{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotter as pl\n",
    "import nse\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "global_path = 'output-SRF2/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_res(filename, ndims):\n",
    "    my_res = pl.get_data(filename, ndims)[0]\n",
    "    ext = filename.split('.')[-1]\n",
    "\n",
    "    if ext == 'plt':\n",
    "        nse_res = nse.read_plt(filename)[0].f.T\n",
    "    elif ext == 'dsq':\n",
    "        nse_res = nse.read_dsq(filename).f.T\n",
    "\n",
    "    keys = list(my_res.keys())\n",
    "    for _ in range(ndims):\n",
    "        keys.pop(0)\n",
    "\n",
    "    for key, row in zip(keys, nse_res):\n",
    "        compare_res = (my_res[key] == row).any()\n",
    "        if compare_res == 'False':\n",
    "            print(\"Fuck\")\n",
    "            break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Series OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = global_path + 'series/'\n",
    "names = ['energy.dsq', 'numerics.dsq', 'phys.dsq', 'point[1].dsq', 'point[2].dsq']\n",
    "\n",
    "for name in names:\n",
    "    filename = path + name\n",
    "    compare_res(filename, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Slices 2d OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X; Y; z = 2; z = 0.5; z = 1; \n",
      "\n"
     ]
    }
   ],
   "source": [
    "pl.dump(global_path + 'slices2d/' + 'U(x,y)-1.plt')\n",
    "pl.ani_plot_contour(global_path + 'slices2d/' + 'U(x,y)-*.plt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stat OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z; u, momentum balance; u, turbulent momentum flux; u, viscous stress; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Vyci8XmzkzIiImgeTF1E7d+5ETEwMlixZgvT0dPj4+CA0NBT5+fmi8UePHsWkSZMQFRWFEydOICwsDGFhYcjMzNTGLFu2DCtWrEBcXBxSUlJgZ2eH0NBQlJf/OY6jsrISzz//PF5++eU6c4yKisLAgQMf/mLJqDQaAbuO52LUR4ew8bcrtU6aaWUhxdxR3tj/ynCM6OXUaDm00dMTVbOI0nM7z8RzM7k72uDLl4LRy1n8dmZhWSUmrU1G2tU7Rs6MiMj0TF5Effzxx5g5cyYiIyPRt29fxMXFwdbWFhs2bBCN//TTTzF69Gi89tpr6NOnD/79739j8ODBWLlyJYA/eqGWL1+OxYsXY9y4cRg4cCA2b96MGzduYM+ePdrzvPXWW3jllVcwYMCAWvP7/PPPUVRUhFdffbXRrpmaXkZuEZ6NO4rXdp9CQWllrbHDe3bCT/OG4ZXHezb6hJL6eqIeLJoevL13X3OYl8mprRw7ooMwsLODaHtJeTWmrU/Bb78XGDkzIiLTMmkRVVlZibS0NISEhGj3SaVShISEICkpSfSYpKQknXgACA0N1cZnZ2dDqVTqxDg4OEChUOg9pz5nzpzB22+/jc2bN0MqrfufqqKiAiqVSmcj48pXlePVXScRtuo3nKjjqTtXBznipg5GfGQAPDvaNUk++sZE1bsnyoS38/6qnZ0Vts1QINCzvWj73Uo1IuOP4eczeUbOjIjIdExaRBUUFECtVsPZ2Vlnv7OzM5RKpegxSqWy1vj7Xw05p5iKigpMmjQJ//nPf9ClS5d6HbN06VI4ODhoNw8Pj3q/Hj2cimo1Pj90CSM/PITdaddqjbWUSfD3Ed2ROH84Rvd3hUTSdAvs1rsnSt+YqGa01EpbuSU2TQ/Uu8xNZbUGL21Nq3PGdyKilsLkt/Oaq0WLFqFPnz6YOnWqQccUFxdrt9zc3CbMkIA/bt/+cPomHv/4CD5IOKd3SZX7hvfshB/nDcOC0b31FjiNSd/tuNJ69kQZI0dD2FjJsDbcD6P7uYi2V2sEzN1xAjtSc4ycGRGR8Zm0iOrYsSNkMhny8nRvAeTl5cHFRfyXtIuLS63x978ack4xBw4cwK5du2BhYQELCwuMGjVKm/OSJUtEj7G2toa9vb3ORk3nZG4Rxq9Owsvb0pFTWPucRZ3b2WDNND/ERwagW6c2RspQ/+28B5/Ga+638/7K2kKGlZMH4ZlB7qLtggAs/Po01v+abeTMiIiMy6RFlJWVFfz8/JCYmKjdp9FokJiYiODgYNFjgoODdeIBYP/+/dp4Ly8vuLi46MSoVCqkpKToPaeYr776CidPnkRGRgYyMjKwbt06AMAvv/yCWbNm1fs81PiuF93DKzszMG7Vbzh2pfanwmwsZZj/eE/8HDMcT/RzadJbd2Ls9E5x8ODtvOY1T1RdLGRSfPi8D6YG6b/V/e+9Z/BZ4kUIQi0zmhIRmTGT3yuIiYlBREQE/P39ERgYiOXLl6OsrAyRkZEAgPDwcLi7u2Pp0qUAgLlz52L48OH46KOPMHbsWOzYsQPHjx/HmjVrAAASiQTz5s3DO++8A29vb3h5eeGNN96Am5sbwsLCtK+bk5ODwsJC5OTkQK1WIyMjAwDQo0cPtGnTBt27d9fJs6DgjyeP+vTpU+e8UtQ0iu5W4n8PXUL80SuoFFkk90Fhvm745996w9XBxgjZidNXBD3YE1XWDOeJqotUKsG/x/WHnbUFVh++LBrz0f4LKK2sxsLRvY1ewBIRNTWTF1ETJkzArVu3EBsbC6VSCV9fXyQkJGgHhufk5Og8GTdkyBBs374dixcvxuuvvw5vb2/s2bMH/fv318YsWLAAZWVliI6ORlFREYYOHYqEhATI5X9OnhgbG4tNmzZpvx80aBAA4ODBgxgxYkQTXzUZorxKjY2/XcH/HvodJbUsEnzfwM4OWPJUX/h1FX+SzJj0j4mqX09Uc7yd91cSiQQLR/dGGysLfLT/gmjM6sOXUVZRjbef7v9Qs78TETU3EoF97U1GpVLBwcEBxcXFHB/VAFVqDXYdv4YViRehVNW94K2rgxwLRvfCOB/3ZvNhLQgCevzrhxoTfYYHd8Xb4/4s/N/Yk4ktyVd1YmRSCX5/929m04Oz/tds/HvvGb3tzwxyx7LnBsJCxudZiKh5q+/nt8l7oogepNYI+O7kdSz/+SKu1mORW1srGV4e3h0zHu3W7HpuJBIJbK1kNXrQHhwTJTaw3NZKZjYFFABEDfVCG2sZFn59GmJ/mn194jruVanx6cRBsLJgIUVE5o9FFDUbGo2AHzKV+DTxAi7kldYZL5UAz/t5IOaJnnC2f/h17pqKnZVFjSLqwTFR96pq3qZszuOh9JkQ0AW2VhZ4ZWcGqkWW2fkhU4nyLcfx+VS/Rp8dnojI2FhEkcmpNQL+e/omPku8iIv5dRdPABDSxxn/HN0L3nrWdGtOxKY5qM88Uc1tjqj6esrHDTaWMvx9e7roAwAHz9/C9PhjWBvu3yyWtSEiaij+BiOTqVZrsPfUTaw8+Dt+r2fxNLiLIxaN6YMAPcuPNEdihcKDRZNYEWXqxYcfRkhfZ2x8IQAzNx8Xvbajl24jfEMqNkYGwF5uaYIMiYgeHosoMrryKjV2p13D6iOXkFt4r17H9HZpi/lP9EJIHyezGicEiN+We3DtPLGn88zxdt5fPdKjI7ZEBeKFDcdQUlHzdmXa1TuYsjYFm6cHop2dlQkyJCJ6OCyiyGiK71Vhe0oONvyWjVslFfU6xqujHV55vCeeHODabJ64M5TYhJs1e6JqFhnNbZB8Q/h1bY/tM4MwbUMKiu5W1Wg/fb0YE9ckY8uMQDi1bb7j2oiIxLCIoiZ37c5dbPztCnak5tS5tt19Hu1tMHtkDzw7uLPZPxIvdjvvwZ4ofU/ntQQDOjtgZ3QwpqxLQUFpzeL5fF4JJq5OxraZCpNOjEpEZCgWUdQkBEFAes4dbPztCn7IVNaYJ0mfrh1sMXtkD4QNcoelmRdP94kNLH9whvKWNLBcTC+XtvjyxSBMWZeCm8U15/y6XFCG5+OSsH1GELp0sDVBhkREhms5v6WpWaioVuO/p24i/ugVnLpWXO/juneyw99H9MA4Xzez73l6kFgxVF6lgVojQPb/tyjFxkS1hNt5f9WtUxt8+WIwJq9LFh0Ld+3OPYxfnYTtMxVGXSSaiKihWERRo8i5fRfbUq9i1/FrKCyrrPdxA9wdMGtkdzzR18VsxzzVxa6W9fPayi1RrdagUl1zKgB9x5kzj/a22PXiEExel4zLt8pqtCtV5Ri/OhnbZyrQ0wymryCi1o1FFDVYRbUaiWfzsfNYLo5cvCU6S7U+Q3t0RPSwbnjUu6PZPW1nKH1zIZVVqNFWbom7VfrWzWuZP54uDnLsjA7GtPUpOKcsqdFeUFrxx2DzqED0c3MwQYZERPXTMn9LU5MRBAFZN1T4Ov06vjlxDXdEnrjSx0IqwVM+bpjxqFer+nC01VdE/f+4KH2LD7eUgeViOrW1xo7oIIRvSBW97VtYVolJa5KxJUoBHw9H4ydIRFQPLKKoXi7fKsXeUzfxbcZ1XBK5DVMbBxtLTAz0QHiwJ9wdW9/TV3pv5/3/+nlig8qBll1EAYCjrRW2zlAgcuMxpF29U6NdVV6NKetSEB8ZAH8zmlyViFoPFlEkSqMRkHmjGD9l5eHHLGW9l2P5q57ObRD5iBfCfN1b3CBpQ+h7yu5+T5TYHFGAec9YXl/2cktsnh6IqE3HkHy5sEZ7aUU1wjekYl2EP4Z072iCDImI9GMRZWYu3SpFW2sLODXBgrv5qnIkXb6Nw+dv4cjFWygorf8A8fssZRKM7u+KqYouCPRq3+LHO9VHG71jouq6ndc6fjztrC2w8YVARG85jl8uFtRov1upRuTGY1gT7o/hPTuZIEMiInGt47d0C/Luf8/iyIVbeLyvM6YoumJI9w4NeqpNEARkF5QhPacI6Tl3kHz5tujTUvXl1dEOz/t3xvN+HujU1rrB52mJbEXmiQKgnXhU3wSkLf123l/ZWMmwLsIfs7al4+ez+TXaK6o1mLnpOFZNGYzH+zqbIEMioppYRJmRa3fu4uD5fAgC8EOmEj9kKtG1gy3G+bojuFsH9HW1h72NhU7vz93KahSUVCKn8C6u3C7D7/mlOHtThTM3VSgpF7+NVF82ljKMGeCK8f6d2etUC7FlXwDgrrYnSs/tvFZURAGAtYUM/zvFD/N2nsC+08oa7ZVqDV7emoaVkwdjdH8XE2RIRKSLRZQZ2ZGaW2Magau372JF4kWsSLwIALCykKKNtQXUGgEV1WqUV9Wcf+hhWEglGNGrE572dUdIH6dWc8vpYejrUbrfA9VaB5aLsbKQYsXEQbCSncSejBs12qs1AmZtT8eKiYMwdqCrCTIkIvoTPwHNRJVag53Hc+uMq6zWoLDa8LFMtZFbSjG8ZyeE9nPBqN7OcLC1bNTzt3T6xkTd74nSX0S1zh9PC5kUH433hbWFTPT/ebVGwD92nIBaEPC0j5sJMiQi+kPr/C1thjJyi0QXb20qXTvYYkTPThjeqxOCu3VsdbeWGpO+MVGlrXieqLrIpBIsfWYArCyk2JJ8tUa7WiNg3o4T0GgEhA1yN0GGREQsosxGgGd7/LJgJHYey8WOY7m4VdK4BZW7ow0CvdojuFsHBHfvAI/2XAS2sVjJpLCQSlD9wCLMrX2eqLpIpRK8Pa4fLGQSbPztSo12jQC88mUGqjUCnvPrbPwEiajVYxFlRjq3s8X8J3rhH6O88fOZPHx5PBfJlwtxT8+yIfp0bGONfm726OtmD5/ODhjUpR2cm2DKBPqDRCKBrZUMqgcG8mvniariwHJ9JBIJYp/sCwupBGt/ya7RLgjAa7tPQqMRMD7AwwQZElFrxiLKDFnKpPjbAFf8bYArKqs1OH29CGduqJCnqkB+STmq1AIkkj8Ggbezs0JHO2s42VvDs4MdPDvYcUyTCdhZW9Qoou73RIndzpNJJbCSSY2SW3MnkUjw+pg+kEmliDt8qUa7IAALvjqFao2AyYouJsiQiForFlFmzspCCr+u7eHXlctiNGdiixD/OWN5zSLK1lLGKSP+QiKR4J+je8FCKsHKg7+Lxrz+zWmoBQHTgroaOTsiaq34py6REYitn1dWoX/ZF97Kq0kikWD+Ez0xd5S33pg39mRic9IV4yVFRK0aiygiIxCbruBuLfNEtfZB5fpIJBK88nhPxDzeU29M7LdZLKSIyChYRBEZgZ3INAe13c6zaaVzRNXXP0Z547XQXnrbY7/NwqajV4yXEBG1SiyiiIxAdExULQPLxW7/ka5ZI3tg0d96621f8h0LKSJqWiyiiIxA7HYex0Q9vBeHd8fisX30ti/5Lgvxv9WcGoGIqDGwiCIyArGepYpqDarVGtGeKI6Jqr8Zj3artZB68/szLKSIqEmwiCIyAlt96+dVqXFXZLLU1rpuXkPVp5DayEKKiBoZiygiI2ijZ/28sopqPQPL2RNlqLoKqbdYSBFRI2sWRdSqVavg6ekJuVwOhUKB1NTUWuN37dqF3r17Qy6XY8CAAdi3b59OuyAIiI2NhaurK2xsbBASEoKLFy/qxLz77rsYMmQIbG1t4ejoWOM1Tp48iUmTJsHDwwM2Njbo06cPPv3004e+Vmqd9PUsqe5Vo7JaUzPekkVUQ9SnkNrwKwspImocJi+idu7ciZiYGCxZsgTp6enw8fFBaGgo8vPzReOPHj2KSZMmISoqCidOnEBYWBjCwsKQmZmpjVm2bBlWrFiBuLg4pKSkwM7ODqGhoSgvL9fGVFZW4vnnn8fLL78s+jppaWlwcnLC1q1bkZWVhX/9619YtGgRVq5c2bj/ANQqiE1xAAAFpeILSXNMVMPVVUi9vZdjpIiocUgEQRDqDms6CoUCAQEB2uJEo9HAw8MDc+bMwcKFC2vET5gwAWVlZdi7d692X1BQEHx9fREXFwdBEODm5ob58+fj1VdfBQAUFxfD2dkZ8fHxmDhxos754uPjMW/ePBQVFdWZ66xZs3D27FkcOHBAtL2iogIVFX9+KKpUKnh4eKC4uBj29vZ1np9arh+zlHhxS1qN/Z9O9MXcHRk19v9zdG+8PKK7ETJrudb/mo1/7z2jt/3tcf0QHuxpvISIyGyoVCo4ODjU+flt0p6oyspKpKWlISQkRLtPKpUiJCQESUlJosckJSXpxANAaGioNj47OxtKpVInxsHBAQqFQu8566u4uBjt2+tfo27p0qVwcHDQbh4eXFWe/tBGz8DyWyXsiWoqUUO98MaTffW2x36bhS3JV42YERG1NCYtogoKCqBWq+Hs7Kyz39nZGUqlUvQYpVJZa/z9r4acsz6OHj2KnTt3Ijo6Wm/MokWLUFxcrN1yc3Mb/HrUsugrim7xdl6TqquQemNPJran5BgxIyJqSRpURJ0/fx4RERHo1asXnnrqKSQnJ+Ptt9/WGZfUkmRmZmLcuHFYsmQJnnjiCb1x1tbWsLe319mIAPEZywGgoKRSdD+nOGg8UUO9ah0j9fo3p7EjlYUUERnO4N/UJ0+exKOPPoqysjIIgoAOHTpALpfjzTffRH5+vkEDrzt27AiZTIa8vDyd/Xl5eXBxcRE9xsXFpdb4+1/z8vLg6uqqE+Pr61vv3O47c+YMRo0ahejoaCxevNjg44kA/T1LHFhuHDMe7QZBAN7dd1a0feHXpyGVSDA+gLfgiaj+DO6JWrhwIUpLS+Hn56fd5+vri/bt2+PgwYMGncvKygp+fn5ITEzU7tNoNEhMTERwcLDoMcHBwTrxALB//35tvJeXF1xcXHRiVCoVUlJS9J5Tn6ysLIwcORIRERF49913DTqW6K/0jYnSV0RxnqjGN3NYt1rX2vvn16ewO+2aETMiInNncE/Ub7/9Bnd3dyQlJcHS0lK738PDA5cuXTI4gZiYGERERMDf3x+BgYFYvnw5ysrKEBkZCQAIDw+Hu7s7li5dCgCYO3cuhg8fjo8++ghjx47Fjh07cPz4caxZswYAIJFIMG/ePLzzzjvw9vaGl5cX3njjDbi5uSEsLEz7ujk5OSgsLEROTg7UajUyMjIAAD169ECbNm2QmZmJxx57DKGhoYiJidGOp5LJZOjUqZPB10mtm77bcxxYblwvDu8OtSBgWcL5Gm2CALy2+ySkEuCZwZ1NkB0RmRuDiyi1Wo02bdpAJtP9JX/r1i1oNDUnDazLhAkTcOvWLcTGxkKpVMLX1xcJCQnageE5OTmQSv/sMBsyZAi2b9+OxYsX4/XXX4e3tzf27NmD/v37a2MWLFiAsrIyREdHo6ioCEOHDkVCQgLkcrk2JjY2Fps2bdJ+P2jQIADAwYMHMWLECOzevRu3bt3C1q1bsXXrVm1c165dceXKFYOvk1o3KwspLGUSVKl1ZxS5XaZvTBSLqKby9xE9IAjAf34UL6Tm7zoJiQT4n0EspIiodgbPExUQEID09HS89dZbiI2NRd++fTF69Gh8/PHHCAwMRHJyclPlanbqO88EtQ4+b/2E4ntV9Yr9beFjcHe0aeKMWrcViRfx8f4Lom1SCfDJBF+M83U3clZE1Bw02TxRc+fOhSAIWLJkCSQSCc6ePYtPPvkEEokEs2fPfqikiVoyfeOixHDZl6b3j1HemBfiLdqmEYBXdmZg76kbRs6KiMyJwUXU1KlT8f7778PGxgaCIEAQBMjlcrz77ruYOnVqU+RI1CIYcouOA8uNY15IT/xjlP5Cau6ODPxw+qaRsyIic9GgyWgWLFiAOXPmICsrCwDQr18/2Njw1gNRbWzr2RMlk0pgbWHyZS1bjVdCvKHRCFh58PcabWqNgDlfnMBKiQSj+4tPu0JErZfBv6lv3LiBU6dOoaKiAv7+/vD390dFRQVOnTqFGzfY9U2kj109e5dsLWWQSCRNnA3dJ5FIMP+JnnrXKqzWCJi9PR37z+SJthNR62VwETV58mT4+/ujpKREu6+0tBT+/v6YMmVKoyZH1JLom7X8QbyVZ3wSiQQLQnshelg30fZqjYC/b0vDgXMspIjoTwYXUSdPnoS3t7fO4rqdO3eGt7e3dq4lIqqp3j1RLKJMQiKRYNHfeiNqqJdoe5VawEtb0nHofL6RMyOi5srgIqq8vBzFxcU19hcVFaG8vLxRkiJqieo7JsqG6+aZjEQiweKxffDCEE/R9kq1BtFb0nDkwi3jJkZEzZLBRZSXlxdu3ryJefPm4ebNm7h58yZiYmJw8+ZNdOsm3hVOROyJMhcSiQRLnuqLaUFdRdsrqzWYufk4fvu9wMiZEVFzY3ARNWXKFAiCgM8++wydO3dG586d8emnn0IikXCKA6Ja1HdMFIso05NIJHjr6X6YrOgi2l5RrUHUpmM4eomFFFFrZnARtWDBAowdO1Y7R9T9bezYsXjttdeaIkeiFsGunrfpbDjRZrMglUrwzrj+mBjgIdpeXqVBVPxxJF++beTMiKi5MHjwhaWlJb7//nv88ssvSElJAQAoFAo8+uijjZ4cUUtia83beeZGKpXgvf8ZALVGwK60azXa71WpMT3+GDZND0SAZ3sTZEhEptTgEayPPvooCyciA9S3J6q+A9DJOKRSCd5/diDUgoCv06/XaL9bqcYLG1KxOSoQfl1ZSBG1Jgb/ttZoNNi4cSMSExORl5eHv65fLJFIkJiY2KgJErUU9e1h4rp5zY9MKsF/nvOBRiNgT0bNSYXLKtWI2HAMW6ICMahLOxNkSESmYHARFRMTg88++wwAdAooAJxlmagW9V2AmLfzmieZVIIPn/eBWgC+P1mzkCqtqEb4+lRsnaGAj4ej8RMkIqMzuIj64osvIAgC3Nzc4OXlBQsL3nogqg/OE2X+LGRSfDL+jx6p/4osTFxSUY1p61OwbUYQBnR2MEGGRGRMBv+2VqvV6Ny5My5evAhra+umyImoReI8US2DhUyK5RN9odYISMhS1mhXlVdj6voUbJuhQH93FlJELZnBUxxMnDgR9+7dQ1VVVVPkQ9Ri1b8nikVUc2cpk2LFpEF4vK+zaHvxvSpMXZ+CMzdURs6MiIzJ4J6oNm3aQKVSwdfXF08//TQcHR112mNjYxsrN6IWpU19n85jEWUWrCykWDV5MP6+LQ0/n625nl7R3SpMWZeML6KD0NvF3gQZElFTkwgPjg6vg1QqhUQigSAIogPJ1Wp1oyVn7lQqFRwcHFBcXAx7e/4Sbe0qqzXoufiHOuM2vOCPx3qL93BQ81NRrcZLW9Jw8Lz4enod7KzwRXQQejq3NXJmRNRQ9f38NrgnqkuXLnwKj6gBrCyksJJJUanW1BpnY8mB5ebE2kKGz6f64cUtaTgssjDx7bJKTF6bjB3RQejhxEKKqCUx+Lf1lStXmiANotbB1lqGyru1F1F29ZzZnJoPuaUMq6f5Yebm4/jlYs319ApKKzFpbQp2RAehe6c2JsiQiJqCwQPLiajh6jNrOcdEmSe5pQxrw/3xSI8Oou23SioweW0yrhSUGTkzImoqDSqiPv/8cwwfPhze3t7o1q2bduvevXtj50fUotSnl4nzRJkvuaUM68IDENRNfPmXPFUFJq1NRs7tu0bOjIiagsG/rT/99FPExMQA4IzlRIayrU9PFJd9MWs2VjJseCEAL2w4htQrhTXabxaXY9L/j5HyaG9rggyJqLEY3BO1bt06ANAuPtypUyf4+Pigffv2iIiIaNzsiFqY+vVEsYgyd7ZWFtgQGQD/ruLr6F0vuodJa5Nx7Q57pIjMmcFF1KVLl+Dk5ISDBw8CALp3747k5GRIpVL07du30RMkaknqGhMllQDWFhyq2BK0sbbAxsgADO7iKNp+7c49TF6bghtF94ybGBE1mgb9tnZ3d4dEIoGFhQXu3LkDa2trtG/fHp9++mlj50fUotjVMWu5rZUFb4u3IG3lloifHqh3QeKcwruYvDYZyuJy4yZGRI3C4CKqY8eOKCj44xFeNzc3XLhwAX/7299w4cIFqFRc4oCoNnU9ecdbeS2PvdwSm6cHYoCedfSu3P6jkMpXsZAiMjcGF1H9+/dHbm4ucnJyMGbMGAiCgJ9++gkAMGrUqEZPkKglqbsnikVUS+RgY4ktUYHo5yY+8/HlgjJMXpeCgtIKI2dGRA/D4CJq7dq1SE9PR7t27fDhhx8iKioK/fr1w+TJkxEXF9cUORK1GHWNiarP03tknhxtrbA1SoE+ruKF1O/5pZi6LgV3yiqNnBkRNZTBv7Hd3d3h7u6u/X7t2rWNmhBRS1bX03nsiWrZ2tlZYdsMBSavTcY5ZUmN9nPKEkxdn4LtM4LgYGtpggyJyBD16onavHlzvbeGWLVqFTw9PSGXy6FQKJCamlpr/K5du9C7d2/I5XIMGDAA+/bt02kXBAGxsbFwdXWFjY0NQkJCcPHiRZ2Yd999F0OGDIGtrS0cHR1FXycnJwdjx46Fra0tnJyc8Nprr6G6urpB10gE1N3TxCKq5Wv//4WUt5P48i9ZN1QI35ACVXmVkTMjIkPVqyfqhRdeqNcTQxKJBOHh4QYlsHPnTsTExCAuLg4KhQLLly9HaGgozp8/DycnpxrxR48exaRJk7B06VI8+eST2L59O8LCwpCeno7+/fsDAJYtW4YVK1Zg06ZN8PLywhtvvIHQ0FCcOXMGcrkcAFBZWYnnn38ewcHBWL9+fY3XUavVGDt2LFxcXHD06FHcvHkT4eHhsLS0xHvvvWfQNRLdV1dPlA0n2mwVOrSxxraZCkxcnYzLIsvAnLxWjMiNx7BpeiDa1DGOjohMRyI8OO24CKm0/kOnNJraF1d9kEKhQEBAAFauXKk93sPDA3PmzMHChQtrxE+YMAFlZWXYu3evdl9QUBB8fX0RFxcHQRDg5uaG+fPn49VXXwUAFBcXw9nZGfHx8Zg4caLO+eLj4zFv3jwUFRXp7P/hhx/w5JNP4saNG3B2dgYAxMXF4Z///Cdu3boFKyurOq9NpVLBwcEBxcXFsLcXHwdBrcvPZ/IwY/Nxve1hvm5YPnGQETMiU1IWl2PCmiRc1bMMTKBXe8RHBnCsHJGR1ffzu17VkUajqfdmiMrKSqSlpSEkJOTPhKRShISEICkpSfSYpKQknXgACA0N1cZnZ2dDqVTqxDg4OEChUOg9p77XGTBggLaAuv86KpUKWVlZosdUVFRApVLpbER/ZVtXTxQ/LFsVFwc5ts8MgrujjWh7anYhZm4+jvIqtZEzI6L6MOnUyAUFBVCr1TqFCgA4OztDqVSKHqNUKmuNv//VkHMa8jp/fY0HLV26FA4ODtrNw8Oj3q9HrUPdT+fxdl5r4+5ogy9mBsHVQS7a/tvvt/HiljRUVLOQImpuGlRE/fDDD4iIiMDjjz+Oxx57TLu19nmiFi1ahOLiYu2Wm5tr6pSomeHTeSSmSwdbbJ8ZBKe21qLthy/cwqxt6aisNqy3n4ialsH3DrZt2yY6eFwQBIOXq+jYsSNkMhny8vJ09ufl5cHFxUX0GBcXl1rj73/Ny8uDq6urToyvr2+9c3NxcanxlOD919WXm7W1NaytxX8JEgF1T7bJGctbL6+Odtg+U4GJa5JRUFpzrqifz+ZjzhfpWDl5MCxlXF+RqDkw+Cfx008/hSAI6N69OwRBQJs2beDi4oJ27dph+PDhBp3LysoKfn5+SExM1O7TaDRITExEcHCw6DHBwcE68QCwf/9+bbyXlxdcXFx0YlQqFVJSUvSeU9/rnD59Gvn5+TqvY29vz4WWqcHqGiBc1+0+atl6OLXFthlBaKdnjqgfs/Lwys4MVKvZI0XUHBhcRJ05cwbt27fH6dOnAQD9+vVDZmYmBEFAZGSkwQnExMRg7dq12LRpE86ePYuXX34ZZWVl2nOFh4dj0aJF2vi5c+ciISEBH330Ec6dO4c333wTx48fx+zZswH8Mc3CvHnz8M477+C7777D6dOnER4eDjc3N4SFhWnPk5OTg4yMDOTk5ECtViMjIwMZGRkoLS0FADzxxBPo27cvpk2bhpMnT+LHH3/E4sWLMWvWLPY2UYNx7TyqSy+Xttg6QwEHG/FCau+pm3ht9ymoNXU+WE1ETczgP3urq6vh6ekJa2tryGQylJWVoV27dnBzc8Nbb72FadOmGXS+CRMm4NatW4iNjYVSqYSvry8SEhK0g7hzcnJ0plgYMmQItm/fjsWLF+P111+Ht7c39uzZo50jCgAWLFiAsrIyREdHo6ioCEOHDkVCQoJ2jigAiI2NxaZNm7TfDxr0x2PlBw8exIgRIyCTybB37168/PLLCA4Ohp2dHSIiIvD2228b+k9GpGUpk8LKQqp3bAvHRBEA9HNzwJaoQExZm4KSipoT/H5z4josZRK8/8xASKWGDaMgosZTr3mi/srNzQ02Nja4dOkS3N3dkZeXh5kzZ2Lt2rWwsbFBSUnNpQxaK84TRWIG/3s/CvWsj7bhBX881ttZtI1an7SrdxC+PgVlleJP5k1WdMG7Yf0NHo9KRLVr1Hmi/qpPnz7IycnBrVu3MHLkSGg0GqxZswYajQYKheKhkiZqDWrrbbKx5Jgo+pNf13bYGBmodyb77Sk5eOv7MzDwb2EiaiQGF1Eff/wxdu/eDUEQ8PHHH2PUqFGws7PDkCFDsHr16qbIkahFqW3wOG/n0YMCvdpj/Qv+sLYQ/3Udf/QK3v3vWRZSRCZg8J+9Pj4+8PHx0X6/f//+Rk2IqKWrbdZyFlEkZkj3jlgb7o8Zm4+Ljqdb92s2LC2kWBDai7f2iIyoQfcOlEolVqxYoX1Cb+DAgZgzZ47e+ZOI6E+19UTx6TzSZ1jPTlg91Q/RW46jSl2z1+nzQ5dgJZPilcd7miA7otbJ4CLqyJEjePLJJ1FW9ufK4/v27cOKFSuwd+9eg+eKImptapu1nAvNUm1G9nbCqsmD8fdt6agWmeLg08SLsJRJMPsxbxNkR9T6GDwmas6cOSgtLYVMJoOvry98fX21Ux3MnTu3KXIkalE4JooexhP9XLBi0iDI9Ext8OFPF7D68CUjZ0XUOhn8Z++FCxdga2uL1NRU7czdZ8+eRUBAAM6fP9/oCRK1NPrGREkl0Dt4mOivxgxwRZVag1d2ZkBszs2lP5yDpUyK6UO9jJ8cUSticBHVt29fVFRU6Cx90qdPH3h6esLGxqZRkyNqifT1RNlaWXBQMNXbOF93VKkFvLb7JMQezHt77xlYyiSYFuxp9NyIWguD/+xduXIlcnNzsW7dOpSWlqK0tBTr1q3D9evX8dlnnzVFjkQtir5FiDmonAz1nF9nLP2fAXrb3/g2CztSc4yYEVHrUq+eKJms5i/3F198ES+++KL2e0EQMHToUFRX11yigIj+pG/cE8dDUUNMDOyCKo2AN/ZkirYv+uY0LGRSPOfX2ciZEbV89Sqi6juJGyd7I6qb3p4oPbNSE9VlWlBXVFVr8PbeMzXaBAF4bfdJWEglCBvkboLsiFquehVRGzdubOo8iFoN9kRRU5g+1AvVGg3e23euRpsgADFfZsBSJsXYga4myI6oZapXERUREdHUeRC1Gm309ERxjih6WNHDuqNKLeA/P9Z8UlojAP/YcQIyqQSj+3NiZKLGwOepiYxMX7HEgeXUGGaN7IF5IeKTbao1AuZ8kY7Es3lGzoqoZWIRRWRk+mYst2MRRY1k7ihvzBrZXbStSi3g5a3pOHzhlpGzImp5WEQRGZn+nijezqPGIZFI8OoTvfDisG6i7ZVqDaI3H8dvvxcYOTOiloVFFJGR6R8TxZ4oajwSiQQL/9YbkY94irZXVGsQtekYki/fNm5iRC0IiygiI2sjFy+i9BVXRA0lkUgQ+2RfTA3qItpeXqXB9PhjOH6l0MiZEbUMDfqtff78eRw+fBh5eXk15oaKjY1tlMSIWqo21hbo726PzOsqnf2Kbu1NlBG1ZBKJBG8/3R/VagE7juXWaL9bqcYLG49h6wwFfD0cjZ8gkRmTCAbOkLl69WrMnj0bGo1GtF2tVjdKYi2BSqWCg4MDiouLYW9vb+p0qBnJyC1C+PoUqMr/mOF/sqIL3hnXH1Ip186jpqHRCFjw1SnsTrsm2m4vt8D2mUHo7+5g5MyImp/6fn4bXER17doVubm5kMvlcHJyqrFganZ2dsMyboFYRFFtSiuqcSLnDjq3s4VnB1suPkxNTq0REPNlBr7NuCHa7mhriS9mBqGPK39fUevWZEWUo6MjHB0dkZWVBTs7u4dOtCVjEUVEzU21WoN/7DiBfaeVou0d7KywIzoI3s5tjZwZUfNR389vgweWv/DCCyguLkZhIQciEhGZGwuZFJ9OHITH+zqLtt8uq8TkdSm4fKvUyJkRmR+De6LKy8vh5+eHS5cuoX///joVmkQiQWJiYqMnaa7YE0VEzVVFtRovbUnDwfPik2662Mux88UgdO3AOw7U+jTZ7byYmBgsX75c9yQSCQRBgEQi4cDyv2ARRUTNWXmVGjM3H8cvF8Un3XR3tMHOF4PQuZ2tkTMjMq0mK6IcHBxQWlqKzp07o0uXLrCw0J0l4eDBgw3LuAViEUVEzd29SjUi41ORfFl8iIZHext8+WIwXB1sjJwZkek0WRHl4eEBGxsbXLhw4aGTbOlYRBGROSirqEbEhlQcv3pHtN2zgy2+fDEYTvZyI2dGZBpNNrD83Xffxc2bN5GcnPxQCRIRUfNgZ22BjZEBeifbvHL7LiavS0FBaYVxEyNq5gzuifLy8oJSqURlZSXatWtXY2D5pUuXGj1Jc8WeKCIyJ8X3qjBlXXKN2fTv6+3SFjuig+Boa2XkzIiMq8lu50ml+juvOLBcF4soIjI3RXcrMXFNMs4pS0TbB7g7YNtMBezllkbOjMh46vv5bfDaeeHh4ZxZmYiohXK0tcK2GQpMXJOMi/k154o6fb0YL2xIxeYoBRfNplbP4J4oqj/2RBGRucpXlWPCmmRkF5SJtgd6tcemyEDYWMmMnBlR02uygeU5OTm1bg2xatUqeHp6Qi6XQ6FQIDU1tdb4Xbt2oXfv3pDL5RgwYAD27dun0y4IAmJjY+Hq6gobGxuEhITg4sWLOjGFhYWYMmUK7O3t4ejoiKioKJSW6v7V9eOPPyIoKAht27ZFp06d8Oyzz+LKlSsNukYiInPiZC/H9pkKeLQXn9ogNbsQMzcfR3kVh3BQ62VwEeXl5aV369atm8EJ7Ny5EzExMViyZAnS09Ph4+OD0NBQ5Ofni8YfPXoUkyZNQlRUFE6cOIGwsDCEhYUhMzNTG7Ns2TKsWLECcXFxSElJgZ2dHUJDQ1FeXq6NmTJlCrKysrB//37s3bsXR44cQXR0tLY9Ozsb48aNw2OPPYaMjAz8+OOPKCgowDPPPGPwNRIRmSNXBxtsnxEENwfxqQ1+/b0AL29NQ2W1xsiZETUPJh9YrlAoEBAQgJUrVwIANBoNPDw8MGfOHCxcuLBG/IQJE1BWVoa9e/dq9wUFBcHX1xdxcXEQBAFubm6YP38+Xn31VQBAcXExnJ2dER8fj4kTJ+Ls2bPo27cvjh07Bn9/fwBAQkICxowZg2vXrsHNzQ27d+/GpEmTUFFRob3m77//HuPGjUNFRQUsLWsOqqyoqEBFxZ+PAKtUKnh4ePB2HhGZteyCMkxYnYT8EvEpDkL7OWPl5MGwlBn8dzlRs9Rkt/MOHjyos+3ZswdTpkyBTCZDXFycQeeqrKxEWloaQkJC/kxIKkVISAiSkpJEj0lKStKJB4DQ0FBtfHZ2NpRKpU6Mg4MDFAqFNiYpKQmOjo7aAgoAQkJCIJVKkZKSAgDw8/ODVCrFxo0boVarUVxcjC1btiAkJES0gAKApUuXwsHBQbt5eHgY9O9BRNQceXW0w/aZCnSwE5/a4MesPLyyMwNqDYfYUuticBE1fPhwne3pp5/Gli1b4Ovriz179hh0roKCAqjVajg7664m7uzsDKVSKXqMUqmsNf7+17pinJycdNotLCzQvn17bYyXlxd++uknvP7667C2toajoyOuXbuGL7/8Uu/1LFq0CMXFxdotNze3rn8CIiKz0MOpLbbOUMDRVvyPyL2nbuK13SehYSFFrUij9L2WlJSgsLAQhw4daozTNQtKpRIzZ85EREQEjh07hsOHD8PKygrPPfcc9N0Btba2hr29vc5GRNRS9HG1x5bpCrSVi09t8HX6dfxrT6be35FELY3Bk3w8OHhcrVYjPz8flZWV8PT0NOhcHTt2hEwmQ15ens7+vLw8uLi4iB7j4uJSa/z9r3l5eXB1ddWJ8fX11cY8OHC9uroahYWF2uNXrVoFBwcHLFu2TBuzdetWeHh4ICUlBUFBQQZdKxFRSzCgswM2TQ/EtHUpKKusOQb2i9QcWFtIseSpvpxTkFo8g3uirly5orPl5uaioqICEokEixcvNuhcVlZW8PPzQ2JionafRqNBYmIigoODRY8JDg7WiQeA/fv3a+O9vLzg4uKiE6NSqZCSkqKNCQ4ORlFREdLS0rQxBw4cgEajgUKhAADcvXu3xiB6mUymzZGIqLUa3KUdNkYGwsZSfI6o+KNX8EHCefZIUYtncE9UbGyszl8XEokETk5OGDlyJHr16mVwAjExMYiIiIC/vz8CAwOxfPlylJWVITIyEsAfM6S7u7tj6dKlAIC5c+di+PDh+OijjzB27Fjs2LEDx48fx5o1a7T5zJs3D++88w68vb3h5eWFN954A25ubggLCwMA9OnTB6NHj8bMmTMRFxeHqqoqzJ49GxMnToSbmxsAYOzYsfjkk0/w9ttvY9KkSSgpKcHrr7+Orl27YtCgQQZfJxFRSxLo1R7rIvwRGX9MdIqDuMOXYGMpw9wQbxNkR2QczWLG8pUrV+I///kPlEolfH19sWLFCm2P0IgRI+Dp6Yn4+Hht/K5du7B48WJcuXIF3t7eWLZsGcaMGaNtFwQBS5YswZo1a1BUVIShQ4fif//3f9GzZ09tTGFhIWbPno3vv/8eUqkUzz77LFasWIE2bdpoY3bs2IFly5bhwoULsLW1RXBwMD744AP07t27XtfFGcuJqKU7eC4f0VuOo0ot/lGy6G+98eLw7kbOiujhNNkCxDKZDEFBQfjtt9909k+fPh1ZWVnaKQKIRRQRtQ4JmUrM2p6ud4qDN5/qixce8TJyVkQN12TzRAmCIHqfOzMzE8ePHzf0dEREZOZG93fBx+N9oG8c+Zvfn8EXqQ1bFoyoOav3mKi3335b+9/Xrl3T+b6srAynTp2CXC6+NAAREbVs43zdUVmtwWu7T4m2v/7NacgtpfifQZ2NnBlR06n37TypVAqJRAJBEEQfWxUEAcHBwTVu87VmvJ1HRK3NluSreGNPpmibVAKsnDwYYwa4irYTNRf1/fyud09Uly5dIJFIkJOTAysrK515nGxtbdG7d2+88847D5c1ERGZtWlBXVFRpcY7/z1bo00jAP/44gSsZFKE9HUWOZrIvNS7iLpy5QqAP3qkBg0ahKNHjzZVTkREZMZmPNoN5VVqfPjThRpt1RoBf9+WjnUR/hjWs5MJsiNqPAYPLM/OzsbXX3/dFLkQEVELMfsxb8we2UO0rVKtQfSW40i+fNvIWRE1rgbNE5WYmIjExETk5eXpPKknkUiwfv36Rk3QnHFMFBG1ZoIg4N3/nsW6X7NF2+2sZNgyQ4HBXdoZOTOi2jXZPFHvvvsuYmNja+y/P+Bcra65llJrxSKKiFo7QRAQ+20WtiRfFW23l1tg+8wg9Hd3MHJmRPo1+sDy+z7//HMIggBLS0s4OTnBwsLgUxARUSshkUjw1tP9UFGtxpfHr9VoV5VXI3xDKnZEB6Gnc1sTZEjUcAZXQCqVCp06dcKZM2fQoUOHpsiJiIhaEKlUgqXPDMS9Kg2+P3mjRnthWSWmrEvBly8Gw6ujnQkyJGoYgweWP/3007C0tISjo2MTpENERC2RTCrBx+N98ISeqQ1ulVRgytpkXLtz18iZETWcwT1RgwcPxq5duzB8+HCMHz++RjEVHh7eWLkREVELYimT4rPJgxC9OQ2HL9yq0X6juByT1/7RI+XiwBUwqPkzeGD5/ZnLRU8mkaC6urpREmsJOLCciKime5VqRManIvlyoWh790522PliMDq2sTZyZkR/aLIFiIE/FyF+cNNoNA1OmIiIWgcbKxnWRQRgcBdH0fZLt8owdV0Kiu5WGjcxIgMZXERpNJpaNyIiorq0sbbAxshA9HcX/yv/nLIEERtSUVJeZeTMiOqvQT1R9928eRO5ubmNlQsREbUiDjaW2DxdgZ7ObUTbT14rxvT4Y7hbyWEi1Dw1qIjaunUrunbtis6dO2PChAn47rvv8Nhjj2Hfvn2NnR8REbVg7e2ssHWGQu/UBseu3MHMzcdRXsWJnKn5MbiI+uqrrxAeHo7c3Fztki9+fn44fPgwNm/e3OgJEhFRy+bUVo5tMxTo3M5GtP23329j1rZ0VKk5ZISaF4OLqPfeew8SiQTz5s3T7nN3d4ebmxuOHTvWmLkREVEr4eZog+0zguBiLz61QeK5fMzbmQG1xuDlXomajMFF1JkzZ9CrVy98/PHHOvs7deqEGzdqzkRLRERUH1062GLrDAU6trESbf/vqZv451enoGEhRc2EwUWUXC6HSqXSeRKvoqIC2dnZsLW1bdTkiIiodenh1AZbZyjgYGMp2r477Rre/D4LBk5xSNQkDC6igoODcfPmTYwZMwYAcO3aNYSEhEClUiE4OLjREyQiotalt4s9Nk8PRBtr8UU1NiddxfsJ51hIkckZPGN5SkoKhg0bpjMzuSAIsLS0xJEjR6BQKBo9SXPFGcuJiBouNbsQ4RtSUF4lPqA85vGe+McobyNnRa1Bk81YrlAocODAAQwbNgw2NjawsbHB8OHD8fPPP7OAIiKiRhPo1R5rw/1hJRP/qPp4/wWs++WykbMi+pPBPVFUf+yJIiJ6ePvP5OGlrWl6n8x793/6Y4qiq5Gzopasvp/f4jec66BWq3Hp0iXk5eXVuCc9bNiwhpySiIhI1ON9nfHJBF/M3XECYn/2L96TCRtLGZ4Z3Nn4yVGrZnARdfToUUyePFl0uReJRKIzVoqIiKgxPO3jhvJKNRZ8dapGmyAAr+46CRtLGf42wNUE2VFrZfCYqL///e/IycmBIAiiGxERUVMYH+CBt57uJ9qmEYB/7DiBg+fyjZwVtWYG90T9/vvvaNeuHXbt2oVu3bpBIpE0RV5EREQ1RAzxxN1KNT5IOFejrUot4KWtadgYGYAh3TuaIDtqbQwuooYPH47Tp09j2LBhsLBo0JAqIiKiBnt5RHfcrazGZwd+r9FWUa3BjE3HsSVKAb+u7UyQHbUmBj+dp1QqMWLECFhZWeGJJ56oMWo9Nja2URM0Z3w6j4ioaQiCgH/vPYsNv2WLtreVW+CLmUHo7+5g5MyoJWiyeaISEhJw6dIlZGVl4ZNPPsFbb72lszXEqlWr4OnpCblcDoVCgdTU1Frjd+3ahd69e0Mul2PAgAHYt2+fTrsgCIiNjYWrqytsbGwQEhKCixcv6sQUFhZiypQpsLe3h6OjI6KiolBaWlrjPB9++CF69uwJa2truLu74913323QNRIRUeORSCR448k+mBTYRbS9pLwa09an4EJeiZEzo9bE4CJq8eLFUKvVjTawfOfOnYiJicGSJUuQnp4OHx8fhIaGIj9ffHDg0aNHMWnSJERFReHEiRMICwtDWFgYMjMztTHLli3DihUrEBcXh5SUFNjZ2SE0NBTl5eXamClTpiArKwv79+/H3r17ceTIEURHR+u81ty5c7Fu3Tp8+OGHOHfuHL777jsEBgYafI1ERNT4JBIJ3gnrjzBfN9H2O3erMHVdCq4UlBk5M2otDL6d5+joCDs7Oxw5cgSenp6QyWQPlYBCoUBAQABWrlwJANBoNPDw8MCcOXOwcOHCGvETJkxAWVkZ9u7dq90XFBQEX19fxMXFQRAEuLm5Yf78+Xj11VcBAMXFxXB2dkZ8fDwmTpyIs2fPom/fvjh27Bj8/f0B/NHDNmbMGFy7dg1ubm44e/YsBg4ciMzMTPTq1atB18bbeURETa9arcGs7en4MStPtN3d0QZfvhQMd0cbI2dG5qrJbudFRUWhuroaTk5OD11AVVZWIi0tDSEhIX8mJJUiJCQESUlJosckJSXpxANAaGioNj47OxtKpVInxsHBAQqFQhuTlJQER0dHbQEFACEhIZBKpUhJSQEAfP/99+jWrRv27t0LLy8veHp6YsaMGSgsLNR7PRUVFVCpVDobERE1LQuZFCsmDcLwnp1E268X3cOUtcnIV5WLthM1lMGP1926dQsqlQre3t4YOnSoToUmkUiwfv36ep+roKAAarUazs7OOvudnZ1x7lzNx1eBPwa2i8UrlUpt+/19tcU4OTnptFtYWKB9+/bamMuXL+Pq1avYtWsXNm/eDLVajVdeeQXPPfccDhw4IJrb0qVLGzwujIiIGs7aQobV0/zwwsZUJF+u+cfuldt3MXV9CnZEB6O9nZUJMqSWyOAiauvWrZBIJMjPz8c333yj3S8IgsFFVHOm0WhQUVGBzZs3o2fPngCA9evXw8/PD+fPnxe9xbdo0SLExMRov1epVPDw8DBazkRErZncUoZ1EQGYui4FGblFNdov5JUifEMKts0IgoONpfETpBbH4CKqS5cujTbBZseOHSGTyZCXp3sfOy8vDy4uLqLHuLi41Bp//2teXh5cXV11Ynx9fbUxDw5cr66uRmFhofZ4V1dXWFhYaAsoAOjTpw8AICcnR7SIsra2hrW1dZ3XTURETaONtQU2RQZi0tpknLlZc0hF5nUVpscfw+bpgbCz5lyH9HAMHhN15coVZGdn690MYWVlBT8/PyQmJmr3aTQaJCYmIjg4WPSY4OBgnXgA2L9/vzbey8sLLi4uOjEqlQopKSnamODgYBQVFSEtLU0bc+DAAWg0GigUCgDAI488gurqaly6dEkbc+HCBQBA165cLZyIqLlysLXElqhA9HBqI9qedvUOZm4+jvIqtZEzo5bG4Kfz7rty5Yq2CPHz84Onp2eDEti5cyciIiKwevVqBAYGYvny5fjyyy9x7tw5ODs7Izw8HO7u7li6dCmAP6Y4GD58ON5//32MHTsWO3bswHvvvYf09HT0798fAPDBBx/g/fffx6ZNm+Dl5YU33ngDp06dwpkzZyCXywEAf/vb35CXl4e4uDhUVVUhMjIS/v7+2L59O4A/irmAgAC0adMGy5cvh0ajwaxZs2Bvb4+ffvqpXtfGp/OIiExHWVyO8auTkFN4V7R9ZK9OWD3NH1YWBvcnUAvXZE/naTQaREdHo0ePHhg/fjzGjx+PHj164KWXXmrQPFETJkzAhx9+iNjYWPj6+iIjIwMJCQnageE5OTm4efOmNn7IkCHYvn071qxZAx8fH+zevRt79uzRFlAAsGDBAsyZMwfR0dEICAhAaWkpEhIStAUUAGzbtg29e/fGqFGjMGbMGAwdOhRr1qz58x9GKsX333+Pjh07YtiwYRg7diz69OmDHTt2GHyNRERkfC4OcmyboYCrg1y0/eD5W5i38wSq1RojZ0YthcE9UR9++CEWLFhQ80QSCZYtW4b58+c3WnLmjj1RRESmd/lWKcavTkZBaYVo+zOD3PHh8z6QShtnvC+ZvybridqwYQMkEgnmzp2LlJQUpKSkYO7cuRAEARs2bHiopImIiBpbt05tsHVGIBxtxZ/I+/rEdbzxbWaD7qZQ62ZwT5RcLoenp2eNeZx69eqFq1ev6iyt0tqxJ4qIqPk4da0IU9amoKSiWrR9xlAv/Gtsn0Z7Ap3MV5P1RMnlchQUFKCk5M9FHVUqFQoKCmBjwyn1iYioeRrY2REbIwNgYym+2sa6X7Pxyc8XRduIxBhcRCkUCty5cwc+Pj6YPXs2Zs+eDV9fXxQVFWmnByAiImqO/D3bY12E/ifyViReRNzhS6JtRA8y+Hber7/+isceewzV1dXaLk9BEGBpaYmDBw9iyJAhTZKoOeLtPCKi5inxbB5e3JKGao34R+Db4/ohPNjTuElRs9Fkt/OGDh2Kn376CY8++ijkcjnkcjmGDRuGn376iQUUERGZhVF9nPHpxEHQ90Be7LdZ+PJ4rnGTIrPT4Mk2qW7siSIiat52p13Dq7tOirZJJcCnEwfhKR83I2dFplbfz+8GLRykVqtx6dIl5OXl1XgkdNiwYQ05JRERkdE959cZ96rUeGNPZo02jQC8sjMDNpYyhPR1NkF21NwZXEQdPXoUkydPRm5uzW5OiUSC6mrxR0eJiIiao2lBXXGvshrv7TtXo61aI+Dv29Kx/gV/POrdyQTZUXNm8Jiov//978jJyYEgCKIbERGRuYke1h3zQrxF2yrVGszcfByp2YVGzoqaO4N7on7//Xe0a9cOu3btQrdu3TgpGRERtQhzR3njXqUaq49crtFWXqXB9Phj2D5TgYGdHY2fHDVLBhdRw4cPx+nTpzFs2DBYWDRoSBUREVGzI5FIsPBvvXG3Uo0tyVdrtJdWVCN8Qyp2RAehtwsfFqIGPJ2nVCoxYsQIWFlZ4Yknnqgxaj02NrZREzRnfDqPiMj8aDQCFnx1CrvTrom2d2xjjS9fDEK3Tm2MnBkZS30/vw0uouLj4zFz5kxoNBrRdrVabVimLRiLKCIi86TWCPjHjhP476mbou2uDnJ8+WIwPNrbGjkzMoYmm2xz8eLFUKvVHFhOREQtlkwqwSfjfTGqt5No+83ickxdn4I8VbmRM6PmxOAiqrS0FK6urrh48SKqqqqg0Wh0NiIiopbAykKKVVMGY0j3DqLtV2/fxdR1KbhdWmHkzKi5MLiIioqKQnV1NZycnCCTia+ETURE1BLILWVYG+4Pv67tRNsv5pcifEMqiu9VGTkzag4Mfrzu1q1bUKlU8Pb2xtChQ3XuFUokEqxfv75REyQiIjIlO2sLbHghAFPWJSPzuqpGe9YNFV7YmIqtUQrYWfOp9dbE4IHlUqkUEokEgiDozBF1/3sOLP8TB5YTEbUchWWVmLA6CRfzS0Xbg7t1wMbIAMgteZfG3DXZ03menp61TrCZnZ1tyOlaNBZRREQtS76qHM+vTsLV23dF20f26oTV0/xhZWHwaBlqRpqsiKL6YxFFRNTyXLtzF+PjknCjWPzJvDEDXLBi4iBYyFhImasmm+KAiIioNevczhbbZgahU1tr0fZ9p5VY8NUpaDTso2jpWEQREREZyKujHbZGKdDO1lK0/ev061jyXRbnT2zhWEQRERE1QC+Xttg8XYG2ep7I25J8FR8knGch1YKxiCIiImqgAZ0dsDEyADZ6nsiLO3wJqw7+buSsyFhYRBERET0Ef8/2WBvuDys9A8k//OkCNvzKJ9dbIhZRRERED2mod0esmjIYMqn4FEBv7z2DncdyjJwVNbVGKaIee+wxPPbYY5g3bx5UqpqzuRIREbV0j/d1xsfjfaBvKsWFX5/GdydvGDcpalKNMk/U/VnMAcDV1RWffPIJnn/++YdOztxxnigiotZnR2oOFn59WrTNQipB3FQ/hPR1NnJWZAijTrY5YsQISCQS3LlzB5mZmRAEgcu/gEUUEVFrtf7XbPx77xnRNisLKTa+EIBHenQ0clZUX/X9/G6UlRIPHTqk/e/i4mL88ssvjXFaIiIisxQ11At3K6rx0f4LNdoqqzWYsek4ts4IhF/X9ibIjhpLow8sd3BwwJNPPmnQMatWrYKnpyfkcjkUCgVSU1Nrjd+1axd69+4NuVyOAQMGYN++fTrtgiAgNjYWrq6usLGxQUhICC5evKgTU1hYiClTpsDe3h6Ojo6IiopCaan4opK///472rZtC0dHR4Oui4iIWq/Zj/XAi8O7ibbdq1LjhY3HkHm92MhZUWMyuIi6P4hcbBs1apTBCezcuRMxMTFYsmQJ0tPT4ePjg9DQUOTn54vGHz16FJMmTUJUVBROnDiBsLAwhIWFITMzUxuzbNkyrFixAnFxcUhJSYGdnR1CQ0NRXv7nOkdTpkxBVlYW9u/fj7179+LIkSOIjo6u8XpVVVWYNGkSHn30UYOvjYiIWi+JRIKFo3tjWlBX0faS8mqEb0jFxbwSI2dGjcXgMVH3B5H/9bD730skEoPHQikUCgQEBGDlypUAAI1GAw8PD8yZMwcLFy6sET9hwgSUlZVh79692n1BQUHw9fVFXFwcBEGAm5sb5s+fj1dffRXAH7cYnZ2dER8fj4kTJ+Ls2bPo27cvjh07Bn9/fwBAQkICxowZg2vXrsHNzU177n/+85+4ceMGRo0ahXnz5qGoqKje18YxUUREpNEIeHX3SXydfl203amtNXa9FIyuHeyMnBnp02QLEIeHhyM8PBwRERGIiIhAWFgYHBwcIJPJMHnyZIPOVVlZibS0NISEhPyZkFSKkJAQJCUliR6TlJSkEw8AoaGh2vjs7GwolUqdGAcHBygUCm1MUlISHB0dtQUUAISEhEAqlSIlJUW778CBA9i1axdWrVpVr+upqKiASqXS2YiIqHWTSiVY9uxA/K2/i2h7fkkFJq9NwY2ie0bOjB6WwQPL4+Pja+wrKCjAwIED0blzZ4POVVBQALVaDWdn3Uc9nZ2dce7cOdFjlEqlaLxSqdS2399XW4yTk5NOu4WFBdq3b6+NuX37Nl544QVs3bq13r1IS5cuxVtvvVWvWCIiaj0sZFJ8OnEQ7m05jkPnb9Vov150D1PXpWDni8Ho1NbaBBlSQzTKwPKOHTuiR48eogWWuZo5cyYmT56MYcOG1fuYRYsWobi4WLvl5uY2YYZERGROrCykiJvqB4WX+BN5lwvKMG19CoruVho5M2oog3ui3n77bZ3v1Wo1Lly4gF9//RXt2rUz6FwdO3aETCZDXl6ezv68vDy4uIh3e7q4uNQaf/9rXl4eXF1ddWJ8fX21MQ8OXK+urkZhYaH2+AMHDuC7777Dhx9+COCPJ/40Gg0sLCywZs0aTJ8+vUZu1tbWsLbmXxBERCRObinD+hcCMHVdCjJyi2q0n1OWIGLjMWyNCkRbuaXxEySDGFxEvfnmm9rZyR9k6NQGVlZW8PPzQ2JiIsLCwgD8MbA8MTERs2fPFj0mODgYiYmJmDdvnnbf/v37ERwcDADw8vKCi4sLEhMTtUWTSqVCSkoKXn75Ze05ioqKkJaWBj8/PwB/FE0ajQYKhQLAH+Om/jpI/ttvv8UHH3yAo0ePwt3d3aDrJCIiuq+NtQU2RQZiwpoknFPWfDLvZG4RojYdx6bIQNhYyUyQIdWXwUVUly5ddIooiUQCJycnjBo1CosWLTI4gZiYGERERMDf3x+BgYFYvnw5ysrKEBkZCeCPgezu7u5YunQpAGDu3LkYPnw4PvroI4wdOxY7duzA8ePHsWbNGm0+8+bNwzvvvANvb294eXnhjTfegJubm7ZQ69OnD0aPHo2ZM2ciLi4OVVVVmD17NiZOnKh9Mq9Pnz46eR4/fhxSqRT9+/c3+BqJiIj+ysHWEluiFJiwJgmXb5XVaE/NLsRLW9OwJtwP1hYspJorg4uoK1euNGoCEyZMwK1btxAbGwulUglfX18kJCRoB4bn5ORAKv1z6NaQIUOwfft2LF68GK+//jq8vb2xZ88eneJmwYIFKCsrQ3R0NIqKijB06FAkJCRALpdrY7Zt24bZs2dj1KhRkEqlePbZZ7FixYpGvTYiIiJ9OrW1xrYZCjwfl4Rrd2o+mXf4wi3844sTWDV5MCxkjT43NjWCRlk7j8RxnigiIqrL1dtlGL86CXmqCtH2/xnkjo+e94FUKj6Uhhpfk80TRURERI2nawc7bJuhQHs7K9H2b05cx+JvM8E+j+aHRRQREZGJ9XBqi83TA9FWLj7KZntKDt7bd5aFVDPDIoqIiKgZ6O/ugPjIANjqeSJv7S/Z+DTxopGzotqwiCIiImom/Lq2x7pwf1hZiH88L//5Itb9ctnIWZE+LKKIiIiakSE9OuLzKYNhoWcg+Tv/PYvtKTlGzorEsIgiIiJqZkb1ccbyib7Q90Dev/acxp4T142bFNXAIoqIiKgZenKgG95/dqBomyAA83edxI9ZSiNnRX/FIoqIiKiZGu/vgTef6ivaptYImLP9BH65eMvIWdF9LKKIiIiasRce8cJrob1E2yrVGszcfBzHrhQaOSsCWEQRERE1e7NG9sDLI7qLtpVXaTB94zGcvlZs5KyIRRQREZEZWBDaCxHBXUXbSiqqEb4hBRfySoycVevGIoqIiMgMSCQSLHmqH57z6yzafuduFaauS8HV22VGzqz1YhFFRERkJqRSCd5/ZgDGDHARbc8vqcDktSm4UXTPyJm1TiyiiIiIzIiFTIrlEwZhZK9Oou3Xi+5h6roU3CqpMHJmrQ+LKCIiIjNjZSHF51P9ENStvWj75YIyTFufgqK7lUbOrHVhEUVERGSG5JYyrIsIgK+Ho2j7OWUJXth4DKUV1cZNrBVhEUVERGSm2lhbYFNkIHq7tBVtz8gtwsxNx1FepTZyZq0DiygiIiIz5mBriS1RCnTraCfannT5Nv6+LR1Vao2RM2v5WEQRERGZuU5trbF1hgLujjai7QfO5eOVnRlQawQjZ9aysYgiIiJqAdwcbbBthgKd2lqLtu89dROvf30aGhZSjYZFFBERUQvh2dEOW6MUcLS1FG3feTwX//7vGQgCC6nGwCKKiIioBenl0habIgPRxtpCtH3jb1fwyc8XjZxVy8QiioiIqIXx8XDE+gh/yC3FP+ZXJF7EmiOXjJxVy8MiioiIqAVSdOuAuKl+sJRJRNvf23cO21KuGjmrloVFFBERUQs1opcTVkwcBKl4HYXFezKx58R14ybVgrCIIiIiasH+NsAVy57zEW0TBGD+rpP4KUtp5KxaBhZRRERELdxzfp3x1tP9RNvUGgGzt5/ALxdvGTkr88ciioiIqBWIGOKJ10J7ibZVqjWI3pyGtKuFRs7KvLGIIiIiaiVmjeyBl0d0F227V6XGCxuPIetGsZGzMl8sooiIiFqRBaG9EB7cVbStpLwa4etT8Xt+qZGzMk8sooiIiFoRiUSCN5/qh2cGu4u23y6rxLT1Kbh2566RMzM/LKKIiIhaGalUgmXPDsTofi6i7TeLyzF1XQryS8qNnJl5aRZF1KpVq+Dp6Qm5XA6FQoHU1NRa43ft2oXevXtDLpdjwIAB2Ldvn067IAiIjY2Fq6srbGxsEBISgosXdae4LywsxJQpU2Bvbw9HR0dERUWhtPTP7stDhw5h3LhxcHV1hZ2dHXx9fbFt27bGu2giIiITspBJ8ekkXzzq3VG0/crtu5i2LhVFdyuNnJn5MHkRtXPnTsTExGDJkiVIT0+Hj48PQkNDkZ+fLxp/9OhRTJo0CVFRUThx4gTCwsIQFhaGzMxMbcyyZcuwYsUKxMXFISUlBXZ2dggNDUV5+Z8V9ZQpU5CVlYX9+/dj7969OHLkCKKjo3VeZ+DAgfjqq69w6tQpREZGIjw8HHv37m26fwwiIiIjsraQYfU0P/h3bSfafj6vBBEbj6G0otrImZkHiWDipZwVCgUCAgKwcuVKAIBGo4GHhwfmzJmDhQsX1oifMGECysrKdIqZoKAg+Pr6Ii4uDoIgwM3NDfPnz8err74KACguLoazszPi4+MxceJEnD17Fn379sWxY8fg7+8PAEhISMCYMWNw7do1uLm5ieY6duxYODs7Y8OGDaLtFRUVqKio0H6vUqng4eGB4uJi2NvbN+wfiIiIqImpyqswaU0ysm6oRNuDurVHfGQg5JYyI2dmGiqVCg4ODnV+fpu0J6qyshJpaWkICQnR7pNKpQgJCUFSUpLoMUlJSTrxABAaGqqNz87OhlKp1IlxcHCAQqHQxiQlJcHR0VFbQAFASEgIpFIpUlJS9OZbXFyM9u3b621funQpHBwctJuHh0ctV09ERNQ82MstsXl6ILp3shNtT75ciFnb0lGl1hg5s+bNpEVUQUEB1Go1nJ2ddfY7OztDqRSfgl6pVNYaf/9rXTFOTk467RYWFmjfvr3e1/3yyy9x7NgxREZG6r2eRYsWobi4WLvl5ubqjSUiImpOOrSxxtYZCnRuZyPannguHzFfnoRaY9IbWM2KycdEmYODBw8iMjISa9euRb9+4tPmA4C1tTXs7e11NiIiInPh6mCDbTMUcGprLdr+/ckbWLznNEw8EqjZMGkR1bFjR8hkMuTl5ensz8vLg4uL+GOXLi4utcbf/1pXzIMD16urq1FYWFjjdQ8fPoynnnoKn3zyCcLDww28QiIiIvPStYMdts5QwNHWUrT9i9RcvLfvLAspmLiIsrKygp+fHxITE7X7NBoNEhMTERwcLHpMcHCwTjwA7N+/Xxvv5eUFFxcXnRiVSoWUlBRtTHBwMIqKipCWlqaNOXDgADQaDRQKhXbfoUOHMHbsWHzwwQc6T+4RERG1ZD2d22JTZCDaWFuItq/9JRufHfjdyFk1Pya/nRcTE4O1a9di06ZNOHv2LF5++WWUlZVpxx6Fh4dj0aJF2vi5c+ciISEBH330Ec6dO4c333wTx48fx+zZswH8MRPrvHnz8M477+C7777D6dOnER4eDjc3N4SFhQEA+vTpg9GjR2PmzJlITU3Fb7/9htmzZ2PixInaJ/MOHjyIsWPH4h//+AeeffZZKJVKKJVKFBZycUYiImr5fDwcsT7CH9YW4qXCx/svYMOv2UbOqnkxeRE1YcIEfPjhh4iNjYWvry8yMjKQkJCgHRiek5ODmzdvauOHDBmC7du3Y82aNfDx8cHu3buxZ88e9O/fXxuzYMECzJkzB9HR0QgICEBpaSkSEhIgl8u1Mdu2bUPv3r0xatQojBkzBkOHDsWaNWu07Zs2bcLdu3exdOlSuLq6ardnnnnGCP8qREREpqfo1gFx0/xgKZOItr+99wy+PN56H6Iy+TxRLVl955kgIiJqzv576ibmfJEOsQfzpBJg5eTBGDPA1fiJNRGzmCeKiIiImr+xA13x/jMDRds0AjB3xwkcOi++0khLxiKKiIiI6jQ+wANvPNlXtK1KLeClrWlIzW5d44ZZRBEREVG9RA31wrwQb9G28ioNpscfw+lrxUbOynRYRBEREVG9zR3ljaihXqJtpRXVCN+Qgot5JUbOyjRYRBEREVG9SSQSLB7bBxP8xdeHvXO3ClPXpyC38K6RMzM+FlFERERkEIlEgveeGYCxA8WfyMtTVWDyumQoi8uNnJlxsYgiIiIig8mkEnwy3hcje3USbc8tvIep61NQWFZp5MyMh0UUERERNYiVhRSfT/WDwqu9aPvv+aWI2JAKVXmVkTMzDhZRRERE1GBySxnWRfjDp7ODaPvp68WYEX8c9yrVRs6s6bGIIiIioofSVm6J+MhA9HRuI9qeeqUQL25NQ0V1yyqkWEQRERHRQ2tnZ4WtUQp0aW8r2n7kwi3844sTqFZrjJxZ02ERRURERI3CyV6ObTMUcLGXi7b/mJWHBbtPQSO2CJ8ZYhFFREREjcajvS22zghEezsr0favT1zHG99mQhDMv5BiEUVERESNqodTW2yeHoi2cgvR9m0pOXj/h3NmX0ixiCIiIqJG19/dAfGRgbC1kom2rz5yGZ8d+N3IWTUuFlFERETUJPy6tsO6cH9YWYiXGx/vv4D1v2YbOavGwyKKiIiImsyQHh3x+ZTBsJBKRNv/vfcMdqTmGDmrxsEiioiIiJrUqD7O+GSCL/TUUVj0zWl8m3HduEk1AhZRRERE1OSe8nHD+88MFG0TBCDmy5PYfybPyFk9HBZRREREZBTjAzyw5Km+om1qjYBZ29Lx68UCI2fVcCyiiIiIyGgiH/HCq0/0FG2rVGswc/NxHL9SaOSsGoZFFBERERnVrJE98NLw7qJt96rUiNx4DKevFRs5K8OxiCIiIiKjkkgk+OfoXggP7iraXlJRjWkbUnBeWWLkzAzDIoqIiIiMTiKR4M2n+uHZwZ1F24vuVmHKuhRkF5QZObP6YxFFREREJiGVSvDBswMwZoCLaHtBaQWmrE3GtTt3jZxZ/bCIIiIiIpOxkEmxfMIgjOzVSbT9RnE5pqxLQb6q3MiZ1Y1FFBEREZmUlYUUn0/1w5DuHUTbr96+iynrUlBYVmnkzGrHIoqIiIhMTm4pw9pwfwzu4ijafjG/FNPWp6D4XpVxE6sFiygiIiJqFuysLbAxMhD93OxF27NuqBC5MRVlFdVGzkwciygiIiJqNhxsLLElSgFvpzai7ek5RZix6TjKq9RGzqwmFlFERETUrLS3s8K2GQp07WAr2p50+TZe3pqGymqNkTPT1SyKqFWrVsHT0xNyuRwKhQKpqam1xu/atQu9e/eGXC7HgAEDsG/fPp12QRAQGxsLV1dX2NjYICQkBBcvXtSJKSwsxJQpU2Bvbw9HR0dERUWhtLRUJ+bUqVN49NFHIZfL4eHhgWXLljXOBRMREVGtnOzl2DZDATcHuWj7wfO3MG/nCVSrTVdImbyI2rlzJ2JiYrBkyRKkp6fDx8cHoaGhyM/PF40/evQoJk2ahKioKJw4cQJhYWEICwtDZmamNmbZsmVYsWIF4uLikJKSAjs7O4SGhqK8/M/HI6dMmYKsrCzs378fe/fuxZEjRxAdHa1tV6lUeOKJJ9C1a1ekpaXhP//5D958802sWbOm6f4xiIiISKtzO1tsmxmETm2tRdv3nVZiwVenoNEIRs7sDxJBEEzzyv9PoVAgICAAK1euBABoNBp4eHhgzpw5WLhwYY34CRMmoKysDHv37tXuCwoKgq+vL+Li4iAIAtzc3DB//ny8+uqrAIDi4mI4OzsjPj4eEydOxNmzZ9G3b18cO3YM/v7+AICEhASMGTMG165dg5ubGz7//HP861//glKphJWVFQBg4cKF2LNnD86dO1eva1OpVHBwcEBxcTHs7cUHyREREVHtzitLMHFNEu7cFX8yb2pQF/x7XH9IJJJGeb36fn6btCeqsrISaWlpCAkJ0e6TSqUICQlBUlKS6DFJSUk68QAQGhqqjc/OzoZSqdSJcXBwgEKh0MYkJSXB0dFRW0ABQEhICKRSKVJSUrQxw4YN0xZQ91/n/PnzuHPnjmhuFRUVUKlUOhsRERE9nF4ubbF5ugJtrS1E27cm52DpD+dg7H4hkxZRBQUFUKvVcHZ21tnv7OwMpVIpeoxSqaw1/v7XumKcnJx02i0sLNC+fXudGLFz/PU1HrR06VI4ODhoNw8PD/ELJyIiIoMM6OyAjZEBsLGUibZbSBunF8oQJh8T1ZIsWrQIxcXF2i03N9fUKREREbUY/p7tsS7CH1YWuuXLa6G9sGB070a7nVdfJi2iOnbsCJlMhry8PJ39eXl5cHERX4zQxcWl1vj7X+uKeXDgenV1NQoLC3VixM7x19d4kLW1Nezt7XU2IiIiajyP9OiIz6cM1vY8xT7ZF7NG9jBJLiYtoqysrODn54fExETtPo1Gg8TERAQHB4seExwcrBMPAPv379fGe3l5wcXFRSdGpVIhJSVFGxMcHIyioiKkpaVpYw4cOACNRgOFQqGNOXLkCKqqqnRep1evXmjXrt1DXjkRERE11Kg+zvh04iC8/8wATB/qZbpEBBPbsWOHYG1tLcTHxwtnzpwRoqOjBUdHR0GpVAqCIAjTpk0TFi5cqI3/7bffBAsLC+HDDz8Uzp49KyxZskSwtLQUTp8+rY15//33BUdHR+Hbb78VTp06JYwbN07w8vIS7t27p40ZPXq0MGjQICElJUX49ddfBW9vb2HSpEna9qKiIsHZ2VmYNm2akJmZKezYsUOwtbUVVq9eXe9rKy4uFgAIxcXFD/NPREREREZU389vkxdRgiAIn332mdClSxfByspKCAwMFJKTk7Vtw4cPFyIiInTiv/zyS6Fnz56ClZWV0K9fP+G///2vTrtGoxHeeOMNwdnZWbC2thZGjRolnD9/Xifm9u3bwqRJk4Q2bdoI9vb2QmRkpFBSUqITc/LkSWHo0KGCtbW14O7uLrz//vsGXReLKCIiIvNT389vk88T1ZJxnigiIiLzYxbzRBERERGZKxZRRERERA3AIoqIiIioAVhEERERETUAiygiIiKiBmARRURERNQALKKIiIiIGoBFFBEREVEDsIgiIiIiagALUyfQkt2fDF6lUpk4EyIiIqqv+5/bdS3qwiKqCZWUlAAAPDw8TJwJERERGaqkpAQODg5627l2XhPSaDS4ceMG2rZtC4lE0mjnValU8PDwQG5ubotdk6+lXyOvz/y19Gvk9Zm/ln6NTXl9giCgpKQEbm5ukEr1j3xiT1QTkkql6Ny5c5Od397evkX+YPxVS79GXp/5a+nXyOszfy39Gpvq+mrrgbqPA8uJiIiIGoBFFBEREVEDsIgyQ9bW1liyZAmsra1NnUqTaenXyOszfy39Gnl95q+lX2NzuD4OLCciIiJqAPZEERERETUAiygiIiKiBmARRURERNQALKKIiIiIGoBFVDO1atUqeHp6Qi6XQ6FQIDU1tdb4Xbt2oXfv3pDL5RgwYAD27dtnpEwbxpDri4+Ph0Qi0dnkcrkRszXMkSNH8NRTT8HNzQ0SiQR79uyp85hDhw5h8ODBsLa2Ro8ePRAfH9/keT4MQ6/x0KFDNd5DiUQCpVJpnIQNtHTpUgQEBKBt27ZwcnJCWFgYzp8/X+dx5vJz2JDrM7efw88//xwDBw7UTsQYHByMH374odZjzOX9Awy/PnN7/x70/vvvQyKRYN68ebXGGfs9ZBHVDO3cuRMxMTFYsmQJ0tPT4ePjg9DQUOTn54vGHz16FJMmTUJUVBROnDiBsLAwhIWFITMz08iZ14+h1wf8MSPtzZs3tdvVq1eNmLFhysrK4OPjg1WrVtUrPjs7G2PHjsXIkSORkZGBefPmYcaMGfjxxx+bONOGM/Qa7zt//rzO++jk5NREGT6cw4cPY9asWUhOTsb+/ftRVVWFJ554AmVlZXqPMaefw4ZcH2BeP4edO3fG+++/j7S0NBw/fhyPPfYYxo0bh6ysLNF4c3r/AMOvDzCv9++vjh07htWrV2PgwIG1xpnkPRSo2QkMDBRmzZql/V6tVgtubm7C0qVLRePHjx8vjB07VmefQqEQXnzxxSbNs6EMvb6NGzcKDg4ORsqucQEQvvnmm1pjFixYIPTr109n34QJE4TQ0NAmzKzx1OcaDx48KAAQ7ty5Y5ScGlt+fr4AQDh8+LDeGHP7Ofyr+lyfOf8c3teuXTth3bp1om3m/P7dV9v1mev7V1JSInh7ewv79+8Xhg8fLsydO1dvrCneQ/ZENTOVlZVIS0tDSEiIdp9UKkVISAiSkpJEj0lKStKJB4DQ0FC98abUkOsDgNLSUnTt2hUeHh51/rVlbszp/XtYvr6+cHV1xeOPP47ffvvN1OnUW3FxMQCgffv2emPM+X2sz/UB5vtzqFarsWPHDpSVlSE4OFg0xpzfv/pcH2Ce79+sWbMwduzYGu+NGFO8hyyimpmCggKo1Wo4Ozvr7Hd2dtY7fkSpVBoUb0oNub5evXphw4YN+Pbbb7F161ZoNBoMGTIE165dM0bKTU7f+6dSqXDv3j0TZdW4XF1dERcXh6+++gpfffUVPDw8MGLECKSnp5s6tTppNBrMmzcPjzzyCPr37683zpx+Dv+qvtdnjj+Hp0+fRps2bWBtbY2XXnoJ33zzDfr27Ssaa47vnyHXZ47v344dO5Ceno6lS5fWK94U76FFk52ZqJEEBwfr/HU1ZMgQ9OnTB6tXr8a///1vE2ZG9dWrVy/06tVL+/2QIUNw6dIlfPLJJ9iyZYsJM6vbrFmzkJmZiV9//dXUqTSJ+l6fOf4c9urVCxkZGSguLsbu3bsRERGBw4cP6y00zI0h12du719ubi7mzp2L/fv3N+sB8CyimpmOHTtCJpMhLy9PZ39eXh5cXFxEj3FxcTEo3pQacn0PsrS0xKBBg/D77783RYpGp+/9s7e3h42NjYmyanqBgYHNvjCZPXs29u7diyNHjqBz5861xprTz+F9hlzfg8zh59DKygo9evQAAPj5+eHYsWP49NNPsXr16hqx5vj+GXJ9D2ru719aWhry8/MxePBg7T61Wo0jR45g5cqVqKiogEwm0znGFO8hb+c1M1ZWVvDz80NiYqJ2n0ajQWJiot573cHBwTrxALB///5a742bSkOu70FqtRqnT5+Gq6trU6VpVOb0/jWmjIyMZvseCoKA2bNn45tvvsGBAwfg5eVV5zHm9D425PoeZI4/hxqNBhUVFaJt5vT+6VPb9T2oub9/o0aNwunTp5GRkaHd/P39MWXKFGRkZNQooAATvYdNNmSdGmzHjh2CtbW1EB8fL5w5c0aIjo4WHB0dBaVSKQiCIEybNk1YuHChNv63334TLCwshA8//FA4e/assGTJEsHS0lI4ffq0qS6hVoZe31tvvSX8+OOPwqVLl4S0tDRh4sSJglwuF7Kyskx1CbUqKSkRTpw4IZw4cUIAIHz88cfCiRMnhKtXrwqCIAgLFy4Upk2bpo2/fPmyYGtrK7z22mvC2bNnhVWrVgkymUxISEgw1SXUydBr/OSTT4Q9e/YIFy9eFE6fPi3MnTtXkEqlws8//2yqS6jVyy+/LDg4OAiHDh0Sbt68qd3u3r2rjTHnn8OGXJ+5/RwuXLhQOHz4sJCdnS2cOnVKWLhwoSCRSISffvpJEATzfv8EwfDrM7f3T8yDT+c1h/eQRVQz9dlnnwldunQRrKyshMDAQCE5OVnbNnz4cCEiIkIn/ssvvxR69uwpWFlZCf369RP++9//GjljwxhyffPmzdPGOjs7C2PGjBHS09NNkHX93H+c/8Ht/jVFREQIw4cPr3GMr6+vYGVlJXTr1k3YuHGj0fM2hKHX+MEHHwjdu3cX5HK50L59e2HEiBHCgQMHTJN8PYhdGwCd98Wcfw4bcn3m9nM4ffp0oWvXroKVlZXQqVMnYdSoUdoCQxDM+/0TBMOvz9zePzEPFlHN4T2UCIIgNF0/FxEREVHLxDFRRERERA3AIoqIiIioAVhEERERETUAiygiIiKiBmARRURERNQALKKIiIiIGoBFFBEREVEDsIgiIiIiagAWUUREREQNwCKKiKgeDh06BIlEUut26NAhU6dJREZkYeoEiIjMgb29PRQKhc6+6upqpKWlAQCsra3h7u5uitSIyERYRBER1cPgwYORnJyssy8mJkZbRK1atQre3t6mSI2ITIQLEBMRNcAXX3yByZMnAwBeeuklfP755ybOiIiMjUUUEZGBTp06heDgYNy9exdDhgzBoUOHYGlpaeq0iMjIWEQRERngzp078Pf3x+XLl+Hq6oq0tDS4urqaOi0iMgE+nUdEVE8ajQaTJ0/G5cuXYWVlha+++ooFFFErxiKKiKie3njjDSQkJAAAPvvsMwQHB5s4IyIyJd7OIyKqh8OHD2PkyJEQBAEWFhbw8/OrETNjxgzMmDHDBNkRkSlwigMionrIzs7G/b85q6urkZKSUiNm9OjRxk6LiEyIPVFEREREDcAxUUREREQNwCKKiIiIqAFYRBERERE1AIsoIiIiogZgEUVERETUACyiiIiIiBqARRQRERFRA7CIIiIiImoAFlFEREREDcAiioiIiKgBWEQRERERNcD/AdOPsgkwT2+PAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.dump(global_path + 'stat/u-momentum-balance-2.plt')\n",
    "pl.plot(global_path + 'stat/u-momentum-balance-2.plt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### joint-pdf_1 OK\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "U; V; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "V; W; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; Suu; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; Svv; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta; U; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; Sww; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; Suw; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kJcEVvRrm5MmTSEpKwqJFi6RtiYmJ8PLykkIOAAQHB2Py5Mk4d+4cOnfuXKaf33//HZmZmdDT00Pnzp2RlZUFb29vfPrpp898GXOFGu4RPo1TRkaGAMCFCxcuXLhUacnIyKiz30mPHj0SVnoGtVarmZlZmW2xsbGV1lBaWir69+8vevbsWWGbyZMnC09PT61tEyZMEEFBQVrb8vLyBADxyy+/lNvP6tWrBQDh5OQkNmzYIE6cOCFee+010bJlS3Hnzp2q/dCewhmdpzx5DPw/3j0LpVHFj4QnIqLmrajgAX74+PlKXx9S43MUFeGupgSr7N1hoqjZrFG+0OD1rGRkZGRArVZL2581mxMZGYmzZ8/i0KFD5e5/9OgRVq1ahVmzZtWoPuDxtyoA8N5772Ho0KEAgPj4eLRu3Rrr16/HpEmTqt0ng85TnkzpKY3MoTRSP6M1ERE1d/VxmYOJQg+mevo16+RxhoBardYKOpWZMmUKtm3bhgMHDqB169blttmwYQPy8/PLPDDT3t4ex44d09qWnZ0t7StPq1atAEDrxckqlQpt2rTRehFwdfD2ciIiItIihMCUKVOwefNm7N27F66urhW2/e677zBw4EDY2Nhobff19cWZM2dw8+ZNadvu3buhVqu1gsxf+fj4QKVSad3KXlxcjCtXrsDZ2VmnsTDoEBERkZbIyEj88MMPWLVqFczNzZGVlYWsrCw8evRIq11KSgoOHDiA8ePHl+kjKCgIHTp0wKhRo/DHH39g586deP/99xEZGSl9XXbs2DF4eHggMzMTwOPZpjfeeAOxsbHYtWsXkpOTMXnyZADAsGHDdBoLv7oiIiIiLYsXLwYA9O7dW2t7fHw8IiIipPVly5ahdevWCAoKKtOHvr4+tm3bhsmTJ8PX1xempqYIDw/H3LlzpTb5+flITk5GcXGxtO3TTz+FgYEBRo0ahUePHqFbt27Yu3cvWrRoodNYmsxzdBYvXozFixfjypUrAICOHTvigw8+kB5MVFBQgLfeegtr1qxBYWEhgoOD8c0332jd1lYVubm5sLCwwNi5V3mNDhERVaioIBfLPnBGTk5Ola95qa4nv5O2tPKs8TU6eZpShN24UKf1NkZN5qur1q1bY/78+Th58iROnDiBPn36YNCgQTh37hwAICoqClu3bsX69euxf/9+XL9+HUOGDGngqomIiKghNZmvrgYMGKC1Pm/ePCxevBhHjhxB69at8d1332HVqlXo06cPgMfTa56enjhy5Ai6d+/eECUTERFRA2syMzp/VVpaijVr1iAvLw++vr44efIkiouLERgYKLXx8PCAk5MTEhMTG7BSIiIiakhNZkYHAM6cOQNfX18UFBTAzMwMmzdvRocOHZCUlASlUglLS0ut9nZ2dsjKyqq0z8LCQhQWFkrrubm5dVE6ERERNYAmNaPj7u6OpKQkHD16FJMnT0Z4eDjOnz9foz7j4uJgYWEhLY6OjrVULRERETW0JhV0lEol2rZtCx8fH8TFxaFTp0748ssvYW9vj6KiIty/f1+rfXZ2doVPX3wiJiYGOTk50pKRkVGHIyAiIqL61KSCztM0Gg0KCwvh4+MDQ0ND7NmzR9qXnJyM9PR0+Pr6VtqHSqWSHoddncdiExERUePXZK7RiYmJQWhoKJycnPDgwQOsWrUKCQkJ2LlzJywsLDBu3DhMnz4dVlZWUKvVePPNN+Hr68s7roiIiJqxJhN0bt68idGjR+PGjRuwsLDACy+8gJ07d+KVV14BAHz++efQ09PD0KFDtR4YSERERM1Xkwk63333XaX7jYyMsGjRIixatKieKiIiIqofaicTmBnU7Fe2fkkJcKOWCmpCmvQ1OkRERESVYdAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2arZO9+JiIiozpnbq2FmWLNf2YriklqqpmnhjA4RERHJFoMOERERyRaDDhEREckWgw4RERHJFoMOERERyRaDDhEREckWgw4RERHJFoMOERERyRaDDhEREckWgw4RERHJFoMOERERaYmLi0OXLl1gbm4OW1tbhIWFITk5WavNpEmT4ObmBmNjY9jY2GDQoEG4ePGiVpupU6fCx8cHKpUK3t7eVT5/YmIi+vTpA1NTU6jVavj5+eHRo0c6jYVBh4iIiLTs378fkZGROHLkCHbv3o3i4mIEBQUhLy9PauPj44P4+HhcuHABO3fuhBACQUFBKC0t1epr7NixGDFiRJXPnZiYiJCQEAQFBeHYsWM4fvw4pkyZAj093SILX+pJREREWnbs2KG1vnz5ctja2uLkyZPw8/MDAEycOFHa7+Ligo8++gidOnXClStX4ObmBgD46quvAAC3bt3C6dOnq3TuqKgoTJ06FdHR0dI2d3d3ncfCGR0iIqJmJDc3V2spLCx85jE5OTkAACsrq3L35+XlIT4+Hq6urnB0dNS5tps3b+Lo0aOwtbVFjx49YGdnB39/fxw6dEjnPjmjQ0RE1MiZ2qphpjSsUR+iqBgAygSR2NhYzJ49u8LjNBoNpk2bhp49e+L555/X2vfNN9/gnXfeQV5eHtzd3bF7924olUqda7x8+TIAYPbs2Vi4cCG8vb3x/fffo2/fvjh79izatWtX7T4ZdIiIiJqRjIwMqNVqaV2lUlXaPjIyEmfPni13VmXkyJF45ZVXcOPGDSxcuBDDhw/Hb7/9BiMjI51q02g0AB5f6DxmzBgAQOfOnbFnzx4sW7YMcXFx1e6TQYeIiKgZUavVWkGnMlOmTMG2bdtw4MABtG7dusx+CwsLWFhYoF27dujevTtatGiBzZs347XXXtOptlatWgEAOnTooLXd09MT6enpOvXJa3SIiIhIixACU6ZMwebNm7F37164urpW6RghRJWu+amIi4sLHBwcytzK/ueff8LZ2VmnPjmjQ0RERFoiIyOxatUq/PjjjzA3N0dWVhaAxzM4xsbGuHz5MtauXYugoCDY2Njg2rVrmD9/PoyNjdGvXz+pn5SUFDx8+BBZWVl49OgRkpKSADyesVEqlcjMzETfvn3x/fffo2vXrlAoFJgxYwZiY2PRqVMneHt7Y8WKFbh48SI2bNig01gYdIiIiEjL4sWLAQC9e/fW2h4fH4+IiAgYGRnh4MGD+OKLL3Dv3j3Y2dnBz88Phw8fhq2trdR+/Pjx2L9/v7TeuXNnAEBaWhpcXFxQXFyM5ORk5OfnS22mTZuGgoICREVF4e7du+jUqRN2794t3bJeXQw6REREpEUIUel+BwcH/PLLL8/sJyEhodL9Li4u5Z4rOjpa6zk6NcFrdIiIiEi2GHSIiIhIthh0iIiISLYYdIiIiEi2GHSIiIhIthh0iIiISLYYdIiIiEi2GHSIiIhIthh0iIiISLb4ZGQiIqJGzqiFOYxUyhr1UVxYVEvVNC2c0SEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WoyQScuLg5dunSBubk5bG1tERYWhuTkZK02BQUFiIyMRMuWLWFmZoahQ4ciOzu7gSomIiKqHUorC6haWtZoUVpZNPQwGkSTCTr79+9HZGQkjhw5gt27d6O4uBhBQUHIy8uT2kRFRWHr1q1Yv3499u/fj+vXr2PIkCENWDURERE1JIOGLqCqduzYobW+fPly2Nra4uTJk/Dz80NOTg6+++47rFq1Cn369AEAxMfHw9PTE0eOHEH37t0bomwiIiJqQE1mRudpOTk5AAArKysAwMmTJ1FcXIzAwECpjYeHB5ycnJCYmFhhP4WFhcjNzdVaiIiISB6aZNDRaDSYNm0aevbsieeffx4AkJWVBaVSCUtLS622dnZ2yMrKqrCvuLg4WFhYSIujo2Ndlk5ERET1qEkGncjISJw9exZr1qypcV8xMTHIycmRloyMjFqokIiIiBqDJnONzhNTpkzBtm3bcODAAbRu3Vrabm9vj6KiIty/f19rVic7Oxv29vYV9qdSqaBSqeqyZCIiImogTWZGRwiBKVOmYPPmzdi7dy9cXV219vv4+MDQ0BB79uyRtiUnJyM9PR2+vr71XS4RERE1Ak1mRicyMhKrVq3Cjz/+CHNzc+m6GwsLCxgbG8PCwgLjxo3D9OnTYWVlBbVajTfffBO+vr6844qIiKiZajJBZ/HixQCA3r17a22Pj49HREQEAODzzz+Hnp4ehg4disLCQgQHB+Obb76p50qJiIiosWgyQUcI8cw2RkZGWLRoERYtWlQPFREREVFj12Su0SEiIqL6c+DAAQwYMAAODg5QKBTYsmWL1v7s7GxERETAwcEBJiYmCAkJwaVLl6T9d+/exZtvvgl3d3cYGxvDyckJU6dOlZ6DV5kLFy5g4MCBsLCwgKmpKbp06YL09HSdxsGgQ0RERGXk5eWhU6dO5X5LIoRAWFgYLl++jB9//BGnTp2Cs7MzAgMDpVczXb9+HdevX8fChQtx9uxZLF++HDt27MC4ceMqPW9qaip69eoFDw8PJCQk4PTp05g1axaMjIx0GkeT+eqKiIiI6k9oaChCQ0PL3Xfp0iUcOXIEZ8+eRceOHQE8vpbW3t4eq1evxvjx4/H8889j48aN0jFubm6YN28e/vGPf6CkpAQGBuVHkPfeew/9+vXDggULtI7VFWd0iIiIqFoKCwsBQGuWRU9PDyqVCocOHarwuJycHKjV6gpDjkajwc8//4z27dsjODgYtra26NatW5mvzaqDQYeIiKgZefr9jk9CS3U8eZdkTEwM7t27h6KiInzyySe4du0abty4Ue4xt2/fxocffoiJEydW2O/Nmzfx8OFDzJ8/HyEhIdi1axcGDx6MIUOGYP/+/dWuE+BXV0RERI2eQQtLGBjrdo2K1MejAgAo807H2NhYzJ49u1p9GRoaYtOmTRg3bhysrKygr6+PwMBAhIaGlnuXdG5uLvr3748OHTpUei6NRgMAGDRoEKKiogAA3t7eOHz4MJYsWQJ/f/9q1Qkw6BARETUrGRkZUKvV0rqur0Hy8fFBUlIScnJyUFRUBBsbG3Tr1g0vvfSSVrsHDx4gJCQE5ubm2Lx5MwwNDSvs09raGgYGBujQoYPWdk9Pz0q/EqsMgw4REVEzolartYJOTVlYWAB4fIHyiRMn8OGHH0r7cnNzERwcDJVKhZ9++umZd04plUp06dIFycnJWtv//PNPODs761Qfgw4RERGV8fDhQ6SkpEjraWlpSEpKgpWVFZycnLB+/XrY2NjAyckJZ86cwb/+9S+EhYUhKCgIwOOQExQUhPz8fPzwww/SNUEAYGNjA319fQCPr/eJi4vD4MGDAQAzZszAiBEj4Ofnh4CAAOzYsQNbt25FQkKCTuNg0CEiIqIyTpw4gYCAAGl9+vTpAIDw8HAsX74cN27cwPTp05GdnY1WrVph9OjRmDVrltT+999/x9GjRwEAbdu21eo7LS0NLi4uAB6/gPuvDxEcPHgwlixZgri4OEydOhXu7u7YuHEjevXqpdM4FKIq71ZoRnJzc2FhYYGxc69CaVR7U3tERCQvRQW5WPaBs3TLdF148jspa+l7UNfwYuTcRwWwnzSvTuttjHh7OREREckWgw4RERHJFoMOERERyRaDDhEREckWgw4RERHJFoMOERERyRaDDhEREckWgw4RERHJFoMOERERyRZfAUFERNTIKcwtoDAxrlkfBo9qqZqmhTM6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbBg1dABEREVVOmFtCmJrUrA99VS1V07RwRoeIiIhki0GHiIiIZItBh4iIiGSLQYeIiIhki0GHiIiIZItBh4iIiGSLQYeIiIhki0GHiIiIZItBh4iIiGSLQYeIiIhki0GHiIiIyjhw4AAGDBgABwcHKBQKbNmyRWt/REQEFAqF1hISEqLVZuDAgXBycoKRkRFatWqFUaNG4fr16888d2JiIvr06QNTU1Oo1Wr4+fnh0aNHOo2DQYeIiIjKyMvLQ6dOnbBo0aIK24SEhODGjRvSsnr1aq39AQEBWLduHZKTk7Fx40akpqbi73//e6XnTUxMREhICIKCgnDs2DEcP34cU6ZMgZ6ebpGFL/UkIiKiMkJDQxEaGlppG5VKBXt7+wr3R0VFSX92dnZGdHQ0wsLCUFxcDENDwwqPmTp1KqKjo6Vt7u7u1az+fzijQ0RERDpJSEiAra0t3N3dMXnyZNy5c6fCtnfv3sXKlSvRo0ePCkPOzZs3cfToUdja2qJHjx6ws7ODv78/Dh06pHONDDpERETNSG5urtZSWFioUz8hISH4/vvvsWfPHnzyySfYv38/QkNDUVpaqtVu5syZMDU1RcuWLZGeno4ff/yxwj4vX74MAJg9ezYmTJiAHTt24MUXX0Tfvn1x6dIlnepk0CEiImrkSkxboMSshotpCwCAo6MjLCwspCUuLk6nml599VUMHDgQXl5eCAsLw7Zt23D8+HEkJCRotZsxYwZOnTqFXbt2QV9fH6NHj4YQotw+NRoNAGDSpEkYM2YMOnfujM8//xzu7u5YtmyZTnXyGh0iIqJmJCMjA2q1WlpXqVS10m+bNm1gbW2NlJQU9O3bV9pubW0Na2trtG/fHp6ennB0dMSRI0fg6+tbpo9WrVoBADp06KC13dPTE+np6TrVxRkdIiKiZkStVmsttRV0rl27hjt37khhpTxPZmwq+rrMxcUFDg4OSE5O1tr+559/wtnZWae6OKNDREREZTx8+BApKSnSelpaGpKSkmBlZQUrKyvMmTMHQ4cOhb29PVJTU/HOO++gbdu2CA4OBgAcPXoUx48fR69evdCiRQukpqZi1qxZcHNzk2ZzMjMz0bdvX3z//ffo2rUrFAoFZsyYgdjYWHTq1Ane3t5YsWIFLl68iA0bNug0DgYdIiIiKuPEiRMICAiQ1qdPnw4ACA8Px+LFi3H69GmsWLEC9+/fh4ODA4KCgvDhhx9KM0QmJibYtGkTYmNjkZeXh1atWiEkJATvv/++1Ka4uBjJycnIz8+XzjNt2jQUFBQgKioKd+/eRadOnbB79264ubnpNA6FqOiKoGYqNzcXFhYWGDv3KpRG6mcfQEREzVJRQS6WfeCMnJwcrWteatOT30nX9q6H2sykZn09zEfrPsPqtN7GiNfoEBERkWwx6BAREZFsMegQERGRbDWpoPOsN6kKIfDBBx+gVatWMDY2RmBgoM5PUiQiIqKmr0kFnWe9SXXBggX46quvsGTJEhw9ehSmpqYIDg5GQUFBPVdKREREjUGTur28sjepCiHwxRdf4P3338egQYMAAN9//z3s7OywZcsWvPrqq/VZKhERETUCTWpGpzJpaWnIyspCYGCgtM3CwgLdunVDYmJihccVFhaWecEZERERyYNsgk5WVhYAwM7OTmu7nZ2dtK88cXFxWi83c3R0rNM6iYiIqP7IJujoKiYmBjk5OdKSkZHR0CURERFRLWlS1+hUxt7eHgCQnZ2t9UKx7OxseHt7V3icSqWqtReaERER1YViYwsUGZvWrI9Sw1qqpmmRzYyOq6sr7O3tsWfPHmlbbm4ujh49Wu6r4ImIiEj+mtSMTmVvUnVycsK0adPw0UcfoV27dnB1dcWsWbPg4OCAsLCwhiuaiIiIGkyTCjqVvUl1+fLleOedd5CXl4eJEyfi/v376NWrF3bs2AEjI6OGKpmIiIgaUJMKOr1790ZlL1tXKBSYO3cu5s6dW49VERERUWMlm2t0iIiIiJ7GoENERESyxaBDREREssWgQ0RERLLFoENERESyxaBDREREssWgQ0RERLLFoENERESyxaBDREREssWgQ0RERLLFoENERESy1aTedUVERNQc5assoK8yq1kfxc3zVz5ndIiIiEi2GHSIiIhItnQKOpcvX67tOoiIiIhqnU5f2LVt2xatW7eGv78/evfuDX9/f7Rt27a2ayMiIiKqEZ1mdDIyMhAXFwdjY2MsWLAA7du3R+vWrTFy5Ej897//re0aiYiIiHSiU9B57rnnMHLkSHz77bdITk5GcnIyAgMDsW7dOkyaNKm2ayQiIiLSiU5fXeXn5+PQoUNISEhAQkICTp06BQ8PD0yZMgW9e/eu5RKJiIiIdKNT0LG0tESLFi0wcuRIREdH4+WXX0aLFi1quzYiIiKiGtEp6PTr1w+HDh3CmjVrkJWVhaysLPTu3Rvt27ev7fqIiIiIdKbTNTpbtmzB7du3sWPHDvj6+mLXrl14+eWXpWt3iIiIiBqDGj0w0MvLCz179oSvry+6dOmCmzdvYu3atbVVGxERETWQAwcOYMCAAXBwcIBCocCWLVu09m/atAlBQUFo2bIlFAoFkpKSKuxLCIHQ0NBy+ynPhQsXMHDgQFhYWMDU1BRdunRBenq6TuPQKeh89tlnGDhwIFq2bIlu3bph9erVaN++PTZu3Ihbt27pVAgRERE1Hnl5eejUqRMWLVpU4f5evXrhk08+eWZfX3zxBRQKRZXOm5qail69esHDwwMJCQk4ffo0Zs2aBSMjo2rV/4RO1+isXr0a/v7+mDhxIl5++WVYWFjodHIiIiJqnEJDQxEaGlrh/lGjRgEArly5Umk/SUlJ+Pe//40TJ06gVatWzzzve++9h379+mHBggXSNjc3t6oVXQ6dgs7x48d1PiERERE1nNzcXK11lUoFlUpVJ+fKz8/H66+/jkWLFsHe3v6Z7TUaDX7++We88847CA4OxqlTp+Dq6oqYmBiEhYXpVINOQefAgQOV7vfz89OpGCIiIiorX2EOPT3zGvbx+KsjR0dHre2xsbGYPXt2jfquSFRUFHr06IFBgwZVqf3Nmzfx8OFDzJ8/Hx999BE++eQT7NixA0OGDMG+ffvg7+9f7Rp0CjrlPRTwr9+9lZaW6tItERER1bGMjAyo1Wppva5mc3766Sfs3bsXp06dqvIxGo0GADBo0CBERUUBALy9vXH48GEsWbJEp6Cj08XI9+7d01pu3ryJHTt2oEuXLti1a5cuXRIREVE9UKvVWktdBZ29e/ciNTUVlpaWMDAwgIHB47mVoUOHVvgWBWtraxgYGKBDhw5a2z09PXW+60qnGZ3yLj5+5ZVXoFQqMX36dJw8eVKnYoiIiEgeoqOjMX78eK1tXl5e+PzzzzFgwIByj1EqlejSpQuSk5O1tv/5559wdnbWqQ6dgk5F7OzsyhRHRERETc/Dhw+RkpIiraelpSEpKQlWVlZwcnLC3bt3kZ6ejuvXrwOA9Pvf3t5ea3mak5MTXF1dpXUPDw/ExcVh8ODBAIAZM2ZgxIgR8PPzQ0BAAHbs2IGtW7ciISFBp3HoFHROnz6ttS6EwI0bNzB//nx4e3vrVAgRERE1HidOnEBAQIC0Pn36dABAeHg4li9fjp9++gljxoyR9r/66qsAqn9xc3JyMnJycqT1wYMHY8mSJYiLi8PUqVPh7u6OjRs3olevXjqNQyGEENU9SE9PDwqFAk8f2r17dyxbtgweHh46FdMY5ObmwsLCAmPnXoXSSP3sA4iIqFkqKsjFsg+ckZOTo3Vxb2168jvp+KnzMDOv2V1XDx88QJfOHeq03sZIpxmdtLQ0rXU9PT3Y2Njo/NRCIiIiorpQrbuuEhMTsW3bNjg7O0vL/v374efnBycnJ0ycOBGFhYV1VSsRERFRtVQr6MydOxfnzp2T1s+cOYNx48YhMDAQ0dHR2Lp1K+Li4mq9SCIiIiJdVCvoJCUloW/fvtL6mjVr0K1bN/zf//0fpk+fjq+++grr1q2r9SKJiIiIdFGtoHPv3j3Y2dlJ6/v379d64VeXLl2QkZFRe9URERER1UC1go6dnZ10IXJRURF+//13dO/eXdr/4MEDGBoa1m6FRERERDqqVtDp168foqOjcfDgQcTExMDExAQvv/yytP/06dM1epU6ERERUW2q1u3lH374IYYMGQJ/f3+YmZlhxYoVUCqV0v5ly5YhKCio1oskIiIi0kW1go61tTUOHDiAnJwcmJmZQV9fX2v/+vXrYWZmVqsFEhERNXd5GmMoSk1q2EdJLVXTtNTaSz0BwMrKqkbFEBEREdWmal2jQ0REBAAWlnwSPjUNDDpERKQThh1qChh0iIiISLYYdIiIiEi2GHSIiIhIthh0iIiISLYYdIiIiEi2GHSIiIhIthh0iIiISLYYdIiIqNrUakOo1YYNXQbRMzHoEBERkWwx6BAREZFsMegQEVG18NUP1JQw6BAREZFsGTR0AURE1HRZWBoh535BQ5chew+LjCGKjGvUR15RcS1V07RwRoeIiIhkS5ZBZ9GiRXBxcYGRkRG6deuGY8eONXRJRESyxNkcauxkF3TWrl2L6dOnIzY2Fr///js6deqE4OBg3Lx5s6FLIyKSBYYbakpkF3Q+++wzTJgwAWPGjEGHDh2wZMkSmJiYYNmyZQ1dGhGRbOTmFiM3t3le80FNi6yCTlFREU6ePInAwEBpm56eHgIDA5GYmNiAlREREVFDkNVdV7dv30ZpaSns7Oy0ttvZ2eHixYvlHlNYWIjCwkJpPTc3t05rJCKSA359RU2FrGZ0dBEXFwcLCwtpcXR0bOiSGty/hjzEiFBVQ5dBRERUY7IKOtbW1tDX10d2drbW9uzsbNjb25d7TExMDHJycqQlIyOjPkpttP415CGu+YfCfs4ghAaYN3Q5RNRI5d7NQ+7dvIYug+iZZBV0lEolfHx8sGfPHmmbRqPBnj174OvrW+4xKpUKarVaa2nOTlx/Dt5ju8J5oB8On+KFhkRE1LTJ6hodAJg+fTrCw8Px0ksvoWvXrvjiiy+Ql5eHMWPGNHRpTcJvR3KQ3vFbZKQ/AMDv4ImIqGmT1YwOAIwYMQILFy7EBx98AG9vbyQlJWHHjh1lLlCmij0OOUREFXt4/2FDl0B1yMXFBQqFoswSGRkJAOjdu3eZfW+88cYz+71w4QIGDhwICwsLmJqaokuXLkhPT6/TschuRgcApkyZgilTpjR0GUREsmVmadbQJVAdOn78OEpLS6X1s2fP4pVXXsGwYcOkbRMmTMDcuXOldRMTk0r7TE1NRa9evTBu3DjMmTMHarUa586dg5GRUe0P4C9kGXSIiIhIdzY2Nlrr8+fPh5ubG/z9/aVtJiYmFd7oU5733nsP/fr1w4IFC6Rtbm5uNS/2GWT31RURERFVLDc3V2v567PkylNUVIQffvgBY8eOhUKhkLavXLkS1tbWeP755xETE4P8/PwK+9BoNPj555/Rvn17BAcHw9bWFt26dcOWLVtqa1gV4owOERFRI/egQIlSA2WN+sgveHz808+Li42NxezZsys8bsuWLbh//z4iIiKkba+//jqcnZ3h4OCA06dPY+bMmUhOTsamTZvK7ePmzZt4+PAh5s+fj48++giffPIJduzYgSFDhmDfvn1aM0W1jUGHiIioGcnIyNB6lIpKVfkDYr/77juEhobCwcFB2jZx4kTpz15eXmjVqhX69u2L1NTUcr+O0mg0AIBBgwYhKioKAODt7Y3Dhw9jyZIldRp0+NUVERFRM/L0s+MqCzpXr17Fr7/+ivHjx1faZ7du3QAAKSkp5e63traGgYEBOnTooLXd09Ozzu+6YtAhIiKicsXHx8PW1hb9+/evtF1SUhIAoFWrVuXuVyqV6NKlC5KTk7W2//nnn3B2dq6VWivCr66IiIioDI1Gg/j4eISHh8PA4H9xITU1FatWrUK/fv3QsmVLnD59GlFRUfDz88MLL7wgtfPw8EBcXBwGDx4MAJgxYwZGjBgBPz8/BAQEYMeOHdi6dSsSEhLqdBwMOkRERFTGr7/+ivT0dIwdO1Zru1KpxK+//iq9ecDR0RFDhw7F+++/r9UuOTkZOTk50vrgwYOxZMkSxMXFYerUqXB3d8fGjRvRq1evOh0Hgw4RERGVERQUBCFEme2Ojo7Yv3//M48v79ixY8eWCU51jdfoEBERkWxxRoeIiKpNbWXa0CUQVQlndIiIiEi2GHSIiIhIthh0iIiISLYYdIiIiEi2GHSIiIhIthh0iIiISLYYdIiIiEi2+BwdIiKiRu5BgR5K9Gs2N/GooHnObTTPURMREVGzwKBDREREssWgQ0RERLLFoENERESyxaBDREREssWgQ0RERLLFoENERESyxaBDREREssWgQ0RERLLFoENERESyxaBDREREssWgQ0RERLLFoENERESyxaBDREREsmXQ0AUQERFR5XLyFCgSihr18Si/Zsc3VZzRISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiLZYtAhIiIi2WLQISIiItli0CEiIiItixcvxgsvvAC1Wg21Wg1fX19s375dq01iYiL69OkDU1NTqNVq+Pn54dGjRxX26eLiAoVCUWaJjIys07HwXVdERESkpXXr1pg/fz7atWsHIQRWrFiBQYMG4dSpU+jYsSMSExMREhKCmJgYfP311zAwMMAff/wBPb2K50+OHz+O0tJSaf3s2bN45ZVXMGzYsDodC4MOERERaRkwYIDW+rx587B48WIcOXIEHTt2RFRUFKZOnYro6Gipjbu7e6V92tjYaK3Pnz8fbm5u8Pf3r73Cy8GvroiIiJqR3NxcraWwsLDS9qWlpVizZg3y8vLg6+uLmzdv4ujRo7C1tUWPHj1gZ2cHf39/HDp0qMo1FBUV4YcffsDYsWOhUNTtW9U5o0NERNTI5eaWoqik9NkNK1GQ//h4R0dHre2xsbGYPXt2mfZnzpyBr68vCgoKYGZmhs2bN6NDhw44cuQIAGD27NlYuHAhvL298f3336Nv3744e/Ys2rVr98xatmzZgvv37yMiIqJGY6oKBh0iIqJmJCMjA2q1WlpXqVTltnN3d0dSUhJycnKwYcMGhIeHY//+/dBoNACASZMmYcyYMQCAzp07Y8+ePVi2bBni4uKeWcN3332H0NBQODg41MKIKsegQ0RE1Iw8uZPqWZRKJdq2bQsA8PHxwfHjx/Hll19K1+V06NBBq72npyfS09Of2e/Vq1fx66+/YtOmTTpUX328RoeIiIieSaPRoLCwEC4uLnBwcEBycrLW/j///BPOzs7P7Cc+Ph62trbo379/XZWqhTM6REREpCUmJgahoaFwcnLCgwcPsGrVKiQkJGDnzp1QKBSYMWMGYmNj0alTJ3h7e2PFihW4ePEiNmzYIPXRt29fDB48GFOmTJG2aTQaxMfHIzw8HAYG9RNBGHSIiIhIy82bNzF69GjcuHEDFhYWeOGFF7Bz50688sorAIBp06ahoKAAUVFRuHv3Ljp16oTdu3fDzc1N6iM1NRW3b9/W6vfXX39Feno6xo4dW29jYdAhIiIiLd99990z20RHR2s9R+dpV65cKbMtKCgIQoialFZtvEaHiIiIZItBh4iIiGSLQYeIiIhki0GHiIiIZItBh4iIiGSryQSdefPmoUePHjAxMYGlpWW5bdLT09G/f3+YmJjA1tYWM2bMQElJSf0WSkRERI1Gk7m9vKioCMOGDYOvr2+5t72Vlpaif//+sLe3x+HDh3Hjxg2MHj0ahoaG+PjjjxugYiIiImpoTWZGZ86cOYiKioKXl1e5+3ft2oXz58/jhx9+gLe3N0JDQ/Hhhx9i0aJFKCoqqudqiYiIqDFoMkHnWRITE+Hl5QU7OztpW3BwMHJzc3Hu3LkKjyssLERubq7WQkRERPLQZL66epasrCytkANAWs/KyqrwuLi4OMyZM6dOayMiIqqJBw+KUVRSXKM+Ch/V7PimqkFndKKjo6FQKCpdLl68WKc1xMTEICcnR1oyMjLq9HxERERUfxp0Ruett95CREREpW3atGlTpb7s7e1x7NgxrW3Z2dnSvoqoVCqoVKoqnYOIiIialgYNOjY2NrCxsamVvnx9fTFv3jzcvHkTtra2AIDdu3dDrVajQ4cOtXIOIiIialqazDU66enpuHv3LtLT01FaWoqkpCQAQNu2bWFmZoagoCB06NABo0aNwoIFC5CVlYX3338fkZGRnLEhIiJqpppM0Pnggw+wYsUKab1z584AgH379qF3797Q19fHtm3bMHnyZPj6+sLU1BTh4eGYO3duQ5VMREREDazJBJ3ly5dj+fLllbZxdnbGL7/8Uj8FERERUaMnm+foEBERET2NQYeIiIhki0GHiIiIZItBh4iIiGSLQYeIiIhki0GHiIiIZItBh4iIiGSLQYeIiIhkq8k8MJCIiKi5ys0pgLJQWaM+igoKaqmapoUzOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpERESksytXrmDcuHFwdXWFsbEx3NzcEBsbi6KiokqPmzRpEtzc3GBsbAwbGxsMGjQIFy9erPX6GHSIiIhIZxcvXoRGo8HSpUtx7tw5fP7551iyZAnefffdSo/z8fFBfHw8Lly4gJ07d0IIgaCgIJSWltZqfXypJxEREeksJCQEISEh0nqbNm2QnJyMxYsXY+HChRUeN3HiROnPLi4u+Oijj9CpUydcuXIFbm5utVYfZ3SIiIioVuXk5MDKyqrK7fPy8hAfHw9XV1c4OjrWai0MOkRERM1Ibm6u1lJYWFir/aekpODrr7/GpEmTntn2m2++gZmZGczMzLB9+3bs3r0bSqWyVuth0CEiImrkHtzLR+7dvBotD+7lAwAcHR1hYWEhLXFxceWeMzo6GgqFotLl6YuHMzMzERISgmHDhmHChAnPHNfIkSNx6tQp7N+/H+3bt8fw4cNRUFBQ8x/YX/AaHSIiomYkIyMDarVaWlepVOW2e+uttxAREVFpX23atJH+fP36dQQEBKBHjx749ttvq1TLk7DVrl07dO/eHS1atMDmzZvx2muvVen4qmDQISIiakbUarVW0KmIjY0NbGxsqtRnZmYmAgICpDup9PSq/4WREAJCiFr/Ko1fXREREZHOMjMz0bt3bzg5OWHhwoW4desWsrKykJWVpdXGw8MDx44dAwBcvnwZcXFxOHnyJNLT03H48GEMGzYMxsbG6NevX63WxxkdIiIi0tnu3buRkpKClJQUtG7dWmufEAIAUFxcjOTkZOTnP75OyMjICAcPHsQXX3yBe/fuwc7ODn5+fjh8+DBsbW1rtT4GHSIiItJZRETEM6/lcXFxkUIPADg4OOCXX36p48oe41dXREREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkW3wyMhERUSP3MCcPhkpFjfooLsqrpWqaFs7oEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsGTR0AURERFS5B3dzYGBYUqM+SorzaqmapoUzOkRERCRbDDpEREQkWww6REREJFsMOkRERCRbDDpEREQkW00i6Fy5cgXjxo2Dq6srjI2N4ebmhtjYWBQVFWm1O336NF5++WUYGRnB0dERCxYsaKCKiYiIqDFoEreXX7x4ERqNBkuXLkXbtm1x9uxZTJgwAXl5eVi4cCEAIDc3F0FBQQgMDMSSJUtw5swZjB07FpaWlpg4cWIDj4CIiIgaQpMIOiEhIQgJCZHW27Rpg+TkZCxevFgKOitXrkRRURGWLVsGpVKJjh07IikpCZ999hmDDhERUTPVJL66Kk9OTg6srKyk9cTERPj5+UGpVErbgoODkZycjHv37lXYT2FhIXJzc7UWIiIikocmGXRSUlLw9ddfY9KkSdK2rKws2NnZabV7sp6VlVVhX3FxcbCwsJAWR0fHuimaiIiI6l2DBp3o6GgoFIpKl4sXL2odk5mZiZCQEAwbNgwTJkyocQ0xMTHIycmRloyMjBr3SURE1BwVFhbC29sbCoUCSUlJ0vaCggJERETAy8sLBgYGCAsLq1J/AwcOhJOTE4yMjNCqVSuMGjUK169fr1ZNDXqNzltvvYWIiIhK27Rp00b68/Xr1xEQEIAePXrg22+/1Wpnb2+P7OxsrW1P1u3t7SvsX6VSQaVSVbNyIiIieto777wDBwcH/PHHH1rbS0tLYWxsjKlTp2Ljxo1V7i8gIADvvvsuWrVqhczMTLz99tv4+9//jsOHD1e5jwYNOjY2NrCxsalS28zMTAQEBMDHxwfx8fHQ09OejPL19cV7772H4uJiGBoaAgB2794Nd3d3tGjRotZrJyIiov/Zvn07du3ahY0bN2L79u1a+0xNTbF48WIAwG+//Yb79+9Xqc+oqCjpz87OzoiOjkZYWJjW7/pnaRLX6GRmZqJ3795wcnLCwoULcevWLWRlZWlde/P6669DqVRi3LhxOHfuHNauXYsvv/wS06dPb8DKiYiI5C87OxsTJkzA//t//w8mJiZ1co67d+9i5cqV6NGjR5VDDtBEbi/fvXs3UlJSkJKSgtatW2vtE0IAACwsLLBr1y5ERkbCx8cH1tbW+OCDD6p9a/mT/ooKHtRO8UREJEtPfk88+b1Rl0qK82qtj6fvLq7pJRxCCEREROCNN97ASy+9hCtXrtSkzDJmzpyJ//znP8jPz0f37t2xbdu2ahdIf5GRkSEAcOHChQsXLlVaMjIy6ux30qNHj4S9vX2t1WpmZlZmW2xsbLnnnjlz5jP7u3Dhgvjyyy9Fz549RUlJiRBCiLS0NAFAnDp1qtx+w8PDxaBBg6r8M7h165ZITk4Wu3btEj179hT9+vUTGo2myscrhKiHKNqEaDQaXL9+Hebm5lAoFA1WR25uLhwdHZGRkQG1Wt1gddS15jDO5jBGoHmMszmMEeA4q0oIgQcPHsDBwaHMdaO1qaCgoMwrj3QlhCjzu62iGZ1bt27hzp07lfbXpk0bDB8+HFu3btXqt7S0FPr6+hg5ciRWrFihdUxERATu37+PLVu2VLv+a9euwdHREYcPH4avr2+VjmkSX13VJz09vTJfjzUktVot639onmgO42wOYwSaxzibwxgBjrMqLCwsarmasoyMjGBkZFTn53laVW8Y+uqrr/DRRx9J69evX0dwcDDWrl2Lbt261WpNGo0GwOPb2KuKQYeIiIh05uTkpLVuZmYGAHBzc9OaODh//jyKiopw9+5dPHjwQHrOjre3NwDg2LFjGD16NPbs2YPnnnsOR48exfHjx9GrVy+0aNECqampmDVrFtzc3Ko8mwMw6BAREVE96NevH65evSqtd+7cGQCki7nz8/ORnJyM4uJiAICJiQk2bdqE2NhY5OXloVWrVggJCcH7779frYunGXQaKZVKhdjYWNk/zLA5jLM5jBFoHuNsDmMEOE6qGRcXl3LvRHvW3Vi9e/fWOs7Lywt79+6tcT28GJmIiIhkq0k8MJCIiIhIFww6REREJFsMOkRERCRbDDpEREQkWww6jcSVK1cwbtw4uLq6wtjYGG5uboiNjX3m0zALCgoQGRmJli1bwszMDEOHDkV2dnY9VV198+bNQ48ePWBiYgJLS8sqHRMREQGFQqG1hISE1G2hNaTLOIUQ+OCDD9CqVSsYGxsjMDAQly5dqttCa+ju3bsYOXIk1Go1LC0tMW7cODx8+LDSY3r37l3m83zjjTfqqeJnW7RoEVxcXGBkZIRu3brh2LFjlbZfv349PDw8YGRkBC8vL/zyyy/1VGnNVGecy5cvL/OZNcQD7KrjwIEDGDBgABwcHKBQKKr0FN6EhAS8+OKLUKlUaNu2LZYvX17ndVLdY9BpJC5evAiNRoOlS5fi3Llz+Pzzz7FkyRK8++67lR4XFRWFrVu3Yv369di/fz+uX7+OIUOG1FPV1VdUVIRhw4Zh8uTJ1TouJCQEN27ckJbVq1fXUYW1Q5dxLliwAF999RWWLFmCo0ePwtTUFMHBwSgoKKjDSmtm5MiROHfuHHbv3o1t27bhwIEDVXqR7oQJE7Q+zwULFtRDtc+2du1aTJ8+HbGxsfj999/RqVMnBAcH4+bNm+W2P3z4MF577TWMGzcOp06dQlhYGMLCwnD27Nl6rrx6qjtO4PHTg//6mf31eSiNUV5eHjp16oRFixZVqX1aWhr69++PgIAAJCUlYdq0aRg/fjx27txZx5VSnavyW7Go3i1YsEC4urpWuP/+/fvC0NBQrF+/Xtp24cIFAUAkJibWR4k6i4+PFxYWFlVqW90XwDUmVR2nRqMR9vb24tNPP5W23b9/X6hUKrF69eo6rFB358+fFwDE8ePHpW3bt28XCoVCZGZmVnicv7+/+Ne//lUPFVZf165dRWRkpLReWloqHBwcRFxcXLnthw8fLvr376+1rVu3bmLSpEl1WmdNVXec1fn72hgBEJs3b660zTvvvCM6duyotW3EiBEiODi4Diuj+sAZnUYsJycHVlZWFe4/efIkiouLERgYKG3z8PCAk5MTEhMT66PEepOQkABbW1u4u7tj8uTJz3zRXFOTlpaGrKwsrc/SwsIC3bp1a7SfZWJiIiwtLfHSSy9J2wIDA6Gnp4ejR49WeuzKlSthbW2N559/HjExMcjPz6/rcp+pqKgIJ0+e1PoM9PT0EBgYWOFnkJiYqNUeAIKDgxvtZwboNk4AePjwIZydneHo6IhBgwbh3Llz9VFuvWmKnyVVDZ+M3EilpKTg66+/xsKFCytsk5WVBaVSWeYaEDs7O2RlZdVxhfUnJCQEQ4YMgaurK1JTU/Huu+8iNDQUiYmJ0NfXb+jyasWTz8vOzk5re2P+LLOysmBra6u1zcDAAFZWVpXW/Prrr8PZ2RkODg44ffo0Zs6cieTkZGzatKmuS67U7du3UVpaWu5ncPHixXKPycrKalKfGaDbON3d3bFs2TK88MILyMnJwcKFC9GjRw+cO3euUb0EuSYq+ixzc3Px6NEjGBsbN1BlVFOc0alj0dHRZS7ie3p5+h+XzMxMhISEYNiwYZgwYUIDVV51uoyxOl599VUMHDgQXl5eCAsLw7Zt23D8+HEkJCTU3iCqoK7H2VjU9TgnTpyI4OBgeHl5YeTIkfj++++xefNmpKam1uIoqDb5+vpi9OjR8Pb2hr+/PzZt2gQbGxssXbq0oUsjeibO6NSxt956CxEREZW2adOmjfTn69evIyAgAD169MC3335b6XH29vYoKirC/fv3tWZ1srOzYW9vX5Oyq6W6Y6ypNm3awNraGikpKejbt2+t9fssdTnOJ59XdnY2WrVqJW3Pzs6W3uxbX6o6Tnt7+zIXr5aUlODu3bvV+u+vW7duAB7PYrq5uVW73tpibW0NfX39MnctVvb3yd7evlrtGwNdxvk0Q0NDdO7cGSkpKXVRYoOo6LNUq9WczWniGHTqmI2NDWxsbKrUNjMzEwEBAfDx8UF8fDz09CqfcPPx8YGhoSH27NmDoUOHAgCSk5ORnp5erVfY11R1xlgbrl27hjt37mgFgvpQl+N0dXWFvb099uzZIwWb3NxcHD16tNp3qNVUVcfp6+uL+/fv4+TJk/Dx8QEA7N27FxqNRgovVZGUlAQA9f55Pk2pVMLHxwd79uxBWFgYAECj0WDPnj2YMmVKucf4+vpiz549mDZtmrRt9+7d9fr3r7p0GefTSktLcebMGfTr168OK61fvr6+ZR4N0Ng/S6qihr4amh67du2aaNu2rejbt6+4du2auHHjhrT8tY27u7s4evSotO2NN94QTk5OYu/eveLEiRPC19dX+Pr6NsQQquTq1avi1KlTYs6cOcLMzEycOnVKnDp1Sjx48EBq4+7uLjZt2iSEEOLBgwfi7bffFomJiSItLU38+uuv4sUXXxTt2rUTBQUFDTWMZ6ruOIUQYv78+cLS0lL8+OOP4vTp02LQoEHC1dVVPHr0qCGGUCUhISGic+fO4ujRo+LQoUOiXbt24rXXXpP2P/3fbEpKipg7d644ceKESEtLEz/++KNo06aN8PPza6ghaFmzZo1QqVRi+fLl4vz582LixInC0tJSZGVlCSGEGDVqlIiOjpba//bbb8LAwEAsXLhQXLhwQcTGxgpDQ0Nx5syZhhpClVR3nHPmzBE7d+4Uqamp4uTJk+LVV18VRkZG4ty5cw01hGd68OCB9PcOgPjss8/EqVOnxNWrV4UQQkRHR4tRo0ZJ7S9fvixMTEzEjBkzxIULF8SiRYuEvr6+2LFjR0MNgWoJg04jER8fLwCUuzyRlpYmAIh9+/ZJ2x49eiT++c9/ihYtWggTExMxePBgrXDU2ISHh5c7xr+OCYCIj48XQgiRn58vgoKChI2NjTA0NBTOzs5iwoQJ0j/IjVV1xynE41vMZ82aJezs7IRKpRJ9+/YVycnJ9V98Ndy5c0e89tprwszMTKjVajFmzBitMPf0f7Pp6enCz89PWFlZCZVKJdq2bStmzJghcnJyGmgEZX399dfCyclJKJVK0bVrV3HkyBFpn7+/vwgPD9dqv27dOtG+fXuhVCpFx44dxc8//1zPFeumOuOcNm2a1NbOzk7069dP/P777w1QddXt27ev3L+DT8YVHh4u/P39yxzj7e0tlEqlaNOmjdbfT2q6FEIIUV+zR0RERET1iXddERERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQNVERERHS28SVSiXatm2LuXPnoqSkpKFLIyJqNBh0iJqwkJAQ3LhxA5cuXcJbb72F2bNn49NPPy3TrqioqAGqq1xjrImI5IdBh6gJU6lUsLe3h7OzMyZPnozAwED89NNPiIiIQFhYGObNmwcHBwe4u7sDADIyMjB8+HBYWlrCysoKgwYNwpUrV6T+EhIS0LVrV5iamsLS0hI9e/bE1atXAQB//PEHAgICYG5uDrVaDR8fH5w4cQIAMHv2bOmt60988cUXcHFxkdZ1rYmIqCYYdIhkxNjYWJop2bNnD5KTk7F7925s27YNxcXFCA4Ohrm5OQ4ePIjffvsNZmZmCAkJQVFREUpKShAWFgZ/f3+cPn0aiYmJmDhxIhQKBQBg5MiRaN26NY4fP46TJ08iOjoahoaG1aqvujUREdWUQUMXQEQ1J4TAnj17sHPnTrz55pu4desWTE1N8d///hdKpRIA8MMPP0Cj0eC///2vFF7i4+NhaWmJhIQEvPTSS8jJycHf/vY3uLm5AQA8PT2lc6Snp2PGjBnw8PAAALRr167adVa3pqCgIN1/KERE4IwOUZO2bds2mJmZwcjICKGhoRgxYgRmz54NAPDy8pICBfD4q6eUlBSYm5vDzMwMZmZmsLKyQkFBAVJTU2FlZYWIiAgEBwdjwIAB+PLLL3Hjxg3p+OnTp2P8+PEIDAzE/PnzkZqaWu16q1sTEVFNcUaHqAkLCAjA4sWLoVQq4eDgAAOD//2VNjU11Wr78OFD+Pj4YOXKlWX6sbGxAfB4NmXq1KnYsWMH1q5di/fffx+7d+9G9+7dMXv2bLz++uv4+eefsX37dsTGxmLNmjUYPHgw9PT0IITQ6rO4uLjMeXSpiYioJhh0iJowU1NTtG3btkptX3zxRaxduxa2trZQq9UVtuvcuTM6d+6MmJgY+Pr6YtWqVejevTsAoH379mjfvj2ioqLw2muvIT4+HoMHD4aNjQ2ysrIghJC+gkpKSqq1moiIdMWvroiaiZEjR8La2hqDBg3CwYMHkZaWhoSEBEydOhXXrl1DWloaYmJikJiYiKtXr2LXrl24dOkSPD098ejRI0yZMgUJCQm4evUqfvvtNxw/fly6hqd37964desWFixYgNTUVCxatAjbt2+vcU1ERDXFoEPUTJiYmODAgQNwcnLCkCFD4OnpiXHjxqGgoABqtRomJia4ePEihg4divbt22PixImIjIzEpEmToK+vjzt37mD06NFo3749hg8fjtDQUMyZMwfA44uWv/nmGyxatAidOnXCsWPH8Pbbb9e4JiKimlKIp79YJyIiIpIJzugQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFsMegQERGRbDHoEBERkWwx6BAREZFs/X/CjZL7eIvP8gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta; V; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta; W; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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227Ztq9FWoVA0ca+JiIiopbCop+qOHz+O6upq8XNWVhb+/ve/Y8yYMQaPcXZ2RnZ2tvhZJpM1ah+JiIio5bKo4OTm5qb1efny5ejatSuGDBli8BiZTAYPD4/G7hoRERFZAIsaqtNUUVGBTz/9FC+88ILRKlJxcTG8vb3h5eWFJ554AqdPn6713OXl5VAqlVobERERWT6LDU6JiYkoLCzElClTDLbp0aMHtmzZgj179uDTTz+FSqVCSEgI/vjjD6PnjouLg4uLi7h5eXk1cO+JiIioOZIJgiCYuxONITw8HHZ2dvj6668lH1NZWYmePXti/PjxWLZsmcF25eXlKC8vFz8rlUp4eXnh4YgU2Ng61qvfRERkuaoqS/BT4jAUFRXB2dm5Ua6hVCrh4uKC408MrffK4cWVVRi452Cj9relsciK05UrV/D999/jxRdfNOk4W1tb9OvXD+fPnzfaTi6Xw9nZWWsjIiIiYMOGDfDx8YFCoUBQUBCOHTtmsO3p06fx9NNPi0/Fr1271ui5ly9fDplMhnnz5mntz8/Px/PPPw8PDw84Ojqif//++PLLL2sc/8033yAoKAj29vZo3bo1IiIiTL4/iwxOW7duRfv27TFq1CiTjquursavv/6KDh06NFLPiIiILFdCQgIiIyMRExODjIwM+Pv7Izw8HNevX9fbvrS0FL6+vli+fHmtD2odP34cmzZtQt++fWt8N2nSJGRnZ2Pv3r349ddf8dRTT2Hs2LE4efKk2ObLL7/E888/j6lTp+LUqVM4cuQIJkyYYPI9WlxwUqlU2Lp1KyZPngwbG+0S5aRJkxAVFSV+fvvtt/Hdd9/h4sWLyMjIwHPPPYcrV66YXKkiIiIiYPXq1Zg+fTqmTp2KXr16YePGjXBwcMCWLVv0th84cCBWrlyJZ599FnK53OB5i4uLMXHiRHz00Udo3bp1je9TU1MxZ84cDBo0CL6+vli8eDFcXV2Rnp4OAKiqqsLcuXOxcuVKzJw5Ew888AB69eqFsWPHmnyPFhecvv/+e+Tk5OCFF16o8V1OTg6uXbsmfr59+zamT5+Onj174rHHHoNSqURqaip69erVlF0mIiJq1nSfJNec56tWUVGB9PR0hIWFifusrKwQFhaGtLS0el1/1qxZGDVqlNa5NYWEhCAhIQG3bt2CSqXCzp07UVZWhtDQUABARkYG8vLyYGVlhX79+qFDhw4YOXIksrKyTO6LRa3jBADDhw+Hofnuhw4d0vq8Zs0arFmzpgl6RURE1LQc2zvDyc62XucQKioBoMbT4zExMYiNjdXad/PmTVRXV8Pd3V1rv7u7O86dO1fnPuzcuRMZGRk4fvy4wTaff/45xo0bh7Zt28LGxgYODg7YvXs3unXrBgC4ePEiACA2NharV6+Gj48PVq1ahdDQUPz2229o06aN5P5YXHAiIiKihpWbm6v1IJSxYbWGvu7cuXORnJxs9JVoS5YsQWFhIb7//nu0a9cOiYmJGDt2LH788Uf06dMHKpUKALBo0SI8/fTTAO7Nh+7UqRN27dqFGTNmSO4TgxMREREZJeUJ8nbt2sHa2hoFBQVa+wsKCur8ho709HRcv34d/fv3F/dVV1fjhx9+wPr161FeXo7Lly9j/fr1yMrKwoMPPggA8Pf3x48//ogNGzZg48aN4kNfmlNx5HI5fH19kZOTY1KfLG6OExERETU9Ozs7BAYGIiUlRdynUqmQkpKC4ODgOp1z2LBh+PXXX5GZmSluAwYMwMSJE5GZmQlra2uUlpYCuDefSpO1tbVYaQoMDIRcLtd6N21lZSUuX74Mb29vk/rEihMRERE1iMjISEyePBkDBgzAoEGDsHbtWpSUlGDq1KkA7j3d3rFjR8TFxQG4N6H8zJkz4p/z8vKQmZkJJycndOvWDa1atULv3r21ruHo6Ii2bduK+/38/NCtWzfMmDED8fHxaNu2LRITE5GcnIx9+/YBuFcxmzlzJmJiYuDl5QVvb2+sXLkSADBmzBiT7pHBiYiIiBrEuHHjcOPGDURHRyM/Px8BAQFISkoSJ4zn5ORoVYauXr2Kfv36iZ/j4+MRHx+PIUOG1HigyxBbW1vs378fCxcuxOOPP47i4mJ069YN27dvx2OPPSa2W7lyJWxsbPD888/j7t27CAoKwoEDB/Qub2CMxb5ypSmpl7fnK1eIiMiYpnzlypnpT6BVPZ+qu1NRiV4f7eErVzRwjhMRERGRRAxORERERBIxOBERERFJxOBEREREJBGDExEREZFEDE5EREREEjE4EREREUnE4EREREQkEYMTERERkUR85QoREZEFUrRuBYXcrl7nqCyvaKDeWA5WnIiIiIgkYnAiIiIikojBiYiIiEgiBiciIiIiiRiciIiIiCRicCIiIiKSiMGJiIiISCIGJyIiIiKJGJyIiIiIJGJwIiIiIpKIwYmIiIhIIgYnIiIiIokYnIiIiIgkYnAiIiIiksjG3B0gIiKihmfXxgVyhbxe5ygvK2+g3lgOVpyIiIiIJGJwIiIiIpKIwYmIiIhIIgYnIiIiIoksKjjFxsZCJpNpbX5+fkaP2bVrF/z8/KBQKNCnTx/s37+/iXpLRERELY1FBScAePDBB3Ht2jVx++mnnwy2TU1Nxfjx4zFt2jScPHkSERERiIiIQFZWVhP2mIiIiFoKiwtONjY28PDwELd27doZbPv+++9jxIgRWLBgAXr27Illy5ahf//+WL9+fRP2mIiIiFoKiwtOv//+Ozw9PeHr64uJEyciJyfHYNu0tDSEhYVp7QsPD0daWprRa5SXl0OpVGptREREZPksKjgFBQVh27ZtSEpKwocffohLly7hb3/7G+7cuaO3fX5+Ptzd3bX2ubu7Iz8/3+h14uLi4OLiIm5eXl4Ndg9ERETUfFlUcBo5ciTGjBmDvn37Ijw8HPv370dhYSE+//zzBr1OVFQUioqKxC03N7dBz09ERETNk0UFJ12urq544IEHcP78eb3fe3h4oKCgQGtfQUEBPDw8jJ5XLpfD2dlZayMiIiJgw4YN8PHxgUKhQFBQEI4dO2aw7enTp/H000/Dx8cHMpkMa9eurdEmLi4OAwcORKtWrdC+fXtEREQgOztb/P7y5cs1nqhXb7t27apxvj///BOdOnWCTCZDYWGhyfdn0cGpuLgYFy5cQIcOHfR+HxwcjJSUFK19ycnJCA4OboruERERWZSEhARERkYiJiYGGRkZ8Pf3R3h4OK5fv663fWlpKXx9fbF8+XKDRYvDhw9j1qxZOHr0KJKTk1FZWYnhw4ejpKQEAODl5aX1NP21a9ewdOlSODk5YeTIkTXON23aNPTt27fO92hRwen111/H4cOHcfnyZaSmpuLJJ5+EtbU1xo8fDwCYNGkSoqKixPZz585FUlISVq1ahXPnziE2NhYnTpzA7NmzzXULRERELdbq1asxffp0TJ06Fb169cLGjRvh4OCALVu26G0/cOBArFy5Es8++yzkcv0vJE5KSsKUKVPw4IMPwt/fH9u2bUNOTg7S09MBANbW1lpP03t4eGD37t0YO3YsnJyctM714YcforCwEK+//nqd79GigtMff/yB8ePHo0ePHhg7dizatm2Lo0ePws3NDQCQk5ODa9euie1DQkKwY8cObN68Gf7+/vjiiy+QmJiI3r17m+sWiIiIWqSKigqkp6drPa1uZWWFsLCwWp9WN0VRUREAoE2bNnq/T09PR2ZmJqZNm6a1/8yZM3j77bfxySefwMqq7vHHps5HNkM7d+40+v2hQ4dq7BszZgzGjBnTSD0iIiJq+XSX3ZHL5TUqRDdv3kR1dbXep9XPnTvXIP1QqVSYN28eHnroIYNFjo8//hg9e/ZESEiIuK+8vBzjx4/HypUr0blzZ1y8eLHOfbCo4ERERET32LR2hY29on7nuFsGADWW3YmJiUFsbGy9zl0Xs2bNQlZWlsG3gty9exc7duzAkiVLtPZHRUWhZ8+eeO655+rdBwYnIiIiMio3N1frCXJ985HatWsHa2vrOj2tLsXs2bOxb98+/PDDD+jUqZPeNl988QVKS0sxadIkrf0HDhzAr7/+ii+++AIAIAiC2OdFixZh6dKlkvvB4ERERERGSVl6x87ODoGBgUhJSUFERASAe0NrKSkp9XroShAEzJkzB7t378ahQ4fQpUsXg20//vhjjB49WpzbrPbll1/i7t274ufjx4/jhRdewI8//oiuXbua1B8GJyIiImoQkZGRmDx5MgYMGIBBgwZh7dq1KCkpwdSpUwHce7q9Y8eOiIuLA3BvQvmZM2fEP+fl5SEzMxNOTk7o1q0bgHvDczt27MCePXvQqlUr8e0eLi4usLe3F699/vx5/PDDD9i/f3+NfumGo5s3bwIAevbsCVdXV5PukcGJiIiIGsS4ceNw48YNREdHIz8/HwEBAUhKShInjOfk5Gg90Xb16lX069dP/BwfH4/4+HgMGTJEfKDrww8/BACEhoZqXWvr1q2YMmWK+HnLli3o1KkThg8f3jg39z8yQT3QR3WmVCrh4uKChyNSYGPraO7uEBFRM1VVWYKfEoehqKio0d46of6dlL9pEZzrOTlcebcMHjPeadT+tjQWtY4TERERUWNicCIiIiKSiMGJiIiISCIGJyIiIiKJGJyIiIiIJGJwIiIiIpKIwYmIiIhIIgYnIiIiIokYnIiIiIgk4itXiIiILJCslQtkDva1NzR2Dpu7tTe6z7DiRERERCQRgxMRERGRRAxORERERBIxOBERERFJxOBEREREJBGDExEREZFEDE5EREREEjE4EREREUnE4EREREQkEYMTERERkUQMTkREREQSMTgRERERScTgRERERCQRgxMRERGRRDbm7gARERE1PKGVKwRHh/qdw1reQL2xHKw4EREREUnE4EREREQkEYMTERERkUQMTkREREQSWVRwiouLw8CBA9GqVSu0b98eERERyM7ONnrMtm3bIJPJtDaFQtFEPSYiIqKWxKKC0+HDhzFr1iwcPXoUycnJqKysxPDhw1FSUmL0OGdnZ1y7dk3crly50kQ9JiIiopbEopYjSEpK0vq8bds2tG/fHunp6XjkkUcMHieTyeDh4dHY3SMiIqIWzqKCk66ioiIAQJs2bYy2Ky4uhre3N1QqFfr37493330XDz74oMH25eXlKC8vFz8rlcqG6TC1eM5tXU1qr/yzsFH6QUREjcNig5NKpcK8efPw0EMPoXfv3gbb9ejRA1u2bEHfvn1RVFSE+Ph4hISE4PTp0+jUqZPeY+Li4rB06dLG6jq1AKYGpLqch6GKiKj5sdjgNGvWLGRlZeGnn34y2i44OBjBwcHi55CQEPTs2RObNm3CsmXL9B4TFRWFyMhI8bNSqYSXl1fDdJyapYYKSvW9JsMUEZF5WdTkcLXZs2dj3759OHjwoMGqkSG2trbo168fzp8/b7CNXC6Hs7Oz1kaWx7mtq7g1F82xT0REmjZs2AAfHx8oFAoEBQXh2LFjBtuePn0aTz/9NHx8fCCTybB27do6nzMtLQ2PPvooHB0d4ezsjEceeQR3794FAFy+fBnTpk1Dly5dYG9vj65duyImJgYVFRUm359FBSdBEDB79mzs3r0bBw4cQJcuXUw+R3V1NX799Vd06NChEXpILUFLCSYMUUTU3CQkJCAyMhIxMTHIyMiAv78/wsPDcf36db3tS0tL4evri+XLlxt8SEvKOdPS0jBixAgMHz4cx44dw/HjxzF79mxYWd2LOefOnYNKpcKmTZtw+vRprFmzBhs3bsRbb71l8j3KBEEQTD6qmXrllVewY8cO7NmzBz169BD3u7i4wN7eHgAwadIkdOzYEXFxcQCAt99+G4MHD0a3bt1QWFiIlStXIjExEenp6ejVq5ek6yqVSri4uODhiBTY2Do2/I1Rk7CUAMLhPKLmq6qyBD8lDkNRUVGjjVaofyflf70ZzvV8ya+ypBQej78kub9BQUEYOHAg1q9fD+DefGMvLy/MmTMHCxcuNHqsj48P5s2bh3nz5pl8zsGDB+Pvf/+7wSk2+qxcuRIffvghLl68KPkYwMLmOH344YcAgNDQUK39W7duxZQpUwAAOTk5YgIFgNu3b2P69OnIz89H69atERgYiNTUVMmhiSxDfUOTk6tTw3REQ3FhcZ2O07wXhigiaioVFRVIT09HVFSUuM/KygphYWFIS0trtHNev34dP//8MyZOnIiQkBBcuHABfn5+eOedd/Dwww8bPHdRUVGtT93rY1HBSUrx7NChQ1qf16xZgzVr1jRSj6i5q09gaoywVNv5TQ1T6vtjgCKi+tBddkcul0Mul2vtu3nzJqqrq+Hu7q61393dHefOnavTdaWcU10xio2NRXx8PAICAvDJJ59g2LBhyMrKQvfu3Wuc9/z581i3bh3i4+NN7pNFBSciU9QlNDV2WDLl+qaEKAYoovtPlWNrVDnVb6iuCvfCke6T4zExMYiNja3XuRuKSqUCAMyYMQNTp04FAPTr1w8pKSnYsmWLODVHLS8vDyNGjMCYMWMwffp0k6/H4ET3JVNDU10Ck3Obus13U94y/oogtbqEKAYoIqqL3NxcrTlOutUmAGjXrh2sra1RUFCgtb+goKDOb+eQck71w1y6U2x69uyJnJwcrX1Xr17F0KFDERISgs2bN9epTxb1VB2RFKaEJidXJ0mhybmNY42tzv2rw7nU/ZQa8Pg0HhGZQncJHn3Byc7ODoGBgUhJSRH3qVQqpKSkaK2XaAop5/Tx8YGnpyeys7O1jv3tt9/g7e0tfs7Ly0NoaCgCAwOxdetWrfnOpmDFie4rUsOC1LDUVHSvZawqpe67lCoUK1BE1JAiIyMxefJkDBgwAIMGDcLatWtRUlIiDqHpPtleUVGBM2fOiH/Oy8tDZmYmnJyc0K1bN0nnlMlkWLBgAWJiYuDv74+AgABs374d586dwxdffAHgr9Dk7e2N+Ph43LhxQ+yzqdUwBie6bzRUaJIamFxcFZLaGVNUWFZrHwyFKFOG8pzbujI8EVG9jRs3Djdu3EB0dDTy8/MREBCApKQkcXK37pPtV69eRb9+/cTP8fHxiI+Px5AhQ8SHuWo7JwDMmzcPZWVlmD9/Pm7dugV/f38kJyeja9euAIDk5GScP38e58+fr7EwtqmrMlnUOk7mwnWcmr+GCE21BaaGCEq1MRSk1GqbHyWlCsUARdR4mnIdpz8O7IJzPSeHK4tL0enRMY3a35aGFSeyeI0ZmqSEJWdnW0nX16VUVtZ6Pd0gVVslSsowHofviIgMY3AiguHQVJfAVNegJOU8umFKsx+GQpShAMXhOyIi0zE4kUWTUm1qiNBUW1hycbautR/6FCmrjV5HM0ip+yU1QLH6RERkOgYnuq+ZEppMCUx1DUpSzqMZptTX1xegAO0QVd8AxfBERMTgRBastmpTQ4cmY2HJxal+z2AUFcv0XkcdojT7UlsVyliAYngiIjKOwYlIg5TQJCUw1RaUnO1VRr9X3tVemE33fOogZSxESQlQplafGJ6I6H7H4EQWqS7VpoYITfoCU20hSR9Dx6gDleZ1dENUbQGqvtUnznsiovsZgxORAaaEJt3AZCj4OCsq6tQXZZmd3vMq71rVCFG1BShTqk8cuiMi0sbgRPcdKdUmY6GptiqTbrgxFJacbI0vZgkAxZUKvefQDVK6lai6BCh91ScO3RERaWNwIqqFsaUGNEOTZmDSF5akBCUpxxRXKrTOryyz07q2ZhXKUICqbfjO1KE7hiei5qfS3gUV9vV7m0VldcOsS2dJGJzI4khdKVxsX0u1Ses7A8NzhkKTvuDjZGP8tSjGFFc5ap3TWIgyFqD0VZ8YnoiIasfgRPeV2l7gq8vQEJ2+0KRbZdIMOPrCkqNKaVJfSqycjYYuzRBVW4DSV33SN3TH8EREpI3BiUiDZrWprqHJWGDSF5YcyguN9qlU7qr3WM0gpVmJqi1AmVJ9MjTvieGJiO5XDE50XzP0WhVD6hqaNENPbUHJ7m4hKuxdjbYvlbtqByk9P8n6ApQp1SdjQ3cMT0R0v2JwIqqFvgUu9S03oA5NUgOT3V3tz1K/q7B31TqXZojSN5ynDlBSq08MT0REhjE40X2jtvlNhobpxO/1LW75v4qOvkng6jCjGXJ0A5FN8W2jfTKFvgClO5kcqFl90lxAk+GJiMg4BiciExlbCVxd7aktNOkGJplSWoASnFtrHVvl1Fp/dUquvtC9f6gDlG71ydDQnea8J4YnIqK/WNXehOj+ZezFvbrVJimhyab4thh8ZMrb4qYmKAv1bmq6x6jPZ1N8G3Z3C8XrqK+t7ou6b+q+qvvubK8Sg6A6QGneszpA1VgQVGdumLFqnqnLQxARNWesOBE1Ms3QBNSsLmkGI0P0tZFpfq9TidKiU33SpW/oTt+kcVaeiIhYcSKSRF2N0X2SrrZqk7HQpFlNqrp126RN93jdKpTmtU2pPmnea0NXnoiILAErTkQNTGpoAiCGILVyCVUZeVtXreM0f4hlevZpH1xz4riheU+6lSc13cqTLkOVJ1adiMgSsOJE1ECkrgSuLzSV/1moNzSV3VKi7Jb2edVt1e11q1AAjFafHFVKOKqUJleetBYE1XwC0YS1sDjfiYhaOlac6L5RXFjcKENJxl6Doltt0g1NumFJNyQZ269o4ywer1mFUv9Q66s+qdeAEpcusKn9iTvdp+0MrTAudb4TEVFLxooTUSPQt0SAoeE5oGZlqbigyOCm7xjdCpTm9TSrT/rmPTVW5clQSGXViYhaMgYnsjjNbR6NoTWa1EFHX2AyRjdE6QtQ6uG7+oYnQ/QtEKoPwxMRWRoO1RE1oNreQ6embz6TbmC6c83wnKlWHZy1jnFydxHDk3oITz18pzl0p7lsgeawHYAaE8YBmDxZXHfIjojMp1TuAmt5/aYnlFYyJuhixYmoCekO06nDjimhSf29elMfr1mBAqB36M5Q5Ul3qQKAQ3ZERPowOBH9j7FH7NXvc6uNunpTH7qhqehySY1Nt71mgAIMhydAe+hQcy6WZngyNN9Jl9QhO0MYnoiopWFwIotkaJ6T7pNetQ0r6Q5LKe/W/JEprpL+OH5t9IUmvf0yEKAA4+FJc86T5lIFuotkAvpfXKxvcUzxuzpUnYiIWhqLDE4bNmyAj48PFAoFgoKCcOzYMaPtd+3aBT8/PygUCvTp0wf79+9vop5Sc6V+5N7g92V2jd4HQ6FJt41mu9rCE6D9+hbN17Rozs+q65BdXbDqREQticUFp4SEBERGRiImJgYZGRnw9/dHeHg4rl+/rrd9amoqxo8fj2nTpuHkyZOIiIhAREQEsrKymrjn1NKVWDmb7dpSwhOgf74ToH/IDpD+lJ0aq05EZOksLjitXr0a06dPx9SpU9GrVy9s3LgRDg4O2LJli97277//PkaMGIEFCxagZ8+eWLZsGfr374/169c3cc+podVluE7fPCf1cJ2+eU7qp890Vdi7in8WnFuLf7Zp01pP64ZRW4XK0HwnKVUnNVadiOh+Z1HBqaKiAunp6QgLCxP3WVlZISwsDGlpaXqPSUtL02oPAOHh4QbbA0B5eTmUSqXWRpbH0HBdbfOcNCeIVznpD0ryRg4KxqpOappDdkDtVSepWHUiIktmUcHp5s2bqK6uhru7u9Z+d3d35Ofn6z0mPz/fpPYAEBcXBxcXF3Hz8vKqf+epSZladdJHPc9Js+qkOVynWXUCAJmz9mfg3ppLmtTrM9WV1KqTrrrMddJV36oTEVFLIDk4Xbp0qTH70aJERUWhqKhI3HJzc83dJTKgvquIq6tOusN1plSdgNqH65zcXWrsc/FpmKf19K1EbsryBEDTPGHH4ToiagkkB6euXbuiS5cueOGFF/Dvf/8bf/zxR2P2q07atWsHa2trFBQUaO0vKCiAh4eH3mM8PDxMag8Acrkczs7OWhvdn/Q9Xac7SVxzuE6z6qQerlNXndThqb5VJzXdpQ2kDNfVRuokcSIiSyU5OB04cACTJ0/GxYsX8dJLL8Hb2xvdu3fHjBkzsHPnzhrhwxzs7OwQGBiIlJQUcZ9KpUJKSgqCg4P1HhMcHKzVHgCSk5MNtqeWp76TxKVUndTDdbpVJ/VwXZVTa71Vp9rmOjVU1UmKukwSr7Gfw3VE972GXhKouLgYs2fPRqdOnWBvby8++KWPIAgYOXIkZDIZEhMTtb5LSUlBSEgIWrVqBQ8PD7z55puoqqoy+f4kB6fQ0FDExsbi0KFDuH37NpKTkzF+/HicPXsWU6ZMgaenJx588EGTO9DQIiMj8dFHH2H79u04e/YsXn75ZZSUlGDq1KkAgEmTJiEqKkpsP3fuXCQlJWHVqlU4d+4cYmNjceLECcyePdtct0DNRGPMdRKcW4tVJ80hO31VJ3XlycXHUXKA0mxnqHJlaJ5TXXC4jog0NcaSQJGRkUhKSsKnn36Ks2fPYt68eZg9ezb27t1b43xr166FTFbzCehTp07hsccew4gRI3Dy5EkkJCRg7969WLhwocn3WKfJ4QqFAo8++igWL16MpUuX4tVXX4WTkxPOnTtXl9M1qHHjxiE+Ph7R0dEICAhAZmYmkpKSxAngOTk5uHbtmtg+JCQEO3bswObNm+Hv748vvvgCiYmJ6N27t7lugRpBfVcSr63qpDlkJ+UJO83wZGjIDtAOP7UFKKnhqq5P9Jn6dB0R3X8aY0mg1NRUTJ48GaGhofDx8cFLL70Ef3//GpWszMxMrFq1Su+1EhIS0LdvX0RHR6Nbt24YMmQIVqxYgQ0bNuDOnTsm3aNJwamiogI//PADli5diqFDh8LV1RUzZ87E7du3sX79+mYzgXz27Nm4cuUKysvL8fPPPyMoKEj87tChQ9i2bZtW+zFjxiA7Oxvl5eXIysrCY4891sQ9JnNqjHWdiqscxaqToSE7KfOdgJqVI3WA0t00aR6jPpfuE3xSaE4QJ6L7l+4SPOXl5TXaNNaSQCEhIdi7dy/y8vIgCAIOHjyI3377DcOHDxfblJaWYsKECdiwYYPeOcrl5eVQKLTX3bO3t0dZWRnS09Ol/SWo70lqw0cffRStW7fGK6+8guvXr2PGjBm4cOECsrOz8dFHH+H5559H586dTbo4UVNqqCfsauzXqTrVNmSnG5505ztphifdoTspE8f1haaGVNsEcS6GSdQ8lMpaocTKuV5bqawVAMDLy0trGZ64uLga12usJYHWrVuHXr16oVOnTrCzs8OIESOwYcMGPPLII2Kb+fPnIyQkBE888YTe64SHhyM1NRX/+c9/UF1djby8PLz99tsAoDUKJYWN1IY//vgjOnTogEcffRShoaEYMmQI2rZta9LFiMxN+Weh3l/MxYXFWvNulLdKxHk5RYVl4nwdpbISzs62KFJWw8XZGkXFMrg4CVDetYKzvQrKMjsxWBRXOcLJpuReeJLfm3BdYe8qPvIvOLeGTHn7Xngy0N+yW0ox/KiXFZD61J1maDJUbdK3tlRjcW7jqFXNc3J1qlHtI6LmKTc3V+sJcrlc3mTXXrduHY4ePYq9e/fC29sbP/zwA2bNmgVPT0+EhYVh7969OHDgAE6ePGnwHMOHD8fKlSsxc+ZMPP/885DL5ViyZAl+/PFHWFmZNmtJcuvCwkJs3rwZDg4OeO+99+Dp6Yk+ffpg9uzZ+OKLL3Djxg2TLkzU3Jk6ZKdZedJ9yq7Eylmc71Rh74oqp9Z6h+30VZ/0VaBqYyg0qc8r9dUv5nz/HhE1H7pL8OgLTo2xJNDdu3fx1ltvYfXq1Xj88cfRt29fzJ49W5zPDNx76v/ChQtwdXWFjY0NbGzu/V/Rp59+GqGhoeJ5IyMjUVhYiJycHNy8eVOsTvn6+pr0dyE5ODk6OmLEiBFYvnw5fv75Z9y8eRMrVqyAg4MDVqxYgU6dOnFCNbUIUieK61KHJ80hO1OWKNANT4D+OU+a4clYgDK2qekLTbrU1zf0epj60HyyjogsW2MsCVRZWYnKysoaVSFra2uoVPeWRVm4cCF++eUXZGZmihsArFmzBlu3btU6TiaTwdPTE/b29vjPf/4DLy8v9O/f36T7lDxUp8vR0RFt2rRBmzZt0Lp1a9jY2ODs2bN1PR1Rk6rLkJ3W8f8bstOkOWwH3BuyK65UwMm2zOiwXZVTa/EHUT3dXP256tZtMfCU/1lYY8hN36KW+oblNEOTOpgZG6bTXflck75FP4mIgHtVncmTJ2PAgAEYNGgQ1q5dW2NJoI4dO4pzpObOnYshQ4Zg1apVGDVqFHbu3IkTJ05g8+bNAO5VuoYMGYIFCxbA3t4e3t7eOHz4MD755BOsXr0awL2qlb6KVufOndGlSxfx88qVKzFixAhYWVnhq6++wvLly/H555/D2rrmcirGSA5OKpUKJ06cwKFDh3Dw4EEcOXIEJSUl6NixI4YOHYoNGzZg6NChJl2cqDmq63wnXer5TobCk5oYnopva817AvQHKOCvtZhqe1JOX2AC/gpNutUm3ffradKc9E5EpM+4ceNw48YNREdHIz8/HwEBATWWBNKsHqmXBFq8eDHeeustdO/evcaSQDt37kRUVBQmTpyIW7duwdvbG++88w5mzpxpUt/++9//4p133kF5eTn8/f2xZ88ejBw50uR7lAmCIEhp6OzsjJKSEnh4eGDo0KEYOnQoQkND0bVrV5MvammUSiVcXFzwcEQKbGybbqVnqj9DT3DpW6BRs/Kktbjj/ypP6vCkXhRSvbq2erK4eh0k9Urc6kf91at0qyeNq1fw1nyHnOarUTTfMyeVsdAE1AxOpXJXcX6TeqhRHZzUFSf1sKR6mFI9bAnoDGdqrsKus06WseHR+j4FSdQcVVWW4KfEYSgqKmq013WpfycdP3kGTq1a1etcxXfuYGC/Xo3a35ZGcsVp5cqVGDp0KB544IHG7A9Rk5I6ZAfU7Um7e2oObakrT44qJUrlrjWG7oC/fjg1K1CCstDgxG51oDL0vebQXG2hiYiI9JMcnGbMmNGY/SAyG1PCk6bawhMAvUsVaA15qX8CdR5Q0ReggL/mQKlpVqL0BSZ985ikhKbaqk1SSX1tDRFRS1HnyeFE94PaJovXNufJ0DpP+uY9qatPmrQC1P/mQKlpVqJqo3kcoP0EXV0qTbrDdFrfGVgolIjIEjA4EcFw1Qlo3PCk5X8/jbUFKKBmiJJKX2ACtENTXapNmvObiIgsGYMT0f80RngCYHTek271CYDRANUQdJ+cMxaa9NFcq8oUhl6gTETUkjA4EWlo6PAEwKR5T1IClHoiuS71U3m6DC0xoC8wAdqhyVi1icN0RHQ/YnAi0mFqeAJg9Gk7AAaH7u7Rrj4B+gMUoL8KpV7OwNgaTID+OUy6r1SpLTTpm9tkaJiuPhPDuRQBETVXDE5EepgSnoCaSxUA99Z6Uldg9A3dATWrT4DhACUunqmhLsN5+t4/py8wAfpDU0PhC36JqCVicCIyoD7hCahb9clQgNJHX5Ayhb55TFJCk6Fqk6FFLwHObyIyh+JqB8DIfEVp5+CDH7oYnIiMaOjwBNRefQK0AxRQM0RpDeXpUK9MrtVXI//x1A1nuvOZTA1NRESWjMGJqBa1hScAtc57AmCw+gQYDlBA7SEK+Ot1LoDxkAQYfuecscAESJvXBEirNnGYjohaKgYnIgmMhSegftUnwHCAAqBVhQJqBpzahvSM3peep+WMBSbNvortjQzR1alPnBhORM0YgxORROpf6PUdugNgUoACalahAMNBqq70Tf42JTTpPSerTURkYRiciExU36E7wLQABaBGiAL0Bx11mKr1How8IadvfSZ9Q3O6oYkTwonofsDgRFQHdR26A+oWoAD9IQr4K0gBdV8yQF9Y0r2+eA09VSapQ3S1VZs4TEdEzR2DE1EdSQlPAGodvgMMByjAeIgCDIee+jA0+VtqaGK1iYgsFYMTUT3UNu8JkF59AmoGKKBmFQrQH2w0w5SpantJrylVJkOhidUmIrIEDE5EDaA+1SfAtAClphmkgNrDj6mMTfxu6NBERNRSMDgRNRCp1SfAcIAC9M+BArRDFKA/2OiGKVNIWcTS1MAESAtNrDYRUUvB4ETUwGqrPgGGAxRQexUKqBmixGMbYQXv2iZ+MzQR0f2EwYmoEUipPgHSAhRgPESpGQpTdSHlKbnaJoBzeI6ILBGDE1EjklJ9AowHKMB4iFJriFW7pZDyxJzU0MRqExG1NAxORI1MavUJqD1AAdJCVEOTuryAKVUmhiYiaokYnIiaSF0CFCA9RGmqT6CqyxpMpg7LMTQRUUvF4ETUxEwJUID0EKV1jSZagLIu85gYmoiaRkmlAqjjC8D/OkdFA/XGcjA4EZmJqQEKqFuIamh1nfTNwEREloDBicjM6hKgAP0BprHCVH2fkGNoIiJLweBE1ExohgtTQ5RabQHHULBqrKUDGJiIyNLU7VXqzdDly5cxbdo0dOnSBfb29ujatStiYmJQUWF8fDY0NBQymUxrmzlzZhP1mkg/5Z+F4taQiguL9W6NgaGJiCyRxVSczp07B5VKhU2bNqFbt27IysrC9OnTUVJSgvj4eKPHTp8+HW+//bb42cHBobG7SyRZQ1SimgrDEhFZOosJTiNGjMCIESPEz76+vsjOzsaHH35Ya3BycHCAh4dHY3eRqN6aa4hiYCKi+4XFDNXpU1RUhDZt2tTa7rPPPkO7du3Qu3dvREVFobS01Gj78vJyKJVKrY2oqWkO5zV1cDHntYmIzMliKk66zp8/j3Xr1tVabZowYQK8vb3h6emJX375BW+++Says7Px1VdfGTwmLi4OS5cubeguE9WLoQBT38oUgxER0V9kgiAI5u6EMQsXLsR7771ntM3Zs2fh5+cnfs7Ly8OQIUMQGhqKf/3rXyZd78CBAxg2bBjOnz+Prl276m1TXl6O8vJy8bNSqYSXlxcejkiBjW3TvAKDiIhanqrKEvyUOAxFRUVwdnZulGsolUq4uLhgX1o+HJ3qd42SYiX+EezRqP1taZp9xem1117DlClTjLbx9fUV/3z16lUMHToUISEh2Lx5s8nXCwoKAgCjwUkul0Mul5t8biIiImrZmv0cJzc3N/j5+Rnd7OzsANyrNIWGhiIwMBBbt26FlZXpt5eZmQkA6NChQ0PeBhER0X1hw4YN8PHxgUKhQFBQEI4dO2a0/a5du+Dn5weFQoE+ffpg//79NdqcPXsWo0ePhouLCxwdHTFw4EDk5OSI38+YMQNdu3aFvb093Nzc8MQTT+DcuXPi99u2baux9JB6u379ukn31+yDk1Tq0NS5c2fEx8fjxo0byM/PR35+vlYbPz8/8V/ihQsXsGzZMqSnp+Py5cvYu3cvJk2ahEceeQR9+/Y1160QERG1SAkJCYiMjERMTAwyMjLg7++P8PBwg+EkNTUV48ePx7Rp03Dy5ElEREQgIiICWVlZYpsLFy7g4Ycfhp+fHw4dOoRffvkFS5YsgULx13v41AWTs2fP4ttvv4UgCBg+fDiqq6sBAOPGjcO1a9e0tvDwcAwZMgTt27c36R6b/RwnqbZt24apU6fq/U59i5cvX0aXLl1w8OBBhIaGIjc3F8899xyysrJQUlICLy8vPPnkk1i8eLFJY7nq8WTOcSIiImMsfY5TUFAQBg4ciPXr1wMAVCoVvLy8MGfOHCxcuLBG+3HjxqGkpAT79u0T9w0ePBgBAQHYuHEjAODZZ5+Fra0t/v3vf0vu9y+//AJ/f3+D025u3LiBjh074uOPP8bzzz8v+byABVWcpkyZAkEQ9G5qPj4+EAQBoaGhAAAvLy8cPnwYf/75J8rKyvD7779jxYoVnABHRESkQXcJHs0HpNQqKiqQnp6OsLAwcZ+VlRXCwsKQlpam97xpaWla7QEgPDxcbK9SqfDNN9/ggQceQHh4ONq3b4+goCAkJiYa7GtJSQm2bt2KLl26wMvLS2+bTz75BA4ODnjmmWdqu/UaLCY4ERER0V/ulNlBWc/tTtm9OcReXl5wcXERt7i4uBrXu3nzJqqrq+Hu7q61393dXWvajKb8/Hyj7a9fv47i4mIsX74cI0aMwHfffYcnn3wSTz31FA4fPqx13P/93//ByckJTk5O+O9//4vk5GRxDrSujz/+GBMmTIC9vb20v0wNzf6pOiIiIjKv3NxcrdGYpnqyXKVSAQCeeOIJzJ8/HwAQEBCA1NRUbNy4EUOGDBHbTpw4EX//+99x7do1xMfHY+zYsThy5IjWXCjgXpXr7NmzJg39aWJwIiIiIqOcnZ1rncbSrl07WFtbo6CgQGt/QUGBwdeaeXh4GG3frl072NjYoFevXlptevbsiZ9++klrn7oa1r17dwwePBitW7fG7t27MX78eK12//rXvxAQEIDAwECj92MIh+qIiIio3uzs7BAYGIiUlBRxn0qlQkpKCoKDg/UeExwcrNUeAJKTk8X2dnZ2GDhwILKzs7Xa/Pbbb/D29jbYF/UcZ925WMXFxfj8888xbdo0k+5NEytORERE1CAiIyMxefJkDBgwAIMGDcLatWtRUlIiPvU+adIkdOzYUZwjNXfuXAwZMgSrVq3CqFGjsHPnTpw4cUJrAesFCxZg3LhxeOSRRzB06FAkJSXh66+/xqFDhwAAFy9eREJCAoYPHw43Nzf88ccfWL58Oezt7fHYY49p9S8hIQFVVVV47rnn6nyPDE5ERETUIMaNG4cbN24gOjoa+fn5CAgIQFJSkjgBPCcnR2tx6pCQEOzYsQOLFy/GW2+9he7duyMxMRG9e/cW2zz55JPYuHEj4uLi8Oqrr6JHjx748ssv8fDDDwMAFAoFfvzxR6xduxa3b9+Gu7s7HnnkEaSmptZYo+njjz/GU089BVdX1zrfo8Ws42ROXMeJiIikaMp1nP5z8BYc6rmOU2mxEuOHtuG76jRwjhMRERGRRAxORERERBIxOBERERFJxOBEREREJBGDExEREZFEDE5EREREEjE4EREREUnE4EREREQkEYMTERERkUR85QoREZEFulNmhSrr+tVH7paxvqKLfyNEREREEjE4EREREUnE4EREREQkEYMTERERkUQMTkREREQSMTgRERERScTgRERERCQRgxMRERGRRAxORERERBIxOBERERFJxOBEREREJBGDExEREZFEDE5EREREEjE4EREREUlkY+4OEBERUcMrKpGhQpDV6xx3S+t3vCVixYmIiIhIIgYnIiIiIokYnIiIiIgksqjg5OPjA5lMprUtX77c6DFlZWWYNWsW2rZtCycnJzz99NMoKChooh4TERFRS2JRwQkA3n77bVy7dk3c5syZY7T9/Pnz8fXXX2PXrl04fPgwrl69iqeeeqqJektEREQticU9VdeqVSt4eHhIaltUVISPP/4YO3bswKOPPgoA2Lp1K3r27ImjR49i8ODBjdlVIiIiamEsruK0fPlytG3bFv369cPKlStRVVVlsG16ejoqKysRFhYm7vPz80Pnzp2RlpZm8Ljy8nIolUqtjYiIiCyfRVWcXn31VfTv3x9t2rRBamoqoqKicO3aNaxevVpv+/z8fNjZ2cHV1VVrv7u7O/Lz8w1eJy4uDkuXLm3IrhMREVEL0OwrTgsXLqwx4Vt3O3fuHAAgMjISoaGh6Nu3L2bOnIlVq1Zh3bp1KC8vb9A+RUVFoaioSNxyc3Mb9PxERETUPDX7itNrr72GKVOmGG3j6+urd39QUBCqqqpw+fJl9OjRo8b3Hh4eqKioQGFhoVbVqaCgwOg8KblcDrlcLqn/REREZDmafcXJzc0Nfn5+Rjc7Ozu9x2ZmZsLKygrt27fX+31gYCBsbW2RkpIi7svOzkZOTg6Cg4Mb5X6IiIgs2YYNG+Dj4wOFQoGgoCAcO3bMaPtdu3bBz88PCoUCffr0wf79+w22nTlzJmQyGdauXSvuu3z5MqZNm4YuXbrA3t4eXbt2RUxMDCoqKrTa6BuxOnr0qMn31+yDk1RpaWlYu3YtTp06hYsXL+Kzzz7D/Pnz8dxzz6F169YAgLy8PPj5+Yn/El1cXDBt2jRERkbi4MGDSE9Px9SpUxEcHMwn6oiIiEyUkJCAyMhIxMTEICMjA/7+/ggPD8f169f1tk9NTcX48eMxbdo0nDx5EhEREYiIiEBWVlaNtrt378bRo0fh6emptf/cuXNQqVTYtGkTTp8+jTVr1mDjxo146623apzj+++/11qyKDAw0OR7tJjgJJfLsXPnTgwZMgQPPvgg3nnnHcyfPx+bN28W21RWViI7OxulpaXivjVr1uAf//gHnn76aTzyyCPw8PDAV199ZY5bICIiatFWr16N6dOnY+rUqejVqxc2btwIBwcHbNmyRW/7999/HyNGjMCCBQvQs2dPLFu2DP3798f69eu12uXl5WHOnDn47LPPYGtrq/XdiBEjsHXrVgwfPhy+vr4YPXo0Xn/9db2/y9u2bQsPDw9x0z2XFM1+jpNU/fv3r7Xk5uPjA0EQtPYpFAps2LABGzZsaMzuERERtVi6y+7om+tbUVGB9PR0REVFifusrKwQFhZmcImftLQ0REZGau0LDw9HYmKi+FmlUuH555/HggUL8OCDD0rqb1FREdq0aVNj/+jRo1FWVoYHHngAb7zxBkaPHi3pfJosJjgRERHRX5TKalRUVdfrHGWl94738vLS2h8TE4PY2FitfTdv3kR1dTXc3d219ru7u4tPv+vKz8/X215zSaD33nsPNjY2ePXVVyX1+fz581i3bh3i4+PFfU5OTli1ahUeeughWFlZ4csvv0RERAQSExNNDk8MTkRERGRUbm4unJ2dxc9N9WR5eno63n//fWRkZEAmk9XaPi8vDyNGjMCYMWMwffp0cX+7du20KlsDBw7E1atXsXLlSpODk8XMcSIiIqLG4ezsrLXpC07t2rWDtbU1CgoKtPYbW+LHw8PDaPsff/wR169fR+fOnWFjYwMbGxtcuXIFr732Gnx8fLSOu3r1KoYOHYqQkBCt+c2GBAUF4fz587W208XgRERERPVmZ2eHwMBArSV+VCoVUlJSDC7xExwcrNUeAJKTk8X2zz//PH755RdkZmaKm6enJxYsWIBvv/1WPCYvLw+hoaEIDAzE1q1bYWVVe7zJzMxEhw4dTL5PDtURERFRg4iMjMTkyZMxYMAADBo0CGvXrkVJSQmmTp0KAJg0aRI6duyIuLg4AMDcuXMxZMgQrFq1CqNGjcLOnTtx4sQJsWLUtm1btG3bVusatra28PDwEBe2Vocmb29vxMfH48aNG2JbdeVq+/btsLOzQ79+/QAAX331FbZs2YJ//etfJt8jgxMRERE1iHHjxuHGjRuIjo5Gfn4+AgICkJSUJE4Az8nJ0aoGhYSEYMeOHVi8eDHeeustdO/eHYmJiejdu7fkayYnJ+P8+fM4f/48OnXqpPWd5pP0y5Ytw5UrV2BjYwM/Pz8kJCTgmWeeMfkeZYLu8/lkMqVSCRcXFzwckQIbW0dzd4eIiJqpqsoS/JQ4DEVFRVqTrRuS+nfSki23oHCo3zXKSpVY9kKbRu1vS8M5TkREREQSMTgRERERScTgRERERCQRgxMRERGRRAxORERERBIxOBERERFJxOBEREREJBGDExEREZFEDE5EREREEvGVK0RERBbozp1KVFRV1usc5Xfrd7wlYsWJiIiISCIGJyIiIiKJGJyIiIiIJGJwIiIiIpKIwYmIiIhIIgYnIiIiIokYnIiIiIgkYnAiIiIikojBiYiIiEgiBiciIiIiiRiciIiIiCRicCIiIiKSiMGJiIiISCIGJyIiIiKJbMzdASIiImp4yqIy2JXb1escFWVlDdQby8GKExEREZFEDE5EREREEjE4EREREUlkMcHp0KFDkMlkerfjx48bPC40NLRG+5kzZzZhz4mIiKilsJjJ4SEhIbh27ZrWviVLliAlJQUDBgwweuz06dPx9ttvi58dHBwapY9ERETUsllMcLKzs4OHh4f4ubKyEnv27MGcOXMgk8mMHuvg4KB1LBEREZE+FjNUp2vv3r34888/MXXq1FrbfvbZZ2jXrh169+6NqKgolJaWGm1fXl4OpVKptREREZHls5iKk66PP/4Y4eHh6NSpk9F2EyZMgLe3Nzw9PfHLL7/gzTffRHZ2Nr766iuDx8TFxWHp0qUN3WUiIiJq5pp9xWnhwoUGJ32rt3Pnzmkd88cff+Dbb7/FtGnTaj3/Sy+9hPDwcPTp0wcTJ07EJ598gt27d+PChQsGj4mKikJRUZG45ebm1vs+iYiIqPlr9hWn1157DVOmTDHaxtfXV+vz1q1b0bZtW4wePdrk6wUFBQEAzp8/j65du+ptI5fLIZfLTT43ERERtWzNvuLk5uYGPz8/o5ud3V9LyguCgK1bt2LSpEmwtbU1+XqZmZkAgA4dOjTULRAREd03NmzYAB8fHygUCgQFBeHYsWNG2+/atQt+fn5QKBTo06cP9u/fL35XWVmJN998E3369IGjoyM8PT0xadIkXL16Vesc77zzDkJCQuDg4ABXV9ca1zh16hTGjx8PLy8v2Nvbo2fPnnj//ffrdH/NPjiZ6sCBA7h06RJefPHFGt/l5eXBz89P/Jd44cIFLFu2DOnp6bh8+TL27t2LSZMm4ZFHHkHfvn2buutEREQtWkJCAiIjIxETE4OMjAz4+/sjPDwc169f19s+NTUV48ePx7Rp03Dy5ElEREQgIiICWVlZAIDS0lJkZGRgyZIlyMjIwFdffYXs7OwaI0oVFRUYM2YMXn75Zb3XSU9PR/v27fHpp5/i9OnTWLRoEaKiorB+/XqT71EmCIJg8lHN2IQJE3DlyhUcOXKkxneXL19Gly5dcPDgQYSGhiI3NxfPPfccsrKyUFJSAi8vLzz55JNYvHgxnJ2dJV9TqVTCxcUFD0ekwMbWsSFvh4iILEhVZQl+ShyGoqIik37PmEL9O+mFt6/ATlG/a1SUKbEl2ltyf4OCgjBw4EAxkKhUKnh5eWHOnDlYuHBhjfbjxo1DSUkJ9u3bJ+4bPHgwAgICsHHjRr3XOH78OAYNGoQrV66gc+fOWt9t27YN8+bNQ2FhYa19nTVrFs6ePYsDBw7U2lZTs5/jZKodO3YY/M7HxweaOdHLywuHDx9uim4RERFZtIqKCqSnpyMqKkrcZ2VlhbCwMKSlpek9Ji0tDZGRkVr7wsPDkZiYaPA6RUVFkMlkeofkTFFUVIQ2bdqYfJzFBSciIiJqWLrrFep7SOrmzZuorq6Gu7u71n53d/caT7+r5efn622fn5+vt31ZWRnefPNNjB8/vl4Vu9TUVCQkJOCbb74x+VgGJyIiIgt053YpbOXW9TpHZfm9BaG9vLy09sfExCA2NrZe5za5L5WVGDt2LARBwIcffljn82RlZeGJJ55ATEwMhg8fbvLxDE5ERERkVG5urlaFR9+SPO3atYO1tTUKCgq09hcUFBh8rZmHh4ek9urQdOXKFRw4cKDO1aYzZ85g2LBheOmll7B48eI6ncPinqojIiKihuXs7Ky16QtOdnZ2CAwMREpKirhPpVIhJSUFwcHBes8bHBys1R4AkpOTtdqrQ9Pvv/+O77//Hm3btq3TPZw+fRpDhw7F5MmT8c4779TpHAArTkRERNRAIiMjMXnyZAwYMACDBg3C2rVrUVJSIr43dtKkSejYsSPi4uIAAHPnzsWQIUOwatUqjBo1Cjt37sSJEyewefNmAPdC0zPPPIOMjAzs27cP1dXV4vynNm3aiOs45uTk4NatW8jJyUF1dbW4JmO3bt3g5OSErKwsPProowgPD0dkZKR4Dmtra7i5uZl0jwxORERE1CDGjRuHGzduIDo6Gvn5+QgICEBSUpI4ATwnJwdWVn8NdoWEhGDHjh1YvHgx3nrrLXTv3h2JiYno3bs3gHvrL+7duxcAEBAQoHUt9dJCABAdHY3t27eL3/Xr10+rzRdffIEbN27g008/xaeffiq28/b2xuXLl026R4tbx8kcuI4TERFJ0ZTrOI2Zfxa28lb1Oldl+R3sWtOzUfvb0nCOExEREZFEDE5EREREEjE4EREREUnE4EREREQkEYMTERERkUQMTkREREQSMTgRERERScTgRERERCQRgxMRERGRRHzlChERkQUqLiqBrZ2sXueorChpoN5YDlaciIiIiCRicCIiIiKSiMGJiIiISCIGJyIiIiKJGJyIiIiIJGJwIiIiIpKIwYmIiIhIIgYnIiIiIokYnIiIiIgkYnAiIiIikojBiYiIiEgiBiciIiIiiRiciIiIiCRicCIiIiKSyMbcHSAiIqKGd+dWEWxsq+p1jqrKkgbqjeVgxYmIiIhIIgYnIiIiIokYnIiIiIgkajHB6Z133kFISAgcHBzg6uqqt01OTg5GjRoFBwcHtG/fHgsWLEBVlfHx3Vu3bmHixIlwdnaGq6srpk2bhuLi4ka4AyIiImrpWkxwqqiowJgxY/Dyyy/r/b66uhqjRo1CRUUFUlNTsX37dmzbtg3R0dFGzztx4kScPn0aycnJ2LdvH3744Qe89NJLjXELRERE1MK1mKfqli5dCgDYtm2b3u+/++47nDlzBt9//z3c3d0REBCAZcuW4c0330RsbCzs7OxqHHP27FkkJSXh+PHjGDBgAABg3bp1eOyxxxAfHw9PT89Gux8iIiJqeVpMxak2aWlp6NOnD9zd3cV94eHhUCqVOH36tMFjXF1dxdAEAGFhYbCyssLPP/9s8Frl5eVQKpVaGxEREVk+iwlO+fn5WqEJgPg5Pz/f4DHt27fX2mdjY4M2bdoYPAYA4uLi4OLiIm5eXl717D0RERG1BGYNTgsXLoRMJjO6nTt3zpxd1CsqKgpFRUXilpuba+4uERERURMw6xyn1157DVOmTDHaxtfXV9K5PDw8cOzYMa19BQUF4neGjrl+/brWvqqqKty6dcvgMQAgl8shl8sl9YuIiIgsh1krTm5ubvDz8zO66ZvUrU9wcDB+/fVXrSCUnJwMZ2dn9OrVy+AxhYWFSE9PF/cdOHAAKpUKQUFB9bs5IiKi+9CGDRvg4+MDhUKBoKCgGkUNXbt27YKfnx8UCgX69OmD/fv3a30vCAKio6PRoUMH2NvbIywsDL///rtWGylLC/3yyy/429/+BoVCAS8vL6xYsaJO99di5jjl5OQgMzMTOTk5qK6uRmZmJjIzM8W/mOHDh6NXr154/vnncerUKXz77bdYvHgxZs2aJVaHjh07Bj8/P+Tl5QEAevbsiREjRmD69Ok4duwYjhw5gtmzZ+PZZ5/lE3VEREQmSkhIQGRkJGJiYpCRkQF/f3+Eh4fXGN1RS01Nxfjx4zFt2jScPHkSERERiIiIQFZWlthmxYoV+OCDD7Bx40b8/PPPcHR0RHh4OMrKysQ2tS0tpFQqMXz4cHh7eyM9PR0rV65EbGwsNm/ebPI9ygRBEEw+ygymTJmC7du319h/8OBBhIaGAgCuXLmCl19+GYcOHYKjoyMmT56M5cuXw8bm3ojkoUOHMHToUFy6dAk+Pj4A7qXU2bNn4+uvv4aVlRWefvppfPDBB3BycpLcN6VSCRcXFzwckQIbW8d63ysREVmmqsoS/JQ4DEVFRXB2dm6UazTk7yRT+xsUFISBAwdi/fr1AACVSgUvLy/MmTMHCxcurNF+3LhxKCkpwb59+8R9gwcPRkBAADZu3AhBEODp6YnXXnsNr7/+OgCgqKgI7u7u2LZtG5599lmcPXsWvXr10lpaKCkpCY899hj++OMPeHp64sMPP8SiRYuQn58vjmQtXLgQiYmJJs+lbjEVp23btkEQhBqbOjQBgLe3N/bv34/S0lLcuHED8fHxYmgCgNDQUAiCIIYmAGjTpg127NiBO3fuoKioCFu2bDEpNBEREdG9harT09MRFhYm7rOyskJYWBjS0tL0HpOWlqbVHri3lJC6/aVLl5Cfn6/VxsXFBUFBQWIbKUsLpaWl4ZFHHtGa/hMeHo7s7Gzcvn3bpPtsMQtgNmfqol1VZYmZe0JERM2Z+vdEUwz2NMTvJPU5dNcr1PeQ1M2bN1FdXa13aSBDVR1DSwmplwRS/7O2NrUtLZSfn48uXbrUOIf6u9atW+vtnz4MTg3gzp07AICj34w2c0+IiKgluHPnDlxcXBrl3HZ2dvDw8Giw30lOTk411iuMiYlBbGxsg5y/pWFwagCenp7Izc1Fq1atIJPJGuScSqUSXl5eyM3NbbRx8IbGPjeNltbnltZfgH1uKi2tzw3RX0EQcOfOnUZ9AEmhUODSpUuoqKhokPMJglDjd5u+JXnatWsHa2trcSkgtYKCAqPLAhlrr/5nQUEBOnTooNUmICBAbFPb0kKGrqN5DakYnBqAlZUVOnXq1CjndnZ2bhH/QdHEPjeNltbnltZfgH1uKi2tz/Xtb2NVmjQpFAooFIpGv44mOzs7BAYGIiUlBREREQDuTQ5PSUnB7Nmz9R4THByMlJQUzJs3T9yXnJyM4OBgAECXLl3g4eGBlJQUMSgplUr8/PPPePnll8VzqJcWCgwMBFBzaaHg4GAsWrQIlZWVsLW1Fa/To0cPk4bpgBY0OZyIiIiat8jISHz00UfYvn07zp49i5dffhklJSWYOnUqAGDSpEmIiooS28+dOxdJSUlYtWoVzp07h9jYWJw4cUIMWjKZDPPmzcM///lP7N27F7/++ismTZoET09PMZxJWVpowoQJsLOzw7Rp03D69GkkJCTg/fffR2RkpMn3yIoTERERNYhx48bhxo0biI6ORn5+PgICApCUlCROxM7JyYGV1V81m5CQEOzYsQOLFy/GW2+9he7duyMxMRG9e/cW27zxxhsoKSnBSy+9hMLCQjz88MNISkrSqqh99tlnmD17NoYNG6a1tJCai4sLvvvuO8yaNQuBgYFo164doqOjtdZ6kkygZqmsrEyIiYkRysrKzN0VydjnptHS+tzS+isI7HNTaWl9bmn9pcbRYhbAJCIiIjI3znEiIiIikojBiYiIiEgiBiciIiIiiRiciIiIiCRicGpBvvnmGwQFBcHe3h6tW7cW17Bo7srLyxEQEACZTIbMzExzd0evy5cvY9q0aejSpQvs7e3RtWtXxMTENNjKuw1lw4YN8PHxgUKhQFBQEI4dO2buLhkUFxeHgQMHolWrVmjfvj0iIiKQnZ1t7m6ZZPny5eI6Ms1ZXl4ennvuObRt2xb29vbo06cPTpw4Ye5u6VVdXY0lS5Zo/awtW7asSd7dJtUPP/yAxx9/HJ6enpDJZEhMTNT6XhAEREdHo0OHDrC3t0dYWBh+//1383SWmhyDUwvx5Zdf4vnnn8fUqVNx6tQpHDlyBBMmTDB3tyR54403GvX1Ag3h3LlzUKlU2LRpE06fPo01a9Zg48aNeOutt8zdNVFCQgIiIyMRExODjIwM+Pv7Izw8vMarBpqLw4cPY9asWTh69CiSk5NRWVmJ4cOHo6SkZbwM+/jx49i0aRP69u1r7q4Ydfv2bTz00EOwtbXFf//7X5w5cwarVq0yeTXkpvLee+/hww8/xPr163H27Fm89957WLFiBdatW2furolKSkrg7++PDRs26P1+xYoV+OCDD7Bx40b8/PPPcHR0RHh4OMrKypq4p2QW5l0NgaSorKwUOnbsKPzrX/8yd1dMtn//fsHPz084ffq0AEA4efKkubsk2YoVK4QuXbqYuxuiQYMGCbNmzRI/V1dXC56enkJcXJwZeyXd9evXBQDC4cOHzd2VWt25c0fo3r27kJycLAwZMkSYO3euubtk0Jtvvik8/PDD5u6GZKNGjRJeeOEFrX1PPfWUMHHiRDP1yDgAwu7du8XPKpVK8PDwEFauXCnuKywsFORyufCf//zHDD2kpsaKUwuQkZGBvLw8WFlZoV+/fujQoQNGjhyJrKwsc3fNqIKCAkyfPh3//ve/4eDgYO7umKyoqAht2rQxdzcAABUVFUhPT0dYWJi4z8rKCmFhYUhLSzNjz6QrKioCgGbzd2rMrFmzMGrUKK2/7+Zq7969GDBgAMaMGYP27dujX79++Oijj8zdLYNCQkKQkpKC3377DQBw6tQp/PTTTxg5cqSZeybNpUuXkJ+fr/W/DRcXFwQFBbWYn0WqHwanFuDixYsAgNjYWCxevBj79u1D69atERoailu3bpm5d/oJgoApU6Zg5syZGDBggLm7Y7Lz589j3bp1mDFjhrm7AgC4efMmqqurxdcWqLm7uyM/P99MvZJOpVJh3rx5eOihh7RepdAc7dy5ExkZGYiLizN3VyS5ePEiPvzwQ3Tv3h3ffvstXn75Zbz66qvYvn27ubum18KFC/Hss8/Cz88Ptra26NevH+bNm4eJEyeau2uSqH/eWurPItUfg5MZLVy4EDKZzOimnnsDAIsWLcLTTz+NwMBAbN26FTKZDLt27WqWfV63bh3u3Lmj9TJHc5DaX015eXkYMWIExowZg+nTp5up55Zl1qxZyMrKws6dO83dFaNyc3Mxd+5cfPbZZ03+Zvm6UqlU6N+/P959913069cPL730EqZPn46NGzeau2t6ff755/jss8+wY8cOZGRkYPv27YiPj2+2QY9IF1/ya0avvfYapkyZYrSNr68vrl27BgDo1auXuF8ul8PX1xc5OTmN2cUapPb5wIEDSEtLg1wu1/puwIABmDhxYpP9R1Jqf9WuXr2KoUOHIiQkBJs3b27k3knXrl07WFtbo6CgQGt/QUEBPDw8zNQraWbPno19+/bhhx9+QKdOnczdHaPS09Nx/fp19O/fX9xXXV2NH374AevXr0d5eTmsra3N2MOaOnTooPXfBuDe2+K//PJLM/XIuAULFohVJwDo06cPrly5gri4OEyePNnMvaud+uetoKAAHTp0EPcXFBQgICDATL2ipsTgZEZubm5wc3OrtV1gYCDkcjmys7Px8MMPAwAqKytx+fJleHt7N3Y3tUjt8wcffIB//vOf4uerV68iPDwcCQkJCAoKaswuapHaX+BepWno0KFiRU/zDd7mZmdnh8DAQKSkpIjLUKhUKqSkpGD27Nnm7ZwBgiBgzpw52L17Nw4dOoQuXbqYu0u1GjZsGH799VetfVOnToWfnx/efPPNZheaAOChhx6qsczDb7/91uT/bZCqtLS0xs+WtbW1WFlv7rp06QIPDw+kpKSIQUmpVOLnn3/Gyy+/bN7OUZNgcGoBnJ2dMXPmTMTExMDLywve3t5YuXIlAGDMmDFm7p1+nTt31vrs5OQEAOjatWuzrDrk5eUhNDQU3t7eiI+Px40bN8TvmktFJzIyEpMnT8aAAQMwaNAgrF27FiUlJZg6daq5u6bXrFmzsGPHDuzZswetWrUS53+4uLjA3t7ezL3Tr1WrVjXmYDk6OqJt27bNdm7W/PnzERISgnfffRdjx47FsWPHsHnz5mZVMdX0+OOP45133kHnzp3x4IMP4uTJk1i9ejVeeOEFc3dNVFxcjPPnz4ufL126hMzMTLRp0wadO3fGvHnz8M9//hPdu3dHly5dsGTJEnh6eraYtfWonsz9WB9JU1FRIbz22mtC+/bthVatWglhYWFCVlaWubsl2aVLl5r1cgRbt24VAOjdmpN169YJnTt3Fuzs7IRBgwYJR48eNXeXDDL097l161Zzd80kzX05AkEQhK+//lro3bu3IJfLBT8/P2Hz5s3m7pJBSqVSmDt3rtC5c2dBoVAIvr6+wqJFi4Ty8nJzd0108OBBvf/bnTx5siAI95YkWLJkieDu7i7I5XJh2LBhQnZ2tnk7TU1GJgjNaLlWIiIiomas+UziICIiImrmGJyIiIiIJGJwIiIiIpKIwYmIiIhIIgYnIiIiIokYnIiIiIgkYnAiIiIikojBiYhMcujQIchkMhQWFpq7K0RETY7BiYhEMpnM6BYbG9ug10pMTGyw8xERNQW+q46IRNeuXRP/nJCQgOjoaK0XyDo5OeHEiRPm6BoRUbPAihMRiTw8PMTNxcUFMplMa5/6Zc0AkJ6ejgEDBsDBwQEhISFaAQsA9uzZg/79+0OhUMDX1xdLly5FVVUVAMDHxwcA8OSTT0Imk4mfL1y4gCeeeALu7u5wcnLCwIED8f333zfJvRMRScHgRER1smjRIqxatQonTpyAjY2N1tvtf/zxR0yaNAlz587FmTNnsGnTJmzbtg3vvPMOAOD48eMAgK1bt+LatWvi5+LiYjz22GNISUnByZMnMWLECDz++OPIyclp+hskItKDL/klIr22bduGefPm1ZgEfujQIQwdOhTff/89hg0bBgDYv38/Ro0ahbt370KhUCAsLAzDhg1DVFSUeNynn36KN954A1evXgVwb47T7t27ERERYbQfvXv3xsyZMzF79uwGvT8iorrgHCciqpO+ffuKf+7QoQMA4Pr16+jcuTNOnTqFI0eOiBUmAKiurkZZWRlKS0vh4OCg95zFxcWIjY3FN998g2vXrqGqqgp3795lxYmImg0GJyKqE1tbW/HPMpkMAKBSqQDcC0BLly7FU089VeM4hUJh8Jyvv/46kpOTER8fj27dusHe3h7PPPMMKioqGrj3RER1w+BERA2uf//+yM7ORrdu3Qy2sbW1RXV1tda+I0eOYMqUKXjyyScB3Atgly9fbsyuEhGZhMGJiBpcdHQ0/vGPf6Bz58545plnYGVlhVOnTiErKwv//Oc/Adx7si4lJQUPPfQQ5HI5Wrduje7du+Orr77C448/DplMhiVLlohVLCKi5oBP1RFRgwsPD8e+ffvw3XffYeDAgRg8eDDWrFkDb29vsc2qVauQnJwMLy8v9OvXDwCwevVqtG7dGiEhIXj88ccRHh6O/v37m+s2iIhq4FN1RERERBKx4kREREQkEYMTERERkUQMTkREREQSMTgRERERScTgRERERCQRgxMRERGRRAxORERERBIxOBERERFJxOBEREREJBGDExEREZFEDE5EREREEjE4EREREUn0/5MoMfq0iKnUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IDhiyiIiIiOyAIYuIiIjIDhiyiIiIiOyAIYuIiIjIDjwc3QEiIiKyvYBoP/h71OzPvEdFBXDRRh2qhziSRURERGQHDFlEREREdsCQRURERGQHDFlEREREdsCQRURERGQHDFlEREREdsCQRURERGQHDFlEREREdsCQRURERGQHDFlEREREdsCQRURERDazYsUKREVFwdvbG3Fxcdi7d6/Rtu+++y7uvvtuBAUFISgoCImJidXajxo1ChqNxuCVnJxs0Gb//v249957ERgYiEaNGmHcuHEoLCw0aJOeno6EhAQ0bNgQ4eHhmDp1KioqKmz3wRUwZBEREZFNbN68GVOmTMGsWbOwf/9+3HHHHUhKSsKlS5cU22dkZGD48OHYtWsXMjMzERkZif79+yMnJ8egXXJyMi5evCi9PvzwQ2nfhQsXkJiYiFatWmHPnj3Yvn07jhw5glGjRklt/vjjD9x3331ITk7G77//js2bN+OLL77AtGnT7PJ9EGkEQRDseoV6QKfTISAgAAs/LoCPr9bR3SEiIid1o1iHFx8KQEFBAbRa+/y9EP8m7UroVuMHRBdWVKDv7t9U9zcuLg7du3fH8uXLAQBVVVWIjIzEs88+qyrQVFZWIigoCMuXL0dKSgqAmyNZ+fn52Lp1q+Ix77zzDmbMmIGLFy/Cze3m2NGhQ4fQqVMn/Pnnn2jVqhVefvll7NixA/v27ZOO+/LLL/Hwww/j0qVLaNiwodm+WYMjWURERGSSTqczeJWWllZrU1ZWhqysLCQmJkrb3NzckJiYiMzMTFXXKS4uRnl5OYKDgw22Z2RkoHHjxmjTpg2eeeYZXLlyRdpXWloKT09PKWABgI+PDwDg559/ltp4e3sbnNPHxwclJSXIyspS1TdrMGQRERG5IP/QhvBvXMNX6M0RnsjISAQEBEivtLS0ate7fPkyKisrERYWZrA9LCwMubm5qvo8depUREREGAS15ORkrF+/Hunp6ViwYAF++OEHDBgwAJWVlQCAe+65B7m5uVi4cCHKyspw7do1adTs4sWLAICkpCTs3r0bH374ISorK5GTk4O5c+catLEHhiwiIiIy6dy5cygoKJBeqampNr/G/PnzsWnTJnz22WcGo06PPPII/vGPf6Bjx44YPHgwtm3bhn379iEjIwMAcPvtt2PdunVYvHgxfH19ER4ejujoaISFhUmjW/3798fChQvx9NNPw8vLC7fddhvuu+8+ADAYAbM1hiwiIiIySavVGry8vLyqtQkJCYG7uzvy8vIMtufl5SE8PNzk+RctWoT58+fju+++Q6dOnUy2jYmJQUhICE6cOCFte/TRR5Gbm4ucnBxcuXIFs2fPxt9//42YmBipzZQpU5Cfn4+zZ8/i8uXLeOCBB6Tz2QtDFhEREdWYp6cnYmNjkZ6eLm2rqqpCeno64uPjjR73xhtvYN68edi+fTu6detm9jrnz5/HlStX0KRJk2r7wsLC4O/vj82bN8Pb2xv33nuvwX6NRoOIiAj4+Pjgww8/RGRkJLp27WrBp7RMzW47ICIiIvqfKVOmYOTIkejWrRt69OiBpUuXoqioCKNHjwYApKSkoGnTptKargULFmDmzJnYuHEjoqKipLVb/v7+8Pf3R2FhIebMmYMhQ4YgPDwcJ0+exEsvvYRWrVohKSlJuu7y5cuRkJAAf39/7NixAy+++CLmz5+PwMBAqc3ChQuRnJwMNzc3fPrpp5g/fz4++ugjuLu72+374VIjWVFRUdUKlmk0GowfP16x/dq1a6u1ld99QEREROoMGzYMixYtwsyZM9G5c2ccOHAA27dvlxbDnz171mCh+cqVK1FWVoaHHnoITZo0kV6LFi0CALi7u+PgwYP4xz/+gdtuuw1jxoxBbGwsfvrpJ4Mpy7179+Lee+9Fx44d8c4772D16tV47rnnDPr2zTff4O6770a3bt3w1Vdf4fPPP8fgwYPt+v1wqZGsffv2SXcbAMDhw4dx7733YujQoUaP0Wq1yM7Olt5rNBq79pGIiMiVTZgwARMmTFDcJy5WF505c8bkuXx8fPDtt9+aveb69evNttm5c6fZNrbmUiErNDTU4P38+fPRsmVL9O7d2+gxGo3G7II8IiIiIku51HShvrKyMnzwwQd44oknTI5OFRYWokWLFoiMjMQDDzyAI0eOmD13aWlptcJsRERERPpcNmRt3boV+fn5Bs8ukmvTpg3ef/99fP755/jggw9QVVWFhIQEnD9/3uS509LSDIqyRUZG2rj3REREVNe5bMh67733MGDAAERERBhtEx8fj5SUFHTu3Bm9e/fGp59+itDQUKxevdrkuVNTUw2Ksp07d87W3SciIqI6zqXWZIn++usvfP/99/j0008tOq5Bgwbo0qWLQYEzJV5eXoqF2IiIiIhELjmStWbNGjRu3BgDBw606LjKykocOnRIscAZERERkSVcLmRVVVVhzZo1GDlyJDw8DAfqUlJSDJ63NHfuXHz33Xc4deoU9u/fj8ceewx//fUXnnzyydruNhEREbkYl5su/P7773H27Fk88cQT1fadPXvW4EGQ165dw9ixY5Gbm4ugoCDExsZi9+7daN++fW12mYiIiFyQy4Ws/v37QxAExX3yImhLlizBkiVLaqFXREREtcuvsRb+ng1qdA6hrNxGvamfXG66kIiIiMgZMGQRERER2QFDFhEREZEdMGQRERER2QFDFhEREZEdMGQRERER2QFDFhEREZEdMGQRERER2QFDFhEREZEdMGQRERER2QFDFhEREZEdMGQRERER2QFDFhEREZEdMGQRERER2QFDFhEREZEdeDi6A0RERGR73kEN4e3lWaNzlJeW2ag39RNHsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGLiIiIyA4YsoiIiMhmVqxYgaioKHh7eyMuLg579+412vbdd9/F3XffjaCgIAQFBSExMbFae0EQMHPmTDRp0gQ+Pj5ITEzEn3/+adDmv//9Lx544AGEhIRAq9Xirrvuwq5duxSveeXKFTRr1gwajQb5+fk1/rymMGQRERGRTWzevBlTpkzBrFmzsH//ftxxxx1ISkrCpUuXFNtnZGRg+PDh2LVrFzIzMxEZGYn+/fsjJydHavPGG2/grbfewqpVq7Bnzx74+fkhKSkJJSUlUpv7778fFRUV2LlzJ7KysnDHHXfg/vvvR25ubrVrjhkzBp06dbL9h1fAkEVEREQ28eabb2Ls2LEYPXo02rdvj1WrVsHX1xfvv/++YvsNGzbgn//8Jzp37oy2bdvi3//+N6qqqpCeng7g5ijW0qVLMX36dDzwwAPo1KkT1q9fjwsXLmDr1q0AgMuXL+PPP//EtGnT0KlTJ7Ru3Rrz589HcXExDh8+bHC9lStXIj8/Hy+88IJdvw8ihiwiIiIySafTGbxKS0urtSkrK0NWVhYSExOlbW5ubkhMTERmZqaq6xQXF6O8vBzBwcEAgNOnTyM3N9fgnAEBAYiLi5PO2ahRI7Rp0wbr169HUVERKioqsHr1ajRu3BixsbHScUePHsXcuXOxfv16uLnVTvzxqJWrEBERUa3yDA6Al7dXjc5RWnIzTEVGRhpsnzVrFmbPnm2w7fLly6isrERYWJjB9rCwMBw/flzV9aZOnYqIiAgpVInTfUrnFPdpNBp8//33GDx4MBo2bAg3Nzc0btwY27dvR1BQ0M3PUVqK4cOHY+HChWjevDlOnTqlqj81xZBFREREJp07dw5arVZ67+VVs/CmZP78+di0aRMyMjLg7e2t+jhBEDB+/Hg0btwYP/30E3x8fPDvf/8bgwYNwr59+9CkSROkpqaiXbt2eOyxx2zeb1M4XUhEREQmabVag5dSyAoJCYG7uzvy8vIMtufl5SE8PNzk+RctWoT58+fju+++M1iULh5n6pw7d+7Etm3bsGnTJvTs2RNdu3bF22+/DR8fH6xbt05qs2XLFnh4eMDDwwP9+vWT+jxr1iwLvxvqMWQRERFRjXl6eiI2NlZatA5AWsQeHx9v9Lg33ngD8+bNw/bt29GtWzeDfdHR0QgPDzc4p06nw549e6RzFhcXA0C1dVZubm6oqqoCAHzyySf4448/cODAARw4cAD//ve/AQA//fQTxo8fX4NPbRqnC4mIiMgmpkyZgpEjR6Jbt27o0aMHli5diqKiIowePRoAkJKSgqZNmyItLQ0AsGDBAsycORMbN25EVFSUtM7K398f/v7+0Gg0mDRpEl599VW0bt0a0dHRmDFjBiIiIjB48GAAQHx8PIKCgjBy5EjMnDkTPj4+ePfdd3H69GkMHDgQANCyZUuDfl6+fBkA0K5dOwQGBtrt++FSI1mzZ8+GRqMxeLVt29bkMVu2bEHbtm3h7e2Njh074uuvv66l3hIREbmWYcOGYdGiRZg5cyY6d+6MAwcOYPv27dLC9bNnz+LixYtS+5UrV6KsrAwPPfQQmjRpIr0WLVoktXnppZfw7LPPYty4cejevTsKCwuxfft2ad1WSEgItm/fjsLCQtxzzz3o1q0bfv75Z3z++ee44447avcbIKMRBEFwaA9saPbs2fj444/x/fffS9s8PDwQEhKi2H737t3o1asX0tLScP/992Pjxo1YsGAB9u/fjw4dOqi+rk6nQ0BAABZ+XAAfX635A4iIqF66UazDiw8FoKCgwGAhuS2Jf5POzx8PbQ3vLtSVlKLZtBV27a8rc6mRLOBmqAoPD5dexgIWAPzrX/9CcnIyXnzxRbRr1w7z5s1D165dsXz58lrsMREREbkilwtZf/75JyIiIhATE4MRI0bg7NmzRttmZmYaFDgDgKSkJLNF00pLS6sVZiMiIiLS51IhKy4uDmvXrsX27duxcuVKnD59GnfffTeuX7+u2D43N9dkgTNj0tLSEBAQIL3kRdqIiIiIXCpkDRgwAEOHDkWnTp2QlJSEr7/+Gvn5+fjoo49sep3U1FQUFBRIr3Pnztn0/ERERFT3uXQJh8DAQNx22204ceKE4v7w8HCriqZ5eXnZpdotERERuQ6XGsmSKywsxMmTJ9GkSRPF/fHx8QYFzgBgx44dJoumEREREanhUiHrhRdewA8//IAzZ85g9+7d+L//+z+4u7tj+PDhAG4WQUtNTZXaT5w4Edu3b8fixYtx/PhxzJ49G7/99hsmTJjgqI9ARERELsKlpgvPnz+P4cOH48qVKwgNDcVdd92FX3/9FaGhoQBuFkHTL7ufkJCAjRs3Yvr06Xj55ZfRunVrbN261aIaWURERERKXCpkbdq0yeT+jIyMatuGDh2KoUOH2qlHREREVF+5VMgiIiKimzyCAuHh412zc9wosVFv6ieXWpNFRERE5CwYsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGLiIiIyA4YsoiIiIjsgCGL6r0Af8HRXSAiIhfEkEVERERkBwxZVO8VFGoc3QUiInJBDFlENhDgL3DakYiIDDBkEREREdmBh6M7QOQKOOVIRERyDFlEFgjwFxioiKhO0DQMgMbXp2bn8Lhho97UT5wuJLIS12EREZEpDFlEFuAoFhERqcWQRaRHaWTK2GhVQaFGdejSPwdHv4iI6geGLCI91o5U6U8dmvpa/xoMW0REro0hi+o9W4Ydc+eSBy4GLSIi18W7C6neMzd6VVCoMQhDxkai5NuNBSj9ES1xpItrvYiIXA9DFpERlowyyYOYmv0MV0REro3ThUQWUApF5gIWYH5Ui4iIXA9DFtV59qpXJQ9U+u9tebcggxYRkWtiyCLCraBmbJ2V2Eb/X6U2tro+C50SEdV9DFlU5xmrV2WLoKK0jspcm5piuCKiumzFihWIioqCt7c34uLisHfvXqNtjxw5giFDhiAqKgoajQZLly6t1mb27NnQaDQGr7Zt20r7z5w5U22/+NqyZYvU7uzZsxg4cCB8fX3RuHFjvPjii6ioqLDpZ5djyKI6R014snQ6Tz5i5QwjSVwUT0R1zebNmzFlyhTMmjUL+/fvxx133IGkpCRcunRJsX1xcTFiYmIwf/58hIeHGz3v7bffjosXL0qvn3/+WdoXGRlpsO/ixYuYM2cO/P39MWDAAABAZWUlBg4ciLKyMuzevRvr1q3D2rVrMXPmTNt+A2QYsqjOUVNpXb7fWGjSD1TOFmqcIegREVnizTffxNixYzF69Gi0b98eq1atgq+vL95//33F9t27d8fChQvxyCOPwMvLy+h5PTw8EB4eLr1CQkKkfe7u7gb7wsPD8dlnn+Hhhx+Gv78/AOC7777D0aNH8cEHH6Bz584YMGAA5s2bhxUrVqCsrMy23wQ9DFnkspTCmKngwkBDRKRMp9MZvEpLS6u1KSsrQ1ZWFhITE6Vtbm5uSExMRGZmZo2u/+effyIiIgIxMTEYMWIEzp49a7RtVlYWDhw4gDFjxkjbMjMz0bFjR4SFhUnbkpKSoNPpcOTIkRr1zRTWySKXpKZ4KEMVEbkyoWEgBD/fmp3D/eboUmRkpMH2WbNmYfbs2QbbLl++jMrKSoMgAwBhYWE4fvy41X2Ii4vD2rVr0aZNG2kq8O6778bhw4fRsGHDau3fe+89tGvXDgkJCdK23NxcxX6J++yFIYvqDHmldPFrY+1MbatLAcsZpzKJqH45d+4ctFqt9N7U1J6tieuqAKBTp06Ii4tDixYt8NFHHxmMVgHAjRs3sHHjRsyYMaPW+mcKpwupzjO3dqkuBSpjXOEzEFHdpdVqDV5KISskJATu7u7Iy8sz2J6Xl2dyUbulAgMDcdttt+HEiRPV9n388ccoLi5GSkqKwfbw8HDFfon77IUhi+oM/TVWaha/y48lIiL78fT0RGxsLNLT06VtVVVVSE9PR3x8vM2uU1hYiJMnT6JJkybV9r333nv4xz/+gdDQUIPt8fHxOHTokMFdjjt27IBWq0X79u1t1jc5ThdSnWZq2lCk5rE3ltL6VEF3Q/m/UbQ+VdW26W64SduNHUdEVNdNmTIFI0eORLdu3dCjRw8sXboURUVFGD16NAAgJSUFTZs2RVpaGoCbi+WPHj0qfZ2Tk4MDBw7A398frVq1AgC88MILGDRoEFq0aIELFy5g1qxZcHd3x/Dhww2ufeLECfz444/4+uuvq/Wrf//+aN++PR5//HG88cYbyM3NxfTp0zF+/Hi7Tn261G/7tLQ0dO/eHQ0bNkTjxo0xePBgZGdnmzxm7dq11YqXeXt711KPyRpqqrKbam8LlgQs+XZjbYiI6rphw4Zh0aJFmDlzJjp37owDBw5g+/bt0iLzs2fP4uLFi1L7CxcuoEuXLujSpQsuXryIRYsWoUuXLnjyySelNufPn8fw4cPRpk0bPPzww2jUqBF+/fXXaqNV77//Ppo1a4b+/ftX65e7uzu2bdsGd3d3xMfH47HHHkNKSgrmzp1rp+/ETRpBEFxmsUdycjIeeeQRdO/eHRUVFXj55Zdx+PBhHD16FH5+forHrF27FhMnTjQIYxqNptpdCKbodDoEBARg4ccF8PHVmj+AakS+EFxpQbw92SokWTOixWlPorrtRrEOLz4UgIKCAoOF5LYk/k3K/fIdaGt4d6GuqBjhg8bZtb+uzKWmC7dv327wfu3atWjcuDGysrLQq1cvo8dpNBq7Lnwj2zI3NQjYL3jZchTK1JQjERHVfS4VsuQKCgoAAMHBwSbbFRYWokWLFqiqqkLXrl3x+uuv4/bbbzfavrS01KAQm06ns02HqUbsPVVoj2k++TkZuoiIXIfL/kavqqrCpEmT0LNnT3To0MFouzZt2uD999/H559/jg8++ABVVVVISEjA+fPnjR6TlpaGgIAA6SUv0kbOpTam2LTeZdB61/zRDOaCHEs5EBHVHS47kjV+/HgcPnzY4CGSSuLj4w1uLU1ISEC7du2wevVqzJs3T/GY1NRUTJkyRXqv0+kYtJyYtcHEmpEr/aClK/Gstk1/OxERuTaXDFkTJkzAtm3b8OOPP6JZs2YWHdugQQN06dJFsciZyMvLq1ar3ZLpxe4iW6y/0i+zoF92weQxRkawTG03FbS4VouIyDW41G9yQRAwYcIEfPbZZ9i5cyeio6MtPkdlZSUOHTqkWOSMnI9++LJVwBK/VgpY8mlBa6cI9c+jNNXIMg9ERHWfS41kjR8/Hhs3bsTnn3+Ohg0bSg99DAgIgI+PD4DqhdDmzp2LO++8E61atUJ+fj4WLlyIv/76y6BGBzm32lqnpCZc+TcoqbatsNy72vbCcm/Fc+qPcHFEi4iobnOpkLVy5UoAQJ8+fQy2r1mzBqNGjQJwsxCam9utP1zXrl3D2LFjkZubi6CgIMTGxmL37t12LbNPlpM/FNoWo1f6o0VGi4taEKakfR5FAIDCCj+jbf0blEhBy1wfaxq0CnSVCNC6q95ORES24VIhS01d1YyMDIP3S5YswZIlS+zUI7Kn2ijPoCvxrBa05KFJDFXArWCltE++X/88+iNbtloYX6CrNPhaP1CJ+8R/GbaIiGzPpUIWuT5blWPQHyEy+igcvXClOBolC1Dybf4eRfCrullDrchNa7BfHsbk1zUVtOQ3AcjphyvgZoAq0FVW205Erq3CLwgV/jWr+F4B3uRVEwxZVGfYMmDp/2uw738Bx1TAUgpXYpgCbgYq/ff6+42FLVPTh5ZMGSoFKTXhSr8NR7WIiGyDIYtIj6mAJQYj/cAkD1O+pfmA1//+1VPsFVjtWPGcSkHLmmlDW41UMXAREdkGb10ip2bsUTnWrMcyVpYBUC6jIAYsf4+iagFL/rVvab4UrOQBS2mbX5VOOl7//P4NSqTrGtx5aKakg72mAjnFSERkPY5kkdOzRS0sUyFFXkZBafRKJB+9EsOT542b/5b5BCq+129rwOvWqJY+tXcf1kRBQRkCAsyPlvEuRCIi6zBkUZ2itqq7fuV2W/Gr0hkEJTFI6RO3eRRek/6t8A8yaKMfvMTzFrlpDaYORba82xC4GaxEagKWdJyJES0GMCIiZQxZ5NSUHqVjCXPTbKbKM+jfHQigWsASg1SFf5D0tUiju/le0Bruq/APMhjl8i3Nl9Zridc0FrSMLYA3FYD0Q5W5NpaELiIiMo8hi+olpSKj+muw9CmNXnkUXpOClAduhSo5je4aBG2Q9K9+MPO8kS8FLfEuaf0RLWunDNUEq4AAT6tHtaRj/lcagoiIlDFkkcswN0VoafV2+Z2D+qNXGt01CLr8m18D0teKdPmANtAgiHmgetAq9gqUpg7VkoccNQFLqZ3a9VlK1+aaLSIiZQxZ5HSUim1aMlVorP6VnKkCo2LA0l/YrhSwADMB63/Kz5yGR/DNtVma/wUupR8+MWjBAxaPZqkNWPbAoEVEVB1DFjklc1XN5dQGKzX0A5Z8Ibv+aFTFVeUpQiWlV/Klr8UfOg1urdkSF8frr9HSX59VkwXwuoJSo/u0AbeqORsLaWpHuBi0iIgMMWSR07F0sbslAcvcg52NBSxpIfv/Rq3EgKUfnkquGk4vAoB3sNZgn1ejQFRcvQaP4CAIunyDoAXcuvPQ0mlDOVPBSt5OP2gpsWQqkc9CJCK6hcVIqd4yKAIqu5PQFKWApa8wr0D6uuSqTgpYJVd10jHiOQRdfrVF8/J6WqaCoagmU4W6glKzoaygoMyh05FERHURR7KoztPdcKs2mmXJ8wf1v5YHHKVRLEB5BEs/XOl/DQD+YQEGbfVHtAAYrNHSr6MlL+mg5jmG5gKT7moRtMHGH1BtijxosewDEZFxDFnklGy10N1U9XZ9YqFRpQKj+iquXqsWsOSBqvDS9ZvXa9zw1ra8gmpBS+SBm4vhRVIfjFSDN0UpYOmHKt3VIsVt2mA/6Vhz04disFJVg4vTh0RUjzFkkVMSK7tb+jgdo2uxFAKWUqHRMp9Ao2uxTAUsMVjp09/m37ih1NY/LAAlV3XSei2ROJolrxBvjqmwox+qjO2rtl0vbCkFL7XhSj9YcVE8Ue0r9wlAmY91o9bSOSob2Kg39RNDFjktNY/QMVfR3VryCu6A8UXuYpjKP1kobQts6W9wbOGl6wYjW/Jzykez9OkHRP07DOU1ssRAZCw8WUp/VMzYAnlTi+L1+ycWLmXQIqL6hAvfqU4ztT7JWAV3oHqhUZH+dKF8FAu4tZC9MK/g5kshYInv5dvEtvLpRWN8S/NVL8bXp7TeSve/UKhTuAPy5vYi6WUpS6YNWSGeiOoTjmRRnWZsJEvNHXki/YKjcvJCo97BWsVSDcaIQUsc2RJHtMSgJU4ZVly9OVWoARQXwFtCHpTkAUspaGn1pi4tXRivZvE7R7CIqD7iSBY5NVMFSeUBy9h6LPkDl4099FmkNFWoeF6FdVjG6I9qWXJcTRgbtbK2rdraW0REdBNDFjk1S+4yFOlPE+rXwpIz9uBnY7waBVrcFzWM1duyhLH1WJYELcPjlKcOlYKWmhpaBbpK6UVEVF8wZJFTMzaSZWwUy5JpQn3i1Jz8zj5ji9FrQr4A3h7hzZpwpfYYYyNa5oJWgNad04ZEVK8wZJHLsDZgWco7WAv/sACDsCS/m9DcdvE8taHwmk7xazUsXQjPqvBERLdw4Ts5NWPThUpV3gvLvRXvKLTmDj2RuPDdIzjI4A5D4FYVd3GNVWBL/2p3FIrba4NSIBJDlamg5R+kv+hdZ7AIXjyv2oXwphbBszApEdU3DFnk8uRV08XQVewVqHhnYYX/zQc2C9qgmw9w1gtaIlNBS4l/44aGxUn/d5xI/9yOJk4bmrrj0Jq6WVIbWf0sIiJXxZBFLkV/NMsa+hXfAVgUtIDqVd71ie/123s1Crz1/ML/rf+ytOK7SBvsV200yz9Ia/EUYU2pCVpERPUB12SRSyqs8JNKN/hV6QymDJWeB1jmE2hQl6rCP0gKO4I2yGABvEdwELwaBcI7WCutq/IPC4B/WADCOzaDf+OGBoFK/gKqr8cSzy9og6T+1BalECafMrQUF8ET1V8rVqxAVFQUvL29ERcXh7179xpte+TIEQwZMgRRUVHQaDRYunSpVefs06cPNBqNwevpp582aCPfr9FosGnTphp/XlM4kkUuTz9Uyddn6U8ZivRHs8SpQ0AvCOnyVU/vGVvcLt5RqH8eQRtkMIpV7BVo8QOinQVHsojqp82bN2PKlClYtWoV4uLisHTpUiQlJSE7OxuNGzeu1r64uBgxMTEYOnQoJk+eXKNzjh07FnPnzpXe+/r6VjvXmjVrkJycLL0PDAyswac1jyGLXIKuxFOxGGlhhZ9inawiN63B2izAsG6WOJLkeSP/ZtDSO1YsKmHuh8dUaQb9cKXRBkojWOK1xT6Jn6Gw3NvM1YwzN2Wov/DdGEsqwBNR/fXmm29i7NixGD16NABg1apV+Oqrr/D+++9j2rRp1dp3794d3bt3BwDF/Zac09fXF+Hh4Sb7FxgYaLaNLXG6kFyOPJDoTx0WuWml0SH9r4GbYUt8ifTrZ4kvQRskTSFqtIFoEBWNBlHR8AgOgkdwEPxaR8Ov9a338leDqGjpWP2AVeEfZHKaUP/h0HLiInQxDMmn+/yDtEZfRES2UFZWhqysLCQmJkrb3NzckJiYiMzMTLufc8OGDQgJCUGHDh2QmpqK4uLiaucbP348QkJC0KNHD7z//vsQBMsLXluCI1lUZymVcRCJQUt/EbwYtOQjW0rTifpBy5hqPzzaIOmh0sYI2iDIf6TFKUIxYInXLnLTVnskkL4ArbvJCuraYK3FRUmV1mKJC+r1R7OU7iyU+qViqrBAV8k1WUR1iE5n+LvEy8sLXl6GvwcuX76MyspKhIWFGWwPCwvD8ePHrbqu2nM++uijaNGiBSIiInDw4EFMnToV2dnZ+PTTT6U2c+fOxT333ANfX1989913+Oc//4nCwkI899xzVvVNDYYscmoFhRrVj9ZRmjI0Fbb0icFLDFz6a7f0A5dvab7J0SY1P1Dyuwfl4Uq/H4DhyJzuRvXB54AATxQUlEEb4HWztML/wtDNYKT939fKi9uVyjUYtvEz+BeoecACWLqBqDYUewXA3atmdfqKy2/+VouMjDTYPmvWLMyePbtG57alcePGSV937NgRTZo0Qb9+/XDy5Em0bNkSADBjxgypTZcuXVBUVISFCxcyZFH9ZipoyUezjK7N0gsqSiUe9IOXv0eR8QXnevlCadG8GvKQphSu5EHQ1FShMfolHYyHKOWRK6PnNBKwGK6IXNu5c+eg1d76fSEfxQKAkJAQuLu7Iy8vz2B7Xl6e1eugrD1nXFwcAODEiRNSyFJqM2/ePJSWlip+HltgyKI6TyloiWoauKR2spEuieznUj7qZWyfPvk5xetbsthdfzQLuPV8QYMCogoV4S1Z0M6ARVR/abVag5ClxNPTE7GxsUhPT8fgwYMBAFVVVUhPT8eECROsuq615zxw4AAAoEmTJibbBAUF2S1gAQxZ5CKMrc8yNrIlMhdkxBBmdG2UiZ+gIp9bU4/mSjHIz28wRfi/0Kg4Vai3LksMWoBhIFIKXOaYmhIUr6UGgxVR/TJlyhSMHDkS3bp1Q48ePbB06VIUFRVJdwampKSgadOmSEtLA3BzYfvRo0elr3NycnDgwAH4+/ujVatWqs558uRJbNy4Effddx8aNWqEgwcPYvLkyejVqxc6deoEAPjyyy+Rl5eHO++8E97e3tixYwdef/11vPDCC3b9frhkyFqxYgUWLlyI3Nxc3HHHHVi2bBl69OhhtP2WLVswY8YMnDlzBq1bt8aCBQtw33331WKPyRbEECIPW8am2sTwZSqImQph/g1KTC5Ml84BP0B5fb7Ja6mdIpQHLcCwGKi5wKTqGhbWvWK4Iqqfhg0bhr///hszZ85Ebm4uOnfujO3bt0sL18+ePQs3t1v/wXjhwgV06dJFer9o0SIsWrQIvXv3RkZGhqpzenp64vvvv5fCV2RkJIYMGYLp06dL523QoAFWrFiByZMnQxAEtGrVSioNYU8awd73L9ayzZs3IyUlxaBo2ZYtW4wWQtu9ezd69eqFtLQ03H///di4cSMWLFiA/fv3o0OHDqquqdPpEBAQgIUfF8DHl7fE24vaBfByxu5ArAlTo2M1oRSslEawCgo11beZuNPQnhioiNS7UazDiw8FoKCgwOz0m7XEv0lH9u9BQ/+aLXy/XliI27vG2bW/rszlQlZcXBy6d++O5cuXA7g5dxsZGYlnn31WsdDZsGHDUFRUhG3btknb7rzzTnTu3BmrVq1SdU2GrNpnbeCylD0CmhpKwUqkFLDMsTSAMTgR2QdDVv3iUtOFYtGy1NRUaZu5QmiZmZmYMmWKwbakpCRs3brV6HVKS0tRWloqvZfXDyH7E4OGvcOWqbDjCNYELIChiYjIEVwqZFlTCC03N1exfW5urtHrpKWlYc6cOTXvMNWYtaHDVdTWiJ491Pf/7YjI9akOWadPn0Z0dLQ9+1JnpKamGox+6XS6aoXaiOzJXLiy9zSnLUb4LAmIDGREVBepDlktW7ZEixYt0LdvX+nVrFkze/bNYtYULQsPD7e4yJnS4wTINThq8bgSS6f4lIKVLRfoG9QfMxHi7DHFaiyQMXwRkTNTHbJ27tyJjIwMZGRk4MMPP0RZWRliYmJwzz33SKFLPu1W26wpWhYfH4/09HRMmjRJ2rZjxw7Ex8fXQo+pNjgqOOmXUTDFWHkEqSyDmbAlDzxKwUqp6KpaYmkJY4FNfkekYr0yO61tk4cvhi4iciaqQ1afPn3Qp08fAEBJSQl2794tha5169ahvLwcbdu2xZEjR+zVV1UsLYQ2ceJE9O7dG4sXL8bAgQOxadMm/Pbbb3jnnXcc+TGohuwdrNQGKGvOJQ9dljxMWT8IyYOV/MHYahRW+BkNaMbCl1IZimq1y+wYuhi0iMhZWLXw3dvbG/fccw/uuusu9O3bF9988w1Wr15t9VO2bcnSQmgJCQnYuHEjpk+fjpdffhmtW7fG1q1bVdfIIudjbcCyZXDSJ1ZcN0ZeLFTsh37YMha09MOLGHb0Q5GxYKX/AGxjity0qoOZfiFV/dBltBCsHUOXqalFhjAiqk0W1ckqKyvDr7/+il27diEjIwN79uxBZGQkevXqhV69eqF3795o3ry5PfvrlFgny3lYGrBqGqzMBShLKFVm1w9a+iFLDBJiWDEVsJQClbkHW1v6nEU5pUr5airY11bJDAYtchTWyapfVI9k3XPPPdizZw+io6PRu3dvPPXUU9i4caPJhy8S1SY1AcuWo1W2DFj657PFY3CUApZSsPK8UX2bMcVegQbnk4906Qcu6ZmPCiNcpsKW1qeqVoIW13JRfVCsaQg3t4Y1PAd/NmpCdcj66aef0KRJE9xzzz3o06cPevfujUaNGtmzb0SqmQtYBQVlFj9/T4mlwUp31fx0m/zBzbqCUiloqem3fBRLHrD0w5VSqPIovCZ9XeEfpNiuzCfQ4DxqA5d/g5Jqo1rmwpY4OudMo1qcZiQia6gOWfn5+fjpp5+QkZGBBQsWYPjw4bjtttvQu3dvKXSFhobas69EVgsI8LRqFMua0So1wcoa8nVZSnfxGQtY8tCkH6zUbDdFDFz6U4n+HkUGQQuoPoWo9S5zilEtOXGUi6GKiGpKdcjy8/NDcnIykpOTAQDXr1/Hzz//jF27duGNN97AiBEj0Lp1axw+fNhunSWqTbaeDjR6natFJkezrKU0PSgPURqd8VAlaIOqHScf6TIY4fpfd8WwJQY+U2FL7agWUHtlIJQwcBGRNax+rI6fnx+Cg4MRHByMoKAgeHh44NixY7bsG5FqAVp3m5RtqEmwEkewxMBkyYiW/FhLmaqDJQYij8JrRkOVoMuvtk0eKwRtkGLYKvMJBHAz1JmaRqzJFCLguJEtIiJrqQ5ZVVVV+O2335CRkYFdu3bhl19+QVFREZo2bYq+fftixYoV6Nu3rz37SmR32gAvp5oiVGJu5EU/5OgHLCVK4Uppn0YbCI3umjS6pR+2lIKWfl+URraUghbgHFOI+qNWnDokoppQHbICAwNRVFSE8PBw9O3bF0uWLEGfPn3QsmVLe/aPqMbsVf9KnzbYTwpatRm41FAKWKbClb6KqzeP9cCtoAXAIGyJQQswnD4Uw5Z8vZbI1FotwHEL48VF7kphVh66GMKIyBTVIWvhwoXo27cvbrvtNnv2h8jmxEXvahe/K62Fqq31WbaitB5LaapQDFFqiMFMP2wBt36JKIUtpaClvygeMJzqlK/XMjeqBdTusxLl+xmuiMgU1b+dnnrqKQYsclrO8GBnbbCf1WuqxOOV2HokztwoVumVfJReMWxTcfWa9BKPl59Hf8RMDFv6YU9/GtOaR/w4ijiqpWaBPBGRPq4ipXqhJjWy6soolrHgIi5SV0M/XCmFLZGxoFbToCVfwK/1LpNexiiVsrAlU4/pISIyhSGLyAxtgJf0sul5rRz1MvbH3dgjbozRnyo0FaiURrVEgi6/2jSkR+E16aUUtPSpHdEy90geewct+ffc2JotEUe+iAioQQkHImdiqxIOtclU2Qb9QCcfhVP7x1vpzkJxBEoesMxRauMRfGuETD9o6dfX0icv8WBsjZYSc+uz7E3/ey4GLnnw0l+nxVEuIgIYssiFqAla+oHFXncdKoUmY3cc1mQNly2oCVimjvMIDjJYEG8Lxso7mFMbj+MxN4JFRKSP04VUb9niWYY1pRS+jE1Lio/UUTtKItau0icGIXEUyqtRILwaVW9njniMfOpQf62WJWvB5JSKq6pZnwXcClv2mEJUG7CUpgs5hUhU/3Aki1ySFEicZArRkhErWzxSp9jrVr2qCv+bldoFbZDJx+ioZSqUabSBEGOEWENLn34NLVNlHWzBEdXhzQVgTiMS1S8MWeRS9B+grKq9hQ+OFsOPPe84tCZgFZZ7K47+lPkEVns4tEYbWO3uQK9GgaqmDuUBS39dlin69bOMsUfQqk0MWORsCit9gRr+TBVWOsd/qNZVnC6kei8gwFN6qaV/x6Gt7jxUOo9Sn8xNOSlVV6/J1J0+c0FM6W5Dzxv50uJ7eeCT07/b0NTzGJ2RfHE8QxURMWSRywvQuqse4arJOi1TocuW5R/EP95K02G2HAkyNi2oH7TEAqUiY4vfxZBX5hNY7dmGplgTtHQ33AzWY9m7vIM+cd2V2orxROTaGLLIpVk6fWhLtq6rZYxY2kB+R54YZowtgPcIDjKY7pOHKjFMKYUt+bHiOfXJR8/0HyJtDf3ApaY4qdanSvFrR2GwIqp/uCaL6gVLFsCLo1m2LPEgruHSD17667psEcj0Q0iRm9ZglEgMOOIPvEZ37dadhrh1l6B+oBJDVumV/GpBS3pwtF7QEnT5BkFLaeG7SP4QaTWfS+lB0o6snaVPqWaW0vMNxYdPcyqRqH5gyKJ6QX9ES23gskVNLVPhyVywsnTqUmnxu3iXodJaKHPPMLSmtIOcftDyvJFvcuG7SGkBvPjZlIIWYL4ivL3JA5WxelrywCXfVpNrEpHzYcgiUsEeo1tqrmeNwgo/VY+rMRh1ku3TX2dljLnpwpoQ+y+GLVssgndESQfAeBhiYVMi18c1WVSvOEvdrNqgf5ehfARJ0AYZffyNsYClvw7LWMCSqr/L7jAs8wk06EOx160F8OYWv1tDHqhqK2CJoclYeJIviq/JKBSnHYmcH0eyqF6RL4S3NHTJR7TMTSlaMwKmWLbBzAJ+XYmn0cXgSuuexJIKYtDS/1Otv0ZL2qYXqkzVxpLCll6A0392otJ0obzkhDgSp+ZOSWPThPqL3Gt7BMvUNKE4esWpPqL6gSGL6i0xYFlTHV7tdF5tTS+KpLVL/wsq+gvgxbDleSNfqgIv0q8Gr9EGqvrFYGx60NgImTHyB0YDyqUorHmeIXAzcDlqqlCO04NE9Ytz/OYhchD9EaKalHsoKCizuKBptb5Ycbya8CAfKRJHkyr8gwzu/tMPRxptoPQCUK0WllLVeCXiNeTThbai5lmGgONLOJhbBK/fjkGMyHUwZFG9FaB1t9kaLfHxPPKRK/3gpFRZXk2wsjT8iSM++qNBYtBSUzJBTqypJZLWXSmMZOkHNf0CpOYoVakXFZZ7G31skMhY0JKHUHsGLUun/pQeIO1MnK0/VHesWLECUVFR8Pb2RlxcHPbu3Wuy/ZYtW9C2bVt4e3ujY8eO+Prrrw32jxo1ChqNxuCVnJyseK7S0lJ07twZGo0GBw4ckLaXlJRg1KhR6NixIzw8PDB48OCafkxVGLKoXpMHGEuqw1c7l16IUgpTIlNrt2pCbRmDYq/qo0piIDI61dcsWgpVxsKVtQHLHP8GJYrlG5yNNaHEVovg7cHZ+kN1w+bNmzFlyhTMmjUL+/fvxx133IGkpCRcunRJsf3u3bsxfPhwjBkzBr///jsGDx6MwYMH4/DhwwbtkpOTcfHiRen14YcfKp7vpZdeQkRERLXtlZWV8PHxwXPPPYfExMSaf1CVGLKIFNizUrw1z0q0lNJolpz+tKE+/cAk/1rt6JUlzK3Fqin90SzxkTu1PXWoNrDwjkGq6958802MHTsWo0ePRvv27bFq1Sr4+vri/fffV2z/r3/9C8nJyXjxxRfRrl07zJs3D127dsXy5csN2nl5eSE8PFx6BQVV/13zzTff4LvvvsOiRYuq7fPz88PKlSsxduxYhIeH2+bDqsCQRVTHGYQIE6NZ+mFG6ZE7SmFLTgxd+i85U0FLv3SDvE8AjNb30h/FEqcNdSWeBi8l8kDlqHVZSncTil876zosZ+wTObeysjJkZWUZjBS5ubkhMTERmZmZisdkZmZWG1lKSkqq1j4jIwONGzdGmzZt8Mwzz+DKlSsG+/Py8jB27Fj85z//ga+vr40+Uc3x7kIiM6ypFm+Pa1tKfqehnFgNXgxa4l2Hcvp3IYrEduI+Y88pNMbYGiw1dxVaOm0of2C0PegXFtUPT/r7jX1tam2WI0e1OKJG+nQ6w3p2Xl5e8PIyfGrF5cuXUVlZibCwMIPtYWFhOH78uOJ5c3NzFdvn5uZK75OTk/Hggw8iOjoaJ0+exMsvv4wBAwYgMzMT7u7uEAQBo0aNwtNPP41u3brhzJkzNfiktsWQRWSEIx8u7Uz0yz3ISz/IlfkEKj7Cxxj9AKgfsNTWyVJLHO2zR9hSem6hsTsHlbYzzJC9FJV7AzVcy1hUfnMNaWRkpMH2WbNmYfbs2TU6t1qPPPKI9HXHjh3RqVMntGzZEhkZGejXrx+WLVuG69evIzU1tVb6YwmGLCIzlEavbHlnoj2ZqpsF3BrNAoyPPslHuJQWtRv7Wp/SnY3GwlRhhZ/ZEStrnltoj3pZStNqpiq+K4166VMTuiwtZmos4BGpde7cOWi1t0ag5aNYABASEgJ3d3fk5eUZbM/LyzO6Dio8PNyi9gAQExODkJAQnDhxAv369cPOnTuRmZlZrU/dunXDiBEjsG7dOrOfz164JovIDPGOQ/1XbQQsS0bSTK3Lki+CL3LTSi/AfFkHeWjSr3ll7HE58rVXxojhTz6dacmUoKlaWbUxVahEfwG7salCwPy6J3G9lrydsQXyxs5Xk4dQc20WAYBWqzV4KYUsT09PxMbGIj09XdpWVVWF9PR0xMfHK543Pj7eoD0A7Nixw2h7ADh//jyuXLmCJk2aAADeeust/PHHHzhw4AAOHDgglYDYvHkzXnvtNYs/qy1xJIvICvYMWraYptR/zI5+fSn5+ixxZEsMROKoljGWlmSQn1c+kmaMqZINph4hJKcUsMRt9qoCb2r9FcAF5eTapkyZgpEjR6Jbt27o0aMHli5diqKiIowePRoAkJKSgqZNmyItLQ0AMHHiRPTu3RuLFy/GwIEDsWnTJvz222945513AACFhYWYM2cOhgwZgvDwcJw8eRIvvfQSWrVqhaSkJABA8+bNDfrg7+8PAGjZsiWaNWsmbT969CjKyspw9epVXL9+Xaqj1blzZ7t9P1wmZJ05cwbz5s3Dzp07kZubi4iICDz22GN45ZVX4OlpfDqhT58++OGHHwy2PfXUU1i1apW9u0wuQO2zEI0tnpeHNVuuAzMWRpSClsTLMGhZU7xUSbFXoHQdpWcVKhHDoX7YEkfpxH/VThnW5qN1LJ2aUzt1KF8Qb+qORVv1jVOMZKlhw4bh77//xsyZM5Gbm4vOnTtj+/bt0uL2s2fPws3t1s9iQkICNm7ciOnTp+Pll19G69atsXXrVnTo0AEA4O7ujoMHD2LdunXIz89HREQE+vfvj3nz5imOpply33334a+//pLed+nSBQAgCPb7Dx+XCVnHjx9HVVUVVq9ejVatWuHw4cMYO3YsioqKFGtm6Bs7dizmzp0rvXem2z/JeZkKRPJQZSx8Fegqq7WtjQX3xu44LHLTApb93pJYE8gsXeCu9S4zCFRq12PJa2XZk3zESh5UlO4otBTXWJEzmzBhAiZMmKC4LyMjo9q2oUOHYujQoYrtfXx88O2331p0/aioKMXg5Ii7Dl0mZCUnJxuU2Y+JiUF2djZWrlxpNmT5+vrWanEycm1KIclYkJKHL3sELHEkSP5YGpNBC1Cc1tMPUuKIlzxcKZVnUDNFqN/Xuk4/RCkFImuClppjLF0QT0T25dIL3wsKChAcHGy23YYNGxASEoIOHTogNTUVxcXFJtuXlpZCp9MZvIgA8wHLkn2WUhqh0R/pUQowhRV+qkaSlBay628z9exBcb94LfnLEvqfx9yCd6WvHVmM1NQicmPTgvJjxQXvYuDSP6ea0MbwRVS7XGYkS+7EiRNYtmyZ2VGsRx99FC1atEBERAQOHjyIqVOnIjs7G59++qnRY9LS0jBnzhxbd5nqCVsEK2OjGkp30+mvzVKqnA4oj2rJF6mrXbSuxFg9LEvIpwbNTRUq1cYy9sBoNVOIxr7naoKL/rHmpvqURr3kTI2OMUgROQ+nH8maNm1atadvy1/ySrI5OTlITk7G0KFDMXbsWJPnHzduHJKSktCxY0eMGDEC69evx2effYaTJ08aPSY1NRUFBQXS69y5czb5rET2ombtknxkqbDCr1q5B/2v5eT75GHK3MiVfKTNkvpXcvqP07HVGixTta9qg9JomHwb72CsfSxzQaY4/UjW888/j1GjRplsExMTI3194cIF9O3bFwkJCdItoJaIi4sDcHMkrGXLloptlB4nQOQslEaz1JY8AFAtaBlbtyWOaimFLvEc5kat5HcOWlNgVDreRE0sY0HLVACz5I5E/ZCjVNNK7VoqsX1N8A8+kfNw+pAVGhqK0NBQVW1zcnLQt29fxMbGYs2aNQa3iaol1s0Qi5wR1UXywCFfy2QJcwvk5W3l1EwTykOVeBehpWFL/3PXdATLmuOVApYxxtZhmborUekc8ilCThfWLn6/yRSnD1lq5eTkoE+fPmjRogUWLVqEv//+W9on3jmYk5ODfv36Yf369ejRowdOnjyJjRs34r777kOjRo1w8OBBTJ48Gb169UKnTp0c9VGIaoV8ek5+96FF5zI1DahiDZZS8LN0VEsceVITjmqzbhZg/vmGNflDzT/yxvFuS3I0lwlZO3bswIkTJ3DixAmDCq/ArUJj5eXlyM7Olu4e9PT0xPfffy9VpI2MjMSQIUMwffr0Wu8/ka0Zeyiy0SKl/3vOodJ7eVBSGtkyRumuRmOBTl5kVPza0qDlLPhHnqh+c5mQNWrUKLNrt+QFyiIjI6tVeydyFfrTZpYELTXE0KUmbCk9Ikce6MQ+KX1tjrxEg5qgVdtBTH/kSj6KpRTEbLlGy9R1XF19+qzknFwmZBGRIWMjWdJ+hVEjSxmbCjQ1FSk9sLrcu0Z3EAK1E5ZMBSJTi8zVPvrGXODSV5PwxcBR/1wv8USlR81+xopr+DNa3znPuDoROS2lkSilNuKrJtQUGDXF2uBlKtgolU4wd7ypAKZ027+ldwXyLkIi58eRLKI6yhbPwAOql07QDzn6gcnclJ/StKCxY0Xy9VbmRtXsOQ1ozfdSzQOcxX3GRr8sua6t/jcnotrBkSwiksolWFzeQW/kyliQMjUlqFTFvaZTiLVFqVyD+JJTO10ovjf1GB6xvbFK8AxhRM6DI1lEpMiSNVtqpghtEZ7U1sCy1V2G9ho5qukjcbi+iqhuYMgicnFKYcPcYnj5tposjhePtaQUg9lzKjyP0B7lGywJWGoWrZtaMC8f7arp9CUROR5DFlE9ZO7OQ1XnUAhf8tEve909qLRdf5s97jqUByT53YOmApT84dDyEKV0biKq+xiyiEg1MViJ4clYiLLXuipnKDTKAEREajFkEdVhtXW3mbWFQq2+nhOEKXOM3T1oirlF8Wq2E1HdwZBFVI8pVYOvD9euCWtDrZoHPlvTD4YxIufl/P+5SER2pfahyjU5v7XbnIk15RGUSjqoOYc9RydZ5oGo9nAki4iqsdUok6XFQx0ZtCwNQ5aMIKl5DI+cuSlIjmAROT+GLKI6zmaV32UPWq5pOzXHG6O2HpYtmZt+MxXCjN0taOr8ap5raEv2eOg0EZnm3OPzROQQ4hSimpEoNVN/lgYze09hqmEs/MjLNihVYDcWemsrUJm6NgMWUe1hyCJyAfb8w6mmurpSe0eHJGuoCUrm9qk5t6lttqLmIdZEZF9177cgESky9tw8W1Aa2dKf0jM2UqU0auXodVdqvkemQpQ9v8+2xgXuRI7FNVlELqQ2/6gqTQnKH21j7yrslqjJ2jX5InQ104HWXscW5xHVlTBI9nG9xA0V7jX7ubtRwrGYmuB3j4hsxtFBqibEECZfIG5NCQZTaisImwtYHOUisj+OZBFRjdnj4cy2ZuwBzabCiLyquz5rRolsWRaiJuTPUiQi+2DIInIhahdu25qzBywl+oHLVNkGteFKzVSfswQa8XM5S3+IXBVDFpGL4TSQ/bhSKHGlz0LkrBiyiKjeUHqos9rpQnMYWohIru6N8RORSSw6aRu2fqAzEdU/DFlELqi2C1/WVaYelsxpVyKqKYYsonqiPoUG+TSgLQqIOvv3z9n7R1QfMWQRuTD58/VcmZp6VkpTgGqeJ2jt99DUSJktMWAROSeGLKJ6oC78EbYmxOiHH/lCdqXQpVQfS9wuf/CzUhul88jZop6WGrUV4IjIegxZROQULHlUjbGRJXkYsvaaxq6r9ny2fjyOOdaMtDGgkb2sWLECUVFR8Pb2RlxcHPbu3Wuy/ZYtW9C2bVt4e3ujY8eO+Prrrw32C4KAmTNnokmTJvDx8UFiYiL+/PNPaf+ZM2cwZswYREdHw8fHBy1btsSsWbNQVlZW7TyLFi3CbbfdBi8vLzRt2hSvvfaa7T64AoYsonpAf2SmrkwfmuqnuSClNGJl7jMbC21K5zE3rVgb39+aXMeSIEpkic2bN2PKlCmYNWsW9u/fjzvuuANJSUm4dOmSYvvdu3dj+PDhGDNmDH7//XcMHjwYgwcPxuHDh6U2b7zxBt566y2sWrUKe/bsgZ+fH5KSklBSUgIAOH78OKqqqrB69WocOXIES5YswapVq/Dyyy8bXGvixIn497//jUWLFuH48eP44osv0KNHD/t9MwBoBEHgT1kN6XQ6BAQEYOHHBfDx1Tq6O0Qm2fsPqyUPYjbWVm3gMdVG6RrG1m3VpIq7KbU9omUJVnx3jBvFOrz4UAAKCgqg1drn74X4N+mdb/Lh41eza9wo0mHcgEDV/Y2Li0P37t2xfPlyAEBVVRUiIyPx7LPPYtq0adXaDxs2DEVFRdi2bZu07c4770Tnzp2xatUqCIKAiIgIPP/883jhhRcAAAUFBQgLC8PatWvxyCOPKPZj4cKFWLlyJU6dOgUAOHbsGDp16oTDhw+jTZs2Fn8frMWRLCKymqkwZGzkR239KWNrqIzt178Ww4N5/B6RJXQ6ncGrtLS0WpuysjJkZWUhMTFR2ubm5obExERkZmYqnjczM9OgPQAkJSVJ7U+fPo3c3FyDNgEBAYiLizN6TuBmEAsODpbef/nll4iJicG2bdsQHR2NqKgoPPnkk7h69aq6b4CVWPGdiKymZgG4fMTE1EOX1bYxt99YkFN6SLSx90rnsRSDDDlSQZEGZULN/j94o/jm8ZGRkQbbZ82ahdmzZxtsu3z5MiorKxEWFmawPSwsDMePH1c8f25urmL73Nxcab+4zVgbuRMnTmDZsmVYtGiRtO3UqVP466+/sGXLFqxfvx6VlZWYPHkyHnroIezcuVPxPLbAkEVUz8gfDqwUPOxxHXPTiLaYZhQZ+3x14eHNRM7o3LlzBtOFXl5eDuyNcTk5OUhOTsbQoUMxduxYaXtVVRVKS0uxfv163HbbbQCA9957D7GxscjOzrbbFCKnC4nqObV1oiw5n6kSCGr7Yuy61jw2yNj1GayI1NFqtQYvpZAVEhICd3d35OXlGWzPy8tDeHi44nnDw8NNthf/VXPOCxcuoG/fvkhISMA777xjsK9Jkybw8PCQAhYAtGvXDgBw9uxZo5+7phiyiOoZpTvLlOpEydc3WbveSe3olLlpQaVtau5AtEVwJCLzPD09ERsbi/T0dGlbVVUV0tPTER8fr3hMfHy8QXsA2LFjh9Q+Ojoa4eHhBm10Oh327NljcM6cnBz06dMHsbGxWLNmDdzcDONNz549UVFRgZMnT0rb/vvf/wIAWrRoYeUnNs+lQlZUVBQ0Go3Ba/78+SaPKSkpwfjx49GoUSP4+/tjyJAh1RIzkStRCkvy9/oFOo0tMFf62tj11LL2jjelUCiez9S1LCkySkTmTZkyBe+++y7WrVuHY8eO4ZlnnkFRURFGjx4NAEhJSUFqaqrUfuLEidi+fTsWL16M48ePY/bs2fjtt98wYcIEAIBGo8GkSZPw6quv4osvvsChQ4eQkpKCiIgIDB48GMCtgNW8eXMsWrQIf//9N3Jzcw3WbCUmJqJr16544okn8PvvvyMrKwtPPfUU7r33XoPRLVtzuTVZc+fONZiHbdiwocn2kydPxldffYUtW7YgICAAEyZMwIMPPohffvnF3l0lchr6oz6WTquZGm0ytwbKVAFSNWuu1JR1MLePiGxn2LBh+PvvvzFz5kzk5uaic+fO2L59u7Rw/ezZswajTAkJCdi4cSOmT5+Ol19+Ga1bt8bWrVvRoUMHqc1LL72EoqIijBs3Dvn5+bjrrruwfft2eHt7A7g58nXixAmcOHECzZo1M+iPWKXKzc0NX375JZ599ln06tULfn5+GDBgABYvXmzX74dL1cmKiorCpEmTMGnSJFXtCwoKEBoaio0bN+Khhx4CcLOoWbt27ZCZmYk777xT1XlYJ4vqOnMjOGqeC6iWmkX2liyCl59XPLe105oMZGRPtVknyxZ/k2qjv67MpaYLAWD+/Plo1KgRunTpgoULF6KiosJo26ysLJSXlxvU32jbti2aN29usv5GaWlptZohRHWZsTVYctaEK2tKIqgJfaaCn7naW8ZG69TU4iIiUsulpgufe+45dO3aFcHBwdi9ezdSU1Nx8eJFvPnmm4rtc3Nz4enpicDAQIPtpupvAEBaWhrmzJljy64TORVz04byKurmnjsotrFktMjY2ip5aKtJCFLbH45yEZE1nH4ka9q0adUWs8tfYpGzKVOmoE+fPujUqROefvppLF68GMuWLVOsTFsTqampKCgokF7nzp2z6fmJakNNR2mU7jyU79e/lvza1pRiMNcfNW3El9qSEvYMVhwlI3JtTj+S9fzzz2PUqFEm28TExChuj4uLQ0VFBc6cOaNYaCw8PBxlZWXIz883GM0yVdMDuFmEzVkLsRFZorYWiyutw1KqCG9sxEhpGs+a/lk7ImWPoGWsIj4RuQ6nD1mhoaEIDQ216tgDBw7Azc0NjRs3VtwfGxuLBg0aID09HUOGDAEAZGdn4+zZs0ZrehC5CkvqS6kNAvIq7+b2GysNYe56ptZ5qb3j0BL2mC40970iorrP6UOWWpmZmdizZw/69u2Lhg0bIjMzE5MnT8Zjjz2GoKAgADdrafTr1w/r169Hjx49EBAQgDFjxmDKlCkIDg6GVqvFs88+i/j4eNV3FhKRIUurw8vV1giPM4QbZ+gDEdmPy4QsLy8vbNq0CbNnz0ZpaSmio6MxefJkTJkyRWpTXl6O7OxsFBcXS9uWLFkCNzc3DBkyBKWlpUhKSsLbb7/tiI9A5BDyMGPpM/8svZbSNdX2TQ21I2DWLsInIlLLZUJW165d8euvv5psExUVBXlZMG9vb6xYsQIrVqywZ/eICOqmyExNY5oa+XKGdVZERPpcJmQRkXVq+9l+9jgvAxNRdTpdJcoqKmt0jpLimh1f3zFkEZFFbLUI3NTzEJVGreS1uZSOIyJyJgxZRGQRe9W1kj+PUB601NSUcqaiofa4y5GI6hanL0ZKRPVDTepeOSMGKyLiSBYR2UxNioSaK0Cq5iHVzhZsnK0/RFS7GLKIyCZq+ogeMWipDSYMMETk7DhdSEROgaGJiFwNQxYR2URNHqbszGuriIisxZBFRBYJ8BcYioiIVOCaLCKymK2n9sw9rNoe1yQisjeOZBGRRRh2iIjU4UgWETktBjoiqss4kkVEDmOrtV3WrBPj2jIisjeGLCIiIiI74HQhEdV51kwrciqSiOyNI1lEZBFbTrMx6BCRK+NIFhG5DGufnUjkinS6MpSWl9XoHKU3anZ8fceRLCKySE0qu6tVk9EyLmYnImfBkSwicjrWhjiOYhGRM+FIFhHVORytIqK6gCGLiBzK2qlBBi0icnacLiQih2L5BSJyVRzJIiKnwJEpInI1DFlE5DScLWjx0TtEVBOcLiQip8ApQCJyNRzJIqI6hyNMRFQXMGQRUb2kJqTVRuFVInJdDFlEVOfUNPyIAYujYUSOc/XqVYwYMQJarRaBgYEYM2YMCgsLTR5TUlKC8ePHo1GjRvD398eQIUOQl5en2PbKlSto1qwZNBoN8vPzDfZt2LABd9xxB3x9fdGkSRM88cQTuHLlikGbpUuXok2bNvDx8UFkZCQmT56MkpISiz4jQxYR1TtiQOMoFZHjjBgxAkeOHMGOHTuwbds2/Pjjjxg3bpzJYyZPnowvv/wSW7ZswQ8//IALFy7gwQcfVGw7ZswYdOrUqdr2X375BSkpKRgzZgyOHDmCLVu2YO/evRg7dqzUZuPGjZg2bRpmzZqFY8eO4b333sPmzZvx8ssvW/QZufCdiOolBiwixzl27Bi2b9+Offv2oVu3bgCAZcuW4b777sOiRYsQERFR7ZiCggK899572LhxI+655x4AwJo1a9CuXTv8+uuvuPPOO6W2K1euRH5+PmbOnIlvvvnG4DyZmZmIiorCc889BwCIjo7GU089hQULFkhtdu/ejZ49e+LRRx8FAERFRWH48OHYs2ePRZ+TI1lERERkkk6nM3iVlpbW6HyZmZkIDAyUAhYAJCYmws3NzWiQycrKQnl5ORITE6Vtbdu2RfPmzZGZmSltO3r0KObOnYv169fDza16zImPj8e5c+fw9ddfQxAE5OXl4eOPP8Z9990ntUlISEBWVhb27t0LADh16hS+/vprgzZqcCSLiIjIBV3XlaK0rGZhqKzk5vGRkZEG22fNmoXZs2dbfd7c3Fw0btzYYJuHhweCg4ORm5tr9BhPT08EBgYabA8LC5OOKS0txfDhw7Fw4UI0b94cp06dqnaenj17YsOGDRg2bBhKSkpQUVGBQYMGYcWKFVKbRx99FJcvX8Zdd90FQRBQUVGBp59+2uLpQo5kERERkUnnzp1DQUGB9EpNTVVsN23aNGg0GpOv48eP262fqampaNeuHR577DGjbY4ePYqJEydi5syZyMrKwvbt23HmzBk8/fTTUpuMjAy8/vrrePvtt7F//358+umn+OqrrzBv3jyL+sORLCIiIjJJq9VCq9Wabff8889j1KhRJtvExMQgPDwcly5dMtheUVGBq1evIjw8XPG48PBwlJWVIT8/32A0Ky8vTzpm586dOHToED7++GMAgCDcvIM4JCQEr7zyCubMmYO0tDT07NkTL774IgCgU6dO8PPzw913341XX30VTZo0wYwZM/D444/jySefBAB07NgRRUVFGDduHF555RXFaUglDFlERERkE6GhoQgNDTXbLj4+Hvn5+cjKykJsbCyAmwGpqqoKcXFxisfExsaiQYMGSE9Px5AhQwAA2dnZOHv2LOLj4wEAn3zyCW7cuCEds2/fPjzxxBP46aef0LJlSwBAcXExPDwM44+7uzuAW6GsuLi4WpCSt1HDZaYLMzIyjA5N7tu3z+hxffr0qdZef8iQiIiIbKtdu3ZITk7G2LFjsXfvXvzyyy+YMGECHnnkEenOwpycHLRt21ZafB4QEIAxY8ZgypQp2LVrF7KysjB69GjEx8dLdxa2bNkSHTp0kF7R0dHS9cQ1YIMGDcKnn36KlStX4tSpU/jll1/w3HPPoUePHtK1Bw0ahJUrV2LTpk04ffo0duzYgRkzZmDQoEFS2FLDZUayEhIScPHiRYNtM2bMQHp6usHdC0rGjh2LuXPnSu99fX3t0kciIiK6acOGDZgwYQL69esHNzc3DBkyBG+99Za0v7y8HNnZ2SguLpa2LVmyRGpbWlqKpKQkvP322xZdd9SoUbh+/TqWL1+O559/HoGBgbjnnnsMSjhMnz4dGo0G06dPR05ODkJDQzFo0CC89tprFl1LI1gy7lWHlJeXo2nTpnj22WcxY8YMo+369OmDzp07Y+nSpVZfS6fTISAgAAs/LoCPr/k5ayJST6zKzrpW5ApuFOvw4kMBKCgoULXGyRri36Qn5v4FT++aXaOsRIf3Z7awa39dmctMF8p98cUXuHLlCkaPHm227YYNGxASEoIOHTogNTXVIDUrKS0trVYzhIiIiEify0wXyr333ntISkpCs2bNTLZ79NFH0aJFC0RERODgwYOYOnUqsrOz8emnnxo9Ji0tDXPmzLF1l4lIAUewiKiucvqRLGtqbpw/fx7ffvstxowZY/b848aNQ1JSEjp27IgRI0Zg/fr1+Oyzz3Dy5Emjx6SmphrUCzl37lyNPycRERG5FqcfyVJbc0PfmjVr0KhRI/zjH/+w+HriraMnTpyQbveU8/LygpeXl8XnJiIiovrD6UOW2pobIkEQsGbNGqSkpKBBgwYWX+/AgQMAgCZNmlh8LBEREZHI6acLLbVz506cPn1aqtKqT15z4+TJk5g3bx6ysrJw5swZfPHFF0hJSUGvXr3QqVOn2u46ERERuRCnH8my1HvvvYeEhAS0bdu22j55zQ1PT098//33WLp0KYqKihAZGYkhQ4Zg+vTptd1tIiIicjEuF7I2btxodF9UVJRBOfzIyEj88MMPtdEtIiIiqmdcbrqQiIiIyBm43EgWERERAdevFaOBl/rn7CkpLzVdnJtM40gWERERkR0wZBERERHZAUMWERERkR0wZBERERHZAUMWERERkR0wZBERERHZAUMWERERkR0wZBERERHZAUMWERERkR0wZBERERHZAUMWERERkR0wZBERERHZAUMWERERkR0wZBERERHZgYejO0BERES2p7t2HQ08hRqdo7ys0Ea9qZ84kkVERERkBwxZRERERHbAkEVERERkBwxZRERERHbAkEVERERkBwxZRERERHbAkEVERERkBwxZRERERHbAkEVERERkBwxZRERERHbAkEVERES17urVqxgxYgS0Wi0CAwMxZswYFBaafozPO++8gz59+kCr1UKj0SA/P9+q8x48eBB33303vL29ERkZiTfeeMNg/6effopu3bohMDAQfn5+6Ny5M/7zn/9Y/BkZsoiIiKjWjRgxAkeOHMGOHTuwbds2/Pjjjxg3bpzJY4qLi5GcnIyXX37Z6vPqdDr0798fLVq0QFZWFhYuXIjZs2fjnXfekdoEBwfjlVdeQWZmJg4ePIjRo0dj9OjR+Pbbby36jBpBEGr29EiCTqdDQEAAFn5cAB9fraO7Q0RETupGsQ4vPhSAgoICaLX2+Xsh/k1KGrUXDTz9a3Su8rJCfLu2h837e+zYMbRv3x779u1Dt27dAADbt2/Hfffdh/PnzyMiIsLk8RkZGejbty+uXbuGwMBAi867cuVKvPLKK8jNzYWnpycAYNq0adi6dSuOHz9u9Jpdu3bFwIEDMW/ePNWfkyNZREREZJJOpzN4lZaW1uh8mZmZCAwMlIIQACQmJsLNzQ179uyx63kzMzPRq1cvKWABQFJSErKzs3Ht2rVq5xQEAenp6cjOzkavXr0s6o+HlZ+DiIiInFhR/nV4NKiq0TkqyosAAJGRkQbbZ82ahdmzZ1t93tzcXDRu3Nhgm4eHB4KDg5Gbm2vX8+bm5iI6OtqgTVhYmLQvKCgIAFBQUICmTZuitLQU7u7uePvtt3Hvvfda1B+GLCIiIjLp3LlzBtOFXl5eiu2mTZuGBQsWmDzXsWPHbNo3e2nYsCEOHDiAwsJCpKenY8qUKYiJiUGfPn1Un4Mhi4iIiEzSarWq1mQ9//zzGDVqlMk2MTExCA8Px6VLlwy2V1RU4OrVqwgPD7e6n2rOGx4ejry8PIM24nv9a7u5uaFVq1YAgM6dO+PYsWNIS0tjyCIiIqLaFxoaitDQULPt4uPjkZ+fj6ysLMTGxgIAdu7ciaqqKsTFxVl9fTXnjY+PxyuvvILy8nI0aNAAALBjxw60adNGmipUUlVVZfFatDqz8P21115DQkICfH19De4k0Hf27FkMHDgQvr6+aNy4MV588UVUVFSYPK81dTqIiIjIeu3atUNycjLGjh2LvXv34pdffsGECRPwyCOPSHcW5uTkoG3btti7d690XG5uLg4cOIATJ04AAA4dOoQDBw7g6tWrqs/76KOPwtPTE2PGjMGRI0ewefNm/Otf/8KUKVOk66SlpWHHjh04deoUjh07hsWLF+M///kPHnvsMYs+Z50ZySorK8PQoUMRHx+P9957r9r+yspKDBw4EOHh4di9ezcuXryIlJQUNGjQAK+//rrR844YMQIXL17Ejh07UF5ejtGjR2PcuHHYuHGjPT8OERFRvbZhwwZMmDAB/fr1g5ubG4YMGYK33npL2l9eXo7s7GwUFxdL21atWoU5c+ZI78W7/dasWSNNU5o7b0BAAL777juMHz8esbGxCAkJwcyZMw1qaRUVFeGf//wnzp8/Dx8fH7Rt2xYffPABhg0bZtFnrHN1stauXYtJkyZVq/L6zTff4P7778eFCxekuwRWrVqFqVOn4u+//za4VVNU0zodItbJIiIiNWqzTtZdg9Ph0cCvRueqKC/Cz1v72bW/rqzOTBeak5mZiY4dO0oBC7hZ90Kn0+HIkSNGj7GmTkdpaWm1miFERERE+lwmZOXm5hoELMCw7oWxY6yp05GWloaAgADpJa8fQkREROTQkDVt2jRoNBqTL1Ml7h0lNTUVBQUF0uvcuXOO7hIRERE5GYcufFdbT0ON8PBwgzsQAOW6F/JjrKnT4eXlZbQQGxERERHg4JCltp6GGvHx8Xjttddw6dIlaQpwx44d0Gq1aN++vdFj7FGng4iIiKjOrMk6e/YsDhw4gLNnz6KyshIHDhyQyt0DQP/+/dG+fXs8/vjj+OOPP/Dtt99i+vTpGD9+vDTqtHfvXrRt2xY5OTkA1NXTICIiIrJGnamTNXPmTKxbt05636VLFwDArl270KdPH7i7u2Pbtm145plnEB8fDz8/P4wcORJz586VjikuLkZ2djbKy8ulbebqaRARERFZo87VyXJGrJNFRERqsE5W/VJnRrKcmZhTS4pZL4uIiIwT/07UxvhGRXmRU5yjPuNIlg2cP3+etbKIiEi1c+fOoVmzZnY5d0lJCaKjo03We7REeHg4Tp8+DW9vb5ucrz5hyLKBqqoqXLhwAQ0bNoRGo7HJOXU6HSIjI3Hu3Lk6M0TLPteOutbnutZfgH2uLXWtz7boryAIuH79OiIiIuDmZr97z0pKSlBWVmaTc3l6ejJgWYnThTbg5uZmt/8i0Wq1deKXjz72uXbUtT7Xtf4C7HNtqWt9rml/AwICbNgbZd7e3gxGTqDOlHAgIiIiqksYsoiIiIjsgCHLSXl5eWHWrFl16vE97HPtqGt9rmv9Bdjn2lLX+lzX+kuOx4XvRERERHbAkSwiIiIiO2DIIiIiIrIDhiwiIiIiO2DIIiIiIrIDhqw65KuvvkJcXBx8fHwQFBSEwYMHO7pLqpSWlqJz587QaDQ4cOCAo7uj6MyZMxgzZgyio6Ph4+ODli1bYtasWTarmGwrK1asQFRUFLy9vREXF4e9e/c6uktGpaWloXv37mjYsCEaN26MwYMHIzs729Hdssj8+fOh0WgwadIkR3fFpJycHDz22GNo1KgRfHx80LFjR/z222+O7paiyspKzJgxw+Bnbd68ebXyLD+1fvzxRwwaNAgRERHQaDTYunWrwX5BEDBz5kw0adIEPj4+SExMxJ9//umYzpJTY8iqIz755BM8/vjjGD16NP744w/88ssvePTRRx3dLVVeeuklREREOLobJh0/fhxVVVVYvXo1jhw5giVLlmDVqlV4+eWXHd01yebNmzFlyhTMmjUL+/fvxx133IGkpCRcunTJ0V1T9MMPP2D8+PH49ddfsWPHDpSXl6N///4oKqobD5zdt28fVq9ejU6dOjm6KyZdu3YNPXv2RIMGDfDNN9/g6NGjWLx4MYKCghzdNUULFizAypUrsXz5chw7dgwLFizAG2+8gWXLljm6a5KioiLccccdWLFiheL+N954A2+99RZWrVqFPXv2wM/PD0lJSSgpKanlnpLTE8jplZeXC02bNhX+/e9/O7orFvv666+Ftm3bCkeOHBEACL///ruju6TaG2+8IURHRzu6G5IePXoI48ePl95XVlYKERERQlpamgN7pd6lS5cEAMIPP/zg6K6Ydf36daF169bCjh07hN69ewsTJ050dJeMmjp1qnDXXXc5uhuqDRw4UHjiiScMtj344IPCiBEjHNQj0wAIn332mfS+qqpKCA8PFxYuXChty8/PF7y8vIQPP/zQAT0kZ8aRrDpg//79yMnJgZubG7p06YImTZpgwIABOHz4sKO7ZlJeXh7Gjh2L//znP/D19XV0dyxWUFCA4OBgR3cDAFBWVoasrCwkJiZK29zc3JCYmIjMzEwH9ky9goICAHCa76kp48ePx8CBAw2+387qiy++QLdu3TB06FA0btwYXbp0wbvvvuvobhmVkJCA9PR0/Pe//wUA/PHHH/j5558xYMAAB/dMndOnTyM3N9fg/xsBAQGIi4urMz+LVHsYsuqAU6dOAQBmz56N6dOnY9u2bQgKCkKfPn1w9epVB/dOmSAIGDVqFJ5++ml069bN0d2x2IkTJ7Bs2TI89dRTju4KAODy5cuorKxEWFiYwfawsDDk5uY6qFfqVVVVYdKkSejZsyc6dOjg6O6YtGnTJuzfvx9paWmO7ooqp06dwsqVK9G6dWt8++23eOaZZ/Dcc89h3bp1ju6aomnTpuGRRx5B27Zt0aBBA3Tp0gWTJk3CiBEjHN01VcSft7r6s0i1iyHLgaZNmwaNRmPyJa4VAoBXXnkFQ4YMQWxsLNasWQONRoMtW7Y4ZZ+XLVuG69evIzU1tVb7Z21/9eXk5CA5ORlDhw7F2LFjHdRz1zJ+/HgcPnwYmzZtcnRXTDp37hwmTpyIDRs2wNvb29HdUaWqqgpdu3bF66+/ji5dumDcuHEYO3YsVq1a5eiuKfroo4+wYcMGbNy4Efv378e6deuwaNEipw2FRDXh4egO1GfPP/88Ro0aZbJNTEwMLl68CABo3769tN3LywsxMTE4e/asPbtYjdo+79y5E5mZmdWe8dWtWzeMGDGi1n6hqu2v6MKFC+jbty8SEhLwzjvv2Ll36oWEhMDd3R15eXkG2/Py8hAeHu6gXqkzYcIEbNu2DT/++COaNWvm6O6YlJWVhUuXLqFr167StsrKSvz4449Yvnw5SktL4e7u7sAeVtekSROD3w0A0K5dO3zyyScO6pFpL774ojSaBQAdO3bEX3/9hbS0NIwcOdLBvTNP/HnLy8tDkyZNpO15eXno3Lmzg3pFzoohy4FCQ0MRGhpqtl1sbCy8vLyQnZ2Nu+66CwBQXl6OM2fOoEWLFvbupgG1fX7rrbfw6quvSu8vXLiApKQkbN68GXFxcfbsogG1/QVujmD17dtXGil0c3OegV5PT0/ExsYiPT1dKt1RVVWF9PR0TJgwwbGdM0IQBDz77LP47LPPkJGRgejoaEd3yax+/frh0KFDBttGjx6Ntm3bYurUqU4XsACgZ8+e1Upj/Pe//6313w1qFRcXV/vZcnd3l0bsnV10dDTCw8ORnp4uhSqdToc9e/bgmWeecWznyOkwZNUBWq0WTz/9NGbNmoXIyEi0aNECCxcuBAAMHTrUwb1T1rx5c4P3/v7+AICWLVs65WhGTk4O+vTpgxYtWmDRokX4+++/pX3OMlI0ZcoUjBw5Et26dUOPHj2wdOlSFBUVYfTo0Y7umqLx48dj48aN+Pzzz9GwYUNpvUpAQAB8fHwc3DtlDRs2rLZmzM/PD40aNXLatWSTJ09GQkICXn/9dTz88MPYu3cv3nnnHacaidU3aNAgvPbaa2jevDluv/12/P7773jzzTfxxBNPOLprksLCQpw4cUJ6f/r0aRw4cADBwcFo3rw5Jk2ahFdffRWtW7dGdHQ0ZsyYgYiIiDpTu5BqkaNvbyR1ysrKhOeff15o3Lix0LBhQyExMVE4fPiwo7ul2unTp526hMOaNWsEAIovZ7Js2TKhefPmgqenp9CjRw/h119/dXSXjDL2/VyzZo2ju2YRZy/hIAiC8OWXXwodOnQQvLy8hLZt2wrvvPOOo7tklE6nEyZOnCg0b95c8Pb2FmJiYoRXXnlFKC0tdXTXJLt27VL8/+7IkSMFQbhZxmHGjBlCWFiY4OXlJfTr10/Izs52bKfJKWkEwYnK7BIRERG5COdZdEJERETkQhiyiIiIiOyAIYuIiIjIDhiyiIiIiOyAIYuIiIjIDhiyiIiIiOyAIYuIiIjIDhiyiMgiGRkZ0Gg0yM/Pd3RXiIicGkMWEUk0Go3J1+zZs216ra1bt9rsfEREzobPLiQiycWLF6WvN2/ejJkzZxo8fNjf3x+//fabI7pGRFTncCSLiCTh4eHSKyAgABqNxmCb+KBvAMjKykK3bt3g6+uLhIQEgzAGAJ9//jm6du0Kb29vxMTEYM6cOaioqAAAREVFAQD+7//+DxqNRnp/8uRJPPDAAwgLC4O/vz+6d++O77//vlY+OxGRrTFkEZFVXnnlFSxevBi//fYbPDw88MQTT0j7fvrpJ6SkpGDixIk4evQoVq9ejbVr1+K1114DAOzbtw8AsGbNGly8eFF6X1hYiPvuuw/p6en4/fffkZycjEGDBuHs2bO1/wGJiGqID4gmIkVr167FpEmTqi1wz8jIQN++ffH999+jX79+AICvv/4aAwcOxI0bN+Dt7Y3ExET069cPqamp0nEffPABXnrpJVy4cAHAzTVZn332GQYPHmyyHx06dMDTTz+NCRMm2PTzERHZG9dkEZFVOnXqJH3dpEkTAMClS5fQvHlz/PHHH/jll1+kkSsAqKysRElJCYqLi+Hr66t4zsLCQsyePRtfffUVLl68iIqKCty4cYMjWURUJzFkEZFVGjRoIH2t0WgAAFVVVQBuhqU5c+bgwQcfrHact7e30XO+8MIL2LFjBxYtWoRWrVrBx8cHDz30EMrKymzceyIi+2PIIiKb69q1K7Kzs9GqVSujbRo0aIDKykqDbb/88gtGjRqF//u//wNwM6ydOXPGnl0lIrIbhiwisrmZM2fi/vvvR/PmzfHQQw/Bzc0Nf/zxBw4fPoxXX30VwM07DNPT09GzZ094eXkhKCgIrVu3xqeffopBgwZBo9FgxowZ0ugYEVFdw7sLicjmkpKSsG3bNnz33Xfo3r077rzzTixZsgQtWrSQ2ixevBg7duxAZGQkunTpAgB48803ERQUhISEBAwaNAhJSUno2rWroz4GEVGN8O5CIiIiIjvgSBYRERGRHTBkEREREdkBQxYRERGRHTBkEREREdkBQxYRERGRHTBkEREREdkBQxYRERGRHTBkEREREdkBQxYRERGRHTBkEREREdkBQxYRERGRHTBkEREREdnB/wOdaiHt95o6awAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; Svw; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; Suv; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "U; W; pdf; pdf[normal]; covariance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vRURE6o8VK1YQGhqKp6cnERER7Nmzx2bb/fv3M2zYMNP1e9myZXb3vXjxYgwGA7NmzTJbn52dzdixYwkKCqJRo0b06NGDt956y2L7d999l4iICLy8vGjSpAmxsbFOn1+dCUV79+7l1KlTpiUpKQmA4cOH29zGx8fHbJvjx4/fqO6KiIjUKxs3biQuLo74+HjS0tLo1q0bMTExnD592mr7y5cv07ZtWxYvXkxQUJDdfe/du5dVq1bRtWtXi+/GjRvHoUOH2Lp1K19//TUPPfQQI0aMYN++faY2b731FmPHjmXixIl8+eWXfPrpp4wePdrpc6wzoSggIICgoCDTsm3bNtq1a0e/fv1sbmMwGMy2CQwMvIE9FhERqT9eeuklJk+ezMSJE+ncuTMrV66kYcOGrFmzxmr7Xr16sWTJEn7961/j4eFhc7+XLl1izJgx/OUvf6FJkyYW3+/evZsZM2bQu3dv2rZty/z58/Hz8yM1NRWAa9euMXPmTJYsWcLUqVO5/fbb6dy5MyNGjHD6HOtMKCqrsLCQN998k9/85jcYDAab7S5dukRISAjBwcE8+OCD7N+/v8J9FxQUkJeXZ7aIiIjUV+WveQUFBRZtCgsLSU1NJTo62rTOxcWF6OhoUlJSqnT8adOmMWTIELN9lxUZGcnGjRs5d+4cJSUlbNiwgatXrxIVFQVAWloaWVlZuLi40L17d1q0aMHgwYPJyMhwui9uVTmR2rJlyxYuXLjAhAkTbLa54447WLNmDV27diU3N5fExEQiIyPZv38/rVu3trldQkICixYtqoFei4iIVI9GzX3wdm9QpX0YC4sACA4ONlsfHx/PwoULzdadPXuW4uJiixGXwMBADh48WOk+bNiwgbS0NPbu3WuzzT//+U9GjhyJv78/bm5uNGzYkM2bN9O+fXsAjh49CsDChQt56aWXCA0NZenSpURFRfHtt9/StGlTh/tTJ0PRa6+9xuDBg2nZsqXNNn369KFPnz6mz5GRkXTq1IlVq1bx3HPP2dxu7ty5xMXFmT7n5eVZ/IERERGpL06cOIGPj4/ps72hruo+7syZM0lKSrJ7I9QzzzzDhQsXeP/992nWrBlbtmxhxIgRfPzxx3Tp0oWSkhIAnn76aYYNGwbA2rVrad26NZs2bWLKlCkO96nOhaLjx4/z/vvv8/bbbzu1XYMGDejevTuHDx+2287Dw+OG/YEQERGpbT4+PmahyJpmzZrh6upKTk6O2fqcnJwKJ1HbkpqayunTp+nRo4dpXXFxMR999BHLly+noKCAY8eOsXz5cjIyMrjzzjsB6NatGx9//DErVqxg5cqVtGjRAoDOnTub9uPh4UHbtm3JzMx0qk91bk7R2rVrad68OUOGDHFqu+LiYr7++mvTD09EREQc4+7uTnh4OMnJyaZ1JSUlJCcnm43KOGPAgAF8/fXXpKenm5aePXsyZswY0tPTcXV15fLly8D1+Utlubq6mipE4eHheHh4cOjQIdP3RUVFHDt2jJCQEKf6VKcqRSUlJaxdu5bx48fj5mbe9XHjxtGqVSsSEhIAePbZZ7n77rtp3749Fy5cYMmSJRw/fpxHHnmkNrouIiJSp8XFxTF+/Hh69uxJ7969WbZsGfn5+UycOBGwvA4XFhbyzTffmH6dlZVFeno63t7etG/fnsaNG3PXXXeZHaNRo0b4+/ub1nfs2JH27dszZcoUEhMT8ff3Z8uWLSQlJbFt2zbgeqVr6tSpxMfHExwcTEhICEuWLAHsP7bHmjoVit5//30yMzP5zW9+Y/FdZmamWZI8f/48kydPJjs7myZNmhAeHs7u3bvNymsiIiLimJEjR3LmzBkWLFhAdnY2YWFh7NixwzT5uvx1+OTJk3Tv3t30OTExkcTERPr168euXbscOmaDBg3Yvn07c+bM4YEHHuDSpUu0b9+e119/nfvvv9/UbsmSJbi5uTF27FiuXLlCREQEO3futHqLvz0Go9FodGqLW0xeXh6+vr70jU3GrUGj2u6OiIjcxK4V5fPJlgHk5uZWOE+nMkqvSd9MfpDGVbz77GJhEZ3/8k6N9bUuqnNzikRERERqgkKRiIiICApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiIC1LHXfIiIiAh4+fvg5eFepX1cKyispt7UH6oUiYiIiKBQJCIiIgIoFImIiIgACkUiIiIigEKRiIiICKBQJCIiIgIoFImIiIgACkUiIiIigEKRiIiICKBQJCIiIgIoFImIiIgACkUiIiIigEKRiIiICKBQJCIiIgKAW213QERERJzTwM8Hd0+Pqu3jakE19ab+UKVIREREBIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREaAOhaKFCxdiMBjMlo4dO9rdZtOmTXTs2BFPT0+6dOnC9u3bb1BvRURE6p8VK1YQGhqKp6cnERER7Nmzx2bb/fv3M2zYMEJDQzEYDCxbtsyiTUJCAr169aJx48Y0b96c2NhYDh06ZPr+2LFjFtf+0mXTpk0W+/vxxx9p3bo1BoOBCxcuOH1+dSYUAdx5552cOnXKtHzyySc22+7evZtRo0YxadIk9u3bR2xsLLGxsWRkZNzAHouIiNQPGzduJC4ujvj4eNLS0ujWrRsxMTGcPn3aavvLly/Ttm1bFi9eTFBQkNU2H374IdOmTeOzzz4jKSmJoqIiBg4cSH5+PgDBwcFm1/1Tp06xaNEivL29GTx4sMX+Jk2aRNeuXSt9jnXqhbBubm42f7Dl/fGPf2TQoEE8+eSTADz33HMkJSWxfPlyVq5cWZPdFBERqXdeeuklJk+ezMSJEwFYuXIl7777LmvWrGHOnDkW7Xv16kWvXr0ArH4PsGPHDrPP69ato3nz5qSmpnLvvffi6upqcd3fvHkzI0aMwNvb22z9q6++yoULF1iwYAHvvfdepc6xTlWKvvvuO1q2bEnbtm0ZM2YMmZmZNtumpKQQHR1tti4mJoaUlJSa7qaIiEi9UlhYSGpqqtl11cXFhejo6Gq9rubm5gLQtGlTq9+npqaSnp7OpEmTzNZ/8803PPvss7zxxhu4uFQ+2tSZUBQREcG6devYsWMHr776Kt9//z0/+9nPuHjxotX22dnZBAYGmq0LDAwkOzvb7nEKCgrIy8szW0REROqr8te8goICizZnz56luLi4UtdVR5WUlDBr1izuuece7rrrLqttXnvtNTp16kRkZKRpXUFBAaNGjWLJkiXcdtttVepDnRk+Kzt22LVrVyIiIggJCeGf//ynRWKsioSEBBYtWlRt+xMREalubk38cPPyrNo+rlwFrs/bKSs+Pp6FCxdWad+VMW3aNDIyMmzOF75y5Qrr16/nmWeeMVs/d+5cOnXqxMMPP1zlPtSZSlF5fn5+3H777Rw+fNjq90FBQeTk5Jity8nJqXBO0ty5c8nNzTUtJ06cqLY+i4iI3GxOnDhhdt2bO3euRZtmzZrh6upaqeuqI6ZPn862bdv44IMPaN26tdU2//rXv7h8+TLjxo0zW79z5042bdqEm5sbbm5uDBgwwNTn+Ph4p/pRZ0PRpUuXOHLkCC1atLD6fZ8+fUhOTjZbl5SURJ8+fezu18PDAx8fH7NFRESkvip/zfPw8LBo4+7uTnh4uNl1taSkhOTk5Aqvq/YYjUamT5/O5s2b2blzJ23atLHZ9rXXXmPo0KEEBASYrX/rrbf48ssvSU9PJz09nb/+9a8AfPzxx0ybNs2p/tSZ4bPf/e53PPDAA4SEhHDy5Eni4+NxdXVl1KhRAIwbN45WrVqRkJAAwMyZM+nXrx9Lly5lyJAhbNiwgS+++ILVq1fX5mmIiIjUSXFxcYwfP56ePXvSu3dvli1bRn5+vulutPLX4cLCQr755hvTr7OyskhPT8fb25v27dsD14fM1q9fzzvvvEPjxo1N85N8fX3x8vIyHfvw4cN89NFHVp832K5dO7PPZ8+eBaBTp074+fk5dY51JhT98MMPjBo1ih9//JGAgAD69u3LZ599ZkqMmZmZZjPOIyMjWb9+PfPnz2fevHl06NCBLVu22Jy8JSIiIraNHDmSM2fOsGDBArKzswkLC2PHjh2mydflr8MnT56ke/fups+JiYkkJibSr18/du3aBVy/jR4gKirK7Fhr165lwoQJps9r1qyhdevWDBw4sGZO7n8MRqPRWKNHqOPy8vLw9fWlb2wybg0a1XZ3RETkJnatKJ9PtgwgNze3RqZflF6Tslc9jU8VJ1rnXblK0JTna6yvdVGdnVMkIiIiUp0UikRERERQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREaAOveZDRERErjM09sXQ0Kvihvb24XalmnpTf6hSJCIiIoJCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAgAbrXdAREREXGOsbEfxkYNq7YPV49q6k39oUqRiIiICApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiDhoxYoVhIaG4unpSUREBHv27LHZdv/+/QwbNozQ0FAMBgPLli2r9D5TUlK47777aNSoET4+Ptx7771cuXLF9P3zzz9PZGQkDRs2xM/Pr9LnV2dCUUJCAr169aJx48Y0b96c2NhYDh06ZHebdevWYTAYzBZPT88b1GMREZH6Y+PGjcTFxREfH09aWhrdunUjJiaG06dPW21/+fJl2rZty+LFiwkKCqr0PlNSUhg0aBADBw5kz5497N27l+nTp+Pi8lOEKSwsZPjw4fz2t7+t0jnWmVD04YcfMm3aND777DOSkpIoKipi4MCB5Ofn293Ox8eHU6dOmZbjx4/foB6LiIjUHy+99BKTJ09m4sSJdO7cmZUrV9KwYUPWrFljtX2vXr1YsmQJv/71r/HwsP7yWUf2OXv2bB5//HHmzJnDnXfeyR133MGIESPM9rlo0SJmz55Nly5dqnSOdSYU7dixgwkTJnDnnXfSrVs31q1bR2ZmJqmpqXa3MxgMBAUFmZbAwMAb1GMREZH6obCwkNTUVKKjo03rXFxciI6OJiUlpcb2efr0aT7//HOaN29OZGQkgYGB9OvXj08++aRqJ2SDW43s9QbIzc0FoGnTpnbbXbp0iZCQEEpKSujRowcvvPACd955p832BQUFFBQUmD7n5eVVT4dFyvDx96vyPvJ+vFDlfYiIlL/OeXh4WFR2zp49S3FxsUVhITAwkIMHD1bquI7s8+jRowAsXLiQxMREwsLCeOONNxgwYAAZGRl06NChUse2pU6GopKSEmbNmsU999zDXXfdZbPdHXfcwZo1a+jatSu5ubkkJiYSGRnJ/v37ad26tdVtEhISWLRoUU11XW4R1RF6quMYCk4i9dO1Rk245t2wavvgevAJDg42Wx8fH8/ChQurtO/qUlJSAsCUKVOYOHEiAN27dyc5OZk1a9aQkJBQrcerk6Fo2rRpZGRkVFg+69OnD3369DF9joyMpFOnTqxatYrnnnvO6jZz584lLi7O9DkvL8/iD4xIeTciBFWGtX4pKIlIWSdOnMDHx8f02dr8n2bNmuHq6kpOTo7Z+pycHJuTqCviyD5btGgBQOfOnc3adOrUiczMzEod1546M6eo1PTp09m2bRsffPCBzWqPLQ0aNKB79+4cPnzYZhsPDw98fHzMFhFrfPz9TEtdUrbfda3vIlL9yl/zrIUid3d3wsPDSU5ONq0rKSkhOTnZrPjgDEf2GRoaSsuWLS3uNv/2228JCQmp1HHtqTOVIqPRyIwZM9i8eTO7du2iTZs2Tu+juLiYr7/+mvvvv78Geii3gvoYIsqfkypJImJNXFwc48ePp2fPnvTu3Ztly5aRn59vGtYaN24crVq1Mg1pFRYW8s0335h+nZWVRXp6Ot7e3rRv396hfRoMBp588kni4+Pp1q0bYWFhvP766xw8eJB//etfpr5lZmZy7tw5MjMzKS4uJj09HYD27dvj7e3t8DnWmVA0bdo01q9fzzvvvEPjxo3Jzs4GwNfXFy8vL8DyN+TZZ5/l7rvvpn379ly4cIElS5Zw/PhxHnnkkVo7D6l76mMQskchSUSsGTlyJGfOnGHBggVkZ2cTFhbGjh07TBOlMzMzzZ4ddPLkSbp37276nJiYSGJiIv369WPXrl0O7RNg1qxZXL16ldmzZ3Pu3Dm6detGUlIS7dq1M7VZsGABr7/+uulz6XE/+OADoqKiHD5Hg9FoNDr1U6klBoPB6vq1a9cyYcIEAKKioggNDWXdunXA9WcbvP3222RnZ9OkSRPCw8P5/e9/b/abVJG8vDx8fX3pG5uMW4NGVT0NqUNqKgx5+zn+r5aquHThUrXvUwFJxL5rRfl8smUAubm5NTL9ovSa9MPOTfhUcaJ13qXLtL5veI31tS6qM5UiR7JbafIs9fLLL/Pyyy/XUI+kvqrOMHSjApAzx65KWCr7s1FAEpH6ps6EIpEboaqBqDZDkKPK97GyIan0Z6VwJCL1hUKRCFULQ9UVhHyaVm14Nu+c/Vfe2FLVkKTqkYjUFwpFcsurbCCqbBiqavip7H4dDU1lz6uyAUnhSETqIoUiuaVVJhA5G4ZqKgQ5y1o/KgpKlQ1Iqh6JSF2kUCS3LGcDkTNhyNkg5ONr/Q3SVZGXW1Bhm/L9tBeSqhqQFI5E5GanUCS3pJoIRI4GoZoIQM4cx15YKnsO1R2QFI5E5GanUCS3nOoORI6EIWeDkK+vu1Pty8vNLXSqL9aCkrMBSeFIROo6hSK5pTgTiKpaHXIkCFU1/FRmv9YCU9m+VjYgOVs9UjgSkZuNQpHcMqozEFUlDDkahHx9XB1qZ0tuXrFDxy8fksr3v3xIciYgORqOFIxEnFPo5UeBV9Vu4igsrpl/lNVlCkUi5dREIKooCFU1ADmzz/JhydGQZK+CVNVwpKqRiNwMFIrkluBolaiygcjZMORICPL1rp7XEuZeMn9voLVjlw1KZftcNiDZG2JTOBKR+kChSMRBzgQiZ8OQswHIx6vEYl3eFRcrLW3vu2xYKtuvqgQkhSMRqcsUiqTeq44qkbVA5Ex1yFoYsheErIWeijiyTdngVP74pSGpsgHJ2XCk+UYicrNRKBKhegJRVcJQRYHGx9P2LfaOyLvqbvM4pUGpbL8cDUhVCUeqGonIzUahSOq1qr71vjoDkaNhyNEA1Nj9is3vLhZ6VbhPW0Ep74qLwwHpRocjBSMRqUkKRXLLq+pb7ssHosqEIVtByF7wsaei7S4Welkc01pIqiggVXc4UjASkdqkUCRigyNVImcDkSNhyFagaeR62XZnHZRf3NDqMcqHpPIBqfwQW02FI0eqRhpOE5GaolAk9ZYjQ2e2qkQ1HYjKhyFrQcheCGpUkmfzO2vyXXxs7jO/uKHZ8a0FpIqqR46GI2u38qtqJCI3C4UikRpQNjTYqw6VD0PWQktFAcirINfq+isevhXuI9/Fx+yYzgQka9WjisKRs1UjBSMRuZEUikQc4EyVqDKBqHwYshZibIUfWypqf8XD1/I4ZYpd9gKSrXBkb1itMlUjDaeJyI2kUCRSjiNvvS/L0Vd0OBKIyocUa8HG48p5p/pnTYFXE4t9W4QkGwHJXjiyNufI2aqRhtNEpLYoFMktq7J3ndl7j5mtKpGzgah8YLEWhNwuOR+Ornk3sbq/8iGpbEAqO8RWmXDkbNVIw2kiUlsUikQqYO+t944Mm1UUiJwJQ7aCkCGv4oBk9Glidftr3k3MjmNRRSp7+v87XWfCkbUhtcpWjRwdTlMwEpHKUCgSqUGVDURlQ4q1IONICHJkG1tBqVTZgGQ2vGYnHJW9nd+RIbWKqkaVGU5TMBKRylAoEqlmFb2yw9odZo4EIquhJu9CJXr4v/35+Fnss2xIKltBshaOrA2rOVM1UjASqbwrHj64eVTtwbNXihybD3krUSgScYKt+UQVveW+tJpibQ5RRYHIIrhYCULXzjlXOXJr2sRiP+VDkrW/HMyG1v43rGZ2W///fjyOVI0qGk5TMBKRG02hSKSSKrrrzN47zKzdcl9RICofYmwFocLztm/Fd2/ia3Xb8iGpbECyNsRmLxzZqxrZun3fWtVIwUhEbjSX2u6ASH1n7z1kpcHCmUB07dx5s1BTeD7XbLGnfNvS9qX7LN2vMe+C6ZiGvPOmvpT2zePKeVOfS8+hNOg1cr1MI9fLNHa/Yjr30nDk41ViGlIrW10zm7BephpXfpK7rcclVHQnYVVfDCwitwZVikRuEEfeXWZt0nP5QFTKWgC6ctbJBzw28zXbj3sTX7NjlP4FUbZyVLqudM6RM1Uja8NpqhiJyM1ClSKptyq6AFb0zJua4sh7y0xDVw4Eoitnc01LeZdycs2W8spva6uCVL5yBNcDnNul8xVWjQCLihGgipGI3HRUKRKpJeWHzuzdGm8vEJVlLfg48r13oK/ZvspWkEqrR2XnHRn+1650vlH5qlH5O9QqmmdUnRUjEZHKUqVIxAllbx2vKdaqRKVsBSJblaCLp/KsLuWV37589QiwmHNUtq9l5xpBxRUjMJ9nBNVXMVK1SEQqS6FIpJJKqxk1zdpdZuUDUVn2wo+1NmXbWQtHgMWQGlRPMCqlYCQiNwOHQ9H3339fk/0QqRGVmVdUfkim/Nvca0tFd5YBdoNQRduVDUhlw5GtqhH8dJdaZYORM3OMylIwEpGa4HAoateuHW3atOE3v/kNf/vb3/jhhx9qsl8idUrpfJgbrWxVx1ogyj2W79BSVvnKUamKhtOqIxiVsvYwTHsv4rWlsi/9FZFbk8OhaOfOnYwfP56jR4/y6KOPEhISQocOHZgyZQobNmwgJyenJvtpsmLFCkJDQ/H09CQiIoI9e/bYbb9p0yY6duyIp6cnXbp0Yfv27Tekn1J/OTqvqPT284uFXsD1V2HA9dvV4frrMmpS+bBTUduy7e1VjcB21aqqwcjaK1KqekeaPaoWiTinuq/Bly5dYvr06bRu3RovLy86d+7MypUrre7LaDQyePBgDAYDW7ZsMfsuOTmZyMhIGjduTFBQEE899RTXrl1z+vwcDkVRUVEsXLiQXbt2cf78eZKSkhg1ahQHDhxgwoQJtGzZkjvvvNPpDjhj48aNxMXFER8fT1paGt26dSMmJobTp09bbb97925GjRrFpEmT2LdvH7GxscTGxpKRkVGj/ZSbS00OoVmbV1T61GZHFXg1Aa4/96e2OVI1sjeUBtUXjDS/SOTmUhPX4Li4OHbs2MGbb77JgQMHmDVrFtOnT2fr1q0W+1u2bBkGg2VV/ssvv+T+++9n0KBB7Nu3j40bN7J161bmzJnj9DkajEaj/Zc22VFYWMinn37Ke++9x6pVq7h06RLFxTU3+TQiIoJevXqxfPlyAEpKSggODmbGjBlWT37kyJHk5+ezbds207q7776bsLAwm0m0vLy8PHx9fekbm4xbA+f/JSo3h4oufNYunOUvsGUvwGUvzGYX7P9dyEsv7KUX+vLvPiv/3rPyt+WXvwOtNHiUBpHSYGJv+MyZSlF5vqHm5964hY/p196B1ytcXs2u/7f01SFuTa+HOoOP3/W++5iHvQKvJqbqWGm1rLR6VlpNK62ulQ2WpUOTZQNo2Wpd+cBq7Tb9ip5JpYc6SnW5VpTPJ1sGkJubi4+PT8UbOKn0mrQ/7XMae1dtePjipUvc2SPC4b7WxDX4rrvuYuTIkTzzzDOmNuHh4QwePJjf//73pnXp6en84he/4IsvvqBFixZs3ryZ2NhYAObNm0dSUhJ79+41tf/3v//NiBEjOH36NI0bN3b4Z+LUP2kLCwv56KOPWLRoEf3798fPz4+pU6dy/vx5li9fXqOTsQsLC0lNTSU6Otq0zsXFhejoaFJSUqxuk5KSYtYeICYmxmZ7gIKCAvLy8swWqfuqu1pU9qJsr1pU20NolWWvYlSqooqRNbU1jKZqkYht5a95BQWWlfGaugZHRkaydetWsrKyMBqNfPDBB3z77bcMHDjQ1Oby5cuMHj2aFStWEBQUZHGcgoICPD09zdZ5eXlx9epVUlNTHfshlJ6Tow3vu+8+mjRpwmOPPcbp06eZMmUKR44c4dChQ/zlL39h7Nix3HbbbU4d3Blnz56luLiYwMBAs/WBgYFkZ2db3SY7O9up9gAJCQn4+vqaluDg4Kp3Xm4ZlZ1wXX4IrbTKYktplaa0agPm1ZzqYKvSVNEDIktVNIxWEWvDaDbbVkMwEqlLLhsak+/iU6XlsuF6BSU4ONjsupeQkGBxvJq6Br/yyit07tyZ1q1b4+7uzqBBg1ixYgX33nuvqc3s2bOJjIzkwQcftHqcmJgYdu/ezT/+8Q+Ki4vJysri2WefBeDUqVMO/DR/4nAo+vjjj/H39+e+++5jwIAB/PznP6dFixZOHawumDt3Lrm5uablxIkTtd0lqSZ1sVpUOhRVOjRVOlR1s3B0fpE1ztyNVspWtag6qFokt6oTJ06YXffmzp17w479yiuv8Nlnn7F161ZSU1NZunQp06ZN4/333wdg69at7Ny5k2XLltncx8CBA1myZAlTp07Fw8OD22+/nfvvvx+4Xs1yhsOtL1y4wOrVq2nYsCF/+MMfaNmyJV26dGH69On861//4syZM04d2FnNmjXD1dXV4i63nJwcq+U0gKCgIKfaA3h4eODj42O2iDijuqtFtoJRRdWi8vOCqqqyz0ACy2qRo6pSLbJG1SIRS+WveR4elv8v1cQ1+MqVK8ybN4+XXnqJBx54gK5duzJ9+nRGjhxJYmIicP3O9yNHjuDn54ebmxtubtffTjZs2DCioqJM+42Li+PChQtkZmZy9uxZU1Wpbdu2Tv0sHA5FjRo1YtCgQSxevJjPP/+cs2fP8uKLL9KwYUNefPFFWrduzV133eXUwZ3h7u5OeHg4ycnJpnUlJSUkJyfTp08fq9v06dPHrD1AUlKSzfZS/93s1SJn70S70cGolKNDaLZU5tlFpRytFukWfZHqUxPX4KKiIoqKiiyqOa6urpSUXP8H0Zw5c/jqq69IT083LQAvv/wya9euNdvOYDDQsmVLvLy8+Mc//kFwcDA9evRw6jwr/ULYRo0a0bRpU5o2bUqTJk1wc3PjwIEDld2dQ+Li4hg/fjw9e/akd+/eLFu2jPz8fCZOnAjAuHHjaNWqlWk8dObMmfTr14+lS5cyZMgQNmzYwBdffMHq1atrtJ9yc8v78UK1XvxycwtNF+fcvOLrLzS9ZLCobuRddcfHs5CLhV40dr9CfnHD6y9LdfGhUUkeVzx8LebbGH2aYMg7j8HHD2PeBdyaNuHaufO4N/G1eFaQd6CvKaw0buFjquyUBiNn70azF6jKhrAbpexLY0Xkxqvua7CPjw/9+vXjySefxMvLi5CQED788EPeeOMNXnrpJeB6tclaJeq2226jTZs2ps9Llixh0KBBuLi48Pbbb7N48WL++c9/4upq/an4tjgcikpKSvjiiy/YtWsXH3zwAZ9++in5+fm0atWK/v37s2LFCvr37+/UwZ01cuRIzpw5w4IFC8jOziYsLIwdO3aYJnJlZmaaJc7IyEjWr1/P/PnzmTdvHh06dGDLli01WtGSuu/ShUsWwyx55/LNKg95uQUVDteUBqO8Ky4Wd1PZCkZwvVrkceX6m+fdLp2vMBiVVouunM21GYzAuXBkLRBV90RuR/l4lTj87CcfXw+zSp5P00YWlT5vP2+7t+j7+PvpFn0RK2riGrxhwwbmzp3LmDFjOHfuHCEhITz//PNMnTrVqb699957PP/88xQUFNCtWzfeeecdBg8e7PQ5OvycIh8fH/Lz8wkKCqJ///7079+fqKgo2rVr5/RB6xI9p6j+qm/PLgLbL4qtynwgsAxEZStFlXleEeDwM4vgp2HIspUiPbdIbkY36jlFe/d9g7cTz9+x5tLFi/Tq3rnG+loXOTynaMmSJRw4cICsrCzefPNNJk2aVO8DkdRvdW1+kb2J1+UnX4PlPKPKVnocCUQ1wd68IhGRmuBwKJoyZQq33357TfZFpM6zFozKVjeqMxgZfPxwa9rE6l1pZSdgWwtHFYUkW21szSWqzkcFlFbQapIe5igi1jh3A79IPVMT70WrzmB0xcOXAq8mFHg14Zr39cXo08ThqlH5cFQ+1JQPSfbCUvltrVWJSvtRU6rrQY4iItZU+u4zkfqiorvRKjPxuqI70konX1u7Iw2A/01JKntXmr0J2PDT/8ylk7ABs4nY8NNkbKvnWWYOkr27y8qHIWtVotI+VUZpSBQRudFUKRLh5qkYOTOcZq9qZK1yBD9Vj6xVeWxVk8pvW1bZfVurEpWfZC0icjNTpUjkf25kxQgwu12/NBhV9ByjsspXjQBKI1fprftgXjmCn+5Wq8ok6fLVobKBqPxdZ2WVv/PMWXpOkYjUJIUikTJuVDAC688xcnY4rSxr4QjM/ycvH5DKKv8wyFL2JlFbC0NgHojsVYlKK2HWlL0lvzboeUUitx4Nn4mUc6OG0uCnykfeFRenh9NsDakBFsNq5YfWyg6xlSodaiu/lGdte0cCkb0qkSn8iYjUIlWKRKyorooR/HQ3VEUVI6DC4TTAompUVumQGphXjsC8egTmQ2yVUX4ydfnhsooCkbUqkbVJ1o4+zVrkVpJf4oWhiv+YyC+5Vk29qT8UikRsqI5gBObDaeWDEWBznhGYD6cBFnONwHo4Ks8iIJW5a62qHAlDYDsQlX+SNVRt6Kx8lU5ExFEKRSJ2VDYYATbnGZUOpVU0zwiwWjUC4H+ZwVY4KjvnqGz1CCwDUlmlrxKxxdZ2YDl3yJlAVJa113uA7Vd8iIhUF4UikQpUJhiB8xOwwXrVCKyHo7JDas5Wjsorfb+avdBTnq0J1OUngDsSiKrybKKy87WssfbuMxERaxSKRBzgSDACy9dHODLPCOxXjQCr4chM2VU/vYvWIiBZu2utfCXJWeX3V8re/CFbgUhVIhGpTQpFIg6qKBhB5YbTwLGqEWAx3wiwOucIzKtHYL2CZC0kVUX5/dsLQ+B8ICqvfJWoOucT6XZ8kVuPQpGIEyobjKByVSOwP6QGFYcjsAxI4Ngwm1eB5bOLHBmacyYMge1AVJ6qRCJSkxSKRJxUWkGo7HAaVFw1AttDamAejsDOhGwsAxJYD0mm70ryTL+uTAAy+86JMASWgcjesJkjVSJb84msPWtKREShSKSSarJqBLaH1ACrw2pgOeeofEAC6yEJrgclsB9yKmLrIYxWnz9kJxCVHzKrKBCJiFQHhSKRKqhqMALLqhFUPKQG5sNqYL96BNcDElgGlMbuV4Dqf6q0I0EI7FeHwLFApCqRiFQHhSKRKqrKcBrYfuAj2A5H4Hj1CGzftWatklReaWgqz9Hb6G09iNHa3KGaDkSO0iRrkVuTQpFINXG0agSOzTUC2+EIrE/IBiyqR2AZQMpP0jb7ztM8eDj7DCF7T6O2NYna2h1mlQ1E9qhKJCL2KBSJVCNHqkbg3JAa2J5zBLaH1sAybFQUkqD6307vTBAC63eYOROI9LBGEakshSKRGlCVqhFULhyB/YAEjockW8qGJ2e2s3V8s+8cDENQuUDkaJVIQ2city6FIpEa4kzVCCoXjsC5gAT2QxL8FJSsqc4QZK1vZt8pEInIDaZQJFLDHKkagWPhCByrHoH1gAT2QxJUHGSqqjJBCOzPH6qOQCQiolAkcgM4WjUC++EInK8egWXYsBeSzNqVC0zOcObp0zURhsC5QKQqkdQllwq9MFbhRcoA+YVF1dSb+kOhSOQGqolwBM4FJLAfksza1dBrNRx5+GJFd5YpEIlIdVMoEqkF1RmOwHb1CCzDhSMhqSxbgclRzjx92pFb7B25u0xDZiJSGQpFIrWoMuEIKlc9MrWxEjysBaVSNf1KDUefNeTorfbOBiJViUSklEKRyE3AmXAEzlWPStkKSWA7mNgLS5Xh7MMWoebCECgQiYg5hSKRm0hlwxHYD0jgXEgybVOJEFMdnHkAY2WHyhSIRKQ8hSKRm5Cz4QicC0hgPXg4EpRqQmWeQl2VeUMKRCJijUKRyE2s7MW7sgEJHAtJYD+cVEdgqo5XcCgMiUhNUSgSqSMqUz0qVdmQZHb8WnynWHXcTaZAJCIVUSgSqWMqWz0qqzpCUk2rrtvqFYZExFEKRSJ1WHUEJLAdQG5UWKqJ5wopDImIs5x7u6OI3LTyfrxgWqrLpQuXbshSnar7ZyAiP1mxYgWhoaF4enoSERHBnj177LbftGkTHTt2xNPTky5durB9+3aLNgcOHGDo0KH4+vrSqFEjevXqRWZmpun7KVOm0K5dO7y8vAgICODBBx/k4MGDpu/XrVuHwWCwupw+fdqp86sToejYsWNMmjSJNm3a4OXlRbt27YiPj6ew0P5D5aKioix+QFOnTr1BvRapPTURkG52t9r5itxoGzduJC4ujvj4eNLS0ujWrRsxMTE2g8fu3bsZNWoUkyZNYt++fcTGxhIbG0tGRoapzZEjR+jbty8dO3Zk165dfPXVVzzzzDN4enqa2oSHh7N27VoOHDjAf/7zH4xGIwMHDqS4+PpriEaOHMmpU6fMlpiYGPr160fz5s2dOkeD0Wg0VuJnc0Pt2LGDjRs3MmrUKNq3b09GRgaTJ09m7NixJCYm2twuKiqK22+/nWeffda0rmHDhvj4+Dh87Ly8PHx9fekbm4xbg9q5XVmkOlVlmO1moxAkN5trRfl8smUAubm5Tl1rHFV6TdqWkk0j76rtP/9SHr/oE+RwXyMiIujVqxfLly8HoKSkhODgYGbMmMGcOXMs2o8cOZL8/Hy2bdtmWnf33XcTFhbGypUrAfj1r39NgwYN+Nvf/uZwv7/66iu6devG4cOHadeuncX3Z86coVWrVrz22muMHTvW4f1CHakUDRo0iLVr1zJw4EDatm3L0KFD+d3vfsfbb79d4bYNGzYkKCjItNTEH1KRuqRsFakuVlfqar9FblZ5eXlmS0GB5UNbCwsLSU1NJTo62rTOxcWF6OhoUlJSrO43JSXFrD1ATEyMqX1JSQnvvvsut99+OzExMTRv3pyIiAi2bNlis6/5+fmsXbuWNm3aEBwcbLXNG2+8QcOGDfnVr35V0albqBOhyJrc3FyaNm1aYbu///3vNGvWjLvuuou5c+dy+fJlu+0LCgos/oCI1Hc3a1C6WfslUtsuXnUnr4rLxavXX/YcHByMr6+vaUlISLA43tmzZykuLiYwMNBsfWBgINnZ2Vb7mJ2dbbf96dOnuXTpEosXL2bQoEH897//5Ze//CUPPfQQH374odl2f/7zn/H29sbb25v33nuPpKQk3N2tv6z6tddeY/To0Xh5eTn2wyyjTt59dvjwYV555RW7Q2cAo0ePJiQkhJYtW/LVV1/x1FNPcejQIbsVpoSEBBYtWlTdXRapcxwJINUxFKegI1K7Tpw4YTaK4uFRve88tKWkpASABx98kNmzZwMQFhbG7t27WblyJf369TO1HTNmDD//+c85deoUiYmJjBgxgk8//dRs7hFcr04dOHDAqeG4smo1FM2ZM4c//OEPdtscOHCAjh07mj5nZWUxaNAghg8fzuTJk+1u++ijj5p+3aVLF1q0aMGAAQM4cuSI1XFIgLlz5xIXF2f6nJeXZ7NEJ3KrU6ARqft8fHwqnFrSrFkzXF1dycnJMVufk5NDUFCQ1W2CgoLstm/WrBlubm507tzZrE2nTp345JNPzNaVVrE6dOjA3XffTZMmTdi8eTOjRo0ya/fXv/6VsLAwwsPD7Z6PLbU6fPbEE09w4MABu0vbtm1N7U+ePEn//v2JjIxk9erVTh8vIiICuF5pssXDw8P0B8SRPygiIiL1nbu7O+Hh4SQnJ5vWlZSUkJycTJ8+faxu06dPH7P2AElJSab27u7u9OrVi0OHDpm1+fbbbwkJCbHZF6PRiNFotJj7dOnSJf75z38yadIkp86trFqtFAUEBBAQEOBQ26ysLPr372+6Nc/Fxfk8l56eDkCLFi2c3lZERORWFhcXx/jx4+nZsye9e/dm2bJl5OfnM3HiRADGjRtHq1atTHOSZs6cSb9+/Vi6dClDhgxhw4YNfPHFF2ZFjSeffJKRI0dy77330r9/f3bs2MG///1vdu3aBcDRo0fZuHEjAwcOJCAggB9++IHFixfj5eXF/fffb9a/jRs3cu3aNR5++OFKn2OdmFOUlZVFVFQUISEhJCYmcubMGdN3pWW4rKwsBgwYwBtvvEHv3r05cuQI69ev5/7778ff35+vvvqK2bNnc++999K1a9faOhUREZE6aeTIkZw5c4YFCxaQnZ1NWFgYO3bsME2mzszMNCtYREZGsn79eubPn8+8efPo0KEDW7Zs4a677jK1+eUvf8nKlStJSEjg8ccf54477uCtt96ib9++AHh6evLxxx+zbNkyzp8/T2BgIPfeey+7d++2eAbRa6+9xkMPPYSfn1+lz7FOPKdo3bp1piRaXmn3jx07Rps2bfjggw+IiorixIkTPPzww2RkZJCfn09wcDC//OUvmT9/vp5TJCIiNeJGPafoHx+co2EVn1N0+VIeo/o3rbG+1kV1olI0YcIEJkyYYLdNaGgoZfNdcHCwxS19IiIiIrbU2ecUiYiIiFQnhSIRERERFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREaCOPLxRREREfnLxqgvXXKtW17hyVXWR8vQTEREREUGhSERERARQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREUChSERERAQAt9rugIiIiDgnN99AodFQpX1cuVy17esjVYpEREREUCgSERERARSKRERERACFIhERERFAoUhEREQEUCgSERERARSKRERERACFIhERERFAoUhEREQEUCgSERERARSKRERExEErVqwgNDQUT09PIiIi2LNnj932mzZtomPHjnh6etKlSxe2b99us+3UqVMxGAwsW7bMtO7YsWNMmjSJNm3a4OXlRbt27YiPj6ewsNCsjcFgsFg+++wzp8+vzoSi0NBQixNevHix3W2uXr3KtGnT8Pf3x9vbm2HDhpGTk3ODeiwiIlJ/bNy4kbi4OOLj40lLS6Nbt27ExMRw+vRpq+13797NqFGjmDRpEvv27SM2NpbY2FgyMjIs2m7evJnPPvuMli1bmq0/ePAgJSUlrFq1iv379/Pyyy+zcuVK5s2bZ7GP999/n1OnTpmW8PBwp8+xzoQigGeffdbshGfMmGG3/ezZs/n3v//Npk2b+PDDDzl58iQPPfTQDeqtiIhI/fHSSy8xefJkJk6cSOfOnVm5ciUNGzZkzZo1Vtv/8Y9/ZNCgQTz55JN06tSJ5557jh49erB8+XKzdllZWcyYMYO///3vNGjQwOy7QYMGsXbtWgYOHEjbtm0ZOnQov/vd73j77bctjufv709QUJBpKb8vR9SpUNS4cWOzE27UqJHNtrm5ubz22mu89NJL3HfffYSHh7N27Vp2795dqZKaiIhIfZSXl2e2FBQUWLQpLCwkNTWV6Oho0zoXFxeio6NJSUmxut+UlBSz9gAxMTFm7UtKShg7dixPPvkkd955p0P9zc3NpWnTphbrhw4dSvPmzenbty9bt251aF/l1alQtHjxYvz9/enevTtLlizh2rVrNtumpqZSVFRk9hvSsWNHbrvtNpu/gQAFBQUWf0BERERuJnl5xeRWccnLKwYgODgYX19f05KQkGBxvLNnz1JcXExgYKDZ+sDAQLKzs632MTs7u8L2f/jDH3Bzc+Pxxx936LwPHz7MK6+8wpQpU0zrvL29Wbp0KZs2beLdd9+lb9++xMbGVioYuTm9RS15/PHH6dGjB02bNmX37t3MnTuXU6dO8dJLL1ltn52djbu7O35+fmbr7f0GAiQkJLBo0aLq7LqIiMhN68SJE/j4+Jg+e3h43JDjpqam8sc//pG0tDQMBkOF7bOyshg0aBDDhw9n8uTJpvXNmjUjLi7O9LlXr16cPHmSJUuWMHToUKf6VKuVojlz5lidMV52OXjwIABxcXFERUXRtWtXpk6dytKlS3nllVeslvmqYu7cueTm5pqWEydOVOv+RUREbiY+Pj5mi7VQ1KxZM1xdXS1uVsrJySEoKMjqfoOCguy2//jjjzl9+jS33XYbbm5uuLm5cfz4cZ544glCQ0PNtjt58iT9+/cnMjKS1atXV3hOERERHD58uMJ25dVqpeiJJ55gwoQJdtu0bdvW6vqIiAiuXbvGsWPHuOOOOyy+DwoKorCwkAsXLphVi+z9BsL1hHyjUrKIiEhd4O7uTnh4OMnJycTGxgLX5wMlJyczffp0q9v06dOH5ORkZs2aZVqXlJREnz59ABg7dqzVOUdjx45l4sSJpnVZWVn079/fNDfYxaXiek56ejotWrRw8ixrORQFBAQQEBBQqW3T09NxcXGhefPmVr8PDw+nQYMGJCcnM2zYMAAOHTpEZmam6TdEREREHBMXF8f48ePp2bMnvXv3ZtmyZeTn55sCzLhx42jVqpVpTtLMmTPp168fS5cuZciQIWzYsIEvvvjCVOnx9/fH39/f7BgNGjQgKCjIVOzIysoiKiqKkJAQEhMTOXPmjKltaYHj9ddfx93dne7duwPw9ttvs2bNGv761786fY51Yk5RSkoKn3/+Of3796dx48akpKQwe/ZsHn74YZo0aQJc/8ENGDCAN954g969e+Pr68ukSZOIi4ujadOm+Pj4MGPGDPr06cPdd99dy2ckIiJSt4wcOZIzZ86wYMECsrOzCQsLY8eOHabJ1JmZmWZVnMjISNavX8/8+fOZN28eHTp0YMuWLdx1110OHzMpKYnDhw9z+PBhWrdubfad0Wg0/fq5557j+PHjuLm50bFjRzZu3MivfvUrp8/RYCy715tUWloajz32GAcPHqSgoIA2bdowduxY4uLiTENdx44do02bNnzwwQdERUUB1x/e+MQTT/CPf/yDgoICYmJi+POf/2x3+Ky8vLw8fH196RubjFsD248AEBERuVaUzydbBpCbm2s2ebm6lF6TnllzDs+GVdv/1ct5PPebpjXW17qoTlSKevToUeGzhUJDQymf7zw9PVmxYgUrVqyoye6JiIhIPVCnnlMkIiIiUlMUikRERERQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREgDry8EYRERH5SV5eIQVFhVXaR8GVqm1fH6lSJCIiIoJCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIiIAApFIiIiIoBCkYiIiAgAbrXdAREREXHOxbwCCgoLqrSPwqtV274+UqVIREREBIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpEREREAIUiEREREUChSERERBy0YsUKQkND8fT0JCIigj179thtv2nTJjp27IinpyddunRh+/btpu+Kiop46qmn6NKlC40aNaJly5aMGzeOkydPmu3j+eefJzIykoYNG+Ln52dxjC+//JJRo0YRHByMl5cXnTp14o9//GOlzk+hSERERCq0ceNG4uLiiI+PJy0tjW7duhETE8Pp06ettt+9ezejRo1i0qRJ7Nu3j9jYWGJjY8nIyADg8uXLpKWl8cwzz5CWlsbbb7/NoUOHGDp0qNl+CgsLGT58OL/97W+tHic1NZXmzZvz5ptvsn//fp5++mnmzp3L8uXLnT5Hg9FoNDq91Q22a9cu+vfvb/W7PXv20KtXL6vfRUVF8eGHH5qtmzJlCitXrnT42Hl5efj6+tI3Nhm3Bo0c77SIiNxyrhXl88mWAeTm5uLj41Pt+y+9Jv3m2eO4e1Zt/4VX81izIMThvkZERNCrVy9T2CgpKSE4OJgZM2YwZ84ci/YjR44kPz+fbdu2mdbdfffdhIWF2bwO7927l969e3P8+HFuu+02s+/WrVvHrFmzuHDhQoV9nTZtGgcOHGDnzp0Vti2rTlSKIiMjOXXqlNnyyCOP0KZNG3r27Gl328mTJ5tt9+KLL96gXouIiNQPhYWFpKamEh0dbVrn4uJCdHQ0KSkpVrdJSUkxaw8QExNjsz1Abm4uBoPB6jCZM3Jzc2natKnT27lV6ag3iLu7O0FBQabPRUVFvPPOO8yYMQODwWB324YNG5ptKyIiIj/Jy8sz++zh4YGHh4fZurNnz1JcXExgYKDZ+sDAQA4ePGh1v9nZ2VbbZ2dnW21/9epVnnrqKUaNGlWlKtvu3bvZuHEj7777rtPb1olQVN7WrVv58ccfmThxYoVt//73v/Pmm28SFBTEAw88wDPPPEPDhg1tti8oKKCgoMD0ufwfFhERkdp28fxlGni4VmkfRQWXAQgODjZbHx8fz8KFC6u0b6f7UlTEiBEjMBqNvPrqq5XeT0ZGBg8++CDx8fEMHDjQ6e3rZCh67bXXiImJoXXr1nbbjR49mpCQEFq2bMlXX33FU089xaFDh3j77bdtbpOQkMCiRYuqu8siIiI3pRMnTphVZspXiQCaNWuGq6srOTk5ZutzcnJsjsYEBQU51L40EB0/fpydO3dWukr0zTffMGDAAB599FHmz59fqX3U6pyiOXPmYDAY7C7ly3I//PAD//nPf5g0aVKF+3/00UeJiYmhS5cujBkzhjfeeIPNmzdz5MgRm9vMnTuX3Nxc03LixIkqn6eIiMjNysfHx2yxForc3d0JDw8nOTnZtK6kpITk5GT69Oljdb99+vQxaw+QlJRk1r40EH333Xe8//77+Pv7V+oc9u/fT//+/Rk/fjzPP/98pfYBtVwpeuKJJ5gwYYLdNm3btjX7vHbtWvz9/S1u2XNEREQEAIcPH6Zdu3ZW21gbSxUREbnVxcXFMX78eHr27Env3r1ZtmwZ+fn5pqks48aNo1WrViQkJAAwc+ZM+vXrx9KlSxkyZAgbNmzgiy++YPXq1cD1QPSrX/2KtLQ0tm3bRnFxsWm+UdOmTXF3dwcgMzOTc+fOkZmZSXFxMenp6QC0b98eb29vMjIyuO+++4iJiSEuLs60D1dXVwICApw6x1oNRQEBAU512Gg0snbtWsaNG0eDBg2cPl7pD7JFixZObysiInIrGzlyJGfOnGHBggVkZ2cTFhbGjh07TJOpMzMzcXH5aQAqMjKS9evXM3/+fObNm0eHDh3YsmULd911FwBZWVls3boVgLCwMLNjffDBB0RFRQGwYMECXn/9ddN33bt3N2vzr3/9izNnzvDmm2/y5ptvmtqFhIRw7Ngxp86xTjynqFRycjLR0dEcOHCAjh07mn2XlZXFgAEDeOONN+jduzdHjhxh/fr13H///fj7+/PVV18xe/ZsWrdubfHsInv0nCIREXHUjXpO0fDZB2jg0bhK+yoquMimlzvVWF/rojo10fq1114jMjLSIhDB9TLcoUOHuHz5+mx6d3d33n//fVN5Lzg4mGHDhlV68pWIiIjUb3UqFK1fv97md6GhoZQtegUHBztVERIREZFbW514orWIiIhITVMoEhEREUGhSERERARQKBIREREBFIpEREREAIUiEREREUChSERERASoY88pEhEREbiUm08Dd0OV9lFUmF9Nvak/VCkSERERQaFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBAC32u6AiIiIOOfiuVzcGlyr0j6uFeVXU2/qD1WKRERERFAoEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikREREQAhSIRERERQKFIREREBFAoEhEREQEUikRERMRBK1asIDQ0FE9PTyIiItizZ4/d9ps2baJjx454enrSpUsXtm/fbva90WhkwYIFtGjRAi8vL6Kjo/nuu+/M2pw7d44xY8bg4+ODn58fkyZN4tKlS2ZtvvrqK372s5/h6elJcHAwL774YqXOT6FIREREKrRx40bi4uKIj48nLS2Nbt26ERMTw+nTp6223717N6NGjWLSpEns27eP2NhYYmNjycjIMLV58cUX+dOf/sTKlSv5/PPPadSoETExMVy9etXUZsyYMezfv5+kpCS2bdvGRx99xKOPPmr6Pi8vj4EDBxISEkJqaipLlixh4cKFrF692ulzNBiNRqPTW91C8vLy8PX1pW9sMm4NGtV2d0RE5CZ2rSifT7YMIDc3Fx8fn2rff3Vek5zta0REBL169WL58uUAlJSUEBwczIwZM5gzZ45F+5EjR5Kfn8+2bdtM6+6++27CwsJYuXIlRqORli1b8sQTT/C73/0OgNzcXAIDA1m3bh2//vWvOXDgAJ07d2bv3r307NkTgB07dnD//ffzww8/0LJlS1599VWefvppsrOzcXd3B2DOnDls2bKFgwcPOvUzUaVIRERE7CosLCQ1NZXo6GjTOhcXF6Kjo0lJSbG6TUpKill7gJiYGFP777//nuzsbLM2vr6+REREmNqkpKTg5+dnCkQA0dHRuLi48Pnnn5va3HvvvaZAVHqcQ4cOcf78eafO082p1reg0kLataL8Wu6JiIjc7EqvFTU9CFMd16TSfeTl5Zmt9/DwwMPDw2zd2bNnKS4uJjAw0Gx9YGCgzWpMdna21fbZ2dmm70vX2WvTvHlzs+/d3Nxo2rSpWZs2bdpY7KP0uyZNmljtnzUKRRW4ePEiAJ+9O7SWeyIiInXFxYsX8fX1rfb9uru7ExQUVG3XJG9vb4KDg83WxcfHs3DhwmrZf12jUFSBli1bcuLECRo3bozBYLDbNi8vj+DgYE6cOFEjY8k3A51j/aBzrB90jjcfo9HIxYsXadmyZY3s39PTk++//57CwsJq2Z/RaLS4tpWvEgE0a9YMV1dXcnJyzNbn5OQQFBRkdd9BQUF225f+NycnhxYtWpi1CQsLM7UpP5H72rVrnDt3zmw/1o5T9hiOUiiqgIuLC61bt3ZqGx8fnzrxP29V6BzrB51j/aBzvLnURIWoLE9PTzw9PWv0GOW5u7sTHh5OcnIysbGxwPWJ1snJyUyfPt3qNn369CE5OZlZs2aZ1iUlJdGnTx8A2rRpQ1BQEMnJyaYQlJeXx+eff85vf/tb0z4uXLhAamoq4eHhAOzcuZOSkhIiIiJMbZ5++mmKiopo0KCB6Th33HGHU0NnABil2uTm5hoBY25ubm13pcboHOsHnWP9oHOUG2nDhg1GDw8P47p164zffPON8dFHHzX6+fkZs7OzjUaj0Th27FjjnDlzTO0//fRTo5ubmzExMdF44MABY3x8vLFBgwbGr7/+2tRm8eLFRj8/P+M777xj/Oqrr4wPPvigsU2bNsYrV66Y2gwaNMjYvXt34+eff2785JNPjB06dDCOGjXK9P2FCxeMgYGBxrFjxxozMjKMGzZsMDZs2NC4atUqp89RlSIRERGp0MiRIzlz5gwLFiwgOzubsLAwduzYYZrUnJmZiYvLTze1R0ZGsn79eubPn8+8efPo0KEDW7Zs4a677jK1+b//+z/y8/N59NFHuXDhAn379mXHjh1mlbC///3vTJ8+nQEDBuDi4sKwYcP405/+ZPre19eX//73v0ybNo3w8HCaNWvGggULzJ5l5LDKpEWx7urVq8b4+Hjj1atXa7srNUbnWD/oHOsHnaNI9dLDG0VERETQwxtFREREAIUiEREREUChSERERARQKBIREREBFIpq1LvvvktERAReXl40adLE9MCr+qigoICwsDAMBgPp6em13Z1qc+zYMSZNmkSbNm3w8vKiXbt2xMfHV9vTZGvLihUrCA0NxdPTk4iICPbs2VPbXao2CQkJ9OrVi8aNG9O8eXNiY2M5dOhQbXerRi1evBiDwWD2kLz6ICsri4cffhh/f3+8vLzo0qULX3zxRW13S+oxhaIa8tZbbzF27FgmTpzIl19+yaeffsro0aNru1s15v/+7/9q7LH2tengwYOUlJSwatUq9u/fz8svv8zKlSuZN29ebXet0jZu3EhcXBzx8fGkpaXRrVs3YmJiLB6lX1d9+OGHTJs2jc8++4ykpCSKiooYOHAg+fn186XOe/fuZdWqVXTt2rW2u1Ktzp8/zz333EODBg147733+Oabb1i6dKnzTygWcUZtPxOgPioqKjK2atXK+Ne//rW2u3JDbN++3dixY0fj/v37jYBx3759td2lGvXiiy8a27RpU9vdqLTevXsbp02bZvpcXFxsbNmypTEhIaEWe1VzTp8+bQSMH374YW13pdpdvHjR2KFDB2NSUpKxX79+xpkzZ9Z2l6rNU089Zezbt29td0NuMaoU1YC0tDSysrJwcXGhe/futGjRgsGDB5ORkVHbXat2OTk5TJ48mb/97W80bNiwtrtzQ+Tm5tK0adPa7kalFBYWkpqaSnR0tGmdi4sL0dHRpKSk1GLPak5ubi5Anf09s2fatGkMGTLE7Pezvti6dSs9e/Zk+PDhNG/enO7du/OXv/yltrsl9ZxCUQ04evQoAAsXLmT+/Pls27aNJk2aEBUVxblz52q5d9XHaDQyYcIEpk6dSs+ePWu7OzfE4cOHeeWVV5gyZUptd6VSzp49S3Fxsemx/KUCAwPJzs6upV7VnJKSEmbNmsU999xj9mqB+mDDhg2kpaWRkJBQ212pEUePHuXVV1+lQ4cO/Oc//+G3v/0tjz/+OK+//nptd03qMYUiJ8yZMweDwWB3KZ2DAvD0008zbNgwwsPDWbt2LQaDgU2bNtXyWVTM0fN85ZVXuHjxInPnzq3tLjvN0XMsKysri0GDBjF8+HAmT55cSz0XZ0ybNo2MjAw2bNhQ212pVidOnGDmzJn8/e9/v+FvS79RSkpK6NGjBy+88ALdu3fn0UcfZfLkyaxcubK2uyb1mF4I64QnnniCCRMm2G3Ttm1bTp06BUDnzp1N6z08PGjbti2ZmZk12cVq4eh57ty5k5SUFDw8PMy+69mzJ2PGjLmp/0Xn6DmWOnnyJP379ycyMpLVq1fXcO9qTrNmzXB1dSUnJ8dsfU5ODkFBQbXUq5oxffp0tm3bxkcffUTr1q1ruzvVKjU1ldOnT9OjRw/TuuLiYj766COWL19OQUEBrq6utdjDqmvRooXZ36EAnTp14q233qqlHsmtQKHICQEBAQQEBFTYLjw8HA8PDw4dOkTfvn0BKCoq4tixY4SEhNR0N6vM0fP805/+xO9//3vT55MnTxITE8PGjRuJiIioyS5WmaPnCNcrRP379zdV/Mq+BbqucXd3Jzw8nOTkZNMjIkpKSkhOTmb69Om127lqYjQamTFjBps3b2bXrl20adOmtrtU7QYMGMDXX39ttm7ixIl07NiRp556qs4HIoB77rnH4lEK3377bZ34O1TqLoWiGuDj48PUqVOJj48nODiYkJAQlixZAsDw4cNruXfV57bbbjP77O3tDUC7du3qzb/Ms7KyiIqKIiQkhMTERM6cOWP6rq5WVuLi4hg/fjw9e/akd+/eLFu2jPz8fCZOnFjbXasW06ZNY/369bzzzjs0btzYNFfK19cXLy+vWu5d9WjcuLHFHKlGjRrh7+9fb+ZOzZ49m8jISF544QVGjBjBnj17WL16dZ2u1MrNT6GohixZsgQ3NzfGjh3LlStXiIiIYOfOnXrGRh2TlJTE4cOHOXz4sEXQMxqNtdSrqhk5ciRnzpxhwYIFZGdnExYWxo4dOywmX9dVr776KgBRUVFm69euXVvhkKncPHr16sXmzZuZO3cuzz77LG3atGHZsmWMGTOmtrsm9ZjBWFf/ZhcRERGpRnV3coSIiIhINVIoEhEREUGhSERERARQKBIREREBFIpEREREAIUiEREREUChSERERARQKBIREREBFIpExEFRUVHMmjXLYv26devw8/O74f0REaluCkUiIiIiKBSJiIiIAApFIiIiIoBCkYiIiAigUCQiIiICKBSJiIN8fHzIzc21WH/hwgV8fX1roUciItVLoUhEHHLHHXeQlpZmsT4tLY3bb7+9FnokIlK9DEaj0VjbnRCRm9/Ro0e58847mTx5Mo888ggeHh68++67PPXUU/z73/9m0KBBtd1FEZEqUSgSEYft3buXp59+mvT0dAoLC+nYsSNz5swhNja2trsmIlJlCkUiIiIiaE6RiIiICKBQJCIiIgIoFImIiIgACkUiIiIigEKRiIiICKBQJCIiIgIoFImIiIgACkUiIiIigEKRiIiICKBQJCIiIgIoFImIiIgACkUiIiIiAPw/PoIhd3YDLDwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = os.walk(global_path + 'joint-pdf_1/')\n",
    "for (dirpath, dirnames, filenames) in w:\n",
    "    files = filenames\n",
    "\n",
    "for filename in files:\n",
    "    pl.dump(global_path + 'joint-pdf_1/' + filename)\n",
    "    pl.plot_contour(global_path + 'joint-pdf_1/' + filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### pdf_1 OK\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dV/dy; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Omega_uw; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dW/dx; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mBkm0ig3wTQ+SKMATbVzZGdFmkdWNZuEO40TkGwyQiEg1dYL+I8D9DJJoHyQAaPByD5LdLqFBEITFKsxHiajEZrNLqBVsgUBEvsEAiYhUU6cQwLi6AqxdpCFIuC2AtzNIptY2iJI8bmeQFDeLZIBEpBYGSESkGqUMUqybAZJGoxEeWHvByz1ISo/viQwSwEZtIjUxQCIi1XgqgwQoncfm3RKbqP8IUO6JUsIAicj/MEAiItWIlvgD7q8CA4AoQYDU2Gp1+3HcoRSAKa2qUyJq0gYAY8NFt+dERJ7BAImIVOPJACnCECQbazZ7N0C60KxUYnNv/rFhwQgJlv84Lr/AAIlILQyQiEg1ogApTK9DSLDO7ccKN8g/p8nbAZKHSmwajQZpMaGy8TIGSESqUT1A2rhxI7KyshASEoKcnBzs379f8d6jR49i4cKFyMrKgkajwYYNG2T3PPjgg9BoNE5vw4YNc7qntbUVK1euRHx8PCIiIrBw4UJUVVV5+ksjoi6IAqTuZI8AIFyQQfJ2gKS0EWWMm/s4AUB6bJhsrLyeARKRWlQNkLZv3478/HysW7cOBw8exNixYzFnzhxUV1cL729paUF2djbWr1+P5ORkxccdOXIkKisrHW+ffvqp0/XVq1fj7bffxmuvvYaPPvoIFRUVWLBggUe/NiLqWq0HA6RIhRKbJHlvs0VRBilIqxHOpStpsfIMUpWpFRarvVtzI6Kecf+72IOeeuoprFixAsuWLQMAbNq0Ce+++y42b96Me+65R3b/5MmTMXnyZAAQXm8XFBSkGEA1NDTgpZdewtatW/Gd73wHALBlyxYMHz4ce/fuxdSpU4WfZzabYTZ/uyeJyWRy7YskIkUXvJxBsktAa5sdoXr3S3auEGWQYsKCodHI92TqSrogQLJLlw6t7R8vzy4RkXeplkGyWCwoKipCbm7ut5PRapGbm4vCwsIePfapU6eQmpqK7Oxs3HTTTSgpKXFcKyoqQltbm9PzDhs2DP379+/0eQsKChAdHe14y8jI6NEcicj7JTYAaDR7by8kTxwz0k7UgwQAZfUt3Xo8IuoZ1QKkmpoa2Gw2JCUlOY0nJSXBaDR2+3FzcnLw17/+FTt27MDzzz+PM2fO4KqrrkJjYyMAwGg0Qq/XIyYmxq3nXbNmDRoaGhxvpaWl3Z4jEQFmq03YIxTXzQBDtIoNAJrNtm49nitEG0W6u0lkO1EPEsBGbSK1qFpi84Z58+Y53h8zZgxycnKQmZmJV199FcuXL+/24xoMBhgM7p0PRUTKlJbIx0V4OkDyXqO2aB+k7maQRCU2gEv9idSiWgYpISEBOp1Otnqsqqqq0wZsd8XExGDIkCE4ffo0ACA5ORkWiwX19fVefV4i6pzSQazd2UUbUC6xeXMlm6jE1t0MWL8IA/Q6wV5IXMlGpArVAiS9Xo+JEydi165djjG73Y5du3Zh2rRpHnuepqYmFBcXIyUlBQAwceJEBAcHOz3vyZMnUVJS4tHnJaLO1Sqdw+bhEluTl3bTvmixobVNvsKsO0v8AUCr1SA1Rr6jdtkF9iARqUHVElt+fj6WLl2KSZMmYcqUKdiwYQOam5sdq9qWLFmCtLQ0FBQUALjU2H3s2DHH++Xl5Th8+DAiIiIwaNAgAMCdd96J73//+8jMzERFRQXWrVsHnU6HxYsXAwCio6OxfPly5OfnIy4uDlFRUVi1ahWmTZumuIKNiDxP6ZwxpXPJuiLaKBIAmi3eCZA8tUnk5dJjw3C21jkgYgaJSB2qBkiLFi3C+fPnsXbtWhiNRowbNw47duxwNG6XlJRAq/02yVVRUYHx48c7Pn7iiSfwxBNPYObMmdi9ezcAoKysDIsXL0ZtbS369euHK6+8Env37kW/fv0cn/f0009Dq9Vi4cKFMJvNmDNnDv70pz/55osmIgBAtYcDJMUMkpdKbMoBUvcySIB4JVtlfStsdgk6rftbBxBR96nepJ2Xl4e8vDzhtfagp11WVlaXm75t27aty+cMCQnBxo0bsXHjRpfnSUSeJcogaTVAQnebtEN826StuIt2jzJI8gDJapdQZWpFqsI2AETkHaofNUJEfVOVSd6knRBhQJCgUdkVik3aXupB8kaJTbSbNsCl/kRqYIBERKqoEmSQkqO7V14DgHC9UonNO/sgifZAAnpWYsuIE++FdKamqduPSUTdwwCJiFRhbJAHSImR3Q+QdFoNQoPljdpeK7EJdgEHelZiy04IF45/c765249JRN3DAImIfM5qs6OmSV5iS47u2Wasoj6kJi+tYmtUCLyiQ7ufQYoL1yNK8DUUM0Ai8jkGSETkczVNFtgF6y2SepBBAsQr2bzVg9QoeFxDkBb6oO7/WNVoNMjuFyEbZ4mNyPcYIBGRz4n6j4DuL/FvJ9oLyVsltsZWeQ9SpMJKOndk95OX2UrqWmC1yTelJCLvYYBERD6nuElkD5q0AXGjtrf2QRI9rtJeTO4YKMggtdkklHIlG5FPMUAiIp9T3iSyhz1IggDFWztpi0p3kSHd7z9qN0CxUZtlNiJfYoBERD6nlEFK7mGJTdik7aUeJG9lkEQlNgA4U8NGbSJfYoBERD4n2iRSH6Tt0QowQLxZZLOX9kESNWkr7ebtjqz4cGgEp4pwJRuRbzFAIiKfE24SGRUCjSgycIMog2Ox2WGxer7B2VtN2iHBOuGZbCyxEfkWAyQi8jlRgNTT/iNAeTdtT69kkyRJWGKL9ECJDRD3IX3DEhuRTzFAIiKfE+2i3dMl/oB4mT/g+ZVsLRabcB8nT5TYAPFKtvONZrR4qeGciOQYIBGRTzWbrTAJ+nc8ESAplbg8HSApPV6Eoeer2ADlM9kq6sXN7UTkeQyQiMinztW2CMfTFU6yd4eoSRvwfIlN1KANeKYHCQDSYsTBYkU990Ii8hUGSETkU+dqxb00WfHi5e3uUAqQfJVB8lSAlBItDhYrGxggEfkKAyQi8qlzdeIMUv94cVnJHUr7EHl6qb9oBVtnz++uVMEqNgAoZ4mNyGcYIBGRT4kySFqNZ0psSgFKk1kc0HSX0uaTnthJGwDiw/XQ6+Q/nitZYiPyGQZIRORToh6klOhQGILEK9DcoRwgeTiDpNik7ZkMklarQYqgD6mCJTYin2GAREQ+JQqQshJ6Xl4Dek+TNgCkCA7u5So2It9hgEREPmO22oRZkP5xPW/QBpT3QfJ0gKRUYvNUBgkQ9yFV1F+EJAk2YCIij2OAREQ+U1p3EaLf71keaNAGAL1OC51WflxJi8WzJTalniZPbRQJQHjciNlqR12zxWPPQUTKGCARkc+U1ImX+Gd6KEDSaDQI08uzSJ4OkEQltpBgLYIFjdXdpbzUn2U2Il9ggEREPnO2RrzEP9MDeyC1EwdIHu5BEpTsPLWLdrtUhc0iy7mSjcgnGCARkc+UKO2BpHC0RneECQ6s9XiJTZBBivJgeQ1Q3guJS/2JfIMBEhH5jGgPpH6RBsXVZ90hyiBd9HgPkiCD5OEASbSKDQAqWGIj8gkGSETkM6L+GU9mjwBxgNTs6RKbYCdtT65gAy5tOinaNoDnsRH5BgMkIvKZWsEKrH4RBo8+R6igxObxDJKgxObpAAkQr2RjDxKRbzBAIiKfsNsl4RL1+Ai9R58n3Ber2AQlNk8dM3I5UR9S+QUGSES+wACJiHzC1NoGm12+CVK8xzNI3i2x2e2SsAfJk7totxOdT1fdaEZrm2cDPiKScztAevXVV2GxcKMyInJPTZP450aCxzNI3i2xtbTZhJtdeqPElhEr7s9iHxKR97kdIN14441ISUnBz3/+c+zZs8cbcyKiXqi2ySwcjwv3bIAkatK22iVYrHaPPL7SMSO+yiABQCnLbERe53aApNPpcOHCBbz44ou46qqrMGTIEPz+97/HuXPnvDE/IuolRA3aABAf7v0SG+C5zSJ9ccxIu3SFDFLZBfF+UkTkOW4HSNXV1diyZQuuvfZa6PV6nD59GuvWrcPAgQMxa9YsvPzyy2hrE/8AEdm4cSOysrIQEhKCnJwc7N+/X/Heo0ePYuHChcjKyoJGo8GGDRtk9xQUFGDy5MmIjIxEYmIi5s+fj5MnTzrdM2vWLGg0Gqe3n//85y7PmYjcpxQg+aLEBniuUdvkg4Nq2yllkMqYQSLyOrcDpNjYWCxduhRvv/02zp8/j2effRZhYWGw2+345JNPcOutt2LgwIE4cOBAl4+1fft25OfnY926dTh48CDGjh2LOXPmoLq6Wnh/S0sLsrOzsX79eiQnJwvv+eijj7By5Urs3bsXO3fuRFtbG6655ho0NztvULdixQpUVlY63h577DF3XwoicoOvSmzKGSTPBEi+LLHFhAULAy8GSETe1+3v6P/973/YvHkz3nrrLZjNl37whYWFISMjAydOnMDtt9+OoqKiTh/jqaeewooVK7Bs2TIAwKZNm/Duu+9i8+bNuOeee2T3T548GZMnTwYA4XUA2LFjh9PHf/3rX5GYmIiioiLMmDHDMR4WFqYYZBGR59UKmrS1GiAmzPs9SIDnSmzNghVsgOfPYgMuHb6bHhuKE8ZGp/FShSNbiMhz3M4grV27FpmZmZg3bx5effVVtLa2Yvjw4Xj22WdRUVGBY8eO4YorrsBXX33V6eNYLBYUFRUhNzf328lotcjNzUVhYaH7X4mChoYGAEBcXJzT+D//+U8kJCRg1KhRWLNmDVpaOv+BYzabYTKZnN6IyHWiPZDiwvXQaTUefR7RWWyA5zJIoj2QACDcIA7MekpUZmMGicj73M4g/f73vwcABAcHY8GCBfjlL3+Jq666yumeSZMmoaysrNPHqampgc1mQ1JSktN4UlISTpw44e60hOx2O37961/jiiuuwKhRoxzjP/nJT5CZmYnU1FR8+eWX+O1vf4uTJ0/i3//+t+JjFRQU4KGHHvLIvIj6ohpBic3TDdqAcgbJU0v9lTNIni+xAeJG7ZqmS3shhQR7Jygjom4ESJmZmbj99ttx6623IjExUXjP008/jaeffrrHk+uplStX4siRI/j000+dxm+77TbH+6NHj0ZKSgpmz56N4uJiDBw4UPhYa9asQX5+vuNjk8mEjIwM70ycqBcSNWl7uv8IUA6QPLVZpFKA5MkDdy/XWaP2oMQIrzwnEXUjQFq7di2Sk5NlwdHZs2fR0tKCESNGuPQ4CQkJ0Ol0qKqqchqvqqrySG9QXl4e3nnnHXz88cdIT0/v9N6cnBwAwOnTpxUDJIPBAIPB83/tEvUVoiZtTx8zAni/xNZkFj+OLzNIAFB6oYUBEpEXud2DtHz5ckeZ7XKLFy/GmDFjXH4cvV6PiRMnYteuXY4xu92OXbt2Ydq0ae5Oy0GSJOTl5eH111/HBx98gAEDBnT5OYcPHwYApKSkdPt5iUiZ1WZH/UX59h8JHj5mBPB+iU20D1KQVgNDkHdObuJSfyJ1dOtPHkmwz35dXZ1wvDP5+flYunQpJk2ahClTpmDDhg1obm52rGpbsmQJ0tLSUFBQAOBSY/exY8cc75eXl+Pw4cOIiIjAoEGDAFwqq23duhVvvvkmIiMjYTQaAQDR0dEIDQ1FcXExtm7dimuvvRbx8fH48ssvsXr1asyYMcOtAI+IXHehpU14PEdgltjkgVa4IQgajWebzdtlxClsFsmVbERe5XKAlJ2d7Xj/0KFDTh+3tLTg/PnziI+Pd+vJFy1ahPPnz2Pt2rUwGo0YN24cduzY4WjcLikpgVb77V9lFRUVGD9+vOPjJ554Ak888QRmzpyJ3bt3AwCef/55AJc2g7zcli1bcMstt0Cv1+P99993BGMZGRlYuHAh7r//frfmTkSuq20W74HklRKbQqnLcxkkeaDlrfIaAESHBiMqJEi2QeXZ2maFzyAiT3D5u/rs2bMALu3LYTabHR9fbsGCBW5PIC8vD3l5ecJr7UFPu6ysrC6zVF1dz8jIwEcffeTWHImoZ+oUDqr1xiq2UIWVXZ7qQRI1aXszQAKArIRwfFnW4DR2toYZJCJvcvm7et26dQCAhx56COnp6Vi+fLnjWlhYGIYNG4bvfe97np8hEQW8Gh8dMwIAuv/fD2TucDitNzeK9NYeSO2y4gUBUm0z7HYJWg/vI0VEl7gdIH344YcYOXKk42Mioq746piRduGGIJitzkGZNzeK9NYS/3ZZCeGyMbPVDqOpFakx4iZuIuoZt7+rO5a9iIi6IjpmBADivbCKDRCX2QK5xDYgQdyofbammQESkZe4tC5Vp9PhiiuucLyv9BYU5N0fEkQUmCoa5EvS9UFaRHnhgFdAvJLNcyU2eaDl9R6keHkGCQDOsFGbyGtc+q6WJMnR/OzuUn4iItHhqhmxoV5bGi9ayeaJDJLdLgm3C/B2iW2AoMQGXMogEZF3uPRdvWXLFvTr18/xPhGRO87VygOk/gr7+3hCmKDE5oll/i1tNuF+Tt7OIMWE6RETFoz6FudNKs9wJRuR17j0Xb106VLh+0REXblosaG6Ud6k7dUASVBi88RGkb4+h+1yWfHhONxS7zR2jiU2Iq9xe2/8AwcO4G9/+xtKSkpgsViwatUqjB07FkuWLEFDQ0PXD0BEfUrZBXGWQ2mHaE8Qldg8kUESbRIJABFe6qW6nKjMdq6uBXY72x6IvKFbh9X+97//xTfffIPNmzdj48aNAIAjR44gIiICf/rTnzw+SSIKXCUKR2L4usTmiR4kpQxShJf3QQKAzHj562Wx2lHRcFHxQFsi6j63M0hfffUVUlJSkJmZiffffx+hoaEoKChAUFAQ3nvvPW/MkYgCmGKAJPiF7ymhwlVsth5nW5paFUpsenUySAB31CbyFrcDpPPnzyM5ORkAcOzYMUyePBm//e1vMXLkSFRVVXl8gkQU2NTIICntbN1q7VkWSbHE5qMeJJFShRImEfWM2wFSdHQ0zp49i8LCQhQXF2PEiBEALh1YGxER4fEJElFgEy3xT4gwIMyLWRelx+5pmU2p0dsXPUjpseINIZV6vIioZ9wOkHJyclBXV4crr7wSVqsVs2bNgsViQWlpKbKzs70xRyIKYOIl/t7d/VnxwFrBJo/uaFL4fF+sYosL1wu/rvIL8k04iajn3A6QnnjiCYwbNw7h4eG48cYb8aMf/Qh79uxBXFwc5s6d6405ElGAkiRJWGLzZnkNUC6xtbT1bKm/cpO29wMkjUaDNEEWqYwBEpFXuP1dPWTIEBw8eNBpbNasWSgtLfXYpIiodzjfaIbZapeNeztACvVSiU2xSdsHARIApMWE4nR1k9NYeT0DJCJv6PZ3tdlsRnV1tezokf79+/d4UkTUOyg1aHtzDyRAvMwf8ESJTR4gaTTKz+dpoj4ko6kVFqsd+iC3CwJE1Am3A6Svv/4ay5cvx549e2TXNBoNrFbPHAhJRIFPKbvh9QBJqcTWw920RSW2cH0QtFrvnCnXkajEJkmAsaHVq9smEPVFbv/JsWLFCnz22WeOA2w7vhERtTsvOGIEAFKiQ7z6vEpN2q2Ccp87xAfV+iZ7BFwqsYmU1XMlG5GnuZ1BKioqglarxR133IERI0YgKMg3tXciCjxKAVK/SINXn1e0USQAXOxhBqlR0IPkq/4jAIo7ZrNRm8jz3P7OTk9Ph06nw5NPPumN+RBRLyI6pDbCEOTVPZAA5QxST89jE5XYIn0aIIkzSFzqT+R5bpfYfv/736O4uJjHihBRl6obW2Vj3s4eAZ0ESG09LLEJmrx9mUHqF2GAXif/sc0MEpHnuf2dfdddd0GSJHz/+99HdHQ0YmJiHNc0Gg2Ki4s9OT8iCmCiEpsvAqQQpRJbm+dXsfkyQNJqNUiNCcHZDptvlrMHicjj3P7OPnfunOP9+vp61NfXOz7WaHyzkoOIAoOoxJaoYgap1QsBki82ibxcWmyoIEBiBonI09z+zl63bp035kFEvYzZakN9S5ts3BcZpGCdFsE6Ddpszitre9KDJEmSsAfJ1wFSekwYgFqnscr6VtjsEnQ+2m6AqC9ggEREXlHTZBGOJ0Z6d4l/u5BgHdpszgFNT0psZqsdVrt8KxNfltgA8V5IVruE6sZWpER794w7or6kW9/ZZrMZW7duxd69e5GcnIzly5fj7NmzGDVqFOLi4jw9RyIKQNUmeYM24JsMEnCpzNZxWX5PAiSlY0rCFfqdvEVpDyljAwMkIk9yexVbbW0tJk2ahJ/97Gf4y1/+gp07d+L48eO4+uqr8cwzz3hjjkQUgJT2QPJFDxIg3guptQclNqVduJX2XPKWpChxgFRlEr/eRNQ9bgdId999N44ePYqQkBDHztm5ubkICwvDf/7zH49PkIgCk6hBG/BtBqmjnmSQlPqXvL2nU0fJChkk0ZYKRNR9bgdI77zzDqKjo52W8+t0OmRmZuKbb77x6OSIKHCpnUEKEQRISmUyVyh9bpivM0gKPVzGBgZIRJ7kdoBUX1+PrKwsJCcnO43bbDY0NjZ6bGJEFNhEGaQgrQaxYXqfPL8og9STZf5KAZKvS2xRoUEwBMl/dLPERuRZbgdImZmZOHr0KD799FPH2Ntvv42TJ08iKyvLk3MjogB2XlDySYgwQOujpeiiwKVHJbY2cQ+SrzNIGo1GWGarUmiKJ6LucTtAWrx4MaxWK2bOnAmNRoN9+/Zh/vz50Gg0WLx4sTfmSEQBSFRiS4zyTXkNUAiQekGJDRCX2RggEXmW2wHSfffdh3nz5kGSJKe3a665BmvWrPHGHIkoAIlKbP0ifBggebhJW7HEFuzbJm1AHGgyQCLyLLe/s/V6Pd599118/PHH2L9/PwBg8uTJmDlzpscnR0SByW6XUNOkcgbJwz1IyqvYfJ9BShYs9Te1WnHRYvN5TxRRb+V2BqndjBkzcOedd+LOO+/sUXC0ceNGZGVlISQkBDk5OY6gS+To0aNYuHAhsrKyoNFosGHDhm49ZmtrK1auXIn4+HhERERg4cKFqKqq6vbXQETOaprNsmM+AB9nkASBQptNQpvN3q3H86sSm+JeSMwiEXmKSxmk73znOy49mEajwa5du1x+8u3btyM/Px+bNm1CTk4ONmzYgDlz5uDkyZNITEyU3d/S0oLs7GzccMMNWL16dbcfc/Xq1Xj33Xfx2muvITo6Gnl5eViwYAE+++wzl+dORMpOVIpXtKbHhvlsDqJl/sClLFKwzv2/DS8qbBQZ5uOjRgAgSWEvpCpTK7ISwn08G6LeyaXv7N27d0Oj0Tg2htRoLq1CufxjSZIc46566qmnsGLFCixbtgwAsGnTJrz77rvYvHkz7rnnHtn9kydPxuTJkwFAeN2Vx2xoaMBLL72ErVu3OgK/LVu2YPjw4di7dy+mTp3q1tdARHJHK0zC8RGpUT6bg6jEBlzqQ4oMCXb78ZR7kNRo0hZn4ozMIBF5jEsB0owZM5yCnwMHDsBsNmPMmDEAgC+//BJBQUFuBRcWiwVFRUVOjd1arRa5ubkoLCx0+XHcfcyioiK0tbUhNzfXcc+wYcPQv39/FBYWKn4NZrMZZvO3PRUmk/gXABEBxyrl3x9BWg0GJ0X4bA6hweIsUXdXsjULPs8QpIXOR9sWXE6pxFbNvZCIPMblDFK7P//5zygqKsKRI0cwZMgQAMDXX3+NiRMn4gc/+IHLT1xTUwObzYakpCSn8aSkJJw4ccLlx3H3MY1GI/R6PWJiYmT3GI1GxccuKCjAQw891K15EfU1xyoaZGODEiNgCPJdtkWpWbm7K9lEJTY1+o8A9iAR+YLbhfhHHnkE6enpjuAIAIYMGYKMjAw8+eSTHp2cP1mzZg0aGhocb6WlpWpPicgvtVis+KamWTY+MjXap/NQ6kHqbgZJVGLz9Tls7UL1OkSFyJ+bJTYiz3H7u7umpgZlZWW47777sGDBAgDA66+/jhMnTiA0NNTlx0lISIBOp5OtHquqqpIdY+LJx0xOTobFYkF9fb1TFqmr5zUYDDAYfLcChyhQnTA2QpIvYPNp/xGgHLx0O4Mk+Dw1l9QnRYXA1NrkNMYSG5HnuJ1Buu666yBJEtavX48pU6ZgypQpKCgocFxzlV6vx8SJE51WvdntduzatQvTpk1zd1ouP+bEiRMRHBzsdM/JkydRUlLS7eclom8pNmin+DZAUmqe7u5eSOIMknoBkui4kZK6FhVmQtQ7uZ1BeuGFF2Cz2fD66687jc+fPx8vvPCCW4+Vn5+PpUuXYtKkSZgyZQo2bNiA5uZmxwq0JUuWIC0tzRGAWSwWHDt2zPF+eXk5Dh8+jIiICAwaNMilx4yOjsby5cuRn5+PuLg4REVFYdWqVZg2bRpXsBF5wDE/WMEGAKF6pSZtz+2DpMYKtnaZ8WH45JTzmNHUCmNDqzB4IiL3uB0gxcTE4F//+he++eYbHD16FAAwYsQIDBw40O0nX7RoEc6fP4+1a9fCaDRi3Lhx2LFjh6PJuqSkBFrttz/kKioqMH78eMfHTzzxBJ544gnMnDnT0Uje1WMCwNNPPw2tVouFCxfCbDZjzpw5+NOf/uT2/IlI7rhgBVt6bCiiQ91fWt8Tij1IvaBJGwDGZ8TiH3tLZOMHSy7g2tEpKsyIqHfpdodhdnY2srOzezyBvLw85OXlCa9dvnoOALKyshx7L3X3MQEgJCQEGzduxMaNG92aKxF1raL+omxsWHKkz+fR2T5I3eFPTdoAMDEzVjhedI4BEpEndPuoESKijiRJQl2zRTaeqLAs3ZuUGqhbu7mKTbT6Tc0m7cz4MMSF62XjRecuqDAbot6HARIReYzpohVWuzzLmyD4Re5tnswgSZKEFsHnqVli02g0mNBfnkU6WtHQo0N5iegSBkhE5DE1zeJl5qJMh7cp9SApHRnSGYvNDpsg8FMzgwSIy2xtNglHyuUbdRKRexggEZHHiMprABAf4fs9xAxBWoiOh+xOdkVpc8mwYPV6kABgQv8Y4fjBEpbZiHqq29/d33zzDfbt24ewsDBcf/31npwTEQWo2iZxBilehQySRqNBWLBOdoZad3bSVso6hRvUzSCNSY9BkFYjK2seKedZkUQ95XYGyWaz4Wc/+xmGDBmCm2++GY8++ij+/ve/Q6fT4dlnn/XGHIkoQNQ0+U8GCRCXwLrTg6QUIKldYgvV65DdL1w2XnaBG0YS9ZTbAVJBQQE2b94Mu93uWHL/wx/+EEFBQXjrrbc8PkEiChxKJTY1epAAcR9S9wIk+R5IgLpN2u3SY8NkY2UX5FstEJF73A6QtmzZguDgYLzxxhuOsYiICGRkZOD48eOenBsRBRhRiU2jAWLDfLtJZDvRSrbu9CApZpBU7kECLm3C2VF1o5kr2Yh6yO0AqaysDCNGjMAPfvADp/HIyEicP3/eYxMjosBTK8ggxYbpEaRTZz2IsMTWjR4kxSZtv8ggiQ8JF23YSUSuc/unVkJCAs6cOYPa2lrHWElJCY4fP45+/fp5dHJEFFhqBT1IapXXAE+W2Pw5QJKX2ACW2Yh6yu0Aac6cOTCZTBg9ejQA4NixY5gwYQLa2towd+5cj0+QiAJHrWAfJDVWsLUTldg82YOkdpM2oJxBYoBE1DNuB0h/+MMfkJ6eDqPRCAAwmUyoq6tDamoqHn74YY9PkIgCh6hJOz7CzwKk7pTYFIIqNc9ia6ecQeJKNqKecPu7OyUlBYcPH8azzz6Lzz//HAAwefJkrFy5EgkJCR6fIBEFBptdfA5bfLg6S/wB7y/z94cSW2xYMML0OtkcmUEi6plu/fkTFxeHdevWeXouRBTA6lssEJzGoWoPkqeatP11HyTg0oaY6bGh+LqqyWmcGSSinnG7xPb0009jwYIF+OqrrxxjX331FRYsWICnn37ao5MjosChtAdSgp+V2MxWO+yiSK4TF5X2QVI4783XuBcSkee5HSA999xz+PTTTx1N2gAwevRofPrpp3juuec8OjkiChz+tos2IA6QAKDV6l4WSZRB0uu0qm1f0BH3QiLyPLe/u8vLy5GcnCwbT05ORnl5uUcmRUSBx9920QaUS2DultlE9/tDea0d90Ii8jy3A6SIiAicOnUKxcXFjrHi4mJ8/fXXiIyM9OjkiChwiJb4A+qW2ET7IAHuN2qLMkjhfhUgcS8kIk9zu0n7iiuuwNtvv40pU6bgRz/6EQDgX//6F9ra2nDFFVd4fIJEFBiUSmxxaq5iUyqxuRsgCe4PhAzSuTo2ahN1l9sB0gMPPID//ve/uHDhAv7yl78AACRJgsFgwNq1az0+QSIKDKJz2LQaICZUnXPYACBUL06SX7TY3XqcFrO8Sdsf9kBqlxkfLhw/XdXo45kQ9R5ul9gmTZqEDz74ALNmzUJoaChCQ0Nx9dVX44MPPsCECRO8MUciCgDnauXZioQIA7RajQqzuUQpg+SJEps/ZZCiQ4ORHBUiGz/JAImo27r1J9D06dPxwQcfeHouRBTARL+MByVGqDCTbyn1ICkdHaJEFFD5wyaRlxucFAGjqdVprOPeSETkum4FSHa7HadPn0ZVVRUkyXk/kRkzZnhkYkQUOC40W3C+UV5iG5Kk7sINpTKY2z1IgoDK3wKkoUmR+ORUjdNYXbMFNU1mJKi41QJRoHI7QNq3bx8WL16Mc+fOya5pNBpYre79ZUZEge9rhVKO2gGSV0tswf7TgwQAQ5LFr/XXxkYkDGKAROQut3uQfvnLX+Ls2bOQJEn4RkR9z9fV4lLOkCR1S2yeatIW7YPkjxkkEfYhEXWP238CHT9+HMHBwXjiiScwYsQIBAX5119RROR7pxR+CQ9WOYPkiX2QLFY7rIKjSfwtQFLq92IfElH3uB3dDBs2DK2trVi1apU35kNEAeikUR4gJUeFIFrFJf6AZ/ZBUtp1259WsQFAuCEIGXGhKK1z3hxSqfxJRJ1zu8T21FNP4ezZs/jTn/4Ek8nkjTkRUQCRJEn4S1ipJ8aXPHHUSEubwkG1fhYgAeIy29dVjWx/IOoGtwOk2bNnw2w2Y9WqVYiNjYVOp3O8sdxG1PfUNFlwoaVNNj5E5SX+ABAS1PMSm6hBGwBC/WijyHaikmZjq1W2/J+IuuZ2gKTUnM0mbaK+San/yB8ySFqtBoYg+Y85dwIkpWxTmEL5Tk1KTfEdy25E1DW3/wTasmWLN+ZBRAHqTG2zcFztJf7tQvU6mK3Oq9bcKrEpBUh+WGJLixEfWltRzwCJyF1uB0hLly71xjyIKEDVNIoPqU2LER+g6mthwTrUw7kE6F6ApNCDZPC/EltqjPy4EQAoZ4BE5LZufYdbLBZ89tlnqKiogM3m/INmyZIlHpkYEQWGGoVDauPC9SrMRi5EkOnxSInNDzNISVEh0GqAjrsSVDYwQCJyl9sB0qlTp5Cbm4uysjLZNY1GwwCJqI8RBUhx4XroVDyk9nKipf7uBEjNSk3aftiDFKzTIjEyRNaUXVHPJm0id7ndpH3PPfegtLTUo03aGzduRFZWFkJCQpCTk4P9+/d3ev9rr72GYcOGISQkBKNHj8Z7773ndF2j0QjfHn/8ccc9WVlZsuvr16/v1vyJ+jJRgORPZ3+JAhn39kEKnGX+gLjMxh4kIve5HSB98sknCAoKws6dOwEA48ePxyuvvIKEhATHmDu2b9+O/Px8rFu3DgcPHsTYsWMxZ84cVFdXC+/fs2cPFi9ejOXLl+PQoUOYP38+5s+fjyNHjjjuqaysdHrbvHkzNBoNFi5c6PRYDz/8sNN93PySyH21TfIeJL8KkEQlNo80aftfDxIApAh6vxggEbnP7QCpvr4ew4cPx+zZs6HRaBAcHIxFixYhOTkZjzzyiNsTeOqpp7BixQosW7YMI0aMwKZNmxAWFobNmzcL7//jH/+IuXPn4q677sLw4cPxu9/9DhMmTMBzzz3nuCc5Odnp7c0338TVV1+N7Oxsp8eKjIx0ui88PNzt+RP1decFGaT4CP/oPwLEx414Zh8k/8wgiZrjTa1WNJl5kDiRO9wOkCIjI2G3X1oyGxERgRMnTmDfvn0oKSlBYWGhW49lsVhQVFSE3Nzcbyek1SI3N1fxsQoLC53uB4A5c+Yo3l9VVYV3330Xy5cvl11bv3494uPjMX78eDz++OOwWpV/gJjNZphMJqc3or6utc2Gxlb5941fZZB6WmJTuNdfS2wp0eKVbJXMIhG5xe0AKSMjA+fOnYPNZsPo0aPR2NiI6dOno7GxESkpKW49Vk1NDWw2G5KSkpzGk5KSYDQahZ9jNBrduv/ll19GZGQkFixY4DT+q1/9Ctu2bcOHH36I22+/HY888gjuvvtuxbkWFBQgOjra8ZaRkeHKl0jUq9U2i5f4+3uA1NNl/sE6DYJ1bv/49IlUhe0VuNSfyD3d2gfp448/xqlTp3Dffffhhz/8ISwWC3Q6HR588EEvTLFnNm/ejJtuugkhIc5/VeXn5zveHzNmDPR6PW6//XYUFBTAYJD/cF+zZo3T55hMJgZJ1OfVCsprAJDgRyU2YQ9Smw2SJEGj6XqlnajE5o8r2Nop7T9V2cCVbETucDtAWr16NVavXg0AGDZsGI4fP45Dhw5h5MiRGDp0qFuPlZCQAJ1Oh6qqKqfxqqoqJCcnCz8nOTnZ5fs/+eQTnDx5Etu3b+9yLjk5ObBarTh79qzw6zAYDMLAiagvE61gA/wsgyQIkOwSYLbahf1JHYmyTf7aoA0ol9jYqE3knh7niAcMGIAFCxa4HRwBgF6vx8SJE7Fr1y7HmN1ux65duzBt2jTh50ybNs3pfgDYuXOn8P6XXnoJEydOxNixY7ucy+HDh6HVapGYmOjmV0HUdyntou1XAZJCEORqH5Iog+Sv/UfApT2oROfPcS8kIve49GdQdnY2JkyYgP/7v/+TrQS7nEajQXFxsVsTyM/Px9KlSzFp0iRMmTIFGzZsQHNzM5YtWwbg0s7caWlpKCgoAADccccdmDlzJp588klcd9112LZtGw4cOIAXXnjB6XFNJhNee+01PPnkk7LnLCwsxL59+3D11VcjMjIShYWFWL16NW6++WbExsa6NX+ivky0gg0AEiL9qMSmECBdbLMhxoXPF2WQ/HUFG3Dp53BqTCjO1DifkccMEpF7XAqQzp496yhhnT17VvE+V+r5HS1atAjnz5/H2rVrYTQaMW7cOOzYscPRiF1SUgKt9tu/hqZPn46tW7fi/vvvx7333ovBgwfjjTfewKhRo5wed9u2bZAkCYsXL5Y9p8FgwLZt2/Dggw/CbDZjwIABWL16tVOPERF1TbQHEgDEh/tPBkl01AjgeqN2S5u8SdufM0jApc0iOwZIPG6EyD0uBUjr1q1Denq6431Py8vLQ15envDa7t27ZWM33HADbrjhhk4f87bbbsNtt90mvDZhwgTs3bvX7XkSkTNRD1J0aDD0ghKPWjrLILlCXGLz3x4kAEiJFm0W2Qq7XYLWT46AIfJ3LgdIAGC1WnH11VcDAK688kqnzA4R9T2iAMmfNokEet6DJG7S9u8MUnqsPECy2OyoamwVBk9EJOfWn0FBQUGYPXs2MjMzcfr0aW/NiYgChL8fMwIAoXrxH3IXLXaXPr9ZsAO1P/cgAUD/uDDheGndRQZIRC5yOwU0ZMiQbh9KS0S9iyiD1M/PAiSlpfyulthE9/l7BilDIUAqqWvx8UyIApfbAdJTTz2F8vJy3HfffYoHyhJR72e12VHXIsogBUaJzZUAqc1mR5tN/gehv/cgZcQqZZAYIBG5yu0A6dprr0VbWxvWr1+PlJQU6HQ6x1tQkH//0CAiz6lttkCUTPa3EptSMHNRcIRIR4oH1frxTtoAkBhpEDbKl15ggETkKrcDJEmSOn0jor7h3S8rheP9Iv0rQFLMILmwzF/pHn8vsWm1GmGjNjNIRK5zO+WzZcsWb8yDiAKIzS7h5cKzwmsTM/1rs9UQpSbttq6btEUH1QL+HyABl8ps35x33guptI57IRG5qluH1RJR3/bBiWqcq5VnI6YMiMPgpEgVZqSsJz1IiiU2P+9BAsQr2YymVrS22Vw6g46or+vWd7nFYsFnn32GiooK2GzOP0CWLFnikYkRkf/6575zwvFbr8jy7URcoBQMuLIPklIQFRAZpDjxcv7y+osY2C/Cx7MhCjxuB0inTp1Cbm4uysrKZNc0Gg0DJKJeTpIkfH6mTjaeFhOK745IVmFGnQvWaRGs08hWo7nSg6ScQQqAAKmTlWwMkIi65naAdM8996C0tNQbcyGiAFDf0oZmQeDwvTEp0PnpMRYhwTq02Zz7iVwpsSmtdAsLgBKV0l5IbNQmco3bq9g++eQTBAUFYefOnQCA8ePH45VXXkFCQoJjjIh6r3KFU+GVfiH7A1EfUk96kPx9HySgkwDpAhu1iVzhdoBUX1+P4cOHY/bs2dBoNAgODsaiRYuQnJyMRx55xBtzJCI/UqbwCzZNsKzcX4hKYq29vMQWHRqMqBB5IPfN+SYVZkMUeNwOkCIjI2G3X1oeGxERgRMnTmDfvn0oKSlBYWGhxydIRP5FKYOUHuPHAVI3M0hKfUrhBv8PkABggKDXaN+ZOlhtrp1DR9SXuR0gZWRk4Ny5c7DZbBg9ejQaGxsxffp0NDY2IiUlxRtzJCI/UqEQIAVaBkkpO+TKPWHB/l9iA4Cp2XGyscZWK74oq/f9ZIgCjNsB0tKlSzF79mycOnUK9913H4KDgyFJErRaLR588EEvTJGI/Em5oMQWGxbs1305ogySK8v8lTaKDIQSGwDMGNxPOP7R1zU+nglR4HH7J9rq1auxevVqAMCwYcNw/PhxHDp0CCNHjsTQoUM9PkEi8i+iEps/Z48AzzZpB2k1wnPO/NGkrFiEButkX+snp84j/7tDVJoVUWBw+7v8Jz/5CXbu3Ok4d23AgAFYsGABgyOiPkIYIPlx/xEAhAgyPt3dBylQskcAYAjSCctsX5TWo6GlTYUZEQUOtwOkbdu2Ye7cuejfvz/uvfdenDhxwhvzIiI/1GKxoq7ZIhtP9fMAqdtN2m3yElsg7KJ9uasEZTa7BHxWzDIbUWfcDpCuuOIKAEB5eTkeffRRjBw5ElOnTsWmTZtQX1/v6fkRkR9RbNAOwADJtR4k+T3+3GslMmOIuA/py7IGH8+EKLB0a6PIkpISPPnkk5g8eTIkScL+/fuxcuVKpKamemOOROQnyutbhePp/t6DJMj6tNkktHWx3F1YYguAXbQvN7BfOCK5HxKR27rVaZiWlobVq1dj7969eOutt5CcnAxJkmA2mz09PyLyI6IVbACQFuO/u2gD3T+wVtSnFGglNo1GIzx77TQDJKJOdStXfOrUKWzfvh3bt2/HsWPHHOMRETwAkag3K68Xn+Pl76vYlIKai202RIYEK36eaJl/IDVptxuUGIHDpfVOYyW1LWiz2RGsC4wVeUS+5naANHHiRBw+fBjApVO9NRoNrr76aixduhQLFy709PyIyI+IMkihwTrEhikHGf5AqSzW1Uq23pBBAiDMIFntEs7VtmBQIv+wJRJxO0A6dOgQAGDIkCFYsmQJfvrTnyIjI8PjEyMi/yMqy6THhkKj0agwG9cpBkhdlNhaBNcDrUkbuNSHJHK6uokBEpECt7/Tb7/9dixduhRTp071xnyIyE/Z7BJOVckDpMFJ/v8LVrQPEtB1BinQ90FqN1AhCCpmHxKRIrcDpOeff94b8yAiP3e2thlmq3zV19CkKBVm457uZJBsdgkWwdcbHoABUv+4MARpNbDaJadxBkhEytidR0QuOWlsFI4PTY708UzcpxQgdbaKTfkctsArsQXrtMiMl680LK5mgESkhAESEbnkhEKANCwQAiS9+EfdRYvyPkii8hoQmE3aAIS9RsXnmx3HRhGRMwZIROSSk0aTbCw0WIf+cf69BxKgvA9SZyW23hYgiVayNZmtqG7k/nVEIgyQiMglohLbkKQIaLX+vYIN6F4PkmKJLcB20m4nCpAA9iERKWGARERdarFYca5OvklkIPQfAcpL81s7WcWmtMItEJf5A0BWgnipf5nC7uhEfR0DJCLq0qmqJohaVYYm+/8KNqC7GaTeVWLLUNjtvEwQ+BIRAyQicoHSCrZAaNAGgBCFJm2lIKiza4G4DxIA9Is0wBAkfx2YQSIS84sAaePGjcjKykJISAhycnKwf//+Tu9/7bXXMGzYMISEhGD06NF47733nK7fcsst0Gg0Tm9z5851uqeurg433XQToqKiEBMTg+XLl6OpibV4IhGlFWyBUmLT67QQtUp1tsz/Ypu4BylQM0gajUZ4Zl7pBWaQiERUD5C2b9+O/Px8rFu3DgcPHsTYsWMxZ84cVFdXC+/fs2cPFi9ejOXLl+PQoUOYP38+5s+fjyNHjjjdN3fuXFRWVjreXnnlFafrN910E44ePYqdO3finXfewccff4zbbrvNa18nUSA7WSVfwZYQoUdChEGF2bhPo9EIy2yd7aTd20psAJARK19xyAwSkZjqAdJTTz2FFStWYNmyZRgxYgQ2bdqEsLAwbN68WXj/H//4R8ydOxd33XUXhg8fjt/97neYMGECnnvuOaf7DAYDkpOTHW+xsbGOa8ePH8eOHTvwl7/8BTk5Objyyivx7LPPYtu2baioqBA+r9lshslkcnoj6itEJbZAyR61E5XGOutBUgqeAnGjyHbpggyS0dQq3DGcqK9TNUCyWCwoKipCbm6uY0yr1SI3NxeFhYXCzyksLHS6HwDmzJkju3/37t1ITEzE0KFD8Ytf/AK1tbVOjxETE4NJkyY5xnJzc6HVarFv3z7h8xYUFCA6OtrxxgN6qa+oaTKjpskiGw+EI0YuJ9oLqVtN2gG6zB8AMgR7VkkSUFHPLBJRR6oGSDU1NbDZbEhKSnIaT0pKgtFoFH6O0Wjs8v65c+fib3/7G3bt2oVHH30UH330EebNmwebzeZ4jMTERKfHCAoKQlxcnOLzrlmzBg0NDY630tJSt79eokAU6A3a7UQlts6PGuldTdqAOIMEsMxGJBK4ueJO3HjjjY73R48ejTFjxmDgwIHYvXs3Zs+e3a3HNBgMMBgCo9+CyJMCvUG7nbDE1uk+SPImba0GwpVggULUgwSwUZtIRNXv9ISEBOh0OlRVVTmNV1VVITk5Wfg5ycnJbt0PANnZ2UhISMDp06cdj9GxCdxqtaKurq7TxyHqi0RHjGg0wJCkAAuQPFBiC9cHQaPx/53DlShnkBggEXWkaoCk1+sxceJE7Nq1yzFmt9uxa9cuTJs2Tfg506ZNc7ofAHbu3Kl4PwCUlZWhtrYWKSkpjseor69HUVGR454PPvgAdrsdOTk5PfmSiHodUYktMy4s4EpN7jZptwiuBdrX3FFcuF4YKLLERiSneq44Pz8fL774Il5++WUcP34cv/jFL9Dc3Ixly5YBAJYsWYI1a9Y47r/jjjuwY8cOPPnkkzhx4gQefPBBHDhwAHl5eQCApqYm3HXXXdi7dy/Onj2LXbt24frrr8egQYMwZ84cAMDw4cMxd+5crFixAvv378dnn32GvLw83HjjjUhNTfX9i0Dkp+x2CV9XyfcHC7TyGqCQQepsmb9ZXmIL5CX+wKXtDjLiBHshcTdtIhnVe5AWLVqE8+fPY+3atTAajRg3bhx27NjhaMQuKSmBVvttHDd9+nRs3boV999/P+69914MHjwYb7zxBkaNGgUA0Ol0+PLLL/Hyyy+jvr4eqampuOaaa/C73/3OqYfon//8J/Ly8jB79mxotVosXLgQzzzzjG+/eCI/V1LXIsyyBMoRI5fzRIktkJf4t0uPDZMFvcwgEcn5xXd7Xl6eIwPU0e7du2VjN9xwA2644Qbh/aGhofjvf//b5XPGxcVh69atbs2TqK85VHpBOB5oK9gAIMTdJm1B8BToGSRAfCZbdaMZtU1mxAfIxp9EvqB6iY2I/NeBs+IAaVxGjG8n4gGiDJLZaofdLjiFF+IMUm8IkIYoBLd7v6nz8UyI/BsDJCJSJAqQUqNDkBojXg3lz0QBEgC0WsVZJFF2SekxAsnU7Hjh+J7iGh/PhMi/MUAiIqGGljacrJKvYJuUFafCbHpOaQWaUpmtRbAPUm/IIGUnhCMpSl5KK/ymVnA3Ud/FAImIhA6WiMtrk7NiheP+TnTUCKDcqN1bm7Q1Gg2mD0yQjX9zvhnGhlYVZkTknxggEZHQ52fFPSkTMwMzg6SU/REdN2KzSzALDnDtDRkkAJg2UFxmK/yGZTaidgyQiEhI1H8UaQgKyD2QAOX+oYsWeSCklFXqLQHSdIUA6eOvGSARtWOAREQyZqsNX5TVy8YnZMZCpw3MozbcKbGJ+o+AwN9Ju116bBj6x8nPZXv3y0pUm1hmIwIYIBGRwJFyk7DENCkzMPuPAOXgRhQMKTVuh/WCVWztvjMsUTZmsdnx0mdnVJgNkf9hgEREMgcU+o8CdQUb0Mkyf2EGSSFAMgR+k3a7pdOzIDp3d+veEpha23w/ISI/wwCJiGQOnJP3HwVpNQG5QWQ7xR4kdwKkXlJiA4ABCeGYNypZNt5otuLNQ+UqzIjIvzBAIiInkiQJM0gj06IDugcnVC/+cSdq0lbqQepNARIA/HzmQOF4kSBAJuprGCARkZPi88240CIvsUwO4P4jwN0mbXEGKTS495TYAGBMegwGJ0bIxo9XyjcIJeprGCARkZOic72v/whwrwdJsUm7l2WQAGB4SpRsrPh8E8wKR7AQ9RUMkIjIyecKB9RODPAMUpjCLtiiYKjJLC6xhfeiJu12ogDJapdwurpJhdkQ+Q8GSETkRNR/NCAhHP0i5ed3BRJDkEIPkiCD1KwQIEX0ygBJvPEny2zU1zFAIiKH841mnK1tkY0HevYIALRaDUKC5T/yRA3ZSgFSmKH3ldhGCDJIAHC80uTjmRD5FwZIROSg1H8UqAfUdhQuKLOJGrKbzOL+G9HnB7p+kQbEh+tl4wyQqK9jgEREDqLz14DAb9BuJ8oAibJForHQYF3AHrPSGY1GI+xDOl5pgiRJKsyIyD8wQCIih88F+9/EheuRnRCuwmw8T5QBEjVkNwnKbr2xQbudqA/pQksbqkxmFWZD5B8YIBERgEuruY6WN8jGJ2bGQiM6kyIAiYIcUYlNlEGK6IX9R+1EGSQA2H2y2sczIfIfDJCICABwuLQeVru8pNJb+o8AcYAkyiCJAqTenEEanRYtHH/xk29gF/yfIOoLGCAREQDgP0cqheMTM3tH/xEAhAs2emwRNGSLmrR7c4A0KDECw5LlZbbi883YdYJZJOqbGCAREapNrdj2ealsPCRYi1Fp4vJLIBIFOa42affGPZDaaTQaxXPZXvi42MezIfIPDJCICC98/A0sVvmhrdeOToEhqPf03ogySM0Wq2y1Vl8rsQHAdWNSkBYTKhv//OwFlNdfVGFGROpigETUxzVcbMM/95XIxjUa4JezBqkwI+8RBTl2CWhtcw4OmwWr2HpzkzYABOu0uPXKAcJrH5087+PZEKmPARJRH1dYXCM8buPa0SkYJDjpPZApZYEuD4isNrssYAJ65yaRHX1vTIpw/EOuZqM+iAESUR/3lWBpPwD8fIa4JyWQiUpsgHNJrVmw7B/o/SU2AEiKChEePbLndA3MVvHrQtRbMUAi6uOOlMuPlIg0BGFkau9pzm4XphDkXL7Uvy8dVCsya2g/2Vizxaa4yzpRb8UAiagPkyQJRwQZpBGpUdD2wmM1lIKcyzeLVAqQ+kIGCQCuHpYoHP+Qy/2pj2GARNSHGU2tqG22yMZHKWwcGOiUgpzLM0iijSMvfW7vbtJuNz4jBlEh8tdp+4FS1Dbx6BHqOxggEfVhovIagF6199HllHqQLt8sslmwSSTQd0psQTotZgyRl9kaW614cufXKsyISB0MkIj6MFF5DVA+eiLQKa5icymD1DcCJAD46dRM4fgr+0twwigOqol6GwZIRH3Y0Qp5gBQarMOAhN61vL+d0lL9y5f59/UmbQDIyY7H3JHJsnFJAl79vEyFGRH5HgMkoj5MtMR/RGoUdL2wQRtQ7iNyXubPDBIA3HfdcOiD5L8iDpZwNRv1DX4RIG3cuBFZWVkICQlBTk4O9u/f3+n9r732GoYNG4aQkBCMHj0a7733nuNaW1sbfvvb32L06NEIDw9HamoqlixZgoqKCqfHyMrKgkajcXpbv369V74+In90pqYZVSZ50+2oXri8v53yRpHf9h319SbtdhlxYZgp6EU6XmlCm02+kSZRb6N6gLR9+3bk5+dj3bp1OHjwIMaOHYs5c+agulq8pHTPnj1YvHgxli9fjkOHDmH+/PmYP38+jhw5AgBoaWnBwYMH8cADD+DgwYP497//jZMnT+IHP/iB7LEefvhhVFZWOt5WrVrl1a+VyJ/876hROD6+f6yPZ+I7hiCtMDvWzH2QhMYIetHMVjtOVTWpMBsi31I9QHrqqaewYsUKLFu2DCNGjMCmTZsQFhaGzZs3C+//4x//iLlz5+Kuu+7C8OHD8bvf/Q4TJkzAc889BwCIjo7Gzp078eMf/xhDhw7F1KlT8dxzz6GoqAglJc7nTUVGRiI5OdnxFh4erjhPs9kMk8nk9EYUyP4rCJB0Wo1wo8DeQqPRIEywks15o0j5Kjat5lJvVl8zKl3crP9Veb1vJ0KkAlUDJIvFgqKiIuTm5jrGtFotcnNzUVhYKPycwsJCp/sBYM6cOYr3A0BDQwM0Gg1iYmKcxtevX4/4+HiMHz8ejz/+OKxW8V+OAFBQUIDo6GjHW0ZGhgtfIZF/qja14lBpvWw8Z0AcYsL0vp+QD4kyQZcv8xeV2ML1QdBoemdfVmeUVjMqHU9D1JuoGiDV1NTAZrMhKSnJaTwpKQlGozj9bzQa3bq/tbUVv/3tb7F48WJERX3bW/GrX/0K27Ztw4cffojbb78djzzyCO6++27Fua5ZswYNDQ2Ot9LSUle/TCK/s/N4FSRJPj5HsHKptxFlkLpaxdbXGrTbJUQYkBYTKhv/qowBEvV+vfq7vq2tDT/+8Y8hSRKef/55p2v5+fmO98eMGQO9Xo/bb78dBQUFMBgMsscyGAzCcaJAU99iwaaPioXXvjsiSTjem4gySF3tg9TXGrQvNyotCuX1F53Gjlc2wmK1C1e5EfUWqv7vTkhIgE6nQ1VVldN4VVUVkpPFf8kmJye7dH97cHTu3Dns3LnTKXskkpOTA6vVirNnz7r/hRAFCLtdwurth1Fad1F2bXRaNFIF2YLeJkywF1KzufOz2PpqBgkAxqTHyMYsNjtOGht9PxkiH1I1QNLr9Zg4cSJ27drlGLPb7di1axemTZsm/Jxp06Y53Q8AO3fudLq/PTg6deoU3n//fcTHx3c5l8OHD0Or1SIxUXxQI1Fv8P7xKnx48rzw2o8n942+OlGw41xikzdpK20w2Rco9SFt+eyMj2dC5Fuqf9fn5+dj6dKlmDRpEqZMmYINGzagubkZy5YtAwAsWbIEaWlpKCgoAADccccdmDlzJp588klcd9112LZtGw4cOIAXXngBwKXg6Ec/+hEOHjyId955BzabzdGfFBcXB71ej8LCQuzbtw9XX301IiMjUVhYiNWrV+Pmm29GbGzvXeJM9NYXFcLxKVlxuLHPBEiCHqQuS2yq/6hUzdiMGATrNGizOTet/ftQOW65IkuYYSLqDVT/rl+0aBHOnz+PtWvXwmg0Yty4cdixY4ejEbukpARa7beJrunTp2Pr1q24//77ce+992Lw4MF44403MGrUKABAeXk53nrrLQDAuHHjnJ7rww8/xKxZs2AwGLBt2zY8+OCDMJvNGDBgAFavXu3Ul0TUG31RVi8bS4jQ47mbxiNY1zf6ScQZpMtKbIKdtCP6cA9SdGgwfjg+Da8ekB8x8sh7x7HtNnG2nyjQqR4gAUBeXh7y8vKE13bv3i0bu+GGG3DDDTcI78/KyoIkWp5zmQkTJmDv3r1uz5MokNU2mYW9R98dkYTEyBAVZqSOcMEqNovVjjabHcE6LXuQBH5zzVC8/UUlLrY5lx/3flOHr6saMSQpUqWZEXlP3/iTkYiE2SMAGJcR49N5qE0p2Gkx22C22mSlJKBv7qJ9uaSoENw2I1t47a3D4rItUaBjgETURxwuFe9dM7avBUgKDddNFquwQRtgBgkAfnbVAOGy/re+qOgya08UiBggEfURXwh2zg7T6zA4sW+VRxQPrDVb0dTKc9iURIYE4ztD5at8S+pa8AU3jqReiAESUR/QZrPjo6/ly/tHpUULD2/tzZQ2fWw2W1F/0SK8FhMW7M0pBYwfjEsVjv9fEU8WoN6HARJRL3e80oQRa3cIr/W1/iNAucTWbLbhQkub8BoDpEu+MyxRmE37x94S7DhSqcKMiLyHARJRL9a+c7ao8RjomwFSmFIGyWJFfYs4gxQd2rsP8HVVSLAO1ygcR7N6+xc4wkNsqRdhgETUix2paMAJhSMhtBpgQv++tzGqUj9RU6sV9QoZpFhmkBxWzMiGqCp7sc2GH/+5EF8qrJYkCjQMkIh6sb3f1Cpeu2FiBpKj+87+R+2iQ8XBTv3FNsUAKSaMGaR2w1OisPZ7I4TXWiw2/OC5z3DTX/bidDXPaqPAxgCJqBfb+02dcHx17hA8smC0j2fjH2LDxcHOhWYLLiiW2JhButzS6Vm4Kae/4vXPTtdiwZ/2sORGAY0BElEvZbNL+PyMPEAamx6NO3IH97nVa+0iDUEIEnztF1osaLgozyBFhQT12ddKiUajwYM/GIkrBikfBG5qteLml/bhdHWTD2dG5DkMkIh6qWMVJjQKjs2YNjBBhdn4D41GIyyZXWgRZ5CUMk59XbBOiz/9ZCKyE8IV76lvacN9r3/lw1kReQ4DJKJeat8Zcf/R1Ow4H8/E/4iari80i3uQYlheUxQdFoy//ywHUwYo/5/ad6YOxeeZRaLAwwCJqBe60GzBa4LT13VaDSZlMUASZYWUSmzRbNDuVFpMKF69fRo+umsWBiVGCO95+wue10aBhwESUS9TZWrFohcKcbJKvopoVFo0j82AQgZJqcTGJf4uyYwPxysrpgqvvc3z2igAMUAi6kVKalvwo0178HWVuKSRO0x+llZfFCfIINU2iTNILLG5rl+kAbnD5RtJFp9vxvFKLvunwMIAiaiXMLW24eaX9qG07qLwelpMKJZfNcDHs/JPoiZtq12CKMnBPZDc8/2xKcLxrfvP+XgmRD3DAImol9i0uxgldS3CaxlxoXhlxVSEKZxD1tfEuRH08Bw29+QOT0JIsPxXyz/2lmDlPw+ipFb8f5TI3zBAIuoFqkyt2PzZGeG1wYkR+L+fT0f/+DAfz8p/uRP0MEByT7ghCNeMSBZee/erSsx4/ENs+qjYx7Mich8DJKJeYMP7X6O1zS4bH5kahVdvn4akqL53pEhnRD1ISlhic9+vZg+GPkj518tjO07geKXJhzMich8DJKIA1maz42+FZ/HK/lLZNY0GePxHY7nRoYA7QQ+btN03KDEC98wdpnjdLgH/3MeeJPJvDJCIApAkSXjyfycxYu0OrH3zqPCe+ePSMCI1ysczCwzuZJBimUHqllumZ+HKQcq7tr9xqALNgp3eifwFAySiALTt81I8+8FptNnEe8vog7TI/+4QH88qcLiztxF7kLpHq9Vg008n4vpxqcLrTWYrRq77L97iJpLkpxggEQUYu13Cn3af7vSetd8bgYw4NmUriQoJhivnz2o0l+6l7okwBOGPN47HGyuvULznV68cwmsH5CViIrUxQCIKMAfOXVDc6wgAfjwpHTfl9PfhjAKPVis+sLaj6NBgaF2JpKhT4zJiMCY9WvH6H947DlOrfJNOIjUxQCIKMJ39tT17WCIevn4UNBr+Uu+KK2U2Nmh7zs05mYrX6lva8Gcu/Sc/wwCJKECUXWhB3taDeK1IfggtAGy7bSpeXDIJIcE6H88sMLnSfM0l/p7zo4npmDGkn+L1jR8WY+83tQAAq82OFgsbuEld3FaXKAB8droGK7ceRH2LuAyxZFompmbH+3hWgc2V7Q/YoO05Wq0Gm5dOwq4T1bj970XCe258YS9CgrVos0mwSxK+OzwJTy8ah3AesEwqYAaJyM8UnbuAVz8vxZmaZhSdq8MtW/bjpr/sUwyOAGDBhHQfzrB3cKXElhhp8MFM+o4gnRZzRibjvV9dBaUqcGubHbb/fy7e/45V4d7Xv/LtJIn+P4blRH5CkiSse+so/lbo3gZ6o9OiMbaTBlgScyWDNDyF+0h5w4jUKNwwMR2vHhCXiy/35uEKrLgqG6PSomG3Syj8phYXWiyYmBmLlOhQH8yW+ioGSEQqsNsl/OtgGd76ogKmViuuHZUMnVbjdnCUEReKJ388lk3Z3eBKD9IIBkhe8/D1o2A0mfHx1+e7vPd7z36KkalROFrx7fEkkSFByP/uEJitdlisdsSF6zFzSD9ub0EewwCJyIMk6dLGjZ0FLGdrmnHX/32Bz89ecIx9UVrv1vOM7x+DX84ahFlD+yFYx0p5d2TEdv2LdDh3IveakGAdttwyGU/+7yQ2fVQMu3jPU4fLgyMAaGy14qG3j8nuWzAhDQ9fPwoR7FuiHuL/ICIPaLjYhrv/7wt8droWiVEG/HhSBoK0GhyrMKG22YIIQxAmZ8UizBCEu//vy24/j16nxa9mD8IvZw3i/jw9NDU7rtPrGXGh3CTSy3RaDe6eOwwLJqTjzcPl+PR0DQ6V1PfoMf99sBxF5y7gmRvHY2xGjEfmSX2TRmr/k5fcYjKZEB0djYaGBkRF8a/MvqKu2YKD5y4gIy4MQ5MjAVxaknzDnwt7/IO9M0FaDX559SD8dGom+rFx2GOue+YTWWai3ZyRSfjzTyf5eEbU0NKGKx/7AI2tnlnmPzYjBj+amI7yCxdxrrYZOQPicOOU/jBb7ZAkCTFhelxotqCkrgVDkiJhCNLiaIUJOq0Gw1MiWb7uhVz9/e0XGaSNGzfi8ccfh9FoxNixY/Hss89iypQpive/9tpreOCBB3D27FkMHjwYjz76KK699lrHdUmSsG7dOrz44ouor6/HFVdcgeeffx6DBw923FNXV4dVq1bh7bffhlarxcKFC/HHP/4RERERXv1aST1tNjv+d7QKn5+tQ79IA34wNhU6rQbNZitSY0JxpLwBJ4yNsFjtGJYSiTB9EL4qq8dHX59Hk9mKw6X1srPP0mJCUV6vvKu1JwxICMcTN4zFxMxYrz5PX3Tl4ATFAGlEChvf1RAdFoz87w4Rls+644vSeqcS9n+OGPHg/39snVYDWye1vex+4bj/uuHITojAm4crcKq6ETa7hH6RBlw9LBHDkiNRbTIjOjQYmfFhsmDKbpdw3GjCmZpm2OwSQoJ1GJcRg6SoEI98beRdqmeQtm/fjiVLlmDTpk3IycnBhg0b8Nprr+HkyZNITEyU3b9nzx7MmDEDBQUF+N73voetW7fi0UcfxcGDBzFq1CgAwKOPPoqCggK8/PLLGDBgAB544AF89dVXOHbsGEJCLv3HnDdvHiorK/HnP/8ZbW1tWLZsGSZPnoytW7e6NG9PZ5C27S/BJu4k6zUSgNK6li77HPzF5KxYFCwYA7PVhmHJUdCxnOYVn56qwc0v7RNee3HJJHx3RJKPZ0TApT9y/1Z4Dv86WAbTxTaUXbgIq59/88aH6xEZ4pxzaLjYhguC7TnSYkIRrOP3tDt2/WaWx34Ouvr7W/UAKScnB5MnT8Zzzz0HALDb7cjIyMCqVatwzz33yO5ftGgRmpub8c477zjGpk6dinHjxmHTpk2QJAmpqan4zW9+gzvvvBMA0NDQgKSkJPz1r3/FjTfeiOPHj2PEiBH4/PPPMWnSpRT6jh07cO2116KsrAypqeLTpy/n6QDphY+L8ch7J3r8OBRYZgzph8mZsfjgZDUAIDMuDFMGxOOH49MQqueO2N7W2mbDsAd2CK99ds93kBbDZeT+wGaX8PnZOpypaYbFasf6/5zAxTab4/rSaZk4XNbg9mIHChzFj1zr8wBJ1RKbxWJBUVER1qxZ4xjTarXIzc1FYWGh8HMKCwuRn5/vNDZnzhy88cYbAIAzZ87AaDQiNzfXcT06Oho5OTkoLCzEjTfeiMLCQsTExDiCIwDIzc2FVqvFvn378MMf/lD2vGazGWaz2fGxySROyxN1FBKsRWubXTa+cEI61i8cjWCdFqtmDxZ8JnlbSLAOVw1OwCenapzGY8KCkRrNMoi/0Gk1mJod79gtPic7Dq8fKofFaseSaVkYkBAOq82OZz44jec+OBUwmWLyb6oGSDU1NbDZbEhKck5jJyUl4cQJcTbFaDQK7zcajY7r7WOd3dOxfBcUFIS4uDjHPR0VFBTgoYcecvEro75uWHIkRqZGY+n0TIxJj0GVqRVF5y6gvqUNNrsdI1KjMDGz81VU5Bs/mdJfFiAtGJ/O5lw/Niw5CmvmOf/lH6TTIv+7Q5A7PBFb95Vg14lqnG80KzwCUdf8okk7EKxZs8Ypc2UymZCRkaHijMjfBGk1uGFSOn53/SgEddibKCkqBNeOTlFpZtSZuaOS8YtZA/HSJ2dgsdlxzYgkrPrOILWnRd00Jj0GY9JjAACHSi7ggTeP4Ei5CUlRBoQE69BstqGmiYETdU3VACkhIQE6nQ5VVVVO41VVVUhOThZ+TnJycqf3t/9bVVWFlJQUp3vGjRvnuKe6utrpMaxWK+rq6hSf12AwwGDw3vLq/nFhmD1M3pROnpUSE4IxaTEwmlpx0tiIpKgQRBh0qG40I9wQhFFpUegfF46yCy2w2iQYgrUYmx6DML0OX5Y3wBCkxcjUaPy98CxOVTdhYmYsfjwpA202OySA++YEII1Gg9/OHYaVV18KisL1OmaPeonx/WPxdt6VsNjsCNZqodVqYLdL0Ggu9TW9cbgCe07XIC02FEunZ6Gp1YrKhlZMzIxFm82Oj74+j8Ol9Sivv4ihSZG4cXIGYsL0eOfLCnz89XmE6oPQL0KPhottKK+/iI4dvRqNBhlxoZg+MAH9Ig04XmnC/jN1MF1UPleR/IdfNGlPmTIFzz77LIBLTdr9+/dHXl6eYpN2S0sL3n77bcfY9OnTMWbMGKcm7TvvvBO/+c1vAFzK9iQmJsqatA8cOICJEycCAP73v/9h7ty5qjVpExERkfcFRJM2AOTn52Pp0qWYNGkSpkyZgg0bNqC5uRnLli0DACxZsgRpaWkoKCgAANxxxx2YOXMmnnzySVx33XXYtm0bDhw4gBdeeAHApYj917/+NX7/+99j8ODBjmX+qampmD9/PgBg+PDhmDt3LlasWIFNmzahra0NeXl5uPHGG10KjoiIiKh3Uz1AWrRoEc6fP4+1a9fCaDRi3Lhx2LFjh6PJuqSkBFrtt/0c06dPx9atW3H//ffj3nvvxeDBg/HGG2849kACgLvvvhvNzc247bbbUF9fjyuvvBI7duxw7IEEAP/85z+Rl5eH2bNnOzaKfOaZZ3z3hRMREZHfUr3EFqhYYiMiIgo8rv7+5jHgRERERB0wQCIiIiLqgAESERERUQcMkIiIiIg6YIBERERE1AEDJCIiIqIOGCARERERdcAAiYiIiKgDBkhEREREHah+1Eigat+A3GQyqTwTIiIiclX77+2uDhJhgNRNjY2NAICMjAyVZ0JERETuamxsRHR0tOJ1nsXWTXa7HRUVFYiMjIRGo/H445tMJmRkZKC0tJRnvXWCr1PX+Bq5hq+Ta/g6dY2vkWvUep0kSUJjYyNSU1Oh1Sp3GjGD1E1arRbp6elef56oqCh+g7mAr1PX+Bq5hq+Ta/g6dY2vkWvUeJ06yxy1Y5M2ERERUQcMkIiIiIg6YIDkpwwGA9atWweDwaD2VPwaX6eu8TVyDV8n1/B16hpfI9f4++vEJm0iIiKiDphBIiIiIuqAARIRERFRBwyQiIiIiDpggERERETUAQMkP/SHP/wB06dPR1hYGGJiYoT3aDQa2du2bdt8O1GVufI6lZSU4LrrrkNYWBgSExNx1113wWq1+naifiYrK0v2f2f9+vVqT0tVGzduRFZWFkJCQpCTk4P9+/erPSW/8uCDD8r+zwwbNkztaanu448/xve//32kpqZCo9HgjTfecLouSRLWrl2LlJQUhIaGIjc3F6dOnVJnsirp6jW65ZZbZP+35s6dq85kO2CA5IcsFgtuuOEG/OIXv+j0vi1btqCystLxNn/+fN9M0E909TrZbDZcd911sFgs2LNnD15++WX89a9/xdq1a308U//z8MMPO/3fWbVqldpTUs327duRn5+PdevW4eDBgxg7dizmzJmD6upqtafmV0aOHOn0f+bTTz9Ve0qqa25uxtixY7Fx40bh9cceewzPPPMMNm3ahH379iE8PBxz5sxBa2urj2eqnq5eIwCYO3eu0/+tV155xYcz7IREfmvLli1SdHS08BoA6fXXX/fpfPyV0uv03nvvSVqtVjIajY6x559/XoqKipLMZrMPZ+hfMjMzpaefflrtafiNKVOmSCtXrnR8bLPZpNTUVKmgoEDFWfmXdevWSWPHjlV7Gn6t489ku90uJScnS48//rhjrL6+XjIYDNIrr7yiwgzVJ/q9tXTpUun6669XZT5dYQYpgK1cuRIJCQmYMmUKNm/eDIlbWjkpLCzE6NGjkZSU5BibM2cOTCYTjh49quLM1Ld+/XrEx8dj/PjxePzxx/ts2dFisaCoqAi5ubmOMa1Wi9zcXBQWFqo4M/9z6tQppKamIjs7GzfddBNKSkrUnpJfO3PmDIxGo9P/rejoaOTk5PD/Vge7d+9GYmIihg4dil/84heora1Ve0oAeFhtwHr44Yfxne98B2FhYfjf//6HX/7yl2hqasKvfvUrtafmN4xGo1NwBMDxsdFoVGNKfuFXv/oVJkyYgLi4OOzZswdr1qxBZWUlnnrqKbWn5nM1NTWw2WzC/ycnTpxQaVb+JycnB3/9618xdOhQVFZW4qGHHsJVV12FI0eOIDIyUu3p+aX2nzGi/1t9+edPR3PnzsWCBQswYMAAFBcX495778W8efNQWFgInU6n6twYIPnIPffcg0cffbTTe44fP+5y4+MDDzzgeH/8+PFobm7G448/HvABkqdfp77CndctPz/fMTZmzBjo9XrcfvvtKCgo8Nst/0ld8+bNc7w/ZswY5OTkIDMzE6+++iqWL1+u4swo0N14442O90ePHo0xY8Zg4MCB2L17N2bPnq3izBgg+cxvfvMb3HLLLZ3ek52d3e3Hz8nJwe9+9zuYzeaA/iXnydcpOTlZthqpqqrKca036cnrlpOTA6vVirNnz2Lo0KFemJ3/SkhIgE6nc/y/aFdVVdXr/o94UkxMDIYMGYLTp0+rPRW/1f7/p6qqCikpKY7xqqoqjBs3TqVZ+b/s7GwkJCTg9OnTDJD6in79+qFfv35ee/zDhw8jNjY2oIMjwLOv07Rp0/CHP/wB1dXVSExMBADs3LkTUVFRGDFihEeew1/05HU7fPgwtFqt4zXqS/R6PSZOnIhdu3Y5VoHa7Xbs2rULeXl56k7OjzU1NaG4uBg//elP1Z6K3xowYACSk5Oxa9cuR0BkMpmwb9++Llco92VlZWWora11CirVwgDJD5WUlKCurg4lJSWw2Ww4fPgwAGDQoEGIiIjA22+/jaqqKkydOhUhISHYuXMnHnnkEdx5553qTtzHunqdrrnmGowYMQI//elP8dhjj8FoNOL+++/HypUrAz6Q7K7CwkLs27cPV199NSIjI1FYWIjVq1fj5ptvRmxsrNrTU0V+fj6WLl2KSZMmYcqUKdiwYQOam5uxbNkytafmN+688058//vfR2ZmJioqKrBu3TrodDosXrxY7ampqqmpySmLdubMGRw+fBhxcXHo378/fv3rX+P3v/89Bg8ejAEDBuCBBx5Aampqn9qSpbPXKC4uDg899BAWLlyI5ORkFBcX4+6778agQYMwZ84cFWf9/6m9jI7kli5dKgGQvX344YeSJEnSf/7zH2ncuHFSRESEFB4eLo0dO1batGmTZLPZ1J24j3X1OkmSJJ09e1aaN2+eFBoaKiUkJEi/+c1vpLa2NvUmrbKioiIpJydHio6OlkJCQqThw4dLjzzyiNTa2qr21FT17LPPSv3795f0er00ZcoUae/evWpPya8sWrRISklJkfR6vZSWliYtWrRIOn36tNrTUt2HH34o/Bm0dOlSSZIuLfV/4IEHpKSkJMlgMEizZ8+WTp48qe6kfayz16ilpUW65pprpH79+knBwcFSZmamtGLFCqetWdSkkSSuDSciIiK6HPdBIiIiIuqAARIRERFRBwyQiIiIiDpggERERETUAQMkIiIiog4YIBERERF1wACJiIiIqAMGSEREREQdMEAiol5l1qxZ0Gg0mDVrls+e88EHH4RGo4FGo/HZcxKRdzFAIqJea+XKldBoNEhKSnIaHzx4MDQaDVJTU4XjS5cudRpfv349DAYDTCaT1+dMRP6BARIR9VpXXXUVAKC6uhonT54EABiNRsfhmZWVlSguLna83z4+Y8YMp8d58803cfXVVyMqKspXUycilTFAIqKAdeHCBfz4xz9GWFgY+vfvj02bNjldbw+QAOCTTz5x+jcxMVE43vHzjEYj9u3bh+uvvx4AIEkS7r//fsTHxyMmJgarVq2CxWJxet6ioiLo9XpoNBq8/PLLAIBDhw4hODgYGo0Gmzdv9sjXT0TewwCJiALWz372M7z22mu4ePEiwsLCcOedd+LAgQOO62lpaRgwYAAAeSCUn5/v9PHHH38M4FLgNGTIEMdjvPXWWwCAH/zgBwCA5557Dn/4wx9QV1eHyMhIvPrqq3jmmWec5jVx4kSsW7fO8TxlZWW49dZbYbVa8cMf/hC33nqrZ18IIvI4BkhEFJCKi4vx73//GwDw29/+FidOnEBRURHMZrPTfe3ZoMsDJL1ej1/84hcICwuTBUiXZ4+AS+W1SZMmIS0tDQDw2GOPAQCuvPJKnDlzBmfOnEF6erpsfvfccw+mT5+Ouro6TJo0CYcPH0ZKSgpefPFFT70ERORFDJCIKCAdPXrU8f7ChQsBAEOHDsWYMWOc7mvvJzpz5gyOHTuGL7/8EpMmTUJUVBSmTZuGU6dO4fjx4zhy5AgA5wCpqakJu3btcpTXTCYTysrKAFzKKAUFBSEsLAzXXXedbH46nQ5///vfER4ejqqqKgDA5s2bER8f76mXgIi8iAESEfVqlwc869evh91ud4y1B0/r16+HJElOYwCwY8cOmM1mR4DkrqqqKrS2tjo+bm8CJyL/xwCJiALSiBEjHO+//vrrAICvv/4aX375pdN9Q4YMcTRkv/LKKwAgC5C2bt0KAIiKisLYsWMdn/vmm29i4MCBGDVqlON6eznt7bffhtVqRUtLC9577z3Z/JqamvDTn/4UNpsN48aNAwDcfffdjtV0ROTfGCARUUAaNGgQ5s+fDwAoKCjA8OHDMWHCBOh0Otm97QGR1WqFVqvFFVdcAQCYOnUq9Ho9rFYrAGD69OnQarWOe999911Z9ujOO+8EcKmXacCAAcjOzsaZM2dkz/nrX/8axcXFGDhwID799FPMmzcPFy9exM033+x4PiLyXwyQiChgvfTSS1i4cCFCQkLQ0NCAhx9+GFOnTpXdd3mZbeTIkYiJiQEAhISEYMqUKcL7Pv74Y1y4cEEWIK1atQr33HMPYmNj0dDQgO9973u44447nO5588038dJLLzmW9IeHh+PFF19ETEwMDhw4gIcfftgTXz4ReZFGai+8ExGRwx133IGtW7fCaDQKs1JE1Lsxg0REJDBy5Eg888wzDI6I+ihmkIiIiIg6YAaJiIiIqAMGSEREREQdMEAiIiIi6oABEhEREVEHDJCIiIiIOmCARERERNQBAyQiIiKiDhggEREREXXAAImIiIiog/8Haqro2NqSRrkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "U; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dTheta/dz; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pressure; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dW/dz; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dU/dy; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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As5PrILNq1So1a9ZMrVq10t/+9jdlZGSouLhYaWlp+vDDDz0tLhQKqWvXrhozZoy6dOmiO+64Q4MHD9akSZNqfE1RUZFKS0sjt5KSEk9rwomjHwAwkfPaPjqXqVwHmX379ik7O1uS9O2336pbt2569NFH1bFjR+3Zs8fT4po1a6YOHTpUue+ss87S9u3ba3xNenq66tWrV+WG+OPIBoBtnC/kCVO5DjJZWVnaunWrvvzyS23atCkSNA4fPqy6det6Wlx+fr7WrVtX5b7169erVatWnv4ceI8jGwC2YdNIO7kOMt27d9f+/fvVs2dPHT16VL169VJFRYVKSkqq7IjthWHDhmnRokUaM2aMNm7cqKlTp+rVV19VYWGhpz8H3uPIBoBt2CPOTq6DzHPPPadzzz1Xp556qm688Ub95je/0RdffKEGDRrosssu87S4bt26aebMmXr77bfVqVMn/fGPf9S4ceM0YMAAT38OvMdiXwDWYUrcSq73FGjXrp2WL19e5b5evXr5tqj2yiuvZFdtCzkP0catDACImfOVfWlcpjruzZGCwaD27t17zLxhy5YtT7goJAGObABYxnmvpfjVAXdcB5n169frtttu0xdffHHMY4FAQEePHvWkMNiNqSUAtnE+25K+ZSrXQWbw4MH6/PPP/agFSYSPPADbsNjXTq6DzLJly5SSkqKhQ4eqQ4cOSks77tkpJDGnoxcObACYiD3i7OQ6hbRo0UKpqal6/vnn/agHScLp6IWpJQBG4gDMSq5Pvx49erQ2bdrk+XYESC7ORzYAYB7nA7D41QF3XI/IPPzwwwqHw7rqqquUlZWl0047LfJYIBDQpk2bvKwPtuLKvgAs49yb6Fumch1ktm3bFvnzwYMHdfDgwcjXgUDAk6JgP45sANiG61/ZyXWQGTVqlB91IMk4L4yjIwAwD2v77ESQgS9CIYfH6AcADMTZlnY6rnOng8Ggpk6dqkWLFik7O1u33Xabtm7dqk6dOqlBgwZe1wgLMUQLIJnQtszl+qylH374QXl5ebr99tv1+uuva+7cuVqzZo169+6t8ePH+1EjLOR8ZENLAGAerkhuJ9dB5pFHHtHq1atVu3btyC+kvn37qk6dOvroo488LxB2cvrMM7UEwESctGQn10Fm9uzZysrKqnKadWpqqlq1aqXNmzd7WhzsxS6yAGxDjrGT6yBz8OBBtW7dWtnZ2VXur6ysVHl5uWeFwW4c2QCwDVNLdnIdZFq1aqXVq1frs88+i9z3/vvva926dWrdurWXtcFibL4GwDbOu1/Hrw644zrI3HTTTTp69KguvvhiBQIBLV68WP369VMgENBNN93kR42wEJuvAUgmdC1zuQ4yI0aM0OWXX65wOFzldskll6ioqMiPGmEjjmwAWCbkMFzM1JK5XF9H5pRTTtEHH3yghQsXasmSJZKkbt266eKLL/a8ONiLuWYAtnHsTLQtYx3XBfEk6aKLLtJFF13kZS1IIqz1BWAbxzUydC5jxRRk/uM//iOmbxYIBDRv3rwTKgjJgbOWANjGcSTZYdsVJFZMQWb+/PkKBAKRC+D9ssv1v34dDofZ/RoRTC0BsA0nKdgppiBz0UUXVQkpS5cuVTAY1Nlnny1J+vrrr5WWlqYLLrjAnyphHU5jBGAdNo20UswjMr945ZVXtGzZMn3zzTdq166dJGn9+vU677zzdPXVV/tSJOzjtJ8SIzIATOR0jSuuf2Uu16dfjxkzRi1atIiEGElq166dcnJy9Pzzz3taHOzFEhkAtnGePqJzmcr1WUvff/+9duzYoREjRqh///6SpJkzZ2rt2rXKyMjwvEDYiaklALZhRMZOroPMFVdcoT//+c8aO3asxo4de8xjgOQ8feQ07QQAieJ8AEbfMpXrIPPqq6+qsrJSM2fOrHJ/v3799Oqrr3pWGOzGAC0A2zhNLdG3zOU6yJx22mmaMWOGNm/erNWrV0uSOnTooLZt23peHOzF1BIA2zj1JqaWzHXcV/Zt06aN2rRp42UtSCKctQTANk59i6klc7k+awmIBVNLAGxDVrETQQa+4MgGgG2cz1qib5mKIANfODUE+gEAEzku9qVvGYsgA184jsgwuQTAQJykYKfjXuy7efNmLV68WHXq1NE111zjZU1IAo6r/9lFFoCBOEnBTq5HZCorK3X77berXbt2uvnmm/X000/rT3/6k1JTUzVhwgQ/aoSFWOwLwDb0LTu5DjLFxcV64403FAqFIun117/+tdLS0jRr1izPC4SdWOwLwDaOrYm2ZSzXQWby5MmqVauW/vrXv0buq1u3rnJycrRmzRova4PFWOwLwDZO00dMLZnLdZDZsWOHOnTooKuvvrrK/ZmZmdq3b59nhcFuzpf6piEAMA8DMnZyHWQaNWqkLVu26Icffojct337dq1Zs0aNGzf2tDjYi9X/AGzDppF2ch1kLr30UpWVlalz586SpG+//VZdu3bVkSNHdNlll3leIOzEniUAbON81lIcC4ErroPMU089pRYtWmj37t2SpLKyMu3fv1/NmzfXk08+6XmBsBNTSwBs4zgiE78y4JLr68g0a9ZMK1eu1IQJE/TVV19Jkrp166bCwkI1atTI8wJhJ6aWANjG8SCLxmWs47ogXoMGDTRq1Civa0EScVrhz1wzABM577UUvzrgjuuppRdffFH9+/fXqlWrIvetWrVK/fv314svvuhpcbAXq/8B2MZ5aonOZSrXQeall17SZ599FlnsK0mdO3fWZ599ppdeesnT4mAvppYA2IZNI+3kOsjs3LlT2dnZx9yfnZ2tnTt3elIU7BZt6ogLSwEwEWdb2sl1kKlbt642bNigTZs2Re7btGmT1q9fr8zMTE+Lg52i5RRyDAATsbWKnVwv9s3Pz9f777+v888/X7/5zW8kSTNmzNCRI0eUn5/veYGwT7QRF0ZkAJiIrVXs5DrIPPbYY/r444914MABvf7665J+Tqrp6ekaOXKk5wXCPnzeAdjI+SQFOpupXE8t5eXl6ZNPPlGvXr2UkZGhjIwM9e7dW5988om6du3qR42wDFNLAGzkPLUUx0LgynFdR6ZHjx765JNPvK4FSYKpJQA2cl7sS98y1XEFmVAopI0bN2rPnj3HJNiLLrrIk8KQvGgHAEzkvLUKTOU6yCxevFg33XSTtm3bdsxjgUBAR48e9aQw2IupJQA2cuxN9C1juQ4y99xzj7Zu3epDKUgWTC0BsJFTb6Jvmct1kFmzZo1q1aql5557Th06dFBa2nHNTiGJ8XEHYCN2v7aT6xTSvn17/eMf/9CQIUP8qAdJINqFo7iwFAATOc4s0baM5fr06xdeeEFbt27Vf/7nf6qsrMyPmmC5aJfy5lLfAEzkdJDF1JK5XAeZPn36KBgMasiQIapfv75SU1MjN6aZICnqGCz9AICJ2OzWTq6DTDgcdrz5aezYsQoEArr//vt9/Tk4MSz2BWAjOpOdXA+hTJ482Y86ovrqq6/0yiuv6Oyzz07Iz0fsojUDmgUAE3HWkp1cB5mCggI/6nD0448/asCAAXrttdc0evTouP98uBN1ZI6GAMBATC3Z6bgWtVRUVOjzzz/Xrl27VFlZWeWxgQMHelLYvyosLNQVV1yhvn37Rg0ywWBQwWAw8jULkuOPxb4AbMSmkXZyHWQ2bNigvn37aseOHcc8FggEPA8y06ZN0/Lly/XVV1/F9Pzi4mI98cQTntYAd6J94GkIAEzkfNZSHAuBK64X+w4fPlwlJSVxWexbUlKioUOH6q233lLt2rVjek1RUZFKS0sjt5KSEk9rQgyYWQJgIaaW7OQ6yHz66adKS0vT3LlzJUldunTR22+/rUaNGkXu88qyZcu0d+9ede3aVWlpaUpLS9OCBQs0fvx4paWlHTOtJUnp6emqV69elRvii6klADZyHi2mcZnKdZA5ePCgzjrrLPXp00eBQEC1atXSDTfcoOzsbI0ZM8bT4vr06aNVq1Zp5cqVkVteXp4GDBiglStXKjU11dOfB28wtQTARqGQw2O0LWO5XiOTmZmp0P/9a9etW1dr167V4sWLtX37dm3atMnT4jIzM9WpU6cq95166qlq2LDhMffDHFGHYGkIAAzkdJDF1irmcj0ik5OTo23btqmyslKdO3dWeXm5evToofLycjVr1syPGmEZLogHwEZsGmmn47qOzMKFC7VhwwaNGDFCv/71r1VRUaHU1FQ9/vjjPpRY1fz5833/GTgxXEYGgI2celOIuSVjuQ4yw4YN07BhwyT9vBP2mjVrtGLFCnXs2FFnnnmm5wUi+dAOAJjIcWopjnXAnRPe5TE3N1e5uble1IIkwdQSABs5tibalrFiCjJt2rRR165d9ec//1lt2rSp8XmBQMDzBb+wD1NLAGzEXkt2iinIbN26VdnZ2ZE/1yQQCHhSFOwW7QPP6n8AJmJAxk4xBZlRo0apRYsWkT8DTjj7GoCNnNbzMiJjrpiDjCQdPXpUvXv3liT17NlTKSmuz97GSYCpJQBWcmhO9C1zuVrsm5aWpj59+qhVq1bauHGjXzXBctGmjjiyAWAippbs5HpIpV27dqxxgCOmlgDYyOkgi9975nIdZF544QXt3LlTI0aM0N69e/2oCZZjagmAjdj92k6ug8yvfvUrHTlyRGPHjlWzZs2UmpoauaWlnfBlaZAEOGsJgI3YosBOrpMHv4QQDSMyAGzEdWTs5DrITJ482Y86kEScLvMdy+MAYBpyjLmOa9NIwEm0Dzx7rwEwUfTR5DAXfjXQcS1qqaio0Oeff65du3apsrKyymMDBw70pDDYi6klADaKvr5PIseYx3WQ2bBhg/r27asdO3Yc81ggECDIgMW+AKzEpSPs5DrIDB8+XCUlJX7UgiRBMwBgo2gHWT8/zpCMaVyffv3pp58qLS1Nc+fOlSR16dJFb7/9tho1ahS5Dye32JoBAJiF9X12ch1kDh48qLPOOkt9+vRRIBBQrVq1dMMNNyg7O1tjxozxo0ZYJtqHnWYAwETRR5NpXiZyPbWUmZmpUCgkSapbt67Wrl2rxYsXa/v27dq0aZPnBcJG0U6/BgDzRB9NjlMhcMX1iExOTo62bdumyspKde7cWeXl5erRo4fKy8vVrFkzP2qEZWI5hREATBNttJjWZSbXQaagoEB9+vTRhg0bNGLECNWqVUvhcFgpKSl6/PHHfSgRtqEZALARF/O0k+uppWHDhmnYsGGSpPbt22vNmjVasWKFOnbsqDPPPNPzAmGfqMOzNAMABuIaWHZyPSLz29/+VnPnzo38ssrNzVX//v0JMYiIumCOZgDAQNHPWqJ5mch1kJk2bZouu+wytWzZUr///e+1du1aP+qCxaJ92GkGAEwUfTQZJnIdZPLz8yVJO3fu1NNPP62OHTvqggsu0KRJk3Tw4EGv64ONGJ4FYCFGk+10XBfE2759u55//nl169ZN4XBYS5YsUWFhoZo3b+5HjbAMV/YFYCO2V7GT6yAjSaeffrqGDRumRYsWadasWcrOzlY4HFYwGPS6PliIZgDARiz2tdNx7X69YcMGTZ8+XdOnT9e3334bub9u3bqeFQZ70QwA2Cj6VclpXiZyHWTOO+88rVy5UtLPR9aBQEC9e/dWQUGBrr32Wq/rg4VY7AvATiz2tZHrILNixQpJUrt27TRw4EDdcsstysnJ8bww2Is1MgBsxGiynVwHmTvvvFMFBQW64IIL/KgHyYBmAMBCrO+zk+sgM3HiRD/qQBJhagmAjRhNttNxnbUEOCGnALARU0t2IsjAc1xUCoCNGE22E0EGnqMZALBStBGZ+FQBlwgy8BzDswBsFH00meZlIoIMfBDtWgw0AwDmiX7WUpwKgSsEGXgu+tUx41MHALjBaLKdCDLwXNQPO80AgIGijRYzmmwmggw8x2JfADZiNNlOBBl4jgEZAFaKOrVE9zIRQQaei/ZhpxkAMFH0qSWYiCADz0XLKQzPAjBRtN7EQZiZCDLwHEc1AGwUfTQ5ToXAFYIMPBf9rCW6AQDzsL7PTgQZeI6V/wBsFH1anOZlIoIMPBd1eJbjGgCGiWX9CznGTAQZeI6ZJQC2iaUv0bvMRJCB56Id2TC1BMA0sUwbMbVkJoIMPBd9vxKaAQCz0JXsRZCB52gIAGzDiIy9CDLwHHstAbANa2TsRZCB56JPLcWnDgDwEq3LTAQZeC76Yl/aAQCzMLVkL4IMPMfVMQHYhqklexFk4LnoWxTEpQwAiFlsbYnmZSKCDDzHYl8AtoltaikOhcA1ggw8F3Wxb3zKAICYMbVkL4IMPMcWBQCsE1OQoXmZyOggU1xcrG7duikzM1NNmjRRv379tG7dukSXhSg4awmAbZhaspfRQWbBggUqLCzUokWLNHfuXB05ckSXXHKJDh06lOjS4IDryACwTSxtKczEuJHSEl2Akzlz5lT5+s0331STJk20bNkyXXTRRQmqCtHwYQdgm5imjWhtRjI6yPz/SktLJUkNGjSo8TnBYFDBYDDydVlZme91oapow69MLQEwTSzTRkwtmcnoqaV/FQqFdP/99ys/P1+dOnWq8XnFxcXKysqK3HJycuJYJSSmlgDYJ5aRZEabzWRNkCksLNQ333yjadOmOT6vqKhIpaWlkVtJSUmcKsQvuI4MAOtw+rW1rJhauvfeezV79mwtXLhQLVq0cHxuenq60tPT41QZjge9AIBpYptaonuZyOggEw6HNWTIEM2cOVPz589Xbm5uoktCDKItmqMXADBNbFNLMJHRQaawsFBTp07Ve++9p8zMTO3evVuSlJWVpYyMjARXh5pEO7LholIATBNTW6J1GcnoNTITJ05UaWmpevXqpWbNmkVu06dPT3RpcMAWBQBsE9sF8eheJjJ6RIYjdztFG6Ll3xWAadhryV5Gj8jATtGvIxOfOgDAS7QuMxFk4L2oi31pBwDMwtSSvQgy8FzU3a/jUgUAxI6pJXsRZOC5aEctNAMApolltIXRZDMRZOC56FsU0AwAmIWzr+1FkIHnmFoCYBumluxFkIHn2GsJgG1iGSmmd5mJIAPvsfs1AMswtWQvggw8x2JfALaJbWqJ5mUiggw8F32LApoBALPEdtZSHAqBawQZeC7qYl+aAQDDxDQiw0GYkQgy8ByLfQHYJpaQQusyE0EGnmP3awC2iSWksE+cmQgyiDuOagCYhsW+9iLIwHNc6huAbWKaWopDHXCPIAPPcYVMALaJZdqIAzAzEWTgOY5sANgmlpBCjjETQQaei+XIhjOXAJiEK/vaiyADzzG1BMA27LVkL4IMPEdDAGAbDsDsRZCB5/iwA7ANU0v2IsjAc1whE4BtQjEs7uOsJTMRZOA5FvsCsE1MIzK0LSMRZOC52DZfAwBzcGVfexFk4LnYppZoCADMEdtJCnEoBK4RZOA5Nl8DYBsW+9qLIAPPxTTaQkcAYBCmluxFkIHnYjuyoSEAMEdsm93GoRC4RpCB52I7a8n/OgAgVhyA2YsgA8/FtvkaDQGAOWIZkeEAzEwEGXguls86DQGAUdiiwFoEGXguphEZhmgBGCSmy0bQt4xEkIHnYjpqoR8AMEgoFP05jMiYiSADzzHXDMA2sW1RQOMyEUEGnovtMjI0BADmiO0khTgUAtcIMvAcm68BsA2XjbAXQQaei23PEjoCAJOw2NdWBBl4LrZLfftfBwDEir5lL4IMPMdnHYBtYpk2YrGvmQgy8FxsZy3REACYI7bryMBEBBl4jiFaALahb9mLIAPPcT08ALZhJNleBBl4jrOWACQjupaZCDLwHEO0AGxD37IXQQaei2W0hdX/AExC37IXQQaei22LAgAwB33LXgQZeC6m0xjpCAAMwqaR9iLIwHOx7VlCQwBgjtjOWopDIXCNIAPvsWgOgG3oW9YiyMBzsV0hk44AwBz0LXsRZOC52PYs8b8OAIgVfcteBBl4LpYFcTQEACaJ7ToyNC4TEWTgudi2KKAhADAHi33tRZCB52I7a8n/OgAgVhyA2YsgA+9xhUwAtmFK3FoEGXiOERkAtqFv2YsgA8/FNvxKRwBgjthGielbJiLIwHPsIgvANrFtUeB7GTgOBBl4jiFaALZhaxV7WRFkXn75ZbVu3Vq1a9dW9+7dtWTJkkSXBAexXUeGhoATd6QypB9+DOofRyoTXQosx/Wv7BUIG/4bZfr06Ro4cKAmTZqk7t27a9y4cXr33Xe1bt06NWnSJOrry8rKlJWVpdLSUtWrV++E65m/bq8en7X6hL9PMtt58CcdqXT+b9UkM121a6VWua+mtTXV/Q9187+2uv/iNb282p9VzbNr+vnV3V39c138Xav/UTH/vWqs1cX7Ut0D1f+sGv5ebuqK8f0OS6o4Gop83SQzXXVOST32iUAMSn86ogOHjzg+p256mhrVPSVOFdnprcEX6PTTMjz5XrH+/k7z5Kf56IUXXtDgwYM1aNAgSdKkSZP0wQcf6I033tDw4cPjXs/hikpt/eFw3H9ustlbHkx0CUgy/J+C334MHtWPwaOJLsNoRytD0Z/kMaOnlioqKrRs2TL17ds3cl9KSor69u2rL7/8strXBINBlZWVVbkBAIDkZHSQ+f7771VZWammTZtWub9p06bavXt3ta8pLi5WVlZW5JaTkxOPUgEAQAIYHWSOR1FRkUpLSyO3kpKSRJcEAAB8YvQamUaNGik1NVV79uypcv+ePXuUnZ1d7WvS09OVnp7uW01NMtPVp330Rcb4WW6jU3XVOc21dNsBLdu2v8rizH8KVPvaQDV3V/fM6p7383OPfaDa71ntz6nxm8ZYUw1/p2qfG9vzavq+1T73RN+Tan/2CX7Pmv5SJ1DTKWkpysqopf2HKvRd6T8U4rx+eCCzdpp6ndlEDeueog9Xfae9Zay/ilVGrfgvuDf+rKXu3bvr/PPP14QJEyRJoVBILVu21L333hvTYl+vz1oCAAD+S5qzlh544AEVFBQoLy9P559/vsaNG6dDhw5FzmICAAAnL+ODzA033KB9+/Zp5MiR2r17t84991zNmTPnmAXAAADg5GP81NKJYmoJAAD7xPr7O+nOWgIAACcPggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC3jtyg4Ub9cuLisrCzBlQAAgFj98ns72gYESR9kysvLJUk5OTkJrgQAALhVXl6urKysGh9P+r2WQqGQdu3apczMTAUCgUSXE5OysjLl5OSopKTkpN8fiveiKt6Pqng//on3oirej3+y9b0Ih8MqLy9X8+bNlZJS80qYpB+RSUlJUYsWLRJdxnGpV6+eVf/p/MR7URXvR1W8H//Ee1EV78c/2fheOI3E/ILFvgAAwFoEGQAAYC2CjIHS09M1atQopaenJ7qUhOO9qIr3oyrej3/ivaiK9+Ofkv29SPrFvgAAIHkxIgMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMhb44IMP1L17d2VkZKh+/frq169foktKuGAwqHPPPVeBQEArV65MdDlxt3XrVt12223Kzc1VRkaG2rZtq1GjRqmioiLRpcXNyy+/rNatW6t27drq3r27lixZkuiSEqK4uFjdunVTZmammjRpon79+mndunWJLssIY8eOVSAQ0P3335/oUhJm586duvnmm9WwYUNlZGSoc+fOWrp0aaLL8hRBxnAzZszQLbfcokGDBunvf/+7Pv/8c/32t79NdFkJ98gjj6h58+aJLiNh1q5dq1AopFdeeUWrV6/Wiy++qEmTJun3v/99okuLi+nTp+uBBx7QqFGjtHz5cp1zzjm69NJLtXfv3kSXFncLFixQYWGhFi1apLlz5+rIkSO65JJLdOjQoUSXllBfffWVXnnlFZ199tmJLiVhDhw4oPz8fNWqVUsfffSRvv32Wz3//POqX79+okvzVhjGOnLkSPj0008Pv/7664kuxSgffvhhuH379uHVq1eHJYVXrFiR6JKM8Mwzz4Rzc3MTXUZcnH/++eHCwsLI15WVleHmzZuHi4uLE1iVGfbu3RuWFF6wYEGiS0mY8vLy8BlnnBGeO3du+OKLLw4PHTo00SUlxKOPPhru2bNnosvwHSMyBlu+fLl27typlJQUdenSRc2aNdPll1+ub775JtGlJcyePXs0ePBg/elPf1KdOnUSXY5RSktL1aBBg0SX4buKigotW7ZMffv2jdyXkpKivn376ssvv0xgZWYoLS2VpJPi/0JNCgsLdcUVV1T5P3IymjVrlvLy8nTdddepSZMm6tKli1577bVEl+U5gozBNm/eLEl6/PHH9Yc//EGzZ89W/fr11atXL+3fvz/B1cVfOBzW7373O911113Ky8tLdDlG2bhxoyZMmKA777wz0aX47vvvv1dlZaWaNm1a5f6mTZtq9+7dCarKDKFQSPfff7/y8/PVqVOnRJeTENOmTdPy5ctVXFyc6FISbvPmzZo4caLOOOMMffzxx7r77rt13333acqUKYkuzVMEmQQYPny4AoGA4+2XNRCSNGLECF177bU677zzNHnyZAUCAb377rsJ/lt4J9b3Y8KECSovL1dRUVGiS/ZNrO/Fv9q5c6cuu+wyXXfddRo8eHCCKocJCgsL9c0332jatGmJLiUhSkpKNHToUL311luqXbt2ostJuFAopK5du2rMmDHq0qWL7rjjDg0ePFiTJk1KdGmeSkt0ASejBx98UL/73e8cn9OmTRt99913kqQOHTpE7k9PT1ebNm20fft2P0uMq1jfj08++URffvnlMfuF5OXlacCAAUlxlBHre/GLXbt2qXfv3urRo4deffVVn6szQ6NGjZSamqo9e/ZUuX/Pnj3Kzs5OUFWJd++992r27NlauHChWrRokehyEmLZsmXau3evunbtGrmvsrJSCxcu1EsvvaRgMKjU1NQEVhhfzZo1q/L7Q5LOOusszZgxI0EV+YMgkwCNGzdW48aNoz7vvPPOU3p6utatW6eePXtKko4cOaKtW7eqVatWfpcZN7G+H+PHj9fo0aMjX+/atUuXXnqppk+fru7du/tZYtzE+l5IP4/E9O7dOzJSl5JycgywnnLKKTrvvPM0b968yKUIQqGQ5s2bp3vvvTexxSVAOBzWkCFDNHPmTM2fP1+5ubmJLilh+vTpo1WrVlW5b9CgQWrfvr0effTRkyrESFJ+fv4xp+KvX78+qX5/SAQZo9WrV0933XWXRo0apZycHLVq1UrPPvusJOm6665LcHXx17Jlyypf161bV5LUtm3bk+4IdOfOnerVq5datWql5557Tvv27Ys8djKMSjzwwAMqKChQXl6ezj//fI0bN06HDh3SoEGDEl1a3BUWFmrq1Kl67733lJmZGVknlJWVpYyMjARXF1+ZmZnHrA069dRT1bBhw5NyzdCwYcPUo0cPjRkzRtdff72WLFmiV199NelGbwkyhnv22WeVlpamW265RT/99JO6d++uTz75JPmuAwBX5s6dq40bN2rjxo3HhLjwSbCh/Q033KB9+/Zp5MiR2r17t84991zNmTPnmAXAJ4OJEydKknr16lXl/smTJ0edpkRy69atm2bOnKmioiI9+eSTys3N1bhx4zRgwIBEl+apQPhk6HoAACApnRyT6gAAICkRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAEioXr16KRAIHHNlWi89/vjjkd3DASQXggwAo7Ru3braYPNL4GnduvUxrxk7dqzS09NVVlYWnyIBGIMgA8B67733nnr37q169eoluhQAcUaQARA3Bw4c0PXXX686deqoZcuWmjRp0gl/z927d2vx4sW65pprJP28aeYf/vAHNWzYUKeddpqGDBmiioqKKq957LHHFAgE1LJlS4VCocj91157rQKBgC677LITrgtAfBBkAMTN7bffrnfffVc//fST6tSpo4ceekhLly49oe85a9YsSdLVV18tSXrppZf01FNPaf/+/crMzNQ777yj8ePHV3nNHXfcodTUVJWUlOhvf/ubJOnw4cOaM2eOJKmgoOCEagIQPwQZAHGxadMm/eUvf5EkPfroo1q7dq2WLVumYDB4Qt/3vffeU15enk4//XRJ0jPPPCNJ6tmzp7Zs2aItW7aoRYsWVV6Tk5OjK664QpL0xhtvSJI++ugjHT58WPXq1VO/fv1OqCYA8UOQARAXq1evjvz52muvlSSdeeaZOvvss6s8L9qZRf/6+I8//qh58+ZFppXKysq0Y8cOST+P0KSlpalOnTqR0PKv7r77bknSX//6Vx04cEAzZsyQJF133XXKyMhw+9cDkCAEGQBGOfXUUyVJ+/fvr3L/Dz/8IEmqW7du5L45c+YoGAxGgowbl156qdq2batgMKjJkydr9uzZkphWAmxDkAEQFx06dIj8eebMmZKk9evX6+uvv67yvHPPPVeS9M0332jOnDmqrKzUnDlzIiM655xzTuS57733ntq2batOnTpJkurVqxeZRnr//fd19OhRHT58WB9++OEx9QQCAd15552SpJEjR6q8vFy5ubnq2bOnR39jAPFAkAEQF//2b/8WWXtSXFyss846S127dlVqamqV5z344INKT09XOBzW5Zdfrlq1aunyyy9XOBxWenq6HnzwQUnS0aNH9cEHHxwzGvPQQw9Jkj799FPl5uaqTZs22rJlS7U13XrrrUpPT9ehQ4ckSQMHDuSieYBlCDIA4ua//uu/dO2116p27doqLS3Vk08+qQsuuKDKc7p06aIFCxboyiuvVMOGDZWSkqKGDRvqqquu0sKFC9WlSxdJ0sKFC3XgwIFjgsyQIUM0fPhw1a9fX6Wlpbryyis1dOjQautp2LChrr/++sjXAwcO9PhvDMBvgXA4HE50EQDg1tChQzV16lTt3r37mFEdN8aOHauioiJdeOGFWrhwoYcVAoiHtEQXAADHo2PHjho/fvxxh5i//OUvmjp1qj766CNJ0sMPP+xleQDihCADwEp33HHHCb3+66+/1owZM9S4cWONGDFCV111lUeVAYgnppYAAIC1WOwLAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFjr/wH9ZAnufD94LgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Omega_uv; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Omega_vw; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/+pNrxfn9fvXo0UOTJ0+WJHXr1k3r16/XjBkzqh0ZGjdunO67777A56WlpYSZGAj2pufGUgBMxNEqdop4ROarr75S06ZNlZ2drQ8//FApKSnKz89XUlKS3nvvPVeLa9q06Smnabdv3167d++u9nuSk5NVr169Kh+IvuA3j6IhADAP97+yU8RB5uDBg0pPT5ckff311+rZs6cefPBBdezYUfv373e1uNzcXG3evLnKY1u2bFF2drarvwfuY4gWgG04NNJOEQeZtLQ0FRYWavny5dq+fXtgxOTYsWOqW7euq8WNGTNGK1as0OTJk7Vt2zbNnj1bL730kkaNGuXq74H7gq/+j2IhABAm+padIg4yvXr10qFDh9SnTx+dPHlSffv2VUVFhYqKiqqciO2Gnj17qqCgQHPmzFGnTp306KOPaurUqRo2bJirvwfuCz5ES0cAYCBGkq0U8WLfp556Snv27NG2bdt05ZVX6te//rWWLFmiBg0a6PLLL3e9wF/84hccRmmh4EO0USsDAMIW/M6+NC5TRRxk2rRpozVr1lR5rG/fvioqKnKtKNgv2HwyN5YCYCKOVrHTGR+OVF5ergMHDpzyD1bz5s1/clGwH4t9AdgmeN+icZkq4iCzZcsW3Xrrrfr0009Pec7n8+nkyZOuFAa78ZYHYBsW+9op4iAzYsQILVu2zItaEEc4swSAbYLf/Yq+ZaqIg8zq1auVkJCge++9Vx06dFBS0hnPTiGOMbUEwDpB7+wbxToQkYhTSGZmphITE/X00097UQ/iBIt9Adgm2PQRU0vmivg+MpMmTdL27dtdP44A8YUDCgDYJviCXjqXqSIekbn//vvlOI6uvPJKpaWl6Zxzzgk85/P5tH37djfrg6WYWgJgG+5/ZaeIg8yuXbsCfz5y5IiOHDkS+Nzn87lSFOzHKbIAbBN8aom+ZaqIg8zEiRO9qANxhlNkAdgm2EUWOcZcBBl4giFaAPGEtmWuM9o7XV5ertmzZ2vFihVKT0/XrbfeqsLCQnXq1EkNGjRwu0ZYiF1LAGzD/a/sFPGupX/961/q0aOHbrvtNr3yyitauHChNm7cqH79+um5557zokZYiMW+AGzDpiU7RRxkHnjgAW3YsEG1atUKXHUPGDBAtWvX1vvvv+96gbATp8gCsA05xk4RB5n58+crLS2tyjbrxMREZWdna8eOHa4WB3txiiwA2zC1ZKeIg8yRI0fUokULpaenV3m8srJSZWVlrhUGu7H6H4BtmBK3U8RBJjs7Wxs2bNDSpUsDj73zzjvavHmzWrRo4WZtsBiHrwGIJ3Qtc0UcZK677jqdPHlSl156qXw+n1auXKnBgwfL5/Ppuuuu86JGWCjY1QtnlgAwkT9Ic2JqyVwRB5nx48friiuukOM4VT4uu+wyjRs3zosaYaHgU0s0BADmCdqZaFvGivg+MjVr1tS7776rJUuW6LPPPpMk9ezZU5deeqnrxcFeLPYFYJvgdySncZnqjG6IJ0mXXHKJLrnkEjdrQRxh+zUA2wTdteSPYiGISFhB5r/+67/C+mE+n08fffTRTyoI8YHV/wBswyYFO4UVZBYvXiyfzxdY2/DDKdc//txxHE6/RgCLfQFYh9tGWCmsIHPJJZdUCSmrVq1SeXm5unTpIkn68ssvlZSUpIsuusibKmEdFvsCsE2wiywuwMwV9ojMD1588UWtXr1a69evV5s2bSRJW7Zs0QUXXKBf/vKXnhQJ+3CrbwC2CT59ROcyVcTbrydPnqzMzMxAiJGkNm3aKCsrS08//bSrxcFewRbNMSIDwESMyNgp4l1L3377rfbs2aPx48dryJAhkqSCggJt2rRJKSkprhcIO7HYF4BtgvctGpepIg4ygwYN0ptvvqkpU6ZoypQppzwHSEwtAbBP8NtGwFQRB5mXXnpJlZWVKigoqPL44MGD9dJLL7lWGOwW7OqFW30DMBG7Le0UcZA555xz9NZbb2nHjh3asGGDJKlDhw5q1aqV68XBXkwtAbANuy3tdMZ39m3ZsqVatmzpZi2II0wtAbANWcVOEe9aAsLBriUAtgm+a4m+ZSqCDDzB1BIA2wRd7EvfMhZBBp4IevgaHQGAgbgAsxNBBt6gIQCwDLst7XTGi3137NihlStXqnbt2rrqqqvcrAlxgMW+AGxD37JTxCMylZWVuu2229SmTRvdcMMNevzxx/WXv/xFiYmJmjZtmhc1wkJMLQGwTdDWRNsyVsRBJj8/X6+++qr8fn9gGO7qq69WUlKS3n77bdcLhJ1oCABswwWYnSIOMjNnzlSNGjX0v//7v4HH6tatq6ysLG3cuNHN2mCx4Lf6piEAMA/XX3aKOMjs2bNHHTp00C9/+csqj6empurgwYOuFQa7cYosANtwaKSdIg4yDRs21M6dO/Wvf/0r8Nju3bu1ceNGNWrUyNXiYDF2LQGwTPBdS1EsBBGJOMgMHDhQpaWl6ty5syTp66+/Vvfu3XXixAldfvnlrhcIOzG1BMA2QUdkolcGIhRxkHnssceUmZmpffv2SZJKS0t16NAhZWRk6I9//KPrBcJOTC0BsE3QiyyGko0V8X1kmjZtqnXr1mnatGn6/PPPJUk9e/bUqFGj1LBhQ9cLhJ2CzifTEAAYiAswO53RDfEaNGigiRMnul0L4gir/wHYJvjUEp3LVBFPLT377LMaMmSIvvrqq8BjX331lYYMGaJnn33W1eJgr2ANwc+lDQADcWiknSIOMs8//7yWLl0aWOwrSZ07d9bSpUv1/PPPu1oc7BRqmyL9AICJgl6A0biMFXGQKS4uVnp6+imPp6enq7i42JWiYLdQb3gaAgATBbsI4z4y5oo4yNStW1dbt27V9u3bA49t375dW7ZsUWpqqqvFwU4hR2RoCAAMFOwii7ZlrogX++bm5uqdd97RhRdeqF//+teSpLfeeksnTpxQbm6u6wXCPrzfAdgo+CYFOpupIg4yDz30kD744AMdPnxYr7zyiqTvr7CTk5M1YcIE1wuEfUIdrsbhawBMFHxqKYqFICIRTy316NFDixYtUt++fZWSkqKUlBT169dPixYtUvfu3b2oEZYJ9YanIQAwUfDFvjQuU53RfWR69+6tRYsWuV0LzhK0AwAmCn60Ckx1RkHG7/dr27Zt2r9//ylDcZdccokrhcFeTC0BsFHQ1kTbMlbEQWblypW67rrrtGvXrlOe8/l8OnnypCuFwV5MLQGwUbCLLC7AzBVxkBk5cqQKCws9KAXxgrc7ABtx+rWdIg4yGzduVI0aNfTUU0+pQ4cOSko6o9kpxLGQU0vcEQ+AgYLOLNG2jBVxCmnXrp3+/e9/6+677/aiHsSBkFNL0SkDACISbPs1U0vminj79TPPPKPCwkL96U9/UmlpqRc1wXaskQFgoaBTS/QtY0UcZPr376/y8nLdfffdql+/vhITEwMfXk8zTZkyRT6fT6NHj/b09+CnYdcSABvRmewUcfKI1Tk5n3/+uV588UV16dIlJr8f4Qv1N4RmAcBE7FqyU8RBZubMmV7UEdR3332nYcOG6eWXX9akSZOi/vsRmVBveA6NBGAippbsFHGQycvL86KOoEaNGqVBgwZpwIABIYNMeXm5ysvLA5+zjif6uI8MABtxaKSdzmhRS0VFhZYtW6a9e/eqsrKyynPDhw93pbAfzJ07V2vWrNHnn38e1tfn5+frkUcecbUGRCbUG56GAMBEwXctRbEQRCTiILN161YNGDBAe/bsOeU5n8/napApKirSvffeq4ULF6pWrVphfc+4ceN03333BT4vLS1VVlaWazUhtFAjLjQEACZiaslOEQeZsWPHqqioyItaTrF69WodOHCgyqnalZWVWrJkiZ5//nmVl5crMTGxyvckJycrOTk5KvXh9JhaAmCj4KPFNC5TRbz9+pNPPlFSUpIWLlwoSerWrZvmzJmjhg0bBh5zS//+/fXVV19p3bp1gY8ePXpo2LBhWrdu3SkhBmZgagmAjfz+IM/RtowVcZA5cuSI2rdvr/79+8vn86lGjRq65pprlJ6ersmTJ7taXGpqqjp16lTlo06dOjr33HPVqVMnV38X3BPqDc+IDAATBbvIYreluSKeWkpNTZX//8XWunXratOmTVq5cqV2796t7du3u14g7BPqDU9DAGAiDo20U8RBJisrSzt27FBlZaU6d+6s5cuXq3fv3pKknJwc1wv8T4sXL/b8d+CnYY0MABsF600cdmuuiKeW8vLy1L9/f23dulXjx49XjRo15DiOEhIS9PDDD3tQImzDriUANgo6tRTFOhCZiEdkxowZozFjxkj6/iTsjRs3au3aterYsaPatm3reoGwD4t9Adgo6EUYbctYP/mUx5ycnKhMKcEeTC0BsBFnLdkprCDTsmVLde/eXW+++aZatmxZ7df5fD4W/IKzlgBYiQEZO4UVZAoLC5Wenh74c3V8Pp8rRcFunH4NwEbB1u8xImOusILMxIkTlZmZGfgzEEyoERcaAgAjBelNtC1zhR1kJOnkyZPq16+fJKlPnz5KSIh40xPOAqyRAWAjppbsFNFi36SkJPXv31/Z2dnatm2bVzXBckwtAbBRsNFi1vaZK+IhlTZt2vA/FEGx2BeAjTj92k4RB5lnnnlGxcXFGj9+vA4cOOBFTbAcU0sAbMQRBXaKOMj8/Oc/14kTJzRlyhQ1bdpUiYmJgY+kpJ98WxrEAYIMABtxHxk7RZw8mBZAKKHe8DQEALahbZkr4iAzc+ZML+rAWYR+AMBEoUeTHe6XZqCIg0xeXp4XdSCOMLUEwEahNypI5BjznNGiloqKCi1btkx79+5VZWVlleeGDx/uSmGwF7uWANiIW0fYKeIgs3XrVg0YMEB79uw55Tmfz0eQAc0AgJVCXWR9/zxDMqaJOMiMHTtWRUVFXtSCOMFiXwA2CtWagp3FhNiJePv1J598oqSkJC1cuFCS1K1bN82ZM0cNGzYMPIazG2tkANgo9GgyzctEEQeZI0eOqH379urfv798Pp9q1Kiha665Runp6Zo8ebIXNcI6IYZno1QFAEQi9NRSlApBRCKeWkpNTZXf75ck1a1bV5s2bdLKlSu1e/dubd++3fUCYZ9Qw69MLQEwUajeResyU8QjMllZWdq1a5cqKyvVuXNnlZWVqXfv3iorK1PTpk29qBGWCflmpxkAMFCoqSOmlswUcZDJy8tT//79tXXrVo0fP141atSQ4zhKSEjQww8/7EGJsE3I4VmaAQADsb7PThFPLY0ZM0ZjxoyRJLVr104bN27U2rVr1bFjR7Vt29b1AmGfkFNL/ujUAQCRCL1riSRjoohHZK6//notXLgwcNWdk5OjIUOGEGIQwPAsABuFHk2GiSIOMnPnztXll1+u5s2b6w9/+IM2bdrkRV2wGcOzACwUcnkfvctIEQeZ3NxcSVJxcbEef/xxdezYURdddJFmzJihI0eOuF0fLBR611J06gCASHC8ip3O6IZ4u3fv1tNPP62ePXvKcRx99tlnGjVqlDIyMryoEZYJPXVEMwBgHhb72iniICNJzZo105gxY7RixQq9/fbbSk9Pl+M4Ki8vd7s+WIhmAMBG3APLTmd0+vXWrVs1b948zZs3T19//XXg8bp167pWGOzFWUsA7MRiXxtFHGQuuOACrVu3TtL384U+n0/9+vVTXl6efvWrX7ldHyzExBIAGzGabKeIg8zatWslSW3atNHw4cN14403Kisry/XCYK9QC+JY7AvARCz2tVPEQeb2229XXl6eLrroIi/qQRwIfVVDMwBgHkaT7RRxkJk+fboXdSCOkFMA2IipJTud0a4lIBgW+wKwEb3LTgQZuI67YwKwUqgRmehUgQgRZOA6hmcB2Cj0RRjNy0QEGbgu9K4lmgEA84TetRSlQhARggxcx8p/ADZiNNlOBBm4LuSbnWYAwEChzokLfY4cYoEgA9ex8h+AjUKftRSdOhAZggxcx4AMACtxM08rEWTgulBvdpoBABOFnlqCiQgycF2onMLwLAAThepNXISZiSAD13FVA8BGoUeTo1QIIkKQgev8/uDPc1UDwESs77MTQQau44gCADYKPS1O8zIRQQauCzk8y3UNAMOEM1JMjjETQQauC3lVE2LqCQCiLZyQQpAxE0EGrmOxLwDbhDNtxNSSmQgycF3o80poBgDMQleyF0EGrgt9L4bo1AEA4WJExl4EGbiOg9cA2IY1MvYiyMB1oaeWolMHALiJ1mUmggxcF2oNDMOzAEzD1JK9CDJwHXfHBGAbppbsRZCB60K+2WkGAAwTXluieZmIIAPXhRp+ZXgWgGnCm1qKQiGIGEEGrgu52Dc6ZQBA2JhashdBBq5jRAaAdcIKMvQuExkdZPLz89WzZ0+lpqaqcePGGjx4sDZv3hzrsvAT0QsAmIapJXsZHWQ+/vhjjRo1SitWrNDChQt14sQJXXbZZTp69GisS0MQ3EcGgG3CaUvczNNMSbEuIJgFCxZU+fy1115T48aNtXr1al1yySUxqgqhhLqyYXgWgGnC6ku0LiMZHWT+U0lJiSSpQYMG1X5NeXm5ysvLA5+XlpZ6XheqYvc1ANuEM23E1JKZjJ5a+jG/36/Ro0crNzdXnTp1qvbr8vPzlZaWFvjIysqKYpWQmFoCYJ9wpo2YWjKTNUFm1KhRWr9+vebOnRv068aNG6eSkpLAR1FRUZQqxA/YtQTAOmy/tpYVU0t33XWX5s+fryVLligzMzPo1yYnJys5OTlKleFM0AsAmCa8qSW6l4mMDjKO4+juu+9WQUGBFi9erJycnFiXhDCEWjRHLwBgmvCmlmAio4PMqFGjNHv2bP39739Xamqq9u3bJ0lKS0tTSkpKjKtDdUJd2bBrCYBpwmpLtC4jGb1GZvr06SopKVHfvn3VtGnTwMe8efNiXRqC4IgCALYJ74Z4dC8TGT0iw5W7nUIN0fL/FYBpOGvJXkaPyMBOoaaWuBcDABvRusxEkIH7uLMvAMswtWQvggxcF3qxb3TqAIBwMbVkL4IMXBdyjUyU6gCAcIUz2sJospkIMnBd6CMKaAYAzMLua3sRZOA6FvsCsA1TS/YiyMB1oaeW6AYAzBLOSDGLfc1EkIH7WOwLwDJMLdmLIAPXhbpqIcgAME14U0s0LxMRZOC60EcU0AwAmCW8XUtRKAQRI8jAdaHe6zQDAKYJa0SGizAjEWTgulBXNiyYA2CacEIKrctMBBm4jtOvAdgmnJDCrSPMRJBB1HFVA8A0LPa1F0EGruNW3wBsE9bUUhTqQOQIMnAdd8gEYJtwpo24ADMTQQauC2dEhgW/AEwSTkihbZmJIAPXcYdMALahb9mLIAPXMbUEwDactWQvggxcR0MAYBsuwOxFkIHreLMDsA1TS/YiyMB13CETgG38YWxbYteSmQgycF042xiZWgJgkrBGZGhbRiLIwHXhHb4GAObgzr72IsjAdeFNLdEQAJgjvE0KUSgEESPIwHUcvgbANiz2tRdBBq4La7SFjgDAIEwt2YsgA9eFd2VDQwBgjvAOu41CIYgYQQauC2/Xkvd1AEC4uACzF0EGrgvv8DUaAgBzhHfYbRQKQcQIMnAdi30BWIcjCqxFkIHrwtp+zRAtAIPQt+xFkIHrwrpqoR8AMIjfH/prGJExE0EGrmOuGYBtwjuigMZlIoIMXBfebWRoCADMEd4mhSgUgogRZOA6Dl8DYBtuG2EvggxcF96ZJXQEACZhsa+tCDJwXXi3+va+DgAIF33LXgQZuI73OgDbhDNtxGJfMxFk4Lrwdi3REACYI7z7yMBEBBm4jiFaALahb9mLIAPXMSIDwDb0LXsRZBATtAMAtqFvmYkgA9cxRAvANvQtexFk4Lpwhl9Z/Q/AJPQtexFk4LrwjigAAHPQt+xFkIHrwtrGSEcAYBAOjbQXQQauC+/MEhoCAHOEt2spCoUgYgQZuI9FcwBsQ9+yFkEGrgvvDpl0BADmoG/ZiyAD14V3Zon3dQBAuOhb9iLIwHXhLIijIQAwSXj3kaFxmYggA9eFtfqfIVoABmGxr70IMnBdeLuWvK8DAMLFBZi9CDJwH3fIBGAbpsStRZCB6xiRAWAb+pa9CDJwXXjDr3QEAOYIb5SYvmUiggxcxymyAGwT3hEFnpeBM0CQgesYogVgG45WsZcVQeaFF15QixYtVKtWLfXq1UufffZZrEtCEOHdR4aGgJ+u/GSlDpaV63hFZaxLgeW4/5W9fI7h/6LMmzdPw4cP14wZM9SrVy9NnTpVf/vb37R582Y1btw45PeXlpYqLS1NJSUlqlev3k+uZ/HmA3r47Q0/+efEs+Ijx3WiMvhfqyb1kpVSIzFKFSHeVJz068jxEzr2owDTODVZtWvydwpnpuT4CR0+diLo19RNTlLDujWjVJGdXh9xkZqdk+LKzwr33+8kV36bh5555hmNGDFCN998syRpxowZevfdd/Xqq69q7NixUa/nWEWlCv91LOq/N97sLy2PdQmIMwfK+DsFb31XflLflZ+MdRlGO1npj/rvNHpqqaKiQqtXr9aAAQMCjyUkJGjAgAFavnz5ab+nvLxcpaWlVT4AAEB8MjrIfPvtt6qsrFSTJk2qPN6kSRPt27fvtN+Tn5+vtLS0wEdWVlY0SgUAADFgdJA5E+PGjVNJSUngo6ioKNYlAQAAjxi9RqZhw4ZKTEzU/v37qzy+f/9+paenn/Z7kpOTlZyc7FlNjVOT1b9d6EXG+F5Owzr6xfkZWr3rsFYVHlLFyejPnyL+JCT4dE5KDdWvU1OpyUk6+F25vin5t/zs64cLUmslqW/bxjq3bk2999U3OsCavrDFYhOH8buWevXqpQsvvFDTpk2TJPn9fjVv3lx33XVXWIt93d61BAAAvBc3u5buu+8+5eXlqUePHrrwwgs1depUHT16NLCLCQAAnL2MDzLXXHONDh48qAkTJmjfvn3q2rWrFixYcMoCYAAAcPYxfmrpp2JqCQAA+4T773fc7VoCAABnD4IMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAt448o+Kl+uHFxaWlpjCsBAADh+uHf7VAHEMR9kCkrK5MkZWVlxbgSAAAQqbKyMqWlpVX7fNyfteT3+7V3716lpqbK5/PFupywlJaWKisrS0VFRWf9+VC8FlXxelTF6/F/eC2q4vWoysbXw3EclZWVKSMjQwkJ1a+EifsRmYSEBGVmZsa6jDNSr149a/7CeY3Xoipej6p4Pf4Pr0VVvB5V2fZ6BBuJ+QGLfQEAgLUIMgAAwFoEGQMlJydr4sSJSk5OjnUpMcdrURWvR1W8Hv+H16IqXo+q4vn1iPvFvgAAIH4xIgMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMhZ499131atXL6WkpKh+/foaPHhwrEuKufLycnXt2lU+n0/r1q2LdTlRV1hYqFtvvVU5OTlKSUlRq1atNHHiRFVUVMS6tKh54YUX1KJFC9WqVUu9evXSZ599FuuSYiI/P189e/ZUamqqGjdurMGDB2vz5s2xLssIU6ZMkc/n0+jRo2NdSswUFxfrhhtu0LnnnquUlBR17txZq1atinVZriLIGO6tt97SjTfeqJtvvllffPGFli1bpuuvvz7WZcXcAw88oIyMjFiXETObNm2S3+/Xiy++qA0bNujZZ5/VjBkz9Ic//CHWpUXFvHnzdN9992nixIlas2aNzj//fA0cOFAHDhyIdWlR9/HHH2vUqFFasWKFFi5cqBMnTuiyyy7T0aNHY11aTH3++ed68cUX1aVLl1iXEjOHDx9Wbm6uatSooffff19ff/21nn76adWvXz/WpbnLgbFOnDjhNGvWzHnllVdiXYpR3nvvPaddu3bOhg0bHEnO2rVrY12SEZ544gknJycn1mVExYUXXuiMGjUq8HllZaWTkZHh5Ofnx7AqMxw4cMCR5Hz88cexLiVmysrKnNatWzsLFy50Lr30Uufee++NdUkx8eCDDzp9+vSJdRmeY0TGYGvWrFFxcbESEhLUrVs3NW3aVFdccYXWr18f69JiZv/+/RoxYoT+8pe/qHbt2rEuxyglJSVq0KBBrMvwXEVFhVavXq0BAwYEHktISNCAAQO0fPnyGFZmhpKSEkk6K/4uVGfUqFEaNGhQlb8jZ6O3335bPXr00NChQ9W4cWN169ZNL7/8cqzLch1BxmA7duyQJD388MP67//+b82fP1/169dX3759dejQoRhXF32O4+imm27SHXfcoR49esS6HKNs27ZN06ZN0+233x7rUjz37bffqrKyUk2aNKnyeJMmTbRv374YVWUGv9+v0aNHKzc3V506dYp1OTExd+5crVmzRvn5+bEuJeZ27Nih6dOnq3Xr1vrggw9055136p577tGsWbNiXZqrCDIxMHbsWPl8vqAfP6yBkKTx48frV7/6lS644ALNnDlTPp9Pf/vb32L8X+GecF+PadOmqaysTOPGjYt1yZ4J97X4seLiYl1++eUaOnSoRowYEaPKYYJRo0Zp/fr1mjt3bqxLiYmioiLde++9ev3111WrVq1YlxNzfr9f3bt31+TJk9WtWzf99re/1YgRIzRjxoxYl+aqpFgXcDb63e9+p5tuuino17Rs2VLffPONJKlDhw6Bx5OTk9WyZUvt3r3byxKjKtzXY9GiRVq+fPkpZ4X06NFDw4YNi4urjHBfix/s3btX/fr1U+/evfXSSy95XJ0ZGjZsqMTERO3fv7/K4/v371d6enqMqoq9u+66S/Pnz9eSJUuUmZkZ63JiYvXq1Tpw4IC6d+8eeKyyslJLlizR888/r/LyciUmJsawwuhq2rRplX8/JKl9+/Z66623YlSRNwgyMdCoUSM1atQo5NddcMEFSk5O1ubNm9WnTx9J0okTJ1RYWKjs7Gyvy4yacF+P5557TpMmTQp8vnfvXg0cOFDz5s1Tr169vCwxasJ9LaTvR2L69esXGKlLSDg7Blhr1qypCy64QB999FHgVgR+v18fffSR7rrrrtgWFwOO4+juu+9WQUGBFi9erJycnFiXFDP9+/fXV199VeWxm2++We3atdODDz54VoUYScrNzT1lK/6WLVvi6t8PiSBjtHr16umOO+7QxIkTlZWVpezsbD355JOSpKFDh8a4uuhr3rx5lc/r1q0rSWrVqtVZdwVaXFysvn37Kjs7W0899ZQOHjwYeO5sGJW47777lJeXpx49eujCCy/U1KlTdfToUd18882xLi3qRo0apdmzZ+vvf/+7UlNTA+uE0tLSlJKSEuPqois1NfWUtUF16tTRueeee1auGRozZox69+6tyZMn6ze/+Y0+++wzvfTSS3E3ekuQMdyTTz6ppKQk3XjjjTp+/Lh69eqlRYsWxd99ABCRhQsXatu2bdq2bdspIc45Cw60v+aaa3Tw4EFNmDBB+/btU9euXbVgwYJTFgCfDaZPny5J6tu3b5XHZ86cGXKaEvGtZ8+eKigo0Lhx4/THP/5ROTk5mjp1qoYNGxbr0lzlc86GrgcAAOLS2TGpDgAA4hJBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGQEiHDh3S2LFj1b59e6WkpKhu3brq2rWrHnvsMR07dizW5QE4i3FEAYCg9uzZo9zcXO3evVuS1KJFC1VUVGjv3r2SpK5du2rJkiVKTU2NZZkAzlKMyAAIauTIkYEQM2fOHO3cuVPFxcXKz8+XJK1bt07jx4+XJPl8Pvl8Pt1///3Ky8tTnTp1dN555+m9997Tpk2b1KdPH9WpU0e9e/fWxo0bq/ye999/X5deeqlSU1OVkpKiiy++WP/85z+rfM2XX36pn/3sZ6pVq5bOP/98ffLJJ4Hf+fDDD0uSjh8/rsGDBysnJ0d16tRRcnKyWrdurQkTJqiioiLkf++UKVPk8/nUqFEjnTx5MvD4jTfeKJ/Pp4suukgffvhh4PceOHAg8Dr5fD795je/kST9+9//VnJysnw+n+bOnXsGrzyAsDgAUI1Dhw45CQkJjiSnb9++VZ6rrKx0cnJyHElOgwYNHL/f70hyJDnJyclOs2bNnPr16zuSnNTUVCczM9PJyclxateu7UhyLrroosDPmjt3ruPz+RxJTnZ2duDnJiYmOosWLXIcx3GOHTvmNGvWzJHk1KhRw2nfvr1Tr169wO+cOHGi4ziOc/jwYUeS06RJE6dr165OZmZm4Gt+//vfh/xvLioqCvw3L1iwwHEcxzl+/LiTmprqSHKmT5/uHD161KlZs6YjySkoKHAcx3G6dOniSHIyMjIcx3GcxYsXB37vN99881P/VwCoBiMyAKq1detW+f1+Sd9PIf1YQkKCunTpIun7NTQHDx4MPHfeeedp+/bteuONNyRJZWVl6tChg7Zv367nnntOkrRixQodP35ckjR27Fg5jqNbbrlFO3fu1Pbt23X11VersrJSEyZMkCTNnj1bxcXFkqSCggJ9/fXXeuaZZ06puU6dOtqwYYP27duntWvXqqioSDfccIMkhTUykpmZqf79+0uS5s2bJ+n70aKysjIlJyfr2muvVe3atdWzZ09J0tKlS1VSUqL169erXr162rt3r3bs2KGlS5dKktq2bav09PSQvxfAmSHIAAiLz+c75bGEhNO3kMsuu0zJyclq0aJF4LFBgwbJ5/OpZcuWgccOHDiggwcPqrCwUJL06quvKiEhQQkJCSooKJAkrVy5UpK0YcMGSVLt2rU1aNAgSQpM4/xnTX/961/Vpk2bwNTOX//6V0kKrOsJJS8vT9L3gamioiIQaK666iqdc845kqS+fftKkpYtW6bly5fL7/frjjvukPR9uPkhyPzwdQC8kRTrAgCY67zzzlNCQoL8fr/Wrl1b5Tm/368vvvhCktSgQQM1atQo8Fy9evUkSUlJSac89uNA5PzHXoOWLVtW+Tk/+PHaltMFqh+bMmVKYP1Odna20tPTtWfPHhUXFwdGl0K5+uqrlZqaqiNHjqigoEDz58+X9H8BR/o+oDz22GNas2aNFi5cKJ/Pp3vvvVdTp07VkiVLtHz58sDXAfAOIzIAqtWgQYPA6MfixYurTM088cQT2rFjhyRp2LBhIQNGdRo1aqTs7GxJUvfu3bV06VKtWLFCK1as0J///Gc9+uijqlmzpjp16iRJOnr0qP7xj39IUmDq6sdWrFghSWrTpo0KCwu1bNkynX/++RHVVLt2bQ0dOlSSNHr0aB09elTp6ekaOHBg4Gt69+6tmjVrqqKiQv/zP/+jdu3aKSMjQz169NC8efNUUlIiiSADeI0gAyCoF154Qc2bN5ckXXfddcrJyVGzZs00btw4Sd+vnZk0adJP+h2TJ0+WJL355pvKyMhQt27dlJ6errZt2+r111+XJF1//fVq1qyZJOnKK69Ux44dNWbMmFN+1g/rdrZs2aKcnBxlZ2cHwk0kfhh92bdvnyTphhtuUGJiYuD5H6+TKSkpUW5uriQpNzdX3333nSTWxwDRQJABEFRWVpbWrFmjBx54QG3bttU333yjw4cPq0uXLpo0aZKWLVsWmDY6U9dff73mz5+vSy+9VMePH9fmzZuVmpqq4cOH67bbbpMk1apVS++995569eol6fu1MHPmzAn8jJSUFEnSH/7wB+Xl5emcc85RaWmprr32Wo0cOTLimi6++GLl5OQEPr/ppptO+Zofj7b07t1bktSnT5/TPg/AG9wQD4A1tm3bplatWgWmsV5//fXAjqQFCxZUmfoBcHYgyACwxuDBg/Xll1+qU6dOOnz4sJYtWybHcXTJJZdo8eLFYa/Tufrqq/XNN9+c9rmCggI1bdrUzbIBeIhdSwCs0bdvX23evFkffvih/H6/2rZtq6FDh2rs2LERLTZeu3atdu3addrnysvL3SoXQBQwIgMAAKzFYl8AAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFr/PzvFmYbfyAUtAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dU/dx; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dV/dz; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MGWJxTUtLC5YsWYLo6GiEhIRg7ty5KCsrc/ZLIyI3E2WQRLU6IqKjRgBxpscZerrEJhcgFVYzg0TkDB4NkLZs2YLs7GysXLkShw4dwujRozFz5kyUl5cLr29qakJ6ejpWrVqFhIQE2ccdPnw4SkpKzLevvvrK4v5ly5Zh27ZteP/997Fnzx4UFxfj1ltvdeprIyL3MpkkYSfpOBsDJPkibfctsdmTQUoIC0SAyrqg+wIDJCKnsP270QXWrFmDxYsXY+HChQCA9evX4+OPP8aGDRvw+OOPW10/ceJETJw4EQCE93dQq9WyAVRtbS3eeustbNq0Cddffz0AYOPGjRg6dCj27duHyZMnC79Or9dDr7/8w7eurs62F0lEblHZqIfRZL2Dy9YMkru3+YuW2OypQVIpFUiKCML5KsuAiDVIRM7hsQySwWBAXl4eMjMzL09GqURmZiZyc3N79NinT59GUlIS0tPTcffdd6OwsNB8X15eHlpbWy2ed8iQIejbt2+Xz5uTk4Pw8HDzLSUlpUdzJCLnkusB1NMaJFcssUmShEZDz5bYAKCvYJmNNUhEzuGxAKmyshJGoxHx8fEW4/Hx8SgtLXX4cTMyMvD2229j+/bteOONN3Du3Dlce+21qK+vBwCUlpZCo9EgIiLCruddvnw5amtrzbcLFy44PEcicr5SmWNGbOmBBLQf36FRW/9IdMUSW5PBCFG7InuW2ACgT6R1gFRS24xWo8nRqRHR/3h0ic0VZs+ebf541KhRyMjIQGpqKv72t79h0aJFDj+uVquFVmvbX6JE5H5lMsds2BogAUBYoBqVDZZHgLhiiU2UPQIAndb2JTYASImy3upvkoDimmakRnd//hwRyfNYBikmJgYqlcpq91hZWVmXBdj2ioiIwKBBg3DmzBkAQEJCAgwGA2pqalz6vETkXj05h62DqFmkSwIkvfh8N3szSCmCDBLAZTYiZ/BYgKTRaDB+/Hjs3LnTPGYymbBz505MmTLFac/T0NCA/Px8JCYmAgDGjx+PgIAAi+c9deoUCgsLnfq8ROReZYIltgCVwubDXwFxgOKKJTbRFn8ACNbYGSDJ9UJioTZRj3l0iS07OxtZWVmYMGECJk2ahLVr16KxsdG8q23BggVITk5GTk4OgPbC7uPHj5s/LioqwuHDhxESEoIBAwYAAB555BHcfPPNSE1NRXFxMVauXAmVSoX58+cDAMLDw7Fo0SJkZ2cjKioKYWFheOihhzBlyhTZHWxE5P1ES2xxoYE2n20GiHeyuaJIW+4xg+1dYpPrps2t/kQ95tEAad68eaioqMCKFStQWlqKMWPGYPv27ebC7cLCQiiVl5NcxcXFGDt2rPnz1atXY/Xq1Zg6dSp2794NALh48SLmz5+PqqoqxMbG4pprrsG+ffsQGxtr/rpXX30VSqUSc+fOhV6vx8yZM/H73//ePS+aiFyiJ120O4gzSM4PkJpkapDs3cUWFaxBsEaFxk4tAy5c4hIbUU95vEh76dKlWLp0qfC+jqCnQ1paWrcnVW/evLnb5wwMDMS6deuwbt06m+dJRN6tssE6QLLlkNoruasGqUGmBsneAEmhUKBPpA6nyuotxou4xEbUYx4/aoSIqKdMJgnVjQar8ZgQewMk8RKbSdCAsifkapDsLdIGgGTBMltRDTNIRD3FAImIfN6lJoOwi7YzAiQAaJBZEnOUXIBkTyftDskR1gFSeb0e+jZxloqIbMMAiYh8XufeRR1i7F5ic89xI87a5g+IM0iSBJTUiPtCEZFtGCARkc8T1R8BQGyI7Vv8AXENEgA0ODtAkmsUaec2f0CcQQK4zEbUUwyQiMjnyQVI9i6xyWVwnN0LSbTEplEphUeddEeUQQKAIu5kI+oRBkhE5PMq6p0TILlviU10UK399UcA0Ecmg3SRGSSiHmGAREQ+z+U1SE5uFina5m/vFv8OMSFaYeaJGSSinmGAREQ+T7TEFhigRLCdu8LkapDcscTmSIE2ACiVCmEdUlENeyER9QQDJCLyeaIAKSZEa9cxI4B8kOLsIm1RJ21Htvh3EAVIF5lBIuoRBkhE5PPkAiR7yR0W22Rwbk8h0Vlsji6xAeIAqbS2RdgbiohswwCJiHxeZX3Pu2gDQJBMFkfu7DRHifogObrEBoh3srWZJJTVsRcSkaMYIBGRT5MkCVWNonPY7OuBBAAatRIalfWPRWdnkER9kBzpgdSBvZCInI8BEhH5tNrmVrQarZeSooPtzyABgE6w3d6ZAZIkSTJF2j2oQWIvJCKnY4BERD5Nvkmk/RkkANAFWAcqcmenOaKl1QRRaZCza5AAoKSWS2xEjmKAREQ+rUJQfwTY3wOpg04QqDgzgyR3zEhPAqS4MPFrLa9ngETkKAZIROTTnHXMSAdR7yRnFmnLZaPs7dl0Ja1ahUiddQ+n8jrxe0NE3WOAREQ+zdkBkqhY2pkZJNEWf6BnGSQAiA8LtBrjLjYixzFAIiKfJhcgxTocIAlqkJyaQRIHWz3Z5g8AsYIlxXKZM+qIqHsMkIjIp4kOqtWolAgLcizgENYgyQQ1jpALtkTPaw+5DJIksVkkkSMYIBGRTysV1NnEhdl/zEgHcQ2SEwMkmSW2nmzzB4B4QaG2vs2EumbnNrkk6i0YIBGRTysX1NmIsim2EtUgNbcanXZsh1w2qieNIgH518ydbESOYYBERD5NVIic0KMASZzJaW51ThZJbkdcTw6rBYA4mbYGZdzJRuQQBkhE5LNaWo241NRqNS7XF8gWok7aANDkpGaRza0m4bjcOXC2ipMJCrmTjcgxDJCIyGeJCrSBnmWQgmWWupxVh9Qsm0Fy1RIbM0hEjmCAREQ+q1QmO9KzGiRxJsdZW/3lAq0gwREn9pBra8AMEpFjGCARkc+S++Xv7CJtwHkZpCZBLZNGrYRK6diuuysfIyrY+vw5FmkTOYYBEhH5rFKZw1hFW95tJVeD5KwDa5sFgVZPC7Q7iAq1WaRN5BgGSETks+Tqa3qSQZKrQRIFNo4Q7WLT9XB5rYPodTODROQYBkhE5LNEGaRQrbpH55rJ1yA5K0Cyfpye7mDrIJdBYjdtIvsxQCIinyWqQYoPdzx7BMgHSHL9i+zVIqhB6ukOtg6iDJKhzYTaZutWCETUNQZIROSzREtsPak/AiCbfZI7ZNZerswgyb121iER2Y8BEhH5JEmShEts8aGuySDJ9S+yl6iWqadb/DvI1V6V1DY75fGJehMGSETkk+r1bcLjP3q+xCaTQXJhDZKzdrElhgcJx0tkdvsRkTwGSETkk8rktvjLnElmK5VSgcAA6x+NzqpBEj2Os5bYEiNkMkg1zCAR2cvuAOlvf/sbDAaD0yawbt06pKWlITAwEBkZGThw4IDstceOHcPcuXORlpYGhUKBtWvXWl2Tk5ODiRMnIjQ0FHFxcZgzZw5OnTplcc20adOgUCgsbj/96U+d9pqIyPXk6moSephBAsRZJGfVIImyXs7KIEUHa6BRW/9YZwaJyH52B0h33nknEhMT8dOf/hR79+7t0ZNv2bIF2dnZWLlyJQ4dOoTRo0dj5syZKC8vF17f1NSE9PR0rFq1CgkJCcJr9uzZgyVLlmDfvn3YsWMHWltbccMNN6CxsdHiusWLF6OkpMR8e+mll3r0WojIvYplsiJyh7baQxSwOKOTdqvRhFaj9ZZ7Z+1iUygUSBQEiAyQiOxnd4CkUqlw6dIl/PGPf8S1116LQYMG4fnnn8f58+ftfvI1a9Zg8eLFWLhwIYYNG4b169dDp9Nhw4YNwusnTpyIl19+GXfeeSe0WnEaffv27bjvvvswfPhwjB49Gm+//TYKCwuRl5dncZ1Op0NCQoL5FhYWZvf8ichzLlxqEo73iRTX4dhD1CzSGUtsrjqH7Uqig3qLWaRNZDe7A6Ty8nJs3LgRN954IzQaDc6cOYOVK1eif//+mDZtGt555x20tnbfc8NgMCAvLw+ZmZmXJ6NUIjMzE7m5ufZOS1ZtbS0AICoqymL83XffRUxMDEaMGIHly5ejqUn8w7aDXq9HXV2dxY2IPOdCtfX3bGCAUvbQVnuIjhtxRpG2qAcS4LwaJABIirAOEEtrW9gskshOdgdIkZGRyMrKwrZt21BRUYHXXnsNOp0OJpMJX375JX7yk5+gf//+OHjwYJePU1lZCaPRiPj4eIvx+Ph4lJaW2jstIZPJhF/84he4+uqrMWLECPP4XXfdhb/+9a/YtWsXli9fjr/85S+45557unysnJwchIeHm28pKSlOmSMROebiJeusSJ9IHRSKnh36CsgssTnhLDa5DJKzapAACJfYmgxG1DU7p8icqLdweOH7s88+w4YNG/Dhhx9Cr28vltTpdEhJScHJkyfx4IMPWi1ruduSJUtw9OhRfPXVVxbjDzzwgPnjkSNHIjExETNmzEB+fj769+8vfKzly5cjOzvb/HldXR2DJCIPEi2xOWN5DRDXBDmjBklumc6ZS2yiAAloX2YL1wU47XmI/J3dAdKKFSvwzjvv4OLFi+aU7bBhw/Czn/0MCxYsQGhoKK699lrs37+/y8eJiYmBSqVCWVmZxXhZWZlsAbY9li5dio8++gj/+c9/0KdPny6vzcjIAACcOXNGNkDSarWydU9E5F4trUbhLraUSJ1THj9YWKTd8wyM3IG3zirSBrrqhdSMoYmstSSyld1LbM8//zwuXLgAtVqNefPmYc+ePTh69CiWLFmC0NBQAMCECROQnJzc5eNoNBqMHz8eO3fuNI+ZTCbs3LkTU6ZMsXdaZpIkYenSpfjggw/wxRdfoF+/ft1+zeHDhwEAiYmJDj8vEblPkcwOtpQoJ2WQBMeNOKMGyS1LbHK9kLiTjcgudv/ZkpqaigcffBA/+clPEBcXJ7zm1VdfxauvvtrtY2VnZyMrKwsTJkzApEmTsHbtWjQ2NmLhwoUAgAULFiA5ORk5OTkA2gu7jx8/bv64qKgIhw8fRkhICAYMGACgfVlt06ZN+Ne//oXQ0FBzPVN4eDiCgoKQn5+PTZs24cYbb0R0dDSOHDmCZcuW4brrrsOoUaPsfTuIyANEBdqA8zJIOsGSl6HNhDajCWqV4/11ZXexObUGSSaDVMMAicgeDi2xJSQkWAVHBQUFaGpqwrBhw2x+rHnz5qGiogIrVqxAaWkpxowZg+3bt5sLtwsLC6FUXv5hVFxcjLFjx5o/X716NVavXo2pU6di9+7dAIA33ngDQHszyCtt3LgR9913HzQaDT7//HNzMJaSkoK5c+fiqaeesudtICIPEhVoA0BKlJMCJJkDa5tajQjrQYDU3CpepnNmBilSFwCtWgl9m8linFv9iexjd4C0aNEiTJkyBbNnz7YYnz9/Pr755hu0tdm3Tr906VIsXbpUeF9H0NMhLS2t262q3d2fkpKCPXv22DVHIvIucj2QXFmDBABNeiPCAh0vdG42mITjzizSVigUSIoIwrlKy+a4ooN9iUieQ38KiYKQ6upq9tkgIre4WG2dDQkNVDttl5ZcBqmxh4XasrvYnJhBAsQ72ViDRGQfmzNI6enp5o+//fZbi8+bmppQUVGB6Oho586OiEhAvMXfOdkjQFyDBLRnkHrCHbvYAPF5dMU1zZAkySl9ooh6A5u/KwsKCgC0p2/1er358yvdeuutzpoXEZEsUZF2ipN6IAHyNUE93erfJNNJ25k1SACQJCjU1reZcKmpFVHBGqc+F5G/sjlAWrlyJQDg2WefRZ8+fbBo0SLzfTqdDkOGDMEPf/hD58+QiOgKDfo2XGqyPs7IWQXagPySl1yAYytRBkmhALRqxwu/ReS3+jczQCKykd0B0q5duzB8+HDz50RE7lQks4PNWV20AfklL7klMluJMlC6AJXTl73kummX1LRgeFK4U5+LyF/ZvfDdeWcZEZE7Fcs0iXRqDZLsEltPAyTrr3d2gTbQdTdtIrKNTXldlUqFq6++2vyx3E2tdm6hIRFRZxdlAqQkmWUlR8gFSM09rEFqESzRuSJAEtUgAdzJRmQPmyIaSZLMW/i5lZ+IPEl2iS3CmRkkmUaRLsgg6QKc/4dlWJAaQQEqNHcKyBggEdnOpu/MjRs3IjY21vwxEZGniJbYgjUqhAU5L9CQLdL2kSU2hUKBxIhAnK2wbBYptzxJRNZs+omSlZUl/JiIyN1EB9UmRwY5tdBZdonNBbvYnL3Fv0NSeJBVgMQMEpHt7N5bevDgQfz5z39GYWEhDAYDHnroIYwePRoLFixAbW2tK+ZIRGQmWmJLjnDeDjYACFApEaCyDrh63gdJsIvNRQGSaCdbaW0LyySIbOTQYbX//ve/cfbsWWzYsAHr1q0DABw9ehQhISH4/e9/7/RJEhEBQKvRhLJ66yxIkpMDJKD9fLRWo2VA09MlNlEGKdCJ57BdSRQgGYwmVDUaEBOidclzEvkTuzNI3333HRITE5GamorPP/8cQUFByMnJgVqtxieffOKKORIRAejIgFiPJzuxB1IHUaF2z/sguW+JLVEmaCyp4TIbkS3sDpAqKiqQkJAAADh+/DgmTpyIxx57DMOHD0dZWZnTJ0hE1OGizA42Zy+xAeLApScZJEmShDVMzj6HrYNss0j2QiKyid0BUnh4OAoKCpCbm4v8/HwMGzYMQPuBtSEhIU6fIBFRB1GBNuCaAEm0u6wnGSR9m0mY/XLFLjagq2aRzCAR2cLuACkjIwPV1dW45ppr0NbWhmnTpsFgMODChQtIT093xRyJiADIb1N3zRKbIIMkKLK2lVz2SeeqGiSZxpnFzCAR2cTuAGn16tUYM2YMgoODceedd+K2227D3r17ERUVhVmzZrlijkREAMQ72NRKBeJCnddFu0OQYOmrJ0tscjvgXJVBCgsMQIjW+jWwBonINnYvfg8aNAiHDh2yGJs2bRouXLjgtEkREYmIltgSwgOhUjr3sFdAnNnpyRJbS6tJOO6qAAlor0M6Xd5gMXbxUpPLno/InzhcHajX61FeXm7VU6Nv3749nhQRkYhoic0VW/wB8RJbo97xJTbROWwAEKh2XYCUGq2zCpDOVzFAIrKF3QHS999/j0WLFmHv3r1W9ykUCrS19ayRGhGRiMkkCXex9XFB/REgU6Tdg07acgGSKzNIqdHBVmNVjQbUtbQiLDDAZc9L5A/srkFavHgxvv76a/MBtp1vRESuUFbfAoPRepkqJdJ5h9ReSZRBajVKaBXMwRZywVVggN0/hm2WFi1+bwqZRSLqlt0ZpLy8PCiVSvz85z/HsGHDoFa7pocHEdGVLlSLd1+lRLkmQBIVaQPthdrhQfYHNXI1SK7qpA2IM0gAcK6yESOSw132vET+wO7opk+fPlCpVHjllVdcMR8iIqEL1eKsR18XBUiyB9YajAgPsn95Sj6D5LoAKU0mQDpf1SgcJ6LL7P4z6Pnnn0d+fj6PFSEityqUCZBSotxXpA04fmCtJ4q0kyIChYfuFnCJjahbdmeQHn30UUiShJtvvhnh4eGIiIgw36dQKJCfn+/M+RERAQAuCLana1RKxLugBxLQflitiKO9kDxRpK1WKZESqcPZSsuMETNIRN2zO0A6f/68+eOamhrU1NSYP1conN+LhIgIAC4KapD6RAZB6YIeSID8GWmO7mSTzSC5sEgbaN/q3zlAYgaJqHt2B0grV650xTyIiLokWmLr46L6I6CrJTZHAySZRpEurEECOgq1KyzGKur1aNS3IVjQaZuI2jFAIiKvp28zoqze+oiMFBf1QALkl76aHaxB8kSRNiC/1b+gqhHDk7iTjUiOQ38+6PV6bNq0Cfv27UNCQgIWLVqEgoICjBgxAlFRUc6eIxH1ckWXmiFqs+aqHWyAKzJI4q/Tql27xJYWI7eTrYkBElEX7P7OrKqqwoQJE3D//ffjT3/6E3bs2IETJ05g+vTp+N3vfueKORJRLye/g823A6TAAKXLazflt/qzDomoK3YHSL/61a9w7NgxBAYGmjtnZ2ZmQqfT4dNPP3X6BImILgiOGAFc10UbkG8U6eiBtaIaJFfXHwHyZ9VV1Otd/txEvszuAOmjjz5CeHi4xXZ+lUqF1NRUnD171qmTIyICgItubhIJADonb/MXBVaurj8CAI1aibBA62CvsoEBElFX7A6QampqkJaWhoSEBItxo9GI+vp6p02MiKhDca11gXaoVo1wnesOXJUr0m5qdbBRZJtnAiQAiAnVWo0xQCLqmt0BUmpqKo4dO4avvvrKPLZt2zacOnUKaWlpzpwbEREAoErwyzwuzPqXvjNp1UqIWiw5vsTmwQAphAESkb3sDpDmz5+PtrY2TJ06FQqFAvv378ecOXOgUCgwf/58V8yRiHq5qgaD1Vi04Je+MykUCmGzSIeX2AQ1SK5uEtkhVvBeid5TIrrM7u/OJ598ErNnz4YkSRa3G264AcuXL7d7AuvWrUNaWhoCAwORkZGBAwcOyF577NgxzJ07F2lpaVAoFFi7dq1Dj9nS0oIlS5YgOjoaISEhmDt3LsrKyuyeOxG5R1WjdbYjJkTj8ucVLbM5mkHSCzJI7ijSBsTvVXWTAW1GcfNKInIgQNJoNPj444+xe/duvPTSS3jppZewa9cufPrpp9Bo7PuBtWXLFmRnZ2PlypU4dOgQRo8ejZkzZ6K8vFx4fVNTE9LT07Fq1SqrGih7HnPZsmXYtm0b3n//fezZswfFxcW49dZb7Zo7EbmHySShulGQQQp2bQYJAIIFAZKjh9WKGkW6a4lNlG2TpPYgiYjEHO4zf9111+G6667r0ZOvWbMGixcvxsKFCwEA69evx8cff4wNGzbg8ccft7p+4sSJmDhxIgAI77flMWtra/HWW29h06ZNuP766wEAGzduxNChQ7Fv3z5MnjxZ+Lh6vR56/eW/Yuvq6hx/4URks5rmVpgETSKjgt2RQXLeEpuoBsl9GSRxMFlZb0Cciw77JfJ1NgVIHYFEdxQKBXbu3GnTtQaDAXl5eRbLckqlEpmZmcjNzbXpMRx5zLy8PLS2tiIzM9N8zZAhQ9C3b1/k5ubKBkg5OTl49tlnHZoXETlOVKANuGeJTdQs0tHDakVLc1o31SDJvVcs1CaSZ1OAtHv3bigUCnNjyI7Or1d+LkmSXR1hKysrYTQaER8fbzEeHx+PkydP2vw49j5maWkpNBoNIiIirK4pLS2Vfezly5cjOzvb/HldXR1SUlIcmicR2a5SppjY1UXagDhAcjiD1CYq0vbcNn+AARJRV2wKkK677jqL4OfgwYPQ6/UYNWoUAODIkSNQq9Wy2Rd/oNVqodW6/gcyEVkSFWgDQLQ7ltgEAYwjRdpGkwSDIEBy1xKbaBcbwJ1sRF2xOYPU4Q9/+APy8vJw9OhRDBo0CADw/fffY/z48bjllltsfuKYmBioVCqr3WNlZWWyBdjOeMyEhAQYDAbU1NRYZJF68rxE5DqiAm0AiPbQEpsjRdp6QZNIwH3b/OXeK2aQiOTZ/d35wgsvoE+fPubgCAAGDRqElJQUvPLKKzY/jkajwfjx4y1qlkwmE3bu3IkpU6bYOy2bH3P8+PEICAiwuObUqVMoLCx0+HmJyHVkl9jcsIvNWUXaonPYAPdlkHQatTDYq2CARCTL7l1slZWVuHjxIp588knz1vgPPvgAJ0+eRFCQ+FBEOdnZ2cjKysKECRMwadIkrF27Fo2NjeYdaAsWLEBycjJycnIAtBdhHz9+3PxxUVERDh8+jJCQEAwYMMCmxwwPD8eiRYuQnZ2NqKgohIWF4aGHHsKUKVP8eomQyFeJirRVSgXCg1x3zEgHUQCjbzPBZJKgFLXZliFX2O2uGiSgfSdbYacz7eSCTyJyIEC66aab8Pe//x2rVq3CqlWrrO6zx7x581BRUYEVK1agtLQUY8aMwfbt281F1oWFhVAqLye5iouLMXbsWPPnq1evxurVqzF16lTzMmB3jwkAr776KpRKJebOnQu9Xo+ZM2fi97//vb1vBRG5gWiJLSpYY1eA4qggjTjJ3tJmFHbZliPa4g+4O0DSWAdI9cwgEcmxO0B68803YTQa8cEHH1iMz5kzB2+++abdE1i6dCmWLl0qvO/K2icASEtLM++cc/QxASAwMBDr1q3DunXr7JorEbmf8JgRNxRoA/JLYC2tJujsmIJcYbe7M0idsQaJSJ7dAVJERAT+8Y9/4OzZszh27BgAYNiwYejfv7/TJ0dEVCnYxeaOAm1APoCxtxeSp4u0AXFbhOpGg93LhUS9hcOdtNPT05Genu7MuRARWRFnkNzTckN0Fhtg/1b/ZoNni7QBIFYQVLaZJNQ2tyLSTRk5Il/ivj9fiIjs1Go0oba51WrcbRkktdwSm30BklfUILFZJJFdGCARkde6JNMDSe5sMWeTzSDZGyDJLrF5tgYJAErrWtw2ByJfwgCJiLyW3DZ0dxxUC3RVpG3vEpvna5CSI8RtWM5VNrptDkS+hAESEXktTx4zAnRRpG1nDZLoHDbAvTVI6bHBwvGzFQyQiEQcLtI+e/Ys9u/fD51Ohx/96EfOnBMREQD5s8LccVAt4MQlNi/Y5h8aGIDYUC0qOvU+OssMEpGQ3Rkko9GI+++/H4MGDcI999yDF198EX/5y1+gUqnw2muvuWKORNRLnS6vF47LHb7qbHJLYM4q0nZnBgkA0mOss0hnKxrcOgciX2F3gJSTk4MNGzbAZDKZmzb++Mc/hlqtxocffuj0CRJR73XofI3VWKhWjT6R9h1r5Ci5AMbubf5esIsNEC+zFdU02x3wEfUGdgdIGzduREBAALZu3WoeCwkJQUpKCk6cOOHMuRFRL2Y0SfjvxRqr8TF9I9zW2FC2SFumpkiO3GG1WrV7y0DTY0KsxiQJKKjiMhtRZ3Z/d168eBHDhg3DLbfcYjEeGhqKiooKp02MiHq378vq0STI1IxNiXDbHAKd1ChStM1fq1a6vYM1C7WJbGd3gBQTE4Nz586hqqrKPFZYWIgTJ04gNjbWqZMjot7r28Ia4fjYvpFum4OztvmLirTdvbwGAOmx1hkkgHVIRCJ2B0gzZ85EXV0dRo4cCQA4fvw4xo0bh9bWVsyaNcvpEySi3unbwkvC8TFuzCAFqJRQCbI8zmgU6e4CbQBIiQxCgMr69TCDRGTN7gDpN7/5Dfr06YPS0lIAQF1dHaqrq5GUlITnnnvO6RMkot7p2ws1VmP9YoLdfm6YKJCx/yw2UQbJ/W3o1Col+kbprMbzudWfyIrdfZASExNx+PBhvPbaa/jmm28AABMnTsSSJUsQExPj9AkSUe9T29yKM+XWyz7urD/qEBigQoO+zWLM7gySoEjbE0tsQPsyW36njNHZigZIkgSFwr01UUTezKFGkVFRUVi5cqWz50JEBEC+JmZM3wj3TgRAkMY60yO3K02OKKDyXIBkXahd39KGuuY2hOsCPDAjIu9kd4731Vdfxa233orvvvvOPPbdd9/h1ltvxauvvurUyRFR71RSKz5AVbRN3dVES2zOaBTpiSU2AOgjcyZbcW2zm2dC5N3s/g59/fXX8dVXX5mLtAFg5MiR+Oqrr/D66687dXJE1DsV14h/WSdGBLp5JjI1SE4IkDxRpA0ASXIBksx7TtRb2R0gFRUVISEhwWo8ISEBRUVFTpkUEfVuchmkpHD3dNC+ktYJRdreVIOUKPMeFsu850S9ld0BUkhICE6fPo38/HzzWH5+Pr7//nuEhoY6dXJE1DuVCJZ7InQBsofHupJTlti8ZJs/ACQzg0RkE7uLtK+++mps27YNkyZNwm233QYA+Mc//oHW1lZcffXVTp8gEfU+RTXW2Qy5zIerOSNAEmWcRJkpdwgLUkOnUVl1KS9hgERkwe4A6emnn8a///1vXLp0CX/6058AAJIkQavVYsWKFU6fIBH1PqJf1knh7q8/AiDMWtlTg2QySdALzm7zVAZJoVAgKSLIqo1CsSAoJerN7F5imzBhAr744gtMmzYNQUFBCAoKwvTp0/HFF19g3LhxrpgjEfUihjYTKhr0VuNyxcWuJqoVsidAEgVH7Y/rmV1sAJAoCDa5i43IkkN9kK666ip88cUXzp4LERHK6logSdbjntjBBogDmZZWE0wmyabDZuWW4zyVQQLEdUiltS0wmiTh0SpEvZFDAZLJZMKZM2dQVlYGqdNPsuuuu84pEyOi3smbdrAB8oGMvs1kU9G4XLbJU7vYAHE9V5tJQmWDHvFhnglEibyN3QHS/v37MX/+fJw/f97qPoVCgba2NsFXERHZRrSDDRAvC7mDXIDU0mq0KUCSyyB5coktSSYbV1TTzACJ6H/s/g79v//7PxQUFECSJOGNiKgn5IqFPVWDJBcE2VqHJHcsiSczSHLvZQkLtYnM7M4gnThxAgEBAVi9ejWGDRsGtdqhVToiIiFRBkmhgMcyG3KBjK0BkjcusbGbNlH37I5uhgwZgpaWFjz00EOumA8R9XKiDFJMiBYatWeWpGQDJBu7aeu9sEhbbrmSO9mILrP7J86aNWtQUFCA3//+96irq3PFnIioFxNlMTzVAwnougbJFt6YQQoMUCE6WGM1zgwS0WV2B0gzZsyAXq/HQw89hMjISKhUKvONy21E1FOiJTZPddEGgCCN+MekXG2RrdfJPa67iNomXLzEAImog93foXLF2SzSJqKeajYYcamp1WrcUwXagOtqkLRqz2WQAKBvlM5qrKCykT/Hif7H7pTPxo0bXTEPIiLZLf5y29LdQW6JzfZdbN63xAYA6TEhVmONBiPK6vRI8OCSJpG3sDtAysrKcsU8iIhkm0R6colNLpBpsbFIW7aTtg09lFypX0ywcPxsZQMDJCI4sMQGAAaDAbt27cK7776LP//5zxY3R6xbtw5paWkIDAxERkYGDhw40OX177//PoYMGYLAwECMHDkSn3zyicX9CoVCeHv55ZfN16SlpVndv2rVKofmT0TOIVck7KljRgAXZpA8tCuvQ3qsTIBU0ejmmRB5J7szSKdPn0ZmZiYuXrxodZ9CocCCBQvserwtW7YgOzsb69evR0ZGBtauXYuZM2fi1KlTiIuLs7p+7969mD9/PnJycvDDH/4QmzZtwpw5c3Do0CGMGDECAFBSUmLxNZ9++ikWLVqEuXPnWow/99xzWLx4sfnz0NBQu+ZORM7lbceMAPKZHlt3sckXaXvfEhsAnKtkgEQEOJBBevzxx3HhwgWnFWmvWbMGixcvxsKFCzFs2DCsX78eOp0OGzZsEF7/29/+FrNmzcKjjz6KoUOH4te//jXGjRuH119/3XxNQkKCxe1f//oXpk+fjvT0dIvHCg0NtbguOFj8FxURuYeoBkmtVCA2VOuB2bRzWaNIDxdph+sChFv9z1Y0eGA2RN7H7gDpyy+/hFqtxo4dOwAAY8eOxXvvvYeYmBjzmK0MBgPy8vKQmZl5eUJKJTIzM5Gbmyv8mtzcXIvrAWDmzJmy15eVleHjjz/GokWLrO5btWoVoqOjMXbsWLz88stdniOn1+tRV1dncSMi5xI1iYwPC/ToCfOuWGLTqJVQevA1dRDVIZ1lBokIgAMBUk1NDYYOHYoZM2ZAoVAgICAA8+bNQ0JCAl544QW7HquyshJGoxHx8fEW4/Hx8SgtLRV+TWlpqV3Xv/POOwgNDcWtt95qMf7www9j8+bN2LVrFx588EG88MIL+NWvfiU715ycHISHh5tvKSkptrxEIrKDqAbJU4fUdghQKSCKZWwt0hYFUp6uP+ogqkO6UN0EQ5ttPZ6I/JndNUihoaEwmdq/eUJCQnDy5Ens378fhYWFyM/Pd/oEe2rDhg24++67ERho+UM2Ozvb/PGoUaOg0Wjw4IMPIicnB1qtdTp/+fLlFl9TV1fHIInIyUQ1SIke7IEEtNdWBgWo0NgpILI1g6QX1CB5uv6oQz9BHZJJAgqrGzEgjjWZ1LvZ/WdMSkoKzp8/D6PRiJEjR6K+vh5XXXUV6uvrkZiYaNdjxcTEQKVSoayszGK8rKwMCQkJwq9JSEiw+fovv/wSp06dwv3339/tXDIyMtDW1oaCggLh/VqtFmFhYRY3InKeupZWNOitl7k92QOpgyigsbWTtjCD5OEeSB24k41Int0BUlZWFmbMmIHTp0/jySefREBAACRJglKpxDPPPGPXY2k0GowfPx47d+40j5lMJuzcuRNTpkwRfs2UKVMsrgeAHTt2CK9/6623MH78eIwePbrbuRw+fBhKpVK4c46IXK9EUH8EeHYHWwdRQNOTGiRPF2h36C8XILEOicj+JbZly5Zh2bJlAIAhQ4bgxIkT+PbbbzF8+HAMHjzY7glkZ2cjKysLEyZMwKRJk7B27Vo0NjZi4cKFAIAFCxYgOTkZOTk5AICf//znmDp1Kl555RXcdNNN2Lx5Mw4ePIg333zT4nHr6urw/vvv45VXXrF6ztzcXOzfvx/Tp09HaGgocnNzsWzZMtxzzz2IjIy0+zUQUc/JnSTv6RokQFyobfs2f0GA5CVLbClROigV7ctqV/q+tN4zEyLyIj0+XbZfv37o16+fw18/b948VFRUYMWKFSgtLcWYMWOwfft2cyF2YWEhlMrLia6rrroKmzZtwlNPPYUnnngCAwcOxNatW809kDps3rwZkiRh/vz5Vs+p1WqxefNmPPPMM9Dr9ejXrx+WLVtmUWNERO4lm0HycA0SIF5ia7a5SNt6Kc5birS1ahXSY0Nwptxya/+xYu7SJbIpQEpPT8e4cePw97//3aqX0JUUCoVDhdpLly7F0qVLhfft3r3bauz222/H7bff3uVjPvDAA3jggQeE940bNw779u2ze55E5DoXLjUJx70hgyRaErO9SNv6Om8p0gaA4UlhVgHSmYoGtLQavaZWisgTbAqQCgoKzEXQckXMQHuARERkL6NJwvsHL1iNa9VKRAmaGbqbaEmsJ40ivaUGCQCGJYbhX4eLLcaMJgnfl9VjVJ8Iz0yKyAvYFCCtXLkSffr0MX9MRORMr3x2CpUNBqvx5Iggr/jDKyjAeklMtH1fRFSD5F0ZpHDh+PHiOgZI1KvZHCABQFtbG6ZPnw4AuOaaayxqg4iIHFFU04z1e8RL87NHitt9uJuoSLtHGSRBwOUpw5LELUtYh0S9nV1F2mq1GjNmzEBqairOnDnjqjkRUS/yyZESq11UABAfpsXCqx3fAOJMjhZpS5Ik7Jek9aIltqhgDRLDA62adB4vYYBEvZvdf8YMGjTIoUNpiYhEigTHiwDAurvGISbEc4fUXkkU0DS3Grv9WaiXObLDm5bYgPY6pM5OlNTBKIpciXoJuwOkNWvWoKioCE8++STKy8tdMSci6kUq6vVWY8EaFSakRXlgNmJyAY1cANRBrleSNxVpA+072TprMhhxvooNI6n3sjtAuvHGG9Ha2opVq1YhMTERKpXKfFOre9xWiYh6GVGAlBKl88BM5IlqkIDum0XKHUcSpPGeGiRAvg7pRAkbRlLvZXdEw+U1InKmigbrAMlbltY6yAVIza1GRHTxdXKF3N7WX2ioYIkNgFV/JKLexO4AaePGja6YBxH1UqIMUmyodwVIckeDdFeoLbvE5mUBUp9IHbRqpdWS4elyZpCo97I7QMrKynLFPIioF2o2GNGgb7Ma97oASeZokO62+vtKBkmlVCA9NgQnOu1cYwaJejOHioYMBgO+/vprFBcXw2i0/AGwYMECp0yMiPxfpWB5DQBivW2JTSaD1H0Nkvh+uSU7TxoYZx0gna1sRJvRBLXKu2qmiNzB7gDp9OnTyMzMxMWLF63uUygUDJCIyGblguU1wPsySPJF2g7uYvOiRpEdBsaFWI0Z2ky4cKkZ/WKCPTAjIs+y+7v08ccfx4ULFyBJkvBGRGQrUf0R4DsBUvc1SOIAytuW2ABggCBAAoDTZaxDot7J7gDpyy+/hFqtxo4dOwAAY8eOxXvvvYeYmBjzGBGRLUQ72ADv28UmW6TtT0ts8eIA6UwF65Cod7I7QKqpqcHQoUMxY8YMKBQKBAQEYN68eUhISMALL7zgijkSkZ/ylQySXGNHx4u0vW+JLTU6GGql9cHAZ8oYIFHvZPd3aWhoKEym9rRxSEgITp48if3796OwsBC5ublOnyAR+S9RgKRWKhARFOCB2chzvEjbd5bYAlRKpAlqjU5zJxv1UnYHSCkpKTh//jyMRiNGjhyJ+vp6XHXVVaivr0diYqIr5khEfkq0iy0mRAulIJPhSY530vaNbf4dRIXa+RUNMPFMNuqF7A6QsrKyMGPGDJw+fRpPPvkkAgICIEkSlEolnnnmGRdMkYj8lS80iQS6KtJ2bBebN9YgAeIAqclgRFl9iwdmQ+RZdm/zX7ZsGZYtWwYAGDJkCE6cOIFvv/0Ww4cPx+DBg50+QSLyX74SIAXKnJ3WbQ2SzC43b80gpUaLt/NfvNSMxPAgN8+GyLPsziDddddd2LFjh3lLf79+/XDrrbcyOCIiu0iSJNzF5m1NIgFAo1JCIVj163aJrc36/gCVAiovW0LsIHdI8IXqJjfPhMjz7A6QNm/ejFmzZqFv37544okncPLkSVfMi4j8XF1LGwxt1ktUMaEaD8ymawqFQrgs5kgfJG/NHgFAn0hxlujipWY3z4TI8+wOkK6++moAQFFREV588UUMHz4ckydPxvr161FTU+Ps+RGRn/rqdKVw3BszSIC4bkiUIbqSaAnOmwOk+LBABKiss1sXLzGDRL2PQ40iCwsL8corr2DixImQJAkHDhzAkiVLkJSU5Io5EpGfKa9rwYp/HRXeF+OFNUiAOLDpNoMkuN9bC7SB9kNrkyKss0gXqplBot7HoW5lycnJWLZsGfbt24cPP/wQCQkJkCQJer246RsR0ZWe2noUVY0G4X3Dk8LdPBvbiHohOdIo0psDJEC8zHaxhhkk6n3s3sUGtB9Yu2XLFmzZsgXHjx83j4eEiFvVExF1aDWasOtUufC++ZP6eu3BqKLu190VaQsDJJmmk96iT4QOQJXFWHFNC9qMJqhV3tcBnMhV7A6Qxo8fj8OHDwNo34WiUCgwffp0ZGVlYe7cuc6eHxH5mbK6FrQarRsPJoQF4tlbhntgRrYRFmk7sM3f2zNIKVHWGSSjSUJpXQv6RIp3uRH5I7sDpG+//RYAMGjQICxYsAD33nsvUlJSnD4xIvJPpbXipoNLpveHRu29GQqHapB8MYMkEwRdvNTMAIl6FbsDpAcffBBZWVmYPHmyK+ZDRH6uRCZAGhAX6uaZ2Ee4i03mrLUO/lKDBLT3QpqcHu3m2RB5jt0B0htvvOGKeRBRLyGXQUqKCHTzTOwjyvx0W4MkyDB58zZ/QL5ZJHshUW/jvflsIvJLchmk+DAvD5AcqEESZZiCZI4t8RaxIVpoBMXYDJCot/Hu71Qi8juldda/aKOCNV6fWRHWILUazccuddZmNMFgFARIXv46lUoFkgXLbBfYLJJ6GQZIRORWxTXWGaQEL88eAeIASZIAveC4FABokRn39gAJENchHS2q7XZJkcifMEAiIrcS1SAlhnt/gCQX2OhlCrWbDG3C8UAv38UGACOTrZt1NhmM2PN9hQdmQ+QZDJCIyG3ajCaU1wsySL4QIMnUDsnVIbUYfDeDNHN4gnD80+9K3DwTIs/xigBp3bp1SEtLQ2BgIDIyMnDgwIEur3///fcxZMgQBAYGYuTIkfjkk08s7r/vvvugUCgsbrNmzbK4prq6GnfffTfCwsIQERGBRYsWoaGhwemvjYguq2jQwyQo2fHlDJJcgCQ37gsB0qg+4UgWnMm280Q59N0c0EvkLzweIG3ZsgXZ2dlYuXIlDh06hNGjR2PmzJkoLxcfRbB3717Mnz8fixYtwrfffos5c+Zgzpw5OHrU8uDLWbNmoaSkxHx77733LO6/++67cezYMezYsQMfffQR/vOf/+CBBx5w2eskIvkdbAnh4t473kQrFyDJNIuUDZB8YIlNoVBg9gjrLFK9vg1fn6n0wIyI3M/jAdKaNWuwePFiLFy4EMOGDcP69euh0+mwYcMG4fW//e1vMWvWLDz66KMYOnQofv3rX2PcuHF4/fXXLa7TarVISEgw3yIjI833nThxAtu3b8ef/vQnZGRk4JprrsFrr72GzZs3o7i42KWvl6g3KxEUaANAkj9mkGQCJ1/IIAHA7JHiZbZt/+UyG/UOHg2QDAYD8vLykJmZaR5TKpXIzMxEbm6u8Gtyc3MtrgeAmTNnWl2/e/duxMXFYfDgwfjZz36Gqqoqi8eIiIjAhAkTzGOZmZlQKpXYv3+/8Hn1ej3q6uosbkRkn5JacS8dn6hBki3SlqlB8uEMEgCMTYlEfJjWavzfx0plC9CJ/IlHA6TKykoYjUbEx8dbjMfHx6O0tFT4NaWlpd1eP2vWLPz5z3/Gzp078eKLL2LPnj2YPXs2jEaj+THi4uIsHkOtViMqKkr2eXNychAeHm6+8fw5Ivt9e6FGOO4TAZJMYOOPNUhAez+kH45KshpvMhix43iZB2ZE5F4eX2JzhTvvvBO33HILRo4ciTlz5uCjjz7CN998g927dzv8mMuXL0dtba35duHCBedNmMjPSZKEt78+h4+PWC/PhAcFQKex+9Qjt5NrZGnvEpu3N8S80o/HJgvHt35b5OaZELmfRwOkmJgYqFQqlJVZ/jVSVlaGhATx+ndCQoJd1wNAeno6YmJicObMGfNjdC4Cb2trQ3V1tezjaLVahIWFWdyIyDaHCmvwzLbjwvt8YQcbAAQGyGzz98Mi7Q7Dk8LQPzbYavw/pytR1aD3wIyI3MejAZJGo8H48eOxc+dO85jJZMLOnTsxZcoU4ddMmTLF4noA2LFjh+z1AHDx4kVUVVUhMTHR/Bg1NTXIy8szX/PFF1/AZDIhIyOjJy+JiAQ+OiK/+WFMSoT7JtIDcktjcrVGsjVIPpRBUigUwiyS0SThy9PczUb+zeNLbNnZ2fjjH/+Id955BydOnMDPfvYzNDY2YuHChQCABQsWYPny5ebrf/7zn2P79u145ZVXcPLkSTzzzDM4ePAgli5dCgBoaGjAo48+in379qGgoAA7d+7Ej370IwwYMAAzZ84EAAwdOhSzZs3C4sWLceDAAXz99ddYunQp7rzzTiQlWa+5E1HPnCkX9xiL1AVg4dX93Dwbx8hlfkQH0gK+v4utg6gOCQDyK9g3jvybxxf+582bh4qKCqxYsQKlpaUYM2YMtm/fbi7ELiwshFJ5OY676qqrsGnTJjz11FN44oknMHDgQGzduhUjRowAAKhUKhw5cgTvvPMOampqkJSUhBtuuAG//vWvodVe3pHx7rvvYunSpZgxYwaUSiXmzp2L3/3ud+598US9xNmKRuH4h0uvQUqUzs2zcYzTGkX60BIbAKRG66DTqNDUKeA7Wyn+f0rkLzweIAHA0qVLzRmgzkSF1bfffjtuv/124fVBQUH497//3e1zRkVFYdOmTXbNk4js12wwoliwvf+ujL4+ExwB8sXVnQOH7sa1ao8n7u2iUCjQLyYYx4otW5uckwl6ifyFb32nEpHPOVfZCElwvEh6jHXxrzfTqpVQKqzHm2V6AolqkIICVFAoBA/i5dIE/68Kqhohif7HEvkJBkhE5FJnK8W1Kv1jQ9w8k55RKBTCdgRymSLREpuvLa91EAWzTQYjyuu5k438FwMkInIpufojXwuQAHGA02RHHyRfK9Du0E8m2yf3/5bIHzBAIiKXOivY7aRRK5Ec6f0H1HamEwVIevESmz9lkERLbED78imRv2KAREQulS/IMvSLDoZKVNDj5exZYpOrQfJFcvVi52SWT4n8AQMkInIZSZKEGaR0QXdmXyDKINmzzd9XA6QInQaRugCr8XOVTR6YDZF7MEAiIpcpr9ejUZBh8acASbZIWzAe6KNLbIB4mY0ZJPJnDJCIyGVOltYLx32xQBsQZ4DkOmaLOmwHyZzn5gtEhdqF1U1oM4o7iRP5Ot/9biUir/f58TLh+IA43wyQxBkkO4q0fXSJDRDXIbUaJRZqk99igERELmE0Sdh+rNRqPFIXgKGJYR6YUc8FCYq0RUuIgMw2fx9eYhsQFyoc/+oMD60l/8QAiYhc4mBBNSoEjQRnDk9AgMo3f/QECwIcQ5sJRpNlR2mTSRJmkOSOK/EFGf2iIGoC/uVpBkjkn3zzpxQReb1Pj1pnjwBg9shEN8/EeURLbID1Mpu+TVyX48tLbJHBGozqE2E1nptfBX2bOItG5MsYIBGR05lMEj49WmI1Hh4UgKv6R3tgRs4hWmIDrJfT5Lb++3KABADXDYyxGmtuNSLv/CUPzIbItRggEZHTfVdUi7I66+W1G4bF++zyGtBVBsnGAMmHa5AA4LpBscLx/3zPZTbyP777k4qIvNbOE+Lda7NGJLh5Js4lF+A0dlpik9v678s1SAAwJiUCIVrrLNqXpys8MBsi12KAREROt+NEudVYYIASVw+wXqLxJXIZpM4BkeiYEcD3l9gCVErhEunJ0nrZ10zkqxggEZFTFdU040RJndX4NQNifT6DEixTg2TrEptcgOVLxqdGWo0ZTRLOlLOrNvkXBkhE5FRyy2uZQ+PcPBPnk1tiswqQ5JbY/CBAkuthdVwQFBP5MgZIRORUX5y0Xl4DgOuH+H6AJLvE1tqpBslPl9gA+QBJlDUk8mUMkIjIaSRJwiHBlu/RfcIRFxbogRk5l6272Py1BgkAYkO1iAnRWo1v/LoAT239DiW1zR6YFZHzMUAiIqe5UN2Muhbrs8mm9Pft4uwOcn2QmvS2LbH5+jb/DkMTxceO/HVfIX70+tdo0IvPpyPyJQyQiMhpviuqFY6PTA5380xcQ3TUCGCdQer8eYdAtX8ESMO6OEuvvF6Pj48Uu3E2RK7BAImInMbfAyTZIu1ONUidjx7pEKz1kwApqevDho8WsR6JfB8DJCJymqOCACksUI2UqCAPzMb5NColVErrE1s7L6k16MUZpGBBk0VfJFeo3SG/glv+yfcxQCIip5AkCUeLrQOkEcnhUIiOgfdBCoUCOkGhdecltUZBDY5KqYBW7R8/ctNjgqHp4rUUVDa6cTZEruEf361E5HEXLzWjpqnVatxfltc6iJbZOmeQOh89ArTXL/lLoKhWKTGqi/+vxbUtsoXqRL6CARIROYVoeQ0AhvtZgCTa6t85IBJlkPxlea3D/demd3n/OWaRyMcxQCIipzji5wXaHXSCrf627GLztwBp1ogEvL1wIsKDAoT3M0AiX8cAiYicIje/ymosVKtGapTOA7NxHVEGybpIW7zE5m+mDY7Dh0uvFt53loXa5OMYIBFRj9U0GXDkYo3V+MR+UVAKdn35MlENUudt/b1hia1DckQQAlTW/4+ZQSJfxwCJiHpsb34VTJL1+LUD/aOD9pVsySA1Crb5+2uApFYpkRodbDWezwCJfBwDJCLqsS9PVwjHrx0Y6+aZuJ6wBqnVtl1s/qpfjHWAdK6iAZIkiJqJfAQDJCJyWFWDHtv+W4zPT5Rb3ZcUHoj+sda/OH2dcIlN330fJH/NIAFAuuD/c11LG6oaDR6YDZFz+O93LBG5TF1LK3I+OYHN31yAXJLg2oGxftP350qiTJDBaEKb0QS1SglDmwmtRus3JcSfAyRBBgkADhZcwqwRCW6eDZFzMINERHZb98UZvHdAPjgCgGsH+V/9EQAECZbYgMvLbKLsESBemvMXw5PErRy2/ZeH1pLv8ooAad26dUhLS0NgYCAyMjJw4MCBLq9///33MWTIEAQGBmLkyJH45JNPzPe1trbisccew8iRIxEcHIykpCQsWLAAxcWW36hpaWlQKBQWt1WrVrnk9RH5E5NJwqYDhV1eExSgwjUD/DNAEhVpA5cLtUX1R4D/HFQrMjwpDH0irc/b+/xEmbDlAZEv8HiAtGXLFmRnZ2PlypU4dOgQRo8ejZkzZ6K83LqmAQD27t2L+fPnY9GiRfj2228xZ84czJkzB0ePHgUANDU14dChQ3j66adx6NAh/POf/8SpU6dwyy23WD3Wc889h5KSEvPtoYceculrJfIHFy81o76l6196y34wEBE6jZtm5F5yAVJHc0jRDjbAv2uQFAoFbh6dZDWubzNhx/FSD8yIqOc8HiCtWbMGixcvxsKFCzFs2DCsX78eOp0OGzZsEF7/29/+FrNmzcKjjz6KoUOH4te//jXGjRuH119/HQAQHh6OHTt24I477sDgwYMxefJkvP7668jLy0NhoeVfvaGhoUhISDDfgoPlC0r1ej3q6uosbkS90fESccfsxPBA3Da+D97/6RQ8cF1/N8/KfYIEh9UCl3shyWVM/DlAAoBbBAESAPwjr8jNMyFyDo8GSAaDAXl5ecjMzDSPKZVKZGZmIjc3V/g1ubm5FtcDwMyZM2WvB4Da2looFApERERYjK9atQrR0dEYO3YsXn75ZbS1yf9VnJOTg/DwcPMtJSXFhldI5H+OF4v/ONi0eDJW3z4aE9Oi3Dwj95ILdDoySJ2bRnYI8eMlNgAYkhCKgXEhVuNfnanEp9+VeGBGRD3j0QCpsrISRqMR8fHxFuPx8fEoLRWnZUtLS+26vqWlBY899hjmz5+PsLAw8/jDDz+MzZs3Y9euXXjwwQfxwgsv4Fe/+pXsXJcvX47a2lrz7cKFC7a+TCK/crzEOkDSaVR+d6SIHNE2f+BycXZvLNIG2pfZ5LJIT//rGC5xyz/5GL/+jm1tbcUdd9wBSZLwxhtvWNyXnZ1t/njUqFHQaDR48MEHkZOTA61Wa/VYWq1WOE7U24gySEMTw/zuSBE5oTIZpAZzgCSuQfLnbf4d7p6cire+PoeaplaL8coGPdbvycfyG4d6aGZE9vNoBikmJgYqlQplZWUW42VlZUhIEPfOSEhIsOn6juDo/Pnz2LFjh0X2SCQjIwNtbW0oKCiw/4UQ9RI1TQYU17ZYjQ9L7Pr7y5+EBopPr+8oXJffxeb/AVJUsAbP3DxceN/H35Wwszb5FI8GSBqNBuPHj8fOnTvNYyaTCTt37sSUKVOEXzNlyhSL6wFgx44dFtd3BEenT5/G559/jujo6G7ncvjwYSiVSsTFxTn4aoj8n2h5DWjPIPUWoYHiQKeuuT1rIluk7cdHjVzpR2OSMHWQ9REzFy8143xVkwdmROQYj/9Jk52djaysLEyYMAGTJk3C2rVr0djYiIULFwIAFixYgOTkZOTk5AAAfv7zn2Pq1Kl45ZVXcNNNN2Hz5s04ePAg3nzzTQDtwdFtt92GQ4cO4aOPPoLRaDTXJ0VFRUGj0SA3Nxf79+/H9OnTERoaitzcXCxbtgz33HMPIiMjPfNGEPmAbf8VF9sOS+o9AVJYUNcZpM7HjnToDRkkoL0W6dZxydjzvfX5fF+eqURSRBCaDUaEBan9stM6+Q+Pf8fOmzcPFRUVWLFiBUpLSzFmzBhs377dXIhdWFgIpfJyouuqq67Cpk2b8NRTT+GJJ57AwIEDsXXrVowYMQIAUFRUhA8//BAAMGbMGIvn2rVrF6ZNmwatVovNmzfjmWeegV6vR79+/bBs2TKLuiQispSbX4X3BA0ilQpgcHyoB2bkGcEaFZQKwNRptai+pesMklx7AH90tUyT0Ke3HsWzHx5Dm0nC2L4ReOX20UiPtd75RuQNFBIXhR1SV1eH8PBw1NbWdlvfROTryutb8IM1/0Ftc6vVfYPiQ/DZsqkemJXnjHrm36jr1Czzx2OT8eq8MfjV3/+Lvx28aHFfsEaFY8/NcucUPe6m332JYzItITpMSY/GpsUZzCSRW9n6+9vjjSKJyPtt+KpAGBwBwG3j+7h5Np4nWmbryCCJdrH1luW1K1070LoOqbPcs1W4eKnZDbMhsh8DJCLqUkurEVu+EZ+9NmdMEhZdk+7mGXmeaCdbR0ZJtMTWOwMk287i+6ag2sUzIXIMAyQi6tK2/xbjUpN19mhc3wi8cscYqHpJ/6MriXaymYu0Bdv8/fmgWjnjUyNlz6270sHzl9wwGyL7MUAiIlmSJOHPueeF9y2/cWivDI4AIEyUQTJv8xcssfl5F22RwAAVHp4xsNvrDjKDRF6q933XEpHNjhbV4bsi68NphyaGYUJq722JESbMILUHSOIMUu/8UXv/Nf0QqQvAh/8tRmJ4ED47VmpV3P59WQNqm1oRrhO3TyDylN75XUtENvnbQfGZg1lTUnv1ziPREluDvg0mkyQ8i623BkhqlRLzJvbFvIl9AQB/SYnA01uPWl2XV1iN64fEW40TeRKX2IhIqKXViH8dLrIaD9GqccsY8aGkvYWoSNsktR8zIizS7iVdtLsjl3X8poB1SOR9GCARkdBnx8uslkMA4ObRiX5/Mn13woLEr7+mqRUtrSar8d6aQepsUHyoMPuWm1/lgdkQdY0BEhEJ/e0b8fLa7RNS3DwT7yN3YG1ZnfVBvgADpA4qpQLjBVmkwxdqcKGa57SRd2GARERWvi+rx1dnKq3G+8cGY2xKhPsn5GXkDqwtqZUJkLjEZjZ9sPhA8A//W+zmmRB1jQESEVl568tzwvE7JqT06uLsDqJt/gBQKhcgMYNkdtOoRGF7iK3fFoEnX5E3YYBERBbOVzVii2D3WmCAEndweQ2AfAapuFZ8bEYIAySzmBCtsMv26fIGHC/p+uw2IndigEREZkeLajFn3dfC+24fn4LIYI2bZ+Sd5GqQzleJ62gi2OPHwpwxycLxd/YWoKS2mZkk8gr8s4aIAAD5FQ2Y/+Y+1Au2qSsUwE+u6eeBWXknuV1sBVWNwvEoBpYWfjAsHkEBKjS3WnYd/9vBi/jbwYtIjdbhTwsmYGB8qIdmSMQMElGvJkkS/pF3EUvePYQZr+wRBkcA8IOh8egXE+zm2XkvuRqkgkoGSLYI1qrxoy56aZ2vasI9b+0X9pQichcGSES92KrtJ/HL9/+Lj78rkb0mNlSLX88Z4cZZeT+tWokAlXWhsUlmZSg6WOviGfme/5s2AOouzvIrq9PjD3vycanRgNz8KpyTCT6JXIVLbES9VN75avxhz9kurxndJxzr7h6H+LBAN83KNygUCoQFBqCq0dDttUEBKgRxm7+VvtE6zB3XR7ghoMNrX5zBa1+cMX+++Np+ePKmYe6YHhEzSES9UavRhCf+aX0m1pX6xwbjvQcmo0+kzk2z8i1yO9k64/KavKXXd51F6uyPX57DrpPlLpwR0WUMkIh6oY1fn8OpsnrZ+9VKBX5759hef6RIV+R2snUWHcIASU5KlA4v3DrSrq958z9dZz2JnIU//Yh6GUObCX+UaQQJABqVEi/fPgojksPdOCvfwwySc9wxIQVjUiKw/2wVNu4twNmKrmuNcs9W4XhxHYYlhblphtRbMUAi6gUkSUJFgx4AsPdMFSrq9VbX6DQq/HHBBAxPCkOEjr/UuyO3k60zBkjdGxQfikHxobhxZCJufu0rFMt0JO+w4etzWH37aDfNjnorBkhEfuhoUS3e3lsAo0nC8KQw/GXfedkmhh3W3zMeVw+w7nBMYrZmkKIZINksOkSLdxdPxrw/5KJcEMR3+PBwMZZMH4CUyCCoVawUIddggETkZ06X1WPuG3uhbzMBAD74tqjbrxkQFyI8/oHk2VqDFMUt/nbpFxOMTYsn4+H3vpU9esRgNGH66t0I0apxV0ZfPD5rCJR2FHsT2YIBEpGfWf3ZKXNwZKusKak8hNZOkTYeH8IMkv0GxIVg20PX4PCFGpTXtWDJpkPCHlMN+ja8+Z+z0GlUmDcxBfGhgQyUyGmYmyTyI5caDfjCzm3QoVo1bh3Xx0Uz8l+DEmw7BoM1SI5RKRUYnxqJ2SMTsWBKWpfXrv38NKbkfIHJOTvxpy/Pos1o3x8IRCLMIBH5kY++K0Gr0b6DPh+aMQDBPG3ebrbu8oviNv8eW/aDQfjoSAkqG+TrkgCgvF6P5z8+ga2Hi/CTq/vh28IahASqce/kVCRFBLlptuQv+FORyEc06tv+17+oAcMSw9A/NhibDhTCJAH3Tk7FD4bFY9P+wm4f5/ohcWjUtyFApcSNIxNx58QUN8ze/ySFByJSF4BLTa1dXhfFHYE9Fh4UgCdvGoJlW/5r0/VHi+qQ/bfL175/8CI+efgaxLEjPNmBARKRD5AkCT/9ax6+PF0JANj232KL+//zfUW3j6FWKvDOTyZxp5qTKBQKjEgON/8/kcMMknP8eGwfXKxuxuu7zthdY1fZoMeL20/hR2OScLCgGnqjCXPGJGNoInspkTyFJEn25eMJAFBXV4fw8HDU1tYiLIzfZOQadS2t+OJEOfafq8Z7B7rPDsmZNjgWD1yXjqv6MzhyplWfnsT6Pfmy9weoFPj++dksgHeiBn0byutacMcf9nW75NYVhQJYPnsIHriuvxNnR77A1t/fzCARealvCqrxs7/mobKh+wNR5WjUShx4YgYbP7rIiOSu/ziKCtYwOHKyEK0aIbEh+MO943Dfhm9Qr29z6HEkCXjhk5OoajTg8VlD+P+JrDBAIvICNU0GvLu/EPvPVWNwfAhSo4Pxm49PoLnV2KPHfeqmoQyOXGhEUteF2uyB5DrjU6Ow51fTceBcNZIiAhEXGogf//5rlHTThbuzP+w5ixaDEUMTwxCkUSE5IghjUiKsGlBKkoSD5y/h6zOVaNS34a6MVPSLCXbmSyIvwwCJyMP+nncRv/n4uLnY15Z6ou6olAosnz0E905O7fFjkbzUaB1CA9WobxFnMdgDybWigjWYNSLB/Pmfsibgvo3fCI/S6co7uectPlcqgLF9IzEhNRKBASrUNrfi4PlqHC263Ljyra/O4Tc/Hon5k/r27EWQ12KARPQ/Hx0pxqdHSxGl0+CB69KREqUDALQZTWgzSQgMUAm/TpIkFNU0Q6FQICk80CJVL0mS+fNWowl786uQd/4Szlc1oslgRN75S6hudHwJTWRCaiQenz0EE9KinPq4ZE2hUGBEUjhyz1YJ72cPJPcanhSOz35xHf5x6CK+OFmOvfni/y/dMUlA3vlLyDt/qctrlv/zOzTq23D/temOTpm8GAMk8jtfnq5Abn4VUqJ0uGV0kk09fv705Vk8//EJ8+d/2XceVw+IRkNLG44V10FCe8FtpE6DVqMJKVE6LJ89FN+X1eOv+87jZGk9ACA+TIsp6dEAgLOVjThWXAeVQgFtgFI2y+CoR24YhBuGJyAhPBB5BZegVrX/so7kL2W3unVcsmyA1Pd/QTa5T2SwBvdfm45F1/TDPW/tx9dnLv+/CQpQIT02GMeKxUeYOOL5j0+gvqUNS6YPgEbdvizXZjShudWINqOENpOEC5eacLCgGk0GI24YloBhSbZt7DGZJOQVXsLFS03oHxuCEUnh7BTuRl6xi23dunV4+eWXUVpaitGjR+O1117DpEmTZK9///338fTTT6OgoAADBw7Eiy++iBtvvNF8vyRJWLlyJf74xz+ipqYGV199Nd544w0MHDjQfE11dTUeeughbNu2DUqlEnPnzsVvf/tbhISE2DRnf93F1tJqxOYDhfj8RDmCNCr8cFQibh6V5BPflCaThOc+Oo639xaYxyJ0Abh5VBLG9o3A+NRIpEZfrhkwtJlwtLgWJ0rq8OQHRz0wY8fdNCoR6+4a5+lpENr/3f3ui9N4/YszaLviPAyNSoltD12DwTZ23Cbnq2404JXPTiHv/CX0iwnGsh8MwsC4ENz9p/0OZ5fkaFRKpMXoYJKAgspGi38LnV09IBp3TUqFWqWASqFAemww4sICcbiwBtVNBkiShIuXmrHtv8XmP76A9iXbOyam4P+m9TefBVjb3Iq9ZypR19KK8alRaDK04dD5S2g0GCFJEkwSYPrff6ODNchIj0JhVRNOlNQjLUaHzKHx0GlUOHCuGl/nVyFYo8LM4QlI8+P6Klt/f3s8QNqyZQsWLFiA9evXIyMjA2vXrsX777+PU6dOIS4uzur6vXv34rrrrkNOTg5++MMfYtOmTXjxxRdx6NAhjBgxAgDw4osvIicnB++88w769euHp59+Gt999x2OHz+OwMD2RmGzZ89GSUkJ/vCHP6C1tRULFy7ExIkTsWnTJpvm7ewAafOBwi63C7uDSQIKq8UnvqdG6+DNIZIEdHtaPQDEhGgQ8r+MUkW9Ho2GnhVBe8rGhRMxfbD19wd5zsVLTfjTl+ewN78SMSFa/N+0AbiGBwB7pePFdbjptS/h+fSA45L/1xm8pLZZeE6drZSK9t2uLa2WvaViQrQI0YrLCjxh5y+nQeWkP9R9JkDKyMjAxIkT8frrrwMATCYTUlJS8NBDD+Hxxx+3un7evHlobGzERx99ZB6bPHkyxowZg/Xr10OSJCQlJeGXv/wlHnnkEQBAbW0t4uPj8fbbb+POO+/EiRMnMGzYMHzzzTeYMGECAGD79u248cYbcfHiRSQlJXU7b2cHSG/+Jx8vfHKyx49Dvm1KejSqGw04W9mA8amRWD57KEyShAVvHTBvZ747oy9+8+ORHp4pkW9b89kp/O6LM+bPNSolbpvQB7tPlqNYZidc/9hgTE6Pxrs2dKwn58p/4Ua3B0gerUEyGAzIy8vD8uXLzWNKpRKZmZnIzc0Vfk1ubi6ys7MtxmbOnImtW7cCAM6dO4fS0lJkZmaa7w8PD0dGRgZyc3Nx5513Ijc3FxEREebgCAAyMzOhVCqxf/9+/PjHP7Z6Xr1eD73+8s6IujrnrWETAcBPp/bH47OHCO/78rHp+O/FWiRHBGJAHJdsiHpq2Q8GYWhiGL48U4k+kUG4d3IqQgMD0Go04cC5akgSMCAuBKfK6lFQ2YhB8aHI6BcFpVKB0X0i8Pg/j/Qoc0Pez6MBUmVlJYxGI+Lj4y3G4+PjcfKkOJtSWloqvL60tNR8f8dYV9d0Xr5Tq9WIiooyX9NZTk4Onn32WRtfGfkLhQIIVKu67UekVSsxMjkcp8sbUNt8+Wyu0EA1rhkQA51GDYPRhKTwQFw/JA7jUyOx/Vgp/pF3Efq29mMPbp/QR/bxI3QaTB0U67TXRdTbKRQKzB6ZiNkjEy3GA1RKi+N4EsIDrb737piYgghdAJ758Jhstol8H3ex2Wj58uUWmau6ujqkpPCQT380ITUSoYFqDIgLMTeDq21uxf6zVZAArP73KZwubzBfP6lfFP64YALCgwLQZGjD9qOlOFVWj1HJEbhheDwCOjWc6/DDUUn44ajul3OJyPvcMDwBUwfHIje/CseK63CsuBYnS+phlCQMjg/F4IRQaFRKqFVKaNVKKBTAu/sLceaKnx22CAxQYkhCGAJUCnxTIN92gJzPowFSTEwMVCoVysrKLMbLysqQkJAg/JqEhIQur+/4b1lZGRITEy2uGTNmjPma8vJyi8doa2tDdXW17PNqtVpota7rits3SocZQ7yj6DYmRItrBsag2WDE3vxKp29Pd7XkyCAsmJKK/rEhKK1rQV1zG45crEHu2SrUXnHyukqpQEqUDoEBSlQ3GmAyAbdP6CPsHxQeFIAbhrf/25g6KBYbvy7AucoGTEyLwo/HJpu77uo0atw6Tj4TRET+Q6tWYdrgOEyzccNE1pQ0nCitQ21TKxQKBRSK9oN0DxZcQkurEanRwZiQFgmtWgmlQgGNWon+sSFQKRWQJAm7v6/AjuNlKLsia6VRK5ESpYNaqUBZnR4BKgWuHRiLsX0jEBSgglKhgEIJNLS0YdepcnxzrhoROg36RulQVteC/IpGSJKEyGANRiSFobm1fXdvi49uYHEmryjSnjRpEl577TUA7UXaffv2xdKlS2WLtJuamrBt2zbz2FVXXYVRo0ZZFGk/8sgj+OUvfwmgPdsTFxdnVaR98OBBjB8/HgDw2WefYdasWR4r0iYiIiLX84kibQDIzs5GVlYWJkyYgEmTJmHt2rVobGzEwoULAQALFixAcnIycnJyAAA///nPMXXqVLzyyiu46aabsHnzZhw8eBBvvvkmgPZ15V/84hd4/vnnMXDgQPM2/6SkJMyZMwcAMHToUMyaNQuLFy/G+vXr0draiqVLl+LOO++0KTgiIiIi/+bxAGnevHmoqKjAihUrUFpaijFjxmD79u3mIuvCwkIolZdrOK666ips2rQJTz31FJ544gkMHDgQW7duNfdAAoBf/epXaGxsxAMPPICamhpcc8012L59u7kHEgC8++67WLp0KWbMmGFuFPm73/3OfS+ciIiIvJbHl9h8FZfYiIiIfI+tv7/F22uIiIiIejEGSERERESdMEAiIiIi6oQBEhEREVEnDJCIiIiIOmGARERERNQJAyQiIiKiThggEREREXXCAImIiIioE48fNeKrOhqQ19XVeXgmREREZKuO39vdHSTCAMlB9fX1AICUlBQPz4SIiIjsVV9fj/DwcNn7eRabg0wmE4qLixEaGgqFQuHp6ThNXV0dUlJScOHCBZ4x9z98T6zxPRHj+2KN74k1vifW3PmeSJKE+vp6JCUlQamUrzRiBslBSqUSffr08fQ0XCYsLIzfuJ3wPbHG90SM74s1vifW+J5Yc9d70lXmqAOLtImIiIg6YYBERERE1AkDJLKg1WqxcuVKaLVaT0/Fa/A9scb3RIzvizW+J9b4nljzxveERdpEREREnTCDRERERNQJAyQiIiKiThggEREREXXCAImIiIioEwZIZPab3/wGV111FXQ6HSIiIoTXKBQKq9vmzZvdO1E3suU9KSwsxE033QSdToe4uDg8+uijaGtrc+9EPSwtLc3q38WqVas8PS23WrduHdLS0hAYGIiMjAwcOHDA01PymGeeecbq38OQIUM8PS23+89//oObb74ZSUlJUCgU2Lp1q8X9kiRhxYoVSExMRFBQEDIzM3H69GnPTNZNuntP7rvvPqt/O7NmzfLIXBkgkZnBYMDtt9+On/3sZ11et3HjRpSUlJhvc+bMcc8EPaC798RoNOKmm26CwWDA3r178c477+Dtt9/GihUr3DxTz3vuuecs/l089NBDnp6S22zZsgXZ2dlYuXIlDh06hNGjR2PmzJkoLy/39NQ8Zvjw4Rb/Hr766itPT8ntGhsbMXr0aKxbt054/0svvYTf/e53WL9+Pfbv34/g4GDMnDkTLS0tbp6p+3T3ngDArFmzLP7tvPfee26c4RUkok42btwohYeHC+8DIH3wwQdunY83kHtPPvnkE0mpVEqlpaXmsTfeeEMKCwuT9Hq9G2foWampqdKrr77q6Wl4zKRJk6QlS5aYPzcajVJSUpKUk5PjwVl5zsqVK6XRo0d7ehpepfPPTpPJJCUkJEgvv/yyeaympkbSarXSe++954EZup/o90lWVpb0ox/9yCPz6YwZJLLbkiVLEBMTg0mTJmHDhg2QenErrdzcXIwcORLx8fHmsZkzZ6Kurg7Hjh3z4Mzcb9WqVYiOjsbYsWPx8ssv95plRoPBgLy8PGRmZprHlEolMjMzkZub68GZedbp06eRlJSE9PR03H333SgsLPT0lLzKuXPnUFpaavHvJjw8HBkZGb363w0A7N69G3FxcRg8eDB+9rOfoaqqyiPz4GG1ZJfnnnsO119/PXQ6HT777DP83//9HxoaGvDwww97emoeUVpaahEcATB/Xlpa6okpecTDDz+McePGISoqCnv37sXy5ctRUlKCNWvWeHpqLldZWQmj0Sj8d3Dy5EkPzcqzMjIy8Pbbb2Pw4MEoKSnBs88+i2uvvRZHjx5FaGiop6fnFTp+Poj+3fSmnx2dzZo1C7feeiv69euH/Px8PPHEE5g9ezZyc3OhUqncOhcGSH7u8ccfx4svvtjlNSdOnLC5gPLpp582fzx27Fg0Njbi5Zdf9qkAydnvib+y533Kzs42j40aNQoajQYPPvggcnJyvOroAHKP2bNnmz8eNWoUMjIykJqair/97W9YtGiRB2dG3u7OO+80fzxy5EiMGjUK/fv3x+7duzFjxgy3zoUBkp/75S9/ifvuu6/La9LT0x1+/IyMDPz617+GXq/3mV+EznxPEhISrHYrlZWVme/zZT15nzIyMtDW1oaCggIMHjzYBbPzHjExMVCpVOb/7x3Kysp8/t+As0RERGDQoEE4c+aMp6fiNTr+bZSVlSExMdE8XlZWhjFjxnhoVt4nPT0dMTExOHPmDAMkcq7Y2FjExsa67PEPHz6MyMhInwmOAOe+J1OmTMFvfvMblJeXIy4uDgCwY8cOhIWFYdiwYU55Dk/pyft0+PBhKJVK83vizzQaDcaPH4+dO3ead3SaTCbs3LkTS5cu9ezkvERDQwPy8/Nx7733enoqXqNfv35ISEjAzp07zQFRXV0d9u/f3+1O4t7k4sWLqKqqsggi3YUBEpkVFhaiuroahYWFMBqNOHz4MABgwIABCAkJwbZt21BWVobJkycjMDAQO3bswAsvvIBHHnnEsxN3oe7ekxtuuAHDhg3Dvffei5deegmlpaV46qmnsGTJEp8KGnsiNzcX+/fvx/Tp0xEaGorc3FwsW7YM99xzDyIjIz09PbfIzs5GVlYWJkyYgEmTJmHt2rVobGzEwoULPT01j3jkkUdw8803IzU1FcXFxVi5ciVUKhXmz5/v6am5VUNDg0XW7Ny5czh8+DCioqLQt29f/OIXv8Dzzz+PgQMHol+/fnj66aeRlJTk161TunpPoqKi8Oyzz2Lu3LlISEhAfn4+fvWrX2HAgAGYOXOm+yfr6W105D2ysrIkAFa3Xbt2SZIkSZ9++qk0ZswYKSQkRAoODpZGjx4trV+/XjIajZ6duAt1955IkiQVFBRIs2fPloKCgqSYmBjpl7/8pdTa2uq5SbtZXl6elJGRIYWHh0uBgYHS0KFDpRdeeEFqaWnx9NTc6rXXXpP69u0raTQaadKkSdK+ffs8PSWPmTdvnpSYmChpNBopOTlZmjdvnnTmzBlPT8vtdu3aJfz5kZWVJUlS+1b/p59+WoqPj5e0Wq00Y8YM6dSpU56dtIt19Z40NTVJN9xwgxQbGysFBARIqamp0uLFiy3aqLiTQpJ68R5tIiIiIgH2QSIiIiLqhAESERERUScMkIiIiIg6YYBERERE1AkDJCIiIqJOGCARERERdcIAiYiIiKgTBkhEREREnTBAIiK/NW3aNCgUCkybNs1lz6FQKKBQKPDMM8+47DmIyP0YIBGR35MkCenp6VAoFLj++uut7v/iiy/Mgc5f//pX87jBYEB4eDgef/xxd06XiLwAAyQi8nsKhQILFiwAAOzevRsXLlywuP8vf/kLACAsLAy33nqreXzXrl2oq6vz68NDiUiMARIR+YVLly7hjjvugE6nQ9++fbF+/XqL+7OysqBQKCBJEt59913zeHNzM/7xj38AAG6//XbodDrzff/617+QkJCAjIwMAMCRI0cwefJkBAYGYvTo0fjqq6+s5nHfffeZs1Gdb0TkOxggEZFfuP/++/H++++jubkZOp0OjzzyCA4ePGi+v1+/frjuuusAXM4YAcDWrVtRX18PoD246SBJEj788EPcfPPNUCgUaG5uxo033oj9+/fDZDKhtbUVN910k9U8+vfvj4yMDPMtICAAABAYGOiKl01ELsIAiYh8Xn5+Pv75z38CAB577DGcPHkSeXl50Ov1Ftd1BEDHjx9HXl4eAJhrjgYMGIBrrrnGfO3BgwdRVFRkXl7btGkTioqKAAAffvghjh8/jjVr1ljN5emnn8a+ffuwb98+3HXXXWhtbYVSqbSobSIi78cAiYh83rFjx8wfz507FwAwePBgjBo1yuK62267DcHBwQDas0jl5eX47LPPALQvwV3pX//6F0JCQjBjxgyL59DpdJg1axYA4I477pCd0z//+U8sW7YMAPDb3/7WPC8i8g0MkIio1wgJCcFtt90GAHjvvffwl7/8BW1tbVAqleYi7g5bt27FzJkzodVqLcZtqSXau3cv7r77bphMJjz22GNYunSp814EEbkFAyQi8nnDhg0zf/zBBx8AAL7//nscOXLE6tqOZbby8nJz76Lp06ejb9++5mvy8/Nx7Ngxi91rw4cPBwA0Njaas05///vfrR7/+++/xy233IKWlhbce++9yMnJ6dFrIyLPYIBERD5vwIAB5mAmJycHQ4cOxbhx46BSqayunTp1Kvr16wcAaGhoAGBZnA20L6+p1WqLIuy77roLSUlJAICbb74Zw4cPx0MPPWT1+A8//DCqqqoAtC/LTZkyBZMnT8bkyZN7/DqJyH0YIBGRX3jrrbcwd+5cBAYGora2Fs8995wwKLmyJxJg3fsIaF9eu/baaxEZGWkeCwoKwscff4yJEyeaxzqyVVdqaWkxf3zo0CHs37/ffCMi36GQJEny9CSIiLxFZWUlEhISsGbNGjz88MOeng4ReQgzSEREV6iursZTTz2F22+/3dNTISIPYgaJiIiIqBNmkIiIiIg6YYBERERE1AkDJCIiIqJOGCARERERdcIAiYiIiKgTBkhEREREnTBAIiIiIuqEARIRERFRJwyQiIiIiDr5fyYin1mfw7y6AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dW/dy; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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sVGVlpZ555hllZmbqL3/5i06cOKETJ05o48aNyszM1Ny5c1NZLwCHS9xaSk8dAOyhSWctzZw5U5dccoluvPHG8LURI0aoR48emj17drMVBwDnS3z6dZoKAWALTVq1dOjQIZ07d07PP/+8vve970mSVq5cqY8//lgXXHBBsxYIAJH8CZIKrSXAWZo0InPdddfJ7/fr/vvvV15envLy8jR58mQFAgFdd911zV0jAIQlPqIgPXUAsIcmBZkXXnhBgwYNUjAYjHoMHDhQL7zwQnPXCABhiVctkWQAJ2lSa6mwsFDbtm3TmjVrtHPnTrlcLg0YMEBjxoxp7voAIAqTfQFEalKQqaurU2lpqRYuXKizZ89Kklq3bq0HHnhAZWVlat26dbMWCQAh7OwLIFKTgsz06dO1ePHiqCFcn8+n8vJynTlzRgsXLmy2AgEgUqLWUaKgA6BladIcmWXLlkmS7rrrLq1evVqrV6/W3XffrWAwGH4NAFLBn+CoN3IM4CxNGpHJzMxUUVFRVGgZM2aMtmzZon/+85/NVRsA1ENrCUCkJo3I3HXXXfJ6vTp9+nT4Wm1trbxeryZMmNBsxQHA+RIeUcCQDOAoTRqRyc7OVk1NjQYNGqTbbrtNkrRu3TqdOXNGbdu21eOPPx5+75w5c75RgYcPH9bMmTP15ptv6vTp07r00ku1dOlSFRcXf6PfF4CZWLUEIJIr2IQfXzIyMuRyucKnXUuK+nUkv9/f5OJOnjypgQMHasSIEZoyZYo6deqkffv2qWfPnurZs2dSv4fX61Vubq48Ho9ycnKaXAsAe3hq/cf6v5s+ifn6A8N76uFbeqexIgCpkOz37ybvI9NQaGluv/nNb1RQUKClS5eGrxUVFcX9jM/nk8/nCz/3er0pqw9A+iUckUlPGQBsoklB5uDBg81cRsPWrFmjUaNGady4cXrnnXfUtWtXPfDAA5o0aVLMz5SVlelXv/pVWuoDkH6J58ikqRAAttCkyb7pcuDAAS1atEi9evXSn//8Z02ZMkUPPfSQXn755ZifKS0tlcfjCT+qqqrSWDGAVEt4aCRJBnCUJo3IpEsgEFBxcbHmzp0rSRo4cKB27dqlxYsXx1wd5Xa75Xa701kmgDSitQQgkq1HZLp06aI+ffpEXbv88st16NAhiyoCYDUOjQQQydZBZujQodqzZ0/Utb1796p79+4WVQTAaomPKEhTIQBswdZB5qc//am2bNmiuXPnav/+/Vq+fLmWLFmikpISq0sDYBH2kQEQydZB5uqrr9bKlSv1yiuvqF+/fnriiSdUXl6u8ePHW10aAIskPqKAJAM4ia0n+0rSbbfdFt49GAASz5FJUyEAbMHWIzIAcL5AwtOvSTKAkxBkABiF068BRCLIADBKosm+iYIOgJaFIAPAKBxRACASQQaAUWgtAYhEkAFgFH/CfWSIMoCTEGQAGIXl1wAiEWQAGIU5MgAiEWQAGCXRPjKsWgKchSADwChM9gUQiSADwCgcGgkgEkEGgFESz5EhyQBOQpABYBQ/rSUAEQgyAIySuLVElAGchCADwCiJgkqioAOgZSHIADAKq5YARCLIADAK+8gAiESQAWCUhEGFHAM4CkEGgFESt5ZIMoCTEGQAGMWfYDZvotYTgJaFIAPAKImCDCMygLMQZAAYJeGGeOQYwFEIMgCMcs7PPjIAvkaQAWCURK0lli0BzkKQAWAUWksAIhFkABgl4aolkgzgKAQZAEZJvGoJgJMQZAAYJWGQIckAjkKQAWAUWksAIhFkABgl8aolAE5CkAFglHO0lgBEIMgAMEqA1hKACAQZAEZhRAZAJIIMAKMk3BCPBdiAoxBkABgl8aqlNBUCwBYIMgCMEQwGE69aIsgAjkKQAWCMZEZbaC0BzkKQAWCMc4FAwvfQWgKchSADwBhJ5BgFWbYEOIpRQWbevHlyuVyaPn261aUAsAAjMgDOZ0yQee+99/Tcc8/pyiuvtLoUABZJakQm9WUAsBEjgsypU6c0fvx4Pf/882rfvr3V5QCwSDIjMuyIBziLEUGmpKREt956q0aOHJnwvT6fT16vN+oBoGVI5sBIWkuAs7SyuoBEVqxYoR07dui9995L6v1lZWX61a9+leKqAFgh0a6+EsuvAaex9YhMVVWVpk2bpmXLlqlNmzZJfaa0tFQejyf8qKqqSnGVANLlnD+JIEOOARzF1iMy27dv17FjxzRo0KDwNb/fr4qKCj377LPy+XzKzMyM+ozb7Zbb7U53qQDSIJmTrWktAc5i6yBz00036cMPP4y6NnHiRPXu3VszZ86sF2IAtGyJTr6W2EcGcBpbB5ns7Gz169cv6lq7du3UsWPHetcBtHzJTPYF4Cy2niMDAJGSW7VE2AGcxNYjMg3ZtGmT1SUAsEgyQYYcAzgLIzIAjJFUkElDHQDsgyADwBjJTPaltQQ4C0EGgDGSCinkGMBRCDIAjJHUhnhpqAOAfRBkABiDVUsAzkeQAWCMpM5aIscAjkKQAWAMfyCQ8D0cGgk4C0EGgDH8iXOMksg6AFoQggwAYyQzIgPAWQgyAIzBoZEAzkeQAWCM5FYtpaEQALZBkAFgjOSOKCDJAE5CkAFgDEZkAJyPIAPAGJx+DeB8BBkAxkhmQzwOKQCchSADwBi0lgCcjyADwBhJHRpJbwlwFIIMAGMkcyAkMQZwFoIMAGMksyFegN4S4CgEGQDGSG4fGQBOQpABYIxkggxJBnAWggwAYyTVWmKyL+AoBBkAxkhm/gsxBnAWggwAYyR3+nUaCgFgGwQZAMZIpm1EawlwFoIMAGMktSFeGuoAYB8EGQDGSGq0hSQDOApBBoAxzgUCCd9DawlwFoIMAGOwIR6A8xFkABgjqSDDiAzgKAQZAMZIbkO8NBQCwDYIMgCMwYGQAM5HkAFgjGRGZCTaS4CTEGQAGCOpQyNFewlwEoIMAGMkG2QYkQGcgyADwBiMyAA4H0EGgDH8SY60BNlNBnAMggwAYyTfWkpxIQBsgyADwBgEGQDnI8gAMEbSy69pLQGOYesgU1ZWpquvvlrZ2dnKy8vT2LFjtWfPHqvLAmARRmQAnM/WQeadd95RSUmJtmzZog0bNqiurk4333yzamtrrS4NgAWSX7VEkgGcopXVBcSzfv36qOcvvfSS8vLytH37dl1//fUWVQXAKkmPyKS4DgD2Yesgcz6PxyNJ6tChQ8z3+Hw++Xy+8HOv15vyugCkB60lAOezdWspUiAQ0PTp0zV06FD169cv5vvKysqUm5sbfhQUFKSxSgCpxM6+AM5nTJApKSnRrl27tGLFirjvKy0tlcfjCT+qqqrSVCGAVDsXCCT1PnIM4BxGtJYefPBBrV27VhUVFerWrVvc97rdbrnd7jRVBiCdkj16gBwDOIetg0wwGNTUqVO1cuVKbdq0SUVFRVaXBMBCyY7IsGoJcA5bB5mSkhItX75cq1evVnZ2tqqrqyVJubm5ysrKsrg6AOmWZI6htQQ4iK3nyCxatEgej0fDhw9Xly5dwo9XX33V6tIAWCDpOTI0lwDHsPWIDCsPAETyMyID4Dy2HpEBgEh+Vi0BOA9BBoAxODQSwPkIMgCMEUj6rKUUFwLANggyAIyR9IgMvSXAMQgyAIyR7P4w5BjAOQgyAIyR/IhMigsBYBsEGQBGCASCSQcUJvsCzkGQAWAEfyOGWRiRAZyDIAPACP5GLEXirCXAOQgyAIzQmCBDjAGcgyADwAjJTvSVWH4NOAlBBoARkt0MT2KODOAkBBkARmjUiEwK6wBgLwQZAEZgsi+AhhBkABiB5dcAGkKQAWAEv58gA6A+ggwAIzRmRIbWEuAcBBkARvAHAlaXAMCGCDIAjNC4fWRSWAgAWyHIADACq5YANIQgA8AIHFEAoCEEGQBGaFSQYUQGcAyCDAAjNK61lMJCANgKQQaAERoTZGguAc5BkAFghMa1llJYCABbIcgAMEJjll/TWgKcgyADwAiNO2uJJAM4BUEGgBEaddZSCusAYC8EGQBG4KwlAA1pZXUBaLlO1p7VE2s/UsW+42rftrXmjOmj63p1srosGKpRq5bIMWiiYDCoFe9VacHGfTrrD+ruwQUqufFSuVtlWl0aYmBEBinz2B936433D+vEqbPad+yUfvLSNh31nrG6LBiqUWctpbAOtGx/3X9CpW98qCOeMzpxyqf5b+3X7zd/anVZiIMgg5SoOVOntR98FnXtrD+gN3YctqgimC7AWUtIgxVbq+pde2XrIQsqQbIIMkiJT47XNtgKeGbDXguqQUvA6ddIh3Ufflbv2ifHa3X2XMCCapAMggxS4tN/1DZ4/ayfLwZoGkZkkGrx/o1VnTydxkrQGAQZpETliYaDDNBUzJFBqh3xfBHztYN8TbMtggxSIt7/9J7TdWmsBC1FY5Zfk2TQFAdPxB514Ycz+yLIICUq/xHnC0KMthMQj78RbUlaS2iKeF+bDvJ1y7YIMmh2wWBQlcdPxXydIVo0BZN9kWrxvjbFG62BtQgyaHYnT9fJe+ZczNcPEGTQBI0ZZSHHoCnitY9oLdkXQQbNLtH/8IzIoCkad/o1UQaNF+9r0xHPFzpT509jNUiWEUFm4cKFuuSSS9SmTRsNGTJEW7dutbokxJEoqNBrRlM0Zvk1OQaNdc4f0KHPY7ePgkHFfR3WcQVtft79q6++qnvuuUeLFy/WkCFDVF5ertdee0179uxRXl5ews97vV7l5ubK4/EoJyfnG9ezac8xPbZm9zf+fVoyzxd1OhlnZVJmhksF7bPSWBFagpOn6+T5IrkVb52y3WrXmrNxkDx/MKiqz2Mvv5akzjluZV3Av6t4lk26Rl0vbJ6v78l+/7b9oZFPP/20Jk2apIkTJ0qSFi9erHXr1unFF1/UrFmz0l7P6bN+HYyzIgeJ+QNB7iFS6niNT8etLgItzlGvz+oSbO+cBZue2rq1dPbsWW3fvl0jR44MX8vIyNDIkSO1efPmBj/j8/nk9XqjHgAAoGWydZA5ceKE/H6/OnfuHHW9c+fOqq6ubvAzZWVlys3NDT8KCgrSUSoAC7SlfQQ4nq2DTFOUlpbK4/GEH1VV9U8yBdAy/Ozmb+t7g7paXQYAC9l6jsxFF12kzMxMHT16NOr60aNHdfHFFzf4GbfbLbfbnbKa8rLduql34knG+FJhx7YaO6Cr3jv4ubZ/epITZNEsLmzbWv+nT55u6ddF5/wBDSxsry0H/qEzZ1kei2/uW21a6YbLOumib7m17oPPdOIUc2OSZcVkaNuvWhoyZIgGDx6sBQsWSJICgYAKCwv14IMPJjXZt7lXLQEAgNRrMauWZsyYoQkTJqi4uFiDBw9WeXm5amtrw6uYAACAc9k+yPzgBz/Q8ePHNWfOHFVXV2vAgAFav359vQnAAADAeWzfWvqmaC0BAGCeZL9/t7hVSwAAwDkIMgAAwFgEGQAAYCyCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsWx/RME3Fdq42Ov1WlwJAABIVuj7dqIDCFp8kKmpqZEkFRQUWFwJAABorJqaGuXm5sZ8vcWftRQIBHTkyBFlZ2fL5XJZXU5SvF6vCgoKVFVVxflQ4n6cj/vxNe5FNO5HNO7H10y8F8FgUDU1NcrPz1dGRuyZMC1+RCYjI0PdunWzuowmycnJMeYfXDpwP6JxP77GvYjG/YjG/fiaafci3khMCJN9AQCAsQgyAADAWAQZG3K73Xr00UfldrutLsUWuB/RuB9f415E435E4358rSXfixY/2RcAALRcjMgAAABjEWQAAICxCDIAAMBYBBkAAGAsgowh1q1bpyFDhigrK0vt27fX2LFjrS7JUj6fTwMGDJDL5dLOnTutLscSBw8e1E9+8hMVFRUpKytLPXv21KOPPqqzZ89aXVraLFy4UJdcconatGmjIUOGaOvWrVaXZImysjJdffXVys7OVl5ensaOHas9e/ZYXZYtzJs3Ty6XS9OnT7e6FMscPnxY//Iv/6KOHTsqKytLV1xxhbZt22Z1Wc2GIGOA119/XT/60Y80ceJE/f3vf9ff/vY33X333VaXZamHH35Y+fn5VpdhqY8//liBQEDPPfecdu/erWeeeUaLFy/Wv/3bv1ldWlq8+uqrmjFjhh599FHt2LFD/fv316hRo3Ts2DGrS0u7d955RyUlJdqyZYs2bNiguro63XzzzaqtrbW6NEu99957eu6553TllVdaXYplTp48qaFDh+qCCy7Qm2++qY8++kj/8R//ofbt21tdWvMJwtbq6uqCXbt2Db7wwgtWl2Ibf/rTn4K9e/cO7t69Oygp+P7771tdkm089dRTwaKiIqvLSIvBgwcHS0pKws/9fn8wPz8/WFZWZmFV9nDs2LGgpOA777xjdSmWqampCfbq1Su4YcOG4A033BCcNm2a1SVZYubMmcFhw4ZZXUZKMSJjczt27NDhw4eVkZGhgQMHqkuXLho9erR27dpldWmWOHr0qCZNmqTf//73atu2rdXl2I7H41GHDh2sLiPlzp49q+3bt2vkyJHhaxkZGRo5cqQ2b95sYWX24PF4JMkR/xZiKSkp0a233hr1b8SJ1qxZo+LiYo0bN055eXkaOHCgnn/+eavLalYEGZs7cOCAJOmxxx7TI488orVr16p9+/YaPny4Pv/8c4urS69gMKgf//jHuv/++1VcXGx1Obazf/9+LViwQJMnT7a6lJQ7ceKE/H6/OnfuHHW9c+fOqq6utqgqewgEApo+fbqGDh2qfv36WV2OJVasWKEdO3aorKzM6lIsd+DAAS1atEi9evXSn//8Z02ZMkUPPfSQXn75ZatLazYEGYvMmjVLLpcr7iM0B0KSfvnLX+qOO+7QVVddpaVLl8rlcum1116z+G/RPJK9FwsWLFBNTY1KS0utLjmlkr0fkQ4fPqxbbrlF48aN06RJkyyqHHZQUlKiXbt2acWKFVaXYomqqipNmzZNy5YtU5s2bawux3KBQECDBg3S3LlzNXDgQN13332aNGmSFi9ebHVpzaaV1QU41c9+9jP9+Mc/jvueHj166LPPPpMk9enTJ3zd7XarR48eOnToUCpLTJtk78Vbb72lzZs31zsrpLi4WOPHj28xP2Ekez9Cjhw5ohEjRujaa6/VkiVLUlydPVx00UXKzMzU0aNHo64fPXpUF198sUVVWe/BBx/U2rVrVVFRoW7dulldjiW2b9+uY8eOadCgQeFrfr9fFRUVevbZZ+Xz+ZSZmWlhhenVpUuXqO8fknT55Zfr9ddft6ii5keQsUinTp3UqVOnhO+76qqr5Ha7tWfPHg0bNkySVFdXp4MHD6p79+6pLjMtkr0X8+fP169//evw8yNHjmjUqFF69dVXNWTIkFSWmFbJ3g/py5GYESNGhEfqMjKcMcjaunVrXXXVVdq4cWN4K4JAIKCNGzfqwQcftLY4CwSDQU2dOlUrV67Upk2bVFRUZHVJlrnpppv04YcfRl2bOHGievfurZkzZzoqxEjS0KFD6y3F37t3b4v5/iERZGwvJydH999/vx599FEVFBSoe/fu+u1vfytJGjdunMXVpVdhYWHU829961uSpJ49ezryp8/Dhw9r+PDh6t69u/793/9dx48fD7/mhFGJGTNmaMKECSouLtbgwYNVXl6u2tpaTZw40erS0q6kpETLly/X6tWrlZ2dHZ4nlJubq6ysLIurS6/s7Ox6c4PatWunjh07OnLO0E9/+lNde+21mjt3ru68805t3bpVS5YsaVGjtwQZA/z2t79Vq1at9KMf/UhffPGFhgwZorfeeqtl7QOARtuwYYP279+v/fv31wtyQQccav+DH/xAx48f15w5c1RdXa0BAwZo/fr19SYAO8GiRYskScOHD4+6vnTp0oRtSrRsV199tVauXKnS0lI9/vjjKioqUnl5ucaPH291ac3GFXTCVzwAANAiOaOhDgAAWiSCDAAAMBZBBgAAGIsgAwAAjEWQAQAAxiLIAAAAYxFkAACAsQgyAADAWAQZAJYYPny4XC5Xvd1oU+mxxx4LnyAOoGUgyACwXElJiVwuV73jBXr16iWXy6X8/PwGr0+YMCHq+rx58+R2u+X1elNeMwB7IMgAsNx1110nSTp27Fj4pN7q6mrt379fkvTZZ5/pk08+Cf86dP3666+P+n1Wr16tESNGKCcnJ12lA7AYQQZAyp08eVJ33nmn2rZtq8LCQi1evDjq9VCQkaT/+q//ivpvXl5eg9fP/1x1dbXeffdd3X777ZK+PDjzkUceUceOHXXhhRdq6tSpOnv2bNSfO3v2bLlcLhUWFioQCISv33HHHXK5XLrlllu+8d8dQGoRZACk3L/+67/qtdde0xdffKG2bdvq5z//ubZt2xZ+vWvXrioqKpJUP7DMmDEj6nlFRYWkLwPOZZddFv491qxZI0n67ne/K0l69tln9eSTT+rzzz9Xdna2/vCHP2j+/PlRdd13333KzMxUVVWV/vKXv0iSTp8+rfXr10tSvdYVAPshyABIqU8++URvvPGGJGnmzJn6+OOPtX37dvl8vqj3hUZXIoNM69atNWXKFLVt27ZekIkcjZG+bCsVFxera9eukqSnnnpKkjRs2DBVVlaqsrJS3bp1i/pMQUGBbr31VknSiy++KEl68803dfr0aeXk5Gjs2LHNcg8ApA5BBkBK7d69O/zrO+64Q5L07W9/W1deeWXU+0LzXSorK/XRRx/pgw8+UHFxsXJycvSd73xH+/bt0//8z/9o165dkqKDzKlTp7Rx48ZwW8nr9ep///d/JX05QtOqVSu1bds2HFoiTZkyRZK0atUqnTx5Uq+//rokady4ccrKymqWewAgdQgyAGwhMpjMmzdPgUAgfC0UcubNm6dgMBh1TZLWr18vn88XDjKNMWrUKPXs2VM+n09Lly7V2rVrJdFWAkxBkAGQUn369An/euXKlZKkvXv36oMPPoh632WXXRae2PvKK69IUr0gs3z5cklSTk6O+vfvH/7s6tWr1bNnT/Xr1y/8eqiN9Mc//lHnzp3T6dOn9ac//alefS6XS5MnT5YkzZkzRzU1NSoqKtKwYcO+4d8cQDoQZACk1KWXXhqea1JWVqbLL79cgwYNUmZmZr33hoLLuXPnlJGRoaFDh0qSrrnmGrVu3Vrnzp2TJF177bXKyMgIv3fdunX1RmN+/vOfS/pyrk1RUZF69OihysrKBmu899575Xa7VVtbK0m655572DQPMARBBkDK/e53v9Mdd9yhNm3ayOPx6PHHH9c111xT732R7aW+ffvqwgsvlCS1adNGgwcPbvB9FRUVOnnyZL0gM3XqVM2aNUvt27eXx+PRbbfdpmnTpjVYX8eOHXXnnXeGn99zzz1N+nsCSD9XMNRwBgADTZs2TcuXL1d1dXWDozzJmjdvnkpLS3XdddeFV0YBsL9WVhcAAN9E3759NX/+/CaHmDfeeEPLly/Xm2++KUn6xS9+0ZzlAUgxggwAo913333f6PMffPCBXn/9dXXq1Em//OUvNWbMmGaqDEA60FoCAADGYrIvAAAwFkEGAAAYiyADAACMRZABAADGIsgAAABjEWQAAICxCDIAAMBYBBkAAGCs/w+rnYKVo0IcugAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8CIIgU1VE1JOf37IPgRERuSPV+wPIN/+ny+gU8edvarXimLHd+8UQUa8wABGRz/qxVnpezdjUKC9X4mrMQOnPLzVfiYh8EwMQEfksqR4gTbACQ7UR3i/mDKPdBKAdR5u9WwgR9RoDEBH5JIfDge0SAWhUchSClfJ+60ofECZ5Cj17gIj8BwMQEfmko82n0NRqFbWPkWkDxDMpFILkMvwdR43guhIi/8AAREQ+yVfn/3SRCmLNbR2oO3nK+8UQUY8xABGRT3K3AixH5hVgXUancCI0kT9jACIinyR1BEZ0aDAGxYZ6vxgJbleCcSI0kV9gACIin2OzO7BT4miJsQOjfWajwUGxoYjUiCdC72APEJFfYAAiIp9T1dQqOmoCAMa66XWRgyAIkvOAdhw1wi5xej0R+RYGICLyObvqTZLto9zMu5GL1H5ALe2dOHKiTYZqiKgnGICIyOfsdhOARvpYABrjdiJ0s3cLIaIeYwAiIp+z+5g4AEWFBCM5SiNDNe653RGa84CIfB4DEBH5FIfDIdkDNCIp0mcmQHdJiQ5BbJhK1L5dYgI3EfkWBiAi8ikGkwXHzeIdoEcmi3delpsgCJL7Ae2uN3EiNJGPYwAiIp+y+5h078kIHwxAACSPxGi1dHJHaCIfxwBERD5l11E3E6CTfWsCdJfhSdLBzF2QIyLfwABERD5FagK0KkiBjPgwGao5P/cBqMXLlRBRTzAAEZFPkdoDaJg2AsFK3/x2lTYgDCHBSlH7HokgR0S+wze/oxBRQDK1d6BGYhNBX5wA3UWpEDAsMULUzgBE5NsYgIjIZ+x1M2zkqxOgu0gNg9WdPAXjqQ4ZqiGi7mAAIiKfsavezQowN/NsfMWIJHEPEADsZS8Qkc9iACIinyG1AaIgANm+HoDc9FBxGIzIdzEAEZHPkJoAnTYgDOHqIBmq6b5hie4CEFeCEfkqBiAi8gnWTjsONIgDg68PfwFAuDoIgweEitqllvQTkW9gACIin3CwoRUdNvHxEb4+AbqLVFDbZ2hBp80uQzVEdD4MQETkE9xOgPaTACS1EszaaUdVk1mGaojofBiAiMgnuBsu8uU9gM7kfkdoDoMR+SIGICLyCVJ7AMWFq5AQoZGhmp4b7mYpPAMQkW9iACIi2TkcDuwziANQtpvVVb4oJToEkRrxajWuBCPyTQxARCS7xlYLTpitonapIyZ8lSAIksNg3AuIyDcxABGR7PbppXtJ/CkAAdLzgBpbLGhsschQDRGdi08EoOXLlyMtLQ0ajQZ5eXmorKx0e+2HH36I3NxcREdHIywsDDk5OXjnnXdcrnE4HCguLkZSUhJCQkKQn5+PAwcO9PXbIKJecheAsv0sAHFHaCL/IXsAWrt2LYqKirBkyRJs3boVY8eORUFBARoaGiSvj42NxeOPP46Kigps374dhYWFKCwsxBdffOG85vnnn8fLL7+MFStWYNOmTQgLC0NBQQHa29u99baIqAf2SgQghQBkJfhZAHKzEmyvngGIyNfIHoBefPFFzJs3D4WFhRgxYgRWrFiB0NBQvPnmm5LXT5s2DTfccAOGDx+OzMxMLFy4EGPGjMG3334L4HTvT2lpKZ544glcf/31GDNmDP7617+ivr4e69atk7ynxWKByWRyeRCR90j1AKUNCEOISilDNb03JCEcSoUgat+nb5WhGiI6F1kDkNVqxZYtW5Cfn+9sUygUyM/PR0VFxXlf73A4oNPpsG/fPlx66aUAgKqqKuj1epd7RkVFIS8vz+09S0pKEBUV5XykpqZe4Dsjou6y2R3YL7ECzN/m/wCAJliJNIkjMfYZ+EsVka+RNQA1NTXBZrNBq9W6tGu1Wuj1erevMxqNCA8Ph0qlwtVXX41XXnkFP/vZzwDA+bqe3HPx4sUwGo3OR21t7YW8LSLqgSPHzbB0io+L8McABEjXfcDQCptdfMwHEcnHt49YdiMiIgLbtm1Da2srdDodioqKkJGRgWnTpvXqfmq1Gmq12rNFElG39JcJ0F2GaSPx+Q7XX7YsnXbUnGhDelyYTFUR0dlkDUBxcXFQKpUwGAwu7QaDAYmJiW5fp1AoMGTIEABATk4O9uzZg5KSEkybNs35OoPBgKSkJJd75uTkeP5NENEFkZoADQDD/GgTxDMNSwyXbN+nNzEAEfkQWYfAVCoVJkyYAJ1O52yz2+3Q6XSYPHlyt+9jt9thsZzeZyM9PR2JiYku9zSZTNi0aVOP7klE3iHVA6QJVmBQrHgujT8YqpXuueJEaCLfIvsQWFFREebOnYvc3FxMmjQJpaWlMJvNKCwsBADMmTMHKSkpKCkpAXB6wnJubi4yMzNhsVjw+eef45133sFrr70G4PRurIsWLcJzzz2HrKwspKen48knn0RycjJmzpwp19skIjekjsAYqo2QXE3lDwYPCIM6SCGa18SJ0ES+RfYANGvWLDQ2NqK4uBh6vR45OTkoKytzTmKuqamBQvFTR5XZbMY999yDuro6hISEIDs7G3/7298wa9Ys5zUPP/wwzGYz5s+fj+bmZkyZMgVlZWXQaPzjUEWiQHHKakP1cbOofZibXhR/oFQIyNKGY+dR18Djbq4TEclDcDgcXJpwFpPJhKioKBiNRkRG+uc8BCJ/sL2uGde9+h9R+5PXjMBdU9JlqMgziv6+DR9uPerSplQI2PV0ATTB/rW3EZE/6cnPb9k3QiSiwOVuArS/rgDrIlW/ze7AoUbOAyLyFQxARCSb/nII6tncTYSW2vCRiOTBAEREspEKQHHhKsSF+/e+XNlulvC76/EiIu9jACIi2UgFAn/v/QEAbaQakRrxGpP9DEBEPoMBiIhkcbzVgqZWi6h9mNb/Fx4IgiAZ5PYbOAeIyFcwABGRLKT2/wH8fwJ0F6kAdLT5FEztHTJUQ0RnYwAiIlkccNMbkqWVPkrC37jby+gAJ0IT+QQGICKShbsVUVl+vAnimdydZcaJ0ES+gQGIiGQh1QOUEh2CcLXsG9R7xFA3PVmcCE3kGxiAiMjrHA4H9jeIg0B/Gf4CgOhQFbSR4uX87uY+EZF3MQARkdc1tlrQ3CaeDOxuA0F/JTUMtk/fAp5ARCQ/BiAi8jq3E6AT+k8PEAAMk+jROtnWgaZWqwzVENGZGICIyOvcTYDubz1A7iZ080gMIvkxABGR17nbEHBIv+sBYgAi8lUMQETkdVJ74QyMCUFYP1kB1sVdoOOO0ETyYwAiIq9yOBySPSD9bfgLAMLUQRgYEyJq52aIRPJjACIir2poscDU3ilq709L4M8kFez2G7gSjEhuDEBE5FVuJ0An9L8eIEA62JnaO2EwiQ+CJSLvYQAiIq9yN/+lPw6BAZwITeSrGICIyKuk5r8IQv9bAdbFXbBjACKSFwMQEXmV1A/+1JhQhKiUMlTT9zLjwyEI4nZ3m0ESkXcwABGR1zgcDskf/O4ODu0PQlRKDIoNFbXzTDAieTEAEZHX6E3taLFIrQDrn/N/umRJTPA+2NDKlWBEMmIAIiKvcT8Buv/2AAHAsETx+2u1dKLe2C5DNUQEMAARkRe52wBQqoekP+FEaCLfwwBERF4j9QNf0Y9XgHVxF/C4IzSRfBiAiMhrpIbABsWGQhPcP1eAdcmID4NCYiXYPj1XghHJhQGIiLzi9AowcY9Hf58ADQCaYCXSBoSJ2g80sAeISC4MQETkFUebT8FstYna+/sE6C5S84AOGFpht3MlGJEcGICIyCvcbfzXX4/AOJtU0DvVYcPR5lMyVENEDEBE5BXuVjz19xVgXdwN9XElGJE8fCIALV++HGlpadBoNMjLy0NlZaXba1euXImpU6ciJiYGMTExyM/PF11/xx13QBAEl8eMGTP6+m0Q0TlITYBWCKcnCAcCdz1d3BGaSB6yB6C1a9eiqKgIS5YswdatWzF27FgUFBSgoaFB8vry8nLMnj0bX331FSoqKpCamoorr7wSR48edbluxowZOHbsmPPx3nvveePtEJEbUhN+0waE9fsVYF3S48IQJLEUjGeCEclD9gD04osvYt68eSgsLMSIESOwYsUKhIaG4s0335S8/t1338U999yDnJwcZGdn44033oDdbodOp3O5Tq1WIzEx0fmIiYlxW4PFYoHJZHJ5EJHn2O3SZ4BlBcgEaABQBSmQHifu7eIQGJE8grp7YU1NTY9vPmjQoHM+b7VasWXLFixevNjZplAokJ+fj4qKim59jra2NnR0dCA2Ntalvby8HAkJCYiJicHll1+O5557DgMGDJC8R0lJCZ5++ulufT4i6rmjzadwqkNqBVhgzP/pMlQbgQMNrkHwYEMrbHYHlFIbBRFRn+l2AEpLS4MgdP8fqCAI6OwUH3p4pqamJthsNmi1Wpd2rVaLvXv3duvzPPLII0hOTkZ+fr6zbcaMGfjFL36B9PR0HDp0CI899hiuuuoqVFRUQKkUd7cvXrwYRUVFzo9NJhNSU1O79fmJ6PzcToAOsACUpQ0Hdri2WTrtqDnRJtk7RER9p9sBCIDPnVy8dOlSrFmzBuXl5dBoNM72W265xfnn0aNHY8yYMcjMzER5eTmuuOIK0X3UajXUarVXaiYKRIF6COrZznUmGAMQkXf1KACNGzcOH3744Xmvu+GGG/Djjz+e97q4uDgolUoYDAaXdoPBgMTExHO+9oUXXsDSpUvx5ZdfYsyYMee8NiMjA3FxcTh48KBkACKiviW1A7RSIQTcD313AeiAoQUFI8/9PY+IPKtHAUitVmPw4MHnvU6lUnWrt0ilUmHChAnQ6XSYOXMmADgnNN93331uX/f888/j97//Pb744gvk5uae9/PU1dXh+PHjSEpKOu+1ROR5Z897AYC0AaFQBwXGCrAuaQNCoVIqYLXZXdrd9ZARUd/pdgCy2+3nv+i/Nm7c2O1ri4qKMHfuXOTm5mLSpEkoLS2F2WxGYWEhAGDOnDlISUlBSUkJAGDZsmUoLi7G6tWrkZaWBr1eDwAIDw9HeHg4Wltb8fTTT+PGG29EYmIiDh06hIcffhhDhgxBQUFBt+siIs+w2x04KBGAAm0CNAAEKRXIiA/DXr1rjxhXghF5X496gPrCrFmz0NjYiOLiYuj1euTk5KCsrMw5MbqmpgYKxU+r9V977TVYrVb88pe/dLnPkiVL8NRTT0GpVGL79u1YtWoVmpubkZycjCuvvBLPPvss5/kQyaDupPQKsECbAN0lSxshCkCHG83otNkRpJR9ZxKigNHtAJSRkdGt6wRBwKFDh3pUxH333ed2yKu8vNzl4+rq6nPeKyQkBF988UWPPj8R9R13vRuBNgG6y9AE8fu22uyoPt6GIRLPEVHf6HYAOl/w6NKTpfJE1P/tl9gBGgjMITAAGJrofiI0AxCR93Q7AC1ZsqQv6yCifkpqB+gghYC0AYG1AqyL+6XwrbhqtJeLIQpgDEBE1KekhsDS4sKgCgrM+S6DYkOhDlLA0nnWSjA3PWVE1DcuaBJ0VVUV6uvrYbO5TnC89NJLL6goIuofbG5XgAXuUI9SISAzPhy7j7meObhfzwBE5E29CkB6vR4zZ87E999/L3quO0dgEFFgqD3RJurpAICshMCc/9NlWGKEKABVNZlh7bQHbM8Ykbf16l/ao48+isrKSjgcDskHERFwrhVggR2AsiR6wDrtDlQfN8tQDVFg6lUAWr9+PRQKBVauXAkAGDFiBEpKShAbG4u1a9d6tEAi8l9SO0ADgT0EBgBD3fSAcUNEIu/pVQBqbGzEsGHDcNdddwE4vQvzI488goSEBKxZs8ajBRKR/5I6AyxYKSAtwM4AO9u5VoIRkXf0KgCFhYUhKCjI+efDhw/DYDCgsbGRmxASkZPUD/T0uDAEB/iOxwNjQhASLD4HjROhibynV9+FUlJSUFtbCwAYOnQojh8/juTkZJw4cQLR0dGerI+I/JTN7sChRnEACtQjMM6kUAiS84C4FJ7Ie3oVgK655hoMHjwYu3btwqJFiwDAOQF64cKFnqyPiPxUjZsVYO7mvwQaqZVwR463wdIpPjeNiDyvV8vgly5diqVLlwIARo4cifT0dFRWVmLMmDHIz8/3aIFE5J94Bti5SX0dbHYHDjeaMTwpUoaKiAKLR06DnzJlCqZMmeKJWxFRPyE1ARqQXgIeiNxPhG5hACLygl4FIJvNhjfffBNfffUVDAaDy94/giBAp9N5rEAi8k9SE6CDlQIGB+gZYGdzFwS5FJ7IO3oVgH77299ixYoVACDa+JCnwRMRIP2DPCMuPOBXgHVJiQ5BmEoJs9V1zg+XwhN5R68CUNdmh5dccgkyMjIYeojIRafNjsNN4l2NOfz1E0EQkKWNwLbaZpd2d0OHRORZvQpAoaGhiI+Px4YNGzxdDxH1AzUn2mCVWgHGJfAuhmrDRQHoyIk2tHfYoJHYJ4iIPKdXfdFPPvkkqqqqsGbNGrS2sruWiFy5G8bhCjBXUoHQ4QAOujlChIg8p1cB6IYbbkBmZiZuvfVWREVFQalUOh9dO0QTUeByvwKMPUBnOtdKMCLqW71KK3PmzMHevXt58jsRSdov0YOhUiowODZUhmp8F88EI5JPrwJQeXk5BEHAr371K6SlpbHXh4hcSPUAZcSHIYgrwFxoI9WI0AShpb3TpZ0ToYn6Xq+Sy7Bhw2C1WvHOO+94uh4i8nOdNjsON4pXgHECtJggCBiqjcCWIydd2nkmGFHf69WvY48//jiOHDmCpUuXYufOnaipqXF5EFHgqj7eBqtNagUYJ0BLkfq61J44BbOlU+JqIvKUXvUA3XzzzRAEAY8//jgef/xxl+cEQUBnJ//hEgUqd8M3Q3gIqiR3PWMHG1oxNjXau8UQBZBeD8h3nf4u9SCiwMUl8D3DlWBE8uhVD9Bbb73l6TqIqJ84IDF/RRWk4BlgbrjbHfsA9wIi6lM9DkAdHR0QBAGCIOC2227jMRhE5OKARA9QZnw4lAp+r5ASH65GdGgwmts6XNr36dkDRNSXejwEFhwcjHnz5qGkpIThh4hcdNjsONwkDkAc/nJPEAQMlZgfxaXwRH2rV3OAxo4dC5PJ5OlaiMjPHTluRodNPA+QS+DPbWiiOCDWG9vR0t4hcTUReUKvAtDDDz+MpqYmzJkzB5WVlThy5AiXwROR2wnQWQnsAToXdwGR84CI+s4FLYN/99138e6777o8x2XwRIHL3col9gCdW5abLQIOGFowflCMl6shCgw+sQx++fLlSEtLg0ajQV5eHiorK91eu3LlSkydOhUxMTGIiYlBfn6+6HqHw4Hi4mIkJSUhJCQE+fn5OHDgQI/rIqKekZoArQ5SIJVngJ2TuzlS+/TsASLqK73qAfrqq688VsDatWtRVFSEFStWIC8vD6WlpSgoKMC+ffuQkJAgur68vByzZ8/GxRdfDI1Gg2XLluHKK6/Erl27kJKSAgB4/vnn8fLLL2PVqlVIT0/Hk08+iYKCAuzevRsajcZjtRORK6keoCEJXAF2PgPC1YgLV6Gp1erSLrWlABF5huCQeefCvLw8TJw4Ea+++ioAwG63IzU1Fffffz8effTR877eZrMhJiYGr776KubMmQOHw4Hk5GQ88MADePDBBwEARqMRWq0Wb7/9Nm655RbRPSwWCywWi/Njk8mE1NRUGI1GREZGeuidEvVv1k47RhSXodPu+i1lZk4ySm8ZJ1NV/mP26xtRcfi4S5s2Uo1Nj+XLVBGR/zGZTIiKiurWz+9eD4F98803mD59OiIiIhAREYHLL78c33zzTY/uYbVasWXLFuTn//QPXKFQID8/HxUVFd26R1tbGzo6OhAbGwsAqKqqgl6vd7lnVFQU8vLy3N6zpKQEUVFRzkdqamqP3gcRnV4Bdnb4AYAszv/pFqlhMIPJAuMprgQj6gu9CkDffvst8vPzsWHDBpjNZpjNZpSXlyM/Px/fffddt+/T1NQEm80GrVbr0q7VaqHX67t1j0ceeQTJycnOwNP1up7cc/HixTAajc5HbW1tt98DEZ3m/ggMBqDucBcUuR8QUd/o1RygZ555Bh0dHRg8eDB+/vOfAwA+//xzHDlyBM888wzKyso8WqQ7S5cuxZo1a1BeXn5Bc3vUajXUarUHKyMKPO5XgHEJfHe4C4r7DC3ITYv1cjVE/V+vAlBlZSUGDBiAH3/80TnGZjQakZmZiY0bN3b7PnFxcVAqlTAYDC7tBoMBiYmJ53ztCy+8gKVLl+LLL7/EmDFjnO1drzMYDEhKSnK5Z05OTrdrI6KekTq6QROswMAYrgDrDndBUWplHRFduF4NgbW3tyM2NtZlglFUVBRiY2NdJhOfj0qlwoQJE6DT6ZxtdrsdOp0OkydPdvu6559/Hs8++yzKysqQm5vr8lx6ejoSExNd7mkymbBp06Zz3pOILsw+iR6godoIrgDrpuhQFRIixD3RPBWeqG/0qgcoMzMTe/fuxQMPPIDZs2cDAFavXo2DBw9ixIgRPbpXUVER5s6di9zcXEyaNAmlpaUwm80oLCwEAMyZMwcpKSkoKSkBACxbtgzFxcVYvXo10tLSnPN6wsPDER4eDkEQsGjRIjz33HPIyspyLoNPTk7GzJkze/N2ieg8TlltqD5uFrUP4/yfHhmqjUBDi+svke7mVhHRhelVALrzzjvx0EMPobS0FKWlpc52QRBw55139uhes2bNQmNjI4qLi6HX65GTk4OysjLnJOaamhooFD91VL322muwWq345S9/6XKfJUuW4KmnngJw+qgOs9mM+fPno7m5GVOmTEFZWRn3ACLqIwcaWiC1ocawRAagnsjShuPbg00ubU2tFpwwWxEbppKpKqL+qVf7ANntdsyfPx9vvfWWc+fnrvDz+uuv+/0p8T3ZR4CIgPc31+Kh/9suav/bXXmYkhUnQ0X+6b3KGiz+cIeofc38i3BRxgAZKiLyLz35+d2rHiCFQoE33ngDjz32GLZs2QIAmDBhAjIyMnpzOyLyc1IToAH2APWU20NRDS0MQEQe1qsA1CUjI4Ohh4gkJ0DHhqkQF85hm57IcrMSjPOAiDyvVwHIbDZj6dKl0Ol0MBgMLgegCoKAQ4cOeaxAIvJ9eyV6gIZpI/x+ONzbIjXBSIrS4Jix3aWdK8GIPK9XAejuu+/G6tWrAUB0+ju/4REFlhNmKxpbxNtfcPird7K0EZIByOFw8PsrkQf1KgB99tlnAIDx48cjOzsbQUEXNJJGRH5sr94k2Z7NANQrw7Th2LC/0aXtZFsHmlqtiJfYJ4iIeqdXyUWj0SA2Nhbff/+9p+shIj+znxOgPepcZ4IxABF5Tq92gp4/fz6ampq6fWApEfVfUhOgAR6C2lvuvm6cB0TkWb3qAaqqqsKpU6eQnZ2Nyy+/HNHR0c7nBEHAX/7yF0/VR0Q+TmoC9KDYUISpOTTeG1kJblaCNXAlGJEn9eo71DvvvANBEGAymfDxxx8727sm6TEAEQUGu90hOQTG4a/eC1MHISU6BEebT7m0uxtqJKLe6VUAuvTSS7kagYhwtPkUzFabqJ1ngF2YYYkR4gDElWBEHtWrAFReXu7hMojIH0kNfwHsAbpQWdpw/Htvg0ubqb0TBpMFiVE805DIE7o9CXr79u3d3uDw0KFD2L5dfC4QEfUv7ibmcgn8hXHXg7bHzZYDRNRz3Q5AOTk5mDNnTreuve222zB+/PheF0VE/kGqB0ilVCAtLkyGavqP7ETpQxz3HGMAIvKUHg2BGY1GbNiw4bzXmUwm0Q7RRNT/7JPokchMCEewslc7bNB/DUkIR7BSQIfN9fvonmOcCE3kKT0KQHv27MH06dP7qhYi8iPWTjsON5pF7Rz+unCqIAUy48NFPWx72QNE5DE9+jXN4XB0+0FE/duBhhZ02sX/1jkB2jOGJ4mHwQ43mdHeIV51R0Q91+0AZLfbe/Sw2fiPlKg/czccI/WDm3pueJI4SNrsDhwwcENEIk/odgDKyMjAL3/5SwDA5Zdfjvvvv7/PiiIi3+duQq7UD27qOXdBkhOhiTyj23OAqqurERcXB+D0PkDt7e19VhQR+b7d9eIfxHHhKiREcJ8aT3AbgLgUnsgjuh2AYmJisG3bNtx6660ATu/1c+edd4qu41EYRP2fw+GQ/EHM4S/PiQtXIy5cjaZWi0s7e4CIPKPbAeiyyy7DunXrsGbNGgiCgKamJqxatcrlGp4FRhQYjhnb0dzWIWofwQDkUcOTIvDNgbMDEI/EIPKEbgeg119/HYMGDcKuXbug0+kQGRmJcePG9WVtROSj3M//YQDypBFJkfjmQJNLm/FUB44Z25EcHSJTVUT9Q7cDUFxcHEpLSwEACoUCI0aMwFdffdVXdRGRD3MXgEYkMwB5krtAuVdvYgAiukC9OgzVbrd7ug4i8iO7JQKQKkiBDB6B4VHZblbU7TnWgsuztV6uhqh/6XYAkprwLIVzgIj6P6k9gIZqwxHEIzA8KjM+HCqlAlab6y+dUgGUiHqm2wHo7bffPu+kO06CJur/zJZOVB8XH4Ex3M0BntR7wUoFhiSEiwIPV4IRXbhuB6BBgwa5BCC9Xg+LxYLY2FgAwIkTJxAcHIyUlBTPV0lEPmOvvgVSp91w/k/fyE6KEAWg6iYzTlltCFEpZaqKyP91u7+6uroaVVVVqKqqwksvvQSlUokvv/wSTU1NaGpqgk6ng1KpxB/+8Ie+rJeIZMYVYN4ltbWA3QHsN/BkeKIL0asB+0ceeQRpaWm4/PLLnW3Tp09HRkYGnnzySY8VR0S+x20A4hBYn+CRGER9o1erwGpqatDZ2YmVK1fiF7/4BQDgo48+wt69exEcHOzRAonIt0hNwE2JDkFUKP/t94XsRHcrwRiAiC5Er3qApk6dCpvNhrvvvhsJCQlISEjAb37zG9jtdkydOtXTNRKRj7DbHdinFw+9cPir7wwIVyMhQi1q50owogvTqwD0xhtvYPz48XA4HC6PcePG4Y033ujRvZYvX460tDRoNBrk5eWhsrLS7bW7du3CjTfeiLS0NAiC4NyY8UxPPfUUBEFweWRnZ/f0LRKRhCMn2tBmtYnaR/AE+D41KiVK1Lar3gS7XWI2OhF1S6+GwAYNGoTNmzfjk08+wbZt2yAIAnJycnDttdf26D5r165FUVERVqxYgby8PJSWlqKgoAD79u1DQkKC6Pq2tjZkZGTgpptuwu9+9zu39x05ciS+/PJL58dBQb16m0R0FqkT4AGuAOtro5Ij8e+9DS5tbVYbqo6bkRkfLlNVRP6tV8mgo6MDixcvxvLly2G1WgEAKpUK99xzD0pKSqBSqbp1nxdffBHz5s1DYWEhAGDFihX47LPP8Oabb+LRRx8VXT9x4kRMnDgRACSf7xIUFITExMSevi0iOg+uAJPHSIkeIADYedTIAETUS70aAlu0aBFeeuklWCwW5/CXxWJBaWnpOXtmzmS1WrFlyxbk5+f/VIxCgfz8fFRUVPSmLKcDBw4gOTkZGRkZuPXWW1FTU3PO6y0WC0wmk8uDiMR21htFbWEqJVJjQmWoJnBIDYEBp4fBiKh3ehWA3n33XQDA7Nmz8fHHH+Pjjz/Gr371KzgcDudz59PU1ASbzQat1vU8G61WC71e35uyAAB5eXl4++23UVZWhtdeew1VVVWYOnUqWlrc75lRUlKCqKgo5yM1NbXXn5+ov3I4HNh5VByARiZHQaE49y7xdGGSozSIkVhlJ/Xfg4i6p1dDYEqlEunp6S5h59prr8XGjRvR3Nzsqdp65aqrrnL+ecyYMcjLy8PgwYPx97//HXfddZfkaxYvXoyioiLnxyaTiSGI6Cx6UzuaWq2idne9E+Q5giBgVEoUvjnQ5NK+86jReQQREfVMr3qAZs+eDZPJhLa2Nmeb2WyGyWTC3Llzu3WPuLg4KJVKGAwGl3aDweDR+TvR0dEYOnQoDh486PYatVqNyMhIlwcRudp5VHq4ZfRA/nvxhpHJ4qBpau9E3clTMlRD5P961QMUERGBlpYWjB8/Htdccw0A4LPPPkN7eztCQ0PxzDPPOK8tLi6WvIdKpcKECROg0+kwc+ZMAIDdbodOp8N9993Xm7Iktba24tChQ7j99ts9dk+iQLTDzXDLKIkfzOR5o1Kkg+bOo0akxnIOFlFP9SoALVu2DIIgYP/+/XjppZcA/HQS/NlngbkLQABQVFSEuXPnIjc3F5MmTUJpaSnMZrNzVdicOXOQkpKCkpISAKcnTu/evdv556NHj2Lbtm0IDw/HkCFDAAAPPvggrr32WgwePBj19fVYsmQJlEolZs+e3Zu3SkT/JTXfJFSlRAZXIXmFu6C5s96Iq0YnebkaIv/X632APDHmPGvWLDQ2NqK4uBh6vR45OTkoKytzToyuqamBQvHTKF19fT3GjRvn/PiFF17ACy+8gMsuuwzl5eUAgLq6OsyePRvHjx9HfHw8pkyZgo0bNyI+Pv6C6yUKZFI9QCOSIqHkBGivGBQbigh1EFosnS7t7oYmiejcBIfDwa1Ez2IymRAVFQWj0cj5QEQADKZ25P1BJ2q/4+I0PHXdSBkqCkyz/lyBTVUnXNoGhKmw+Yl8ToQmQs9+fvdqEjQRBZYdddLzf0ZzBZhXSa24O262wmCyyFANkX9jACKi85LaABEARg9kAPKmc02EJqKeYQAiovOS+gGrCVbwGAYvO9dEaCLqGQYgIjovToD2DRnx4dAEi79tcyI0Uc8xABHROTW0tEvOMeH8H+9TKgSMkDh4dhd7gIh6jAGIiM7J3fwSHoEhD6mv+zFjO5paORGaqCcYgIjonNwfgcEAJAd384DcrdQjImkMQER0TlLzfzTBCgzhBGhZjEmVDkDbapu9WwiRn2MAIqJzkhoCG54UiSAlv33IISshAqEqpaidAYioZ/gdjIjcamq14JixXdTOA1Dlo1QIkvOAfqxrBjf2J+o+BiAicmtbTbNkO1eAyWtcarSorbmtAzUn2rxfDJGfYgAiIrd+qD0p2Z4zKNq7hZCLsRIBCOAwGFFPMAARkVtSP1Aj1EGcAC0zBiCiC8cARESSbHYHfqwVT4AekxoFBXeAllVylAbxEWpROwMQUfcxABGRpEONrWi1dIrax6XGyFANnUkQBIwdGC1q31VvgrXT7v2CiPwQAxARSfqhxs38HzfDL+RdORL7AVk77dinb5GhGiL/wwBERJLcDadwArRvyHHTE7fNzcR1InLFAEREkn6QWAKfGhuCuHDx3BPyPndHkWyTmLdFRGIMQEQk0mrpxH6DeCjFXa8DeV9USDAy4sNE7T/WNXu/GCI/xABERCLb65phl9hUWGoDPpKP1HysQ42tMLV3eL8YIj/DAEREIpz/4x+kApDDwZPhibqDAYiIRKTm/6iUCoxMjvR+MeSW1FJ4gPsBEXUHAxARuXA4HJI/QIcnR0IdJD6FnOQzPCkSKqX427hUgCUiVwxAROTiaPMpNLZYRO2c/+N7VEEKjJDoldty5ARPhic6DwYgInLhbvhkHOf/+KSJaeKVeSfbOnCo0SxDNUT+gwGIiFxsczN8wiMwfFNuWqxk++bqE16uhMi/MAARkYvvj4h3Eo4NUyE1NkSGauh8cgdLB9Pvq7kjNNG5MAARkZPZ0omdR8VLqMcPioEg8AR4XzQgXC25IeLmI+wBIjoXBiAicvqhphk2iR0Q89Klh1nIN0wcLP7vc+R4GxpM7TJUQ+QfGICIyKmy6rhk+0QGIJ+WKzERGgA2SwxnEtFpDEBE5FQpMXE2VKXkBog+bqKbidDfcyI0kVuyB6Dly5cjLS0NGo0GeXl5qKysdHvtrl27cOONNyItLQ2CIKC0tPSC70lEp1k77ZIb6I0fFINgic32yHcMHhCKuHC1qH0zJ0ITuSXrd7W1a9eiqKgIS5YswdatWzF27FgUFBSgoaFB8vq2tjZkZGRg6dKlSExM9Mg9iei0HUebYem0i9oncfjL5wmCILkf0K56I1otnTJUROT7ZA1AL774IubNm4fCwkKMGDECK1asQGhoKN58803J6ydOnIg//vGPuOWWW6BWi3/b6c09iei0yirp3gJ3wyvkW6T2A7I73O/rRBToZAtAVqsVW7ZsQX5+/k/FKBTIz89HRUWFV+9psVhgMplcHkSBRmoCdLBS4A7QfkKqBwjgPCAid2QLQE1NTbDZbNBqtS7tWq0Wer3eq/csKSlBVFSU85Gamtqrz0/kr2x2h+SKoTEDo6EJ5gGo/mBEUiRCVeL/VtwPiEgaZzYCWLx4MYxGo/NRW1srd0lEXrVXb0JLu3iuCOf/+I8gpUKyt+6HmmZ02MRzu4gCnWwBKC4uDkqlEgaDwaXdYDC4neDcV/dUq9WIjIx0eRAFku+rpHsJJnH+j1/JldgQsc1qw656DusTnU22AKRSqTBhwgTodDpnm91uh06nw+TJk33mnkSBQGr/H0EAJriZV0K+yd2E9e8ONXm5EiLfFyTnJy8qKsLcuXORm5uLSZMmobS0FGazGYWFhQCAOXPmICUlBSUlJQBOT3LevXu3889Hjx7Ftm3bEB4ejiFDhnTrnkTkyuFwSK4AG54YiUhNsAwVUW+NHxwNlVIB61lDXv852IR7pg2RqSoi3yRrAJo1axYaGxtRXFwMvV6PnJwclJWVOScx19TUQKH4qZOqvr4e48aNc378wgsv4IUXXsBll12G8vLybt2TiFxVNZnR1GoRtXP+j/8JVQVh3KBobDprSHNz9Um0d9g4oZ3oDILD4RCffBjgTCYToqKiYDQaOR+I+r2/VlSj+ONdovb/vXU8fj46SYaK6EK8rDuAF9fvF7Wv/nUeLh4SJ0NFRN7Tk5/fXAVGFOC+OSCeHyIIwEUZA2Sohi7UJW5CzrcHOQ+I6EwMQEQBrNNmx8ZD4g0QRyVHITZMJUNFdKHGDoxCuFo8u+E/Ev+diQIZAxBRAPuxrhktEmdFTcniUIm/ClIqkCcxf2tHXTOMpzpkqIjINzEAEQUwqeEvAJjKuSJ+TWoYzO4ANh5mLxBRFwYgogAmFYA0wQru/+Pn3M0D+o7zgIicGICIApSpvQPbaptF7ZPSB0AdxOXS/myoNhxx4WpRO+cBEf2EAYgoQG08dBw2u3gXDA5/+T9BEHDJEPEqvoMNrdAb22WoiMj3MAARBSh3y6I5Abp/uCTTzTAYj8UgAsAARBSwvpWY/xMXrkZ2YoQM1ZCnXSzRAwRwPyCiLgxARAHoaPMpHG4yi9qnDBkAQRBkqIg8bWBMKNIGhIravznQBLvE0CdRoGEAIgpA3x5olGyfmhXv5UqoL0kNZza2WLD7mEmGaoh8CwMQUQDa4Gb/H87/6V+mD0uQbP9qb4OXKyHyPQxARAGmw2bHhv3iHqCh2nBoIzUyVER9ZXLmAKiCxN/mv9rHAETEAEQUYDZXn0RLu/j4i2luegvIf4WqgiQPtf2hthknzFYZKiLyHQxARAFGt8cg2X55NgNQfzR9mHhel8MByV5AokDCAEQUYP4tMf8jUhOECYN5/EV/5G4e0JdugjBRoGAAIgoghxtbJZe/XzYsAcFKfjvoj9LiwpARFyZq/3pfI6yddhkqIvIN/I5HFEB0e6Qnv17B4a9+LX+EVtTWYunk6fAU0BiAiALIF7v0ojaFAEyTmCdC/ceVEgEIAP61W/z3gShQMAARBYgGUzu21JwUtU9Kj0V0qEqGishbxg2KwYAw8X/jL3c3wOHgrtAUmBiAiALEv3YbIPWzbsbIRO8XQ16lVAi4Yrh4mFNvasf2OqMMFRHJjwGIKEBIDX8BwJUMQAHhyhHS/50/33nMy5UQ+QYGIKIAYGzrQMUh8YTXsQOjkBwdIkNF5G1TsuIQqlKK2j/bfozDYBSQGICIAsAXu/XolDgBvGAUe38ChSZYKbnZZd3JU9hxlMNgFHgYgIgCwD9+rJds5/yfwHL16CTJ9s92cBiMAg8DEFE/19RqwXcSw18jkyORER8uQ0Ukl2nDEhASzGEwIoABiKjf++dOPWwSw1/XjEmWoRqSU4hKicslVoPVnTyFH2qbvV8QkYwYgIj6OXfDX9eMkR4Oof7tGjfDYOt+OOrlSojkxQBE1I/VnWxDZdUJUfu4QdFIjQ2VoSKS2/TsBESog0Ttn24/hg4bzwajwMEARNSPfbRV+rf6azn8FbA0wUr8XKIX6ITZim8ONMpQEZE8GICI+imHw4EPJYY1lAoB145lAApkM8elSLZ/6CYwE/VHPhGAli9fjrS0NGg0GuTl5aGysvKc17///vvIzs6GRqPB6NGj8fnnn7s8f8cdd0AQBJfHjBkz+vItEPmcrTXNqGoyi9qnDY1HfIRahorIV+SlxyIpSiNq/9duA4xtHTJUROR9sgegtWvXoqioCEuWLMHWrVsxduxYFBQUoKGhQfL67777DrNnz8Zdd92FH374ATNnzsTMmTOxc+dOl+tmzJiBY8eOOR/vvfeeN94Okc/4YGudZPuNEwZ6uRLyNQqFgOtzxL1A1k471m1jLxAFBtkD0Isvvoh58+ahsLAQI0aMwIoVKxAaGoo333xT8vr/+Z//wYwZM/DQQw9h+PDhePbZZzF+/Hi8+uqrLtep1WokJiY6HzExMd54O0Q+wWzpxCfbxKu/IjVBkodiUuC5KVc6CK/5vpZ7AlFAkDUAWa1WbNmyBfn5+c42hUKB/Px8VFRUSL6moqLC5XoAKCgoEF1fXl6OhIQEDBs2DAsWLMDx4+KN4LpYLBaYTCaXB5E/++THerRaOkXt145NhjpIvBEeBZ7M+HBMTBP/YrjnmAk7j/J7IPV/sgagpqYm2Gw2aLVal3atVgu9Xvrkar1ef97rZ8yYgb/+9a/Q6XRYtmwZvv76a1x11VWw2WyS9ywpKUFUVJTzkZqaeoHvjEheqzfVSLbPnjTIy5WQL5s1Ufrvw+rKI16uhMj7ZB8C6wu33HILrrvuOowePRozZ87Ep59+iu+//x7l5eWS1y9evBhGo9H5qK2t9W7BRB60o84oebjl2IFRGJUSJUNF5Kt+PjoR4RJ7Aq37oZ6ToanfkzUAxcXFQalUwmAwuLQbDAYkJkof0piYmNij6wEgIyMDcXFxOHjwoOTzarUakZGRLg8if7Wqolqy/Vd57P0hV6GqIMwcJ94S4VSHDe9v4S+C1L/JGoBUKhUmTJgAnU7nbLPb7dDpdJg8ebLkayZPnuxyPQCsX7/e7fUAUFdXh+PHjyMpiVv/U//W1GqRnPwcrg7i3j8kac7kNMn2dzYegV3iDDmi/kL2IbCioiKsXLkSq1atwp49e7BgwQKYzWYUFhYCAObMmYPFixc7r1+4cCHKysrwpz/9CXv37sVTTz2FzZs347777gMAtLa24qGHHsLGjRtRXV0NnU6H66+/HkOGDEFBQYEs75HIW97dWAOrxHEGN45PQahKPNRBNFQbgYsyYkXtR4634at90tuREPUHsn9HnDVrFhobG1FcXAy9Xo+cnByUlZU5JzrX1NRAofgpp1188cVYvXo1nnjiCTz22GPIysrCunXrMGrUKACAUqnE9u3bsWrVKjQ3NyM5ORlXXnklnn32WajV3PyN+i9Lpw3vbBRPXhUE4I5L0mWoiPzF3Mlp2HhYfGbcnzccxhXDtRKvIPJ/goMbPoiYTCZERUXBaDRyPhD5jbXf1+CRD3aI2q/ITsBf7pgoQ0XkLzptdkx9/iscM7aLnlt37yXISY32flFEvdCTn9+yD4ER0YWz2R14rfyQ5HN3TmHvD51bkFKBu9z8PXl9g/TfKyJ/xwBE1A98vuMYqo+3idqzEyNwceYAGSoif3PLpEGI0IhnRfxzpx4HG1pkqIiobzEAEfk5u92B5V9Jb/Fw7/QhEATByxWRPwpXB+G2iwaL2h0O4GWd9N8vIn/GAETk5z7feQx79eLf0NMGhOLno7n1A3Vf4cVpUAWJfyz8Y3s9e4Go32EAIvJjnTY7XvzXfsnnFkzLhFLB3h/qvoRIDX4lcVyKwwG89OUBGSoi6jsMQER+7MMfjuJwk1nUPjAmBDeMkz7tm+hcFkzLhFqiF+iz7cfwY22z9wsi6iMMQER+qs3a6bb353f5QyWHMojORxupcXtsyh8+3wPunEL9Bb9DEvmpFV8fht4k3rdlSEI4Zo5LkaEi6i/umTYEoSqlqH1T1Qms322QeAWR/2EAIvJDR5tP4c9fS+/P8uCVQzn3hy5IfIQav7k0U/K5Zz/bjfYOm5crIvI8BiAiP/T0J7tg6RSf+TUpPRYFIxNlqIj6m19PTUd8hPj4oNoTp/C/bjbdJPInDEBEfqZspx7/khiGEASg+JoR3PeHPCJMHYSHrhwm+dyK8kM41Njq5YqIPIsBiMiPGE91YMknOyWfu3lCKkalRHm5IurPfjlhIMYNiha1W212PPx/22Gzc0I0+S8GICI/8tQnu2AwWUTtsWEqPHpVtgwVUX+mUAh49vpRkJpStuXISbz1nyrvF0XkIQxARH7i0+31+OiHo5LPPXH1cMSEqbxcEQWCUSlRmHtxmuRzz3+xD7vrTd4tiMhDGICI/MCR42Ys/nCH5HNTs+JwA5e9Ux96qGAYBg8IFbVbO+24772tMFs6ZaiK6MIwABH5uPYOGxb8bSta2sU/ZCI1QXj+l2M48Zn6VKgqCM/fOEbyucONp8M5N0gkf8MAROTDHA4HHv1gO3Yfkx5meHbmKCRFhXi5KgpEeRkD8JtLMySf++THeqz4+rCXKyK6MAxARD6s9MsDWLetXvK5X4xLwfU5HPoi73ngymEYmxot+dzzX+xF2c5j3i2I6AIwABH5qHc3HcH/6KRP4M5OjMDvbxjt5Yoo0KmCFHh19jhEaoJEzzkcwG/f24bvDjXJUBlRzzEAEfmgD7bU4fGPpPf7iVAH4X9vHY8QibOaiPpaamwoXvnVeMml8VabHfNWbcbm6hPeL4yohxiAiHzMu5uO4MH/+1HyuSCFgNdum4CM+HAvV0X0k8uGxuOxnw+XfM5stWHOm5WoOHTcy1UR9QwDEJGPcDgceFl3AI9/tBPuFtQ8N3MUpmTFebcwIgl3TUnHHW72B2qz2jD3zUr840fp+WtEvoABiMgHnLLasHDNNry4fr/bax6ZkY1bJg3yYlVE7gmCgOJrRuC6scmSz1ttdtz/3g94cf1+HplBPokBiEhm+/QtuO7Vb/HJOX5b/u0VWVgwLdOLVRGdn0Ih4E83j8XVo5PcXvOy7gAK3/4eDS3tXqyM6PwYgIhk0mmz43/LD+LaV7/FgQb3J2s/PGMYin421IuVEXVfsFKB/7klB9fnSPcEAcCG/Y0oeGkDPt52lBsmks8QHPzbKGIymRAVFQWj0YjIyEi5y6F+6LuDTXj6H7uxz9Di9hqlQsAz14/ErXmDvVgZUe/Y7Q784fM9eOPbcx+QOmFwDIqvGeF2PyGiC9GTn98MQBIYgKgvOBwOfHuwCcu/OoiNh8+9TDhSE4Tlt47H1Kx4L1VH5Bl/rajGM//Yjc7zzPu5YVwK7r4sE8MSI7xUGQUCBqALxABEntRm7cS/dhnw5n+qsL3OeN7rR6VE4tXZ45EWF+aF6og8b3P1Cdy7eisMJst5r52aFYc7L0nHZUPjoZDaXIioBxiALhADEF2o9g4bKqtO4ONt9SjbeQxmq+28rxEE4K5L0vHQjGFQB3GTQ/JvJ8xWPLFuBz7foe/W9QkRavx8dBKuGZOE8YNiGIaoVxiALhADEPWUpdOGPcdasOXISXxzoBEbDx9He4e9268fkhCOZTeOwYTBMX1YJZF3ORwOfL5Djz98vgdHm091+3UDwlS4KGMALsocgIvSY5EZH85ARN3CAHSBGIDInVZLJ441n0JVkxmHm8w43NiK3cdM2KdvQYet5/+UokKCsSg/C7ddNBjBSi7KpP6pvcOGlRsO43/LD+FUx/l7Q88WqlIiOzECI5IjkRkfjtSYUKTGhmJgTAjC1OJzyShw+V0AWr58Of74xz9Cr9dj7NixeOWVVzBp0iS317///vt48sknUV1djaysLCxbtgw///nPnc87HA4sWbIEK1euRHNzMy655BK89tpryMrK6lY9DED9h83uQIfNDqvNjo5OOzpsZ3xss6Oj0wFLpw0t7Z0wtXeg1dKJlvZOtLR3oLW9E82nOmAwtaPBZIHB1N6toazuiI9Q49dT0nHrRYMRzm/gFCD0xnYs/+og/m9LXa+CkJTYMBUSIzUYEK5CTKgKsWGnH9GhwQgJViJUFYRQlRIhKiVC//vQBCsRrFRAqRAQrFBAqRQQpDj9UCoECAJ7m/yVXwWgtWvXYs6cOVixYgXy8vJQWlqK999/H/v27UNCQoLo+u+++w6XXnopSkpKcM0112D16tVYtmwZtm7dilGjRgEAli1bhpKSEqxatQrp6el48sknsWPHDuzevRsajea8NXk6AO05ZsKCv20BAJz9xT7zq+8441mX9nP8FzrzP5/DpV36vuLn3H0e6VrEr+nG5z/rBm4+TbfuK7q3u68ZTocfX9uBNishHHMuTsNNEwZCE8x5PhSYmtuseK+yFqu+q4be5HsbJAYpBAQpT4cjQYAzEAkCIOD0x8J/PwYEZ/tP1wgu1zrb//scnK8lAHjx5rGYMDjWI/fyqwCUl5eHiRMn4tVXXwUA2O12pKam4v7778ejjz4qun7WrFkwm8349NNPnW0XXXQRcnJysGLFCjgcDiQnJ+OBBx7Agw8+CAAwGo3QarV4++23ccstt5y3Jk8HoB9rm3H98v9c8H3IP8WFq3Dd2BT8YnwKRiZH8rdLov/qsNnx7YEmfLbjGL7YpUdLe6fcJZEM3v11Hi4Z4pkzDnvy81vWvner1YotW7Zg8eLFzjaFQoH8/HxUVFRIvqaiogJFRUUubQUFBVi3bh0AoKqqCnq9Hvn5+c7no6KikJeXh4qKCskAZLFYYLH8tFzTZDJdyNuiAKcQgJzUaEzNiselQ+MxdmAUgji/h0gkWKnA9OwETM9OwO9vGIX/HGzChv1N2Hj4OPbq3W8SSuQJsgagpqYm2Gw2aLVal3atVou9e/dKvkav10ter9frnc93tbm75mwlJSV4+umne/UeKLApFQJSY0IwMjkKowdGYczAKIxKiUKkJlju0oj8ijpIicuztbg8+/T37hNmK76vPoFd9SbsrjdhzzFTj1aSEZ0PZ18CWLx4sUuvkslkQmpqqowVkS9QCEC4OgjxEWpoIzXQRmqQEKmGNkKDlJgQZMaHYVBsGFRB7N0h8rTYMBUKRiaiYGSis63V0om6k22oO3EKtSfbUHviFOpOtuGE2Xr60WZFc1uHjFWTP5E1AMXFxUGpVMJgMLi0GwwGJCYmSr4mMTHxnNd3/b/BYEBSUpLLNTk5OZL3VKvVUKvVvX0b5xUZEowrsl0ndLtOAxHctJ/5jOtzAlwvdHnuHNdBkPyjy7yUs2eoCN14jeh13a3VTfvZr3P3/s6+y5nPBSsEBCsVCA5SIFipgDpIgWDlf9uUCqiUCgQHCVAplQjXBCFCE4QIdRAiNMGI0JxeOcL5OkS+I1wdhOzESGQnup/b0Wmzo/lUB1raO9Fm7cQpqw1tzkcn2qw2tHfYYLM70Gl3oNPmgM1uR8d/F0102Oz//X8HOm12dK2jcMCB//4PDofjv//v+vF/L4QDjtPPnflnnLlQw7cWZ8gtJlQly+eVNQCpVCpMmDABOp0OM2fOBHB6ErROp8N9990n+ZrJkydDp9Nh0aJFzrb169dj8uTJAID09HQkJiZCp9M5A4/JZMKmTZuwYMGCvnw7bqXHheEvd0yU5XMTEQWSIKUCceFqxIX33S+11D/IPgRWVFSEuXPnIjc3F5MmTUJpaSnMZjMKCwsBAHPmzEFKSgpKSkoAAAsXLsRll12GP/3pT7j66quxZs0abN68Ga+//jqA070SixYtwnPPPYesrCznMvjk5GRnyCIiIqLAJnsAmjVrFhobG1FcXAy9Xo+cnByUlZU5JzHX1NRAofhpjsXFF1+M1atX44knnsBjjz2GrKwsrFu3zrkHEAA8/PDDMJvNmD9/PpqbmzFlyhSUlZV1aw8gIiIi6v9k3wfIF3EnaCIiIv/Tk5/fXL5CREREAYcBiIiIiAIOAxAREREFHAYgIiIiCjgMQERERBRwGICIiIgo4DAAERERUcBhACIiIqKAwwBEREREAUf2ozB8Udfm2CaTSeZKiIiIqLu6fm5355ALBiAJLS0tAIDU1FSZKyEiIqKeamlpQVRU1Dmv4VlgEux2O+rr6xEREQFBEOQup9tMJhNSU1NRW1sb8GeY8Wvhil+Pn/Br4YpfD1f8evzEH78WDocDLS0tSE5OdjlIXQp7gCQoFAoMHDhQ7jJ6LTIy0m/+svY1fi1c8evxE34tXPHr4Ypfj5/429fifD0/XTgJmoiIiAIOAxAREREFHAagfkStVmPJkiVQq9VylyI7fi1c8evxE34tXPHr4Ypfj5/0968FJ0ETERFRwGEPEBEREQUcBiAiIiIKOAxAREREFHAYgIiIiCjgMAD1Y5999hny8vIQEhKCmJgYzJw5U+6SZGWxWJCTkwNBELBt2za5y5FFdXU17rrrLqSnpyMkJASZmZlYsmQJrFar3KV5zfLly5GWlgaNRoO8vDxUVlbKXZIsSkpKMHHiRERERCAhIQEzZ87Evn375C7LJyxduhSCIGDRokVylyKbo0eP4rbbbsOAAQMQEhKC0aNHY/PmzXKX5VEMQP3UBx98gNtvvx2FhYX48ccf8Z///Ae/+tWv5C5LVg8//DCSk5PlLkNWe/fuhd1ux5///Gfs2rULL730ElasWIHHHntM7tK8Yu3atSgqKsKSJUuwdetWjB07FgUFBWhoaJC7NK/7+uuvce+992Ljxo1Yv349Ojo6cOWVV8JsNstdmqy+//57/PnPf8aYMWPkLkU2J0+exCWXXILg4GD885//xO7du/GnP/0JMTExcpfmWQ7qdzo6OhwpKSmON954Q+5SfMbnn3/uyM7OduzatcsBwPHDDz/IXZLPeP755x3p6elyl+EVkyZNctx7773Oj202myM5OdlRUlIiY1W+oaGhwQHA8fXXX8tdimxaWlocWVlZjvXr1zsuu+wyx8KFC+UuSRaPPPKIY8qUKXKX0efYA9QPbd26FUePHoVCocC4ceOQlJSEq666Cjt37pS7NFkYDAbMmzcP77zzDkJDQ+Uux+cYjUbExsbKXUafs1qt2LJlC/Lz851tCoUC+fn5qKiokLEy32A0GgEgIP4uuHPvvffi6quvdvk7Eog++eQT5Obm4qabbkJCQgLGjRuHlStXyl2WxzEA9UOHDx8GADz11FN44okn8OmnnyImJgbTpk3DiRMnZK7OuxwOB+644w7cfffdyM3Nlbscn3Pw4EG88sor+M1vfiN3KX2uqakJNpsNWq3WpV2r1UKv18tUlW+w2+1YtGgRLrnkEowaNUrucmSxZs0abN26FSUlJXKXIrvDhw/jtddeQ1ZWFr744gssWLAAv/3tb7Fq1Sq5S/MoBiA/8uijj0IQhHM+uuZ4AMDjjz+OG2+8ERMmTMBbb70FQRDw/vvvy/wuPKO7X4tXXnkFLS0tWLx4sdwl96nufj3OdPToUcyYMQM33XQT5s2bJ1Pl5Avuvfde7Ny5E2vWrJG7FFnU1tZi4cKFePfdd6HRaOQuR3Z2ux3jx4/HH/7wB4wbNw7z58/HvHnzsGLFCrlL86gguQug7nvggQdwxx13nPOajIwMHDt2DAAwYsQIZ7tarUZGRgZqamr6skSv6e7X4t///jcqKipEZ9nk5ubi1ltv7Te/0XT369Glvr4e06dPx8UXX4zXX3+9j6vzDXFxcVAqlTAYDC7tBoMBiYmJMlUlv/vuuw+ffvopNmzYgIEDB8pdjiy2bNmChoYGjB8/3tlms9mwYcMGvPrqq7BYLFAqlTJW6F1JSUkuPz8AYPjw4fjggw9kqqhvMAD5kfj4eMTHx5/3ugkTJkCtVmPfvn2YMmUKAKCjowPV1dUYPHhwX5fpFd39Wrz88st47rnnnB/X19ejoKAAa9euRV5eXl+W6FXd/XoAp3t+pk+f7uwZVCgCoyNYpVJhwoQJ0Ol0zi0h7HY7dDod7rvvPnmLk4HD4cD999+Pjz76COXl5UhPT5e7JNlcccUV2LFjh0tbYWEhsrOz8cgjjwRU+AGASy65RLQlwv79+/vNz48uDED9UGRkJO6++24sWbIEqampGDx4MP74xz8CAG666SaZq/OuQYMGuXwcHh4OAMjMzAzI33aPHj2KadOmYfDgwXjhhRfQ2NjofC4QekGKioowd+5c5ObmYtKkSSgtLYXZbEZhYaHcpXndvffei9WrV+Pjjz9GRESEcx5UVFQUQkJCZK7OuyIiIkRzn8LCwjBgwICAnBP1u9/9DhdffDH+8Ic/4Oabb0ZlZSVef/31ftdbzADUT/3xj39EUFAQbr/9dpw6dQp5eXn497//3f/2caAeWb9+PQ4ePIiDBw+KAqDD4ZCpKu+ZNWsWGhsbUVxcDL1ej5ycHJSVlYkmRgeC1157DQAwbdo0l/a33nrrvMOp1L9NnDgRH330ERYvXoxnnnkG6enpKC0txa233ip3aR4lOALhux4RERHRGQJj8J+IiIjoDAxAREREFHAYgIiIiCjgMAARERFRwGEAIiIiooDDAEREREQBhwGIiIiIAg4DEBEREQUcBiAi8hvTpk2DIAii3Yv70lNPPQVBECAIgtc+JxH1PQYgIvJL9957LwRBEB1jkZWVBUEQkJycLNk+d+5cl/alS5dCrVbDZDL1ec1E5DsYgIjIL02dOhUA0NDQ4Dy5Wq/X4+DBgwCAY8eO4dChQ84/d7VfeumlLvf5+OOPMX36dERGRnqrdCLyAQxAROSTTp48iZtvvhmhoaEYNGgQVqxY4fJ8VwACgG+++cbl/xMSEiTbz36dXq/Hpk2bcP311wM4fSDsE088gQEDBiA6Ohr3338/rFary+d98sknIQgCBg0aBLvd7my/8cYbIQgCZsyYccHvnYj6HgMQEfmkX//613j//fdx6tQphIaG4sEHH8TmzZudz6ekpCA9PR2AOOgUFRW5fLxhwwYAp4PR0KFDnff45JNPAADXXXcdAODVV1/F73//e5w4cQIRERH4+9//jpdfftmlrvnz50OpVKK2thZffvklAKCtrQ1lZWUAIBpiIyLfxABERD7n0KFD+PDDDwEAjzzyCPbu3YstW7bAYrG4XNfVm3NmAFKpVFiwYAFCQ0NFAejM3h/g9PBXbm4uUlJSAADPP/88AGDKlCmoqqpCVVUVBg4c6PKa1NRUXH311QCAN998EwDwz3/+E21tbYiMjMTMmTM98jUgor7FAEREPmfXrl3OP994440AgGHDhmHMmDEu13XN56mqqsLu3buxfft25ObmIjIyEpMnT8aBAwewZ88e7Ny5E4BrAGptbYVOp3MOf5lMJtTV1QE43SMUFBSE0NBQZ9g504IFCwAA69atw8mTJ/HBBx8AAG666SaEhIR45GtARH2LAYiI/NaZgWbp0qWw2+3Otq5wtHTpUjgcDpc2ACgrK4PFYnEGoJ4oKChAZmYmLBYL3nrrLXz66acAOPxF5E8YgIjI54wYMcL5548++ggAsH//fmzfvt3luqFDhzonPL/33nsAIApAq1evBgBERkZi7Nixztd+/PHHyMzMxKhRo5zPdw13/eMf/0BnZyfa2trw+eefi+oTBAG/+c1vAADFxcVoaWlBeno6pkyZcoHvnIi8hQGIiHzOkCFDnHNpSkpKMHz4cIwfPx5KpVJ0bVfg6ezshEKhwCWXXAIAuOiii6BSqdDZ2QkAuPjii6FQKJzXfvbZZ6LenwcffBDA6blE6enpyMjIQFVVlWSNd955J9RqNcxmMwBgzpw53CyRyI8wABGRT/rLX/6CG2+8ERqNBkajEc888wwuuugi0XVnDoONHDkS0dHRAACNRoNJkyZJXrdhwwacPHlSFIDuv/9+PProo4iJiYHRaMQ111yDhQsXStY3YMAA3Hzzzc6P58yZ06v3SUTyEBxdg+NERAFi4cKFWL16NfR6vWSvUnctXboUixcvxtSpU50rzYjIPwTJXQARkbeNHDkSL7/8cq/Dz4cffojVq1fjn//8JwDgoYce8mR5ROQFDEBEFHDmz59/Qa/fvn07PvjgA8THx+Pxxx/Htdde66HKiMhbOARGREREAYeToImIiCjgMAARERFRwGEAIiIiooDDAEREREQBhwGIiIiIAg4DEBEREQUcBiAiIiIKOAxAREREFHD+H3uiplQ7+Z2BAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dV/dx; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DCLRpMLW+JFEF60LUAhD7gIi0wwBERENWK+j/AXw/BQYE3maIzV2+C0D5FuUUGMAARKQlBiAiGjL1PYCGPwWm1kPTHGB9QL6sAMVHRSA7RRkaj9YwABFphQGIiIZMtAeQJAGWkQQglSmwxiCYAouJNCIqYnj7HxUIpsGO17ULD5olIt9jACKiIStv6lRcS483I8I4/G8loiZoIPD2AhKNZzjVn36ipfA9ve6AXAFHFIoYgIhoyEQBKCdVvLPxUKmfCB9YQcDXAUht2rDeFlifN1GoYgAioiFxON3Cs7By00YWgKIijIgVnQcW4hWg9Hjx1F+D4LgNIvI9BiAiGpLKli6I2lNyRhiAACBVcJxEoE2BifYBShnGHkD90uPFFSAGICJtMAAR0ZCUNyqnv4CRT4EBKrtBB1ATtN3pQrtduTHjSCpAo1QqQPXt4q0GiMi3GICIaEjOqAWgtJgRP7eoDyiQKkCtXeIjKpJHEIDS4iIhScrrohPnicj3GICIaEjONnUJr49L8cUUmPg8MFl07oYO1KpRag3cQ2EyGoTvzykwIm0wABHRkIhWgGUmRiFa0MDsrRTBXkB954G5RvzcvtCisgv0SCpAAJAm6H1iBYhIGwxARDQkoikwX/T/AH3TQSKBMg2mtiJtJD1AAJCeoGyEZgWISBsMQER0QXanS3gQqi9WgAHqQaIxQPYCUjsJfqQBaJSwAtQTMFN/RKGMAYiILqiyuVu8BD515A3QgHqQCPgK0AiWwQNAeoJ46k+04oyIfIsBiIguSHUJvI8qQKJeGCBwNkMUVYAMEpAYHTGi5+VmiET6YQAioguqFkx/Ab7rAVKrAAXKXkCiSlRyTCQMBsE6di+o7gXE4zCI/I4BiIguqM4m3pwvM2n4p8CfS30KLDCCgK+Pweinuht0gPQ+EYUyBiAiuiCrIABFRxgRbzb55PmjIoyIEzxXoEyBCStAPghA6hUg7gZN5G8MQER0QaIKkCUxCpJoK+NhCuTjMJoF+wCNZBPEfuwBItIPAxARXVCdoCdF7Yf3cIl2gw6EVWCyLAuboH1RAYo1mxAr2EiSAYjI/xiAiOiC6trEFSBfElVUmgKgF8bW44RTsAeALypAgHgajLtBE/kfAxARDarT7hTuS2MR7GI8EqIpsBaVQ0i1pFaFSh7hHkD9RI3QtW3iVXdE5DsMQEQ0KLUVYKJjHEYiIUq5p053rwu9LrdPP4631AKQaMpuOEYnRyuuVTZ3wyXaeZKIfIYBiIgGJVoBBvi+ApSgsqlge4++uyL7uwI0TrCbtsPlVv26E5FvMAAR0aDUKkCWRN82QSdEiZfU27r1nQbz1zlg/dQ2kzyrsvs2EfkGAxARDUq0AgxQ38RvuNQqQLYefQOQv06C76d2nEh5U5dPnp+IxBiAiGhQVsEKMEB8kOdIiHqAAMDWre8UWItgDyDAlxUg8YGyZ5tYASLyJwYgIhpUfbsyAKXERsJsUu5fMxLqPUA6V4AEmzHGRBoRFeGbzz8pJlJ4qGo5AxCRXzEAEdGgRBWgDB83QANAQrRKD5DOAUhUAfJV9aefqAp0llNgRH7FAEREgxL1AFl8PP0FBO4UmL8OQj3XOEEjdHlTJ2SZS+GJ/IUBiIhUud2ycArMHxWgeLVVYDpXgLQIQKIKUE+vW7UBnYhGjgGIiFQ1dznQ61JWIfwRgGIjTTAIzlYNxGXwKT7aA6ifqAIEsA+IyJ8YgIhIldoKMF+fAwYABoOEeME0mE3HjRDtTpfwGBCfV4DSuBKMSGsMQESkSjT9BQAZfugBAsSN0HpWgFpVziLzxUnw51KrAJ3mZohEfsMARESqrG3iHhR/TIEB4kZoPXuAREvgAd9XgFJjI4U9UAcrWn36cYjocwxARKRK7TwqTQOQjqvA/L0JYj9JkjArO0lx/VBlK+xOl08/FhH1YQAiIlX1ggAUYZR83gTcTzQFpudGiP4+BuNcC3JSFNccTjcOV7X5/GMREQMQEQ1CVAFKj4+CQbRcywfEU2A6VoA0DEDzc5UBCAD2ljf7/GMREQMQEQ1CtA+NvxqgAQhXgXXYnXC63H77mINRmwJL9kMFbFZ2EiKMymC5r7zF5x+LiBiAiGgQdYIKkD+WwPdTOw6jQ7AUXQtq/UcJKps2jkRUhBEzxiQpru8rb4bbzR2hiXxN9wD03HPPIScnB1FRUSgsLMTevXtV7z1y5Aiuv/565OTkQJIkPPPMM4p7HnzwQUiSNOAtPz/fj58BUWiyO13CXZD91QANBN5xGKIVaHFmE0xG/3zrnC/oA7L1OHG8rt0vH48onOkagLZt24b169dj06ZNOHDgAGbOnImlS5eivr5eeH9XVxfy8vLw6KOPwmKxqD7v1KlTUVtb63n78MMP/fUpEIWsepVjGPwagFROhNdrKbxoDyJ/VH/6LchNFl4vtdr89jGJwpWuAWjLli245ZZbsHbtWhQUFGDr1q2IiYnBSy+9JLx//vz5eOKJJ3DjjTfCbFbvQzCZTLBYLJ63tLQ0f30KRCFLNP0FABa/VoBUzgPTaTNEUfBSC2m+MGFUvPC62n5ERDR8ugUgh8OB/fv3o6io6PPBGAwoKipCSUnJiJ775MmTyMrKQl5eHv7rv/4LFRUVg95vt9ths9kGvBGFO633AAICsQKknHpTm6bzhZQ4cXO1aCqSiEZGtwDU2NgIl8uFjIyMAdczMjJgtVqH/byFhYV45ZVXsGPHDjz//PM4c+YMLrnkErS3q8+hb968GYmJiZ637OzsYX98olChdhK5P1eBBUMPkFqjti/ERhoRKegvUluNRkTDp3sTtK8tX74cK1aswIwZM7B06VK88847aG1txR//+EfV99mwYQPa2to8b5WVlRqOmCgwqU2B+bcCpDIFFlA9QP6rAEmSJNxjiFNgRL7nv19lLiAtLQ1GoxF1dXUDrtfV1Q3a4OytpKQkTJo0CadOnVK9x2w2D9pTRBSORCfBx5tNiDX779uGaB8gQJ/NEN1uWXgSvOjMLl9Kjo1UTD9yCozI93SrAEVGRmLu3LkoLi72XHO73SguLsaiRYt89nE6OjpQVlaGzMxMnz0nUTgQVYAy/LgHENAXsCTBJtN6NEF3OJyQBdvv+LMJGug7GPV8zZwCI/I53SpAALB+/XqsWbMG8+bNw4IFC/DMM8+gs7MTa9euBQCsXr0ao0ePxubNmwH0NU4fPXrU8+fq6mocOnQIcXFxmDBhAgDg7rvvxjXXXINx48ahpqYGmzZtgtFoxKpVq/T5JImClHATRD9OfwGAwSAhzmxC+3kVHz2mwNRClz+nwADxMRusABH5ntcB6I9//COuvfZaREaOfCv4lStXoqGhARs3boTVasWsWbOwY8cOT2N0RUUFDIbPi1Q1NTWYPXu25+9PPvkknnzySVx22WXYtWsXAKCqqgqrVq1CU1MTRo0ahYsvvhgff/wxRo0aNeLxEoULWZbF54D5sQG6X0JUhDIA6dAErboLtB+boAFxAGrr7oXT5fbbBoxE4cjrV/KNN96I5ORkrFixAqtXr8bixYtHNIB169Zh3bp1wsf6Q02/nJwcyKKa9Dn+8Ic/jGg8RNTXc9PTqzx/y98VIKBviqm6tfu88WhfAVI7hV6PCpAsA63dvUiLY68ika94/euE0WhES0sLXnzxRVxyySWYNGkSHn74YZw9e9Yf4yMiHahugujnHiBAvBmiHj1Aao3X/u4BSlY5aZ7TYES+5XUAqq+vx8svv4yrrroKkZGROHXqFDZt2oTx48fj8ssvx6uvvoreXn2WrBKRb6gFoPR4bSpA5zt/SkwLevUAiZqgAQYgIl/zOgAlJydjzZo1ePvtt9HQ0IBnn30WMTExcLvd+OCDD/Dtb38b48ePx759+/wxXiLSgGgJPKBVBUgZMPSpAKkEIB16gAAGICJfG3ZH3T//+U/cfPPNuOeee9DV1QUAiImJweTJk1FVVYVbb73VZ4MkIm2pb4Lo/x4U0T47HQ4n3O7B+/98TbUJWoceIIABiMjXvP5VZuPGjXj11VdRVVXlaUguKCjAbbfdhtWrVyM+Ph6XXHIJ9uzZ4/PBEpE2RMdgGCRglAZNuKIpMFkG2u1OJPq5/+ZcahUgf2+EyABEpA2vX8kPP/wwACAiIgLXXXcdvvvd7+KSSy4ZcM+8efNQVVXlmxESkeZES+DT4syaLMMe7ER4TQOQYNotJtLo969BksrnyABE5Ftev5LHjRuHRx55BJWVlXjjjTcU4QcAnn76aZw5c8YnAyQi7Ql3gdZgCTwQOCfCCw9C9fP0FwCYjAYkxSg/DgMQkW8NawrMYrEgPT19wPXy8nJ0dXWhoKDAZ4MjIn3oGoAC5ER40cfzdwN0v5SYSLR2DQxgDEBEvuV1Beimm27yTIOda9WqVZgxY4ZPBkVE+nG63GhoV/YAWRK12YQvUE6E16sCBPA4DCItDGsyW7Qbc3Nz8wV3aSaiwNfY4YBowVWGBnsAAYNVgLQNQKK9h/y9CWI/BiAi/xtyPTcvL8/z54MHDw74e1dXFxoaGpCamurb0RGR5lSXwGuwBxAA1UZntZ2Z/UVcAdJoCkwlAMmyDEmSNBkDUagb8qu5vLwcACBJEux2u+fv57ruuut8NS4i0oloBRigXQ+Q2jJzLStAsiwLP56eFSCHy41OhwtxZm1CGFGoG/IradOmTQCAn/zkJxgzZgxuuukmz2MxMTHIz8/Hl770Jd+PkIg0pXoOmEYBSO0HvJbHYXQ6XMJpQD17gACgtrUbEzPiNRkDUajzOgC9//77mDp1qufvRBRa9A5AJqMBcWYTOuwDA4+WTdCq54BptApsbEqM8PoxazsDEJGPeP1q3rVrlx+GQUSBwtqmXAFmNhk0++EP9PXaKAKQhlNgqueAaVQBmpKZILx+rNaGL8/M0mQMRKFuSKvAjEYjLrroIs+f1d5MJs5NEwW7+nZlBciSGKVp862o10bbCpDKOWAa9QCNSY5GvGAqsLTWpsnHJwoHQwpAsix7lrj3/1ntjYiCm+gkeK0aoPuJT4TXrgdIrdrk73PA+kmShPxM5VTXsdp2TT4+UTgY0qv55ZdfxqhRozx/JqLQJVoFpnkAEky3aVoB0nkKDOibBvtPecuAa1ZbD1o6HUhWaZImoqEbUgBas2aN8M9EFFq6HE7haitLgja7QPcTV4ACoQla2wAkcsxqw+LxaZqNgyhUeb0T9L59+/Db3/4WFRUVcDgcuP322zFz5kysXr0abW1t/hgjEWmkzqZsgAb0qAApg0a73Qm3aG26H6gtuddqI0RgsEZoToMR+cKwDkN99913cfr0abz00kt47rnnAACfffYZ4uLi8Ktf/crngyQibYj6fwDtA5Co10aWgQ6HU5NpKLUpsHgNp8AmZcRBkvo+73OxEZrIN7yuAB0+fBiZmZkYN24c/vd//xfR0dHYvHkzTCYT3nnnHX+MkYg0IloBBvStAtOSWsjRajNEUcN1dIQRkaZhHZ84LDGRJuSmxiquH7MyABH5gtev5oaGBlgsFgDA0aNHMX/+fPzoRz/C1KlTUVdX5/MBEpF2VCtAGh2E2k/1RHiN+oCE54BpuA9Sv8kW5UqwqpZuzcdBFIq8DkCJiYkoLy9HSUkJysrKUFBQAKDvQNS4uDifD5CItKN2Dlh6ADRBAzoHIA2nv/qJph5bu3rhdLk1HwtRqPE6ABUWFqK5uRkXX3wxnE4nLr/8cjgcDlRWVg44IZ6Igk+9oAk6OSYCURFGTcehttpKqxPhRVNgWq4A65eqsty9ucuh8UiIQo/XAejJJ5/ErFmzEBsbixtvvBE33HADdu/ejZSUFCxbtswfYyQijQTCHkBAoFaAtJ8CS40TV96aOxmAiEbK61f0pEmTcODAgQHXLr/8clRWVvpsUESkD9FBqLoEILUeII02QxQFLS1XgPVTOxW+qYMBiGikhv0rjd1uR319veL4i7Fjx454UESkPVmWhVNgWp0Cfy61sKHFcRiyLAun2vRogk6LEwegxg7xfk1ENHRev6JPnDiBm266Cbt371Y8JkkSnE7tzushIt9p7nTAIWiuzdC4ARoA4gQHgQJAp8P/31+6HC64BBsu6tEErVYB4hQY0ch5HYBuueUWfPTRR/4YCxHpSHUXaI33AAKASJMBZpMBdufAQKbFPkCqu0Dr0QSt0gPEKTCikfM6AO3fvx8GgwE/+MEPUFBQAJNJ+7IwEfmeqP8H0H4PoH7xUSbYz/tB32H3fwAKhINQP/+YJkQYJfS6BlakmlgBIhoxr9PLmDFjYDQa8dRTT/ljPESkk1qVTRC13gW6X5zZhMbzAlC7Bk3Q6gehav/LniRJSImNVFTnmtgDRDRiXi+Df/jhh1FWVsZjL4hCzIGKFuF13QKQYNl5hwZTYIFUAQKA1FjlNBgrQEQj5/WvNPfccw9kWcY111yDxMREJCUleR6TJAllZWW+HB8RaUCWZew+1ai4np0SjTSVPhR/EzVCazIFprLSTI8eIABIFawEYxM00ch5HYDOnj3r+XNraytaW1s9f5ckySeDIiJtlTd1oUYwBXbR+DQdRtMnzqwMHFo0QatXgPTpdxTtBs1l8EQj5/UretOmTf4YBxHp6CNB9QcALpqgXwCKF02BaVIBUusB0qcClCKYAmvvccLhdGt6Oj1RqGEAIiLVALR4fKrGI/mcWgCSZdmv1Wa188ZE49GCaAoM6JsG06s/iygUDOsVbbfb8frrr+Pjjz+GxWLBTTfdhPLyckybNg0pKSm+HiMR+ZHbLaPkdJPier4lXnUfGi2IeoBcbhk9vW5ER/rvcFZRBchsMsBs0vZA2H5qB6I2dtgZgIhGwOv6aVNTE+bNm4ebb74Zv/nNb7Bz504cO3YMV1xxBX7xi1/4Y4xE5Ecn6zvQ2qX8oX+xjtNfgHgVGAC02/27FF54EKpO018AD0Ql8hevA9APf/hDHDlyBFFRUZ5zwIqKihATE4P/9//+n88HSET+dbK+XXh9YZ5+018AEK9yHIa/G6FFz69XAzQwyIGonWyEJhoJrwPQ3//+dyQmJg5Y7m40GjFu3DicPn3ap4MjIv8rq+8UXp9sidd4JAOpVYD8vReQaApMzwqQ2oGoPA6DaGS8DkCtra3IycmBxWIZcN3lcqG9XfybJBEFrlMNHYprZpMBWUnROozmc6Jl8ID/V4IJT4LXaRNEYJDzwDgFRjQiXgegcePG4ciRI/jwww89195++20cP34cOTk5vhwbEWmgrF4ZgPJGxcFo0HdfL7UT4f09BRZoFaDYSKNwuXtDO6fAiEbC6wC0atUqOJ1OXHbZZZAkCXv27MG1114LSZKwatUqf4yRiPzE7ZZxulEZgMaPitVhNAOpLTv3ZwVIlmVxE7SOPUCSJCE9XlkF2lferMNoiEKH1wHovvvuw/LlyyHL8oC3K6+8Ehs2bPDHGInIT2rautHT61ZcHz8qTofRDKQagPx4IKrd6VacvN43Fv0qQAAwd1yy4lp5UxdOC6YviWhovP61JjIyEv/4xz/w73//G3v37gUAzJ8/H5dddpnPB0dE/lXWIG6AHp+ufwBSmwLzZwVIbXpNr00Q+30hPx1/O1SjuP5eaT3yAiCsEgWjYb+qL730Ulx66aW+HAsRaUzU/wMExhSY6j5AfuwBUgtXegegyyaNgkEC3OcVp94rrcfNl+TpMyiiIDekV/UXvvCFIT2ZJEkoLi4e0YCISDtlKlMoeWn6VxXMJiMijQY4XAOn6Nr9WAFSW2KvVo3SSlJMJOaMTca+sy0Dru8904z2nl7dp+iIgtGQXtW7du2CJEmejQ/7z+E59+/+Pp+HiHzvlKACNDop2q9HTXgjLsqk2PHYn/sAqe0yrXcAAoAr8tMVAcjplrG7rAlLp1pU3ouI1AzpVX3ppZcOCDf79u2D3W7HjBkzAACffvopTCYTFi5c6J9REpFfiHqAAqH/p1+cWRCAwrACBPT1AT3x7nHF9VP1HVg6VYcBEQW5IVeA+v3617/G/v378dlnn2HSpEkAgBMnTmDu3Ln48pe/7JdBEpHv9fS60Nih3EsmL03//p9+ouDhzwqQWrhS60fS0sT0OGEfUHVrtz4DIgpyXi+Df+SRRzBmzBhP+AGASZMmITs7G0899ZRPB0dE/qO2kV5mAJ0wLmo+9msPkFoACoAKkMloQEaC8v9NDQMQ0bB4/apubGxEVVUV7rvvPlx33XUAgL/+9a8oLS1FdLS+W+cT0dDVqwSg9ATx0Qt6EAWgDj+eBq+2wiwQKkAAkJUUjdq2ngHXalt7VO4mosF4XQG6+uqrIcsyHn30USxYsAALFizA5s2bPY8RUXCot4l/cKbHB04FKFCmwOJVziXTmuh8NlaAiIbH6wD0wgsv4Ktf/apiJ+hrr70WL7zwgj/GSER+oFoBEhy7oBdR5aW9x+lZgepronBlNEiIivD6W6VfZAmmJ9vtTuHxHUQ0OK/ruklJSfjzn/+M06dP48iRIwCAgoICjB8/3ueDIyL/qW8PhgqQsvLidMuwO92IivD9Un1RBSjObAqYLT5EFSCgrwqUYAmMKhVRsBj2xHZeXh7y8rgDKVGwqrcpK0CRJgMSogOj3wVQ34G5vcepaQAKFGoBqLa1B/mWBI1HQxTcAqOuS0SaE02BpcebA6baAWh/HphoCkzvYzDOlZUkrs5xKTyR9xiAiMKUKACJllnrSTUA+akROuArQInqU2BE5B0GIKIwJVoFFkgN0MAgU2B+WgovDEABVAFKiolAtGDqjwGIyHsMQERhqNflRtN5R0wAgReA1MKHvypAon2AAqkCJEmScBqshnsBEXlt2K/s06dPY8+ePYiJicFXvvIVX46JiPxMdAQGAKQH2BSY2v47fusBElSWAqkHCOhrhD7/DLeaNlaAiLzldQXI5XLh5ptvxqRJk/CNb3wDjz32GF577TUYjUY8++yz/hgjEfmYaAUYAIwKkgqQ2o7NI9HrcqOn1624HhsZYAFI0AdkbeuB6/xDwohoUF4HoM2bN+Oll16C2+32bEb21a9+FSaTCW+99ZbPB0hEvhcMmyAC2q4C6wzgg1DPJVoK73TLqme7EZGY1wHo5ZdfRkREBLZv3+65FhcXh+zsbBw7dsyXYyMiPwmGTRCBwfcB8jXVc8ACqAcIUF8KX9nSpfFIiIKb1wGoqqoKBQUF+PKXvzzgenx8PBoaGnw2MCLynzqVKbBAOggVAMwmA0wG5b5E/jgQVfUcsACrAI1NiRFeP9PYKbxORGJeB6C0tDScOXMGTU1NnmsVFRU4duwYRo0a5dPBEZF/NAgqQCaDhJSYSB1Go06SJPGJ8H6oAKkFINFxHHrKHRUrvF7OAETkFa8D0NKlS2Gz2TB9+nQAwNGjRzFnzhz09vZi2bJlPh8gEfmeqAl6VLwZBkG1RW+iHhx/9ACphapA6wEaFWdGbKRyLyBWgIi843UA+tnPfoYxY8bAarUCAGw2G5qbm5GVlYWHHnrI6wE899xzyMnJQVRUFAoLC7F3717Ve48cOYLrr78eOTk5kCQJzzzzzIifkygc1QkqQIHWAN1PVIHxRw+QegUosAKQJEnCKhADEJF3vA5AmZmZOHToEDZt2oSrrroKV111FTZt2oSDBw8iKyvLq+fatm0b1q9fj02bNuHAgQOYOXMmli5divr6euH9XV1dyMvLw6OPPgqLxeKT5yQKR9Y2ZQCyJAZWA3S/eEEA8UsFKEh6gAAgJ1UZgMqbOuHmUniiIRvWKzslJQWbNm0a8QffsmULbrnlFqxduxYAsHXrVvzjH//ASy+9hHvvvVdx//z58zF//nwAED4+nOckCjd2pwuNHcpdoDNVzpnSm2gKyi8VoCBZBQYAuWnKANTT60Zde0/A/n8kCjReV4CefvppXHfddTh8+LDn2uHDh3Hdddfh6aefHvLzOBwO7N+/H0VFRZ8PxmBAUVERSkpKvB3WiJ7TbrfDZrMNeCMKVWqbIAZqBUgUQPxRAWoPkn2AAHEAAjgNRuQNrwPQL3/5S3z44YeeJmgAmD59Oj788EP88pe/HPLzNDY2wuVyISMjY8D1jIwMT3+Rt4b7nJs3b0ZiYqLnLTs7e1gfnygY1AqmvwAgM1ADkFarwFSeM9B2ggaAHAYgohHzOgBVV1cL+28sFguqq6t9MiitbdiwAW1tbZ63yspKvYdE5De1KudGWQLsHLB+oh4ch8sNu9Pl048j2lsoNtIIYwCujMsV9AABXApP5A2vA1BcXBxOnjyJsrIyz7WysjKcOHEC8fHxQ36etLQ0GI1G1NXVDbheV1en2uDsr+c0m81ISEgY8EYUqkQN0EDg9gCJmqAB31eBRNNqgTj9BQDJsZFIilGujjvTyN2giYbK6wB00UUXwW63Y8GCBbj11ltx6623orCwEL29vbjooouG/DyRkZGYO3cuiouLPdfcbjeKi4uxaNEib4flt+ckCjVqU2CBtgt0P63OAxM1VgdiA3Q/0UqwM40dOoyEKDh5/ep+4IEH8O6776KlpQW/+c1vAACyLMNsNmPjxo1ePdf69euxZs0azJs3DwsWLMAzzzyDzs5Ozwqu1atXY/To0di8eTOAvibno0ePev5cXV2NQ4cOIS4uDhMmTBjScxKFO1EFKDU2ElERys31AkFclHgnZl+vBBNWgAI4AOWlxeJQZeuAa5XN3XC75YDc0JIo0Hj96p43bx7ee+893H///Z4NBgsLC/Hwww9jzpw5Xj3XypUr0dDQgI0bN8JqtWLWrFnYsWOHp4m5oqICBsPnRaqamhrMnj3b8/cnn3wSTz75JC677DLs2rVrSM9JFO5qbcGzBxCgHkJ8HYCEFaAAnQIDgGzBmWAOlxv17faA/v9JFCiG9epevHgx3nvvPZ8MYN26dVi3bp3wsf5Q0y8nJweyfOGNvgZ7TqJwZxU0QQfqCjBAfSNCX0+BiXqK4gPsHLBziQIQAFS1dDEAEQ3BsAKQ2+3GqVOnUFdXpwgkl156qU8GRkS+53S50dCu3AcokH9gqvcA+fZE+PYe5fMF4i7Q/cYki5vWq1q6MS9H27EQBSOvX9179uzBqlWrcPbsWcVjkiTB6fT9/hxE5BsNHXaITksI1BVggPo0lC9XgbncMjodymX18Sr9R4FALQBVNnMlGNFQeB2Avvvd76K8vNwPQyEif1NbARaoewAB6lUYtZ2bhyNYToI/lyUhCiaDBOd5ibaqRbzPExEN5PWr+9ixY4iIiMCTTz6JgoICmEyB+w2CiAZS3wMogAOQSh+OLytA7SrTaQkBHIBMRgMyk6JQ2Tww8FS1sgJENBRev7rz8/PR09OD22+/3R/jISI/Uq0ABXAAioowwGiQ4Dqv0uHLJmi1FWWB3AMEAGOSYpQBiBUgoiHxeiPELVu2oLy8HL/61a94aChRkDlhbRdeD+QAJEmS+EBUX1aAVANQ4PYAAeI+oJrWbkVYJCIlrwPQkiVLYLfbcfvttyM5ORlGo9HzxukwosC2v6JFcW1sSgxiAvDAz3OJApDNpwFIPAUWyBshAuKl8L0uGXWCvZ6IaCCvA5Asy4O+EVFgau1y4FS98qiEeeOSdRiNd0RTUb5cBq82nRbwU2CDLIUnosF5/ep++eWX/TEOIvKzA4LqDwDMCYIAJJwC82EPkFo1KfCnwNQ3Q1yQm6LxaIiCi9cBaM2aNf4YBxH52f6z4gA0NwgCkLACpMEUWCCvAgOA7BS1vYBYASK6kGG9uh0OBz766CPU1NTA5Rq4edjq1at9MjAi8i1RAIo3mzApI16H0XhHdCCqFqvAAnkfIABIj49ChFFCr+v8vYC4FJ7oQrx+dZ88eRJFRUWoqqpSPCZJEgMQUQDqdbnxSWWb4vqssUkwBsHJ4aIpMF8ehiqqJhkNEqIjjD77GP5gNEjISorG2aaBgef8vxORktdN0Pfeey8qKyvZBE0URI5b29HdqzzqIRimvwDxFJjd6YbD6fbJ86udAyZJgR8Oc1JjFddONSib3YloIK8D0AcffACTyYSdO3cCAGbPno033ngDaWlpnmtEFFjKVH4gzh4bHAFI/UBU31SBRNWkQF8B1m9iepziWnOnA00dykNviehzXgeg1tZWTJkyBUuWLIEkSYiIiMDKlSthsVjwyCOP+GOMRDRCNa3ifWHy0pTVg0CkGoB8NA0mCkBxKkdwBJqJGcoABAAnBVseENHnvA5A8fHxcLv7ys5xcXEoLS3Fnj17UFFRgZKSEp8PkIhGrlpwPpQkARkBfAjqudSakdXO8PKW6GDVYKkATUgXN7GL9nwios95HYCys7Nx9uxZuFwuTJ8+He3t7Vi8eDHa29uRmZnpjzES0QiJKkDp8WZEmrz+FqALteXovqsAKYNUoC+B7zdBMAUGMAARXYjX3/3WrFmDJUuW4OTJk7jvvvsQEREBWZZhMBjw4IMP+mGIRDRSNa3KfWFGJ4n3kAlEatNR/uwBCvRjMPolRkcgI8GsuH6yXnzuGxH18foVfuedd+LOO+8E0Hcy/LFjx3Dw4EFMnToVkydP9vkAiWjkqgUBKCuYApDaFJgPKkCyLAuDVKDvAn2uienxqLMNbHo+WccKENFgRvwrTm5uLnJzc30xFiLyA1tPrzAoBFcFSK0HaOQBqLvXJTw9PVh6gIC+abAPTzUOuFbfbkdbVy8SY4InyBFpaUiv8Ly8PMyZMwd/+tOfkJeXp3qfJEkoKyvz2eCIaORE019AcFWA1MKIL3qA1KpIQVUBUlkJdqqhHXPH8UwwIpEhBaDy8nJYLBbPn9UEw6ZhROFGLQAFUwVINQD5YBWY2jlggX4MxrkmjFJZCl/XwQBEpGJIr/BNmzZhzJgxnj8TUfCobgn+ClB0hBEGCTh/psoXFSC1k+CDZRUYAExUOc/tdGOnxiMhCh5DDkAA4HQ6ccUVVwAALr74YhgMwbGEliicVatsghhMFSBJkhBnNinCii+aoNVCVDD1AKXERiIhSvn1OdvEAESkxqsEYzKZsGTJEnz7299m+CEKEqIpsNhIIxKig+cHPCDuyfFFE3Qo9AABQI5gV28eikqkzusUM2nSJB56ShREREvgRydHB13PnmglmG+aoFV6gIJkH6B+Y1NiFNcqmrv4/ZpIhdcBaMuWLaiursZ9992H+vp6f4yJiHxIVAEKpv6ffqIpKV9shKheAQquADQuVRmAuhwuNPBQVCIhrwPQVVddhd7eXjz66KPIzMyE0Wj0vJlMwfUNgyjUOZxu1NmUPUDBGIBEq7J8EoBUniPYpsDGpYgPtq3gNBiRkNcBSJblQd+IKHAcrm5TrJwCgDHJQRiABFNSatNX3giZKTBBBQhgHxCRGq9f4S+//LI/xkFEfvCf8mbh9VnZSdoOxAdEU1K+WAUmeo7YSCOMhuDqkcpJFVeAzjYzABGJeB2A1qxZ449xEJEf/OeMMgBFGCXMzk7WYTQjI6rI2J1uOJzuEZ1qL6oABdv0FwCkx5thNhlgd7oHXK/gUngioWHVeB0OBz766CPU1NTA5XINeGz16tU+GRgRjYzbLWPf2RbF9WmjExEdadRhRCOjdiJ8p92JSFPksJ9XfBBqcE1/AYDBIGFsSgxO1g88BJUVICIxr1/lJ0+eRFFREaqqqhSPSZLEAEQUIE7Ut6OtW1ndWJATnEcjqB+H4URy7PADkGgKLBgDENC3Euz8AMQmaCIxr+vG9957LyorK9kETRTgRNNfADA/SAOQ2tlcthE2QosCUFwQToEBwFjBSrCmTodPmsWJQo3XAeiDDz6AyWTCzp07AQCzZ8/GG2+8gbS0NM81ItLf3nLl9BcAzMsJvv4fAIhXWZU10s0QxT1AwVsBEuFKMCIlrwNQa2srpkyZgiVLlkCSJERERGDlypWwWCx45JFH/DFGIhqGgxXKADQ5Ix5JMcOfLtKTWgVopHsBiSpAwXQQ6rnUAtDJ+naNR0IU+LwOQPHx8XC7+1YZxMXFobS0FHv27EFFRQVKSkp8PkAi8l5LpwNVglPg54xL0n4wPqK2L89IApDD6VasmgKCcxUYAORbEoTXj9bYNB4JUeDzOgBlZ2fj7NmzcLlcmD59Otrb27F48WK0t7cjMzPTH2MkIi99VtMmvD5tdKLGI/EdtVAykr2AQmUTxH4ZCWakCBrCjzAAESl4HYDWrFmDJUuW4OTJk7jvvvsQEREBWZZhMBjw4IMP+mGIROStw9XiADRjdJK2A/Ehtb6ckQWg0DgHrJ8kSZiapawCHa21cZEK0Xm8fpXfeeeduPPOOwEA+fn5OHbsGA4ePIipU6di8uTJPh8gEXnvSLXyN/4Io4RJljgdRuMb6lNgw1/hpDZ9FqxTYABQkJmAD042DrjW2tWL2raeoDwDjshfvK4Aff3rX8fOnTs9v03k5ubiuuuuY/ghCiCiCtBkSzzMpuDbALFfTKQRkuB0ipGsAlNbQh+sFSAAKBBUgABOgxGdz+sA9Ic//AHLli3D2LFj8eMf/xilpaX+GBcRDVNbVy8qBLv/Tg/i/h+gb3pHeCDqCJqgVafAgrQHCOirAImwEZpoIK8D0EUXXQQAqK6uxmOPPYapU6di4cKF2Lp1K1pbW309PiLyUig2QPdLEExNjaQCpN4DFLxTYHmj4hAVofzWfrRW/O+CKFwNayPEiooKPPXUU5g/fz5kWcbevXvxve99D1lZWf4YIxF5Qa0BOtgrQIC4D2gkTdAdITgFZjRImCxYDs8pMKKBhnWE8ujRo3HnnXfi448/xltvvQWLxQJZlmG32309PiLy0ok65aZ3JoOEyZZ4HUbjW6LNENtH0AStFp7UNl0MFqJpsKqWbuHZcEThaliv8pMnT2Lbtm3Ytm0bjh496rkeFxe8K0yIQkWloP9nbGpMUDdA9xNVZka0DF51FViQByCVRugTde1BexYcka95/SqfO3cuDh06BACQZRmSJOGKK67AmjVrcP311/t6fETkJVED9LgU8REJwUbUA+TrjRAjTYagD4v5KtW+UisDEFE/rwPQwYMHAQCTJk3C6tWr8c1vfhPZ2dk+HxgRea+n14U6m3IqemyIBCBRZcbW3ev5ZcxboXQO2LnUpjtLa9kHRNTP61f6rbfeijVr1mDhwoX+GA8RjYBo+gsAskMmACkrQE63jJ5eN6Ijva/aiAJQsB6Dca6EqAiMTopGdevA8+COW3koKlE/r1/pzz//vD/GQUQ+cLZJHIDGpcZqPBL/SIhWOw6jd5gBSDkFFsxL4M+Vb4lXBKBSa/uwq2VEoWZYq8CIKDCJ+n+AUJoCE4cTtR2dL0RUAQr2Buh+ommwDrsTVS3dgruJwg8DEFEIUQtA2SmhcQaUWn+ObZiN0KKzwEIlAOWr7AjNaTCiPgxARCFEFIBGxZsRExkaP9RFq8CAvkbo4RD3AIXGFNgU1ZVgbIQmAhiAiEKKKACFyvQXoF6dGc5SeJdbDukKUE5aLCKNym/xpawAEQFgACIKGW63LFwFFip7AAFAQrS4OjOcANTpEL9PKCyDB4AIowET0pWb0zIAEfVhACIKEfXtdtidbsX1UFkCD6hXZ4bTBB2KB6GeT7Qh4pnGTvT0unQYDVFgYQAiChGhvgIMUA8nouXsF6L2PsF+Dti58jOVAcjllnGqvkOH0RAFFgYgohCh9kNtXGroBKDYSCMMgi1sbN3eT4GpV4BCKAAJToUHOA1GBDAAEYWMw9VtwuvjR4XOIcWSJAmrQMOpAHWE6RQYABznSjAiBiCiUHG4ulVxLTslGsmxkdoPxo9Eu0EPpwlarW8oFI7C6Dcq3owUwf9/VoCIGICIQkJPr0u4wd2M0UnaD8bP4gX79AynCVpt88RElZVmwUiSJEzOUFaBGICIGICIQsJxazt6XbLi+vQxiTqMxr9EPTrDqgCpbJ6odt5YsBI1Qje029HYYddhNESBgwGIKAR8WtUqvD5jdOgFINFeQMPZCVqtaqS223SwUu8DYhWIwhsDEFEI+LRK3AA9NQQDkO8qQMr3iTQZEBXh/anygUxtJZha0zxRuGAAIgpysizjzf1Viuu5abEh1c/ST1Sh6XA44XYrpwAHI6oAhcou0OealBEPSbB1wGslZ+EQbJxJFC4YgIiCWK/Lje+9fkD42PQQrP4A4pAiy0C74FyvwYimzUJt+gsAoiONmDM2WXG9urUbb+6v1GFERIGBAYgoiP38f0/incNW4WMzQrABGvDdbtCiabP4EKyYAcAtl+QJrz/33ilWgShsMQARBbG/HqwWXjcaJHyxIEPj0WhDbZWWt31A4TIFBgBLp2agIFPZC1TT1oM9Z5p0GBGR/gIiAD333HPIyclBVFQUCgsLsXfv3kHvf/PNN5Gfn4+oqChMnz4d77zzzoDHv/Wtb0GSpAFvy5Yt8+enQKS5TrsT1a3dwscev34GxqXGajwibahVgLxdCSZqglY7bT7YSZKEO4omCh8rreVqMApPugegbdu2Yf369di0aRMOHDiAmTNnYunSpaivrxfev3v3bqxatQo33XQTDh48iGuvvRbXXnstPvvsswH3LVu2DLW1tZ63N954Q4tPh0gzZxo7hde/NCMT188do/FotKN2VpdvKkChGYAA4NJJo4TN0KcbeTAqhSfdA9CWLVtwyy23YO3atSgoKMDWrVsRExODl156SXj/z3/+cyxbtgz33HMPpkyZgp/+9KeYM2cOfvnLXw64z2w2w2KxeN6Sk5VNgP3sdjtsNtuAN6JAd1olAK2Yl63xSLSlFlK82Q26p9cl7H0JtU0QzxUVYcSY5GjF9bIG8b8jolCnawByOBzYv38/ioqKPNcMBgOKiopQUlIifJ+SkpIB9wPA0qVLFffv2rUL6enpmDx5Mm677TY0NanPc2/evBmJiYmet+zs0P4BQqHhdIP4N/e8tNCc+urniwpQuGyCeL7cNOXBuGqVRKJQp2sAamxshMvlQkbGwGbNjIwMWK3ilS1Wq/WC9y9btgy//e1vUVxcjMceewz/+te/sHz5crhcLuFzbtiwAW1tbZ63ykouDaXAd1rwm7vZZMDoJOVv+aHEF6vARP0/QOj2APUTheOGdrvXK+iIQkFI1ntvvPFGz5+nT5+OGTNmYPz48di1axeWLFmiuN9sNsNsNms5RKIRE/Vu5KbFwmAQNHqEELVpqjYvmqDVK0Ah+S3RY/wocXXwdEMnZmYnaTsYIp3pWgFKS0uD0WhEXV3dgOt1dXWwWCzC97FYLF7dDwB5eXlIS0vDqVOnRj5oogAgyzLOCCpAeSo/4EKJ2WSE2aT81qVW1RFRmy4LxykwgI3QFJ50DUCRkZGYO3cuiouLPdfcbjeKi4uxaNEi4fssWrRowP0AsHPnTtX7AaCqqgpNTU3IzMz0zcCJdFbfbkenQzmlmxvi/T/9REd8eNMEHS4nwZ9PLSCLwjRRqNN9Fdj69evx4osv4tVXX8WxY8dw2223obOzE2vXrgUArF69Ghs2bPDc/4Mf/AA7duzAU089hdLSUjz44IPYt28f1q1bBwDo6OjAPffcg48//hjl5eUoLi7GV77yFUyYMAFLly7V5XMk8rUy1QZo8W/4oUbUq+ObKbDQrgBZEqIQLTjstYyN0BSGdP91Z+XKlWhoaMDGjRthtVoxa9Ys7Nixw9PoXFFRAYPh85y2ePFivP7667j//vvx4x//GBMnTsT27dsxbdo0AIDRaMSnn36KV199Fa2trcjKysKVV16Jn/70p+zzoZAhaoAGwmMKDPBFBSg8m6ANBgm5abE4Wjtwqw+1f09EoUz3AAQA69at81Rwzrdr1y7FtRUrVmDFihXC+6Ojo/Huu+/6cnhEAUc9AIVHBUgUgFgBGprcUcoAVN7YCbdbDvkGeqJz6T4FRkTeO1GnPL4gNTZSGAxCkWi1VlvXyHqAIowSoiJC/1vieEGfWHevC59UtWo/GCIdhf6rnSjEyLKMw9Vtiuv5mfE6jEYfoqDXbnfC7ZaH9P42wSqwhKgISKKzIkLMtNGJwut/O1Sj8UiI9MUARBRkqlq6hdM9aj/YQpEoAMlyXwgaClEFKNT7f/pdOmkU4szKCtrbn9Sg16U8HoQoVDEAEQUZUfUHAKZlhU8AUgsrQz0RXtQDpHbERqiJijBi+TTlvmlNnQ58eKpRhxER6YMBiCjIqAWg6WFUAVILQENthBZthBgODdD9vjp7tPD69oPVGo+ESD8MQERB5jNBAIqPMmFcaowOo9GH6onwQ60ACafAwqMCBACFeamwJEQprv/v0Tr09IrPTCQKNQxAREFElmVhAJqWlRgWDbz91Fa7DbUCJJoCC6cKkNEg4ZqZyp3xOx0u7C7jNBiFBwYgoiBS3dqNFsFy7+ljwmf6C1APQEPZDNHudKGnV9nsGy5N0P2WTxcfDbTjM6vGIyHSBwMQURA5XCXu/5malaDxSPQ1khPh1Q5CjResjApls8YkISNBuTv+zqN1cHI1GIUBBiCiIPK/x+qF18OpARoYpAI0hBPhW1U2TEyKCa8KkMEgYelU5Wqwlq5e7C1v1mFERNpiACIKEg6nGzuPKqcnMhLMYXMKfL84swmiUxuGUgFq7XIIryfFRI50WEFnmSAAAcD/HhUHbaJQwgBEFCR2lzUKdzBePi0zrBqgAUCSpGGfCM8K0OcW5KYIP29Roz1RqGEAIgoS7xyuFV6/SqWZNdQN90T4FpUKUHIYVoBMRgNmZycprh+z2iDLQztWhChYMQARBYHmTgfePVKnuD4q3oy545J1GJH+hnsivFoFKFwOkj1ffqaygb69x4nq1m4dRkOkHQYgogDndsu4Y9sh4Q/35dMsMIqaYcKAaN+eIQWgbpUKUGz4VYAAYIogAAHAsdp2jUdCpC0GIKIA92pJOf59okH42JdmZGk8msAhnAIbwiow0T5KJoOE2EijT8YVbAoy44XXj9XaNB4JkbYYgIgCmCzL+M0HZ4SPXT55FObnhOf0FyDeC8jW3XvB3pU2QQBKiokMu0byfjmpsYg0KX8UlFoZgCi0MQARBbCath5hL4YlIQpPrZgZtj+0AfHOzQ6XW7jL87lETdDJYbgCrJ/JaMDkDGUViFNgFOoYgIgCmNrOz/csnYzUOOUuvuFkuMdhiJqgw3EJ/LmmCKbByps60eW48JQiUbBiACIKYIerW4XX54Tpyq9zqR1eeqFGaNFGiOG4CeK58i3KRmhZBkqtrAJR6GIAIgpgnwoqQPFmE8alxOgwmsCifhzG4AFI1ASdFKZL4PuprQTbxyMxKIQxABEFKFmWcViwI++00YkwhOnS93OpBSC1fX4AoKfXhe5el+J6uC6B71eQlSA8WuQfh3kyPIUuBiCiAFXV0i38YT5jTHgdfKpGrW9HbadnQH16LFw3QeyXGB2BhXmpiuufVLaisrlLhxER+R8DEFEA2nW8Hpc8/r7wsWlhdvK7mhSVqk1zp3oAUqsOheMxGOe7eob4SJW/HqzWeCRE2mAAIgowZQ0d+M5v96s+zgpQn9RY8Sq4wQKQ+jlg4V0BAvpOhhdNg23ZeQJvf1Kj/YCI/IwBiCjAvPJRORwu8V42CVEmjGUDNAAgOtKI6Ajl7s1Nw6gAJTIAITXOjMXj04SP3f7GQby+p0LjERH5FwMQUQCxO114a5DftgvzUsN688PziabBWgYNQDwJfjBq02AA8Ox7J3lCPIUUBiCiAPJ+ab1qo250hBHfvXy8xiMKbKIANGgFSOVrG+4bIfb78swspMeLpxZr23pwsr5D4xER+Q8DEFEA+dN+ccPpRRNS8fbtF2H2WG6AeC5RABpeDxArQAAQazbhje8sVH38w5ONGo6GyL8YgIgCREunA7uO1yuuj0uNwe9uKsSEdPGp3eEs1csA1NqprACZTQZECXqJwtX4UXH4ZOOVwsc+OsUARKGDAYgoQPynvBlOt7LH4rrZY9j3o0K0gWGH3Qm7U7nZIQC0dosOQmX153yJMRGYlZ2kuP7x6Sb0qjToEwUbBiCiAKF27tLy6RaNRxI81PYCahFUegCVYzDY/yN08QTlirBOhwuHKlu1HwyRHzAAEQWIUqtNcc1sMiAvLVaH0QQH0RQYADR12oXX2xiAhuwiQQACgH8db9B4JET+wQBEFCBKa5UVoEkZ8TAZ+TJV4+1u0KIVYpwCE5szLglREcp/e699fFYYJImCDb+zEgWAbocLZ5o6FdfzLWx8Hkxq3NADkMsto1lQGRqlsuw73JlNRuE0WFt3L371r1M6jIjItxiAiALAibp2iPaYy89M0H4wQUSteiMKQE2ddgh6zDEqjgFIzS2X5Amvv/xROXuBKOgxABEFgGO1yv4fAJiSyQrQYLw5D6yhXdwXxAqQusK8VHwhP11x3eF045u/2YN/fFrL3aEpaDEAEemstcuBR945Jnws38IK0GASok0wCU7wFPX6NHaI+4LSWAEa1I+W5QsPSW23O/G91w9g5a8/Rr2tR/uBEY0QAxCRjsobO1G05V+w9TgVj2UkmFWbfKmPJEnCvYCaBWGHFaDhmWyJx+pFOaqP7y1vxoa/HNZuQEQ+wgBEpKOH/3FUtTLB6s/QCHeDFhx5wQA0fPddPQVFUzJUHy8urUdjh/jrSxSoGICIdFLT2o33SpVHX/TjCrChETVCe9MDpLaSjD4XYTTgl1+fjcsnj1K9h8dkULBhACLSyZv7qoSrkvp9aUaWdoMJYimCACMKQKIKRWJ0BMwmngM2FFERRvzPmvm46eJc4eM8KJWCDQMQkQ5cbhl/3Fep+viPr8rH9DGJGo4oeImmwFq6HHCdly5FFSBOf3nHaJBw/9VTYEmIUjz24alGrgijoMIARKSDD042oLq1W3E9JzUGpT9dhu9cOl6HUQUnUaO4LCurQA2CChD3APKeJEm4Il85FVbb1oO9Z5p1GBHR8DAAEelg67/KhNfvv7oAURGckvFGeryyGgEAdectzRZVgNJYARqWSyaKe4FWvvAxHt9RykoQBQUGICKN/ae8GR+fVv6mnJFgHrTJlMQyk8QBqLbt8wBkd7rQ1q08v4oVoOFZPD4VkmBvIAD41a4y/O1QjbYDIhoGBiAijT37nvgcpbUX5fLg02HITFQLQJ9PMTapbDXAHqDhSYqJxIzR6j1qT7x7HD29Lg1HROQ9frcl0tArH53Bv080KK4nRkfgGwvH6TCi4JeZGC28fm4FiHsA+d5NKueEAUB1azd+9/FZDUdD5D0GICKNvF9aj4f+flT42LcvykWc2aTxiEJDQpQJMZHKvqnac5rM1QJQGvcAGrZrZmRiw/J81cd/UXwSZxo7NRwRkXcYgIg0YHe6cO9fPhXu+xMfZcK3FudoPqZQIUkSLIJpsHMrQGq7FLMCNHySJOHWy8bj1M+WIz5KGd5tPU6sfXmvcE8mokDAAESkgR2fWVFnE/8Qfuz6GUiMidB4RKElSzANZrVxCkwLJqMBL3xznvCx8qYufO3XJTwslQISAxCRHzmcbrz9SQ1+8IdDwsfv+uIkXDU9U9tBhSC1ClD/cmzRHkAGCUiNZQDyhUXjU3HNTPHO5afqO7DgkWKseuFj7OZxGRRAGICI/KSyuQvLf/5v3P7GQeHjeWmxWPeFCRqPKjSJVoI5nG7P9EuNYNPJlFgzjAaVtdzktcevn4GZ2Umqj5ecbsK3Xv4PPqtu025QRINgACLyg8rmLtz4wscoa1BvAl2zOAeS2mYq5JULrQQrb+pSPJadIn4fGp7oSCP+Z808jE2JUb3H4XLjqX8e13BUROoYgIh8rKqlL/yIjrroFx1hxFfnjNZwVKFNfS+gHrjdMiqalQEoJzXW38MKO2lxZvzhOwuRk6oegnadaEA5V4dRAGAAIvKhM42dFww/AHDt7NFIiGLjs6+o7QZtbeuG1dYDh9OteGywSgUNX1ZSNP546yIsyE0RPi7LwG9LuEcQ6Y8BiMgHZFnGSx+ewfKf/xtVLYOHH0tCFO6+cpJGIwsPmQni6ayath6cFUx/AcC4QaoUNDLpCVHY9p2FeO7rc4SPv7mvEu09yqNJiLTEndeIfOBXu8rwxLuD9zbcelkeLAlRuG7OGCRGs/rjSwnRJkRHGNF93vEL1rYeVDSLp1vGcQrMryRJwtUzMlF8bDT+crB6wGPtdiemP/hP3DB3DK6enokr8tN1GiWFMwYgohE6VmvD0ztPqD4+bXQCfn/TQu7140eSJCEzKQqnz2s6r2ntFjZAA6wAaWXN4hxFAOr3p/1V+NP+Kvz0K1PxzUU52g6Mwh6nwIhGwOWWce9fDsMp2uIZfeHndzcVMvxoQNQIfbapCxWCABQbaURqLI/B0MLM7CRcNCF10Hse+NsR/OhPn2Ln0Tq4VV5LRL7GChCRFyqbu/Dvkw1o6XSgvceJX//7tOq931g4FhuWT0Esz/jSRF5aHD461TTgmtXWgwMVLYp7x6XGcgsCDf3ky9Nw1c8/gMOlbEbvt21fJbbtq8TMMYl4/htzkZXEbQrIv/idmWiIfvfxWTz09tFBv4n3u+niXDzwpQINRkX9pmYlCK+feyZYP05/aWtCehxuu3w8fl588oL3flLVhsWPvof0eDOump6Je5fnIypCedgt0UgxABEBcLrc6HXJiD7vVHGH042dR+vw+z1nsbusSeW9B8pJjcE9Syf7Y5g0iKlZiUO+dywDkOZuu3w8PjrViH1nlRU5kfp2O17ZXY5Xdpcj3xKPjIQo3HXlJMwYk+TfgVLYYACisOZyy/jV+6fw8+KTcLplLMlPx+jkaJTWtsNq6xFuoDeYSJMBT31tFn9j1cEkSxxMBkm1H+tc3ARRe1ERRrz67QV4Y28Fjtba8JcD4sZokVJrO0qt7Sg53YTXby7EvJy+PYbsThf2n21BbKQJBVkJiDCyrZWGjgGIwtrj75bi1//6vI+nuLR+2M+VEGXCi6vnYe64ZF8MjbxkNhkxIT0Opdb2C947jpsg6iLWbMLNl+QBANZ/cRJufnXfkP5/9XM43Vjx6xK8ve5iREUYsfp/9qDm/6Y446NMWDbVgh8UTUR7jxO27l7MGJOkqOoS9ZPk/uOSycNmsyExMRFtbW1ISBD3FVBwO1zVhif+eRz/PtHgk+ebMSYRT62YiYkZ8T55Phqeu/74Cf58oOqC9+29bwnS48W7R5N2enpdOFJjQ1VLF35RfHLQs/OGIzslGi+tmc/XZRjx5uc3K0AUVGRZhiRJsDtdOFzVhvKmLrjdMiZb4jFjTCIkSUKXw4kDZ1vR1t2302ydrQcRRgnTRiciNdaMx3aU4h+Ha4c9hkiTAQ9cPQXXzh6N7l4XIgwGJMVEcFVRAJialYA/Hxj8nosnpDH8BIioCCPmjkvG3HHJ+PLMLOw60YDnd5Vh75lmnzx/ZXM3vvj0v/H1wrGYYonH8umZiDAaYDYZEBVhhNPlxmc1NhyrtaGh3Y7JlngUTcmA0cDXcjgIiAD03HPP4YknnoDVasXMmTPx7LPPYsGCBar3v/nmm3jggQdQXl6OiRMn4rHHHsNVV13leVyWZWzatAkvvvgiWltbcdFFF+H555/HxIkTtfh0gl6Xw4nj1nbIACZnxKOly4GGdjuSYiKRkxpzwR/0dqcLp+o70Gl3QZIACYDJaEBOagySYvr2XunpdeFsUxccTjeMBgmjk6OREGVCbVsPbD29kCAhOTYCidER+PBkI945bMW/TtTD1uMUnusEABPT42AyGnCirh0uP+wlkp0SjaIpGfj2RbnI/r8plHie5xVQ1FaC9ZMk4N7l+RqNhrwhSRKumJyOKyan41e7TuHxHb47Nf71PRUA+vYbupAxydFYPs2CXpeMsoYOdDn6dhcfPyoWV0xOR2J0BHaXNeGTqlZ02p2YkB6H2WOTsXyaBR12Jxo7HHDLMmRZRk+vG4er21Dd0o1Jlnh8eWYWd4EPILpPgW3btg2rV6/G1q1bUVhYiGeeeQZvvvkmjh8/jvR05fbou3fvxqWXXorNmzfjS1/6El5//XU89thjOHDgAKZNmwYAeOyxx7B582a8+uqryM3NxQMPPIDDhw/j6NGjiIq68G9+vp4CK7Xa8N+v7R/x82hBRt/uub0u8T+LtLhIxA2yr40MoLa1R3WpeGZiFCKMBtS0dg+pWTUQFGQm4HtXTMDyaRYY+JthQLP19GLGg/9Uffxr88bg8RtmajgiGg5ZlvH63gr87uMKWNu60dIVOueGjU6KRoSR30fO9dTXZmLuOPHhud7y5ue37gGosLAQ8+fPxy9/+UsAgNvtRnZ2Nm6//Xbce++9ivtXrlyJzs5O/P3vf/dcW7hwIWbNmoWtW7dClmVkZWXhrrvuwt133w0AaGtrQ0ZGBl555RXceOONFxyTrwPQp1Wt+PIvPxrx85B2CnNT8OzXZyMpOhKRJq4sCSZfee4jfFLZqrieHBOBd++4FOkJnP4KNqfqO7DhL5/iP+VDW0JPweX3NxfioglpPnmuoOkBcjgc2L9/PzZs2OC5ZjAYUFRUhJKSEuH7lJSUYP369QOuLV26FNu3bwcAnDlzBlarFUVFRZ7HExMTUVhYiJKSEmEAstvtsNvtnr/bbLaRfFoURGIjjSgqyMDqReMwbXQiPq1qQ6TR4OknouBzz5WT8e1X/jOgCjlnbBIe+so0hp8gNSE9Dm/+92JY23rwakk5fvPBaU+V2mwy4Ff/NQcn6jrw8+IT6Om98EalRIDOAaixsREulwsZGRkDrmdkZKC0tFT4PlarVXi/1Wr1PN5/Te2e823evBk/+clPhvU5UHAyGiSsmDsGdy+djLQ4s+f6/BzflGFJPxdPTMPO9Zfi7U9qEGs24ZKJaZiQzlVAocCSGIUfLcvHynnZ2H6oGk6XjOXTLZialYglUzLw9cKxqLP1oLWrFze9+h+09zj1HjIFsIBogtbbhg0bBlSVbDYbsrOzdRwRiRgNEiQATrcMk0HCF/LTce3s0Tjd0IGdR+twtNbm+a2wMDcFX509GrlpsYg1m3CoshUfnGxAr0vG4vGp+PKsLK4ECmHjUmOx7gtc9BCqctJicUfRJMX1xOgIT5Pxu3dcin8escJkNCArKQrHattxtqkTtm4nTjV04FR9BwBgQW4KVi8ah33lLdjxmRVW2+dHp6THm5GREIXKli60CvqQIk0G1UUZFPh0DUBpaWkwGo2oq6sbcL2urg4Wi0X4PhaLZdD7+/9bV1eHzMzMAffMmjVL+Jxmsxlms1n4mC/ER0VgSb6yoTtQRUUYMTY1BhKAxg47zCYjkmIi0NrVi9q2blyoaywq0oiCzATkpfXttisDaOly4LPqNtTb+qYa46NMyM9MQHq8GZ12J45Z29He48SY5GiMS4mBS5ZR3tiJpk4HMhKiUDQlA7Ozk2AwSGjv6YXRICEm8vN/vuu+MBFOlxs1rT0wRxiQcd5Ux7TRifjGwnG+/DIRUQDLSorGty7K9fz9C/kDZwXaunohQ/asTP3SjCxsuqYAVlsP3HLf9Hj/Y263jE+qWlHW0Am3LCMxOgLzc1KQEhuJsoYO/OPTWtS0diMhOgKTM+IRaTLAIEmQJCAjIQpGg4Qdn1lxqr4D3HpPKfn/vs5a0zUARUZGYu7cuSguLsa1114LoK8Juri4GOvWrRO+z6JFi1BcXIw77rjDc23nzp1YtGgRACA3NxcWiwXFxcWewGOz2bBnzx7cdttt/vx0VOWmxeJ/vjVfl48ditSWnpuMBp7xRERDkhij/D4iSRIyE5Wn0BsMEmaPTcbsscpd3sePisP3l1y42jgrO2lY4yT/0X0KbP369VizZg3mzZuHBQsW4JlnnkFnZyfWrl0LAFi9ejVGjx6NzZs3AwB+8IMf4LLLLsNTTz2Fq6++Gn/4wx+wb98+vPDCCwD6/gHfcccdePjhhzFx4kTPMvisrCxPyCIiIqLwpnsAWrlyJRoaGrBx40ZYrVbMmjULO3bs8DQxV1RUwGD4fBny4sWL8frrr+P+++/Hj3/8Y0ycOBHbt2/37AEEAD/84Q/R2dmJ73znO2htbcXFF1+MHTt2DGkPICIiIgp9uu8DFIh4FhgREVHw8ebnN3d4IyIiorDDAERERERhhwGIiIiIwg4DEBEREYUdBiAiIiIKOwxAREREFHYYgIiIiCjsMAARERFR2GEAIiIiorCj+1EYgah/c2ybzabzSIiIiGio+n9uD+WQCwYggfb2dgBAdna2ziMhIiIib7W3tyMxMXHQe3gWmIDb7UZNTQ3i4+MhSZLew/EJm82G7OxsVFZW8nwzjfFrrx9+7fXDr71+wvlrL8sy2tvbkZWVNeAgdRFWgAQMBgPGjBmj9zD8IiEhIexeEIGCX3v98GuvH37t9ROuX/sLVX76sQmaiIiIwg4DEBEREYUdBqAwYTabsWnTJpjNZr2HEnb4tdcPv/b64ddeP/zaDw2boImIiCjssAJEREREYYcBiIiIiMIOAxARERGFHQYgIiIiCjsMQGHgZz/7GRYvXoyYmBgkJSUJ76moqMDVV1+NmJgYpKen45577oHT6dR2oGEgJycHkiQNeHv00Uf1HlbIeu6555CTk4OoqCgUFhZi7969eg8p5D344IOKf+P5+fl6Dysk/fvf/8Y111yDrKwsSJKE7du3D3hclmVs3LgRmZmZiI6ORlFREU6ePKnPYAMQA1AYcDgcWLFiBW677Tbh4y6XC1dffTUcDgd2796NV199Fa+88go2btyo8UjDw0MPPYTa2lrP2+233673kELStm3bsH79emzatAkHDhzAzJkzsXTpUtTX1+s9tJA3derUAf/GP/zwQ72HFJI6Ozsxc+ZMPPfcc8LHH3/8cfziF7/A1q1bsWfPHsTGxmLp0qXo6enReKQBSqaw8fLLL8uJiYmK6++8845sMBhkq9Xqufb888/LCQkJst1u13CEoW/cuHHy008/rfcwwsKCBQvk733ve56/u1wuOSsrS968ebOOowp9mzZtkmfOnKn3MMIOAPmvf/2r5+9ut1u2WCzyE0884bnW2toqm81m+Y033tBhhIGHFSBCSUkJpk+fjoyMDM+1pUuXwmaz4ciRIzqOLDQ9+uijSE1NxezZs/HEE09wqtEPHA4H9u/fj6KiIs81g8GAoqIilJSU6Diy8HDy5ElkZWUhLy8P//Vf/4WKigq9hxR2zpw5A6vVOuA1kJiYiMLCQr4G/g8PQyVYrdYB4QeA5+9Wq1WPIYWs73//+5gzZw5SUlKwe/dubNiwAbW1tdiyZYveQwspjY2NcLlcwn/XpaWlOo0qPBQWFuKVV17B5MmTUVtbi5/85Ce45JJL8NlnnyE+Pl7v4YWN/u/dotcAv6/3YQUoSN17772KRsPz3/iNXhve/L9Yv349Lr/8csyYMQP//d//jaeeegrPPvss7Ha7zp8FkW8sX74cK1aswIwZM7B06VK88847aG1txR//+Ee9h0Y0ACtAQequu+7Ct771rUHvycvLG9JzWSwWxeqYuro6z2M0uJH8vygsLITT6UR5eTkmT57sh9GFp7S0NBiNRs+/4351dXX8N62xpKQkTJo0CadOndJ7KGGl/995XV0dMjMzPdfr6uowa9YsnUYVWBiAgtSoUaMwatQonzzXokWL8LOf/Qz19fVIT08HAOzcuRMJCQkoKCjwyccIZSP5f3Ho0CEYDAbP1518IzIyEnPnzkVxcTGuvfZaAIDb7UZxcTHWrVun7+DCTEdHB8rKyvDNb35T76GEldzcXFgsFhQXF3sCj81mw549e1RXBIcbBqAwUFFRgebmZlRUVMDlcuHQoUMAgAkTJiAuLg5XXnklCgoK8M1vfhOPP/44rFYr7r//fnzve9/jacI+VFJSgj179uCKK65AfHw8SkpKcOedd+Ib3/gGkpOT9R5eyFm/fj3WrFmDefPmYcGCBXjmmWfQ2dmJtWvX6j20kHb33Xfjmmuuwbhx41BTU4NNmzbBaDRi1apVeg8t5HR0dAyorJ05cwaHDh1CSkoKxo4dizvuuAMPP/wwJk6ciNzcXDzwwAPIysry/FIQ9vRehkb+t2bNGhmA4u3999/33FNeXi4vX75cjo6OltPS0uS77rpL7u3t1W/QIWj//v1yYWGhnJiYKEdFRclTpkyRH3nkEbmnp0fvoYWsZ599Vh47dqwcGRkpL1iwQP7444/1HlLIW7lypZyZmSlHRkbKo0ePlleuXCmfOnVK72GFpPfff1/4vX3NmjWyLPcthX/ggQfkjIwM2Ww2y0uWLJGPHz+u76ADiCTLsqxX+CIiIiLSA1eBERERUdhhACIiIqKwwwBEREREYYcBiIiIiMIOAxARERGFHQYgIiIiCjsMQERERBR2GICIiIgo7DAAEVHQufzyyyFJEi6//HK/fQxJkiBJEh588EG/fQwi0g8DEBEFLVmWkZeXB0mS8IUvfEHx+HvvvecJMr/73e881x0OBxITE3HvvfdqOVwiCiAMQEQUtCRJwurVqwEAu3btQmVl5YDHX3vtNQBAQkICrrvuOs/1999/HzabjYdCEoUxBiAiCmgtLS342te+hpiYGIwdOxZbt24d8PiaNWsgSRJkWcbvf/97z/Xu7m78+c9/BgCsWLECMTExnsf+9re/wWKxoLCwEADw6aefYuHChYiKisLMmTPx4YcfKsZx3XXXQZIkTJkyBXa7HQBwww03QJIk5Ofno6ury+efOxH5DwMQEQW0m2++GW+++Sa6u7sRExODu+++G/v27fM8npubi0svvRTA5xUfANi+fTva29sBAN/61rc812VZxltvvYVrrrkGkiShu7sbV111Ffbs2QO3243e3l5cffXVinG88MILsFgsKC0txUMPPYQ333wTf/7znxEREYHf//73AwIWEQU+BiAiClhlZWX4y1/+AgD40Y9+hNLSUuzfv99TgenXH3COHj2K/fv3A4Cn52fChAm4+OKLPffu27cP1dXVnumv119/HdXV1QCAt956C0ePHsWWLVsUY0lLS8NLL70EAHj88cdx2223AQAefPBBzJ0710efMRFphQGIiALWkSNHPH++/vrrAQCTJ0/GjBkzBtx3ww03IDY2FkBfFai+vh7//Oc/AfRNkZ3rb3/7G+Li4rBkyZIBHyMmJgbLli0DAHzta18Tjmf58uW47bbb4HQ60dTUhMWLF7ORmihIMQARUdCLi4vDDTfcAAB444038Nprr8HpdMJgMHiapPtt374dS5cuhdlsHnBdkqQhfayzZ896/lxbW4vOzs4Rjp6I9MAAREQBq6CgwPPnv/71rwCAEydO4NNPP1Xc2z8NVl9f79m754orrsDYsWM995SVleHIkSMDVn9NnToVANDZ2empGv3pT38Sjuf555/HO++8g/j4eIwfPx5nzpzBD37wg2F/fkSkHwYgIgpYEyZM8ISVzZs3Y8qUKZgzZw6MRqPi3ssuuwy5ubkAgI6ODgADm5+Bvukvk8k0oMn561//OrKysgAA11xzDaZOnYrbb79d8fwnTpzA3XffDQB44okn8Nprr8FgMODll1/G9u3bR/qpEpHGGICIKKD9z//8D66//npERUWhra0NDz30EBYuXKi479w9gQDl3j9A3/TXJZdcguTkZM+16Oho/OMf/8D8+fM91/qrTf2cTie+8Y1voKurC0uWLMGtt96KRYsW4a677gIAfOc730FdXZ1PPl8i0oYky7Ks9yCIiPytsbERFosFW7Zswfe//329h0NEOmMFiIjCQnNzM+6//36sWLFC76EQUQBgBYiIiIjCDitAREREFHYYgIiIiCjsMAARERFR2GEAIiIiorDDAERERERhhwGIiIiIwg4DEBEREYUdBiAiIiIKOwxAREREFHb+Px0eYoxBRTlXAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Suw; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IKMg1dCMAki+BKV8FBsiXwCxyb0RE5CIGQERBrjurwCAogVksElrbLHbjYV2cA9apr6AE1m6RUN/qeqM2EZEIAyCiINedHiCLfZzj0knwneQ2Q2QZjIjcjQEQUZDrVg+QIAMkdxK8o52gAfnzwCq5GSIRuRkDIKIgJ1oGHy+TibmaqDVHdAwG4PgsMADoE8HNEInIOxgAEQU5UQksPtq5AEi0CkwuA9SdEthlBkBE5GYMgIiCnCgAkitFXU1cAhOX1LpTAqviZohE5GYMgIiCnGgVWFRoiFMZG1EGSLQJItBx1IUj0aFa6DT2tyWWwIjI3RgAEQU5UQYoUi8+l+tqorPAulMCU6lUwkNRGQARkbsxACIKYqZ2C4zt9mvZo0K1TpWsRE3QzTJN0M4chQGIy2CVDQyAiMi9GAARBTG5JfAROi3Cndi4ULQ/c2s3MkAAkCBowD5f1SR78jwRkSsYABEFMblNECNDtQh1uQQmfk1nA6Bh8VF2Y/Wt7SivZxaIiNyHARBREJMLgKL0WoSoVQ6fL1wGL7cPkJMB0MjESOH4yfIGp55PROQMBkBEQayrDJBW40QAJCiCdWcVGACMSLDPAAHAaQZARORGDICIgpjcQaiRei1CBMvRryY6C0z2KAwnm6CH9o2EKPl00sAAiIjchwEQURBrkGuCdjIAEmaABCUwnVYNjRMlNaBjtVhKnwi78VPMABGRGzEAIgpichmgqFAttE4ELKJl8KISmLMN0J1EZbBT5Y2wiN6QiMgFDICIgpjcMnhnS2CiJmhju30A5Gz5q9OIRPsAqKXNjIs1LYpeh4hIDgMgoiAmVwKLDNUixIkmaNFOQMY2+8YgnVbZrWakTCM0V4IRkbswACIKYnIlsAidFlpnmqCFGSD7AEivNACSWQrPPiAichcGQERBrNHYZjcWrtNAo1Y5lQESbYQoKoHptcpKYIP6RAjfv6iqSdHrEBHJYQBEFMTkDkIFAK3adxmgEI0aCdGhduOVPBSViNyEARBREGs02mdrIkM7AiDnlsHbE/UA6UOU32r6RtmfCVbB4zCIyE38IgBav349UlJSEBoaioyMDOzbt0/22qNHj+KOO+5ASkoKVCoV1q5da3dNXl4e0tPTERUVhfj4eMyZMwcnT5704E9AFJgaW+1LYFH6zgDIdyUwAIgXBUA8FZ6I3MTnAdDWrVuRm5uLFStW4MCBAxg/fjyys7NRUVEhvL65uRlDhgzBypUrkZiYKLzmyy+/xJIlS7Bnzx7s2LEDbW1tmDVrFpqa2D9AdCVRCSyiswTmVABkP+aOEhgAxEfZl8Cqm4wwcy8gInID5w7n8aA1a9Zg8eLFWLhwIQBgw4YN+Pjjj7Fx40Y89thjdtenp6cjPT0dAISPA8D27dttvn/rrbcQHx+PwsJC3HDDDXbXG41GGI3f/2ZZX1/v8s9DFEhEq8CU9ACJdoJ2VwAkKoFZJOByoxHxgv4gIiIlfJoBMplMKCwsRFZWlnVMrVYjKysLBQUFbnufuro6AEDv3r2Fj+fl5SEmJsb6lZyc7Lb3JvJnwibo//YAObN3j+gsMKPgKAx3lcAAlsGIyD18GgBVVVXBbDYjISHBZjwhIQEGg8Et72GxWPDQQw9h2rRpGDt2rPCaZcuWoa6uzvpVUlLilvcm8meSJAkDoChrBsi10+CFGSAXmqDjo8UBUCUDICJyA5+XwDxtyZIlOHLkCHbt2iV7jV6vh14vvtkS9VQtbWbhMvbODJArGyG2my1oF7yoSyWwSHGZq6KhVfFrERFdzacBUFxcHDQaDcrLy23Gy8vLZRuclcjJycFHH32Er776CgMGDOj26xH1JLK7QCtYBXZ1AshkFtTE4GIJTCYDxKXwROQOPi2B6XQ6pKWlIT8/3zpmsViQn5+PzMxMl19XkiTk5OTg/fffx+eff47Bgwe7Y7pEPYrcOWDfL4NX3gQt2gMIcC0D1CdCB5UgBuNmiETkDj4vgeXm5mLBggWYPHkypkyZgrVr16Kpqcm6Kmz+/Pno378/8vLyAHQ0Th87dsz659LSUhw6dAiRkZEYNmwYgI6y1+bNm/HPf/4TUVFR1n6imJgYhIWF+eCnJPI/sifBhzrfA3R1tUvU/wO41gOk1ajRJ0KPqqsCHmaAiMgdfB4AzZs3D5WVlVi+fDkMBgMmTJiA7du3Wxuji4uLob5iOW5ZWRkmTpxo/X7VqlVYtWoVpk+fjp07dwIAXnvtNQDAjBkzbN5r06ZN+MUvfuHRn4coUMiVwCL1IQCczABdtRGQaBNEwLUSGNCxFN4uAGIPEBG5gc8DIKCjVycnJ0f4WGdQ0yklJUW4++yVHD1ORPIlsAh9R7DiTAB0dQbIJJcBcqEEBnQshT9+yXaMJTAicgef7wRNRL4hlwGK+m8GyKmdoK/63p0lMEDmOIx6I3/JIaJuYwBEFKSaTF33ALlyFphcCUyncb0EdjVjuwX1MsEbEZGzGAARBakG2R4gBUdhXN0E7cZVYID8btDcDJGIuosBEFGQEu0CDQBRod1YBu/uEpjMmV9shCai7mIARBSkRD1AGrXKmq1xpgR29Vlg7l4FJnseGJfCE1E3MQAiClLCg1D1Wqj+u/ugM0dhON0E7WIJLEEmA3SpjhkgIuoeBkBEQUouAOrk1GGoVzdBy/UAuVgCS4wJFe4GXVbb4tLrERF1YgBEFKREJbDO/h8A0DmRtbFrgnZzCSxEoxaWwS7VMQAiou5hAEQUpEQZoAilGSBnm6BdLIEBQL8Y++NrSmtZAiOi7mEARBSkHJXAXNkJ2hMBUP9e9gEQM0BE1F0MgIiClGgfoMgrSmBO7QRt1wMkUwILca0EBgD9YuwboWub29Ass5EjEZEzFAdAf//732EymTwxFyLyItFp8FEKM0D2PUDuzwAlCTJAAFDGMhgRdYPiu9Kdd96Jfv364b777sPu3bs9MSci8rB2swUtgmyNTQnMmZ2gr/peFACpVc71E8lJ6iVeCs+VYETUHYoDII1Gg5qaGrz55pu4/vrrMWLECDz77LO4cOGCJ+ZHRB7QZBSXqmyaoJ3ZCNGJs8D0Wo11byFXyGWA2AdERN2hOACqqKjApk2b8KMf/Qg6nQ5nzpzBihUrMHToUMyYMQNvv/022traPDFXInKTBqP47+iVy+BdKoEJ9gFydQ+gTqJVYABXghFR9yi+M8XGxmLBggX48MMPUVlZiXXr1iE8PBwWiwVff/01fvnLX2Lo0KHYv3+/J+ZLRG4glwGyXQXmnmXw3en/AYA+ETrhnkSXWAIjom5w+c706aef4le/+hWWLl2K5uZmAEB4eDhGjhyJixcv4t5773XbJInIvRplMkBXrgJTqVTQOOjdceYsMFc3QeykVquEK8HKWAIjom7QOr7E1vLly/H222/j4sWL1iWwqampuP/++zF//nxERUXh+uuvx969e90+WSJyD9ESeMC2BwjoaF42X73ZTxc8kQECgKSYMFy43GwzdoklMCLqBsUB0LPPPgsACAkJwe23347f/OY3uP76622umTx5Mi5evOieGRKR24k2QQRsl8EDgE6jll3aDgiaoAU9QM4cqeFIP8FKsNLaFkiS1K0GayIKXorvTIMGDcJzzz2HkpISvPPOO3bBDwC89NJLOH/+vFsmSETuJzoHDLAtgQGOV4LZNUGbPZMBEu0GbWy3oKaZCy6IyDUulcASExMRHx9vM15UVITm5makpqa6bXJE5BlyGaDIq0tgDlaC2TVBC/YW6m4PECC/EqystgW9I3Tdfn0iCj6KfzVbtGiRtQx2pbvuugvXXHONWyZFRJ4lXwILsfk+xFET9FUZIJOoB6iby+ABboZIRO7n0p3p6vN/AKC6ulo4TkT+R64EFqG3zdaEOChfOXMUhluaoGWPw2AARESucboENmTIEOufDx48aPN9c3MzKisr0adPH/fOjog8QpQBCg1R25W8HB1hYXcYqgeWwQPiA1EB4FIdV4IRkWucDoCKiooAdOwNYjQard9f6fbbb3fXvIjIgxoEAVDkVeUvwPFu0HZngYl2gnZDBigqNARRoVq75fulzAARkYucDoBWrFgBAPj973+PAQMGYNGiRdbHwsPDMWrUKNx8883unyERuZ3wJPhQ+9uBowDI/iwwz/QAAR0rwU4YGmzGmAEiIlcpDoC++OILjBkzxvo9EQUeUQ/Q1f0/gLJl8BaLBJNwGXz3S2BARxns6gCIPUBE5CrFy+B37tzpgWkQkTeJeoCuXgIPACFqR03Q30dAouAHcE8JDBA3QpfXt6LdbHG4XJ+I6GpO3TU0Gg2mTZtm/bPcl1arOJ4iIh8QHYUh6gFSkgES9f8A7ssAiQIgiwSUNxjd8vpEFFycCoAkSbL+ptf5Z7kvIvJ/TSb39ABd+TdetAIMcF8PEPcCIiJ3cipls2nTJvTt29f6Z3dbv349XnzxRRgMBowfPx7r1q3DlClThNcePXoUy5cvR2FhIS5cuICXXnoJDz30ULdekyiYSJIk7AESlsAcZICubIKWOzPMbSWwLnaDJiJSyqkAaMGCBcI/u8PWrVuRm5uLDRs2ICMjA2vXrkV2djZOnjxpd9wG0LHn0JAhQzB37lw8/PDDbnlNomBibLegXXDC+9UnwQOA1mEP0JWvK5MB8mAJDADKeCo8EblA8a9m+/fvx5///GcUFxfDZDLhgQcewPjx4zF//nzU1dUpnsCaNWuwePFiLFy4EKmpqdiwYQPCw8OxceNG4fXp6el48cUXceedd0Kv17vlNYmCiaj/BxCXwBz1AF2ZAWqV7QFyTwYoIToUooPfL9UxA0REyrl0GOq///1vnDt3Dhs3bsT69esBAEeOHEFkZCReffVVp1/LZDKhsLAQy5Yts46p1WpkZWWhoKBA6dRcfk2j0Qij8ftGyvr6epfemygQOHsQKgDoFPUAyQRAbuoB0mnV6BupR8VVTc8sgRGRKxTfmb777jv069cPgwYNwmeffYawsDDk5eVBq9Xik08+UfRaVVVVMJvNSEhIsBlPSEiAwWBQOjWXXzMvLw8xMTHWr+TkZJfemygQiDZBBMQBkKMMELxYAgPEZTCWwIjIFYoDoMrKSiQmJgIAjh07hvT0dDz66KMYM2YMysvL3T5Bb1i2bBnq6uqsXyUlJb6eEpHHyJXAhD1ACnaClssA6dxUAgPEK8FYAiMiVygugcXExKCoqAgFBQU4e/YsZsyYAaCjOTkyMlLRa8XFxUGj0dgFTuXl5dYgSylXXlOv18v2ExH1NHIlMOEyeEeHoV7xZ/l9gNwXACVE2wdANc1taG0zIzTEfZkmIur5FN+ZMjIyUF1djeuuuw7t7e2YMWMGTCYTSkpKbE6Id4ZOp0NaWhry8/OtYxaLBfn5+cjMzFQ6NY+9JlFP0mhsE46Ll8EryQDJlcDcFwAlCgIgAKio52aIRKSM4gzQqlWrcPHiRZw5cwa33HILfvKTn+Crr75C7969MXv2bMUTyM3NxYIFCzB58mRMmTIFa9euRVNTExYuXAgAmD9/Pvr374+8vDwAHU3Ox44ds/65tLQUhw4dQmRkJIYNG+bUaxIFs0ajOFCJFK4CU7IM3rM7QQNAYow4ADLUt2Jgn3C3vQ8R9XyKA6ARI0bgwIEDNmMzZsxwuW9m3rx5qKysxPLly2EwGDBhwgRs377d2sRcXFwM9RV7kZSVlWHixInW71etWoVVq1Zh+vTp1nPKHL0mUTATbYIIAFEubIQIdGysqFKpYPJCD5CoBAZ0BEBEREq4fHiX0WhERUWF3fEXAwcOVPxaOTk5yMnJET529eGrKSkpTh250dVrEgUzuRKYqAnaUQkM6MgCqVSQDYC8UQIrr2MARETKKA6ATp06hUWLFmH37t12j6lUKrS3i3+7JCL/IMoAqVRAuM6+VOVwGTy+b4RukzkN3p0ZoK5KYERESii+My1evBjffPMND0MlClANglVgkXotVIJtlkMcHIUBfN8ILZcBciaL5KzQEA1iwuxPrWcARERKKc4AFRYWQq1W48EHH0Rqaiq0WperaETkA6KNEEX9P4CTGaD//t7jjQwQ0FEGq2uxLeOxBEZESimOXgYMGACNRoPVq1d7Yj5E5GGifYBEK8AA57I31gyQWZwBdqaRWomEmFCcLG+wGStvYABERMoo/tXs2WefxdmzZxUfe0FE/kHUAyRqgAaUBS9yGSBnymhKJEbbb1paXm9kCZ6IFFGcAVq6dCkkScItt9yCmJgY9OrVy/qYSqXC2bNn3Tk/InIzuR4gEa0TwUtn3CHqAdKqVVA72E1aKdFKMFO7BTXNbegdoXPrexFRz6U4ALpw4YL1z7W1taitrbV+L2qiJCL/IsoAiY7BAJzrAeosgYkyQO7u/wE6SmAihrpWBkBE5DTFAdCKFSs8MQ8i8hJRE7RcBkjnzD5A//1fkyAAcucKsE4JUTJ7AdW3IjUp2u3vR0Q9EwMgoiBitkhoMtkfhSHXA+ToKAzgygyQfQ+OJwIg7gVERO7g0hp2o9GIzZs3Y8+ePUhMTMSiRYtQVFSEsWPHonfv3u6eIxG5SZPJ+WMwAGXL4E2Cw1B1bl4BBnRxHAaXwhORAop/Pbt8+TImT56MX/3qV/jTn/6EHTt24Pjx47jxxhvxv//7v56YIxG5idw5YLLL4J1ZwWXdB8g+A+SJHqA+ETrh6rRyZoCISAHFd6ff/e53OHr0KEJDQ63LTrOyshAeHo5//etfbp8gEbmPqP8HACL19rsrA84tg++qCdoTJTC1WoV4QR8QS2BEpITiu9NHH32EmJgYm+XuGo0GgwYNwrlz59w6OSJyL9ESeEA+A+RMD5C1CVqwDN4TARAAJAj2AmIJjIiUUHx3qq2tRUpKChITE23GzWYzGhoaZJ5FRP5AtgSmtz8IFVCWARKtAvNECQwQN0KzBEZESii+Ow0aNAhHjx7Frl27rGMffvghTp48iZSUFHfOjYjcTHQMBtBVCcz5jRCF+wB5LANkHwDVNLehtc2+EZuISETx3emuu+5Ce3s7pk+fDpVKhb1792LOnDlQqVS46667PDFHInIT+QyQ60dhdPYCtrULlsFrPbM5qmg3aACoqDd65P2IqOdRHAA98cQT+OEPfwhJkmy+Zs2ahWXLlnlijkTkJvWtbcJx2Z2gnTkK47//660maIB7ARFR9yneB0in0+Hjjz/GV199hX379gEA0tPTMX36dLdPjojcq14mAxQdJi6BKdkHyChogvZmCQxgAEREznNpI0QAuOGGG3DDDTe4cy5E5GH1LfYZIJVKfiNEZwKYLpfBe6oJWiYAKudKMCJyklMB0A9+8AOnXkylUiE/P79bEyIizxGVwCL1WtkT25Usg/d1EzTADBAROc+pAGjnzp1QqVTWZsfOU9+v/F6SJJ4GT+Tn6lvsS2DRoeLyFwBoZAKjK1ksXZ0F5pl7QphOg+hQrV1JjwEQETnLqQDohhtusAlu9u/fD6PRiGuuuQYAcPjwYWi1Wlx77bWemSURuYUoAyTX/wM4FwB1Em2E6Kl9gICORuj61kabMZbAiMhZTmeAOr3++usoLCzEkSNHMGLECADAqVOnkJaWhh//+McemSQRuYeoByhaZgUYAISHiDdIvJIkdWSDRRshemoVGNBRBjtVbhsAMQNERM5SfHd67rnnMGDAAGvwAwAjRoxAcnIyVq9e7dbJEZF7NQhWgXWVAVKrVbjn2kFdvqZFktBusS9/AZ7rAQLEjdAV9UZraZ6IqCuKV4FVVVXh4sWLeOKJJ3D77bcDAN5//32cOHECYWFhbp8gEbmPOAMkHwABwPJbUhGu0+D1r8Rn/UkQl78Az2aARHsBmcwWVDeZ0CfS/qwwIqIrKb473XTTTZAkCStXrsSUKVMwZcoU5OXlWR8jIv9ktkjCw1Cjw7r+PShEo8ayH43Gs3PGCh+3SJJwBRjg2R4grgQjou5QfHd64403cNttt9ntBD1nzhy88cYbnpgjEblBg8wu0I4yQJ3kFnlKkvggVMDDGSAeh0FE3aC4BNarVy+89957OHfuHI4ePQoASE1NxdChQ90+OSJyH9ESeKDrHqArqSCOgCRJEi6BBzy3DB6QPw7jEleCEZETXN4JesiQIRgyZIg750JEHiR3DlhXq8CuJLcivqseIL0HS2BJvcQ9h+erGoXjRERX8tzdiYj8iqgBGgBinM0AdVECk+sB8mQJLDY8BL3C7ed+trLJY+9JRD0HAyCiICGbAXI6ABJHQBZJ8skqMJVKhWF9I+3Gz1QwA0REjvlFALR+/XqkpKQgNDQUGRkZ1lPm5bz77rsYNWoUQkNDMW7cOHzyySc2jzc2NiInJwcDBgxAWFgYUlNTsWHDBk/+CER+T7YHyNkmaJnxLjNAHiyBAcCwePsAqKSmGa1tZo++LxEFPp8HQFu3bkVubi5WrFiBAwcOYPz48cjOzkZFRYXw+t27d+Ouu+7CokWLcPDgQcyZMwdz5szBkSNHrNfk5uZi+/bt+Otf/4rjx4/joYceQk5ODj744ANv/VhEfkc+A+RsD5DyDJAnN0IEgKGCDJAkAeerWAYjoq65fHc6d+4c3nnnHfzzn//s1gTWrFmDxYsXY+HChdZMTXh4ODZu3Ci8/uWXX8bs2bOxdOlSjB49Gs888wwmTZqEV155xXrN7t27sWDBAsyYMQMpKSn49a9/jfHjxzvMLBH1ZHI9QM6XwOQfk1sFptN69oBkUQYIYBmMiBxTHACZzWb86le/wogRI/Dzn/8czz//PP7yl79Ao9Fg3bp1il7LZDKhsLAQWVlZ309IrUZWVhYKCgqEzykoKLC5HgCys7Ntrp86dSo++OADlJaWQpIkfPHFFzh16hRmzZolfE2j0Yj6+nqbL6Ke5uqT04GOoCZS51wGSC4A6mojRE/2AAEMgIjIdYrvTnl5edi4cSMsFov1zJ3bbrsNWq1WcYmpqqoKZrMZCQkJNuMJCQkwGAzC5xgMBofXr1u3DqmpqRgwYAB0Oh1mz56N9evX44YbbpD9mWJiYqxfycnJin4OokAgygBF6bVQO3niu1wJzFcbIQJA/15hwqX2ZyoZABFR1xTfnTZt2oSQkBBs27bNOhYZGYnk5GQcP37cnXNz2bp167Bnzx588MEHKCwsxOrVq7FkyRJ89tlnwuuXLVuGuro661dJSYmXZ0zkeaIeIGfLX13pah8gTx6FAXQc1jpE0Ad0lhkgInJA8UaIFy9eRGpqKn784x/bjEdFRSkOHOLi4qDRaFBeXm4zXl5ejsTEROFzEhMTu7y+paUFjz/+ON5//33r2WTXXHMNDh06hFWrVtmVzwBAr9dDr+fhidSziVaBObsCDOi6CVr2LDAPZ4CAjjLY8Uu2ZetzVU0wWyRonMxuEVHwUXx3iouLw/nz53H58mXrWHFxMY4fP46+ffsqei2dToe0tDTk5+dbxywWC/Lz85GZmSl8TmZmps31ALBjxw7r9W1tbWhra4NabfujaTQaWCzimzRRMKgTnQTv5AowwP82Quwk2gvI1G7BxZpmj783EQUuxXen7Oxs1NfXY9y4cQCAY8eOYdKkSWhra8Ps2bMVTyA3Nxdvvvkm3n77bRw/fhz3338/mpqasHDhQgDA/PnzsWzZMuv1Dz74ILZv347Vq1fjxIkTePrpp7F//37k5OQAAKKjozF9+nQsXboUO3fuxPnz5/HWW2/hz3/+M2677TbF8yPqKYQlMAUZoK7OAjP54CywTkPjI4TjFy4zACIieYpLYH/84x/x2Wef4eLFiwBgXTHVv39//OEPf1A8gXnz5qGyshLLly+HwWDAhAkTsH37dmujc3FxsU02Z+rUqdi8eTOefPJJPP744xg+fDi2bduGsWPHWq/ZsmULli1bhrvvvhvV1dUYNGgQ/vjHP+K+++5TPD+inkLUBK2kB8iVs8A83QMEAAN7hwvHL9a0ePy9iShwKQ6A+vXrh0OHDmHdunX49ttvAQDp6elYsmQJ4uLiXJpETk6ONYNztZ07d9qNzZ07F3PnzpV9vcTERGzatMmluRD1RO1mC5pM9rsjK8oAuVAC80YPUHKsOAAqYQmMiLrg0mnwvXv3xooVK9w9FyLykAbBHkCA0h6gLpqgfXAWWKde4SGI0GnsArySagZARCRP8d3ppZdewu23347vvvvOOvbdd9/h9ttvx0svveTWyRGRe8geg6GoB0jMl2eBAR2BWbKgDFbCEhgRdUHx3emVV17Brl27rE3QADBu3Djs2rXL5jgKIvIfNc3iAChGUQ+QfBO00YclMAAYICiDXWQGiIi6oPjuVFpaKtyjJzExEaWlpW6ZFBG5V3WTUTjeO1Ln9GvI9gABaGv33SowAEjuHWY3drnJhGaTuPRHRKQ4AIqMjMTp06dx9uxZ69jZs2dx6tQpREVFuXVyROQe1U3iDFDv8O4HQHIbIYZoVLJ9Q+4m1wjNlWBEJEdxADRt2jQYjUZMmTIF9957L+69915kZGSgra0N06ZN88QciaibZDNAEUoCIPmzwEQBkLfKXwCEPUAAG6GJSJ7iVWBPPfUU/v3vf6OmpgZ/+tOfAHT0AOj1eixfvtztEySi7pPLAPVRUgKTGZfbB8gbDdCdRCUwgAEQEclTfIeaPHkyPv/8c8yYMQNhYWEICwvDjTfeiM8//xyTJk3yxByJqJtEGSC9Vo2wEI3Tr9HVWWCi0+C9sQS+k6gJGuBKMCKS59I+QFOnTsXnn3/u7rkQkYdUN5nsxvpE6BT16Mhe6gclsEi9FrHhIXar3ZgBIiI5LgVAFosFZ86cQXl5OSTJdvXHDTfc4JaJEZH7iAIgJSvAAEenwduvAvPGMRhXSu4djprmOpsxNkETkRzFAdDevXtx11134cKFC3aPqVQqtLdz2SmRvxEFQLEKVoABXW+EKOwB8tIS+E7JseE4fNE2ACqpboYkSV5bjUZEgUPxr2i/+c1vUFRUBEmShF9E5H/kSmCKdHUYqo97gABgYB/7PqAGYzuqGu1/diIixRmg48ePIyQkBKtWrUJqaiq0WpeqaETkJW1mC+oFZ4H1jtArep2uS2C+D4AGx0UIx89VNqJvlLKflYh6PsXRy6hRo9Da2ooHHnjAE/MhIjerEWR/AKB3hPPHYADKS2De7gEa2lccAJ2tbELGkD5enQsR+T/Fd6g1a9agqKgIr776Kurr6z0xJyJyo+pmuQBIYQZILX8WmK9XgQHAkLhI4fi5ykavzoOIAoPiO9TMmTNhNBrxwAMPIDY2FhqNxvrFchiR/6mW6YFxWwYIEK4C83YTdGyETriz9bmqJq/Og4gCg+IASK75mU3QRP7psmwJTFkGqKuzwMSrwLybAQKAIYI+IGaAiEhEccpm06ZNnpgHEXlIjWwJTOEy+C7OAhOtAvN2DxAADOkbgf0XamzGiqubYWw3Q691ftdrIur5FAdACxYs8MQ8iMhDLsuWwNy0DxB8vxN0pyF97fuALBJQfLkZwxOivD4fIvJfLjXtmEwmfPPNNygrK4PZbLZ5bP78+W6ZGBG5hygDpFYBvcKU9QDJLYOXJAltflwCAzpWgjEAIqIrKQ6ATp8+jaysLFy8eNHuMZVKxQCIyM+IeoBiw3Wyq7rkyPUASZJME7TW+7svD42XWQlWxT4gIrKlOAB67LHHUFJS4om5EJEHiFaBxSrdBRryGSCzRXwavE7j/Z6bgb3DoVWr0G6xDcjOVnAlGBHZUpyj/vrrr6HVarFjxw4AwMSJE/HOO+8gLi7OOkZE/kNUAlPa/9MVUf8P4JsMUIhGjYG97Y/EOF3R4PW5EJF/UxwA1dbWYvTo0Zg5cyZUKhVCQkIwb948JCYm4rnnnvPEHImoG0QlMMXngEG+BGYU9P8AvmmCBoDhCfZlsJOGBpgt3KaDiL6n+A4VFRUFi6XjhhcZGYkTJ05g7969KC4uRkFBgdsnSESukyRJeBSGO0tgoj2AAN8FQKP7RduNGdstOM8NEYnoCorvUMnJybhw4QLMZjPGjRuHhoYGTJ06FQ0NDejXr58n5khELqpvbbfrhwHcnQEyC8dDfLAPECAOgADg+CUe3UNE31N8h1qwYAFmzpyJ06dP44knnkBISAgkSYJarcbTTz/tgSkSkauqZXaBjg13XwZIrgTmi2XwAJDKAIiInKB4FdjDDz+Mhx9+GEDHyfDHjx/HwYMHMWbMGIwcOdLtEyQi18kFQH0iXcgAyYzLl8C83wQNAP17hSFSr0Wjsd1m/ISBjdBE9L1un146ePBgDB482B1zISI3kwuAXFkFJncUhmwTtI9KYGq1CqMSo+yOxGAGiIiu5FQANGTIEEyaNAn/93//hyFDhshep1KpcPbsWbdNjoi6p7rJKBx3pQSmdBWYr0pgQEcf0NUB0KW6VtQ2m9DLhZ+diHoepwKgoqIiJCYmWv8sR+43RCLyjeqmNuG4O0tgsk3QPg6ARI5dqsfUoXFeng0R+SOnAqAVK1ZgwIAB1j+72/r16/Hiiy/CYDBg/PjxWLduHaZMmSJ7/bvvvounnnoKRUVFGD58OJ5//nn86Ec/srnm+PHjePTRR/Hll1+ivb0dqampeO+99zBw4EC3z5/IX7kzAxQoTdAAMKqf+NyvE5caGAAREQAFARAAtLe348YbbwQAXHfddVCru3+D27p1K3Jzc7FhwwZkZGRg7dq1yM7OxsmTJxEfH293/e7du3HXXXchLy8PN998MzZv3ow5c+bgwIEDGDt2LADg7NmzuO6667Bo0SL8/ve/R3R0NI4ePYrQ0NBuz5cokIgyQBE6DUJDlB9TIZfglWuC1vuoBwgARiWKA6ALl7kXEBF1UHSH0mq1mDlzJn75y1+6JfgBgDVr1mDx4sVYuHAhUlNTsWHDBoSHh2Pjxo3C619++WXMnj0bS5cuxejRo/HMM89g0qRJeOWVV6zXPPHEE/jRj36EF154ARMnTsTQoUPx4x//WBhQAYDRaER9fb3NF1FPIMoA9Xah/AUEVgYoXKdFXKTebry0tsUHsyEif6T4DjVixAhIknu2lDeZTCgsLERWVtb3E1KrkZWVJburdEFBgc31AJCdnW293mKx4OOPP8aIESOQnZ2N+Ph4ZGRkYNu2bbLzyMvLQ0xMjPUrOTm5+z8ckR8QrQLrHWEfGHSHsU2uB8i3PYEDYsPsxi7WMAAiog6KA6A1a9agtLQUTzzxBCoqKrr15lVVVTCbzUhISLAZT0hIgMFgED7HYDB0eX1FRQUaGxuxcuVKzJ49G59++iluu+023H777fjyyy+Fr7ls2TLU1dVZv3jaPfUU1aKDUMNDXHottVphBsiHJTAA6C8IgEprWtz2CxwRBTbF+wB1NhuvXLkSK1eutHlMpVKhvb1d9DSv6Tyn7NZbb7Vu2DhhwgTs3r0bGzZswPTp0+2eo9frode797diIn9Q3ei+DJDyjRB9GwCJMkANxnbUt7QjxsUgkIh6DsV3KEmSuvxSIi4uDhqNBuXl5Tbj5eXl1mX3V0tMTOzy+ri4OGi1WqSmptpcM3r0aBQXFyuaH1Ega20zo8lkX57qHeHaP/5KzwLz1UaInQb0sg+AAOBibbOXZ0JE/khxBmjTpk1ue3OdToe0tDTk5+djzpw5ADoyOPn5+cjJyRE+JzMzE/n5+XjooYesYzt27EBmZqb1NdPT03Hy5Emb5506dQqDBg1y29yJ/F2NoPwFuJ4BCqQmaAAYEBsuHL9Y04IxSTFeng0R+RvFAdCCBQvcOoHc3FwsWLAAkydPxpQpU7B27Vo0NTVh4cKFAID58+ejf//+yMvLAwA8+OCDmD59OlavXo2bbroJW7Zswf79+/HGG29YX3Pp0qWYN28ebrjhBtx4443Yvn07PvzwQ+zcudOtcyfyZ5cF5S/AtZPgARdKYH7YAwR09AEREbl0FpjJZMI333yDsrIymM226e/58+creq158+ahsrISy5cvh8FgwIQJE7B9+3Zro3NxcbHNkvupU6di8+bNePLJJ/H4449j+PDh2LZtm3UPIAC47bbbsGHDBuTl5eG3v/0tRo4ciffeew/XXXedKz8uUUCSywDFuhoAKc4A+XYVWH+5EhgDICICoJIUNu6cPn0aWVlZuHjxov2L+UETtDvU19cjJiYGdXV1iI4Wb6lP5O/+eagUD245ZDf+3v1TkTYoVvHrVTUaMfnZz+zGw0I0aBEshT+0/P/5/NytiX/4FDXNtptBZo9JwOv3TPbRjIjIk5T8+604R/3YY4+hpKTELU3QROQ53iqB+eNZYJ1EfUDMABER4EIA9PXXX0Or1WLHjh0AgIkTJ+Kdd95BXFycdYyIfM/dJTC5JmiLzO89vu4BAsRlsLOVjT6YCRH5G8V3qNraWowePRozZ86ESqVCSEgI5s2bh8TERDz33HOemCMRueCyYBfoEI0K0aEutf7JLoOXo5XZONGbRHsBtbZZcM//txd1zfbnpBFR8FAcAEVFRVk3G4yMjMSJEyewd+9eFBcXyx5fQUTeJ9oEMTZcJ9vM7IiS5+k0apffx53kVoJ9fboKS//vP16eDRH5E8UBUHJyMi5cuACz2Yxx48ahoaEBU6dORUNDA/r16+eJORKRCyobBQehulj+ApRlgHy9AqyT3F5AAPD5iQq0CDaKJKLgoDgAWrBgAWbOnInTp0/jiSeeQEhICCRJglqtxtNPP+2BKRKRKyoaWu3G4qNDXX49uR4gEX/o/wGAKYN7y86l3SLxdHiiIKa4GeDhhx+2nrE1atQoHD9+HAcPHsSYMWMwcuRIt0+QiJSTJAkV9fYZoIQo18+8U5LT8YcVYAAQExaClbePQ+7fxeWu0toWDIuP9PKsiMgfKL5L/exnP8OOHTusS94HDx6M22+/ncEPkR+pb20XblAYH92NAEhRCcw/AiAAuH3SAPxl0RThY2XMABEFLcV3qS1btmD27NkYOHAgHn/8cZw4ccIT8yKibqioty9/AUB8VHCVwDql9hNviMZjMYiCl+K71LRp0wAApaWleP755zFmzBhce+212LBhA2pra909PyJyQUWDffkLAOK7UQJTQudHGSCgo/k7NMR+TuwBIgpeLm2EWFxcjNWrVyM9PR2SJGHfvn1YsmQJkpKSPDFHIlJI1AANeK8JOkTrH6vAOqlUKuGmiAyAiIKXS7+m9e/fHw8//DD27NmDDz74AImJiZAkCUaj+LdOIvIuUQM00L0MUKD2AHXqL1gSzxIYUfByaUvY06dPY+vWrdi6dSuOHTtmHY+M5GoKIn9QLhMA9e1GAKQoA+SPAVAv++yXob4V7WYLtH44XyLyLMUBUFpaGg4dOgSgY6mtSqXCjTfeiAULFuCOO+5w9/yIyAWiElhMWAhCQzQuv6aSopbez5qgAfG5YGaLhPIGo/AxIurZFAdABw8eBACMGDEC8+fPxz333IPk5GS3T4yIXCdqgk7oxhJ4oCeUwMRBTlltCwMgoiCkOAC69957sWDBAlx77bWemA8RuUGlIADqzhJ4QNlZYP5yFMaVkmLEQU5pTQvSU7w7FyLyPcUB0GuvveaJeRCRG5UL9gFyxxJ4lQr47x6oXdJpXS+1eYpcBogrwYiCk//lqYmoWxqN7WgWHPLZt5slMMD5Rmh/zAAlRodCo7afFwMgouDEAIioh/HELtCdnA1r/G0jRADQatRIFOyDxKXwRMHJ/+5SRNQtcrtAd7cJGnC+Edofm6ABIEmwFL7ocpMPZkJEvuafdykicpmo/wdwUwbIyQjI384C6zQkzn6vsuLqZrQISoZE1LP5512KiFzmiV2gOzlbAvPXDNCIxCi7MUkCzlQ0+mA2RORL/nmXIiKXnauy/8dcpQISY7qfAXK2CVrnh03QADAywT4AAoCT5Q1engkR+RoDIKIe5nS5fQA0IDasW7tAdwr0HqARieLjek4xACIKOv55lyIil0iShNOCcs7weHHmQymnM0B+2gPUN1KP2PAQu3EGQETBxz/vUkTkkqpGE+pa2uzGh8W756DiQO8BUqlUGC4og50yMAAiCjb+eZciIpfINfO6KwByNgIK8dMMECDuAyqra0V9q33gSEQ9l//epYhIsTMV4kyGuwKgQG+CBsQrwQDgxCVmgYiCCQMgoh7E0xkgZ5ug/bUHCJBfCfbT1wtQfLnZy7MhIl/x37sUESkmaoBOiNYjOtS+8dcVzp8F5r+3lhEJ8sHgXW/ugbGdmyISBQO/uEutX78eKSkpCA0NRUZGBvbt29fl9e+++y5GjRqF0NBQjBs3Dp988onstffddx9UKhXWrl3r5lkT+R9PrgADAr8JGgB6hetkM2KltS34+lSVl2dERL7g87vU1q1bkZubixUrVuDAgQMYP348srOzUVFRIbx+9+7duOuuu7Bo0SIcPHgQc+bMwZw5c3DkyBG7a99//33s2bMHSUlJnv4xiHyurrkNlYJzwNzWAI3APwqj0//MGiH72PFL9V6cCRH5is/vUmvWrMHixYuxcOFCpKamYsOGDQgPD8fGjRuF17/88suYPXs2li5ditGjR+OZZ57BpEmT8Morr9hcV1paigceeAB/+9vfEBLinvQ/kT87K9gBGnB3AOTcdf54GvyVZo/th78uyhA+JsqiEVHP49O7lMlkQmFhIbKysqxjarUaWVlZKCgoED6noKDA5noAyM7OtrneYrHgnnvuwdKlSzFmzBiH8zAajaivr7f5Igo0hjrxIagpfSLc9h49oQTW6brhcRgSZ//Z8FwwouDg07tUVVUVzGYzEhISbMYTEhJgMBiEzzEYDA6vf/7556HVavHb3/7WqXnk5eUhJibG+pWcnKzwJyHyPblT4BNjun8Iaifnm6D9dxn8lVKTou3GzlY2wmyRfDAbIvIm//81TaHCwkK8/PLLeOutt5zuV1i2bBnq6uqsXyUlJR6eJZH7lcucAp8Q3f1DUDv1hGXwVxKVB43tFlys4XJ4op7Op3epuLg4aDQalJeX24yXl5cjMTFR+JzExMQur//6669RUVGBgQMHQqvVQqvV4sKFC3jkkUeQkpIifE29Xo/o6GibL6JAUyHIAIXrNIjUa932Hs5vhBgYAZDcCjmWwYh6Pp/epXQ6HdLS0pCfn28ds1gsyM/PR2ZmpvA5mZmZNtcDwI4dO6zX33PPPTh8+DAOHTpk/UpKSsLSpUvx73//23M/DJGPGQQBUGJ0qNOZUHcKhB4gABgusyfQorf3o+DsZS/Phoi8yX2/GrooNzcXCxYswOTJkzFlyhSsXbsWTU1NWLhwIQBg/vz56N+/P/Ly8gAADz74IKZPn47Vq1fjpptuwpYtW7B//3688cYbAIA+ffqgT58+Nu8REhKCxMREjBw50rs/HJEXiXqA4qPd1/8DOF8C8+ezwK6U0icCGrVK2PNz15t7sOHnaZg9VpyNJqLA5vMAaN68eaisrMTy5cthMBgwYcIEbN++3droXFxcDLX6+5vp1KlTsXnzZjz55JN4/PHHMXz4cGzbtg1jx4711Y9A5BcqBD1A7uz/AXpeCUynVWNQn3Ccq2wSPr7hy7MMgIh6KJ8HQACQk5ODnJwc4WM7d+60G5s7dy7mzp3r9OsXFRW5ODOiwNBkbEeDsd1uPNHNAVBP2QfoSsPjI2UDoCOldWgzWwKmpEdEzuPfaqIeQG4JfLyPMkAh2sBYBg90vVFku0XCBR6QStQjMQAi6gHkl8C7uQfIyesCKWOSOSSuy8e5IoyoZwqcuxQRyapokNkE0QclMJUK0KoDJwM0bVgfTB/RV/bxs5UMgIh6IgZARD2A3DEY7m6CdmZJfYhG7ZOl965SqVTY9It0vDRvvPDx0+UNXp4REXkDAyCiHkCuBOb2ZfBOXBNIDdCd1GoVbps4ACME+wKdYQaIqEcKvDsVEdkpF5TAYsNDoNdq3Po+zjRBB8o5YCKihuizFU2w8Gwwoh6HARBRD1AuKIG5u/wFONcDFCjngIkM62sfALW0mVFW1+KD2RCRJwXunYqIrEQZIM8EQM71AAWqoTJL4k9zJRhRjxO4dyoiAgBYLJKwB8jdS+CBntsD1EnucNR/Hiz18kyIyNMC905FRACAC9XNMLVb7Mb7xYS5/b3UTtwxArkENqRvhLDMt+1QGb44WeH9CRGRxwTunYqIAADHyuqF46P7ibMZ3aFyIgcUyCWw0BANhsRFCB97YPNBVMjsuE1EgSdw71REBAA4fkkcAKX2i3H7eznTBB3Iq8AA4O6MQcLxRmM7PjvOLBBRT8EAiCjAHRMEQJF6LQbEur8E1tOboAFg4bQU3JmeLHzshEEcbBJR4AnsOxURCUtgo/tFQe2B4yicaoIO4B4goCPIe+62ccLHThq4KzRRTxHYdyqiIFfdZIJB0Jcyul+0R97PmZgqkFeBdVKrVcLzwU6VN0CSuCkiUU8Q+HcqoiAm3//jmQAoGEpgnUYm2jeR1zS3obJRfOwIEQWWnnGnIgpScgGQLzNAIQFeAus0IkG8iu50OTdFJOoJesadiihIifp/1Cpx9sIdnFkG3xNKYACEB6MC7AMi6il6xp2KKEgdLq2zGxvSNxKhIe49BNXKqbPAAnsZfKdh8ZHCZf+nyhkAEfUEDICIAlR9axvOVtqXY8b1d//+P52cKYG5+wR6XwnXaTGwd7jduFzZkYgCCwMgogB1uKQOogVJE5J7eew9nSmBeSz75AOiPqD/XKxjFoioB2AARBSgDpXUCMc9GQA5cxZYaEjPua3I9QHNeukr7Dpd5eXZEJE79Zw7FVGQOVRSazem06o9tgIMcC4D1FNKYEDXx4n85m+FKL7c7MXZEJE7MQAiCkCSJAkDoDFJ0R7didmZs8B6UgboxlF9ERepFz5W39qO+/5aiNY2s5dnRUTu0HPuVERB5GJNC6oaTXbjnix/Ac5thNiTeoDCdVr87VcZsifEH7tUj7/vL/HyrIjIHRgAEQUgUfYH8EIA5MQ1PSkDBHTsqfTJg9dj5qh44eMf/qfMyzMiInfoWXcqoiBxoFjcAD0xOdaj7+vMMvjQHtQD1Ck0RIN1P5uIIX3tM0EnLvF8MKJAxACIKADtO19tNxYXqUNy7zCPvm+wlcCuFK7TYvaYRLvxBmM7Lta0+GBGRNQdDICIAkx9axuOCTbjS0/p7VSA0h1ObYTYw0pgV5JbYSf6/4OI/FvPvVMR9VCFRTXCDRCnDO7thXcP3gwQAKQmyQRAgjPZiMi/MQAiCjD7iuzLX4B3AiCnlsH3wB6gTil9IoRN3jwegyjw+EUAtH79eqSkpCA0NBQZGRnYt29fl9e/++67GDVqFEJDQzFu3Dh88skn1sfa2trw6KOPYty4cYiIiEBSUhLmz5+PsjKu1KCeQdT/ExWqxahEz22A2MmpJugeXALTqFXCz5klMKLA4/M71datW5Gbm4sVK1bgwIEDGD9+PLKzs1FRUSG8fvfu3bjrrruwaNEiHDx4EHPmzMGcOXNw5MgRAEBzczMOHDiAp556CgcOHMA//vEPnDx5Ej/+8Y+9+WMReURrmxmHL9bajU8eFAuNM9FJNwXbWWAioj6gizUtqG9t88FsiMhVPg+A1qxZg8WLF2PhwoVITU3Fhg0bEB4ejo0bNwqvf/nllzF79mwsXboUo0ePxjPPPINJkybhlVdeAQDExMRgx44d+OlPf4qRI0fi2muvxSuvvILCwkIUFxcLX9NoNKK+vt7mi8gf7TtfjTazfQPQlMF9vPL+zpwFpvfgTtT+QK4P6MQlHpBKFEh8eqcymUwoLCxEVlaWdUytViMrKwsFBQXC5xQUFNhcDwDZ2dmy1wNAXV0dVCoVevXqJXw8Ly8PMTEx1q/k5GTlPwyRF3x8+JJw3DsN0MwAAUBqP/sT4gHgo8MssxMFEp8GQFVVVTCbzUhISLAZT0hIgMFgED7HYDAour61tRWPPvoo7rrrLkRHi39zW7ZsGerq6qxfJSXc2p78j6ndgn8dsQ+A4iJ1GD9A/tBOd3LuLLCeHQCNSoyGVlBu/OueC1wNRhRAenSuuq2tDT/96U8hSRJee+012ev0ej2io6Ntvoj8za4zlahvbbcb/+HYftBqvPNX2dE+QyEalVd6kXwpQq/FrDEJduMWCXj6g6PcFZooQPg0AIqLi4NGo0F5ebnNeHl5ORIT7XdcBYDExESnru8Mfi5cuIAdO3YwqKGA99F/xOWvm6/p57U5OAptevIS+Cs9OnsUdIKgc19RNQ5frIOhrhUf/KcMX5yogMXCgIjIH/k0ANLpdEhLS0N+fr51zGKxID8/H5mZmcLnZGZm2lwPADt27LC5vjP4OX36ND777DP06eOdBlEiTzG2m7HjWLndeEK0Hukp3un/ARwvg9f38PJXp0F9InDv9CHCx57Y9h1mvfQlfvvOQSx861vc9eYetJstXp4hETni8xJYbm4u3nzzTbz99ts4fvw47r//fjQ1NWHhwoUAgPnz52PZsmXW6x988EFs374dq1evxokTJ/D0009j//79yMnJAdAR/PzkJz/B/v378be//Q1msxkGgwEGgwEmk8knPyNRd+09V40Go33566ZxSVB7seTkqATWk/cAutr9M4YiTBDwHSmttylV7j1fjXf2iVegEpHvaH09gXnz5qGyshLLly+HwWDAhAkTsH37dmujc3FxMdRXrL2dOnUqNm/ejCeffBKPP/44hg8fjm3btmHs2LEAgNLSUnzwwQcAgAkTJti81xdffIEZM2Z45ecicqf84/bZHwD44ThxqdhTHDVB9/QG6CuF67SYPqIvth8VL8C40j8OluKezBTPT4qInObzAAgAcnJyrBmcq+3cudNubO7cuZg7d67w+pSUFDYhUo8iSRI+O26/MWhseAgmDYz16lwcLYMPpgwQAMwak+BUAHSwuBZltS1I6hXmhVkRkTOC625FFIBOlTeitLbFbvzGUfFeX3HlMAMUJE3QnX6g4P+DT74TN7ETkW8wACLyc5/JlL+yRtsvxfY0R//WB1MJDAB6heuQ4eQmlAyAiPwLAyAiPycKgEI0Klw/PM7rc3FUAuvpx2CI3HxNklPXHfhvGYyI/EPw3a2IAsiluhYcLK61G792SB9EhYZ4fT6OzgILtgwQAMydPMBuJ+4QjThQ3HPusjemRERO8IsmaCIS+/cRcYPtrFTvl786OMgABVkTNACEaNR4976p+PA/ZahoMGLm6HhE6rWYuvJzu2u/K63D7ZMG+GCWRHQ1BkBEfuxfggBIpQKyx3h3+Xsn9gCJ6bRq3JH2fWAjSRLiIvWoajTaXHektM7bUyMiGcH36xpRgKhqNOLbomq78bSBsYiPDvXBjLgKzFkqlQrj+tsfv3O0rB5mHo1B5BcYABH5qfcKL0L0b+Xssb7J/gDcB0iJcf1j7MaaTWacr2r0wWyI6Gq8WxH5oQuXm7D2s9PCx3wZALEE5ryxggAI6OgDIiLfYwBE5GckScJj732Hljaz3WMTB/bCgNhwH8yqA88Cc964AeIA6PBFBkBE/oBN0ER+5tNj5SiQWS69dNZIL8/GFs8Cc15idCjiInWoarQ9hHnTN0XIP16BcJ0GS24chlvGO7ePEBG5F39dI/IjkiThZZnS188yBmLqMO9vfnglhz1AbIK2UqlUsmWw4upmnDA04LdbDuLLU5VenhkRAQyAiPzKZ8crcOxSvd14YnQolv1wlA9mZMtRD1Aw7gPUFVEj9JUkCfj9B0fRZrZ4aUZE1Il3KyI/0WRsxwvbTwgfe2DmMJ/s/Hw1RyUwPTNANn44tp/Da85VNeGdfcVemA0RXYkBEJEfsFgkPLz1EE5X2C+RTooJxdy0ZB/Myh6boJVJTYrGnemO/79b+9lp1LW0eWFGRNSJdysiH7NYJDyx7Tt8ekx86vtvbhwGnZ8cMsomaOX+cOtYhwfXVjeZ8NKOU6hsMOLt3UX4294LqG9lQETkSVwFRuRDkiTh0fcO493Ci8LHRyVG4aeT/SP7AzizESIDoKvptGq8evckLH33MLYfFZ/tBgBv7S7CW7uLrN//b/5pfPjAdYiP8s2u30Q9HQMgIh+ob23D6fJG7Dl3WTb46R2hw5vzJ/tN9gdwZiNE/5mrP4kKDcGGe9JwpqIRrW1mrPr0JHae7Hr1V3m9Ec99fBxr75zopVkSBRcGQEReJEkS/rLnAl7cfhINxnbZ63QaNV6/Jw3JvX236aEIzwLrnmHxkQCAp28Zg1lnvoLJweqvDw9fwu9mj0JSrzBvTI8oqPDXNSIvMVskrPjgKJb/82jXwY9WjdfnpyE9pbcXZ+cctcMmaAZAzkiJi8B904c4vM5skWzKYkTkPgyAiLxk3een8eeCCw6ve/qWMbhxZLwXZqScgwQQS2AK3D9jGHqFO97aYPPeYtQ2m4SPtZst+OS7S3j9y7M4wjPGiBRhCYzIC6oajXh151mH1w2Oi8A8J5ZN+wwzQG4TptNgXnoyXv/yXJfXNRrbMWf9N/jwgesQFRqC2mYT9pyrRqReiw1fnsWuM1XWa1/8yTWY60dN80T+jAEQkRf8ueACTO2Od/v91fWDoXHUaexDDneC9qOG7UBwz7WDHAZAAFB0uRnjnv7U4XVPbDuCa4f08bveMSJ/xACIyANKqpvx+w+P4lhZPYYlROErJ857io/S445JA7wwO9d1tQxer1U73CiRbA2IDces1ATZPaCUMrVb8IePjuHN+ZPd8npEPRl/XSNys9LaFtz26jf47HgFyupanQp+ovRarL97kt+XkPpG6WUf86fl+oHkoawR0Gnc99ntOFaO3/3ff9BobMe3RdV4Z18xThoa3Pb6RD0FM0BEblTX0oZfvb0fVY3iptUr/f3eTMRF6lBW24qJA3shQu//fx1njOwLtQqwSPaPNbTKr2wjealJ0XhrYTrW7zyDhtZ23HxNP1wzoBd+/qe9aBd90E74+/6L+Pv+7/eX0qhVWH5zKhZMTXHTrIkCn//fcYn81NnKRjz38XGcrWzEkL6R6BOhw64zVbhU1+rwueMHxCA9JRYqlQpD+kZ6YbbukdQrDAunDcb/t+u83WMD2XfisqnD4jB1mO1xGa/8bCKW/t9htwSWZouEpz88igGxYZg5OgGSJNmUKxta2/DFyUqUVDejobUdQ/tG4Efj+gVEUE7kKv7XTeSE3WersHFXEZqM7RieEImE6FC8nH/a2thcdLnZ6dfSqlV47IejA7ZfJvf/jcAn312yC/SSe3OzPneaPbYfZoyMx8HiWvzzUCn+vr9EmHlzliQBi97eD6Bju4L+vcLw82sHIT2lN+79SyFKa1tsrv/r3mL8+ZdTEBP2/VL9y41GROi1fl+qJXKGSpKkbvyV6pnq6+sRExODuro6REdH+3o65EOtbWa8+O+TwoyHK0YkROK528Zhsh9ucqjEzpMV+NXb+21KNC/fOQG3Tujvw1n1bKfLG7DtUCkkCbgjbQAidFocLK7B8IQofHrMgBe2n3T7e6anxOLhrBFI7h2O3/3fYRScuwydRo3FNwzG/8waKRvES5KELd+W4KUdp1Db3IbssYl46qbRiI/muWbkWUr+/WYAJMAAyL+Z2i3QqlVQK1wubrZIsEgSQrpoOG02tePAhVrsO38Ze89XY+/56u5OFzdd0w8alQo3jOiLWyckdfn+geSrU5X4654LaG234CdpA/Dj8Um+nlJQ2322Cj97c6/X3u83M4bi+uF9YWw3o80sod1sQUJMKMYmxSDvX8ex6Zsim+v79wrDm/MnIzXJ+/fU1jYzNGqVzd+92mYTTO0WYVBWVNWE+tY2pPaLhraH/H0NFgEXAK1fvx4vvvgiDAYDxo8fj3Xr1mHKlCmy17/77rt46qmnUFRUhOHDh+P555/Hj370I+vjkiRhxYoVePPNN1FbW4tp06bhtddew/Dhw52aDwMgeaW1Ldh+xICaJhMyhvTGtKFxMJkt+PJUJc5UNGJo3wjMGBnvVIpckiScq2qCoa4VYToNxvWPsblBVTYYcexSPYxtZoRo1egbqcff95fg/QOlsEgSpg6Lw703DMHAPuH44FAZCi/U4KShAfWtbQjRqNEnUodBfSLQ1m7B+aomFF1ugtkiIVKvRVRoCIztZsRF6nH98DgkRIfi26JqfHGi0uH5TM6aOLAX1vx0AgbHRbjl9YgcWZd/Gqt3nPL1NLqU2i8aSb3CcM2AGPSO0KHwQg2Kq5vRbpFgsUhQq1W4pn8M7r52IAb1jsBbu4vw6TEDDHWtUKtUGJ8cg59NGYTrhnf0TJVUN+Pl/NPYebISA3uH4c70gZg7eQBUKhWKqprw9IdHsfNkJaL0WvxiWgoWThuMvE+O4x8HS2G2SMgY3Bsr77gGg+MiUN/ahmXvfYePv7sEoKOsu3ruBEwZHNgZ22ASUAHQ1q1bMX/+fGzYsAEZGRlYu3Yt3n33XZw8eRLx8fbHAezevRs33HAD8vLycPPNN2Pz5s14/vnnceDAAYwdOxYA8PzzzyMvLw9vv/02Bg8ejKeeegrfffcdjh07htBQxylYdwdAtc0mzFn/Tbdfx9da2sworzfajOm0algskk0pRKtWIalXmMNN8+pb21Hd9P1qqdAQNRKiQ6EC0GaW7HoSAoFKBYxMiMI9mYNwZ/pAv97UkHqe1jYzbl63C2cqGn09FY/TadSIDgtBVaNR+HifCB0uNzlejdkpUq9Fo8wZfTqtGkkxLN95ytLsUbjpmn5uea2ACoAyMjKQnp6OV155BQBgsViQnJyMBx54AI899pjd9fPmzUNTUxM++ugj69i1116LCRMmYMOGDZAkCUlJSXjkkUfwP//zPwCAuro6JCQk4K233sKdd97pcE7uDoCqm0yY9MyObr8O+afeETq8fk8aokND0D82DJFcOUM+ZKhrxSPvHsK352swOC4Cv791DBpb2/HKF2dwqKTW19MjsvP8HeMwL32gW15Lyb/fPr1Tm0wmFBYWYtmyZdYxtVqNrKwsFBQUCJ9TUFCA3Nxcm7Hs7Gxs27YNAHD+/HkYDAZkZWVZH4+JiUFGRgYKCgqEAZDRaITR+P1vEfX19d35saiHGhwXgeduG4dwnQZ/31+C70rrMKhPBJbOGomBfbgEnPxDYkwo/vara2G2SDYZyKzUBFQ2GKHTqhGl1+Kr05X44kQF9l+ogandglljEvDr64fiZ3/ag6NlvAdSz+fTAKiqqgpmsxkJCQk24wkJCThx4oTwOQaDQXi9wWCwPt45JnfN1fLy8vD73//epZ+Beq5wnQZpg2KRMbg30lN6I21QrLUhcnxyL99OjsgBUfn1yp28Z4yMx4yR9m0Gf1mUgRe2n8DB4lqcLO/eDtKx4SGIDdeh6HJTt5bwE3kCc/UAli1bZpNVqq+vR3IyT1QONCoVMCYpGoP6RMDUbsEJQz1KqlsQqddiSN8INLa241xVU5evER+lx08nJyMrNQFjkqJ7zIotImf1jtBh5R3XAOhYOfnqF2fw5tfn0G6RMG1YnHWl5MDe4Zg9NhHjk2MQGqLBpdpWfH6iAgeLa5DUKww/SRuAORP7IzREg5LqZvxlzwXsOXcZpTUtdr05GrUKY5Ki0WRsx9nKrv+OErmLTwOguLg4aDQalJfbHgRYXl6OxMRE4XMSExO7vL7zf8vLy9GvXz+bayZMmCB8Tb1eD71e/oyj7grRqDBzlP1vWoFIp1UjtV80osNCcKysHlWNRqhUwMDeEegXE4ry+lYUXW6Cs51lfaP06B2hQ0ubGRdrWmC54tfEXuE6TE6JRUqfCFQ2GlFYVI2G1nZMH9kXWaMTUHD2MgqLa1B8uRlD+kbgJ2kDMKiP7Yqrzha3zv1K6lvbsOfsZYRo1ZiS0htajQol1S0wtVsQrtNgYO9wxcvriXoqjVqFB2YOxwMzh9uU1K7eSbrTHWniw3yTe4fj8R+Ntn5/trIR7x8oRVltC64d0gc/npBkXTl6qa4F7xVexOGLdTBbJMRHhyJrdDx+MCoetc1teO/ARewvqkHbFas1h8ZHYvqIvii63ITdZy6jtc1sfSwmPAS3jE/Cucom7C+qhqndAn2IGlOHxiExOhQff3cJ9S1t1ut1WjUmp/TGiIRI/PNQGWoUNFKTa/rF+GYTVb9ogp4yZQrWrVsHoKMJeuDAgcjJyZFtgm5ubsaHH35oHZs6dSquueYamybo//mf/8EjjzwCoCOjEx8f77MmaCIiIvK8gGmCBoDc3FwsWLAAkydPxpQpU7B27Vo0NTVh4cKFAID58+ejf//+yMvLAwA8+OCDmD59OlavXo2bbroJW7Zswf79+/HGG28A6PhN/6GHHsKzzz6L4cOHW5fBJyUlYc6cOb76MYmIiMiP+DwAmjdvHiorK7F8+XIYDAZMmDAB27dvtzYxFxcXQ63+vg9j6tSp2Lx5M5588kk8/vjjGD58OLZt22bdAwgAfve736GpqQm//vWvUVtbi+uuuw7bt293ag8gIiIi6vl8XgLzRyyBERERBR4l/35ziQsREREFHQZAREREFHQYABEREVHQYQBEREREQYcBEBEREQUdBkBEREQUdBgAERERUdBhAERERERBhwEQERERBR2fH4Xhjzo3x66vr/fxTIiIiMhZnf9uO3PIBQMggYaGBgBAcnKyj2dCRERESjU0NCAmJqbLa3gWmIDFYkFZWRmioqKgUqm89r719fVITk5GSUkJzyBzI36unsHP1TP4uXoOP1vP8KfPVZIkNDQ0ICkpyeYgdRFmgATUajUGDBjgs/ePjo72+X9EPRE/V8/g5+oZ/Fw9h5+tZ/jL5+oo89OJTdBEREQUdBgAERERUdBhAORH9Ho9VqxYAb1e7+up9Cj8XD2Dn6tn8HP1HH62nhGonyuboImIiCjoMANEREREQYcBEBEREQUdBkBEREQUdBgAERERUdBhAOQHioqKsGjRIgwePBhhYWEYOnQoVqxYAZPJZHPd4cOHcf311yM0NBTJycl44YUXfDTjwPHHP/4RU6dORXh4OHr16iW8pri4GDfddBPCw8MRHx+PpUuXor293bsTDUDr169HSkoKQkNDkZGRgX379vl6SgHlq6++wi233IKkpCSoVCps27bN5nFJkrB8+XL069cPYWFhyMrKwunTp30z2QCSl5eH9PR0REVFIT4+HnPmzMHJkydtrmltbcWSJUvQp08fREZG4o477kB5ebmPZhwYXnvtNVxzzTXWzQ4zMzPxr3/9y/p4IH6mDID8wIkTJ2CxWPD666/j6NGjeOmll7BhwwY8/vjj1mvq6+sxa9YsDBo0CIWFhXjxxRfx9NNP44033vDhzP2fyWTC3Llzcf/99wsfN5vNuOmmm2AymbB79268/fbbeOutt7B8+XIvzzSwbN26Fbm5uVixYgUOHDiA8ePHIzs7GxUVFb6eWsBoamrC+PHjsX79euHjL7zwAv73f/8XGzZswN69exEREYHs7Gy0trZ6eaaB5csvv8SSJUuwZ88e7NixA21tbZg1axaampqs1zz88MP48MMP8e677+LLL79EWVkZbr/9dh/O2v8NGDAAK1euRGFhIfbv348f/OAHuPXWW3H06FEAAfqZSuSXXnjhBWnw4MHW71999VUpNjZWMhqN1rFHH31UGjlypC+mF3A2bdokxcTE2I1/8sknklqtlgwGg3Xstddek6Kjo20+a7I1ZcoUacmSJdbvzWazlJSUJOXl5flwVoELgPT+++9bv7dYLFJiYqL04osvWsdqa2slvV4vvfPOOz6YYeCqqKiQAEhffvmlJEkdn2NISIj07rvvWq85fvy4BEAqKCjw1TQDUmxsrPSnP/0pYD9TZoD8VF1dHXr37m39vqCgADfccAN0Op11LDs7GydPnkRNTY0vptgjFBQUYNy4cUhISLCOZWdno76+3vqbDdkymUwoLCxEVlaWdUytViMrKwsFBQU+nFnPcf78eRgMBpvPOCYmBhkZGfyMFaqrqwMA6/20sLAQbW1tNp/tqFGjMHDgQH62TjKbzdiyZQuampqQmZkZsJ8pAyA/dObMGaxbtw733nuvdcxgMNj8Iw3A+r3BYPDq/HoSfq7KVVVVwWw2Cz83fmbu0fk58jPuHovFgoceegjTpk3D2LFjAXR8tjqdzq4nkJ+tY9999x0iIyOh1+tx33334f3330dqamrAfqYMgDzoscceg0ql6vLrxIkTNs8pLS3F7NmzMXfuXCxevNhHM/dvrnyuRBR8lixZgiNHjmDLli2+nkqPMHLkSBw6dAh79+7F/fffjwULFuDYsWO+npbLtL6eQE/2yCOP4Be/+EWX1wwZMsT657KyMtx4442YOnWqXXNzYmKiXUd95/eJiYnumXCAUPq5diUxMdFu9VKwfq7OiouLg0ajEf73yM/MPTo/x/LycvTr1886Xl5ejgkTJvhoVoElJycHH330Eb766isMGDDAOp6YmAiTyYTa2lqbjAX/+3VMp9Nh2LBhAIC0tDR8++23ePnllzFv3ryA/EwZAHlQ37590bdvX6euLS0txY033oi0tDRs2rQJarVtci4zMxNPPPEE2traEBISAgDYsWMHRo4cidjYWLfP3Z8p+VwdyczMxB//+EdUVFQgPj4eQMfnGh0djdTUVLe8R0+j0+mQlpaG/Px8zJkzB0BHqSE/Px85OTm+nVwPMXjwYCQmJiI/P98a8NTX11t/8yZ5kiThgQcewPvvv4+dO3di8ODBNo+npaUhJCQE+fn5uOOOOwAAJ0+eRHFxMTIzM30x5YBlsVhgNBoD9zP1dRc2SdLFixelYcOGSTNnzpQuXrwoXbp0yfrVqba2VkpISJDuuece6ciRI9KWLVuk8PBw6fXXX/fhzP3fhQsXpIMHD0q///3vpcjISOngwYPSwYMHpYaGBkmSJKm9vV0aO3asNGvWLOnQoUPS9u3bpb59+0rLli3z8cz925YtWyS9Xi+99dZb0rFjx6Rf//rXUq9evWxW01HXGhoarP89ApDWrFkjHTx4ULpw4YIkSZK0cuVKqVevXtI///lP6fDhw9Ktt94qDR48WGppafHxzP3b/fffL8XExEg7d+60uZc2Nzdbr7nvvvukgQMHSp9//rm0f/9+KTMzU8rMzPThrP3fY489Jn355ZfS+fPnpcOHD0uPPfaYpFKppE8//VSSpMD8TBkA+YFNmzZJAIRfV/rPf/4jXXfddZJer5f69+8vrVy50kczDhwLFiwQfq5ffPGF9ZqioiLphz/8oRQWFibFxcVJjzzyiNTW1ua7SQeIdevWSQMHDpR0Op00ZcoUac+ePb6eUkD54osvhP9tLliwQJKkjqXwTz31lJSQkCDp9Xpp5syZ0smTJ3076QAgdy/dtGmT9ZqWlhbpN7/5jRQbGyuFh4dLt912m80vnGTvl7/8pTRo0CBJp9NJffv2lWbOnGkNfiQpMD9TlSRJkhcTTkREREQ+x1VgREREFHQYABEREVHQYQBEREREQYcBEBEREQUdBkBEREQUdBgAERERUdBhAERERERBhwEQERERBR0GQERERBR0GAARUUAymUx47rnnkJqaioiICERHR2PYsGG47bbb8J///MfX0yMiP8cAiIgC0tKlS/HEE0/g+PHj6N+/P1JSUlBRUYFt27bh9OnTvp4eEfk5BkBEFJC2bt0KAFi+fDlOnTqFw4cPo66uDrt27cL48eOt16WkpEClUuHpp5+2jv3iF7+ASqXCjBkzAABPPvkkVCoVxowZY70mNTUVKpUKr776KgDg888/h0qlgkqlgsFg8PwPSEQexQCIiAKSxWIBAHz66af46KOPUF5eDpVKhWnTpmH48OGKXqszEDp+/DhqampQXV2NEydOAAB27doFAPj6668BACNHjkRiYqKbfgoi8hUGQEQUkH7zm98AAPbs2YNbbrkFiYmJGDVqFJ555hm0trYqeq2pU6dCp9NBkiR88803+OabbyBJEqKjo60BUOf/dgZLRBTYGAARUUB6+umn8Y9//AO33HILoqOjAQAnT57E8uXLcd999yl6rfDwcKSnpwOANQBSq9VYvHgxSkpKcP78eezZswcAAyCinoIBEBEFrNtuuw0ffPABampqsG/fPowbNw4AsG3bNus1KpUKAGA2m61jdXV1dq/VGdjs2rULu3btwtixY3HTTTcBAF555RU0NjbaXEdEgY0BEBEFpCeffBKHDh0CAKjVaqSnp2PEiBEAgJiYGOt18fHxAIBTp04BAKqqqrBz50671+sMbL799lvs378f06ZNQ0ZGBrRaLd544w0A7P8h6kkYABFRQPrTn/6EiRMnom/fvkhLS0NycjLee+89AMDPfvYz63UzZ84EAPz973/H9ddfj3HjxqG+vt7u9Tr7gIxGI4xGI6ZNm4bw8HBMnDiR2R+iHogBEBEFpGeffRa33noroqKicOLECVRUVGDkyJFYsWIFnnnmGet1y5Ytw89//nP06tULp06dwvz583HnnXfavd6VfUBAR0AEANddd511jAEQUc+hkiRJ8vUkiIiIiLyJGSAiIiIKOgyAiIiIKOgwACIiIqKgwwCIiIiIgg4DICIiIgo6DICIiIgo6DAAIiIioqDDAIiIiIiCDgMgIiIiCjoMgIiIiCjoMAAiIiKioPP/A4M+3IyRnBWNAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dU/dz; pdf; pdf[normal]; variance density; \n",
      "\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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DGNbM1gCS+p8FZlYEzUKIAOKB7QFo9erVqqmp0dKlS/XOO+9o2rRpqqqq0u7du03PHzVqlG699VY1Nzdr48aNqq6uVnV1tf74xz/6z1m+fLkefPBBrVy5UmvXrlVGRoaqqqp08ODBWL0tYNixngbfXw9QcADq6fOp1+uLWLsAIBy2B6AHHnhAV155paqrqzVlyhStXLlS6enpeuyxx0zPP+OMM3TRRRfp61//uiZMmKDrr79eU6dO1RtvvCHpUO9PfX29brvtNl144YWaOnWqfv3rX2vXrl164YUXYvjOgOHFcgisnwBk9dx+CqEB2MzWANTT06P169ersrLSf8zpdKqyslLNzc0DXm8YhhobG7VlyxaddtppkqSWlha1trYG3DMnJ0fl5eWW9+zu7pbb7Q54AAhkWQQ9yIUQJQqhAdjP1gDU3t4ur9ergoKCgOMFBQVqbW21vK6zs1OZmZlKSUnReeedp1/84hf65je/KUn+6wZzz7q6OuXk5PgfxcXFR/K2gGFpv2UN0OBmgUkUQgOwn+1DYOHIysrShg0b9NZbb+nee+9VTU2Nmpqawr7fkiVL1NnZ6X/s2LEjco0Fhon9JqHF6Ti06akVq0USKYQGYDfrvusYyMvLU1JSktra2gKOt7W1qbCw0PI6p9OpiRMnSpLKysr0wQcfqK6uTmeccYb/ura2No0dOzbgnmVlZab3c7lccrlcR/hugOHNrAg6PSVZDkfwju+HZdADBCBO2doDlJKSounTp6uxsdF/zOfzqbGxURUVFSHfx+fzqbu7W5JUWlqqwsLCgHu63W6tXbt2UPcEEMhsCCytn+EvyXqNoH0EIAA2s7UHSJJqamq0YMECzZgxQzNnzlR9fb08Ho+qq6slSfPnz9e4ceNUV1cn6VC9zowZMzRhwgR1d3fr5Zdf1lNPPaWHH35YkuRwOLRo0SLdc889OvbYY1VaWqrbb79dRUVFmjNnjl1vExjyzIqgzba6CHze/CvGqqAaAGLF9gA0d+5c7dmzR7W1tWptbVVZWZkaGhr8Rczbt2+X0/lFR5XH49G1116rnTt3Ki0tTZMnT9ZvfvMbzZ0713/OTTfdJI/Ho6uuukodHR2aNWuWGhoalJqaGvP3BwwXZsNW/e0DJvUzDZ4ABMBmDsMwDLsbEW/cbrdycnLU2dmp7Oxsu5sDxIVvPfSGNu7sDDg2/Zhc/dc1p1he80nHAX1j2f8GHb/tvK/rh6eOj3gbASS2wfz+HpKzwADEnnkR9AA1QBYbpdIDBMBuBCAAITGbBj9QALIqkiYAAbAbAQhASMxmgfW3CrR0aI2gJGfwNPkDrAQNwGYEIAAhCWcIzOFwmA6DsRAiALsRgAAMqM/rU09f8A7uAwUgyXwYjGnwAOxGAAIwIKt9wAaaBi9JGSYbou5nCAyAzQhAAAZk1WMz0EKIkpTGEBiAOEQAAjAgq727QhkCMzuHITAAdiMAARiQ1bT1UIbA0hkCAxCHCEAABnTAogYolCEws1lgrAMEwG4EIAADshoCG2g3eMl8CIwABMBuBCAAA7Kq2RloIURJSndRAwQg/hCAAAzIqscmtCLo4JDU4/Wp1xu8rhAAxAoBCMCArIqWQ1oIkQ1RAcQhAhCAAVn3AIWyEKJ5AGIYDICdCEAABmQZgCzCzZdZTZX3MBUegI0IQAAGZDkEZjG8Fco59AABsBMBCMCAzHqAUpKcSk4a+CvEagiMGiAAdiIAARiQWW9NKMNfEkNgAOITAQjAgMzCSijDX5L1TDGGwADYiQAEYEBmw1WhrAItWQcghsAA2IkABGBAZr01GSabnJqxmirPhqgA7EQAAjAgj1kP0BEOgdEDBMBOBCAAAzpgVgPEEBiAIYwABGBAZmEl/UiHwCx2mAeAWCAAARiQaQAKcQgsyelQSnLwV83+XnqAANiHAASgX4ZhmBYshzoEJkkZJucyDR6AnQhAAPrV3eeTzwg+HuoQmGQ+DOZhCAyAjQhAAPpluRFqiENgkvmaQQcYAgNgIwIQgH5ZrdcT6kKIkvkQGLPAANiJAASgX1a1OqEuhCiZhyWGwADYiQAEoF9miyBKgyuCNqsBYggMgJ3iIgCtWLFCJSUlSk1NVXl5udatW2d57iOPPKJTTz1Vubm5ys3NVWVlZdD5l112mRwOR8Bj9uzZ0X4bwLBkOQQ2iBogs7DEEBgAO9kegFavXq2amhotXbpU77zzjqZNm6aqqirt3r3b9PympibNmzdPr776qpqbm1VcXKxzzjlHn3zyScB5s2fP1qeffup//Pa3v43F2wGGnUgMgZkGIIbAANjI9gD0wAMP6Morr1R1dbWmTJmilStXKj09XY899pjp+U8//bSuvfZalZWVafLkyXr00Ufl8/nU2NgYcJ7L5VJhYaH/kZuba9mG7u5uud3ugAeAQ6yGwAZTBG02BLa/1yvDMJlfDwAxEPKfcNu3bx/0zY8++uh+n+/p6dH69eu1ZMkS/zGn06nKyko1NzeH9Br79+9Xb2+vRo0aFXC8qalJ+fn5ys3N1VlnnaV77rlHo0ePNr1HXV2d7rzzzpBeD0g0ZvuASYOtAQo+1zAOrTGUOoihNACIlJADUElJiRwOR8g3djgc6uvrv4u7vb1dXq9XBQUFAccLCgq0efPmkF7n5ptvVlFRkSorK/3HZs+erYsvvlilpaXaunWrbrnlFp177rlqbm5WUlLwl+2SJUtUU1Pj/9ntdqu4uDik1weGO6tanQyLPb7MWIUlT3cfAQiALUL/BpPirrt62bJlWrVqlZqampSamuo/fumll/r/fcIJJ2jq1KmaMGGCmpqadPbZZwfdx+VyyeVyxaTNwFBjFYAGMwSWZrUhao9X5v2yABBdgwpAJ554op577rkBz7vooov0l7/8ZcDz8vLylJSUpLa2toDjbW1tKiws7Pfa+++/X8uWLdOf/vQnTZ06td9zx48fr7y8PH300UemAQiANatZYEe6F5jEVHgA9hlUAHK5XDrmmGMGPC8lJSWk3qKUlBRNnz5djY2NmjNnjiT5C5oXLlxoed3y5ct177336o9//KNmzJgx4Ovs3LlTe/fu1dixYwc8F0Agsx4gh0NKTT6yrTAkFkMEYJ+QA5DP5wv5pmvWrAn53JqaGi1YsEAzZszQzJkzVV9fL4/Ho+rqaknS/PnzNW7cONXV1UmS7rvvPtXW1uqZZ55RSUmJWltbJUmZmZnKzMzUvn37dOedd+qSSy5RYWGhtm7dqptuukkTJ05UVVVVyO0CcMj+7uAAlDYiSU5n6DWBZrPAJHaEB2CfQfUARcPcuXO1Z88e1dbWqrW1VWVlZWpoaPAXRm/fvl1O5xez9R9++GH19PTo29/+dsB9li5dqjvuuENJSUnauHGjnnzySXV0dKioqEjnnHOO7r77bup8gDDsNxmmGszwl2Q9BMZiiADsEnIAGj9+fEjnORwObd26dVCNWLhwoeWQV1NTU8DP27Zt6/deaWlp+uMf/zio1wdgzWwavFWPjhWrITCzcAUAsRDyt9hAweOwwUyVBxD/PCZDYIPtAbIKTKwGDcAuIQegpUuXRrMdAOKUWS/NYKbAS9aBiSEwAHYhAAHol9kQ2GAWQZSsAxDT4AHY5YiKoFtaWrRr1y55vYFfYqeddtoRNQpA/DAbAht8D5D5Vw3T4AHYJawA1Nraqjlz5uitt94Kei6ULTAADB1mvTSDrQFKHeGUw3Fo/68vYwgMgF3C2g1+8eLFWrdunQzDMH0AGD7MVoIe7Cwwh8OhdJM9v1gHCIBdwgpAr7zyipxOpx555BFJ0pQpU1RXV6dRo0Zp9erVEW0gAPt4fYYO9gYvgjrYHiDJfD8wj8U2GwAQbWEFoD179mjSpEm64oorJB1ahfnmm29Wfn6+Vq1aFdEGArCPVZFyOAHI7Bp6gADYJawAlJGRoeTkZP+///73v6utrU179uxhEUJgGLHeCHXw5YNmAYgaIAB2CSsAjRs3Tjt27JAkfe1rX9PevXtVVFSkzz77TCNHjoxk+wDYyGwfMClyPUBWAQsAoi2sAHT++efrmGOO0aZNm7Ro0SJJ8hdAX3/99ZFsHwAbWfXQDHYavGTea0QPEAC7hDUNftmyZVq2bJkk6bjjjlNpaanWrVunqVOnqrKyMqINBGCfA73mPTSDXQhRYggMQHyJyG7ws2bN0qxZsyJxKwBxxGwRRIkhMABDX1gByOv16rHHHtOrr76qtra2gLV/HA6HGhsbI9ZAAPaJ5BCY2TR4eoAA2CWsAPQv//IvWrlypSQFLXzIbvDA8BHJIbAMk9DU3eeT12coycn3BoDYCisAHV7s8Bvf+IbGjx9P6AGGKashsPCKoK12hO9TVuqIQd8PAI5EWAEoPT1dY8aM0euvvx7p9gCII1YLFUZqJejDr0EAAhBrYU2Dv/3229XS0qJVq1Zp3759kW4TgDhhVaMT1hCYy6oHiDogALEXVgC66KKLNGHCBH3/+99XTk6OkpKS/I/DK0QDGPqsZmmFVQRtshmqxH5gAOwRVlqZP3++Nm/ezM7vwDBn1juT7HQoJXnwfztZbZ/BfmAA7BBWAGpqapLD4dD3vvc9lZSU0OsDDFNmASic+h9JSmcIDEAcCSu5TJo0ST09PXrqqaci3R4AccRsCCycjVAlKd1iCIzFEAHYIawaoFtvvVUff/yxli1bpvfee0/bt28PeAAYHiLaA2QRnOgBAmCHsP6U++53vyuHw6Fbb71Vt956a8BzDodDfX38RQcMB2b1OVZDWQNhCAxAPAm7eIcCaGD4M5uhlT4izCGwfhZCBIBYC+ub7PHHH490OwDEoYj2AFkEJ3qAANhh0AGot7dXDodDDodD//RP/8Q2GMAwFskaIKu1g5gGD8AOgy6CHjFihK688krV1dURfoBhzmwILC3MIbCUZKdGJAV/Z7AQIgA7hDULbNq0aXK73ZFuC4A4Y9Y7Y7WlRSjMVoNmCAyAHcIKQDfddJPa29s1f/58rVu3Th9//DHT4IFhpqfPpz5f8GSHcLbBOCzDFdx7xBAYADsc0TT4p59+Wk8//XTAc0yDB4YHq9lZ4c4Ck8zDk4cABMAGYfUASYemwVs9BmvFihUqKSlRamqqysvLtW7dOstzH3nkEZ166qnKzc1Vbm6uKisrg843DEO1tbUaO3as0tLSVFlZqQ8//HDQ7QISmeVO8EcwBGZWQH2AGiAANgjrT7lXX301Yg1YvXq1ampqtHLlSpWXl6u+vl5VVVXasmWL8vPzg85vamrSvHnzdMoppyg1NVX33XefzjnnHG3atEnjxo2TJC1fvlwPPvignnzySZWWlur2229XVVWV3n//faWmpkas7cBwZhWAjmQIzGw1aGqAANjBYdi8omF5eblOPvlkPfTQQ5Ikn8+n4uJiXXfddVq8ePGA13u9XuXm5uqhhx7S/PnzZRiGioqKdMMNN+jGG2+UJHV2dqqgoEBPPPGELr300qB7dHd3q7u72/+z2+1WcXGxOjs7lZ2dHaF3CgwtG3d26FsP/b+g4z+bO00XnXhUWPe87PF1atqyJ+BYaV6GXr3xjLDuBwBf5na7lZOTE9Lv77CHwP785z/rzDPPVFZWlrKysnTWWWfpz3/+86Du0dPTo/Xr16uysvKLBjmdqqysVHNzc0j32L9/v3p7ezVq1ChJUktLi1pbWwPumZOTo/Lycst71tXVKScnx/8oLi4e1PsAhiOrnplwN0M9dK3ZLDCGwADEXlgB6I033lBlZaVef/11eTweeTweNTU1qbKyUm+++WbI92lvb5fX61VBQUHA8YKCArW2toZ0j5tvvllFRUX+wHP4usHcc8mSJers7PQ/duzYEfJ7AIYrq9lZ4S6EeOhahsAAxIew/pS766671Nvbq2OOOUb/+I//KEl6+eWX9fHHH+uuu+5SQ0NDRBtpZdmyZVq1apWampqOqLbH5XLJ5XJFsGXA0Ge1QOGRBSDzdYAMw2BhVQAxFVYAWrdunUaPHq2//OUv/jG2zs5OTZgwQWvWrAn5Pnl5eUpKSlJbW1vA8ba2NhUWFvZ77f33369ly5bpT3/6k6ZOneo/fvi6trY2jR07NuCeZWVlIbcNSHTRGAIzK6D2+gz1eH1yJYcfrABgsMIaAjt48KBGjRoVUGCUk5OjUaNGBRQTDyQlJUXTp09XY2Oj/5jP51NjY6MqKiosr1u+fLnuvvtuNTQ0aMaMGQHPlZaWqrCwMOCebrdba9eu7feeAAJFYwgswyI8sRgigFgL60+5CRMmaPPmzbrhhhs0b948SdIzzzyjjz76SFOmTBnUvWpqarRgwQLNmDFDM2fOVH19vTwej6qrqyVJ8+fP17hx41RXVydJuu+++1RbW6tnnnlGJSUl/rqezMxMZWZmyuFwaNGiRbrnnnt07LHH+qfBFxUVac6cOeG8XSAhWQ2BHdk0ePNrPT1ejUwP+7YAMGhhBaDLL79cP/7xj1VfX6/6+nr/cYfDocsvv3xQ95o7d6727Nmj2tpatba2qqysTA0NDf4i5u3bt8vp/KKj6uGHH1ZPT4++/e1vB9xn6dKluuOOOyQd2qrD4/HoqquuUkdHh2bNmqWGhgbWAAIGwapXxqoXJxTWO8IzEwxAbIW1DpDP59NVV12lxx9/3L/y8+Hw88tf/nLIFzMOZh0BYLi6+6X39as3WoKO//3f/lFOZ3j/H3/h3U+0aPWGoOO/W/gNTT1qZFj3BIDDBvP7O6w/5ZxOpx599FHdcsstWr9+vSRp+vTpGj9+fDi3AxCHzNbnSR3hDDv8SNY9QJ5uaoAAxFb4fdmSxo8fT+gBhimzWWBHMvwlWdcAHehlCAxAbIX1bebxeLRs2TI1Njaqra0tYANUh8OhrVu3RqyBAOxhFoCOpABasp5Cz2KIAGItrAB09dVX65lnnpGkoN3fh3r9D4BDzIbAjmQKfH/X72cIDECMhRWA/vCHP0iSTjrpJE2ePFnJyUfWLQ4g/pj1yhzJIoiHrrcIQMwCAxBjYX2bpaamatSoUXrrrbci3R4AccJsGvyR9wBZDIH10gMEILbCWgn6qquuUnt7e8gblgIYeswWQmQIDMBwEVYPUEtLiw4cOKDJkyfrrLPO0siRI/3PORwO/epXv4pU+wDYxKwHKO0Ih8DSRlgNgRGAAMRWWN9mTz31lBwOh9xut1588UX/8cM7OhOAgKHPbG2eTNeR9QA5nQ6ljUjSga8MeTENHkCshRWATjvtNGZ7AcOY12cEhRTpyIugD90jOACxECKAWAvr26ypqSnCzQAQT6xmZWUcYQ2Q9H9rCXm++noEIACxFXIR9MaNG0Ne4HDr1q3auHFj2I0CYC+rQJLhOvIeILPVpBkCAxBrIQegsrIyzZ8/P6Rz/+mf/kknnXRS2I0CYC9Pt3kgSY9AADJbTZohMACxNqhvs87OTr3++usDnud2u4NWiAYwdFgFkkgMgZlNhTebcQYA0TSoAPTBBx/ozDPPjFZbAMQJszWApMgVQX/VfobAAMTYoL7NBtOrwywxYOiyKoLOjMAQmFmIYiFEALEW8reZz+eLZjsAxJF9FoEk/QjXAZIseoAYAgMQYyEXQY8fP17f/va3JUlnnXWWrrvuuqg1CoC99lsUQZvN4BossyLoA71e+XzUDQKInZC/zbZt26a8vDxJh9YBOnjwYNQaBcBeHosemSPdC0yyDlEHer0RmWYPAKEI+dsmNzdXGzZs0Pe//31Jh9b6ufzyy4POYysMYOizmgYfiRogsx4g6dAwGAEIQKyE/G1z+umn64UXXtCqVavkcDjU3t6uJ598MuAc9gIDhgfLWWBRqgGSmAoPILZCDkC//OUvdfTRR2vTpk1qbGxUdna2TjzxxGi2DYBNzGZlJTsdSkkKuWzQktUQGFPhAcRSyAEoLy9P9fX1kiSn06kpU6bo1VdfjVa7ANjIrAcoPSUpIstbWA2BsRo0gFgKa8CdKfHA8GZWAxSJ+h+JITAA8SHkbzSzgmcz1AABQ5/ZujyR2AdMsl5N2mrxRQCIhpC/0Z544okBu78pggaGB7MeoEjsAyZZ9wCxGCKAWAo5AB199NEBAai1tVXd3d0aNWqUJOmzzz7TiBEjNG7cuMi3EkBMmdXjRGqKOgEIQDwIeUrHtm3b1NLSopaWFv3sZz9TUlKS/vSnP6m9vV3t7e1qbGxUUlKS/u3f/i2a7QUQA+ZF0BEKQBZBiiEwALEU1pzWm2++WSUlJTrrrLP8x84880yNHz9et99+e8QaB8AeZr0xGRFYA0iS0kfQAwTAfmH9Sbd9+3b19fXpkUce0cUXXyxJev7557V582aNGDEiog0EEHv7TGqAItUD1N9K0AAQK2H1AJ166qnyer26+uqrlZ+fr/z8fP3zP/+zfD6fTj311Ei3EUAM9Xp96ukLXuoiM0I9QK5kp5KcwRMqDjAEBiCGwgpAjz76qE466SQZhhHwOPHEE/Xoo48O6l4rVqxQSUmJUlNTVV5ernXr1lmeu2nTJl1yySUqKSmRw+HwL8z4ZXfccYccDkfAY/LkyYN9i0DCsuqJiVQPkMPhMB0Gs9qAFQCiIaxvtKOPPlpvv/22fve732nDhg1yOBwqKyvTBRdcMKj7rF69WjU1NVq5cqXKy8tVX1+vqqoqbdmyRfn5+UHn79+/X+PHj9d3vvMd/eu//qvlfY877jj96U9/8v+cnMwGi0CorDZCjVQN0KF7JavrK69j9boAEA1hJYPe3l4tWbJEK1asUE9PjyQpJSVF1157rerq6pSSkhLSfR544AFdeeWVqq6uliStXLlSf/jDH/TYY49p8eLFQeeffPLJOvnkkyXJ9PnDkpOTVVhYONi3BUDWs7Ei1QMkmYcps7ojAIiWsIbAFi1apJ/97Gfq7u72D391d3ervr6+356ZL+vp6dH69etVWVn5RWOcTlVWVqq5uTmcZvl9+OGHKioq0vjx4/X9739f27dv7/f87u5uud3ugAeQqKz25IrUVhiSlJkaPFmCAAQglsIKQE8//bQkad68eXrxxRf14osv6nvf+54Mw/A/N5D29nZ5vV4VFBQEHC8oKFBra2s4zZIklZeX64knnlBDQ4MefvhhtbS06NRTT1VXV5flNXV1dcrJyfE/iouLw359YKgzWwNIsl7AMBxmBdUMgQGIpbD+pEtKSlJpaWlA2Lngggu0Zs0adXR0RKptYTn33HP9/546darKy8t1zDHH6D//8z91xRVXmF6zZMkS1dTU+H92u92EICQsqx6gSK0ELZn3Ju07SAACEDth9QDNmzdPbrdb+/fv9x/zeDxyu91asGBBSPfIy8tTUlKS2traAo63tbVFtH5n5MiR+trXvqaPPvrI8hyXy6Xs7OyAB5CorGqAIhmAzO7FEBiAWArrGy0rK0tdXV066aSTdP7550uS/vCHP+jgwYNKT0/XXXfd5T+3trbW9B4pKSmaPn26GhsbNWfOHEmSz+dTY2OjFi5cGE6zTO3bt09bt27VD37wg4jdExjOLHuAIjgElmURgA5vqAwA0RZWALrvvvvkcDj0t7/9TT/72c8kfbET/Ff3ArMKQJJUU1OjBQsWaMaMGZo5c6bq6+vl8Xj8s8Lmz5+vcePGqa6uTtKhwun333/f/+9PPvlEGzZsUGZmpiZOnChJuvHGG3XBBRfomGOO0a5du7R06VIlJSVp3rx54bxVIOFY1eJY7eEVDrMeIJ8hHez1Wa4UDQCRFPY6QJH4K23u3Lnas2ePamtr1draqrKyMjU0NPgLo7dv3y6n84tRul27dunEE0/0/3z//ffr/vvv1+mnn66mpiZJ0s6dOzVv3jzt3btXY8aM0axZs7RmzRqNGTPmiNsLJAKrIuhI9gBlppp/9XR19xKAAMREWAFo27ZtEWvAwoULLYe8Doeaw0pKSmQYRr/3W7VqVaSaBiSkaK8ELVlPqfd0e6WsiL0MAFgKqwgawPBlVoyckuRUSnLkvi6sAhAzwQDECgEIQID9ZjvBR3AbDMl6RhkzwQDECgEIQIB9JrPAMiI4/CWZzwI79NoEIACxQQACEGBfd2/QsUhugyFZ9wCxGjSAWCEAAQhg1guTZTFrK1xWAeirO8QDQLQQgAAE6DIpRLaath4uq0BFDxCAWCEAAQhgNhMry2T39iNhWQTNLDAAMUIAAhDAbBgq0jVA6SOSZLaWKkXQAGKFAATAr7vPq54+X9DxSNcAOZ0O05llBCAAsUIAAuBnNQRlNW39SJj1KlEDBCBWCEAA/Kx6YCJdBC1JGSaLK9IDBCBWCEAA/MxmgEmRrwGSpEyTwmoCEIBYIQAB8LMKQJGeBSZJmWY9QMwCAxAjBCAAflY9MJEugpaoAQJgLwIQAL+ug8HbYEjRCUBmawGxEjSAWCEAAfCzLIKOQg2Q2cwyT3efDMOI+GsBwFcRgAD4WRZBx6gHyGdIB3qDd6MHgEgjAAHwswpA2dEogrYIVcwEAxALBCAAfvu6g2uAkp0OuZIj/1VhNazGTDAAsUAAAuBnvhFqshxmG3cdIasA5OlmCAxA9BGAAPiZDYFFo/5Hst4RvsukFwoAIo0ABMDPfCf4yNf/SNb7i9EDBCAWCEAA/KyGwKLBqgfIrA4JACKNAATAz2z4KRo7wUvWQ2tWM9EAIJIIQAD8zHqAolUDZDW13n2AHiAA0UcAAiBJMgzDdA2eaA2BZaeZ39dNDxCAGCAAAZAkdff51OsN3oYiWkXQruQkpY4I/gqiBwhALBCAAEiyrr2JVg+QZD4M1kkAAhADBCAAkmK7E/xh2WnBAcht0Q4AiCQCEABJsd0J/rAcswB0gBogANFHAAIgyXoPrqwobIR6WLZJ7xJDYABiwfYAtGLFCpWUlCg1NVXl5eVat26d5bmbNm3SJZdcopKSEjkcDtXX1x/xPQEcYjX7Kpo9QAyBAbCLrQFo9erVqqmp0dKlS/XOO+9o2rRpqqqq0u7du03P379/v8aPH69ly5apsLAwIvcEcIjVEFg0a4DMh8B6ZRjBs9EAIJJsDUAPPPCArrzySlVXV2vKlClauXKl0tPT9dhjj5mef/LJJ+snP/mJLr30UrlcrojcE8Ah++wogjYZXvMZ1mEMACLFtgDU09Oj9evXq7Ky8ovGOJ2qrKxUc3NzTO/Z3d0tt9sd8AASTadF8XFUa4BYDBGATWwLQO3t7fJ6vSooKAg4XlBQoNbW1pjes66uTjk5Of5HcXFxWK8PDGVWxcdmhcqRYjYEJrEYIoDos70IOh4sWbJEnZ2d/seOHTvsbhIQcx0HeoKOZaUmKzkpel8TVvuBMRMMQLRF70+7AeTl5SkpKUltbW0Bx9va2iwLnKN1T5fLZVlTBCSKzv3BocOqhyZSzGaBSfQAAYg+23qAUlJSNH36dDU2NvqP+Xw+NTY2qqKiIm7uCSSKDpPQMTI9ugHIcgiMGiAAUWZbD5Ak1dTUaMGCBZoxY4Zmzpyp+vp6eTweVVdXS5Lmz5+vcePGqa6uTtKhIuf333/f/+9PPvlEGzZsUGZmpiZOnBjSPQGYMxt2GpmWEtXXZAgMgF1sDUBz587Vnj17VFtbq9bWVpWVlamhocFfxLx9+3Y5nV90Uu3atUsnnnii/+f7779f999/v04//XQ1NTWFdE8A5jrMhsCi3ANkOQuMAAQgyhwGK44FcbvdysnJUWdnp7Kzs+1uDhB1hmHoa7f9t3q9gV8H3ys/Wv920QlRe12vz9CEW14OOl79jRItveC4qL0ugOFpML+/mQUGQPt7vEHhR5JGRrkIOsnpUJbJVhsMgQGINgIQANMCaCn6RdCSxX5g7AgPIMoIQABMp8BL0S+Clsy32mBDVADRRgACYLoIomS9Tk8kWW2ICgDRRAACYN0DZNsQGAEIQHQRgADYWwNkshYQCyECiDYCEADLWVexqAEyGwLb192nPq8v6q8NIHERgACYLoIoRX8vMMl6McQueoEARBEBCIA6TYqgU5KdSh0R/a8ItsMAYAcCEADTHqCRaSPkcDii/tpWdUaf7zefmQYAkUAAAmC+EWoMCqAlaVSGeZ3RZx4CEIDoIQABMN8INQb1P5I0OsNlenwvAQhAFBGAAJj2AOXEYAaYJOVmmActeoAARBMBCIA6TOptYjUEZtUDRAACEE0EICDB9Xp98vR4g45Heyf4w9JSkpQ2Iino+N59BCAA0UMAAhKc1XTzWNUASeaF0J95umP2+gASDwEISHBWiyDGaghMkkZnmgUgeoAARA8BCEhwZvU/Umx2gj/MtAeIdYAARBEBCEhw7fvMh5ryMs2Lk6PBNABRAwQgighAQILbYxE0YhmARpsEIE+PVwd7g4uzASASCEBAgtvTZd4DNCYrlj1ATIUHEFsEICDBmQ2BJTkdMZsGL5n3AEkEIADRQwACEly7SQ/Q6IwUOZ3R3wj1MKv9wNgOA0C0EICABGfWAxTL+h9JGmUyDV5iLSAA0UMAAhLcHrMAFMP6H8l6CIzVoAFECwEISHDtXcEhI8+iRyZarIbAqAECEC0EICCBebr7dMBkqnksZ4BJUqYrWSlJwV9HBCAA0UIAAhKY1SKIY2JcA+RwOEx7gSiCBhAtBCAggcXDKtCH5ZpuiEoAAhAdBCAggVktgmhHADIrhP6cAAQgSghAQAKz3AYjK7ZF0JJ5IbTZDDUAiIS4CEArVqxQSUmJUlNTVV5ernXr1vV7/rPPPqvJkycrNTVVJ5xwgl5++eWA5y+77DI5HI6Ax+zZs6P5FoAhyWwRRCn2NUCSVJAd/JpdB/vk6e6LeVsADH+2B6DVq1erpqZGS5cu1TvvvKNp06apqqpKu3fvNj3/zTff1Lx583TFFVfo3Xff1Zw5czRnzhy99957AefNnj1bn376qf/x29/+NhZvBxhSrLbByE2PfQ9QYU6a6fFPOw/GuCUAEoHtAeiBBx7QlVdeqerqak2ZMkUrV65Uenq6HnvsMdPzf/7zn2v27Nn68Y9/rK9//eu6++67ddJJJ+mhhx4KOM/lcqmwsND/yM3NjcXbAYYUswA0KsbbYBxWlJNqeryVAAQgCmwNQD09PVq/fr0qKyv9x5xOpyorK9Xc3Gx6TXNzc8D5klRVVRV0flNTk/Lz8zVp0iRdc8012rt3r2U7uru75Xa7Ax5AIjArgrajAFqSCi0C0KedB2LcEgCJwNYA1N7eLq/Xq4KCgoDjBQUFam1tNb2mtbV1wPNnz56tX//612psbNR9992n1157Teeee6683uAF3ySprq5OOTk5/kdxcfERvjNgaGg3KYKO9SrQh421GAKjBwhANCTb3YBouPTSS/3/PuGEEzR16lRNmDBBTU1NOvvss4POX7JkiWpqavw/u91uQhCGPcMwTIfA7CiAlg6tPp3kdMjrMwKO7yIAAYgCW3uA8vLylJSUpLa2toDjbW1tKiwsNL2msLBwUOdL0vjx45WXl6ePPvrI9HmXy6Xs7OyABzDcuQ/0aX+PyTYYJrOxYiHJ6VCByRYcrQyBAYgCWwNQSkqKpk+frsbGRv8xn8+nxsZGVVRUmF5TUVERcL4kvfLKK5bnS9LOnTu1d+9ejR07NjINB4aBHZ/vNz1+VG56jFvyBbM6IGaBAYgG22eB1dTU6JFHHtGTTz6pDz74QNdcc408Ho+qq6slSfPnz9eSJUv8519//fVqaGjQT3/6U23evFl33HGH3n77bS1cuFCStG/fPv34xz/WmjVrtG3bNjU2NurCCy/UxIkTVVVVZct7BOLRzs/Ne1aOyjWvxYkFszogAhCAaLC9Bmju3Lnas2ePamtr1draqrKyMjU0NPgLnbdv3y6n84ucdsopp+iZZ57RbbfdpltuuUXHHnusXnjhBR1//PGSpKSkJG3cuFFPPvmkOjo6VFRUpHPOOUd33323XC57uvaBeLTTogeo2NYAFNwD1HmgV/t7+pSeYvvXFYBhxGEYhjHwaYnF7XYrJydHnZ2d1ANh2Lrjd5v0xJvbgo5/cNdspaUkxb5Bkh798991zx8+CDr+vzecrvFjMm1oEYChZDC/v20fAgNgD7MhsLzMFNvCj2Q9FZ5hMACRRgACEpTZENg4GwugJWnsSKvFEAlAACKLAAQkIMMw9IlJD5CdBdCSeQ2QxFR4AJFHAAISkPtAn7pMdlm3OwCNyXTJbBsyeoAARBoBCEhA8bgGkCQlJzlVkB3cC2Q1ZR8AwkUAAhJQPK4BdFjxqOAQ9vf2fTa0BMBwRgACElA8rgF02AST6e47Pz+gg73mmxkDQDgIQEACsuoBGjfS3iEwSZowJiPomGFIf9/jsaE1AIYrAhCQgOJxDaDDJuSbL3i4dQ/DYAAihwAEJCCzMGH3GkCHTbRY8ZkABCCSCEBAgtnf06dte4OHkyYVxMdWE0Uj0+RKDv5q2soQGIAIIgABCWZLa5fMdgCcXBgf+94lOR0qzQuuA9q6mx4gAJFDAAISzObWLtPjk8dmxbgl1iaa1AH9vX2ffD72bgYQGQQgIMFs/tRtevzrcdIDJJlPhT/Y69MnHSyICCAyCEBAgvnApAeoMDtVuRkpNrTGHDPBAEQbAQhIIIZhmPYAxdPwl2S+FpAk/a3NfPgOAAaLAAQkkE87D8p9MHgT1HgpgD5sfF6mkkx2RV3/8ec2tAbAcEQAAhLI5laL+p846wFKS0nScUXBoeztbZ/LMJvCBgCDRAACEsh7n5gHoHjrAZKkGceMCjq219OjlnbWAwJw5AhAQAJ546P2oGMpyU6Nt6i5sdPJJbmmx9/exjAYgCNHAAISRNfBXr1jUkMzs2SURiTF31fBdIsA9Na2z2LcEgDDUfx96wGIijV//0x9JgsJnnpsng2tGVh+VqpKRgfvT/Y2hdAAIoAABCSIP3+4x/T4qceOiXFLQjejJLgOqKXdo93ugza0BsBwQgACEsSfPwyu/8nLdGlyYXzNAPsyqzqgl//6aYxbAmC4IQABCWBbu8d09tRpx+bJabLeTrw4ZYL58Nxz734S45YAGG4IQEAC+M2aj02Pn/q1+Kz/Oax4VLppL9DGnZ36aDerQgMIHwEIGOb2dfdp9Vs7go6PSHLotDiu/zns4pOOMj3+3Dv0AgEIHwEIGOb+a/1OdXUHb39x3gljNTrTZUOLBucfTxirlOTgr6rfrtuujv09NrQIwHBAAAKGsY79PXq4aavpc5fPKo1xa8KTkzZC35xSEHT88/29+un//M2GFgEYDghAwDBlGIZu/q+NajWZMj79mFxNPWpk7BsVpu/PPNr0+G/WfqzmrXtj3BoAwwEBCBiGDvZ6deOzG/XHTW2mz18xRHp/DjtlYp4qv54fdNwwpMufeEv/u9n8fQKAlbgIQCtWrFBJSYlSU1NVXl6udevW9Xv+s88+q8mTJys1NVUnnHCCXn755YDnDcNQbW2txo4dq7S0NFVWVurDDz+M5lsAbGMYhjoP9Kql3aPX/7ZHP/njZp22/FX91zs7Tc+fNTFPs48rjHErj9zSC46Ty6QW6ECvV5c/8ba+98ga/WbNx9q4s0Ofe3rU6/XZ0EoAQ0Wy3Q1YvXq1ampqtHLlSpWXl6u+vl5VVVXasmWL8vOD/+J78803NW/ePNXV1en888/XM888ozlz5uidd97R8ccfL0lavny5HnzwQT355JMqLS3V7bffrqqqKr3//vtKTU2N9VvUB5+6dfVv1ls+bwTvTvDFc+rnyQGuDeX5/q+1vnig20brPR3J6w50hwE/y35fd4D31O+1A7zuAP89HOz1qtcb2n/RozNS9MB3p8X12j9Wikela+GZE/XTV8zrft7culdvfmU4zJXsVKYrWUlOhxwOyelwyCHJ4Tj0/p1OyaFDzw29TwQYHn763Wmafkzwqu/R5jAG+uaOsvLycp188sl66KGHJEk+n0/FxcW67rrrtHjx4qDz586dK4/Ho5deesl/7B/+4R9UVlamlStXyjAMFRUV6YYbbtCNN94oSers7FRBQYGeeOIJXXrppQO2ye12KycnR52dncrOzj7i9/iXHR26cMX/O+L7AEfC6ZAeu+xknTEp+A+LocLrM3T9qnf10kZWggaGi6d/WK5vTIzMmmSD+f1t6xBYT0+P1q9fr8rKSv8xp9OpyspKNTc3m17T3NwccL4kVVVV+c9vaWlRa2trwDk5OTkqLy+3vGd3d7fcbnfAAxhOslzJ+uUPZgzp8CNJSU6H6ueW6eITx9ndFABDnK0BqL29XV6vVwUFgVNcCwoK1NraanpNa2trv+cf/s/B3LOurk45OTn+R3FxcVjvB4hHU4/K0QsLv6FKk6nkQ1FyklP3f2ea7vzWccpNH2F3cwAMUbbXAMWDJUuWqKamxv+z2+0mBGFISx3h1KyJY7TglGM0a2Kev+ZluHA6HVpwSokuOmmcfv3mNv33e63atIueWwChszUA5eXlKSkpSW1tgVNY29raVFhoPkulsLCw3/MP/2dbW5vGjh0bcE5ZWZnpPV0ul1yu6K2Im502QmdP7n/oof/fT9ZP9nddf7cc6PehI9zX7Lc9YTZ2gKf7++Ue7mcwUFwI9zX7/wj6f1WrlxyR5NTojBSNzkzRqIwUjc/L1OSxWRqRFBeTPKMqO3WEFp51rBaedaz2dHVrS2uXWtr3aa+nR57uPu3r7pOn2yuvYUiG5DMMHfrn4f88VGRubyUkkNhy01NseV1bA1BKSoqmT5+uxsZGzZkzR9KhIujGxkYtXLjQ9JqKigo1NjZq0aJF/mOvvPKKKioqJEmlpaUqLCxUY2OjP/C43W6tXbtW11xzTTTfjqXSvAz96rKTbXltIFGMyXJpTJZLs46N7w1eAcQH24fAampqtGDBAs2YMUMzZ85UfX29PB6PqqurJUnz58/XuHHjVFdXJ0m6/vrrdfrpp+unP/2pzjvvPK1atUpvv/22fvnLX0o69Jf5okWLdM899+jYY4/1T4MvKiryhywAAJDYbA9Ac+fO1Z49e1RbW6vW1laVlZWpoaHBX8S8fft2OZ1fdOWfcsopeuaZZ3Tbbbfplltu0bHHHqsXXnjBvwaQJN10003yeDy66qqr1NHRoVmzZqmhocGWNYAAAED8sX0doHgU6XWAAABA9A2ZdYAAAADsQAACAAAJhwAEAAASDgEIAAAkHAIQAABIOAQgAACQcAhAAAAg4RCAAABAwiEAAQCAhGP7Vhjx6PDi2G632+aWAACAUB3+vR3KJhcEIBNdXV2SpOLiYptbAgAABqurq0s5OTn9nsNeYCZ8Pp927dqlrKwsORyOmL++2+1WcXGxduzYwV5kUcDnGz18ttHDZxs9fLbRE+vP1jAMdXV1qaioKGAjdTP0AJlwOp066qij7G6GsrOz+T9jFPH5Rg+fbfTw2UYPn230xPKzHajn5zCKoAEAQMIhAAEAgIRDAIpDLpdLS5culcvlsrspwxKfb/Tw2UYPn2308NlGTzx/thRBAwCAhEMPEAAASDgEIAAAkHAIQAAAIOEQgAAAQMIhAMWRbdu26YorrlBpaanS0tI0YcIELV26VD09PQHnbdy4UaeeeqpSU1NVXFys5cuX29TioeXee+/VKaecovT0dI0cOdL0nO3bt+u8885Tenq68vPz9eMf/1h9fX2xbegQtWLFCpWUlCg1NVXl5eVat26d3U0akl5//XVdcMEFKioqksPh0AsvvBDwvGEYqq2t1dixY5WWlqbKykp9+OGH9jR2CKmrq9PJJ5+srKws5efna86cOdqyZUvAOQcPHtSPfvQjjR49WpmZmbrkkkvU1tZmU4uHlocfflhTp071L3hYUVGh//7v//Y/H4+fLQEojmzevFk+n0//8R//oU2bNulnP/uZVq5cqVtuucV/jtvt1jnnnKNjjjlG69ev109+8hPdcccd+uUvf2ljy4eGnp4efec739E111xj+rzX69V5552nnp4evfnmm3ryySf1xBNPqLa2NsYtHXpWr16tmpoaLV26VO+8846mTZumqqoq7d692+6mDTkej0fTpk3TihUrTJ9fvny5HnzwQa1cuVJr165VRkaGqqqqdPDgwRi3dGh57bXX9KMf/Uhr1qzRK6+8ot7eXp1zzjnyeDz+c/71X/9Vv//97/Xss8/qtdde065du3TxxRfb2Oqh46ijjtKyZcu0fv16vf322zrrrLN04YUXatOmTZLi9LM1ENeWL19ulJaW+n/+93//dyM3N9fo7u72H7v55puNSZMm2dG8Ienxxx83cnJygo6//PLLhtPpNFpbW/3HHn74YSM7Ozvg80awmTNnGj/60Y/8P3u9XqOoqMioq6uzsVVDnyTj+eef9//s8/mMwsJC4yc/+Yn/WEdHh+FyuYzf/va3NrRw6Nq9e7chyXjttdcMwzj0OY4YMcJ49tln/ed88MEHhiSjubnZrmYOabm5ucajjz4at58tPUBxrrOzU6NGjfL/3NzcrNNOO00pKSn+Y1VVVdqyZYs+//xzO5o4bDQ3N+uEE05QQUGB/1hVVZXcbrf/rxgE6+np0fr161VZWek/5nQ6VVlZqebmZhtbNvy0tLSotbU14LPOyclReXk5n/UgdXZ2SpL/+3X9+vXq7e0N+GwnT56so48+ms92kLxer1atWiWPx6OKioq4/WwJQHHso48+0i9+8Qv98z//s/9Ya2trwC9oSf6fW1tbY9q+4YbPNjzt7e3yer2mnx2fW2Qd/jz5rI+Mz+fTokWL9I1vfEPHH3+8pEOfbUpKSlB9IJ9t6P76178qMzNTLpdLV199tZ5//nlNmTIlbj9bAlAMLF68WA6Ho9/H5s2bA6755JNPNHv2bH3nO9/RlVdeaVPL4184ny2AxPajH/1I7733nlatWmV3U4aVSZMmacOGDVq7dq2uueYaLViwQO+//77dzbKUbHcDEsENN9ygyy67rN9zxo8f7//3rl27dOaZZ+qUU04JKm4uLCwMqpw//HNhYWFkGjyEDPaz7U9hYWHQzKVE/mxDlZeXp6SkJNP/XfK5Rdbhz7OtrU1jx471H29ra1NZWZlNrRpaFi5cqJdeekmvv/66jjrqKP/xwsJC9fT0qKOjI6Cngv8dhy4lJUUTJ06UJE2fPl1vvfWWfv7zn2vu3Llx+dkSgGJgzJgxGjNmTEjnfvLJJzrzzDM1ffp0Pf7443I6AzvpKioqdOutt6q3t1cjRoyQJL3yyiuaNGmScnNzI972eDeYz3YgFRUVuvfee7V7927l5+dLOvTZZmdna8qUKRF5jeEoJSVF06dPV2Njo+bMmSPp0BBDY2OjFi5caG/jhpnS0lIVFhaqsbHRH3jcbrf/L25YMwxD1113nZ5//nk1NTWptLQ04Pnp06drxIgRamxs1CWXXCJJ2rJli7Zv366Kigo7mjzk+Xw+dXd3x+9na1v5NYLs3LnTmDhxonH22WcbO3fuND799FP/47COjg6joKDA+MEPfmC89957xqpVq4z09HTjP/7jP2xs+dDw8ccfG++++65x5513GpmZmca7775rvPvuu0ZXV5dhGIbR19dnHH/88cY555xjbNiwwWhoaDDGjBljLFmyxOaWx79Vq1YZLpfLeOKJJ4z333/fuOqqq4yRI0cGzKhDaLq6uvz/25RkPPDAA8a7775rfPzxx4ZhGMayZcuMkSNHGi+++KKxceNG48ILLzRKS0uNAwcO2Nzy+HbNNdcYOTk5RlNTU8B36/79+/3nXH311cbRRx9t/O///q/x9ttvGxUVFUZFRYWNrR46Fi9ebLz22mtGS0uLsXHjRmPx4sWGw+Ew/ud//scwjPj8bAlAceTxxx83JJk+vuwvf/mLMWvWLMPlchnjxo0zli1bZlOLh5YFCxaYfravvvqq/5xt27YZ5557rpGWlmbk5eUZN9xwg9Hb22tfo4eQX/ziF8bRRx9tpKSkGDNnzjTWrFljd5OGpFdffdX0f6cLFiwwDOPQVPjbb7/dKCgoMFwul3H22WcbW7ZssbfRQ4DVd+vjjz/uP+fAgQPGtddea+Tm5hrp6enGRRddFPAHKKxdfvnlxjHHHGOkpKQYY8aMMc4++2x/+DGM+PxsHYZhGDHscAIAALAds8AAAEDCIQABAICEQwACAAAJhwAEAAASDgEIAAAkHAIQAABIOAQgAACQcAhAAAAg4RCAAAxJZ5xxhhwOh84444yovcYdd9whh8Mhh8MRtdcAYA8CEIBhoaSkxDQQHQ5KJSUlQdcsW7ZMLpdLbrc7No0EEDcIQAAS1osvvqgzzzxT2dnZdjcFQIwRgADEvc8//1zf/e53lZ6erqOPPlorV6484nu2trZq7dq1uvDCCyVJhmHotttu0+jRozVy5Ehdd9116unpCbhm27Zt/iGxrz7uuOOOI24TgNhJtrsBADCQH/7wh3ruueckSenp6brxxhuP+J6/+93vJEnf+ta3JEkPPfSQ7r33XknSUUcdpf/8z/+Ux+MJuMblcqm8vNz/8+7du9XS0iJJSktLO+I2AYgdeoAAxLWtW7f6w8/NN9+szZs3a/369eru7j6i+7744ouaMWOGxo0bJ0lavny5JGnWrFlqaWlRS0uLjjrqqIBrxo4dqzVr1mjNmjV66aWXlJx86G/IiooK/cu//MsRtQdAbBGAAMS1TZs2+f99ySWXSJImTZqkqVOnBpw30EytLz+/b98+NTY2+oe/3G63du7cKelQj1BycrLS09N13nnnmd7rwIED+ta3vqUPP/xQkyZN0u9//3t6gIAhhgAEYFjIyMiQJH322WcBx/fu3StJyszM9B9raGhQd3e3PwANhs/n0/e+9z01NzersLBQDQ0NGj169BG0HIAdCEAA4tqUKVP8/37++eclSX/729+0cePGgPPKysokSe+9954aGhrk9XrV0NDg70GaNm2a/9wXX3xREyZM0PHHHy9Jys7O9g93/f73v1dfX5/279+vl19+Oag9119/vV544QVlZWXp5ZdfNp1eDyD+OQzDMOxuBAD056KLLtILL7wgSZo8ebJ27Nihvr4+dXd36/TTT1dTU5PeffddVVRU+GuDHA6HDn+9uVwuNTc368QTT1RfX5/y8/NVXV2tn/70p/7X+PnPf65FixZJOlQE3dvbq46ODv/9DMPQmjVrVFFRIUnKz89XaWmp//of/vCH+uEPfxjtjwJAhNADBCDu/epXv9Ill1yi1NRUdXZ26q677tI//MM/BJxz4okn6rXXXtP555+v0aNHy+l0avTo0brgggv0+uuv68QTT5Qkvf766/r888+Dhr+uu+46LV68WLm5uers7NT555+v66+/PuCcgwcP+v+9e/durV271v84XEMEYGigBwhAQrn++uv1zDPPqLW1VUlJSXY3B4BN6AECkFCOO+44Pfjgg4QfIMHRAwQAABIOPUAAACDhEIAAAEDCIQABAICEQwACAAAJhwAEAAASDgEIAAAkHAIQAABIOAQgAACQcAhAAAAg4fx/JqcGzgfvo4gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dTheta/dy; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Suv; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dTheta/dx; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "V; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Svw; pdf; pdf[normal]; variance density; \n",
      "\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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W; pdf; pdf[normal]; variance density; \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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QUKB/+7d/05o1a/T2229r/vz5mj9/vl588cU49xyAGw422qekJGlYfvzCTX6mfRM/iZEbwCtcDzf33nuvrr/+es2fP18TJkzQ8uXLlZmZqUceecR4/YUXXqgvfvGLOv300zV27FjdfPPNmjhxolavXm28vqOjQ01NTT0+ACSug0cdwk1e/KalMlIDyjKcPt7QylJwwAtcDTfBYFAbNmzQrFmzutv8fr9mzZqlNWvWnPB+y7K0cuVKbd++Xeeff77xmiVLligvL6/7o7y8PGr9BxB/TiM38ZyWkqSCbPvUVENrR1z7AMDM1XBTX1+vcDis0tLSHu2lpaWqqalxvK+xsVHZ2dlKS0vT5Zdfrvvvv1+f/exnjdcuXLhQjY2N3R/V1dVRfQ0A4qumyV5zMzQzVUMMIymxZDoZvIEjGABPSHG7AwORk5OjzZs3q6WlRStXrlRVVZUqKyt14YUX2q5NT09Xenp6/DsJICYOGKalyuI4JdXFeDI4NTeAJ7gaboqKihQIBFRbW9ujvba2VmVlZY73+f1+nXLKKZKkyZMna+vWrVqyZIkx3ABILjWGaanhefGdkpLMIzeEG8AbXJ2WSktL05QpU7Ry5crutkgkopUrV2rGjBl9fp5IJKKODua6gWQXCkdU12wauYl/uDGN3DR3hBQMReLeFwA9uT4tVVVVpXnz5mnq1KmaNm2ali5dqtbWVs2fP1+SdO2112rEiBFasmSJpOMFwlOnTtXYsWPV0dGhF154Qb/+9a/1wAMPuPkyAMSBFzbw6+K0183RtqBK4lzcDKAn18PNnDlzdOjQIS1atEg1NTWaPHmyVqxY0V1kvHfvXvn9Hw0wtba26sYbb9S+ffs0ZMgQjR8/Xo8//rjmzJnj1ksAECde2MCvi+P5UoQbwHWuhxtJWrBggRYsWGB8bNWqVT0+/8lPfqKf/OQncegVAK/xwgZ+XZxGbg41d2i8c8kggDhwfRM/AOgrL2zg16Uk17wKs66J+j/AbYQbAAnDKxv4SVJJjkO4aSbcAG4j3ABIGKaaGzc28JOkYsdwYw5gAOKHcAMgYRw4ag83bkxJSVJ6SkBDDQdoMi0FuI9wAyBh7DeEmxFD3Qk3klSSY58OY+QGcB/hBkBCaO8Mq77FvgPwCBf2uOliKiquZeQGcB3hBkBCME1JSS6HG4eRG8sy7DQIIG4INwASgmlKSnJ3WqrUMHLT3hlRU3vIhd4A6EK4AZAQ9h8xhxs3jl7o4rQc/BB1N4CrCDcAEoIXp6VKHfbXYcUU4C7CDYCEsM8QbtJT/CrKNh+DEA9OuxTXMnIDuIpwAyAhmKalRuQPkc/nc6E3x5kKiiVGbgC3EW4AJARTQbGb9TaS8y7FLAcH3EW4AeB54YilGsO5Um7W20hSRmpA+aZdipmWAlxFuAHgeXXN7QpF7HvHuLkMvItpxRTTUoC7CDcAPM+Ly8C7mFZMMXIDuItwA8DzHDfw80C4MdXdUHMDuItwA8DznMLNSE9MS9lHbo51htUWZJdiwC2EGwCeZ5qW8vmksjzzUux4Kswy77Nz2HDIJ4D4INwA8DzTyE1pToZSA+7/CCtwCjethBvALe7/ZACAEzAdveCFlVKSVOiwQ3JDK3U3gFsINwA8zbIsx92JvaAwy7yRXz3TUoBrCDcAPK3xWKdag2FbuxeWgUu9jdwQbgC3EG4AeNo+hz1uvDIt5VRzQ7gB3EO4AeBppnobSRrpkZGbjNSAstICtvb6FmpuALcQbgB4mtMeN16ZlpKkwmx73Q0jN4B7CDcAPM3p6AWvTEtJ5qkp9rkB3EO4AeBpBxrt4SZvSKqy01Nc6I2ZaSM/Rm4A9xBuAHial5eBdzGtmDrc2iHLsp9kDiD2CDcAPM1Uc+OlehtJKjDsddPeGVGbYQk7gNgj3ADwrPbOsHEzPC8cmPlxTudLMTUFuINwA8CznJaBJ8K0lMT5UoBbCDcAPOvA0XZju/empZxOBmevG8ANhBsAnmVaKSVJw/Mz4tyT3jmdL8XIDeAOwg0AzzqYICM3jtNS7HUDuIJwA8CzDhpGblL8PhUZdgR2k/P5UkxLAW4g3ADwrAON9pGb0twMBfw+F3rjzOl8KaalAHcQbgB41kHjHjfeqrfpYjpfimkpwB2EGwCeddAwcjMsz1v1Nl1MU1PscwO4g3ADwJOa2jvV0hGytQ/z6sgN4QbwDMINAE9yXCnl0ZEb04qp+hbOlwLcQLgB4ElOe9wMy/PmyI3pfKmOEOdLAW4g3ADwpETZ46YL50sB3kG4AeBJpj1uJO+O3Dht5FfPEQxA3BFuAHiS6Vyp9BS/44Z5bnPeyI+RGyDeCDcAPMk0cjMsL0M+n7c28OvitGsye90A8Ue4AeBJibTHjdTLyeCM3ABxR7gB4DmWZemAYXdir+5xI3G+FOAlhBsAnnOopUMdoYitfYRHV0pJx8+Xyk5PsbUzLQXEX5/DTWVlpb7yla9Iki666CJ95zvfiVmnAAxu+46YV0qVD82Mc0/6xzR6w7QUEH/2f2Y42L17t4qLiyVJq1atUnu7eQ8KADhZ1Q1txvaRBd4duZGOh5u9n+g7q6WA+OtzuBk6dKg2bdqka665RpK0c+dOfeMb37Bd5/P59PDDD0evhwAGnUQduSky7HVzmH1ugLjrc7i54IIL9Nxzz+mpp56Sz+dTfX29fvWrX/W4xrIswg2Ak2YauQn4fZ7dwK+L07RU189GAPHR53Dz4IMPatSoUdqyZYtWrlyp3NxcnX322bHsG4BBqvqIPdwMy8tQSsDbayCczpdqDYaNxcYAYqPP321FRUVaunSpJMnv92vChAl65ZVXYtUvAINYdYN9WsrrU1KSeVpKkhpagoQbII4G9N0WidiXaAJANIQj5j1uyj1eTCz1tpFfh0YVej+cAcmiz+HGVDxsQs0NgJNR09SuUMSytSfCyI1juGGvGyCu+hxuHnvssRMWxFFQDOBkOS0DLy/wfrhxOl+K5eBAfPU53IwaNapHuKmpqVFHR4cKCgokSQ0NDUpNTdWIESOi30sAg4ZzuEnkaSnCDRBPfV56sHv3bu3atUu7du3Sfffdp0AgoJdffln19fWqr6/XypUrFQgE9NOf/jSW/QWQ5KoTdI8byTnc1LPXDRBXA1pXedttt6miokIXXXRRd9tnPvMZVVZW6oc//GHUOgdg8NlnGLlJT/GrOMc85eMlGakB5WTYB8Trmgk3QDwNaLXU3r17FQqF9NBDD+lLX/qSJOl3v/udtm3bptTU1Kh2EMDg8snjCyRp5NAhCbMJXklOuprbQz3a6po4rgaIpwGN3Jx33nkKh8P61re+pZKSEpWUlOiGG25QJBLReeedF+0+AhhEdh9utbWNSoBi4i4lOfZdlA8xcgPE1YDCzS9/+Uudc845siyrx8fZZ5+tX/7yl9HuI4BBovFYp+oNy6Yri7Nd6M3AlOTap8+YlgLia0DTUqNGjdL69ev1+9//Xps3b5bP59PkyZN15ZVXRrt/AAaR3fX2URtJGlOUFeeeDFyJoTaopSOktmBImWnsUgzEw4C+0zo7O7Vw4UItW7ZMweDxf2WlpaXpxhtv1JIlS5SWZl4xAAC92ZUU4cZ8uGddU4cqigg3QDwMaFrqlltu0X333aeOjo7uKamOjg4tXbpU3/3ud6PdRwCDxIfJEG4M01ISU1NAPA0o3DzxxBOSpLlz5+r555/X888/r6997WuyLKv7sf5YtmyZKioqlJGRoenTp2vdunWO1z700EM677zzNHToUA0dOlSzZs3q9XoAicM0cpOR6ldZrnk0xIuclqzXNbNiCoiXAYWbQCCgMWPG6IknntCVV16pK6+8Uo8//rgqKyuVktK/Ydenn35aVVVVWrx4sTZu3KhJkyZp9uzZqqurM16/atUqzZ07V6+88orWrFmj8vJyXXLJJdq/f/9AXgoAD9lV32JrqyjMkt+fGMvApd6npQDEx4DCzdy5c9XU1KS2to/2o2htbVVTU5PmzZvXr+e69957df3112v+/PmaMGGCli9frszMTD3yyCPG65944gndeOONmjx5ssaPH69f/vKXikQiWrlypfH6jo4ONTU19fgA4D2WZWnXIfvITWVx4kxJSUxLAV4woOq2nJwcNTc365xzztEVV1whSfrjH/+o9vZ2ZWZm6o477ui+dtGiRY7PEwwGtWHDBi1cuLC7ze/3a9asWVqzZk2f+tLW1qbOzs7uM64+acmSJbr99tv79FwA3HOouUOtwbCtPZHqbSQpJz1FGal+tXdGerQzLQXEz4DCzc9+9jP5fD69//77uu+++yR9dCL4J8+W6i3c1NfXKxwOq7S0tEd7aWmptm3b1qe+3HbbbRo+fLhmzZplfHzhwoWqqqrq/rypqUnl5eV9em4A8eO0UqqiMLHCjc/nU0lOhm2nZTbyA+JnwPvceGEr9DvvvFNPPfWUVq1apYwM8zx3enq60tO9fyYNMNg5hZtEm5aSju9188lwQ80NED8DCje7d++OyhcvKipSIBBQbW1tj/ba2lqVlZX1eu8999yjO++8Uy+//LImTpwYlf4AcM8uw7ELkjSmKHF2J+5i3qWYaSkgXgZUUBwtaWlpmjJlSo9i4K7i4BkzZjjed9ddd+nHP/6xVqxYoalTp8ajqwBirNpwYGZOeoqGZibeYbymFVNH2joVDEUMVwOINte3y6yqqtK8efM0depUTZs2TUuXLlVra6vmz58vSbr22ms1YsQILVmyRNLxep9FixbpySefVEVFhWpqaiRJ2dnZys5OvH/hATjOdBr4qMJMT0yB95fTXjf1LR0anj8kzr0BBh/Xw82cOXN06NAhLVq0SDU1NZo8ebJWrFjRXWS8d+9e+f0fDTA98MADCgaD+spXvtLjeRYvXqwf/ehH8ew6gCjae9gQbhLoNPCPK3XYdLCumXADxIPr4UaSFixYoAULFhgfW7VqVY/Po1XvA8A7Gts61dQesrWXJ2i4MR2eKUl1TdTdAPHgas0NAEhS9RH7qI2UuOGmKNtpWioY554AgxPhBoDrTPU2UuJOSxXlpBnb61tYDg7EA+EGgOuSLdwUZKbJVAdNuAHig3ADwHWmZeA+nzQ8P3FOA/+4lIBfBZn20RvCDRAfhBsArjON3AzLzVB6SsCF3kSHqe6mvpmaGyAeCDcAXGcauUnUYuIuprqb+lZGboB4INwAcFU4Ymn/0WO29oQPN8aRG8INEA+EGwCuqmlqV2fYsrUnajFxl8Ise7hpag+pIxR2oTfA4EK4AeAq087EUuKHG6fl4IfZ6waIOcINAFcl2wZ+XZw38mNqCog1wg0AV5mKiSWpvCCxz2AqJtwAriHcAHCVaRl4RqrfMRwkCseRG5aDAzFHuAHgKlO4GVWQKZ9pi98E4lRzc4iRGyDmCDcAXFXdYF8GnujFxJJ5tZTEtBQQD4QbAK5pC4aMv+xHDk38cJOW4lfekFRbOyeDA7FHuAHgGtOojZQcIzeSVJRt2KWYjfyAmCPcAHCN00qp5Ak3hl2KmZYCYo5wA8A1pmJiSRpVSLgBMHCEGwCucQo3I4cm9h43XUzTUkfaOhUKR1zoDTB4EG4AuMY0LVWUna7MtBQXehN9xTlOK6YoKgZiiXADwDWmoxdGJfjOxB9XkpthbK9tao9zT4DBhXADwBWWZTlu4JcsSgk3gCsINwBcUdPUrvZOe+1Joh+Y+XGlueZpKcINEFuEGwCu2F7TbGwfW5wd557ETpnjyA0rpoBYItwAcMUHtS3G9tNKc+Lck9jJG5KqtBT7j9kaRm6AmCLcAHDF9lr7yI3fJ1UWZ7nQm9jw+XzG0RumpYDYItwAcMX7hnBTUZSljNSAC72JHVPdDeEGiC3CDYC4i0QsY7gZl0RTUl1MK6aouQFii3ADIO6qj7QZV0olU71NF1O4aTzWqfbOsAu9AQYHwg2AuHt/EBQTd3FeMcXUFBArhBsAcWeakpKkcWXJswy8S4njXjdMTQGxQrgBEHemPW7SAn6NLkyelVJdnEZuWA4OxA7hBkDcmUZuKouzlBpIvh9JTkcw1BFugJhJvp8kADzNsiztOWw/U+qUkuSbkpKcw01NI+EGiBXCDYC4qm3q0DHDSqExRck3JSVJQ9ICys1IsbXXNlNzA8QK4QZAXO2qbzW2VyRhvU0X8143jNwAsUK4ARBXew47hJskHbmRpLI8e7g52HjMhZ4AgwPhBkBc7XIKN4WZce5J/AwzhZuj7QpHLBd6AyQ/wg2AuNptmJbKyUhRQVaaC72JjxH59uAWiliqa2ZqCogFwg2AuNpdb18pNaYoSz6fz4XexMeIoUOM7fuPMDUFxALhBkDcRCKW9jTYR26SuZhYkkbkO4Sbo4QbIBYINwDipra53XhgZjLX20jSSIeRm32M3AAxQbgBEDeOy8CTeKWUdHy1lN8w68bIDRAbhBsAcWOqt5GSP9ykBvzGvW6ouQFig3ADIG52OywDH5PkNTeSue6GkRsgNgg3AOJm68EmW1vekFTlZ6a60Jv4Mq2Y2n/kmCyLvW6AaCPcAIgLy7L0zv5GW/uEYblJvQy8i2nk5lhnWEfaOl3oDZDcCDcA4mL/0WM6avhFftbIPBd6E3/sdQPED+EGQFy8u98+JSVJZwzPjXNP3OG0182+I+YiawADR7gBEBfvGqakJOmsEYNj5MZprxuKioHoI9wAiIt3D9jDTXZ6StLvTtxluOPIDeEGiDbCDYCYsyzLOHIzYXiu/Kbd7ZJQZlqKCg2HgxJugOgj3ACIudqmDtW3BG3tZw4fHFNSXUYW2I+ZoOYGiD7CDYCYMy0Bl6SzRg6OYuIu5Ya6m+qGNva6AaKMcAMg5jZXHzG2D7aRm3LDyE1rkL1ugGgj3ACIuc3VR21t2ekpqizOjn9nXOS0Yqq6gakpIJoINwBiKhKx9Ha1fVpq4sg8BQZJMXGX8qH2kRtJqqbuBogqwg2AmNp5qEXNHSFb++Ty/Ph3xmWmaSlJqm5gxRQQTYQbADG1yTAlJQ3OcDM8P0OmY7QYuQGii3ADIKZM9TaSNHlUflz74QXpKQGV5WbY2qm5AaKLcAMgpjbvPWprG5E/RCU59l/yg4Gp7oaN/IDoItwAiJljwbC21zbb2gfjlFSXkQX2FVP7jxxTJMJeN0C0EG4AxMyWA40KG35pD+ZwYxq5CYYjqm1ud6E3QHIi3ACIGaediSeOHFyb930cK6aA2CPcAIgZU7jx+aQzRgzicMNGfkDMEW4AxIzpJPDKoixlp6e40BtvcBy5YTk4EDWuh5tly5apoqJCGRkZmj59utatW+d47ZYtW/TlL39ZFRUV8vl8Wrp0afw6CqBf2oIh7ahrsbWfNYhHbSSpNDdDqQH7ZjdMSwHR42q4efrpp1VVVaXFixdr48aNmjRpkmbPnq26ujrj9W1tbaqsrNSdd96psrKyOPcWQH+8d6BJpgVAZw7ycBPw+zQi3z41tY+RGyBqXA039957r66//nrNnz9fEyZM0PLly5WZmalHHnnEeP2nPvUp3X333frqV7+q9PT0OPcWQH84FRMP9pEbyTw1xV43QPS4Fm6CwaA2bNigWbNmfdQZv1+zZs3SmjVrovZ1Ojo61NTU1OMDQOxRTOxspGE5+MHGY+oMR1zoDZB8XAs39fX1CofDKi0t7dFeWlqqmpqaqH2dJUuWKC8vr/ujvLw8as8NwBnFxM7KDRv5RSzpwFFGb4BocL2gONYWLlyoxsbG7o/q6mq3uwQkPYqJe2fayE+iqBiIFtf+CVVUVKRAIKDa2toe7bW1tVEtFk5PT6c+B4gziol7x3JwILZcG7lJS0vTlClTtHLlyu62SCSilStXasaMGW51C0AUUEzcOzbyA2LL1cnvqqoqzZs3T1OnTtW0adO0dOlStba2av78+ZKka6+9ViNGjNCSJUskHS9Cfu+997r/vH//fm3evFnZ2dk65ZRTXHsdAHqimLh3BVlpykwLqC0Y7tFezYopICpcDTdz5szRoUOHtGjRItXU1Gjy5MlasWJFd5Hx3r175fd/NLh04MABnX322d2f33PPPbrnnnt0wQUXaNWqVfHuPgAHFBP3zufzqXxopu3EdEZugOhw/SfNggULtGDBAuNjnwwsFRUVsizDRD4Az6CYuG/KC4bYwg0b+QHRkfSrpQDEF8XEfWPa66a+Jai2YMiF3gDJhXADIKooJu4bpxVTu+pb49wTIPkQbgBE1dv7KCbui8riLGP7B7X2KT0A/UO4ARA1lmVp7YeHbe1ji7MpJv6E8WU5xvZP1uEA6D/CDYCoqW44pgON7bb2aWMKXOiNt5XlZignwx743q8h3AAni3ADIGreNIzaSNK5lYVx7on3+Xw+jSu1j95sI9wAJ41wAyBqHMMNIzdGpxmmpvYfPabm9k4XegMkD8INgKiwLEtrDOGmsjhLJbkZLvTI+0wjN5L0gWGfIAB9R7gBEBV7G9p00FBvw5SUs9Mcwg11N8DJIdwAiIrXd1Bv01+nlWYb21kxBZwcwg2AqPjztjpjO/U2zgqz01WUnW5rf59wA5wUwg2Ak9beGdbqHYds7ROG5VJvcwKm/W6211BzA5wMwg2Ak/bGznq1d0Zs7RefXuJCbxKLqe6mvqVDh1s6XOgNkBwINwBO2sqt5impi08vjXNPEs+4MupugGgj3AA4KZZlGettirLTNZHzpE6IFVNA9BFuAJyULQeajEvALxpfLL/f50KPEsupDuFmOwdoAgNGuAFwUv7vvVpj+0XjmZLqi+z0FI0cOsTWzoopYOAINwBOyv9tqbG1paf4df5pRS70JjGZdip+v6ZZlmW50Bsg8RFuAAxYdUOb8aDH804tUmaa/cRrmI0zLAdv7ggZp/sAnBjhBsCAOU1JXTKhLM49SWymcCOxYgoYKMINgAEzTUn5fexv019OK6a2s2IKGBDCDYABOdIa1Fu7G2ztU0YPVaHhSAE4qyzOUsCwsmzbwSYXegMkPsINgAFZua1OEUO9K1NS/ZeeElBlUZat/Z39jS70Bkh8hBsAA2KakpKkz05gCfhAnGXY8PDD+lY1t3e60BsgsRFuAPTbsWBYr31gPyhzXGmOKgwjEDixiSPt4caypHf3MzUF9BfhBkC/rd5hPijzkjMYtRmoieX5xva39x2Naz+AZEC4AdBvf3r3oLGdKamBmzAsVymGouK391F3A/QX4QZAv7R0hPSnd+z1NmW5Gca6EfRNRmrAuCT8r4zcAP1GuAHQL398+4COdYZt7ZedVSafj4MyT8akcns43HfkmA63dLjQGyBxEW4A9Msz6/cZ26+eUh7nniSfiSPzje1vsyQc6BfCDYA+21HXog17jtjazxqRpwnDc13oUXIxrZiSpLd22TdLBOCMcAOgz57dUG1s//upI+Pck+Q0rjRH2en2A0f/8kG9C70BEhfhBkCfdIYj+p8N+23taSl+fX7SCBd6lHxSAn6dW1lga3/3QKOOtAZd6BGQmAg3APrk1e2HVG8obL30jDLlZaa60KPk9OlTimxtliW9vpPRG6CvCDcA+uSZ9U5TUhQSR9OnTy02tq9magroM8INgBOqbWrXn7fV2dpH5A/RzLGFLvQoeY0tztKwvAxb+18+qJdlGU4qBWBDuAFwQg+99qFChiPAvzJlpPyGXXUxcD6fzzg1tf/oMe0+3OZCj4DEQ7gB0KuG1qCeWLvX1u7zHQ83iL7zTnOamrIfVgrAjnADoFePrN5l3JH48rOGqbwg04UeJb+/c5jqY0k40DeEGwCOmto79as1u42P3fSZU+LbmUGkMDtdZxg2RVyz87BCYftp7AB6ItwAcPTrNXvU3B6ytc86vVSnD2NH4lj69Kn2upvmjpD+yinhwAkRbgAYtQVD+uVfPjQ+tuAiRm1i7bxTWBIODBThBoDR42/u0ZG2Tlv7eacWaXJ5fvw7NMhMrRiq9BT7j+jXKCoGTohwA8Cmtqld/7lyh/Exam3iIyM1oGlj7EcxbNx7RNUNLAkHekO4AWBzxx/eU0uHvdbmUxVDNd3wCxexcYFhSbhlSc867BYN4DjCDYAeVn9Qrz++fdD42K2XjJPPx6Z98fKFySOUYtgk8Zn1+1g1BfSCcAOgWzhi6Sd/fM/42JfOHqFzKzlqIZ6Kc9I16/RSW3tNU7tefZ/aG8AJ4QZAt2fXV2tbTbOtPTcjRT+4/HQXeoQ508wHkz72xu74dgRIIIQbAJKklo6Q/uOl942P3XrJOBVlp8e5R5Ck808t1oj8Ibb2v3xQr3f3s+cNYEK4ASBJ+sWrO3WoucPWXlmcpa9NH+VCjyBJAb/P8e9/+as749wbIDEQbgDowNFjevA184Z9//a505Ua4EeFm/5h+mhlpQVs7S+8c1C761td6BHgbfzEAga5UDiiRc9vUUfIvvpm5thCXTS+xIVe4ePyMlN1zbmjbe0RS/r/1uxxoUeAtxFugEEsHLF067N/1ctba22P+XzSv11+Oku/PeK6T49RmmEE7b83VKvdcGo7MJgRboBBqi0Y0g2/Xq/nNx8wPv6Vc0bqjOF5ce4VnJTmZuiKScNs7U3tIf3vX83vITBYEW6AQailI6SvPbRWL2+tMz6em5Gif5k9Ls69won8g2FqSpIeX7s3zj0BvI1wAwwylmXpX575qzZXHzU+PiQ1oIeunarS3Iz4dgwndHZ5viYMy7W1/7X6qH7P6A3QjXADDDI/X/mBVmypMT6WkerXI//4KU1nJ2JP8vl8jqM3P3zuXdU2tce5R4A3EW6AQaIzHNG//e4dLX35A+PjBVlpevL6czVjLMHGy74webgKs9Js7Y3HOvWv//22LMtyoVeAtxBugEGgoTWof/jlWj3hUJtRkJWm//n2TJ0zamice4b+ykpP0e1fOMP42KvvH9Jv1nFiOEC4AZJYc3unHnrtQ13289e0dleD8ZqA36f/+trZGlOUFefeYaCumDhcV04abnzsJ398Tx/U2s8HAwYTwg2QhCIRS0+/tVcX3r1K//7CVtU22Y9V6PKjKydo5tiiOPYO0fDjL5yhkhz7eV9twbDmPPgm505hUCPcAEnmw0MtuvoXa3Tb/7yjw61Bx+uGpAb0wDXn6OszKuLXOURNfmaafvaVicbHGlqDmvvgm1rnMFoHJDvCDZAk2jvD+s+VH+iyn/9FG/Yc6fXaEflD9D/fnqnLzrJvCofE8ZlxJZo7zXyoZnNHSF9/eK3+9M7BOPcKcF+K2x0AMHCWZWnLgSb9btN+Pb95v+pbnEdqusyoLNT9XztbRdn2KQ0knkVXTNCOuma9tdseaDtCEX37iY36ypSR+sHnTleBYZUVkIx81iBbN9jU1KS8vDw1NjYqN9e+GRbgdZ3hiFZ/UK9X3z+k13fU64O6lj7dN21Mga4/r1IXjy+R3895UcnkWDCsbz2+Qa++f8jxmtyMFF07o0KXnlmmM4bncmYYEk5/fn8TbgCPa+0IaXP1UW2uPqr3a5v1+o7Dqm9xLhD+pFEFmVp85QRdNL6EX2hJLBiK6LvPbNYf3z7xNNSU0UNV9dnTdG5loQIEXSQIwk0vCDfwmlA4ot2H29TQGtTRtqDePdCkDw+1KBiK6EDjMW092KxwZGDfpv84s0L/euk4ZaYxAz0YhCOWfvj8u3qyj2dN5aSnaGJ5nk4vy9XMUwo1c2yRMlIDMe4lMDAJF26WLVumu+++WzU1NZo0aZLuv/9+TZs2zfH6Z599Vj/84Q+1e/dunXrqqfrZz36mz33uc336WoQb9EUkYqkzElEobCkUPv7nzvDxzzvDEYUiloKh4/8NhSMK/u2xUCSizq5rPnZtZ/h4e2tHSA2tQe053KoDR9vVGgyprrlDwVAkqv0/Z1S+fvT5MzRxZH5UnxfeZ1mW/mfjfv3o91vU0hHq170Bv08FWWkqzk5XUU66irLTVJyTfvzz7HQV56Qrb0iqstJTlJUeUGZaigI+n3w+ye/zKeD3ye8TI4SIif78/nb9n3NPP/20qqqqtHz5ck2fPl1Lly7V7NmztX37dpWUlNiuf+ONNzR37lwtWbJEV1xxhZ588kldddVV2rhxo84880wXXoE0+77X1B4K92hzioyWzA+Yru9v7DTlVKeniEr/+vncpjuc++H03A7960c/nJ4jYqk7jAx0pMRNmWkBXXpGmb50zkj93SmF/IIZpHw+n74yZaTOrSzQT/6w1fEcMZNwxNKh5g4dau6QTnKRlf9vgcf/sfDT1ebz6W9ByCffx9q7gpHfL/l0/Lpo47sivv7h3NH6p/Mq4/51XR+5mT59uj71qU/pv/7rvyRJkUhE5eXl+s53vqPvf//7tuvnzJmj1tZW/eEPf+huO/fcczV58mQtX778hF8vFiM3p/9whY51hk98IRBlhVlpml5ZoM9OKNXsM8qYfoLNmx8e1sOrd+m19w+pI8ojhMCJfOeiU3TrJeOi8lwJM3ITDAa1YcMGLVy4sLvN7/dr1qxZWrNmjfGeNWvWqKqqqkfb7Nmz9dxzzxmv7+joUEfHR8WXTU1NJ99xwCVpAb/GFGXprJF5+uLZIzSjspCVT+jVuZWFOreyUG3BkH69Zo8eeHWnjrZ1ut0tIKZcDTf19fUKh8MqLS3t0V5aWqpt27YZ76mpqTFeX1NjHnpdsmSJbr/99uh0GIiTIakBFWSlKT3Vr3GlOZoyeqimVhTojOG5Sg2w9yb6LzMtRTdcMFbzZlZo3a4GrfnwsN7Z16gtBxp1hLCDJJP0Y9gLFy7sMdLT1NSk8vJyF3sESEXZaaoozFJ+Zpqy0wM6pSRbY4qylZ2RotLcdJ1SnK0UQgxiICM1oPNPK9b5pxVLOl48//b+Rr2+o14Hjh5Tfcvxmpv6lqDqWzrUFmTKHYnH1XBTVFSkQCCg2traHu21tbUqKysz3lNWVtav69PT05WeHtudWC8cV2xc7WIuhjNPIZiudZpsMF/bj+ftx/2mZud+2R/p32s4yed1fAmG+x2+fmqKX6l+n1ICfqUG/EoN+JTi9ysl4FNa4Ph/UwLHr0n92+epf7s2JeBTqv/jbcfvTQ18dO2Q1IByh6Qy+gLP8Pt9mlyer8nl+cbHWztCqm/p+FvoCaqlI6S2YEitHWEd6wwrErEUsSyFLUuWdbwo2bKkiGXJsixF/vbniKXuayOW/vbYR49b3dd99Hi0ub82ePCpLM5y5eu6Gm7S0tI0ZcoUrVy5UldddZWk4wXFK1eu1IIFC4z3zJgxQytXrtQtt9zS3fbSSy9pxowZceix2QP/MMW1rw0AsXR82XeKRhe680sKGAjXp6Wqqqo0b948TZ06VdOmTdPSpUvV2tqq+fPnS5KuvfZajRgxQkuWLJEk3Xzzzbrgggv0H//xH7r88sv11FNPaf369XrwwQfdfBkAAMAjXA83c+bM0aFDh7Ro0SLV1NRo8uTJWrFiRXfR8N69e+X3fzSEP3PmTD355JP6f//v/+kHP/iBTj31VD333HOu7XEDAAC8xfV9buKNHYoBAEg8/fn9TVUjAABIKoQbAACQVAg3AAAgqRBuAABAUiHcAACApEK4AQAASYVwAwAAkgrhBgAAJBXCDQAASCquH78Qb10bMjc1NbncEwAA0Fddv7f7crDCoAs3zc3NkqTy8nKXewIAAPqrublZeXl5vV4z6M6WikQiOnDggHJycuTz+eL+9ZuamlReXq7q6uqkPNuK15f4kv018voSG68vsZ3M67MsS83NzRo+fHiPA7VNBt3Ijd/v18iRI93uhnJzc5Pyf9wuvL7El+yvkdeX2Hh9iW2gr+9EIzZdKCgGAABJhXADAACSCuEmztLT07V48WKlp6e73ZWY4PUlvmR/jby+xMbrS2zxen2DrqAYAAAkN0ZuAABAUiHcAACApEK4AQAASYVwAwAAkgrhJsr+/d//XTNnzlRmZqby8/ON1+zdu1eXX365MjMzVVJSou9973sKhUK9Pm9DQ4OuueYa5ebmKj8/X9ddd51aWlpi8Ar6Z9WqVfL5fMaPt956y/G+Cy+80Hb9t771rTj2vO8qKipsfb3zzjt7vae9vV033XSTCgsLlZ2drS9/+cuqra2NU4/7bvfu3bruuus0ZswYDRkyRGPHjtXixYsVDAZ7vc/r79+yZctUUVGhjIwMTZ8+XevWrev1+meffVbjx49XRkaGzjrrLL3wwgtx6mn/LFmyRJ/61KeUk5OjkpISXXXVVdq+fXuv9zz22GO29yojIyNOPe6fH/3oR7a+jh8/vtd7EuW9k8w/S3w+n2666Sbj9V5/71577TVdeeWVGj58uHw+n5577rkej1uWpUWLFmnYsGEaMmSIZs2apQ8++OCEz9vf718Twk2UBYNBXX311fr2t79tfDwcDuvyyy9XMBjUG2+8oV/96ld67LHHtGjRol6f95prrtGWLVv00ksv6Q9/+INee+01ffOb34zFS+iXmTNn6uDBgz0+/umf/kljxozR1KlTe733+uuv73HfXXfdFade998dd9zRo6/f+c53er3+u9/9rv73f/9Xzz77rF599VUdOHBAX/rSl+LU277btm2bIpGIfvGLX2jLli267777tHz5cv3gBz844b1eff+efvppVVVVafHixdq4caMmTZqk2bNnq66uznj9G2+8oblz5+q6667Tpk2bdNVVV+mqq67Su+++G+een9irr76qm266SW+++aZeeukldXZ26pJLLlFra2uv9+Xm5vZ4r/bs2ROnHvffGWec0aOvq1evdrw2kd47SXrrrbd6vLaXXnpJknT11Vc73uPl9661tVWTJk3SsmXLjI/fdddd+s///E8tX75ca9euVVZWlmbPnq329nbH5+zv968jCzHx6KOPWnl5ebb2F154wfL7/VZNTU132wMPPGDl5uZaHR0dxud67733LEnWW2+91d32pz/9yfL5fNb+/fuj3veTEQwGreLiYuuOO+7o9boLLrjAuvnmm+PTqZM0evRo67777uvz9UePHrVSU1OtZ599trtt69atliRrzZo1MehhdN11113WmDFjer3Gy+/ftGnTrJtuuqn783A4bA0fPtxasmSJ8fq///u/ty6//PIebdOnT7duuOGGmPYzGurq6ixJ1quvvup4jdPPIi9avHixNWnSpD5fn8jvnWVZ1s0332yNHTvWikQixscT6b2TZP3ud7/r/jwSiVhlZWXW3Xff3d129OhRKz093frNb37j+Dz9/f51wshNnK1Zs0ZnnXWWSktLu9tmz56tpqYmbdmyxfGe/Pz8HiMhs2bNkt/v19q1a2Pe5/74/e9/r8OHD2v+/PknvPaJJ55QUVGRzjzzTC1cuFBtbW1x6OHA3HnnnSosLNTZZ5+tu+++u9dpxA0bNqizs1OzZs3qbhs/frxGjRqlNWvWxKO7J6WxsVEFBQUnvM6L718wGNSGDRt6/N37/X7NmjXL8e9+zZo1Pa6Xjn9PJsp7JemE71dLS4tGjx6t8vJyfeELX3D8WeMFH3zwgYYPH67Kykpdc8012rt3r+O1ifzeBYNBPf744/rGN77R6yHOifTefdyuXbtUU1PT4/3Jy8vT9OnTHd+fgXz/Ohl0B2e6raampkewkdT9eU1NjeM9JSUlPdpSUlJUUFDgeI9bHn74Yc2ePfuEh5N+7Wtf0+jRozV8+HC9/fbbuu2227R9+3b99re/jVNP++6f//mfdc4556igoEBvvPGGFi5cqIMHD+ree+81Xl9TU6O0tDRbzVVpaann3q9P2rFjh+6//37dc889vV7n1fevvr5e4XDY+D22bds24z1O35Nef68ikYhuueUW/d3f/Z3OPPNMx+vGjRunRx55RBMnTlRjY6PuuecezZw5U1u2bPHEIcIfN336dD322GMaN26cDh48qNtvv13nnXee3n33XeXk5NiuT9T3TpKee+45HT16VP/4j//oeE0ivXef1PUe9Of9Gcj3rxPCTR98//vf189+9rNer9m6desJC98SyUBe8759+/Tiiy/qmWeeOeHzf7xe6KyzztKwYcN08cUXa+fOnRo7duzAO95H/Xl9VVVV3W0TJ05UWlqabrjhBi1ZssSzW6QP5P3bv3+/Lr30Ul199dW6/vrre73X7fcP0k033aR3332315oUSZoxY4ZmzJjR/fnMmTN1+umn6xe/+IV+/OMfx7qb/XLZZZd1/3nixImaPn26Ro8erWeeeUbXXXediz2LvocffliXXXaZhg8f7nhNIr13XkO46YNbb72113QtSZWVlX16rrKyMlvld9cqmrKyMsd7PllMFQqF1NDQ4HjPyRrIa3700UdVWFioz3/+8/3+etOnT5d0fOQgHr8cT+Y9nT59ukKhkHbv3q1x48bZHi8rK1MwGNTRo0d7jN7U1tbG7P36pP6+vgMHDugzn/mMZs6cqQcffLDfXy/e75+ToqIiBQIB28q03v7uy8rK+nW9FyxYsKB7YUF//wWfmpqqs88+Wzt27IhR76InPz9fp512mmNfE/G9k6Q9e/bo5Zdf7vdIZyK9d13vQW1trYYNG9bdXltbq8mTJxvvGcj3r6N+Veigz05UUFxbW9vd9otf/MLKzc212tvbjc/VVVC8fv367rYXX3zRUwXFkUjEGjNmjHXrrbcO6P7Vq1dbkqy//vWvUe5Z9D3++OOW3++3GhoajI93FRT/93//d3fbtm3bPFtQvG/fPuvUU0+1vvrVr1qhUGhAz+Gl92/atGnWggULuj8Ph8PWiBEjei0ovuKKK3q0zZgxw5NFqZFIxLrpppus4cOHW++///6AniMUClnjxo2zvvvd70a5d9HX3NxsDR061Pr5z39ufDyR3ruPW7x4sVVWVmZ1dnb26z4vv3dyKCi+5557utsaGxv7VFDcn+9fx/7062qc0J49e6xNmzZZt99+u5WdnW1t2rTJ2rRpk9Xc3GxZ1vH/Oc8880zrkksusTZv3mytWLHCKi4uthYuXNj9HGvXrrXGjRtn7du3r7vt0ksvtc4++2xr7dq11urVq61TTz3Vmjt3btxfn5OXX37ZkmRt3brV9ti+ffuscePGWWvXrrUsy7J27Nhh3XHHHdb69eutXbt2Wc8//7xVWVlpnX/++fHu9gm98cYb1n333Wdt3rzZ2rlzp/X4449bxcXF1rXXXtt9zSdfn2VZ1re+9S1r1KhR1p///Gdr/fr11owZM6wZM2a48RJ6tW/fPuuUU06xLr74Ymvfvn3WwYMHuz8+fk0ivX9PPfWUlZ6ebj322GPWe++9Z33zm9+08vPzu1cofv3rX7e+//3vd1//+uuvWykpKdY999xjbd261Vq8eLGVmppqvfPOO269BEff/va3rby8PGvVqlU93qu2trbuaz75+m6//XbrxRdftHbu3Glt2LDB+upXv2plZGRYW7ZsceMl9OrWW2+1Vq1aZe3atct6/fXXrVmzZllFRUVWXV2dZVmJ/d51CYfD1qhRo6zbbrvN9liivXfNzc3dv+MkWffee6+1adMma8+ePZZlWdadd95p5efnW88//7z19ttvW1/4whesMWPGWMeOHet+josuusi6//77uz8/0fdvXxFuomzevHmWJNvHK6+80n3N7t27rcsuu8waMmSIVVRUZN166609Evwrr7xiSbJ27drV3Xb48GFr7ty5VnZ2tpWbm2vNnz+/OzB5wdy5c62ZM2caH9u1a1ePv4O9e/da559/vlVQUGClp6dbp5xyivW9733PamxsjGOP+2bDhg3W9OnTrby8PCsjI8M6/fTTrZ/+9Kc9Rtk++fosy7KOHTtm3XjjjdbQoUOtzMxM64tf/GKPwOAVjz76qPH/148P6ibi+3f//fdbo0aNstLS0qxp06ZZb775ZvdjF1xwgTVv3rwe1z/zzDPWaaedZqWlpVlnnHGG9cc//jHOPe4bp/fq0Ucf7b7mk6/vlltu6f67KC0ttT73uc9ZGzdujH/n+2DOnDnWsGHDrLS0NGvEiBHWnDlzrB07dnQ/nsjvXZcXX3zRkmRt377d9liivXddv6s++dH1GiKRiPXDH/7QKi0ttdLT062LL77Y9rpHjx5tLV68uEdbb9+/feWzLMvq30QWAACAd7HPDQAASCqEGwAAkFQINwAAIKkQbgAAQFIh3AAAgKRCuAEAAEmFcAMAAJIK4QYAACQVwg0AAEgqhBsACefuu++Wz+dTSkqKmpubu9s/+9nPyufzKTU1Va2trbb2Cy64wI3uAogzwg2AhHPeeedJksLhsN544w1JUigU0po1a7r//Oabb9razz//fBd6CyDeCDcAEs6UKVM0ZMgQSdJf/vIXSdKmTZvU2tqqkpKSHu0bN27sHsXpCkUAkhvhBkDCSU1N1bnnnivpoxDT9d+qqqoen7/22muSpEAgoBkzZsS7qwBcQLgBkJC6RmHWrVunYDDYHWauvvpqnXrqqXrzzTfV2dnZHW4mT56snJwc1/oLIH4INwASUlf9THt7u9atW6fVq1dr+PDhqqys1Pnnn6+2tjatX79er7/+uiSmpIDBhHADICGde+65SklJkSQ9+OCDqq+v7w4wXcFn+fLlamho6NEGIPkRbgAkpKysLJ1zzjmSpN/85jeSZAs3Tz75ZPf1n/70p+PcQwBuIdwASFhdYSYUCvX4vKKiQuXl5d3t48ePV3FxsTudBBB3hBsACevjdTT5+fk688wzuz//+IZ91NsAg4vPsizL7U4AAABECyM3AAAgqRBuAABAUiHcAACApEK4AQAASYVwAwAAkgrhBgAAJBXCDQAASCqEGwAAkFQINwAAIKkQbgAAQFIh3AAAgKTy/wM06rfjYlOhIwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = os.walk(global_path + 'pdf_1/')\n",
    "for (dirpath, dirnames, filenames) in w:\n",
    "    files = filenames\n",
    "\n",
    "for filename in files:\n",
    "    pl.dump(global_path + 'pdf_1/' + filename)\n",
    "    pl.plot(global_path + 'pdf_1/' + filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.slice(global_path + '3d/velocity-.plt', 'xz', 10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}