{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory analysis of streams and popularity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specifically trying to understand why the total streams is pracitcally limited downwards for the same pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (12, 7)\n",
    "\n",
    "from plotnine import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "    pop = pd.read_feather('../data/pop_with_streams.feather').drop('index', axis = 1)\n",
    "    release_dates = pd.read_feather('../data/release_dates.feather')\n",
    "\n",
    "    pop_rel = pd.merge(pop, release_dates, left_on='track_spyid', right_on='spyid')\n",
    "\n",
    "    pop_rel['days_since_release']=((pop_rel['as_of']-pop_rel['release_date'])/pd.Timedelta('1 d'))\n",
    "\n",
    "    #TODO: Why are these \n",
    "    pop_rel = pop_rel[~pop_rel['days_since_release'].isnull()]\n",
    "    pop_rel['days_since_release'] = pop_rel['days_since_release'].astype(int)\n",
    "\n",
    "\n",
    "    pop_rel['diff_release_first_seen']=((pop_rel['first_seen']-pop_rel['release_date'])/pd.Timedelta('1 d'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n"
     ]
    },
    {
     "data": {
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tVqampgiHw6SlpZGbm0t9fT3l5eVkZGTw85///ELe4i+MCGQEQRCErxS3201HRwc+n4+amhrS09M/1bVRUVEfe6rt/Pw8TU1NtLa24vf7qaqqYuXKlVLgs9h48sOJuQsLC0vKsBe3ic5XjTQ3N8ef//xnBgYGGBsbw+FwEBsbS1ZWFpWVlZSUlLBs2bJzJvaGw2FaW1s5cuQIAwMD+Hw+gsEgSqUSvV5PcXEx27dvp6Sk5LxtDq4kIpARBEEQvjLcbjfHjx8nJSWF2traT33M/uJqSFxcHJFIZMnPnE4nJ0+epK2tjejoaGpqaqivr5cqfPx+PyMjI1gsFgKBAEqlEo1GQ1FREWq1+rxtDhavGxoa4tixY+zevRuFQkFubi6pqano9XoqKytJT0+X2hRMT08zPT0NnAmsTCYTg4ODmM1mJiYmCAQCxMfHk5qaSmpqqnTar1wuZ2RkhJGREQ4ePHjO8czPz4vu14IgCILwRQuFQrS1tZGWlkZ1dfVFPcbiAXJxcXH4fD7gTALvBx98QHd3NyqVivXr11NdXS1tVfl8PoaHhxkdHSU2NpbCwkIyMjLOm2PjdDqlYGJsbIzR0VEmJiZwuVxS4JOfn8+Pf/zjc15vs9lobW2lq6sLs9nM5OQkPp+P2NhY0tLSWLt2LWvWrMFoNF7UezA0NHTF9FkCEcgIgiAIXxF9fX2EQiHKysou+jG8Xi8KhQKFQsHY2BjHjh1jcHCQ9PR0br75ZkpLS6XtILfbzdDQEJOTkyQlJVFRUUFGRsZZVUWL3ajHxsaYmJjA4XAQHR1NYmKilLey2KKgurqaX/7yl0RHR0uJwv39/TQ1NdHV1SV1w46KiiI9PZ2MjAxKS0spLy+noqKCrKysczaX/DTm5+elIO5KIAIZQRAE4UtvenqakZER6uvrP9NZKD6fD7/fzx/+8AcGBwfJzc3l7rvvlqp/4EwCrdlsZmZmhpSUFJYvX74kyXZ6epre3l7GxsaYnJxkfn6exMREMjMzueaaa1AoFAwNDTE0NERGRgbbt2+XAqRgMMjs7Cxer5e/+Zu/YXh4GJ/PR3x8PDk5Oaxdu5aSkhJUKhVTU1MolUry8/PR6XRSAGWz2fD5fBd9qN3ExMR5q60uBxHICIIgCF9qCwsLdHZ2kp+f/4nl1ecTiUSYmpqira2NsbExkpKS+MY3voFOp5N+Pj09jclkwul0kpGRwapVq5ZUNlmtVkwmk9TcMTMzk7KyMrKzs9FoNPT19XHixAnGxsakAEmr1dLY2Mhbb71FZ2cnFosFv99PRkYG5eXl3H777dTV1VFUVITdbsdsNjM9PU1cXBy1tbXnrJB69dVXmZubY/ny5Z/4ukOhEDMzM9KvxTYH3/72ty/qffw8iEBGEARB+NKKRCJ0dHSQkJBAQUHBp74+FAoxNjbG8PAwJpMJl8tFSUkJO3bswOVySY0czWYzPp8Pg8FAVVWVVBodiUSYmJjAZDLh9XrR6/XccMMNUjVQOBymo6ODV155BZvNhkajITk5mZ6eHvbv38/MzAyhUEhKzL3zzjvZunUr+fn50uNbrVYaGxux2+2kp6ezcuVK1Gr1x74nqampbN68+ayfud1uLBYLo6OjjI2NYbVaiUQipKSkUFhYiNFolAKvK4UIZARBEIQvreHhYex2O6tXrz7nibfnEwgEsFgsWCwWIpEIwWCQtLQ0jEYjKSkpBINBTCYTw8PDhMNhsrOzyc7OlhJ4g8GgFAAFAgGMRiM5OTlSkqzf76exsZG9e/diMpmk2wKBAHFxcRiNRkpKSlCr1RiNRvLz88nJyfnYAKmsrOxTl0tbrVYpP2d8fBy73U50dDTp6enS+TMGg+GK6q30USKQEQRBEL6UnE4nfX19VFZWnvcE3I/6aIVRQUEBs7OzzM7OUlNTw759+/B6vbz99tsEAgHy8vLIysqSKpQWFhakEmu5XE5OTg5GoxGFQoHb7ebIkSPs3r2b9vZ2XC4XCQkJGAwGCgoKKCkpobq6GqVSKQVIi9d/OEA6ffo0PT09BINBdDoder2e6OhoxsfHP/a1LSws0NXVRUNDA36/n3fffZdAIEBMTAxqtVpaDVKpVASDQcxmM2azWbp+fn6eDz74gNOnT/P0009zzTXXXNwHc4mJQEYQBEH40gmFQpw+fZrMzEwyMzM/8f5utxuTycTExIRUYZSamsrp06dxOp2Ul5dL5dB5eXmUlZWhUqmkVR6v1ysFQIs9lKKiouju7qahoYHu7m5Onz6N3W5HpVJRWVnJpk2bWLVqFTqdjoWFBakVQHR09McGSP39/aSkpEjPEQgECAQCZ70mu91OV1cXAwMDjI6OMjs7SzgclgKowsLCs7ph+/1+ZmZmAJiZmaG1tZXx8XGcTieBQIBwOIxMJmPfvn0ikBEEQRCEz0tPTw+RSITS0tKPvd/c3Bwmk+msCqNAIEBLSws2mw2tVktbWxsxMTEkJSVRUlKCwWDA5XLhdDqlAMjtduP1erHZbLz66qu4XC78fj8ulwufz0dhYSF33nknmzdvlkqg3W43nZ2djI+Pk5CQQFlZ2ZIKI6/Xi9lsZmxsTAqQEhISSE9Pl/JkFp2vDDszM5NVq1ZRWVnJihUrePHFF1EoFDz44INLrj948CDPPfccHR0d2Gw25ufnAYiNjSUlJYWioiK+9rWvERsbe0HtHL4oV85IBEEQBOESmJycZGxsjJUrV57zC3exwshsNuNwOM6qMFpYWODQoUNMTEyg0+mIi4ujpKSESCSCXC4nISGB0dFR9uzZQ2dnpxSoyGQyqSljQUEBZrMZu93O8uXL2bp1K3V1ddIYHA4HJpOJ6elptFotNTU1SyqMFgOkqakp1Go1VVVVpKenI5PJGB8fJxQKceLECU6fPk1fX985y7Bra2upqak553vg8/n49a9/TUNDA0NDQzgcDgKBAHK5HJVKRWFhISUlJaxduxadTkdubi56vZ6oqCgaGho+h0/t4skiHz1j+UticWnsw6KiotBqtczNzV1U+3XhjKSkJFwu1+UexlVJzMFLQ8zBi3e1z0Gfz8fhw4fZvHnzOfsQ+Xw+jh07Rm5u7lkrFnAmz6O5uRmv14vBYDgrgXZoaIgDBw4QDAa57rrrKCgokBJop6eneeCBB5DJZMTGxhITE0Nubi7FxcUUFRVRXFxMX1+fFASVlJRw0003UVJSIj2/1WrlxRdfJCUlhdLSUvLy8pZUGNlsNkwmE7Ozs6SmppKXl4dWq8Vut9PY2Mgrr7zCwYMHCQaD0sF8cXFxKJVKkpKSztlbCc4kL8/OzuJwOHA4HIRCIeRyOQqFgqSkJLKyslizZg3r1q1jcnISm81GQkICOp2O5ORkFhYW6O3tpbe3l87OTh566CHuvvvui/oMP2kOpqamfqrHEysygiAIwlXD4XAAZ1ZNPvqlHYlEaG9vJykpackBdYuCwSAtLS3ExMRQV1cnVRAtVhj19PTQ3d1NTk4OW7ZskXof+f1+Wlpa+N///V8GBwepq6vjJz/5CYWFhcTHx+P3+zlw4AD/+Z//icPhoLa2locffhiDwSCN68MVRovNHWtqaqSfT01NSeXdmZmZ6PV6urq62LNnDwMDA/T09GCz2YhEIlKbg2uvvfa8ScwzMzMMDAxIJwV7vV5CoRAxMTGoVCr0ej2PPPIIK1askN7XkZERJiYm0Gq16HQ6RkZGOHr0qNQiYX5+nri4OJKSkkSLAkEQBEG41IaGhnC73axZs+asUutIJEJbWxuRSISamhqio6Px+/1SibXP58PhcLBu3TpqamqQy+V4vV5OnDjB8ePH6enpQS6Xk5eXx8MPP8yaNWuYmJjg5Zdf5siRI4RCIVauXMnNN99McnIycP4S7EgkQnx8vHRGzdDQEN3d3czNzTEzM8P4+DgejweFQoHL5WJ2dhaArVu38t3vfpf33nsPrVbL1772NeBMoHXkyBGOHDlCZ2cnIyMjUiuF5ORkcnNzKSgoYPPmzSxfvpwPPvgAgBtuuEHaYuvo6MBqtWK32xkfH2dubo6oqChSUlJIT0+nsrKS1atXU1VVJfVuulKIQEYQBEG46tntdgYHB6murj7nmSfd3d24XC5WrFhBIBCQKnni4+NJS0tjYmKCmpoaSktLsdvtnDhxgo6ODmZnZ/H5fFIjyF/84hf4/X5+97vfceTIEWJjY9mwYcOSQ+4+HCB9tAQbzuS/NDY28swzzzAxMYHH40Eul5OSkkJOTg7r16+nt7eXjo4OQqEQN954I9/97nelJo8NDQ00NTVx/Phx+vv7mZ6eJhgMSltB69evp6ysjOTkZCKRCEajEYPBIK1geb1eurq6eOuttxgeHsbtdgOgUqkwGAysXLmSrKwsEhISWFhYQK/XYzQapdfn8/nO6vx9OYlARhAEQbhquFwuWlpaWL16tXRbMBikvb2drKwsMjIyzrpmsepnxYoVOJ1OTp8+jUqloqqqStqOysvLIykpiddff52+vj6USiUymQy1Ws1NN93EmjVrOHLkCBaLhaeffpri4mJuvfVWNm3aJFUgnasEW6/X43Q66erqoq2tjXfeeYfW1laio6MpLi5m+fLllJeXs2LFCikB98UXXyQ2NpYbbriBBx98EKfTye7du6WKpKmpKWQyGQkJCWg0GnJzc8nLyyMlJQWHw8Hc3BxHjx5FrVajVqtpbm7GarVitVqlxpSRSAStVktqaioZGRnodDo0Gg0ul4uOjg7pPdJoNLS1teF0OnE6nbhcLsxmM9u2baO2tvYL+9w/jghkBEEQhKvGYpL3h1cEurq6kMvlS5JqF01OTtLX10d1dTVOp5Pu7m6WLVtGTk4OY2NjdHZ2Eh8fT3NzM2azmaysLK655hq6urpQqVRs376dQCDA888/Lx2Gd8stt/Dtb39bGsuHK4wWmz96PB5OnDjB1NQUZrNZ6sGk0+m46aabuPHGG7nuuusAOHnyJP/yL/9CR0cHKpWKuro6EhMTaW1t5dZbb8XpdBIMBomOjiYjI4OamhruuusuqqurgTMJzIt5LDExMcTExOB0OjGbzYyOjjI9PS0l+BqNRioqKqitreW2224DziQCj42NMTY2JlVehUIhpqenmZycZG5ujvj4eLKystDpdLS1tZGUlPS5fs6fhghkBEEQhKvGYpXLYg7MxMQEU1NTrFy5UloZWeRwOGhvb6e4uBiPx8PAwAAVFRXo9XoGBwd5++23cbvd+P1+CgoK2LlzJ11dXbS0tFBbW4ter6ehoYG+vj4UCgUVFRXSNhOcqTDq7++nt7cXv98PIB0cp1KpmJ+fx2QyYbfbqaqqYtu2bdTV1dHQ0EBcXByHDh3iqaeeoqOjg0gkglKpZHp6WtrySklJwWAwoFarqaur49prr6W0tJSmpiZSU1NRKpUMDAzQ3NzMzMwMPp8Pu92Ox+ORVmuUSiUGg4H169ezatUqqqurOXjwIHCm+s9kMtHZ2YnT6SQSiUjVSTExMej1eurr6zEYDEu2xjwej/R6rwSXPZD5aPmW3++nrq6Of/zHfwTgoYcewm63S2V2aWlpPPHEE1/4OAVBEITLLxgMSsdrLOZ6FBUVLekyvfizlpYWsrKyWFhYwGKxUFNTQ3p6Onv27OHQoUOoVCrq6+tZvXo1Xq+XPXv2EAqFqKiowGQy0drailKppKqqiuXLl9Pd3U1rayvHjh3jT3/6E8PDw4RCIdRqNTqdDp1OR0FBAVNTUzQ1NWG1WqUAqbCwEIDGxkYef/xx+vr6cLvdyGQylEolmZmZ5OTkUF1dTVFREU6nk5GREbKzs1m9erVUhWW323nnnXeYmprCbrfjdruJj48nMzMTo9HImjVr0Gg0mEwmTCYTeXl5rFq1Slqt8vl8tLW1MTQ0xCuvvML8/DxKpZLk5GTS0tKkrtparVb63nW5XHR1dQFnqsUaGxspKir6Qj7vC3HZA5mXXnpJ+nMoFOLBBx/k2muvXXKfn/zkJxfUblwQBEH4chscHKS3txeXy4XFYkGj0ZCTk7PkPoFAgNbWVlQqFaFQiImJCerq6tBoNLz77rs0NTWxfv16Nm7cSGJiIu+99x7Hjh1DoVAQExNDT08Pubm5GAwGYmNjMRgMuN1u3n//fQYHB/nzn/9j+ks9AAAgAElEQVRMSkoK+fn56PV60tLSiEQinDp1ir179+LxeCgoKOCWW25henqaZ599lsHBQSmxdrGb9dq1a7nxxhvZtm0b6enpdHR00NjYSFdXF8XFxXzjG9/A5/Nx8uRJnnnmGXp6eqRy6qysLG6++WYqKyulxN6enh4aGxtpaWkhLy+Pe++9l4SEBLq6ujh69Cjd3d1SF++oqCiqqqowGo1oNBopQXpmZmbJOWwejweLxcLk5KRU1eTxeD51c8rP02UPZD6spaWF+fl51qxZc7mHIgiCIFyBvF4vcCaBd2Fhgdra2iWl1uFwmFOnThGJRIhEIszMzFBfX09iYqL0Jb9jxw7Ky8uxWq08++yzdHd3S6sihYWFREVFYTKZSEhIICUlhba2NjweD5OTkyiVSv7f//t/lJeX43K5cLvdvPnmm3zwwQf4fD4yMjLw+/309/dz+PBhvF4vfr+fcDhMfHw81113HevWraOsrIz6+nr8fj+tra289tpruFwulEol8fHxHDt2jJdeemlJRVFGRgbbt28nJiYGrVbLpk2bCIfDnD59mpdffhm73Y5Go8FoNDI1NcXjjz+Ow+GQKpo0Gg07duzAYrGg1WrPalEAZ1o7tLa20tXVxfDwMHNzc4TDYRITE6msrKSqqgqlUnnOpOrL5YoKZA4dOsR111131kE7//Vf/0UkEiE7O5v777+fsrKyyzRCQRAE4XIKBoMEAgEsFgubNm066/tisWVAXFwcXq+XFStWEBcXR3NzMy0tLaxYsYLy8nIOHDjACy+8gNvtprCwUNqeGhgYICYmhrKyMhQKBQ6Hg8zMTObn50lNTSUUCpGdnY3VauU3v/kN+/btw263A0iNG1UqFenp6ej1etxuN1qtlg0bNnDfffeh0WhoaGhgfn6ePXv2sH//fiYmJpDJZFLAo1aryc7OZtWqVVJgkp2djdFoJDY2loaGBoLBIO+//z5vvfUW4+PjUnfsSCSCWq1Gr9dTXl5OQkICWq2W7OxscnJyiI+P57e//S1wJkm4ra2NlpYW+vv7GR0dxefzkZCQgNFopLKykpSUFKn8Oicnh8TExCuuRcEVE8gs1tX/7Gc/W3L7D3/4QwoKCoAzgc4///M/8/jjj5Oenr7kfh9dDpPL5Uv6VgBSIthHE8KET0cmk4n38CKJOXhpiDl48a72Oejz+bBarRiNRnQ63ZKfDQwMMDk5SXR0NDKZjFWrVqFQKGhubmZoaIjCwkJycnK47rrriIqKIicnh23btklJvDabTVq9sVqtxMfHU1tby+TkJADJycn09/dz7bXXSv2OYmNjycjIwGg0Ul5eTl5eHo2NjXR3d5OQkMANN9zA1q1biY2NZXh4mAMHDvDqq69isVjw+/0kJiZSWFhIcXExpaWl1NbWSjk9CoVC2uJSKBRYLBYOHDjAG2+8wejoKMFgEKVSSVZWFmq1Wur0vZhHNDU1RVpaGnFxcQwMDNDb24vdbuf1119fkhOUnJxMXl4eq1evprq6moSEBMxm85JD/OLi4ggGg0tyVi92Dl3qOXjFBDLvvvsumZmZLFu2bMntH159uemmmzh8+DDNzc1s27Ztyf1effVVfv/730v//Y1vfINHH330nM/10aQw4dNbjP6FiyPm4Gcn5uBnc7XOwcXqmtLSUrRarXT72NgYo6OjxMXFkZqaysqVK4lEIhw/fpxAIEBWVhZxcXE8+uijeDwefvCDH/Ctb30LhUJBW1ub1BogEomQkJDA9ddfT1RUFO+8844UFDz33HPMzs6i1Wqpq6tj27ZtrF27loSEBDo7O/nzn//M4cOHSUlJ4d5772XlypW43W6sVivt7e0cPnyYiYkJEhIS2Lx5M3fccQerVq0iMTERj8fD4OAgo6OjKJVKVq9ezejoKAcPHuTUqVMMDg5itVqBMwFAYWEha9askXpFLSwsMD09jdVqJTo6muzsbBITE5mfn2d2dlZqWTA9PY3NZkOn0/GjH/2Ia6+9ltTUVPx+PyaTCbPZjMfjobKykoyMDOlk4dnZWZxOJzKZDIPBQH5+/pL3/2Jcqjl4xQQyhw4dYvPmzZ94P7lcfs4TBe+8806pJG7xfnNzc0vuExUVhUqlwul0XpXN0q4USqUSj8dzuYdxVRJz8NIQc/DiXe1z0O12E4lEcLvd0v/jZ2dnOXLkCAsLC+Tk5FBSUoLVaqWpqYmoqCjcbjc9PT288847REVFSWXQFouFEydO4HK50Gq1REdHo1arcTqdHDhwgL6+Prq6ujCZTNKx/FlZWRw6dIjs7Gw8Hg8HDx7ktddew2w2YzAYeOihhygqKmJubo7x8XH6+/s5ceIEExMT5Obm8sgjj7B161bp9czMzHDy5ElMJhMWi4WJiQlGR0cZHR3F7/cTGxuLWq3GaDRy2223cfPNNzM2NkZaWhr5+fnSAXXj4+Pk5ORQVVUlbYktLCxIfZwcDgfl5eV85zvfYf/+/cjlctatW4fX6+Xo0aOMjY0RiUTQaDQoFAo6Ojo4efIkCoUCrVaLRqORVn4WV2Q++h17oT5pDn7aAOmKCGQGBwexWCxs2LBhye1Wq5Xp6WmKi4sBePvtt+nv7z/nSktqauqSjpkzMzPn/UsaCoWuyr/AV4pIJCLev89IzMHPRszBz+5qnYMLCwvA/43f7XZz+PBh5ubmpGRUj8dDU1MTKpWKsbExDh48iM1mIzU1lYcffpiGhgbeffddZmdniY2NJTMzk3A4jM/nIyYmBoVCwd69ezl9+jQLCwukp6dTXV3N5OQktbW1JCYm8uyzz/Liiy8yNTWFwWBg+/bt5ObmolKpiI6OZmRkhPfff5/p6WlKSkp49NFHqaurk8be2dnJrl276Orqwmaz4fF4kMlkaLVa8vLyqK6uJicnh6SkJFJTU8nNzZV6OI2MjGC1WhkaGpLaICiVShITE/H5fFIVkslkYnx8HJ1Ox/33309xcTFyuZz9+/cTDod57733GBoaApCu93q9xMTEkJOTI51D8+Fk6kv5d+9SzcErIpA5ePAgdXV1Z0VhPp+P3/3ud0xMTKBQKDAajfz0pz8lMzPzMo1UEARBuJz8fj/BYFBaxWhpaWFmZoaysjKcTif79++nv78fpVLJ8PAwp06dIiEhgUAgQHV1NYcPH2bXrl2UlJSwceNGKioqSE9PR6vVEolE+O///m/27dtHKBSitraWyspKJiYmMBqNfPDBB/T29rJz505mZ2cpKCjg+9//PmVlZWi1WmJjY3n99dfZv3+/1AX7Rz/6kXSGSzAY5A9/+AO//e1vWVhYQKlUYjQaqa+vp6amhvXr1xMKhaQu2DqdTmqd4PP5GB8fp7m5meeff56kpCSWL19OUVERWVlZaDQaNBoNQ0NDNDY2Mj4+LpVg5+TkYLVaOXLkCKdOnWL37t3IZDI6OjpISUlBq9USFxdHQkKCdOjdR83OztLd3c34+DjT09O89dZbUu+ny+2KCGS+/e1vn/P27OxsfvWrX33BoxEEQRCuVMFgUPqHrdlsxu/3s23bNmk7Z3JykqysLFpaWujp6SE5ORmXy0VFRQX5+fl0dnaSmprKfffdx8033wycWeH45S9/yZEjR/D5fNTU1LBx40ZmZmbo7u4mMTFROiAvMTGRnTt3cs8995CRkYFMJsNut/Pcc8/x/vvvEwgEWLNmDffccw9ZWVnAme2wP/3pT7z22mvMzMyQlpbG9u3b+au/+iuio6MJhUKMj4/T09PDwsICWVlZFBYW4vP5MJlMzMzM0NPTw9DQEOFwGL1ez/Lly9m5cydyuVwqwd61axd2u51ly5ZRWlrK9PQ0u3fvZmRkhMnJSRYWFqT+SWlpafz1X/+1tE30UV1dXZw4cYLBwUGmp6elMvDFVgWL7RmuBFdEICMIgiAIFyIUCiGXyxkYGGBmZoY77riDvLw8+vr6aGxsZHJykuHhYXw+HwaDgXA4zPXXX8/dd99Ne3s7UVFRWCwWkpKSaG9v58knn6SlpUWqYqqtrSUQCNDX18fw8DB+vx+Xy4VKpSI7O5utW7fyve99j6SkJHp6evjTn/7E8ePHiYmJYf369dx7771oNBrgTJ+n559/nvfee4+ZmRn0ej1///d/z8LCgrQDsXhQ3uJzJCYmMj4+zsjICAqFgtHRUYaHh4mOjmbbtm3U19dz/PhxoqKiCAaDNDU10djYKLU1UCgUHDx4kIWFBZKSklCr1aSmplJZWcny5cvJz8+XFgiuueYa4Mwq11tvvcWRI0fo7+9nfHychYUFYmNj0ev1bNy4kcLCQjIzM8nPz6e4uPiKqnoTgYwgCILwhfL5fMTHx1/UtcFgkEgkQnNzM5s3b8ZqtdLS0sLg4CBOp5PY2Fiqqqpwu92Ew2GMRiP33nsvXV1dzM/PU1FRwVNPPcW//uu/Mjs7S1JSEjU1Neh0Oumo/vn5eY4fP87CwgIVFRVs2bKF2tpafvjDH6LVaunp6eGVV17h5MmT0iFzt99+u3Q6bn9/P88//zwtLS1SC4ObbrqJHTt2oNVqeeWVVxgZGaGrqwufz0dSUhIpKSnSoXVpaWn09vbS3t5OTEwM119/PXV1ddLj22w2Tp48yZNPPonD4SA6OhqNRoNOpyM9PZ1rrrkGtVqNz+cjEolgNBoxGAxER0dLidJTU1M88sgjUjVUOBxGpVKRk5PDXXfdxYYNG6ivr8ftdnP69Gn8fj8VFRWkpqZKB+9dKUQgIwiCIHxhOjo6aGho4Ic//OGnvjYSieD1epmfn5fOhHG73UxPTxMMBqUj948dO0ZUVBQajYY777wTs9mM1Wqlvr6en/3sZ7S1taHX6/nLv/xLVq5cSU9PD9HR0QSDQU6cOMGpU6coLS3loYceYuXKlcCZHJHp6Wl27drFSy+9RE5ODg8//DA33nijlFfS2trKCy+8QHd3N8nJyZSWlqJSqVi+fDnLli1jZGSEt99+m2eeeYb09HR27txJfn4+ycnJqFQqZmdnOXbsGD09PajVajZu3Eh1dTUjIyO8++67nD59mubmZgYHB6Uy6MrKSrKzszEYDMjlcqxWK93d3URHR5OWlkZKSgrd3d0cPnwYi8VCW1sbg4ODABiNRvLz89mxYwdbtmwhOzt7yXttNpvp7+/H5/MxNTXFa6+9Rk9PD1arlZdfflnqH3W5iUBGEARB+MIsHpl/MSYnJ3E4HCQnJ7Nz507GxsZ46623kMlkbNmyBbVazf79+4mNjSUqKoodO3YwNzfH0NAQxcXF/Pa3v2Xv3r1kZmbyi1/8QiqlnpycZGZmhtHRUcLhMN///vfZsWOH9LwNDQ08//zz9PX1UV1dzU9+8hO2bt0q5YkcOnSIXbt2MTw8TG5uLjfffDPj4+NEIhGpueLg4CAzMzOEw2GWLVtGRUUFN9xwA3AmR+fgwYMMDg6SlpZGaWkpXq+XAwcO8PTTTy+palo88Xfr1q3SYbFutxuz2czk5CR5eXmUl5fj8/mYmJigp6eH8fFxhoeHcTgcpKWlccstt7B69Wpuv/32s97jQCDAsWPHeP311xkYGMDtdjM/P08kEiEpKYns7Gy+9rWviRYFgiAIwlfTxQYxLpeL1tZWYmJiiI6OpqGhgRMnTpCfny9VER0+fBiZTEY4HJYCkY6ODlQqFS+//DK7du2SVlg6Ozt54YUXmJmZITExEY1GQ0lJCffccw9VVVUEg0Fee+013nzzTWw2m5Qb8sgjj7BmzRqCwSC7du1i9+7dTE5Okp2dze23387k5CTNzc1UVFSwceNGUlNTCQQCDAwMkJOTQ0VFBWazGZlMRl9fH++88w7t7e0AREdHYzabCYVCpKWlkZCQQGJiIklJSZSXl7Ny5UoKCgpobGyUWjAsnnWzeGaMx+MhGAyi0WgIhUKMjIxIVV033HADq1at4tChQ9L76nA4eP/992lpaaGvrw+LxYLb7SYxMZH8/HzKy8vR6/VUV1dTXFwsJThfSUQgIwiCIHxhFk+gHRkZ+VTXnDp1Str+sdlsvPPOO2zfvp1t27bR3d1NV1cXwWAQr9fL7bffjlar5f3338fr9TI4OMhbb71FWVkZP/7xj/ne975Hd3c3er2eLVu2kJiYyOjoKH/xF3+BwWDgqaeekhJmV6xYwX333UcoFOLv/u7vWFhY4Kc//SknT57E5XKRnZ3NzTffjEajoaOjg+joaL7+9a+Tm5tLMBiko6ODqakpcnJyyMzMxGq10tfXx9tvv81TTz2FQqEgNTUVo9GI0WgkNzcXuVxOT08Pc3Nz5OXlcc0110htecxmM++88w5zc3P4/X7gzAFyRqMRvV6PwWBgamqKw4cPMzIyQlFREd/85jeprKwEzpyA/N577zEyMsJvfvMbqbVPcnIyarWa1atXs2HDBnQ6HTMzMyQnJ5Obmyud02axWNi1axf33nvvWa2CLhcRyAiCIAhfmNHRUfr7+7FYLBd0/1AoRG9vL3K5HJ1Oh81mw+l0cs8993D99ddz6tQppqen8Xq9TE9Ps2XLFgoLC9m3b5/UL+ngwYPodDp+/vOf88c//pHJyUluu+02fvCDH3DgwAHMZjMbNmyQuljLZDKuu+46duzYgc/nY3h4mKamJoaGhnjqqaeYmJggKyuLe+65B71eL53eazQaWbFiBXK5nK6uLoaGhpDL5eTn5xMIBHj++ec5duwYIyMjpKenc/3111NcXIzRaCQSidDf38/Ro0eZn58nNzeX9evXS20GBgcHaW1tpbW1FYvFQmFhITt37qSwsBCj0YhMJuOdd97h2WefZWZmhsrKSr7+9a/j9Xppbm7mueeek1oUOJ1OVCoV69evp76+nrKyMiwWi9Qw0u/3ExUVxapVq+jt7eX3v/897e3tjIyMMDc3h8/nIzo6mkceeeRzni0XRgQygiAIwhcmEAggk8m49tprP/G+kUhESrxdsWIFVqsVhUIhNTlsampifn6ehYUF+vv7Wbt2LcuXL+ell15ibm6O3Nxcdu3ahUwm47HHHqOpqYkPPviAZcuW8eCDD7Jv3z6pcuixxx4jLi6Ouro6SktLsdlsPPPMM0QiEVJSUqSE3tzcXG699VY2btxITEwMb7zxBoFAgO985ztUVFQQDocZGBjA4/GwYcMGUlNTpW0wp9NJZWUl99xzD+vWrUOv1+P1ejl58iSnTp0iEolIJdaJiYnAmfyXt956i6NHjxIIBNi4caNUXbVp0yZ8Ph979+7lvffew+PxkJKSQn5+PoODg/zoRz+SghKVSkV+fj733XcfMpmMhIQENm3aRE9PD42NjchkMpKSkujq6qK/v19qe7BYhq3T6SgqKqK4uBi9Xn9Ww87LSQQygiAIwhdmcTvkQvT09GC321mxYgUxMTHY7Xap43R7ezvp6enExMTwwQcfUFVVRV1dHc899xzz8/OUlpbS0NCAzWbjH/7hH7DZbLz22muUl5cTCoV44oknaGpqkk7YzcvLQ6/XS32KcnNzue6666RqoH/7t39DJpNx3333MTMzQ2trKz09Pej1enbs2IFKpZJKlQOBADqdjvfff59Tp06hVCopLS0lPz+f+vp6Ojs7cTqdnD59ms7OTuLj41m5ciXXXHON1AzVarWyd+9eTp48SUxMDNdeey033ngjiYmJNDQ04Ha7+fWvf82BAwew2+1Sa4WJiQlpq6q4uJjU1FTS0tLIzs7GaDQSExNDQ0MDLpeLp59+mvfff19qCOlyuYhEIlIZ9m233cbmzZvJysqiu7sbtVpNeXk5hw8f/rymx0URgYwgCILwhQkEAhd0v+HhYUZHR6mrq0OpVAJgt9sJBAK43W5kMhl6vZ7/+Z//ITMzk/Lyct58803kcjlFRUU0NTXR3d3Nww8/TGpqKv/xH//BmjVrGBoa4sUXXwRAp9NRX1/P2rVrMRgMGI1GMjMzl5x2Oz8/z3PPPYfVakWv15OWlsarr75KVFQUN998s9Rl+8Olyn19ffT19ZGRkcGOHTukRpTLly8nJiaGY8eO4XQ6ycnJYdOmTVRVVUnPOTw8zJ49e2hvb0ej0XDrrbeyYcMGKWDbu3cv+/fvx263I5fLUavVFBQUkJ2dTVFREfn5+VJJ+mITTLVajdvt5uDBg7S0tLBnzx5sNhsAcXFxZGRkUFpaSn19/ZIybL/fT3d3N52dnVKfpt27d/Pqq6/ywAMPXLI58VmJQEYQBEH4wlzIiszU1BS9vb1UVVUt6cFns9kIBAKEw2GysrJ49tlnASgtLWVoaIi4uDhUKhWjo6McO3aMW2+9lTVr1vCzn/2MgoIC4uPjee655wiHwzz66KN861vf+thOy06nk5deeolQKER9fT0jIyO88sorzM/P88ADD1BVVYXP56Ojo4OWlhbMZjMzMzPk5ubyne98h6qqKk6dOoXH46G+vp6pqSnefPNNZmZmuOWWW1i7dq30XD09Pezdu5eenh6ysrK4/fbbcblcHDx4kCeeeIKRkRGpTYBCoWDZsmU88MADlJeXExUVhdfrZWxsjOHhYRISEigqKmJmZobm5maps7bNZsPn8xEMBsnNzeW73/2ulOz8UZOTk+zbtw+TyYTP5+P3v/+9NIaEhASSkpIu+DP/vIlARhAEQfjCfFL5tdPppL29ncLCwrPyMGw2G5FIBLlczp49e7BYLNxwww0kJibi8XiIjY0lFAqxb98+6urquP/++3nsscekU4T//d//nfj4eCorK9m5c+fHBjFzc3O88MILxMbGcvfdd/P4448zNTWFXq+nqKiIlJQUKbDp7u4mFApRUVHBN7/5TYqLi/H7/TQ1NUnNJ48cOUJbWxtVVVWUlZWRn58PwIkTJ9i/fz89PT0Eg0HkcjlHjx7ljTfeIBwOEx8fT2xsLEajkZUrV7Jz504GBweJiopi06ZNzM3NYTabpXNkZmdnGR8fZ3JykkAgIJ2pk5qayurVq8nOzkahUKDT6diyZYv0et1uNy0tLbS2ttLS0oLFYiEqKgq1Wo1CoSAYDFJaWsqGDRu44447zhn8XC4ikBEEQRC+MB+3IuPz+WhpaZF6+nyUzWZDJpPh9/tpbGzkrrvuYuXKlbS3t0u9lZ588kkMBgN/+7d/y69+9SumpqZQq9W88cYb6PV6CgoK8Pv95+3yDGdWhF566SWSk5PZuHEjJ06coKenB61Wy5133sm+ffv44x//KJVbr127lptuugmDwQCc2Y5qbm5GLpdjMBh47rnn8Pv93HnnnRQWFvLuu+/yzDPPcOjQISYmJgiHw8jlcmJiYkhLS6OgoID169ejVCrx+/0UFhayevVq9Ho9AAMDAwwMDNDc3Ex3dzdOp1OqJFrsmF1TU8PCwgIej4e8vDyqq6uZmJhAp9MxMjKCy+Vi9+7ddHZ2SkFQIBAgOjqazMxMtm/fTnx8PLOzs8jlcjIzM1m3bh15eXniHBlBEAThq8vhcDA7O3vW7cFgkJaWFpKSkigrKzvntYsrMn6/nxUrVnDnnXfy3nvvSe0HnnjiCWJiYvinf/onnnzySY4ePUpaWho9PT1UVlZSXV2NxWKhr68Pn893zucYGxvj5ZdfJjMzk8rKShobG5mbm0Or1UqH5L300ktER0ezefNmbr/9dpKTk6XrPR4Pzc3NxMbG4vV6eeGFF8jNzcVgMLBv3z7eeOMN+vr6CIfDKJVKCgsLqaysZM2aNWzevJnOzk6amprweDwsW7aMVatWoVarGRwcZPfu3Zw6dYpXX31VOrQuJSVFCn70ej02m422tjZ8Pp+U9Ds8PMz+/ftxu91EIhEcDgexsbFER0ej1+spKytjw4YNKJVK5HI509PTWK1WtFoty5YtIzMzk0AgwIsvvkhHRwfNzc3cddddPPbYY5dmUnxGIpARBEEQvjBer/es2xbLrAGqq6vP+S/+/4+9N4+Our73/x+zr8nMZCb7TnYIEMKSsAkoiIhiXVvpPWqtVntaa729bbXW3luV1qNWj1WqoNd9xwVFBVmCLAIhQEgg+75Ptsnsa2bm9wdnPjXFe6sWbH/3+3mcwx9M+CQzn3lz5pnX8nyGw2EcDofw9+9973vs37+fvr4+Vq9ezbPPPovT6eThhx/mnXfe4d133yUrKwuXy8WMGTO48cYbqampQSaToVQqv/R5dHR0sHXrVlJTU9HpdBw4cACn04lOp2NkZITh4WE+//xzSkpKuP/++896ni6Xi+PHj+Nyudi/fz8dHR2oVCr27dvH0NCQ8PynT5/OL3/5Sy666CLhntTU1PDss88SjUYpLi5Gr9fT29vL008/TX9/Pw6HA4lEQkJCAhqNhmXLlnH77bcjk8mEodzGxkbkcjnLly/HaDRitVrp6+vj2LFjBINBUlNThdXpBQsWMG/ePPx+P3V1dTQ0NDA4OEgkEiEvLw+n08nu3bsZHR3FbrdPWeM2Go3f2KH5fCAKGRERERGRb4XJyUkikchZjzc2NuJ2u6moqPgfWz5erxefz4dEIkEikXDo0CFcLheXX345H3zwAW1tbdxzzz289957vPvuuxQWFhIOh5k+fTrf/e53heToWAvni3g8Hmpqavjoo4/Q6XSEw2HkcjmRSASj0YjJZEKhUGAymaioqGDu3LnEx8cLWUtdXV3s3buXgwcP0tPTg81mQ6lUkpWVhdPpxG63o9FomDVrFnfddRdlZWXAmS2s6upqqqurmZiYEH52Y2MjAGazmfj4eIqLi8nNzRWiE/793/+dJUuWkJ2dTU1NDUeOHGF0dBS1Wo1MJqO2tpZIJEJiYiI6nY6VK1eybt06cnNzp7zutrY2PvnkE9rb2xkfH8fr9eJwOBgeHiYSiQiuvsuWLSM/Px+TycS0adPYsmXLv1R7SRQyIiIiIiLfCrGNoy/S2dnJ0NAQCxYsEIZyvwyPx0MgECASiRCNRuns7OTmm2+murqavXv3sn79enbu3Mnu3bspKioCoLS0lIsuuoiioiJqa2uJRqNCBWNgYPQp0eEAACAASURBVIBQKITdbqexsZGTJ0+SlpZGUVERJpOJzs5OdDod06dPR6fT8d5772GxWLBYLIyNjfGnP/2JxsZGBgYGmJiYwO/3o1QqiY+PZ968eXi9Xtrb25HL5cLMy5o1a9DpdBw8eJCdO3dy+vRpAoEAWq2WxMREkpKSyM3NJTMzE41Gw/j4OFqtlpycHGEtfNeuXYTDYY4cOcI777yD1+tFpVKRlJQkCI38/HxmzJiB1Wqlp6eHioqKKcO5n3zyCc899xydnZ34/X4kEglKpRKDwYDRaGTFihV8//vfJy8vD7vdLmRBzZw5E6PRyNjY2P86KP1tIwoZEREREZFvhXA4PEXIWK1W2tvbmT17NvHx8f/rtW63WxBCkUiElStX0tvby+uvv86cOXNobGyktraWjIwMJBIJ8+bNY9asWcyaNQv46+p2Z2cnDQ0NtLe3k5GRgdPppLe3l7KyMvLz83G5XJw8eZI5c+ZQWVmJy+WisbERrVaLw+HghRdeoK+vj/j4eBISEkhNTcVgMBAKhQgGgzidTj7//HNMJhMWiwWdTkd6ejpOp5OHHnqIpqYmxsbGSElJYe7cuVRWVjJ9+nRycnLweDx0dXUxPDyMQqFg9uzZwnzM4cOHqa+vZ/v27TidToLBIHPmzKGiooIZM2ZQUFCATCYT7tfAwACdnZ2Ulpayf/9+Dh06xMmTJ+nu7mZ8fFzw2ykvL2fBggWkpqYSDocpKSkhNTWVaDRKe3s7zc3NtLe309TURFNTE0NDQ3i9XpYvX35ezsg3QRQyIiIiIiLfCsFgkGg0CpxZbz516hRFRUUkJyf/3Wtj4YaRSASJREIgEGDjxo3ExcWh0Whobm5GoVCg1WpZtmwZGRkZlJeXI5PJhHbJyZMncTgc6HQ68vLy6O/vp6qqioyMDJKTk7FarQSDQa699lry8vLo6uqipaUFm81GfX29MG9zxx13cPPNN3Py5Elee+01rFarMHNTWFhIeno6HR0dTE5OYrFYsNvt9PT04PV6yc/P57rrruOyyy4TtpBiTsE2m02oSjU2NrJ9+3ZhtiaWbm00Grn00kv5/e9//6X3yWq18t5777Fnzx4cDgcTExMEAgEkEgkqlYr09HQyMzNZsmQJ9957LwMDAzQ3N6PT6SgtLcXpdPLYY4+xc+dOBgYG8Hq9hMNhFAoFer2e0tJScnNzWbFixT98Hs4VopAREREREflWiG0KRSIRTp48SUZGBtnZ2V/pWpvNRjQaFYTMI488gkQi4fLLL6ejo4Ph4WGysrJYt24darWa8vJyVCoVkUiE48ePU1NTQyQSYf78+Xz66adUVVVhtVqZNm0axcXFKBQKNBoN8+fPJzExkbq6Oj788EOsVqsgJPLz8/npT3/KkiVL2LVrFw8++CDDw8NoNBpycnLIycmhv7+frq4uZsyYQVZWFmNjY4JIiIuLo6Kigu7ubqLRKENDQxw9epTm5mY8Hg8ejwen04lcLic5ORm1Wo3FYiE1NZXS0lLS09PZsWPHFCO906dPs3PnTk6dOkV3dzc2m41gMIjZbBbcipOSkigrK8NoNKLT6di/fz8AJ0+e5NixY5w6dYqOjg76+vpwOBxEIhG0Wi0ZGRnk5uYyY8YMFi9eTG5urpAd9a+EKGRERERERL4VYlUFn8+H0WikuLj4K10XjUYFD5lwOEwwGMThcLBhwwZOnz7NkSNHKCgo4KabbsLtdjN79mz0ej1ut5uTJ0+yb98+oQ0UDocZHR2lpqaG73znO1x66aW43W7Gx8dZsGABkUiEhx9+mKNHjwozJ0uXLqW/v5/MzEwsFgtXXnkljY2NKBQKCgsLWbhwIXFxcfT09FBUVERRUREDAwO43W4WLFhAUlISw8PDlJaWCllHg4ODOJ1OwawuKyuLWbNmUVhYiNvtpq6uDo/Hw8KFC6msrMRsNnP48GFGRkbYuHEjf/zjHwX/GLlcTmJiouAfE3udDoeDadOmUVZWhtvtZmhoCLfbzbZt2xgbG+OZZ54hGo0KIZI6nY7i4mLKy8vR6/V4vV7i4+OF9lZHRwcNDQ0cOHCAX/7yl+f5tHx1RCEjIiIiIvKtEBssValUzJw58ytvvvj9ftxuN1KplHA4DMA999zD0NAQ7777LkVFRfzsZz9jaGiI6dOnYzab6e7uprm5mYmJCeLi4gRxsW/fPgKBANdeey233norp06dwuFwkJWVxZYtW6iqqkIikbBq1SrS0tJQq9XY7XZsNhtdXV1cd911+Hw+li5dym233UZhYSHHjx/n6NGjQkr2wMAAZWVllJWVcfr0aerr6zGZTLzxxhu0tLTQ1dVFWVkZ11xzjVC5ia1g7927V3ADLi0tpa+vj08//ZSmpiZ2797N8PAw4XCY+Ph4Fi9ezJw5c5gxYwaRSIRdu3bR399PNBolLy9PMMF7+eWXaWxsZGhoCLvdTjQaRa1Wk5aWRk5ODikpKUIlRiaTMTg4KLTsampq6OnpYWJiQmgzATQ0NLB27drzdla+DqKQERERERH5VggEAsCZrKD/zVn3b4mtXkejUeGD1Gq18tJLL1FcXMzvfvc7Ojo6yM3NxWw2c+zYMWw2G5OTkyQkJKDX6xkdHeXw4cO4XC5SU1MpLy+ntraW9vZ2+vr6aGtrIxQKUVJSQl5eHuPj4zgcDnw+H1u2bMHhcOD1ejGZTDz++ONcc801NDc38+qrr9La2orBYMBkMlFQUCAM977xxhtYrVaUSiWNjY0YjUbmz59PRUUFa9asIS0tDbvdLrSGQqEQBoMBqVRKVVUVb7zxhiDi7HY7CoWChQsXotFoSElJ4cEHH8TtdnP06FF27NiB0+mkoKCAyclJTp8+ze7du3G5XAwNDeHz+ZDJZJSXl7NhwwbKysoIhUKcPn2ahoYG5HI54XCYuro6WltbOXXqFHa7nUgkglqtxmQyUVZWxtq1aykvL//SNfp/FqKQERERERH5VogJma+Lx+NhcnJySnL2pk2bmDFjBo888gjNzc3ChtChQ4dQq9XCKrRGoxE2duRyOaWlpZw+fZrt27fT39+Py+USVp+1Wi1qtZpIJCJUQ/bt20dbWxvRaJTc3FzuvvtuVqxYwZtvvsnrr78+RfwkJSWhUqmE7aje3l6USiUWi4W1a9cSFxdHR0cHEomE4eFhtm3bRk1NDX6/H4VCgUwmQ6VSkZGRQUpKCpFIhJGRESGyQaPR4Ha7aWpqIhAIsHnzZg4cOMDQ0BB+vx+9Xo/VaiUtLQ2TySQkiKvVaubNm8ePf/xjFixYgFwuZ2hoiE2bNnH48GEmJiZwu91CxSw+Pp6MjAyWLFnCvHnzyMzMJCsri8zMTBQKBS0tLf+jM/I/A1HIiIiIiIh8K/j9fqLR6NcWNDabDYlEMsVQLzU1lc2bN3P69GlkMhmRSISGhgYyMjIYHR1Fr9djsVj48MMPBYO6wsJCmpubaW1txWazUVZWxmWXXYZEIsHlcpGUlIROp8NqtVJTU4PD4RBWryORCMuWLcPpdHLZZZfh8XgoLi5m5cqVlJSUYDKZMBgMDA4OsmXLFgYGBpg3bx4XXHAB+fn5eL1ewQNm8+bNgmNwdnY2c+fOJT8/n+nTp+P3+9mxYwd1dXWkpqZy4403snDhQj777DMOHTpEXV0d9fX1TE5OCoZ5FouFyspKli5disvlYtOmTXz++efIZDIWLFjAjTfeSHFxMQcPHmTjxo0cOXIEj8cDnKmOxcfHk5iYSEFBAbNmzSIQCDAxMYFCoRCGrNvb26mtraW2tpa+vj4hefxfAVHIiIiIiIh8KwQCgbMqK1+F8fFxFAqF0FaCMzMy7e3tjI2NoVarkUgklJaW0tLSIqww19fXMzExQUpKCqOjo7S3t7Nv3z4A7rrrLi6++GKOHDlCT08Pcrmcvr4+gsGgMLNy9OhRAAoKCoTtnqqqKuRyOb///e9ZtGgRSqWSSCRCU1MTH3/8MadOnSItLY0777wTo9GIw+Hg8OHD7N69m/b2dvR6PQqFgtWrV3P77bcLq+fV1dW8/vrr9Pb2kp+fz/r16/H5fFRXV/Piiy9y4sQJQdAplUpmz57NPffcg91uZ+bMmRw5coQHHniAnp4ekpKSqKioYGJiguHhYe6++24mJiaE9XeZTEZ6ejpXXnklixcvBs6076xWKxMTE2i1WsxmszCzMzIygtPpJBwOE41GUSgU9PX1/cPn4VwhChkRERERkW+Fb9pampiYQKPRTBFAo6OjdHd3YzKZyMrKwmw2C+0jj8dDJBIR5kKam5vp6OhAqVRiNptRKBRkZ2cL6c8ymQy9Xk9ubi6hUIgPPvhACKhMTk4WwhZjczAXXnghCxcuRCqVUlNTw7FjxxgdHWVycpJZs2ZRUFBAT08PPT09jI2N0dDQwMDAABdffDGrVq3i+eefZ8GCBVgsFvbs2cOePXvo7u5Gq9Wi1WppbGzk4MGDwnDzyMgI0WiUwsJCbrzxRvr6+ohEIthsNmpqanjkkUfo6+tDqVSiVCrp7OyksbFReF0ajYbMzEyKi4u58sor6ezsRKVS8cMf/hCbzUZ3dzeNjY0cOXKE3t5eRkZGhIqNTCZDJpMRFxfHjBkzuP3227n44ovPyXk4V4hCRkRERETkWyEQCCCVSr/WNeFwGLvdjkqlmjKXcezYMZYuXcqiRYsIh8McO3aMUCiEUqlEr9fT2trK8PAwPT09jIyMoNPpqKiooKamBo/Hw5///Gd8Ph/p6ekUFBSQlZVFdXU1HR0dJCUl4XK5kEgkpKSkoFarsVqtKBQK1q1bRygUYseOHdTW1uLxeLBYLCiVSlJTU5k7dy5xcXF0dXXR3NxMIBAgMTGRK6+8knnz5hEIBAgEArz//vs8+uijjI+PI5fL0el0GI1G4uPjmTt3LjabTZhFKS8v5+KLL6avr4/FixezefNmdu7cyaZNm4R7KpfLCQaDKJVKEhMTqaysJD09Hb/fj1qtJjc3l8WLF5OSksIzzzzD4cOH+fDDD+ns7BRck2UyGQaDgaysLJKTk5mcnMTlclFcXMw111xDRUXFuT4S5wRRyIiIiIiIfCvEspK+TmUmlrEUFxeH3+8XHs/NzWX16tWMjY1x6NAhgsEgFouFUCjEwYMHSUlJEVKjMzIyKCgoEDxkuru7SU1NZfHixRQXF+P1ennzzTfx+XzExcVx+PBh4uPjycvLw2w2C3lKkUiEzs5Odu7cSXp6OrNnz2b69OlYrVbS09MpLi7m+PHjfPbZZygUCubMmYPZbKarq4vR0VHuv/9+9uzZI7gQp6SkUFBQQG5uLnl5eZhMJvbt28fWrVuJRqOUlJRw+eWX09zczPbt2zl+/DiPP/74lGqJxWIhNzeXjIwMNBoNNpsNlUqF3+8XnILD4TAff/wxDz/88BQXYrlcjkajwWw2k5ubS1FREd3d3XR0dDA6OkpSUhKlpaVotVoeffRROjo6hHDJq666ik2bNp3bA/INEYWMiIiIiMi3QjAYPCtv6e8R21iSSqVTBFBZWRkDAwNUVVUJUQBDQ0PCCnJzc7NQwVAqlYyNjXH48GHGx8fJzs7mscceIzc3l48++og9e/YIW05dXV1cdNFFLFy4kM7OTkwmE2NjY8hkMmbOnInf72fOnDncddddhEIhamtrSU1NZWRkhP379xMfH09hYSFer5edO3dy4sQJPB4PdrudQCCATqcjISGBiy66iAcffBCA/v5+3nnnHT744ANUKpWwYt3S0sLGjRuxWq34fD4mJyeFdtEVV1zBf/3XfzExMcGJEycEZ9+MjAwsFguHDh0SEsJ9Ph+RSASpVIpCoSA1NZVVq1bxs5/9DDiTwv3xxx9z5MgRJicnKS8vJxAI0NnZyccff4zb7RbeA41Gg9Fo/MZtwvOBKGRERERERL4VgsHgVzbBixFzv52cnCQYDAIgkUhob29nz549KBQKcnJyUKlUgkiKGeGlpaWRnp7O/v376e7uRq1Wk5ycTHl5OaFQiAceeIDW1lYyMzPJzs6mp6eHdevWceWVV/LSSy+hUqmQy+V0dXVhMpnIycnBZDLhdDqx2+18/vnnWK1Wuru7cbvdwvaTx+NBrVYTCASEFtWsWbO48sormT9/Pj/5yU9ISkpiYGCA119/nQMHDuD3+4U5oLa2NmQyGVqtVqgE6fV6MjMz+cEPfkB3dzfZ2dm0tbWxe/duoSUWDAbx+XzCfdZqtRiNRqHiM2vWLNauXUtbWxtwpiLz5ptv8tFHHzE6OkokEhG8ZQB0Oh16vZ6srCxmz57N2rVrmT9/Pv/5n//J5OTkuT0c/wCikBEREREROe9Eo1Fha+brVGRGR0cFUfDFKsC2bdtYsGABF154IQBNTU309fWh0+lQq9XYbDYyMzNpbW1ldHSUgoICobrT09PDr3/9a+Lj47n66qtJTEyktraWmTNn8r3vfY9XX32VtrY2li5dSltbG1lZWYyMjKDX6ykvL+fOO+/kT3/6E3a7XRAMiYmJZGRkMGfOHMLhMEePHqW/v5+ioiKuuOIKli5dCkBfXx/d3d00NTXx/PPPE4lEUKlUmEwmjEYjhYWFKJVKamtr6e/vR6FQUF5eTkZGBkajEYPBQFVVFd3d3cIWGCBUatLS0pg3bx6zZ8+mv78fqVRKfHw8M2bMoKSkhHA4zKOPPkpbWxter1fIroqFQqamplJYWEhycjLj4+PC2npubi6BQICDBw9SXV1NWVnZOTwd/xiikBEREREROe+Ew2HC4TBer/drrV+Pj49jNBqFraAYS5Ys4ZZbbqGtrY1du3Zht9vJysrC5XLR2tpKbm6ukENUVFRESkoK27dvRyqV0tzczJo1a/jd737HqVOnOHr0KJmZmeTn5/POO+9QVVXFv/3bvyGRSEhNTSUSiTA4OMjIyAhXXXUVJ0+exGw2M2vWLMEMz2QyUVNTw/bt25mYmECn07F27VrmzZuHx+Pho48+YteuXRw6dAi3241cLhdiBMrLy8nOzmbXrl3s378fm82GxWJh/vz5BINBgsEg27Ztw263EwqFhARxo9FIYmIiJSUlzJw5E7vdjs/nw263097eTnx8PHa7nYMHD7Jp0yahuhNDKpWi1+sxm82CAZ/D4eDEiRMoFAri4+ORSCTs2rULp9MpVMQAUlJSzsGpODeIQkZERERE5LwTCoUEH5KvSjQaxW63k5GRQV1dnfAhLJFIWLRoEYcOHWLHjh0AlJSU4Pf7GRkZYcaMGdTX17Ny5UrUajVVVVUcP35cyBNKS0vjtttuo6amhoaGBhITE/H7/bS0tHDy5EnWrVvHjBkz+Oijj6ioqODjjz+mt7eXhx9+GL1eT2VlJT//+c9ZunQpfr+ft99+m1deeQWXy0VZWRnFxcVEo1Gys7NxOp18+umnHD16FLvdjlqtJjExkcsuu4zf/e53BINBnnrqKTZs2IDdbsdsNpOUlITVamXfvn14vV7BDFAul5OTkyPkLF122WV0dnbicDgYGxtDqVTi9XppbW2lp6dHqLjE7rlUKsVkMqFWqykoKGDjxo3Y7XYaGho4ceIEo6OjpKSk0N3dzdDQEH19fYJ4lMvlJCQkkJ+fz8UXX8yyZcvO8Qn55ohCRkRERETkvBOryHydtpLf78fr9WI2m+np6RGulUqlfPjhh3R0dJCens4FF1xANBqlrq6OaDSK2+2msrKS0tJSNm/ejNvtZmJignA4LAieXbt2MT4+LuQi5eXl0dfXR35+PkuXLuXdd9/FZrPxxBNP0NnZSTQa5aabbqK0tJR9+/bhdrt56qmnqKqqIhAIUFJSwlVXXYVEIqGrq4v8/Hzeeustqqur8Xq96PV61q5dy5o1a3j11Vfxer3cfffdbNu2TZgDkkgkQsp3QkICJpOJhIQEIfX7tttu4/vf/z533nkno6OjvPXWWxw7dozBwUGh0hW7R7FWkVwuJy4ujvLycn7wgx9QWVnJd77zHeFnPfTQQ5w4cQKXyyVslUkkEuRyOXq9nqKiIm644QYWLVqEwWBAr9eLEQUiIiIiIv/vEYsn+GLw498jtnqtUqkYGxsTHg+Hwxw5coSrrrqKNWvW0N/fz6effsrg4CBLliwhPj6egYEB2tvbUSgUKBQKrFYr2dnZTJ8+nQ8++ACFQsHll1/O5OSkMMCr1WoxmUw88sgjdHd3Cw7BRqORkpISLr30Unbu3ElVVRW7d+/GYDAwa9YsVq9eTWZmJgaDgT179nDs2DFef/11otEoaWlp5ObmMmPGDFasWMHbb7/N/v37qaqqAs6Isri4OFJTU0lKSmLOnDmo1WqOHDkiVJfC4TApKSksXLiQ3//+92zduvWsexXzoklOTkar1TIyMsLk5KQQkGmxWPjggw/4xS9+QWtrKwDLly8XrpdKpcKszrRp01AqlYIL8wsvvMDmzZsJBAKMjo5it9u54YYb/mXmZEQhIyIiIiJy3okZt8VSrL8KLpcLOOPs+7dzNbfccguXX345e/fuZc+ePYyPj7No0SJSUlIYHBxkwYIFOBwO5HI5J06cwGw2U1ZWRm1tLYFAgGuvvRaj0Uh/fz8SiQSn00lNTQ29vb1EIhEyMjIYHx8nNTUVt9tNZ2cnd955J16vF4fDQUVFBQ899BAWiwW5XE5NTQ333XcfDQ0NJCQksHDhQnQ6HUNDQ0xMTPDJJ5/wpz/9SWhvqdVqvvvd73LDDTegUqk4fvw4J06c4Pjx46hUKkpLSwVDv+7ubhwOB08//fSUe2exWCgsLMRisTAyMoLVamV0dFQw8ouPj6e7u1sIt/xbYsIlMTFxyuMOhwM4E1swMjKC1+s9S3wePHjwK72H3waikBEREREROe980czuqxJzvf3bIVepVEpGRgavvfYa1dXVTE5OMnfuXCGpGSA5OZm6ujqqq6uRy+WUl5dz+vRpIpEI06ZNE0Im5XI5n332GcPDw0QiEcLhMA6Hg6GhIbKzs5FKpXi9XgwGA9nZ2axatYodO3awatUqUlJS+OSTT3juuedob29HIpFQXFwMnMlOihEKhXA4HMLXXS4XK1eu5L777uODDz5gz549DA8PEwgEiEajjI+Pc/DgQSYnJ6dseel0OkpKSjh9+jTJycns27ePjz76iHfffZfx8XECgQBKpRKPx0NbW5sgPmKtori4OK655hpUKhUqlYq77757yv3eunUrL7/8Mi0tLTgcDkH8KBQKDAYDubm53HTTTezatetrOzSfT0QhIyIiIiJy3okJma8z7Ds+Ps7k5CRxcXGCqRucETKbNm3C7/eTmZnJrFmzuOKKK4iLixMqEuPj41RVVWG326moqGB8fByfz8eKFSuora3lvffeY2JiApvNhkwmQ6PRMDg4SCAQIC0tjRtvvFEQMmNjY6hUKpYsWcK6devYtWsXVVVVPPXUU1itVpRKJRqNBqVSidVqJTExkZycHKxWK36/H7lcTklJCbfffjsul4snn3yStrY2VqxYIfi3xO5LLNcoISEBn89HKBRCo9GwYsUKfvCDH9DZ2ck999yD2+2mvLz8rE0kiUSCWq3GYrFgMpnQaDSkpqaydu1arrrqKuRyOQ899BDBYJA//vGP7Ny5k/7+fjweD+FwGIlEImQzTZ8+nVWrVpGenk5OTg5paWnIZDL27NlzDk/GP44oZEREREREzjt+v/9r/xY/NjZGKBQiNTVVsNWHMxWO3t5eVq1ahVqtJi0tTTBx6+vrw2az8cYbb1BfX4/FYsHv9wtDtL29vezatUu4LiMjg7KyMrZv345arWblypWsWbMGiURCWloaBoMBn8+HQqEgMzOTX//613z44YdEo1G0Wi3Z2dnk5uZis9mEdeWWlhY8Hg9ms1mo5CxZsoTGxkaef/55bDYb7e3tACiVSoxGI2azmfT0dHw+Hy0tLYyPjxMXF0dFRQUGg4GRkRGuv/567Hb7WfdJqVSSkJDAnDlzyMjI4OTJk4yMjKBWqyktLWX69Ol0dHRwySWX0NHRgdvtnnK9TCZDpVKRlpZGSkoKfr9fcPZ96aWXUCgU2O12urq6BEE6ffr0r/Venk9EISMiIiIict7x+/1fy9V3cnKSgYEB9Ho9RqPxrNbUDTfcgEKhID8/f4qnycjICN3d3Zw+fZqEhATKy8txuVyo1Wq8Xi87duxAo9Fw5513UlRUhNvt5qWXXsLlcnHBBRewfPlysrKy0Gg0dHd3s2XLFnp6elCr1dx1112CIFq+fLkQEfD888/j8/kYHx/H7XYL2U79/f2o1WpGR0f5wx/+IMzHAGRmZnLvvfeSkJBAU1MTO3fupL6+Hr/fj9FoRKVS4fV62bt375dueimVSu69917Ky8sBOHLkCAcOHODzzz8nIyOD/Px86uvr2bp1K6+//vqUGZeYSd6yZcsoKioCEPxnPB4PWq2Wzs5OTp48OUVAfpGSkpKv/F6eb0QhIyIiIiJy3vm68QRer5fh4WHKy8vp6emZImSkUimhUIiysjJmz54tPD45Oclrr73G/v37yc7OJjs7G61Wi9Vqpbe3F5/Px6xZs1CpVGg0Gvbu3UtLSwv9/f0UFhYyffp0XC4Xn3zyCS6Xi9HRUWw2m7CarNfrmTt3LhMTE1x44YW0tLTw5JNPMjQ0hFqtRqfTkZSURF9fHz09PcLg8cjICOFwmLi4OIqLi7Hb7VxyySXk5uayYcMGTp48KQRBhsNhnE7nWfdDoVCwcuVKli1bxltvvUVOTg4/+tGP2LJlC1u3bqW5uRm/3y/44cTWqGNtM4PBwJo1a7jlllvYvXs3crmcm2++WRB+Dz74IHV1dV+6Vi2Xy8nMzOS+++7j8ssvZ+fOnV/nrT/v/J8VMkqlEpVKNeWx2H8inU73tfq0IlOJDY2JfH3EM3huEM/gN+efdQalUilKpRKZTAbwd9+/3t5egsEgCQkJZ23ISKVS5HI5FRUVKBQK4MxW1LZt2/j444+ZNm0alZWVDA0NR1LLSQAAIABJREFU0dnZSV1dHTqdTsg5uvfee3n++edRqVSEQiFkMhl5eXnodDoyMjJITExk9+7dOBwORkdHCYfDTJs2jQsvvBCTycRLL73Ek08+icvlIhKJCBWUmOnfzJkzGR0dpauri3A4TEJCAsuXL+eGG24QhnOffPJJnnjiibNet0wmQy6Xk5+fj0KhYGRkBIvFwlNPPUVZWRlbtmzB7/ezb98+srOzp7jtSqVStFotubm55OfnC+vj5eXlrF69mrS0NACsVivvvfce991335duM6nVasrKynjxxRdJSko66+s+nw+j0fiN/w+e6zP4f1bIxGydv4hMJhMmur+qj4HI2cTFxQlrkSJfD/EMnhvEM/jN+WedwVj6c+xn/r337+DBg7jdbkZHR1EoFGd94KWlpQkViJGREWpqanj++ecxGo1ccMEFNDU10dzcjNVqRSaTCSLkv//7v6mtrSUtLY1Zs2bR3t7O+vXrufnmmxkYGODNN9+kuroai8XC5OQkXq+X+Ph4jEYj+/bto7W1FYfDgVQqxWKxCIJhYmKCYDCIzWbjwIEDyOVyzGaz4NQ7ODjI9ddfz8TExJTXIZPJSEpK4rLLLiM/P5+XXnqJ4eFhfD4f6enpmM1mVCoVd9xxB52dnWfdt5h4SUpKIiEhAZvNhsPh4Pjx48LQcEtLC4888ggul+tLhYNSqaSgoIBLLrlkyuPPPvsscEb4HD9+nMHBQdxut7D59U3dff/eGfzbIsTf4/+skBERERER+dch5iPzVdpLbW1tHDhwgJSUFJYvX059ff1ZGUEGg4HJyUlaWlro6elhz549QnRBbW0tp0+fRqFQoFarMZlM+Hw+GhoacDgcaDQafvzjH3PkyBEWL17M/PnzeeKJJzh9+jQymUwYmPV6vUilUux2OzU1NYJdf0JCAnfddRc6nY76+noOHTrE6OgogUAArVZLSUkJw8PDwlZUXV3dWWnRCxcu5PXXXwfg5MmTvPzyy0LLZtq0aXi9XiEV+2/Fh0wmY9GiRTzwwAPAmWDN/fv309TURGpqKqFQiK6uLgYHB+np6TlLLCgUCpYvX87jjz/+pfd/x44dbNmyhY6ODpxOp1C1kUqlaDQaotEoBoPh776P3xaikBEREREROe/E7O//t80lv99PQ0MDjY2NGI1GKisrUalUDA4OTvl3EokEl8vF4cOHkUgknD59mkAgQEZGBkeOHGF8fJzMzEwGBweJRqM4nU5hCyk5ORmHw0FVVRXRaJT+/n7uv/9+wuGwUN3xeDwkJyeTmZnJ0NCQIJy0Wi0XXnghbW1tNDU18fnnnzMwMEAkEkEul6PRaHC73dTV1aFSqZDL5Xi9XiYnJ5FIJJhMJkpLS2lrayMjI4Pq6mqeeeYZTp48id/vZ3JyknA4TG9vL1KpVPgDoNVqmTFjBuXl5fT29pKeno5arebNN9/kgw8+YGxsjGAwKPjtSCQS4dpYQvfKlSt58sknefnll5HL5SQnJ+N2u9m0aRPbt2+np6dnyhq2Wq3GbDaTmJjIqlWrWLFiBXPmzOGGG274l6ooi0JGREREROS8E/utPhZT8LdYrVYaGxvR6XRYLBbMZjMJCQkADA0NTbkmGo3S3t7OBRdcwIkTJ+jq6iIzM5OtW7ei0WjIzc2lo6MDpVJJJBJh3rx5zJs3j/b2diFg8dChQ8jlcuLj4zEYDESjUTweD4mJiXzve99jbGyMEydOEBcXx/j4ONOmTWPBggUYjUaee+65KRUWlUqFXq9HIpEQFxeHRqOhv78ft9strDVXVFSQnZ1NXV0dw8PDvPPOO2zZskX4HrFso/T0dNLS0mhubsZut6NQKCgoKOCHP/whxcXFvPXWWxw4cACXy8WmTZuE62UyGWq1muzsbBISEujs7MRut6PT6Vi2bBl33HEHAFVVVTzyyCM4nU5+85vfTKl0yeVytFotFosFtVrN5OQkSqUSg8FAS0sLra2teDweDh8+LG4tiYiIiIj8v0WsRfLFYEM4I3CampqwWq3k5+ejVCqZmJhAoVBgNpvx+/1MTExMETKRSIT09HQGBwf57LPPMJvNfPTRR8KmztjYGOnp6UgkEux2O0uXLiUQCNDX10dVVRXBYJC4uDhWr17N3LlzOXjwIN3d3aSkpGCxWIRZEIvFQn9/P5OTkwwNDfHUU09N2Z7KycmhsrISnU5HXV0dXV1dWK1WIpEIer2eadOmEY1GkclknDp1ivfee29KJSM5OZmFCxeybt061Go127Zto6qqit7eXjIyMiguLsbpdBIOh9mwYQMDAwNTBJRarSYlJYXKykoKCwv55JNPaGpqorOzE51Ox+LFi0lOTubYsWNcddVVQvRAjC+a8MVEn8/no6enR6gGhcPhs9piAMPDw//4oThHiEJGREREROS8EhMwwJTWks1mE+ZSKisriY+P59ChQ5hMJkKhEAkJCXg8nikfwLGU6NHRUXbt2oXP52NgYEDwP8nMzKSgoIDe3l7sdjsZGRm0t7dz+PBhGhsbCYfD6PV6rrjiCmbMmMEbb7zBxMSEMCwrl8s5deoUnZ2dhMNhYRMp9vdYMvVzzz1HQUEBf/jDH9iyZYuwPm02m7FYLAwPD9PX1wecaasFAgHgzHxKfHw869ev53e/+x3d3d386le/oqmpSQiu1Ol09Pb20traKoi+mOiIj48nLi6O+fPn8+yzz+Lz+bjrrrv485//jM/nE1bA3W43hw4dEn4unGkx6fV6IpEIZrOZ48ePE4lEaGpq4ujRo4yMjAg/t7e3V9jKkkqlqNVqEhMTmTNnDjqdbop3zz8bUciIiIiIiJxXYrMf0WhUEDKxId2srCwKCgqQyWRMTEzgdrtJTU0VVuwHBgbOiieIRqNs2rSJUChEVlaWMJ9SVFTE/Pnz6e3txWAw0NHRIaQ1Dw0NYTKZMBgMDA4OcvDgQbZu3SoIm8HBQbq6uvB4PESjUTQaDcFgELlcjs/nQy6XYzKZ+O53v0tzczNvv/0277//vlChifnIeDwe/H4/JpMJh8OB2+0WfFgyMjKYN28ee/fuxW63c9VVV1FdXU0oFEIqlQoVEZlMhl6vRyaTEQqFBP+asrIycnJyePrppwkEAlxxxRXU1NQQCoWQSCREo1EmJyfxeDyoVCq0Wi0ymQyZTEZRURG/+tWvkEgk3HnnnUgkEnbt2sWTTz4ptIxi8zVSqRSdTkd+fj6rVq3irrvuQq/XC+/nQw899O0fov8FUciIiIiIiJxXYkIm1vqJRCJYrVbmzp2L2WwW/l1vb68wgKrVatFqtcJac6wiEfuwjln2p6Sk8MEHH2AymSgqKsLn8zEyMsLIyAijo6OkpqaSkJAgtHhCoRDDw8MMDw8L8QDJycnEx8cTDodRKpW0t7djs9kwGAzCirfZbObaa6+lvr6eqqoq4TkrlUoKCwvR6/X4fD4SEhJoa2tjaGhImG+55JJLuOKKK3jooYf49NNPaW1tFSIVADQaDVqtlkgkQmlpKR6Ph46ODgCKior4j//4DwwGA4888ggbN27E5XJRV1c35R7rdDoh5qCnp4exsTGi0SiJiYksXboUo9HI888/T0NDg9D+Wr9+PfBXX6bCwkJWrlzJunXrpnzvnp4e4Mw22dtvv83BgwcpLCw8K3Tyn4UoZEREREREziux9gz8tUWyaNEiwcwOzpisDQ8PM3/+fA4dOoTRaEQikWCz2aZ4gsXmNW699VZWrFjBhg0bkEqlJCUlMTo6ysjICHDGpyYcDlNWVsbQ0BDhcBir1SoIhNzcXB544AFmzZrFp59+ymeffUZbW5vgWzNt2jTgTN6TQqEgEAjwxBNPCM/fZDKxYcMG5s+fz9tvv82uXbsYGBigsbERlUpFZWUlcXFx2Gw29u7dywsvvDAlJ0mpVLJgwQIuvfRSxsfHef/995mYmKC2tha1Wk1BQQEOh4O2tjZuvPHGL90Sys3NZc6cOZjNZvr7+zl27Bg1NTXIZDLS0tJIS0tjcHCQ7du3C9tTX5yLqaio4LrrrmPWrFlTvm+s+lVVVcXHH39Mb28vTqdTuPfRaPRLM5/+WYhCRkRERETkvPLF1euYj8wXRQycCXvU6/WYTCZsNtsUF9ovGzZVqVQ89thjTExMCD4xoVCIpKQkDh06hMvlIjs7G4/Hg8/nw2q10t3dDYBer+fWW2/FZDLx61//mtbWVtxut7DxZLfbhRZXY2MjoVBIyBxKT0+nrKyMa6+9FoPBwA033EBPTw+BQACVSiVUmI4dO4ZcLicSiRAIBIQZodgQ8uLFi7FYLGzdupWmpiZcLhdyuRypVIrX62VsbOxL72VhYSGzZ88mLy+PX/ziF7zzzjs89dRTdHV1IZPJSExMFAaeY6vjsTXqzMxMrrvuOo4dO0ZGRsaUiorb7Wbz5s188sknZ61hazQasrKyWLRoEb/61a+49dZb/4HTcO4RhYyIiIiIyHkllt/zP5nhhcNh+vv7KSoqYnJyEqfTycyZM4lGo/T19X1pNeK1114jHA6TkpKCQqEgPT2drq4uRkZGSEhIYNq0aajVagYHB4VWkVQqZcGCBXR0dPDaa6/xxBNPIJFIBPfdcDgsCKrx8XGhegOQlZXFqlWruO222/jtb3/L3XffjdVqBf4amRCJRPB4POj1eiwWCxMTE0xOTqLT6UhLS0OtVjNz5kz27dvH/v37sVqtU7axYn4zarVa2BiCM8IrJyeHoqIirrrqKnbs2EFVVRUbN24UkqylUikKhUJYIZ8+fToZGRkkJCQIQ8wVFRUMDAyQlJTExMQEP/vZzzhy5AgjIyPCVllsPmfmzJmsXr2aH/3oR1PmY/4VEYWMiIiIiMh5JdYaCofDBINBwuEwBw4cEL4+OjrKwMCAsKbc0tJCSkoKo6Oj1NXVfamQ8fl8FBUVsWTJElpaWmhubiYajbJ27VrS09N58803GR4eFiz14cy8SSAQEMIgZ8yYQW5uLgMDA4yNjeFwOLDZbAwNDQEIuVAGg4EVK1bQ2trK6tWrp8QMxMXFYTAYUKvVJCQkYLfbGRgYIBwOYzQahfZPX18fn3/+OSdOnDjrtWi1WrKzs/mv//ovdu3axbZt23A6ncTHxwuCoq2tje3bt/POO+9M2URSq9WkpaVRWFjIihUrUKlUNDc3Mz4+jl6vJz8/H4/HQ319PS+++CK9vb3ChlWM2LB0UlISJpNJeHznzp2C2/DY2NiU9e+MjIyvcQLOL6KQERERERE5r/h8PuG3/dgHYX5+vvD1iYkJ5s6dS25uLoODgyQkJDBz5kyCwSCBQOBLKzmXXHIJlZWVHDhwgFOnTpGamsr69evJy8vjscceo6GhAbVajVKpJBgMkpqais1mY3R0FIBly5Zx+eWX89prr9HT04PNZhMEk0qlwmAwoFAoGBsbw+/389Zbb03xkLngggu4++67OXr0KDU1NTQ2NtLS0kI0Gp1SDWpra6O2tnbKtXDGQ+bRRx8lNTWV/v5+XnvtNX7yk58QDAZJSkoiPj4eq9XKoUOH2LNnz5RrpVIpOTk5vPDCC5hMJmGFura2FofDwbRp05DJZBw6dIhXX30Vu90uVH5iW2MKhYIf//jHJCcnf+l7tnXrVk6dOnXW846xYMGC//kN/5YRhYyIiIiIyHnF7/cjkUiQy//6kZOamgrA+Pg4arWa8vJy1Go1Q0NDWCwW8vLyaG9vn1J9+CI2m439+/dz9OhRcnNzufbaa1m+fDk///nP2b9/PwqFQliHNhgMuFwuXC4XFouF0dFRPB4P999//5TqSiwI0uVyCZEBoVCIyclJpFIpcXFxLF68GLvdztVXX80rr7zC7t27cTqdRKNRIeywqakJOCOIJicnhdcglUpJSEhAp9Mxb948xsfH2bRpE0eOHCEajQr3p729XXhOarWauLg4JBIJKSkpXHDBBeh0OjQaDfn5+Rw7dox9+/axb98+xsbGsNvteL1eYSYpFiqp0WhYs2YNd9xxB9dffz1SqZT77rsPOFNtueWWW6itrRVmgb6IQqEgNTWVO+64gzVr1py1MfXPRhQyIiIiIiLnlVhrKdaqAYQPzNbWVgwGA5FIBK/Xy+DgIFqtlkAggNVqxeFwTHECjtHc3ExSUhKJiYmUlZWh0+m46aabaGxsJC4uDr/fj81mQ6vVEg6HcbvdZGVlkZeXx86dO6murha+l1qtFtx4Q6EQFouFQCCA3W5HJpNhNBpJSEhg+fLlrF27lptvvpm77rpLeF4xkRbzn8nMzMTpdAoDu3FxcUilUubMmYPP56O5uZn333+fd999d8prkkgkqFQqkpKSSEtLw+l0YjQaycrKYnBwkNmzZ7NixQqefvpp6uvreeqppwSPHYlEglKpJD4+nry8PBITExkbG8PpdFJQUMBFF13EwoULmZycxG63Y7fbSU1NPWuQWiKRYDQaKS8vp7y8nEAgQElJCeXl5UJQZGNjI4WFhf/osThnSKJfFnrxf4Avm/iWyWSYTCYmJib+pQKv/v9GXFzcWVHyIl8N8QyeG8Qz+M35Z5zBPXv2cPToUXQ6Hc899xxDQ0O89tprBAIBGhoaBB8WgAMHDqBWq5k/fz7V1dW89NJLuN3us55rdnY2Go1GmEXp6uoSBFMoFCIQCCCTyQQhE0u1bmhoEL5HWloaq1at4siRI9hsNiQSibBhFHPQ9Xg8woe7VCrl1KlTwvVSqZSUlBTS0tKQy+XC+nfM1E6r1SKVSpHJZMIW0BdbNVKplPj4eLKyssjJySEYDOJ2u+nt7RXiB6ZPn05NTQ1NTU0Eg8EpwkMikaBQKDAYDCQnJyOXyxkZGcHtdgvbSrEVcLfb/aXVLYlEgsFgoLKykoKCAgYHBxkaGkImkwmvrampifr6+imr8JdffjnPP//8NzoPf+8MWiyWr/X9xIqMiIiIiMh5JRAICK2XWBVj2bJltLa2YjQahXmLaDRKW1sbs2bNYsGCBbS1tQkbQV8mZLxeLz6fT8hWCoVCOJ1ORkZGhLTr2Er08PDwFBGzdu1aZsyYwfvvv8/Q0JDgapuUlERhYSGdnZ2Mj48LbaORkRFhhVqr1bJ582bmz5/PgQMH2LhxI21tbfh8PuLj48nOzmZkZERo8YTD4bOiAtavX8+GDRvYtGkTDQ0NjI2NEQgEMJvNwnxNR0cH+/fvn3JdrGqUlpbG+++/D5xpZW3bto3m5mby8vJwu910d3czOjoqbFbFiK145+bm8sknnwBnZpSOHj1KS0sLaWlpBINB6uvrOXbsmLDNBAjVqYyMDBYtWnROzsa5QBQyIiIiIiLnldhv8SqVasqH4sjICNOnTxdmS3w+H8FgkJSUFORyOcPDw/9j1SiWmxQbDB4fH8fv99Pf308wGCQtLQ2NRkNhYSG1tbVC7lGMtrY2wW8m5ugby3iqra0VZkyi0aggvrRaLaWlpVRUVOBwOLj++us5ffq0cL3RaMTr9dLa2oparRZiA6LRKAqFguLiYqLRKENDQxiNRu6991527twpmNV9MVAztk4da2slJSVx4YUXctNNN7Fy5Up0Oh0dHR0888wzVFdXCz46XySWiG0wGFi8eDHr1q1j9erVXHbZZchkMtxuN1u2bOGNN94QKklfjJJQqVRkZmZSWlrK+vXrmT17NsnJyezatevcHY5zgChkRERERETOK7HNoy8O+w4ODiKTyaZszbhcLkKhEGazGa/XS09Pz1lp2THGxsYoKCigsrKSkydPEo1GGRgYwOl0olAoCIVCqFQq9u3bJ4ROajQalEolDoeD1tZW4K9zKcnJyRgMBjIyMuju7hYSoGNtqcLCQiE08S9/+cuUEEyDwYDZbBaGieVyOf39/USjUSwWC5mZmYTDYRYsWMB7773H+Pg4f/nLX6Z4yMSEUFpaGrm5uQwNDaHRaFi6dCnJycmMj49TWFjIpk2b6OrqAuDqq68Wro8Z16WmppKZmSkEaebk5HDBBRdQVFREJBLhzjvv5MSJE0SjUWbPnj3lnsYGmlNTUzEajQSDQRQKBT6fj1deeYVXXnmF4eFhmpqauP3227n44ov/0aNxThCFjIiIiIjIeeWLyc+xGY++vj4yMzOnpGGPjY2hUqnQ6XTU19fT0dEhCKC/rTbE5ko+++wzQSg5HA6hihKNRmlqahIqOkqlEo1Gg81mA858aJeUlODxeMjKykKtVmOz2aiursbr9aJUKvF6vUilUvLy8ggGg9TU1AitHolEwpIlS1i8eDE9PT3U1NQI1ZaYUV9JSQmhUIiJiQm6urqEtGk400Yzm81ceOGF/PSnP6Wnp4fW1laqq6vp7u4mPz+fH/7wh7z44ov8+c9/FozvvohcLictLY3KykqhQtPd3U1dXR1arZbi4mJ6enp4/PHHp8Q8fJFY5SVWLYuZEw4ODiKVSoUq2d/y7rvv8tvf/vZrnYPzhShkRERERETOK4FAgHA4PEW0eDyes0zVYkKmvr6e06dPMzk5iVKp/FIvk/Lycmpra4lGo2RlZdHa2opEIkEmkwmCKT4+HqfTiVKpRC6XC5UZgFWrVgnDpjabDa/XKwwO+3w+PB4PFosFm81Gb2+vEFyp0+nQ6/Vcf/31XH311fzmN7+hvr5eEGt6vZ7k5GRsNhsnTpxAKpXidruFWZNYyvVPf/pT5s6di1wu54033mBoaIjR0f+PvfOOkrK+9/97njIzz/TZndnegAUWlCpNVDQqGOwocr0WUCOaxORojN7Eq8aYmCvxmnI0Ro8tsSAgtlgjRRTpoCxlC9vZNrs7u9N7/f2xv+/Xmd2Z2SIL6P2+zuEAO/M8+/3OPLvPez7tbUVNTQ18Ph+OHDlCa2ASKSoqwtSpUzFu3Dg89thj8Hg82LBhA7Zs2UJbr71eLxwOBzo7O5OOJXVDzzzzDM455xwA/b5KFosFLS0t6O7uxsaNG3HkyBE4HI6kuh5Sa3TBBRegqqoKkiSN4koYG5iQYTAYDMaYEg6HaYcNIT8/n9bGEBobG6npo9lsptGbgdEYAPjoo48gSRLOOOMMNDQ0IBAI0GiMIAjUOVsmk0GlUsHr9YLneSgUCvh8PuzevRvRaBSCIMBkMkGj0cBut6OlpQUymQxz5syhnVA8z9M6lZ/+9Kd4+umnsXnzZvz9739HKBQCx3GQy+XgOA6hUAh2ux3FxcXweDyw2Wy0s0itVsPtdsPj8cBqteJ//ud/0NbWllKokXZqsuYpU6bggQcewIIFC/Dzn/8cPp8PK1euxGeffZa2G4k4iOfn5+Pss8/GnXfeieLiYgD9dggfffQR/vKXv6ClpYW2cQP9URrir7RixQrcc889See+4oorRvL2jzlMyDAYDAZjzIjH49SWgPgRAYDL5aKD1cLhMJqbm7Fjxw5MmTIFoiji4MGDsNvt1HByIOFwGD/4wQ9QX18Pp9NJDQ4FQUAgEEAgEIBCoYBcLqcFuxqNhqaayIyW8847DxzHYc+ePXA4HDQFdeTIERpFmjlzJnQ6HXJycvD888/j2LFjdB2SJMFgMEAUReTl5SEvLw+tra1oaWmBJEkoLS1FMBiESqVCXV0d+vr6AAAbNmxI2o9SqURZWRkKCwthsVjQ3d0Ns9mM8847D3l5eTCZTPjwww+xatUqmh4biFKphCRJkMlkdAihJEmQJAlVVVW45ppr0NXVlVI4kY6k8vJy5OXl0a8fOnQIt956K4D+mT9NTU2IRCIoLCwc9jUw1jAhw2AwGIwxIxKJIBaLUYsCIiSIS7TdbkdDQwOdqltRUYFIJII9e/bQYlPSGp3IueeeC4fDgba2NloTI0kSfD4f1Go18vLyEAwG4fF4IAgCnevS3t4OACguLsYf//hHvPPOO/jkk09onU08HodGo8GECRPo7Ja6ujqEQiGaXgKArKwsPPjgg2hoaKDpoL6+PrS0tMBkMmHBggXo7OxEX18f7aRK3APHcbjwwgtxzjnnIBgMwu/344svvsDXX38Ns9mMSy65BC6XC++88w7sdntKMZednY3p06dDrVbDarWitrYWPp8PkiShoKAAXq8XXV1daG1tTfneFBcXY/bs2dBqtYMec7lc+Oqrr9Dd3Z3SfTwcDsPr9UKtVg/nMhhTmJBhMBgMxpgRDodpaimxRmbixImoq6uD2+3G/PnzYTab0dHRAY1Ggy+++AI+n4/eYIl7diKtra1obW2lc2aIHYBWq8XUqVMRCoXQ0dEBo9EIh8OBWCyWVCOTnZ2NBx98EMePH6cCQ5IkqNVq2Gw2tLe3U/FAWpK1Wi2ds7Js2TLU1NRg27Zt8Pl8CAaDUCqV0Gg0aG9vR0NDA3ieRzweT0r9kBqZWbNm4YILLsDhw4dRU1OD9vZ2OowvsatqIHPmzEFHRwdMJhM+++wzfPTRR1i/fj2ampqoGHO73XA4HPQYQRAgl8tRUVGBhx9+GGvWrIFMJsMHH3xAn7Njxw48+uijqK2tTRmx4TgOZrMZd999N44fP07rhpiQYTAYDMb3mkgkgkgkMqj9evfu3YjH45g7dy6MRiNqampw7NgxhEIhzJw5E5s3b6adQ6miEa2trZDJZMjKygLP83QYnUKhAMdx6OzspEW/brcbgiDQOp1wOIzKykp6Lp7n6dp8Ph/0ej14nkc4HKazanQ6HX74wx8iGAziww8/xHPPPUfNMAVBgCAINAKUk5MDtVqNjo4OeDweiKIISZJofY7X60V9fT0eeeSRQXNySBcRmfNCCpgrKipwzz33YPHixViwYAFaW1tRUlIySORxHAeNRoOCggI6/XjixIlYunQppk2bBqC/fqa7uxuzZs1CV1fXoIgLz/PQarUYN24cnSVz9dVX03br3/zmN9/iijjxMCHDYDAYjDEj0QuI4zj6ad9gMKCiogKCIKCxsRH/+Mc/EA6Hceutt8Lj8cDtdiMWi6VMKxEKCwtht9vh9/shSRKcTicdtCcIAk3nRKNRxGIxOnQukdzcXJjNZnDxPf4eAAAgAElEQVQch2AwiEgkAovFkuSfNG7cOKjVamzatAm1tbVJN36VSgW9Xg+FQgGZTAav14v29nZaX0Nm0YRCIbhcLnpc4r95nqdGkGQ/AKjNANA/wO/222/P+Fqr1WoqqJqbm6nVwc6dO/HUU0+lNeAkkMgNWevRo0chiiJqamrw3nvvJb12WVlZGc91MmFChsFgMBhjBmk7JsKARFfOPPNMRCIRbNq0CQcPHoROp8O0adNQWFiIjRs3wul00uhKKi677DJUVVUhFAqhqKgIkiShtbWVeioFAgFYrVaMGzcOx44do0XAhFmzZuH+++9HTU0NDhw4gIaGBthsNsRiMWRlZcHn8yEUCkGpVKK5uRm9vb1Jx0+dOhVr1qxBY2MjNm/ejKNHj8Jms9FaH5vNhnA4TMXUwHTN5MmT8fOf/xxAf7cWGTYHgEZwXC5XSjdqoD+q8rOf/Qw8z+Prr79GLBajAwUNBgO6urrQ1dUFu92eUgjq9XosW7YMBoMB4XAYNTU1aGlpQTAYpBOKic1CqjWYTCYqsk41TMgwGAwGY8wgM2Tkcjkt+gX6J/t+8MEHtN5k//79yM7ORnV1NXbu3AmO46BSqVIaAAPA3r174Xa7kZeXhzPOOANfffUVeJ7HuHHjEI/H4Xa7UVRUhOPHj9P0ViJGoxHvvPMOjh07BovFgng8Tp/n8/mgUCig1+vhcDioaSXHcSgsLITD4cDMmTOxZcsWvPXWW1SA8DyPSCRCoy2kHZz8m8zEycnJwaOPPgq3243f/OY3sFgsSWsjdUWJ5OTk4LzzzsPy5cvx0EMPISsrC3fddRfWrFmD1tZWOJ1OalNA0lWkfohEfKZOnYpFixZBLpejvLwc8+bNw7p16/Duu++isbERgUAA4XAYHR0d9HhRFKHRaHDmmWfizjvvxLx58/CHP/wBkUjktJklw4QMg8FgMMYMEpERRTHJt+ill15CWVkZrrrqKkiShObmZjgcDsTjcbhcLkSjUTidzrRpJWJRMH36dBw8eJB2OGVnZ6OtrQ1erxd9fX1JVgLxeJzOlNm+fTsUCgVdFwBavFpQUIBYLIbm5mYEg0HI5XLk5+eD53ksW7YMf/3rX/HGG28krYecXxRFGI1Gug9SJEzcngOBAHp6enD99den3BepTzGbzbDb7VAoFCgoKMBll12GwsJCFBQUoKOjA42NjaioqBi0BrVajcLCQuTk5NC2dLVajTPOOANz585Fd3c3NmzYgNra2pS1R2RmTuLU5ZycHOTl5WH79u3Yvn07NmzYgIsuumgEV8HYwoQMg8FgMMYMMs+E5/mkG6fZbEZubi4OHTqE1tZW7Nu3D9OnT0cgEEBVVVVS9CYV48ePx/nnn49NmzbB6/UC6K8RaW5uRldXF2QyGa2Nkclk0Gq1CAaDNE0Sj8dx4YUXwmq1wul0or29HWq1mrZoFxQU0LqewsJCBINBdHV14a9//Svdh0wmg8FggMFgQCQSgd1uRzgcRk9PD53pEolE4PV6YbVaU+6DDOQj/lKkRsZqtdIW9aNHj+LgwYMp26CB/nqVgoICAP0Cr729HV1dXVAoFPD7/YhEIti3bx9efvnlId+vaDQKq9Wadr2ErVu3DnmukwUTMgwGg8EYM0hLsFwuT+rQueOOO+DxeFBZWYlgMIjs7GzMnz8fOTk52LRpE+RyOVwuF3ieT3neqVOn4t1336UREyJ8yNwYn89Hj9XpdIjFYggGg1QcLVmyBCaTCfv27aMRILlcDrPZTMUMqWtpaWmhkR2FQoFoNIpVq1bhgQcewIsvvoiNGzfS6Iter4dcLkdfXx9t+07FD3/4Q7zwwgtobGzEG2+8ge3btyMYDNIokcfjQWNj46DjBEFAdnY2FixYgAkTJuDmm29GXV0d3n33XTQ1NaGsrAytra3o6elJasFORCaToaKiAuvXrwcAWCwW7N69GxaLBR0dHfjss89StrwncuaZZ2Z8/GTChAyDwWAwxgwiZERRTBIyjY2N2LVrF52/UlZWhqVLl+LAgQNUnIRCobRC4JNPPkkSDoWFhYhEImhqakI4HIZSqUwaqEeMD5VKJQKBABUwJN2l1+tRWFiIY8eOIRwO0/kokUiE2gScccYZuO+++/DjH/8YPT09uPTSS9HU1ETnzACg0SEAaUWYJEngeR6PPvoo3n33XTidzpTRFplMBqDfv+ncc8/F6tWrcd555+Guu+5Cc3Mzxo8fjxtuuAH19fUpj+d5ntoNFBYWYuHChSgpKcHrr78OtVoNv9+P+++/Hzt27MgY/SooKMC1116LSy65BPPnz8fq1auH7IA6mTAhw2AwGIwxg1gM8Dyf1P3yj3/8A2VlZZgxYwbq6+uh0WjQ2tqK/fv3IxAIgOd5BAKBQXNWCGS+y/Tp02E0GvHll1/CZrPROhXivQT0174IggCNRkOFBrEKID5IOTk5aGtrgyAINCISiUSgUChQVlYGURSxYsUK/POf/4TL5UoaJkfOQ+pr+vr60NfXR/ctiiJUKhWtWfH7/fjoo48G7UmlUiE7Oxv5+floaWlBNBpFdnY2Vq1ahYsvvhg2m42KPQDYv3//oHMoFAqYTCZ4PB6Ew2Ho9XqUlpYiHo+jqqoKb7zxBo22LFiwYNDxMpkM48ePh1wuh9frhcFgQHFxMex2O9avX4+f/OQnaGtrw8KFC4d8708WTMgwGAwGY8xIjMh4PB769YULFyInJwcA0N7eDoVCgd7eXjQ0NNBOJ1LnkgqDwYDLLrsMPp8PW7duhcPhoLU4ib5ORMxotVp6cwf6oxUTJ06kk3C7uroQj8fh9XohiiJtoeY4Dl1dXfD7/fj1r3+dtIYJEyagqKgIBoOBOlfX1NRAJpNRI8quri7EYjGavkokOzsbFRUVKCgooGaSpA164sSJyM3NxZYtW/DII4/gwQcfHPQayGQyGI1GaDQa+Hw+2rXU09ND59tYrdZBXVGJ8DyP4uJi6PV6uFwuuFwu2Gw2SJIEuVyOY8eO4fDhw4OOS5X2OlUwIcNgMBiMMYOkIHieh91up1+//PLL6b8PHTpEu2r++c9/AuhPv6QalU9YuHAh1Go1Pv/8c7jdbvA8D57nIZfLIZPJ6NwaUvsSDoeT6j5ycnIQi8XQ1dWFYDBInbm1Wi1isRh6e3tpOoogk8moaFi2bBnGjx+PzZs346uvvqI1OTk5OZAkCW63Gx0dHYM8lghnn302rrrqKlgsFlRVVaGurg4ulwterxexWIy6gA+ERFtKS0vx8ccf4+WXX6bD6kKhEI1iOZ3OJEsGglqthk6nw5QpU7BhwwZ4PB78+9//xs6dO1FXV4fe3l643e6k94qgUCiwaNEi5Obmpn1fTgVMyDAYDAZjzCB1LoIgpHRtJhYCJpMJvb29aGpqolN5A4FA2k6dvXv3Yv/+/QiHw3R6rlwuB8/zkMlkUCgUcLvd1AgysXYF6C9wJZEKYl8QiUQQj8ehUCggSRIVMjzPY+bMmTj33HPhdruxdu1abN68mU4flslk1B7B6/VCEATo9Xqa6iIRKZLiisfj6O3txZo1a9IW5AKga9fpdJg4cSJ+/etfo7S0FBdddBF8Ph+mTp06rFoVnU6HiooKrFixAtnZ2VizZg0EQcDSpUvpML1UGI1GLFu2DEuXLkVJSQmKi4shiiLuv//+tO/LqYAJGQaDwWCMGYliILGll9R5uFwutLS0oK2tDW+//TYsFgv8fn9SjUsq+vr6cMYZZ6ChoYGKmXA4TIUFiWyQc6RLUWk0GuTn51OzRo7j4PF4aPSmvLwcFRUVuPTSS/HCCy/AarUiGAxSAaHX6zFjxgyEw2FYrVZotVpYLBZaD5SbmwtRFOneiQCor69PWgcRQzqdjqaZyFDA2bNnQ6fTUfsGAHC73Sn3o1Qqk4biEWF3+PBhHDhwgIqWY8eOpTxerVZDqVTS499//318+OGHNHVFvj5nzpy0783JhgkZBoPBYIwZpNiX47gkIWM0GgEAdrsdkiShsrISn3/+OaLRKERRpEaMAyMphLPOOgutra0IBoPgOI526JAoBjGqJGP0B07Kzc/Px4033gir1Yq6ujocOXKEig+j0YiSkhLU19fDZrNh+/bt+PTTT5POoVKp8OqrrwIA1q5di507d1KLA7lcjuzsbOp7RCb/DmTBggXIz89HW1sbYrEYGhsbYbVaoVKpaHQnFArhs88+S3m8TqfDpEmTAABdXV3o6elBMBiknkmJaaZUqFQqTJ06FUC/0AsGgwiFQuB5nrqHD0yvEdK9L6cCJmQYDAaDMSbE43F68xcEgXYKAf2Fsg6HAx9++CGOHTsGv9+PiooKxONxmpLJlL6ora1FIBCgqRpiASCKIux2OwRBgFarBYCU9R6TJk3CF198gfr6eprekcvl1GepurqatoEToaTRaFBUVIQjR45g5syZaG5uxhNPPEE7lARBgE6nQyAQgNvtRjQaTRsJmjdvHi699FJs27YNLS0tSVYM6WqDjEYjZs+ejdraWpSWlmLDhg344x//iPfee48WFZPXfKBw4zgOkydPxuzZs9Hc3AyTyYSXXnoJNpsNLS0teP311/Hxxx/D4XCkXLNCoaD+UN3d3WnF0anglAuZv/71r9i+fXuSvfszzzwDs9kMALBarXj66adRU1MDo9GIW2655bRq+2IwGAxGahLdpnmeT3J8fu+993Ds2DHU19cjPz8f99xzD1555RWaOgkEAkldTgMh3UWkPkYQBCgUCrhcLjqzhqRCSJQG6E+deL1efPHFF4POqVKpIIoiKioqEAqFUFVVBUmSoFKpYDKZMGPGDMhkMhw5cgS7du3Crl276LFEOCmVSjqrhggkjuNoyksQBITDYezbtw/79u1Luz+VSgWO45CdnY3s7GycddZZuOKKK7Bz504cPHgQ+/btQ3Fxccbjc3JyEAgEcO655+InP/kJ8vLy8Oqrr6K1tRV79+5FWVlZysiKIAgoKCjAokWLkJ2dDYVCgeLiYpxzzjkoLi7GSy+9lPb7ngpOuZABgKuuugqrVq1K+diTTz6J8ePH48EHH0R1dTXWrFmD0tJSFBYWnuRVMhgMBmMkkMgA6SJKnCPjcrlw0UUXwW63Y8aMGZAkiTpQcxxHU0OZWLBgAfbu3UvNEYklQTgcpnNdyIh+ANRnicDzPPR6PbKysjBr1izMmTMHn332Gfr6+uByuWiNSm5uLgwGA3bu3Inm5uakNSgUCgiCAIPBgHg8js7OzkHrJHUpiRGqgSiVSjrUr7e3F/F4nA7rczgcWLt2LV544YXhvfAAfD4fWlpaAABvvfUW3nrrrWEdR0RXW1sb1q5dS9c9kOzsbPzXf/3XsNczlpwWQiYdnZ2dqK+vx8MPPwyFQoFZs2Zh5syZ2LZtG2666aZTvTwGg8FgZIAIGRI1SUyZLF++nIoQjUaDF154AdXV1VQU9Pb2pu2mAYBly5Zh3759tKYjHA7D5XJBJpNBpVIhKysLXq8XkUiEnidRSC1evBgajQbBYBCSJMFms+GVV16B2WzGxIkTsXXrVgSDQVitVmr2mIgkSXj++eexZ88eVFdX46uvvqIRJ4VCMWQ3kdlsxi9+8Qt0d3ejt7cXtbW16OzshF6vh9FoRHd3N8LhcNpaFJVKhaVLl1LH6ra2NnR1dVG7BofDkVY0Af3t59dddx19n0iNDTm2oaEh4+tPZgCdDpwWQubTTz/Fp59+CpPJhCuuuAKLFy8GABw/fhxmsxkajYY+d9y4cWhqajpVS2UwGAzGMCGpHblcDofDkVTz8tVXX+H48eNobGwEz/Po7e1FTk4ObDYbotEoQqFQ2voSAPj8889p7QuJXiiVSnAcR/2QfD7foDobjuPAcRyampogiiKUSiU6OzuhUChofc6+ffuocJHJZDQtJEkSzjrrLHz55ZfQ6XTYuHEjPvnkk0GCYTgt0RdeeCHkcjm2bNmCpqYm2iWVaXidJEkoLS0F0N8NtXz5cnz++ed47733YLVa07pZq1QqjBs3DkajEddddx0cDgcEQcB1112H/fv347HHHkNNTU3G1zs3NxcXXnghbr31Vqxdu/a7335dVVWF3//+99i/fz/a29uxe/duzJ49Gw8++CDOPfdcLF26dNjnuuKKK3DbbbdBrVbT1JFarcbChQsRCASo3wVBo9GkNLPq7e1NKpbiOI7W2RCI70U6/wvG8CDTMxkjh12DJwZ2DY6ek3kNkmFwZGpv4o32gw8+oPYA//mf/4lnn30W8Xicds9Eo9GM7deJBbxarRYajQYejwc8z9OZNaQdm6BUKqHT6dDT04PGxkZaY8PzPOLxOC3ojUQiVMgoFApwHAeTyUS9lQCgu7sb77///qB1kY6hxOnEPM/TVBlJ02zYsAEbNmwYdHzizJnE/Y0bN44KqtraWtTW1qas8yF1NXl5eZDL5ZDL5TCZTCgsLERnZycaGhrw7LPPIhgMDppUTFCr1SgrK4PP54NMJkNOTg4qKipQWlqKffv2Yd26dViyZMmor6ETfQ2OWMhs3rwZl112GWbPno3rr78ejz/+OH1MFEX8/e9/H5GQmTBhAv33tGnTcNlll2Hnzp1YuHAhlEplUigQ6C/wkiRp0HnefvvtpPzhLbfcgp/97Gcpv6dOpxv2+hipkcvlp3oJ32nYNfjtYdfgt+NkXIMk0qHT6dDb25skTK655hpoNBrs3bsXlZWVdLic3+9HLBaDJElDOjATQ0S5XA6NRkO7h8gQusQIA3HgTpyYW1xcDK1Wi2AwSKNHnZ2d9L5DhEcoFEJnZydefPHFQWsgw/RIPUskEqHRCkmSEA6H6f/TGTMaDAbIZDJqoUBEDOnE8vv9KW0CCBqNBmVlZXRKsdfrRXt7O/3++/fvzxhB4TgOer2epgKDwSDq6upo+3hTUxP27NmTdMzHH39MW+hHy4m6BkcsZB544AFcf/31ePXVVxGJRJKEzKxZs1K+0SMhUbGWlpaip6cHXq+XRmaam5tRUlIy6Lhrr70W559/Pv0/x3GDWu54nodOp0vpecEYPqTqnzFy2DV4YmDX4Og5mddgT08P/H4/nUmSeCM/55xz8M477+Dw4cM0fdPb24toNAqNRgOn05mxxgMAneBrMBjQ19dHIyDE8JBEXEhkKLFr6rbbbsOCBQvw2muvobm5mVoYJK4x1URgQlZWFm688Ubs2bMHR44cobVAGo0GarUaDoeDztBJxb333osbbrgBr776KjZu3Ei9noB+cURqewbW5nAch/LycqxYsQKLFi2iAuzVV1+lM2xqa2tht9tTtp2T85eVlWHr1q2oq6uj74PNZoPL5YLFYqFF06mQJAnTp09Pe/6hGOoaHKlAGrGQOXr0KBUvAyvKSYHWSNixYwdmz54NpVKJ2tpafPTRR7jjjjsA9FuHl5eX44033sDKlStRW1uLgwcP4uabbx50HpPJBJPJRP9PfiBSkam3nzE0JPzLGD3sGvx2sGvw23MyrkGfz0ejI3a7PUkkVFZW4v3334fNZsOkSZPQ29sLj8dDb+IAMhabAt+kGBUKBQKBAP0g7Pf7oVKpAPTvM/H7klRSe3s7fve736G9vZ2eK1XEhESRsrKyqM9Re3s7XC4Xnn32WbpW0pnl8Xjg9XpphCYdHo8H5557bsqZMeScZEaOKIowm82YMmUKbr31VmzatAmdnZ1499138a9//YvOkEkFx3EQRRFarRZTpkzBvHnzsHbtWni9Xvzyl7/E+++/n3boHdCfjps5cyby8vIwfvx4rFy5Evfee2/SlN/RcqKuwRELmaysrJTtZQBQV1eH/Pz8EZ3vww8/xDPPPINYLAaTyYQbb7wRixYtoo/ff//9eOqpp3DjjTfCaDTi7rvvZq3XDAaD8R2AFL1GIpFBM2FeeOEFHD9+HFOmTIHf74fX6wXP8zAYDDQaM5SQMRqNGD9+PLq7u+Hz+RCLxcDzPPVJUigUSeUJoiiC53kEAgFs2rSJfn1gLY4oilRMFBQUoKCgAHK5HB0dHXQfA1M1RqMRSqUSCoUCVqt10H5JWzPh+eefT3qcRJJUKhUMBgM6Ojogk8mQnZ2NGTNmQBRFdHV14Wc/+1nSYMGBJNboxGIxKBQKGI1G+P1+fP311/jyyy/pc9O1ZBsMBjqLJx6Po6amBq2trdi3bx/+8pe/IB6Po6ysLO0aTjYjFjJXX301HnnkESxYsADl5eUA+t+Arq4uPPnkk7j22mtHdL41a9ZkfNxsNuP3v//9SJfJYDAYjFMMiTaEQiGEQqGkKP4Pf/hDOBwOTJkyBXv27KGPOxwOxGIxqFSqjO7XkiShvLwcjY2NtJCYzJMJBoPUbymRxIm3MpkMeXl5yMvLQ2trKzweD2QyGYLBIHieh1arpSmvmpoa6t2USG5uLiZPnoyKigrs2rULx44do0W9CoUC4XA4aR5Mqj3Mnz8fgiCgsbERLpcLbrcbfr8fkiRBrVbDbrfjk08+yfg6yOVyxONxeDweWqOjVCohCEKSb1QqZDIZjEYjTWWRmqCB4nPgJN+RZl/GkhELmccffxz79+/H9OnTMW3aNAD9ucampiZMnjwZv/3tb0/0GhkMBoPxHYSIE5/PN6jewm63w+1248iRI2hra6OiJSsrCy6Xi95U0yGXy1FdXU3TOMA3XTAkWpJqnguJvsyePZvObyHrJMW1OTk5aG9vp+IoMf3B8zyi0SiMRiMuuOACtLe347XXXqNigQiwoVqw77rrLkyePBm7du3Ctm3b6GsUi8Wo83cqGwC9Xo9QKITS0lLcdNNN2LFjByorK+F0OpPEUjoROH78eLjdbhgMBmzbto1OGHa5XNi5cyeqq6sz1ibl5+dj0aJF37rQ90QyYiGj1+uxa9cuvP7669i8eTOysrKQlZWFu+66CytXrmSdBAwGg8EA0J9aisfjdJ5LojB566230N3dDUEQkJeXR80OeZ4fUsQA30QIOI6jzyUChuM4aLXapOJeoL+7JysrC62trdR9GwC1DojFYhBFEXK5nLZkk8dILc7FF1+Md955B3a7fVD7tEwmg9/vp/Uy6fbAcRw2b96MZ555JuMeJUmic3iMRiPOPPNMnHPOOXjqqafQ0dGBhx56KOPxarUaP/jBD6hbd1lZGWbOnIm//e1vcLlcmDlzZsbIilwuh1arRVZWFubNm4dFixZhwYIFeOWVVwZ1FJ9KZPGhrpbvKKneHJ7nYTQaYbfbWaHgt0Cr1aa1kGdkhl2DJwZ2DY6ek3kNrlu3DpWVlfB4PDh06FBSjcmcOXNQXFyMkpISdHZ2Yu/evbSGxWKx0FTJUHsZuId0QkgQBNoNlfgYaQ8nH8IFQaDdViTCQxy0SRfRwHPL5XJIkgRRFOH1epNSOZkETSJkkB/P87R7Si6XQ6lUQhRFhMNh6t2UiaKiIrjdbkQiEcjlcgiCALfbnTFNNxoEQcg4vC8TQ12DiY07w1rLqFbBYDAYDMYQBINBBAKBJJsAwvLly3Hs2DFYLBbYbDaEQiGEw2HqNj3UzV+SJPA8P0jsEBdq4rtEiEQiSUJAq9Vi1apV8Pl8aGhoQGtrKzo7OyEIAlQqVZLhZboW7N///vfweDz49NNPUVNTk5QKIvVAmfZx/vnnY9q0afj6669hsVjQ0dGBSCQClUpFO6AyCZD8/HzMnTsXDocDcrmctlzn5+ejr68PVqs1wyvYL+Kys7Ph8/ng8/noa0YG+GUi07DCk82IhQzHcUMaebFPmgwGg8EgKY1Uxa4HDhyAzWZDMBik0TWtVguFQoG+vr4hp76mKmAVRRGSJA0ZyQGAsrIy9Pb2Ys+ePeju7k6aQWO329MW506aNAmHDh1CeXk5gsEg/vKXvyS1L5PupKGE2MKFC3H77bfjueeew4EDB5LOMZRHEinQffrpp1FdXY3Nmzdj+/btg1JpA8nKysLs2bNxwQUXYNGiRYhGo9SegNQlAYM7sgglJSV45JFHsHbt2tPqPj9iIfPEE08MEjI2mw2bN29Gd3c3fv7zn5+wxTEYDAbju0swGEQoFKKpkcSb+65du5Cfn4+SkhKoVCqaSiI2AyNJhfA8D1EUaZ2LWq1GOBxOOUwuJycHXV1dOHLkCKqqqpIiODzPD6r9kMvlyM7OpmP/tVotDh06hIaGBjz22GNJzx1uGonsf9euXWkfJ1EpUqdTVFSESy65BN3d3di2bRu6u7upL2EqSGRLq9VCFEXMnTsXRUVFyMnJQV9fX9KYk3THE8uG8vJyXH/99TjrrLMAAB0dHcjOzh7WPk8GIxYy9913X8qv/+EPf8BNN900pCJkMBgMxvefeDxOhUzipFpCLBZDVlYWgsEgamtr4fF4aKcP8SkaCo7jkJeXB47j4HQ6qS+SzWYblPpQq9UQBAHd3d30a6IowmAwIBwOw+12U48jsk6VSoXy8nLY7Xa0t7ejtrZ2ULSCuG2Ttu/R1KKQeTGxWAxOp5OmeBQKBQSh/zbd1taWcXI+x3EYN24c7QYjr5/T6UQoFMK//vWvIdeRaKkQCoXoa7h3717s3r076bkFBQUj3udYcUJrZFauXImVK1fid7/73Yk8LYPBYDC+Y5CR/yRlE4lEksTJsmXLMHnyZNTW1qKyspKaJWq1WjidzpRzWxIpKCig806cTidNRQUCgUE+fYIgIBwOJ9W6lJWVwWQyobu7G263m3ozRaNRaoERDodx5MiRlFEWvV6PxYsXw2634+jRo+jr60uayDtUjUlpaSlWrlyJXbt2oampCW1tbYhEIkkCjKTmUmE2m7F69Wo61biurg5VVVW0/ZvUvKRDkiQ8/fTTAPoNMD/44APU19dTEZXofZWK+fPnIxKJUKF1KjmhK6irqzut8mYMBoPBODVEIhFa+xKPxwe1XwuCgF27dqGlpQWBQAAqlQpZWVkIBAJwOBxDpmg6OzshiiJ1rTYajSgqKsLhw4cRDAaTJummEhU2mw1utx0RHMkAACAASURBVJt2+JA0DvBNce/AWhWFQgGlUgmn0wlRFPHFF1+kLKgdTqGsJElYt24dGhoakh7LJN50Oh1Wr16NLVu2QKlUIhAIYPv27dizZ8+Q3xPoF0/EmNloNKKgoACPPfYY9u7dm/HeLQgCzjzzTNxwww247rrrsG3bNlRVVSEcDn83hcyf//znQV8LhUKoqanBxo0bccMNN5yQhTEYDAbj9IF8Og8EAkOaOQL9A++IGzWZOJt4s9y6dStMJhNEUYROp6N1MqTzZzi1JvF4HEqlkrYpV1ZWIhKJgOf5QWskER9SVJuqDEImk0GSpEGpLSKyXC4XjVBkmr8y0I5gILFYDLW1tRn3RuptiOgh7eNbt27FoUOHAPSnfFJBWraJ7YNWq0V5eTlmzpyJuro6evznn3+e8niTyQStVotwOAy1Wo1JkyZh6tSpsNvt+O///m+8+eabuOWWWzKu/2Qy4jkyqVquFAoFioqKsHz5cjz88MPUrOtUwubIjB1shsfoYdfgiYFdg6Mn1TVIxtIHAgEqVsgfv99Pa10Icrl8yO5Vm82Gl156iRatVlZWJtWPLF68GMXFxfj666+p1xIRMpFIZFi1Jmq1mtbekE6hVAKCWAYMPKcoipDJZBlNE0VRRCwWS/vzSu6JQ/lCjSWSJEGv18Pv98Pj8dACZlEUhzW4jgwljEajNEJFhJPb7U7Zfp6bm4vKyspRRWRO+RyZU/lmMRgMBmPkEGHg9/sRDofR3d1NjRbJ1wlyuRwKhQKSJEGpVMJgMECpVNL/D0fEAEBTUxN0Oh3tIBo47Xbu3Lnw+XzIzs6G3W5Hb28viouLqWP2UOh0OlrPQewF0omNVCJm8eLFyMvLw5YtW9Dd3Z323pYu+jR16lS89tprePDBB/HZZ58liaFUg/oGcsEFF+DKK6/Em2++iYaGBrjdbgSDQToUkHgmpUIul+Oaa67BzTffjL/97W+ora2FzWaDx+OhKbJEX6mBaLVaLFiwAE899RQOHDiA5uZmfP311+ju7kZ9fT3sdjsCgUDaNvbJkyfj8ssvPy3SSgAbiMdgMBjfaci0WeLvkxhRIf8mN1WO46BWq5GTkwOe55GVlQWlUkn/SJJ0wgadke4bjuNoJ1CiQOns7ATP8+js7KRRA0mSMhocJpKYGhIEATKZjE71HUiiiCG1Jbt37x5y3oxcLqcChaSdCgoK0NDQAIvFgrlz56b8fkOJGJ7n4Xa78cgjjwyKLBIBMlAschyHKVOm4KGHHsKf/vQn1NfX49prrx1W5Eqn0yE/Px8rVqzAj370I1x77bUIBoP45S9/iU2bNmWsr5HL5TCZTCgvL8fll1+O6667Dn/729+G/J4nk2Gllt55550RnfSaa64Z9YJOFCy1NHawsP7oYdfgieH7fg0S48BwODzo73A4nCRYEiMBiaJkoEAhdRPf9hr0+Xxobm4e8nl79+7F22+/DY1GA5fLhUOHDiVFCObNmweFQoHGxkYqQMxmM6qrq6kL9XDQaDTgeR7BYBDhcDjjnmQyGZRKZUqxRBykEycCkwiSRqOhdS/k+wxEpVLRNFq6ScCZIGKMeEQldkAZDAbo9XrI5XLU1NQMeS61Wk33KEkSjEYjFXDt7e0Zj5XJZNBoNFQgEY8plUoFt9udZDGRyZU7E6cktbR8+fJhn5C0sDEYDAbjG1FCZnOkEyiJzxn4O1Qul1MzQ/JHp9NRgUK6aYaT8vm2WK1W9PT0DHmzcTgcSSmSgZGLc889FzU1NXQGC3F7Hs54fKD/Bl1aWoru7m54vV7aOp2JeDyeJGLIDBm5XI5gMDionkQQBFo/lKqOZsmSJdBoNPD7/Thw4MCQlgADKSkpQXl5OSwWCywWCxwOB2w2G92f3+9HJBJBb29v2uLioqIicByHnp4e+hoEAgGIoohgMAiv15tRWCmVSmRnZ9P2dCKS5XI5deRO5cR97NixEe11LBmWkBmO+mYwGIzvO7FYjEZFTpQoEQSBGg4mPkb+Pl3qEAjBYBB6vR7Tpk3L+Lzdu3fDaDRCJpPB6/UOqmEpLi5GdXU1cnNz0dfXB5VKBb/fn7HWJZHs7Gy0tLQMityQ1ytRDKWauKvX6xGLxRCJRBAMBhGJRAY9j3wt8VxmsxlWqxUlJSWYPn06/v73vycJIJ7nwfN8xgJiAFi9ejUMBgPWrVuHjo6OQetLl2Ij4urCCy/Ek08+iTVr1uDTTz+lk5OJYEz3Gup0OpSVleH666/H6tWrceTIEbz44ovYvXs3HA4H3WsqMSmTyXDOOedAqVRCo9Fk3N/JZFg/IaWlpWO9DgaDwTipkE/aqUQJESEDxUk6UZIoPr5LomQ0BINB6hSdCYfDQettfD7foIhMW1sb1Go19VoqKiqiU3eH01RCUiTEH4nU4giCMEhEEJFAaoTcbvegCEPi80ixrkKhoEPqRFGE2WxGWVkZrFYrWltb8eSTT9JjyftM0n3pWrA5jgPHcXj55ZdHlL3IycnBL3/5S3z++efYs2cP9uzZgxkzZqR9Ppk4TAquzWYzSkpKaHH1xx9/jIceeijja200GjFt2jQolUpotVpcddVVWLx4MX7yk58Me90ng+/+TxWDwWAMgdfrhcPhoH8SC2AJqcQH8akZKFaIKDkZqZzTjVAoBL1en/E5JEVBOpVSpTbsdjt6enrQ1dWFQCAAi8WCYDA4os5YURRpaicQCNCOnUwt2ANrq+RyOXJzc2Gz2RCPxyEIAn0OSd2RKEswGMSXX3456LwqlYqmcQjp9kFaxdPtZ2Crt0KhgFwuh8fjwa9+9auMr4dSqaRpOqBfdDocDni9XjQ0NAyyGUh3DrIGt9uNXbt20b2//fbb9HkTJ04c8lwni1EJmddffx3PPfcc6urqUlZMM78lBoNxqojFYnC5XFS02O12hMNhKBQKGAwGFBUVQZIkJkpGyXAiMuQeEI/H6RC6gakTg8GAUCgEmUyGcDgMnuep6eNwKCwsBMdxdJQ+Of/A44lTtMPhSErX6HQ6XHjhhdTrye/3IxaL0eJWIipEUYTVah2U6uE4DmeddRZ6enrQ0dExrLqegZx99tmIRqPo7e1FW1tbyiLiTDYFkydPpvtzuVywWCwIBALIyspCb28vTZ2lS1PNmjULpaWl6OvrQ19fH3w+HyKRCDQaDZ24DKROM2VlZY14v2PFiIXM66+/jttvvx233HILdu3ahdtuuw3RaBQffPABDAYDVq5cORbrZDAYjJSEw+Ek0eJ0OmmnicFgQEVFBQwGAyRJOtVL/V4wXCFDpusSM8WBQqazs5O6XcfjcRQUFNDhe8PB4XAgGo3S2pB0ztOSJKUsNjYYDDh06BA6Ozvp9yRTdAOBACKRCAwGA5xOZ0ohoNFo0NrammRCOVwEQcDChQvhcrlw9OjRYYsgs9mMvLw89PT00Gm/kUgENTU1cDgc9HnphuBlZ2ejpKQEZrMZK1aswKxZs7Bu3TpYLBbU19dnnNgsCAImT56MlStXIi8v77RKk454JX/605/w8MMP49e//jWef/55/PSnP8Xs2bPhdrtpBTeDwWCMBWRMvtPpREdHB+x2Oy0k1ev1yMrKwvjx42EwGE6rX7TfF8igNYVCkfF5TqeTChiVSkWNIxOFRnV1Na07MhqNyMnJQXNz87DrRrxeLx2El6lAWK/X05u8Uqmkrtytra2DnstxHFQqFWQyGQKBQFIbNEGn08HlctE/I4XjOEQiEWzfvj3j80hbuc/ngyiKmDRpEiZOnIjGxsZhiyetVguZTIYpU6agoKAAPT09EEUR9fX1uP322zMem5OTgzPOOAMejwcymQx5eXk477zzUFRUhOeffx433XTTsPc81oz4J72+vh7nnHMOzRmSN1Kr1eJXv/oV7rnnHtx7770nfKEMBuP7DwmjpxqTnzgzRa/XQ6lUorCwEEajETqdjqWGTgIkcpFJyMTjcbhcLmoUSTq9BkZLCgsL0dPTA5/Ph5ycHJrWGKrbZ+A5nE4njeoMxGw2J82Nkcvlg8RHolN1LBajKZl0DDye4zjodLqkfWci1blJOkupVMLlctEWaiKq/H4/KisrUVlZmfHcAwuMvV4v5HJ5Wk+mgSSK/76+PuzYsYO+jwDw/vvv08c7Oztx5ZVXDuu8Y82IhYxer6cXc2FhIaqrq3HBBRcA6G/36uvrO6ELZDAY3w/ImPxUAoWIF3ITEEWRDnJTKBRJM1OUSiXMZvP3eiDe6QoRGZmEjNfrpbUZpHYl0VmakJOTA4vFAo7jUFRUhI6OjmFP9QX660NaW1vTHiOKIrU+ICSKkLPPPhtnnXUWXn/9dbhcLhrdGa4/0bx587BixQq8+eabqK6uHnJK8EBKS0tx+eWXo7KyEp2dnbDb7fD7/XQaciQSyRjxKSsrw3PPPYeqqiq89tpr6Orqoj9PRDySqc+pyM/Pxz/+8Q80NTVh27Zt6OzsBNA/Bbm6upquJR133nnniPY7loxYyMyZMweHDx/GJZdcgiuvvBKPPvooLYhas2YN5s+fPxbrZDAYpzHxeDyl0WCiWCGf6jiOS5o6S8bkk0+kkiSB5/lTvCNGKgKBAI3Gp8PpdEKhUFCBQablDqSvr49O083NzcXBgweHXR8DDD2QjQgCQRBS1n64XC689NJLdJ2JnUmZIBNpLRYLHnjggWE5gQ9EpVKhuLgYmzdvRl1dXcq1D4TneajVahQXFyMYDGLChAlYu3Yt3nvvvSFFvSAIKCgogMfjgdfrhdFoxJw5c7B//368+OKLOH78+JDHz549G4sXL8Z//Md/ID8/f2QbHmNGLGQeeOABuunf/e53OH78OH7xi18gGo1i7ty5eP7550/4IhkMxrcnGo3C5XKN+JPjQMiY9sT0T+IvfyJIlEol1Go1srOzk0wIhzODhHF6EgqFoFQqMz7H5XJBpVLR64y0RQ+E+BjxPE9rnYZjFpmJxDSRTCZLakUG+kf3kxbpqqoq+nWO46BQKBAKhSCXy1NGeYhVADlfW1vbqNfp8/mwY8eOtI8rlUrqT8VxHCZPnowzzzwTra2taG5uRk9PDxoaGtIeL4oirRtSKBRQq9VwuVzw+XwIhULo6urCBx98gA8++CDl8RqNBqWlpXC73XSKdFZWFpqamrBs2TI0NjZi7969GD9+/KhfgxPJiIVMZWUlrrvuOgD9Vd//+te/aF5bp9Od8AUyGIzREQqFYLfbaUcPGQBG8u6jhZjnKRQKaLXapJTPyRqTzzg1DKdjyel0QqvV0vRMutkwoijSQm23241IJDJiIZMoTGQyWZJHEinYJchkskH1NzzPQ5IkOuuG1KOkgrRJD0Sr1UKlUo2qewnoT7HNmTMHvb29qKysRCgUQiAQgCRJdHhdfX19Ro8lkhIjHyjC4TCNRg1lUQD0i0pJkhCNRukcnra2NoiimLIoGgBWrFiBAwcOjGrPJ5oRC5m7774bd999Ny666CLceOONuOqqq6DRaIasYmcwGGOLx+NJGvrm8/nA8zwMBgN1r9Xr9aybhzFqhhIysVgMbrcbJpOJ3lTTFe/29fXB7XYnFfqOhNzcXCoeZDIZ1Go1jQIRUSOKInWSJvNqCAaDASUlJWhsbITP56MRHNJtNZCBIqugoACrVq3Cyy+/PCoRM2fOHNxxxx3YsWMH3nzzzUG1LH6/P63BI8dx+MEPfoCrrroKALBnzx5s3rwZdrudDtwjHl+pKC8vx0MPPYTFixfjk08+wYcffgi32w2Xy4Wvv/56SOPN22+/ndbGng6M+DdaV1cX3nrrLaxfvx6rVq2CQqHAZZddhhtvvBFLly5lYWMG4yRAhr4lRlzC4TCUSiX0ej1KSkpgNBqh0WhYhIRxwhgqtUS6hxJtAhKLuBNpa2uDTCZDVlYWrXcZiZgh4kEQBNriTSBrSBQuA6NC5OeGwHHcIAGTymZg6tSpqK6uRmdnJx5//PFhr5dAxFVfXx/uuOOOYR9HBjrm5+eju7sbdrsdjz766LAabMxmM/x+P0RRxOWXX47JkyfD5XLh/PPPz5iiAvqjVhUVFZg7dy7uuOMOTJw4EZs2bRr2uk8GIxYyRqMRq1evxurVq9Hd3Y3169djw4YNWLZsGfR6Pa655hq89NJLY7FWBuP/LKFQKCnakjj0zWg0sqFvjJMCMYxMh9PphEqlom3UsVgsbQeQ3W6HUqlEV1cXwuFwUkRluJDaloHdPWTeTeL/MyGKIoBvIjmppgSTIvV0KR4ietIN5iOQdaUzY1YqlUkDBAVBQFlZGWw2G7q7u6mAs1gsg47leR75+fl0Bg7HcXTQYCQSgdfrxWuvvTbka5GYGtRqtQD6y0qWLFlC36Pbb78dS5YsyXiuk4Us/m2rq/4/mzZtwm233QaLxTIiI6yxIlUuk+d5WnF+Oqzxu4pWq2Wtr6NkuNeg1+uF0+mkERdSS2AwGGA0GqHX6/9PD31j1+Do+Ta/B7/88ktMmDABBQUFKR+vqqpCNBpFJBLBo48+ing8jra2NnR2dg6KbBQVFdGbpNfrRSAQQE9Pz7DXIpPJoNVq4fV6R/37fPr06bDZbOjp6aHzUkZySzz77LNRXl6Obdu2pXSwHor8/HyYTCYAQENDw4jaz4H+otyKigrwPA+O49De3o6uri4IggCtVgur1TrkmiZOnAiDwYC+vj44nU74fD4IggCFQpHxGtHr9UNGc9Ix1DVIXpPh8q1+C7a3t2P9+vVYv349Dh48CJPJdNq5YjIYpztkkFZimigUCiV5AxmNRjqlk8E4VQQCgYzlA06nEwUFBWhubqapznTFvmTWDM/zGf2A0mE0GuHxeFLeCInAJxESYHBLc0lJCVpbW2kR/HBFCHHGJkLsrbfeGvHaAWD16tW48sor8aMf/WhYgoOg1+tx4403ori4GPF4HLt370ZLSwuOHj1KzxEOh9OuyWAwYMqUKfjVr36FGTNmYO3atfjoo49gs9mSUm3pPijMmDED+fn5UKlUI9zx2DFiIWO1WrFx40asW7cOu3fvhkajwdVXX40//OEPuPjii9n8BwZjCMLhMKxWK2w2G/UGisViUKvVMBqNmDx5MvR6/Wn1i4LBINN509XIRKNReDwe6PV6uFwuxGIxSJJEjSEH3qij0Sh8Ph9MJhNEURxxNMNmswHoj8wQMUSQy+UIBAK0yDdV7U26bhxCqjWXlJRAkiQcO3YM7e3taYtxh8MLL7yAF154Ycjnkf2VlJQgHA5jyZIlUKvVeOyxx4bsRiKQ6cOTJk3CrFmzoFarcd999w0ZUSEznvR6PebOnYv58+dj0qRJeO211771GIcTyYiFTEFBAURRxKWXXooNGzbg8ssvZx1LDEYGfD4fTRORXL7P54NWq4XBYEBZWRkMBgPN0zNObw4fPgy73U6ds8nf5N/kT+Jj34cPeKQQ9tNPP8V7772HW265Jelxr9dLi3b37t0Lh8MBQRDSFvtGIhHIZDI6vyXdBNpM6PV62rqdyHAm8w5FqjUPJX6Ab4p5R4NKpUIwGEyKHqlUKvj9fjQ1NQHAqGtQHQ4H9u3bh3379g37GCIWOzs7UVNTg1dffZU+li69eCoYsZB58cUXcc0119DcJoPB+IZ4PA63252UJiItqwaDAYWFhRg3bhyd18D47mGz2ZCXlweVSoVwOIxQKIRQKASv14tQKES/lvj+kjkf6cRP4t+CIJyW4od0ITU3N0OhUGD69OlJj7e3t4PnecyaNQuHDx+GXC6H2WxOez6j0QhJkqBSqaBUKkdc5zJ79mxYrVa43e6k7iKO42hEJhOFhYUIBAKjttVRKBR4+eWX8fHHH+PNN9+k4mUknVczZsyAKIrQ6XTYs2dPSgGWKepSUVEBr9dL7T/sdnvK56XzjpoxYwZycnIQDofR1NSEvr4+mu7LZG8A4LRqLBixkFm1atVYrIPB+E4SiURoFxERLyRNZDAYUF5eDoPBALVaDQB0rgsrOP9uQmZz5Obmwmg0ZnxuNBpNEjbhcJj+Ga74GSh0BoqegX9zHDdmew8Gg1AoFAiHwylFisViQWlpKcxmM+LxODiOA8/zaQW7KIr0ZyGVqeRQHD9+nP68JdaODXUDJhCzycT1RKPRjIaRwDddRUVFRfjf//1fHD58OOmY4exDJpNh4sSJkCQJdXV1NPIxFDzP495778XevXupwaXdbh92mken0+Hqq69GSUkJysvLcdZZZ+HPf/4zPv74Y/T19aX9gCWTyaDT6bBs2TLccccdeOKJJ0YVQRsr/m+2PDAYoyQWi6Gnp4eKFrfbDZlMRruISkpKYDAY2Dyl7ynkl/dQY/qBb6bGjuSTK2lbJn8niiAifjweT9LXEkklfgb+TaYvE5fl4dLX14dwOAyPx0NtBxIFhNvtRnFxMQDQGplMwkChUMDn89GBdSMlMZKSePOVyWQQRXFIF+2BN/90HUuJaxMEAdOmTcP+/fvR2NiY8rypZs8MJB6Pp/RYSofJZEI4HMa0adOogBouMpkMcrkcZWVlWL16NTiOw8svv4zq6uq0TtzZ2dkoKiqCzWZDKBTC/PnzcfPNN8NsNiMajWL//v0488wzh72GsYYJGQZjhBw7dgw6nQ55eXmYMmUKdDrdmH4SZpw+kDqR4QiZ0UAmy46EgaJn4P+DwSDcbjf9WjQapTNbhrrhJtLR0YFAIICjR4/Cbrdj27ZtMBqNMBgM0Gg0cLvd0Ov1CAaD1E06UzdPQUEBbc8mnUMngng8PqSISYSktdLVtSRaH4TDYezfvz/pcRLJOfvss9HY2Iiurq5RrZvn+UFThYkjNxknsmPHjrQeTbm5uQD6U59kL8RzSSaTobGxEffdd1/KY7OyslBSUkKjPG63G42NjdDpdMjNzcWWLVvw7rvvJh0zmk6tsYIJGQZjBHAch/PPP/9UL4NxiggEAlAoFKdVG/xIxQ/P89Dr9SNObx4+fBg8z2P//v2Ix+OYOnUqHA4Hurq6YLFY0NDQAIPBAJ7n0dvbS6M+6cSSSqWC1+uFzWYbVZpCp9MNGoQHpO42SsXSpUsRj8exa9eulK3GxPYgXeHw+PHjMX/+fHR2duLLL7/Ezp07R7T+J554Au3t7XC5XNi8eTM6OjoGvR/pnMMB4JZbbsGMGTPw+uuvQxAE1NfX0w5IQqai4zvvvBO/+c1v0NnZiXfeeQfbt29HT08PJEmC3W6H3++H0+lMaY7J8zyWL18+ov2OJUzIMBgMxjAJBAJjFo05mXAcB47jRlSXEolEoFarEY1GwXEc8vLykJeXBwCor6+HWq2G2WxGfX09enp64Pf74XK50n6P7u5umqYaqc8SgJQiZiTs2rUrKRLE8zyUSiUCgQCi0ShEUYTf708SBiqVCgaDARaLBR6PB5s2bRpVsbBOp0N9fT02bNgwon0YjUYsWrQIPM+jubkZn3zyCaxWa1qxKAgCNY+cN28eVCoVqqqqUFpaisLCQjz33HN49tlnUw6QHUhRUREWLlyICy+8EG1tbafVzwETMgwGgzFMvi9CZjQkjs0fiM/nQ3FxMSZMmIB4PE5nIGWa1NvR0QEA1G3520K6vUj9TjpIDQsRMXK5HHl5eQiFQhBFEZ2dnQCSzS5FUURubi6USiUdXjdwb8QNfjiiwOVypZ0hIwhCkrCTyWRQqVRUKNbW1tI293TIZDIolUpEIhFwHAeNRoP29nZ0dHTA7/fj+PHj2L59e8ZzkMF/giBQZ+zt27fjvffeQygUwpIlS/DjH/94yL2eDJiQYTAYjGESCAT+zw4qTOUITXC5XBg3bhyA/m4g0tmUyXtIqVTSLq7RolQqwfM8/R7pWpUT15Aomn77299CrVbj/fffR21tLaxWa1Iqh9SXCIKA7u7uQWudMGECrFYrJk2aROuHRookSdDr9SgsLMShQ4eSREx5eTksFgu8Xi+8Xm9KYSiXyxGNRgeloEjxciAQGJb9w0ABRc4XiUTgdrsHpd+2bNky4r2OFUzIMBgMxjAJBALIyso61cs46RA7gVSEQiH4/X7odDo4nU4cOXKEFvt6vd600ZFgMJh27slwMJlMdKQ+MahMBZmJMpBly5ZBp9Ph8ccfR29vb8p1kuMSC1sNBgOcTieWLFmCSy+9FPfeey8OHDgworULgoBVq1bBbrdj9+7dsFgsKYuEU03eFQQBJpMJS5cuRVlZGT777DMcOHCApsSAwaaZA1m4cCGuuOIKLF++HL29vfjjH/+IL7/8EjabbZBr+EAMBgOUSiUtLj4d+N4KGblcPmjiMCnQU6vVbBjZt4AYkjFGDrsGTwyn6hqUyWTIzs7+Tl//o7kG/X4/HV4niiIEQYBSqYTdbkdTUxPa2tqgVqsRi8XQ1tZG27wzFSH39fVBpVKNOq2UmMJJd46BbtaJ/Pvf/x7UiZMImZkTi8XocEKTyYS1a9fisssuw9atW/Hpp5+OeN0qlQo6nQ4bN27MWB+T2EZOUkVnnHEG5s+fj6NHj+Krr77CK6+8MqzXj+d5mM1mmEwm5Obm4r777sOWLVuwaNGiQS7aiSJGoVBAqVRCpVJh5syZuPrqqzFz5kzccMMNUKvVo/45ONG/B7+3QobMXEiE53nI5fJv5ZbKYM7D3wZ2DZ4YTsU1GI1G6eyV7/L1P5pr0Ol0wuFwoKmpiXqEvf/++zTqotfrMWnSJKjVauzfvx+SJCEej2e8SWm1WmRlZY0qHUMggirTQLh0ayBRFkEQqDVAYus2Sc0oFAqoVCq4XC709PTg4osvHvV6gf56onSdUJIkQa1W0+sscdhfLBZDZWXlkNEftVqdFJ3heR6iKKK3txddXV04evQotm7dmvZ4Ij5JGz9pTd+2bRs2bdpEz/ttfg6GugZHanv0vRUyDAaDcSIZyTC87zoDrTaam5tRX19P02oKhQLz58+HVqvFoUOHIEkSzGYzXC4XPB4PZDJZyrqNRMrLy1FfXz9qQT+c4tpMQkqj0eCuu+5CojY3swAAIABJREFUMBikkQ2SPiMeUD6fD8FgMG19kFqtpgW1o5mrQiIkPT09iMfj8Hg8sNvt9PVLJNUaBEGgN/1YLIZgMAiv15s01yrT+6BUKpGTkwOgX9gR3ypiMunz+RCJRFKmFYequTmZMCHDYDAYw4AIme/j1OahrDYKCwuh1Wqh0Wiwe/duxGIx6PV6AP2FvqRegrRTA0g51Tdx6q3NZqM1LqMhGo0Oq0MoHTNmzPh/7J15kJT1nf/fz933PTM998kwDCCigBpc0QTUqJCYSDRqKm42W1ubc7P/ZLO77q5H/TaVVIzmKjXGbOImlUONwSgaREUEERgGhoE5mfvo+z6evn9/zH6/djM9w8zAHMrzqrISmD6efrqZ592f4/1GT08P3nrrrWmGfLlcbsaqSX19PSYmJrB69Wp0dHQs+PkbGhqwdetWvPvuu5Blec7VjcrKSuh0OhiNRqRSKYyNjcHv9xeIjZnaTaIoorKyEhzH4fOf/zwaGhqwd+9edHR0UOdmInqKmQryPI/q6mowDENX71cCipBRUFBQmAOyLEOtVq8oM7yFIssyJicn4fV65xS1ce7cOTAMg1gsVhBmKcsyEokEDAYDgKm5FZZl6cXw/Atq/p99Pt9FOWIvxHsGAPWKma+BnUqlws0334wNGzbgkUceWbCIUavVNM2aJFpfCJZl0djYiNraWrS0tGDv3r0XTLEmQ84cx8Fut2P16tV0DbumpgZPPPHEjDM6ZD6H/P+ysjJs374dBoMBmUxm3udusVGEjIKCgsIcIK6+H3bGxsYwPDxMBYjdbkdLSwuMRuOMwkKWZQiCAFmWCwZ4Q6EQOI6joaherxcsyyKdToNhmGliI38NWq1WX7Sp3UKYr4uwKIo06mHPnj3Ys2fPtNsQz5W5MFsLqlhOE1mL7uvrQ19f34xrz/kGh/mOwLlcDl6vt2Aupq2tbdr9VSoVrFYrDdNMJpPgeR5WqxWJRALPPfdcwSCwsrWkoKCg8CHjo2KGl0gkYLFYsGbNmjlffIlZHIBpQsZgMNAqlcfjgSAISKVSkCTpgsZ0F+MhQwTGQrn66quRSqXQ3d0NoLCVotFoaGuJ/P35r4WsQfM8T0305oPBYMCtt96K7u5ujI6Owu/3F4gYch5nqjxptVqsX78e0WgUZrMZY2NjGBsbQy6XgyAI9PgzmUxR8dTQ0IBHHnkEwJQ54f/8z/9gYGAAqVQKarWaRkA4nc6izz+fMNTFRhEyCgoKCnNAlmXaQvmwM9/2WCKRoEImv7UUDAbprAww1S4iIYrFZmTyxcCFvE4uxMWIGABwu91F840AzDgfw/M8Wltbce7cOdhsNoyMjCxofVitVuOaa67B4cOHMTY2VvQ2xc6NIAjYuHEjHUyuq6vD66+/jp6enoLzMdN5LS8vx913341wOIzrr78eer0e//Vf/4VTp04VnId4PF6w1aXVarFu3TqUl5dj48aNeP7551dUi1URMgoKCgpzQJZllJSULPdhIJlMXlRLJhaLUVEyn+fM5XI0u4cQCoVQWVkJ4IP1dNJa4jhu2kU+v7UUiUQWPOdyMZBKzsjIyLSfzRY4abVaYTAYoNVqqdPuQonH49i3b9+MP5ckqWBLibTvGhsbwfM8jhw5Qtexi0GqRdFoFJIk0e2qz3zmM2AYBn/84x/xi1/8ouh9OY5DWVkZzGYzYrEY9U5SqVQIh8N49913cerUKbS2ti749V9qFCGjoKCgMAdWSmtpYGAAIyMjCx6UZVkWLS0t87qPLMvIZrMFM0KxWAypVIpWqXw+HzKZDJ0XuVDFZDlEDDC9kkMCNDOZzKzVFa/XC6/Xi8HBwWk/m8+MzEwYDAbqq3L+qjURie3t7dPuxzAMLBYL1q1bh97eXvh8PurhU1ZWhsrKShw4cAAA8OMf/7joc+cP9+ZyOTgcDjgcDjqzU2woub+/H+l0el7J64vF8h+BgoKCwgonnU4jk8msiLmAbDYLu92OK664YkH35zgOZrN5zvEA+Rf+fCEXCoUgCEJBQKQoigiFQshms0WFQX7FY7YQyrlwftVivjQ1NcFmsyGdTuPkyZPzPpbq6moAU0Ov57dm5sKOHTtgsVjw/vvvg+M4TExM0MeYbf6HZVmsX78elZWVGB8fRy6XgyiKOHHiREFgptPphNPpnDHmYMeOHXjiiSdw4sQJeL1enDx5EtlsFkePHkVvby8SiUTRNW5SoSEzRoqQUVBQUPgQQDZdPgpbS/OFXFCz2ew0IZM/M+TxeGA2mzE4OAiGYYpeiPPFwsWIkEtx//Hx8aIX+ZlgWRYVFRWoqqrCmTNnMD4+TiMZ5gOpAI2OjuLAgQNFz1MxV3qLxYK1a9fiX//1X/Hqq6/id7/7HTwez5wrWwaDAY2NjXjkkUfwne98B7lcDi+++CJ+8pOfzDinA0xlK+3YsQNarRarV69GIpFYkPBbTBQho6CgoHABZFkGy7IfSTO8CyHLMl2lNhgM1D02GAzCbDbT2/l8PlgsFvh8PgAXbh0td0THfJx4RVGExWJBOp3GsWPHLurYs9ksstks3ZYqRn6riuM4VFZWQhRFnDt3Drt27brgCrkoigXD1DzPo7KyEplMBvfeey9CoRBOnz6N1157bdp9JUnChg0bUFlZiXQ6jWw2C7fbDb/fj3PnzqG9vR2RSASbNm1a8Dm41ChCRkFBQeECrJT5mOUgmUzSNo4kSQgGg0gkEgiFQqipqaG383q9aGlpQSAQAM/zRS/2528tLTccx9HZlNlmepLJZNF0arK5c6HE6NmQJInGIRDxl8lkqH9MJpMpOpicfwwGgwGpVIqua5NZJUI6nUZXV1fR+2s0GjqwnUqlqPHh8PAwXC4XJicni76Xsx3TUqMIGQUFBYULcDkLGSJgwuEwPQdkBoasXqdSKYTDYRgMBsTj8RmFTD4LTb2+VNTX18NsNuP06dOzipBim0wMw6C0tBTXX389XnnllXmb7AHAli1bkEqlMDo6WjDbQpjNP8ZkMuGmm25Cd3c3crlcQWaVKIpIJBIznn+r1QqO47Bt2zasW7cOLpeLVtoOHz6Ms2fPFh1oBqbWv6+//nowDENNEFcCipBRUFBQuACXs5BJJpPU7j5fyIiiSP8cDAaRTCap/b8oisveWlKpVDS5OR+j0YhgMIjBwcEZL9jAlFghogCYuoir1WqYTCY4HA44nU688MIL8zomsr6eTCZx/PjxOYk5hmGg1+tht9uxY8cOnDx5EhzH4eWXX56WETUTOp0OV199Nb75zW/imWeegdPpREdHB9544w2atH0+giCgrq4On//85+FwOJDL5WAwGHDnnXfi+9//vuIjo6CgoPBhQpZlmEymS/JYQ0NDmJycvKhjsVqtl+RY5vp8BDLsnF+NAabM5VQqFW2PaDSaZZ2BEUVxxirJXC/+uVyuYKCYtG4uxsNnLsGOpaWl8Pv9yGQyNIVbkiREo1E8+eST8z6vJEn7vffewzvvvDNrS4+kYXMch3Q6jUQigaeeegqpVIqmc//gBz8AMFVRWikoQkZBQUHhAlzKiozf74cgCCgtLV3wY1gslktyLHMhmUyCYRiwLEu9RjKZzLSNJa1WSz1MGIa5KNfeuVLMv0UQhIL5kNm4+uqr4fP5MDExQU3/5kNlZSXUajUGBgYW1Cqrr6+HyWTCxMQEIpEIACAcDkMQBEiShEgkglgsNqPTsCAI0Ov1EAQBPp9v2jkXRRGpVGrGwebq6mpYrVYqdliWpeJpcnISExMTM76Pbrd7zud5sVGEjIKCgsIFiMfjl7S1ZDAYCgZlVzLJZLKgjQRMVRPyKzIejwcWiwXj4+MACgMMF5N8EUPaNrlcbk4bSddddx0ymQwmJibmtcpdWloKt9uN0tJStLa2Upfd+SAIAr7xjW/glVdegc/nmzHPqBirVq1Ca2sr3G43JicnEY1G4fF4qBDJN/cjw7sAaAaT1WpFSUkJWltbce2118Lr9UKSJOzfvx+nTp1CMBgs+nq0Wi02btyIu+++G6+//jr0ev2K2eJThIyCgoLCLJBv6pfrjAxJviZtJdJmIBWZbDYLn8+HpqYm9PX10QvncrSW5pK/ROZ43nvvvQvelrwWIg7MZjM2bNiAffv2wel0zhozMBupVIq2aOYCz/PYtm0b9Ho9Dbrs6emZdrtcLgeWZaFWq6HVauH1egGAhoRaLBZ0dXVBFEXs2bMHf/zjH4uKFpVKhYaGBpSUlGBsbAw33XQTWltbUV5ejlAohGAwCL1ev6DXvhgoQkZBQUFhFsisxeUoZEj4I/DB60+n0wWeOmR1uaSkBB6Ph9raL/V69VyN4eazYUReAzkHfr9/weJloRAPn/379xf9Ocuy0Ol0AKZmmEKhECKRCCKRCFiWpSnk77333qyVJ5VKBbVaTQekyTC0IAj4wx/+MG02SMlaUlBQUPiQIMsyOI5bEVbsSw258GUyGSpkzvcoCYfDyGaz0Ov18Pl8NDSyGLOFMi41Go0GKpWKGvydz4WOtaamBhqNBhMTE8hms3TGZa7U1taipaUFoVAIHR0dBcegVqupJ8xMx3D//ffjy1/+MrLZLJ555hns3buXhnZarVaEw2EkEomiMzY8z6Oqqgr/7//9PySTSZw9exbd3d3w+XwQRREejwc9PT1IJBJF23QMw2Dr1q3zer2LyeX3L1NBQUFhHlzuq9cACgIjyTYNIRgM0qTrWCwGlmVnHBBdCSJGEASkUilks1kEg8EZW2DkNZGfC4IAk8kEtVpNc6K8Xu+CtpgkSUJlZSV6enowNDQ07efFxIMgCLBYLLDb7Vi9ejU+/elPY2hoCI8++iiNWiDiK//+KpWKppGr1Wrs3LkTarWabs796U9/woEDBxAIBIoeK8MwMJlMuPLKK7FlyxbwPI+GhoYV9W9CETIKCgoKsyDLckFYJCnbX8zjrSQzsdkg8zHEFA+YEjf5F3+Px0Mv7kT4LMXG0kKQJAmlpaXUhG4mtFotZFmmr9NqtUKn00GlUsFoNOLo0aMLen4iooj5XDHsdjtYloXD4aACcvv27RBFEW1tbVCpVPjLX/6CP/zhD9Pum8vlIEkSTUbPZrPU/8ZgMIBlWfT09NDjf/nll6c9BsMwMJvNEAQBgiDAZrNBp9PB6XTi0KFDiEQi6O3txfe+970FnYPFQBEyCgoKCrMgy3JBWGRnZyei0ehFtZrITMNKh5jh5Yu5SCRSMFTr9Xqh0WhomnY2m52TkCm2Or3Y5HK5gpBHrVZLX1/+a4pGoxBFERqNhrZ33G434vH4rIneF6LYeVGr1di4cSNGRkYQDofh9/tpS0+v16O1tRUHDx6klZ+ZogEEQUA6nS5YIxcEAeFwGADo+zOTCSAR1+l0mj4Xz/MzRhT8/Oc/x9133z2n173YKEJGQUFBYRbON6DL5XJoampCbW3tMh7V0kCEDDBVzSAXdfKNPx6PIxqNwm630xXiXC43p+2hixUxxQQEiUZgGGbaNo4kSQXHZTabYTAY4HA4Cv6e53nYbDbEYjEkk0nIsoxEIkEfj+M4cByHzZs3Y2RkBD6fr+iMzWyoVCo89NBDEAQBR44cwdGjRzExMUGPkwxMh8NhvP/++wX31Wg0sNvt2Lx5M2w2G0KhEN544w3qP5PfWiomnFiWRX19Pa699lo8+OCD8Pl8aG9vx4kTJ+Dz+dDV1YWhoSHIslx01ollWXzqU5/CV77ylXm95sVEETIKCgoKs5BIJApaS5cTZBYEmDJXI9/uyYwMsbe3WCwYGhoCz/PTHHEXi3wRQwz7yLZUsQoJ+TutVotoNAq/30+rFMAHbR+GYRCNRiEIAq1MZLNZ8DwPnU6HzZs34/Tp0zh16tSCW4ybN2/GxMQEnnvuOZoWTsifb+F5HtlsFgzDgOM4/OM//iO++MUv4lvf+hZ6e3uxf/9+eDyeWZ9LkiRks1mYTCasWrUKjz32GH7yk5+AYRi89dZb+P73v4/R0dEZq2jk3DY1NeEzn/kMbrnlFvA8P6/08MVGETIKCgoKM0C+3ea3li4nEokEGIaBSqWiqcj5g76RSIQOkXo8HlqtWeoZmfyZkJlIp9MQBGHG26hUKropRAQbeWwi0LLZLA4ePLigkMj8CtLBgwdx8ODBaT83mUyQJIm2l0iyNcMwqKmpQW9vL66++upZW1kcx0GSJPoeCIIAhmHA8zx6e3uxdetWWg177rnnih5nfkWLiKiRkRF873vfw3//938DAB577DFceeWV8z4Pi4EiZBQUFBRmgLQcVtKGxlJCKitEyMXj8QIhEw6HwbIsOI5DOBxGLpcDx3FLImRIBYZ4pVxIXPA8P63lZTKZEIvFCkIuzxcJJOQRmN6qyXfNvRDFbmMymVBdXQ1BEOD1euHxeOD3+8FxHHQ6HXK5HN0m8vv9OHXq1LTH0Gq14HmeVpTC4TBSqRQ4jkMymSyIPiiGKIqQJAmZTIbOAJGYCZK5VKxV+Nvf/haf+cxnVsTguiJkFBQUFGbgcjbDA6aEDMdx9PXH4/FpHjL5sQDpdBo8zy+JkCHbVFarFaFQqEAoEJFDIKvU+WzYsAEulwuyLCMej9MqBcdxEASBvvf5j0PM5zKZDGprazE2NjajQJgJjuOwdu1aXHnlleA4DkePHkVXV1dBqyaTyRRtW7Esi4qKCkiShA0bNmDTpk342c9+hnQ6jWw2i2QyiWw2O+vA9cc//nF86lOfgs1mw80334yDBw/ihz/8Idra2iCKIp0zIivqpNrFsixUKhV2796NT37yk+jp6UEymVSEjIKCgsJKJh6PzyuE8KMEGdqVJIkKmVgsRs8FSYImQ8CZTAbJZJIOnC42pFqUzWYLZnJI8GE+pFVCwjrHx8eLVjcIRLyQi7goihBFESaTCbfddht+85vf4OzZsws67rq6OrAsi1dfffWC8y3kGHQ6Hb7xjW/gYx/7GJ566im4XC68/fbbePHFF2e8H8/zVJgYjUY0NDTgxhtvxH333Ydjx45hz549+OpXvzrNPyaVSkGj0aCqqgo8zyMWi0Gr1WL37t1oaGjAjh07Zj13y4EiZBQUFBRmIJFIXLbVGNJOIN4kwAdbSoFAgDrHarVaWj0gwYVLBcuyNE+IUGwGhoQoAqDBljORH8tAHiuZTNI2zdNPP31Rx3zu3LlZf15sG0sQBDz++ON49NFHL/j4+dWndDoNtVqNbDaL48eP4/Dhw3jooYeKPidxBCYuxcPDwxAEAVqtFplMBs888wx8Ph+t+jzwwANzf9GLjCJkFBQUFGZAcfX9IJ6AtI9kWaarwRzHQaPRwOFw0GiCpYpyEARhzivcoigikUhMu71Wq0U6nUZJSQmNGgA+qOpc6PHNZjNSqdSCt5c0Gg1sNhsCgQBSqRSdUSEp1qRNdL5YI5SVlWH37t04d+4czpw5g8nJSWSzWVitVmi1WoyPj894X4vFgl27dkGWZYyMjIBlWQwPDyMYDMJut8Nms8HlcsHlclHxQiBmeSsFRcgoKCgozMDlLGTI1kwmk4EkSXSGg1zQwuEweJ6HRqPB6dOnIcsyotHonMMbL5b8GRBy0SfiJv+iS2Y+zsdoNCKRSMBgMCAej09rJxWr7PA8j9bWVgwODkKr1YJhmHmLGL1eD5ZlYTQaoVar4XA4psUcEAGTD8uyqKyshFarhcPhQHl5OVpbW3Ho0CH09fUhGo3SSozb7Ybb7QYwVW0RRRF6vR633HILvvCFL8Dj8SCbzUKr1eIXv/gFJicnEQgEkM1mkU6nMT4+jtHRURoOarVaUVFRgbVr1+LGG2/Epk2b0NXVNa/XvZgoQkZBQeGyIpVKzXkYNRAIoLS0tCB0L5FIQJblaUF8HxbIem4sFpu14hAIBAqGR71eL40nyOVy6O3thcPhgNPpREdHB2RZpivKS4koikgmk2BZloqY/PZMvrDieR4MwyCVSiEYDAIobDuRx+M4rsDkjuM4lJWVoaGhAVu3bsX3vve9eQ/5kse2WCy08nE+ZFOIDBynUikIgoD6+np85StfQUdHB9544w1Eo1F0dXUVFRMcx8FgMECn06G0tBRms5mudt9xxx0QRRF79+7Fyy+/PE1AkQrbqlWr0NzcDL1ej7GxMaxatYoKWpvNhvfff39FCXxFyCgoKFxWvP/++3MWIZ2dnbBarWhvb0c0GkUkEkEikUBtbS2Gh4cX+UgXBzI8GolEZhUdDoeD5v2Q9WC3241IJIJUKoXR0VFotVrU1tZicHAQPM9jaGhoyQVefrAlYaZh4/OrRQzDQKPRFBxzsTVuURTh8/ngcDjw7rvvXtSxFvvcVFRU4L777kMgEMDvf/97RKNRMAyDiooKbN26Fel0Gt/97ndn/MyRAWu1Wk0HdOPxOEKhEARBQCwWQyqVwvPPP180YkGSJBqbkUqlMDAwgMHBQeq7c+TIEZo99eMf/xjZbBZf+9rXVkwCtiJkFBQULivS6TRaW1tRUlIy7WckETkYDMLv9yOZTEKlUsFms8FkMsFoNMJkMkGv1y/DkV8aOI6D2WyG3++ftSLT09ODyclJsCyLG264AX19fXC5XOA4DizLYs2aNQAAm81GU6KJad5SoNfrEYlE6IWZZDedv3rN8zzdtMrfbqqqqkJJSQl8Pl/BMZ8/bMuyLK02kT/ncjnYbDZUV1ejs7NzTpEM5/OJT3wCarUaIyMjqKurw/PPP4+xsTH6WpLJJAYHB4tmI4miiDVr1uC73/0uzGYznnrqKRw9epT6wQQCAYRCIUSjUYTD4QJzO5VKBbVajbvvvhv19fW46qqrkEgkcOrUKRw4cAClpaXQarUYGRlBX18fxsfH6dyOVquF0WhEa2srGhoa5v2aFwtFyCgoKFx28DxPs3cCgQD9LxgMIpfLQa/XQ61Wo76+HjfffDPMZvNyH/Ilg7SWyEVvJnK5HJ2ByV+xJqvNRDjIsgyGYWi1YyEX9YVAWjv50QTnZyyxLAu9Xl8wu0PaNsSA7vwKzPnRB+TvJEnC2rVr8cwzz2D79u2IRqPo7u6e1+tVq9UQRRElJSWIxWIYGBjA6OgoOjo6it6euAoT00FgasC3tbWVzrj89Kc/xZ49e2jFJP91ajQaOpOzZs0a7N69GwzD4OzZs7j22muh0WjQ3t6O1157DQ6HA16vl7bnyNp9XV0d/uZv/gaRSASbNm3Cjh07IEkSjh07NufXvdgoQkZBQeFDQS6XQzQaRTAYhFqtnndQH8HlcoFhGJw7dw7RaBQsy8JkMsFqtaKhoQEmkwk8z8Pv98PlcsFkMl3iV/LhgOQs5XvI5M/BiKKIeDyOSCRSMJuyVMO+wNTFmoiX/Iyl/OpMOBxGOp2mxn65XG5WF2DymCQgk+d5lJSUYPv27bjtttuwf//+aflIc0Wj0SASiaC/vx/9/f3Tfs6yLN0GIvM8ZAMpm83C7XaDZVns378fsixj79699DWTGAK9Xo/y8nI6C2Y0GlFZWYnm5mZ0dHTA5XLh1KlTeO655+gMFHFHVqvVWLVqFSoqKhAKhRCLxZDL5TA2NoZ4PI6xsTF8//vfx8GDB/Hv//7vCzoHi4EiZBQUFFYkmUwGoVAIfr+fVkzS6TRUKhX0ev2CWxhutxs2mw319fW0TXS+gRowNSshimLRn10OkEpDvocMccAlF3hJkuDxeGiIIGkxLQWiKEKj0dCBVdL+MJlMVGgQUUUs/MmwMsFgMNC1ZwL5OXGylSQJBoMBb7/9Nn7/+9/PKtSKecDkU2wV2mQywWw2IxKJIJ1OIxgM0oqIxWKBLMvwer2IxWLTVrElSYIgCDTQkgyhT0xMQK1Wo6mpiUYbHD58GMlkkroAk1kpIuKJcPV6vRgZGYEkSTQigQy4v/XWW/S5f/nLX+K6666b9T1aKhQho6CgsCJIJpMFooVsdej1epjNZlRUVMBkMlEhs5CtEWBqmLGlpQV2u33W213Oq9cAqF+MSqWiAoCIRyIaVCoVAoEANVQ7fwNoMSHeL+T5zGYzMplMgQszOS7iUpwvYmpraxEOh6d9joiBHLnoA8DQ0BDddCOVkq1bt6K7uxsOh4Ped66vvb6+HlarFVVVVeA4DgcOHEA6naZZVhqNBqlUCg6Hg55TUvGqra1FLBbDlVdeiWuuuQZvvfUWHUIHAKvVSmMbJiYmqNAzmUxYvXo13TzatWsXtm3bhmw2i/Hxcbz44osQRRFvvvkmhoaG4HK5qDgl55G0W++8804MDAwsafVtNhQho6CgsCxEIpGC+RRif28ymWCz2dDU1ASj0bhkBmvnI8sy1Gr1sjz3ckO+tRMhQyoWsVisIHuHtPsEQaBZS0slZIhDr1qthtlsRjQaRTKZLGg5kgpR/gAwESrFNoDIkG2+KR2ZAdLpdNiwYQPWrFmD559/Hj09PQUiZi6wLIvy8nI0Njaiv78fg4ODtHpEKkbA1Pm3Wq3QaDRgGAahUAiyLKO2thYPPPAAnnzySYyNjaG7uxter5ca+BH34Xg8jrq6OmzevBmJRALJZBK7du2CRqPBiRMnIAgCJEnCvn378PTTT+Ps2bPw+/1Ip9MFLSqz2Qyr1Uorl/fccw/+5m/+Bm1tbRgYGFjQ+7YYLLuQSaVSePLJJ3Hq1CmEw2HYbDbs3r0bN954IwDgy1/+MgKBAP3HU1JSgp/+9KfLeMQKF0NfX9+H1n/jUsCyLAwGA0Kh0JL7bawUMpkMgsEgUqkUVCoVTCYTampqYDabodPpVkwrJ5FIfCSFjNvtxsDAwKyfwXg8joGBAWQyGajVaqTTaYyOjqKvr4+KHIfDAb1eD1mWwXHcrEGFi4VKpQLP85icnJxVQOW/zvwNJEL+wHD+rA25n16vR3V1NUKhEN555x0qvucLz/PweDx44403Cv7eYDBArVYjEAjAYDCgpKQE4XCYOv+OjY1Bp9MhGo3iJz/5ScEmE9lEIonZZWVldHusvb0doVAIKpUKwWAQZ86cQTjR0bFiAAAgAElEQVQcRjQanfbek8fR6XS0VUg2uhwOByRJwunTp2mba/v27fN+/YvFsguZTCYDi8WCRx99FKWlpeju7sbDDz8Mu92OlpYWAMB3vvMdXH311ct8pAqXgpGREVgslo/kBWIukHJ8IpG4bIUMSfAlzqYrlXg8/pEb9HU6nejs7ERzczMkSZrxM5hIJOjgqV6vh9frpWZt5D5DQ0PIZDIYGBigLaal2lgikAt0/sDrhSpC+T83mUxIp9O0inN+YrYgCFCr1aioqKAVxNkGhS9E/vnRaDSw2+3YsGEDeJ7HwYMHqblfLBZDS0sLcrkcTpw4gVAoNK2Nw7IsqqqqUFdXB0mSaIWJYRio1WqUlJSgs7MTHo8HyWRyWsglx3HQ6/UwGAwFVaxEIkGHoxOJBPUNOv+zQipBK4FlFzIqlQr33Xcf/XNrayvWrFmDrq4uKmQUPloQ/4bLkbl6eCgsPx+1GRmn04lTp05hzZo12Lhx46yfQYfDAbfbDUEQcMUVV6C7uxuyLMNut4NhGDAMg9WrVyOdTsPj8SCdTtMtl6Wivr4ebrebChMScJhKpaZttJ3vLQNM/R5iGKagmqPVaqFWq2mb02azwWKxUPPAq666ClqtFl1dXfD7/TPmGM2GVqvF17/+dRw7dgyhUIjGAfj9foiiiFQqhYmJCTr/k81m6fskiiKdkamqqsJXv/pVxONxjI+PI5VK0agBstKdSqXAcRzUajUMBgMqKiqwY8cOHDhwALt27UJDQwP27t2Lzs5OapwXjUbh8XgQCoXo2jnP81Cr1WhubsYXv/hFWK1WnD59GqIoLuStu+Qsu5A5H1mW0d/fj507d9K/e/zxx5HL5VBTU4P7778fra2ty3iECgoKH3VIm2QlV4zmAxExq1atQl1d3QVvT3KWOI6jTrGJRAJGo7GgopFMJmEwGCCKIjXPWyry2ys8z6O+vh6JRKJounWx3CJiPpf/GEajEaFQiFYrIpEIFW3XXXcd1Go1JicnceTIkaIiZraKEJn12r17N6LRKI4ePUrXm8nxpVIpunJdX1+PkZGRgjbs/fffD1mW8fbbb2NychI/+MEPMDQ0ROeTgKniQEVFBUpKSlBRUQG73Y6JiQm0tLSgpaUFAwMD0Ov1+Otf/4pTp04VODyTKpzFYkFLSwt4nofFYkEmk8G9995L20nHjh1bttm1YqycI8FUye+JJ57AqlWrsHHjRgDAP//zP6OxsREAsH//fjz00EP48Y9/jNLS0oL7ejweeDwe+meWZad96yfT7PlT7QpzJ5fL4d133wXDMAsur5K1zcv1PVA+g5cGcpFdCMRcbLb7y7IMlmWh0Wg+9O+Vy+VCZ2cnWlpaUF9fP6fPIGktaLVa2mKQZRlms5leqCVJgtvtBsdxEEURsiwv+YyMVqtFLBajq8der3dO69Hkwi2KIiRJop4rwWAQoigiHA4jk8mgqqoKmzZtgkqlwv79+zE8PIzR0dGilaxiVZ98yHH96le/KhA7kiRBo9FQx11ZlsHzPM6dO4dUKkU3mPR6PQ4ePIiBgQFa+RofH4cgCDAYDDCZTLjuuutgt9vh9/sRjUaRSqXQ2dmJqqoqdHR0YM+ePejp6Sk4R+T9MxqN0Gg0YFkW8XgcXV1dkCQJdrsdqVQK//Zv/4a///u/pyv4n/vc53Dvvfcu6N/Hpf49uGKETC6Xw89+9jN4vV48/PDDdOAvv/py22234eDBg2hra8MnP/nJgvu/8MIL+PnPf07//MADD+BrX/ta0ecyGAyL8Ao++pDp/3Xr1kGj0SzoMRiGgc1mWzEDncuF8hm8eBZa1tbr9dS7Yyay2Sz0ej1tpXxYcTqd6O/vx6ZNm+gXQsJsn0Ey9FlSUgKj0QhBEMAwDIxGI72NyWTC2NgYtFot/da+lHNfLS0tGB4eBsMwsNvtM7a2yBZOKpUqEBB33HEHBgYGMDY2RgeY1Wo1FQ8mkwmRSAT79+9HIBAocM0FQAVQvv3/XCAmg6tXr8aaNWtgNptx5swZ9Pb20g2m1atXw+12w+/3U/+eaDQKp9NJPWBuuOEG3HvvvQCmNgCPHj1K5w8lSUJ3dzfeeecdxGIxHDlyhIrMbDYLjuNw1VVX4etf/zp6enoQj8cxMTEBt9uNVCqF6upq9Pf3Y3h4mP6cQAQ+8aC5GNfrS/V7cEUImVwuhyeffBIDAwN45JFHZu1Lk5W/8/nsZz+Lbdu2FdzO7/cX3IakgoZCIWU+YQFkMhlEIhHodLqLUtILmfb/qKB8Bi8NWq12wc6+4XAYgUBg1t8zk5OTSKVSH+rPqsvlwsmTJ9HU1ASLxUJ/H87lM+hyuRAKhWCxWDA+Po5IJAKv11vwBSYUCiEYDNLhUOKgu1T09/dT35hsNlvUbZeImPNjCzQaDcbHxzE4OEgv0gzDIB6P00H8WCwGvV5PQzOz2Sx4nseWLVvQ09ODZDJZkN00l3/PZrMZv/zlL7F//350dnZidHQU7733HpxOJ51HSaVSOHXqFK06plIp8DxPTRxDoRDC4TDuuOMOapJHHo9UlfJXyFUqFTQaDf3P5XLhscceo/EFxO2XvM+JRALvvvsucrkcrdYYDAY0Njbivvvuw+23347h4WEcP36cegjNlwt9BucrjlaEkHnqqafQ09ODRx99tOAfitvthsvlQnNzMwDgzTffRF9fX9FKi81mg81mo3/2eDwzfrAymYxyEVkA5BvXUrp3flRRPoMLhyT5RiKRBd2fZAbNdv6j0ShEUfzQvkdutxsnT55EY2Mjamtri76O2c5BPB6nF3ASQUDOO1lPJvcnrRAiaJYK4nlCRgiIM+35sCxLqxEMw6C8vByTk5Nob2+fdltBEOjALUmSJkLHbDZjy5YtaGxsxJEjR+ZVfSIRANu2bYNGo8GBAwdw9uxZer4YhoEgCEin05AkCc3NzYhEIpiYmADLsqisrERNTQ2MRiNtGT3++OPw+XxIpVL0cUiLaN26dQiFQojH4xBFEXV1dQiHw3C5XCgvL8eBAwfwwgsv0Pc5//UbDAasWbOGbm2RFtvOnTuh0+lw5swZHDp0CEaj8aJ/j12q34PLLmRcLhdeffVVCIKAL33pS/Tv77rrLlx77bV4+umnMTk5CZ7nUV1djQcffBDl5eXLeMQKCgrLyaFDhwpM2hbChdpSH+aNpXwRs9CEYpLBQ84zqTzkt48SiQSthjAMU3RFdzEhFvu5XA79/f1FRQzP8wXiShTFgmFghmEgSRJ0Oh1EUYTZbMa5c+eQTCbpFg/HcXRo9syZM3jllVeKPpckSQUVmvOPI5PJ4Pjx49i1axedMeR5nlY8tFotfD4fWJbF4OAgYrEYDAYDOI6Dy+WCw+Ggq9n5SdwajQaCIND/crkcOjo6wDAMzGYzEokE3nzzTWpwCADd3d3TzqPFYqHZVH19fchkMvT5BwYG8OabbyIej9PPBmlrrQSWXciUlpZiz549M/78iSeeWMKjUVBQWOnkcjlcc801F7U1caHtmkQiAZ1Ot+DHXy6IiGloaFiwiCF2/iTvx+v1IplMQqVSFVTBSFuDDAOfP4Oy2NTX12N8fJweRz5EwOSvLgOgQkMQBDQ1NSEWi4FhGGi1WgwPDxdsa8myDL1ej5aWFjidThw5cgTpdJqON5AB5/Mfuxjk3DidTkiShNWrVyObzdLIjfzKSlNTEwBgdHQUiUSCRnWIokgdec1mM+x2O772ta/B7/fj2WefRTAYhNlshiiKSCQScLvdcLvd07x9VCoVVq1ahW9961tgWRZr165FIBDA66+/jt7eXuh0OgiCgP7+fsTjcTrczPM8HSreunUrPvaxj13cG3gJWXYho6CgoDBfiH38YhGPxwta1R8GPB4PFTHnD/bOh0QiQQf78ysyJpMJLpeL3o5EE5D201JvLA0MDNAcoPMhwqZY24LjONTU1GBycpKmZAeDQfA8D61WS43eKioqkE6ncezYMWQyGWg0GmzZsgXd3d0IhULzmp8i8ybbtm1Dc3MzOjs70d/fj2g0SleneZ5HMpnEyMgIwuEwdDodWJaF2WyGJEm46667cOLECXi9Xuj1esTjcZw8eRK///3v6faY2+2mLTfynyRJMBqNWLVqFaLRKP7jP/4DZ8+ehclkQmdnJ/bt24f29nYqtmRZpuGs9fX1EEURJSUlqK6uRnNzM2699VawLItjx44t/M27xChCZh7E43FMTk4u92EsG0v5bUtBYTmRZZmmPn8Y8Hg8aG9vv2gRA0y1lZLJJF1NjsVidNYiv/JBWksajYYmNy8lRMQU+71UrMVFxK8kSRgcHKQtMZPJBI7jEAwGqTghWUwkTbukpAQGgwH9/f3weDxFt6MutH5NKnzvvPMOenp6CkIoicuy0WiE3W5HIBCATqejw7R2ux2ZTIYa3nV1ddEWEoGsy9fX14NlWXR2dkKSJOj1emzYsAEqlQq9vb349a9/TQd1yXtIqjylpaV0Rd/pdNIZIdJ+A4Bnn30WbW1tBUa2y40iZOaBw+HA4OAg9Hr9ch/KsmG1WqnXgYLCcrB161YYDIZFc5Elw8AfFjO8SyliANCtHTK/QYSMIAjTbidJElQqFVwu17IMRucLmQvFEzAMQ99bstGj1WphMBgwOjo6TYTodDpUVFTQJOz+/n4EAoEZn+NC80HRaBSHDh0qmO0qLS1FdXU1OI6Dx+NBJBLB0NAQddIlEQGk2nb+OSYzLGVlZWhoaMDExASGh4cRDodhsVhQXV2NkZERtLW1wev1Ul8ZYKpVVV1djZaWFlRXV4NlWXg8HoyPj8Pn88FgMECn08Hn8yEajaKtrQ1+v5+20DZv3ozrr79+1te8VChCZp7odDps2bJluQ9jWREEQREyCssGMWlbLMhn+8Mw7HupRQzwgauvSqWiAYvxeJwGG5JWDhnwNZlMiEajSy5kSFsIAF2xPl9kcBwHhmFo9YXneRpMWlNTg1wuh6GhoWnr2Q888AAqKipgNpvR29uLzs5OOJ1OMAxDzeuItwww9TtxttYaadMZDAYYDAbqx/OlL30JJpMJf/rTn+h6PM/zEAQBw8PD9LMoiiIdrNZoNCgtLcVtt91G20MulwtjY2MIh8PIZrOw2WxIJpNob28Hy7JQq9UQRRHl5eVYu3YtvvzlLyMej2Pz5s1Qq9U4fvw42tvbIQgCSkpKcObMGbqSTdpeer0etbW12L59O2655Rb09vZeujfzIlGEjIKCgkIesiyDYZgVkyMzE4shYoAP1pglSUI8Hocsy9QMLr9KxTAMrcosh6svEREkRqHYsC1ZEycDvdlsFnV1dRgaGkJPT0/BFzIiekwmE5qbm2G1WnHkyBG0tbXh3LlzdDj3rrvuwksvvVQg3C702jmOw7p161BWVoZgMIh4PA6Hw4GXX34Zvb29NIaAOJ/r9XqakVRRUQG1Wg2v1wtRFNHQ0ABZljE4OIj+/n4MDQ1RAZfJZCBJEs10s9ls2LFjB/R6Pd555x1s2LABq1evRnV1NU6fPo0XX3wR+/btg8fjoe7GZPts7dq1sFgsiMViWLt2La688kps3rwZGo1mmkfbcqMIGQUFBYU8ZFle8W0lr9eL9vZ21NfXX1IRA3yQ0EwGfZPJJBiGQTKZLPD5EkWRZhElk8ll89yZzYuEVFpyuRyCwSAYhsHJkycLbkMylfIHhH/xi19QEUcGmbVaLZLJJF566aWCoee5wPM8vF4vhoeHEY1GEQ6HkcvlMDIyQoWYXq9HU1MTrr/+ehw6dAh9fX0oKyuDJEmoqqpCZWUlxsfH0dvbi8nJyYIqEnFi/vjHP45Pf/rTeOmll6g5XmVlJdrb2+H1euH3+/HSSy/hZz/7GVwuF1iWhdFoRFNTE6qqqmjGEwmEzGQyuPLKK3Hfffchm83ijTfewNtvv42Ojo4ZnfOXA0XIKCgoKOSRSCRWdFvJ6/XixIkTqK+vp6u6lxJSkcnfWNJqtQiHwzCZTPR2xMAtm80inU4veUWGuO3ORUCR7Z1UKkVvX1ZWRh+DrHCzLAue51FaWgqn00kTwonr70J9ckgFhcznMAwDi8WCj3/84xBFES6XC7Isw+/3Y+/evUin09BqtXTbiWEYHD58GKFQiD6myWTCunXrMDY2hubmZtx1110QBAGnT59GLBbDxo0bcfDgQezZswe9vb1IJBLw+XwQBAEqlQq33HIL7r//fmzcuBE9PT04ffo0vF4vTp8+jUgkgjvvvBNvvfUWXnnlFfz617+G0+mkVTmr1TpvMbeYKEJGQUFBIQ+ypbESIZWYurq6RRExQGFribRBBEFAOByGSqWiMzLE14RsOS2lGR4AWCwWOJ1O+mciQkhatyRJ1IW4qqoKgUCAVpv0ej2qq6vhcDgKqkx6vR5WqxXd3d1IJBJ0voRkAtXX12Pnzp14+OGHCzx1ZttYIvNcVqsVDMOgrKwMW7ZsQTqdRjweh9PpxPj4OAKBAJ2FIUO1drsdkUgEBw4coJ43GzduRDKZRHV1Nc6dOweVSoW77roLwWAQQ0NDOH78OB0OjsViMBqNKCkpQWVlJTZu3IiKigpotVp84hOfQCaTwQsvvICuri54vV54vV54PB44nU688sorNN28sbER27Ztw86dO3HVVVfB7/cr69cKCgoKKxVZlgsqDysFImJqa2uxatWqRXsektOjUqngcDjoim4ul4NWq6W3I6vMsVisqCndYkNEDFk7JgIrfyuIzDpFIhH4/X4aaZBKpdDe3g5JkqjrLjAl4hwOB5qbmxGNRpFMJqmBXTgcxoYNG+gWVz6z5Q3lcjlYLBZs27YNLpcL69evh9vtxpEjR8BxHHw+H9RqNWKxGJLJJB0M1uv18Pv9SCaTUKvV0Gg0sFgsuOeee/DMM8+gra0NsVgMNpsNjz/+OK02abVarF+/HqlUCnV1dVi3bh3a2tro7MwVV1yB8fFx/PSnP8Vf/vIX+Hw+6tgsCAId6r311ltht9txzTXXoLKy8lK/fZcURcgoKCgo5LESW0s+n29JRAwAaoFPWkuyLEOr1UKj0UCtVhfMkhAPmXg8vmw+UyQHirRtCGT4l6wwA1Oiwu1209uQKgeBmNOdOHECmUwGoiiCYRhq6b9///6irSySSVQMhmHAsiz6+/sxOTmJ06dPIxAIgOd5lJeXQ6/XU88YjUaDdDoNr9cLYKqKY7fbodfr0dfXB6fTiUcffZS2mEilTK1Ww2g0gmVZCIKAwcFBhEIhuN1uHDp0CE6nEzqdDmq1Gr/97W8xNjZGXZnJCnppaSnsdjui0ShYlkV7ezscDgf+/Oc/AwDGx8fhdDppsOSDDz6IzZs3L/h9u5QoQkZBQUEhj5XWWvL5fDhx4gRqamoWXcSk02lqhkds+ok5IDFXI6RSKWg0Gng8novKvVooxGelsbERDMNgZGSEer4AUwOwpEpRrPVDZlReffVVmqlELvaiKCKdTiORSExLWSdr0GTDSKPRzFqNIknPXq8XoVAIarUalZWV+Pa3vw2v14s///nPGBkZoXEELMvCYrHQIWS3243R0VHqpEwM7DZv3ozy8nLs3LmTrmFXV1fj8OHDAKZ8a7RaLbq6upBOp2GxWOB2u2mK+T333IPPf/7z04731KlTyGazOH78OFwuFwYHB+kwtEqlgt1uR1VV1YqqWipCRkFBQeH/IKunK2VrKV/ENDc3L/rzkTVqlUpFh2CJkZxer4der6dVD1mW6UV8OYQM8bbZvXs3fvWrX00TE2QtHPhge0mv10OlUiEYDMJkMqG/v5/eRqvV0iwlIjjMZjN0Oh31jTEYDLjiiivQ3t6OkZERuoJ+fp5RPqQFl0ql0NjYiI0bN0Kv1yMcDuN///d/MTQ0RO9PNoW8Xi8drjabzdQfpqWlBSUlJRgcHERzczPMZjM2b96MkydPorKyEg6HA/F4HCUlJYhEIpicnKQ5WX6/H7Iso6GhAZ/4xCewa9curFu3DgBw5MgRvPDCC+jo6MDg4CAd3FapVGhsbMTmzZvx2c9+lt5emZFRUFBQWKGsJDM8v9+/pCIG+CCewGKxIB6PIxqN0gwgURShVqupkCFVCY7jlkXIAEBtbS1efPFFuFyugnRnADRskSCKImpqajA+Po5kMomBgYGCSo0sy7BYLLTCU1dXh+HhYXR1dVEx0tjYiPLycrz++us0koG0n4q11sgAcmtrK5xOJyoqKpBIJPD2229jeHi44HYajYZ6x6xatQqNjY0YHx+HxWJBe3s7zXqamJhANpvFyMgI3G43fvSjH8Hv94PneRiNRmg0GjgcDnR2dlJfGLJVVl1djaqqKrS1teHll19GOBxGOBymVSvSPrzmmmuwZs0aRCIRWgU8duwYFS/d3d244YYbLu2beREoQmYelJSUXNbxBAoKH3Xi8Tj19VhO/H4/2traaFDfUpHv6huPx5FKpSAIAm1T5F+wyer1ckaWjI2NIRqNzmn1O5fLYXBwsCDagog0YCougDjq8jwPl8tFowtYloUsy/RiTtpNHMfBYrHMuIosSRK0Wi0SiQSGhobQ1tZW0KrS6XQwGo20GkQqXslkEqFQCJlMBqlUCpFIBAaDAV1dXTh9+jSSySQSiQTUajVGR0chCAJMJhPGx8cxODiIcDhMh4bJtlY6naazMfmvn4RlEsPARCKBM2fO4OTJkzSqQpZlJJNJKorI36+UBGxFyMwDnU5Hg7MUFBQ+esiyvOzVmHwRs3r16iV9bjIgmz/om8vlkM1mYTAYCgQDx3FIJBIQBKGoq+5iU1ZWBq1WWxBsmR/ESComZHXaaDQiHA7T1ez169fD6XTC4/GA53ls3boVExMTsNlsNJCROOn6fD7YbDbamjp37hy8Xi+NDJgtfymVSuHgwYPUDVelUuH222/HP/zDP+CHP/whMpkMent7IQgCKisrwbIsbDYbUqkU4vE4wuEwFZAulwsGgwHr16+nt21qaoLNZoPL5cKJEydo0OTk5CQ9RmCqcqTRaGC32/Htb38bd9xxx7TjHRsbw9GjRxGPx/Hmm29idHS0YNjbaDRi7dq11F14paAIGQUFBYX/Y7k3lpZTxACFrr7RaLSgQqPT6RAOh+ltiUlcOp1e8uRrYGp+iLgOE8FAIMfDMAxKS0vh9XqRy+WQSCRQVlZG50cCgQA1xRseHobb7cbg4CDUajVKS0vBsizKyspgMBig1+vBsixtT5F2zcTExIxCJp1O08oKx3FoamrCD37wA8iyjFdffRVnzpyhQrChoQE2mw1utxuTk5PQaDRIpVIYHx9HJpNBbW0tNm7ciK6uLrS2tuLIkSPQaDTo6urCwMAAAoEAotEoFS5kKJgIn8997nMYHR3Fli1bcO2119JjbG9vx6FDh3D27Fl0d3cjGAxCr9dDrVajtrYWzc3NqKuro/9rNBpx7NgxtLW1LeK7Oz8UIaOgoKDwf8Tj8WUTMmQmpqqqallEDDBVkcpms5AkCR6PB7IsUydYvV6PsbExeltJkqjPyVJ7yABTg9nEtC7fnC4fnufhdDohyzLi8Thd0Y5GowXtoVwuh5MnTyKdTsNoNEIQBLrtk0gkkEqlEI1GodFocPLkSYyOjtJ169naWplMBiqVCmq1GjabDevXr8e+ffvoXA/DMDCbzYhGozTCgGEYyLKMYDBIh39JDMRrr70Gl8uFgwcP0udlGIb65RDBWVpaSitAlZWVUKvV6OzsxJkzZ9DV1YVvf/vb8Pl8dG2dpG2TFhWp8AwODsLv9+P06dPU/NDtdmN8fLzoxtNyoQgZBQUFhf9DlmVYrdYlf95AIIATJ06gsrISLS0tS/78BGKGJ0kSQqEQNWgTBIF++ydwHId0Oo1IJLIsHjKCIKC8vLxgaLYYRJwR8udZGIahgkSWZZqiTVbKeZ6Hz+ej8QT5fjTAB8O8s8UklJWVIRQKIR6PY9++fTSAUxRFuhEVi8UQCoUQDAZpaClJeXe73Uin02hra5t2npuamtDQ0IBoNIpYLIZoNAqO4+B0Oul6dDgcxsTEBN577z1aUcvlclCr1XSGh7ggh8NhuN1u+Hw+eowTExO0bUeM88i80UpBETIKCgoK/8dytJYCgQDa2tqWXcQAH2xtMQyDSCQClmWpuy0AOBwOelty0Q8EAssiZDZv3kznQc7fGpIkCaIowmq10uoLmfsh8zMqlQpGoxGBQACZTAZ2ux0bNmxATU0N9u3bB4fDgZqaGvh8PjqbUllZiXvuuQejo6P43e9+h2g0OquIISvcJKeovLwct99+O513MRqN6OjoAMuydAaJvJZQKETFA8dx0Ov1YBgGN9xwA+LxOOrr63HHHXfgD3/4A3K5HBoaGvDKK69AlmWIoohQKETXydVqNdRqNex2O1atWoW7774b27Zto1WtsbExjI2NUaHlcDjQ29tLxUxFRQUqKipgNpthNBqxadMmCIKwFG/znFCEjIKCggKmvqUudWuJiJiKioplFzEA6Df6TCZDv71ns1mYTCZks9miK83k2/tS09nZSf8/y7IFgkIQBPA8TweWgQ9aMA0NDejt7aWRAMDU6wgEAvD7/RgZGUEqlYLdbgfP84hGozCbzbjhhhvwL//yL6iursY//dM/UffdmeB5njr6SpKEbdu24eGHH8bAwADeeustDA4OoqenB6FQiGZCMQxDjfmsVivdRKqvr8ctt9yCw4cPY/Xq1eju7sbg4CAefPBBZDIZSJKEN954A8FgEGazGSzLorq6GjabDZFIBGvWrMH4+Dhqampw00034cYbb0QwGMQLL7yAt99+m84LhcNh6PV6lJaWYtWqVbjzzjtx++23w+Vyoa+vD36/n87LKDMyCgoKCisMclFbKlfffBGzZs2aJXnO2SAGeGT4lQz65nI5WK1WRCKRAiFDqhqBQGBZjpdUHnK53LSqCHEkFkURyWQSPM8jHA5DEIQCAZPNZumwsFarhd/vx9jYGI1cIOeCZVkMDlSnl6MAACAASURBVA7ib//2bzE+Pg6Px3PB4yPiTpIkaDQa9PT04O/+7u8wNDRUIIJIMrdOp0NLSwuy2SxkWabDzLlcDgaDAUeOHEFHRwc6OjoQDodpe8hkMlHLgNWrV0Or1cLn88Hr9VIx5XA40NPTg2w2i2effRb/+Z//CY/Hg1wuB6PRiLq6OmzevBklJSX41re+BafTie7ubmzatAmdnZ2IxWJIp9MYHx9HT08PHn/8cXz2s5+9hO/mxaEIGQUFBQV80FZZClffYDC4okQMADrUajQakUgk6CAtiSbo6+sruD1x9s3fZFpKKisrMTY2Nq0aRLKTcrkcWJYFy7JUkBkMBoyOjgKYquKUlpbS4VqTyQSPx0P9V3ieh0qlorNC586doxd0IpBUKtWMa8iCIFBjwXQ6DbfbTas9HMfBbDbjiiuuoJlH5Pn9fj9qamqg0+nQ19eHeDyOY8eOIZFI0MFcURRx00034VOf+hQ6OzsRDofh8/kwMjKCUCiEsrIyaDQamEwmdHR0YGhoCKlUCr29veA4DhUVFdi5cyd27dpFB8vHxsYwNDREt9HOnTuHv/71r5icnMTk5CRcLhcdWtZqtcqMjIKCgsJKgwx7chy3qM8TDAZx/PjxFSViAFDDM51OR6sWpFKhVqvR19cHs9lMbx+Px2lq83JAqiL5njFke4e0w0wmEzWMkyQJDMNAr9fTuIHq6mp6kY9GozAajeA4js7ESJIElmWpYRzHcdi6dStUKhWefvrpWVOvgQ+qMslkEnq9Hg0NDSgvL0ckEkEmk0F1dTWGh4cRi8Xg8/kQDAYRiUQwOjqKdDpNP5MmkwmyLMNoNGLLli1YtWoVHnjgATz//PNIJBKwWq04fPgwbDYbdDodrcgMDw8jHo+DZVls2LABO3fuxE033QS73T7tWI8fP44jR47gueeew8mTJ2lEgs1mQ2lpKe677z588pOfhM1mU9avFRQUFFYiS2GGR0RMeXn5ihIxAOg3fiJO4vE4GIahLsdOpxPV1dX09qlUijreLgfhcJiKFiJmcrkcUqkUtFotysvLMTQ0RNtOHMeB4zi0trbi3XffRSQSoS65pL1DtodsNhuuu+46nD17FhzHoa6uDlarFatXr8b999+PL33pSxc0ASTHQjxgvvrVr+L48eMwGo04dOgQ+vv7cfr0aZo2LggCWJaF0WhERUUFysrKcOLECajValx99dXo6OjAli1boFKpYDAY8M1vfhNDQ0OQJAnRaBSRSATl5eV0wFgURQwNDcFgMKCsrAwPPvggff98Ph+OHDmCo0ePoq+vr8BTx2KxoL6+HjfeeCO2b9+Orq4urFu3DmVlZQCmEsODweCyrNzPhCJkFBQUFDAlZBazrbSSRQzwQTyBJElwuVzUip5Y14dCIdTX19Pb53I5al2/HJD5lfNnZMj6eH4gZH4AJskLIhs9HMfRqpMsy9TgjzjcZjIZBAIBBAIBDA8P45lnnoHP57vg8ZHzZzQaodfr8dhjj1FvHiKCJEkCx3FUJLndbgBAKBSCz+dDNBqlK9DEPyYSieC3v/0teJ5HWVkZdezV6/UwGAyYmJjA4OAgtFotrfrIsowf/ehH1APG7/dT0Wo0GmGz2ei8TXV1NUKhEPr7+9He3g6TyYT33nsPvb29NN8pFovhC1/4wqV+SxeMImQUFBQUsLgVmVAohOPHj8Nut2PNmjUXbEksB0SQEO8UEiRoNBoRiUQQjUYLhB7HcfD5fMv2zVyv1yMUCkGSJBpayTAM3bAiq8w6nY62nDKZDBURdrsd5eXlcDgcEASB+uFUVFSgubmZDv2SSg3JQJIkCVarFfF4HBqNZsbBX0mSwPM8IpEIenp66CC1KIooKyvDDTfcgFtvvRW/+c1vsH79eng8HkxMTKC+vh4ajQYdHR3UndfhcFBzPo1Gg5qaGjz00ENgGAZOpxPj4+N0KBcAqqqqUFdXh8HBQbq5RVbFa2pqcNddd2H79u0oLS1FIBBAV1cXzpw5g5tvvhk1NTV49tln0dbWBq/XS/1tyPnUaDRobGxcUbmDipBRUFBQwJSQWYxfzvkiprW1dUWKGGCqIkMqHCR0EJgydDt79uw03xBJkjAyMrIsHjLAVHuEiAVgSlhls1k6XMtxHDXzA6be31QqhZKSEgSDQcRiMcRiMYTDYaRSKYiiCL1ej2QyiRMnTkCn04FlWYiiCIvFgtraWphMJpSVleG1116jw78zQTKqRFGkVZdNmzZhzZo1+P/snXlwnPV9/1973/dqJa1kWZctH7J8yDa2wdgYA+aIIZQmJJSSNmebdtpJj0nStJn+2mlnOmQ6TBtIaGgClCSQgAlHjAMEMDb4PiXZsu5bq5W09339/vB8v0hgDhvjAz/vGQ/C1u7z3ed5dr/v/Xzen/d7bGwMp9NJJBJhZGSETCYj/WwCgQCRSITp6Wn0ej1er5eRkRHsdjtr1qyhvLycqqoqqqur2bdvH4lEgh07dpDNZtHpdExNTZHP56UuqFAoUFdXR0tLC2vWrGHp0qUy9burq4uuri76+/s5fPgwr7/+OoFAgHA4jMFgwOfz4XA4cLvdLFy4kBtuuIHNmzfT1tamaGQUKFCg4FLDJ9FaEiSmvLz8kiYxcJrIiM1XCERF26Kvr0/a1gsYDAbC4fBF8ZARKBaLcmpKtJcymYx0HS4UCkQiEdlGEmPOwWCQbDY7K2jSYDAQi8VkQGI0GpVGeh6Ph3w+T29vL9FolBMnTsgq0JkgJp5Em8vhcHD11VejUqlwOBy8+OKLpFIp6d2iVqtlxaa6upqamhr27t1LPp/H6XQyMDBAU1MTCxYsoLu7m7GxMX71q1+RSCQolUokk0mMRiO1tbVotVrmzp2LRqNheHgYu91Oa2sr9fX1hEIhXnjhBfbu3cvbb79NMBiUrsUqlYqqqipqamqYO3cu9fX1jI2N4XK5WLVqFa2trWg0Gtra2njhhRcoKyv75C/wR4RCZBQoUHDFQwQKns/W0uVEYgDp5FsoFGYZxalUKiYnJ/H7/bMqEEajkUgkctEqMnDmnKNSqTSLXImfBUF7v7HheDyOVquVWpqZxoB79uwhnU5Li/4Pa6cVCgUKhYIUI+dyOfbs2UM4HOa3v/0t4XCY6upqXC4XFRUVbNiwgZdeegmHw0GhUODkyZNkMhmsVivRaJR4PM7IyAg/+clPiMfjcvrK7/fLrCiXy0U8HpdtqJnHf+aZZwiFQjL9O5vNympPY2Mjc+bMQafTEYvF6OjoIJlMotVqmTdvHm63m4MHD7J9+3aCwaB8nrvuuutjXLnzC4XIKFCg4IqHEIWeLzM8QWJ8Pt9lQWIAKSwVZnj5fF62JqLRKLW1tbM2cJ1OJ23wLwZ8Ph/ZbFZWJcTaPB6PNHsT7SURQWAwGIhEIsRiMbxeLwsXLmTnzp3o9Xo55pzP5ykvL2d0dFSGOor7w+/3Y7VaGR4epq+vj2w2e8bXL5yFc7mczDSqrKykoaGB+vp6LBYLX/nKV/je975HOp1mdHSUdDpNY2MjHo+H9vZ2OTkmWkVms5lEIkF1dTXf+MY3+NKXvsTIyAiPPfYY/f39wOkcKZGS/dZbbxGLxchkMnL0u66ujlKpRFlZGX/+538udUNPPvkk27dvJxKJsGjRIikeHhgY4MSJExQKBWw2G83Nzfh8PpmqfalAITIKFCi44iE2qvNRkZlJYhYvXnxZkBg4Pc5sNBrJZrPSGddutzM1NUUul0On082qvgj7/rOpyLw7E+lcIJ5DtJRE8KMgMoLECE8gsQnX1tYyPj7OmjVrePXVV0kkEhw/flxWoEwmk8xuCgQC6PV6TCYTFouF2tpali5dikajYWpqilOnTgG8L4kTKdviuH/wB3+A1+vFYDDQ1dXFypUr6ejokO0jkc59/PhxEomETL6eM2cORqMRlUqF3W5HrVZz8803c++999LV1cUvf/lL3njjDbneTCZDNpuVwZSLFi3i3nvv5aabbkKj0bBv3z4OHTrEjTfeCMCzzz7Ltm3baG9vp1gs4vP56OnpwWAwsGjRIlpaWnC73VKTYzab6erqQqvVynNwKUAhMgoUKLjikclk0Ov1UuB6rojFYpcliRFmeC6Xi6mpKZnA7PV6OXXqlExotlgs8jGZTIZ0On1WxOR8tKHEc7yfRkX8u9jMhbBVCJb7+/ulc7GA0Neo1Wo8Hg8Oh4PBwUEKhQIul4tgMMi2bdsIh8OYTKYzOgrPhEjELhaLzJkzB5vNxsGDBxkfH6e7u5tHHnmEiYkJ0um0PKeCMBUKBQYGBqRQeWRkRHr7WK1W2tvbuf766+X6ROWpqamJbDaL3+9n8eLF7Nu3j9raWjKZDNu3b2dwcJC2tjYGBgZ46KGHCIfD0oNHVJ5E1IFer6evr4+enh6pGVKpVIyOjpLNZgkEAtxzzz0f+1qeLyhERoECBVc8zkdYZCwWY//+/ZSVlV1WJAbeITJms5menh7ZEnG73bz55psyRdrv98vHiCmbizV+rVKpJEk5E0ESEQVarVYa5mk0Gjo6OoDTbcSysjLGxsYwGo1YLBai0Sh6vZ5kMonBYMDtdsspIqEbmhlC+X7ETLS6PB4P6XSaRx99lFOnTpFIJGSbyOfzUSwWuf7669m1axf19fWsXbuWt99+G7VaTTweJx6Py9HvYDAoiVg6naampoaqqiri8bgc537++eepq6tjbGwMjUZDOBzmV7/6Fd3d3dLDRhAfm82G0+mU59Dv96NSqZiamsJkMuHxeCiVSkxOTkpfG6ETKpVKJBKJT+jKnj0UIqNAgYIrHh/XQ0ZUYsrKymhubr6sSAy8k7Ok1WqJRCJoNBpMJpP0ihGb3MxzJDxkLqTYV61Wy6Rop9NJJpOZVZkxGo0UCgUZBCkma6xWq9SLVFRUEIvFWLBgAaVSifHxcTweD2q1mgULFrBs2TJeffVVcrkck5OTcgrI5/Nx2223UVdXx3/8x39w9OhRGd74bogKTyqVYmxsjFAoBEBtbS1bt27l3nvvZdu2bbz99tvY7Xbsdjt/+Zd/SSwW46mnnpLVGofDIasm1dXVrFixgoaGBnp7e/nud7/L448/TigU4oYbbqC8vJynn36arq4ujh07JgW74pwZjUbKysq4++67+drXvobRaOTtt98mGo3S1taGyWQiEAhw4sQJtFot0WhUCuCrq6txOp1YrVaWLFnCZz/7WUZHRy/AFf9oUIiMAgUKrnh8nIklQWK8Xu9lSWKAWe68YgPU6/Xk83ni8bi0z5+ZdD09PX3BJ5bUarVs6YRCoffkYmk0GjKZDCaTSep6QqEQqVQKvV5PU1MT8+fP55lnnmFgYEBWSEQVIpVKcejQIfL5PPX19TidThobG6moqOCqq66iubmZN954g0QiIROy3w9CTCz8ba666irWrFnDrbfeyvDwMJ2dnQwMDDAwMEA0GuVf//VfiUQi9Pf3yxDJ9evXc+DAAZYsWcLChQtZsGABBw4cYMWKFbzwwgvs37+f/v5+Xn75ZSYnJ8lkMjidTkqlEnV1dVRWVhKNRnG5XDidTv74j/+YlStXUiqV2LFjB2+//Tajo6MMDAxgMBikW/P8+fOpqKhAp9ORSCQ4ceIEHo+H66+/nltuuQW1Wq0QGQUKFCi4lJBKpXA6nWf9uHg8zoEDB/B4PJctiQFky0G414rW0vDwMCqVinw+j81mm+ViGwqFLvjE0rvP77vbO6INk06n0Wg0jI6OygBJi8VCPB6XOUtijBlOE6CysjI0Gg2Tk5PkcjmGhoaIRqMUi0VOnTrFkSNHmJycZGhoaFaG0/shHo8TDocxGo1y9PuZZ57hZz/7GQMDA8TjcTlV5fF4pLGf0Wgkn8+j1Wo5cuQIarWaUChER0cHb731FoODg8TjcRkpodVqaWhowOl04nA4mDt3Lq+88gqpVIpoNEpNTQ1lZWUYjUb27dvHr3/9a44cOUIwGMRut8sR7C1btrBgwQLa29upqalhenqaXC7Hb3/7W2pra1mxYgX79+/niSeeYHh4mG9961usWrXqPF/hc4NCZBQoUHDF41wqMvF4nP379+PxeFiyZMllS2LgnYpMsViURMZut9Pf34/RaCSXy+FwOBgbG5OPCYVCZ/Rx+SQx8xxbLJb3CH5n6mKETsXn82G320mn04RCIaamplCpVJSXl5PP54lEIqxatUpWbfx+P5FIhGg0Smtrq9SbRCIRJiYm0Ol0chT6/fRBJpOJxYsXU1FRwcDAANlslsOHD0v/lubmZkqlEg6Hg+HhYcrLy7Hb7eh0OiKRCIlEgqamJsbGxlCpVGQyGfr7+5mcnCSbzVJWVsayZctoampCpVKxefNm7r//fkZGRggEAtjtdqqqqqRI9+jRozLXqVgs4na7+fKXv8wtt9zCyMgIiUSCqqoqDh8+TG9vL/X19Rw9epTnnnuOaDSKRqPhxRdflJEVDoeD3t7eT/Ranw0UIqNAgYIrGmLzPhsi82kiMYA0gRMbuxCqHj16FJvNJr/5T01NycfMrGhcCLw7IiGRSEjSks/nUalU8o9oK1mtVrxerzTyM5lM0rHWbDbL9pR4btHKGRsbo6qqCrVaTV1dHeXl5cTjcerr62lubua//uu/GBgYeN8E7FwuJxOpdTodFosFh8PB+vXr+exnP4vJZOKHP/whHR0d0rulubmZZ555hmw2S7FYlG6/LpdLVp68Xi9Lly5l48aNGI1GhoaGCAQC3H///bS1tVFRUUE2m5VVpaVLl2I2m7nuuuuYN28earWaaDQqj1csFunv72d8fJxt27Zx/PhxhoeHefDBByXpmjt3LosXL2bjxo1s2bKFgwcPEgwG3zdj6mJAITIKFCi4onG2HjKfNhIDp3U+Qk8iMnusVivT09NUVVWh0WgYHx+f1cYRydAXCmcSFs/UzAiBr3DlFfoZMWqt1WqxWCysWbOGxx57jNHRUXK5HBqNhoGBAXw+H729vQwMDFBWVkZDQwPJZBKHw0E0GkWr1eJ2uwmFQlKPciZoNBq8Xi+33XYb7e3t8nELFy7krrvuwmg08uyzz7Jjxw7C4TAul4tcLsfJkycZHR0lk8nIbKfjx4+j1+vR6/VS93LVVVdx6tQpdu/eTU9PD1qtFp1OJ+MYpqamcLvdfPWrX5VVFo1Gw8jIiHQK7u7u5kc/+hHHjh1jZGREBoSKc9fY2MiSJUu44YYbqKqqkq9t+/btMsriYkZTvBsKkVGgQMEVjbNx9RWaGLfb/akhMfCOq69IvXa5XKRSKZnDI3KVvF6vfEwul7ugm9mZSNPM44s2j9hk8/k82WyWgYEBOfkTiUTo7OyU11w879DQEFNTUxw6dEhmNR09elSaAKpUqlmjxx9G4NRqNfv27cNms8lR6iNHjvDyyy8zMjIiM46sVit2ux2z2Uw8Hmd6eloKrF977TXpXNzX1yejC37zm9/M8r0xmUyyjSYE2Ol0mvvvv19eP9FqE1qobDYrx7DFhJpwIjYYDExOTvL666+zd+9eeY7E/aDRaMjlctx5552XDJlRiIwCBQquaIjR6w8jJYLEuFwuWlpaPjUkBk6/NoPBQDAYRKPRyGRr8RodDgf9/f3U19fLx4g8oQsFIYYVm6eolMys0ggTOa1Wi8vlwmq1kslkUKvVWK1WzGYznZ2dUtwrTObuvvtumank9XoJhUKEw2HUarUMlrRarfh8PubNm0dXVxdHjhw549SSWq2mvr6efD7P0NAQ8Xhcmg3a7XYWLFjA3XffzY4dO1i0aBGrVq1iyZIlfP/73yefz+PxePB4PNIvpru7m0KhILU5Pp+P2tpali9fjtlsprKykldffZVMJkMikcDr9eJ2u2XlxeFwAKcraDqdToZlfve736WyspJnn32WaDSK0+nE5/NhMpmYnp7G6/UyPT0t85UmJydpaGigqakJg8FAW1ubQmQ+aej1+vd8wxJvSovFclGDzi53aLVabDbbxV7GZQnlHjw/OJ/3oCj9f9DzxeNx2tvbqa6uZtmyZZc1iXn3PTjTTl+0YNxuN5OTk1KAqlaryWazsyoyH6UycT4hhLwCkUjkPb9jsVikbsZsNlMsFjEajYTDYcrLy3E4HDQ0NBAMBuU9pNVqeeONNyR5ERlKjY2NtLa20traitPpJBaLsWTJEiYmJvjBD37wvu/fYrFIZ2cn8+fPx+/3YzAYaGpq4qabbiIcDmM2m0kmk7z++uvo9Xr279/Pww8/zIkTJ8jlcoyPjzMxMUGpVMJkMmG1WmloaGD58uUsWrSIeDyO1+slGAxKYzqDwcD4+DjxeJzR0VFMJhN2u52rr76a9evXY7Va2b9/PyaTiZMnT3LNNddw00038Ytf/ILBwUGuv/56ampqeO6555iYmGDOnDno9Xpqa2u5+uqrCQQCVFdXyymlkZER+vv7sVgs5/Q+PN+fg59aIpPNZmd5I8Dp3qVeryeRSFzQN+CnDTabTeacKDg7KPfg+cH5vAcnJydlyvGZMLMS09DQQDwePy/HvVh49z2YTCaJxWLynMbjcfR6PaOjoxgMBorFIoODg7JKMxMXytX33XlKM/9ebIRC5Cu0MYFAAKfTydTUFE6nk4qKCkKhEEajkeHhYamvUalUjIyMYDQa0ev1OJ1O6urquP7661Gr1bLNIlyBOzs72blz5/uuVaPRMH/+fGw2G0NDQ5hMJvR6PQ888ADZbBaNRsPbb79NMBjkrbfekmsXLSCr1UpTUxOnTp1izpw5WCwW/H4/arWaPXv2oNfreeGFFxgaGpIj80LjZDAY0Ol0LFy4EKvVSkVFBXv27JGGd7lcTraI/vu//1s6GYsx8eHhYebNm4fX60Wj0TA2NsaRI0eIRqPU19fz9ttvEw6H2bNnD83NzSQSiXN6H37Y5+DZhrd+aomMAgUKFHwUpNNprFbrGf/t09xOEhBf+rRaLbFYDJVKhdPpJBQK4fP50Ov1TE5O4vV66evrm/XYC0VkBFl5dxtppthX6ESKxSKFQgGTycTU1BSFQoHKykr6+/sZHBwkEonImADRsikvLyeXy0lRbTgcZufOndJPJhgMks1mSSaTH+kLSE9PjzTnKxaLtLW1kcvlZDuuUCig1Wqx2+3U19eTSqUYHR2VeV+Dg4NotVqKxaIUl2cyGTkKLXRLdrudXC6HxWKRIlxxfJPJJKei8vm8rN6IUXCbzYbVapVj2ZOTkySTSaLRKHv27AFOC6WHh4dJp9MyLkE8l8fjOd+X+ZyhEBkFChRc0Uin07NaJgJXAokB5AaYzWblRim8ZIrFImazWcYUTE9Py8eJZOkLAZGrNPN4VquVRCIhqzJqtVqazwlTObVaTXV1NR6Ph/b2dql1aWlp4aabbuKBBx7A4/GwadMmamtr6evrY3p6mlgsRjQaJRgMSgG0Wq3G5XKxefNmjh07JjOb3r3OlStXsnDhQo4cOSI9aKxWK5WVlTQ2NuJwOJienpYREDabjT179hCNRmVVTKVSkUwmpSGhwWBAq9XS0tLC1q1b8fv9uN1ujh8/ztGjR7Hb7UxPT9Pa2kogEMDr9cprGgwGyWQyxONxSUhvv/12brrpJo4cOSLbQ7t370alUqHT6di1axednZ0yd8tgMFBeXk59fT3XXXcda9eu5emnn74g1/6jQCEyChQouKKRTqffU8oWJMbpdH6qSQy8Q2Si0Si5XA6fzyc3UL1eTywWk/EE765cXSidl2gtzYQgXWINInE6n8/LyorBYMBkMtHZ2UmpVMLn89Ha2orL5eLQoUOSCB07doznnnuOVCqFyWTC7/fj9/vleamoqKCmpob77ruPDRs2vK+jbalUYmBgQOpvPB4P1dXVrF27lpUrV6LX6/nZz35GTU0Nb731FsVikXA4LAlTMBiUgmWj0UhdXR1ms1ka5t1zzz2Ew2Hcbjc7duygv78fvV4vX/vhw4eZnJxk2bJltLa2MjAwIF9TLpdj7ty53HrrrWzYsAGVSsXw8DDt7e3s3buXiYkJwuEwGo0Gi8WCXq9n3rx5fOYzn2HTpk1UVFRIi4KZxoiXAlSlT6ni8ExmPRqNBpfLRSgUUvQJ54hgMEg4HJYGUxcDZrMZp9OJ0+l8j0nWpY6LdQ/m83nC4TDhcPiSSq09VwjB5MdFoVBg//79NDc3y006lUrR0dGB1Wpl/vz5nzoSo1arsdvt0n5/YGCAffv2AXD06FGqq6uJxWKEw2E8Hg/ZbBa1Wk0kEsHtdrN9+3YAKioqGB8fv5gvZRZmGuKJ/zcYDFL8azKZKBaLVFVVcfToUdmGEmGYM0eZxfi2qPS4XC5JMOLx+Pu+bq1Wy0033UQul5NtuIaGBukifOTIESYmJmSApQh1hNP3osPhkKPYwvdGp9Oh1+txuVzSBK9YLBIKhbDZbOh0OtniSyQSUuMTDocJBAJS9FwqlSTBCgQChMNhqfcS6d9ms5na2lp0Oh25XI7GxkbMZrN8fZlMhmAwSG9vL6tXr+brX/86lZWVZ32tPuxz8EwV0g+CUpFRcFbQarUyYfZiQPSvhTeExWLB6XTKULSZb7orGalUShKXUCgkXVgdDod0ar2ccb7uQRGQaLPZ0Ov1pFIpuru7cbvdzJ8/f9aUzKcFogUj9Bv5fF5u0Gq1GrPZTCAQQK/XYzQaiUajeL1ehoeHWbFixcVe/vtCaEeEK66oylitVjwej/Ro6ejoQKVSYbPZiEQiVFdXA6f1PrFYjFwuJ6spokKRTCY/khGcxWJ5T6trcHCQo0ePEo1GSafTstIlxOOJRIJoNCp1SnD6i4fQ7cTjcYrFopxk0mq1eDweKioq0Gg08ksKnNY7ifiEQCBAPp+XuphUKoXRaCQQCKDT6SRpEp+dqVQKi8WC3W4nFArhdDoJBoPE43G5xnA4LAlYMpm8ZN4fCpFRcFZwuVzU1NRc9KklodQXI5OnTp2Sltrijel0OrHb7Zf9pv1hKJVKePa9JAAAIABJREFUxONxQqEQoVCISCRCOp1Gp9PhcrmorKyUHhaXygfPx8X5mlqanJxkamqKlpYWEokEBw4coLm5mZaWlk/NuXo33v1teHx8HJ/PB5yudM2ZM4fu7m75PpqamkKv1+PxeGYRmYtxfkQcgTj+TLGx0MzodDqpS/H5fKxevZrjx48zMDCA0Wjk5ptvxuVykUgk+O1vf8vixYvp7e1Fq9VSVVWFy+VCp9PR399PsVikoqKCfD5Pc3Mz9fX1TE9P89xzz50xa8jtdpPL5Whra5OTYA6Hg9raWkm8r7vuOlpaWnj11Vepqqri2LFjjI+PE4vFSCaT6HQ6dDod0WiUTCaD1WqltraWpqYmXC4Xq1evJhqN0tHRwejoKCMjI3IaSrSjTp48KRO8Bamy2+00NjZSX19PeXk5L774IpOTk9xzzz0sXLiQ48ePUyqVOHnypJyCEpO/YpqtpqaGDRs2UFNTw9GjR9Hr9Rfgqn84FCKj4LKESqXCbrdjt9uZO3cucPrbtahADA8P09nZKUPOZpIb8a3ncoXIwxEVl3A4TKFQkC23hoYGHA7H+07iKHgHwgxPkBiHw/GpJjFngmhjhMNh6WArdCbJZBKLxcL09DTV1dUMDAzIx10oM7SZI9aiAgHvTEyJHCjxd6LiYbPZsNvtHDp0iBMnTmC1WvmHf/gHbr75Zv76r/+aEydOEI/H2b17Nx6PB5fLRT6fJxgMMm/ePHw+nwx+XLFiBQsWLODll19m5cqVPPnkk2dc69TUFAMDA1itVq677jpuvvlmKZ5+9NFHWbp0KV/72td46qmnZKJ2LBabpTnR6XSYTCa8Xi8Gg4GFCxfi9XopLy+X8QepVIrp6Wl6e3vJZDIYDAapARKVlVtvvZW+vj4mJibk74hWm1qtJpPJ0NDQQDab5aWXXmLfvn2o1WpsNhtXX301Op2OsbExAoEAS5Ys4aqrrmL+/PnA6cDQS+lzVNHIKDhrXC4+MrlcblZ7JRKJSFvuiwXxQRGLxc55dFXcu4KgORwOnE7nWXsvXM44X/dgT08Po6OjFItF7HY7S5cu/dSTmHd/Dj711FMkk0l27txJPp/H7/dz4sQJ5syZQywWw2q10t3dza233kpvby9PPPEEcLr6MHOK6VKBuH5i0kl4y3g8HkwmE4FAYFZEgVqtxmAwSGNAoVvJ5XLS8VmlUpHNZqVu5v1Sv8vKyuTvmkwmKY4NBAKUSiXZvszlcnJ9ovIhKkmA9O8xGo04nU45Zi6qUGJkXhCeZDKJXq/H5/ORyWSorq4mnU7T19cnn7ehoYFcLsfExATd3d3S8NDj8WC1WonFYtKALxwOk0qlsNlseL1embs1MTFBJBIhFovxT//0T9xyyy24XK6zvkaKRkaBgo8InU5HWVkZZWVlwDs98HcbJV5IaDQanE6nrKKcC4T/xMUkZJ8WhEIhenp6WLp06RVBYt4N0ZYUOTwOh4PJyUm5mQuyaDAYsFgss4Ti5/I+mlldORfMfLzYoGeSEq1WK6d4RJ6Q2+2msrKSYrHI8PCw1M0YjUYikQgLFy6U4nGr1Yrb7ZZtHjgtoBVeLCKgMR6Pv+f9q9VqqampkcZ8ZWVlBAIBhoaG5GNFyrpwDRaEZteuXbjdbjmdpdPpSKVSVFZWolKpSKVSlEolampqcLvduN1uisWizH/au3cvJpOJbDaLw+HA7Xaza9cuLBYLFosFr9dLPp8nk8mg0+lYs2YNkUiEefPmSUL65ptvSsHvwoULMZlMDA0NMTg4SGdnp2zd+/1+fD7fJfX5oxAZBVcMRJvpYkJ8ExFptQouHpLJJEeOHMHr9V6RJAaQfjHZbJZ0Ok1VVRV9fX1y8xR+JtXV1QwNDc1qJ5xLRfHjEBkR4DhTIzMz+Vqv18s1pdNpzGazFK8KIXNlZSU33HADhw4dYmhoiFwux5IlSyTpEGLcsbEx6cWi1WrRarX4/X5WrVpFRUUFDz/88Hsqgmq1Go/HI8/f5OSk1Oy4XC6ampq4/fbb+dznPkepVOLFF1+ULr9CbK7T6ZiYmGB6ehqfz4fb7aaqqgq3283atWtZvnw5ABMTE7zyyiucOHGC9vZ2EokEoVAIu92Oy+Xi5ZdfxmQysWzZMqLRKPPmzcPj8VAoFCgvL6elpYWf/vSn3HDDDYRCIf73f/+XaDSKwWBgamqKo0ePUiqVsNvt1NTUcO2117J582aWLVsGnP4CsH///nO6jp8EFCKjQIGCKw7JZJIDBw6g0WhYvnz5FUli4B1X33Q6Lad94vE4brdbTsCMj4+zatUqTp06RSqVko89FyLzcZyA8/n8rCpAJpORP4ssKEBmFGUymVlEx2AwsHz5chwOBz09PYRCIYrFIq+99hoajUaSIYPBQD6fZ3x8nEgkgtlsliZ6YnrrTKP/oh1ls9morq6WBMNsNrN582buuOMOtFqtNNM7ePAgAG+88YbUsLjdbknCli5dKkXYxWKRVCrFgQMHANi5cyfPPvssU1NTsi2l1+spLy9nbGwMl8vFTTfdRE9PDxaLBavVytjYGEajEZ/Px4MPPsgvf/lLfvKTn5BKpaQmSqVSUVZWxoIFC6iqqpI6qWAwyC9+8Qu2bduG2Wwmk8nQ0tJyztfyfEMhMgoUKLiiIEiM1Wqlurr6ih7ZF5t9LBajUCiQyWSkcHx6elomYYssoJlBjRdaXvlBo88zq5vi9cDpdk86nZbj2CMjIySTyVlrF+GLQn8ys+KjUqnkCHZvb6/UyJyJkDmdTrq7uwkGgxw/flx6s6jVavbv389bb71FJpMhm81SKBTI5XLodDo5FVYqlRgZGSGdTmOxWHjttdfQ6/WSwP3f//2fbHmJ0XmtVis1OalUihMnTkjtTF9fH4VCAYPBwBNPPCGv9bv1PUL8WywWGRsbY2xsjGPHjs067yIgdGbe1Xe+8x02bNhwjlfz/EIhMgoUKLhiMJPELF68mDfeeEMKMq9EiAmlSCQi/VLEZFAulyOfz8u2UiqVwu12y8deqJwleEfAK3QmcNpLaKY+BpDjwEIf5/f7yWaz+P1+BgYGmJycxGq14nA4JAn4+c9/ziOPPMKJEycYHx/HbDbjdrsZHx/HZrORSCTwer1SSLt+/Xoeeuih90QUlJWVMTExQXl5OVu3bqWsrIw9e/bgcrnweDx4PB78fj/V1dV4vV7a2toYGxvjRz/6Ea2trdIVOJVKsXTpUpltFAgEpOi4urqa8vJy5syZw9GjR/H5fIyOjpJMJqWY2efzkc/n2bt3L6Ojo4TDYSk0tlqtmEwmWltbWb9+PWVlZTgcDnK5HFqtlkWLFpFKpejq6uLUqVP09/fLqSe73U55eTl1dXX4/f73nPuLCYXIKFCg4IqAIDEWi4Vly5ZJ4eqVTGSE0DcajUrvErVaTSqVQqfTSTv84eFhYrEYmzZtks6+F7IiIyomBoNBEpl3b6TCwVe0iZYsWSK9XkZGRvB4PDQ2NlJbW0t7ezv9/f1ks1m+853v0NPTg91ul8GQY2NjrFmzhrKyMlauXMnmzZsZHBxkcnKSdevW8e///u/vWWMqlUKtVrN8+XL0ej2dnZ00NDRw1113UV9fP+s+GxwcxOFw8Lvf/U7qkfr7+xkbG0On03H06FHMZjMqlYqamhrWrFnDsmXLqKuro62tjVKpxO9//3spyI1GozIXSYygi8GClpYW1qxZg06nI5lMsnHjRioqKnjzzTexWq00NDSwbds2otEoO3bskKPgZWVl1NbWsnnzZhYuXEh5eblcv6KRUaBAgYILjFQqxcGDB7FYLFITI1oOl1vMxfmEIDLxeByDwUAwGESv18tRY+FPkkqlMBgMLFq0SD72QvnIALK18UFVAJVKJSdzDAYDr7/+OlqtlsrKSknSisUiU1NT7N69W7ZYRkdH0Wq1jIyMyIBEp9PJsWPHyOfz7N69mwceeIBYLCZbQKOjo+85figUks6+7e3tTE9PU1ZWxv/8z//Meh2hUIiuri5CoRDT09OoVCrGx8dljICIHBDtnmQyyfT0NC+99JKMh5mamiKZTHL48GH53CaTibKyMhobG7FarQwNDVFRUYHVauX48eMUCgVqamp46aWX6O3tJRAI4HA4SKfTxGIxqqurqaurY+XKldTU1GAymeRznzx5kpMnTwKn25GBQEBJv1agQIGCCwUhkjSbzbOEvel0etaH9ZUIYUcgzkU2m5UePaVSiaqqKgKBAPF4nBUrVlx0r6IPmvQTGg44TbJE+6hQKBAIBFCr1XR1dc3S+ajV6lmtNIFQKMTk5CQajUZa/QufmTO11IQpn0ajobu7Wx4jmUxKkXQmk5GtPPE8QucitCcz9SgickFMV4k1CIhRc+GRU1ZWJr1Zurq6ZMSCaFcJgiXGuysrK/H7/ZSXlzM5OUlDQ4N8P8zMkkqn0ySTSVKpFMlkUuZQXXPNNed4Fc8/FCKjQIGCTy1mkphly5bNmk4Srr5XMuLxOOl0WlZgxOYK74wwj46OotFoaGlpkS7aFxoit8hkMjE1NQWcrkDMnKLSarUUi0XKy8v553/+Z1lpCQQCtLW1cerUKYrFItXV1dTX1xOJRGQcRTAYZN++fbS2tjJ37lzGxsakQVyxWGRkZESGR1511VV8+9vfnrXZt7a2snHjRq677joOHjzI4cOH5ah5sVjEZDJhsVioqqpCp9NRU1PD448/zqlTp2htbeXUqVOEw2GKxSJ+v59UKiXbfVarVRrE+f1+AJYtW8bixYt54IEHsNvtWK1Wli9fTjqd5vjx49I7SwRLLl26lMWLFzNv3jwWLlw4K+gxkUiwe/duNmzYgEajmeUYLtb07ky7TCajtJYUKFCg4JPGu0nMuw28FCJzehMTEzBCeyKmW4S7bCqVoq6uDq/XS01NzUVZpxhtnomZJEboZ7RaLa2trdhsNo4fP05/fz/T09Oy8rJ69Wq2bt3KG2+8weTkJKOjo1itVjo6OpiYmKCrq4tYLIbRaGT16tXodDqCwSCxWIzly5dz9dVXU1VVxTe/+c1Za0kkErz66qu0t7cTDofxer2sW7cOt9uN0WjEaDSi0Wg4evQogUCAZDJJb28vpVKJvXv3ysqYECB7PB7q6+v5xje+werVq9m5cyd9fX14vV7Gx8fZsmULDz74IPF4nImJCTQaDWNjY0xNTZFKpfD5fCxatAi3283NN99MY2PjGc+r0OYMDw9z8ODBWeGyIldP+F7NxMzR90sBSkSBgrPG5RJRcClCuQfPDz7sHhQkxmQysXz58jO6kO7fvx+3201DQ8MnudRLDjPvwYcffph9+/bR29srHWmFJ4vf7yeXyxGLxbjzzjvZvHkzVVVVF60q81Eg0rvFiLNGo5HiX1HVKZVKstIgBMKixSNG8UUsASADGU0mk9TgiLRpAafTic/nw+VyzXI8Fu9xMdouiIIYoxaiXFEpFHEjwr27vLycYDBIOBymrKyM0dFROa0VCASA05WoiooKHA6HDIatq6sjm80yZ84cmbkmRN1TU1OEQiHZJhJeQjU1NRiNxg9sH2azWTKZDNFolC1btrBhwwYlokCBAgUKzjfS6fSHkhjxe1dyRSafz5NMJolGo8DpNpPJZJIeJwaDgVAohM/nY968ecydO5cdO3Zc5FV/MITFv8VioVgsypFjoTFJp9OkUilMJpM0zhNEQqPRyIqIaJ/E43GKxSIajYZUKvW+sQzl5eVUVlYSDAZJpVIyQiSTyZDJZEgkEiQSCVk5cjqdMlHcbDYTDAZlW0lcg6qqKpmAbbPZGBwclBEHFRUVzJkzR14fkXqt1WpJJBLY7XZqa2tJJBIy4V2QBrPZjNfrxeFwYDabiUQipFIpamtrZ70mEYGQTCZJJpMkEgmKxSJmsxmj0cj4+PgFFXx/EBQio0CBgk8N0uk0+/fv/1ASI7KFLrZ49WJCbLBC2Cs2JbFZ5nI50uk0CxYsoLq6msnJSXbt2vWxjikmos4GwrAtn89TW1vL6Ogo2Wx2VtyBSqVCp9NRVVXFzTffzM6dO6mrq2Pt2rXs3r2bnp4eMpkMVVVV3HXXXVRXV/PQQw9htVrx+XwyQNFgMGAymejv7yeZTFJZWYnBYKCqqopMJoPL5WLJkiX8zd/8jRT0arVa3G63rCwYjUby+bycBKutrcVsNrN48WIWLVqEw+Fgenqahx9+mObmZlKpFIcOHcJkMlFfX08oFJLXZGZWnNvt5otf/CLr1q0jk8nw2GOPsXv3bqxWKxs2bGDlypU89thjkix1dXUByBTvqqoqampqsNlss87vsWPH0Gg0zJs3T4brhkIhotEopVIJm80mtTFOpxOj0cjY2BiPPvqoQmQUKFCg4HxCVGKMRuMHkhhABgpeyRWZbDZLPB6XWhPRWsrlcrhcLjmeu2zZMmpra3nsscc+9vk6l6BJIZjV6XTkcjm8Xi+jo6OzfGzMZrNMgt+zZw9+vx+n08m2bdsIh8Po9XpWrVrFH/3RH9Ha2soTTzzB0NAQOp2OoaEh4vE4LpdL/lm0aBFer5eOjg5Jduvq6mhpacHn882KKMjn83R0dKDT6TCbzSxatIiWlhZWr17NunXr6O7ulscS4//333+/JDvHjx9ncnISo9FIoVAgn8+zevVqbrzxRo4dOyZ1OnfeeSfXXnstAMePH+e1116TZn39/f289NJLpNNptmzZQl1dHTU1NTJm4ExIJBKEw2E6OjpQq9WMjIxI7xmv10tjY6Oc/LrUcemvUIECBQo+BILEGAwGVqxY8aHJvEKseCWPXwvnWCGinZmmbDAYiEQitLS0UF9fz6lTp+jo6GDr1q08+OCDF3SdYiS5WCy+h8AIiNbNyMiI1LaI/5ZKJTQaDUNDQ+zYsYNEInHGSsLQ0NA5r1EkQwP09fXR19fHb37zG/L5PKlUSrbrxH+Fk25nZ6e8F+PxOOFwGK1WyxtvvMGrr76KRqOhVCqhUql48803yeVysuVVKpUoLy8nHo8zOjqKWq1m06ZNeDweotEobW1ttLW1AZDL5ejp6WFgYIDh4WEZhSD0UAaDAb1e/4GZY2JEXbTL7rrrrnM+X+cbCpFRoEDBZY2zJTFwWgwsfD+uVIhqjNhgxei1wWAgGo2i0WhYtWoVfr+fhx56iDlz5rxncuhsUV5eLkWqZwPRLqmoqKCvrw84LRgtFApSmKvVaqXuo7q6mkwmIx2Ka2tr6enpYWhoCIPBQE1NDePj41itVpln5Pf7sdvtmEwmVCqVdAU2m83SQyWdTkvzPIGamhq2bt2KwWCgsbERu93O4OAgx48f5/Dhw1JnYzKZcLlclJeXU1FRgd1uZ3h4mGPHjpHL5TCbzRgMBhoaGli+fDkDAwNEo1EmJiZwOp0yXiCdTuPxeGRFLZ1O43A4cLvduN1u8vk80WiU3t5eBgcHCQQCRCIRqRkSxoZCFzQ+Po7H45lVuSkUCrO8Y5LJpLw3RAhlNpu9ZMJWFSKjQIGCyxbnQmLE467kthJANBqVWox0Oo1Op5Ni0EQiwcKFC1myZAl79+4lGAzyhS98ge9///vnfDyVSnVOJAbAYrFQVlbG8PCw/Dvhd1MqleSUz6ZNm6SAuaKigo6ODnK5HG1tbRiNRhYtWsTtt9/Oxo0bufvuu/F4PKhUKiorK1m/fj3FYpH+/n76+/uZO3cuq1atIh6PMzU1hdFoZMmSJdx2220sWLBAtsmqq6vxeDx0dXXJNlI8HpdVmuuvv55bbrmF9evXy6monp4eDh8+TFtb26ypKJPJhNvtpr29XYqMr7/+erZs2YLL5eL48eM4HA7Ky8t5/vnnGR8fp6amBq1Wy9jYGAcPHmRoaIhQKIRGo6GiooJrr72W+fPnSwH0/Pnzcbvd7Nq1i+bmZg4fPszixYsJBoOMjIwQCASk47AYvRZ6nXnz5uH3+0kkErS1tb1v2+pCQyEyChQouCyRyWQ4cOAAer3+rEiMeOyVTmTi8TjxeJxMJiNbN8Idt1AosGzZMux2O48//jitra389Kc/lRNO54KP4/SRy+UYHh4mm83icDiIRCKznk+kVu/cuVNqnw4cOACcrgI5nU5p7NbV1cWjjz4q/VMMBgNjY2N0dXVJLY5w0e3r65MJ4G63m4mJCV5++eVZWp+jR4/S2dmJ3W6nurqaBQsWYLVaiUQirFq1irq6OgC5nnQ6ze9//3v27NnD4OCgbH0JJ2VBIIxGIzqdjoaGBk6ePElnZ6ckMY8//jj79u2TkQ25XA6n00lZWRmVlZWsXLmS2tpatFotoVCIzs5OjEYjNTU1nDhxglwuR2dnJz09PXR0dHDkyBGMRiNlZWXU19ezevVq8vk8ExMT6PV65syZQ0VFhXyPibiGSwUKkVGgQMFlh49DYuB0a+lKJzKiIiMITD6fx2g0kkwm8fv9XHvttbz22mtotVrC4TAHDx5k/fr1nDp16qyPJSaMqqurZ1VVPipmZizNjBgQKBQK0ol2JoQ2ZmBgADjdohJtNEDqVeLx+IeuH85MxoxGIy6XC5/PR6FQoKOjg8nJSZxOJ0NDQ2SzWSKRCIlEgmQyKQ0IVSqVXIdGo5FTQmNjY/I4BoNBCpZn6mvEa9HpdFJEXCqVmJiYYGJigqNHj1IqlaS5oV6vn0U8VCoVPp+Pmpoa7HY7LS0tOJ1OUqkUY2NjdHR0YDabKS8vR6/X09fXR1tbG/F4nFAoRE9PD5s2bfrgi3YBoRAZBQoUXFbIZDIcOnQInU7HihUrzmmqIp1Ov2cM9UrDTFM0MTqs1WrJ5/O0tLSQzWY5dOgQK1eu5JFHHmHu3LkfGNr4QRDp1WdLYnQ6HXa7nampKTQaDWvWrOHgwYOk02n0ej25XA6dTodGo8Fut88itmJsWpijer1ekskk9fX1VFZW8s1vfpMvfvGLuFyuWWGTarV6llmcqIyUlZXh8/moqKjg9ttvJ5/Po1Kp+MpXvsKSJUtwOp309fWxfft2KisrKZVKBAIB2b5zOp3MnTuXxsZGVq1axQsvvMDg4CC5XA6NRkN9fT2NjY3E43ECgQDBYJBkMsnk5CRms1lWXJYtW8bWrVsZHh5mbGwMq9XKNddcM8uYbnp6mvb2drRaLUuWLJGmeDMhSF4oFKK+vp7+/n4mJydZsmQJLpcLlUolx7AFqdHpdAwODtLa2npJGXoqREaBAgWXDUQlxuFw0NLScs6joUpr6bT7eTqdJpPJyIpJOp3G6XRyww038Morr1BZWcm2bdsAqKio+FiO3mcKW/wwqNVqpqenAbj55ps5dOgQzc3NHDhwQLZ3stmsTH5ubm5Go9EwPDzMtddeSygUQq1W4/P5MJvNrFu3jjlz5vDII4+QTqfp7e1lZGQEn8+Hw+EAoKurC7vdzvz586mpqaGsrAyHwyH9bFKplJx6MplMTE9Ps2vXLjo7O6VAuKqqiqqqKhobG3G73dTW1tLQ0EBdXR0mk4nx8XFef/11bDYbU1NTRKNROjs7OXLkCCqVCr1eT2VlJVVVVWzcuJHVq1dTX1/P3LlzMZvN5PN5uru7yWQyUrcCpytTXV1dDA4OMnfuXObNm/e+gtxSqcTw8DB9fX10dXVhMpkwm81Eo1ESiQQOh2PWGHYsFuPQoUPMmzePqqoq2Sq7FKAQGQUKFFwWECRGp9OxatWqWVk7ZwOxYV/JREZUC0TrQVj4l0olmpubCYVCjI+Po1KpGB4eZvny5UxNTfG1r32NF1988YKtU4wmWywWXn75ZTkRdKbfGxgYYGJiQo4VHzt2DEC2X8xmM1qtlmw2K3OOXnnlFdRqNYODg7LtJLKGxsbGgNlxBcKeXyCZTPL000/LSo7FYqGxsRGDwUA4HCYSiWC1Wunv72fnzp1yxH1oaIiTJ0+SSCQoFAoyxXrevHksXboUrVZLPB7H7/fLkEeNRsPAwACJRILx8XH27dtHNBrF4XDwu9/9jmQySX9/P8Vikblz5zIwMCBbagKpVIr29naOHz/OxMQEkUhEOg2bTCY51STIj5hkE7EMOp1Oth/vu+++83/BzxEKkVGgQMElD0FitFrtObeTZj4XcEUTmWw2SzAYlMaAYvJHr9ezceNGdu3aJclDTU0N0WiUu+6662O3ExYvXkx7e/s5rVfEB0xMTLzn34VGSvjiiGsrspQMBgOZTIaJiQmSyaTUoIgspnw+LwXPQhMEyGiDmbqambBYLDQ0NEiNkUjbFplPOp2O6elpSRoTiQTZbFaOQmu1WkqlErW1tXg8HhYtWkRPTw92u52rrrqKmpoaUqmUDLNMJBLAaU+XQCCAXq+nVCpx8uRJJiYmpBhYODZPT09z6tQpBgcHmZycJBKJyPgJi8VCoVCgVCoRi8VkC2ymDqhUKpHNZkkmk++xKzjXLxKfBBQio0CBgksaM0lMa2vrx3YaFTqPK5nIiAyeXC43a4y5vr5ebvZiZFmj0XDNNdeg1Wr5f//v/53zMa1W60cmMWq1WgpiRajnHXfcwZNPPikjBUQFxWw2s3nzZubNm0dHRwfNzc0yD+i2224jFovx5ptvsn37diKRCJs2bSKTyfDyyy/zrW99i3A4TF1dHW63m5///OeEQiG6u7sJBAIyh8lkMmGxWPD7/dx4441873vfo1Ao8LnPfY4NGzbIc7Zw4UKcTicajYZIJEI6nZaZVqlUivLycpqbm+nq6uLHP/4xAwMDpNNpKb6dmpqipqaGdevWkcvlGBoakqSouroaq9WKwWBgZGSEtrY2mpqaSKVSFItFli1bxvT0NAcPHmRgYIBgMEgikUClUmGxWPB6vbS2trJhwwbmz5+PwWBg3759LF26FK/Xi1arpVAoyGm2RCLB4OAg4+PjLFy4kKamJhlTkEgk2L9//znfC+cbCpFRoEDBJYvzTWIAKRS9VMy8LgYikQiRSERWIkRg4qpVqzhx4gRDQ0NEo1Gqq6tpbm7GZrPxn//5n6xdu5aOjo5zOuaHTQZO0aZ+AAAgAElEQVSdCSIO4Itf/CK//vWvqa6u5qqrruKBBx6QOhWz2UxDQwOJRAKXy4VarcZms9HU1MTzzz9PZ2cn/f39eL1e/v7v/56VK1fyd3/3d6TTaR5//HHZNhEeNw6HA7/fz/r16/F4PFitVpkiLcjAd77zHbnGY8eOkUgkWLx4MfF4nFwuh9VqpVQqkUwmicfj2Gw25syZg8ViIRgMsn//foaGhggEAhQKBUmWAFasWEFfXx8Wi0UmWmu1Wvln5vXr7e0lnU4TiURkW02QnuXLl1NbW0t5eTk2m436+noqKipkmyyZTNLV1YXFYpETX8JPyOl0olKpsFqt3HPPPVRVVc26LqIydKlAVfo4w/2XMIRSfSY+LDpcwUeDzWb7WKK/KxnKPfjRkc1m2b9/PxqNhpUrV84iMR/nHuzv72dsbIy1a9eer6VeVtBoNAwODnLrrbcyPj4OnNaR1NfXc80113DixAm6urrwer0sXbqUOXPm8Oyzz7Jlyxa+/e1vU1FRcc7Hfu6559i6detZPUb4ugiCEo1G39PmERUctVotN2pBEMTElGibnM8tz263A6ere3q9Xo5UzySIQv8i9DWZTOY9mVNCh6PT6STBFq9DQKy7VCpJrx+h/zEajVitVhwOBwaDgXQ6TTabRafTyfiBYrEoR8DT6bRsm1ksFrlGUYHKZDLkcjlMJtMZvzzk83n+4i/+ghtvvHHWtNRHxYd9Dnq93rN6PqUio0CBgksOH0RiPi7S6fQVnbEEMDU1Ja3zS6USer2epqYmenp66O3txWAwyAmbZ599ls9//vP84R/+If/2b/92zse87bbbzorE6PV6nE4nkUgEt9vNggUL6O7uPuPvzdRuCLGqiF+Ad4In3w2TySSTvoVeBN4hFvl8nnw+P+uxM1O3ly1bhsPhwOPxyLynYrGI1WplYmKCwcFBQqGQnHQSZEW0Z4RexW6343a7Z41JC0Ik9DdCiCxeq16vZ926dXLaSoRAplIpLBaLjJqYmpoiEonIipgI1wRkWKZ4Pr1eL9daUVHxvu3XS00srxAZBQoUXFL4JEkMXHofwhcDw8PDpNNpGUhot9vJ5/N0dXWRzWZpaGhAo9Gwe/duvvrVr+L3+/mXf/mXs/6mLKDVannhhRc+8u97PB4WLFjAwMAAd9xxB3fccQc/+MEPqK6uZs2aNTz//POSXFRVVWE0GimVSng8Hmmzr1arKS8vnzVW/pnPfIYvfelL/PjHPyYYDEoB89NPP00+n0ej0RCLxQgEAlJL5XK5qKuro7m5mU2bNlFfX8/y5cvRarX82Z/9GbW1tXR0dPD73/+evr4+xsbGZNtOp9PhdrtZsWIFmzdv5t5778VkMvHkk0/yj//4jxQKBdauXcutt97K5s2bSaVShEIhwuEwmUwGnU4niYfL5cJut8spq6GhIdatW8fY2Bg9PT309/eTSCSIx+OMj48zOTmJwWBg6dKl1NXVsWDBApqamiSJ7+npYWpqihUrVhCJRJienubAgQOMj49TV1cnx85dLhdOpxOLxSKvTygUUjQyChQoUHAmZLNZDhw4gEajOW+amHcjlUrJb6RXKjo7O2cFQFZWVnLixAkikQg1NTWoVCpOnTrF17/+dQKBALt27eKGG27gzjvv5Ic//OFZH0/oWX7605/yJ3/yJx/4u0ajEZvNRldXF9deey0A3/3ud1mwYAF/9Vd/xVNPPTWrQiIEsUajkfHxcXQ6HYsXL5bZThaLhVtvvZXbb79dThUdPHiQ/v5+3nrrLbLZLNlsFpvNhtVqxefzMX/+fAqFAna7nYqKCioqKnC5XHR3d9Pd3U0wGMRgMPC3f/u3UtSrUqkwGo14PB6uvvpqbrzxRjZu3DjrtQWDQQCeeeYZYrEYbrebVCrF5OQkv/vd7zCZTNjtdhwOBxUVFbMqh9FoVI5+nzx5khMnTrB9+3bGxsZkOKbL5cLv97NmzRqampqora2dVa0Suh04TUZUKpVsQYnwyM2bN1MoFIhGo4RCIUZGRt5DqkR761KBopFRcNZQNDLnDuUefH8IEqNSqVi5ciU6ne59f/dc7sFkMsnAwABDQ0MsW7YMn8/3cZd8WUKj0fDVr36Vp59+GkAmLg8NDeFwOCgrKyOXy/H5z3+ezs5ODAYDf/qnf8r8+fMBKCsrO+tjmkwmadImNtIPgmihCE2LwWBAp9PNahd9FAh/nE/qvSbWaTAYMJvN75s/lM1mpTZGtLEAKfK12WxyrWeCaAHOzMTS6/V4PB68Xi9er5eysrJZVZMPg8iZstvtjI+PUyqVpF/NmdYfiUSIxWLE43Gi0Shf/vKX2bx5s6KRUaBAgQI4OxJztojFYvT19TE+Po7dbmfp0qVXLIkR6Orqkj/bbDaGhoako2yhUGDdunUcOnSItWvXcs8993ysgMD77ruPJ5544iMRIK1Wi06no7y8nFgshsPhYP369Rw4cIDu7m4p4BUVGTESLfQm+Xxebuq5XI6JiQlisRipVEpqTGw2m6y2LF++nHg8jtfrJZFIyNgGOE18w+EwiURCesSIqACbzcbdd98tAyFnIp/P09nZSUdHB4ODgwSDQamPMRqN+P1+fD4fXV1d+Hw+vvzlL7/neVKplGwTxeNxafJntVrln6amJik2Phf85je/IZvNEgqFmDNnDnPnzpUV0FwuRzKZlOLgUqmE3W6nvLxcjrYLHc6lAIXIKFCg4KLikyIxU1NT9Pf3MzU1hdfrZeXKlbjd7vPy3Jc7hoaG5M9io3a73VLkm0ql+MY3vsGKFSs+9rEeffRR+fOWLVt46aWXzvh7wi/F6/Wi0Wi466676Orq4te//jW5XA6/3893vvMdurq6uP/++wFkyKJWq5Xjyul0msHBQTnFI7KS1qxZwxe+8AVaWlq47777cDqdbN68mdHRUXp6ehgeHmZkZESSBvv/b+/Og5o+8z+Av0NMyAlJJHKDKEJFDqVQLyxyrOLRVRdBrbaDY621tlLd8eiyiutRe9odj20VKo7Fa6uu66qtrehaBUdRq1JX8Si3ggQV5M7x/P5w8v0ZAxRQCYHPa6ZT8nyvzzc+gU++z2Vnh4CAAAQEBCA6OhqhoaFcrBcuXICzszNcXFxQWVmJn3/+GdnZ2bh16xbu3LkDnU4HmUwGuVwOR0dHODo6IigoCOPHj0dISAhWrlyJgoICBAUFIS4ujksojMOgeTwetzyAQqGAUqmETCYzG8nUXowxqNVqMMYwcOBA9O3bF9XV1dxsxHV1dXBwcIBCoYC9vT0UCgXXP8fIOCKrM7CKRKa6uhqbNm3CxYsXIRaLER8fj7Fjx1o6LELIM9Jqtbhw4cJzS2KMU+/n5eXh0aNHcHJywtChQ7v9ApFP0mq1JqtEGzs/29raQq1Ww8vLC1OmTIFMJuOGZxu1tydCbGwsIiIikJOT0+w+xqcdSqUSNTU12L59OwwGA/r27YtVq1Zx/WUmTpzIHVNbWwuhUAixWAyVSgUvLy9ukricnBzU1tYiNDQUf/rTn+Dh4QEAKC0txfXr11FZWYkffviBG6EkkUjg7e2Nl19+GREREXB3dzeJz/helJaWYu/evbh37x5KS0u5taBUKhU8PDwwZMgQiEQi3LhxA2VlZfD29kZUVBS8vb0BAGfPnsWpU6dgMBigUCiQmZkJxhhkMhmUSiVeeuklbsmA5uh0uia7T7SGXq9HWVkZzp8/Dx8fH8jlcuTk5EAsFkOhUMDZ2Znr3Pu8EqcXzSoSmc2bN0Ov1yMtLQ13797F8uXL4ebmhsDAQEuHRghpJ61Wyy0896xJjMFgQElJCTdTqpubGwYOHNjth1k3paKiwiwhMTZ5hIeHIygoCCUlJQAe/9F7somjrROhBQQEICcnB/v27eP65DTFmIxUV1fjzp07EAgE8Pf3R1JSEv75z38iMTHRZEmFJ88/ZswYDBo0CLW1tcjIyMBPP/0ExhgGDBiAiIgIKJVK1NXVITc3lzvu/v370Ov16NevH/r37w8nJyf4+flxncBra2uRm5sLnU6HwsJC3L59G4WFhbh37x73BMvOzg4uLi4ICwtDUFAQhEIhLl26hHPnzqGmpgZ9+/bFhAkTUF5ejvT0dOTl5XErWgPgntIMGjQICoWiTR3bGxsbTe6nJVqtlvv3q66u5mYZ5vF4CA0NRc+ePaFQKDpNM1F7dPpEpr6+HpmZmfj73//OzeAYGRmJY8eOUSJDiJUyJjGMMYSGhrY7iTFO415YWAjGGDw8PODu7t5pHnl3RhcvXjR5rVKpEBcXh/feew/29vZc84ZGo8H9+/fR0NAAoVCIXr16NdkRtCUtPYF5ksFgQEVFBdcPhMfj4dKlS9zTFz6fD6lUCl9fX6jVamRkZIDP52PHjh2or6/Hrl27kJ2dDYlEgqlTp3JPlJrTu3dv+Pv7Y+LEidDr9QgODoZCoUB9fT3OnTuHy5cv4/bt2ygqKkJjYyPs7Ozg5uaGiIgIvPzyy/Dz84NSqeQ6v37//ff46aefUFNTA0dHR2i1Wty8eROnTp3iVlp3dnbG6NGjMWLECCiVSnz77beIjo6GQqFo03sKPH56FR4eblbOGOPmkzE2VRkMBsjlcnh4eHDDqWtra3H79m34+fm1+dqdUadPZIzfDIyPBQGgT58+OHDggKVCIoQ8gyeTmPY+iamvr0dubi6Ki4shFArRp08fuLq6tvkPbXe0ceNG7me5XI73338f/v7++Pnnn/Hw4UNu/hOhUAiZTAYnJyfI5XJIpdI2jYoxmjBhAlJTU7nXTXX6NQ7PNhgM3CrLcrkcAQEBeP/9903+aH/66afIyMiAWCzG+vXrcfXqVfTs2RPTp0/HxIkTW/Vk49GjR9BqtaioqEBjYyO+/vpr/PbbbygrKwNjDA4ODtxMx6+88orJ3x+j8vJyfPXVVzhy5AgePnzIDUk2doz19PREWFgYRo4cadK/BgDS09OhVqvblcQ8yWAwoLKyEg8ePOD+r9PpIBaLYW9vj969e0OpVJo1Ez18+LBLzaXU6YdfX716FR999BF27NjBlZ07dw6pqanYsmULV6bRaEzaDG1sbMw+MHw+H3Z2dqiqqqKhr89AKpV2urU2rAXVQSAjIwOlpaUYMGBAu5IYrVaLyspKCAQC9O7dG87OzlbTlt8ZdKUOzz179oRKpWrTPTHGcPHiRW61b+McNBKJBHK5HPb29r/7RK+goAAFBQXcquH29vZwcHCAq6srfHx8fjdByc3NhYuLC8aNG9fquJ++h9raWlRVVYExBrlczi3oaOzg3JLr16+joaGBG1LfHsbRS+3xe78H2zqku9M/kRGJRGbLhdfU1Ji1fe/btw8pKSnc64SEBLz33ntNnvNZhqyRx+jR/bPpznUwODgYFRUV7W5OsrGxgb+/f7vmMyHgZvO1dsZFHAGYdF5uDTs7OwgEAtjb20MsFpuMxmnN/EQGgwFqtRq9e/eGh4eHSV02LujYEqFQCDs7u3YvwAk8nv/HOBSbz+dzSyQYWzF+T1FREc6cOdPu6w8fPhyjR49u9/HA8/s92OkTGeOqm0VFRVwv8ry8PHh6eprsFxsba/L40cbGBg8ePDDZh74NPx/0RKb9qA4+/rbVnkm0niSVSs0+36R1jBPNPUsdfPjwITdapz169OjRYh+W39MZhv5a++/BwMDANk0u+DSJRNLuz2C3fCIzfPhw7NixA/Pnz0dZWRkyMjKwePFik/2MsxsaaTSaZj+kxpVDSft0tumprRHVwWdDdfDZPUsdlMvl3X5Iu3GxSWv1PBLBZ/0MPq/fg50+kQGAOXPmYOPGjUhISIBEIsH06dMRFBRk6bAIIYQQYmFWkcjIZDIsXbrU0mEQQgghpJNpeoUqQgghhBArQIkMIYQQQqwWJTKEEEIIsVqUyBBCCCHEalEiQwghhBCrRYkMIYQQQqwWJTKEEEIIsVqUyBBCCCHEalEiQwghhBCrRYkMIYQQQqwWJTKEEEIIsVqUyBBCCCHEavEYY8zSQXQUjUaDffv2ITY2Fg4ODpYOh3RDVAeJpVEdJJb2vOtgt3oio9FokJKSAo1GY+lQSDdFdZBYGtVBYmnPuw52q0SGEEIIIV0LJTKEEEIIsVr8FStWrLB0EB1JLBYjJCQEEonE0qGQborqILE0qoPE0p5nHexWnX0JIYQQ0rVQ0xIhhBBCrBYlMoQQQgixWj0sHUBH2L9/P06cOIF79+5BKpUiIiICr7/+Ovh8PgCguroamzZtwsWLFyEWixEfH4+xY8daOGrS1Vy5cgV79uzB7du3IRQKsX37dpPtVA/Ji0Z1jHS0Q4cO4fjx48jPz8fQoUOxaNEibltBQQE2bNiA/Px8ODk5Ye7cuRgwYECbr9EtEhnGGObPnw8vLy/cv38fq1evhkQiQWxsLABg8+bN0Ov1SEtLw927d7F8+XK4ubkhMDDQwpGTrkQkEiE6Ohrh4eFIT0832071kLxoVMdIR1OpVIiPj8elS5fw6NEjrlyn02H16tWIiYnB2rVrcfr0aaxZswZbtmyBTCZr0zW6RdNSbGws+vXrhx49eqBXr14IDw/H//73PwBAfX09MjMzMWPGDEgkEvTt2xeRkZE4duyYhaMmXY2Pjw8iIiLg7Oxsto3qIXnRqI4RSxg2bBiGDBkCOzs7k/KcnBw0NDRg0qRJEAgEiIiIgKOjI7Kystp8jW6RyDzt6tWr8PDwAACUlJQAAPcaAPr06YOCggKLxEa6J6qH5EWjOkY6k8LCQnh6esLG5v/TEC8vLxQWFrb5XFbftKTX61vcbuwHY3To0CHk5+fjgw8+APD4W4pYLDbZRyqVoq6u7vkGSrq0ttbDp1E9JC8a1THSmdTV1UEqlZqUSaVS1NbWtvlcVp/ILFu2DL/++muT2xQKhUmHyhMnTmDv3r1YvXo195hLJBKZfZBramrMPvCEtKQt9bApVA/Ji0Z1jHQmYrHYLGmpra1tV320+kTmo48+atV+J0+eRFpaGlatWgU3Nzeu3NXVFQBQVFQEd3d3AEBeXh48PT2ff7Cky2ptPWwO1UPyolEdI52Jh4cH9u/fD4PBwDUv5eXlISYmps3n6hZ9ZE6ePImUlBQkJyebfWhFIhGGDx+OHTt2oLa2Fnl5ecjIyEBUVJSFoiVdlcFgQGNjI3Q6HQCgsbERWq0WANVD8uJRHSOWoNfr0djYCIPBYPI7MCAgAAKBAAcOHIBWq8XJkydRWlqKoUOHtvka3WKJgrfeegsVFRUQCARcmZ+fH4zLTFVXV2Pjxo24ePEiJBIJza1AXoicnBwkJSWZlPXq1QupqakAqB6SF4/qGOloO3fuxO7du03KIiMj8cEHHyA/Px8bN25Efn4+HB0dMXfuXPj7+7f5Gt0ikSGEEEJI19QtmpYIIYQQ0jVRIkMIIYQQq0WJDCGEEEKsFiUyhBBCCLFalMgQQgghxGpRIkMIIYQQq0WJDCGEEEKsFiUyhBBCCLFalMgQQgghxGpRIkNIJ6DRaMDj8bBt2zZLh9ImI0eOxPjx4y0dxgvx3//+FzweD+fPn7d0KISQFlj96teEEMv5xz/+AT6fb+kwCCHdGCUyhJB28/Pzs3QIbVJXVwexWGzpMAghzxE1LRFiASkpKejduzckEgmioqJw69Ytk+3bt29HWFgYVCoVlEolRo4ciXPnznHbr1y5Ah6Ph2PHjpkcZzAY4OHhgYULFwIAiouLER8fD0dHR4hEInh5eWHBggWtjvPgwYMICQmBTCaDQqFASEgIjhw5wm1/umlpxYoVkMlkuHLlCsLCwiCRSODv74+jR4+anXv79u0YNGgQRCIRHBwcMHbsWBQUFHDbi4uLMWPGDDg4OEAsFuPVV1/FhQsXWh27sWno8OHDmDx5Muzs7BAXF8dt37ZtGwIDAyESieDq6oqkpCTodLoWz8kYw+effw4fHx/Y2tqiT58++PLLL032uX79OqZOnQp3d3dIJBL4+fnhiy++gMFgMNnv448/hre3N0QiEXr16oXo6Gjk5eVx2xsaGvCXv/wFnp6esLW1Rf/+/bFz585W3z8h3QU9kSGkgx06dAhvv/02EhISMHXqVJw/fx5Tp0412Sc/Px9vvvkm+vbti8bGRuzcuROvvvoqrly5Ah8fHwQGBmLw4MH45ptvEB0dzR33448/oqioCLNmzQIAvPnmm7hz5w7Wr18PR0dHFBYWtrrPx+3btzF58mRMmzYNa9euhcFgwOXLl/HgwYMWj9NqtZgxYwbmz5+PZcuWYe3atYiNjUVBQQF69uwJAPjss8+wePFizJo1C2vWrIFWq8Xx48dRXl4OT09PPHjwAGFhYZDJZNiwYQPs7e2xYcMGREZG4ubNm+jVq1er3+85c+ZgxowZmDt3LmxsHn93W7duHRYvXowFCxbgiy++wLVr15CUlAS9Xo+PP/642XMlJiYiNTUVSUlJGDx4MLKysrBkyRKIxWK88847AICSkhL4+vpi+vTpkMvluHTpEpKTk1FTU4Ply5cDeJzELVu2DCtXrsTQoUNRWVmJU6dOoaqqirtWfHw8Tp8+jeTkZPTv3x9HjhzBjBkzoFQqMWbMmFbfPyFdHiOEdKjBgwezESNGmJR9+OGHDABLS0sz21+v1zOtVst8fX3Zhx9+yJWnpqYykUjE7t+/z5XFxcWxwYMHc6+lUilbv359u+L87rvvGABWVVXV7D7h4eFs3Lhx3Ovk5GQGgB0+fJgru3nzJgPAvv32W8YYYw8fPmQSiYS9/fbbzZ53+fLlzN7enpWVlXFl9fX1zM3NjS1atKhV8Z84cYIBYO+++65JeVVVFZPJZCbvJWOMbdq0iYnFYqbRaEyOz87OZowxduvWLcbj8djmzZtNjlu0aBFzcnJier3eLAaDwcC0Wi1bs2YNc3Z25srnzZvHgoODm439+PHjDAA7evSoSXlcXBwLDQ1txd0T0n1Q0xIhHUiv1+PChQuYNGmSSfnkyZNNXl+7dg2TJk2Co6Mj+Hw+BAIBcnNzcePGDW6fqVOnQiAQcM0NFRUVOHjwIPc0BgCCg4Px+eef46uvvjJrvvo9gYGB4PP5eP311/Gf//wHlZWVrTrOxsbG5CmRt7c3hEIhiouLAQBnzpxBbW2tSZxP+/HHHxEREQGVSgWdTgedTgc+n48RI0YgOzu7TfcxduxYk9dZWVmorq5GXFwcd26dTofIyEjU1dXh119/bfI8xma82NhYk+OioqJQWlqKoqIiAEB9fT2Sk5Ph7e0NW1tbCAQCJCUl4e7du6iurgbw+N/ll19+wcKFC3H69GlotVqz+1epVIiMjDS71i+//AK9Xt+m94CQrowSGUI6UHl5OXQ6nVnTiKOjI/fzo0ePMGrUKBQUFGDdunU4deoUsrOzERQUhPr6em4/qVSKadOm4ZtvvgEApKeno0ePHibNVHv27EFUVBSSkpLQr18/vPTSS9i/f3+rYvXx8cGhQ4dQWVmJSZMmQa1W449//CMKCwtbPE4sFkMoFJqUCQQCLvaKigoAgIuLS7Pn0Gg0OHDgAAQCgcl/u3bt4hKG1nr6vdZoNAAeJxNPnrt///4A0Oz5NRoNGGNwcHAwOS4mJsbkuCVLluCzzz7D7NmzceTIEWRnZ+Ovf/0rAHDvQUJCAr788kscPXoUI0aMgFqtRmJiIurq6rhr3b9/3+z+33nnHeh0Oty9e7dN7wEhXRn1kSGkA6nVavTo0QP37t0zKS8rK+N+PnPmDIqLi3Ho0CEEBQVx5ZWVlXBzczM5bvbs2diyZQsuXbqEtLQ0xMXFQS6Xc9udnZ2xdetWpKam4sKFC1i9ejWmTJmC3Nxc9OnT53fjjYmJQUxMDKqqqvDDDz9gwYIFmDlzJjIyMtr7FnD9ZO7cuWN2P0YqlQoxMTFYtWqV2TZbW9s2XY/H45mdGwD2798Pd3d3s/29vLyajYnH4+H06dNmiRoA+Pr6AgC+++47zJkzB0uWLOG2HT582GRfGxsbJCYmIjExESUlJdi9ezeWLl0KBwcHLFu2DCqVCmq12qRj9ZPa0keIkK6OEhlCOhCfz0dwcDD+9a9/mYwe2rt3L/ez8Vv5k38ss7KykJ+fjwEDBpicLyQkBAMHDkRiYiIuX76MjRs3NnldGxsbhIaGYvXq1Th48CBu3brVqkTGyM7ODvHx8Th79ix27drV6uOaMnToUEgkEqSlpeGVV15pcp/o6Gikp6ejf//+kEqlz3S9pw0bNgwSiQTFxcVmTXwtiYqKAvD4idJrr73W7H51dXUm/3Z6vR67d+9udn9XV1f8+c9/xs6dO3Ht2jUAj+//008/hVAoRGBgYKtjJKQ7okSGkA6WlJSECRMmYObMmdyopSeH1Q4ZMgQymQzz5s3D0qVLUVJSghUrVsDV1bXJ882ePRvz5s2Dj48PwsLCuPLKykqMHj0ab7zxBnx9faHVarF+/XooFAoEBwf/bpybN29GVlYWxowZA2dnZ+Tl5SE9PR2jRo16pvu3t7dHcnIylixZAr1ej4kTJ8JgMODEiROYNm0aQkJCsHDhQuzYsQPh4eFITEyEh4cHysvLcfbsWbi4uLRpCHlT11+5ciUWL16M4uJiREREwMbGBr/99hv+/e9/Y9++fZBIJGbH+fj4YN68eXjjjTewaNEiDB48GFqtFjdu3MCJEydw4MABAMAf/vAHpKSkwM/PD2q1Gps2bUJDQ4PJuebMmQOlUokhQ4ZAqVQiMzMTly9fxrvvvsud47XXXkNMTAwWL16MwMBA1NTU4OrVq7h16xZSU1Pbff+EdDmW7m1MSHf09ddfM3d3dyYSiVh4eDjLysoyGbX0/fffswEDBjCRSMQCAwPZkSNHzEYIGd25c4cBYJ988olJeX19PXvrrbeYr68vE4vFTKVSsVGjRrFz5861KsasrCw2btw45uzszIRCIfPw8GCJiYkmo5iaGrUklUrNziWVSllycrJJ2datW79WUu8AAAG7SURBVFlAQAATCoWsZ8+ebPz48aygoIDbfvfuXTZr1izu+m5ubmzy5MksMzOzVfE/Peroabt27WKhoaFMLBYzOzs7NmjQILZs2TKm1WqbPd5gMLANGzYwf39/JhQKmVKpZEOGDGHr1q3j9iktLWUTJ05kcrmcOTo6siVLlrCUlBQGgJWXlzPGGNu2bRsbPnw4U6lUTCQSMT8/P7PRZQ0NDexvf/sb69evHxMKhUytVrOIiAi2ffv2Vt0/Id0FjzHGLJpJEUKeydatWzFnzhwUFRXBycnJ0uEQQkiHoqYlQqxUfn4+bt68iVWrVmHKlCmUxBBCuiV6IkOIlUpISMDOnTsxbNgw7Nmzx2QId2u0NB0/j8fr1ItBMsZanEvFxsaGm8WXENK1USJDSDf19LDkJ3l6eiI/P7/jgmmjbdu2YebMmc1uT05OxooVKzouIEKIxVAiQ0g31dKaS7a2tggICOjAaNqmoqLCZIHFp7m4uLQ44R4hpOugRIYQQgghVosakQkhhBBitSiRIYQQQojVokSGEEIIIVaLEhlCCCGEWC1KZAghhBBitSiRIYQQQojVokSGEEIIIVbr/wAU28Lj81BZWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8746420756337)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggplot(pop_rel[pop_rel['days_since_release'] < 10], aes('days_since_release', 'value', group = 'spyid')) + geom_line(alpha=0.3))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8746421208552)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pop, aes('as_of', 'value')) + geom_point(alpha = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 142'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/positions/position.py:188: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  intervals = data[xminmax].drop_duplicates().as_matrix().flatten()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223363290487498822)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pop, aes('as_of')) + geom_histogram()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    " streams = pd.read_feather('../data/raw_stream.feather')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "spyid              object\n",
       "as_of      datetime64[ns]\n",
       "streams             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "streams.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2766"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(streams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8746401329486)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(streams, aes('as_of', 'streams')) + geom_point(alpha = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 27'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/positions/position.py:188: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  intervals = data[xminmax].drop_duplicates().as_matrix().flatten()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (8746369079749)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(streams, aes('as_of')) + geom_histogram()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore pop in the beginning of the series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 17'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4388: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  object.__getattribute__(self, name)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/pandas/core/generic.py:4389: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
      "  return object.__setattr__(self, name, value)\n",
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/positions/position.py:188: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  intervals = data[xminmax].drop_duplicates().as_matrix().flatten()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363290453441960)>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 21'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n"
     ]
    },
    {
     "data": {
      "image/png": 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83icAAKbjTA4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRgn1dgC+EhoYqLCzM12XUWlRUlK9LqJPg4OCAq7k2bDabJMnhcMiyLB9X430mjhtjFpgYt8Djr2PWLENOeXm5ysvLfV1GrRUWFvq6hDqJiooKuJprIygoSKGhoSoqKpLL5fJ1OV5n4rgxZoGJcQs8TTVmdT1BwXQVAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEjBvi5AkhYsWKC//e1vKikpUVRUlAYOHKhRo0ZJkvLy8jR//nwdOHBA8fHxGj9+vLp06eLedsOGDVqzZo1KSkqUnJyszMxMRUZG+mpXAACAn/CLMzm33nqrsrOz9cYbb2jWrFnatm2btm/frtOnT2vGjBnq2bOnVq1apeHDh2vmzJk6deqUJGnnzp1avXq1pk6dqmXLlqmiokLZ2dk+3hsAAOAP/CLkJCQkKCwszP3aZrPp0KFD2r17t8rKyjRs2DCFhIQoNTVVcXFxysnJkSRt2bJF6enpSkpKUmRkpEaPHq3t27errKzMV7sCAAD8hF9MV0nSa6+9pg0bNqisrEytW7dWamqqcnJy5HQ6Zbf/fxZLTExUfn6+pDNTWcnJye5lTqdTlZWVOnTokBITE93tBQUFKigocL+22+2KjY1tgr3yjqCgIF+XUCc2my3gaq6Nqn0ycd8kM8eNMQtMjFvg8dcx85uQM3bsWN13333av3+/PvvsMzkcDpWUlMjhcHis53A4VFxcLEkqLS31WG6z2RQZGamSkhKPbdauXaulS5e6X2dkZCgzM7MR98a7WrZs6esS6iw0NNTXJTSa6OhoX5fQaEwdN8YsMDFugcffxsxvQo50JqRcccUV+uKLL7Rq1SrFxMS4A02V4uJiRURESJLCw8PPu7zK8OHDlZKS4n5tt9t14sSJRtoL7wukWqUzQbSoqMjXZXhdUFCQoqOjdfLkSblcLl+X43UmjhtjFpgYt8DTVGNW1z/6/SrkVKmsrNThw4d17bXX6u2331ZlZaV7yio3N1c333yzpDPTU7m5ue4Ak5eXJ7vdrrZt23r0FxMTo5iYGPfrgoKCgDpwAqlWSbIsK+BqrguXy2Xk/pk8boxZYGLcAo+/jZnPLzwuKirShx9+qOLiYlVWVuqbb77RX/7yF11zzTXq2rWrQkJCtG7dOlVUVGjbtm06cuSIevbsKUlKS0vT5s2blZubq+LiYq1YsUJ9+vTxuIgZAAA0Tz4/k2Oz2bR582YtWbJElZWVatWqlW6//XYNHjxYNptNWVlZWrBggVauXKm4uDg99dRTioqKkiR1795dd955p6ZPn67i4mIlJydr3LhxPt4jAADgD3weciIjIzVjxoxzLm/fvr3mzJlzzuVDhgzRkCFDGqM0AAAQwHw+XQUAANAYCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMFOzrAgBc2MSJE73e57x587zeJwD4E87kAAAAIxFyAACAkQg5AADASIQcAABgJC48BuBVXCQNwF8QcoBmqjHCCAD4E6arAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIzfJrHUJDQxUWFubrMmotKirK1yXUSXBwcMDVXBs2m02S5HA4ZFlWjevcf//9TVlSs1Hfn6fajFkga87HWiAzcdz8dcyaZcgpLy9XeXm5r8uotcLCQl+XUCdRUVEBV3NtBAUFKTQ0VEVFRXK5XL4up1mp78+T6WPGsRaYTBy3phqzup6gYLoKAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADBSvUJOWlqa9u7dW+Oyffv2KS0trUFFAQAANFS9Qs7WrVt18uTJGpedPHlSH330UYOKAgAAaKh6T1fZbLYa23NyctS6det6FwQAAOANwbVdcdasWZo1a5akMwEnNTVVdrtnRiorK9Pp06c1YcIE71YJAABQR7UOOb169dKjjz4qy7L0zDPP6O6771a7du081gkNDVWnTp00dOhQrxcKAABQF7UOOSkpKUpJSZF05kzOQw89pLZt2zZaYQAAAA1R65BztqefftprBVRUVGjx4sXatWuXCgsLFRMTo5EjR6p///6SpLy8PM2fP18HDhxQfHy8xo8fry5duri337Bhg9asWaOSkhIlJycrMzNTkZGRXqsPAAAEpnpdeFxZWaklS5Zo4MCB6ty5s5KSkjz+dejQodZ9uVwutWrVSjNmzNCqVav07//+71q8eLH27t2r06dPa8aMGerZs6dWrVql4cOHa+bMmTp16pQkaefOnVq9erWmTp2qZcuWqaKiQtnZ2fXZJQAAYJh6ncmZNGmSXnjhBfXu3Vt9+/ZVaGhovQsIDw/X6NGj3a87d+6sTp06ac+ePSopKVFZWZmGDRsmu92u1NRUrV+/Xjk5ORo4cKC2bNmi9PR0JSUlSZJGjx6tRx99VBMmTFBYWFi9awIAAIGvXiFnxYoVmjZtmqZOnertelRaWqr9+/dr6NChys/Pl9Pp9LiLKzExUfn5+ZLOTGUlJye7lzmdTlVWVurQoUNKTEx0txcUFKigoMD92m63KzY21uu1N5agoCBfl1AnNpst4Gqujap9MnHf/F19P3PTx4xjLTCZOG7+Omb1CjmlpaXq3bu3t2uRZVl66aWXdMUVV6h79+7at2+fHA6HxzoOh0PFxcXuOs5ebrPZFBkZqZKSEo9t1q5dq6VLl7pfZ2RkKDMz0+v1N5aWLVv6uoQ6a8jZPX8XHR3t6xKanYYeAyaPGcdaYDJ13PxtzOoVckaPHq133nlH6enpXivEsiwtWrRIP//8s5555hnZbDZFRES4A02V4uJiRURESDoz1XW+5VWGDx/uvjNMOnMm58SJE16rvbEFUq3SmSBaVFTk6zK8LigoSNHR0Tp58qRcLpevy2lW6nsMmD5mHGuBycRxa6oxq+sfPPUKOT169FBWVpaOHj2qG2+8URdffHG1de64445a92dZlhYvXqzvv/9ezz77rMLDwyVJCQkJevvtt1VZWemessrNzdXNN98s6cz0VG5urjvA5OXlyW63V7u1PSYmRjExMe7XBQUFAXXgBFKt0pnxDLSa68Llchm9f/6ooZ+3qWPGsRaYTB43fxuzeoWcMWPGSDoTKt54441qy202W512Mjs7W99++61mzJjhcft3165dFRISonXr1mno0KHKycnRkSNH1LNnT0lnvij0xRdfVEpKiuLi4rRixQr16dOHi44BAED9Qk5ubq7XCvjpp5/03nvvKSQkRA888IC7fcSIERo1apSysrK0YMECrVy5UnFxcXrqqacUFRUlSerevbvuvPNOTZ8+XcXFxUpOTta4ceO8VhsAAAhc9Qo5TqfTawW0bt1a69evP+fy9u3ba86cOedcPmTIEA0ZMsRr9QAAADPUK+RU3cJ9PgkJCfXpGgAAwCvqFXLat28vm8123nX86cIjAADQ/NQr5Lz11lvV2o4fP64PPvhAf/3rXzVz5swGFwYAANAQ9Qo5w4cPr7H9oYce0u9+9zvt2LHD46saAAAAmlq9vqDzfAYPHqzVq1d7u1sAAIA68XrIycnJcT/MDwAAwFfqNV01ceLEam3l5eXas2ePtm/frscee6zBhQEAADREvULOO++8U60tPDxc7dq106JFi/Tggw82uDAAAICG8PkTjwEAABpDg6/JsSxLhYWFsizLG/UAAAB4Rb1DzrZt25SWlqaIiAhdfPHFioiIUHp6uj7++GNv1gcAAFAv9Zqu+u///m8NGjRIHTt21OTJkxUfH6/Dhw9rzZo1Sk9P13vvvacBAwZ4u1YAAIBaq1fIycrK0qBBg7Ru3TqPr3d4+umndfvttysrK4uQAwAAfKpe01W7d+/W+PHjq31/lc1m0/jx4/XVV195pTgAAID6qlfIadGihQ4ePFjjsh9//FEtWrRoUFEAAAANVa+Qc+utt+rJJ5/Uxo0bPdo/+OADTZkyRbfddptXigMAAKivel2T8/zzz2v37t265ZZbFB0drbi4OB09elSFhYX69a9/reeff97bdQIAANRJvUJOy5Yt9cknn2jDhg3avn27Tpw4oVatWqlPnz4aPHiw7HavfyUWAABAndQr5GzevFn5+fm6//77deutt3ose/XVV+V0OpWamuqVAgEAAOqjXqdcsrKydPTo0RqXHTt2TFlZWQ0qCgAAoKHqFXK+/vprXXfddTUuu/baa/X11183qCgAAICGqlfIsdls+uc//1njshMnTsjlcjWoKAAAgIaqV8i54YYbtHDhwmpfymlZlhYtWqQbbrjBK8UBAADUV70uPJ4+fbpSU1PVrVs3ZWRkqE2bNjp06JBef/117du3T1u3bvVymQAAAHVTr5DTs2dPbd68WU888YQmTZqkyspK2e12d3uPHj28XWezNnHiRK/3OW/ePK/3CQCAP6lXyJGk3r17a8eOHSopKdGJEyd08cUXKzIy0pu1AQAA1Fu9Q06ViIgIRUREeKMWAAAAr+HRxAAAwEiEHAAAYCRCDgAAMBIhBwAAGKnBFx4DQGNrjMcoSDxKATAdZ3IAAICROJMDoNniQZuA2TiTAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASM3y7qrQ0FCFhYX5ugyfioqKarS+g4ODG7V/X7HZbJIkh8Mhy7J8XA38VVP+7HOsBSYTx81fx6xZhpzy8nKVl5f7ugyfKiwsbLS+o6KiGrV/XwkKClJoaKiKiorkcrl8XQ78VFP+7HOsBSYTx62pxqyuJyiYrgIAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIzXLr3UAgMYyceLERul33rx5jdIvYDLO5AAAACNxJqeZ4q9NAIDpOJMDAACMRMgBAABGIuQAAAAjEXIAAICRuPAYXtUYFzRzMTMAoD44kwMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAI/HdVWi2GuN7tgAA/oMzOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkXz+MMANGzZoy5YtOnDggHr27KnHH3/cvSwvL0/z58/XgQMHFB8fr/Hjx6tLly4e265Zs0YlJSVKTk5WZmamIiMjfbEbaEQ8tA8AUB8+P5PTqlUrjRo1SgMHDvRoP336tGbMmKGePXtq1apVGj58uGbOnKlTp05Jknbu3KnVq1dr6tSpWrZsmSoqKpSdne2LXQAAAH7I5yGnV69e6tGjh6Kjoz3ad+/erbKyMg0tjIaDAAARVUlEQVQbNkwhISFKTU1VXFyccnJyJElbtmxRenq6kpKSFBkZqdGjR2v79u0qKyvzxW4AAAA/4/OQcy75+flyOp2y2/+/xMTEROXn50s6M5WVmJjoXuZ0OlVZWalDhw41ea0AAMD/+PyanHMpKSmRw+HwaHM4HCouLpYklZaWeiy32WyKjIxUSUlJtb4KCgpUUFDgfm232xUbG9tIlQOA9wUFBVVrs9lsNbYHuqp9MnHfJDPHzV/HzG9DTkREhDvQVCkuLlZERIQkKTw8/LzLz7Z27VotXbrU/TojI0OZmZmNUDUANI6WLVvW2B4aGtrElTSdf72MwSSmjpu/jZnfhpyEhAS9/fbbqqysdE9Z5ebm6uabb5Z0ZnoqNzdXKSkpks5MX9ntdrVt27ZaX8OHD3evJ505k3PixIkm2AsA8I6afmc5HA4VFRX5oJrGFRQUpOjoaJ08eVIul8vX5XidiePWVGN2rrB/Lj4POS6XSy6XS5WVlaqsrFR5ebnsdru6du2qkJAQrVu3TkOHDlVOTo6OHDminj17SpLS0tL04osvKiUlRXFxcVqxYoX69OmjsLCwau8RExOjmJgY9+uCggIjDxwA5qrpd5ZlWUb/Lqv6/4NpTB43fxszn4ecN954Q6tXr3a/3rFjh9LS0vTb3/5WWVlZWrBggVauXKm4uDg99dRTioqKkiR1795dd955p6ZPn67i4mIlJydr3LhxvtoNAADgZ2yWZVm+LqKpnX0Rsrfx4DoAjWHevHnV2qKiolRYWOiDahpXUFCQWrZsqRMnTvjVWQFvMXHcmmrMzp6VqQ2/vYUcAACgIQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgpGBfFwAAuLCJEyd6vc958+Z5vU/AnxByAKCZaozgJBGe4D+YrgIAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkZrld1eFhoYqLCzM12UAgJGioqIatL3NZpMkORwOWZbljZL8SnBwcIM/I3/jr2PWLENOeXm5ysvLfV0GABipsLCwQdsHBQUpNDRURUVFcrlcXqrKf0RFRTX4M/I3TTVmdT1BwXQVAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARgr2dQEAALNMnDjR633OmzfP633CfJzJAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMxMMAAQB+rzEeMCjxkEHTcSYHAAAYiZADAACMRMgBAABGIuQAAAAjceExAKDZ4hvTzcaZHAAAYCRCDgAAMBIhBwAAGCngr8k5deqUFi5cqC+//FIREREaNWqUBg0a5OuyAACAjwV8yMnOzpbL5dKyZct0+PBhTZ06Ve3atVO3bt18XRoAAPChgA45paWl2rFjh+bOnavIyEh16NBBaWlp2rRpEyEHAOAT3LHlPwI65Bw8eFCSlJCQ4G5LSkrSunXrPNYrKChQQUGB+7XdbldsbGzTFAkAQAM11nd3NYaFCxf6ugS3gA45paWlioiI8GhzOBwqKSnxaFu7dq2WLl3qfp2RkaHMzMxGqWnlypWN0i8AAKibgA454eHh1QJNUVFRteAzfPhwpaSkuF/b7XadOHGiSWqsSVBQkKKjo3Xy5Em5XC6f1dFYHA6HioqKfF2G1zFugYcxC0yMW+BpqjFr2bJlndYP6JBz6aWXSpJ++OEHXXbZZZKk3NxcOZ1Oj/ViYmIUExPjfl1QUOAXB47L5fKLOrzNsiwj96sK4xZ4GLPAxLgFHn8bs4B+Tk54eLh69+6tFStWqLi4WLm5udq8ebPS09N9XRoAAPCxgD6TI0njxo3TggULlJGRocjISI0ePVq/+tWvfF0WAADwsYAPOS1atNCTTz7p6zIAAICfCejpKgAAgHMh5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkWyWZVm+LqK5KSgo0Nq1azV8+HDFxMT4uhzUEuMWeBizwMS4BR5/HTPO5PhAQUGBli5dqoKCAl+Xgjpg3AIPYxaYGLfA469jRsgBAABGIuQAAAAjBU2bNm2ar4tojiIiInTdddcpMjLS16WgDhi3wMOYBSbGLfD445hx4TEAADAS01UAAMBIhBwAAGAkQg4AADBSsK8LaG5OnTqlhQsX6ssvv1RERIRGjRqlQYMG+bosnKWiokKLFy/Wrl27VFhYqJiYGI0cOVL9+/eXJD344IP65ZdfZLef+RshNjZWCxcu9GHFkKS5c+fqo48+UnDw//9aW7hwoWJjYyVJx44d0/z587Vnzx61bNlSGRkZ6tWrl6/KhaRRo0Z5vC4vL9d1112nrKwsSRxr/mLDhg3asmWLDhw4oJ49e+rxxx93L8vLy9P8+fN14MABxcfHa/z48erSpYvHtmvWrFFJSYmSk5OVmZnZpBcmE3KaWHZ2tlwul5YtW6bDhw9r6tSpateunbp16+br0vB/XC6XWrVqpRkzZqh169bau3evnnnmGcXHx+uqq66SJE2ePFnJyck+rhT/6rbbbtPYsWNrXDZnzhwlJSVpypQp+uabbzR79mw5nU5deumlTVwlqrz55pvu/3a5XPrNb36j3r17e6zDseZ7rVq10qhRo/T3v/9dhYWF7vbTp09rxowZuvnmmzVr1ixt375dM2fO1JIlS9SiRQvt3LlTq1evdv/+/OMf/6js7Gz97ne/a7Lama5qQqWlpdqxY4fuvfdeRUZGqkOHDkpLS9OmTZt8XRrOEh4ertGjRys+Pl52u12dO3dWp06dtGfPHl+Xhno6dOiQ/vGPf2j06NEKCwtT9+7ddc011+jDDz/0dWn4P19++aVKS0s5u+aHevXqpR49eig6Otqjfffu3SorK9OwYcMUEhKi1NRUxcXFKScnR5K0ZcsWpaenKykpSZGRkRo9erS2b9+usrKyJqudMzlN6ODBg5KkhIQEd1tSUpLWrVvnq5JQC6Wlpdq/f7+GDh3qbps7d64sy1JCQoLuvfdede7c2YcVosrGjRu1ceNGxcTEaOjQobrxxhslnTmlHhsbqxYtWrjXTUxM1Pfff++rUvEvNm/erL59+yosLMyjnWPNf+Xn58vpdLqnE6Uzx1V+fr6kM8fd2WfhnE6nKisrdejQISUmJjZJjYScJlRaWqqIiAiPNofDoZKSEh9VhAuxLEsvvfSSrrjiCnXv3l2S9Pvf/14dOnSQdOYX8/Tp0zV//ny1bt3al6U2e0OHDtUDDzwgh8Phno5yOBzq1auXSktL5XA4PNZv0aIFx56fOHnypD7//HPNmjXLo51jzb+VlJRUO64cDoeKi4slqdpxZ7PZFBkZ2aTHHdNVTSg8PLza4BYVFVULPvAPlmVp0aJF+vnnn/XEE0/IZrNJkjp37qywsDCFhYVp0KBBSkpK0hdffOHjatGhQwdFR0crKChIXbt21eDBg7Vjxw5JZ469ql+8VTj2/MfWrVvVpk0bXXnllR7tHGv+LSIiotpxVVxc7D6uajruzl7eFAg5TajqAscffvjB3Zabmyun0+mrknAOlmVp8eLF+v777zVt2jSFh4efc1273S4eHO5/bDabe1ycTqd++uknFRUVuZfn5uZ6TB3DdzZv3qwBAwZccD2ONf+SkJCgvLw8VVZWutvOPq6cTqdyc3Pdy/Ly8mS329W2bdsmq5GQ04TCw8PVu3dvrVixQsXFxcrNzdXmzZuVnp7u69LwL7Kzs/Xtt99q+vTpHrc7Hjt2TF9//bUqKipUUVGhjRs36h//+Id7Kgu+s337dhUXF6uyslLffPON3n33XfXo0UOS1LZtW11++eVauXKlysrKtGvXLu3cuVOpqak+rhrfffed8vPz3Y9oqMKx5j9cLpfKy8tVWVmpyspKlZeX6/Tp0+ratatCQkK0bt06VVRUaNu2bTpy5Ih69uwpSUpLS9PmzZuVm5ur4uJirVixQn369Kl23VVj4rurmtipU6e0YMECffnll4qMjOQ5OX7op59+0oMPPqiQkBAFBQW520eMGKEePXrohRde0OHDhxUcHKzLLrtM9957r7p27erDiiFJTz75pPuvypiYGA0ZMkS33HKLe/mxY8c0b94893Ny7r//fu7k8QPZ2dkqKCjQlClTPNrz8/M51vzEypUrtXr1ao+2tLQ0/fa3v9WBAwe0YMECHThwQHFxcRo/fryuvvpq93pVz8kpLi5WcnKyHnnkkSZ9Tg4hBwAAGInpKgAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAAHhwIEDstlsWrNmja9LARAgCDkAAMBIhBwAAGAkQg6ARvXqq68qODhYR48e9Wg/fvy4QkNDtWjRIn3yySe69dZb1bZtWzkcDl1zzTVavnz5Bfu22WyaM2eOR9ucOXNks9k82n755RdNmDBBbdq0UVhYmJKTk/XBBx80fOcA+DVCDoBGdccddygkJERvvfWWR/vatWtlWZZGjhypvLw89e7dW6+88oreeecdDR8+XL/5zW/0+uuvN/j9y8vLdeONN2rDhg2aOXOm1q9fr86dO2vw4MHavXt3g/sH4L+CfV0AALNFR0dr0KBBWrVqlTIzM93tq1atUnp6umJjY3XXXXe52y3LUr9+/fTjjz9q8eLFuu+++xr0/itWrNDf//537dq1S507d5Yk3XTTTdq3b5+effZZvfnmmw3qH4D/4kwOgEZ3991365NPPlF+fr4k6ciRI9q2bZvuueceSdKJEyc0ceJEOZ1OhYSEKCQkREuWLNG+ffsa/N4ffPCBunbtqo4dO+r06dPuf+np6frrX//a4P4B+C/O5ABodEOGDFFUVJRWr16tJ554Qm+88YZCQ0N1++23S5IyMjKUk5OjqVOnqkuXLoqOjtbLL7+sN954o8HvXVBQoJ07dyokJKTasqCgoAb3D8B/EXIANLrw8HDdfvvt7pCzevVqDR48WNHR0SotLdW7776rF154QY888oh7m8rKygv2GxYWpvLyco+248ePe7xu1aqVunXrpj/96U/e2RkAAYOQA6BJ3H333Xr99de1ceNGffrpp1q7dq0kqaysTC6XS6Ghoe51CwsLtX79+gv22a5dO+3Zs8ejbdOmTR6vBwwYoPfee09t27ZV27ZtvbAnAAIFIQdAkxgwYIBiY2P1wAMPuC9GlqSLLrpIv/71rzV79mzFxsYqODhYs2fP1kUXXaSffvrpvH2OGDFCc+fO1fXXX6+OHTvq9ddf15EjRzzWue+++5Sdna3+/fvrscceU8eOHfXLL79o586dKi8v16xZsxptnwH4FhceA2gSwcHBGjlypA4dOqRhw4YpPDzcvWzlypXq0KGDxo4dq4kTJ2rEiBG1uqvqD3/4g+655x5NmzZNY8aMUWJioscdXNKZKa0tW7ZoyJAhmjlzpgYOHKgJEybob3/7m/r06eP1/QTgP2yWZVm+LgIAAMDbOJMDAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACP9LxOuJkzkoPLvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8746404490237)>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 21'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363290485923780)>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 30'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ro8327dsrHXKMMeaFF14wSUlJJjg4uNz2lQk5H3zwgenfv79p2rSpiYyMNKGhocblcpnBgwebL774otz6/gw5xhizfft2M2zYMNOoUSMTEhJiLrvsMtO2bVszevRok5OT41nvQp4uvW7dOnP77bd7Hr7YpEkTM2TIELN7926f77OikLNz505z6623mujo6At6GGCZPXv2mHvuucdcdtllJiwszLRq1crMmzevwkcQVDbkGGPM+vXrTZcuXUxUVJSJiooyXbp0qfCpw+cKOUVFReYPf/iDueqqq0xoaKhJTEw0Dz/8sDly5EiF+zxy5Ih5+OGHTWJioudBmH/4wx+q/YgCoLr47ioAAGAl7skBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsFB7qAQMjNza3xfTocDkVERKigoEC2fpNGaGioioqKAl2GzzF2dRdjV7fZPn6MXeXFxsZWan1mcmqI0+lUZGSknE573/KwsLBAl+AXjF3dxdjVbbaPH2NXA3UEdO8AAAB+QsgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsFJwoAsALhbp6elV3nbWrFk+rAQALg7M5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWOmi/Ah5aGiowsLCanSfDodDkhQVFSVjTI3uu6YEBwcrOjo60GX4XG0YO3+/r4xd3WXr2En2jx9j538XZcgpKipSUVFRje4zKChIoaGhOnnypNxud43uu6ZER0crLy8v0GX4XG0YO3+/r4xd3WXr2En2jx9jV3mVnaDgchUAALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwUnCgCwBQe6Wnp1d521mzZvmwEgCoPGZyAACAlZjJAeAXzAIBCDRmcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWCg50AcXFxZo3b562bt2qvLw8xcbGasCAAerSpYskKTs7W7Nnz1ZWVpYSExM1fPhwXXfddZ7tV61apeXLl6ugoEBt27bVyJEjFRkZGaCjAQAAtUXAZ3LcbrcaNGigSZMmaenSpfqP//gPzZs3Tzt27FBJSYkmTZqk5ORkLV26VP369dPkyZN14sQJSdKWLVu0bNkyjRs3TgsWLFBxcbEyMjICfEQAAKA2CHjICQ8P15AhQ5SYmCin06mWLVvq2muv1fbt27Vt2zadOnVKffv2VUhIiLp27aqEhARt3rxZkrR+/Xp169ZNzZo1U2RkpIYMGaKNGzfq1KlTAT4qAAAQaAEPOT9XWFioXbt2yeVyKScnRy6XS07n/5eZlJSknJwcSacvZSUlJXmWuVwulZaW6sCBAzVeNwAAqF0Cfk/OmYwxeumll3TVVVepTZs22rlzp6KiorzWiYqKUn5+vqTTgejM5Q6HQ5GRkSooKPDaJjc3V7m5uZ7XTqdTcXFxfjyS8oKCgrz+tpHD4bDy+GrD2Pl737Vt7HxVS20YO3+rbWPnS7aPH2Pnf7Um5Bhj9PLLL+v777/X888/L4fDoYiICE+gKZOfn6+IiAhJpy91nWt5mRUrVmj+/Pme12lpaRo5cqSfjuTcYmJiArLfmhIaGhroEvwmkGNXv359v++jNo2dr4+X865us3n8GDv/qhUhxxijefPmac+ePZo4caLCw8MlSU2aNNHbb7+t0tJSzyWrzMxM3X777ZJOX57KzMxU586dJZ2+fOV0OtWwYUOv/vv16+dZRzo9k3Ps2LGaODSPoKAgxcTE6Pjx43K73TW675oSFRWlkydPBroMn6sNY+fvf6+1bex8dby1Yez8rbaNnS/ZPn6MXeVV9hegWhFyMjIy9O2332rSpEleH/9u1aqVQkJCtHLlSvXu3VubN2/WoUOHlJycLElKSUnRjBkz1LlzZyUkJGjx4sXq2LGjwsLCvPqPjY1VbGys53Vubm7AThi3223lySqdDqu2HpsU2LHz935r29j5uhbOu7rN1vFj7Pwv4CHnyJEjeu+99xQSEqIHHnjA096/f38NHDhQY8eO1Zw5c7RkyRIlJCTomWeeUXR0tCSpTZs2uvvuuzVhwgTl5+erbdu2euSRRwJ1KAAAoBYJeMiJj4/XO++8c9blTZs21bRp0866PDU1Vampqf4oDQAA1GEBDzkAzi89PT3QJQBAnVPrnpMDAADgC4QcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsFBzoAgDg59LT06u87axZs3xYCYC6jJkcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWCk40AUANS09Pb3K286aNcuHlQAA/ImZHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACw0kX5tQ6hoaEKCwur0X06HA5JUlRUlIwxNbrvmhIcHKzo6OhAl+FXth+fDc4cI867us328WPs/O+iDDlFRUUqKiqq0X0GBQUpNDRUJ0+elNvtrtF915To6Gjl5eUFugy/sv34bHDmGHHe1W22jx9jV3mVnaDgchUAALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJWqFHJSUlK0Y8eOCpft3LlTKSkp1SoKAACguqoUcjZs2KDjx49XuOz48eP65JNPqlUUAABAdVX5clXZ0wx/bvPmzYqPj69yQQAAAL5wwU88njJliqZMmSLpdMDp2rWrnE7vjHTq1CmVlJRoxIgRvq0SAACgki445LRv316PP/64jDF6/vnnNWjQIDVq1MhrndDQUF177bXq3bu3zwsFAACojAsOOZ07d1bnzp0lnZ7Jeeihh9SwYUO/FQYAAFAdVfqCzueee87XdQAAAPhUlUJOaWmpXn31VS1fvlz79u1TYWGh13KHw6Hdu3f7pECgNklPTw90CQCAC1SlkDNq1ChNnz5dHTp0UKdOnRQaGurrugAAAKqlSiFn8eLFGj9+vMaNG+fregAAAHyiSs/JKSwsVIcOHXxdCwAAgM9UKeQMGTJE7777rq9rAQAA8JkqXa5q166dxo4dq8OHD+vWW2/VpZdeWm6du+66q9rFAQAAVFWVQs7QoUMlSdnZ2XrjjTfKLXc4HHK73dWrDAAAoBqqFHIyMzN9XQcAAIBPVSnkuFwuX9cBAADgU1UKOTk5Oeddp0mTJlXpGgAAwCeqFHKaNm0qh8NxznW4JwcAAARSlULOW2+9Va7thx9+0Nq1a/W3v/1NkydPrnZhAAAA1VGlkNOvX78K2x966CH97ne/06ZNmzRkyJBqFQYAAFAdVXoY4Ln06tVLy5Yt83W3AAAAleLzkLN582aFh4f7ulsAAIBKqdLlqvT09HJtRUVF2r59uzZu3Kgnnnii2oUBAABUR5VCTkXfWxUeHq5GjRrp5Zdf1oMPPljtwgAAAKqDJx4DAAArVfueHGOM8vLyZIzxRT0AAAA+UeWQ8/HHHyslJUURERG69NJLFRERoW7duunTTz/1ZX0AAABVUqXLVR988IF69uypFi1aaPTo0UpMTNTBgwe1fPlydevWTe+99566d+/u61oBAAAuWJVCztixY9WzZ0+tXLnS6+sdnnvuOd15550aO3YsIQcAAARUlS5Xbdu2TcOHDy/3/VUOh0PDhw/XN99845PiAAAAqqpKIadevXrav39/hcv27dunevXqVasoAACA6qrS5ao+ffro6aefVqNGjdSjRw9P+9q1azVmzBjdcccdPisQACqjooeVXqhZs2bVuf0COLsqhZwXX3xR27Zt069//WvFxMQoISFBhw8fVl5enm688Ua9+OKLvq4TAACgUqoUcurXr6/PPvtMq1at0saNG3Xs2DE1aNBAHTt2VK9eveR0+vwrsQAAACqlSiFn3bp1ysnJ0f33368+ffp4LVu4cKFcLpe6du3qkwIBAACqokpTLmPHjtXhw4crXHb06FGNHTu2WkUBAABUV5Vmcv71r39p4sSJFS775S9/qcmTJ1erqIsVNy4CAOA7VZrJcTgc+umnnypcduzYMbnd7moVBQAAUF1VCjk333yz5s6dW+5LOY0xevnll3XzzTf7pDgAAICqqtLlqgkTJqhr165q3bq10tLSdPnll+vAgQNatGiRdu7cqQ0bNvi4TAAAgMqpUshJTk7WunXr9NRTT2nUqFEqLS2V0+n0tLdr187XdQIAAFRKlUKOJHXo0EGbNm1SQUGBjh07pksvvVSRkZG+rA0AAKDKqhxyykRERCgiIsIXtQAAAPgMjyYGAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACtV+2sdqmvVqlVav369srKylJycrCeffNKzLDs7W7Nnz1ZWVpYSExM1fPhwXXfddV7bLl++XAUFBWrbtq1GjhzJ92cBAABJtWAmp0GDBho4cKBuu+02r/aSkhJNmjRJycnJWrp0qfr166fJkyfrxIkTkqQtW7Zo2bJlGjdunBYsWKDi4mJlZGQE4hAAAEAtFPCZnPbt20uS9uzZo7y8PE/7tm3bdOrUKfXt21dOp1Ndu3bVO++8o82bN+u2227T+vXr1a1bNzVr1kySNGTIED3++OMaMWKEwsLCAnIsAOq29PT0QJcAwIcCHnLOJicnRy6XS07n/082JSUlKScnR9LpS1lt27b1LHO5XCotLdWBAweUlJTk1Vdubq5yc3M9r51Op+Li4vx8BN6CgoK8/vZX/4HkcDhqRR1AXVOd88bm887fPzcDjbHzv1obcgoKChQVFeXVFhUVpfz8fElSYWGh13KHw6HIyEgVFBSU62vFihWaP3++53VaWppGjhzpp8rPLSYmxi/91q9f3y/9VlZoaGigSwDqnOqev7afd/76uVkbMHb+VWtDTkREhCfQlMnPz1dERIQkKTw8/JzLz9SvXz917tzZ89rpdOrYsWN+qPrsgoKCFBMTo+PHj8vtdvu8/5o+nopERUXp5MmTgS4DqHOqc/7afN75++dmoDF2lVfZXwhqbchp0qSJ3n77bZWWlnouWWVmZur222+XdPryVGZmpie8ZGdny+l0qmHDhuX6io2NVWxsrOd1bm5uwE4Yt9vtl33Xhh8AxphaUQdQ11TnvLkYzjt//dwMNMbO/wL+6Sq3262ioiKVlpaqtLRURUVFKikpUatWrRQSEqKVK1equLhYH3/8sQ4dOqTk5GRJUkpKitatW6fMzEzl5+dr8eLF6tixIzcdAwAASbVgJueNN97QsmXLPK83bdqklJQUPfbYYxo7dqzmzJmjJUuWKCEhQc8884yio6MlSW3atNHdd9+tCRMmKD8/X23bttUjjzwSqMMAAAC1TMBDzuDBgzV48ODL/26PAAAQbUlEQVQKlzVt2lTTpk0767apqalKTU31V2kAAKAOC/jlKgAAAH8g5AAAACsF/HIV6rbqPCF21qxZPqwEAABvzOQAAAArEXIAAICVCDkAAMBK3JODOvnNy3WxZgBAzWImBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlfh0lSX4tBEAAN6YyQEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKwYEuABev9PT0QJcAALAYMzkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArMS3kANAgKWnp1d52wULFviwEsAuzOQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQcAAFiJkAMAAKzEc3IAoA67//77q7ztrFmzfFgJUPswkwMAAKxEyAEAAFYi5AAAACsRcgAAgJUuyhuPQ0NDFRYWVqP7dDgckqSoqCgZY2p03wBQkejo6ECXcE62/9wMDg6u9WNQVbVl7C7KkFNUVKSioqIa3WdQUJBCQ0N18uRJud3uGt03AFQkLy8v0CWck+0/N6Ojo2v9GFSVv8aushMUXK4CAABWIuQAAAArEXIAAICVCDkAAMBKF+WNxwAAKT09vcrb8pUQqAuYyQEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWCg50AQCAuic9Pb3K286aNcuHlQBnx0wOAACwEiEHAABYiZADAACsRMgBAABW4sZjAECN4qZl1BRmcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEl/Q6WPV+eI5AADgO8zkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABYiZADAACsRMgBAABWIuQAAAAr8cRjAECdUZ2nys+aNcuHlaAuYCYHAABYiZADAACsRMgBAABWIuQAAAArEXIAAICV+HQVAOCiwCezLj7M5AAAACsRcgAAgJW4XAUAwHlwqatuqvMh58SJE5o7d66++uorRUREaODAgerZs2egywIAAAFW50NORkaG3G63FixYoIMHD2rcuHFq1KiRWrduHejSAABAANXpkFNYWKhNmzZp5syZioyMVPPmzZWSkqIPP/yQkAMAqPO4TFY9dTrk7N+/X5LUpEkTT1uzZs20cuVKr/Vyc3OVm5vree10OhUXF1czRQIALmrVCSp1cb9z585VUFCQJHn+DpQ6HXIKCwsVERHh1RYVFaWCggKvthUrVmj+/Pme12lpaRo5cqRfalqyZIlf+gUAoK6JiYkJ6P7rdMgJDw8vF2hOnjxZLvj069dPnTt39rx2Op06duxYjdRYJigoSDExMTp+/LjcbneN7rumREVF6eTJk4Euw+cYu7qLsavbbB8/xq7y6tevX6n163TIueKKKyRJe/fuVePGjSVJmZmZcrlcXuvFxsYqNjbW8zo3NzdgJ4zb7bbyZJUkY4y1xyYxdnUZY1e32Tp+jJ3/1emHAYaHh6tDhw5avHix8vPzlZmZqXXr1qlbt26BLg0AAARYnZ7JkaRHHnlEc+bMUVpamiIjIzVkyBBdf/31gS4LAAAEWJ0POfXq1dPTTz8d6DIAAEAtU6cvVwEAAJwNIQcAAFiJkAMAAKxEyAEAAFYi5AAAACsRcgAAgJUIOQAAwEqEHAAAYCVCDgAAsBIhBwAAWImQAwAArOQwxphAF3ExyM3N1YoVK9SvXz/FxsYGuhxUAmNXdzF2dRvjV3fVlrFjJqeG5Obmav78+crNzQ10Kagkxq7uYuzqNsav7qotY0fIAQAAViLkAAAAKwWNHz9+fKCLuFhEREToV7/6lSIjIwNdCiqJsau7GLu6jfGru2rD2HHjMQAAsBKXqwAAgJUIOQAAwEqEHAAAYKXgQBdwMThx4oTmzp2rr776ShERERo4cKB69uwZ6LLwM8XFxZo3b562bt2qvLw8xcbGasCAAerSpYsk6cEHH9SPP/4op/P07wZxcXGaO3duACvGmWbOnKlPPvlEwcH//2Nt7ty5iouLkyQdPXpUs2fP1vbt21W/fn2lpaWpffv2gSoXZxg4cKDX66KiIv3qV7/S2LFjJXHu1TarVq3S+vXrlZWVpeTkZD355JOeZdnZ2Zo9e7aysrKUmJio4cOH67rrrvPadvny5SooKFDbtm01cuRIv96YTMipARkZGXK73VqwYIEOHjyocePGqVGjRmrdunWgS8MZ3G63GjRooEmTJik+Pl47duzQ888/r8TERF1zzTWSpNGjR6tt27YBrhRnc8cdd2jYsGEVLps2bZqaNWumMWPG6N///remTp0ql8ulK664ooarxM+9+eabnv92u936zW9+ow4dOnitw7lXezRo0EADBw7U119/rby8PE97SUmJJk2apNtvv11TpkzRxo0bNXnyZL3yyiuqV6+etmzZomXLlnl+rv7xj39URkaGfve73/mtVi5X+VlhYaE2bdqke++9V5GRkWrevLlSUlL04YcfBro0/Ex4eLiGDBmixMREOZ1OtWzZUtdee622b98e6NJQTQcOHNB3332nIUOGKCwsTG3atNENN9ygjz76KNCl4We++uorFRYWMstWi7Vv317t2rVTTEyMV/u2bdt06tQp9e3bVyEhIeratasSEhK0efNmSdL69evVrVs3NWvWTJGRkRoyZIg2btyoU6dO+a1WZnL8bP/+/ZKkJk2aeNqaNWumlStXBqokXKDCwkLt2rVLvXv39rTNnDlTxhg1adJE9957r1q2bBnACvFza9as0Zo1axQbG6vevXvr1ltvlXR6Cj0uLk716tXzrJuUlKQ9e/YEqlScxbp169SpUyeFhYV5tXPu1X45OTlyuVyey4rS6fMsJydH0unz8MzZOJfLpdLSUh04cEBJSUl+qYmQ42eFhYWKiIjwaouKilJBQUGAKsKFMMbopZde0lVXXaU2bdpIkn7/+9+refPmkk7/IJ4wYYJmz56t+Pj4QJaK/9O7d2898MADioqK8lyOioqKUvv27VVYWKioqCiv9evVq8d5WMscP35cX375paZMmeLVzrlXNxQUFJQ7z6KiopSfny9J5c5Dh8OhyMhIv56HXK7ys/Dw8HIDePLkyXLBB7WHMUYvv/yyvv/+ez311FNyOBySpJYtWyosLExhYWHq2bOnmjVrpn/84x8BrhZlmjdvrpiYGAUFBalVq1bq1auXNm3aJOn0eVj2g7YM52Hts2HDBl1++eW6+uqrvdo59+qGiIiIcudZfn6+5zyr6Dw8c7k/EHL8rOymxr1793raMjMz5XK5AlUSzsEYo3nz5mnPnj0aP368wsPDz7qu0+kUDwyvvRwOh2d8XC6Xjhw5opMnT3qWZ2Zmel1GRuCtW7dO3bt3P+96nHu1U5MmTZSdna3S0lJP25nnmcvlUmZmpmdZdna2nE6nGjZs6LeaCDl+Fh4erg4dOmjx4sXKz89XZmam1q1bp27dugW6NFQgIyND3377rSZMmOD1scajR4/qX//6l4qLi1VcXKw1a9bou+++81zKQuBt3LhR+fn5Ki0t1b///W+tXr1a7dq1kyQ1bNhQV155pZYsWaJTp05p69at2rJli7p27RrgqlFm9+7dysnJ8TyyoQznXu3jdrtVVFSk0tJSlZaWqqioSCUlJWrVqpVCQkK0cuVKFRcX6+OPP9ahQ4eUnJwsSUpJSdG6deuUmZmp/Px8LV68WB07dix3/5Uv8d1VNeDEiROaM2eOvvrqK0VGRvKcnFrqyJEjevDBBxUSEqKgoCBPe//+/dWuXTtNnz5dBw8eVHBwsBo3bqx7771XrVq1CmDFONPTTz/t+S0yNjZWqamp+vWvf+1ZfvToUc2aNcvznJz777+fT/DUIhkZGcrNzdWYMWO82nNycjj3apklS5Zo2bJlXm0pKSl67LHHlJWVpTlz5igrK0sJCQkaPny4fvGLX3jWK3tOTn5+vtq2batHH33Ur8/JIeQAAAArcbkKAABYiZADAACsRMgBAABWIuQAAAArEXIAAICVCDkAAMBKhBwAAGAlQg4AALASIQdAnZCVlSWHw6Hly5cHuhQAdQQhBwAAWImQAwAArETIAeBXCxcuVHBwsA4fPuzV/sMPPyg0NFQvv/yyPvvsM/Xp00cNGzZUVFSUbrjhBr3++uvn7dvhcGjatGlebdOmTZPD4fBq+/HHHzVixAhdfvnlCgsLU9u2bbV27drqHxyAWo2QA8Cv7rrrLoWEhOitt97yal+xYoWMMRowYICys7PVoUMHvfrqq3r33XfVr18//eY3v9GiRYuqvf+ioiLdeuutWrVqlSZPnqx33nlHLVu2VK9evbRt27Zq9w+g9goOdAEA7BYTE6OePXtq6dKlGjlypKd96dKl6tatm+Li4nTPPfd42o0xuuWWW7Rv3z7NmzdP9913X7X2v3jxYn399dfaunWrWrZsKUnq0aOHdu7cqYkTJ+rNN9+sVv8Aai9mcgD43aBBg/TZZ58pJydHknTo0CF9/PHHGjx4sCTp2LFjSk9Pl8vlUkhIiEJCQvTKK69o586d1d732rVr1apVK7Vo0UIlJSWeP926ddPf/va3avcPoPZiJgeA36Wmpio6OlrLli3TU089pTfeeEOhoaG68847JUlpaWnavHmzxo0bp+uuu04xMTH605/+pDfeeKPa+87NzdWWLVsUEhJSbllQUFC1+wdQexFyAPhdeHi47rzzTk/IWbZsmXr16qWYmBgVFhZq9erVmj59uh599FHPNqWlpeftNywsTEVFRV5tP/zwg9frBg0aqHXr1nrttdd8czAA6gxCDoAaMWjQIC1atEhr1qzR559/rhUrVkiSTp06JbfbrdDQUM+6eXl5euedd87bZ6NGjbR9+3avtg8//NDrdffu3fXee++pYcOGatiwoQ+OBEBdQcgBUCO6d++uuLg4PfDAA56bkSXpkksu0Y033qipU6cqLi5OwcHBmjp1qi655BIdOXLknH32799fM2fO1E033aQWLVpo0aJFOnTokNc69913nzIyMtSlSxc98cQTatGihX788Udt2bJFRUVFmjJlit+OGUBgceMxgBoRHBysAQMG6MCBA+rbt6/Cw8M9y5YsWaLmzZtr2LBhSk9PV//+/S/oU1XPPvusBg8erPHjx2vo0KFKSkry+gSXdPqS1vr165WamqrJkyfrtttu04gRI/T3v/9dHTt29PlxAqg9HMYYE+giAAAAfI2ZHAAAYCVCDgAAsBIhBwAAWImQAwAArETIAQAAViLkAAAAKxFyAACAlQg5AADASoQcAABgJUIOAACwEiEHAABY6X8BwaB9mvrKZEYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (-9223363290485923731)>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/whitelist/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:90: UserWarning: 'stat_bin()' using 'bins = 30'. Pick better value with 'binwidth'.\n",
      "  warn(msg.format(params['bins']))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<ggplot: (8746401351211)>\n"
     ]
    }
   ],
   "source": [
    "pop = pd.read_feather('../data/pop_with_streams.feather').drop('index', axis = 1)\n",
    "pop.set_index('as_of')\n",
    "for start in np.arange(5):\n",
    "    pp = pop.groupby('track_spyid').apply(lambda x: x[start:(start + 1)])\n",
    "    zero_pp = len(pp[pp['value'] == 0])/len(pp)\n",
    "    print(ggplot(pp, aes('value')) + geom_histogram() + ggtitle(f'Start: {start}. Percent 0: {zero_pp:0.2f}'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.22846580406654343"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start = 0\n",
    "pop_0 = pop.groupby('track_spyid').apply(lambda x: x[start:(start + 1)])\n",
    "len(pop_0[pop_0['value']==0])/len(pop_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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