example/detection/s3_output_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "ROOT = \"/home/james/Desktop/mygithub/COSMOduleS\"\n",
    "\n",
    "import os\n",
    "os.chdir(ROOT)\n",
    "\n",
    "from cosmodules.detection import DetectionAnalysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "101it [00:00, 1777.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XO51OCCEQFxcXsmtSZIiNjQXgeY8QEWlBdaX6lltuwS233BL0+QsXLkS7du3w6quvAgAuv/xybNq0Ca+99hoGDRqk9uGJKAK53DI2/XoGP56RYNyTC5OJlYaauFzuiI1XmyZx6NgyUetmRDU99/WcN0sX4nuCIpUQAt8fPhex/X3tSejRrgmaxFm0boii3udUb9myBQMGDPA5NmjQIEyZMqXK+9jtdtjtduX3goICAJ5vIOv6LaT3/vw2M3iMmXqMmTqLvzuKv325H4ARiw7+qHVzwkhkxkuSgPWZfdAqyRbS64by3yX/bftqiL7eW6mWZRmyLFfbHiGE8v+aziWPcI6ZLMsQQsDpdDbo8G/29eoxZuqsP3AKDy7ZiUjt7+uie9sk/Ht8j4C3adHf13tSffLkSaSkpPgcS0lJQUFBAUpLS5W5MJXNmTMHs2fP9ju+Zs0aZYhPXWVnZ4fkOtGEMVOPMQvONzkGAAYkWQQaW7VuDWnpWBHgEhJWrl6Pi+qpWB2Kf5clJSUhaEnkaIi+3mQyITU1FUVFRXA4HEG1q7CwMMhnQF7hGDOHw4HS0lJs3Lixym3W6hP7evUYs+BsPCEBMCLOJNA8tN8zhy27G/ijRMKhk+eQlZVV7bkN2d/rcvXvadOmITMzU/m9oKAAaWlpGDhwIBIT6/Ypy+l0Ijs7GzfffDPMZnNdmxoVGDP1GDN1NqzYDZz8A31TZcwdO4AxC0KkvscGvb4Jh06XoMe116JHepOQXjuUMfNWVan21Pb1ZWVlOHbsGOLj4xETE1PttYUQKCwsREJCAocGB+nCmBmNRsyYMQMzZ84M+hrjxo3DN998g0OHDtVjS/2VlZXBZrOhb9++Nb43QilS/w7XJ8ZMnRP/PQwcPojLkgQ+mHQTYwZg9/EC/O/C72CxxmDIkH4Bz9Giv6/3pDo1NRW5ubk+x3Jzc5GYmBjwm2sAsFqtsFr9y1Vmszlkb6ZQXitaMGbqMWbBKXF49puNMTFmakVavIzlqw5LkrHenlcoYhZJMQ+Fhujr3W43JEmCwWCocXVq7/Bl7/lUs0AxUxs/7xcYDR1zg8EASZI0+3sYaX+HGwJjFhy38PybMkmMmZfF4klf3aLmvrgh+/t6T6p79erlV5rPzs5Gr1696vuhiShMFNk9w/ViuP5G1DMaPB8g3OXzOyk8sK+PPKWlpTCZ1H1MfOedd8JuPjaRntldnn9PJn43qDCVf2kny/r6nKD6JSoqKsKuXbuwa9cuAJ5tNHbt2oWjR48C8Aznuu+++5TzJ06ciEOHDuHPf/4z9u/fjzfffBMff/wxHn/88dA8AyIKe0VlTKrJw5tUu3TWWUYb9vXhQ5ZllJWVhfy6MTExqpNqs9kccPQBEdWOg0m1H2N5LPT2OUH1S/TDDz+ga9eu6Nq1KwAgMzMTXbt2xYwZMwAAJ06cUDpdAGjXrh2+/PJLZGdno3Pnznj11Vfxz3/+k9tpEZGiUEmq9fUHkhqeqTyp1ts30NGGfX3DmzVrFiRJwv79+zFixAgkJiaiadOmmDx5sk/SLEkSMjIy8OGHH+KKK66A1WrF6tWrAQDHjx/H/fffj5SUFFitVlxxxRVYtGiR32OVlZVh1qxZuOSSSxATE4MWLVpg2LBhyMnJ8XmcWbNmKb8XFhZiypQpSE9Ph9VqRfPmzXHzzTdjx44dyjljx45Fenq6z2MVFxfjiSeeQFpaGqxWKy699FK88sorymrjFz6vzz77DFdeeaXSfu9zI4pGSlLNpSEURp1WqlUP/+7fv7/fH8LK3nvvvYD32blzp9qHIqIoUcjh31TOwEq1LrCv186IESOQnp6OOXPm4LvvvsMbb7yBc+fOYfHixco569atw8cff4yMjAwkJycjPT0dubm5uPbaa5XktFmzZli1ahUeeOABFBQUKNubud1u3HbbbVi7di1GjhyJyZMno7CwENnZ2di3bx86d+4csF0TJ07Ep59+ioyMDHTs2BFnzpzBpk2bsG/fPlx99dUB7yOEwB133IH169fjgQceQJcuXfDVV1/hqaeewvHjx/Haa6/5nL9p0yasWLECkyZNQkJCAt544w0MGzYMR48eRdOmTUMTYKIw4nB71pxhpbqCUdLn5wRdrv5NRNGFw7/Ji5VqUksIgVKn2+eYLMsodbhhcrgafNEsm9lYpxXH27Vrh88//xwA8MgjjyAxMRFvvvkmnnzySVx11VUAgAMHDuDnn39Gx44dlfuNHz8ebrcbP//8s5KATpw4EaNGjcKsWbPw0EMPwWazYfHixVi7di3mzZvnMzz/z3/+M86fP19lu7788ktMmDABr776qs99qvPFF19g3bp1eO655/Dss88qz2n48OF4/fXXkZGRgfbt2yvn79u3D3v37lWO3XDDDejcuTP+/e9/IyMjI6j4EUWSiko1+0Qvo1Gfa68wqSYiTbncsvKBmEk1GXT6DTTpV6nTjY4zvtK6GYq9fx2EWEvtP1498sgjPr8/+uijePPNN5GVlaUk1f369fNJqIUQWL58OUaMGAEhBE6fPq3cNmjQIHz00UfYsWMHevfujeXLlyM5ORmPPvqo32NX92VAUlIStm7dij/++AMtW7YM6rlkZWXBaDTiscce8zn+xBNP4NNPP8WqVat8kuUBAwb4JNlXXXUVEhMTG3yLLiK94Jxqf95KtVtnnxP4EhGRportFRUmK5PqqGcq/wZa1tk30EQNpUOHDj6/t2/fHgaDAYcPH1aOtWvXzuecU6dOIT8/H2+//TaaNWvm89+4ceMAAHl5eQCA3377DZdeeqnqRcheeukl7N69G2lpaejRowdmzZpVY7J75MgRtGzZEgkJCT7HL7/8cuX2ytq0aeN3jcaNG+PcuXOq2koUKRxuzqm+kLJLiCyqnabU0FipJiJNFdqdAACrycBvYqmiUu3WT0dJ+mYzG7H3r74LosmyjMKCQiQkJmgy/DuUAlWPL9z727uN1T333IMxY8YEvI63yl1bI0aMQJ8+fbBy5UqsWbMGL7/8Ml588UWsWLECt9xyS52u7WU0Bo6dnj44EzUkVqr9eZNqAJAFYNTJFw5MqolIU949quOtJgAObRtDmjNxn2pSSZIkv+HWsizDZTEi1mJq8KS6rn755RefSvSvv/4KWZb9VtWurFmzZkhISIDb7caAAQOqvX779u2xdetWOJ1OmM1mVW1r0aIFJk2ahEmTJiEvLw9XX301nn/++SqT6rZt2+Lrr79GYWGhT7V6//79yu1EVDXuU+2vclLtloXP71riS0REmvIuUuZJqinaVR7WRRSNFixY4PP73//+dwCothpsNBoxbNgwLF++HLt37/a7/dSpU8rPw4YNw+nTp/GPf/zD77yqKsJut9tvEbPmzZujZcuWsNvtVbZryJAhcLvdfo/12muvQZKkkFW4iSIVt9Tyd2FSrRf8FEtEmvJupxXPVcoITKqJcnJycMcdd2Dw4MHYsmULlixZgtGjR1e51ZXX3LlzsX79evTs2RMTJkxAx44dcfbsWezYsQNff/01zp49CwC47777sHjxYmRmZmLbtm3o06cPiouLkZ2djbFjx2LkyJF+1y4sLETr1q3xpz/9CZ07d0Z8fDy+/vprfP/99z6rgV/o9ttvxw033IBnn30Whw8fRufOnbFmzRp8/vnnmDJlis+iZETkT5lTzTKowlQ5qdbRqDYm1USkKW+lOoGVagJgKh+qy6SaotWyZcswY8YMTJ06FSaTCRkZGXj55ZdrvF9KSgq2bduGv/71r1ixYgXefPNNNG3aFFdccQVefPFF5Tyj0YisrCw8//zzWLp0KZYvX46mTZuid+/ePiuKVxYbG4tJkyZhzZo1WLFiBWRZxsUXX4w333wTDz/8cJVtMhgM+OKLLzBjxgwsW7YM7777LtLT0/Hyyy/jiSeeUB8coijDSrU/n0q1jtZf4adYItKU75xqinYGVqopyjVr1gyffPJJlbdXt2hX8+bN8Y9//CPg0O7KbDYbnnvuOTz33HPKMVmWUVBQEPBxLBYLXnrpJbz00kvVXve9997zOxYfH4958+Zh3rx51d63qudVedVzomjDhcr8GSV9Vqr5EhGRpjinmiozMakmIiICUDH822xgn+hlMEjw5tWu8p0P9IBJNRFpqmJONZNqqthSS0/fPhMREWmBw78D81ardZRTM6kmIm2xUk2VsVJNRETk4U2qjczYfHjnVbNSTURUrsjuBMCkmjw4p5qi1axZsyCEQHJystZNISKdYKU6MG9SraOcmkk1EWmrYqEybqlFFZVqF5NqIiKKcnZuqRUQK9VERBco5PBvqqTi22cm1UREFL2EEKxUV0H5rKCj9VeYVBORprilFlVmZKWaiIgIzkp7MLNS7UuPo9r4EhGRppRKNVf/Jujz22ciIqKG5t1OC2Cl+kLKTiFMqomIPLj6N1WmVKrd+ukoiYiIGpp36DfASvWF9LhTCF8iItIUh39TZcrek6xUExFRFFPmUxskGFip9qHHnUKYVBORZmRZcPVv8qHHFT2JiIgamjeptrBM7YeVaiKiSoodLuVnVqoJqEiq3cypiYgoijncbgCAxch07UKsVBMRVeKtUpuNEr+JJQCVk2pm1URaee+99yBJEg4fPqwc69+/P/r3769Zm4iijZ2V6iqxUk1EVEnlRcokiROGiJVqIiIioNLwbyM/H11IWf1bR+uvMKkmIs0U2rmdFvkysVJNRETEOdXVMBm5TzURkaKiUm3WuCWkFxXfPmvcECIdKC4u1roJRKQR7z7VnFPtT9kphEk1EVHFnOoELlJG5bzfPrNSTdFm1qxZkCQJe/fuxejRo9G4cWNcf/31AIAlS5agW7dusNlsaNKkCUaOHIljx475XWPr1q0YMmQIGjdujLi4OFx11VV4/fXXldt/+uknjB07FhdddBFiYmKQmpqK+++/H2fOnGmw50lEwWGlumoVO4XoJ6nmJ1ki0oy3Up3A4d9UTqlU66ijJJ0TAnCW+B6TZc8xhxEwNPAHUnMsUIc1IoYPH44OHTrghRdegBACzz//PKZPn44RI0Zg/PjxOHXqFP7+97+jb9++2LlzJ5KSkgAA2dnZuO2229CiRQtMnjwZqamp2LdvH/7zn/9g8uTJyjmHDh3CuHHjkJqaij179uDtt9/Gnj17sHnz5lA8eyIKESbVVfMm1XqqVPOTLBFphnOq6UJ6XNGTdM5ZArzQ0ueQAUCSJo0B8MwfgCWu1nfv3Lkzli5dCgA4cuQI2rdvj+eeew7PPPOMcs7QoUPRtWtXvPnmm3jmmWfgdrvx0EMPoUWLFti1a5eSaAOAqLSQz6RJk/DEE0/4PN61116LUaNGYdOmTejcuXOt201EocXh31XTY6WarxIRaaby6t9EgD73niRqSBMnTlR+XrFiBWRZxogRI3D69Gnlv9TUVHTo0AHr168HAOzcuRM5OTmYMmWKT0INwGdnBZvNpvxcVlaG06dP49prr1WuQUT64d1Sy8xKtR+lUq2j1b/5SZaINFNkdwJgpZoqmHT47TPpnDnWUx2uRJZlFBQWIjEhAQYthn/XQbt27ZSff/nlFwgh0KFDh8APZfYs8vjbb78BAK688spqr3327FnMnj0bH330EfLy8nxuO3/+fF2aTUQhVrGlFpPqCxnL/667dLSqKT/JEpFmuFAZXcjISjWpJUn+w61lGTC7PccbOqmuo8rVZFmWIUkSVq1aBaPR6HdufHy8qmuPGDECmzdvxlNPPYUuXbogPj4esixj8ODBkLk4IJGucE511bxbd+vpswI/yRKRZgrLh3/bLMCWE1uwx7EH1mNWmIyR86epqa0pujTr4jMEk6rGpJqoQvv27SGEQLt27XDJJZdUex4A7N69GwMGDAh4zrlz57B27VrMnj0bM2bMUI7/8ssvoW00EYWEMqeaSbUfb6XazeHfREQVleq9xasxf/3bAIB/f/tvLZtUL94Z+A6ubXGt1s0IC0au/k2kGDp0KKZNm4bZs2djyZIlPl/OCSFw9uxZNG3aFFdffTXatWuH+fPnY+zYsX4LlUmSpFS6xQUfQufPn98QT4WIVLI7Ofy7Kt6Q6GmqGJNqItKMd6GyUw7PfMDGhsZo27RtxFR1D58/jHP2czh8/jCT6iAplWodfftMpBXvyt/Tpk3D4cOHceeddyIhIQE5OTlYuXIlHnzwQTz55JMwGAx46623cPvtt6NLly4YN24cWrRogf3792PPnj346quvkJiYiL59++Kll16C0+lEq1atsGbNGuTk5Gj9NIkoAIfbDYCV6kBM5ZVqbqlFRISK4d8FzlwAwMCYgXj65qeVxXfC3azNs7D8l+XIt+dr3ZSwweHfRL6mTp2KSy65BK+99hpmz54NAEhLS8PAgQNxxx13KOcNGjQI69evx+zZs/Hqq69ClmW0b98eEyZMUM5ZunQpHn30USxYsABCCAwcOBCrVq1Cy5Yt/R6XiLRVsVCZBHDJAx8GHS5qyqSaiDTjHf591n4SgKdSHUkaWRsBAM7buapusJhUU7SaNWsWZs2aFfC2oUOHYujQoTVeo3fv3lizZk2Vt7dq1QorVqzwOy6E8KyYXlAAABg7dizGjh3rc86GDRtqfHwiCh2fhcocGjdGZ7w7heipUs3xBESkmcIyJyA5cc5xGkDkJdVJ1iQATKrVYFJNRERUaaEyzqn2Y5D0V6nmq0REmhBCoMjugmTOBwDYTDbESnXb31VvlEq1g0l1sJhUExERAXZuqVUlpVKto/VX+CoRkSZKnW7IAjCYzwIAWsa1jJgFyry8STXnVAePq38TERFxn+rqKHOq3fr5rMBXiYg04V3522g5B8CTVEeaRhZPUl1gL9C4JeHDZOTq30RERBULlTFdu5BJhzuF8FUiIk0Uli9SZo3JBwC0im+lYWvqh3dONSvVwVPmSeno22ciIqKGpsypZqXaT8VUMf0si85XiYg04a1Um6z5AICW8RFYqS4f/l3gKIAs9POHX8+UvSd19O0zERFRQ2OlumoVSbXGDamErxIRacK7nZZUPqe6VVzkVaq9SbUsZBQ5izRuTXgoz6l1taInERFRQ+Oc6qqxUk1EVK6wvFItG8sXKovASrXFaIHNZAMAnC/jCuDBUCrVTKqJiCiKcfh31VipJiIqV2R3AZIdbslTwY3EhcoAbqullpGVaiIiIg7/rkbFTiH6yapr9SotWLAA6enpiImJQc+ePbFt27Zqz58/fz4uvfRS2Gw2pKWl4fHHH0dZWVmtGkxEkaGozAlD+crfiZZEJFgSNG5R/eBiZeoYWanWDfb1RETaqRj+HVnbjYaCMRJW/162bBkyMzMxc+ZM7NixA507d8agQYOQl5cX8PylS5di6tSpmDlzJvbt24d//etfWLZsGZ555pk6N56IwleR3VUxnzoCV/728m6rdd7OSnUwvNtksFKtLfb1RETasrNSXSVlSy0dfVZQ/SrNmzcPEyZMwLhx49CxY0csXLgQsbGxWLRoUcDzN2/ejN69e2P06NFIT0/HwIEDMWrUqBq/8SaiyFZod8Fg9lSqWye01rg19cc7/JuV6uAYdPjtczRiX6+N77//Htdddx3i4uIgSRJ27dqldZOISCOcU101gw6TapOakx0OB7Zv345p06YpxwwGAwYMGIAtW7YEvM91112HJUuWYNu2bejRowcOHTqErKws3HvvvVU+jt1uh91uV34vKCgAADidTjidTjVN9uO9f12vE00YM/UYs5oVlDhgKK9Up9pSIzZmCWbPsPZzpedC+twiNV7C7VnAzi2LkD+3UMYs0uJemV77eqfTCSEEZFmGXMM8OlH+pYz3/HDgdDoxfPhwxMTE4NVXX0VsbCyaNWuGp59+Gtu2bcMPP/yAoqIirF27Fv379w/544djzLxkWYYQnr8ZRqOxwR43Uv8O1yfGLHgOlxsAYCjfkpMxqyChPCYud5X9ReX/10Ww11CVVJ8+fRputxspKSk+x1NSUrB///6A9xk9ejROnz6N66+/HkIIuFwuTJw4sdohYXPmzMHs2bP9jq9ZswaxsbFqmlyl7OzskFwnmjBm6jFmVTuYY4AU46lUnztyDtknPbGKtJidLj0NAPjxwI/IOpYV8utHWrwKHABgglsW+PLLLEj1MJUsFDErKSkJQUv0Sa99vclkQmpqKoqKiuBwOIJ6LoWFhUGdpwcHDx7EkSNH8Prrr2PkyJEAgE2bNuGll15C+/btcfnll+P7779HSUmJ8gVEfQinmHk5HA6UlpZi48aNcLlcDf74kfZ3uCEwZjUrtRsBSNj23WYkxzBmlR38QwJgxNHfjyMr61iV5zVkf68qqa6NDRs24IUXXsCbb76Jnj174tdff8XkyZPxt7/9DdOnTw94n2nTpiEzM1P5vaCgAGlpaRg4cCASExPr1B6n04ns7GzcfPPNMJvNdbpWtGDM1GPMavbZkh0wODyV6oE9BqJn854RGbMz+87gm53foHHLxhhy3ZCQXTdS32PnShyYvn0DAGDwLbcoi5GEQihjVp9JTThqiL6+rKwMx44dQ3x8PGJiYqptjxAChYWFSEhIgFQf38zUA+8Ht9TUVOX59+nTB6dOnUKTJk3w6aef4q677kJsbGydPwsFEo4x8yorK4PNZkPfvn1rfG+EUqT+Ha5PjFnwMrdmAxC4sV9f/LR1I2NWyaktR/DZkQNITW2JIUOu8rtdi/5eVVKdnJwMo9GI3Nxcn+O5ublITU0NeJ/p06fj3nvvxfjx4wEAnTp1QnFxMR588EE8++yzMBj85wlYrVZYrVa/42azOWRvplBeK1owZuoxZlUrcriVOdVtk9oqcYq0mDW2NQYAFDoL6+V5RVq8rJaKnw1GE8z1MJcsFDGLpJhfSK99vdvthiRJMBgMAa9XmXf4svd8vRs7dizef/99AMBdd90FAOjXrx82bNignON9HsE8/9oIt5hVZjAYIEmSZn8PI+3vcENgzKrnloUyXzg2xtMxMmYVLGZPCiuk6vvjhuzvVf3VtFgs6NatG9auXasck2UZa9euRa9evQLep6SkxO+Ps3e+i+BCNERRq8BeAMnomU/ZIr6Fxq2pP94ttbj6d3BMlSrTelqAJJqwr294Dz30kDJU/rHHHsMHH3yAZ599VuNWEZFWvNtpAVyoLBDvKDaXWz/9i+rh35mZmRgzZgy6d++OHj16YP78+SguLsa4ceMAAPfddx9atWqFOXPmAABuv/12zJs3D127dlWGhE2fPh233357gy4mQUT6UuDyVMEaWZrAZrJF7AIc3tW/mVQHp/Jwb64Arp1w6uuFECh1lfock2UZpa5SmJymBq+62kw21cOne/XqBbvdjhdeeAF9+vTBn/70p3pqHRGFA5+kmltq+TGW/42VdfQ5QXVSfdddd+HUqVOYMWMGTp48iS5dumD16tXKgiZHjx716cD+8pe/QJIk/OUvf8Hx48fRrFkz3H777Xj++edD9yyIKOyUyJ79blNskVulBioq1dxSKzg+SbWOvoGONuHU15e6StFzac96f5xgbR29FbHm0CyqSkTRye72rPwtSYDZGF5rHDQEpVKtoxFttVqoLCMjAxkZGQFvqzz/B/Cs1jlz5kzMnDmzNg9FRBFICAE7TsMMoFVCK62bU68SrZ4FhQodhXDLbhgNHKFTHaPESrVesK8nItKGt1JtMRrCbuHAhmAM932qiYhCwe6SIYyelb/TElpr3Jr65R3+LSBQ6ChEUkyStg3SOYNBgiQBQgCuMNsrl7RhM9mwdfRWn2OyLCsrWWsx/JuIqC6UpJrzqQNiUk1EBKDI7oLB4ln5O71RZCfVZoMZceY4FDuLcd5xnkl1EIySBJcQYE5NwZAkyW+4tSzLcJlciDXHht1K1kREDrenA7QyqQ5Ij0k1XykianBFZS5IZk+lunWEV6oBzqtWq2KuFLNqIiKKPpWHf5M/kw6TalaqiajBFZY5lT2qW8dHflKdaEnEcRznCuBB8ibVzKmJgOeeew4AsGfPHgDABx98gE2bNgHwLBBHRJGHw7+rZyifZ66ntVeYVBNRgztemAfJ4AKEhNT4VK2bU++4rZY6rFQTVZg+fbrP74sWLVJ+ZlJNFJmYVFfPZGSlWlvOUkj7V6NF/nZI+2WA+2QHRXK7GTOVQhmzTblHsLfgZIhapg8HCk4BAGLlWJj3rwIQwe+z+ObK8G8m1cFRKtU6+gaaqL71798fIsB7PtAxIopsdjeT6uoolWom1RopPQfT8rHoAQA5WjcmfJgAxkylUMXspNGIR9NawhWh2yl0dJwBPr4XQGS/zxpddzcA4LyDSXUwTDrcf5KIiKihcE519UzlC1AyqdaK0QK5dU+cO3cWjRs3Ub7loOrJQjBmKoUqZj84i+CSCmCTgTbOyPrDaoKEUUgB0i4CEKHvs9MHgdKzaOR0AADyy/K1bU+Y0OM30ERERA2Fw7+r593UQU+fE6IrqY5LhnvMl9iUlYUhQ4bAYDZr3aKw4HY6GTOVQhWztV+9Apx8HxZxLT598J0QtlB/IvJ9tnIi8OO/0QieJJGV6uDocVVPIiKihlKRVEfQdLgQ0mOlml9/EOnY70WHAQBNzG20bQjVjjUBAJBU/kefc6qDY2BSTUREUcy7TzWHfwfmDYueVv/mK0WkY7llRwAAqba2GreEaqU8qW7kdgNgUh0sVqqJiCiaeSvVVg7/DshYXql2ufXzOYGvFJFOuWU3zruOAwDSE9tp3BqqFW9S7XIBAPLt+Ro2JnywUk1ERNGMc6qrZ5T0t0sIXykinfqj6A/IcELIJrRLaq11c6g2vEm1sxQAUGAv0LI1YYOVaqoOt5iiC/E9QZGGw7+rZ9ThLiF8pYh06rfzvwEAZEczNE+I1bg1VCvWRABAkqMMAFDoLIRLdmnZorDgXf1bT50lac9sNkOSJBQXF2vdFNKZkpISAJ73CFEksLNSXS2jDr98j67Vv4nCyK/5vwIAZHsKmiVYNW4N1Up5pTrBUQxYPIcKHAVoEtNEw0bpn8lY3lmy+kSVGI1GNGrUCKdOnYLdbkdiYiJMJhOkAFvwybIMh8OBsrIyGAz8UBqMcIyZEAIlJSXIy8tDUlISjEaulEyRgcO/q8ekmoiC9lt+eaXanoLkeCbVYak8qTbZi5AQl4BCZyHO288zqa6Bd66UW0cLkJA+pKamwmazIS8vDwUFVU+nEEKgtLQUNpstYNJN/sI5ZklJSUhNTdW6GUQhw6S6ekyqiShov5zzJtXN0TTeonFrqFbKk2rYC9HI2k5Jqql6SmfJSjVdQJIkJCUloVGjRnC73XC5Ak+ncDqd2LhxI/r27cshwUEK15iZzWZWqCniOMp3DeGc6sD0uPYKk2oiHZKFjMMFOQCAWKkVrCZ+YAhLPkl1I/xe9DuT6iDo8Rto0hdJkmAymWAyBf4YYzQa4XK5EBMTE1YJopYYMyL9YKW6enrcJYSvFJEOnSg+Abu7DEI2IjmGQ9rCVvlCZXAUIcnaCAC31QoGk2oiIopm3Ke6eiYdjmjjK0WkQ8p8aq78Hd68lWoAiSbP68hKdc2YVBMRUTRTttRiUh2Qd5cQtyx0s6UeXykiHapYpKw5FykLZyYrYPTMh08y2gCwUh0MY/nKw0yqiYgoGinDvzmnOiBvpRoA9PJRga8UkQ5VVKqbczutcFc+BLyR0fM6FjiqXrGYPMp31GJSTUREUYn7VFfPUCmpdsmyhi2pwFeKSIcOnT8EgNtpRYTyIeBJkmfhH1aqa6ZUqnUypIuIiKghMamunk+lWh85NZNqIr0RQvjsUc1KdZgrT6oTy//cck51zbyj3VysVBMRURTi8O/qGVmpJqKa5JbkosRVAggDZEdTNGOlOrx5h38LTwfApLpmpvJKtcykmoiIohC31KqekZVqIqqJt0otuZoBMHL4d7jzDv8uH8rMpLpm3rlSrFQTEVE04urf1TNKrFQTUQ1+zf8VAOAsaw4AHP4d7sqT6kZuNwDgvINJdU28c6VYqSYiomjEfaqrZzBI8ObVell/ha8Ukc54FylzlyfVTeMtWjaH6spbqXa5AADFzmI43U4tW6R73v0nWakmIqJoVDGn2qhxS/TLWGmvaj1gUk2kM5UXKWsca4aZi1SEt/KkOt5ph4TyedWsVldLqVTr5NtnIiKihsTh3zXzzqvWS1Jt0roBDSm3OBeDlg+CEAIz/z1T6+aEFcZMvdrGzC08w4RlR3MkN+LQ77BXnlQbHYVItCbivP08bvrkJiXBrou6/Ls0SAY8dNVDeKjzQ3VuR6gZyzeqdrn10VESERE1JC5UVjOTQYIdTKo1401YoI/4hxfGTL1axqyppRUK7c24SFkkKF/9G2UF6JHaA9lHsiGLEC6qUcv3mFu4sebIGn0m1d4hXaxUExFRFGJSXTMDK9XaSbYl46v//Qrr1q7DjTfdCLPJrHWTwoLT5WTMVKprzFb8cA5zfvyFi5RFgvJKNeyFeLXfezhTdgYiBMliXd5je8/sRca6DBQ7i+vcjvpQMaRLHyt6EhERNRQhRMXwb04BrJKJSbV2jAYjmtmaIcGQgGa2ZjCbmSAGw+l0MmYq1TVmZ4tPAwAr1ZGgUlItSRKSbckhuWxd3mMt7S0BACXOkpC0JdQqkmqNG0JERNTAHJU6P1aqq6Z8VtDJqDa+UkQ6dKrQDoDbaUWESkm1XsSZ4wBAt5VqEyvVREQUpbxDvwFuqVUdb1Ktl/VX+EoR6dDpIgcAIJnbaYU/HSfVDtkBp6y/7b0MrFQTEVGUqpxUc/h31bzrr+hlpxC+UkQ65K1UJ7NSHf68C5XpKKmONccqP+txCDgr1UREFK28w79NBkn5kpn8KTuF6GRONZNqIh06XVQ+/JtzqsOfUqkuAHTybarZYIbF4BkFocch4Aau/k1ERFGKK38HR6lUM6kmokDcssDZYs/wb86pjgDepBoCcOgngfUOAS9yFmncEn96W9GTiIiooTCpDo4yp1onnxX4ahHpzLkSB9yygCQBTeI4pzrsmW2AZPT8rKMh4N6kWo/Dv/W29yQREVFDsbu4nVYwvEk1K9VEFJB36HfjWAvM/IMa/iRJ14uV6XH4t0ln3z4TERE1FGWPalaqq2U0eOKjl88KfLWIdEbZTovzqSNHjP4WK9NzUq23b5+JiIgaCod/B8dbd9LL+it8tYh0xlupTk7g0O+IoawAXqBtOyrxrgCu56RaL98+ExERNRQHh38HxVupdnOfaiIKRNlOi5XqyKHj4d8lLv3NqVYq1Tr59pmIiKiheJNqKyvV1SrfUYuVaiIK7HRR+crfTKojhw6T6nhzPACgyKG/1b+VSrVOvn0mIiJqKN451VaTUeOW6JvJW6nWyag2JtVEOnPaW6nmdlqRQ4dJtTL826XD4d8SK9VERBSdOKc6OAbvnOpwTqoXLFiA9PR0xMTEoGfPnti2bVu15+fn5+ORRx5BixYtYLVacckllyArK6tWDSaKdKeKuFBZxNFhUq3nLbU4p1of2NcTETU8JtXB0Vul2qT2DsuWLUNmZiYWLlyInj17Yv78+Rg0aBAOHDiA5s2b+53vcDhw8803o3nz5vj000/RqlUrHDlyBElJSaFoP1HEOcVKdeRRkmr9LFQWZ9L/6t966SijEft6IiJt2N1cqCwYBp19VlCdVM+bNw8TJkzAuHHjAAALFy7El19+iUWLFmHq1Kl+5y9atAhnz57F5s2bYTabAQDp6el1a3UtlTnd+HpPLn48I8G4JxcmzlUIisvlZsxUqkvMTpwvAwAkx3P174hh1d+WWuGw+rdeOspoFM59PRFROGOlOjgmnX1WUJVUOxwObN++HdOmTVOOGQwGDBgwAFu2bAl4ny+++AK9evXCI488gs8//xzNmjXD6NGj8fTTT8NoDJxs2O122O125feCAk91x+l0wul0qmmyj1MFZcj46EcARiw6+GOtrxOdGDP16hazJjZjnd7v4cb7XCPxORtMsTACkEvz4Q7R86trvGIMMQA8C5XpLuay5wOFyy2HtG2hfI/pLmYhFO59vfcalf9PNWPM1GPM1GPMalZq98TGZPD9e8iY+ZLgSaYdLpdfbLTo71Ul1adPn4bb7UZKSorP8ZSUFOzfvz/gfQ4dOoR169bh7rvvRlZWFn799VdMmjQJTqcTM2fODHifOXPmYPbs2X7H16xZg9jYWDVN9lHkBNolsNJK+tc+UWDbxrVaN0MT2dnZWjch5NqcyUFXAHm/H8LWEM8xrW289js9f7P/OP2H7ua9/nhGAmDEqTNn66VtoXiPlZToby56qIR7X19ZJP49qW+MmXqMmXqMWdX2HPP0gSf/+B1ZWUeV44yZr1N5BgAG/PjTz0jI+yngOQ3Z36se/q2WLMto3rw53n77bRiNRnTr1g3Hjx/Hyy+/XGVHO23aNGRmZiq/FxQUIC0tDQMHDkRiYmKd2vO/Tieys7Nx8803K0PUqHpOxkw1xky9SI6ZtN8NHP0nmjeyYciQISG5Zl3jlZKbgiVrl8AcZw5Zm0LFsi8Piw7uQqOkJAwZ0jNk1w3le8xbVSUPvfX1kfz3pL4wZuoxZuoxZjXbn/0L8HsOLm6XjiFDLmPMqrC64Ef8dDYXl3e8AkOubeNzmxb9vaqkOjk5GUajEbm5uT7Hc3NzkZqaGvA+LVq0gNls9hn+dfnll+PkyZNwOBywWPznjVqtVlit/os0mc3mkL2ZQnmtaMGYqceYqReRMYtNAgAYHEUwhPi51TZeiTZP0lLiLNFdvK0WT9ckC9RL20LxHtNbzEKJfX10Y8zUY8zUY8yq5iqfImyzmHxixJj5MpevWSQkQ5Vxacj+XtUMeIvFgm7dumHt2ophqbIsY+3atejVq1fA+/Tu3Ru//vor5PI5cgBw8OBBtGjRImAnS0QUcZSFyvRT3fRuqaXHfaoN5ftUu9z6WHwk2rCvJyLSDhcqC07FoqZyDWc2DNWvVmZmJt555x28//772LdvHx5++GEUFxcrK4Ted999PoubPPzwwzh79iwmT56MgwcP4ssvv8QLL7yARx55JHTPgohIz3S+T7UQ+kpevXtPyjprVzRhX09EpA0Ht9QKSkVSrXFDyqmeU33XXXfh1KlTmDFjBk6ePIkuXbpg9erVyoImR48ehcFQ8SZIS0vDV199hccffxxXXXUVWrVqhcmTJ+Ppp58O3bMgItKzykm1EEB5JVZL3qRaQKDUVapssaUH3i7EpZNtMqIR+3oiIm3YWakOilHSV6W6VguVZWRkICMjI+BtGzZs8DvWq1cvfPfdd7V5KCKi8OdNqmUX4CoDzDZt2wMgxhgDg2SALGQUOYt0lVQrlWom1ZpiX09E1PA4/Ds4RqO+KtV8tYiI6ps5DkB5dVonQ8AlSUKcqXxetVNf86qNrFQTEVGUYlIdHL1VqvlqERHVN4NBl/OqvdXpEqe+9lw2lleq3UyqiYgoynBOdXCUOdU6WX+FrxYRUUPQ8wrgeqtUK98+66OjJCIiaiisVAfHm1TrZVQbXy0iooagw0q1bpNqnX37TERE1FC8SbWVSXW1TOWfFfSy/gpfLSKihqDnpFpne1VXbJOhj46SiIiooSjDv5lUV8vASjURURTSc1LtYFJNRESkB8rwb6NR45boGyvVRETRSM9JNSvVREREusA51cExSKxUExFFHyWp1s9CZbEmz+rfeptTbWJSTUREUcrOpDooSqVaJ+uv8NUiImoIyurf+qtU621LLQOTaiIiilLcUis4ypxqtz4+K/DVIiJqCHoe/q3XSrVOvn0mIiJqKHanGwAr1TXR22cFvlpERA3Bm1SX6Wf4t16TakOlfaqFTjpLIiKihuCtVHNLrerpbf0VvlpERA2Bleqgeb99BgCd9JVEREQNgguVBYdJNRFRNGJSHTSjsSKpdsmyhi0hIiJqOC63rHyZzDnV1dPboqZ8tYiIGoKyUJl+hn/HmstX/9bbllpSpUo1c2oiIooS3qHfACvVNdHboqZ8tYiIGoKOK9V6W/3baGClmoiIoo936DfApLomrFQTEUUjHSbV8eZ4ADoc/m1gpZqIiKKPN6mWJN/1RcifsqipThY0ZVJNRNQQdJhU63ZOtcRKNRERRR+7q2KPakliUl0dk5GVaiKi6ONNqt12wGXXti3lvHOqnbITDrdD49ZUMBgkeD9L6OUbaCIiovrmnVPNod81q7z9ph7wFSMiagjepBoA7EXataOSWFOs8rPeqtV6mytFRERU37zDv7lHdc1MBk+MXDr5nGDSugFERFHBYATMcYCzGNj7GRDXrE6Xk9xutMjfDmm/DBiNtWqPqW1vxBhjUOYuQ7GzGI1jGtepTaHk+QZaMKmmWtn06xn8eEaCcU8uTKZa/PuIQi6XmzFTiTFTjzGr3pEznoVDvdtpCSGwPW879jj2wHrMCpORqRsASJBQJrcCAMg6+ZzAV4aIqKHYkjxJ9ZeZdb6UCUAPAMipw0UuHYJYc6ySVOuJySDBDlaqqXaez9qPX08Zsejgj1o3JcwwZuoxZuoxZjWJsXi+cNhwbAMeW/8YAODf3/5bwxbpz0XxnQDczUo1EVHU6T8N2PUhEIJ5wrIQOHfuLBo3bqLMKwqavRDI2wOcPYT4Fsk4W3YWJS59bault/0nKbx0bJEId1kRmjRuzMV+giSEwNlz5xgzFRgz9RizmhkkCaN7tgEA7D6zGwCQICWgfXJ7xgyebUAPnDuAs46TADyfh/SASTURUUO5+l7PfyHgdjqxKSsLQ4YMgcFsVnfnP3YCb/cH7IWIM7cFwDnVFFleHd4JWVnHMGRID5jV/vuIUk6nE1lZWYyZCoyZeoyZOscKjwEAelt744WbX2DMABw8dxDDvhgGl+wEALjc+vicwFnwRETRxpro+b+9UFkBvMipj8XTvLx7VXP1byIiilbHCjxJdRNDE41boh8WgwUA4BKepFovlWom1URE0abSntlx5SuAlzj1Nfzbm1Tr5RtoIiKihnasqDypNjKp9rIYy5Nq2VH+f318TmBSTUQUbZTtvQTijFYA+hv+bSyfN6aXb6CJiIgaUoGjAOft5wEAjQ362Z1Da0pSLZwAhG5W/2ZSTUQUbUwxgMGzpEZc+TAq3SXVxvJKtU46SyIioobknU/dNKYprJJV49boh9lQeV65WzefE5hUExFFG0lSqtVxkmfbDt0N//ZWqnXSWRIRETUkb1KdlpCmcUv0xVupBgAY3LpZ0JRJNRFRNPIm1eXdgO4q1QZWqomIKHr9Xvg7AKB1fGuNW6Iv3oXKAECSXEyqiYhIQ+UrgMeW90V6Xf2blWoiIopGRwuOAmBSfSGjwQhj+Sg7SC7d7BLCpJqIKBp5K9XlfZHuhn8bPN0TK9VERBSNvMO/mVT7U4aAs1JNRESa8ibVsgwAKHbpbfi35/96+QaaiIioISlJdQKT6gt5FyuTJM6pJiIiLXmTarcbgB7nVHu6Jzf3qSYioihjd9uRV5IHAEiL50JlF2KlmoiI9EFJql0AdDj82zOlmpVqIiKKOscLj0NAIM4chyRrktbN0R2rsXyLMSbVRESkKW9S7bID0F+l2uStVOuksyQiImoolbfTksq3mKQKFcO/mVQTEZGWrI0AAHFOT1Ktt9W/y3NqLlRGRERR52ihZ+Vv7lEdmDL82+CGq3xtGK0xqSYiikbllepYZykAoNRVClnoo2MCKirV3FKLiIiiTeVKNflT9qqWXJAFIHQwVYxJNRFRNPIO/7ZXzKXW07xqQ/k+1axUExFRtGFSXT1vpVqSPOvC6GEIOJNqIqJoVJ5UWx1FMEkmAPqaV20qT6pZqSYiomjze+HvAJhUV8Vs9MyphuTZwUQPi5oyqSYiikblSbVkL0KsORaAvvaqNkisVBMRUfRxy278XsSkujqVh38DrFQTEZFWrIme/9sLEWeOA6Cv4d/eSrUevn0mIiJqKLkluXDJLpgMJqTEpmjdHF3i8G8iItKH8ko17AVKUq2nFcCN3qTarZ/F04iIiOqbd+Xv1vGtYTQYNW6NPrFSTURE+qAk1YWINZUP/9bRnGolqda+nyQiImowXKSsZt451ZJ3TjWTaiIi0oQ3qRZuxJtsAPQ1/FtJqnWy/yQREVFDYFJds4p9qlmpJiIiLVniAHgS17jyYVS6rFQzpyYioijClb9r5h3+bTSE+erfCxYsQHp6OmJiYtCzZ09s27YtqPt99NFHkCQJd955Z20eloiIQkWSlMXKYg2eYVS6SqolVqq1xr6eiKjhsVJdM2WhsvJKtUsHc8VUJ9XLli1DZmYmZs6ciR07dqBz584YNGgQ8vLyqr3f4cOH8eSTT6JPnz61biwREYVQ+RDwOMmzEIqukmojK9VaYl9PRNTwhBBMqoNgLi8GGMrnVMs6qFSb1N5h3rx5mDBhAsaNGwcAWLhwIb788kssWrQIU6dODXgft9uNu+++G7Nnz8a3336L/Pz8OjWaiIhCwJtUlw8DP3DuAL4+8rWWLQLg+SDBSrW2wr2v/+7Ed9jj2APrMStMRtUfdaKSy+1izFRizNRjzKpX6ipFsbMYEiS0SmildXN0q6JS7UmqXTqYU63q3exwOLB9+3ZMmzZNOWYwGDBgwABs2bKlyvv99a9/RfPmzfHAAw/g22+/rfFx7HY77Ha78ntBQQEAwOl0wul0qmmyH+/963qdaMKYqceYqceYqROKeBkt8TAAiJM9CezG3zdi4+8bQ9G8OpEg4eaE+QAAp8sdsvdEKN9jkfw+jYS+/uXtLyOnJAf//vbfdbpONGLM1GPM1GPMqpcSmwKDbIBTdvLzUQBGeEbYeYd/2x2+/YYW/b2qpPr06dNwu91ISfHdiDwlJQX79+8PeJ9NmzbhX//6F3bt2hX048yZMwezZ8/2O75mzRrExsaqaXKVsrOzQ3KdaMKYqceYqceYqVOXeF1bUIYUAG2OluFS66UoFaWha1gtnXCfgBNOHP7jZwAX4+CvvyHL+UtIHyMU77GSEv2slB5qkdDXJ5Ymoo2xTZ2uQUSkBQkSuqM7srKyfI7z81GFX+2/AgBk4QAAbPhmI36J8z+vIfv7eh13UVhYiHvvvRfvvPMOkpOTg77ftGnTkJmZqfxeUFCAtLQ0DBw4EImJiXVqk9PpRHZ2Nm6++WaYzeY6XStaMGbqMWbqMWbqhCJexhXLgX0/48bLrkD/a14LcQtrZ/Sq0dh/bj9SWyYDvwPp7dphyOBLQ3LtUL7HvFVV0mdff7PzZv49UYl/g9VjzNRjzNRjzPyV/FKCrO+zYDJ5hn1f1/t6XNGyot/Qor9XlVQnJyfDaDQiNzfX53hubi5SU1P9zv/tt99w+PBh3H777coxuXx+nMlkwoEDB9C+fXu/+1mtVlitVr/jZrM5ZG+mUF4rWjBm6jFm6jFm6tQpXjGeDsjoKoZRJzG3mjx/+71DumRIIX8/hOI9FsnvUfb10Y0xU48xU48xU48xqxBjjgEASJLns4JkMAaMTUP296pW/7ZYLOjWrRvWrl2rHJNlGWvXrkWvXr38zr/sssvw888/Y9euXcp/d9xxB2644Qbs2rULaWlc1Y6ISDPlW2rBrp+qa4zR01GK8o5S1sHiI9GGfT0REemZd6EylH9W0MM+1aqHf2dmZmLMmDHo3r07evTogfnz56O4uFhZIfS+++5Dq1atMGfOHMTExODKK6/0uX9SUhIA+B0nIqIGVr76N+yF2rajEm+lWsAzT0oPK3pGI/b1RESkV0pSXb76t1sHnxVUJ9V33XUXTp06hRkzZuDkyZPo0qULVq9erSxocvToURgMqre/JiKihhbjrVTrKKk2epJqGZ7VNvWw92Q0Yl9PRER6ZTGUJ9Uor1SHY1INABkZGcjIyAh424YNG6q973vvvVebhyQiolDTY6VaSarLK9Vu7TvKaMW+noiI9MhsLJ/nLOknqebXzERE0SoMkmo9zJMiIiIi/VAq1UyqiYhIc0pSraOFykyehcq8w7/10FESERGRfnjnVAsm1UREpDmrfudUuwWTaiIiIvKnLFSmoznVTKqJiKKVDod/e7fUUoZ/66CjJCIiIv3wDv/2Vqr1sFMIk2oiomilw6Ta++2zSzCpJiIiIn/ehcpEeaVaDzuFMKkmIopW3qTa7QBcdm3bUo5zqomIiKg6SqUarFQTEZHWLPEVP+ukWu2dU61UqnXw7TMRERHphzKnWpIByJCZVBMRkWYMxorEWicrgFcsVOapnLNSTURERJVVLFQGQHKxUk1ERBrT2bxq7/BvzqkmIiKiQJR9qgFAcrFSTUREGtNZUq0M/5Yd5f/XvqMkIiIi/TAZTMrPkuTWxWcFU82nEBFRxNJrUl1eqdbDt88UfgxrZ6JbznYYV64EDKwfBMMoy+j2xwnGTAXGTD3GTD3GzJ8ECRbJBIdwAZJLF+uvMKkmIopmOk+q9fDtM4Ufw69fo3X+ASBf65aEDwOA1gBjpgJjph5jph5jFpg1vQ0cEgCDC263rHVzmFQTEUU1JanWx0Jl3jnVzvLh33rYe5LCj/u6ydi3fTM6XtERRoNR6+aEBbfsxt49exkzFRgz9Rgz9RizCxSdBDa9BrMQgCRBktxw6+CjApNqIqJoZk30/F8nlWrvip5O2bP6t0sPPSWFHdFpBA4di8dl1wyB0WzWujlhQXY6cehUFmOmAmOmHmOmHmN2gbOHgE2vwSLLnl1MJBfcsvaVag7MJyKKZjob/h1j9FaqPUk1K9VERESkMMcCACzCk0hLkgs6GP3NpJqIKKrpLKmumFPtBCA4p5qIiIgqKEl1+ecDVqqJiEhzOhv+7Z1TDUA3e08SERGRTpQn1WbvxwPJzUo1ERFpTKeVagCA5GSlmoiIiCoYTYDRolSqJVaqiYhIczpb/dtkMMEoeVY3lQxOuJlUExERUWVmm8/wbz18Ac+kmogomuls+DdQqVotuZhUExERkS9zXEVSbXDBrYNFTZlUExFFM50N/wYq5lVLBg7/JiIioguYbZ59qgHPPtU62H6TSTURUTTzJtVl+hj+DVSuVDu5pRYRERH5ssT6rv6tg88KTKqJiKKZDivV3qRakpxw6WFJTyIiItIPcyws3p91MlWMSTURUTTzJtWuUsDt1LYt5ZRKtcEFHfSTREREpCfm2Eqrf7uZVBMRkca8STWgm2q11VSpUq2DbTKIiIhIRyxxypxqvVSqTVo3INTcbjeczqqrLU6nEyaTCWVlZXC73Q3YsvAVrjEzm80wGo1aN4NI34xmwGTzVKrthUBsE61bhBijZ6EyGFxgTk1EREQ+LthSi0l1CAkhcPLkSZw/fx6imsnqQgikpqbi2LFjkCSpAVsYvsI1ZpIkoVGjRkhNTQ2rdhM1OGtCRVKtA5UXKmOlmoiIiHz4DP9mUh1S58+fR35+Ppo1a4a4uLgqkyhZllFUVIT4+HgYDBz9HoxwjJkQAsXFxTh16hRsNhuSkpK0bhKRflkTgOI83SXVksEJWXj+PfOLMSIiIgJQnlSX/2xw62L174hIqoUQyMvLQ2JiIpKTk6s9V5ZlOBwOxMTEhE2CqLVwjZnNZoPdbkdeXh4aNWrED+VEVdHZCuDeOdWQXAAAtyxgMvLfLxEREcFnSy3P+ivaJ9XhkyFVw+12w+12IzExUeumkM4kJiYq7w8iqoKSVOtjr2rvnGpJ8qyPoYdvoImIiEgnzLZKC5W5ITOpDg2Xy1PNMJkiovBOIeR9T3jfI0QUgLX8C0m9VKqVLbXKk2oddJZERESkE+Y4n4XKWKkOMQ7vpQvxPUEUBJ0O/1Yq1TroLImIiEgnKq3+LUkuVqqJiEgH9JZUK5XqijnVRERERAAASxwsqBj+rYdKNcdLExFFO29SffInYO8X2rYFgLXkHABWqomIiCgAsw1m70cDyQVZB2uvMKkm1SRJwsyZMzFr1qyg7zN27Fhs2LABhw8frrd2EVEt2ZI8/z+42vOfxmISE4CmjSGxUk1EREQXqrxPtcEFl1v7zwlMqomIot0V/wsc2QyU5mvdEuDkT7AKGYBnn2qAq38TERFRJRbfhcr08DmBSTWpVlpaqnql9XfeeQeyLNdTi4ioTpLaAKOXad0Kj38NRMy5nwFAqVTr4RtoIiIi0olKC5VBcsOtg88JTKojmCzLcDgciImJCel1a3M9s9kc0jYQUYSyJsAie1f09FSq9TBXioiIiHSi0pZakuTSxTQxrv4dBmbNmgVJkrB//36MGDECiYmJaNq0KSZPnoyysjLlPEmSkJGRgQ8//BBXXHEFrFYrVq/2zI88fvw47r//fqSkpMBqteKKK67AokWL/B6rrKwMs2bNwiWXXIKYmBi0aNECw4YNQ05Ojs/jVJ5PXVhYiClTpiA9PR1WqxXNmzfHzTffjB07dijnjB07Funp6T6PVVxcjCeeeAJpaWmwWq249NJL8corr0Bc8AHa+7w+++wzXHnllUr7vc+NiCKINQExleZJAdDFqp5ERESkE2YbzJWHf+vgc0JEV6qFECh1un2OybKMUocbJocLBkPDfqdgMxvrtG/yiBEjkJ6ejjlz5uC7777DG2+8gXPnzmHx4sXKOevWrcPHH3+MjIwMJCcnIz09Hbm5ubj22muV5LRZs2ZYtWoVHnjgARQUFGDKlCkAALfbjdtuuw1r167FyJEjMXnyZBQWFiI7Oxv79u1D586dA7Zr4sSJ+PTTT5GRkYGOHTvizJkz2LRpE/bt24err7464H2EELjjjjuwfv16PPDAA+jSpQu++uorPPXUUzh+/Dhee+01n/M3bdqEFStWYNKkSUhISMAbb7yBYcOG4ejRo2jatGmtY0pEOmNNgFXpKMsr1TroLImIiEgnLLGweD8qMKmuf6VONzrO+ErrZij2/nUQYi21D3m7du3w+eefAwAeeeQRJCYm4s0338STTz6Jq666CgBw4MAB/Pzzz+jYsaNyv/Hjx8PtduPnn39WEtCJEydi1KhRmDVrFh566CHYbDYsXrwYa9euxbx58/D4448r9//zn/+M8+fPV9muL7/8EhMmTMCrr77qc5/qfPHFF1i3bh2ee+45PPvss8pzGj58OF5//XVkZGSgffv2yvn79u3D3r17lWM33HADOnfujH//+9/IyMgIKn5EFAasiUqlGhIr1URERHSByqt/6ySp5vDvMPLII4/4/P7oo48CALKyspRj/fr180mohRBYvnw5br/9dgghcPr0aeW/QYMG4fz588ow7eXLlyM5OVm5bmXVVdiTkpKwdetW/PHHH0E/l6ysLBiNRjz22GM+x5944gkIIbBq1Sqf4wMGDPBJsq+66iokJibi0KFDQT8mEYUBa0KlbTK4TzURERFdwGiBxZvGSm6u/l3fbGYj9v51kM8xWZZRWFCIhMQETYZ/10WHDh18fm/fvj0MBoPP3s/t2rXzOefUqVPIz8/H22+/jbfffjvgdfPy8gAAv/32Gy699FLVK3u/9NJLGDNmDNLS0tCtWzcMGTIE9913Hy666KIq73PkyBG0bNkSCQkJPscvv/xy5fbK2rRp43eNxo0b49y5c6raSkQ6V2lOtXf4N5NqIiIiUkgSzKbyhZMNbrh0sMNQRCfVkiT5DbeWZRkuixGxFlODJ9WhFqh6bLPZfH73bmN1zz33YMyYMQGv4x06XlsjRoxAnz59sHLlSqxZswYvv/wyXnzxRaxYsQK33HJLna7tZTQG/kLiwkXNiCjMVZpTLSTuU01ERET+LOaKnMctOzVsiUdEJ9WR5pdffvGpRP/666+QZdlvVe3KmjVrhoSEBLjdbgwYMKDa67dv3x5bt26F0+lUvQVWixYtMGnSJEyaNAl5eXm4+uqr8fzzz1eZVLdt2xZff/01CgsLfarV+/fvV24noihkTYBVrlypFqxUExERkQ+LyQbAUzx0C5e2jUEt51QvWLAA6enpiImJQc+ePbFt27Yqz33nnXfQp08fNG7cGI0bN8aAAQOqPZ+qtmDBAp/f//73vwNAtdVgo9GIYcOGYfny5di9e7ff7adOnVJ+HjZsGE6fPo1//OMffudVVRF2u91+i5g1b94cLVu2hN1ur7JdQ4YMgdvt9nus1157DZIkhazCTURhpvLwb0A3W2VEI/b1RESkVxZzrPKzW4RhpXrZsmXIzMzEwoUL0bNnT8yfPx+DBg3CgQMH0Lx5c7/zN2zYgFGjRuG6665DTEwMXnzxRQwcOBB79uxBq1atQvIkokVOTg7uuOMODB48GFu2bMGSJUswevToKre68po7dy7Wr1+Pnj17YsKECejYsSPOnj2LHTt24Ouvv8bZs2cBAPfddx8WL16MzMxMbNu2DX369EFxcTGys7MxduxYjBw50u/ahYWFaN26Nf70pz+hc+fOiI+Px9dff43vv//eZzXwC91+++244YYb8Oyzz+Lw4cPo3Lkz1qxZg88//xxTpkzxWZSMiKKINbFiSy0AkJxMqjXAvp6IiPTMYImDSRTCJUlw6SCpVl2pnjdvHiZMmIBx48ahY8eOWLhwIWJjY7Fo0aKA53/44YeYNGkSunTpgssuuwz//Oc/Icsy1q5dW+fGR5tly5bBarVi6tSp+PLLL5GRkYF//etfNd4vJSUF27Ztw7hx47BixQpkZGTg9ddfx9mzZ/Hiiy8q5xmNRmRlZeHZZ5/F1q1bMWXKFMybNw+JiYk+K4pXFhsbi0mTJmHXrl2YOXMmHn/8cRw4cABvvvkmMjMzq2yTwWDAF198gSlTpuA///kPpkyZgr179+Lll1/GvHnz1AeHiCKDNQEmAAZlBXBWqrXAvp6IiHTNbFN2C5GhfVKtqlLtcDiwfft2TJs2TTlmMBgwYMAAbNmyJahrlJSUwOl0okmTJlWeY7fbfYYOFxQUAACcTiecTv+gOZ1OCCEgy7KyMFdVvMOYveeHA2+bmzZtimXLlvnd7n0ebrfb5/fKkpOT8cYbb+CNN96o8v4AYLVa8de//hV//etffR6/sLBQiVnlxzGZTJg7dy7mzp1b7XW9H8QqH4uNjcUrr7yCV155xe/5Vh5uXtXz8m6nVd3rKMsyhBBwOp1VLnZWH7zv00DvVwqMMVMnYuNltMEMwCoESiUJkJywV/G3X61Qxizi4l6JXvt6NSL230c9YszUY8zUY8zUY8wCM5pssNgFSgC4ZIdPfLTo71Ul1adPn4bb7UZKSorP8ZSUFGWBqZo8/fTTaNmyZbWLZs2ZMwezZ8/2O75mzRrExsb6HTeZTEhNTUVRUREcDkdQ7SgsLAzqPD3wfugoLCyExWLRrB3hFDMvh8OB0tJSbNy4ES5Xwy9ikJ2d3eCPGe4YM3UiLV4mdyluBRAjBEoBSJIL27b9gJJfQ1etDkXMSkpKQtASfdJrX18bkfbvoyEwZuoxZuoxZuoxZr66ncqHJcHz2cDptiMrK8vvnIbs7xt09e+5c+fio48+woYNGxATE1PledOmTfMZOlxQUIC0tDQMHDgQiYmJfueXlZXh2LFjiI+Pr/a6QEXVNSEhIeCWVHpktVoBAAkJCQGff30Lx5h5lZWVwWazoW/fvjW+N0LJ6XQiOzsbN998s+qV1KMVY6ZOxMZLyMBPDylDumBwosvVV2Ngx5Tq7xeEUMbMW1Ulf/XV16sRsf8+6hFjph5jph5jph5jFpjxP1/BfOYYAEAyyBgyZIhymxb9vaqkOjk5GUajEbm5uT7Hc3NzkZqaWu19X3nlFcydOxdff/11jfsiW61WJZGszGw2BwyM2+2GJEkwGAw17j3tHSrsPT8ceBPZYJ5ffQjHmHkZDAZIklTle6e+afW44YwxUyci42WpWAFckpyQDMaQPsdQxCziYl6JXvv62ojIfx/1jDFTjzFTjzFTjzG7gDWu0pxqV8DYNGR/rypDslgs6Natm8/CI96FSHr16lXl/V566SX87W9/w+rVq9G9e3c1D0kAZs2aBSEEkpOTtW4KEVH9q7xXtcEFFxcqa1Ds64mISPfMsRVJtQ5W/1Y9/DszMxNjxoxB9+7d0aNHD8yfPx/FxcUYN24cAM+2TK1atcKcOXMAAC+++CJmzJiBpUuXIj09HSdPngQAxMfHIz4+PoRPhYiIIoI1ATEi3/Oz5ITMpLrBsa8nIiJdq5xUSy4IITSdpqo6qb7rrrtw6tQpzJgxAydPnkSXLl2wevVqZUGTo0eP+gwRfuutt+BwOPCnP/3J5zozZ87ErFmz6tZ6IiKKPNYEWN3nAHiGf7NS3fDY1xMRka5ZYmGGd6qYG25ZwGQMo6QaADIyMpCRkRHwtg0bNvj8fvjw4do8BBERRStrAizFFQuVsVKtDfb1RESkW5Uq1ZBccAvRsCtwXyC8Vp0iIqLIZ628UBnnVBMREdEFzLGweD8eSC64Nf6swKSaiIj0xZoIa6UttdzlOxAQERERAQAsFZVqSXJr/gU8k2oiItKXCyrVWn/7TERERDpjjoW50vBvraeKMakmIiJ98dlSiwuVERER0QUqzamWdLD9JpNqUuW9996DJEk+i9L0798f/fv316xNRBRhrAnK8G9JckIWTKqJiIioErPNZ6EyVqqJiIgqq5RUgwuVERER0YUscZUWKuOcaiIiIl+V5lRzSy0iIiLyU6lSLUlOzddfYVIdpoqLi7VuAhFR/ai0+rckcU41ERERXcAcpyxUpodFTZlUh4FZs2ZBkiTs3bsXo0ePRuPGjXH99dcDAJYsWYJu3brBZrOhSZMmGDlyJI4dO+Z3ja1bt2LIkCFo3Lgx4uLicNVVV+H1119Xbv/pp58wduxYXHTRRYiJiUFqairuv/9+nDlzpsGeJxERAN/h36xUExER0YXMNljg+Xxgkuxwa7z+iknTRydVhg8fjg4dOuCFF16AEALPP/88pk+fjhEjRmD8+PE4deoU/v73v6Nv377YuXMnkpKSAADZ2dm47bbb0KJFC0yePBmpqanYt28f/vOf/2Dy5MnKOYcOHcK4ceOQmpqKPXv24O2338aePXuwefNmDZ81EUUdn4XKOKeaiIiILmC2KXOqjToY/h3ZSbUQgLPE95gse445jIChgQv15lhAkmp9986dO2Pp0qUAgCNHjqB9+/Z47rnn8MwzzyjnDB06FF27dsWbb76JZ555Bm63Gw899BBatGiBXbt2KYk2AIhK3+hMmjQJTzzxhM/jXXvttRg1ahQ2bdqEzp0717rdRESq+CxU5tT822ciIiLSGUmCxWAGABgNDibV9cpZArzQ0ueQAUCSJo0B8MwfgCWu1nefOHGi8vOKFSsgyzJGjBiB06dPK8dTU1PRoUMHrF+/Hs888wx27tyJnJwcvPbaaz4JNQBIlRJ8m82m/FxWVoaioiJce+21AICdO3cyqSaihmNNQEx552gwOOF2M6kmIiIiX2ZvUs1KNanRrl075edffvkFQgh06NAh4Llms+dN9ttvvwEArrzyymqvffbsWcyePRsfffQR8vLyfG47f/58XZpNRKSONRFWIQMADJKDlWoiIiLyYzFaAOhj9e/ITqrNsZ7qcCWyLKOgsBCJCQkwaDH8uw4qV5NlWYYkSVi1ahWMRqPfufHx8aquPWLECGzevBlPPfUUunTpgvj4eMiyjMGDB0OW5Tq1m4hIFaMJVqMVAGDQwZAuIiIi0h9PUu2AQQc7hUR2Ui1J/sOtZRkwuz3HGzqpDqH27dtDCIF27drhkksuqfY8ANi9ezcGDBgQ8Jxz585h7dq1mD17NmbMmKEc/+WXX0LbaCKiIFnLv4TUw7fPREREpD8WoxWAA5LBBVnjUW3hm1VGuaFDh8JoNGL27Nk+C44BngXIvFthXX311WjXrh3mz5+P/Px8v/MAKJXuC68zf/78+mk8EVENYszlX4jqYO9JIiIi0h+LMcbzg+SCS+P1VyK7Uh3BvCt/T5s2DYcPH8add96JhIQE5OTkYOXKlXjwwQfx5JNPwmAw4K233sLtt9+OLl26YNy4cWjRogX279+PPXv24KuvvkJiYiL69u2Ll156CU6nE61atcKaNWuQk5Oj9dMkoihlNccByIcwMKkmIiIif2ZTDCADkNyaV6qZVIexqVOn4pJLLsFrr72G2bNnAwDS0tIwcOBA3HHHHcp5gwYNwvr16zF79my8+uqrkGUZ7du3x4QJE5Rzli5dikcffRQLFiyAEAIDBw7EqlWr0LJlS7/HJSKqbzHWeAD5kCU3XG6u60BERES+LKYYwAEIyc051VSzWbNmYdasWQFvGzp0KIYOHVrjNXr37o01a9ZUeXurVq2wYsUKv+NCCM/ibgUFAICxY8di7NixPuds2LChxscnIlLDYmkEOH4HJMAlnFo3h4iIiHTGYo4tT6plyBon1ZxTTUREuhNjTVR+dsgODVtCREREemQpX9RUD5VqJtVERKQ7ZmsipPL5US7ZrnFriIiISG/MZs92w7Ika77+CpNqIiLSHSkmETHlSTUr1URERHQhizkeAOCWBJNqIiIiP9YEWMqTardgpZqIiIh8eYd/uyUBN/epJiIiuoA1AdbyDtIpc6EyIiIi8mUtX39FSIDDre1nBSbVRESkP9aK4d8uVqqJiIjoAmZLnPIzk2oiIqILVapUuzinmoiIiC5gsSQoPzvc2n4Bz6SaiIj0x5qAmPJFR1xgUk1ERES+TJYEGLyLmrJSTUREdAGfhcqYVBMREdEFLLHKZwVWqomIiC5kTVDmVLsFFyojIiKiC5hjYS5f9Nvh1vYLeCbVRESkP9ZEZU61LMo0bgwRERHpjrmiUm3n8G8Kxvfff4/rrrsOcXFxkCQJu3bt0rpJRET1p9JCZZIo0bgxREREpDuWWFjg3SmElWqqgdPpxPDhw3H27Fm89tpr+OCDD5CSkoKpU6fihhtuQEJCAiRJwoYNG7RuKhFRaJissEICABhFscaNISIiIt2pVKl2uLRNqk2aPjoF5bfffsORI0fwzjvvYPz48QCADRs24MUXX0SHDh3QqVMnbNmyReNWEhGFllkyAwAMYKWaiIiILmCOhdk7Vcyt7RfwrFSHgby8PABAUlKScqxbt244c+YMDh48iMzMTI1aRkRUfyzepJpzqomIiOhCZlvFTiEuJtVUjbFjx6Jfv34AgOHDh0OSJPTv3x8JCQlo0qSJxq0jIqo/FoMFACCBSTURERFdwGCEWXimikHjpJrDv3XuoYceQqtWrfDCCy/gsccewzXXXIOUlBStm0VEVO8sRisABwwSk2oiIiLyZypff8UtaztVLKKTaiEESl2lPsdkWUapqxQmpwkGQ8MW6m0mGyRJUnWfXr16wW6344UXXkCfPn3wpz/9qZ5aR0SkLxZjDIBCAHatm0JEREQ6ZIIRACDcpTWcWd/tiGClrlL0XNpT62Yoto7eilhzrNbNICIKCxajDZ6dMrTde5KIiIj0yVQ+m1nrpJpzqomISJcsZpvnB0nbbTKIiIhIn7yVallmpbre2Ew2bB291eeYLMsoLCxEQkKCJsO/iYgoOBZzHOAAZMmldVOIiIhIhzxJtRtC1nb9lYhOqiVJ8htuLcsyXCYXYs2xDZ5UExFR8KymeABMqomIiCgwo2QC4IBb46SaWSUREemSxeJNqt0at4SIiIj0yCR5asRCaLuoaURXqiPdc889BwDYs2cPAOCDDz7Apk2bAAB/+ctfNGsXEVEoWK2JAAC3JGvcEiIiItIjo2QGAMhC2/VXmFSHsenTp/v8vmjRIuVnJtVEFO5iypNqF5NqIiIiCsAoWQAAgkk11aR///4QQvgdD3SMiChSWG1JAACXQUAIAUmStG0QERER6Yq3Uu0W2m6/Was51QsWLEB6ejpiYmLQs2dPbNu2rdrzP/nkE1x22WWIiYlBp06dkJWVVavGEhFR9IixNgYAOCTALfNLxIbGvp6IiPTOaLQCAGRou6ip6qR62bJlyMzMxMyZM7Fjxw507twZgwYNQl5eXsDzN2/ejFGjRuGBBx7Azp07ceedd+LOO+/E7t2769x4IiKKXDGxFUm1080h4A2JfT0REYUDk6E8qRbaJtWqh3/PmzcPEyZMwLhx4wAACxcuxJdffolFixZh6tSpfue//vrrGDx4MJ566ikAwN/+9jdkZ2fjH//4BxYuXFjH5hMRUaSyxTYFAMiShEX/mQ6zsW4bVsiyQG5uLi49mobL2l8diiZGLPb1REQUDoyGGEAG8qVCvP35swA8/b0j3wJgSIO1Q1VS7XA4sH37dkybNk05ZjAYMGDAAGzZsiXgfbZs2YLMzEyfY4MGDcJnn31W5ePY7XbY7RXLohcUFAAAnE4nnE7/8fJOpxNCCMiyDFmuvprhnYfsPZ9qFs4xk2UZQgg4nU4YjcYGe1zv+zTQ+5UCY8zUiYZ4Wa1NIAkBIUlYWPif0FzUBrTdexHat+lUp8tEctz12terEQ3/PkKNMVOPMVOPMVOPMaue2RgLuIBfrDJ+yf9COd63pCmczj/X+frBxl1VUn369Gm43W6kpKT4HE9JScH+/fsD3ufkyZMBzz958mSVjzNnzhzMnj3b7/iaNWsQGxvrd9xkMiE1NRVFRUVwOIJb+a2wsDCo86hCOMbM4XCgtLQUGzduhMvV8MNCsrOzG/wxwx1jpk6kx+um4tY4avojpNc8k1dU5/m+JSUlIWqN/ui1r6+NSP/3UR8YM/UYM/UYM/UYs8CaiKvQtWQrig2+OWA8GockZsH297pc/XvatGk+33gXFBQgLS0NAwcORGJiot/5ZWVlOHbsGOLj4xETE1PttYUQKCwsREJCAleSDVI4x6ysrAw2mw19+/at8b0RSk6nE9nZ2bj55pthNpsb7HHDGWOmTrTEa0gIh26FMmbeqirVntq+Xo1o+fcRSoyZeoyZeoyZeoxZzUbjfp/ftejvVSXVycnJMBqNyM3N9Tmem5uL1NTUgPdJTU1VdT4AWK1WWK1Wv+NmszlgYNxuNyRJgiRJMBiqn3PnHb4czLnkEc4x874vqnrv1DetHjecMWbqMF7qhSJmkRxzvfb1tcF/H+oxZuoxZuoxZuoxZuo1ZH+vKkOyWCzo1q0b1q5dqxyTZRlr165Fr169At6nV69ePucDnuELVZ1fG94nG8nD8ah2vO8J/hEiIgqOXvt6IiIivVI9/DszMxNjxoxB9+7d0aNHD8yfPx/FxcXKCqH33XcfWrVqhTlz5gAAJk+ejH79+uHVV1/Frbfeio8++gg//PAD3n777ZA9CaPRiKSkJGWrj9jY2CqHKcuyDIfDgbKysrCrumolHGMmhEBJSQny8vKQlJTUoIuUERGFOz329URERHqlOqm+6667cOrUKcyYMQMnT55Ely5dsHr1amWBkqNHj/okXtdddx2WLl2Kv/zlL3jmmWfQoUMHfPbZZ7jyyitD9ywAZYhZVXtoegkhUFpaCpvNFnbzg7USzjFLSkqqdvghERH502tfT0REpEe1WqgsIyMDGRkZAW/bsGGD37Hhw4dj+PDhtXmooEmShBYtWqB58+bVLn3udDqxceNG9O3bl0OCgxSuMTObzaxQExHVkh77eiIiIj3S5erfdWE0GqtNpIxGI1wuF2JiYsIqQdQSY0ZERERERBRYeEyQJSIiIiIiItIhJtVEREREREREtcSkmoiIiIiIiKiWmFQTERERERER1RKTaiIiIiIiIqJaCovVv4UQAICCgoI6X8vpdKKkpAQFBQVcyTpIjJl6jJl6jJk6jJd6oYyZtz/y9k9Ud+zrtcWYqceYqceYqceYqadFfx8WSXVhYSEAIC0tTeOWEBERVSgsLESjRo20bkZEYF9PRER6VVN/L4kw+JpdlmX88ccfSEhIgCRJdbpWQUEB0tLScOzYMSQmJoaohZGNMVOPMVOPMVOH8VIvlDETQqCwsBAtW7aEwcCZVKHAvl5bjJl6jJl6jJl6jJl6WvT3YVGpNhgMaN26dUivmZiYyDemSoyZeoyZeoyZOoyXeqGKGSvUocW+Xh8YM/UYM/UYM/UYM/Uasr/n1+tEREREREREtcSkmoiIiIiIiKiWoi6ptlqtmDlzJqxWq9ZNCRuMmXqMmXqMmTqMl3qMWfTga60eY6YeY6YeY6YeY6aeFjELi4XKiIiIiIiIiPQo6irVRERERERERKHCpJqIiIiIiIiolphUExEREREREdUSk2oiIiIiIiKiWoqqpHrBggVIT09HTEwMevbsiW3btmndJN2YM2cOrrnmGiQkJKB58+a48847ceDAAZ9zysrK8Mgjj6Bp06aIj4/HsGHDkJubq1GL9Wfu3LmQJAlTpkxRjjFm/o4fP4577rkHTZs2hc1mQ6dOnfDDDz8otwshMGPGDLRo0QI2mw0DBgzAL7/8omGLteV2uzF9+nS0a9cONpsN7du3x9/+9jdUXmMy2mO2ceNG3H777WjZsiUkScJnn33mc3sw8Tl79izuvvtuJCYmIikpCQ888ACKiooa8FlQKLG/D4x9fd2xrw8O+3p12NfXTPd9vYgSH330kbBYLGLRokViz549YsKECSIpKUnk5uZq3TRdGDRokHj33XfF7t27xa5du8SQIUNEmzZtRFFRkXLOxIkTRVpamli7dq344YcfxLXXXiuuu+46DVutH9u2bRPp6eniqquuEpMnT1aOM2a+zp49K9q2bSvGjh0rtm7dKg4dOiS++uor8euvvyrnzJ07VzRq1Eh89tln4scffxR33HGHaNeunSgtLdWw5dp5/vnnRdOmTcV//vMfkZOTIz755BMRHx8vXn/9deWcaI9ZVlaWePbZZ8WKFSsEALFy5Uqf24OJz+DBg0Xnzp3Fd999J7799ltx8cUXi1GjRjXwM6FQYH9fNfb1dcO+Pjjs69VjX18zvff1UZNU9+jRQzzyyCPK7263W7Rs2VLMmTNHw1bpV15engAgvvnmGyGEEPn5+cJsNotPPvlEOWffvn0CgNiyZYtWzdSFwsJC0aFDB5GdnS369eundLSMmb+nn35aXH/99VXeLsuySE1NFS+//LJyLD8/X1itVvHvf/+7IZqoO7feequ4//77fY4NHTpU3H333UIIxuxCF3a0wcRn7969AoD4/vvvlXNWrVolJEkSx48fb7C2U2iwvw8e+/rgsa8PHvt69djXq6PHvj4qhn87HA5s374dAwYMUI4ZDAYMGDAAW7Zs0bBl+nX+/HkAQJMmTQAA27dvh9Pp9InhZZddhjZt2kR9DB955BHceuutPrEBGLNAvvjiC3Tv3h3Dhw9H8+bN0bVrV7zzzjvK7Tk5OTh58qRPzBo1aoSePXtGbcyuu+46rF27FgcPHgQA/Pjjj9i0aRNuueUWAIxZTYKJz5YtW5CUlITu3bsr5wwYMAAGgwFbt25t8DZT7bG/V4d9ffDY1wePfb167OvrRg99vanOVwgDp0+fhtvtRkpKis/xlJQU7N+/X6NW6Zcsy5gyZQp69+6NK6+8EgBw8uRJWCwWJCUl+ZybkpKCkydPatBKffjoo4+wY8cOfP/99363MWb+Dh06hLfeeguZmZl45pln8P333+Oxxx6DxWLBmDFjlLgE+rcarTGbOnUqCgoKcNlll8FoNMLtduP555/H3XffDQCMWQ2Cic/JkyfRvHlzn9tNJhOaNGnCGIYZ9vfBY18fPPb16rCvV499fd3ooa+PiqSa1HnkkUewe/dubNq0Seum6NqxY8cwefJkZGdnIyYmRuvmhAVZltG9e3e88MILAICuXbti9+7dWLhwIcaMGaNx6/Tp448/xocffoilS5fiiiuuwK5duzBlyhS0bNmSMSOiWmNfHxz29eqxr1ePfX34i4rh38nJyTAajX4rMebm5iI1NVWjVulTRkYG/vOf/2D9+vVo3bq1cjw1NRUOhwP5+fk+50dzDLdv3468vDxcffXVMJlMMJlM+Oabb/DGG2/AZDIhJSWFMbtAixYt0LFjR59jl19+OY4ePQoASlz4b7XCU089halTp2LkyJHo1KkT7r33Xjz++OOYM2cOAMasJsHEJzU1FXl5eT63u1wunD17ljEMM+zvg8O+Pnjs69VjX68e+/q60UNfHxVJtcViQbdu3bB27VrlmCzLWLt2LXr16qVhy/RDCIGMjAysXLkS69atQ7t27Xxu79atG8xms08MDxw4gKNHj0ZtDG+66Sb8/PPP2LVrl/Jf9+7dcffddys/M2a+evfu7bd9y8GDB9G2bVsAQLt27ZCamuoTs4KCAmzdujVqY1ZSUgKDwfdPtdFohCzLABizmgQTn169eiE/Px/bt29Xzlm3bh1kWUbPnj0bvM1Ue+zvq8e+Xj329eqxr1ePfX3d6KKvr/NSZ2Hio48+ElarVbz33nti79694sEHHxRJSUni5MmTWjdNFx5++GHRqFEjsWHDBnHixAnlv5KSEuWciRMnijZt2oh169aJH374QfTq1Uv06tVLw1brT+UVQYVgzC60bds2YTKZxPPPPy9++eUX8eGHH4rY2FixZMkS5Zy5c+eKpKQk8fnnn4uffvpJ/M///E9UbRlxoTFjxohWrVop22ysWLFCJCcniz//+c/KOdEes8LCQrFz506xc+dOAUDMmzdP7Ny5Uxw5ckQIEVx8Bg8eLLp27Sq2bt0qNm3aJDp06MAttcIU+/uqsa8PDfb11WNfrx77+prpva+PmqRaCCH+/ve/izZt2giLxSJ69OghvvvuO62bpBsAAv737rvvKueUlpaKSZMmicaNG4vY2Fjxv//7v+LEiRPaNVqHLuxoGTN//+///T9x5ZVXCqvVKi677DLx9ttv+9wuy7KYPn26SElJEVarVdx0003iwIEDGrVWewUFBWLy5MmiTZs2IiYmRlx00UXi2WefFXa7XTkn2mO2fv36gH+/xowZI4QILj5nzpwRo0aNEvHx8SIxMVGMGzdOFBYWavBsKBTY3wfGvj402NfXjH29Ouzra6b3vl4SQoi617uJiIiIiIiIok9UzKkmIiIiIiIiqg9MqomIiIiIiIhqiUk1ERERERERUS0xqSYiIiIiIiKqJSbVRERERERERLXEpJqIiIiIiIiolphUExEREREREdUSk2oiIiIiIiKiWmJSTRQCGzZsgCRJ6N+/v9ZNqZXDhw9DkiSkp6c3yOPVJV6SJEGSpNA3ioiIqBrs69VhX0/RhEk1UZDS09MhSRIOHz6sdVOIiIioHrCvJ6LaYFJNREREREREVEtMqomIiIiIiIhqiUk1UQ3ee+89SJKEI0eOAADatWunzPWRJAkbNmzwOd/pdOLFF1/EFVdcAZvNhqZNm2Lo0KHYt2+f37Urz29yu92YN28eunbtivj4eL+5RAcPHsRDDz2E9u3bIyYmBo0aNULfvn2xZMmSgO0+f/48/vKXv6BTp06Ii4uD1WpFy5Yt0bt3b8yYMQNOpzPg/YQQePvtt9GtWzfExcWhUaNGGDhwILZs2VJljH7//Xc8+uij6NChg9K23r174//+7//gdrurC29AW7ZswS233IKkpCTEx8eje/fuWLRokerrEBERBYN9Pft6orowad0AIr27+OKLMWbMGHz66acoLi7GsGHDEB8fr9yempqKkydPAvB0skOGDMHmzZvRt29fXH755di2bRtWrlyJ9evXY+fOnQEXCBFCYOjQoVi9ejX69OmDyy+/HHv27FFu/+STT3DfffehrKwMl112GYYMGYLz589j69atuPfee7Fu3TqfjqikpATXX389du/ejWbNmuGmm25CXFwcTp48if3792Pz5s3IzMxEUlKSX1vGjRuHpUuXok+fPrjtttuwa9cuZGdnY+PGjfjmm2/Qs2dPn/O///57DB48GGfPnkWbNm1w55134vz589iwYQM2b96MlStX4osvvoDFYgkq3p988glGjRoFt9uNK6+8Ep06dcKxY8cwfvx4n5gQERGFCvt69vVEdSKIKCht27YVAEROTo7fbevXrxcABADRtWtXceLECeW20tJSMWjQIAFAPPjggz73y8nJUe7XunVrceDAAb9r//TTT8JqtYqYmBixfPlyn9sOHz4sOnXqJACI999/Xzn+/vvvCwDilltuEQ6Hw+c+brdbbNiwQdjt9oDtaNu2rU87XC6XuP/++wUAMXDgQJ9rlZWVKXGZOHGiz2P99ttvIj09XQAQzzzzTMB49evXz+f4iRMnREJCggAg5s2b53Pb119/LWJiYpR2EhERhRr7evb1RLXBdytRkILpaCVJErt27fK7/bvvvhMAxEUXXeRzvHIHt3jx4oCPe9dddwkA4pVXXgl4+7Zt2wQA0a1bN+XYSy+9FLCzqkrldnzxxRd+t584cUIAEFar1acz/eCDDwQA0bJlS1FWVuZ3v08//VQAEAkJCaK0tFQ5XlVH+9xzzwkA4tprrw3YzsmTJ7OjJSKiesO+nn09UW1wTjVRCLVp0wadO3f2O3755ZcDAI4fP17lfYcNG+Z3TJZlrFq1CgBw1113Bbxf9+7dER8fj507d6KsrAwAcM011wAAXnrpJSxevBhnz54Nqv0mkwmDBw/2O56amorGjRvDbrfjzJkzynHvHLORI0fCarX63W/o0KFo3LgxCgsLsX379hof33u9u+++O+DtY8aMCeJZEBER1R/29b7Y1xNxoTKikGrTpk3A44mJiQAAu90e8PbmzZsjNjbW7/iZM2dQUFAAAEhLS/NZNMX7n8FgQFFREWRZVjrB/v374+mnn0ZeXh7GjBmD5ORkXHrppbj//vvx+eefQ5blgO1o0aIFzGZztc/B25kDFR8c2rVrF/A+kiQpt1X3IcPr999/r/Z6VR0nIiJqKOzrfbGvJ+JCZUQhZTDU7nsqm80W8HjlDjGYb24rf4M8d+5cTJw4Ef/v//0/bNq0Cf/973/x7rvv4t1338U111yD9evXIy4uLiTtJyIiihbs64noQkyqiXQsOTkZNpsNpaWleOWVV5CcnKzq/unp6Xj00Ufx6KOPAvCs3nnPPffg+++/x0svvYTZs2fXqX2tWrUCABw6dKjKc3JycnzOrel6+/fvx+HDhwPeXtVxIiKicMW+3hf7egpH/KqKKEjebSJcLleDPabRaMTNN98MAPj444/rfL1rrrkGkyZNAgDs2rWrztfr378/AGDZsmU+Q8W8Vq5ciXPnziEhIQHdunWr8Xr9+vUDAHz44YcBb1+8eHHtG0tERFQD9vX+2NcT1YxJNVGQWrduDQANvn/izJkzYbFY8NRTT+H9998POEdq9+7dWLFihfL7ypUrsXHjRr9znU4nVq9eDQBo27Ztnds2fPhwtGnTBn/88QcyMzN9PoTk5OTgiSeeAAA8+uijiImJqfF6DzzwAOLj47Flyxa88cYbPrdt2LABCxcurHObiYiIqsK+3h/7eqKaMakmCpJ3xc577rkHw4YNw/jx4zF+/HgcOHCgXh/36quvxpIlSwAAY8eORdu2bTFo0CDcc889GDJkCNLS0tCpUyefb7e/+eYb9OvXDykpKRg4cCDuuece/M///A9at26N1atXo1WrVvjzn/9c57ZZrVZ8+umnaNKkCd566y1cfPHFGDlyJG699VZ07NgROTk5GDRoEGbOnBnU9Vq2bIl33nkHRqMRkydPxlVXXYXRo0ejX79+uPHGGzFx4sQ6t5mIiKgq7Ov9sa8nqhnnVBMF6eGHH0ZhYSGWLFmCrKwsZQjUPffcU++PPXz4cFxzzTV44403kJ2djf/+979wu91ISUnBxRdfjIyMDPzpT39Szh87dixsNhs2bdqEvXv34ptvvkGjRo3Qpk0bTJkyBQ8++CCaNm0akrZdc8012LVrF1588UWsWrUKK1euhNVqRdeuXXHfffdh/PjxMJmC/1MzcuRItG7dGs899xy2bNmC3377DZdeeikWLlyIBx98EK+99lpI2k1ERHQh9vWBsa8nqp4khBBaN4KIiIiIiIgoHHH4NxEREREREVEtMakmIiIiIiIiqiUm1URERERERES1xKSaiIiIiIiIqJaYVBMRERERERHVEpNqIiIiIiIiolpiUk1ERERERERUS0yqiYiIiIiIiGqJSTURERERERFRLTGpJiIiIiIiIqolJtVEREREREREtcSkmoiIiIiIiKiW/j/NrkULTKCxTQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obj = DetectionAnalysis(\n",
    "    ant_path = f\"{ROOT}/example/detection/prediction/general.json\",\n",
    "    save_folder = f\"{ROOT}/example/detection/output/metrics\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['metrics.json', 'aps.jpg', 'all_wrong', 'worst_acc', 'pr_curves.jpg', 'confusion.jpg', 'prf_curves.jpg']\n"
     ]
    }
   ],
   "source": [
    "print(os.listdir(f\"{ROOT}/example/detection/output/metrics\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "e71c527726e97b0240826e45b6bcd68866b63517857197b06ea04b17c687d0e2"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}