg0DTKpqSnD5SwfHx/XY2oKurz66qtVFv7PZroI99FoNISGhjbIz7pwkeWDDz4A1B2zTqfzqhZwxNVRFIXs7GxKSkqIjo6uEhE2Go0sWLCAlStXsnr1amJjY8nKyqJXr144nU4Pjlo0BG+6nvz73/9GURTGjBlT5fann36aCRMm8PHHH8uERgg3yckBvV5h1qz6a9gufeSaF2+6ngghhBDuInOUBlJZCcePq6X9DAa17moTygayWq1kZ2djMpmIjo6W9THUz4pnv85XXKx+xcVJ+yxxZa4q6PLCCy/w7bffMnLkSG6//XbCw8PdNa468/PzIzc3t8b7ysvLXY+piclkumjARjRe7t4xK65eeXk52dnZlJaWUlxcTEpKCrt372bGjBkUFRVhsVgoLCxk9uzZBAQE8MILL7BmzRoGDBjg6aGLeuZN15OffvoJrVbLDTfcUOV2Hx8fevXqxU8//eShkQnhva60lFdhIXzyiXsbtpvN6ubEtm0VkpPPBXNE8+BN1xMhhBDCXWSO0kAMBujdG3Q6Nd3dG5rcudGZM2fIysrCZDIRGBhIcHCwp4fkURqNhvbt22Oz2ar1RTKb1TZalZXuK9tWWqpWi2zdGlq2dM9rCu91VUGXb7/9lueee84ryjJER0dz4MABbDZbtQDKyZMniYiIqDHLRTQdVquV0tJSgoODef311+ttx6y4ckajkaCgILRaLTExMSxatOiSj09JSWmgkXmW9B3wruvJ1ZSrrKlHmBDNwYVZpgMGDODTTz9l6NChPP7446xduxaNRsOmTZuqPK9zZ3jjjSSmTk1y3TZ58uSrGsvx47B1qxrM+e47NZiTnp6OxWJh+/btjBkzplofuSVLlkgfuSbCm64nQgghhLvIHKUBXXMN9OjRJNMbfH19CQgIwGAwuKoCNXcGgwFDDVGV2Fi1vY87q8udOKHOUywWCbo0B1f1q+N0OunZs6e7xnJV+vTpwzfffMOOHTu4+eabXbeXl5ezZ88ebpEaqE3e8ePHycvLY+PGjW7dMSvcR6fT0bFjRyoqKhp1dpm7+wZJ3wHvup5cTblK6REmmruzWaa9e/fm888/Z9q0abzxxht88MEHHDt2jLvvvrtKqc/6aNnVrh3ccQfExSURFpZU5T5395ET3sebridCCCGEu8gcpYE1wYALQEREBP7+/uh0uka7Mb28vByNRlPva0oajfvb+bRtC7ffDjEx7n1d4Z2u6tfn5ptv5pdffnHXWK7K4MGD+dvf/sbbb79dJejy3nvvYbFYGDJkiAdHJ65WYmIiRqMRu93O+++/z86dO6vt/F+wYAGrV6/m+++/5/XXX3c992p3zAr30mq1jTrgAu7rG1ReXo7NZiMwMBCtVtus+w540/XkaspVSo+wxs/dQdWmzm6HggIICFCYNq16Ka+ZM2e6zms7duwgPDy83kt9+vuDrLk3X950PRFCCCHcReYowl0a80Zks9nMkSNHAOjYsSMBAQGXfHxBAVRUQFRUQ4zu8nx9ZZ7SnFxV0CU5OZnbbruN22+/nUceecRdY7oiPXr04Pnnn2f+/Pk8/PDD3HvvvRw8eJC5c+dy6623SkMxD3JH6aSzZaZGjx5NdnZ2jTv/586dS3FxMaGhoQ3yvkTzZLPZ0Gq1GAyGq+obZLfbSUtLw2KxEB0dzYIFC5p13wFvup5cTblK6RHW+LkrqNpcVFaqXwsWqH1ZCgqK+eqrdLTaMr744gtuvPFGWrZsybJly/jb3/6GyWSqUspLyisKd/Om64kQQgjhLjJHEUINMJaWlqLVarHZbJcNulRWwm8xSQAyMiAtDX7/e2jm7WxEA6hT0OX222+vdltAQACPPfYY0dHRxMfHo7ugToRGo2H9+vVXN8paevvtt2nbti1LlixhzZo1RERE8Je//IWpU6c2ikWS2mRzTJw4scpiRGNwJaWTFEXB6XRW+X1KTU3FZrNdckeGpommgArvUFpayuHDh9Hr9Xz00Ue17htU0855jUaD3W7nmWee4f3333eVxGsufQe8+Xoi5SoFcFVB1ebEz0/9euWVJF55JYniYvj6a1i3bi7t2rWjTZs2vPfee65SnxqNhieffNL1fCmvKK6WN19PhBBCCHeROYpoKOXl5Rw7dgwfHx/atGnjVetsoaGhxMXFodVqCa5F1KRFi6rf5+ZCfj4UF0vQRdS/OgVdMjIyavxja926NaD21PAknU7Hiy++yIsvvujRcVyp2mRzTJ8+ndTUVEaNGoXFYmHVqlXMnDmTtLQ08vLySElJwWQyMWrUKIxGI/369fNYaTVFUVAUxbVIVdvSSQ6HgyNHjmC1Wvniiy/45JNPiIiIoGPHjsTHxzNixAjy8vKYMmUKFRUVPPXUU673KoS7ZGRkMH36dIqLi11/Z/v27SMzM5OePXvy3Xff8cUXXxAQEEB6ejqPP/54lb5BFwZRo6OjmTFjBtOmTePXX39FURQ6d+7Mtm3b2LFjB1OnTq3y85t63wFvvp5IucrmKSdH/fDdqZPCq69OqHVQtSHVZXPGlClT2LBhQ4NnkAQHq/1U7rsvCX//c/1ULlfqszmXVxRXx5uvJ0IIIYS7yByleVMUNUMjMBCio+v3Z1ksFgoKCvD19SUmJqbGJvOeYjAYaNu27RU/v3dvtf/jhcEYIepDnYIux44dq6dhNF+KolSZKNYmmyMwMJD58+czbNgwAF5++WUA5syZQ3p6OocOHWLQoEEMGDCAwYMHe+Tia7PZyMjIwOFw0K5dO6ZOnVrr0knl5eUUFRVRVlZGYmIiEydOxM/Pj/bt23P8+HHeeOMNFi5cyCuvvMLBgwcZMGAACxYsoFevXlitVld2QHR9X4lEkxYfH8/SpUsZNGgQoP6dKYrCjBkz6Nu3L3369CEkJMT1dzZ//nysVitOpxNFUVxB1KSkJFcQNTw83JWh9v333zN48GBOnDjRqGuqXilvvp5IucrmqbRUDbq88848V+bZ1q1bXRka5wdVPaW2mzNOnjzJgAED+NOf/uSRDJLw8Evfryhw4ACcPg1duyrMmVO9F4wQteXN1xMhhBDCXWSO0rw5nVBUpDZ3r2/BwcG0b98eo9HoVQEXdzAaL9/f5ciREr7/voi4OBP9+kWi1XpPpo9oXK6qp8tZNpuNTZs2kZGRAUD79u255ZZb8PHxccfLN0kOh4Njx45RXl7Otm3b2L9/Pw899BDLli1j4cKFdXotu93O2LFjyczMJDExkfXr19OjRw+AauUUGkppaSkFBQU4HA5Wr15dp9JJI0aMoFWrVlgsFkJDQ9Fqtdx///3885//rPJeV6xYwbvvvkv//v0B6Nq1K//617888n5F02G323E4HNUWVs//3Rs1ahTbtm1z/Z0pikJqaiqlpaXo9XpatmxJbGws3333HdnZ2SiKwiuvvEK/fv3Ys2cPb775JitWrKBr164UFBQwZcoUVq9eLT0M8J7rSWMvVynqrmNHcDjgxhuTGDu29hkaDe1ymzMcDnVSdpY3ZpAUFcH338OpU/DJJ/PYubN5lVcUDcNbridCCCGEu8gcpfnS6eD666Eh/pl1Oh1R9dR53uFQN2Dp3bIafeVKS0vJz88nLCyMwMDAKvdt2FDMtm0VREVV0qlTALGxfh4apWjsrvrX/KOPPmLcuHEUFhaiKAqg1kkOCQlh9uzZrmwMUVV5eTn5+flYrVYGDBjA8OHDiYmJoX///iQlJTFp0iQsFkuVhYaBAwfy9ttvs23bNsaMGYPVagXAaDSyYMECVq5cyerVq4mNjSUrK4tevXrhPH/lpQEFBgYSERGB0+lk3LhxTJw4scr9lyudFBoair+/P35+VU9u3vheRdNhs9k4dOgQlZWVdOjQgaCgINd9l/rdKysro6SkhNDQUD777DP27dvHE088wdKlSxk1ahSjR49my5Yt+Pv74+/vT2ZmJgaDgZ49e3L06FEmTpzIqlWreO2115g7d26z7WHgTdeTxl6uUlwZD+1TuCi7HQoK4OuvP2L37l2X3ZyhKPDNN5CVBVarwrRpr3hlBsno0YlkZxspKbEza9b7jBjxO2bPnk16ejqzZs1yfW7o168fu3btanLlFUX986briRBCCOEuMkdp3upjruJ0Ojlz5gwajYaIiIg69W+prIS8PDVzpDbBIIcD/vtfdYNY//7gySSa3NxcMjMzsdvt1YIuLVuaCA93EBmpIzjY6KERiqbgqoIuK1asYNiwYbRu3Zrx48fTtWtXAPbv38+iRYsYPnw4vr6+DB482C2DbUp8fX1p2bIlNpuNkJAQtFotOTk51R53/kLDvn37uO+++xg2bBjJycmkpqYyY8YMioqKsFgsFBYWMnv2bAICAnjhhRdYs2YNAwYMaMi35WI0GuncuXO18mm14XA4yMjIwGazERkZyd///nd2797tte9VNB0VFRXY7XbsdjunT5/m5ZdfrtXv3h/+8AdMJhNarZZHH32Ufv36MWjQIG699VYWL17Mq6++yltvvcXEiRNZv349c+bMYdu2bRw5coSKigo+/vhj1/mzuZLriRDVHT4MJSVw//1DefLJJy67OePpp5/hs8+SOXRoO/fffzdWa5nXZJA4necmYx99lEJZmVomLS4um7ZtL14mTYi6kuuJEKJJqqhQd2MYDGp9HCGEqCOz2UxZWRmhoaGuzN/CwkLS09PRarUYDAZCQkJq/XqZmWpTeocDYmNr9xynU/36bU+Mx4SGhmKz2QgPD0dR+K0ftbp22b9/BF27WomIMBIY6OGUHNGoaRTlyn/Ve/bsSUVFBT/88EOVHeEAxcXF3HjjjZhMJn755ZerHmhDMpvNBAcHU1xcXO19eVJxcTEWi4XIyEj0ns7Fq0eKopCZmUl5eTnx8fEY5UOlaCCKolBYWIjD4SA8PLzWKdrHjh3j5MmT+Pv7Y7PZ0Ov1dOnSBT8/P8rLyzGZTLz22mu8++676HQ6nnzyST788EP69OlD9+7dSU5OZtCgQURHRzN37lzXa86fP79Rlhe7knOoXE+EqK6kBHJyoH372u9sq6xUJzLecuksLYXt2yE7G0JC4MYboWVLmD9/PgsWLOCaa65h+PDhrF69mn/961+cOHHCVWZx8ODBDBgwwHVeFM2PXE+qkmuKEM1QYaHaPfvQIbDZ1KBL+/bQqdPlGxOIKuQceo4cC+9XUVHhambvjn+jiooK9u/fT3FxMdHR0XTs2BHAtUFLq9XSsWNHVw/a2rBa4fhxtTF9beceFRXqf72hVYyiwNathWzdWkpFRSUdO1Zy663BREVF1nnzuGheansOvaqV+0OHDjFt2rQaf0BwcDCJiYm88cYbV/MjxHmCg4MJDg729DDqnUajoW3btp4ehmiGNBoN3333HWvWrMFsNvPII4+wdu1aDAYDgYGBJCcn1/i8mJgYnE4nxcXF+Pn5ERsbi5+fH/n5+Rw/fpyQkBCcTicLFy7EZDLx7LPPotVqiYuLY9OmTcyePZtdu3Zx6NAhsrOzq+xAv+mmm+jRowd2u53333+fnTt3Vuv3MnHiRD799FNXT5jGSK4nQlQXGKh+1YU79mR8/vnntToPXuxxp0+fJioqCrPZTPv2j/DNN2vx8zOQm3uCtm0TGDPmIfbs2cMvv/xCWVkZ48eP5/XXX2fTpk2u177hhhu47rrrrv7NiGZHridCiCbj5ElYtw5ycyE0FPz8wG6nbMsWbn3ySSa/+iprdu8GwM/Pj9mzZ5OTk8NLL72ETqcjMTGR2267jdmzZ3P06FEqKipYtGhRtcf07NmTcePGVbnWr127lvnz53PvvffywgsvePhACNH85ObmcuTIEQIDA+nevTsGg4GysjLsdjshISF1DgpotVr0ej0GgwHDeRGP4OBgOnTogFarrfNagq8vdO5cp6d4NNhiNpvJzs4mODiYVq1a8csvZj7/vBidTsFms3BkXxGOrEPc/+g1BLVu7bmBiibjqqbmLVu2vOT9Go2m3povCSFEfRg4cCADBw6ksLCQ8ePH88EHHwDw6KOP4nQ6a8x+MRgMxMfH43A40Gq1rg9AJSUlZGRk8N///pft27eTn5/P119/zd13383OnTs5ffo0t9xyCwMGDGDXrl3s37+fr776imeeeaZaD4PRo0eTnZ1dY7+XplCGR64nQniP2p4HL/W4xYsXk5NTzODB4xk9+gNCQmDGjEe5/fZZDB0ax/33q2XSnE4n999/PxMnTiQnJ4d//vOfJCUlkZycXCUYHR0d7ZmDIRoduZ4IIZoEiwU2bYKiInVV87wF1re+/prHrr2Wgh9/pMJuZ+nHHzNz5ky2bt3Kxo0bmTBhAt26deOJJ56gb9++rv5o8+fP5/vvv2fTpk1VHvOvf/2r2rX+3nvvxc/Pj3379nnk7QvR3BkMBnx9ffHx8UGr1eJ0OsnIyMBqtdKpU6c6lQEDtR9Qx44dsVqtVXqY2O12jh8/jl6vp1OnTui8rcmlG+Xn55OdnY3VaiUyMpKsLBvl5QrduurxOXKEyhO7iCgtwWTIgJ494fe/957yAaJRuqqgy7Bhw0hJSWHkyJHVIqJms5mUlBQSExOvaoBCCOEJb775Js8//zwAf/vb30hPT+dPf/rTJXd9n/8BRVEU8vLyKC0tpV+/fvTr14+///3v/OUvf+Hll19m06ZNfPnll8yaNQuNRnPJRtGpqanYbDbi4uLq7w17mFxPhHCv2marXMr558EtW7aQkJBQY+D57OPsdvj66y106qQ+btasN/njH5+ntBROntxCixYJmEx6Fi3KISxM4e23H8FuL+eTTz7hkUce4ccff2TXrl2MGzeO5ORkHn74YebPny8BF1Encj0RQjQJx46pNUY7dKgScPl29266xsVRXlFBeHEx3cLDGTNmDIWFhbRu3ZqsrCzi4uJc1+v8/HwiIyMBaNOmDVlZWdUec9alrvVCiIYVGRlJQEAABoMBnU6HoigEBASg1WoxmUxX9Jomk6nac51OJw6Hw/X/TTnootWG4ednpUWLYPR6Pb6+WpxOMOVm0e74HjI1OsxB8Wz/xUHPU9sI9fWFG27w9LBFI3ZVQZebb76Zr776ih49ejBq1CgSEhIAOHjwIO+++y4RERHcfPPNfPfdd1Wed8stt1zNjxVCCLc620fIZrPRtm1b/vrXv9K/f3969+7Npk2byM/PZ9euXRQVFdU6+8Vut1NQUEBAQAChoaFMnDiRw4cPk5KSwnfffcdPP/3EwIEDGTlyJHPmzMHX1xeAyspKcnNz+c9//sPhw4d56KGHWLZsGQsXLmzIQ9Lg5HoihHtdSdYewIED6jnxo48mVDkPng0Sn1VRATqdwquvqo/r0qU3b721iU2bvmTs2H8wfvwr3Hdff1q37s2iRZvYufNLHn54Fp06werVn/PNNzMpKDhInz7Xk5GRwQsvvEBFRQV6vZ60tDRSU1OZNm0a+/fvZ8mSJTzzzDMNcdhEEyDXEyFEk3DsmLrD+oIF0E379lFWXs6BEyfwVRT+8+KLaJ94gtf/+lcSEhI4fPgwWVlZrhKL4eHhnDlzBoDjx49zzTXXEBsbW+UxQI3XeiGE52g0Gvz8/Kp8365dOxRFcWu/ER8fHzp37oxWq61SdswbVVTAr79CixYQG3v5x57/dlJTYcuWYLTaYFq0UG+7/vpgDh4sp3jDCc6ctqGLjcbmdLAvy4+oECehhw5B797uqd8smiWNoijKlT75wgn72T/881/y/JPB2ZPD2Siqt5KmYkI0L5WVlezfvx+73c7GjRtZsWIFffr0ISoqikWLFvHggw+i1WoxGo0MGzaM3r17s2XLFr755humTZt20df87rvvyM3NJTQ0lMLCQkJCQrj77rsvuXssNzeXtLQ0fH196dKlC+3bt6d///4YjUYmTZqExWJx9XsZNWoUzzzzDMnJySxevJibb76ZqVOnenxX+JWcQ+V6IkT9ePHFFxkyZEitzlsAO3bAJ5/MZfPmD+nTpw+tWrVi4cKFDBw4EI1Gw5w5c9BofNmzB9asmcvaterj/Pxa8d57C7nuuoEcP74Pf38LffveSKtWrZg/fyF33DGQykoN119/Gxs2rKOy0syf//xH3nprBj4+PlxzzTXY7XZKS0s5ffo0PXv2bNJ9rETtyPWkKrmmCNGMfP65mulykZXFD9avJ0JR+PHoUc5ER9MiKoopU6aQnZ3NhAkT0Ov1PPHEE9x+++0kJye7Npi9++675OTkVHlMt27duOaaa6pc6/fs2cOMGTMoLCxkzJgxPPLIIw37/uuBnEPPkWMhGiOLBXbuhKgo6NTp4o/LyIAzZyAhAc7+en/xhXp7RQVcey3cead6e1mZg+yP12L/eQeHKk3YbDr8/CK5tbtCSLAehgyREmOimtqeQ68q6PLhhx9e0fOeeuqpK/2RDUIuQN4tMTERo9HY5BuLi4ZVUlJCRUUFoaGhrsWYo0ePUlBQQJs2bfjHP/7BXXfdxZ133lmtNNjF5OTksHv3bkpLS/Hx8aF3797EXmZLRmlpKRkZGfj4+NC+fftGmd57JedQuZ4I4T5lZaDVKrzxxoQ6n7ecTvW/l6os4nTCq68m89//fsy//vUR3bt359///pwlS9ZQWGhmwIDhTJx4Nz4+556Tmwtr10JeHhw/DlZrIZs23Uzfvtfx5JNP8uabbxIXF0eLFi2YNWsWY8aMYfz48cTFxXHs2DHmz59fZfftsGHDmD9/vlzjmzi5nlQl1xQhmpFNm2DXLujY8eKPOX4cWrWChx9usGE1ZnIOPUeOhfCkkhIwma4sluFwVEsArCY/H06fVk+fZ7Nddu6ErVvV5/brB926nXu8/df9bHk1hV/PBGF2BuGw+nJXfC5/GHuz+mAhLlDbc+hV5Ug1hsmJaHpSUlKApt9YXFyduvYzOL+Z3FmKoqAoCkuWLGHdunUUFxezdetW167vC0uDXahVq1YEBQVRVlaGv78//v7+lx13QEAA3bp1Q6vVujVt2NvJ9UTUxfl/38OHD2fz5s1VAu07duyoFoxvLpxO2LMHPv98Hhs21P28VZsy7lotvPXWOHx9za7b/vSngdx330COHi0kOXk8Pj53V3nO8eNq4CUhQT23vvXW3fTq1ZW9e/cxYcJkcnIyOXDgAA899BB/+tOfCAgIaNJ9rET9keuJEKJJiI9XL+hWK9R0za6ogPJy6NKlwYcmhBBXym6HvXshIEDtVV9XtdmTGh6ufp3vmmscOJ256PVaunRpAZxba0lXwtjp6Ehn/3T0ipn00yaOKLHc0O0aUvcWEhlppFWry6/lCHEhKUwnGgWHw4FGo3GVjEhNTSU1NZWpU6diNpu5+eab+d///kdxcXGdmgSLputK+xmcr02bNrRs2ZLrrruO1157zXX75MmTaz2O2gZbztcYs1uEaEgX/n0vXbq0SqC9pmB8c6HVQsuWMGZMEv/4R5Lr9rqct65UUBB89NGbjB79fLX7nE4wm6GyUuGjj+5Cqy0mJiYM8GfLlpX06HEDdvsZHnnkEVauXNnk+1gJIYQQlxQTowZUfvkFWreG8+cTNpva8yU+Htq189gQhRCirgwGiIyE4OCG/bk2mxVFOYHTqaO8PBBfX1/XJledycCvYTdQampLS58S0n2MXH9/O7btd/L552ZiYrT85S8mfHxkCV3UTS32MwrhWTabjYMHDzJz5kySkpLYvHkzs2bN4ssvv+S9995j0aJFbNmyhXvuuYf33nuPEydO4DxbH+UKJSYm8uyzz5KYmIjD4WDHjh0MHjyY8ePHux4zceJEOnXqRGlp6dW+RVGP3nzzTZ5/Xl0A3LJlCwkJCbUKuIAa/PDz82tWGSdCNCbn/303JvV9jWnfXl2ruRKff/45Tz/9NIMHD+abb76pMo7Tp2HMmDfo1KkTzz77bJXnKYrCK6+8Qv/+/endu3eNr+3vD++/P4/i4kJ+//vbiY9vxa5da+nT5wnatu3MDz/8wFNPPYXT6SQpKYmsrCzS0tKYOHEi69atY8mSJQAkJyezfft2xowZQ3Z29pW9USGEEMKb6XRwyy3Qq5dam/PQITh6FNLSICtLbWhwxx1UqeUphBBeTqNRT19RUe59XYdD7dlSWFjz/X5+fsTGxtKiRQvS09M5fPiwa92wVatQomMD2XMmjq3F8Zi6xnLTbTEYjXqMRh0mkw6dTpbPRd1JmE54PZvNhsVi4c4776Rz58506tSJ/v37k5SUxKRJk/jrX/+K2Wxm3bp1vPTSSyQkJPD222+7FmSupLF4cythVtdSXN7MZrO56ipOnjzZtQB4fj8DIUTjpCjw88/g66uwbNmESy7wezNvvsZcLIuovBy++Qa6dHmDIUOG8de/jmTnzp0cPHiQSZMmsXHjRlcZxvT0dJ577rkqr9u1q1q7edCgJEymJGJi1PWkV16ZTEGBOvHS69VeWBdavnx5le/HjRvHuHHj6vU4CCGEEB7n66t2e+7RAzIz1aZtvr4QG4vrQiqE8CoOB+zYoZa3ulSzd+FeR4+q/SNjY2tuc6XVaomOjsZsNnP69Gk0Gg1nW5wHBup46qk2nDyZh15fQadOIcTEBBMfrxAVZSIiwoDBIEEXUXcSdBFeLzAwkPbt26PRaAgICODkyZMUFxdjMBiYNm0af/7zn6s0CZ46dSoajabOCzKlpaU4HA6CgoLQaDSkpqZis9maRU15d5Ti8ha5ublkZmayfv36K+rDIoTwXpWVamPENWvmsW3buQV+i8VSJdBeWlrKlClT2L9/P0uWLOGZZ57x9NCr8fZrzIVZREajWrasrEzNWOnWrVuVIHaPHj1ISkqq6aWAi9dt9vW98qwcIYQQosnTaqFVK/VLCOH17HYoKlJL6za2oIvD4Wi0pc5DQtTT5OX2WwcGBtKpUycMBoPrvWo00LWrga5dqz5Zp9PQvr2sG4krJ0EX4fU0Gg3h53XBKigo4PDhw/znP/9x26J6WVkZaWlpfPHFF+Tk5PDnP/+ZZcuWNbua8ldTistbBAUFERERwejRo6v0MGiIfgZCiPplMMCtt8LttydhNFZd4L8w0H5hdoQnORywbRt88cVHWCy7eOyxh2p1jfn+++9JSkpCURTef/99du7cyezZs4mLi3MFPCZOnMinn37Krl27CAgIuOIxVlaqFUtatFD4xz+qZxFptXDXXWq2UWbmFf8Yj2pKWZ1CCCGEEML7+PqqlQGNRk+PpG42bszhl1/KueuuULp1C/H0cKopKYHjx9UyyjVVVYyIgEGD1ADKpWg0GoKCgupnkEJcQIIuotExGo34+PgwfPhw/v73v7v6bVzNorrT6cThcHD33XcTHx/PtddeW6WEmcViqbZr+vya8nUpYXb+os/w4cPZvHlzlQWzHTt2VFtUqy9Wq5WSkhJCQkJ4/fXXm0QpruDgYIIbuiubEKLBNMYkNbMZ9u+HqKihPPjgE9xyS0ytrjE6nQ6tVouiKPVehuz0afj1V9i+fR5btjTuLKKLaUpZnUIIIYQQwjv5+3t6BHWjKAp79tjZs0dD69Z2unXz9Iiqy8iAAwfUYFbHjjU/5mzARVEUCgoK0Ov1sjYkPEqCLqLRCQwMpFu3buh0Orc1OA8ICKB9+/Y4HA7CwsLqtab8xerln1XTolp9yc7OJicnh02bNkkpLiGEqCfBwfC734HFAnFx2oteYywW+Ne/Pmf48KcpLTUzbdo0/v3vf5OamsqcOXPqNRsjKkrt1Xv33UmEhjaeLKIr0RSyOoUQQgghhHAHjUbD3XeH07p1OZ06OSgrK8O/hsiRxVLJkSOlROp0zhoAANRgSURBVEebCA9v2DWi9u3V/pC1qcxcWlpKRkYGBoOBbt26YTAY6n+AQtRAgi7CKyQmJmI0GrHb7fVeQqUmGo2GsLAwt77m5VxYL98TQkNDcTgcjBkzhkmTJrlul1JcQgjhPlqtGtC4FIcDvv4aSksHEhVlxmDYxocffkirVq345ZdfGDJkCE6ns97GqNdD58719vIelZ2t1tbu3FnhtdcmNImsTiGEEEIIIdylW7cAoqLKSU8/SkaGP127dq3W3+Xzz/P48cdy2rfXMHJkHAZDw/V/CQiAhITaPdbHx4fQ0FCMRiN6vXcve5+dpyQkqHNG0bTIP6m4qM8//5ynn36awYMHs3LlSoYNG8bTTz99Rdkdl5OSksLixYsJCgqqUkLlfNOnT+emm26q82tnZGQwfPhwBg0aBMDMmTMZMWIEDz74IAUFBZSVlfHUU0/x9NNP19vuXUVROH78OKmpqZSXl/PKK69Uq5fvCWFhYXTq1MntQSzh3RITE3n22WdJTEzE4XCwY8cOBg8ezPjx412PmThxIp06daK0tNSDIxWi+XA61UwYsxn69h2Kn58fP/74I06nk0cffZTo6GjS09OZOHEi69atY8mSJQBVSl1mZ2d7+F14J60WdDqYP38e69atY9WqVUyZMoXBgwdTWlrKyJEjsVqtnh6mEEIIIYQQHmMymfD19cXX17fGLHCLRUNJiYayMg0Oh+LWn202m8nJyaGysvKqX8tgMNChQwdat27ttuo49eXsPEU0Td4d8hO1Ul89Quq79rnFYkGv12P8rcNYamoqNpuNuNrkC9ZBfHw8S5cudQVdXn75ZQDmzJlDeno6hw4dYtCgQQwYMIDBgwczZMgQt/58UIMuZrMZq9XK3LlzXaW8mlq9fNE4pKSkADB69Oh67xMhhKgdsxm6doWuXRU++GACAwbcS3JycpVsDI1G47ZSl81Jy5bqV+fOSYwefa50mmR1CiGEEEIIobpUKX+zGXr3DqNt2zLi4034+Lh3OfnEiRMUFxdjNBoJDw9362t7s7PzFNE0SdClCXB3jxCr1Up5eTlBQUHodLp6qX2en5/P0aNH+frrrzl16hSDBg1i2bJlLFy48Kpe93zl5eXY7XYCAwOrXDDsdjtjx44lMzOTxMRE1q9fT48ePQCqpU+6i1arpV27dtjtdq6//npX4OesplYvX3i/+gpyCiGujMUCPj7w7bfz+P77ddhs0mNLCCGEEEII0XAuVo7LYgE/PyPduxv5bd/0RVVUVKDX6+uUZdKyZUv8/Pw8W4XFbIbycrXucmgoeHmWjPB+EnRpxBRFweFwuE6K7ugR4nQ6OXLkCGazmfj4eObMmVMvtc9tNhtlZWXcddddJCQk0LlzZ/r3709SUhKTJk3CYrFUy/Y4v4TK1KlTiY6OvujrOxwO0tPTsVqtdOjQgdDQUNd9RqORBQsWsHLlSlavXk1sbCxZWVn06tWrXuvl+/v719iMTIj6VlFRwfHjx/n88885fvw4Dz/8sNuDnEKIqxMXB4oCXbokkZQk2RgX4+kecEIIIYQQQjQ3LVtCVNTl4xBnzpzhxIkTREdHExUVVevXDw8P91yGS04O7N8PGRlgs6lBl5gYtQxB+/YSfBFXTIIujVRlZSUZGRmUlZURGxvLrFmz3NIjRKPRYDAYMBgM/POf/3SVwXL3btuIiAgcDgcGg4HAwEBycnKqPeZqSqhoNBr0ej16vZ7i4mJeffVVdu/ezYwZMygqKsJisVBYWMjs2bMJCAjghRdeYM2aNQwYMOCK35PwvPNL7T3yyCOsXbvW9TuWnJzs6eF5TFlZGadPn6Zv376MGDGChIQEtwY5hRDuIZ/nL0/KIwohhPBaiqJuB9fryTh5kunTp1NcXMyqVas8PTIhhKiitLQUm81GSEhIrSu+1GauUllZSUVFhVt6szSIo0dh/Xo1yyUyEsLDwW6HY8fUr759oXdvmaiJKyJBl0bKarVSUFCAzWbj7bffdluPEI1GQ/v27V1lsF577TXXfe7cbWs0Guu1rJFWq6Vjx45UVlZiMplYtGjRJR9/dhFHNG713YeosQoICCA6OhqtVktAQIDbg5xCCFFfFAWczqoNJqU8ohBCCK+TlQV79qg7pvV64jt1Yum8eQwaOtTTIxNCNCOVlZXk5uZiMpkumjlis9k4fPgwVquVNm3aEBMTU+PjiouLsVqtREREXLTs2IVatGhBQEBA4yiJXFYG332nZrd07HjudqMRAgIgPx9++EFN8YmNrfZ0RVEoL6/Ax8dQp1JqovmQoEsj5evrS1hYGGVlZYwdO5bp06dXub+2PUIyMjKq7MCZOXMmaWlp5OXlkZKSgslkYtSoURiNRvr161cvTebri06nq7ceLcK71UcfosZMr9fTtm1bTw9DCCHqxOGADRvgzBk4c+YjjhzZxUMPPSTlEYUQQniX06fh66/P7ZS222HrViguVncPCCGEmzgcDkpLSzGZTPj4+FS7v7CwkIyMDFd/FJPJVO0xym/nJeUS5yeHw8GxY8coKSlBp9MRGRlZq/Gd3ejZKBw7Bnl5VQMu5wsPh4ICOHy4xqDLt9+eYfv2Um691Yd+/VrV71hFoyRBl0ZKr9fTsWNHnE7nVQUW4uPjWbp0KYMGDQJwNXifM2cO6enpHDp0iEGDBjFgwAAGDx7cqIIuovlwOBxkZ2ej0WiYO3duvfQhEkKIxqqxll4sL4fjx9W1rAceGMrzzz9BTEyMlEcUQgjhXVJTobAQOnc+d1tAgLpQV15e+9cpLVW/AAIDQfqBCiEucOLECXJycvD39ychIQHjBV3t/fz8CAkJwdfXF4PBUONr+Pj40KFDB1d5sZpotVpCQ0PR6/X4+fm5+214h5Mn1ayWS23QDQ2FzEyorFR7vZznyBEHR49qaN26kn796neoonGSoEsjptForjjgUllZWePz7XY7Y8eOJTMzk8TERNavX0+PHj0AJGtEXJX6XPQzm82cOHGCVatWsWHDBsxm81X3IWrKWWBCiOalsZZe9PeHm2+GoiKIj1cnf1IeUQghhNc5dUoNkpwnv6KCiZ98wu6TJ5kxYwavvvrqpZ9/6JAapLFY1Nv8/dXd1507q6VthBACKC8vp6KiApvNRmVlZbWgi7+/P926dQO4ZMmrwMBAAi84b51Po9HQunVr9wzaW1VWVq1hXBOdTn2c01ntrj/+MYQ2bcro3r0RlFITHiFBl2bIarWSnp7uypY5vzaj0WhkwYIFrFy5ktWrVxMbG0tWVha9evXCWcNJRojaqs9FP39/f8LDw3nuueeYOXOm63f6avoQSRaYEKKpaYylFzt18vQIGpcLNwh89913rg0Pw4cP5+6772bixIl8+umn7Nq1q/GUfxBCCG8WGqr2cjlPuK8vix57DAYOhHbtLv7c1FTYvFnNcAkPP1fCxmyGHTvUYEy/fhcvfyOEaFZiYmIwGo34+/tfdFNpc+8vUllZCXD5PjTh4XDgwKUfYzZDTAzUkDUUH+9DfHz1Em9CnCVBl2aooqKC8vJy9Ho9ubm5TJ06ld27dzNjxgyKioqwWCwUFhYye/ZsAgICeOGFF1izZg0DBgzw9NAvq7GWUGlOrmbR7/x/3+HDh7N582bXwlHnzp3ZsWMHQ4YMIS4uzu0lxWqbBZaYmIjRaMRut/P++++zc+dOZs+eXWVMsuAlhGgIW7eqfSFvuUVh4sQJUnqxGbhwg8CFGx7uvvtupk+fzsmTJz080uZj8eLFfPfdd+zcuZPDhw/jdDovWUNdCNEIdeqkZqlkZ6s9XSoq4MQJaNNGXay7mOPHYeNGtbTNBbsMyvz9uXX6dCbfdRdrli2DNm3wi4xk9uzZ5OTk8NJLL6HT6UhMTOS2225j9uzZHD16lIqKChYtWlTtMT179mTcuHFV5sZr165l/vz53Hvvvbzwwgv1fJCEEO5wuQyVxsLpVHvY6/XQty+4K05ktVo5fPgwWq2Wjh071tjTxqVdO9i5U02rr6nMmt2ulojs0sV9AxTNigRdmqHAwEA6duyIVqslKCiIRYsWXfLxKSkpDTSyq9dYS6g0ZRUVFVitVgICAnj11VevaNFPURQcDgcPPvhglX/fpUuXVlk4uuGGG3jrrbeYP3/+FY/1+PHjOBwO2rRpU+UCXdsssLN/L6NHjyY7O7vGMcmClxCivikKlJSo6z7z5s1j3bp1FBcXX3XpReHdLtwgcNb5Gx5Ew5oxYwb5+flce+21lJWVkZWV5ekhCSHcrW1buO02+PlnNdii16tlwfr2VfsF1ERR4Ndf1d0R7dtXu/utzz7jsb59KTAaqbDZWPrEE8z85Re2bt3Kxo0bmTBhAt26deOJJ56gb9++7Nq1i+XLlzN//ny+//57Nm3aVOUx//rXv6rNje+99178/PzYt29f/R0bIUSDKCoqwuFwEBYW1igyXZxONcHP3Ut0NpsNi8WCTqejoqLi0kGXyEjo2RN++EEtIRYWdm5AZrPa86Vr10tnKwpxCRJ0aYY0Gs1Fm2U1Vg6HA7vdjo+PDxqNplGWUGmqjh07RlFREevWrbuiRT+Hw8Hx48cpKioiICCAtm3b1tviUWlpKadPn3YFUZKTky+bBfb5559zyy23YDabCQoKAiA1NRWbzUZcXJzbxyhEU+XtWWKXyrQLCAhgx44dVcZbUFBQbUdpQ9Jo4Pbb1QnNgAFJjB2b5Lrvakov1vU4eLum8H6OHIH//e8jDh/exUsvvVRlg8DQoUOZMOFclpNoeJs2baJ169ZotVruv/9+CboI0VR17ao2ICsoUMvQhIdfejUxL09tzlxDv5Zvd++ma1wc5RUVhAcF0a1DB8a89RaFkZG0bt2arKws4uLiXPPb/Px8IiMjAWjTpg1ZWVnVHnOWzI2FaHrKy8vJyMigsrISg8HgWpfwZno93HWXOmdxZ4woKCiI9u3bo9Vq8ff3v/SDNRq48UZ1ML/+qmYsajRqUNzfH669Fm66CS4VuBEXlZOjbgBs6q2BLkWCLqLRUxSFI0eOUFJSQuvWrZk1a5aUUPEiPj4+mEwmXnjhhSoNJGu76Gc2mzl16hQ+Pj6cPn2auXPn8uCDD9bL4pG/vz9hYWEoikLr1q0vmwU2b948Dh06RHl5OXPmzOH06dMMHjyYZcuWsXDhQrePT4imzNuzxC7MpLxcpl1YWJjHsy0vtrn2atT1OHi7xv5+KirgzBm47bahPP/8UF555ZUqGwTOz3JKT0/nueeeIzk5me3btzNmzBimTp1KdHS0p99Gk9a2bVtPD0EI0VB8fKC259TiYrBaoYZNWpv27aOsvJwDJ07gazTyn9deQ5uezutHj5KQkMDhw4fJyspyLayGh4dz5swZAI4fP84111zjyso/f/FV5sZCNE0GgwF/f38qKysvndnhZepjqFqt1hWEvpDD4cBsNuPn53fuOOn1auCla1c1U7G8XL0tOhoiItw/wGbk1CkJukjQRTR6iqJgt9ux2WwsXrxYSqh4mdjYWKKjo6v0PakLjUaDRqOhsrKSzz77jO+++46KigrS09OxWCxVFo5KS0uZMmUK+/fvZ8mSJTzzzDN1+llGo5HOnf8/e/cdHlWZPXD8Oz29F0ISSOhdZAVW7I0VBAwCy+6qKD/LWiNGURQsiCzKUlQQkQVBwAaoIIIugqCIuChgASEhQAIppCeTySRT7++Pa0JCKAGSTMr5PM88kJk7M++dTO7Mfc97zula9bznUl5eTkVFBWFhYdx444106NCBfv36MWTIEBITE5kyZQpWq7XWmGTCS4jTa4pZYooCubnqYic/v/Mv09QSVpS6XJCaqp6DxMVBYGDLK1fVXPfHYICePU+etL766qs1bk9MTCQxMbHGdUlJSSQlJTXWEMVFsNls2Gy2qp/NZrMHRyOEqFfVyhOfavqddwKwbMsWwgICeOH998k/fpyIfv3o27cvERERTJo0Cb1ez7333ovRaKRfv3489thj2Gw2HnroITp27Fhjm8rFYdXPjX/++WfmzJlDUVERUVFRjBo1qrH2XghRj+x2HQEBXQgPV9Drm+85x7mUlJSQm5tLZGRkjYByXp6NffssmEwaLrssCKPx9K9BZmYmGRkZBAYG0r17d7RaLW63G5fLhcHfXw28iHrTvftZP+paBQm6NGFHjhxh+vTplJSUsGbNGmbOnElKSgp5eXksXboUk8nEQw89hNFo5Nprr+X222/39JA9QqvV0qFDB8rLyxk4cCBTpkypuu1iSqiI+qHRaC444AIQGBhIbGwsRUVFPP7448yaNavG4506cfTee+9d8HNB3YItlXx8fPDx8SE/Px9vb2/8/f3Jzs6utd2pY5IJLyHUL2CZmbBx43IOHNjDyJEjm2SW2JEj8NVXEBys8OOP51emqaWsKP31V7XPr9MJcXEKu3Y1/3JVubnwyy/Qs6fC66837/1p5Ep7ohHNmDGDqVOnenoYQoiG4O0NOp26DNhgOO0md99wAwDD+vSBjAwYPRqAtm3bsnz58hrbnnpucbptcnJyavx8+eWX89lnn13UbgjRkikKZGWpi6+aaoV+txs2bYKMDA3XXquhZ8+Lf8ySkhKKi4sJDQ1t9JLOZ1NSUsKJEyfw9vauCrrYbG4++CCXgwed6HRQVOTkllsiTnt/l8uFy+XC7XajKAplZWUcPXoUu91OeHg4MTExTaIfTmYm/P67Wt2sOSfbeHl5egSeJ0GXJqxDhw4sWbKE0X98uXrqqacAmDt3LqmpqSQnJzN69GiGDx/O2LFjW23QpXo99lGjRrFx40aP1dAX9U+j0RAdHU10dLSnh1KLr68vXbp0wWq14u3t3aS+kAjR1GVmwn//C3Fx47jvvjuIjo5ukllibrea6bFx4zx++20zFktJnTLtbr311lorSptrtmVOjlqWPiYGVq+ex6FDdX8dzjfjsLE4HGC3w6JFNctvNdf9EQ2ruLiY1157rc7bJyYmEhISctHP+8wzz9SYSDWbzU0qE1AIcRGiotR+Lnl55y5JVrlNmzaNMzYhBKCWcN28WV3g0pQTwVwudXGUy1U/j5eZmUlOTg4ul6tJzXFERERgMplq9KguKXGQne0iJkZLfr7CsWO2M94/OjoaPz8/fHx80Ol05ObmUlJSgre3NydOnCAkJOTcfWAagd2unqs4HJ4eibhYGkVRFE8Poqkxm80EBgZSUlLikQZUleWyDAYDWq2W0aNHs2bNGux2O48//jjp6emsXLmSt956iyFDhtC3b1/+8Y9/8P777zf6WJuS6vXYQa2h/9FHHzXrki6ieWoJjZkvhqePoU2JvBZnVloK33+vljJvypncbre6ws3Pr+mucGtoBw/C11+rpee7dYO//EUtddzcnWVx8Vm19mN8Y2oqx9C0tDTi4+PrvP2hQ4fo1KlTreuHDRvGhg0buNDTr6byeggh6smvv6pL1GNjwcfn9NuUlalfRAYPhl69Gnd8LYwcQ0+S16JuKipg+3YIDYWmnBBtsUBRkRqbvYgiI1VycnLIy8sjOjqa4ODgi3/ABuRyKbz7bjZ799rw8tIwfLg/V18dWqf7pqWlkZGRgdFoRKfT0aNHjyazSO5Cz1NE46jrMbQFnDK3PNnZ2WRnZ+Pn51fjhM1oNPLmm2+yatUq1q1bV9Ucr2/fvrhbYaE8l8uFzWbD29sbjUZTox57S6ihL5qv5t6YWYjG4O+vTt43dZUZHq1Zt24QEAA2m3oyd+jQAV5//XXy8/O54YYbKC8vZ+XKlSxfvpxevXpRVlbWLMqfXuiJjBzjW5+4uLgLDpQIIcQZ9eihZrHs3QshIeqlcsbU5VKX2RcXw5/+pBbHF0I0Ki8vuOkmT4/i3Pz86rfcbGRkJJGRkfX3gA1Ip9Pw979H8qc/leHlpaVz57pnqkRFReFwOKioqKBNmzZNJuACEnBpKSTo0gQVFRVhsVgoLCzk3//+N3v37mXGjBkUFxdjtVopKipi9uzZ+Pn58cgjj7BhwwaGDx/u6WE3uqNHj1JUVERMTAyvvfZaVT32llJDXzQvDoeD3NxcXC4XwcHB+Pv7N9vGzEIIcaq2bdWsH4sF4uO7s3DhQtxuN+PGjWPlypU1Gnx/8sknraL8qRzjhRBCXBS9Hq6+Wl3ZsG8fHD588jZFgfBwuPZa6Nu3fpavCyFEC+TtreOSSwKw2dRqCn5+dTtkmkwmOnfu3PADFK2WBF2aoDZt2uByuQgICGDRokVnzdZYunRpI46s6VAUBYfDgd1u5z//+U9VPfYdO3awYMGCFlFDX6hO7dmzcOFCsrKyUBSFadOmNZkePseOHSM7OxuNRkN+fj7vvfdes27MLIQQ1ZWXwzffQHo6mExQUfEZ69a9xZ133llr24yMDHr37g2ArgVNEp04AT//DH37KsydO0mO8UIIIS6ewQD9+0PPnnD8uLq6AdRZw3btQM5lhWjVnE4nGRkZOJ1OoqOjZX7rDI4fh2+/VYMubdrA9der8ezWIjkZjh2DK644c7VK0fgk6NIEhYaGEhISgkaj8fRQmiyNRkN8fDwREREMHDiQ559/vuq2F154wYMjE/Xt1DIuX3/9NWvXruWxxx7j6aef5tVXX2Xjxo2sXbsWRVGYO3duo4/R7XZTWlqKj48PPj4+vP3222zdupWysjJpzCyEaBH271dLz0dHg9kMJtMIVq0awd/+dgv/+Mc/amzbUsufFherl3nz5lUt9pBjvDiX9evX88svvwCQmpoKqFlSAEFBQTzyyCMeG5sQognx8YGuXT09CiFEE2M2m8nKysLpdGIymYiNjW3Q58vKyqKwsJB27do1m34/jpxC9q1IR59TTmxsMCm/x/FTgDfXX3/u+yqKQklJCS6XC39/f4xGY8MPuAFkZ6vnKWVlEnRpSjSKFCiuRZqKCeF5iqJQWlqK0WjEy8uLRx99lNtuu40rr7ySH374gYkTJ/LKK6+wYsUK7r77bjZt2sTBgwf56KOPPNLL58iRI2RnZ6MoCv7+/nTt2hUvL69GH0dTIMfQk+S1EC3Ftm2wYsVa9ux5k7S0/bhcbry9tSiKE6PRiMPh4Nprr2XKlCl06NCBRx55BC8vL6688soWU17M7YaCArWZqrSMaxwt4Rh699138+677572tvbt25OWllbnx2oJr4cQQniKHENPktei+SgrKyMlJQWn00l8fDxhYWEN9lyKovDbb79RUFBAp06dGjzAUy+OHqVi49f8/HUhBi8dXkY3xw3xOK65ieG3n/u9nZWVxbFjx3C73QQGBtK5c+dmGXix2dSAS0iIp0fSOtT1GCqZLkKIJikrK4uMjAyMRiNLliyhR48eGAwG3n77bRYvXsyrr77K+vXrGThwIGvXruXWW28F8EjABaBdu3b4+PjgcrkICgpqtQEXIc7m1HKBTaU8oDi3Nm2gd+8ELr00gYKCIrZseZQOHUwsW7aEMWPGoCgKH3zwQdUxuCWWP9Vq1fL6QpyPZcuWsWzZMk8PQwghhBDNkK+vL927d8flcuHTwCkMGo2GmJgYAgICCA0NbdDnqhc2G3z/PUZXObqe3Ug7Bt56J75Zh4iriASuPP39SkogKwvFZqP0yBG8fH0xxcZSVFyMxWIhpBlGLkwm9SKalhYVdHn77bf59ttv2b17N4cOHcLtdiOJPEI0T2VlZdjtdj788EO2bt1KRkYGP/74Ix9++CFGo5G///3v3HzzzaxcuZIBAwbw6KOPsnPnTo+NV6/X06ZNG489vxANoXqQ5J577uGbb75h9erV7NmzBz8/P3bt2sXs2bOJjY1l1qxZ53y8U8sFVk5EjhkzBrfb7bGgaWtV1yCYokBgIMTHq6Xmv/32Zdq0gcTEh9m+fTs+Pj60a9dOfn9CCCGEEELUs8Zc0BkSEtJ8gg65uZCbiy0yGn9bOf7+Ovz8DES3DSNGkwqOgWrfrEolJbBnD6SmQkkJGo2G4Nxc9A4HzuhofLp3x1B9eyEuUosKusyYMYOCggIuvfRSysrKyMjI8PSQhBAXqE2bNjidThITE3nuuedIT0/nxIkT3HrrrWzbto2tW7cSEBDAQw89xIIFC0hISCApKYm5c+eetrnckSNHmD59OiUlJaxZs4aZM2eSkpJCXl4eS5cuxWQy8dBDD2E0Grn22mtbTDkcIS7GqUGSJUuWkJmZWXX7gAEDePXVV5k/f/55Pe7LL7/Mww8/DMD27dvp1q2bTNh7QF2CYBYLbNiglhcLDFT49den8fLK4KGH7sNsNrNgwQJiYmJ46aWXPLovQgghhBBCiNbleEYZG/9bQGaOnpBQF716mmjfGTj11LKoCL76CtLS1BT+Ll1AoyEoLg7XsWOQnU2UVot/jx7g7++BPREtUYsKumzbtq1qpeWwYcMk6CJEMxYQEECPHj2qfvb29qZdu3aUlZXx5z//mdmzZ6PT6QB44YUXzvl4HTp0YMmSJYwePRqAp556CoC5c+eSmppKcnIyo0ePZvjw4YwdO/aigi5SQqn5k8zJmqoHSS5URgb4+yv861+TGDJkCP369WPbtm2sX7++TlkyzV19Zw3Vp7MFwTIz4bff1N/f77/P49dfP0CrreDYscMcPHgQl8tFfHw8ZrOZefPmnTboXWn8+PEYjUbsdjuLFy9m9+7dtfZ58uTJNV4XIYQQQgihknOUhpWTAzodNGDbFFGfIiJILQ7EeSyXgrIYjMZy0o+UUhFWgdc115zMcnG74bvv4NgxNdjyxzwSgNFoJKpTJ+jUCdLT4Ztv1MYo0utI1IMWFXSJi4vz9BCEEA3E29sbb2/v864tqigKVqsVLy+vqiANgN1u5/HHHyc9PZ3x48ezZcsWevfuDVBjuwshJZSav9aeOWmxQFYWtG2rMG3aySDJhSotheRk2LBhHt98s5mSkhJ27NhRlaX24IMPnjFLraU4V9ZQVlYWGo2G9evXM2DAgAYN1rrd8OOP4OursGLF2YNgISHqOUhZGQQHJ/L884lccw3oL+Ab5K233sqGDRvYsWMHH3zwAQcOHGDXrl1ERkYCsGvXLlJTU5tl80ohhBBCiIbW2s9RqlMUdY7cYIDo6Pp5vN9+U+fjr7vu4h9PXLjycti9G9q1Uy9nZDLhc8NVBKRuoLfjAH4uBx1NNlyxf4ZLLjm5XXY2HD2qPtjZ5nratVNPWtPSoE+f+tod0Yq1qKDLhbLZbNhstqqfzWazB0cjhKhPWVlZZGVlERISQseOHauuNxqNvPnmm6xatYp169YRExNDRkYGffv2xe1218tzSwml5qu1Z07u2qVOymdmzmPHDjVIkpqaitVqZefOnUyYMIGXXnoJi8XC1KlT2b9/P4sWLeL+++8/7eP5+an9QKZMSWTOnMSq6+uSpdbSnClrKCEhgb59+zJr1iz++9//NmiwtrxczVz573/nsXv32YNg4eEwahTccov6e/TyAo2m7s+lKCe3T0hIoFu3bjidTrZu3cqSJUtITk6u2rayXN2wYcPqbV+FEEIIIVqK1n6OUl1WFnzxhdo8fNQotf/gxdBooFu3s8/Ji8ZRVKRm28M5gi7AgL/3pX2fCEp/201FUTZhXTrg/ec/qyculY4cAYcDTlngV5kkVnVuo9GopcV+/x169QKZuxEXSYIuqKsFpk6d6ulhCCEagM1mo7y8nBMnTjBz5kz27t3LjBkzKC4uxmq1UlRUxOzZs/Hz8+ORRx5hw4YNDB8+/IKey+VyUVhYiMlkYvr06a2yhFJL0dozJwMD1bT6m29O5I03EmvclpSUVOPn995775yPp9FAhw71OsRmo6ICTpyAmBiFyZPPnTX0ww8/sGjRIqDhgrW+vnDNNXDTTYkEBJw7CObvf7K08YEDB3j99dfJz8/nhhtuoLy8nJUrV7J8+XJ69epFWVlZVX+s/v2vpXv32/nxx+UcO7aHkSNHsmLFCgIDAxk3bly97pMQQgghREvX2s9RqvP1Vc9ZvLzUwEt9iImpn8dpThQFjh9Xs9ubSmXfqCi4+moICjr3thoNtOnVlja92ta6zeVyYbfb8SoqQnOaigqHD6uxmG7dqgVefH3VFH+7XX1zCXERmlzQpbi4mNdee63O2ycmJhISEnJRz/nMM8/UmEQym83ExsZe1GMKIRrekSNHmD59OiUlJaxZs4aZM2eSkpJCXl4eS5cuxWQy8fzzz7Nz505iY2OJj48nJSWlRh+BlStXAmofgR07dlxUH4GioiIOHTrEunXr2Ly5dZZQau1aSuZkv37ql09fX0+PpPlLS4PiYlixYl7VcaF61tA//zmBxMSXCAoqZeTIkdhsNn766SfMZnODBmsvtFZ19+7dWbhwIW63m3HjxrFy5coa7/NPPvmkqj/WqFFjueSS2xkxYhwHD97B6NHRREWF065dOyIiIkhJSWHPnj2kpKRUZUotXryYrKysqmyqtm1rn0AJIYQQQoi6aynnKNUFBakZLlrtydYd4vyZzWqrk6KimhW5KhUUQEmJmnFyIeWFL4RGowZeLoaiKBw9epSioiI6FBcTepreRwaj+lxHjqjna716gakyTf98UvuFOIMmGXQ5n6yTO+6446KDLiaTCVN9hcaFEI2mQ4cOLFmyhNGjRwPw1FNPATB37lxSU1NJTk5m7NixrFy5krFjxxIQEEBWVlZVCZv58+dXPVb//v1ZvXo148aN429/+9sF9VPw8vLC39+fBx54gFdeeQXNHx/UjVVCqXqj7lGjRjVoTwhxei0lc1KjORlwkffVxYmLU8sIP/tsIs89Vztr6MQJdSHV2rVv4O3tzdVXX012djbPPfdckwvWVp6DfPbZZ7z11lvceeedtbbJyMio6o9lMukYOFDd/4ICLaNGPcOPP75LTEwMn3/+OVarFYPBwIABAxg2bBgpKSkcPXqUdu3aMWDAAAm4CCGEEELUg5ZyjnIqmca7eAEBEBsLZ2qdq9E0nypb1csaA1RUVGC1WqkICICcnFrbt/+jdNl33zkoKrLRrp2J8LIS9QWRHpOiHjS5oEtcXBzKaSKQQghRye12Y7fbMZlMVYENALvdzuOPP056ejrjx49ny5YtVZN/ZWVl2Gy2M2axJSQksHbtWqZNm8aLL754Qf0U/Pz86NmzJxqNpsa4GsupjbobsidEcyCZk/VD3lcXx8tL7WdzJm3aqP8mJiaSmNh0+938+qt6iYqCm28ewYgRI7jlllv4xz/+UWO70/XHatMGBg+G0aMT8fW9+HJ1Dal6kPGee+7hm2++YfXq1VVZkLt27arKlJSSkUIIIYQ4X3KOIpoSjQbatz/z7SEh6qUpq6iAb7+FvDy1YkP37qDRaIiPjyc8PJwgh0NdBWY2q1GmU0RF5aHTmcEZqK6GUx/AA3siWpomF3QRQjQNTXni6dixY+Tn59O2bdsaK6GNRiNvvvkmH374Ie+99x6HDh3ihx9+ICkpid9//51PPvnknI89c+bMqibXF9JPoSlMQFdv1N1QPSGaA8mcrF/yvmq9LBbYtUs9odmxYxvvvvsJ3t42hg4dyrvvvsvnn3/OgQMHmDJlCrfddlut/lj1USKgsZwaZFyyZAmZlZ084bSZkkIIIYQQdSXnKELUr6NH1cVhRiP88IO64M3LC3x9ffH19VVTYLp1gx9/VDc6pVdLSIg3WsWKT06OGnA5WxRKiPMgQRchxGk15YmnyjTREydO8NJLL7F3715mzJhBcXFx1fV33303AwcOZP78+QwdOpTLLruMxMREpkyZgtVqZerUqezfv585c+YwePBgPv30Uz777DMGDhxImzZt2LZtW4P2U6hPZWVllJWVERwczJQpU6oadTenfWgIkjl5cQoL1QVBXbvWbADf2t9XrZHBAD4+kJ8PvXpdy4gR11J9ceRdd91VY/ulS5c28gjrX/UgoxBCCCFEfZFzlPrjdsPBgxARceH9CkXzZzKpl5ISJ4GBDnQ6L6BapopGA5dfDjYb7N8P3t4QHq7eyekk2GYjyOFA07UrXHddraCMEBeqRQVd1q9fzy+//AJAamoqoJ40AwQFBfHII494bGxCNFdNceKpffv2hISEEBgYyMKFC2vdXlZWxtGjRwkKCmLZsmVV5ZCqqyxhc+jQITIyMnA6ncTHx9O+fXv+85//sGDBgibXT+FMjh8/TmFhIdu2batq1L1jx45mtQ+i6cnMVJsmzpo1T95XrZzJBDfeqDbZDAyEmBhPj6j+VVRAWRmEhChMmnQyyFjd+PHjMRqNFBQU0K5du9NmfE6ePLlGVqgQQgghhGgYFova6N3plKBLaxYXBzfe6GbfvuMEBRVRVBSDt7c3FouF0NBQjEYjismE6+qr0cfGwu+/w4kT4HCoDWtCQtBcfz107Qr+/p7enVrKytSqZ8HBnh6JOF8tKujy8ccf8+6779a47rnnngPUSVoJughxbg6Hg8LCQnx9fZk2bdppJ548zdvb+6wTvb6+vlW9Vc6lbdu2+Pj4MHDgwBpp3k2tn8LZhIWFodfrSUpK4tlnn626vjntg2h6unVTy95eeWUikyY13V4jonFERKiXlmrrVrW/5vHjJ4OMqampWK1Wdu7cyYQJE5g+fToWi4URI0Zw4MABunXrVivjc/r06TWyQoUQQgghRMMICICePUHWubRuWi106aLgcpVRWmpDURQyMzPJy8tDq9USGRlJWloaJSUlxMXFEdStm9oAxm4HvV5tWlPH7JaSkhLMZjMRERGNUrLP5YIvv4TycrjlFgm8NDctKuhyphXtQoi6KygoIDU1lS+++OKME08vvfQSFoulqkTXokWLuP/++z099Brq2si+qs5nMxYWFkaYLO2pV5I5qZaUCg319CiEaBz+/mpm18MPJ/Lcc4k1bqveePbgwYNce+21VVmWaWlpjTlMIYQQQrRico5SW1Nv8i4ah06no2PHjlRUVBAYGIhOp0On0+Hv74+iKFitVsrKyqioqICgIGjT5oKeJycnh5ycHEwmExGNsCJNqz2ZfGM0NvjTiXrWooIuQoiL5+fnR0hICI8++ijTp0+vcVv1iSc4WaJLiJZGMieFaF2uuEKtC67Tnbzu8GG18kBy8nJ+/XUPI0eOZMWKFSxYsMBzA20C1q5dy4YNGzCbzdxzzz188803NUqqna7smhBCCCEunpyjiJYuJycHq9VKdHQ0xvOMMlSviHLqwtT4+HisVitBQUEXNb42bdrg4+Nz0Y9TVxoN3HRT7fOUn39Wq6Nddpm6jWiaJOgihKjBz8+PHj16eHoYQniUZE4K0bpoNDVPZAAmTBiPy2UkJMTO0qWLaNOmDQEBAfTv358NGzZgtVq57bbbOHToEO3atSMxMZE5c+bUyApt27atZ3aoASUkJJCQkEBRURFPPvkkS5YsqVFSbcCAAbXKrgkhhBDi4sk5imjJ3G43J06cwGKxEBAQQGg9ll3w8fHBx8fnoh8nICCAgICAehhR3Z3uPKWwUO1lpCgSdGnKtJ4egBBCCCGEaH7Gjx/PP//5T8aPH4/L5WLXrl2MHTuWJ598smqbyZMn06VLFywWiwdHemHWrl3Kxx+/TWhoACdOnKCgoICtW7dy0003ERMTQ5cuXdi3bx9///vf+b//+z9AzQhNTk5m8eLFLTLgUt3LL7/Mww8/7OlhCCEEAO+88w7XXHONp4chhBDiAmm1WmJiYmjfvn2jBzaam6uugmuvVcuPiaZLfj1CeMjatWu57777GDt2LJs2bao1MXW6ySshhBCiqVi6dClvv/02AQEBZGVlVWU4VDd9+nQGDRrkoRFeHJ0O0tMPYrPZiI2N9fRwmoSiInA4FJ5++mmGDBlCv379PD0kIYTgyJEj5OfnEx4e7umhCCGEuAihoaHExMRgMBg8PZQmzWCQHi+VFAUKCtQSbE2NlBcTwkOkPIcQQojmxmJR6wcHB6s/HzzYcoISZjNYrTBjxmNs2bKlqjlmTEwM9913H/7+/iQmJnp4lJ5TUgJpabBmzTw2b95MSUkJqampWK3WGiXVLBYLU6dOZf/+/SxatIj777/f00MXQrQ0WVnqxcsLd6dOzJ49m7lz5/KPf/zD0yMTQgjhIZWT735+4OXl6dHUr8JCNahQrU2N+ENODuTmqudy8fGeHk1NEnQRwsPquzyHNLgVQojW4cCBA7z++uvk5+dzww03sGvXLoxGI3a7ncWLF7N79+56Pd5bLLBuHWzduhzYw513tqzG8l99pe7j5MmvM3eum6ioKAIDA+nSpQtTpkzh3nvv5dlnn+X333+vCia0hh4ulfz91ZPYp59OZPr0msGnpKSkGj+/9957jTk0IURrcuIEbNwIhYUs37OHVWlp2Pz9eeqpp/jll1/YuHEjQ4cO9fQohRBCNLLkZNi6Fdq2hWHDavdBaa5sNvjvf9WgS0IC+Pp6ekRNS2ioGnBp08bTI6lNgi5CNLK8vDzKy8uJiIjghRdeqPfyHJJBI4QQrUP37t1ZuHAhbrebcePGsXLlSgAee+wxsrKyyMrKQqPRsH79egYPHnzRQXiHAyoq4NJLx3HzzXdw5ZXRDBkyhMTERKZMmYLVaq2V4dCcghIxMZCfrwYWtFotd9xxB7fffjv9+vVj+/bt9O/fn2nTptW4T1JSUq2AQ0ul1ULnzp4ehRCi1TtxQq112L0749q0YZzdDv/4B/j4kJGRIQEXIYRopWw2KCtTM9fd7pYTdDEY1ICC0wkmk6dH0/QYDNCli6dHcXoSdBGiETkcDjIyMigtLWXFihX1Wp7D6XRitVrx8fFBr9dLg1shhGihCgvVjIyYGPj888946623uPPOO4Ga5b5iY2Pp27cvs2bN4qOPPrroIHxwMNx8M9jt0L69luzs7FrbnJrh0JyCEt27q6ukjEaFp5+eVLUoYtu2baxfv16yQ4UQoinw8lJn0vLyoLhYXdL8R2H7NWvWeHZsQgghyM93UVjooFMnr0Zt9N6jB/j4QEiIOhHfUmi1cMklUF4OepnFb1bk1yVEI9Lr9cyYMQONRoPRaGTXrl01yr8kJycDMHny5Bqrkc9FURSOHj1KQUEBISEhLF68WBrcCiFEC1C9ZOSoUaNYv34jGRkGNBp/3n57DiNGjGDEiBHccsst9OnTh9dee61Wua8ffviBRYsW1ct4oqPr5WGaJJtNzeR5442TPUt27NjBggULSEhI4MEHH2Tu3Ll4e3t7eqhCCNF6deoE/fvDoUPq6oMrr5RZKCGEaCLsdoXly3PIznYyapQ/f/5zcKM9t8HQcrOy7XY1i0dRQKPx9GhEXcm3EyEakUajYdWqVcDJ8i+nW2k8ffr0GquR68Jms1FeXs7SpUvZsmULZrP5vDNoTp3c27hxIwaDAX9/f+bMmVM/L4IQQog6q10ychnr1sErr4xh166vmTdvLTabjaFDh3LTTTcxZMgQ7rsvkdGjp+DvX8ZDD43EZrPx008/SSD+HMLD1UtSUiJJSSd7lrzwwgseHJUQQoga9Hq46ioYOFD9f2MuoxZCCHEOChqNA63WiUbjOu0WBw4Us2+fmZ49/enRo/GCMs1ZmzZNs2eJODsJugjhAdXLv9QHjUZDXFwcwcHB9O/fnxkzZtS4va4Nbk+d3Fu2bBkAY8aMwe12o5WTmmaneiDtnnvuueieDkIIz6gsGWk0QlDQdi69NJKvv36PkpIS1qxZw5w5c4iKiiIpKYnU1F789BMcPvwGXl7eXH311bjd7lr9Vc63jKUQQgjRZPxRUkwIIUTTYTRqGTcunMJCG/HxAbVud7kU1q8vYd8+F0eOlNClSyB6vcwziZZJgi5CNLDKPi6rV68mPT2dv/71r6xYsaJW+ZeLtXnz5ouaXK8eVKneD2b79u1069ZNAi6NqD4DJbVXyV9cTwchROPIzVVLXcXGKkyaVLO/yJdfruc//5mHRqNh9OjRgBpcN5vNAAQFqbWM+/VLZNiwxBpNJOsahBdCCCGEEEKI0ykqUi9xcbUTDkNDfQgN9Tnt/XQ6DZGRXuTk2IiMNKHTyTyTaLnk3S1EAysuLiYrK4tBgwaRlJTE3/72N9xuN4mJiWRkZJCSksLkyZPZvHlzVc396quRs7Ky6vQ8CQkJ/Oc//2HhwoV89NFHTJ8+nUGDBlXdXjm5fqYx/vbbbxw/fpynn366xuTe2rVreemlly7+hRB1djG/yzOpHkgTQjR9330HO3fCv/+t9hdZs2YNzz03ldtuG0tqqoV77nmQ8vLy0973iitg9GioqFjLAw/cx9ixY9m0aROTJ0+mS5cuWCwWAHbt2sXYsWN58sknG3PXhBBCCCGEEM3Yrl3quUpe3snr7HaFbdtK2bChhIKC05cWAxg7NoKHH47kb3+LkP4kokWTTBchGpjBYMBkMuFwOPD29iY7O7vWNqeuNE5KSqq1GrnSubIgHnnkEfLy8s5rEq2iogKLxcKqVaukeXATcjGBEpfLhdlsxtvbmxdeeKEqkCaEaB769IHychgzJpGnnlL7i/z2GwQEvIDLBZdfDmc6JBsMasP7sWMTGDu26We6SRlEIYQQQgghmo8ePSA/X82ur7R3bymfflqM3e6mpMTGP/4Rcdr7enlp6NDBVOv6/Px8nE4nERERUmlFtAgSdBGigQUFBdGlSxdcLheBgYEX/Xinlot66623+P3330lNTeW9995j/PjxdOrU6bwm0cLCwtDr9fTr14/p06dXXS/NgxuXzWbDYrEQGBjI5MmTLypQUlhYyOHDh9m4cWNVIC01NRWr1So9HYRoBjp1qn2dVkvVarDS0gIeeGAye/fuZcaMGbRt25bPP/+cAwcOMGXKFHr37l11v6ae6SZlEIUQQgghhGg+YmPVS3WK4sLtduJ2a3C7nef1eDabjfT09KrFyvUxd9aQFEXB5XKh18u0ujgzeXcI0QgCAmo3ELsQbrcbjUaDRqOpmkQrLy/HbrezdOlSvv32W0pLS4mNjeWnn34iOzu7TpPrer2esLCwehmjuHAZGRnk5uaydevWiw6UeHt74+/vz8MPP1yrPJz0dBCieerSBdxucDigW7dQhg1bCMD48eNJS0ujd+/evP32Yj76aDejR/elqCibYcNu4R//+AeLFy/mvffeu+ATmOrZKKNGjWLjxo0YDAb8/f2ZM2dOvexfUw8OCSGEEEIIIU7v0kv9sVgqKCtzcvnlQafdxmZz8803RRgMGq6+OhidTl1RZjQaCQ8Px2634+Nz+n4wjc3lcuFyuTAajbVuy8jIoLCwkPj4+Hqb7xMtjwRdhGgm8vPzyczMxMfHh0WLFlVlQbjdbvz9/UlKSuK1115Do9GQlpZGUVFRrTIsMrnetAUGBuJwOHjsscd49tlna9x2voESPz8/evbsWe9jFEJ4jsEA1RJYqixduhSAxx57jH37sjCbB/D3v69lyZLr+OGHHzAajfTt25cff/yRAwcOXFCm26nZKMuWLQNgzJgxuN3uCyoBUFIC338PMTEKK1dOkjKIQgghhBBCNFMmk54brwlTayLv/R0iI6FXL6iWDXL4sIUvvjBjMmnp3NmbmBi1XrJGo6Fdu3aeGnotLpfCqlWZlJY6GDOmDcHBvjVudzgcOBwOnM7zy+gRrYsEXYRoBhRFISsrC6vVyrJly9i6dSulpaVVWRB79+5l2rRpUi6qmQsLC5OMIyHEBfnhh4NkZNjw8oqlRw/Izobo6CgWL15Er169/tjmB6Kjo1m8eHHV/c43GF89G2X79u1069btgmsu5+dDSgp8/PE89u6VMohCCCGEEEI0a3v2wPbtYDTCvn2gKHDppRw9Wsqvv5rx99fRp48ek0lLeHjtDJKmwmaDY8cMWCwKJSUKwcE1b2/Xrh2RkZFNJitHNE0SdBGiGdBoNPj6+mKxWBg3bhzTp0+vcXCXclFCtE6NUfJJNE3l5bB8+XIOHNjDrbeOZPr0FVxzzQJefXU5BsMe7r33b5waC3E4wGqFd95Zy/ffb2DDhs/p1asX2dnZXH755ZjNZkJCQsjMzOT//u//SEhIANT76HQKzz9/Mhtl27ZtrF+//qIa27dvD0OGwO23JxIWlljjNvlcE0IIIYQQopnJzARfX+wRMbiOpuOdlYWtRx/WrCnk8GGFoCA7990XTseOfrXuWlAAFgt4eUFExMleludSUgIBAXXfvi58fDSMHRtOebmL9u1NtW7X6/XSz0Wck7xDhGgm4uLiCA0NxWg0ejSaLpO8QjQdDVHySTQPP/0E8fHjuPvuO4iLi6Zr1yFs2JDIkCFTuOaaP/P443fxyy+/cPfdd/Of/yxlwYK1fPrpWtxuN4rSnQce+A/Hjw8nLS2Fe++9l4kTJzJmzBjefPNNSkpKmDJlCgkJCSgKHDigZqNU9prasWMHCxYsICEhgQcffJC5c+fi7e193vug16t9aoQQQgghhBAtQEQEpKZy7HAmrpJyOlweDmhwOrVoNA5cLh1ud81z1PJyteRwSoq62MvLS12cdfXVajDlbHJyoKhIDbzUd3WyuDg9Mm0uLoa8e4RoJnQ6HUFBQZ4ehkzyCtFEWK1qjw+DoX5LPommrTLwnZ1t5rrrRvH++xsZNmwYGo0/Y8bMISwMLrkEdu7cWXWfvXuha9fevPnmcwQFgcsFe/Yc4fffj9KpUyzZ2dlcddVVlJWVcc0116DX63n++ecBdcVYRAQ8/ngi//rXyWyUF154obF3XQghhBBCNDOlpeDrS60MbNFCXXYZuN0E/JZDqX8v9H+6BI1Jy223hbJnj5XoaAMdO9ZcRPzDD7B7N0RFQdu2UFGhLvpyu+GWW0CnO/PThYSo77GIiAbeLyEugARdhBAXRCZ5hfCcoiL4/HMICFD47rv6LfkkmrazBb5vuKF24Ntuh/37ITBQ7fOyfz+Ulr7Lli3zuOaaKeTlrcFisRATE8P777/PhAkTeOyxx0hKSuK6664DIDa2sfdSCCGEEEI0d0eOwLZt0K0bDBrk6dGIRuHlBVdfTcTVUD0O0rWrD1271q7YUlSkZrj8kSCDzQb9+kFcHBw9qp6/xMSc+ekMBujUqd73Qoh6IUEXIUSdmc1mAKZPny6TvEJ4kNutXj77bB4//7yZ0tL6K/kkmoe6Br7Ly9XayAEBcPiw+v+SkhJA4b//fQGbLY9vvy3nzjvv5KqrrqKoqAiLxcIdd9xx2uetXmLynnvu4ZtvvmH16tXs2bMHPz8/du3axezZs4mNjZXPBSGEEEKIVszlAqdT/VeI0ykrUys4BAWB2az2oLTZ1J+dTvV2IZorCboIIeqkoqKC1NRUPvzww3qv6y+EOD+hoTByJIwdm4iXl5R8ak0URWHSpLNnN82ZM4eVK1eyfPlyOnfuxYEDa9mzZwM2m5m4uHu45JJEEhISycyE//53NJs2rWHfvn289tprLFiwAKPReMbnPzXTZsmSJWRmZlbdPmDAAF599VXmz5/foK9DfRs/fjxGoxG73c7ixYvZvXt3reDR5MmTawSYWhLp1yaEEEKI+tapk3recq6+HKL18vEBb281wNKli5rdcuIEaLUu7HbbH+clMnUtmid55wrRzHhqYsRgMBAQEMADDzzAK6+8UrWiWiZ5hfAMOXlpni70GO50QmEhLFt27ob2SUlJVZmJJhOMG5dAbGwChYVFrFr1JAbDYDIzCzh4cDJpaXuZPn068+fPZ8iQISQmJjJlyhRizpbHT81Mm5Zg6dKlADz22GNkZWWdNng0ffr0GgGmlkT6tQkhxNm53dKTQojzpdGoPTdEy6cokJurVhcLDKz7/UJCoGNHtQel2awGXLKzIT29nJiYTDQaH0BqHYvmSYIuQjQznpoY0el0dJJimUIIcVFOPYYnJCSwYcMGVq9ezeDBg9m+fftpy3XFxMQyZcos4uPb0a9fP4qKirj++usZMmQIbrcbf3//M2Ya9umjpuZPmvQy0dEPU14Of/pTKFOmLKRtW3WbyZMnn3Xc6elqveXu3RXmzTuZadOSHDx4EJvNRmwrbmIj/dqEEKK2igr46iu45BJo187ToxFCiKZHo1EXe5lM53/fK65QA9ubN6s9Xry9oUsXDf36OfHzO3clFZcLdu9Wj9X9+6v3F6IpkKCLEM3Q+PHj2b17N3FxcbhcLhYvXsz+/ft56qmnWkUZFCGEaO4qJ7f79etHaGgogYGBrF69+qzluoKDYcyYBMaMqRl4z86GsWPH8Moryzhx4mcmTpxY47n0eoUNGybxxBNDCAvrh14Pl112fidFu3erK9A++WQeu3apmTapqalYrVZ27tzJhAkTeOmll7BYLEydOpX9+/ezaNEi7r///vp6yepVWRnk5MA33yznl1/2MHLkSFasWMGCBQs8Mp6G7JVzrsf+4YddzJkzi7S0NP71r38RFxfHzTffTGZmJjfeeGMD7bEQQjQfqanw++/qSu6YGMl4EUKI0wkKOv31mZmwfz/ExaklxE7l4wODB0PPnpCcrGbK9Ovni0bTA41Gc87nLSiAH39Uv99HRUHnzhe1Gx5XWgp5eerr1Zo/b9xuNZhXh7dAkyVBFyGaidzcXAoLCwkLCyMiIoI5c+awfv16Pv74Y1JSUtiwYQNvvvlm1faeKINy5MgRpk+fTklJCWvWrGHmzJmkpKSQl5fH0qVLMZlMPPTQQxiNRq699lpuv/32Rh2fEEJ4isWinmzExyvMnl27J4uiKOdVrqt6RsL7729HUboRFXU3TzwB77//LosXL2b58uW0b9+ewYMHs2bNGj777DN8fX3517/+hck0+LyC8927q40t//SnRDp1SqxxW1JSUo2f33vvvTrvh6ekpEBaGtxwwzjuuusOoqOja5RXs1qttYJHc+bMqRFgaluZJlQPGrJXztkeW21wO4CQkO588803rFmzhh07drB3714SEhL47LPPePnll/H19a23fRVCiOakogJ+/lldqHDkCBw7pk6ECSFES6Io6rHOz6/+gxa//AI7d6qlwzp2BJ2u9jYajRrUrlnhuG6z7cHBajCnogIiI+tlyB61f7+6OMzHB9q08fRoPMPtVt8zvr7Qt6+nR3PhJOgiRDNQWlrKb7/9htVqZfHixWzdupX09PSqxvYJCQlMmTKFsLAwj46zQ4cOLFmyhNGjRwPw1FNPATB37lxSU1NJTk5m9OjRDB8+nLFjx0rQRQjRalit6mXePLUnS3FxCd9+u4O3315AVFQUMTExdO/e/ayP8e67a9my5XN27fqOMWPG8MYbb5Cfn8/Ro9lMnPgTHTqAwQB33XUXd911F6Aef6+44gqeeeYZgKqJ98GDB59XcL57d/XSUsTHq69Vmzag1WrJzs6utc2pwaOkpKRaAab6Vt+9chwO9cRWqz39Y2u16sn13/8+Hj+/sqosmhdeeIHt27cTEREhARchRKuWmnpyovDYMfj1V7XEWGtefSyEaHlcLrW0l8Nx8jqb7fwy4wsKTt/HJz4eUlNL0GjyyMnxqdeFS6B+p7/ppnp9SI/q3Bn8/cHD03sNyulU3yunC8CBepufnxp4as4k6CJEE+dyuTh27BilpaX897//JTc3l3//+9+8//77fP/99xiNRgDS0tIuaAVsQ7Lb7Tz++OOkp6czfvx4tmzZQu/evQG1R4wQQrQWERHql+drr01k2rREUlOhpARCQoJZseJdYmJiePfdd89arsvHpwsxMX345ZcfWb16NX//+9/54osv8PHx5eOPH+Bvf3uNPXu86dsXnM6ax99K9T2p35xUL7M1atQoNm7ciMFgwN/fnzlz5nhkTFYrHDoEMTEKM2fWb6+cvDzYtAkiIxW++ur0j63RqKvH0tJq3rcyA+t8S5kJIURLUpnl4u8Per1atkayXYQQLZFeD1deeXISPCMDioshOlrNJKmLyjVMpwZd2ra1Y7cf4ddfbdhsem6/PRRv7wto/tJKhIaqF087cgTsdujatX5LfFkssHGj2ntnyBD1vXcqjUbto9bcSdBFiCbO4XBQXl5OXFwcd999N4qiMHLkSI+WQanObrdz9OhRAOLi4jBVWwphNBp58803WbVqFevWrSMmJoaMjAz69u2L2+1ukPEIIURTVb2pY2CgelIzYUIiEyacu1yXy6XW9zUYwGZL5/bbb6dfv35cf/31LF26iW7dpmE2w+zZyzEY9jB9+sQax99x48YxaVL9Tuo3N6eW2Vq2bBkAY8aMwe12e6RhfFoabNsGR4/OY/v2+u2VY7Wq75mvv57Hzz/X/bFvvfVWxo4dS0JCAg8++CBz587FWzqSCiFaoepZLqB+jms0ku0ihGiZ/ljPC6j9WSoq1PJOdeFyqcfF003Ob91azL59JvR6F7t2eXHZZRX07Vv3oIvT6USr1Xrku3prZbfDjh1qRkqbNmfu13MhKirUwIvdrj7+6YIuLYVGURTF04NoasxmM4GBgZSUlBAQEODp4YhWzu12c+jQIfLz8wEICwujc+fOTeYDp6CggAMHDgBU9Zr56quvuPfeeykuLsZqtVJUVMTs2bPx8/PjkUcewcvLiyuvvFLKizUgT67olmPoSfJaiPpw/Lha27d3b4U33pjETTfdxI033liVjTB06Cx++UVDx45q88khQ2DlyqdrHH8/+ugj3n33Xfr370/fvn154IEHGD9+PJ9++ikhISE89dRT/PDDDx7P/GgMTzzxRFXQavv27WzatIlp06Z5ZCwWCxw8CO3bQ3h4/T62oqgrDv391UtzJMfQmuT1EKLxVFTAmjVqY+bqa9fKyyErCxISJNuluZFj6EnyWoj6lJMDe/dCt26nPy4uXZrFzz/biI+HlBSFv/89kKuuqlsqR1FREWlpafj4+NCxY0f0LXmGvolJTlYDIz171v8ig5wcdTHhqVlRzUVdj6ESdDkN+QASTY3dbqeoqAiAkJAQDAaDh0d0ks1m48iRIwDEx8fj5eUFqKvCysvV+p0N5ciRI0yfPp2SkhLWrFnDzJkzSUlJIS8vj6VLl2IymXjooYcwGo1ce+21rTLIU71xMqgruj/66KMGDdrJMfQkeS1EfcjOhn37YNeuN/jkEzVwEhUVxYIFC0hISMBi0TBo0FzKy72JilKDLufzBbbyOLFgwRJ0Ovj73xv+ONHY3G5QFIVnn60dtJo1axaa+syZF/VGjqE1yeshROPZtw++/FLNcjl1ju/IEfUcZ9gwyXZpTuQYepK8FqI+5eerQZcePdRyZKf66aciPv64GLMZYmI03H13BFFRdWvWcfz4cVJTU/H19aVnz54tstdgZREY+TxpPup6DJUQoRDNgNFoJDIystGeb/z48RiNRux2O4sXL2b37t3Mnj2b2NjYqvrukydPZvXq1ezZs4du3boBVE1aOZ3w/fdqWZOIiLqnpJ6vDh06sGTJEkaPHg3AU089BaiNo1NTU0lOTmb06NEMHz6csWPHNvugy/n+Xvz8/Gr0b9i+fTvdunVrUROpQrQGUVHq5aabEpk8+WQpshdeeKHq/3l5YDar2RLnOnc+NWA9cuRITpw4weLF+3C7i1rkceLAAfjww3ls3qyW2dqxY0dV0EpKaAkhhKju1F4up5LeLkIIcVJY2Nkb2V92WTBBQXqKihy0b+9NRETdv3OHhoZSUVGBt7d3i/2u/vvvYDJB586eHomobxJ0EULUsnTpUgAee+wxsrKyGDBgAK+++irz58+v2mb69OlkZmYC1FohnJYG6engcKgpiY3VPsBur9k4esuWLfTu3RsAXWVHuGasLr+XJ554gpSUFCwWC9OmTavq3yBNkYVo2cLD616eKja2A9OmLeHRR0fz9NNPM2XKFD7//Du+++5H8vP38cEHLe84ERQEjzySyLRppw9aCSGEEJVO7eVyKuntIoQQ56dTp7rXurVa1cVkkZHg4+ND5yYYjVAUpd4y5YODW3Zfk9ZMvh4IISgvL6egoACHw1F13cGDB7HZbMTGxp7XYzmd6gmITqd+ePz2m1oLuT4VFxeTlZVVY7ygZgS9+eabjBs3jnXr1hETE0NGRgag9sZpjk6tAHm234vNZiMtLY3S0lJmz57N5s2bWbNmDVOnTmXs2LFYLBYefPBBysvLG2v4QogmxGqF4mJ1NdVXX8H+/als3ryZ1avXsGXLNtate5LSUgv33NPyjhPR0eqJmxBCCFFLebk6w2c2U1FiO2uWS6Xq2S5CCCEuntmsVkvZuRO2blX7fpyvxuigkZWVxa+//kp2dna9PJ6cp7RcEksTopVzuVwcPnyY4uJi/ve//3H8+HFGjhzJihUrWLBgwXk/XmWWS2ys2hgrJaV+s10UReH48eOYzWbKysqYPXs2e/fuZcaMGRQXF9doHO3n58cjjzzChg0bGD58eP0MoJG4XC7S0tIoLy9n586d7N+//5y/F51Oh9FoRKfTcffdd/Pvf/+76jZZ0d3yXUj5OdF6mM3w+edq4KVnT3WyqHPnTqxfv4a0NHjggRe56675RET0orxc3a6FZvAL0WgyMzNZvnw5X375JSkpKZjNZuLi4hg6dCiTJk0iNLRuTWSFEPXM5YLMTDVikp0NJSXqyjGNhtSccE4c6ULHnkbwCYfAIDWt5RSS7SKEEPUnI8PJqlUlAPTvH0hEhP6cJZNPdezYMSwWC/Hx8fVWisztdlNWVoa3tzd6vR6Xy0VOTg7FxcUoikJkZGSLK8ss6o8EXYQQVUaOHElcXBzR0dEMGTKExMREpkyZgtVqZerUqezfv59FixZx//33M2fOHHbu3MmECRN46aWXaNu2bY0sF5NJfcygIDXbpWvX+untotFoiIqKwt/fn7Zt27Jw4cKzbl9Zkqu5qaiooKCgAKvVyrBhw7jnnnvq9HvZuHEjKSkpzJkzh2nTptG2bVtP74poJOdbFlC0LqWlapPLkhLo0KGATz6ZzO+/7+Vf/5pBbm5b9u//nLKyA/z1r1Ow2Xqzfz9cfbWnRy1E87Z+/XpefPFFbrnlFiZOnIi/vz+7du3itdde48MPP+THH3+kTZs2nh6mEK2HosDhw2rH57Q0tSEaqCktikKFU8/Ph0LwdxxBv7dMbZIWEQGdOqkp/KeQ3i5CCFE/MjIspKaWAgpXXqnlqqtqH3PPRlGUqoW5lT1g6kNmZiZZWVkEBQXRpUsXdDpd1aKZsLAwCbiIs5KgixCtnE6no2PHjlitVgICAtBqtadNk3zvvfdq/JyUlERSUlKN66pnuVSKiDhztsvatWvZsGEDZrOZUaNGsXHjRgwGA/7+/syZM+eMYw4LCyMsLOy897U58fb2JjIykoqKCoKCgur8e3nqqad46qmnGmuYoom50LKA4qTKjKGvv/6a6667jv3799O9e3eOHDmCwWCgd+/elJaW8v333zNixAhWr17N7bffTlZWFvn5+bz++uvExMR4ejdqadMGrrxSLfd46aWhXH+9GrBOS4O1a2H27LuqMluKitTG8z17QlNaiH+hnxlCeMpVV11Fenp6jcDKfffdx8CBA7nvvvuYNWuW9FoTorGUlcH//gdffgm7d6sfgFYruN1gNEJMDKkBgzhR6KajfzqgB7tdrctZUKAGXuLj1dVlf5BsFyGEqB9duxq5/HIHGo1C587G876/RqMhPj4em81GYGBgvY3L4XBQUVGB3W6v6uMSGxtL27Zt0UsjFnEO8g4RzUL1iZZ77rmHb775pkaJnF27dtUqoyPqztvb+6JXApwuywXUk48zZbskJCSQkJBAUVERTz75JMuWLQNgzJgxuN3uVr1qQKvV0r59e08PQzRhLpf6N/fZZ8spKNjDqFEXXhZQnFQ9Y+jJJ59k1qxZPPnkk+Tn57NixQoA3n77bUaPHl2VOfTEE0/g5+fHp59+ytatW7nzzjs9uQunpdPVDny73eqxGWqWEgsOhtxcmly2i3xmiOamZ8+ep71+7Nix3Hfffezbt6+RRyREK1VaChs2wNtvqyvBrFa1DrLJpP7rcFCRcoyf3ZfhH5mFPi5UDbiUlFRlwWCxqPfr0aNGsxfJdhHi7MrK1HOWkBB1PkCI0wkO9uFvf4sDwGAwXNBj+Pr64lsf5VWqiY6OrnrcynMNjUYjARdRJ3J2KpqFhIQE/vOf/7Bw4UI++ugjpk+fzqBBg6puryyjIzynMsvldNWsIiLUCbzkZPXniooK8vPzsdlsALz88ss8/PDDAGzfvp1u3brJ5JkQ55CbC999B0FB43jyyTn87W9/w+12k5iYSEZGBikpKUyePJnNmzezaNEigBplAbOysjy8B01XZcZQWVkZNpuNqKgo3njjDUaPHn3G+1gsFlatWkVCQkLjDfQiHTumVlk503H7wAF1cW9TI58ZornLyMgAIFK6pgrR8Gw22LQJ5s1TZ35dLvVDLjxcLR/m5wfBwaQG/okTrnAiMvfC77+r2S8hIWpQpiBfDbikpMDBg2oQ5g/Vs13cbg/upxBN1NGj8PXXsGMHlJd7ejSiKTMYDBcccGkoJpOJyMhI6YcqLoiE5hrBkSNHmD59OiUlJaxZs4aZM2eSkpJCXl4eS5cuxWQy8dBDD2E0Grn22mu5/fbbPT3kJqv6RItoOs6U5VKperZLly4Kx48fpaCggJCQEJYtW8aQIUPo168f27ZtY/369ZKtJEQdBAerlS5cLggPv/CygK1debm6AHbjxuVs376HkBAfvvjiM1577TVmzZrF66+/zkMPPcSECRPOmKpuNpt5+umnmTlzJv7+/o28BxfmTFkulZpStovDARkZ0LatwvPPT5LPDNHsvfDCCwDcddddZ93OZrNVLVAB9VgjhDhPP/8MK1eqARODQf2A02hqbHKwQqHP0fX0Mx3mBf+BkJWpBmTatVM/JA0GKCpUNz58WK29GRVVdX/JdhHizCIjoXt3Nc7p5eXp0TRPhYXqYUirVcsAR0fXOoy1GoqikJWVRWFhIW3btq3qr+K58cDx42qMXuIy4lQSdGkEHTp0YPjw4Tz++OOMHTuWUaNG8fvvv5OTk8MjjzzCkCFDGD16NMOHD2fs2LESdKnG6XRSVFSEr68vU6dOrZpoEU3L6Xq5nKp6bxcvLzeKorBixQq2bNmC2Wxmx44dLFiwgISEBB588EHmzp1bb83PxMWp7HFht9tZvHgxu3fvrlXOb/LkyVUl/0Tj8PKCIUM8PYrmb9s2yMqCSy4ZR0TEHdx1VzTDht3MrbfeyrBhw7j88svx9fVlxowZZGZmUlpaytChQ0lOTmbQoEHk5+czaNAgOnfuzPTp0/nrX//K9ddf7+ndOqezZblUqsx28XRvl8qxLlkyj82bN1NSUiKfGaJRFRcX89prr9V5+8TEREJCQk572+zZs1m9ejX333//OY8VM2bMYOrUqeczVCFEdSdOwA8/qJkrLpf6YXaamcrrjqURqg3DS2NXv2CZ7eqXg9hYdXu9Xg3ClJSoq8ySk9UZtj9Wm0lvFyHOLDwcbrvN06NovoqK4PPP1cNNTAyYzeoxp76/m7vdbjQaDRpPRHMURT2+Fherq+GcTvWg6uWlrt4NDq463jocDk6cOIHZbEar1Xo86FJYqJ4vBQfDgAEeHYpoglpE0CUzM5Ply5fz5ZdfkpKSgtlsJi4ujqFDhzJp0iSP/RGWlZWhKAq+vr4kJCSwcuVKFi5cSFJSEr6+voSFhWG1Wjl27Bi9e/cG1Kbm4qSCggJSU1P58ssvqyZaUlNTsVqtVSVyXnrpJSwWC1OnTmX//v0sWrSI+++/39NDbzXOleVSqTLbZd8+Dbfc0oHw8HAWLVrEZZddhs1mY8qUKQwZMqRqMr9y8qz6ZL6kdHpG9R4XWVlZVeX85s+fX7VNZW8LIZqbgAD1+31MDHh7azl0KJugoJPv+5boXFkulYKDYd688WzYYCQ0tG5B14Y4TkdHq9kukycn8vLLiVXXV2YLiItXvXfeqFGj2LhxIwaDAX9/f+bMmePp4XlccXHxeQU/7rjjjtMGXRYvXszEiRO55ZZbanyGnskzzzxTIzvRbDYTe7YVLkKImpKTYdcuyM9XP/BPEw25O/ME4fo2lLtcaDV/lA0zmcBcAvn5fFX6O1+nb2fGdVNAV6GmyObnQ06OGmH5g2S7CCEagsmk9sX184POndXDT1BQ/T6HzWYjNTUVk8lEx44dGy/wYrerq3eTk9W0dosFKirUILlGo5Z59PGBwEDo1g06dMAQFkZwcDBarfaMC1waU3AwxMerwUUhTtUigi7r16/nxRdf5JZbbmHixIn4+/uza9cuXnvtNT788EN+/PFH2rRp06hjKigo4OjRoyiKQlxcHOF//AW+/PLLPProo/Tr14+pU6eye/du2rVrR0ZGBn379sUthWBr8PPzIywsjAkTJjBt2rQat51aIufUMjqicdQly6VSZbbLsWPe9OvnXdWUWibzmx6Hw4Fer6/6wlXZ46I1TPY01UC+aBiDBsGf/6wGjhv5q4LH1CXLpdKjjy6lvBz27PHccdrLSz3PEg0nISGBhIQEioqKePLJJ1m2bBkAY8aMwe12t/qeOXFxcSjVejhciHfeeYf777+fwYMH8/HHH9epZrnJZMJ0thUtQogzM5vh0CG1VqbLdcZVBl+WlWNx26hQyklzarCbzRh1Ol4v/Y4d21YxtvdIyuxW7vl8AkadkaFtLmd4v9uYNvfv5DrNuFxO5s/fT2bmz7z88m288oqOiRMf5oknkrjiiiv48ccfOXbsGG3atGHPnj3cdttt6HQ6Hn74YZKSam8jxOnI+UnrUFRURE5ODj4+PkRHR6PT6fDxgZEj1RiERqPOqdQ3h8NBRUUFiqLgdrsbZzF4VpaaiXj4sHq8rry43WqwRadTa6p5ealNJo8dg4gINJdeSnyfPjhjY5tE/xetFrp08fQoRFPVIoIuV111Fenp6TW+pNx3330MHDiQ++67j1mzZjV6vW+LxYLVaqWiooLS0lI+/PBDNm/ezKhRo/joo4+YNm0aBw8eZOvWrfj7+/PII4+wYcMGhg8f3qjjbOp8fX3p2rWrp4fRYl3syta6ZrlUcrud+Pi4+PVXI127avD1bV2T+c1FXl4eGRkZfPvttxw9epSRI0eyYsUKFixY4OmhNYqmGMgXDUejUY9hrcHatWv5/PMNJCeb6dBhFOvXb0SvN+Dt7c8995w85rvdJ0/sgoNh376DnDghx+mWyO1We0xXzkVW7523fft2unXr1uoDLvXhnXfe4d577+XGG29k7dq1EkgRojHk5al1X8rK1Fmx06zcrnAbmRX5KGVOL+YVvE2IxgujTsdv9myKXFYUjZsRnf/C6t8/Y+o1TxEf2I77NjzODT0Gk56TyuK3U3nlzf9j48YF7Nz5KXffPZuoqFuZO7cTTzyRxI4dO+jUqVPV802cOJHZs2dz66230qlTJ5KSam8jxOnI+UnL53a7OX78OCUlJSiKgp+fX1UmR0N/FfPz86NLly4YDIaGD7goCvzyixpwOXJELf944IBaVkyrVS+BgdCxo5ru7nSq6T0+PuqX1oIClIxMDNdfV/8pPxfJ6XSSk5ODyWQiLCzM08Np1hRFTSz18fH0SC5Oiwi69OzZ87TXjx07lvvuu499+/Y18oggKCiI3NzcqmbhnTt3pmPHjhgMBnx8fPj+++9JSEjgxRdfZO7cuS26jIlompxOJ1dddRW9e/cmLy+P2bNn8/bbbxMYGMjf/va3Oq1sTU+ve5aLoihkZ2dTUWFjy5ZtbNq0j3/+s3VN5jcXNpuN8vJyRowYQfv27YmOjmbIkCEkJiYyZcoUrFZrrXJ+c+bMqSr5N3HiRE/vwkVpioH85kDKEzVddrva4DE+PoHRoxP45psifvjhSZKSlgHwyisnsxnKytSewykpy3E49jBo0Ej+978V/PWvCygo8GxvF1H/vv1WPd+94gqFd96ZVNU7b9u2baxfv16OdfVg2bJl3HfffVx//fWsW7cOL+kiLETjKClRJ+gU5Ywdp1Pt7TjhDKOjcpgZvjeBTofT5WS29TvaawJwKW5e2jYTu8vOq9/PI9Q7GJfbzYnCDHwNPmAtIyamGxkZyRQVZdG9+2WUlemx29Wg9qmnUllZWVx22WXo9S1iGkY0Ijk/afk0Gg1arZbc3Fy0Wi0Oh6NRn9/f37/hn0RRYO9etanmr7/C1q1gNuPU6nDoTbgVLVqngiE3H11+PpqAALUkQXy8WnosM5Mctz+HthYQ+lsJ3R9LaFKBF7PZTHp6Ot7e3gQFBcmx/iJs3w6pqWpViuZc8aBFvwMyMjIAiIyMbPTnDgwMpE+fPoSEhKDT6bjyyitrTERKHXLhKXa7nSNHjpCeng5AQEAA8+fPZ9iwYSQnJ/P000+zf/9+unfvzuWXX84///lPnnvuOY4fP87w4cOZNWsWkydP5q233sJkCiEp6WdMprrX8Ndq4Zpr/k5FRTZDhvQhIiKiquHsoUOH2LlzJ8HBwbRv356ffvqJ5ORk0tPTq/r3tK1LPRxRw/lOhrdp0wZfX1/8/PzQarVkZ2fX2ubUcn5JSUlVJf/MZnPD7EgjaYqB/OZAyhPVNH78eIxGI3a753qhgFoi+fvv1Yl1nQ62b1/LTz89h05n4847o7BaizEavXj55VvR6XSkpOwhMHAAt966hmPHDjJ58nWYTH6UlytERk6lT5+zB13lON18uN1qj+msLHj77Xl8843aO2/Hjh0sWLCAhIQEHnzwQebOnVvVZ02cn88++4x77rmHgIAAxo4dy8cff1zjdj8/PxISEjwzOCFausJCtayYnx/o9eoKBKOx6uYKt5Gfbd3w15Shd9rA5WJ+2U7+58rEhZtiKnCjgKIQ4BXAO8NfJ99ayKQtL9HGFEyZvQzKK8jMTKZnz6s5fvx3jhzZQ69e0Tidp+/t0rZtW/bs2UN0dHTjvhai2ZPzk5ZPo9EQFxdHUVERGo2mcYIgje3IEfjuOzXgsmkTLpsNq3cwFpsWZzlotKDVaNBqvTFpnQSUmNFt367et0MH8PGhfFcaZSe88NrzG2wPhZtvVsuQNQF+fn5ERkbi7e0t/bovgqKcPEcpKPD0aC5Oiw66VAY27rrrrrNuZ7PZsNlsVT/X14RhZRMq0by1tNXb6enp7N+/H6fTiclk4v3332fQoEGcOHGCRYsWcfz4cV599VXefvttPv30UyZNmsTixYt57LHHWL9+PQCzZs3i4MFM0tIcde6BoNFoiIqKwuVyYTCYSEnpxHffWfnXv0azcOHCqu3mzp3LFVdcQXJyMqNHj2b48OGMHTuWxYsXN8TL0Sqc72S4Xq8nODjYAyNt2uoSyG+oz5PmRMoTqSozWD3Zs+rgQdi4Uf23ogLKyhR+/305QUGxKIoJuz0Tvd6IxVKAy+VgypR1bNv2PgsXPsyBA0/yyCOzKCnJwul0cPvtr1NQ4Edo6NmDrqL50Grh2muhe3fo2DERP7/EqttkcVD92LNnD263m+LiYu6///5at7dv316CLkI0FLtdzXCJilIjICUlUK3pclWWi+EY2FzgdPKI90Ae0WjAZsOt0zG2/BOe/9ODPP3T6zz8xdNUuGw8eOmd+OhMxAXF8tgrQ3HqYOLED+nWbRCvvjoGrfZprrrqUX79FRITb+XYsWNcc801fPDBB/z73/9mzJgxPP300zz66KMA3HprzW369evnqVdMNEN1XWgs5yjNg5+fHwMHDsTtdre8zFiLBf73P3UmfetWsNko8wrBXKbgcACKBjRgMiloNBrK7XrcxkCCys3o/vc/tfmmjw8RfWIxGI7jF+WC/fvVsit9+3p67wAwGo0yB1wPNBq45hro2lWNtTVnTSroUlxczGuvvVbn7StXx5/O7NmzWb16Nffffz/XX3/9WR9nxowZTJ069XyG2iCayqpYUVNLW71dUFCAw+EgLCyMDz/8kB07dnDixAlCQkLYv38/AwcO5Pnnn+eyyy4jKyuLV155hfz8fMrLy1EUhU2bNjFhQhKFherB8HzKkuv1+qoUy6Ag+O03tUQnqBk4jz/+OOnp6YwfP54tW7bQu3dvAFklUE9kMvzi1CWQ31Q+TxpbSYlaQnDGjNZbnuh0AfqysjKSk5N5/fXXG308FRXqeY3VWhlwgW3b5mGxpBMV1Z/i4s2YzYfR671QFDf5+cdZsOCfHDy4k0suub5W/dygIHXOav9+uPrqRt8d0UDatKHOiyfE+XvxxRd58cUXPT0MIVong0FdLmswqLM2P/2kFoj39q6Z5aJxAxrQatTtXS6+dqXznXKCbl5tWHboM8ocVu679A4ui+oLDjuUVzDlmokwcKBa9gbo1Kkf//nPYUB9miNH4I031tXKdjl8+HCNn9etW9fwr4Voseq60Li1nqNUZ7NBcTF4oBDOeTFWy8hrUX7/XT0w7tsHFgsO/yCspX/cpmhwuzU4HBpcTgWjScHLBDa7hnIff/xKSuDwYejdGx9fIz5926upENYA2L1bPcYHBHh090T9ioxs+n+rddHkgi7n80Fwxx13nDbosnjxYiZOnMgtt9xSY0XpmTzzzDM1VmiazWaPNIttCqtixZm1lAlrRVHQarVYLBaGDBnCFVdcwSeffMKXX36J1Wplx44dOJ1OvvjiCzp27Mj8+fNZu3YtDz74ICEhIXh5efHRR6vx8emAxXKct99+BH//kBpNmM/GbDZTUVFBYGAg6ekmLBb1eqPRyJtvvsmqVatYt24dMTExZGRk0LdvX9xudwO+Ii2T2+0mMzOTsrIyoqKi+Ne//tXqJsM9EchvKp8njS07G1asmMfmza23PNHNNydgNCbwzTdvMXXqVBYsWMCKFSvo3LmzRwL0x46pPSejomDPHti1C+z2RAyGVI4fX4qiuOjd+zEOHXqfiop8XnrpK9avfx1FUTh69GcKCo7XesyICLXPZc+e0ttFCCFEExcSoq4QMxrVlL78fDh6FFwuUvV9yXC0IUxXSIErEDACdnC4wOXiEp/LuSQ4GLy8IC6O7Io3iA+8nAIrUI66vd0fKnzhDKVPysvVCjrt2jV8E2zRfHhqoXFrPUepLitLXfAZEAAt/LTkjH7+GTIy4LrrwNe3EZ+4okI9iXA41NrHWi3lbh1ut4JeB+UuDU6HFgVwuxVcTgWn4kKvV6iw6/AGdIcPQ8+eKBoNFQ4HWoMBY1ERGi8vSEuDPn0acYegrKwMs9mMn59fyywFJ+pFkwq6xMXFoSjKRT3GO++8w/3338/gwYP5+OOPMdShtp/JZMJ0Psv164miKJSWlqLVaquyVg4ePIjNZmt1H4BNjcvl4tixY5SVlRETE8OMGTNaxIS1oih4eXnRtm1bdDodaWlplJaWMmLECG699VZWr17NV199hcFgwGQycfToUW677Ta+//57XC4XWVlZ5OTkEB/fn9TUXbjdTr7/Xq1PPm7cqxw9upe1a2cTFhbL//2f+vqsWDGZHTtWM3fuHgwGL/Ly8igrK8NiKeTzz1/jwIG9TJ06A6u1GKvVSlFREbNnz8bPz49HHnmEDRs2MHz4cE++bM2S1WolOzsbq9XKypUrW+VkuCcC+Z76PPG0qCh46qlEpk9vveWJ7HY1qyQ1NZV3332X4cOHc+mll5KTk0NWVhZWa+P2QqmsGhEeri7yNZvV0vYaTUe0Wl80Gje//XYyA+f//i8WRXH/0cRTT37+cUaONPwRMNKRkvID3t4BlJaW0b79Hm6+ue7ZtgcOHOD1118nPz+fG264gV27dp0zs1cIIYS4KIGB6syql5c60XfddWoA5uhRioudtNGmq83OQL3d6VB7vwQFQliY2vjK3x+MBh7u/+TJx3XY1T4xXibwOfN36Kgo9WErKqiVPSpaL08tNG6t5yjVtW2rZro0p1Nfh8MBUKd5zbooLFQDwhUVFx50URSFnJwc7HY7kZGRdXtfZWRAbq46gLIyMJlwOdUeLgaD9o/H/WNblxsvLBhdLgxuBRxaFG+t+surqKBCo6GwsBCNohBWXo4xJEStpdy7txpobwSKopCWlkZBQQGBgYH07NmzqqKLENW1qHfFO++8w7333suNN97I2rVrm/yHSklJCYcOHeKLL74gJyeHv/71r6xYsYIFCxZ4emgcOXKE6dOnU1JSwpo1a5g5cyYpKSnk5eWxdOlSTCYTDz30EEajkWuvvZbbb7/d00OuV1arlZycHCoqKli1alWznLA+0+/w8OHDTJo0CYfDwRtvvIGiKHTu3JmysjK2bdtGr169GDBgABs3bqS0tJSjR48yePBgvvvuO0pLS3E6nRw/nsKll95M27bxdO36ZxYteozi4hN06TKAu+56lQ0bTn7xu/PO6RQUqNlZOp2u6vUKCwsnKWkhKSlwww1wuvLFldlf4vyZTCZ8fHzQaDQ89NBDvPzyy1W3tZbJcE8F8lujwEBPj8BzLJbKeRmF776bxD33DOGyyy7jgw8+YP369WzYsAHNHycAjdkLRatVT17KytRzHFDniKxWDYoSDeSj03njctkAd9XfiqIouN1uFMVFbGwPTpw4wscflwPwyitjaNvWh+Rk6N+/7tku3bt3Z+HChbjdbsaNG8fKlSuBs2f2CiGEEBclPFytjWmxwPHj6v+vuw66duWK1MMMOrZejYoA+BvU5e8+PidnIv391dJhvjknH9PtVtN727VTs2dG+cA5qiBLlouoTs5PPMdkal7lisrLyzl06FDVfI3PBUZvXS411hESAldeqQZdLubczWw2k5aWhsPhQKPR1G3BeGGhujqttFQNjGi14AYUcLkUFLfmjyqPbnzcVjROFw6tFnRudIqCxuEALeBwoDGZ0Gg0aCpPdhwOKCpSH7sRS4xptdqqixBn0mKCLsuWLeO+++7j+uuvZ926dc2i6ZTb7cbtdjN06FC6dOlC165dGTJkCImJiUyZMqXRV8VW16FDB5YsWcLo0aMBeOqppwC1yXlqamqtJuctLeji7e1NYGAgRqORRx99lJdeeqnqtuYyYX2m3+GLL75IcnIyhw8f5oorriA6OprXXnuNgoICwsPDGTt2LOvWrSM3N5exY8fy008/VWW62O12QIvNZiYtbQ+HDu1kz55N2GxlTJz4Z/7855EMHfoQu3d/wS+/bKaoKIe33z5UNSaNRkNUVBQul6tWb5euXRs5xbWFMxgMdO3aFbvdfsFf0Fq75hbIF55RVqaWKli2bB7bt2+moqKEH3/0fIA+JERdsJucrI7R11edK3I4YnG5nGg0BnS6aHS6YlyuAkBBq9X9MRHgRqczYLWacbtduN1uDhzYQVFRNmlpv3H99a+yf7/fefV2+eyzz3jrrbe48847AcnsFUII0cACA6FTJzVI4uWlBl/8/CA6Gk10tDqJV1GhbuvlpWa9lJaq1+n16uSdwQBUmyAvLoRAf/AyQq8eYJC+k6JxyflJ61FRUYHlj1rsFRUVF3xObzarhzSzGYKD1YS/i1FZFaXy/3Vy4kRVzywMBnA6MRo1lJcr2GwKWq0GrduNXnGix4EGN3q3A025glurxalxoNVp0RgMeHl5ERoWBoCxrEyNIlksapPRRgq6aDQa4uPjCQsLw9fXV7JcxBm1iHfGZ599xj333ENAQABjx47l448/rnG7n58fCQkJnhncWQQHB9OlSxe0Wi0BAQFkZ2fX2qYxV8WeTWtrcq7X6+nSpQsul6vFNDKr/B0ePXqU++67j++//54BAwbg7e2N2WzG4XDgdruZM2cOZWVlAGzduhWNRkNQUBB5eXlVKZ96vYnCwiwURcFgMGEweGG3l2M257Jnz5dER3fh2Wc/5d5742uNQ6PR1PhQioiAlBR1YvB02S7iwhkMBln5dIGaYyBfeEZlBZLExEQSE5tOebWYGLW0ydat6sq+Tp0gNRXgOBqNHkW5EqfzY8BSdR9FOZnx4nI5UBQFl8vBPfe0o6QkjwceeJM1a14hLKxuvV3KytQTvKgoGDFiBCNGjOCWW26hT58+vPbaa00is1cIIUQL1rWr+oHlcqnZLt7eJ0uKGQx/BFWqCQw88xJwm02tJRoeDtHREBfXoEMX4lRyftK6BAQEEPfHcSbwIlJTgoPVWHJ9vV18fHzo2rUrDoeDgLoGOSob+er16slDejqmUH+0WjcVNg0Go9rDV2N3Y8IGaHD+kUaod7twW+24/P1wa70oLYCAQCMGPeox2eVSV8DZbOe1H4qi9vkJDb2w18bLy0v+BsU5tYigy549e3C73RQXF3P//ffXur19+/ZNMuii0WgIDg729DBqKC4uRlEUgoKCqsqhQMM3OV+7di0bNmzAbDZzzz338M0337B69Wr27NmDn58fu3btavR67zqdrtkFlBRFITs7m+LiYiIjIwmtNhtW/XeYnJxMWFgY6enpdO/enU6dOvHwww+zatUqBgwYQLdu3Vi6dCmRkZF8++23hIaGcuLECQIC2uJyQWBgKDk5KWi16sro8nIzOp0B0PD118ux28v58stFaDQaPv98HsnJO1m8eAL/+MdLhIbWzM7SaiXbRTQtzTWQLzxDpzs5f9OU6PVwxRWwdCkUFKiZ/E4n6HSJOByJwHWoef0aKlfxnlruorAwC4CCgix8fQNZtuxpXC4Ha9c+zRVXzGD//ra1sl22bdvGc889R8+ePRk06G98/fUXZGX9SlraYa6++mqGDh3KTTfddM7MXiGEEOKiRUdD376wbZsaLDlxQl0JcL7lYBwOyMtTm0IEBsLAgWrWjBCNRM5PWh+dTndBlW1sNhvl5eUEBARUlb6q79jABVfS0GigUyfcx4+j2Mrx8tZRXq7FYdficoMRBS1u7BhQ0AIKLkCLQqE+AFseZGZCXDy0qSwVpyjVGsLUndl8ssVMly4XtjtCnEuLCLq8+OKLvPjii54eRrNntVo5fPgwiqIQHh7OjBkz2Lt3LzNmzKC4uGGbnCckJJCQkEBRURFPPvkkS5YsITMzs+p2qfdeN1arlczMTGw2G7m5uXzwwQen/R1OnTqV33//nZkzZ7J//37+9Kc/8cEHH3DdddfRs2dPCgsLqaioYMiQIVx99dWsWrUKm82By2VGq9WQlaVOxEVExNOr11X4+QVz4MAOSksLGTnyCfz8gunffxhr1sxg2LBHGTPmmbOO+3yzXcaPH3/OJsyTJ0+uEbgToq6aayC/tagepB81ahQbN27EYDDg7+/PnDlz2LhxI/Pnz2fo0KE88sgjJCcn8+qrr6IoCt26dePpp5/29C40GqcTOnRQK6sUF6vnOTabgqJMAnoAe4HyM94/LCyG0tIiHn54IStWTKZz5/54efnyz3/O5+OPF7B1awr+/nm89dZSVq/+li1bNpCffxi3u4KKigq2b1/F9u2b+eWXPbzwwgs8+eSTREVF8fDDD9d6rlMze4UQQoh60a8f5OTAvn1qampWlhqAqWtZprIydWYuKkpdHXbppdC5c8OOWYhTyPmJqKujR49SXFxMfHw8kU2liU1lmWVFgQ4dcO3di5KTgz4wEG8fPWazHsUNLrQ40aPDjRsNCgo+VFCBkSNKLO31TsLCjPhVLtRVV5Spq83OUOFDUeDoUfWiKGqSYocOaiWykJC696gU4kK0iKCLqB9Go7EqYh0VFcXChQvPun19NDlXFAWn04ler0ej0fDyyy+fdjJG1E1lfU273V71O6yesVSd2+3m8ssvZ+/evWzatIny8nIyMjLIzMzkpptu4tdffyUpKQlvb28sFgtRUX+ioCCLXr2uY9eu5TidDnx9AzEYvNmxYw2lpYWEh8dSVlbMr79+zapV/8LhqDhjhkt155vtUvneO1sT5unTp9cI3AlRV801kH8hwcjFixeza9cuCgsLmTJlCn379q2XsZwrMHIxTg3SL1u2DIAxY8ZU9Unz8fFh3759AHTt2pV33nkHgNtuu+2inrs5cbvVY2qHDmqJ+l9/hdLStbjdrwLJf2zlpHqteo1Gi6KczF4tLMzG7XYyf/796PUGUlJ2YbUWk5y8k549ryEhYTGHDs1l5cpUjMYEhg1LIC+vgG+/fYrnn/8Xzz2XxGWXXUpiYiJWq7VG9qUQQgjRKLy94frr1Q/GAwfUYEtOjjpRFxR05gYH5eVqjwCdDmJjwccH/vQnGDTo/DNlhLhIzfX8RDQ+k8mE0WisU58Rl8uFVqs945xRvWnTRj0ZMRhAUXAPGoTrq68wlpQQ4B+IrUKLzabF7dZiw4QWJ0aceFGBDSOZuhgKDG2I07ro1Kna49psatTE1/eM/Vx+/RW+/VatQgZq/P3qq9V4fHR0w+62EBJ0EVX0ej1du3YFqEpDbGhZWVnk5OQQGRnJG2+8wZAhQ+gnjT0umNFopHPnzpSXl+Pv73/WD8+4uDjGjRvHkCFDsFgsLFu2jHfffZfRo0cTERHBwIEDKS8vZ9euXYAGmy2doKDe+PvfiL//VhTFTa9e44mJuYTDhw+h0RyjbdsriIwcRZcuj9Z4roIC9XI2iqKmvaanQ48etW+32+0YDIaqfbqQJsxNsYydEPXlQoKR9957L/feey979+5l/fr19RZ0OVdgpD4+Y6oH6bdv3063bt3O+rgffvghgwcPvujnbS6OH4fDh9W5og4doKgIrNYEKioSKC8vAp4E9gG7/riHpkbABaBPn5EcOPAlNpsFRdFQUWHn2WcPEBzclkWLRvHxxw+Rn3+MUaPGo9GsZcuWDezb9y39+yfy8stz+eyzzxgxYgRvvPEGzzzzDDfffDP9+vWT46sQQojGFRQEgwerk3K//aZO/JWVqR+OTqcaRPljMhCnUw3QmExqRozRqP7br58adGkh/T6FEC1T+/btadu2bVWz+zMpKyvj8OHDmEwmOnXq1LCl9UNC1MkeHx+wWDDFxlJ+441ofvgBU3ExkToLZp0Bm0uPTnHhQzlutJQQQAYx5HpFU6YPwm6rNsbK47XRCP7+ZJf5YHC5CQs7eT5os8HPP6tP3aaNel1urnpdt27qcIRoSBJ0ETU0VrClksViobS0lE8//ZTNmzdTUlJCamoqVquVnTt3MmHCBF566SUsFovUe68jb29vvCvTN09DURSKiopwOp3Ex8fTpk0bnn/+eZ5++mn8/PwICQlh7NixKIpCeno6VqsVX98Arr12HB9//BZO5yruvPMehg0bQ25uOlu3ruXLLzedc3XExIknV+G/8spi9u3bzeLFs4mKiuXZZ2cxceJ4Dhz4mWefPczx48dJTk6uCoA8++yzpKenM3HiRHbv3s3777/Pxx9/fN5NmKWMnWhJHA41gyE4WC0bBRcWjHQ6nbzxxhu89NJL9T7G8w2MnE1qqlp795JLFJ59dlJVkH7btm2sX7++xkT+d999x8aNG9m+fTujRo3izTffpLy8nCuvvLJe9qs5+KNkMoqi9q40GNRMwi1b4LffXsbt7gF8/cfWOsBV4/46nZG8vGTs9jIMBhM6nRGjMYK33x6OxXICf/8g/P31OBxFzJ/fjZtuuoPvv/+Y6667i++/n0fv3pfw5z//mZ9++oknnngCh8PBm2++yZIlSxr7pRBCCCHUgMuNN6pZK3v3qmXGfH3VD0qX6+QyaINB/RCtTMWPjYX+/dV/hRDnrbxcPW+pa8/15iw5Wd3fSy45eX7W2LRa7TkDLgDl5eWYzWa8vb2x2+1nnUO6aG3bQlgYWK3qKtugILzbtVOvT0vD9ttBjNm5aPUuLGVe5BJGMSEUEIJZH4wu2IC3l5EK28kSYo4iC1anD14uPQUBcSxanIvJpOXBB9sQFKQGZ6xW9VK9lba/v9qiy2qVoItoeBJ0ER4VGxtLQEAAAwYMYNq0aTVuS0pKqvGz1HuvHwUFBRw+fBin00loaCjvvPMOt912GwMGDMDhcADQpUsX9Ho9b7zxBjfeeCObN29m/fo3yMg4Qk7OEZKTd/Htt6tITk7mzjvvZObMB5k7d+5ZP6jXrDm5Ct9kyiIhYQB9+6oBjvj4k7f36NGD7OzsGgEQu91OeXk58+fPZ8aMGdx9993ccsstZ23CPGfOnBqBu+pN6KSMnWgJdu6EgwehuHg5WVl7GDlyJCtWrDivYKTD4eDhhx9mwoQJ5xWoOZujR0GrVViw4OyBkfOVlqaexGzdOq8qSL9jxw4WLFhAQkICDz6oHod+/vlndu3ahU6nY+jQobz//vscPnyYYcOG8fnnnzNr1qxGX2DgCe3aqRerFdauVReBxcUp6PXD8PU1UVExArf7BjSaYlyuDYSGdmXRos8ZO7YbTqeDvXvLWLToOz7++GFCQgzcfPNTpKfnEB1dxnffrSU2NpYDB34hNzeD8PA+/PrrNioqrGzduoL+/e/nzTf/xZ139sftduNyuXj55Zex2+2eflnOW0OWyhNCCNHItFro3h06dlRTQtPS4MQJdXWC06luYzSqs8Nt20J8vPpvK/jeIERDcDph40Z1odjw4U2nf0Zurpro1rlz/f55Hz2q7nOPHk0/KS4oKIiOHTtiMBjw8vJq2Cfz91df7Kws9f/FxWokRK/HHNGevcGhWA0uDBobDpeNfQejsTt0aDRg1LsJ11gJCjQSHv5HJMvtJielhHQlBh+fCAKjYlAUB263BkVxoS4oU58qOFgNslSWsM/LU+PprSEIKDxPgi6tnKcnE3x8fKr6yIjGYbfbcTgcGI1G3nnnHbZs2YLZbCY5OZljx47x3Xff8cADDxAaGspVV13Fxo0bOXHiBNHR0XzwwQe88cYbLF26lJ07d5KUlERRURH33nsvL7/88jlLdVVfhe90OrFarSjKyX4CBw8exOVyERMTU2PM4eHhVT2HNBoNhw8fxs/Pr8Y2pwblkpKSqgJ3TqeTtLQ0jEYjr7/+eostY+fpv2fRuLRatXTUqFHjiI+/g+joaIYMGXJewchZs2aRkpLCW2+9xQ033MCYMWMuakw2G/z0E3zxxTx++eXMgZELWUl1+eXq4w8fnsgTTyRWXf/CCy+cst3lfPbZZwA88cQTPP/88/Tr14/t27cTHh7eKgIu1Vksav/f8HBYuHAe2dkniIy8jNTUEej1XXE6fwTA5Spk9OjOuN3qSt+BA4NxOFy4XDays91UVLyAomj4+usCYmJiiIyMJDY2luuuu40HHriPRx/dw/z5g/D2DiAp6WXi46Fnz57Mnz+/6nidlpbmqZfhgjVGqTwhhBCNzGhUAy8dO6qlxCwWdSk+qGXFfH09t0xdiBakMmlMp2tascu9e9V5/5AQ9TtyfbniipMVr5o6vV5PVFRU4z1hr15q6QK3G44dU/tteXlhLXdTXqHBy1dPRoYeX18tvn52XGZvjCaFgAAH7dtriIrS4+8HKApKbi7FOn/K7QbKo3rR+9L2/F9EMUajnuDgky++ojjR6XIoLPSloiIQ0BAUBAMHNo/fkWj+JOjSynliMuHIkSNMnz6dkpIS1qxZw8yZM0lJSSEvL4+lS5diMpl46KGHMBqNXHvttdx+++31PobWLCgoiKCgIOx2O48//jgzZ84EYM+ePXz55Zd069aN+Ph4PvjgA3bs2IHdbsdisRAWFsZf//pXBgwYwKZNm4iLi+P2228nKSnptKW6/vSnP5GYmMjkyZN57LHHuO2222qswk9LSyM1NZWff/6ZCRMmVK3SHzBgQK0x63Q6QkJCLnifrVYrJ06caPFl7GRysHW5/HLo06dylY6W7OzsWtucLRgJ1HswzmRSS54PGJBI+/ZnDoxcCF/fkyuUzsTprDyBUnjmmfrNtGmuQkOhSxe1v4vDsZewsMsoKrITG1tAQcHluN0G2reP4eqrr/7j/aJFUaBjx4EUFORisRwnJCSQ1NRDrFq1imPHjpGdnY1er+emm27ijTfWEx7ejYyMhVgsxwgOjic9fRFvvtmyjq/1WSpPCCFEE6LVypJnIRqITge33KLGNM/1Pb4xXXKJmulS35k3/v7n3qaiQs3er17yqlUICVGjHYWFEBUFmZkQGkpIsInwCDsFBQ58fRXQ+KHRatEb3AT4u7i0r40ePXzR6+FQSgnGkgL8Qr3JtkBxVCTXju+HXq+hffvaL2hKSjk//WTH29vJddf5YTTqqyqdCdEYNEr1ZeYCALPZTGBgICUlJQS00C9gxcXFuFwugoOD0Wq1PPHEE9x+++1Vq4E3bdpUq9xXfRs9ejRr1qyp+nnu3LlcccUVJCcnExQUxPDhwxk7diwfffRRg46jNXK5XLhcLozVwvulpaUcPHiQp59+mpdeeon27dtjt9tZsGAB1157LfPnz2fgwIE8++yz3HjjjVx22WXMnTuXJ598suq9c/fdd1etai4pKeHrr79m9erVvPnmm/To0YMhQ4ZgNBqZMmUKBw8eZPbs2WRkZPDwww8zdepUYmNjSUlJYciQITz00EMsXLiQ/fv389BDD1Wt0n/77be56qqrapUMOxu3201eXh5Go5HgFvjtxu12U1FRgbe3NxqNxiN/z9W1hmNoXclr0bgKC9UVdYsXv8GHH75L//79iYqKqsq00Wg0F5xp05y53Wo/nOxs2LABPvjgMQoKQigqWoxWW4bJZMRisWC3uzAY/PDxMdGx49UcPLiVoUOHsHr1Cm6//Xb2799PXl4+OTk5+Pr6otNpKSoyExoag7+/nqys44SHh/OXv/yFhQsXenq3L1pODuj1CjNnTuKmm27ixhtvrBHAO1cvM3Hx5BhaU329HnPmzGHlypUsX76cXr161eMIhRCi6ZLPlJPktfCcvDx1oVhkZP1l/yiKQkFBAQ6Hg/DwcPT6Jrq+3uWC776DH35Qa86dOAFGI67AYMqsTo6mlZBx3EBhoUJZmZFu3Zxc0ldLQIAvxScsHPohC6vBj7BOoRwsb4vlihsY/8wlNRITy8rU8nHt2kFRkZtPPiklKkrLsGH+9ZLA6HA4sFqt+Pv7e3QB1rFjatCwKQUzW5O6HkOb6F+iaEhlZWWkpqbicDjo1KkTs2bN8uhq4MqMi/T0dMaPH8+WLVvo3bs3oGY4NIbWVpZJp9Oh0+koLy8nOzsbu91OUFAQ7du3x2AwEBsbS3BwMPfffz/p6en4+Piwb98+/P39GTlyJDt37uTYsWOsXbuWTp06YTab8T9lWYevry8hISH4+Pjg7+9faxV+VFQUV1xxBV5eXmg0Gh544IEav4fs7GwMBgP9+/fn4MGDQO1V+nWl1WqJjIy88BesicvIyCAnJ4fY2Fjmzp0rq/tFqxUSoq4cmzgxkYkT6zfTpjmr7AVsNIK390G8vW0888wLGI0v8M03i/jvf6fRtm1bRo5M4qOPFlJQcARFOcYttwwjO/sw/v7+fP/99zidTjp16kFU1OUcOLAZnQ7i49tx222jeeedxdx+++1YLJY6Ne9sDo4fh9Wrz95DqLUF8ETLkJSUhNls9vQwhBBCiFYnNBTs9vott2a1Wjl69CgVFRVNe+5Dp4NBg9T///QT6PVqylFWBm67HX+dBl9vXwjV06aNFcXm5OCPNrq2zSMgyBuv+LYY9CY63tQT/17XENyzXa1Ayq+/qn1Pr7kGOnTQcu+9gWg09Vcx8tixY+Tl5REXF0ebNm3q50HPk9UKBQXqv926eWQIoo4k6NIKabXaqsj3kiVLGmUyQVEUSktLMZlMtSZjjEYjb775JqtWrWLdunXExMSQkZFB3759cbvd9fL859IayzK5XC6OHj1KUVERBoOB4uJiOnXqhL+/P+3btwdg6dKlvP/++wC88sorBAYG0rFjRxITE7n00ktZtmwZnTp1om/fvrz11luUl5fXKCWzaNEi9u/fzzvvvFOrlIxOp6v1/mqNv4f6UJmweLF/z60t+ChaJpkDP6mwEHbuhN9+W86JE3sYOXIku3evYN26BbhcsHo1BAUNpn//lD9KQd5KRcUJfH198PMzcdttQ3n++edwOByMGzeehx9+gEsv7cef/zySZ5/9kuXLZ+Dj48Pkyc8wY8Z0QC0dOX/+fA/vef3o2BGmTEnk1VclgCeEEEIIIS6eVgv13bfeYDDg7e2NTqc75+Inl8tFYWEhPj4++HoiTcJggKuugjZtKP7vD2QfNuBj0KHVnMBP76RL0An0WgOK4s2hNA1lGMk1hODw8qProAC8+/eGAQOIDwykosKF0+lGUbRVfYPat1ez/CMi1Ker7ykko9GI0Wj0aDaRjw9ER0tlzOZAgi6tkLe3N127dsXlcnHZZZcxadKkqtsaajKhpKSEQ4cO4e/vT3h4OJMnT2bv3r3MmDGD4uJirFYrRUVFzJ49Gz8/Px555BE2bNjA8OHDG2Q8Z9Kaarbb7XbKysoIDAzEYDBw9OhRHnvssXP+XvR6PWPGjOHgwYNs2rSpqoTViBEjapWwOrWfxOk4HA5OnDhBeXk5AQEBREZGtqrfQ32IiYkhLCyMyy67jMmTJ1ddf75/zxL0EqJlyc+HI0fgkkvG8dRTdxAdHc2QIUOYPDmRp5+eAlj54Yep5OfvZ/z4X+jceSCZmWow/tdf9zN+/P0EBkbRqdNfyM3twKWX/oni4iI6d/ZlwYLJnDhxArvd7undbDAtsBqlaK2KiuDHH1m+dSt7SkuZ+Mwznh6REEIIIeqJ0WismuPzOkdEp6SkhMOHDxMYGEj37t3P63nsdntV1ZSLotVC165kFETx89FDxJV/S2yAGw1AeTlOIDAgAgMudEZvaBPKD7Z44nt0pc8NcTjdGr5Yn8uePeVoNFp8fMLo08ebwYOhbVv10lBiYmKIjIysUarfEyqDSqJpk6BLI2pKq8gbuxyG0WjE29sbX19fQkNDz1nrfenSpY0yrvLyctLT0zGZTLz11lutqiyTwWDAaDRSWlqKl5dX1fvwTKmoTqeTp59+Go1Gw+LFixk2bFi9vFYZGRlkZWWh1+vJz89n+vTp3HrrrfTr14+XX36Zjz76iB49erBq1SrJvDgDnU5Xr6tUJOglRMsQHw833wzh4WqWa/Uyj7m5anmDmTNX8tlnk4iPv4khQ24kPf0Wli1bT9++/2bDhmfo0+cmSktvYPv2f+Dv709AgB/vvvsuXbp04Y477uDFF1/kscceY9q0aVgsFqZOncr+/ftZtGhRrQxHIYSHHDgAu3czLjiYcXfeybubN/P5559z4MABpkyZUlXWVwghhBDNk8FgwGAwnHM7X19fwsPDa5WHPxez2czhw4fx8fGhc+fO9TI/0PlPAZjC/wS2EHJT9uJts6EUFBDi68tRcwC/lWjoeWUUba/qQklOCG07abA5YOPGUr76qpzQUIX8fDf5+WW0a2cEGr49gUajOW3Axe12Y7PZqsrnCwESdGlUrXkVuY+PDz179mxyB5+ysjLy8/NZt24dW7ZswWw2t5qa7Xq9nvj4eI4dO4bD4ajKljgTp9NJRUUFH3zwAVu2bKG0tPScr1X1QGO7du1Yt24dTqeT7t27Ex4ejsFgoKKiggkTJuDn58eTTz7Jjh072LhxI4MGDWLTpk0kJCRgt9vZsGED7777LtA6/mYaU3l5OWlpaRiNRt5+++1WFXwUoiUzGKBz59PfpterZZU//3weW7duxmIpIT9/B7Nnz0Wr9WPlyjfR63Xs2bMCi6UEh8NKSEgIer0eh8NBx44d+fbbb3n44Yd55ZVXqh63LhmOnlb9s+mee+7hm2++YfXq1ezZswc/Pz927drF7NmziY2NleOfaBkCA9VOqyYT+Plx1113cdddd3l6VEIIIYRoZCaTiY4dO573/ex2e1XPmPqaizGZ1HMVl6sdJ4KNmM1mvL29CW/blpx9FvLLi9F18yMgPpSB8ep99u2Dr7/WkptroHdvN/7+Try8rPTv709jBF3OpLLXS1RUFDExMR4bh2haNEplMwBRxWw2ExgYSElJCQH1VCRPUZSqgMMTTzzB7bffXlWWadOmTbXKMonGUVnaymQyEdFK8/MURcHtdtcpRbSsrAyNRoOPj895PUdloHHJkiUUFRXRr18/Dh8+jFarZejQoTz11FOAWl+0V69e6PV6nnjiiarApPzNNKy8vDwOHjxYFXwcOHAgUVFRVQE1jUZzXsHHhjiGNlfyWoimzO2uXefYbodvvoGdO4v49NNHcbtN3HDDEvbtG016+m/MmzePwYMH1wjKNrUFFXVV/bPp7rvvZv78+fj5+QEne9NI0MWz5Bha0wW/Hm43ZGaqkVgPNX0VwiMKCuDoUTW902BQi+DHxakF8UWrI58pJ8lr0XS53W6sVmtVj5amwu12U1RUhMlkqvq+3JAURcFmc2AyGWqca+Tnw4YNNnbtyqGiopSsLC/atdPx73/HEBDgubyC5ORkcnNzadu27QUFtUTzUtdjqGS6NIKsrCwKCwuJi4tj2rRpsoq8CTEYDMTGxnp6GB6l0Wjq/GFe1xJWiqJgt9vR6/VotVpefPFF/vnPfwLwwAMPcMMNN6DVatm+fTt9+vRBp9NRWFiIl5cXZrOZGTNmcNNNN1FQUMDMmTPlb6aBBQYGEhsbS1JSEv/+97+rvtRIw2ghWrbqAZfycjh8GPLyoEMH+PTTlwkPhw4dHiYraztZWccwm8188skn7Ny5s0VkhFYvpShEi6bVQiv/vitaGUWBX36B//0PzGY1yOJyUfbjj1yzeDEvvPACG3buBNSKDLNnzyY7O5uJEyei0+kYP3481113HbNnz+bo0aM4HA4WLlxYa5tLLrmEpKSkGuWPN27cyPz58xk6dCiPPPKIh18IIeqZ2w3796u9wnr2VGvVinqVl5fHsWPHaNOmTZOaq9JqtYQ24u9bo9Hg5XWyjFdmZjm//mrBanVx2WUGAgOL2L3bxYkTGsrLbRw5oqdvX89lmLRv357g4GACAwM9NgbR9EjQpRFYLBYsFgvz5s1j8+bNlJSUtJoSVqL1URSFjIwMcnNz8fLyYt68efTp0wcvLy/++te/4na7+c9//lMVQHnmmWdISUmhc+fOuFwuXnrpJQYNGkTHjh1ZuHCh/M00AqPRSFxcnKeHIRqZlFgSlRQFtm2D//4X0tIUsrOfJigog6eeuo+iIjMLFy6gT5/u+PtfSn5+PpdccglDhw4FwGazYTQam8X7RVHU1hY+PgpvvTWpKqAvhBCihTlyBL79Fvz8oFu3qqtfXbGCv/bsSeH33+OwWlmyYgUzZ85kx44dbN26lUmTJtGzZ0/uuOMOrrjiCvbs2cN7773H/Pnz+e6779i2bVuNbd5//32WzZoF+fmMefxxSnNzef755xk1apQHd16IBpSdrX5pLC1VA5rDhnl6RC2OXq+vughVYaGNpUtz2LIFyst19O1rZvDgMv7+9xDi4kopKiomICDYo2P08vLCy8vrgu/vdqvnKQEBsk6mJZG/4kbQvn17wsPDGTBgAM8880zV9bKKXLREdrud3NxcFEVh0aJFbN26ldzcXJYvX85PP/1Ely5d6N+/P8ePHychIYEnn3yyqq74+++/z48//ohWq6W8vJzu3bvTr18/ioqKuO2227Db7VWTwt7e3s1iku9U1Se6R40axcaNG2usjhOisZzaZ2zJkiVkZmZW3T5gwABeffVV5s+f78FRisbgckFOjhqUOHRoHunpH6DXVzBp0mEOHjyIy+UiPj6eQYMG8e677/LPf/6TlStXAvDYY4+RlZXVLN4vZWVw8CD897/z+OknNaCfmpqK1Wpl586dTJgwgZdeegmLxcLUqVPZv38/ixYt4v777/f00IUQQtSV260W/QcID6+6+qu9e+nRvj0VNhuhpaX0jIxkwoQJFBUV0a5dOzIyMoiNja3qU1BQUED4H/dv3749GRkZtbZh1y7Ys4ftv/5KN6eTf//zn/z1L3/B1ag7LEQjMhrB21tNkZYyfQ0iNDSUgICAlht0cbvV4F1JiZqJGxamXs6ioMBOTo4bvV6L0wn5+XrKynSUl5fRt68Wm82X0FDPBl0uVmmpep7i6ytBl5akhf4VNy0mkwmTyeTpYQjRKPR6Pd7e3hQVFXHnnXfyz3/+E7PZjMlkonPnzrXqfzocDlJTUykqKmLEiBHcc889dOjQoepk5rbbbmtRk8KnTnRX9q0ZM2ZMvTWkE+JcysrU77je3lJiSYBer1aIyM6GK65I5IEHEhk9GqKioKJCLYXv6ws7dnzG6NGjufPOOwE4ePAgNputSZU+OBs/P+jfH66+OpGwsMQatyUlJdX4+b333mvMoQkhhKgvJSWQlVUj4AKwbd8+yioq+P34cbzdbj6dMgXtmDE899xzdOvWjUOHDpGRkVFVmz00NJT8/HxAbZDcp08fYmJiTm5TVgY//MC2rCzWZ2Xxl0GDKDx6lIqCArIvYrWzEE1aeDgMGaLOELdv36BP5Xarf86BgbV7ELZ0BoPB00NoGLm58P33cOwYOBzqdT4+0LEjDBqkflk/jdhYH/r0MZKX58BodHHFFSb+/OcYLJZccnOd6PXhQPOughIYqJ6nNEK7HNGIJOgihKhXOp2Ojh07UlJSgslkwt/fH4vFgsFgOG05MIPBQKdOnSgtLUWj0eDr68uxY2rvgODgYKKjo1vEpLDD4cBqteLr64ter6+xT9u3b6dbt24ScBEXbPz48RiNRux2O4sXL2b37t21ssAmT57M6tWr2bp1D19/7Yder/Djj5MYOlRKLAm47DL1fEejAX9/NRBTUQFffqlWaQkIgMGDR/DFFyO45ZZb6NOnD6+99hoLFizw9NDPSzOJDwkhhLhQTqeawnnKpOX0PxYMLNuyhTCXixfef5/8r78mIiKCvn37EhERwaRJk9Dr9dx7770YjUb69evHY489hs1m46GHHqJjx44nt7nhBnKKihi7cCEJf/4zk1auZFCXLuzav59j5eV06tqVqKgoKTUmWp7o6EZ5ml9+UZPJ+vVTJ6NFM1dYqNYyzsuDmBh19R+oZep++UU98Rg8GE4TtPby0nHXXW0ZMsSOn5+BgAAdWi3s+9WLPV8cptRcxP6fddx9XywBARcesLLb7WRmZqLX62nbtm2dex/Xl3btGvXpRCOQoIsQot6ZTCYiIiKqfq5cMXYmBoOBkJAQQG0cl5WVhdFo5Pjx48yaNYvhw4c360lhRVE4cuQIhYWFREZG8vbbb1f1EqjsbdNcyqOJpmnp0qXA2Us9TZ8+nczMTFwudT5i06Z57Nu3GatVSiwJNdjyx2G4Sl4eHD2qLmT86qttfPHFJ4SF2Rg6dCg33XQTQ4YMITExkSlTpmC1WuX9IoQQwvN8fdWV06WlcJpqE3ffcAMcPsywESPgppuqrm/bti3Lly+vse2pWZA1tvn2W/jpJ3JWrDi5gcvFsg8/JOwvf2HY+PH1t09CtEIOB9hsJxMiRDO3bx+cOAFdutRMXQoIUAMwhw6pt1Xrw1Wd0aglJqZaQCYvj7L3Pyd+dzptwuHIphAye91AwF96XvAQi4uLycjIwGAwEBAQQGBg4AU/lhAgQRchRBOjKAqKoqDX63nvvffYtm0bBw8e5MUXX8RisVBQUMCVV16J2Wzm448/ZtasWfz4449s27aNa6+9tskGL5xOJ06nk6VLl7J5s9pLYMeOHSxYsICEhAQefPBB5s79//buPC6qev8f+GsGmGEbQMCFTRBxSTMtt2xzSS23wu1a10wt9WaaC5bW1ZuaqWW5pOi1FJdL3q/b7Womv1vCVTOXNNTudUEghQRUdgYYmIGZ8/tjLiPIIssZziyv5+PBozgzjO/PYebz4X3e5/P5rK9xNhBRfdR3qSdvb+Cll4DRo+fAy4tLLFHt3N2NU91v3gTCwgagc+d8XL16FD/++CN2796NkydP4sCBA/j8888RGBiIuXPnYu3atUhMTJQ6dCIisleurkCnTsDp00CLFsCDdyoXFxv/26FD0/6dgADg4kWgqMg4YAoCkJ6OKSNGAOPHN+21iQiPP26cEPHASoFkjTQaIDnZ+MusaXUPJydjkTwhodaiSxVaLfDvf8O3KB1X3X2RWCxHADLR+upPQN8AwMurUWG6ubnBy8vLtGQ+UVOx6EJEFsXLywu+vr4oKirCrFmz8Nlnn5k2kau8t8uUKVPQoUMH00XhlJQUi93bRSaTITQ0FC1btkSfPn2wYsUK02NLly6VMDKydn/7299w8eJFjB49GtHR0fVe6snHx8yBkU04efIQYmOP4t49NYKC2uL06cPQ68sRFhaGWbNmYcCAAVXWnLbGfbaICHj55Zdx7Ngx7NmzB6NHj5Y6HKKm69YNSE833jndurXxDgKDAcjONm4S0bNn09ebDAkBevQwLouTnm4surRoYdyXgHu6EDWZkxPg7y91FCSK0lLjV11JqKurcakxQTBOwa9LejqQno6QAV2gDdJCrdbD388H3qW3jfvFNKHo0qVLF8hkMi79TqLgu4iILIpCoUDHjh1x8+ZNrF69Gs888wxeeOEFdOnSBUFBQcjIyMD06dPx448/YvLkyXj33Xeb9O/dvHkTb775JsaNGwcAWLNmDaZNm4aXX34Zubm5KC4uxuTJkzF9+vQm3fXv4uKCVq1aQVnDMgdEjZGWBjz99OtYt24dXnnlFRgMBsyZMwdpaWlITEzE4sWLERsbi6+++goAsG7dOtPyYRkZGRJHT9YgPDwc0dHb8MEHWxEffwmBgd1hMBgQFxcHZ2dn/Pe//0VCQgKuXLkCACguLsaCBQvwww8/cJYUkRU5fPgw+vTpI3UYROLx8ABeeMG4YVlpKfDbb0BqqvFO6oEDgWeeqT4DpqEcHIDnngNGjwYGDTL+e2PGGDdIIyKTxETgzh2poyBJKRTGL6229udotcbCy8MKLgCg0wEGAxyUTmjTxglqdRku/1qMtLRS42NN4ODgwIILiYYzXYjI4shkMoSHh+PRRx/F3r17sXv3bjg6OkKpVOLAgQNwd3dHSEgIli1bht27dzfp3woNDUVUVJSp6LJw4UIAwPr165GcnIwbN25g3LhxGDVqFCZMmICJEyc2uX1EYlAqjfm+XC7HnRoymQcvekdERFRbPozoYZKTgb/85WM899waBAc/ji1bjBsDd+/eHX/6058wpNJ6+N988w2GDRuGdu3a4dtvv2V/SWSpMjONG9qGhQGOTAfJRnl6GgssTzxhvHtaLjfeZS3mLBS53LjzMXc/JqqVm5vxejvZMXd3oF074PJl44zAB+n1xqUan3mmfq/n4wO4uUGfk4OTP5bgxg05vJQ6ODnp4CZzRw3/ApEk+Fc2EdXboUOHcPToUajVaowdOxYxMTFwcnKCSqXCunXrmvz6Op0O6enpMBgMKC0txc2bN5GUlISnnnoK33//PbRaLbZv347k5GQUFhbi448/RosWLZCYmFjnBs5Tp06FQqGATqfD9u3bER8fj88++wwBAQHYsGEDAODKlSvo2LEjzp07h7/85S9ITU3F1KlTERcXh27dugEw3vVAZCm4vjGZiyAYV0vR6wXMnPk+8vKGIS3tcezb1wv5+bfg6+uDnJwcvPPOO5DJZPjss8+wadMmXL58GdevX0dGRgYUzZRdVx6X3nzzTdM+MxcvXoS7uzvOnz+PtWvXIigoyGL3/KrsYeNsTEwMIiMjMXz4cMyePRs3btzAp59+CkEQ0LlzZyxatEjqJpClS04G1q4FcnMx484dXCgsxLZt26SOish8PD2NX0QkiYAAqSMgi9C1K3DrFpCSYtysp+KmD63WeCw4GAgNrddLFbv4IsXxMZTGHUNSnB6aEgVcPUpwrXNHdG8ZWK3okpubi3v37sHf3x+eHA+oGbHoQkT1Fh4ejvDwcNPeKrt27QIAjB8/HgaDocnTMO/du4f09HQUFBQgJycHe/fuxWOPPYaUlBQ89dRTAIBOnTrh9u3byM7ORmpqKiIjI9GxY8c6l7LZuXMnAGDu3LnIyMhAz549MW3aNOzZswfFxcVwc3PDo48+Cnd3dygUCmzevBn79+/H4cOHERgYiLS0NPTo0QMGg6FJ7SMiam6NKZb/85+HsGPHUfz6azxycvIhCIeQkqJBeXkaAgKC0KZNK8TGxuKRRx5B165d8cEHH8Df3x89evTAwIEDMXLkSLzyyivN0r4Hx6WoqCikp6ebHre2fWYeNs4OHz4crq6upiXdOnXqhB07dgAAxowZI1XYZE2SkowXN5RKfNWlC/DXv2L6jBm4cOEC5s6dC4PBgLFjx0odJREREdmSNm2AIUOAn34yFl8Ewfjl6GhclrF/f+O0qHoo1cpwJ7gfvssrQ4E8HToZcFITjA6tfdAmsPpr5OfnIysrCyqVikUXalYsuhBRg3388ceYNWsWAODUqVPo3LmzKOteymQy6PV65OTkICYmBgkJCUhMTMTdu3fRtm1bZGZmIjY2FmPHjsWrr74KAEhISKhxdovuf2t5VtxtnZCQAK1Wi6CgIOj1ejg4OEAmkyE3NxcLFizApUuX4OXlhb/85S8oLy9HXl4e1q5dC3d3d8yePRtHjx7FqFGjmtxGIqLm1Jhi+Zgx4XjppXAcOZKH9957F61aReG33zYiN3cxXF09ABj3qfLx8cGVK1ewevVqLFu2DGPGjJGsv6w8Llkrrda4Uo2TU8PH2b1792Lo0KHNFSpZs0ceATp0AHJygH79AJkM27Zt42wXIiJqmPh44PBh4/T7KVMAlUrqiMjSBQcbiy+//w4UFBj3b2nZ0jgd6oFVRfLz86HT6eDr61vtb2AfH+DJp+SI+VcILqcHITPTEw4OQCfnYhgMMsjlQHZ2NrKysuDv7w8/Pz+4ubnBy8urGRtrOwwGoKSk3jUxqoRFFyJ6KJ1Oh5SUFCiVSmzevBnDhg3DE088gRMnTuDIkSOiLdnSunVraDQaqNVqTJw4ERMmTMDRo0dx4cIF9OvXDz169MBbb7310NcpKSlBYmIivvvuO9y9exfjxo1DdHQ0tmzZAsC4TFhISAi8vb0RFBSErVu3AgCmTJmCFStWwN3dvcrrVcyUISKyVg29iO/oCMTGfowpU2bh+PFDcHQ8Bh+fICxc+CF++ikGjz/+OFQqFY4fP17l55qzv1SrATc3AX/+8/umcclalZYCR44ATk4CTp9+v0Hj7N69e5Gamsqlxah+QkKAjz4C8vO5DwURETXe3/8OJCQYL5yHhQHDhkkdEVkDpdJ480cdysvLkZKSAq1WC6VSWePsFHd3IDxcicJCNRITy+HqqkOPHk6oSG9ycnJw9+5duLq6Ijg4GC4uLuZoTa2KioxbiNnC1nkXLwLXrgEDBvBPx4aygV8/EZlbSUkJ8vLy8M033yA2NhZqtRqnT5/Gli1bEB4ejpkzZ2L9+vVNHsiOHj2KI0eOIC0tDf369cPZs2fh6uqKAQMG4Isvvqj36+j1epSXl2P48OHo2LEjwsLCMGzYMMyZMwdLliyBRqOptgfMunXrcPbsWcybNw8fffQR/P39m9QWIiIppacDZWVAcLCA99+v30X8/HyguBjw9zf+zOjRw/D880+gb1819u3riPfe2401a94TfWnJxsjKMq5McOTIJsTGxqKgoADJycnQaDRV+vKioqI69/yyJHI5EBOzCfHxsSgsLKhxnL18+TLWrVuHvLw8+Pn5ITQ0FO+++y5GjhyJiIgIUfZXIzvg5WX8IiIiaqwWLYy3wLu7G7+IGuD3341/+wYGVn/MwcEBvr6+0Gq1cHV1NR2/c8dYs/H2Nn7ft683fHzykZWVgdJSd/TqFWgquvj5+cHZ2Rm+vr7N0JqqNBrj/pheXsatbKydXG6srcpkUkdifWSCIAhSB2Fp1Go1PD09UVBQAA8PD8niuHnzJlauXImCggIcPHgQa9asQWJiIrKysrBz504olUq8/fbbUCgUGDBgACZOnChZrGTbDAYDcnNz4eTk1CxrYN6+fRsRERH45JNP0KpVK7zxxhvYt29fgy7sqdVqyOXyarNWyPwspQ+1BLZ+Lhq6iXlubi4iIiIeuqcINV16OqDTAUeObMTu3bvRu3dv+Pn5mS7iy2SyasXyb7813pWVmroRBw7sRlhYb/j4+OEf/9iC0aPDce7cOfz1r3/FU089hVOnTuGHH37AihUrJGmfTmfcmiIw0Hb2R9bpjEmNLdwRJxZb70MbiueDiKjx2IfeJ8q5uHfPuD+HlxcwcCAgwU04ZL1+/9343/rOnFCrgaNHAYUCGDMGyMsTcO1aCZRKAY884gAXFyc4PLBEmVQMBuDGDcDX17h6mrUTBOOs/GaeLGTR6tuHsuhSA0sbjMeNG4eDBw+avl+/fj2efvpp3LhxA15eXhg1ahQmTJiAffv2SRglUeOVlpaisLAQSqUSHh4eWLBgASZOnIgnnnhC8gt71HCW1odKyV7OReVNzKdMmYLIyEhTwTMlJQWRkZHVZlaMHz++wcVUEkflYtnYsWMRExMDJycnlJWpMG3aOvTtC/z8M3DunDFpCAsTcPbs+3jhhSEYPHhwldkyMt7yRGZkL31offF8EBE1HvvQ+3gurEvFZVt7/rtbrwfOnzdOqurYEYiKysH168VwdARGjlTh+edbSB0i2ZH69qG8l84CCYIArVYLJ6eqlVqdTof58+cjNTUVU6dORVxcHLp16wYAFlPRJWqo8vJyJCcno6CgAAqFAnv27MHIkSPNsmcMEYmjvNy4DFXFDIOGbmJenz1FyHzCw8MRHh5uKpZVXi7sqaeMy4VlZhrvZnJzAw4c2ISEhNqXvGruNZKJiIiIiOoiCBX7/1n3LOLS0lLcunUL5eXlaNu2bbOsPGKJHByAfv2M/5+TIyA9vQStWumQne2A338vBsCiC1keK+56bFdaWhru3bsHNzc3hIWFmY4rFAps3rwZ+/fvx+HDhxEYGIi0tDT06NEDBoNBwoiJGk+r1UKj0cDd3R07d+7E8ePHUVpaygt7RBZKEIBjx4C0NOC55wTs2NGwTcztqZha24wSS1larXKx7MFCWMeOwN27xn1e/vSnOejff45pHd+lS5dKFDERERER0cMlJACnTgEhIcCQIda7H0VBQQFycnIgk8mQmZlpt0WXyry8ZOjY0QkXL5bB2dmADh2cpA6JqEYsulgYvV6P7OxslJWVISUlBZ999hkuXbqE1atXIz8/HxqNBnl5eVi7di3c3d0xe/ZsHD16FKNGjZI6dKJGcXFxQYsWLZCTk4OpU6di1apVps3SeGGPyPIYDEBBAZCbC0RFbUJcXP03MX/55ZcxYcIEuymm1jWjRKoN6DMzAScnAZ98cr9YVlMhrGtX4zrE5eWAn5/1JqpEREREZH+KioC8POOWM4JgvX/LOjs7w8XFBWVlZXBzc5M6HLMyGICsLMDVFVCpan+egwMwYYIvHn9cDRcXGdq35xJ5ZJm4p0sNpF7f8vfffzfNdOnQoQOcnJq3atvQjZGJmkqv10Oj0UCpVEKhUEgdDjWR1H2oJbHVc5GVBeTkAO3aAUql1NFYPkvapyo7G4iK2oj9+3ejd+/e8PPzM80qlMlkNl8Io/us4e89W+1DG4vng4io8diH3mcP56K0FEhJMW5k7uMjdTRNU1xcDL1eD5VKZdP7ugjC/aLL/7YHJbJI9e1DWXSpgdQDkCAIKC0thZOTExwlXHyyMRsjExFJ3YdaEp4L+yYIAt5//30MGcIN6MlyWfLfe+xDq+L5ICJqPPah9/FcEBE1Xn37UC4vZoFkMplF3GXa0I2RiSpY+j4GRNaEnyfrk5VlXILtyJFNiI01Lr9mS/tUTZ06FQqFAjqdDtu3b0d8fHy1GRGLFy+uMmuCLBf/3iMiIiKyDdnZ2SgoKIC/v3+tuYZWC6SnA56e1j8LiMiSsehCJnq9Hrdv34ZMJsPmzZsbtDEyUWX12cfAGpY1sSf8fVguS9wXhOqmUAAuLsDcuXMwf/4c03Fb2adq586dAIC5c+ciIyMDffr0waefforIyEjTc1auXIn09HSpQqQ6FBYa92QKCBCwePH7/HuPiIiIyEZkZWUhJycHHh4etRZdHByMS0RzZXeyJMXFxqWwAwIACRd9EpWNNIPEUFpaiuzsbOzbtw9xcXFQq9X12hh5xowZUodOFqry3bOnTp1C586dTReIH7yQHBUVZbpAV1EAKC4uRkpKSrU7plkAEF9dvw8ANV5UpeZV1+eJLIunp/HLliUkJECr1SIoKEjqUKiBTpwwrnF+9+79mVj8e4+IiIjI+gUGBqJFixbw8vKq9TmOjsYL29aivLwcOTk5cHJygre3t9ThkJmcOQNcvQoMHgw8+qjU0YiDRRcycXV1RUhICN5//32sWbOmynrzERERVZ67Z8+e5g6PrIDBYEBOTg4cHBzw6aefmu6erbyPwYNqWtakogDw66+/4rXXXsPBgwdZAGgmXGbGchQVAYmJQHCwgDVr3q/z88QlyMjc0tKA7777GxISLmL06NGIjo7Gli1bpA6LGqFFCyA/HxgzZg5WrpxT5TH+vUdEREQNkZtrvJmjY0dufm4JVCoVVCqV1GGIKjc3F0lJSXBxcYGDgwOKiorg5OQEHx8flJaWQiZzRmamAwICACen5o/PYDAgNzcXDg4OaNGiRfMHYCNatAC8vW2rH+EtsmQik8ng6+sLHx8fbvBLjVIxGK5evRo//PADDh48iOXLl2PChAkoKirCW2+9hdu3byMzMxPl5eVYtGhRlWVNBEGAVqs1vd6mTZvQo0cPiVpjH0pKSpCTk1Pj74Okdfs2cOEC8MknxrvRH/w8zZw5EyUlJQCMhcpt27Zh69at+P7777Fr1y5s27YNt2/fhsFgkLglZO3y8oBz54D27V/HunXr8Morr8BgMGDOnDlIS0tDYmIiFi9ejNjYWHz11VcAgHXr1plmTWRkZEjcAqrs6aeBV16xrjsciYiIyDLdumXMWW7fljoSslUKhQKurq5QKpVQq9W4efMmbt26haSkJFy9ehUnT2bg3Dnje1EKFbPGb968acrPqeF69QJefRUICZE6EvFwpgsRicbR0RFKpRKTJk3Cxx9/DKVSCeD+Pgb5+flISEiAwWDAiRMnqixrUlxcjFOnTuHNN9/EihUrsHHjRty6dQs5OTmmi3gkLkEQ8Ntvv0GtViMuLo7LzFiYkBBAEIBXX52Dzz6r374glWcqrVq1CsnJyXj11Ve5Tw81iYcHEBZmvPNILpfjzp071Z7z4IyIiIiIarMmyDLIZNLcBUhERES2p0MH416GtnShlCyLl5cXunTpAgcHBxQWFsLFxQVOTk4QBAE6nQ7e3iVo2RLw85MmPoVCARcXFzg6OsLRVjYjkYit5SgyQRAEqYOwNGq1Gp6enigoKICHh4fU4RBZFY1GAwcHB1PBpbKioiIkJiZCr9cjLCysytRLvV6PK1euID8/HydPnsThw4fh6+uL4uJiFBUVITMzE+7u7ujduzcUCgV0Oh2uXr2Kt99+mwWARhIEAUlJSVCr1QgODkbLli1FeV32ofeZ+1wUFQGZmUDbtsYNsYcMGYLBgwdXWYIsPz/ftE/PlClTEBkZCff/zdlNSUlBZGQkiy71wCXcyJpNnTrVNHZu374d8fHx1YquD+6fZgk4nlTF80FE1HjsQ+9r7nORlQXodJxlS+KouOYkk8lQUFAAlUoFZ2dnSWMqKyuDXC6Hg4ODpHFQ86hvH8oSHBGJytXVtdbH3N3d0alTJxgMhmoXdBwcHNCuXTtoNBr069cPH374oemxypu7A8D48eOxb98+biLeRDKZDO3bt4dOp5P8jxRqnP/+1ziNOjr6/obYp0+fxpYtWxAeHo6ZM2dCoVBwnx4RVOw1VdEf7dq1C4CxPzIYDOyPyKLt3LkTADB37lxkZGTUuDfaypUrq+yfRkRERCSG06eB8nJg+HCgjssFRPVS+ZpTy5YtLWI5bSdbm6JBouAVAiJqVm5ublCpVDXuG+Th4YE2bdpAoVBUOV55yaRTp06hc+fOvMApEgcHB7i4uHAfp0oyMzMxdepUPPbYY/D29oazszPCwsLw5ptvIjk5WerwqmjfHnjkEWDRojmIj4/H1q1b8ec/L0Vs7D2sWLEVnp6eeOmll7hPj4jYH5G1SkhIgFarRVBQkNShEBERUQNYU35Sk27djDmLi8v9Y7m5wH/+A5SWShcXWb+cnBz897//RVZWltShEFVjEzNdMjMzsWjRIsTHxyMtLQ0ajQaBgYHo378/PvjgA4SFhUkdIhE1gMFgQFpaGgRBwObNm02bu1deMonIXPLy8pCYmIihQ4ciODgYLi4uSEpKwo4dO3DgwAGcO3cOXbp0kTpMAECrVsavyu7dM86A2bZtE06f5j49YlCrjcvxrVr1vlX0R7a2FFrl9nB/ovrR64HkZCAu7m9ITLyI0aNHIzo6Glu2bJE6NLvCHIWIiMRgTflJTdq3r37st9+AhATA3R0IDW3+mGyJTgeUlABKJWBvC1iUlpZCo9FwA3srcvOmsQAr1R48zckm9nS5ceMG3njjDfTr16/aAKTVahs8AHGtTyJplZSU4OrVq9i3bx9iY2PRt29f+Pn5mZZMkslkWL9+PVwq3ypDFsNW+9ALFy6gT58+mDlzZr0vXEpxLsrLjX/ItGwJVNo2iZpArQa2bt2Ifft2o3fv3lbTH9na0oyV28P9iep29y5w8iTQujXw3HMGBAQEYNiwYVAoFFiyZAk0Go2p6FqxN9q6devw5Zdf4tlnn8VHH30Ef39/qZth9eMJcxQiIsthi31oY/ITwDLOhVoN3LljLLhwZaam0emMM4aUSuOXPdHr9SgsLIS7uzs3sbcCRUXA//t/gEIBvPyy1NE0nl3t6dKpUyecPn262vFx48ahT58+iIyM5J19RFbE2dkZISEhWLRoEdasWWNa+mrp0qWi/1s3b97EypUrUVBQgIMHD2LNmjVITExEVlYWdu7cCaVSibfffhsKhQIDBgzAxIkTRY+BrENwcDAA44VfS+boCHTsKHUUtsXDA1i4cA4WLpxjOmaO/khstrYUWuX2UN18fY1LebRsCcjlcty5c6fac/bs2VPl+4iICERERDRXiHaBOQoREZmTteQnNfHwMH5R0ykUxi975ODgAC8vL6nDoHpycwO6d7efvZ1souhSG2segIjsmUwmg6+vb7P8W6GhoYiKisK4ceMAAAsXLgQArF+/HsnJybhx4wbGjRuHUaNGYcKECTUWXWxtKR8yKisrQ0FBAcrKypCcnIxly5YBAIYPH17rz2i1Wmi1WtP3arXa3GESVVFQADg4CFixwjqWQqtLWZnxzj1XVwHvv3+/PfRwjo6ABa8yYveYoxARUWM0Jj8BmKOQ5cjPNxaImvOie15eHvLy8tCiRQu0EGkpCIPBOGuDhcOGkcns6wZRmyq6NHYAIiL7o9FooNVq4eHhAQcHB9NxnU6H+fPnIzU1FVOnTkVcXBy6desGAFWeV1l4eDjCw8NNS9/s2rULgHEpH4PBYNV3ltuz77//HqNGjTJ937p1a6xduxaTJk2q9WdWr16N5cuXN0d4RDUqLAR27dqE2Fjjfj6nT582LYU2c+ZMi10KrSZnzhiLSDdu3G8P9ycia8SLZEREJIbG5CcAcxSyHIWFxuXkmqvootfrkZqaivz8fBQWFla5/lNeXo7c3FwoFIoGz5ZJSACSkoAnngCCgswQONkEmyq6NHYAYkJDZF9KS0tx48YNlJSUICgoCEGVRkmFQoHNmzdj//79OHz4MAIDA5GWloYePXrAYDBUeR29Xo+ysjIolUrIZDKbW8rH2uXn52PDhg31fv6cOXPg7e1t+v7JJ5/EsWPHUFJSgmvXrmHv3r3Iy8tDeXl5revFfvDBB1WW51Gr1VXeX0Tm5uMDLFo0B0uWWNdSaDXx8TH+d968OXjvvTlVHntwGawHl8oisiS8SEZERIA0+QnAHIUsh49P8+7hI5fL4eLigpKSEri4uFS5PpOVlYXffvsNLi4u6NKlS4NuTPP0NC6V9b/tJYlqJBMEQZA6iApNHYCys7Nx+fLlKgPQyJEjsXTp0joHoGXLltWY0NjSBmskvspLSr355ps4efIkDhw4gIsXL8Ld3R3nz5/H2rVrERQUZHVLuti6oqIiXL9+HSUlJXB3d8dXX32FY8eOYdq0acjPz4dGo0FeXh7Wrl0Ld3d3zJ49G87OznjmmWdMy4sZDAYkJSWhqKgIAQEBWL9+PYYMGYLBgwdXWcqnYj8ae2IJGzMCxo2127VrV+/nJyUlISwsrNbHMzIy8Nhjj2Hs2LH48ssv6/WaUpyLqVOnQqFQQKfTYfv27YiPj6/WFy1evLhKf0VEZIksZTyRKkep6cawoKAgyc8HEZE1soQxxRLyE8AyzgVRcykvL0dxcTHc3Nyq/N2VmZmJlJQUODs7o3PnzlDY68Y41GD17UMtqugi1QDEhIaaomJJqaioKEyZMgWRkZGmi5gpKSmIjIxscNGFm7ublyAIyM7ORmlpKVq2bAlnZ+cGv4ZOp8OVK1dQUFCAEydO4LvvvkPv3r3h5+dnWspHJpNZ1VI+YrHlP+JfeeUVHDx4EMXFxVAqlQ99vpTnYu7cuXj33XcRFBRUY1/0YH9FJAXewEB1sZTxhBfJiKixHhznhg4dKnVIdstW+9CG5ieA7Z4Lal6lpaXIy8uDh4cH3NzcanyORqOBIAhwdXW1uBtSBUFAUVERnJycGnVNiOxXfftQi1peLCQkBGLWgPz9/TF48GBERUVh48aNtQ5ASqWy3oMTEWC84O7o6Ai5XF5lSSmxiLG5O9VOJpOhZcuWTXoNhUKBtm3bQqPR4Mknn6wyW85al/KhhyspKYFer4darW7ye8icEhISoNVquWwAWbwH98SKiopCenq66fE+ffrg008/RWRkpIRRkr2TKkchIuv34DjHoguJzVryE7I9d+7cwe+//47WrVujc+fO1R6/e/cu0tLSIAgC/Pz8EBgYaP6gCgqA1FTjRistWtT5VJlMBpVKZf6YyG7Z/GYDlQcgIjHk5eXh6tWrSE5OxsKFCzFs2DA88cQTorx2fn4+fvvtN6Snp0Ov15uO63Q6zJo1C3FxcejYsSPS0tJMF1Nr29ydzM/X1xdt27a1u5kstu7evXs1Hr927Rri4uLQvn17i0toSkuBL7/8G+bNm4eTJ0/i888/x8aNG6UOi6jezHEDA5ElY45CZAd0OuB/BVuOc9QU1pif1EStBiotMkNWztXVFR4eHrWunJCZmQmDwQC5XI6srCyUl5ebP6jLl4FvvwV++cX8/xbRQ1jUTJfGunfvHlq3bl3tuLUNQGQdtFotiouLsXfvXsTFxUGtViM5ORkajQZnz57FvHnz8NFHH6GoqAjLly/H1atX8dVXX2HGjBl1vm5paSlu3ryJ0tJSCIJQZeplQzZ3J6KmWb16NY4dO4YRI0aY7m6+cuUKoqOjUVZWhs2bN0sdYjWnTgF+fq9j0qTX0L59AIYNG4Y5c+ZgyZIl0Gg01fqidevWVemv/P39pW4C2Znbt4HERKBXLwGrVr0v6g0MRJaCOQqRHUtNBU6cgBASgvdjYjjOUZNYY37yoKIi4ORJ48bjAwdKHQ2JoXXr1vDx8an1RmBXV1fTzSV1PU9UbdoAwcFAE/LbkhLg3DmgbVugfXsRYyO7YxNFF1sYgMh6+Pr6Qi6XY8mSJfj000+rPBYREVHl+z179tT7dcvLy1FWVgY3Nzekp6dj4cKFuHTpElavXl3r5u5Hjx7FqFGjRGkXERmNHDkSaWlp2L9/PzIzM6HX6xEQEIDx48fj3XffRdeuXaUOsZo2bYx3jimVcty5c6fa4w/2RREREdX6K6LmlJ0N5OUBX3yxCbGxsSgoKBDlBgYiS8IchciO5ecD9+5h04kTiP3Pf0zj3FtvvSV1ZGSFrDE/eZBSaVztycdH6khITJU3pn9Q27Zt4ezsDIPBgJYtWzbPni6dOgEdOgDyxi/sVFRk7MIVChZdqGlkgpgLFEskNjYWW7duxS+//FJlAOrfv3+jBiBuKkZSMBgMuHXrFnJzc6FQKNC+fXtucE1WiX3ofTwXRDUrLzcmMz4+gIXtqUkWxNr7UOYoRHZMqwVu3QJ8fY1fJDn2offxXBDVLTfXOCtLoZA6ErJE9e1DbWKmy+DBgzF48GCpwyBqErlcjnbt2sHPzw9OTk5wcnKSOiQiIiKzcHTkNSiyfcxRiOyYUgnUsLE0ERFZPm9vqSMgW2ATRRciWyGXy+Hq6ip1GERERERERERERETUCI1f5I6IiIiIiIiIiIiIiIhMWHQhIiIiIiIiIiIiIiISAYsuREREREREREREREREImDRhYiIiIiIiIiIiIiISAQsuhAREREREREREREREYmARRciIiIiIiIiIiIiIiIRsOhCREREREREREREREQkAhZdiIiIiIiIiIiIiIiIRMCiCxERERERERERERERkQhYdCEiIiIiIiIiIiIiIhIBiy5EREREREREREREREQiYNGFiIiIiIiIiIiIiIhIBCy6EBERERERERERERERicBR6gAskSAIAAC1Wi1xJERE1qei76zoS+0ZxxMiosbjeFIVxxQiosbjmHIfxxMiosar73jCoksNCgsLAQBBQUESR0JEZL0KCwvh6ekpdRiS4nhCRNR0HE+MOKYQETUdxxSOJ0REYnjYeCITWOavxmAwICMjAyqVCjKZTOpwABiraEFBQbh9+zY8PDykDkcyPA88BwDPAWDZ50AQBBQWFsLf3x9yuX2vYmkp44klv1/MhW1mm22VPbWZ40lVjRlT7On98iB7bjtg3+2357YD9t3+utrOMeU+S8lRHmRv712217axvbarvuMJZ7rUQC6XIzAwUOowauTh4WHzb9764HngOQB4DgDLPQf2fvdYBUsbTyz1/WJObLN9YJttF8eT+5oyptjL+6Um9tx2wL7bb89tB+y7/bW1nWOKkaXlKA+yt/cu22vb2F7bVJ/xxL7L+0RERERERERERERERCJh0YWIiIiIiIiIiIiIiEgELLpYCaVSiaVLl0KpVEodiqR4HngOAJ4DgOeAGsYe3y9ss31gm4nqZs/vF3tuO2Df7bfntgP23X57brstsLffH9tr29hekgmCIEgdBBERERERERERERERkbXjTBciIiIiIiIiIiIiIiIRsOhCREREREREREREREQkAhZdiIiIiIiIiIiIiIiIRMCiCxERERERERERERERkQhYdLFS6enpWL16Nfr37w8/Pz+4ubmha9eueO+995CTkyN1eM3myy+/xMSJE9G5c2c4ODhAJpNJHZJZGAwGrF+/Hp07d4azszOCgoKwYMECFBcXSx1as1m9ejXGjx+P0NBQyGQyhISESB1Ss0tMTMSHH36IJ598Ei1btoRKpUKPHj2wcuVKu3ov0MOFhIRAJpPV+JWdnV3v1/n5558xePBgqFQqeHh44MUXX8Tly5fNF3gjiTUmTpkypdbzdvDgQTO2oHZN7f+tbfwQo58bMGBArb/HX375xcwtaJza4nV3d6/3a8TExOCpp56Cm5sbvL29MX78eNy6dcuMUZO10mg0+Oijj9C1a1e4uLjA29sb/fr1wz//+U+pQ2tWBoMB/fr1g0wmw8iRI6UOx6zsJXe0tjFPLMwRqtJoNKaccfbs2VKHQ3Wwp5zFVvMVe8pVmKcwT2koR6kDoMY5cuQIli1bhhEjRuC9996DSqXC+fPnsWHDBuzduxcXLlxAmzZtpA7T7FavXo2cnBw8/vjjKC4uRlpamtQhmcX8+fOxceNGjB49GgsWLMD169exceNGXLp0CbGxsZDLbb9++uc//xne3t544oknkJ+fL3U4ktixYwc2b96Ml156CRMnToSTkxOOHz+OJUuWYP/+/Th37hxcXFykDpMsROfOnbF48eJqx1UqVb1+/ty5cxgwYAACAgLw0UcfAQAiIyPx7LPP4syZM+jWrZuo8TaF2GNidHR0tWN9+vQRM+R6a2r/b23jh1j9nK+vL9avX1/teGhoqDnCFsWzzz6LGTNmVDnm5ORUr5/95ptvMG7cOHTv3h2fffYZCgoKsGHDBjz99NP45Zdf4O/vb46QyQrl5eXh+eefR1JSEqZOnYqIiAgUFxfj+vXrSE1NlTq8ZrVlyxZcuXJF6jCahb3kjtY25omFOUJVH374IbKysqQOg+rJXnIWW81X7ClXYZ7CPKXBBLJKV65cEe7cuVPt+LZt2wQAwoIFCySIqvndunVL0Ov1giAIwogRIwRbfEtfuXJFkMlkwpgxY6oc37hxowBA2LNnj0SRNa/ffvvN9P9du3YVgoODpQtGIhcuXBDy8/OrHV+8eLEAQNi0aZMEUZElCg4OFvr379+k1+jdu7egUqmEtLQ007G0tDRBpVIJQ4YMaWKE4hJrTJw8ebJFjSNN7f+tcfwQo5/r37+/1Y0RAITJkyc36md1Op3g7+8vtG3bVigsLDQdv3TpkiCXy4Xp06eLFCXZgtdee01QqVTC1atXpQ5FUrdv3xZUKpWwdu1aAYAwYsQIqUMyK3vIHa1xzBMLc4T74uPjBQcHB9Nne9asWVKHRHWwp5zFFvMVe8tVmKc0nL3nKZZTMqQG6dq1a41V8AkTJgCA3dy1FRISYlGVb3P4v//7PwiCgHnz5lU5Pn36dLi6uuLrr7+WJrBmZslV/+bSq1cveHp6Vjtub597qr/y8nKo1eoG/1xycjIuXLiA8ePHIyAgwHQ8ICAA48ePR2xsLO7evStmqE0i9pgoCALUajUMBoMo8TVWU/t/axw/xOznDAYD1Go1BEEQLT5z0+l0KCoqatDPnDx5EhkZGZg2bVqVaf49evTAgAEDsG/fPpSVlYkdKlmhlJQU/P3vf8f06dPRpUsX6PX6Br/fbMWsWbMQGhqKuXPnSh1Ks7CH3NEaxzyxMEcw0uv1mD59Ol588UWMGTNG6nCoAewhZ7HFfMXechXmKcxTGsq2r1bboYrltVq3bi1xJCSWCxcuQC6XV5sq6uzsjB49euDChQsSRUaWgp97qsnPP/8MV1dXeHp6wsvLC5MnT0ZGRka9fraiX+nXr1+1x5588kkIgoD4+HhR4zWHxn42PD094enpCRcXFwwZMgQ///yzOcJ7qKb2/7Y0fjT0d5meng53d3d4enrC3d0dY8aMQUJCgjlDbLKDBw/C1dUVKpUKrVq1wjvvvIOCgoKH/tzDPq9qtRqJiYmix0vW51//+hcMBgO6dOmCSZMmmd5vgYGBNS5zYasOHjyII0eOYOvWrXBwcJA6HEnZ0t+QtjTmicWWfr/1sX79eiQkJCAyMlLqUKgB7D1nseZ8hbmKEfOU2tl7nsI9XWzM0qVLAQCTJ0+WOBISS0ZGBnx9faFUKqs9FhAQgDNnzkCn00GhUEgQHUlNr9djxYoVcHR0xB//+EepwyEL0bVrV0ybNg2PPPIIysrKcOLECWzfvh1xcXE4f/78Q9dNrUh0Kt8xVqHiWHp6uviBi6yhY2KbNm0wf/589OzZE25ubvj111+xYcMGPPvss4iJicHgwYPNGW41Te3/bWX8aGg/165dOzz99NN47LHH4ODggJ9//hmRkZGIi4vDTz/9ZDFre1fWp08fjB8/HmFhYVCr1YiJiUFkZCROnjyJM2fO1LlRZX0/r127djVP8GQ1bty4AQD44IMP4Ovri61bt0KhUGDr1q2IiIhAfn4+li9fLnGU5lVQUIA5c+bgT3/6E5588kmpw5GcLeWOtjLmicXecoRbt25h6dKl+PDDDxESEoKUlBSpQ6J6YM5i3fkKcxXmKcxT6saii8Ty8/OxYcOGej9/zpw58Pb2rvGxtWvX4sCBA5gxYwYGDRokUoTmJ+Y5sEUajabGQQgw3gFQ8RxLHojIfObNm4ezZ89i1apV6NSpk9ThkIia0jcePXq0ymOvvPIKnnvuOUycOBFLly7Ftm3b6nwtjUYDADX2PZX7HbFJPSZ+8sknVb4PDw/HH//4R/To0QMzZ85EUlJSvWMTQ1P7f1sZPxraz+3cubPK9+PGjcNLL72EAQMGICIiAseOHTNXqI324N2Jr7/+Oh577DEsXrwYX3zxRY0bzFaQ6vNK0mlsX1lYWAjAuDzEqVOn4OPjAwD4wx/+gC5dumDNmjWYN28eWrRoYY6wRdOUsWLhwoUwGAxYvXq1maIzL6nHSUtmK2OeWOwtR3jrrbcQGhqKiIgIqUOxO/aWs0jdD1tSvsJchXkK85SHkGYrGapw69YtAUC9v5KSkmp8nW3btgkymUwYMWKEoNPpmrkVTSPWORgxYoTFbCgmpkcffVRo1apVjY+NHz9eACBotdpmjkpaXbt2tbrNx8xhyZIlAgBhxowZUodCZiBW31hZSEiI4Ofn99Dnff755wIAISYmptpjR48eFQAIX375ZaPaVRdLHROnTJkiABBu3LjR5NdqiKb2/7YwfojZzw0YMEBwcHAQNBqNCJGZn06nExQKhdCvX786nzd79mwBgHDt2rVqj23evFkAIHz//ffmCpMk0Ni+suK9MnHixGqv+eGHH9ba71uaxrb/xx9/FGQymfD1119XeT0AwogRI6RoSoNZ6jhpCWxhzBOLveUI0dHRgkwmE06dOmU6VvFZmTVrloSR2Qd7y1kstR+WIl+x91yFeQrzlIfhni4SCwkJgSAI9f4KCwur9ho7duzAjBkzMHToUPzjH/+Ak5OTBC1pPDHOgS3z9/dHdnY2tFpttcfS09Ph6+tr0ZV/Mo9ly5bh448/xtSpU7F161apwyEzMEffGBISguzs7Ic+r2Iqf03T8SuO1TRFuKksdUwMCQkBgHqdOzE1tf+39vFD7H4uJCQEer0eeXl5IkRnfk5OTqbfYV2k+rySdBrbVwYGBgJAjRv5+vn5AYBVfD4a2/7Zs2eje/fu6Nu3L5KTk01fgPEuy+Tk5Gbv5xvKUsdJS2DtY55Y7C1H0Gq1iIiIwPDhw9GmTRvT5zo1NRWAcUnB5ORk5OfnSxuoDbO3nMVS+2Ep8hV7zlWYpzBPqQ8WXazcjh07MG3aNAwePBiHDh2qdWoeWa/evXvDYDDg/PnzVY6Xlpbi8uXL6NWrl0SRkVSWLVuG5cuXY/Lkydi+fTtkMpnUIZGVSE5OrtcGf7179wYAnD17ttpj586dg0wmQ8+ePUWPr6nMNSZWTNNv7o1om9r/W/P4YY5+LikpCY6OjlazRGlpaSnS0tIe+r572OfVw8MDHTt2NEuMZF0qNqqt2PC1sopjrVq1ataYmlNqaiouX76MDh06VPkCgOPHj6NDhw5YtmyZtEGamS3njtY85onFHnOEkpISZGVl4ejRo1U+1wMGDAAAfP311+jQoQO2b98ubaDUILacs9hSvmKvuQrzFOYp9faQmTBkwXbu3CnI5XLh+eeft5opaOZkq8uL/ec//xFkMpkwZsyYKsc3btwoABCio6Mlikw69ry82PLlywUAwqRJkwS9Xi91OGSBcnJyajweGRkpABBmzpxZ5XhWVpZw/fp1IT8/v8rxXr16CSqVSkhPTzcdS09PF1QqlfD888+LH3gTNWRMrKnNRUVFQklJSbXnXrx4UVAoFMIjjzwieswP05D+Pzk5Wbh+/Xqjf96S1Lefy8jIEK5fvy4UFxebjuXn5wvl5eXVnvvdd98JAIRhw4aZJeamyM7OrvH4u+++KwAQPv30U9Oxmtqs0+kEPz8/oW3btkJhYaHp+OXLlwW5XC68+eab5guerEp5ebkQHBwsuLq6CmlpaabjRUVFQlBQkODl5SUUFRVJGKF5HT58WDhw4EC1LwBCz549hQMHDgiXLl2SOkyzsfXc0VrHPLHYa46g0+lq/Fxv2bJFACC8+OKLwoEDB5p9iVh6OHvMWWwtX7HHXIV5ihHzlPqRCYIgNHOdh0Tw7bffYvTo0fDw8MCaNWvg4uJS5XF3d3eEh4dLE1wzOnLkCH799VcAxrtYbty4gRUrVgAAvLy8MHv2bCnDE80777yDyMhIjB49GsOHD8f169exceNGPP300/j3v/8Nudz2J61FR0ebpolv2rQJOp0OCxYsAAAEBwdj0qRJUobXLDZv3ozZs2ejbdu2WLFiRbXfe+vWrTFkyBCJoiNLsWHDBkRFReHFF19ESEgIysvLceLECRw6dAjt27fH2bNn0bJlS9PzK+7U2blzJ6ZMmWI6fubMGQwcOBCBgYF45513ABg/e/fu3cPp06fRvXv35m5arRo6JtbU5suXL2PYsGEIDw9Hhw4d4Obmhl9//RU7duyAXC7HDz/8gGeeeaYZW2VU3/4/JCQEqampePDPOmsbPxrSz02ZMgW7d+/G8ePHTXe0Hjp0CBERERg1ahRCQ0Ph6OiI8+fP4+uvv4a3tzdOnz5tcXdTzZ8/H+fOncPAgQPRtm1bFBUVISYmBsePH0ffvn1x/Phx03u6pjYDwIEDBzBhwgR0794d06dPh1qtxvr16yGTyRAfH2/T0/apYWJiYvDSSy/B398fb7/9NhQKBXbu3IkrV64gKioKb7zxhtQhNjuZTIYRI0bgu+++kzoUs7GX3NHaxjyxMEeoLiUlBe3atcOsWbMQGRkpdThUA3vLWWw1X7GnXIV5CvOUBpO25kONtXTp0jo367KXWQCTJ0+2i3NQXl4ufP7550LHjh0FhUIh+Pv7C/Pnz69SKbZ1/fv3r/V33b9/f6nDaxZ1vd/t6TxQ3X766Sdh1KhRQlBQkODs7CwolUqhc+fOwqJFi4S8vLxqz68YT3bu3FntsTNnzgiDBg0S3NzcBHd3d2Ho0KFCfHy8+RvRQA0dE2tq8507d4TXXntN6NSpk6BSqQRHR0chKChIeP3116vdldWc6tv/BwcH1zjb09rGj4b0cxXPPX78uOnYtWvXhPHjxwuhoaGCm5uboFAohNDQUOHtt9+ucme/JTl06JAwdOhQwd/fX1AqlYKrq6vQvXt3YeXKldXuZqypzRWOHDki9O3bV3BxcRG8vLyEsWPHCsnJyc3UCrImJ06cEAYOHCi4u7sLLi4uwlNPPSV8++23UoclGQDCiBEjpA7DrOwld7S2MU8szBGqq9jsfNasWVKHQrWwt5zFVvMVe8pVmKcwT2koznQhIiIiIiIiIiIiIiISgeXM0yIiIiIiIiIiIiIiIrJiLLoQERERERERERERERGJgEUXIiIiIiIiIiIiIiIiEbDoQkREREREREREREREJAIWXYiIiIiIiIiIiIiIiETAogsREREREREREREREZEIWHQhIiIiIiIiIiIiIiISAYsuREREREREREREREREImDRhYiIiIiIiIiIiIiISAQsuhAREREREREREREREYmARRciK5KSkoJly5bh8uXLUodCRERWjOMJERGJgeMJERERUXUsuhBZkZSUFCxfvpxJDRERNQnHEyIiEgPHEyIiIqLqWHQhIiIiIiIiIiIiIiISAYsuRBZAq9Vi1apV6Nq1K5ydneHl5YVRo0bh0qVLpufs2rULAwcOBABMnToVMpkMMpkMAwYMAAAYDAasXLkSzz33HNq0aQOFQoG2bdti5syZyMnJkaJZRETUzDieEBGRGDieEBERETWeTBAEQeogiOxZWVkZhg4dijNnzmDSpEno2bMnCgoKsG3bNty5cwc//vgjevXqhZs3byIqKgqrVq3CjBkz8OyzzwIAWrdujSFDhqC0tBRt2rTB2LFj0aVLF7i5ueHChQuIjo5Gp06dEB8fD4VCIXFriYjIXDieEBGRGDieEBERETUNiy5EElu/fj0iIiLwr3/9Cy+88ILpuFqtxqOPPorQ0FCcOHECAHDixAkMHDgQO3fuxJQpU6q8jiAIKC0thYuLS5XjUVFRmDZtGvbt24c//OEP5m4OERFJhOMJERGJgeMJERERUdNweTEiiX399dfo3LkzevbsiezsbNOXTqfDkCFD8NNPP6GkpOShryOTyUwJjV6vR35+PrKzszFo0CAAwM8//2zWdhARkbQ4nhARkRg4nhARERE1jaPUARDZu+vXr6OkpAQtW7as9TnZ2dkICgp66Gvt378fa9euxaVLl1BWVlblsby8vCbHSkRElovjCRERiYHjCREREVHTsOhCJDFBENCtWzesW7eu1ufUlfBU+OabbzBhwgT06dMHX3zxBYKCguDs7Ay9Xo8XX3wRBoNBzLCJiMjCcDwhIiIxcDwhIiIiahoWXYgk1qFDB2RlZWHQoEGQy+te8U8mk9X6WHR0NJydnXH8+HG4urqajickJIgWKxERWS6OJ0REJAaOJ0RERERNwz1diCT2+uuv4+7du7XeSXbv3j3T/7u7uwMAcnNzqz3PwcEBMpmsyh1jgiDg448/FjliIiKyRBxPiIhIDBxPiIiIiJqGM12IJDZ37lwcO3YM7733Hv79739j0KBB8PDwwO+//464uDjT3WEA0KVLF6hUKmzZsgWurq7w8vJCq1atMGjQIIwbNw7/+Mc/MGjQILz++usoKyvDoUOHoNFoJG4hERE1B44nREQkBo4nRERERE0jEwRBkDoIIntXXl6OLVu2IDo6GteuXQMA+Pv7o0+fPpg8eTKGDh1qem5MTAyWLFmCa9euQavVon///jhx4gQAYNu2bVi/fj1u3ryJFi1aYNSoUfjkk0/g4+ODyZMnY9euXRK0joiImgvHEyIiEgPHEyIiIqLGY9GFiIiIiIiIiIiIiIhIBNzThYiIiIiIiIiIiIiISAQsuhAREREREREREREREYmARRciIiIiIiIiIiIiIiIRsOhCREREREREREREREQkAhZdiIiIiIiIiIiIiIiIRMCiCxERERERERERERERkQhYdCEiIiIiIiIiIiIiIhIBiy5EREREREREREREREQiYNGFiIiIiIiIiIiIiIhIBCy6EBERERERERERERERiYBFFyIiIiIiIiIiIiIiIhGw6EJERERERERERERERCSC/w9QYkiA9s5XZAAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-10T11:53:39.420606Z", "start_time": "2025-04-10T11:53:38.307380Z" } }, "cell_type": "code", "source": [ "fig, ax = plt.subplots()\n", "# plot status 51 and 52 with differnt colors\n", "status = evt.final_parton_level_particles.status.int()\n", "# also keep the plot style as from above\n", "pt = evt.final_parton_level_particles.pt\n", "eta = evt.final_parton_level_particles.eta\n", "phi = evt.final_parton_level_particles.phi\n", "\n", "statuses = torch.unique(status)\n", "for s in statuses:\n", " status_filt = status == s\n", " ax.scatter(eta[status_filt], phi[status_filt], s=pt[status_filt], alpha=0.3, label=s.item())\n", "\n", "ax.set_title(\"parton level\")\n", "ax.set_xlabel(\"eta\")\n", "ax.legend()\n", "ax.set_ylabel(\"phi\")\n", "# put PID where the circles are\n", "for j, txt in enumerate(evt.final_parton_level_particles.pid):\n", " ax.annotate(txt.int().item(), (eta[j], phi[j]), size=5)\n", "fig.show()\n", "fig.savefig(\"/work/gkrzmanc/jetclustering/results/event_with_PIDs_parton_level_status.pdf\")" ], "id": "3cf9ca2561ffcaab", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-10T11:53:39.504443Z", "start_time": "2025-04-10T11:53:39.474441Z" } }, "cell_type": "code", "source": "ds = EventDataset.from_directory(\"/work/gkrzmanc/jetclustering/preprocessed_data/Feb26_2025_E1000_N500_folders/PFNano_s-channel_mMed-700_mDark-20_rinv-0.7_alpha-peak_13TeV-pythia8_n-1000\")", "id": "185f6ac7919b907a", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "get_pfcands_key\n" ] } ], "execution_count": 8 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-10T11:53:39.572039Z", "start_time": "2025-04-10T11:53:39.544703Z" } }, "cell_type": "code", "source": "ds[0].final_gen_particles.pid", "id": "d7218d90cc461454", "outputs": [ { "data": { "text/plain": [ "tensor([ 321., -211., 321., 3122., -2212., 321., -211., 211., -211.,\n", " -321., -211., -211., 211., -211., 3112., -3312., -321., -211.,\n", " 2212., 211., -2212., 211., -2112., 130., 310., -321., 130.,\n", " -211., 130., 211., 310., 211., -211., 211., -211., 211.,\n", " 211., 2112., 211., -211., -211., 22., 211., -211., 22.,\n", " 22., 321., -321., 22., 22., -211., 22., 22., 22.,\n", " 22., 22., 22., 22., 22., -211., 22., 22., 22.,\n", " 22., 22., 22., 22., 22., 211., 211., 2112., -2112.,\n", " -211., 130., 130., 321., -211., 130., -211., 211., 211.,\n", " -211., 22., 22., 22., 22., 22., 22.],\n", " dtype=torch.float64)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2025-04-10T11:53:39.614990Z", "start_time": "2025-04-10T11:53:39.612445Z" } }, "cell_type": "code", "source": "", "id": "42cff04605effb08", "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }