{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EFF positions - baseline 01 vs baseline 02\n",
    "\n",
    "This notebook compares time-stamps and positions of the Swarm EEFxTMS_2F product."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import asarray\n",
    "from spacepy.pycdf import CDF, const\n",
    "\n",
    "CDF_EPOCH_TYPE = const.CDF_EPOCH.value\n",
    "CDF_EPOCH_1970 = 62167219200000.0\n",
    "\n",
    "EEF_01_FILENAME = \"SW_OPER_EEFATMS_2F_20160101T002548_20160101T221515_0103.DBL\"\n",
    "EEF_02_FILENAME = \"SW_OPER_EEFATMS_2F_20160101T000000_20160101T235959_0202.cdf\"\n",
    "\n",
    "\n",
    "def load_data(filename):\n",
    "    \n",
    "    def cdf_epoch_to_datetime64(cdf_epoch):\n",
    "        return asarray(\n",
    "            (cdf_epoch - CDF_EPOCH_1970)*1e3\n",
    "        ).astype('datetime64[us]')\n",
    "\n",
    "\n",
    "    def get_variable(cdf, variable):\n",
    "        raw_var = cdf.raw_var(variable)\n",
    "        data = raw_var[...]\n",
    "        if raw_var.type() == CDF_EPOCH_TYPE:\n",
    "            return cdf_epoch_to_datetime64(data)\n",
    "        return data\n",
    "    \n",
    "    with CDF(filename) as cdf:\n",
    "        return {key: get_variable(cdf, key) for key in cdf}\n",
    "\n",
    "# load data from baseline 01 and 02 sample EEF products\n",
    "data_eef01 = load_data(EEF_01_FILENAME)\n",
    "data_eef02 = load_data(EEF_02_FILENAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[1/1] Processing:  100%|██████████|  [ Elapsed: 00:03, Remaining: 00:00 ]\n",
      "      Downloading: 100%|██████████|  [ Elapsed: 00:00, Remaining: 00:00 ] (2.942MB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sources:\n",
      "\tSW_OPER_MAGA_LR_1B_20151231T000000_20151231T235959_0505_MDR_MAG_LR\n",
      "\tSW_OPER_MAGA_LR_1B_20160101T000000_20160101T235959_0505_MDR_MAG_LR\n",
      "\tSW_OPER_MAGA_LR_1B_20160102T000000_20160102T235959_0505_MDR_MAG_LR\n"
     ]
    }
   ],
   "source": [
    "from numpy import nan\n",
    "from viresclient import SwarmRequest\n",
    "\n",
    "# load spacecraft trajectory from MAGx_LR product\n",
    "\n",
    "SPACECRAFT = 'A'\n",
    "START_TIME='2016-01-01T00:00:00Z'\n",
    "END_TIME='2016-01-02T00:00:00Z'\n",
    "\n",
    "\n",
    "def extract_variables(xarray_data, variables):\n",
    "    return {\n",
    "        variable: xarray_data[variable].values\n",
    "        for variable in variables \n",
    "    }\n",
    "\n",
    "\n",
    "try:\n",
    "    request = SwarmRequest()\n",
    "\n",
    "    request.set_collection('SW_OPER_MAG%s_LR_1B' % SPACECRAFT)\n",
    "    request.set_products(\n",
    "        measurements=[],\n",
    "        auxiliaries=['OrbitDirection'],\n",
    "    )\n",
    "    response = request.get_between(\n",
    "        start_time=START_TIME,\n",
    "        end_time=END_TIME,\n",
    "    )\n",
    "    print('Sources:\\n\\t%s' % '\\n\\t'.join(response.sources))\n",
    "    #boundaries = response.as_xarray()\n",
    "\n",
    "except Exception as error:\n",
    "    print('ERROR: ', error)\n",
    "else:\n",
    "    data_maglr = extract_variables(\n",
    "        response.as_xarray(),\n",
    "        ['Timestamp', 'Latitude', 'Longitude', 'OrbitDirection']\n",
    "    )\n",
    "    response = None\n",
    "\n",
    "    data_maglr['Latitude'][data_maglr['OrbitDirection'] < 0] = nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CeJQlh+ai5FGWPOrfHMqRR1nyKEsO5cij/TePsuRQ/+ZTljzKUsKJ9kYSENpx8yhLHmXJoRx5lCWPsuRQjnzK0neqSw7lyKOzKHlUlxzKUUSEQwPnEhC6pJZHB0E8ypJDbxZ5VJM82u9wqCZ5VJM8qksO5cijLHmUJYf2OSKRS++/A0sD5xIQOgDiUZYc7jsbXQrqG11Sy6P+zaMsOZQjj7Lk0X6HQznyKEsevVZyKEeRyKf+HRjas0tAaMfNoyw53AfOlaVvVJM8ypJHWXIoRx5lyaMsOZQjj7LkUZYcypFHZ/fyKEsJRxo4l4DQjptHWXJo4JxHNcmjLDnUv3lUkzzKkkdZcihHHmXJoyw5lCOfsuRRlhJOrMFugJwdtOPmUZYcGljjUU3yaD5KDvVvHvVvHmXJoyw5lCOPsuRRlhwhn6PDDpStA04cBJKygO7DgChLsFslItKCzjiXgNC8fzzKkkMDazwhf2AeRpQlh/o3j2qSR/tvHtUlh3LkUZY8ypIjpHPcvhJY1B9Yeh2w4vamfxf1b1ruJ1OmTIFhGC1+ioqKXOvk5eW1us4vfvELAMCePXtavX/SpElet2uaJubMmYMuXbogPj4ew4cPxxdffOG6v7KyEj/96U/Rp08fJCQkoFu3brjnnntQVVXltywk/IV0/45AOuNcAkIdm0dZcmh+NR7VJI+y5NDAOY9qkkdZcqh/86gmeZQlj7LkCNkct68EXpsMoNl7serypuXjXwYKx/pl00VFRViyZInHstjYWI/bc+fOxZ133umxLDo62uP2e++9h379+rlux8fHe93mggULsHDhQhQXF6OgoABPPPEERo4ciZ07dyI5ORkHDhzAgQMH8Oyzz6KwsBBlZWW46667cODAAbzxxhsdfaoiQqSBcwmIkN1xhyEN+HK416Tq0jeaXoRHr5UcGljjUU3yKEsO9W8e1SSPsuTRcSVHSNakww6smokWg+bAqWUGsOohoO8Yv0zbEhsbi+zs7DbXSU5ObrFObW0tGhsbXbczMjJO+zhA099g0aJFeOSRRzBu3DgAwNKlS5GVlYVly5Zh2rRp6N+/P1asWOH6nZ49e+LJJ5/EpEmT0NjYCKs1sobsQrIuRU5D14pKQOgFkkeXenOoJnmUJY+y5NDAGo/2OTzq3xzq3zyqSR5lyaH+zROSNVm2Dqg+0MYKJlC9v2m9ENTeLEtLS1FRUYFRo0a5lsXGxuKqq67CunXen2NVVRVSUlIibtBcJFzpXZAEREjuuMOUsuRQjjzKkkdZcuiNN49qkkdZcqh/86gmeZQln7L0TUjW5ImD3PXa6d1330VSUpLHz7x58zzWmTlzZot1PvzwQ491hg0b5nH/5s2bW91eRUUFACArK8tjeVZWluu+5o4cOYJ58+Zh2rRpHX2aIkKmj7AkIEJyxx2mlCWHcuRRljzKkkM58ihLHmXJoYFzHtUkj6YX4XDmCChLX4Vk/07KOv067VmvnUaMGIHf/e53HsvS09M9bj/wwAOYMmVKm+ssX74c5513nut2bm5um9tt/jcwTbPVv0t1dTXGjBmDwsJCPP74420+ZjjSlLM8Idm/I5gGziUg1LF5lCWH3uDwqCZ5lCWHphfhUU3yKEsODZzz6FiIR/3bBw5709QcJw4C8ZmA6QAMi/bhPgrJY6Huw4CULk1fBNrqPOdG0/3dh/ll84mJiejVq1eb62RmZrZYp/kc57m5uad9HACuedArKiqQk5PjWn7o0KEWZ6EfP34cRUVFSEpKwltvvdXiC0lFJHhC6FVUIpkOJnmUJYdy5FGWPMqSQznyKEseZcmhHHmUJY+y7KDtK4FF/YGl1wErbofllRtw8fo7kPntOmXpo5CsySgLUPTMqRvN23XqdtHTfvliUF90NMv8/HxkZ2djzZo1rmUNDQ344IMPMGzYdx8OVFdXY9SoUYiJicHKlSsRFxfHaXgIC6m6FDkNnXEuARGSO+4wpSw5lCOPsuRRlhzKkUdZ8ihLDuXIoyx5lGUHbF8JvDYZzc88jq0/gsJtTwOFhUDhDcFpWwQI2ZosHAuMfxlYNdPzi0JTujQNmheO9dum6+vrW8wtbrVakZmZ6bp9/PjxVucfT0xMbPf2DMPAjBkzMH/+fPTu3Ru9e/fG/PnzkZCQgIkTJ7q2N2rUKNTU1OCVV15BdXU1qqurAQDnnHMOLJbQ+hBB5GykgXMJiJDdcYchXVbLoZrkUZY8ypJDOfJon8OjuuRQTfKoJnmUZTs57E0Dp61M12GcWmqsehjoe13InX0cLkK6JgvHAn3HfDdFT1JW0/Qsfv5br1q1ymPKFADo06cPduzY4bo9e/ZszJ4922Od22+/Hc8//3yHtvnggw+itrYW06dPx9GjR3HxxRdj9erVSE5OBgB8+umn2LhxIwC0mP6ltLQUeXl5HdpuKNIc5zzKMrA0cC4BEdI77jCjLDmUI4+y5AnJ+SjDkGqSR1nyKEsO5cijLHmUZTuVrfM827gZAwCq9zetl39FwJoVSUK+JqMsAf3bFhcXo7i4uM119uzZ0+rympoa2O125OXltXvA0jAMzJkzB3PmzGn1/uHDh2sQVDosZPt3hNE7cwmIkN9xhxFlyaEceZQlj7LkUI48ypJHWXIoRx5lyaMs2+nEQe560oJqkkcD23yqSwknGjiXgNBltTw6COJQjjzKkkdZcihHHmXJo2MhDtUkj7LkUZbtlJTFXU9aUE3yKUuRs5MGziUgtOPmUZYcmhKDR1nyqH9zaICSRzXJoyw5lCOPsuTRsVA7dR/W9GWQaL32TABI6dq0nnSIjoVERDi0Z5eA0IE5j7Lk0CV3PKpJHmXJoRx5lCWPsuTQACWPapJHWbZTlAUoeubUDc/MXEfoRU/ri0F9oJqUUKP33zzq34GlI04JCHVsDvedjbL0jWqSR1nyKEsO5cijLHmUJYdy5FGWPMqyAwrHAuNfBlJyPBbXx2biq4GPNd0vHaaalFClmpRwYw12A+TsoB03hwbOeVSTPMqSR5fVcqgmeZQlj7LkUI48ypJHWXZQ4Vig7xigbB1w4iBORiVj9T4rKhtjkFJVi5zU+GC3MGypJnl0prTI2U1nnEtA6LJaDvedtrL0jWqSRwfmHPpgjEc1yaMsebTf4VBN8qgmeVSXPoiyAPlXAAP+A68dycPPSuowb201Lnv671i+aW+wWxe2VJN8ylLk7KSjJAkI7bg5NLDGo5rkUZZ8ytI3qkkeZcmjLDmUI4+y5FGWviuvqsW8v+12zXHuMIFZb25DeVVtUNsVrlSTIiIcGjiXgNCOm0MD5zyqSR5NL8LhzBFQlr5S/+ZRljzKkkM58ihLHmXpu9LDJ+FoNiOG3TSx53BNcBoU5lSTEmpUkzzKMrA0cC4BoY7NofnVeFSTPMqSQx+M8agmeTSVA4f6N4/6N4+y5FGWvsvPTERUs/gshoG8zITgNCjMhXpNmnY7Tm78GFXv/gUnN34M024PdpMiUl5eHhYtWhTw7U6ZMgU33nhjwLfLFqz8AKC4uBhpaWlB2bZ40rsgCYhQ33GHC/cclaVvVJM8ypJDA2s8qkkeZcmh/s2jmuRRljzK0nc5qfGYNSrfNUBhMQzMH9dfXxDaQaFck9WrV+PrUaOx99ZbceD++7H31lvx9ajRqF692m/bnDJlius9tPtPUVGRa528vLxW13nuuecAAGVlZa3eP2nSJK/bNU0Tc+bMQZcuXRAfH4/hw4fjiy++cN1fWVmJn/70p+jTpw8SEhLQrVs33HPPPaiqqmrX8/M2yLpp0yb85Cc/addjMbzwwgsoLi5u1+8YhoG3337bPw0KkEAPdsfFxcEwDGzYsMFjeX19PTIyMmAYBkpKSlr83k9+8hNYLBa8+uqrrT5udXU1HnvsMfTr1w/x8fHIyMjA0KFDsWDBAhw9evSM2jZ8+HDMmDHD6/3ufSgpKQkXXHBBu2smUKzBboCcHUJ5xx1OlCOPsuRRlhwaWONRTfIoSw71bx7VJI+y5DBNU1mS3ND/HGTUH8QJIx7XXHKBBs19EKo1Wb16NfbfOwNJw4ej63PPIrZ3b9Tv2oXDL/4B+++dAbywCCmjRvll20VFRViyZInHstjYWI/bc+fOxZ133tnm47z33nvo16+f63Z8vPc6XbBgARYuXIji4mIUFBTgiSeewMiRI7Fz504kJyfjwIEDOHDgAJ599lkUFhairKwMd911Fw4cOIA33nijA8/S0znnnOPzY3REampqULYLADabDdHR0UHbfqDl5uZiyZIluOiii1zL3nrrLSQlJaGysrLF+jU1NVi+fDkeeOABLF68GD/84Q897q+srMTll1+O6upqzJs3D4MHD0ZMTAx2796NZcuWYdmyZfjP//xPStuXLFmCoqIinDx5EsuXL8fUqVORk5OD0aNHUx6fRWecS0CE6o473ChHHs3LzaO65NDAGo+mF+FR/+ZQ/+ZRTfLoWIhPWfrGNE2kx0dhQFacBs19FIrHQqbdjkPPLEDS8OE49ze/RvzAgYhKTET8wIE49ze/RtLw4Ti04Bd+m7YlNjYW2dnZHj+dOnXyWCc5ObnFOomJiR7rZGRkeNzvbZDYNE0sWrQIjzzyCMaNG4f+/ftj6dKlqKmpwbJlywAA/fv3x4oVK3D99dejZ8+euPrqq/Hkk0/inXfeQWNj4xk9r5KSEkydOhVVVVWuM3jnzJkDoOVUI4Zh4MUXX8R1112HhIQEnHfeeVi/fj12796N4cOHIzExEZdeeim+/vprj2288847GDx4MOLi4tCjRw/8/Oc/b7N9zadqcZ59/NhjjyE3NxfZ2dmuNjrbCQA33XQTDMNw3T6TbRuGgd///ve44YYbkJiYiCeeeAIlJSUwDAN/+ctfcMEFFyAuLg4XX3wxtm7d6tHOFStWoF+/foiNjUVeXp7r6gJvFi5ciAEDBiAxMRG5ubmYPn06Tpw4cdq/Q0NDAx588EF07doViYmJuPjii1ucCV5cXIxu3bohISEBN910E44cOdJmW5xuvfVWvPrqq6it/e6LlF966SXceuutra7/+uuvo7CwEA8//DA++ugj7Nmzx+P+WbNmYe/evdi4cSOmTp2K888/H3379sV1112HZcuWYfr06WfUrjORlpaG7Oxs9OzZE7NmzUJ6ejpW+/HKk44KnVdRiWh6k8OhHHmUJY+y5FCOPMqSR1lyaOCcRzXJoyw51L95VJM8oZhlzSefwrZ/PzKn/QRGswF9IyoKGT+5E7ZvvkHNJ58GqYUt+fIdY6WlpaioqMAotzPoY2NjcdVVV2HdunVef6+qqgopKSmwWs9sgohhw4Zh0aJFSElJQXl5OcrLy3H//fd7XX/evHmYPHkytmzZgr59+2LixImYNm0aHn74YXzyyScAgLvvvtu1/v/93/9h0qRJuOeee7B9+3a8+OKLKC4uxpNPPnlG7XP6n//5HyQkJKCkpAQLFizA3LlzsWbNGgBNU8oATWcgl5eXu26f6bYff/xx3HDDDdi6dStuu+021/IHHngAzz77LDZt2oTOnTtj7NixsNlsAIBPP/0U48ePxw9/+ENs3boVc+bMwWOPPdbmdCFRUVH45S9/iW3btmHp0qX4+9//jgcffBBA23+HqVOn4qOPPsKrr76Kzz//HD/4wQ9QVFSEXbt2AQA2btyI2267DdOnT8eWLVswYsQIPPHEE17b4V6XgwcPRn5+PlasWAEA2LdvHz788EP8+Mc/bvV3Fy9ejEmTJiE1NRXXXnutx1UYDocDy5cvx6RJk9C1a9dWf98fryl2ux2vvfYaKisrQ/JqAQ2cS0CE4o47HClHHmXJoyw5lCOPsuRRlhwaWONRTfIoSw71bx7VJE8oZtn47bcAgNjevVu9P7Z3gcd6bO+++y6SkpI8fubNm+exzsyZMz3uT05Oxj//+U+PdYYNG+axzubNm1vdXkVFBQAgKyvLY3lWVpbrvuaOHDmCefPmYdq0aWf8vGJiYpCamgrDMFxnwSclJXldf+rUqRg/fjwKCgowc+ZM7NmzB7fccgtGjx6N8847D/fee6/H2dBPPvkkHnroIdx6663o0aMHRo4ciXnz5uHFF1884zYCwIABA/Dwww+jV69emDx5MoYMGaOgG84AACAASURBVIL3338fwHdTyjjPQHbePtNtT5w4Ebfddht69OiB7t27u5Y//vjjGDlyJAYMGIClS5fi4MGDeOuttwA0nT3+ve99D4899hgKCgowZcoU3H333fjFL37h9TnMmDEDI0aMQH5+Pq6++mrMmzcPr732GgDvf4evv/4af/7zn/H666/jiiuuQM+ePXH//ffj8ssvdw1av/DCCxg9ejQeeughFBQU4J577mnXdCVTp051DfgXFxfj2muvbXWanl27dmHDhg2YMGECAGDSpElYsmSJ6wq0b7/9FseOHUOfPn08fm/w4MGuev/Rj350xu06nR/96EdISkpCbGwsJkyYgPT0dNxxxx20x2fRHOcSEKG44w5HuqSWRzXJoyw5lCOPsuRRlhzKkUfHQjyqSx857EDZOphV+5F69DCq0gqVpY9UkzyhmKX11EBe/a5diB84sMX99bu+8liPbcSIEfjd737nsSw9Pd3j9gMPPIApU6a4bpum6ZqKxZnl8uXLcd5557nWyc3NbXO7zf8Gpmm2+neprq7GmDFjUFhYiMcff/z0T6iDzj//fNf/nYP6AwYM8FhWV1eH6upqpKSk4NNPP8WmTZs8zvK22+2oq6tDTU0NEhISzmi77tsAgJycHBw6dKjN3znTbQ8ZMqTV37/00ktd/09PT0efPn3w5ZdfAgC+/PJL3HDDDR7rX3bZZVi0aBHsdjssFkuLx/vHP/6B+fPnY/v27aiurkZjYyPq6upw8uTJFlP6OH322WcwTRMFBQUey51f4Olsy0033dSi7atWrWr1MZubNGkSHnroIezZswdLly7FL3/5y1bXW7x4MUaPHo3MzEwAwLXXXovbb78d7733nseVEc3r86233kJDQwNmzpzpMSWMr55//nlcc8012LdvH372s5/hv/7rv9CrVy/a47No4FwCIhR33OFIOfIoSx5lyRGKc1GGK9Ukj7LkUI48ypJHWfpg+0pg1Uyg+gCsAAYCqIvNgNH5eaDwhtP9tnihYyGeUOzfCUMGI7prVxx+8Q849ze/9piuxXQ4cOQP/43oc89FwpDBftl+YmLiaQflMjMzPdYxTdM1h7VTbm7uGQ3uZWdnA2g68zwnJ8e1/NChQy3OQj9+/DiKioqQlJSEt956y6/TVbg/trM+Wlvm/KDa4XDg5z//OcaNG9fiseLi4jq0Xed2nNvw5ky37W3QujXO59faBxhtTc1TVlaGa6+9FnfddRfmzZuH9PR0rF27Frfffrtr+hdvz8FiseDTTz9tMRjvvDLAlymBgKZ598eMGYOf/vSnqKurw/e//30cP37cYx273Y6XX34ZFRUVHtMA2e12LF68GKNGjcI555yDtLQ07Nixw+N3u3XrBqDpOwCOHTvmU1vdZWdno1evXujVqxdef/11DBo0CEOGDEFhYSFtGwwaOJeACMUddzhSjjzKkkdZcihHHmXJoyw5lCOPsuRRlh20fSXw2mQAngMdsfVHYLx2KzD+ZaBwbHDaFuZUkz46dRUEThxEwqETOGrtFlJZGhYLOs98EPvvnYFv/vNuZPzkTsT2LkD9rq9w5A//jRMlJej6wiIYrZzpG47y8/ORnZ2NNWvWYNCgQQCaviTygw8+wDPPPONar7q6GqNHj0ZsbCxWrlzZrsFop5iYGNj99KWqF154IXbu3OnzmcCnGxyOjo5u8Rx83faGDRtcg75Hjx7FV199hb59+wIACgsLsXbtWo/1161bh4KCglbPNv/kk0/Q2NiI5557zvXhnnOaFqfW/g6DBg2C3W7HoUOHcMUVV7TazsLCQmzYsKFF271pLcupU6fiuuuuw4MPPthq+//617/i+PHj2Lx5s8f9O3bswC233IIjR44gIyMD48ePxyuvvILHHnvM6zzn/tCrVy/cfPPNePjhh/G///u/AdvumdDAuQSELqvl0MEkj7LkUZYcypFHWfIoSw4dB/GoJnmUZQc47E1nmqPloIUrxVUPAX3HAFGRMfgXSKpJH7hdBQEAvQCcG5uB+ri5QOdJwW2bm5RRo4AXFuHQMwtQ9qOJruXR556Lri8sarrfT+rr61vMLW61Wl3TVgBNZ367r+NwOGCaJlJSUtq9PcMwMGPGDMyfPx+9e/dG7969MX/+fCQkJGDixImu7Y0aNQo1NTV45ZVXUF1djerqagBN8363NgDamry8PJw4cQLvv/8+LrjgAiQkJJzxFCqnM3v2bFx33XXIzc3FD37wA0RFReHzzz/H1q1b2/wCS2+89e+8vDy8//77uOyyyxAbG4tOnTr5vO25c+ciIyMDWVlZeOSRR5CZmYkbb7wRAHDfffdh6NChmDdvHiZMmID169fj17/+NX7729+2+lg9e/ZEY2MjfvWrX+H666/HRx99hN///vctnkPzv0NBQQFuueUWTJ48Gc899xwGDRqEw4cP4+9//zsGDBiAa6+9Fvfccw+GDRuGBQsW4MYbb8Tq1avPeJoWp6KiIuzevdvrYPfixYsxZswYXHDBBR7L+/XrhxkzZuCVV17Bvffei/nz56OkpAQXX3wx5s6diyFDhiAxMRGff/451q9fj/79+59xm7799lts2bLFY5lz/vfW3HfffbjgggvwySefeJ1+JxjC6hoowzCuNAzjHcMwDhiGYRqGcWOz+w3DMOacur/WMIwSwzD6Bau98h0dBHEoRx5lyaPLajlUkzwapORRlhzq3zzKkkdZdkDZOtfAZOtMoHp/03rSbqrJDnJeBdGsNmPrjyBl1d1N94eQlFGj0HP1/6Hb0qXo8uyz6LZ0KXr+3yq/DpoDwKpVq5CTk+Pxc/nll3usM3v2bI/7u3btitmzZwPoWF0++OCDmDFjBqZPn44hQ4Zg//79WL16NZKTkwE0zeG9ceNGbN26Fb169fLY9r59+1yPM3z4cI+515sbNmwY7rrrLkyYMAHnnHMOFixY0O62ejN69Gi8++67WLNmDYYOHYpLLrkECxcu9PgSTobnnnsOa9asQW5urusMfV+3/fTTT+Pee+/F4MGDUV5ejpUrVyImJgZA09nsr732Gl599VX0798fs2fPxty5c73mPHDgQCxcuBDPPPMM+vfvjz/96U946qmnPNbx9ndYsmQJJk+ejPvuuw99+vTB2LFjsXHjRtf8+Jdccgn++Mc/4le/+hUGDhyI1atX49FHH21XfoZhICMjw/X83B08eBB/+ctfcPPNN7f6e+PGjcPixYsBNE378vHHH2Py5Mn4xS9+gYsuuggDBgzAnDlzMGHCBPz3f//3Gbdp2bJlGDRokMdP8w8b3A0YMADXXHONq8+FCsPXuXQCyTCM7wO4DMBnAFYAuMk0zbfd7p8J4BEAUwB8BeBRAFcC6GOa5vEWD9j6NlIAVFVVVXXoU8VwYrPZ8Ne//hXXXnutX+fQAoB//vOfcDgcuOiiixAfH+/XbUWyyspKbN26FYmJiSH1CVx7BbL2vPnqq69QXl6O7t27Iy8vLyhtiBTr1q2DzWZzfRodykKh9rypqqrCli1bEB8fj4suuijYzQlru3fvxv79+5Gbm4sePXoEuzkAQrv22rJhwwbU19dj0KBBEX9c5E/Hjx/HZ599hpiYGI8vqgqEcK09b0pLS7F371507do1JL9AKpxs2rQJNTU1OP/889GpUyf640da7QEAtr4BrLj99OvdvBgY8B/+b0+E2bt3L0pLS5GdnY0+ffp0+HEisva8cdiBRf29fqBjwoCR0gWYsdXnqyDq6upQWlqK/Pz8Dk0nEo4cDgdOnjwJAK7B7tOt7/xSTeZJRXl5eZgzZ06bg+ehrqGhAfX19bBarX4fEyopKcGIESNw9OhRpKWl+XVbwVBTUwO73Y64uDjXa5y/ai+UtPUaVF1d7fwi31TTNKuZ2w2rqVpM0/wbgL8BLT/tM5oWzADwpGmab55adiuAgwAmAnixtcc0DCMWQKzbomSgaWfb1gT/kcD5/ALxPJ0f0Njt9ojP1Z8aGxtd/w/nHANZe9445x4zTTOsswwFzv7d2NgY8lmGQu15496mUGxfOAnF/h3KtdcW7b85nNkZhhHwHMO19rxx9m+HwxExzylY3L/4zR9ZRlrtAYARn3FGb6Ab4zNgRtDzDhTnex1f99+RWHveGGVrYW3jKgjj1FUQjf/+EGb3y72udyZsNhtM04TD4TjtlzpGCvcTTc/kOTvXd+bEsGPHDiQnJ2PSpElhnXt7s/SF+/4tnDPzprUs/VF7ocY5dZLNZmsxjZE/X+/D6oxzd4ZhmHA749wwjB4AvgZwoWmam93W+18Ax0zTvNXL48wB8Hjz5cuWLaPNCSVAamoqDMNAVVWVz98YfDazWq1ISkpCY2Nji2/3lvZJSEhATEwMamtrUV9fH+zmhDVn/66uro7YnXQgOPu33W5v8S3o0j7x8fGIjY1FXV0d6urqgt2csOY8a0X92zcWiwXJycnq3wRxcXGIi4tT/yZITk6GxWLB8ePH/falchHHdGDUFz9DnK0S7qdxlZvpKHVkIy+qAmkxwJp+CwEjMs/48ydn/66vr0dtbW2wmxMWulaux5Cy3512vU+6/z/sT/ftiier1Yrs7Gzk5ua2Oh1EpHIO0Ol10jeGYSAqKso1+OlPa9euxfXXX489e/Y4z0KOKFFRUTAMI2g1uW7dOowfP97r/d98841fttvQ0IB9+/ahoqLC46RSoOks/FPfHUA/4zySBs6HAfgIQFfTNA+4rfcHAN1N0xzt5XFaO+P8m8OHD0f8Jck2mw1r1qzByJEj/XoJm2maWL9+PQBg6NChkX+5nB8dOXIEO3fuRHJyMgYMGBDs5nRYoGqvLV999RUOHz6MvLw8dOnSJShtiBQbNmyAw+HAhRdeGPKXbYZC7Xlz9OhRfPnll0hMTGzxpS3SPrt378ahQ4fQrVs3nHvuucFuDoDQrr22fPzxx2hsbMTAgQN1QoEPqqqq8MUXXyA+Pt41b2eghGvteVNaWory8nJ07dqVPr/q2eaTTz5BQ0MDzj//fCQlJdEfP9Jqz8nY8S4sK6Y2/R8mljcOx8ONd8CBKETBgScuduAH110b5FaGp7KyMuzfvx85OTnIz8/v8ONEau21xihbC+srN552vcZJb/t8xnldXR327duHvLy8kD/mZ3E4HKitrYVhGGd0HGSaJo4fP47k5GTN1d+MzWZDQ0MDrFYrYmNjT/8L4lVtbS0cDgfi4uJcH+wEsvZqa2uxf/9+r/f7ayq9uro67NmzB7m5ua1O1XLqi37P7qlazlDzTwKMVpZ9t7Jp1gNwnW7qLLDo6OiI38k6+fu5up+hFhMTA6s1EssuMJxzVUVFRUVEfQaznzn7utVqjYgsg8n5AWxMTEzYZBmKr/GR1r+Dydm/LRZLyGUZirXXFmf/Drd2hxrnm5pg9u9I+Rtq/83n79qIlNpzGXATYLEAq2aivKrONWgOAA5E4bGPLRhxdSNyUvW9Tu3lPBZi7b8jrvZa0+NKIKULUF2O1oY9nHOcW3tc6fMc53a73XXWcKTOodyc+4mmZ/Kc3b9U/WzJqL2UDY97loGsvcTERBQUFPh1G61xnmnf2mu7P1/rI6laK079m91seWc0zXMuQeK+s9Gnrr7RN83zKEsO0zSVJZly9J1qkkdZcihHHmXJoyx9UDgWmLENpSNfcg2aO9lNE3sO1wSpYeHNfeBHzlCUBSh65tQNz9xc78KLnvZ50FxE5GwVSQPnpWgaPB/pXGAYRgyAqwCsC1ajRAPnTM4s9Qmt7/RmkU9Z+kZvFnnUv3m03+FQTfIoSx5l6aMoC/IHXIKoZvFZDAN5mZrayheqyXYqHAuMfxlIyfFYXB+bibqxLzbdLyIiHRJWc2YYhpEEwH2ynHzDMAYCqDRNc69hGIsAzDIMYxeAXQBmAagBsCzwrRUnDZzz6A0Oj7LkUP/mUU3yKEseZcmhHHmUJY+y9F1OajweHd0TT6z6Gg40DZrPH9df07R0kGrSB4Vjgb5jgLJ1wImD2FZ2GEeSCjC44KJgtyysqSZ5lCWPsgyssBo4BzAEwD/cbi889e9SAFMALAAQD+C3ADoB2AhglGmaxwPYRmkmXL+ANhTpBZJHWXJo4JxHNcmjLDnUv3lUkzzKkkdZctww4Bx0qitHtRmLUcMGadDcB7r6zkdRFiD/CgBAVfVHQGOjshQR8VFYDZybplmC5hN3ed5vAphz6kdChPtBuXbcvtEbHB4dmHO4f/mvsvSN+jePphfh0MA5j/o3j7Lk0bEQh2maSI+PQvfkOA2a+0j9m0fHQiIiHHoVFb/TARCPsuRRlhwaWONRTfIoSw71bx7VJI+y5FD/5lOOvlP/5lGWIiIcGjgXv9NOm0dZ8ihLDr3x5lFN8ihLDvVvHtUkj7LkU5a+UU3yKEseZelpypQpMAwDd911V4v7pk+fDsMwMGXKlBb3rVu3Dmlpabjxxhu9PvaKFStw9dVXo1OnTkhKSsLQoUNx++23Y/PmzW22yTAMvP32263eV1JS4rpi3zAMZGRk4Oqrr8ZHH33U9hMVEToNnIvfaafNo0tqeVSXHMqRR1nyKEsODZzzqCZ5dCzEoanWeFSTPHqt5DBNU1m2Ijc3F6+++ipqa2tdy+rq6vDnP/8Z3bp1a/V3iouLMW3aNKxfvx579+5tcf/MmTMxYcIEDBw4ECtXrsTWrVuxaNEi9OzZE7NmzfK5zTt37kR5eTlKSkpwzjnnYMyYMTh06JDPjxsMqkkeZRlYYTXHuYQndWoeZcmjLDmUI4/mouRRXXJo4JxHNcmjLDnUv3lUkzw6FuKprHXgYI0D+dX16JYZ47ftmKbp8UFcIEVFRbWr31144YX497//jTfffBO33HILAODNN99Ebm4uevTo0WL9kydP4o033kBJSQm+/fZbFBcXY/bs2a77N2zYgAULFuCFF17APffcA6Dpg7SMjAx8//vfp7wmdO7cGWlpacjOzsajjz6K1157DRs3bsT111/v82OLyJnRwLn4nQ4meZQlj7LkUI48ypJHWXIoRx5lyaMsOTRwzqOa5FGWHK9u2otZJTUwASzY9CGeGjcAE4a2fka1rxwOB9auXeuXxz6dyy+/HBaLpV2/M3XqVCxZssQ1cP7SSy/htttuQ0lJSYt1ly9fjoKCAvTu3Rs//OEPcf/99+Oxxx5z1eef//xnJCUlYfr06a1ui1nHNTU1WLJkCQAgOjqa9rgicnr6KFf8Tpcv8uhgkkdZcihHHmXJoyw5lCOPjoV4VJccGjjnUU3yKEvflVfV4pG3tsHZwx0mMOvNbSivqm3z984WP/7xj7F27Vrs2bMHZWVl+OijjzBp0qRW1128eDEmTpwIABg5ciROnDiB999/33X/V199hR49esBq/e581Oeffx7nnnsuUlJSkJSUhKqqKp/ae+655yIpKQlJSUl4/vnnMXjwYHzve9/z6TElvLnvvyUwdMa5+J0OgHiUJY+y5NAltTyqSR5lyaHBXh7VJI+y5NDAOY+OhXjUv31XevgkHM3G1eymiT2Ha5CTGk/fXlRUFC6//HL6457pttsrMzMTY8aMwdKlS2GaJsaMGYPMzMwW6+3cuRMff/wxXn31VQCA1WrFhAkT8NJLL+Gaa65xrde8VqdOnYoRI0bgiy++wOTJk30e5PznP/+JxMREbN68GTNnzkRxcXHYnnGuAV8JVxo4F7/TARCPsuRRlhzKkUdZ8ihLDuXIoyx5lCWHcuRRljzK0nf5mYmIMuAxeG4xDORlJvhle4ZhtHu6lGC77bbbcPfddwMAfvOb37S6zuLFi9HY2Ij8/HzXMtM0ER0djaNHj6JTp07o3bs31q5dC5vN5hrMTktLQ48ePXDs2DFKW/Pz85GWloaCggLU1dXhpptuwrZt2xAbG0t5/GBQ/+ZRloGhj8XF73QAxKMseZQlh3LkUZY8ypJDOfIoSx5lyaEceZQlj7L0XU5qPOaNLXQN9FgMA/PH9ffL2ebhqqioCA0NDWhoaMDo0aNb3N/Y2IiXX34Zzz33HDZt2oSPPvoIGzZswL/+9S90794df/rTnwAAP/rRj3DixAn89re/DUi7f/zjH8PhcARseyLSRGeci9/pAIhHWfIoSw7lyKNpMXiUJYf6N4+y5FGWHMqRR1nyKEuOmwflIKFqDw7Vmhh79aUaNG/GYrHgyy+/dP2/uXfffRdHjx7F7bffjvj4eNTX18NqtSI+Ph7/8R//gcWLF+Puu+/GpZdeivvuuw/33XcfysrKMG7cOHTt2hW7d+/G0qVLYRjGaaeTKS0txZYtWzyW9erVq9V1o6KiMGPGDDzxxBOYNm0aEhL8cxWBhDZNeRN4OuNc/E7z/vHoYJJHdcmhmuRTlr5TXXIoRx5lyaP9N4dy5FH/5lGWHKZpIj0+CoWZ0Ro09yIlJQUpKSmt3rd48WJcc801SE1NbXHfzTffjC1btuCzzz4DADz77LNYtmwZNm/ejOuuuw59+vTBlClT4HA4sH79eq/bcPrZz36GQYMGefx88sknXte/7bbbYLPZ8Otf/7odz1ZEfKEzzsXv9IkYjw4meZQlh3LkUZY8ypJDOfIoSx5lyaEceZQlj7LkUI4tFRcXt3n/22+/7fr/O++84/p/87GMCy+8sMWy8ePHY/z48QCarnqsrq5GSkrKaT+YPN04SWv3JyYmorKyss3fC1UaF+JTHw8MnWIgfqcdN4+y5FGWHMqRR1nyKEsO5cijLHmUJYdy5FGWPMqSQznyKUseZSnhRgPn4nfacfPosloe1SWH5pLmUZY86t8c2ufwKEse9W8O5cijLHmUJYdyFBHh0dG7+J3eLPLoIIjDNE1lSaYcfaea5FGWHMqRR1nyKEsO5cijLHmUJYdyFIlc6t+Bp5FM8Tt1bB5lyacsfaOa5FGWPMqSQznyKEseZcmhHHmUJY+uvuNQTYqI8GjgXPxOO24eZcnh/sUkytI3eoPDo/7NoyudOFSTPMqSR1lyaP/No5rkUZYc/j4OOpu+5FE1yaMsxVfBeu3RO0rxO71A8ihLDg2c86gmeZQlh/o3j2qSR1nyKEsO5cijLHmUJYe/coyOjgYA1NTUUB9XRORMOF97nK9FgWIN6NbkrKQDIB5lyaGBNR7VJI+y5FD/5lFN8ihLHmXJoRx5lCWPsuTwV44WiwVpaWk4dOgQACAhISHi/1b19fVobGz0+I6stjgcDjQ0NKCurk5XPjZTX18PoOlKCIvFEuTWhC+73Y6GhgYAgNX63ZBuJNeeaZqoqanBoUOHkJaWFvD60cC5+J0OgHiUJYcG1nhUkzzKkkP9m0c1yaMsOfTl3nzK0Xea9oZH/ZvDnzlmZ2cDgGvwPNLZbDbY7XZYrVaPQUpvTNNEbW0t4uPjVcfN1NfXwzRNxMTERNzAbiA5B8gNw0BsbKxr+dlQe2lpaa7XoEDSwLn4nQ6AeHRgzuHMEVCWvlL/5tG83D5y2IGydUDVAdgqKrHb2gu9quvQtVNisFsWttS/eZQln7L0jY4pedS/eXQsxOHPmjQMAzk5OejcuTNsNhv98UNNaWkpjh07hnPPPRddunQ57fo2mw0ffvghrrzyyoBPJxHqPv30U9jtdgwYMADx8fHBbk7Yqqqqws6dOxEfH4++ffu6lkd67UVHRwftSgUNnIvf6WCST1n6RjXJoyx5lKUPtq8EVs0Eqg/gjcbheLjxDjjQgAWf/ANPjTsfE4Z2C3YLw5JqkkdZcuiKEh7VJI+y5FGWHIHI0WKxnBXTbRiGAdM0ER0djbi4uNOub7FY0NjYiLi4uIgcvPSFw+GAaZqIi4s7oyyldTU1NTBNE4ZheOSo2vMffZQrfqczWnh0MMmhHHmUJY+y7KDtK4HXJgPVB1Bupp8aNG86vHGYBma9+TnKq2qD3MjwpJokcNiB0n8ipWw1Uo9uhWE6Tv874pUGznnUv3mUJYf6N49qkkdZ8ihLDuUYeDrjXPxOHZtHH0JwqCZ5dEktj+qyAxz2pjPN0ZRdqSPbNWjuZDcN7Pn2OHJSdUloe2mf4yO3KyFizHTUOLJh2/EyMPZRoHBssFsXljTVGo/2OTw6FuLQwDmP+jePjoV4VJccyjHwNHAufqeOzaMsOZQjj7LkUZYdULYOqD7gupkfVYEoODwGzy2wI6/2SwCdg9DA8Kaa9IHzSgiYWO6aPigKUccceGrZHzFhIjR43gEaWONR/+ZRlhzq3zyqSR5lyaH+zaOaDDx9LC5+p47Noyw5lCOPsuRRlh1w4qDHzRyjEk9Z/wgL7ACaBs3nWxcjB98Go3VhTzXZQW5XQrSYPghRmNV4O8r/8lTTetIueuPNo/7Noyw51L95VJM8ypJD/ZtHNRl4OuNc/E4dm0dZcihHHmXJoyw7ICmrxaIJ1hJcafkcexxZyIs6iByjEki6PwiNC3+qyQ5yuxKi1emDYMGeahM5ZeuA/CuC0cKwpZokcNiBsnWI27sdqUdtMDKuCnaLwp7qkkMDazyqSR5lyaH+zaOaDDwNnIvfqWPzKEsOzUXJo5rkUZYd0H0YkNIFqC6Hc55zoOnM8xxLJQADSOnatJ60m2maqKx14GBFLVKyazVP/JlyuxLC6/RBUQdbXDEhp6fXSR+5zbufASADgG1nZyDqOU0d5APVJYcG1ng0LzeP+jeHe//We3DfqCYDTxUrfqeOzaMsOZQjj7LkUZYdEGUBip45dcMzN9fhedHTTetJu737ZSV+VlKDB/+2H5c9/Xcs37Q32E0KD25XQnidPsiobPWKCWmbPvj2gXPefbfvhSg307HpRCbKl89oul86RPtvDuXIoyx5lCWHPhjj0bFQ4OmMc/E77Wx4lCWHcuRRljzKsoMKxwLjX3adRenUEHcOYscu1FmUHeGwo/yLtVj4wXGYpz6QcJjArDe34cqCc3Tm+ek0uxKi5fRBR3UlRHudml4k6kgZUo8eQ805FwS7ReHFbd59J48vrYUDtb6DOQAAIABJREFUT731Bib0HaMPGjtA+28O5cijLHmUJYf7wLn4RjUZeBo4F79Tx+bRp4scqkkeZcmjy2p9UDgW6DsGKFuHmkOl+Kq8GvXZF+LiQg1MttupqRxKj6bBgUc97rKbJvYcrtHA+ek4r4R4bTKaroQwXdMHOT+I0JUQ7eA2vUgcgCwzHV9Z+6A8ZjpyhuqDsTPiNu8+gNa/tPb4zbjyi7XIGaA5z9tLx0IcypFHWfIoSw73HJWlb1STgafRN/E7Dfby6EWSQznyKEseZemjKAuQfwUa+oxFVacBMKJ0bkC7uU3l4Jyb253FMJGXmRCkxoUZ55UQKTkei83knKbluhLizDSbXmR543BcVv9L3Hryp7hshYHl//tOkBsYJprNp+/1S2sPHglkqyKG9t8cypFHWfIoSw7lyKMsA08jmeJ36tg8ypJDOfIoSx5lyaEcO6jZVA6tzs2d9DpykmOC2MgwUzgWmLENuPVdfHX+TGwZ+CRq7tygQfMz1awmWz1Lej1QfvRkEBsZJprNp9/qB2OwIy8rI5Ctihja73Doyjse1SSPsuRQjjzKMvB0Opb4nTo2h2maypJEOfLoTQ6P6pJDVzl1ULOpHAC0nJvbVgmU3QHkXxGkRoahU1dCHC63wGazwbDo0PuMNavJ1s+SjsKe7R8j57IRgW5deGk2777zg7FZjbfDDkvTB2PJK5DT76VgtzQsaf/NoRx5dCzEoyw51L95lGXg6ehd/E4dm09Z+kY1yaMseZQlh3LsoGZTOTg55+Y+3XrSNtVlBzSrNedZ0u6D5xbYkWfV9CKn1cq8+999MJbd9MHYTYs0734HqX9zKEcefREjj+qSQznyKMvA08dm4nfq2BzuB0DK0jeqSR5lyaMsOfRmsYOaTeXg83riQf27A5rVWqvTB1kXI6ezavKMtDLvfo5RiaHJR5AzYZGmEPKB+jeHcuRRljzKkkM58ijLwNMZ5+J36tgcGjjnUU3yKEsO9W8e1WQHNZvKoSWj6f7uwwLdsoiguuyAVmrSc/qgQ8hJjVNNtkfhWKDvGKBsHcp3bcHBGgOdLrgW3fN7BLtlYU3T1nHodZJHWfIoSw7lyKN9TuDpjHPxO71IcmhgjUc7Gx71bw73/q05FH2juSg7yDmVA4CmqRy+YzpvFz2tqRw6SK+VHeClJnOMSlxi+RI5RqVqsiNOzbtf1W0kqjoN0Lz7BOrfHNp/8yhLHvVvDr3/5lFNBp5eScXv1LE5NHDOo5rkUZYc6t88qkkftDKVAwDYE7Oalmsqhw7Rl3v7wEtN2uI7qyZ9pJrkUZYcypFHWfIoSw7lyKMsA0+nGIjf6dNFDg2s8Whnw6MsOdS/eVSTPnKbymHfl5/gSEM0sobeiJyu5wa7ZRFBddkBbjVZfWAX/v1tDdD9UgwsHBzsloU1vVbyKEsO5cijLHmUJYdy5FGWgaeBcwkYdWzf6AMIHu1seHQpKIcGznnUvwlOTeVw9Hgqqo4eRbamcvCJ+jfBqZqsTShAVeMOpEWpJn2l10oeHQtxqCZ5lCWP3oNzqCZ5lGXgae8ufqeOzaEceZQlj7LkcB9YE9+oJnmUJYcGznlUkzzKkkP9m0c1yaMseZQlh3LkUZaBp4Fz8Tt1bA7lyKMseTTgy+Fek6pL36h/8yhLDg2s8agmeZQlh/o3j2qSR1nyKEsO5cijLANPA+fid7q8iUMvkDzKkkdZcihHHmXJoyw5nMdBgLL0lWqSR1lyaOCcRzXJoyw51L95VJM8yjLwNHAufqeOzaEceTQXJY+y5FD/5tGHtTyqSw698eZRTfJo/82h/s2j/s2jYyEO9W8e9W8eZRl4OlISv1PH5lCOPMqSR1lymKaJyloHth9pRHlVbbCbE9ZUkzzKkkM58miwl0d1yaGBNR7VJI+y5FD/5lFN8uhYKPCUtPidXiQ5lCOP5uXmUV1yvPHZAfyspAbz15/EZU//Hcs37Q12k8KWapJHWXIoRx5lyaMsOXRMyaOa5FGWHBo451FN8ijLwNPAufidOjaHPlnkUZY86t8+cthRvvUDzHl3B5yH5g4TmPXmNp153kGqSR5lyaF9Do9qkkdZcujLvXlUkzzKksN94Fz7cN/oWIhH/TvwVLXid3qR5NALJI+y5FGWPti+EljUH6WvPQQHPPOzmyb2HK4JUsPCm2qSR1lyKEceZcmjLDmUI4+y5FGWHLqihEc1yaMsA88a7AZI5FPH5lCOPMqSR1l20PaVwGuTAZjIj6pDFBxwuH2WbTFM5GUmBK99YUw1yaMsOZQjj7LkUZYcypFHX2jJo7rk0FQtPKpJHmUZeDoFWPxOHZtDOfIoSx5l2QEOO7BqJnBqcpYcoxJPWf8IC+wAAAvsmJ/0OnKSY4LYyPClmuTRFWMcqkkeZcmjLDmUI4+y5FGWHDoO4lFN8ijLwNMZ5+J36tgcypFHWfLo7KAOKFsHVB/wWDTBWoIrLZ9jjyMLeVEHkWOrBMruAPKvCFIjw5f6N4+y5FCOPMqSR1lyKEceZcmjLDmUI4+y5FGWgaeBc/E7dWwO5cijLHmUZQecONjq4hyjEjmWytOuJ21TTfIoSw7lyKMseZQlh3LkUZY8ypJDOfIoSx5lGXi65kT8SvOC8egFkkdZ8ijLDkjK4q4nHlSTPMqSQznyKEseZcmhK+94VJM8ypJDOfIoSx5lGXgaOBe/0sA5j14gefQmh0d12QHdhwEpXQB4y8wAUro2rSftpvkoedS/OZQjj7Lk0bEQh2qSR1ny6FiIQzXJo30Oj+oy8PRKKn6lgXMevUDyKEsO9e8OirIARc+cuuGZmyvRoqeb1pN2U//mUZYcypFHWfIoSw7lyKMseZQlh3LkUZY8yjLwNHAufqWBNR69QPIoSw71bx8UjgXGvwyk5HgstsV3blpeODZIDQt/6t88ypJDZ1nxqCZ5lCWHcuRRljzKkkM58ihLHh1XBl5EfTmoYRhzADzebPFB0zSzg9AcgQbWmPQCyaMdN4d7/9aloB1QOBboOwYoW4eq/V+h9HAtovIvw/mFg4LdsrCm/s1hmqayJFOOvtOxEI/6N4emxOBRljzq3xza5/CoJnmUZeBF1MD5KV8AuMbttj1YDRENnDPpBZJHWXKofxNEWYD8K1Ab3xtV9p1Ij4rE3XJgqX/zKUvfqCZ5lCWPsuRQjjzKkkdZcihHHmXJoywDLxLfoTeaplkR7EZIE3VqHmXJoyw5NHDOo5rkUZYc6t88qkkeZcmjLDncXyvFN6pJHmXJoRx5lCWPsgy8SBw4720YxgEA9QA2Aphlmua/va1sGEYsgFi3RckAYLPZYLPZ/NrQYHM+P38+z4aGBgBNnTrS8/Q3u73p4gnTNMM+y0DUXlucl905HI6wzzKYnP0baPpbhsPOO9i1501jYyOAyOjfweZ8rQy1/h2qteeNM0egqT41ONRx7n/zYPz9w6322qL9N4d7f7bb7X7LMpJqzxvn/huI7OcZCMz999lQe21x9vHGxsazNgOGjvTvs732vImksYxgc/bv5vvvs732/Pm8jUh6I2QYxvcBJAD4CkAWgEcB9AXQzzTNI15+Zw5azouOZcuWISEhwX+NPUtERUUhJSUFpmmiqqoq2M0Ja7GxsYiPj0d9fT1qa2uD3ZywlpSUBKvVihMnTngcEEn7GIaB1NRU9W+CmJgYJCQkoKGhATU1NcFuTlhLTExEdHQ0Tp48edYeODI4+zcAHDt2LMitCW/O/m2z2XDy5MlgNyesOft3TU2Nx4e30n5paWkAgKqqKn0w5oPo6GgkJiaqfxMkJCQgJiZG/ZsgNTUVhmGof/vIarUiKSkJjY2NOHHiRLCbE9ac/bu2thb19fXBbk5Yc/bv6upq1wkFAtTU1GDixIkAkGqaZjXzsSNq4Lw5wzASAXwNYIFpmgu9rNPaGeffHD58GCkpKQFoZfDYbDasWbMGI0eORHR0tF+2UVNTgy1btsBqteKiiy7yyzbOFt988w327t2Lzp07o1evXsFujk8CUXtt+de//oWTJ0/ivPPOQ6dOnQK+/UhRV1eHzz77DFFRUbjkkkuC3ZwzEuza8+bAgQPYs2cPMjMzUVBQEOzmhLWtW7fi+PHj6NOnDzIyMoLdHJdQrT1vbDYbNm3aBAC49NJLw+KKklBVUVGBf//730hPT0ffvn0Dvv1wq722bN++HceOHUOvXr3QuXPnYDcnbNntdmzcuBEAcPHFF8NisfhlO5FUe958++232LVrF1JTU9GvX79gNyes7dixA5WVlejRoweys7N9eqyzofa8MU0T69evBwAMGTIEMTExQW5R+Dpy5Aj+P3t3HmXnXd95/vPcqlKptJQs2UbINra8gVDMYhtjEGuSttpNTzwzmR7cTZ8mmZCTyaQzE7JhlgQCCdgmhNjdQDMEk47pOIEkpONMEyL3OXYHMJsN3o0NxhuyLEteVNpVy2/+qLriulDJVfe+r566Ve/XOT5YpZL86M339zyPfne77777snLlyrzkJS+Z1a9ZzLN3NPfff3927tyZ9evX56STTqr7cHra17/+9UxMTOS8887L0qVLD399sc/eyMhITjjhhKQLG+cL8a1aDiul7K2q6s4kZx/lew5m8m1dkvzofYIGBgYWzbB188/avBGvqmrR9OyW5mz29fUtmJZ1r7P+/v4F07IOzWfr9+L6rnv2pms0GkkW1vqu23xd3/Nt9mbS+gwW/9Ldmeb6bjQatf5/3yuzNxsL6c9Sh9YHwpYsWXJ4RrtlIf//5fWb05xL8vq9kGdvJq1PjFyyZMmi+/OTOrl+L8bZO5qFuJdRl+Yan2l9L9bZ6+afubt3STWbejb5i5Nsq/tYFis/uIDTbNntv9wsBrZkuL45zU1KW3bOuWTYkeM1h+NcMvzwX44zybElo/WBb1t2xpnkeC/EcS6PvQU1tVVVfaSqqjdUVXV6VVUXJvnrJMNJ/qzmQ1u0PEFyFvLbKh1rXmwYduTYkmNLhh05tuTYkuE9JceZ5NiS4QNjHGeSY0uG67seC+2tWk5J8hdJTkiyI8nXk7yqlPJwrUe1iHmC5NiSY0uGHTm25NiSYUeOLTm2ZLR2tGVnnEmOLRlurHGcSY4tGa7veiyojfNSyr+u+xj0bJ4gObbk2JJhR44tObZk2JFjS44tGXbk2JLj29Yx3FjjuL45tmS4vuvh+2eoqzxBcnzbG45zyfAvOBxnkmNLhtccjjPJsSXDjhxbcmzJcGON470Qx/XNcH3XwzOAusoTJMeWHFsy7MixJceWDDtybMmxJcOOHFvybNkZZ5JjS44tGW6c18ONc3WVJ0iOLTm2ZNiRY0uOLRl25NiSY0uGHTm++o5jS4brm2NLji0ZbpzXw41zdZUnSI4tOd6YM5xJji05vqyW4UxybMmxJcP7II4zybElw/sgjjPJsSXDjvXwbKqucmFzbMmxJcOOHFtybMmwI8eWHFsy7MixJceWDDtybMmxJcOO9XDjXF3lwubYkmNLhh05tuTYkmFHji05tmTYkWNLji0ZduTYkmNLhq8Yq4cb5+oqT5AcWzJ8XzCOM8nxZbUc55JhR44tObZk2JFjS473QgxnkmNLji0ZdqyHVyV1lQub46OLDDfOOa5vji05tmR4zeE4kxznkuFMcmzJsSXDjhyvORxbMlzf9XDjXF3lwubYkuHGOceZ5NiSUUqxJcyOnXMmObZk2JFjS44tGXbk2JJjS4Yd6+HGubrKRxY5niQZbpxznEmOLXm27IwzyfFeiONcMuzIsSXHlgw78mzZOeeSYcd6uHGurnJhc2zJaN049z0UO+N7UXJc3wwfGOO42ctxfXNsybAjx3shjnPJ8PrNsSXH9c2wYz28wqurXNgcWzJaN9bUGWeSY0uGG+ccZ5JjS4YPfHOcSY4tObZk2JFjS44tGT5YWw9rq6s8QXJsyXBjjeNMcmzJcH1znEmOLRmub44zybElx5YMO3JsybElw471cONcXeXC5tiS4aO0HGeS40tBGc2OiS075frmeN1huHHOcSY5nisZfrg3x44cW3K87jCcyXo4teoqT5AcT5IMO3JsybElw401jjPJsSXD9c1xJjm25NmyM84kx5YcWzLsWA93M9VVLmyOLRl25NiSZ8vOOJMcW3JsyXDjnONMcmzJcH1znEmOLTm2ZNixHv1z/QVVVf1tkiN9ul5JciDJ95NcV0q5r8Nj0wLgBzFyPEky7MixJceWDDtybMmxJcN7So4zybElw41zjjPJsSXD9c1xJuvRzjPOdyX5qSTn5Ucb6OdOfa0/yaVJbq+q6jXIEaqnubA5vu0Nw5nk+L7cHFsyXN8crzkc55LR2tGWnXEmObZkuLHGcSY53gsxXN8c13c95vyM8ySPJ7kuya+WUiaSpKqqRpKrk+xO8q+TfDLJlUleCx2nepQXG44nSYYdObbk2JJhR44tObZk2JFjS44tGW6scZxJji0Zrm+OM1mPdnYz35bkquameZJM/ft/TPJLZfL/yY8lOYc5RPUyFzbHlgw7cmzJsSXDjhxbcmzJsCPHlhxfMcZodkxs2SnXN8eWDDfOOc5kPdrZOO9PsuEIX9+QpG/q3w/kyO+DrkXGhc2xJcO/4HCcSY4tGb7KieNMcmzJsCPHeyGeLTvj+uZ4L8RxLhlunHOcyXq081Ytn01yTVVVH0ryrUxukL8yybuTXDv1PW9IcjdyhOppLmyOLRl25NiSY0uGHTm25NiSYUeOLTm2ZNiRY0uOLRlunHOcyXq0s3H+60m2J3lHkrVTX9ue5I8z+b7mSbIlyZc6Pjr1PBc2x5YMO3JsybElw44cW3JsybAjx5Ycn73PcCY5tuTYkmFHjtecesx547yUMp7kg0k+WFXV8NTXRqZ9zyPM4anXeZLk2JJhR44tOb6sluFMcmzJsSXDjhxbcmzJ8D6I40xybMmwI8eW9WjrylRVVX9VVf8syb/J1HuZV1V1UlVVK8iDU+9zYXN8dJHhTHJsybElw44cW3JsyfA+iONMcmzJsCPHlhxbMrx+c5zJesz5GedVVZ2WybdhOTXJYJIbkuzO5Fu3LE3yy+QBqre5sBm+LxjHmeTYkmNLhh05tuTYkmFHji05tmTYkWNLji0ZduTYsh7tPOP86iS3JFmdZH/L1/82yU8TB6WFw0cXebbsjBcbji05tmTYkWNLjvdCDGeSY0uOLRl25NiSY0uGHTm2rEc7Hw762iSvKaUcmvZ/1sNJTkaOSguGC5vR/Et3YstOOZMc34+SUUpxLiF25LjZy3EuGXbk2JLjvRDDmeR4/ebYkuH65tiyHu1c4RtJ+o7w9VMy+ZYt0mEubIZv1cJxJjm25NmyM84kx5YcWzLcoOQ4kxxbMuzIs2XnnEuGHTm2rEc7d543JHl7y4/L1IeCvj/JF5Gj0oLhwma4cc5xJjm2ZLi+Oc4kx5YcWzJaz5XqjDPJsSXDjhxbcmzJsCPHlvVo561afj3JjVVV3ZPJDwO9LsnZSXYm+TfgsWkBcGEz3Fjj+Iw1juub4frmOJMcWzJa17fXnc44kxzvhTjOJcOOHFtybMnwmsNxJusx543zUspjVVW9PJOb5Odl8lnr1yT581LK/qP+Yi06LmyGG2scZ5JjS4brm+N7UXJc3wzXN8eZ5NiSY0uGHTneC3GcS4YdObasRzvPOM/UBvlnpv6RZuTCZtiRY0uOLRlurHGcSY4tGa5vjs9Y47i+ObZk2JFjS44tGXbkeC9Uj1ltnFdVdclsf8NSyvXtH44WGk+SDDtybMnZsXcsDzw5lhP2HMqJJ9Z9NL3LjTWO65tjS4brm+NMcmzJcH1znEmOLTm2ZNiRY8t6zPYZ5/912o9Lkun/TzXvHPo6OiItKC5sho8scpxJxue+9Uje+ffbU5J8+Fu35fKfHc+lF5xa92H1JF9Sy3F9c7zuMNxY47i+ObZkuL45ziTHlhzvhRjOJMeW9ZjVGaCU0mj+k2RzktuS/IskxyVZNfXv305ycbcOVL3Jiw3DEyTHlp3btmt/3vWFOw8/WjpRknd/4a5s2+XHXLTDmeTYkmNLRuvGmjrjTHJsyXDjnONMcmzJcH1znEmOLevRznucX5Xkl0spX2n52j9WVbUvyaeSvBg5Mi0ILmyGHTm27NyDO/dmYtpe0HgpeWjnvqxbNVTPQfUwZ5JjS44bvozWmXQuO+P65tiS4cYax1ffcVzfDNc3x5nk2LIe7TwN+Mwku47w9V1J1nd0NFpwXNgMO3K8Me/c6ScsT2Navr4qWX/CsnoOqMe5vjm+yoljS4brm2NLjvdCDDfWOK5vjtdvhuub4/rm2LIe7ZxNv5Xkqqqq1jW/UFXV85P8UZJvUgemhcGFzbAjx5adW7f1hly+4vPpy3iSpC/j+dCKz2fd1htqPrLe5ExybMmxJcOOHFtybMlwY43jTHJsyXB9c5xJji3r0c5btfxCkr9N8nBVVY9Mfe3UJPcn+V+oA9PC4MJm2JFjyw7dc33y+bfm0pS8fvCf8tDE2qxvbM+60aeTz/9d8uZrk42X1H2UPcWZ5NiSY0uGHTm25NmyMz5zn+P65tiS4cY5x5nkeN2px5w3zksp36+q6qVJLkqyIUmV5J4k/734hpiaxpMkw448W7ZhYjz50mXJ1MeCrqueyrq+p1q+oUq+9M5kw79MGn21HGIv8iW1HM+VHFsy7MixJceWDDtyvBfiOJcMN845ziTHlvVo5xnnmdog3zL1jzQjFzbDRxY5tuzAwzcnI48d5RtKMrJ18vtOf90xO6xe53mSY0uOLRl25Hj95tiS4frm2JJjS4YdOV5zOM5lPXxIV13lwmbYkWPLDuzZzn6fkjiTJFtybMmwI8eWHFsy7MixJceWDDtybMmxZT3cOFdX+egiwxMkx5YdWLGW/T4lcSZJtuTYkuF9EMeZ5NiSYUeOLTm2ZNiRY0uOLevhxrm6xvcF43iC5NiyA6dtSoZPyuRHWxxJlQyfPPl9mjVnkmNLjhu+DGeSY0uOLRm+LzfHmeTYkuF9EMeZ5NiyHrO+yldVtbmqqoFuHowWLhd2ZzxBcmzZgUZfcvGVUz+Y3m/qxxdf4QeDzpEzybElx5YMO3JsybElw44cW3JsybAjx5YcW9ZjLg+PfzLJjqqqPldV1VuqqjquWwelhaH5KG3iwu6UJ0iOLTu08ZLkzdcmw+ue/fXhkya/vvGSeo6rhzmTHFtybMmwI8eWHFsy7MixJceWDDtybMmxZT36Z/uNpZQzqqp6aZJLkrw9yWeqqvpqkr9Lcn0p5aHuHKJ6lW/VwvEEyfFltYCNl6S86E25/e8/mSWHnsoLz3td+s94vc80b5Prm2NLji0ZXnM4ziTHuWQ4kxxbcmzJsCPHlhxb1mNOd0ullDtKKX9QSnllkjOS/FWSi5PcW1XV7VVVfaCqqld040DVe9w453iC5NiSUapGdq1+SXasfUOy/nVumnfAmeT4fpQc55LRei+kzjiTHFsy7MixJcd7IYYzybElx5b1aPtpBqWUx0opnyylvCnJCUk+kGR9ki9VVfVu6PjUw9w453iC5NiS4frmOJMcWzJc3xxnkuOzpDnOJcOOHFtybMmwI8eWHO+F6jHrt2o5mlLK3iR/k+RvqqpqJDme+H3V2/yLN8eLDceWDNc3x5nk2JLh+uY4kxxbcmzJsCPHlhxbMuzIsSXHlvVANs5blVImkuygf1/1Hhc1x0cWOc4lw401ji+p5bi+Ga3r2+tOZ7x+c1zfjFKKLSF25NiSY0uG12+OLTmu73o4ueoaT5AcT5AcWzLcOOc4kxxbMlzfHGeSY0ueLTvjTHJsybElw44cW3JsWQ93NNU1LmqOLTm2ZNiRY0uOLRlunHOcSY4tGa5vjjPJ8dV3HOeS4Yd7c5xJji3r4ca5usZFzbElx5YMO3JsyfGVTgz/sshxfXNsyXDjnONMcmzJ8K3WON5TclzfHFvWo62zQFVVZ1ZV9QdVVf1FVVXPm/raxVVV/QR7eOplLmqOLTm2ZPjMII4zyXHDl9E6k85lZ1zfHFsy3DjnOJMcWzJc3xxnkmNLji3rMeeN86qq3pDkziQXJvnZJCumfuqlSd7PHZp6nYuaY0uOLRl25NiSY0uGHTm25NiS4cYaxycRcFzfDNc3x5nk2JLhh3vXp7+NX3NFkt8ppXy0qqrdLV+/McmvMYelhWBibCwD992XgX37s7dqZNkrzk/V11f3YfWcMj6e8dtvz+D3vp9y1lMpp59uxzaV8fE07rkng0/syKHx8ZQ3vMGWbTq8vvfszd7+Add3m8r4eMZuuz2D99+fnHlGylln2bFNZXw81d33ZHD79oyOjaW88Y22bFNzfffv3p29SwZd3x1otsx992fvyG5btmlyfd+dwce2ZfTgoZSf/ik7tqk5k41dI9m3dMiZ7ECzZTVRsnfvPlu2qYyPJ3fdlcGtj2X8wIGUE0+0Y5ta1/f+wcEsv+ACW7bpcMvx8ezdf8D13aYyPp5y510ZfPTRjO3bl7J2rR0BbpwfW+1snL8kyVuO8PUdSY7v7HAYVVX9SpLfTrIuyd1J3l5K+XK9R7W4jGzZku2XX5HV27YlSR755CczcPLJed5l78jw5s01H13vGNmyJU9c+eGMbt2aVUnGkjzwsY/bsQ3Nlsu2bk2SPHnNNRlxJtsysmVLHr/iiqx+bGp9f+pTru82TF/fE0ke+Pgn7NiGZsuhrVszlOTpa5I9zmRbJtf3lVn92GNJkkf+5NOu7zaNbNmSfR/8UFZv354keSSxZRua63vJ1q1ZkmRXkn12bMvIli3Z3rq+r7nGmWzTyJYt2fOhy7P68ceTuL7b1VzfA1P3QiNJ9tuxLSNbtmT7lVdm9dbJ9f2o67ttI1u2ZMT13bHm+u6bWt97kzxgx7b5ipL6tPMe589kckN6unOTbO3scDpXVdWlSa5K8sFMHtOXk/xDVVWn1npgi8jIli2s9w7+AAAgAElEQVTZ+mtvT/+ZZ+apy96RPX/yqaz/y7/I4AtfmK2/9vaMbNlS9yH2hGbHwRe+MH0f+cPsuPqqLPnoR+3YhtaWu3/nPdlx9VU58TPX2LINzZYDZ56Vpy57R3Z98j+5vtvQOpMDH/2j7Lj6qvR95A/t2IbWlnvf+7vZcfVVOeHTn7ZlG5otl5w1ef1++hMfd323qdmycfr6PHXZO9L43F/asg2t6/vA7/1edlx9VVZ/6v+1YxsOX7/Pmrx+7/yP/8GZbNPh9b1+cn3nuj+3ZRta1/fBD7w/O66+Ksd98pN2bMOPrt9n56nL3pEdV1+V0/7CmWzHj67fp+epy96Rif/yWdd3G1rX9+jv/352XH1Vhj/xcTt2wI3z+rSzcX5dkiurqnp+kpKkUVXVa5J8JMm15MG16TeSXFNK+XQp5d5SytuTPJrk/6r5uBaFMj6eJ678cFa88Y1ZdcXlGTvjjFRDQxl6+ctzysc/lhVvfGOe+PAfTr4kTzNq7XjKxz+W6kUvSlm6NH0bX2zHOZrecuyMM1KWLs3Sl77UlnPU2nL1h690fbdpxvX9Ytf3XE1vOX7mmSlLl2bwpS+x5Ry1tjz+Ix9xfXegtWX/7/5uxs44I41ly2w5Rz+2vs+aWt8vcX3PVWvLEz/6R67vDrS2HPy99022dH3P2fT1PXHWWSlLl2bgnJ+w4xy1tlx71R9n7IwzkqGhLDvXmZyr1pZDH3i/67tNP7a+z26u73Ps2IHm52okbpwfa+28Vct7kvznTD67vEpyT5K+TG6o/wF2ZG2oqmpJkvMz+T7srbYk2TTDrxlMMtjypZVJMjo6mtHR0W4c5rzR/PORf8593/pWRrduzdorr8j+loXd/G+s+oVfyNZ/9+8y8o1vZNkFF2D/3YWmtePY+HjGpy4qpZSMjY/3fMduzN5MprdsPlI7Pj6+IFoeS60tD07NZFVVPbW+j+XszWShr+9jaXrL5g3lfFzf82H2jmZ6y6ZeWt/zRWvL7VPXnFJKbS3n++zNpJfW93x3pPV9LK7fvTp7R9PacmfLs/88V87NTOt7YmICWd8LcfZm0tpydGwsSe/dn88XrS2fmprJuV6/F9PszaTb63uxap2psbGxH9s8X+yz180/95w3zkspo0n+bVVV783kW6E0knynlPI9+uDacEImN/G3T/v69iTPn+HXvCvJ+6Z/ccuWLVm2bBl7dPPUDTfcgP1eK2+7LeuS3PiDH6Rv+/asWLEiu3btyhe/+MUkSXXwYM5OcusNN2T3jh3Yf3ehae1Ytm7N0NBQBgcHc9999+WOO+5YMB3J2ZvJ9JarVq1KVVX5p3/6p0xMTCyYlsfCkdb3nj17enJ9H4vZm8lM6/uBBx7I3Xff3VMd6za95fDwcBqNRr7yla/M2/Vd5+wdTWvLxuOPZ+XKldm/f39Pru+6tbYcXLUqS5cuzYMPPph77703SX0t5+vszWT6+l65cmX6+vry9a9/PePj487kHLS2rLZty/DwcA4dOnTM1nevzd7RtLZcsnNnhoaG8sgjj+S+++5L4rlytmZa39/61rcmN4Sgjgtp9mZypPU9Pj7u9bsNz1rfO57I8w/+IBNbd+Qb3xnKkytelOrQ6KxbLobZm8n09b1ixYr09/fn1ltvRdf3YlNVVVatWpVSSv7hH/5hxu9brLO3b9++rv3e7TzjPElSSnkgyQPgsZDKtB9XR/ha0+VJPtry45VJfrh58+YMDw9349jmjdHR0dxwww256KKLMjAwgPye+048MY/9xV/mJ884I3tPOSX33XdfVq9ende//vVJkv233Z6tSc6/6CIfXTyK1o5LX/ayfO9738uOHTuyYcOGnHzyyT3fsRuzN5PpLb/+9a9nYmIib3zjG7N06dKeb3kstbbcf+qpuffeezM8PJzXve51SXpjfR/L2ZvJ9Jl84IEHsn379px99tl5wQte0BMd54vpLb/5zW9mbGwsr3/967Ns2bJ51XI+zN7RtLY8dPrpueuuu7J8+fKeWt/zRWvLbcPD2bZtW84888ycdtppSY59y/k+ezOZvr5vvfXWHDx4MJs2bZp8YMeZnLXWlmNnnpk77rgjS5cuzWtf+9ok3ZvJXp29o2lt+cTq1fnhD3+Y0047LWeccUYSz5WzNX19f+c738n+/ftz4YUXZtWqVR13XIizN5PWlhNnn53bbrstAwMDedOb3pTEmZyLwy37tmXozo+nf9+Pno9ZVp6UPaf9cn6Yo7dcTLM3k+nr+/bbb8/evXtzwQUXZPXq1c5kmw4ePJhbb701jUbj8Pputdhnb2RkpGu/96w2zquq+uhzf9ekUspvtH84HduZZDw//uzy5+XHn4WeJCmlHExysPnj5ssdBgYGFs2wkX/W4QsvzI6TT84z13wmS9733iRJo9HIwMBAysREdn3mMxk45ZQMX3hhqr4+5L+5ELV2POXjHzv89f7+/vT39S2YjsdinU1v2XyrliVLliyolsdCa8uhD7w/Se+u7zrP8dNnsnndWWjr+1iY6Vw5MDAwb1vO1/uL1pbL/+D3k/Tu+q5ba8u8/deSJH19fbW3nK+zN5OZrt/zeX3PV60thy//UJJju757bfaO5lnr+zcn/9rb399f+/ruNcfq+r2QZm8mrS1Xf/jKJJN7Gs7k3A1feGF2PG91nvn4VVn+uqcmn37ZNLItz3ziqgysPWlWLRfD7M1ksexlHGtjLW/FdLTZWqyz180/82w/HPTcaf/8YpL/M8kbp/75pSRvS/Jy/AjnoJRyKMmtSS6a9lMXJbn52B/R4lP19eV5l70je266Kbvf/Z70P/CDVAcOZN93vpMf/vtfzZ6bbsrz3vHbniCfQ2vHH/77X0357ndTHTiQ8XvuteMcTW/Z9/0HUh04kIN33GHLOWptueud73J9t2n6TE7ce2+qAwcyca/re66mt2x873uu7za1tnz6sstc3x1obTn+wQ+m/4EfJPv323KOZlrfh+68045z1Nryyd/+bdd3B1pbjn7g913fbZp5fd9lxzlqbbnjN37T9d2Bqkqe97Kns+exwWz98prs2zmQ8dEq+3YO5IdfXp09jw3meS99Kn4u49FNX9/V/fenOnAgo3e5vjvRfAKBHwx67M3qGeellJ9s/ntVVb+RZHeSnyulPD31tdVJ/jTJl7txkHP00SSfrarqliRfy+Sm/qlJPlnrUS0iw5s3J1dflW0fujxrbp58vOLhJAOnnJKTr75q8uf1nJodn7jyw2nceGNOTLIvdmxHa8s1N96YZPLTjW05d4fX9+WXZ81Xv5rE9d2O1pnM1PreHzu2o7XlcVPr+/HYsh0/Wt9XZM1XXN+daLbc+gcfzJoPfzgHYst2tK7v4an1/UTs2I5my8cvvyJrvvyVJM5kuw6v7w9Oru9DsWU7Wtf38htvzPJMvnzcjnP37PU9uSXjTLbh4ZszfPxjyWuW5onbhvPwfz/x8E8NLB/Lya95OsPHH0gevjk5/XU1Huj817q+l914Y5YleSrOZCeaG+eNxmyf/yxKO+9x/ptJNjc3zZOklPJ0VVW/k2RLkj+iDq4dpZTPVVV1fJL3JlmX5K4kbyqlPFzncS02w5s3Z8/GjXnoi1/M8Ph4Tj/v/Cx7xfk+qjhHw5s3Z+VP/3Tu/qu/yp5Hf5iTzvmJvGDzZju2YXjz5iz/yZ/MN/70T9PYNZKNr3lNVl74Slu2YXjz5ux/yUvywN//fVaOjeWM81/h+m5Dc33f+zd/k5GHH8m6jS/OqRdfbMc2NFt+7Zpr0tg1kg2vflVWvfrVtmzD8ObNOfiyl+V7f/d3WX7oUM664JWu7zYNb96crSefnKe/+tU8f3Awaze82JZtaK7vb/zpf06efjovfNWFWb1pkx3bMLx5c8bOOy/f/cIXMnTgYF544YXOZJuGN2/O46eemp3/9E953sCSrNu40ZZtaK7vW669NuM7n8xZF1yQ41/3Wju2YXjz5ky84hW556//OoP79mfDq1/tTM7Vnsl39x1+wYGsPPlA9u1YkrEDfelfOp5lJx5K1Xj29+nomuv71s9+NmM7duaM88/LiW94gzPZJp9xXp92Ns6Hk6xNcve0rz8vkx+sWbtSyieSfKLu41j0Go2MvuhFyfHHZ/k559R9ND2r6uvLxMaNObhuXQY3bPBC04nmTCZZ7qZ5Z6ZaltWrs/ylL637aHrW4fW9dm0Gzj7bmexEy/pe9krXd0emWk4MD2f5uefWfTS9barlkjPPzPJTTqn7aHpW1deX0Re9MBMTE1l2wQWu705MzeTgihVZfv75dR9Nb5tqObB+fZZPffiv5m5yfb8oo2eMZugVr3B9d2JqJvuHhrL8la+s+2h6z4q1h/+1aiTL1x56zu/T0VV9fRnbsCEHTz+YofPOc313wI3z+rTzHP+/TfKnVVX9q6qqTpn6518luSbJF9jDUy/zpSQcT5KMZsfElp1yJjm2ZLi+Oc4kx5YcWzLsyLElx5YMO3botE3J8El59qeCtqqS4ZMnv0+z5lwy7FifdnY0fznJf0vyXzL51lkPJ/nzJP+Q5Fe4Q1Ovc2FzbMlwY43jTHJsyXB9c5xJji05tmTYkWNLzsTERBJbdsqZ7FCjL7n4yiRJ+bGfnGp68RWT36dZcy4ZdqzPnDfOSyn7Sim/kuT4JOcmOS/JmlLKr5RS9tIHqN7lwubYkuHGGseZ5NiS0bq+faVTZ3zFGMf1zfD6zXEmObbk2JLh9Ruw8ZLkzddmbOh5z/768EnJm6+d/HnNieubYcf6tPMe50mSqU3yO8Bj0QLjwubYkmFHjs8M4jiXDDfWOM4kx5YM1zfHmeTYkmNLRuu5Uh3YeEkeyJk5cP+NecFxAzn+tI2Tb8/iM83b4vpm2LE+c944r6rqxhzplStTSik/1dERacFwYXNsybAjx5YcWzL8yyLHmeTYkuHGOceZ5PgkAobrm+P65pSqkV2rX5ITzjwz8cO9O+JcMrzm1KedZ5zfNu3HA0lenuScJH/W8RFpwfAEybElw44cW3JsyWjtaMvOOJMcWzLcWOM4kxxbMnyrNY5v1cLZsWc09z45luHnj8Zt8854rmTYsT5z3jgvpfz6kb5eVdXvJVnR6QFp4XBhc2zJmBgbzejj9+TxvYeybdV41v3Ea33JXZucSY4tGXbk2JJjS4Yb5xyfscZxfTNc3xxnkvG5bz2Sd/7NoylJGt+6J5f/bF8uveDUug+rJ5VSnEuYHY898qHI/5LkF8DfTz3OEyTHloB7rs/1V/9qfuk7p+Sy+8/Ka/58JJ+7/BeSe66v+8h6kjPJsSXDjhxbcmzJcGON40xybMlwfXOcyc5t27U/7/rCnYffm3iiJO/+wl3Ztmt/rce1EDiXnXF914fcOH91kgPg76ce5zNaOJ4kO3TP9dn2ubfnPXv+90xMnfYm0si7d/9v2fa5t7t53gZnkmNLhh05tuTYkmFHji05tmS4cc5xJjv34M69mZj2sTnjpeShnfvqOaAe5/rmuL9Wn3Y+HPQL07+UZF2SVyT5feKgtLC4sDvnTVAHJsaTL12WByfWHt40bxpPXx6aWJt1X3pnsuFf+rYtc+BMcnw/SoYzybElx5YMO3JsyfH6zfDDvTmu786dfsLyNKo8a/O8r6qy/oRl9R1UD3PjnOP6rk87V/mRJLta/nkqyU1J3lRKeT93aOp1LmyOjy524OGbk5HHcnrj8TQy8ayf6st41jceT0a2Tn6fZs31zbElw44crzkc55LhTHKcSY4bvgw/3Jvj+u7culVDufxnX5LGVMJGlXzoZ8/JulVD9R5Yj2pevxPnslOu7/q08+GgP9+F49AC5F9yOJ4kO7Bne5JkXfVULu//dN499raMpy99Gc+H+q/JuuqpZ32fZseZ5NiSYUeOLTneCzGcSY4tObZk2JFjS8alF5yaNYeeyAPbd+W1L9+Qc844ue5D6lk+45zj+q5PO2/V8oMkF5RSnpz29eOSfLuUcgZ1cOptLmyOLTuwYu3hf720/6a8vu+OPDSxNusb23+0aT7t+/TcfHkyx/XNsCPHlhxbMuzI8frNsSXD9c2xJef4oUaWHN+f5w8P1n0oPc2Nc47ruz5z3jhPsj7Jkd4IeDCJD8XpMBc2x5YdOG1TMnxSMrItScm66qms62vZME81+fOnbarrCHuSM8mxJcNn9nKcSY4tGXbk2JJjS4YdOd4LcZxLhh05tqzPrDfOq6q6pOWH/7yqql0tP+5L8tNJHoKOSwuAC5tjyw40+pKLr0w+/9aUVKnS+n6UUz0vvsIPBp0jZ5JjS4YdObbk2JLhM3s5vi83x/XNsCPHlhxbMuzI8V6oPnN5xvl/nfrfkuTPpv3caCY3zX8TOCYtEJ4kObbs0MZLkjdfm4kv/nb69jz+o68PnzS5ab7xkpl/rY7ImeTYkmFHji05tmTYkWNLji0ZduTYkmNLhh05tqzPrDfOSymNJKmq6sFMvsf5zq4dlRYEFzaj9ZlBPrrYgY2X5KnjX5mtX/vrHNd/IOt/4sLJt2fxmeZtcX1zbMmwI8eWHJ8dxHAmOc4kx7lk2JFjS44tGV5zOM5kfeb8HuellNO7cSBaeFzYDD9Qg1OqRnatfkmq445LTn9Z3YfT01zfHN+PkuFMcmzJsSXDjhxbcmzJsCPHlhxbMuzIsWV9ZrVxXlXV/5PkU6WUA1P/PqNSyn9Ajkw9z0cXGW6cc7zYcGzJcH1znEmOLTm2ZNiRY0uOLRk+gYDjTHJsybAjx5b1me0zzn89yZ8nOTD17zMpSdw4VxIXNsWNNY4zybElz5adcSY5PvDNcS4ZduTYkmNLhh05tuR4L8RwJjm2rM+sNs5b357Ft2rRbLmwGW6cc5xJjs8OYjQ7JrbslOubY0uOLRl25NiSY0uGHTm25NiSYUeOLesz54fPqqp6b1VVy47w9aGqqt7LHJYWAhc2o3XjXJ1xJjm2ZPjAGMeZ5NiS4frmOJMcW3J8EgHDmeTYkmNLhh05tqxPO687eV+SFUf4+rKpn5OSuLAprR1t2RlnkmNLRuvGmi8F7YwvqeW4vhlunHOcSY4tObZk2JHjvRDHuWTYkWPL+rRzRq0y+V7m070syVOdHY4WEhc2w44cnxnEcS4ZvqKE40xybMlw45zjTHK8F2K4vjmub44tObZkeM3hOJP1me2Hg6aqqqczuWFektxfVVXr3/b7Mvks9E+yh6de5sJm2JFjS44tGf7Fm+NMcmzJcH1znEmOLXm27IwzybElx5YMO3JsWZ9Zb5wneXsmn23+mUy+Jcuulp87lOShUsrXwGNTj3NhM+zIsSXHlgw7cmzJsSXDjXOOM8mxJcMP9+Y4kxxbMkoptoTZsXM+e78+s944L6X8WZJUVfVgkptLKaNdOyotCF5sGHbk2JJjS4bvRclxJjm2ZLhxznEmObZk+BklHO+FOK5vni0740xybFmfuTzjPElSSvkfzX+vqmooycC0nx8BjksLgAub4SOLHGeSY0uGHTm25NiSYUeO90Ic55LhA2McZ5JjS4brm+P1m+P6rs+cH9atqmpZVVUfq6rqiSR7kjw97R8piSdJiidIji05tmTYkWNLji0Z3gdxnEmOLRl+uDfHmeTYkuHGOceZ5NiyPu28HuoPk/xUkl9JcjDJL2byPc8fS/JW7tDU61zYDDtybMnxZbUMZ5JjS44tGXbk2JJjS0ZrR1t2xpnk2JLhxjnHmeTYsj5zfquWJD+T5K2llJuqqvpMki+XUr5fVdXDSf5tkj9Hj1A9y4XNsCPHlhxbMuzI8dm9HFsyXN8cW3JsybAjx5Ycr98MP/yX4/rm2LI+7TxVcE2SB6f+fWTqx0nylSSvJw5KC4MLm2FHji05tmTYkWNLji0ZduT4KieOc8mwI8eWHFsyfMY5x5nkeC9Un3aK/yDJ+ql/vyfJm6f+/WeSPAMckxYIT5IMO3JsybElw44cW3JsybAjx5YcWzLsyLElz5adcSY5tuTYsj7tbJz/aZKXTf375Ul+paqqg0n+OJPvfy4lcWFTfGSRY0uO65thR54tO+dcMrzmcPwgRo5zyfA8ybElx5YMO3K85nCcy/rM+T3OSyl/3PLvN1ZVtSHJK5I8UEq5nTw49TYXNsO/LHKcSY4tGb4XJceWHNc3w44cW3JsybAjx5Yc74UYziTHlhz3herT8cM+pZRHSilfSPLU1IeFSs9a1D662BkvNhxbcmzJsCPHlhxbMuzI8RlrHOeSYUeOm70c55JhR44tOd4L1YcsvibJz4G/n3qYH6jB8QTJ8cLNsSXDjhxbcrzuMJxJji05tmTYkWNLji0Z3gdxnEmOLevjmUBd4cY5xxMkx5aMUootIXbk2JJjS4YdObbk2JJhR44tObZk2JFjS44t6+PGubrCjXOOJ0iOLXm27IwzybElx5YMO3JsybElw7cX4TiTHFsy7MixJceW9XHjXF3hxjnHEyTHlgzXN8eZ5PiyWo5zybAjx5YcWzLsyLElx3shhjPJsSXHlvXpn+03VlX1hef4luM6PBYtIH7iL8cTJMeWDDfOOc4kx5YM1zfHmeTYkmNLhh05tuTYkmFHji05tqzPrDfOk+yaxc9f28GxaAFpXdQu7M54guT4slpGs2Niy065vjm2ZLhxznEmObbkeC/EcCY5tuTYkmFHji05tqzPrDfOSyn/RzcPRAuLi5pjS44tGW6scZxJji0Zrm+OM8mxJcP1zXEmObbk2JJhR44tOT7wXR/f/Epd4QmSY0uOLRn+xZvje1FyXN8M1zfHmeTYkmfLzjiTHO+FOM4lw44cW3JsWR+vTuoKFzXHRxY5ziXDjhxbcmzJcOOc40xyvBdi+FZrHNc3x5aMUootIXbkeP3mOJf1ceNcXeEJkuMJkmNLhh05tuTYkuHGOcd7IY7rm+H65jiTHFvybNkZZ5JjS44t6zOXDweVZs1FzSnjY1n19J1ZeeiOZGB7ctqmpNFX92H1JOeS4UtqOc4kx5YMO3JsybElo3Xj3Gt4Z7wX4ri+GT4wxnEmObbk2LI+bpyrK1zUkHuuzwv+v9/K6fu2T/74q0mGT0ouvjLZeEmth9aLnEuGHTm25NiS4bOkOc4kx5aM1o01dcaZ5NiS4cY5x3shjuub4fqulw+Rqys8QQLuuT75/FvT19w0bxrZlnz+rZM/rzlxLhl25NiSY0uGHTm25NiS4V+8Oc4kx5YM1zfHmeTYkuErxuplcXWFJ8gOTYwnX7osScmPF5w6aX7pnZPfp1lzLhl25NiSY0uGHTm25NiSYUeOLTm2ZLhxznEmObZkuL7r5ca5usITZIcevjkZeSxJsq2syc3jG7OtrGn5hpKMbJ38Ps2a70fJcH1zbMmxJcOOHK85HOeS4UxynEmOLRlurHGcSY7XHYbru16+x7m6wotNh/ZMvj3L58bemHeN/WIm0kgjE7m8/9O5tP+mH/s+zY5zybAjx/dQ5NiS4frm2JJjS4YdObbk2JLhfRDHmeTYkuHGeb182Edd4SOLHVqxNtvKmsOb5kkykUbePfa2Zz/zfMXamg6wN3nhZtiRZ8vOOZcMO3L8IEaO95UM1zfHlhxbMuzIsSXHlgzvKevl3ae6woXdodM25cGhnzi8ad40nr48NLE2SZUMn5yctqme4+tRXrgZduTYkmNLhhuUHFtyXN8MO3JsybElw44cr98c55LR2tGWx55nAnWFJ8gONfpy+k//UhqZeNaX+zKe9Y0nJn9w8RVJo6+Gg+tdziXDl4JybMlxfTPsyLElx5YMO3JsybElw44cW3JsybBjvdw4V1f4KG3n1l1wSS5/dQ5vnvdlPB/qvybrVi1N3nxtsvGSmo+w93jBYdiRY0uOLRl25NiSY0uGHTk+8M2xJcP1zbElx5YMO9bLDwdVV7iwGZf+zz+T5z//23nku9/OBc+vsuGFvzX59iw+03zOSinOJcyOnXMmOT5gy3AmObbk2JJhR44tObZkeB/EcSY5tmTYsV5unKsrXNic45cvSdafnVUvfGGybl3dh7MgOJedcX1zbMmxJcOOHFtybMmwI8+WnXMuGXbk2JJjS4Yd67WgHo6squqhqqrKtH+uqPu4FiMXNseWjNYPrLVlZ3xJLcf1zbElw44cW3JsyfD6zXEmObZk2JFjS44tGXas10J8xvl7k/xJy4/31HUgi5kLm2NLhhvnHGeSY0uG65vjTHJsybElw44cH4TgOJcMO3JsybElw2tOvRbixvnuUsrjs/3mqqoGkwy2fGllkoyOjmZ0dJQ+tnml+efrxp9zbGwsyeSJcqF37Lbx8fEkkyfLhdKym7M3k+ZMNv+9efHR3LW27LWZrGP2jqY5hwtpfdehdT23zud8Mt9mbya9vL7nm/ly/e6V2Tua5l+8x8fHe/rPUbdjvb4XwuzNpLm+/btO57qxvhfy7M2k9c+6mP7c3dDJ9Xsxzt7RNO/RvX53ZjbX78U+e938c1etz9LqdVVVPZTJTfAlSR5N8ldJ/rCUcugov+b3krxv+tevu+66LFu2rDsHuggMDg5maGgohw4dyr59++o+nJ62YsWK9Pf3Z+/evYv2JEioqiqrVq1KkjzzzDM1H01vW7JkSZYtW+b6BixfvjwDAwOub8Bxxx2XxPXdqYGBgSxfvjyjo6PZu3dv3YfT05YtW5YlS5Zk3759OXRoxltRzUJzfe/atSsL6e8ux1pzfY+NjWXPHl+U24nm+t6/f38OHjxY9+H0tFWrVqWqqoyMjPjElg709/dnxYoVrm/A0NBQBgcHXd+A4eHhNBoN13eH+vr6snLlyoyPj2f37t11H868tG/fvrzlLW9JklWllBHy915oG+e/nuTbSZ5O8soklyf5u1LKLx7l1xzpGec/3LlzZ4aHh7t5uLUbHR3NDTfckIsuuigDAwPo771169Y8/PDDOfHEE3P22Wejv/dic8cdd2TPnj3ZsGFD1qxZU/fhILB3wUkAACAASURBVLo5ezM5dOhQbrnlliTJpk2bjsl/c6Hatm1bHnzwwRx//PF50YteVPfhzEkds3c0d999d3bt2pWzzz47J554Yt2H07PGxsbyzW9+M0nyqle9Ko3G/PsIl/k2ezPZvn17HnjggRx33HHZuHFj3YfT0+699948/fTTOfPMM7N27drajqNXZm8mpZR87WtfS5K88pWvTH//QnzB7LGxc+fO3H///RkeHs4555zT9f9er8/e0dx333158sknc/rpp2fdunV1H05P+9rXvpZSSs4///wMDg4+9y+YhYU8ezN56qmn8t3vfjcrVqzIS1/60roPp6d9//vfzxNPPJFTTz01p5xyypx+7WKcvaP5xje+kfHx8Zx77rkZGhqq+3B61q5du3L33XdnaGgo55577hG/Z7HP3sjISE444YSkCxvn8/7Oc6ZnhE9zQSnlllLKH7d87Y6qqp5O8tdVVV1WSnnySL+wlHIwyeGHEZvvGTQwMLBohq0bf9Zmx76+vkXTsVuaLfv7+xdcy2O5zpovuauqasF1PNaam5K9vL7n2zl+vh1PL1uyZMm8fv+/+f7/dV9f3+H/nc/H2Uvmy/V7vs/eTFqfoTYwMODGeQea1+9Go3FMZ6FXZ+9oFvL9+bHWfCLfkiVL8JYLcfZm0rx+H+v1vRAR63sxzd7RNNe3PTozl+v3Ym3dzT9zL9x5fizJXz7H9zw0w9e/PvW/ZyU54sa5usMPgeDYkmFHji05tmT44aAcZ5JjS4brm+NMcmzJcH1znEmOLTm2ZNixXvN+47yUsjPJzjZ/efM1DNugw9EsubA5foIyw5nk2JJjS4YdOV5zOM4lo/UZ57bsjDPJsSXDjXOOM8nxXojjXDLsWK95v3E+W1VVvTrJq5LcmGRXkguS/HGS60spj9R5bIuRC5tjS4YdObbk2JJhR44tObZkuLHGcSY5tmS4vjnOJMeWDNc3x5ms14LZOM/k+5Rfmsn3Qx9M8nCSP0ny4ToParFyYXNsyWh2nI8fGthrnEmOLRl25NiSY0uGf/HmeC/EcX0zXN8cZ5JjS0br+va60xlnsl4LZuO8lPLtTD7jXPOAC5tjS4YdObbk2JLhS2o5ziTHlgw7cmzJsSXDjXOO90Ic1zfD9c1xJuvlwz7qChc2x5YMO3JsybElw44cW3JsyfBZ0hxnkmNLhhtrHGeSY0uG65vjvVC9rK6u8GLD8STJcCY5tuTYkmFHjtccji0Zrm+OLTm2ZNiRY0uO12+GG+cc13e9PBOoK1zYHFsy7MixJceX1TKcSU7rX3LUGeeSYUeOLTm2ZNiRY0uOLRneU3KcyXq5ca6u8FFajidJhh05tuTYkmFHji05tmTYkWNLji0ZduTYkuOGL6N1Jp3Lzri+6+WuprrChc2xJcOOHFtybMmwI8eWHFsy7MixJceWDF95x3EmObZk2JFjy3q5ca6ucGFzbMmwI8eWHFsyfJUTx5Yc1zfDjhxbcmzJsCPH6zfHlgzXN8eW9fJMoK5wYTNKKbaE2JHjs4M4ziXDjhxbcmzJsCPH6zfHuWTYkWNLji0ZduTYsl5unKsrXNg8W3bGmeTYkmNLhh05tuTYkmFHni0754MQDNc3x/fl5jiXDDtyvObUy41zdYUnSUbrDZAtO+NMcmzJ8aWgDGeSY0uOLRl25NiSY0uG90EcW3Jc3ww7cmxZL8+q6goXNsONc46P0nJc3wzXN8eZ5NiSY0uG12+OLTmub4YdObbk2JLhNYfjTNbLjXN1hSdJhhtrHC82HFsyXN8cZ5JjS473QgxnkmNLji0ZduTYkmNLhh05tqyXG+fqChc2w401jjPJ8aWgDNc3x/XNsSXD9c2zY+dc3xzvhRjOJMeWHFsy7MixZb280qsrXNgM/+LNcSY5tmS4vjnOJMeWPFt2xpnk2JJjS4YdObbk2JJhR44t6+XGubrKhd0ZX+bN8WLDsSXDjXOOM8nxusNwfXOcSY7nSo4tGXbk2JLjdYfhTHJsWS83ztUVXmwYniA5tuTYktG6sabOOJMcWzKa90GJLTvlTHJsyfCBMY4zybElx5YMO3JsWS83ztUVLmyGHTm+FyXHuWS0drRlZ5xJji0ZrRtrXnc640xyvBdiuHHOcX1zbMmxJcOOHFvWy7smdYULm2FHji05tmTYkeOrnDjOJcNXlHCcSY4tGW6cc5xJjvdCDNc3x/XNsWW93DhXV7iwGXbk2JJjS4YdObbk2JLhX7w5Pkua4/pmuL45ziTHlgzXN8eZ5HgvVC+rqys8STI8QXKcSY4tGXbk2JJjS4bXb44zybElw401jjPJsSXDt1rjeC/EcX3XywlWV7iwGXbk2JJjS4YdObbk2JJhR44tObZkuHHOcSY5tmS4vjnOJMeW9XLjXF3hwmbYkWNLji0Zvhclx5nk2JJhR44tObZk2JFjS44tGW6cc5xJji3r5ca5usKX5TA8QXJsybElw44cW3JsybAjx5YcWzLsyPFJBBznkuGHe3OcSY4t6+WuprrChc2wI8eWHFsy7MixJccHvhnOJMeWHFsy7MixJceWjNaOtuyMM8mxZb38W5G6woXNsCPHlhyfHcRwJjm25NiSYUeOLTm2ZNiRY0uOLRl25NiSY8t6uXGurnBhM+zIsSXHlgw7cmzJsSXDjhxbcmzJ8AkEHGeSY0uGHTm25HjdqZcb58KVUjxJQuzIsSXHlgzfEoNjS47rm2FHji05tmTYkeP1m2NLhuubY0ueLevRX/cBaAEr42k88tVk/5PJirXJaZuSRl/dR9VTvNhwbMmxJcOOHFtybMmwI8eWHFsy7Mjxgxg5ziXDjhxbcmxZLzfOhSul5IQdN+fM7/1J+g8++aOfGD4pufjKZOMl9R1cj/EEyfHlTRznkuFfFjnOJMeWDK85HGeS41wynEmOLTm2ZNiR4zWHY8t6+Toe4co912fjXVdksHXTPElGtiWff2tyz/X1HFgP8sLNsSWjdbPXl4J2xpfUclzfHFsy7MixJceWDK/fHFtyXN8MO3JsybFlvbxCiTUxnsY/vitJ8uNLemrD7UvvTCbGj+VR9SxPkBxbMlo3zm3ZGWeSY0uOLRl25NiSY0uGHTm25NiSYUeOLTm2rJcb52I9fHOq3Y8dYdO8qSQjW5OHbz6GB9W7fEkOx4sNw41zjjPJsSXDD/fm2bFz3gtxXN8MO3JsybElw2sOx5nk2LJebpyLtWc7+32LnCdIji0ZbpxznEmOLXm27Ix/8ea4vjm2ZNiRY0uOLRl25NiSY8t6uXEu1oq17Pctcp4gOb6HIsONc47rm2NLhuub40xybMnxXojhTHJsybElw44cW3JsWS/vmsQ6bVMmVq7LY2VNbh7fmG1lzbRvqJLhk5PTNtVyeL3GEyTHlozWjTV1xpnk+OxeRrNjYstOub45tmT4wBjHmeTYkuO9EMOZ5NiSY8t69dd9AFpgGn25bv2H8t5vDWQijTQykcv7P51L+2/K4Y8LvfiKpNFX51H2DE+QHDd8Ga0z6Vx2xvXNsSXDjTWOM8nxWdIM1zfH9c2xJceWDDtybMnxXqheVhdq2679ee8tg5mYGq2JNPLusbdNPvN8+KTkzdcmGy+p+Sh7hydIji0Z3gBxbMmxJcONNY7XHI7rm+H65jiTHFsyXN8cZ5LjvRDHuayXzzgX6sGdezMx7Ym94+nLQ5s/k3Wvfr3PNJ8jT5AcWzLsyLElx5YM/+LNcSY5tmS4vjnOJMeWPFt2xpnk2JJjy3r50I9Qp5+wPI1pa7mvqrL+nFe5ad4GT5AcWzLsyPG9KDnOJcOOHFtybMlw45zjTHJsyfAzSjjOJMeWHFvWy41zodatGsp7/8XZhwerr6ryoZ89J+tWDdV6XL3K9+XmeLFh2JFjS44tGXbk2JJjS4b3lBxnkuOTCBg+MMZxfXNsyXB918+3ahHuf33Z2qzatzXPjA/k4tee76Z5B3xfMI4XboYdObbk2JLhNYfjTHJsyfDDvTnOJMeWjNaNNa/hnfFeiOP6ZrhxXj83zoUrpWTNUCOnLBt007xDXmw4tmT4zCCOM8mxJcOOHFtybMmwI8eWHFsyfEUJx5nk2JLhxnn9fBhNOE+QHFtybMmwI8eWHFsy7MixJceWDDtyfBIBx7lkuLHGcSY5tmS4vuvnxrlwniA5tuTYkmFHji05vqyW4UxybMmxJcOOHFtybMnwPojjTHJsyXDjvH6eWYXzBMmxJceWDDtybMmxJcOOHFtybMmwI8eWHFsy7MixJceWDDfO6+fGuXCeIDm25PiyWoYzybElx5YMO3K85nCcS4YzyXEmObZk2JFjS44tGV6/6+fGuXCeIDm25NiS4UtBObbkuL4ZduTZsnPOJcOOHFtyvBdiOJMcW3JsybBj/bxCCefC5tiSY0tG60vF1BlnkmNLhh05tuTYkmFHji05tmTYkWNLji0ZdqyfG+fCubA5viyH4fuCcVzfHFtybMnwmsNxJjnOJcOZ5NiSY0uGHTleczi2ZLi+6+fGuXCeIDmeJBlunHOcSY4tObZk2JHjvRDHuWTYkWNLji0ZduTYkmNLhh3r58a5cC5sji0ZrRvnvodiZ3wvSo7rm1FKsSXMjp1zJjm2ZHj95tiS4/pm2JFjS44tGXasn1d74VzYHFsyfMY5x5nk2JJny844kxxbcmzJsCPHlhxbMuzIs2XnnEuGHevnxrlwLmyOLRlunHOcSY4tGa5vjm8vwnF9c2zJ8MO9Oc4kx5YMr98cW3Jc3ww71s+Nc+Fc2BxfCsrwL4sc1zfHlgw3zjnOJMfrN8O3WuM4kxzPlRxbMuzIsSXH6w7DjvWzvHBebDhu+DJaZ9K57Izrm2NLhhvnHGeSY0uG65vjTHJsybElw44cW3JsybBj/dw4F86FzbElw44cW3J8KSij2TGxZadc3xxbMtw45ziTHFsy/HBvjh05tuTYkmHH+rlxLpwvJeF4kmTYkWNLji0ZbqxxnEmOLRmub44zybElz5adcSY5tuTYkmHH+rmzKZwLm+ODEAxnkmNLni0740xyvOZwnEuGG+ccZ5JjS4brm+NMcrwX4jiXDDvWr2fOBlVVvaeqqpurqtpXVdUzM3zPqVVV/X1VVXurqtpZVdV/qKpqybE+1sXO9+XmeJJk2JHj24twbMlwfXNsybElw3tKjjPJsSXDjXOOM8mxJcP1zXEm69df9wHMwZIkf5Xka0neNv0nq6rqS/LfkuxI8tokxyf5syRVkv/72B2mfJSW40mSYUeOLTm2ZNiRY0uOLRl+uDfHmeT4wDfDzyjhuL45tmS4cc5xJuvXMxvnpZT3JUlVVT8/w7dsTrIxyQtKKY9Nfe9vJvnPVVW9p5QyckwOVC5skC0ZduTYkmNLhg/WcpxJji0ZduTYkmNLhhtrHO+FOK5vhuub40zWr2c2zmfh1Unuam6aT/nHJINJzk9y45F+UVVVg1Pf07QySUZHRzM6OtqlQ50fmn8++s85Pj6eZPJZBAu9Ybc1n4kxPj6+oFp2a/ae6793LP+bC1VzfZdSerLlsZ69o2neBHmu7EyvrO/5NHszGRsbS9K763s+mU/X716YvZk0j7mqqp48/vmkjvXdy7N3NM317fW7M63tmvNJ/96L5f8fr9+cTtf3Ypu9mbSu6bGxsWe9wkRz05yl51rfi332uvnnrnrtvQOnnnF+VSnluGlf/1SS9aWUzdO+fjDJz5dS/mKG3+/3krxv+tevu+66LFu2jDrsRWVoaCiDg4PZv39/Dh48WPfh9LTh4eE0Go2MjIx4selAX19fVq5cmfHx8ezevbvuw+lpS5cuzdKlS3PgwIEcOHCg7sPpac31vXv37sMPSGjumut7YmIiIyO+uKwTzfV98ODB7N+/v+7D6WkrV65MX1+f67tDjUYjw8PDrm/A4OBghoaGXN+AFStWpL+/P3v27ME3fBeTqqqyatWqlFKya9euug+npzXX96FDh7Jv3766D6enNdf33r17F+0GJKG5vpPkmWeO+BGFmqUlS5Zk2bJlGR0dzd69e+s+nHlr3759ectb3pIkq+h3HKl143ymTetpLiil3NLya34+M2+cn1ZK+efTvn4oyVtLKX85wzEc6RnnP9y5c2eGh4dn+0fpSaOjo7nhhhty0UUXZWBgAPt9v//97+eJJ57IqaeemlNOOQX7fRejb3zjGxkfH8+5556boaGhug8H063Zm8muXbty9913Z2hoKOeee27X/3sL2Q9+8IM8/vjjOeWUU3LqqafWfThzdqxn72huueWWHDp0KC972cuyfPnyWo+ll+3evTt33nlnBgcHc/7559d9ODOaT7M3k4ceeiiPPfZYTjrppKxfv77uw+lp3/72t3PgwIGcc845td9P9sLszWTv3r25/fbbMzAwkAsuuKDuw+lpjz76aB599NGsXbs2Z5555jH5b/by7B3Nbbfdln379mXjxo057rjjnvsX6IgOHDiQb3/722k0GnnVq16F/t4LdfZmsnXr1jz88MM58cQTc/bZZ9d9OD3tzjvvzO7du7Nhw4asWbNmzr9+sc3eTA4dOpRbbpncxtu0aVPNR9Pbtm3blgcffDBr1qzJhg0bZvy+xT57IyMjOeGEE5IubJzX/VYtH0tyxA3tFg/N8vd6PMmFrV+oqmp1koEk22f6RaWUg0kOtvyaJMnAwMCiGTb6z9ps2N/fv2gadttCncdj9edqvt9fo9FYkB2Ppeb67uvr6+mW82FNNR+4ng/H0sv6+vqS9M76ns//fzfPlb2+vueT+fT/93w6ltnq75/8q0pVVT137PNNndfvXpy92fDvOp1pPpu3m9fvhTp703n95nW6vhfL7M2k9UOUF3MHwlzX92KdvW7+mWvdOC+l7EyyE/rtvpbkPVVVrSulbJv62uZMborfCv03NAt+eAGn9YKj9jmTHFtybMmwI8eWHFsyvA/iOJMcWzLsyLElx5YMr98cZ7J+dT/jfNaqqjo1yZokpybpq6rq5VM/9f1Syp4kW5Lck+SzVVX99tT3fiTJn9BP09fReZLkeJJk2JFjS44tGXbk2JLjvRDDmeTYkmNLhh05tuTYkmFHji3r1zMb50k+kOTnWn78nan//ckkN5VSxquq+pdJPpHkq0n2J7kuyW8d06OUCxvS+vkDtuyMM8lptmy+ZEztcy4ZduTYkmNLhh05tuR4L8RwJjm25NiSYUeOLevXMxvnpZSfT/Lzz/E9jyT5n47F8WhmLmyeLTvjTHJsybElw44cW3JsybAjx5YcWzLsyLElx5YMO3JsWT8fJhfOhc1ovsw7sWWnnEmOLRmlFFtC7Mjx7UU4ziXDjhxbcmzJsCPH6zfHlgzXN8eW9XPjXDgXNqP1rVp8KWhnfEktx/XNs2VnnEmOLTledxh25NiS47mSYUeeLTvnXDK85nCcyfo5xcK5sBm+xznHmeTYkuH65jiTHFtybMloPVeqM84kx5YMO3JsybElw44cW9bPjXPhXNgM/7LIcSY5tmS4cc7xJbUc1zfD9c1xJjm25NiSYUeO90Ic55JhR44t6+fGuXAubIZ/8eY4kxxbMlzfHGeSY0uG65vjS705rm+OLRlu9nKcSY4tGXbkeC9Uv/66D0ALjydJhidIjjPJsSXDjTWOM8nxusNwfXNc3xxbMvxwb54dO+dMcrwXYpRS8tT+iTy490BOvvN/ZF12JCvWJqdtShp9dR9eT3F918+Nc+Fc2Aw7cmzJsSXDjTWOM8mxJcP1zXEmObbk2bIzziTHlhxbMv729u35g5v2pqTKBzKRy/s/m0v7b0qGT0ouvjLZeEndh9gznMn6+TCacC5shh05tuTYkuHLkznOJMeWDDfOOc4kx5YM1zfHeyGO65tjy85t27U/H/zHB1Iy2XAijbx77G3ZVtYkI9uSz781uef6mo+ydziT9XPjXDhf3sTwBMmxJceWDDtyvOZwnEuGG2scZ5JjS4brm+NMcrwXYri+GQ8+sTsTeXa/8fTloYm1SaYaf+mdycT4sT+4HuS5sn6eWYVzYTPsyLElx5YMO3JsybElw44cW3JsyXBjjeNMcmzJcH0zTj9wbxqZeNbX+jKe9Y3tUz8qycjW5OGbj/3B9SDXd/3cOBfOhc2wI8eXgnJsyXB9c2zJsSXDjhxbcrx+M5odE1t2yvXNsSXDjXPGuuzI5f2fTl8mn1Hel/F8qP+arKueevY37tl+hF+t6bx+188PBxXOCzfDjhxbcmzJ8CW1HGeSY0uGHTm25NiS4cYax3shjuub4fqGrFibS/tvyuv77shDE2uzvrH9xzfNp75Pz831XT83zoVzYTPsyLElx5YMO3JsybElw44cW/Js2RlnkmNLji0ZbpxDTtuU8eXPz/P3Pp51fUfYME+VDJ+UnLbpmB9aL3J918+Hd4VzYTN8SQ7HmeTYkmFHji05tmTYkeO9EMeWDNc3x5YcWzLcOIc0+vLMq9+V5PBHgbaY6nrxFUmj71geVc9yfdfPjXPhvDFneILk2JJjS4YdObbk2JLhfRDHmeTYkmFHji05tmTYkbN//T/LPee8M2NDz3v2TwyflLz52mTjJfUcWA9yLuvnW7UI58Jm2JFjS47vR8lwJjm25NiSYUeOLTm2ZHgfxHEmObZk2JFTSsnOEzel8eKfyYuXPT35QaAr1k6+PYvPNJ8T57J+bpwL58Jm2JFjS44tGXbk2JJjS4YdObbk2JJhR44tObZk2JFzuGVff3L662o+mt7mXNbPh8qF8n3BOJ4gObbk2JJhR44tOb7FCMOZ5NiSY0uGHTm25NiS4X0Qx5nk2LJ+bpwL5cY5xxMkx5fVcpxLhh05tuTYkuE1h+NMcpxLhjPJsSXHlgw7crzmcJzL+jnFQrlxzvEEybElx5YMO3JsybElw44cW3JsybAjx5YcWzLsyLElx5b1c+NcKDfOOZ4gObZkuL45ziTHl9VynEuGHTm25NiSYUeOLTneCzGcSU7r3xvVGeeyfm6cC9V6gvRlOZ3xBMmxJcONc44zybElx5YM/7LI8aXeHNc3w44cW3JsybAjx5Yc74XqZ3mh/MsixxMkxws3w41zjjPJsSXDB745Xr85rm+OLRl25NiSY0uG12+OLTmu7/o5xUK5scbxBMmxJcP1zXEmObZkuL45ziTHlhxbMuzIsSXHlgw7cmzJsWX93DgXykXNsSXHlgw31ji+FyXH9c1wfXOcSY4tGaUUW0LsyPFeiONcMuzIsSXHlvVz41woX5LD8QTJsSXDjTWOM8nxusNwfXNc3xxb8mzZGWeSY0uO90IMZ5JjS44t6+eZVSgXNceWHFsy7MixJceWDDfOOc4kx5YM1zfHmeTYkmNLhh05tuTYsn5unAvloubYkmNLhi+p5TiTHFsy/HBvjjPJsSXDjXOO90Ic1zfD9c1xJjm25HjdqZ8b50J5guTYkmNLhh05vqSW41wyWjvasjPOJMeWDDfWOM4kx3shhuub4/rm2JJjy/p5lRLKRc2xJceWDDtybMmxJcOOHFtybMlwY43jTHJsyXB9c5xJji0Zru/5wY1zoTxBcmzJsSXDjv8/e3ceH1V1/3/8fZJgICQBSYQEDQaBoAEUBMTiBq1AxB0rKCKCVuMPlWJVEBWMoIioiNtXXBBoEQW0tpRaBBeoClLFjSrubErCHgKEQEjO74+ZTGeyEeBMZjK8no/HPMKce+aekw+fOzP5zL1n3CGW7hBLN4ijO8TSHWLpBn94u0NOukMs3eD4doecdIdYukcsQ4fCOZxi/SV3iKU7xNIN3gC5QyzdIZZuEEd3eM1xh7x0g5x0h5x0h1i6QeHcHXLSHV533CiLo0QsQ4nCOZzixcY9YnnkyEs3WIvSHXLSHWLpBnF0h1i6QyzdII7u8F7IHfLSDQrn7pCT7hBLNzi+wwOv+HCKJ0h3iKU7xNIN4ugOsXSHWLpBHN0hlu4QSzeIozvE0h1i6QZxdIdYukMs3aBwHh4onMMpniDd4fImd8hLN4ijO8TSHWLpBq857pCT7pCXbpCT7hBLd4ilG8TRHV5z3CEv3aBwHh4onMMpniDdIZbucFmtG+SkO8TSHWLpBnF0h1i6Qyzd4H2QO+SkO8TSDeLoDrF0h1i6QeE8PPDuCU7xBOkOsXSHWLpBHN0hlu4QSzeIozvE0h1i6QZxdIdYukMs3SCO7hBLd4ilG8QxPFA4h1Mc2O4QS3eIpRvE0R1i6Q6X1bpBTrpDLN0hlm4QR3eIpTvE0g3eB7lDTrpDLN0gjuGBwjmc4sB2h1i6QyzdII7uEEt3iKUbxNEdYukOS4y4QU66QyzdIZZuEEd3iKU7xNIN3geFB6IPp3iCdIcnSTdYF8wdjm93iKU7xNINXnPcIZbucHy7QRzdIZbuEEs3iKM7xNId3gu5QU6GB7IYTnFgu0Ms3aBw7g456Q6xdIdYuuH/XIkjQ066QyzdII7uEEt3iKUbxNEdYukOsXSDOIYHCudwigPbHWLpBoVzd8hJd1iP0g2Ob3c4vt0hlu4QSzeIozvE0h3eC7lBTrpDLN0hlm4Qx/BA4RxOcUmOOzxJukFhzR1y0h1i6Yb/8c3rzpHh9dsdjm93iKUbxNEdYukOsXSD1293iKU7HN9uEMfwwDMCnOLAdodYukHh3B1y0h1i6QbHtzvkpDvE0h1i6QZxdIdYukMs3SCO7hBLd4ilG8QxPFA4h1Mc2O4QSzcorLnDJbXucHy7wfHtDjnpDrF0g+PbHXLSHd4LuUNeukEc3SGW7hBLN3jNCQ8UzuEUT5DuEEs3iKM7xNIdLgV1g8KaOxzf7hBLNzi+3SEn3SGW7vBeyA1y0h1i6Q6xdIM4hgdepeAUB7Y7xNIN4ugOsXSHWLrhX1jDkSEn3SGWblA4d4ecdIdYusHx7Q456Q6xdIdYukEcwwOFczjFge0OsXSDOLpDLN2h4OuGf06Sl0eG49sdYukGhTV3yEl3iKUbxpFSFQAAIABJREFUHN/ukJPuEEt3iKUbxDE8UDiHU6zB5A5Pkm6Qk+6Qk+4QSzeIozvE0h1ed9ygsOYOOekOz5VucHy7Q066QyzdsNYSS0eIY3igcA6nOLDdIZZuEEd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2io2NVXp6uh5//PFqYz158mR16NBBDRs2VFpamoYNG6bdu3cf9P9h//79GjlypI4//ng1bNhQ3bp1q3Am+IwZM9SiRQvFxcXp8ssv17Zt26qdS5nrrrtOr732mvbu/d8Xwb/88su67rrrKu0/b948ZWZmavTo0froo4+0du3agO1ly9qtWLFCQ4cO1amnnqqTTz5ZF110kWbPnq1hw4bVaF410bhxY6WkpKhVq1a655571KRJEy0K4pUnh4vCOQAAAMLG/PnzdeONN+pPf/qT1q1b52uPieFCSbhjjNF7772niRMn6vLLL/e1z507V+np6XriiSdCODsAiDyFn65U8a+/Kjn7JpmowFKUiYpS0k03qviXX1T46coQzdCtNWvWKC8vL+CKptjYWJ133nlatmxZlY/buXOnEhMTa/y+p3v37poyZYoSExOVm5ur3Nxc3XnnnVX2Hz9+vAYPHqwvvvhCJ598sgYOHKjs7GyNHj1a//nPfyRJt912m6//22+/rUGDBmn48OH65ptv9Pzzz2vGjBl66KGHajS/MjNnzlTDhg21YsUKTZo0SePGjdPixYsleZaUkTxnIOfm5vru13Ts+++/X5deeqlWrVql66+/3td+11136bHHHtMnn3yipk2b6pJLLlFxcbEkaeXKlerfv7+uuuoqrVq1Sjk5ORozZky1y4VERUXpqaee0n//+1/NnDlT7733nkaOHCmp+v+HoUOH6qOPPtJrr72mr776SldeeaWysrL0ww8/SJJWrFih66+/XsOGDdMXX3yhnj176sEHH6xRXDt37qyWLVvqjTfekCRt2LBB//73v3XttddW2n/atGkaNGiQGjVqpL59+wZchVFaWqo5c+Zo0KBBOv744yt9fDBOYCkpKdHcuXO1ffv2sLxagMI5AAAAwsbFF1+svn37aty4cVW+aQdcOOGEEzRq1CjFxf3vy1Nff/11/fLLL8rPzw/oW/aHNgDg8BzwXt0T26ZNpdtj22QE9HNtwYIFio+PD7iNHz8+oM+oUaMq9Cl/ZnD37t0Dtn/++eeVjpeXlydJatasWUB7s2bNfNvK27Ztm8aPH6/s7Owa/17HHHOMGjVqJGOM7yz4+Pj4KvsPHTpU/fv3V0ZGhkaNGqW1a9fqmmuuUZ8+fXTKKacoOztbS5cu9fV/6KGHdPfdd+u6667TSSedpF69emn8+PEBVwbWxKmnnqr7779fbdq00eDBg9WlSxe9++67kv63pEzZGchl92s69sCBA3X99dfrpJNO0oknnuhrv//++9WrVy916NBBM2fO1KZNm/Tmm29K8pw9/rvf/U5jxoxRRkaGhgwZoltvvVWPPvpolb/DiBEj1LNnT7Vs2VK//e1vNX78eM2dO1dS1f8PP/30k1599VXNmzdP55xzjlq1aqU777xTZ599tq9o/eSTT6pPnz66++67lZGRoeHDhx/SciVDhw7Vyy+/LMnz4UPfvn0rXabnhx9+0Mcff6wBAwZIkgYNGqTp06ertLRUkrRlyxbl5+erbdu2AY/r3LmzL9+vvvrqGs/rYK6++mrFx8f7rgxs0qSJ/vCHPzjbvyucugMAAICQ2bZtm5566imNHTtW0dHRioqK0oIFC1iSBSExe/ZsLViwIGCt0JUrV+qCCy5QdnZ2hSKLSkukdcuk3Zuk+GbSid2lqOhanjUAhL8YbyFv3w8/qEHHjhW27/vh+4B+rvXs2VPPPfdcQFuTJk0C7t91110aMmRIQFv5D/HnzJmjU045xXc/LS2t2nHLv5+p6rtaCgoKdOGFFyozM1P3339/tfs8Eqeeeqrv32VF/Q4dOvjamjZtqqKiIhUUFCgxMVErV67UJ598EnCWd0lJiYqKilRYWBjw4XNNx5Wk1NRUbd68udrH1HTsLl26VPr43/zmN75/N2nSRG3bttXq1aslSatXr9all14a0P+ss87SlClTVFJSoujoiq/l77//viZMmKBvvvlGBQUFOnDggIqKirRnz54KS/qU+eyzz2StVUZGRkB72Rd4ls3F/+q3srkvXLiw0n2WN2jQIN199936+eefNWPGDD311FOV9ps2bZr69Omj5ORkSVLfvn11ww036J133gm4MqJ8fr755pvav3+/Ro0aFbAkzJF64okndP7552vDhg3605/+pNtvv12tW7d2tn9XKJwDAAAgJEpKSnTWWWfpu+++U2xsrO655x5JwbkMFKiJ+vXr6/e//31A26uvvqotW7boxx9/DGgv/frvinr7bqlg4/8aE5tLWY9ImZfUxnQBoM6I69JZ9Y4/Xluff0EnPPtMwHIttrRU2154UfVOOEFxXToHZfyGDRsetCiXnJx80D5paWk1Ku6lpKRI8px5npqa6mvfvHlzhbPQd+3apaysLMXHx+vNN98M6nIV/vsue79VWVvZWcilpaV64IEH1K9fvwr7ql+//mGNWzZO2RhVqenYVRWtK+P/XSeVfahRlXXr1qlv3766+eabNX78eDVp0kQffvihbrjhhmqvSistLVV0dLRWrlxZoRhfdmVAdePWRFJSki666CLdcMMNKioq0gUXXKBdu3YF9CkpKdGf//xn5eXlBSwDVFJSomnTpql379467rjj1LhxY3377bcBj23RooUkz3cAlL8i70ikpKSodevWat26tebNm6dOnTqpS5cuyszMdDaGCxTOAQAAEHyVnJkbHR2t0aNHa+LEicrKygr1DIFKTZw4Ueeee27AWYW7Vryihm8Nk5UU8Hd3Qa40d7DU/88UzwHAj4mOVtNRI/XrH0fol1tuVdJNNyq2TYb2/fC9tr3wonYvWaLjn5wiU8mZvnVRy5YtlZKSosWLF6tTp06SPF8SuXTpUj3yyCO+fgUFBerTp49iY2M1f/78QypGlznmmGOC9sXWp59+ur777rugnwlcr169Cr/DkY798ccf+4q+O3bs0Pfff6+TTz5ZkpSZmakPP/wwoP+yZcuUkZFR6dnmn376qQ4cOKDHH39cUd4PfcqWaSlT2f9Dp06dVFJSos2bN+ucc86pdJ6ZmZn6+OOPK8z9UFx//fXq27evRo0aVen833rrLe3atUuff/55wPZvv/1W11xzjbZt26akpCT1799fs2bN0pgxY2p1ycTWrVvriiuu0OjRo/X3v/+91satCQrnAAAACK5v5ksLR1V6Zu7gwYN11VVXKTY2NnTzA6oRExOjSy7xK4KXlkgL75ZU2eX2VpLxbD/5QpZtAQA/ib17S09O0eZHJmnd1QN97fVOOEHHPznFsz1I9u3bV2Ft8ZiYGN+yFZLnzO/yfeLi4pSYmHjI4xljNGLECE2YMEFt2rRRmzZtNGHCBMXFxWngwIG+8Xr37q3CwkLNmjVLBQUFKigokORZ97uyAmhl0tPTtXv3br377rs67bTTFBcXV+MlVA5m7Nixuuiii5SWlqYrr7xSUVFR+uqrr7Rq1aoaf4FlTaSnp+vdd9/VWWedpdjYWB177LFHPPa4ceOUlJSkZs2a6d5771VycrIuu+wySdIdd9yhrl27avz48RowYICWL1+uZ555Rv/3f/9X6b5atWqlAwcO6Omnn9bFF1+sjz76SFOnTq3wO5T/f8jIyNA111yjwYMH6/HHH1enTp20detWvffee+rQoYP69u2r4cOHq3v37po0aZIuu+wyLVq0qMbLtJTJysrSli1bqszVadOm6cILL9Rpp50W0N6uXTuNGDFCs2bN0h//+EdNmDBBS5YsUbdu3TRu3Dh16dJFDRs21FdffaXly5erffv2NZ7Tli1b9MUXXwS0la3/Xpk77rhDp512mj799NMql98JhTr15aDGmHONMf8wxmw0xlhjzGXlthtjTI53+15jzBJjTLtQzRcAAOCo9818zxm4/kVzSdZ7Zq5Z/Q+K5qhb1i1Tgi1QVJVLClmp4FfPFRYAgACJvXur1aK31WLmTDV/7DG1mDlTrd5eGNSiuSQtXLhQqampAbezzz47oM/YsWMr9Bk5cuRhjzly5EiNGDFCw4YNU5cuXfTrr79q0aJFSkhIkORZw3vFihVatWqVWrduHTDuhg0bfPvp0aNHhbXX/XXv3l0333yzBgwYoOOOO06TJk067DmX16dPHy1YsECLFy9W165ddeaZZ2ry5MkBX8LpwuOPP67FixcrLS3Nd4b+kY49ceJE/fGPf1Tnzp2Vm5ur+fPn65hjjpHkOZt97ty5eu2119S+fXuNHTtW48aNqzLOHTt21OTJk/XII4+offv2euWVV/Twww8H9Knq/2H69OkaPHiw7rjjDrVt21aXXHKJVqxY4buS7cwzz9RLL72kp59+Wh07dtSiRYt03333HVL8jDFKTk72/X7+Nm3apH/+85+64oorKn1cv379NG3aNEmeZV/+85//aPDgwXr00Ud1xhlnqEOHDsrJydGAAQP04osv1nhOs2fPVqdOnQJu5T9s8NehQwedf/75Gjt2bI3HqA3mSNfSqU3GmAsknSXpM0lvSLrcWvs3v+2jJN0raYik7yXdJ+lcSW2ttbsq7LDyMRIl7dy6datvoX4g3BUXF+utt95S3759g7oeGuASeYu6itw9BKUl0pT2FYrm/2M8Z56PWMWZuUFG3jq06nXpjRsO3u+KaVKH3x+8H6pF7qIuisS8LSoq0po1a9SyZcvDWk4Ehy89PV05OTnVFs9dKC0t9X0paFRUnTrPNsCSJUvUs2dP7dixQ40bNw71dOBIdc9B27ZtK7t6pJG1tsDluHXqSLDW/stae5+19q/ltxnPdZIjJD1krf2rtfa/kq6TFCdpYPn+AAAACLJ1y6opmkucmYs6Kb7Zwfv49Xv44Yf1ySefBHFCAIBI9e233yohIUGDBw8O9VSAo1IkrXHeUlKKpEVlDdbafcaYpZK6S3q+sgcZY2Il+V8fnCB5PiGu7ptxgXBSlqvkLOoS8hZ1Fblbc/s2/aT4GvQ7sPNXWeIZVOStQ827KiahubQrV0ZWubaJ1pSmqGVUnlLNdlnvlRQHmnfVqs8+0z333KP77rtPP//8s5o3bx7q2dc55C7qokjM2+LiYllrVVpaqtLS0lBP56iRkZGhL7/8UpKCHveyFSnK/p/rqrK5k6vB8cEHH+jCCy+scnvZOv2ulZaWylqr4uLiCuv/B/O5tk4t1eLPGGPlt1SLMaa7pI8kHW+t3ejX7wVJJ1pr+1SxnxxJ95dvnz17trMvUwAAADgarZjzuCZkfHnQfh+2Hq1tCafUwowAN1LzP1HXNU9rzoEeuufAH1SqKEWpVBNiXtKAmCX6pOVtym3cVbm5uZo7d65KS0t1++23+x7/9ddfq1WrVix3AKDOiImJUUpKitLS0ipdRxnA0WHv3r3Kzc2tcvtJJ50UlHH379+vDRs2KC8vTwcOHAjYVlhYWPalu86XaonEwnlza22uX78XJaVZa7Oq2E9lZ5z/kpubyxrnqDOKi4u1ePFi9erVK2LW0EPkI29RV5G7NVeQv0Olk9spOXa/KvsaRd+Zubd8xhrnQUbeupf32QKd92aMSv1Wv4xWqZZcfkApp18U0NdaK+P9MtEdO3aoZcuWio2N1fLly4P2B2akIHdRF0Vi3hYVFWnDhg1KT0/nQ78IZa3Vrl27lJCQ4HvNAsJFUVGR1q5dq7S0tErXOE9NTZWCUDiPpKVa8rw/UyT5f/TRVNKmqh5krd0naV/Z/bInh3r16kXMCxyOHuQt6iLyFnUVuVu5zZs3/3/27j6+5vr/4/jjc86uzSbXc7m5GpskLFfRt6KUUihS+XYhEgmpRCV+EkrXF19yESKhJEpD9U1FuZZlovqakYlhM2aznfP5/TE+OTZitvPZxfN+u+1Wn9d5n895nfc+O7bXeZ/Xm8qVKwNQoVJl6D0dFpzuy3nmgg0jp5jeaQK+/voD3Ft03RacPRXb4WatR8yFg70V21PzPHO8d+9eqlWrRlBQEA0aNLD+/jh27BjBwRfS3Kh00rUrxVFJum5dLheGYeBwOIr1xpFybqfbmpz+PosUJQ6HA8Mw8nxdLczX2ZL0k7CLnOJ5x9MBwzD8gGsA7TglIiIiUshiY2OpU6cOH3/88d/BqC7QYzaEhHkODqmWE4/q4t0kRQpIRMUyOM5akOc0DMIrnr/dY7Nmzfj111/54osvrKK5y+WiefPmdO7cmcTExMJKWUREREQuQrFacW4YRjBQ74xQhGEYTYHDpmkmGobxOjDSMIzfgN+AkUA68KH3sxUREREpXZYuXcrx48eZN28ed9xxx983RHWBhp1h9xo49hcEV4HabdSeRYq1sNBAxne7nJGLfsFlmjgNgxe7NSYsNPAf7+t0OqlRo4Z1vG7dOn7//XcOHjxI+fLlCzNtEREREblAxapwDrQA/nvG8aun/jsLuB94CQgE3gUuA9YCN5immebFHEVERERKpTfffJOoqCj69u2b+0aHEyLaeT8pkULUM6YW7RtUIiE5nfCKQRdUNM9L69at2bFjB9u3b/do1zJ06FCaNWvGXXfdVWLaPYiIiIgUF8WqcG6a5reQ595Sp283gdGnvkRERESkkK1Zs4bWrVtjGAZOp5OBAwfanZKIV4WFBua7YH6mevXqUa/e3x+ujYuL4/XXX8cwDFq1akX9+vUv+TFERERE5MKVpB7nIiIiIuJFU6ZMoW3btowePdruVERKnFq1ajF+/HgGDBjgUTT/6quvOHz4sI2ZiYiInUaPHk3Tpk3tTkOkVFDhXERERETy5cSJEwAcO3aMnA/+iUhBCc10Ei4AACAASURBVA0N5emnn+btt9+2YkeOHKFr167UqlWL7du325idiEjxcf/992MYBv37989124ABAzAMg/vvv9/7iV0AwzBYvHixR+yJJ57g66+/zvc5R48ejWEYub6ioqIuNd2Ldv/993P77bd7/XFFLlSxatUiIiIiIkXHkCFDaNasGe3atcMwztlNT0QKyL59+6hbty4ul4vIyEgrnpGRQUBAgI2ZiYgUbTVr1uSjjz7itddeIzAwp71WRkYG8+bNo1atWjZnd3GCg4M99sPIj+joaL766iuPmMNRfNfWnjx5Ej8/P7vTkBKo+P5UiIiIiIjX/fDDD2RlZVnH7du3v+CieVLqCdb8kUxS6onCSk+kRIuOjmbz5s189dVXVoHD5XLRvHlzevbsyb59+2zOUESkaGrWrBm1atVi0aJFVmzRokXUrFmTK6+80mNsbGwsV199NeXKlaNChQrccsst/PHHHx5j1qxZQ9OmTQkICKBFixYsXrwYwzDYsmULAN9++y2GYfD111/TokULgoKCaNOmDTt27PA4z9KlS2nevDkBAQHUqVOHMWPGkJ2dDUB4eDgAXbt2xTAM6zivVi0zZswgOjoaf39/wsLCePTRR887Hz4+PlStWtXjq2LFitbtBw4c4NZbbyUwMJCIiAjmzp1LeHg4r7/+OgAJCQkezxcgJSUFwzD49ttvgZx/n/r06UNERASBgYFERkbyxhtvWONHjx7NrFmz+Oyzz6xV76fvGxcXx3XXXUdgYCAVKlSgX79+HDt2zLrv6ZXq48ePp1q1ajRo0OC8z1ckv1Q4FxEREZEL8sUXX/Cvf/2Lbt26kZGRcVH3nb8+kbYTvuHuqWtpO+Eb5q9PLKQsRUo2wzCoUqWKdfzjjz8SHx/PihUrKFu2rI2ZiUhpdfz4cY4fP+7Rtu3kyZMcP36czMzMPMe63W4rlpWVxfHjx3P9bnGusfn1wAMP8P7771vHM2bM4MEHH8zz+Tz++OOsX7+er7/+GofDQdeuXa080tLSuPXWW7n88svZtGkTY8eOZfjw4Xk+5jPPPMMrr7zChg0b8PHx8Xi85cuXc++99/LYY48RHx/PlClTmDlzJuPGjQNg/fr1ALz//vskJSVZx2f7z3/+w8CBA+nXrx9xcXEsWbLEY7Pp/Lj//vtJSEjgm2++4eOPP+bdd9/lwIEDF3UOt9tNjRo1WLBgAfHx8YwaNYqRI0eyYMECIKflTI8ePejUqRNJSUkkJSXRpk0b0tPT6dSpE5dddhnr169n4cKFfPXVV7neDPj666/Zvn07K1eu5PPPP7+k5ytyLiqci4iIiMgF8/X1pVy5chf1cdik1BOMWBSH+9Tf024TRi76RSvPRQrA1Vdfzc8//8zUqVM9CufPPfccn3/+ufYfEJFCd7p1SHJyshV7+eWXCQ4OzlXsrFy5MsHBwSQm/v0G+jvvvENwcDB9+vTxGBseHk5wcLDHng4zZ87Md569e/fmhx9+ICEhgd27d7N69WruvffeXOO6d+9Ot27dqF+/Pk2bNmX69OnExcURHx8PwNy5czEMg6lTpxIVFcVNN93Ek08+medjjhs3jmuuuYaoqCiefvpp1qxZY71BMG7cOJ5++mnuu+8+6tSpQ8eOHRk7dixTpkwBoFKlSgCUK1eOqlWrWsdne+GFFxg2bBiDBw+mQYMGxMTEMGTIkPPORVxcnPV9O/3Vt29fAHbu3MmXX37JtGnTaN26Nc2bN2f69OnW3jYXytfXlzFjxhATE0NERAT33HMP999/v1U4Dw4OJjAwEH9/f2vVu5+fH3PnzuXEiRPMnj2bxo0bc9111/H222/zwQcf8Ndff1nnL1OmDNOmTSM6OprGjRtfVG4iF0o9zkVERETkgnTu3JmffvqJqKioi+qDuSv5uFU0P81lmiQkpxMWGljAWYqUPk2aNKFJkybW8bZt23jhhRcwDIMdO3ZQv359G7MTESkaKlasSOfOnZk1axamadK5c2eP9iSn/fHHHzz33HP89NNPJCcnWyvNExMTady4MTt27KBJkyYee0tcddVVeT7mma/NYWFhQE4blFq1arFx40bWr19vrTCHnPYmGRkZpKenExQU9I/P6cCBA+zbt4/rr7/+wibhlMjISJYsWeIRK1OmDADbt2/Hx8eHFi1aWLc1bNiQcuXKXdRjAEyePJlp06axe/duTpw4wcmTJ3O1mTnb9u3bueKKK6x8ANq2bYvb7WbHjh3Wp64uv/xy9TWXQqfCuYiIiIic0+7duwkNDbX+WLriiisu+hwRFcvgMPAonjsNg/CK//wHoYhcvEqVKvHUU09x4MABj6L5unXrchV7REQu1ene02cWep988kmGDBmCj49n2el0u4/TG3QCDBw4kL59++J0Oj3GJiQk5Bp7//33X1KuDz74oLUK/p133slzzK233krNmjWZOnUq1apVw+1207hxY06ePAmAaZq59nc516d7fH19rf8/fZ/ThXi3282YMWPo1q1brvtd6Ov0mXNzMfz8/HK1c3G73Rw9etR6Lufbw+b0Aoozn/fZbXQWLFjA0KFDeeWVV2jdujVly5bl5ZdfZu3atefNLa/5Pe3M+JmFdZHCosK5iIiIiOTp0KFDdOzYET8/P7788ktq1qyZr/OEhQYyvtvljFz0Cy7TxGkYvNitsVabixSSypUrM3HiRI9YamoqHTt2pEyZMvzwww/UqVPHpuxEpKTJq4Dp5+eX52rgvMb6+vp6FJj/aeyl6NSpk1UAv/HGG3PdfujQIbZv386UKVNo164dkLMx+pkaNmzI3LlzyczMxN/fH4ANGzZcdC7NmjVjx44d5+1H7uvri8vlOuftZcuWJTw8nK+//pprr732onPIS6NGjcjOzmbDhg3WSvodO3aQkpJijTndNiYpKcnaXPXMjUIBvv/+e9q0acOAAQOs2NmbrPr5+eV6flFRUcyaNYvjx49b18Dq1atxOBzaBFS8ToVzEREREcnT/v37OXbsGH5+fpf8h2rPmFq0b1CJhOR0wisGqWgu4mU7d+4kJCSEkJAQwsPDrbjb7b6o1ksiIsWZ0+m0eqafvcId4LLLLqNChQq89957hIWFkZiYyNNPP+0x5u677+aZZ56hX79+PP300yQmJjJp0iTg/Ku0zzZq1ChuueUWatasyZ133onD4WDr1q3ExcXxwgsvAFhF8bZt2+Lv789ll12W6zyjR4+mf//+VK5cmZtuuom0tDRWr17NoEGDzvnY2dnZ7N+/3yNmmiaBgYFERkbSqVMn+vbty3vvvYePjw9DhgzxWN0eGBhIq1atmDBhAuHh4SQnJ/Pss896nK9evXrMnj2b5cuXExERwQcffMD69euJiIiwxoSHh7N8+XJ27NhBhQoVCA0N5Z577uH555/nvvvuY/To0Rw8eJBBgwbRu3dvj82xRbxBvyGJiIiISJ6io6NZu3YtX375JVWrVr3k84WFBtK6bgUVzUVsEBMTwx9//MGSJUusQrnb7aZly5YMHjyYQ4cO2ZyhiIh3nH4TMS8Oh4OPPvqIjRs30rhxY4YOHcrLL7+c6/5Lly5ly5YtNG3alGeeeYZRo0YBF95iBXJWvH/++eesXLmSmJgYWrVqxauvvkrt2rWtMa+88gorV66kZs2a1srus9133328/vrrvPvuu0RHR3PLLbfw22+/nfext23bRlhYmMfXmQXt999/n5o1a3LNNdfQrVs3+vXrR+XKlT3OMWPGDLKysmjRogWDBw+2iv2n9e/fn27dutGzZ09atmzJoUOHPFafA/Tt25fIyEhatGhBpUqVWL16NUFBQSxfvpzDhw8TExPDHXfcwfXXX8/bb799QfMqUpAM7bLuyTCMECA1OTmZChUq2J2OyAXJyspi2bJl3HzzzZe8IlDEW3TdSnFVGq7dI0eO5LmiSYqv0nDdysX76quv6NixIyEhISQmJhIaGmp3Srno2pXiqCRetxkZGezatYuIiAjtk5CHuXPn8sADD5CamprvvuN2O93jPCQkJM9PIoWHhzNkyBCGDBliQ3ZS2p3vNejQoUOnN/oNNU3zaEE+rlaci4iIiIhl1qxZREZG/uPGTSJS/F1//fWsWLGC119/3aNo/sorr7Bp0yYbMxMRKdpmz57NDz/8wK5du1i8eDHDhw+nR48exbZoLiJ5U49zEREREQFyVhq9++67HDx4kNjYWFq2bGl3SiJSiAzDoGPHjh6x7du388QTT2AYBrt27fJoGSAiIjn279/PqFGj2L9/P2FhYdx5552MGzfO7rREpICpcC4iIiIiQE5fz2+++YYpU6boY7gipVRAQAD33nsvGRkZHkXz+Ph4IiMj89xMT0SktHnqqad46qmn7E7DqxISEuxOQcTrVDgXEREREUuZMmV4/PHH7U5DRGwSERHBBx98gNvttmJpaWm0bt2aypUr880331CzZk0bMxQRERHxDvU4FxERESnFTNOkb9++fPTRR3anIiJFyJkbw23duhWn04nT6aR69epWPDs7247URMRGpmnanYKIlEJ2vfaocC4iIiJSin3yySdMmzaN3r176yO4IpKntm3bsmfPHj755BOroG6aJi1atODf//43+/btszlDESlsvr6+AKSnp9uciYiURqdfe06/FnmLWrWIiIiIlGJdu3ZlxIgRVKlShfDwcLvTEZEiqkyZMkRHR1vHP/74Iz///DP/+9//eOutt2zMTES8wel0Uq5cOQ4cOABAUFAQhmHYnJUUJLfbzcmTJ8nIyPD41JGInUzTJD09nQMHDlCuXDmv77WiwrmIiIhIKeZ0OnnxxRftTkNEipk2bdqwbt06du7cSWhoqBXv168ftWrV4pFHHqFChQo2ZigiBa1q1aoAVvFcShbTNDlx4gSBgYF6U0SKnHLlylmvQd6kwrmIiIhIKZOdnc3ChQu566679IeRiORbTEwMMTEx1vH//vc/pk2bhmma9OjRQ4VzkRLGMAzCwsKoXLkyWVlZdqcjBSwrK4vvvvuO9u3bX1o7DLeLA79v5M+DKVSvVI7K9ZqDw7urhKVk8fX19fpK89NUOBcREREpZUaPHs24ceOIjY1l1qxZdqcjIiVE9erV+eCDD9i8eTMNGjSw4m+99RaBgYH07NmTsmXL2pihiBSE05sFS8nidDrJzs4mICAg/4Xz+CXM//QTRqTdgRsnDlIZX3YAPbt2h6guBZuwiBeocC4iIiJSyoSFheHn58dNN91kdyoiUoL4+/tzzz33cM8991ix48ePM2rUKFJSUqhVqxY33HCDjRmKFDFuF+xeA8f+guAqULuNVuZK8RW/hKT5QxiR+QZucnqku3EwMq077ecPIawnKp5LsaPCuYiIiEgpM3DgQLp06ULNmjXtTkVESjjTNBk5ciQrVqygQ4cOVnz+/Pn8+eef3HvvvVSuXNnGDEVsEr8EYoeTlJrBLndVIhz7CQsNgE4TVVyUIsE0TbKysvDz8wNyNg/97LPPSElJoWfPngQFBQGwatUqln2xlOdDPmaXO8wqmp/mwkmCuwphsU+zLq0SS5Z+QePGjbnrrrusMb/88gv+/v7UqlULf39/7z1JkX+gbXJFRERESgG32012drZ1rKK5iHhDcHAwTz75JCtXrsThyPnz0zRNxo0bx7Bhw1iwYIHNGUppcvLkSQ4dOoTb7bZiO3fuZOHChaxZs8Zj7GuvvcbYsWM5cuSIFfvpp58YMWIEc+fO9Rj7xhtvMGHCBJKSkqxYcnIyy5YtY9OmTR5jMzIyMOM/gwX/Zv7hBrTNfJO7s56lbeabzD/cABb8O6eoLlJIzvx98OTJk0ycOJGhQ4dy8uRJKz5u3Dh8fHwYNmyYFTMMgzvvvJMHH3yQw4cPW/H169ezdsHrBGUfIcKxHwd//3wBOHER7tgPR/9k34+fMG7cOBYuXOgx5uabb6ZBgwZs3brVin333XfccccdvPHGGx5jjx49immalzYJIhdIhXMRERGRUuDVV1/lX//6F4mJiXanIiKlnNvtZuDAgbRt29ajrcvy5ct55JFHWLt2rY3ZSXHidrtJTEzkp59+8iikLV68mF69evHee+9ZMdM0CQgIoGLFihw4cMCKL1q0iB49ejBlyhSPc48ZM4ZRo0Zx8OBBK7Zx40YmTJjAp59+6jH25ZdfZsSIEezfv9+KxcXFcfvttzNy5EiPsTHNm7F32r3sMy9jRPZDni0tsvuQZJaH2KfB7eKXX35h586dZGRkXMIsSWnjdruJi4tj6dKluFwuKz5p0iTKlSvH8OHDrZiPjw/PPvssr7/+usfPRUBAAG63m5SUFCtmGAYdOnTgpptuwsfn7wYWMTExPHTXLQCEGYcZ7zMNJzmP68TFiz7TCTNyCu0Nq5dj0KBBdO7c2SPnsmXLUrZsWcqVK2fFfv75Zz755BO+//57j7FNmzalYsWKbNiwwYqlpqZ6FPNFCopatYiIiIiUcKmpqYwfP57Dhw+zYsUKHnroIbtTEpFSzOl08vDDD/Pwww97xGfMmMGCBQsICgqiZcuWVtw0zZxe0Lt+Ui/oUuR0IdwwDCDnjZXPPvuM1q1b07t3byBn5Wzt2rUBOHjwIBUrVgTg119/5aOPPiIgIIB+/fpZ5wkODiYtLY20tDSqVq0KQJ06dWjXrh1RUVEej//vf/+bzMxMjw1tr7jiCoYOHUqTJk08xt5zzz0cPHjQo+1QUFAQzZs3JzIy0mNsZOAhaoY4WOOqeo6WFpUJO7oddq+hV68B/PLLL6xcudJqdbRmzRrGjh1Ly5YtGT16tHXfhIQEQkNDKVeunDVnUvKtXr2axYsX06RJE+vnwjRNmjVrRnZ2NomJidanDP39/UlNTSUhIcG6v8PhYMCAAQQGBlotWQD69OlDr169KF++vMfjxcbG5srhmmuugVoOmPVfAHr6fEt751YS3FUId/xlFc0BGra4hjfvbJfrHNu2bcsVu/baa3nzzTetn3HIeVNg3759ZGZmUq1aNSv+4YcfMmDAAHr37s3s2bOteGZmplq/yCVR4VxERESkhAsNDWXDhg3MmTOHPn362J2OiEieHn74YYKCgrj33nutWHx8PJ+//DDXbfHFl7S/B4dUUy/oEsDtdrN3717cbjfh4eEAZGVlceWVV7Jr1y727NljFe42b97Mf/7zH44dO2YVCP38/KhevTpOp5OUlBSrcN6hQwf8/f1p2rSpx+Pt2bOHMmXKeKyW7dGjBz169MiV25tvvpkrdvXVV3P11Vfnik+cODFXrGXLlowZMwZfX1+P+JzJr8DnA62WFmcWz3NaWvyVc3DsL4KDgwkJCfEoyP/222/ExsbmalVx66238ssvv7B8+XJrE964uDg+/PBDrrjiCo9+0qZplsrielLqCXYlHyeiYhnCQgPtTuecMjMz2b17NwANGjQAcr5n7dq147fffmPTpk1Ur14dyPkUxKRJk+jevbv1c+F0OmnatClut5tjx45Z5+3ZsyfXX3+9RyEasFqhZGVlWbFy5cp5rP7+R7Xb5LwuH00CTMKMw4Q5z1wBbuTcXrvNBZ+ycePGNG7c2CPmcDg4cuQIO3bsICwszIqf/kRljRo1rFh2djaVKlWiTp06fPnllx7jRS6UWrWIiIiIlAIRERE899xzpfIPZREpHq677jref/99rrzySiu27ePxvNfhBGXNNJLM8qxxRZFklsc8ug9TvaCLDdM02bRpE/PmzSM9Pd2KT5gwgdq1a3usnPb19SU5OZn09HR27dplxa+99lqeffbZXEXuPXv2sHv3burVq2fFWrRowdChQ7n22ms9xoaGhnoUze0QUCGnaPlPLS0IrsKPP/5Iamqqxwr3q6++munTpzNw4ECP855u53Jm4XDDhg1MmDCBmTNneoxt3rw54eHhrFu3zort3r2bjz/+2KPHdEkyf30ibSd8w91T19J2wjfMX180WtfNmjWL5557juTkZCs2efJkIiMjeeaZZ6yYYRjs27ePAwcOePxctGrViiFDhnDHHXd4nHf9+vVs3LiRRo0aWbHKlSsTFRVFmTJlCv6JOJw5b2bmZHvWjaeOO00okE8KBQYG0rRpU4/facePH8+RI0d4/PHHrVh8fDxpaWns3r3b482nqVOn8tRTT5XYa10Kllaci4iIiJRQ3333HRUqVCA6OtruVERELp7bRc/QzRhpBgtc/7L6QTtwM95nGnc6/4vriyfxadhZbVsKktsFu9fkuy3O77//TmxsLOXLl+fuu+8Gcop+nTp14uDBg2zcuJFmzZoBUL9+fXx9fXP18P7ss88oX768tQodclZwn9nC57Ri94bwGStz825pcf6VuXXr1qVu3bq54r/99hsnTpzwaLcRGRnJoEGDaNiwocfYXbt2kZKSQnBwsBX75ptvePDBB+nUqRNffvmlFb/nnnvIzMxk3LhxVtuZlJQUUlJSqFatmsfjFVVJqScYsSgO96lF+m4TRi6Ko32DSoWy8jw5OZnExEQiIyOtIvWXX37J6NGjadq0qUc//dGjR5OQkECnTp2sT0xERERQpkwZnE7Pn7uZM2cSHBzsUQy/6qqruOqqqwr8OeRLVBfoMRtih8PRfX/HQ6rlFM0L+RNCZ6+Qb9KkCXv37uV///ufx1zOmDGDn376iQYNGlhvSmVmZnL8+PFcrWlEVDgXERERKYGSk5Pp2bMnR44cITY2ln/96192pyQicnF2r8F5bD9JlM9zE8X2zq2EHd+fU+SNaMeECRPYv38/Dz74YK4e1HKB4pdA7HCSUjPY5a5KhGM/YaEB52yL8+qrr7JhwwZGjx5ttZRYv349gwYNom3btlbhHKBt27YkJyd7tIO47bbbSE9Pz7UKPK8CeYlxemXugn8DxlktLS5tZW5goGcRuE2bNrRpk7sAv3XrVv7880+PAnxISAht2rTJ1d5m2bJlpKSkMHbsWCv26aef5llkf/LJJ3G73QwZMsTqq52SkkJqaiqVK1fOlZ+37Nq4ErfpOZ8uExI2riTsugsr5mZnZ5OSkkLZsmWtntk///wzs2bNonr16gwbNswaGxMTQ0JCAj/88ANt27YF4OTJk6xbty5Xi52ePXty9OhRLrvsMit2yy23kJaWlutNofbt21/4k7ZLVBdo2PmS3nwrSNWrV7fa2pw2ZMgQli1bxo033mjFvvzyS+644w569+7N+++/7+00pQhT4VxERESkBHK73Vx55ZXs3r27ZBcgRKTkOpbT63mX+1ybKFbJKTieGjdz5kx27NjBtddeaxXOk5KS2Lx5M+3atfPY5FHyEL8EFvyb+dnXeK7uPzyNHgt6M3ZHA3Y4GjB37lzrLgsXLuSnn36ia9euVuH8iiuu4LbbbiMmJsbj9J9++mmuhywOq5ULhc0rc2vWrGkVtk/r3r073bt394iZpsn777/P3r17Pfpip6Wl4e/v79EWBmDatGmkpKTQt29fK7Zw4UL69evHrbfeypIlf7dWuvfee8nIyODll18mIiICgJ07d/LTTz9Rp04dj17yv/76Kw6Hg1q1ahEQEADkFKIzMzPx9fW1YgAul4vs7Gx8fHxyVhnHLyF81RAcvJGrn3ztVYP5dscqGnV7iipVqgCwbt063nrrLSIiIvi///s/a3yTJk3Yvn073333He3a5WxumZCQwGuvvcZVV13lUTgPDw8nIyPDo794q1at+PTTT3N9WmDChAmczeEo5l2VHU6IyL0BaFHRs2dPevbs6RFbu3YtLpfL4w0MgOnTp3PjjTfmutal9FDhXERERKQEqly5Ml988QUHDx60bYWXiMglCc4pZP3jJorBVTBNk7Fjx/LNN994rMpcsmQJ/fv358YbbyQ2NtaKx8XFUbduXYKCgrzzXIog0zQ5ePAgBw8eJLpRw5yV5uZlea7ub+fcyv1Vf6XNgr0e53jooYfo2rWrxwr/qKgoFi9e7NXnUiwVsZW5eTEMg9tvvz1X/LHHHmPQoEFkZmZaMdM0eeaZZzhw4ADVqlWz4unp6fj5+Xn0mAb44osvSElJYdy4cVbsv//9L/3796dr164ehfMbbriBPXv2sH79elq0aAHAvHnzuP/++7nppptYtmyZNbZRo0b89ttv/Pjjj7S6KgZihxNmHGK8zzRGZvfBhdPqJ1+Vw2TvfI/4bTdZhfP9+/czZ84cYmJiPArnp1t4HDx40IpFR0fzxBNP5GqF89VXX+Vqs1KlSpU851KKhvHjx9OnTx+PN/O2b9/OQw89hJ+fHwcOHCA0NNTGDMUuKpyLiIiIlCCmaVof7TUMI9cfqiIixUbtNphlq1E1bV+eRa8w4wiEVIfabTAMgzvvvJM777zT4xSGYRAREWEV2yCn5ULLli3JzMzk999/t1a77t27F5fLRc2aNYv/is+zbNmyhS1btnDVVVcRFRUF5KywbN26NTVr1iRx1Vw4uo9d7qg8V/fvdlehdehhvpw8yuO2Pn36eO05lEhFfGXu+RiG4bHS2zAMnnjiiVzjBg8ezGOPPebRogfg3Xff5fDhwx5F9qpVq3LDDTd4bBAMULZsWUJCQjze6HK73UDu1dmn41lZWTlvShzdhwHn6CcPtUIdpJ/8e7PNJk2aMGnSJOt14bRly5YRFBTk0VaoXr16vPzyy7me89lFcykeztxgGOD48eO0b9+e8uXLexTNZ86cSVRUFDExMcVvjwW5aCqci4iIiJQQpmnSq1cvoqKiGDFiBL6+vnanJCKSfw4nrhtexPnJ/fTwWXVW0etIzph/6AXdr18/+vXrR3Z2thX7888/CQ0N5fjx4x7tJyZNmsQbb7zBE088YRXDXC4XH3zwAXXr1uXqq68uUkWSkydPkpycTGBgoNVeYN++fQwfPpz09HQ++eQTa+yECROYP38+kyZNsgrn9erVwzAMHA4H2al/4sM/r+6/PLyS956glBiGYeRqy9OrV69c42677TZuu+22XPFt27blivXu3Zueu7NzCgAAIABJREFUPXvm+plcv349DocjZ+PTeM/2QJ795P/WsPrf7TnCw8M92q6cFhISkismJVuLFi1YtWqVx5s+qampPPLII2RkZHhsdCwlV8l6G11ERESkFPvuu++YP38+Y8eOZefOnXanIyJyycyGt7A+YhCUDSPMOExr5/aclaIh1XJ6RF9gL+gzV4nWrl2bpKQkdu3a5bFaNT09HV9fX+rXr2/FEhMTeeCBBzw2kQMYM2YM7du3Z8GCBVYsLS2NqVOnMn/+fI+xSUlJ/Pbbbxw5csSKZWVlER8fz/bt2z3GbtmyhYULFxIfH2/Fjhw5Qv/+/bnvvvs8xvbt25fq1avz3nvvWTGn08mcOXP49NNPOXnypBVv2bIlHTp08FjdW6FCBdLT00lISMAnNGfzvDDjMON9puHElXM+a3X/qWLjqfY5Inbz8fEhKCgoVzu6yy67jNDQ0JxV3xd6veq6lvM4cyFKWloa3bt3p3nz5h6fjFi+fDlbtmyxIz0pZFpxLiIiIlJCtG/fnnnz5pGUlER0dLTd6YiIFIikcjFk3/UsvvvWF2gv6AoVKngcv/fee7z77ru4XC4rlpGRQYcOHXC5XB4rW7ds2cL333/vsWo2KSmJfv36ERIS4rHx3MiRI5k5cyaTJk2yVrKefp329/cnIyPDGvv2228zffp0xo0bZ60Mz87OZsqUKUDORnWn3wSoXLkyDoeD9PR06/6VKlVi4sSJ1KxZE9M0rfjQoUMZOnSox/P1aLVRu03OmxFHk87R0sLIub12mwufYBG7nXFdg5nHAF3XcnFq1KjBnDlzcLvd1r8JLpeL/v37k5CQwKeffqpe9iWMCuciIiIiJYRhGNx11112pyEiUvC81Avax8fHY3V6o0aNWLlyZa5xo0aN4q677qJ58+ZWzM/Pj1tvvRV/f3+PsU6nk5CQEI9WFU6nkwoVKuQa26hRI9q3b0/16tWtWEhICKNGjaJKlSq4XC4rv7FjxzJx4kSPVfMOh4Onnnrq4p+4wwmdJsKCfwPGWS0tTr1h8A9tcUSKnLOua8/iua5ryb8zX3dTU1Np2bIlJ06c4IYbbrDiv//+OxUqVLBaaUnxpMK5iIiISDH366+/UqdOnVz9Q0VEpHBceeWVuTYwDA8PZ8mSJbnGTps2jWnTpnnEqlevTnJycq6xw4YNy9Vf2d/fnzFjxuQae+bGjAUiqktO+5vY4XB039/xkGo5xcULbIsjUqToupZCVr58eT766CPS09M9NrAdMGAAq1evZubMmbk2rpbiQ4VzERERkWLs6NGjdOjQgdDQUD777DPq1atnd0oiIlJcRXWBhp1h95oCbYsjYitd1+IFZxbN09PTOXDgAJmZmcTExFhx0zSL1CbT8s9UOBcREREpxnbu3ElWVhYZGRkem76JiIjki5fa4oh4la5r8aKgoCA2b95MfHw84eHhVvzJJ5/kwIEDPPfccx4bUUvRpcK5iIiISDHWokULtm/fzt69ez1WuoiIiIiIiD0MwyA6Oto6Tk1N5T//+Q/p6en07t1bhfNiQoVzERERkWKufPnylC9f3u40REREREQkD6GhoaxatYqFCxfSoUMHK75q1SoqVapEVFSUjdnJuTj+eYiIiIiIFDWzZs1i9erVdqchIiIiIiIXoEWLFkycONHqc37y5EkeeOABLr/8cpYuXWpzdpIXrTgXERERKWYSExMZMGAA6enprFmzhtatW9udkoiIiIiIXITU1FSaNm3KiRMnuO6666y4NhEtOlQ4FxERESlmypQpQ69evfj9999p1aqV3emIiIiIiMhFqlSpEosWLeLw4cOUKVPGivfq1Yu6devy5JNPUq5cufOeIyn1BLuSjxNRsQxhoYGFnXKpo8K5iIiISDFToUIFpk2bxsmTJ7UaRURERESkGDtzr6JNmzYxf/58nE4n991333kL5/PXJzJiURxuExwGjO92OT1jankj5VJDhXMRERGRYuLsj236+fnZmI2IiIiIiBSkK6+8ksWLF7Nt2zYaNGhgxX///Xfq1q1r/S2QlHrCKpoDuE0YuSiO9g0qaeV5AdLmoCIiIiLFxNixYxk4cCBHjhyxOxURERERESlghmFw2223MXLkSCu2f/9+rrzySq677joOHz4MwK6NK62i+WkuExI2rvRmuiWeCuciIiIixcBff/3Fiy++yLvvvss333xjdzoiIiIiIuIFa9euJTs7m/T09JzWLfFLiFg1BAduj3FOXISvGgLxS2zKtORR4VxERESkGKhSpQrLli3j0UcfpVu3bnanIyIiIiIiXnDbbbexY8cOZsyYgQMTYodT1TjEeJ9pOHEBOUXzF32mE2Ychtinwe2yOeuSQT3ORURERIqJ6667juuuu87uNERERERExItq1Tq16eeu7+HoPgygp8+3tHduJcFdhXDHXzlFc4Cjf8LuNRDRzrZ8SwoVzkVERESKsKysLDIzMwkODrY7FRERERERsdOxvzwOw4zDhDkP/+M4yR+1ahEREREpwt555x0iIyNZtGiR3amIiIiIiIidgqsU7Dg5LxXORURERIoo0zT54IMP2LdvH4cOHbI7HRERERERsVPtNhBSDTDyvNltmhx2BeWMk0umwrmIiIhIEWUYBqtXr2by5Mk8+OCDdqcjIiIiIiJ2cjih08RTB57Fc/NUzNVxXM44uWQqnIuIiIgUYQEBATz88MM4nfrlV0RERESk1IvqAj1mQ0iYR9gIqY7RczaV2v+94Gbs2LGMGTOGjIwMb2dZIpSozUENwxgNPH9W+C/TNKvakI6IiIhIvpimybp162jZsqXdqYiIiIiISFET1QUadobda3I2Ag2uArXbYJyx0jwhIYGxY8eSlZVF8+bNueWWW2xMuHgqUYXzU7YBHc44dtmViIiIiEh+xMbGcvPNN9OlSxcWL16MYeTdw1BEREREREophxMi2p3z5tq1azNnzhxWrlxJ586drbhpmvr74gKVxFYt2aZp7j/j66DdCYmIiIhcjJ07d+Lr60uDBg30S62IiIiIiFw0wzDo0aMHU6dOtf6myMjIoFWrVrz33nu43W6bMyz6SuKK8/qGYewDMoG1wEjTNP93rsGGYfgD/meEygJkZWWRlZVVqImKFJTT16quWSlOdN1KceWNa3fAgAHceOONVKhQQT8jUiD0mivFla5dKY503UpxpOu2dJgyZQrr1q1jz549dO/enZCQELtTumSFec0apmkW2sm9zTCMm4AgYCdQBXgWaAhEm6Z56Bz3GU3uvuh8+OGHBAUFFV6yIiIiIiIiIiIiIl7icrlYtmwZlSpVolWrVlY8KysLX19fGzPLv/T0dO6++26AUNM0jxbkuUtU4fxshmGUAf4AXjJN89VzjMlrxfnepKQkKlSo4IUsRS5dVlYWK1eupGPHjsX2hU5KH123UlwV5rW7ePFiWrRoQY0aNQr0vCJ6zZXiSteuFEe6bqU40nVbeq1atYq+ffvy1ltvceONN9qdzkU7dOgQYWFhUAiF85LYqsVimuZxwzDigPrnGZNJTlsXAKvnj6+vr14opNjRdSvFka5bKa4K+trdt28f9913H6ZpsmnTJho1alRg5xY5Ta+5Ulzp2pXiSNetFEe6bkufV155hYSEBJYuXcott9xidzoXrTCv1xJdOD+1mrwR8L3duYiIiIicT1paGi1atMDlctGwYUO70xERERERkVJg4cKFTJw4kWHDhlmxzMxM/Pz8rAXGpVWJKpwbhjEJWAokApXJ6XEeAsyyMy8RERGRfxIZGcmqVatITU0t9b+gioiIiIiIdwQHBzN27FiP2KOPPsqePXuYPHky4eHh9iRWBJSowjlQA5gHVAQOAj8BrUzT3G1rViIiIiIXwDAMypUrZ3caIiIiIiJSSv3555/MmTOHjIwM9uzZo8J5SWGa5l125yAiIiJyMdauXcv69evp168ffn5+dqcjIiIiIiKlWPXq1fn555+JjY2lXbt2Vjw9PZ2goCAbM/M+h90JiIiIiJRWpmkybNgwBg0axKhRo+xOR0REREREhAYNGvDYY49Zx0eOHCEyMpJnnnmGzMxMGzPzLhXORURERGzidrvp1asXderUYdCgQXanIyIiIiIikstHH33E3r17WbRokd2peFWJatUiIiIiUpw4nU4GDhzII488gsOh9QwiIiIiIlL0PPLII1SpUoWwsDD8/f2BnE/PHj9+nODgYJuzKzz6C01ERETEZiqai4iIiIhIUdatWzdat25tHS9cuJAGDRqwePFiG7MqXPorTURERMTLXC4Xffr04YcffrA7FRERERERkYtimiZvv/02SUlJbNmyxe50Co0K5yIiIiJeNn/+fGbMmMGtt97K8ePH7U5HRERERETkghmGwYoVK5g0aRIjRoyw4kePHsXtdtuYWcFSj3MRERERL2vXrh0PP/wwderUoUyZMnanIyIiIiIiclECAgIYNmyYdWyaJnfffTdpaWlMnz6devXq2ZhdwVDhXERERMTLatasyeTJk+1OQ0REREREpED88ccf/Pe//yUrK4uTJ0/anU6BUOFcRERERERERERERPKtXr16bNu2jR9//JGoqCgrfvjwYcqXL29jZvmnHuciIiIiXjJt2jQGDx7M/v377U5FRERERESkQIWHh9OrVy/rODExkYiICAYPHkxmZqaNmeWPVpyLiIiIeEFmZibPP/88+/bto0GDBgwcONDulERERERERArNokWLOHr0KBs3bsTX19fudC6aCuciIiIiXuDn58esWbOYPHkyDz30kN3piIiIiIiIFKohQ4YQHR1NjRo1cDhyGp+4XC4OHDhAWFiYzdn9M7VqEREREfECwzDo0KEDH3/8Mf7+/nanIyIiIiIiUug6duxIo0aNrON33nmHyMhIZsyYYWNWF0aFcxEREZFCZpqm3SmIiIiIiIjYyjRNli5dSlpaGllZWXan849UOBcREREpRCkpKTRr1ozp06fjcrnsTkdERERERMQWhmEQGxvLRx99RN++fa14YmIiJ06csDGzvKlwLiIiIlKIJk+ezJYtW3jttdfsTkVERERERMRWTqeTnj17evQ8v+OOO2jcuDGbNm2yOTtPF705qGEYnwJ5fd7YBDKA34EPTdPccYm5iYiIiBR7jz32GAEBAdSrVw+n02l3OiIiIiIiIkVGQkIC+/btIy0tjapVq9qdjof8rDhPBa4DmvF3Af3KUzEfoCfws2EYbQskQxEREZFiLCgoiCFDhnDLLbfYnYqIiIiIiEiRUrduXeLj4/n888+pVq2aFd+4caPte0Xlp3C+H/gQqGOaZnfTNLsBdYE5wB9AI2AWMLHAshQREREpZuz+JU9ERERERKQ4CAkJoV27dtbxzz//TMuWLbn++utt7X2en8J5H+B10zTdpwOn/v8toJ+Z81fi20DjgklRREREpPh57bXX6NSpE+vXr7c7FRERERERkWIjPj4ePz8/ypcvT2BgoG155Kdw7gM0zCPeEDjduDODvPugi4iIiJR4LpeL1157jeXLl7N161a70xERERERESk2evXqxbZt23jzzTetWHp6OrGxsV7NIz+F8w+A6YZhDDUM42rDMNoahjEUmA7MPjXmGmBbQSUpIiIiUpw4nU5WrVrFsGHD6N27t93piIiIiIiIFCsREREePc9feOEFbrrpJh599FGv5eCTj/sMBf4CngKqnIr9BbzG333NVwDefQtAREREpAipU6cOkyZNsjsNERERERGRYs/hcODj40PHjh299pgXXTg3TdMFjAPGGYYRcip29KwxiQWTnoiIiEjx4nK5cDqd/zxQRERERERELsgLL7zAQw89RHh4uNceMz+tWjAMw8cwjA5AL071MjcMo5phGMEFmZyIiIhIcZKVlcUVV1zB448/Tmpqqt3piIiIiIiIlBjeLJpDPgrnhmHUBuKAz4B3gEqnbnoKKDGfRzZNk5kzZ5KZmWl3KiIiIlJMfP7552zbto25c+fi6+trdzoiIiIiIiKST/lZcf4GsAG4DDhxRvxT4PqCSKooWLhwIQ888ACtWrXC7XbbnY6IiIgUA7fffjvLli3jjTfeICgoyO50REREREREJJ/yszno1UBb0zRPGoZxZnw3UL1AsioCAgICqFq1Kj169MDhyFdHGxERESllDMPgpptusjsNERERERERuUT5qQg7gLx2vKoBpF1aOkVHly5d2LlzJ48//rgV2759O0OHDiUlJcXGzERERKSocbvdZGdn252GiIiIiIiIFJD8FM5XAkPOODZPbQo6BlhWIFkVEWXLlsXf3986Hjp0KK+//jqDBg2yMSsREREpahYtWkTDhg2ZN2+e3amIiIiIiIhIAchPq5ahwH8Nw4gHAoAPgfpAMtCrAHMrch5//HH++usvnn/+eStmmiZntawRERGRUmby5Mn88ccfbN++3e5UREREREREpABcdOHcNM19hmE0JadI3oycVevTgbmmaZ44752LuRtuuIGOHTt6FMrHjh1LfHw8L730ErVq1bIxOxEREbHL4sWLmTp1Kr1797Y7FRERERERESkA+VlxzqkC+YxTX6XKmUXz1NRUXn75ZY4dO0bXrl1VOBcRESmlgoODGTp0qN1piIiIiIiISAG5oMK5YRhdLvSEpmkuyX86xUtoaCjff/89s2fPpkePHlZ8165d1KhRA19f33PeNyn1BLuSjxNRsQxhoYHeSFdEREQKWFZW1nn/vRcREREREZHi6UJXnC8+69gEzm7sbZ76r/OSMipmmjZtStOmTa3j7Oxsbr75ZtxuN5988gmNGzfOdZ/56xMZsSgOtwkOA8Z3u5yeMVqtLiIiUtzcfffdnDhxgpdeeomoqCi70xEREREREZEC4riQQaZpOk5/ATcAW4CbgHJA6Kn/3wR0KqxEi4sdO3aQnJzM4cOHqVmzZq7bk1JPWEVzALcJIxf9QlJqiW4PLyIiUuLs37+fxYsX88UXX2Ca5j/fQURERERERIqN/PQ4fx3ob5rmD2fElhuGkQ68BzQqkMyKqejoaP744w+2bdtGaGioFX/nnXe4+eabSXKXtYrmp7lMk4TkdLVsERERKUaqVq1KfHw8K1asIDo62u50REREREREpADlp3BeF0jNI54KhF9SNiVESEgIrVu3to7XrVvHo48+SkBAAGvjduIw8CieOw0IrxhkQ6YiIiJyKerXr0/9+vXtTkNEREREREQK2AW1ajnLeuB1wzDCTgcMw6gKvAKsK6jESpLg4GA6dOhAz549aXJyM+ODF+DEBYATFy8GLyDsz5U2ZykiIiIXKjs72+4UREREREREpBDlZ8X5g8CnwG7DMBJPxWoBO4HbCyqxkiQqKooVK1aQHbcIFvybnpi09/+OBHcVwh1/UTXrCCz4DHrMhqgudqcrIiIi53H48GH69u3LmjVreOGFFwgMVKs1ERERERGRkuaiV5ybpvk70AS4BXgTeAvoDFx+6jbJg2G68f3qWSCnR0uYcZjWzu2EGYcxTsWIfRrcLvuSFBERkX80f/58jhw5wsqVKwkICLA7HRERERERESkE+VlxjmmaJrDi1JdciN1r4Oi+8www4eifbFj0Js27D8EwDK+lJiIiIheuf//+HDx4kLZt2+rfaxERERERkRIqPz3OJT+O/XVBw14Z8xSdO3cm570JERERKWoMw6BFixZcf/31dqciIiIiIiIihUSFc28JrnJBww6f9OPqq6/WCjYREZEixuVy4Xa77U5DREREREREvECFc2+p3QZCqgHnKogbEFKdmd/sYPDgwVY0Li6O7t278/PPP3slTREREcnbvHnziIqKYuHChXanIiIiIiIiIoXsggvnhmHcYBiGb2EmU6I5nNBp4qmDs4vnp447TSCseg3KlClj3fLcc8+xaNEiJkyY4JU0RUREJG9Tp05lx44d/P679kIXEREREREp6S5mxflk4KBhGPMNw7jbMIxyhZVUiRXVBXrMhpAwz3hItZx4VJdcd3nxxRe56667GDVqlBU7cuQIW7duLexsRURE5AxLly7l1Vdf5eGHH7Y7FRERERERESlkPhc60DTNOoZhNAG6AEOAGYZhrAY+A5aYpplQOCmWMFFdoGFn2L0mZ8PQ4Co5bVwczryHR0Uxb948j9hrr73G2LFjGT58uFaii4iIeElISAhDhw4lKyvL7lRERERERESkkF1w4RzANM2twFbgBcMwqpFTRO8CTDQMYyd/F9E3FHimJYnDCRHt8n33v/76C8MwiImJKcCkREREJC8ulwunM+83uEVERERERKRkyvfmoKZp7jNNc7JpmjcDFYH/A8KBWMMwRhZQfpKHKVOmsH37drp27WrFFi5cSPfu3dXCRUREpID16dOH2267jbi4OLtTERERERERES+5qBXn52Ka5nHgE+ATwzAcQIWCOK+cW2RkpPX/pmkyduxY4uLiaNKkCU2aNLExMxERkZLj8OHDzJs3j5MnT/Lss8/anY6IiIiIiIh4Sb5XnJ+LaZpu0zQPFvR55dwMw2DevHncd999DB482Ir/+uuvfPvtt5imaWN2IiIixVf58uXZunUrL730klqkiYiIiIiIlCIFXjgXe0RHRzNz5kzKlStnxZ5//nmuvfZaRo8ebV9iIiIixVxkZCRPPvmk3WmIiIiIiIiIF6lwXkKZpknlypUJCAjgjjvusOIZGRm4XC4bMxMRESke9IktERERERGR0kuF8xLKMAzeeustkpKSuPzyy634xIkTiY6O5vPPP7cxOxERkaItKyuLpk2bMnz4cFJTU+1OR0RERERERLwsX4VzwzDqGobxgmEY8wzDqHwq1skwjOiCTU8u1ZmtW9xuN3PmzGHHjh2kp6fbmJWIiEjR9vnnn7N161ZmzpyJv7+/3emIiIiIiIiIl/lc7B0Mw7gG+BJYDbQHngEOAE2Ah4A7zn1vsZPD4WDTpk3MmTOH7t27W/HPPvuMzZs3M3DgQCpVqmRjhiIiIkXDbbfdxpIlS0hNTSUgIMDudERERERERMTLLrpwDkwAnjVN81XDMNLOiP8XGFwwaZVspstF+oaNZB88iE+lSgS1aI7hdHrlscuWLcsjjzzydy6myZgxY9i8eTNOp5PnnnvOK3l4i51zXdporr1Hc13y6XvsPeeaa4fDwa233mp3eiWKrmvvyWuupXDouvYe0+Xi+KbNmmsv0HXtPZpr79Fce4/m2ns014UvP4Xzy4G784gfBCpcWjoFwzCMAcCTQBiwDRhimub39maV4+iKFRyY+BJZf/5pxXyrV6fy8KcIueEGr+djmiYjRozg7bffZsCAAVZ8586dHD16lBYtWng9p4JS1Oa6JNNce4/muuTT99h7zjnXTz1FyI2a64Kk69p7zjXXFZ4YZmNWJZOua+8J/uUXdr/5Jtl/7rNimuvCoevaezTX3qO59h7Ntfdorr0jPz3OU8gpSJ/tSuDPPOJeZRhGT+B1YBw5OX0PfGkYRi1bEyPnov5z8BD8GzQg/KN5RG7cQPhH8/Bv0IA/Bw/h6IoVXs/J4XBw5513smrVKipU+Pt9j9GjRxMTE8O4ceO8nlNBKIpzXVJprr1Hc13y6XvsPeea65NhYewZPJjPRoywO8USQ9e195xvrvc/PozgX36xO8USQ9e19xz76ivC5szFr359zXUh03XtPZpr79Fce4/m2ns0195jmKZ5cXcwjJeA1sCdwE6gGVAFmA3MNk1zTEEneTEMw1gLbDJN85EzYtuBxaZp/uNfwYZhhACpycnJHoXkS2W6XPxxw434N2hAjXfexnD8/Z6F6Xazd+CjZP72G3WXx9r+sQrTNHnooYeYPXs269evp2nTpgCkp6fj6+uLr6+vrfn9k+I01wUlKyuLZcuWcfPNN3v1+1Ma59ouJXGu7bpui6qS+D0uqs431/0ffpjLv/iCppeVp82WzXnOta7dC6fr2nv+aa4TBwwgZWscjb75Gj/17b8kuq69x3S5+P2GG0gJCeWKj+bhd8ZmzZrrgqXrumCd73cFzbX3aK4vzqX8jqu59h7NdW6HDh2iYsWKAKGmaR4tyHPnp1XLM8BMclaXG0A84AQ+/H/27jy+qSr///j7NLS1UApStpZFUJFNBkQBQWFAQREVcVAqqIgbCo4LMIKggIwji+P2U7+KCog6IqCCIioCCqKyKAqKLKMOlK2sZSlQ6Hp+fySEtLTQliS3SV/Px6OP9p7cpO+efrikn9ycK+lffktWAsaYKEkXy70Ou6/5ktoVcp9oSdE+QxUl9wEjKyvLb9nSf/xRWdu3q8aE8crOyZFycvLcXumuu7T99tuVtmKFyrdq5bfvW1ITJ07UU089pWrVqnnnYcKECXrrrbc0duxYJSUlOZywcKE21/5w/Hfkz5otirI4104Jx7l2qm5Lq3D8HZdWp5rrfz39tGbFxqrKZ58XOtfUbtFR18FzurmOu6Of0u+8U4d/+EEV27Z1KGV4oK6DJ/3HH5W9PUX7buih7JwcmXzHXebaf6hr/zrVcwXmOniY6+I5k+e4zHXwMNcnC+TfZcVunFtrsyTdaowZJfdSKBGSVllr//B3uBKoKncTf1e+8V2SahZyn+GSRucfXLRokcqXL++3YBVXr1aCpEUbN8puP3lFG5ORoQaSflqwQIf27PHb9/UXa62mTp2qrVu36pdfflHFihWdjlSoUJ/rM7FgwYKgfr+yPNfBFs5zHey6La3C+Xdc2uSZ621bFX/4vzor64CORVZWamxD1WzTRvrs89PONbV7etR18BR1rlcvWqRD+/cHPV84oa6D5/hcZ9SsUeAxl7n2H+o6MAqqW+Y6eJjrkinJc1zmOniY65Olp6cH7LFLcsa5JMla+z9J//NjFn/Kv/6MKWDsuHGSnvfZrihpW6dOnfy6VEt6tWpKeX+6Op17rs5q3vyk24+u/kXbJV3cpUupfUXoyiuv1AcffKDevXurXDnhva4dAAAgAElEQVR36Xz00UeaO3euHnnkETUv4OdyQjjMdXFlZWVpwYIF6tKlS1CXDSiLc+2UcJxrp+q2tArH33Fp5Z1r1w7F/m+izKETF5uzFRN1+Jz7tU2FzzW1W3TUdfCcbq4Pr/xJOyW16NSJM87PEHUdPMfnOnrnLrW/5+6TjrnMtf9Q1/51qucKzHXwMNfFcybPcZnr4GGuT5aamhqwxy5S49wY8/zp93Kz1g4ueZwztldSjk4+u7y6Tj4LXZJkrc2QlHF82xgjSX5fyzuuTRvtqVVLByZPKXANooNTpiiydm3FtWlTatcgioyM1F133ZVn7Pnnn9ePP/6oCy64QJdccolDyfIKh7kuqWCvQV+W5zrYwnmuQ+HaCcEQzr/j0iauTRvtqX62Dvzfi4ptv8/98rqHTUvRgVdfVGSNxNPONbV7etR18JxurtPenqrMKlUU27o1dXuGqOvgiWvTRrtrJarKokUqd1//PLXLXPsXdR0YBT1XYK6Dh7kumZI8x2Wug4e5Plkgn9tGnH4XSe4lWXw/7pF0n6SOno/+ku6W1MLvCYvBWpsp6SdJXfLd1EXS0uAnOsG4XKo+bKgOL16sbQ/8XemrVinn8BGlr1qlbQ/8XYcXL1b1oY+GXFG/+uqruv3223X//fd7x9asWaNXXnlFhw8fdiRTuM51acRcBw9zHf74HQePMVL15vt1OCVa276tovS9kcrJMkrfG6nt31bR4ZRoVf/LPhlz+sfCqVHXwXO6uU7/Zon2XtuNufYD6jp4jMulqv/4hyps2KAdDz/MXAcQdR08zHXwMNfBw1wHD3MdXMbawlYwKeQOxgyWu1l+h7V2v2fsbElvSfrWWvucv0MWhzEmSdK7ku6XtEzupv69kppaazcX4f5xkg7u3bvXr0u1HJc2f752T3hGWT7rEEXWrq3qQx9V3FVX+f37OaFv37569913ddddd2ny5MmO5SgLc33cmVz92h/K0lw7LZzm2um6La3C6Xdcam36Vnr7OqVtPUu7V8cp68iJN+BFVshW9RZpiqtzTLpjrlS//Ul3p3aLj7oOnsLmOn7IYC3JzKRu/Yi6Do6srCwteeYZ1f36a2VvP7G0FnMdGNS1fxTluQJzHTzMddH44zkucx08zPUJqampqlq1qiRVstam+fOxS9I43y7pKmvt2nzjF0qab61N9GO+EjHGDJQ0VFKCpN8kDbLWLinifQPaOJckm5Oj9JU/KXvPHpWrVk3lL7k4rF4JeuONN/Tvf/9b77//vnf5ltTUVG3atCnoy7mE+1wfVxqaOGVlrkuDcJnr0lC3pVW4/I5LrTUfSh/dLUmyuVL6nihlH3Op3Fk5Kl8tU+b4+/F6Tpaa3XTS3andkqGug6eguc7OzaVuA4C6Drzjx9xrrr5aWb/8ylwHAXV95or6XIG5Dh7m+vT89RyXuQ4e5totkI3zklwcNE5SDUlr841Xl/vCmo6z1r4q6VWncxTGuFyq0Ka10zECpn///rrnnnsU4bPO0muvvaaRI0fqvvvu08SJE4OWJdznujRhroOHuQ5//I4DLLaG90sTIVWokXna/XDmqOvgKXCuc3OdCRPmqOvgYa6Dh7kOHuY6eJjr4GGug4e5DryirnHua7akt4wxNxljans+bpI0WdIs/8ZDqPJtmkvSgQMHFBkZqfbtT7zlPTs7W4cOHQp2NABAWXdOOykuUXmuCpqHkeJqufcDAAAAAJRJJWmc3y/pM0n/kbTZ8/GepC8kDfRfNISTZ599VsnJybr55pu9Y7Nnz1bt2rX19NNPO5gMAFDmRLikrhNkZZV70pJ1nmZ61/Hu/QAAAAAAZVKxG+fW2nRr7UBJ8ZIuktRSUhVr7UBr7RF/B0T4SExMVFRUlHf7448/VlpamjIyMvLsV9x19wEAKLYm3ZV709vKiKqSdzwuUer1jtSkuzO5AAAAAAClQknWOJckeZrkv/oxC8qYd999V3369MlzwdDVq1frzjvv1KBBg9S3b18H0wEAwp3rwh6KaXK9tHmpdHiXe03zc9pxpjkAAAAAoPiNc2PMIkmFnhJsrb3ijBKhzIiIiNC1116bZ+zVV1/V6tWr9cUXX9A4BwAEXoRLqt/+9PsBAAAAAMqUkqxxvlrSLz4f6yRFyb1kyxr/RUNZNH78eD3zzDMaMmSIdyw1NVW33nqrvv/+e5ZxAQCcsYyMDHXp0kVTp05VVlaWdhw8qqX/26sdB486HQ0AAAAAUEoU+4xza+2ggsaNMU9Kij3TQCjbqlSpokcffTTP2KRJkzRt2jStX79eP/30U/EeMDdHO9Z+p007U1W/ZrwSml7OW/ABoIx77733tHDhQm3YsEFRjf6qJz5Zp1wrRRhp3N+aKalVXacjAgAAAAAcVuI1zgvwH0k/SPqHHx8T0LXXXqs//vhDV1xxhYwxkqTs7Gw9++yz6tu3rxITEwu+47o5mjH7Iw0/dJNyFa0IpWlcxbuUdGNPLvoGAGXYjTfeqD179iiqUnVv01yScq00YtZv6nBBNSVUinE2JAAAAADAUSVZqqUwbSUd8+PjAZKkCy+8UJMmTVKfPn28Y59++qmGDx+uiy++WNnZ2Sffad0c7ZjxiKdp7i7zXEVoxKGe2jHjEWndnGDFBwCUMmeffbaGDRumNl2u9zbNj8uxVsl7050JBgAAAAAoNUpycdBZ+YckJUi6RNJT/ggFnE6VKlXUvn17XX755SpX7kQZf/nll+rYob2i5w3Tptwa3qb5cTlyKTm3hhLmPSY1upZlWwCgDKtftYIijPI0z13GqF7V8s6FAgAAAACUCiU54zxN0kGfj32SFkvqZq0d479oQOH++te/asmSJXrqqROv1axdu1Zdu3bVre3rS2kpqh+xUxHKzXM/l3JUL2KnlLZd2rw02LEBAA769ddfdfPNN2vFihWSpIRKMRr3t2ZyeZYBcxmjsX+7kGVaAAAAAAAlujhovwDkAErE5TpxxviWLVtUq1YtXdb8HEm/KcHs07hykzQi+27lyCWXcjS23GQlmH3uOxze5UxoAIAjnnvuOX344YdyuVyaPn26JCmpVV11uKCakvemq17V8jTNAQAAAACSSrZUy0ZJray1qfnGK0v62Vp7rr/CAcVxzTXXaNOmTTr82zzpk9skSUnlFquD61cl59ZQvYhdJ5rmkhRbw6GkAAAn/OMf/5DL5dKAAQPyjCdUiqFhDgAAAADIo9iNc0n1JBW0MHS0pFpnlAY4Q5GRkTq7eTdpUaKUtkOSVYLZpwSXT8NcRrkVExRxTjunYgIAHNCsWTNNmTLF6RgAAAAAgBBQ5Ma5Maa7z+bVxpiDPtsuSVdKSvZTLqDkIlxS1wnSzL5yX7vW56pvMrKSHvrsiDYv7qFXX31VderUcSYnAAAAAAAAgFKpOGecf+z5bCW9ne+2LLmb5kP8kAk4c026S73ekeYNk9JSTozHJer3c+/S/415VJUrH1J8fLz3JmutjOcCcQCA8DF16lT9+eef+vvf/66aNWs6HQcAAAAAEAKK3Di31kZIkjFmk9xrnO8NWCrAH5p0lxpdK21e6r4QaGwN6Zx2ahjh0oYN12v9+vUqX768d/eePXuqatWqeuKJJ1S3bl0HgwMA/CUnJ0dPPfWUNm7cqMTERA0cONDpSAAAAACAEFDsNc6ttfUDEQQIiAiXVL/9ScMNGzZUw4YNvdsbN27U7NmzZYzR8OHDg5kQABBgzzzzjCZPnqw77rjD6SgAAAAAgBBRpMa5MeYhSW9Ya495vi6UtfYlvyQDgqh+/fr65ptvtHz5ctWvf+K1oTFjxignJ0cDBgxQQkKCgwkBACXhcrnUs2dP9ezZ0+koAAAAAIAQUtQzzgdJek/SMc/XhbGSaJwj5Bhj1KFDB3Xo0ME7dujQIT333HM6dOiQ2rdvT+McAAAAAAAAKCOK1Dj3XZ6FpVpQVpx11lmaNGmS5s6dqyuvvNI7PmPGDKWmpur2229XxYoVHUwIADiVxx9/XI0bN1ZSUpIiIyOdjgMAAAAACCHFXuPcGDNK0rPW2vR84zGSHrXW/tNf4QAnRUZGqlevXurVq5d3zFqrJ598Uhs2bJAkLjIHAKXUxo0bNX78eOXm5uqiiy5S06ZNnY4EAAAAAAghESW4z2hJsQWMl/fcBoSt7OxsDRw4UJdccoluu+027/iyZcs0bdo0ZWRkOJgOAHBclSpV9NRTT+mOO+6gaQ4AAAAAKLZin3Euyci9lnl+zSXtO7M4QOkWGRmpBx98UA8++GCe8XHjxunTTz/VmjVrNG7cOIfSAQCOq1y5skaMGOF0DAAAAABAiCryGefGmP3GmH1yN81/N8bs8/k4KGmBpJmBCgqUVtZatW7dWrVr11a/fv2845s2bdLHH3+s7Oxs58IBAAAAAAAAKLbiLNXyiKTBcp9xPlrSIJ+P+yVdbq19wO8JgVLOGKMnnnhCycnJatiwoXf8lVde0Y033qi77rrLwXQAULZkZmbq/vvv18qVK52OAgAAAAAIYUVeqsVa+7YkGWM2SVpqrc0KWCogBLlcrjzb8fHxqlq1ap6Lix46dEjLli1T586dFRFRkksMAABOZcaMGXr99dc1Z84cbd68WZGRkU5HAgAAAACEoGJ37qy13xxvmhtjYowxcb4f/o8IhKYRI0Zo27Ztuuaaa7xj06ZN09VXX63rrrvOwWQAEL5atmyp22+/XYMHD6ZpDgAAAAAosWJfHNQYU17SM5J6SYovYBdXAWNAmRQdHZ1n+8iRI4qLi1OXLl28Y9Za/fDDD2rdurWMMcGOCABhpWnTpnrnnXecjgEAAAAACHElWSvi35KukDRQUoake+Re8zxFUl//RQPCz+DBg5WSkqL+/ft7xxYvXqxLL71Ul112may1DqYDAAAAAAAAIJWscX69pIHW2g8lZUv61lr7L0kjJN3qz3BAOKpQoYIqVKjg3f7jjz8UExOjFi1a5Dnj/H//+58T8QAgJK1fv15PPvmkdu/e7XQUAAAAAEAYKEnjvIqkTZ6v0zzbkvSdpA7+CAWUJf3791dKSopGjx7tHdu8ebMaNGig1q1b6+jRow6mA4DQ8O9//1tjxozRgw8+6HQUAAAAAEAYKEnjfKOkep6v18m91rnkPhP9gB8yAWVO5cqVVaNGDe/28uXLVa5cOcXFxSkmJsY7vmfPHifiAUCpd/3116tVq1YaNGiQ01EAAAAAAGGg2BcHlfSWpOaSvpE0TtJnxpgHPY812I/ZgDIrKSlJV1xxhVJTU71jR48eVcOGDdW4cWN9+OGHSkhIcDAhAJQuN954o3r06MFFlgEAAAAAflHsxrm19gWfrxcZYxpJukTS/6y1v/gzHFCWVatWTdWqVfNur1ixQocOHVJKSoqqV6/uHT9y5IiioqKciAgApQpNcwAAAACAv5TkjPM8rLVbJG0xxtQxxkyx1t7lh1wA8unYsaO2bNmiTZs2yeVySZKstWrXrp0qVaqkW265xeGEABB87733niIiInTzzTerXLkzfloDAAAAAIAkPzTOfVSRdIckGudAgCQkJORZouX333/Xb7/9pqioKN13333e8ezsbBpIAMJeRkaGhg4dqpSUFFlr1adPH6cjAQAAAADCREkuDgqglGjYsKGSk5P1zjvvKDY21jvep08fdenSRT/99JOD6QAgsLKzs3X//ferRYsWuummm5yOAwAAAAAIIzTOgRBXp04d9ejRw7t94MABffLJJ1q4cGGetc+ttU7EA4CAqVChgkaOHKmff/6Zaz0AAAAAAPyKxjkQZipXrqz//ve/evXVV9WsWTPv+MiRI9WtWzctXbrUwXQA4H9cFBQAAAAA4G9FXgTZGDPrNLtUPsMsAPykXr16GjBggHc7JydHkydP1s6dO3XPPfc4mAwA/OPJJ59U9+7d1bJlS6ejAAAAAADCUHHOOD94mo/Nkt7xd0AAZ87lcunbb7/VqFGjdP3113vH33nnHXXv3l2LFy92LhwAFNP333+vMWPGqG3btkpNTXU6DgAAAAAgDBX5jHNr7Z2BDAIgsM4//3yNGTMmz9hrr72m5cuX67LLLlPHjh2dCQYAxVStWjXdeuutqlixouLj452OAwAAAAAIQ6xxDpRhb731lgYNGqQ77zzxutjSpUvVs2dPLVq0yMFkAFC4Cy64QP/5z3/06quvOh0FAAAAABCminzGOYDw06hRIz3//PN5xl577TXNmjVLlStXVqdOnRxKBgCnx0VBAQAAAACBwhnnAPIYNmyY/v73v+e5uGhKSop69+7NWugAHJWSkqJ//vOfrGsOAAAAAAg4zjgHkMeFF16ol19+Oc/Y5MmTNX36dG3fvl1Lliwp+I65OdLmpdLhXVJsDemcdlKEKwiJAZQVL730kiZMmKAlS5Zo4cKFTscBAAAAAIQxGucATqtHjx7avn27Onfu7B3LyMjQww8/rNtvv13tzt4rM+8xKS3lxJ3iEqWuE6Qm3R1IDCActWvXTi1atNBDDz3kdBQAAAAAQJijcQ7gtJo1a6aJEyfmGZs9e7Zef/11Za+ZrXZdMiTZvHdK2yHN7Cv1eofmOQC/6N69u66//nqnYwAAAAAAygDWOAdQIhdeeKHuvutOPd8lUiZ/01ySt5E+7zH3Mi4A4AfGGC4KCgAAAAAIOBrnAErkwgsv1KQn7lScDuUZ32GraGlOE+2wVSRZKW27e+1zACih999/XzNmzFBODi/CAQAAAACCg8Y5gJI7vCvP5ozsjros4yX1yXpCl2W8pBnZHSVJa1d8rcOHDzsQEECoO3bsmIYMGaJbbrlFM2bMcDoOAAAAAKCMoHEOoORia3i/3GGraHj2Pcr1HFZyFaER2Xdrh62iR0aOV+3atbVt2zankgIIUTk5Obr//vvVvHlz3XTTTU7HAQAAAACUETTOAZTcOe2kuERJRptya3qb5sflyKU/yjXUFlNLF1xwgWrXru29befOnbK2oLXRAeCEChUqaNSoUVq1apWioqKcjgMAAAAAKCNonAMouQiX1HWCJKl+xC5FKDfPzS7lqEHXgVq/4XfNmTPHO56VlaXWrVurTZs22rhxY1AjAwhNXBAUAAAAABBMNM4BnJkm3aVe7yihUrTGlZskl9wX73MpV2PbGiW06q6IiAjVrFnTe5dVq1Zp9+7d2rx5sxITE51KDqAUy83N1eDBg/Xrr786HQUAAAAAUAaVczoAgDDQpLvU6FolbV6qDrt3KTk7XvWatFbC2RUK3L1169basmWL1q9fr7POOss73rNnTzVs2FCDBw9W1apVg5UeQCk0e/ZsvfDCC3rrrbeUkpKimJgYpyMBAAAAAMoQGucA/CPCJdVvr4T6UkIRdq9evbqqV6/u3V61apVmzZqlcuXKacCAAYHLCSAkNG7cWElJSWrUqBFNcwAAAABA0IVV49wYkyzpnHzDE6y1jzkQB0Ax/OUvf9Hs2bO1bt061alTxzv+2muvqUmTJurQoQNrHANlSJMmTTR9+nQuIgwAAAAAcERYNc49Rkl602f7sFNBABSdy+VSjx491KNHD+/Ynj17NHjwYB07dkzLli3TpZde6mBCAE7gBTMAAAAAgBPCsXF+yFq7s6g7G2OiJUX7DFWUpKysLGVlZfk7GxAQx2s13Go2IyNDffv21fr169WyZUvvz7d582bVqVNHERFc3ziUhWvd4swsW7ZMX331lR544AGdffbZTscpELWLUETdIlRRuwhF1C1CEXWLUBXImjXh9BZoz1It0ZKiJG2V9IGkf1trM09xnycljc4/Pm3aNJUvXz4wQQEUS25urrdJnp2drYEDByo6OlrDhg1T7dq1HU4HwJ/GjBmjVatWqVu3burfv7/TcQAAAAAApVh6err69OkjSZWstWn+fOxwa5wPkvSzpP2SWksaJ+kTa+09p7hPQWecb9uxY4fi4+MDGRfwm6ysLC1YsEBdunRRZGSk03ECavXq1ercubOio6P1xx9/8AJXCCtLdYuimzVrlsaOHauZM2fq3HPPdTpOgahdhCLqFqGK2kUoom4RiqhbhKrU1FQlJCRIAWicl/qlWgo7IzyfVtbaldbaF3zGfjXG7Jf0oTFmmLU2taA7WmszJGX4fD9JUmRkJAcKhJyyULetWrXSli1btG7dOlWqVMk7/uCDD6pNmzbq3bu3XC6XgwlRXGWhblF0SUlJ6tWrV0isbU7tIhRRtwhV1C5CEXWLUETdItQEsl5LfeNc0iuSpp9mn+RCxpd7Pp8vqcDGOYDQU6lSJbVt29a7vWLFCr3yyit67bXX1LZtW5133nkOpgNwpkKhaQ4AAAAACG+lvnFurd0raW8J736R5/MOP8UBUAo1bdpUY8eO1d69e/M0zdeuXavGjRtzEVEgBAwYMECdO3fWjTfeyL9ZAAAAAIDjSn3jvKiMMW0lXSppkaSDklpJekHSHGvtFiezAQis2NhYDR8+PM/Y7t271bp1azVo0EDz5s1TzZo1HUoH4HS++eYbTZw4UZMnT9bGjRu56C8AAAAAwHFh0ziXe53yJLnXQ4+WtFnSm5KecTIUAGesXr1aLpdLUVFRqlGjhtNxAJxC8+bNNWrUKGVkZNA0BwAAAACUCmHTOLfW/iz3GecAoKuuukqbNm3Snj17vOslZ2dna+jQoRowYIAaNGjgcEIAx1WuXFljxoxxOgYAAAAAAF4sIgogbMXHx6tRo0be7XfeeUcvvPCCLr/8cmVkZDiYDAAAAAAAAKUZjXMAZUabNm103XXXaejQoYqOjvaOZ2VlOZgKKLvmz5+vpKQkrV+/3ukoAAAAAADkQeMcQJnRtGlTffrppxo8eLB3bNWqVTr33HP17rvvOpgMKJtGjx6tmTNn6s0333Q6CgAAAAAAedA4B1DmHF/zXJKef/55bdu2TZ9//rmDiYCy6fXXX1dSUpKGDRvmdBQAAAAAAPIIm4uDAkBJvPnmm2rWrJluueUW71haWpoOHDigunXrOpgMCH9/+ctfNH36dKdjAAAAAABwEs44B1CmnXXWWRo6dGieJvnTTz+thg0b6rXXXnMwGRC+rLVORwAAAAAA4JRonAOAj9zcXK1evVrHjh1TnTp1nI4DhJ3c3Fx17txZTz/9tA4fPux0HAAAAAAACkTjHAB8REREaN68eVq0aJGuvfZa7/jy5cv1559/OpgMCA9ffvmlvv76a02YMEGZmZlOxwEAAAAAoECscQ4A+Rhj1LFjR+/20aNH1adPH6WkpGjOnDm66qqrnAsHhLirr75a7733nvbv368qVao4HQcAAAAAgALROAeA0zh48KAaNGigrKwstWvXzuk4QEiLiIhQnz59nI4BAAAAAMApsVQLAJxGzZo1NW/ePK1YsUKxsbHe8RdffFFbtmxxMBkQOjIzM5Wbm+t0DAAAAAAAioTGOQAUgTFGiYmJ3u2vvvpKgwYNUrNmzZSamupgMiA0vPDCC2rZsqUWLVrkdBQAAAAAAE6LpVoAoAQSExN12WWX6eKLL1Z8fLzTcYBSLScnRxMnTlRycrK2bt3qdBwAAAAAAE6LxjkAlEDjxo21ZMkSZWVlecf27t2rN954Q0OGDFF0dLSD6YDSxeVyaeXKlZo8ebJuvfVWp+MAAAAAAHBaLNUCACUUERGRp0E+ePBgPf7447rtttscTAWUTvHx8Ro6dKhcLpfTUQAAAAAAOC0a5wDgJ9ddd50SEhL06KOPOh0FKDW4gC4AAAAAIBTROAcAP+nVq5c2bdqk1q1be8c+/fRTLV682LlQgIN++uknnXvuubrzzjuVk5PjdBwAAAAAAIqMxjkA+JHv0i07d+5Uv3791KlTJ33xxRcOpgKcsWDBAuXk5CgrK4slWgAAAAAAIYWLgwJAgFSoUEE33XSTfvzxR3Xu3NnpOEDQPfbYY7riiiuUkJDgdBQAAAAAAIqFM84BIEAqVqyo119/Xd99950iIyMlSdZaTZo0SUePHnU4HRAcrVu3Vp06dZyOAQAAAABAsdA4B4AAK1++vPfrqVOn6t5771Xbtm2VnZ3tYCogcL7//nsdPHjQ6RgAAAAAAJQYjXMACKKEhAQlJCSoT58+KleO1bIQfvbt26cbbrhB559/vtauXet0HAAAAAAASoSuDQAEUdeuXbV27VrFxcV5x7Zt26Zjx47p/PPPdzAZ4B8pKSmqVq2aXC6XGjZs6HQcAAAAAABKhDPOASDIzj77bLlcLklSbm6u+vbtqxYtWmjOnDkOJwPO3IUXXqhff/1Vc+fO5V0VAAAAAICQReMcAByUlpYma62stWrcuLHTcQC/iIyMVL169ZyOAQAAAABAidE4BwAHVa5cWQsXLtTSpUvVoEED73hKSoqDqYDi++yzzzRz5kxZa52OAgAAAADAGaNxDgAOc7lcat68uXf7v//9rxo0aKCHH35YmZmZJ98hN0fa9K205kP359ycIKYFTnbkyBENGDBASUlJeuutt5yOAwAAAADAGWPxUQAoZebNm6f09HT99ttv3rXQvdbNkeYNk9J8zkiPS5S6TpCadA9uUMAjIiJCd999t6ZPn67evXs7HQcAAAAAgDPGGecAUMo8/PDD+uyzz/Tuu+96G+fWWnfTfGbfvE1zSUrb4R5fx8VF4YyYmBiNHj1aa9asUUxMjNNxAAAAAAA4YzTOAaAU6tatmxITE73bzz4zQanT7pVVQetHe8bmPcayLQiq4xe2Pa5cOd7IBgAAAAAIDzTOAaCU27lzpxZMHqP4csdkCt3LSmnbpc1Lg5gMZd20adN03XXXadOmTU5HAQAAAADAr2icA0ApV7NmTb309ONF2/nwrsCGATyysrI0fPhwff7555o+fbrTcQAAAAAA8Csa5wAQAhpd8tei7RhbI7BBAI/IyEjNnz9fd999t4YMGeJ0HAAAAAAA/IrGOQCEgnPaSXGJks9iLTtsFS3NaaIdtop7PK6Wez8gSBo1aqRJkyYpKiBdAvgAACAASURBVCrK6SgAAAAAAPgVjXMACAURLqnrBM+G0Yzsjros4yX1yXpCl2W8pBnZf5W6jnfvBwRQZmamkpOTnY4BAAAAAEBA0TgHgFDRpLvU6x3tqNBIw7PvUa7nEJ6rCI3IuVdL0utr586dDodEuBs7dqyaNm2qKVOmOB0FAAAAAICAoXEOAKGkSXdt6jHH2zQ/Lsca3fXQUDVv3lwrV650KBzCXW5urpYtW6b09HTFxsY6HQcAAAAAgIAp53QAAEDx1K9eURFGyrUnxiKMdFb2IWVGR6t+/frOhUNYi4iI0BdffKF58+bpmmuucToOAAAAAAABwxnnABBiEirFaNzfmsll3BcKdRmjcX9rph+/WaAFCxYoPj7eu+/Ro0ediokwFRERoW7duskYc/qdAQAAAAAIUTTOASAEJbWqq+8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\n",
      "text/plain": [
       "<Figure size 1800x1200 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from numpy import arange, zeros, full, concatenate\n",
    "from scipy.interpolate import interp1d\n",
    "from matplotlib.pyplot import figure, subplot, show\n",
    "from apexpy import Apex\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# magnetic equator\n",
    "qd_lon = arange(-180, 180)\n",
    "qd_lat = zeros(qd_lon.shape)\n",
    "height = full(qd_lon.shape, 110)\n",
    "meq_lat, meq_lon = Apex(2016).convert(qd_lat, qd_lon, 'qd', 'geo', height=height)\n",
    "idx = (abs(meq_lon[1:] - meq_lon[:-1]) > 180).nonzero()[0][0] + 1\n",
    "meq_lat = concatenate((meq_lat[idx:], meq_lat[:idx]))\n",
    "meq_lon = concatenate((meq_lon[idx:], meq_lon[:idx]))\n",
    "\n",
    "# interpolated MAGx_LR lolcations\n",
    "time_to_mag_latitude = interp1d(\n",
    "    data_maglr['Timestamp'].astype('datetime64[us]').astype('int64'),\n",
    "    data_maglr['Latitude'],\n",
    "    kind='linear'\n",
    ")\n",
    "data_eef01['Latitude_MAG'] = time_to_mag_latitude(data_eef01['timestamp'].astype('int64'))\n",
    "data_eef02['Latitude_MAG'] = time_to_mag_latitude(data_eef02['Timestamp'].astype('int64'))\n",
    "\n",
    "time_to_mag_longitude = interp1d(\n",
    "    data_maglr['Timestamp'].astype('datetime64[us]').astype('int64'),\n",
    "    data_maglr['Longitude'],\n",
    "    kind='linear'\n",
    ")\n",
    "data_eef01['Longitude_MAG'] = time_to_mag_longitude(data_eef01['timestamp'].astype('int64'))\n",
    "data_eef02['Longitude_MAG'] = time_to_mag_longitude(data_eef02['Timestamp'].astype('int64'))\n",
    "\n",
    "\n",
    "\n",
    "fig = figure(figsize=(9, 6), dpi=100)\n",
    "\n",
    "ax = subplot(1, 1, 1)\n",
    "f_maglr, = ax.plot(data_maglr['Timestamp'], data_maglr['Latitude'], '-', c='silver')\n",
    "for time, lat, lat_mag in zip(data_eef02['Timestamp'], data_eef02['Latitude'], data_eef02['Latitude_MAG']):\n",
    "    ax.plot([time, time], [lat, lat_mag], '-', c='tab:orange')\n",
    "f_eef02, = ax.plot(data_eef02['Timestamp'], data_eef02['Latitude'], 'o', c='tab:orange')\n",
    "f_eef02_mag, = ax.plot(data_eef02['Timestamp'], data_eef02['Latitude_MAG'], 'o', c='tab:red', mfc='none')\n",
    "f_eef01, = ax.plot(data_eef01['timestamp'], data_eef01['latitude'], '.', c='tab:blue')\n",
    "f_eef01_mag, = ax.plot(data_eef01['timestamp'], data_eef01['Latitude_MAG'], 'o', c='tab:blue', mfc='none')\n",
    "ax.set_xlim('2016-01-01T00:24', '2016-01-01T00:30')\n",
    "ax.set_ylim(-12, +4)\n",
    "ax.set_xlabel('Timestamp')\n",
    "ax.set_ylabel('Latitude / deg')\n",
    "ax.grid()\n",
    "ax.legend(\n",
    "    (f_eef01, f_eef01_mag, f_eef02, f_eef02_mag, f_maglr),\n",
    "    ('EEF 01', 'EEF 01, time interpolated MAG_LR', 'EEF 02', 'EEF 02, time interpolated MAG_LR', 'MAG LR')\n",
    ")\n",
    "\n",
    "\n",
    "fig = figure(figsize=(18, 12), dpi=100)\n",
    "\n",
    "ax = subplot(2, 1, 1)\n",
    "f_maglr, = ax.plot(data_maglr['Timestamp'], data_maglr['Latitude'], '-', c='silver')\n",
    "f_eef02, = ax.plot(data_eef02['Timestamp'], data_eef02['Latitude'], 'o', c='tab:orange')\n",
    "f_eef02_mag, = ax.plot(data_eef02['Timestamp'], data_eef02['Latitude_MAG'], 'o', c='tab:red', mfc='none')\n",
    "f_eef01, = ax.plot(data_eef01['timestamp'], data_eef01['latitude'], '.', c='tab:blue')\n",
    "ax.set_ylim(-15, +15)\n",
    "ax.set_xlabel('Timestamp')\n",
    "ax.set_ylabel('Latitude / deg')\n",
    "ax.grid()\n",
    "ax.legend(\n",
    "    (f_eef01, f_eef02, f_eef02_mag, f_maglr),\n",
    "    ('EEF 01', 'EEF 02', 'EEF 02, time interpolated MAG_LR', 'MAG LR')\n",
    ")\n",
    "\n",
    "ax = subplot(2, 1, 2)\n",
    "f_meq, = ax.plot(meq_lon, meq_lat, ':', c='black')\n",
    "f_eef02, = ax.plot(data_eef02['Longitude'], data_eef02['Latitude'], 'o', c='tab:orange')\n",
    "f_eef02_mag, = ax.plot(data_eef02['Longitude'], data_eef02['Latitude_MAG'], 'o', c='tab:red', mfc='none')\n",
    "f_eef01, = ax.plot(data_eef01['longitude'], data_eef01['latitude'], '.', c='tab:blue')\n",
    "ax.set_xlim(-180, +180)\n",
    "ax.set_ylim(-15, +15)\n",
    "ax.set_xticks([-180, -135, -90, -45, 0, +45, +90, +135, +180])\n",
    "ax.set_xlabel('Longitude / deg')\n",
    "ax.set_ylabel('Latitude / deg')\n",
    "ax.grid()\n",
    "ax.legend((f_eef01, f_eef02, f_eef02_mag, f_meq), ('EEF 01', 'EEF 02', 'EEF 02, time interpolated MAG_LR', 'Magnetic Equator'))\n",
    "\n",
    "show()"
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}