test_decision_making_sequence9.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cc6e6913",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d138cf67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "root: D:\\agent2\\North_V1_417\\Input\n",
      "pedant: Pedant(id=1740869334544, dt=2015-12-31 00:00:00, postprocess=<function complete_df at 0x00000195536C0AF0>, get_load_df_ready->True, total_begin_time=1614)\n",
      "actioner_limit.list_flow_name(): ['24_5dongxi', '26_6zhoudeying', '27_7xuehe', 'pump_outflow']\n",
      "\n",
      "Wall time: 2.35 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "from iwind_lr_models.north_v1 import *\n",
    "from iwind_lr_models.decision_maker import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b05b74a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<RootLogger root (INFO)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# logger.setLevel(logging.DEBUG)\n",
    "logger.setLevel(logging.INFO)\n",
    "\n",
    "logger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2dfbc1d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(WindowsPath('D:/agent2/North_V1_417/Input'),\n",
       " Actioner(id=1740869333584, is_restarting=False, simulation_length=122, simulation_begin_time=1614),\n",
       " ['24_5dongxi', '26_6zhoudeying', '27_7xuehe'],\n",
       " 'pump_outflow',\n",
       " 1.5)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "root, actioner_ori, flow_keys, pump_key, pump_max_flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "956b10a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pedant(id=1740869334544, dt=2015-12-31 00:00:00, postprocess=<function complete_df at 0x00000195536C0AF0>, get_load_df_ready->True, total_begin_time=1614)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pedant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5b7921b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# considered_day = 30\n",
    "considered_day = 120"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b32a49c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "considered_end = considered_day * 24 # 30 days -> 30 * 24 hours\n",
    "\n",
    "step = 7\n",
    "outflow_explore = None # use double right cross detector\n",
    "\n",
    "window_size = 12\n",
    "eval_delay_hours = 24\n",
    "right_relax = 4\n",
    "discharge_hour_list = [0, 1, 2, 3, 4, 5, 6, 8, 12, 24, 48, 72]\n",
    "\n",
    "forward_kwargs = dict(outflow_explore=outflow_explore,\n",
    "    considered_end=considered_end, step=step,\n",
    "    dom_flow_wq_key=dom_flow_wq_key,\n",
    "    window_size=window_size, eval_delay_hours=eval_delay_hours, right_relax=right_relax, discharge_hour_list=discharge_hour_list\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "665ede9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "dm = DecisionMaker(\n",
    "    root=root, actioner_limit=actioner_limit, df_limit=df_limit, pedant=pedant,\n",
    "    **forward_kwargs\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "30869679",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp -> D:\\agent2\\North_V1_417\\Input\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 4.08 s\n",
      "Result(id=1740865220080, decided_length=24, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=D:\\agent2\\North_V1_417\\Input, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp), df->(shape((24, 28)), range(2020-06-01 00:00:00 -- 2020-06-01 23:00:00), df_projected->(shape((24, 28)), range(2020-06-01 00:00:00 -- 2020-06-01 23:00:00), extra_key_list-> ['label'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sGMHBwQAMHz6cTz/9lISEBNfYFYCePXuSkZHBwYMHOXLkCP369QPg5ptv5t133wXAz8+PRYsWERsby+23384ll1xSzTtZnlpORERERETc5LLLLuPTTz9l8+bNXH311Rw8eJCPP/6Y/v37n/G4HTt2MHHiRJKTkwkJCQHgs88+Y+XKlXTo0IExY8awfv16fv/731daR7t27bDZbAQGBnLbbbexefPmGl9HYGCg67O/vz9Op7PKY9LS0mjcuDF79+6t8XmVnIiIiIiInKWLL76YpKQkwJxtqzT56N27N59//jl+fn4EBQURFxfH/Pnzueyyyyqt65dffmH48OG8+uqrdO3a1bV99uzZZGZmkpGRQVJSEgMHDuS1116rtJ7s7GwADMNgxYoVrvEgl112Ga+//joAq1atco2d6d+/PytWrODYsWPk5eXx9ttvnzGJat68OU2aNHEN1i+9foBDhw4xbdo0NmzYQG5uLsuXL6/85p2BunWJiIiIiJyl//u//+O2227jiSeeoHXr1rz88suA2eLQvn17+vbtC5gJwNKlS+nevXuldf39738nNzeXO++8EwC73V6jWcHGjh3Lr7/+imEYxMXF8e9//xuAhx56iJtuuono6Gguvvhizj//fAB69OjBrbfeSu/evQGYOHEiF110ERkZGZWeY+HChUyaNAk/Pz8uv/xymjVrBsD06dOZOnUqXbt2ZeHChQwYMOCMCVllbEbZ4foiIiIiIj7ku+++IzIy0uowpMTRo0dp3LgxAHPmzCE7O5u5c+fWqK6K/mzVciIiIiIiItXy3nvvMXv2bJxOJxdccAGLFi1ya/1qORERERERn1WfWk5efvnl01oZLrnkEp577rmzqmfYsGGkp6eX2/bYY48xZMiQWsfoTRX92So5ERERERGf9d1339GtWzdsNpvVoYgbGYbB999/Xz+7dfn5+dGwYUOrwxARERERN3v88cc5fPgwdrsdm81Gccnv6n4WJSvFxcXEx8dbcu76wjAMcnNzCQoKOm1fvWg5CQ4OJi8vz+owRERERMTNCgsLyczM5MSJEwD8esRc9bx1k8AzHeYxv/zyi2u2K6m5oKAgwsPDadCgQbntSk5EREREpM4YPf8LAJbd3s+S8+u507OqtQjj6tWriYiIwOFwMGfOnNP25+fnM3r0aBwOB3369HHNjbxmzRp69uxJ9+7d6dmzJ+vXr3cds3XrVrp3747D4WDatGmU5kj79+9n8ODBdOnShcGDB7sWiRERERERkfqtyuSkqKiIqVOnsmrVKlJTU1m6dCmpqanlyixcuJAWLVqwa9cupk+fzowZMwBo1aoV77zzDt988w2LFy9m3LhxrmOmTJnCiy++SFpaGmlpaaxevRow50seNGgQaWlpDBo0qMJkSERERERE6p8qk5PNmzfjcDjo1KkTAQEBjBkzhuTk5HJlkpOTSUxMBGDkyJGsW7cOwzC46KKLOO+88wCIjo7m+PHj5Ofnk52dzeHDh+nbty82m41bbrmFFStWnFZXYmKia7uIiIiIiNRvVSYnWVlZtG/f3vU9PDycrKysSsvY7XaaNWtGbm5uuTJvvvkmPXr0IDAwkKysLMLDwyusMycnh3bt2gHQtm1bcnJyKoxrwYIFxMfHEx8fj9PprM61ioiIiIiID/PKVMI7d+5kxowZfPjhh2d1nM1mq3RO68mTJzN58mTAHJgkIiIiIiJ1W5UtJ2FhYezZs8f1PTMzk7CwsErLOJ1ODh06REhIiKv8sGHDeOWVV+jcubOrfGZmZoV1tmnThuzsbACys7MJDQ2tzfWJiIiIiEgdUWVy0qtXL9LS0khPT6egoICkpCQSEhLKlUlISGDx4sUALF++nIEDB2Kz2Th48CDXXHMNc+bM4ZJLLnGVb9euHU2bNmXTpk0YhsErr7zC9ddff1pdixcvdm0XEREREZH6rcrkxG63M2/ePIYMGUJkZCSjRo0iOjqaWbNmsXLlSgAmTJhAbm4uDoeDp556yjXD1rx589i1axd///vfiYuLIy4ujn379gHw/PPPM3HiRBwOB507d2bo0KEAzJw5kzVr1tClSxfWrl3LzJkzPXXtIiIiIiLiQ7QIo4iIiIjUGVqEsX6r1iKMIiIiIiIinqbkpKaO74O9f4Hjv1odiYiIiIhIvaDkpKYOvwLnzYZDz1odiYiIiIhIvaDkpKYa3wL7bdBwqdWRiIiIiIjUC0pOaio4FLaHQLOfgO1WRyMiIiIiUucpOamNnF7g9APmWR2JiIiIiEidp+SkNprHwY5AMJYA+62ORkRERESkTlNyUhuhkfClH9iOAy9bHY2IiIiISJ2m5KQ22kRBjj8ciwaeB4qsjkhEREREpM5SclIbrbuZ7xkXAruB1VZGIyIiIiJSpyk5qY2AYGjRAVL9gXZoYLyIiIiISM0pOamt0CjI+QG4A7PlJM3igERERERE6iYlJ7UVGgW5u8CZCDTAHHsiIiIiIiJnS8lJbYVGQrETfjsCjAT+Axy1OCgRERERkbpHyUlthUaZ7/u+A/4AHAZeszAgEREREZG6SclJbYU4wM8O+1KBvkAPzIHxhrVxiYiIiIjUMUpOasseAK26lrSc2IC7gJ3AJ9bGJSIiIiJSxyg5cYfQSNi3s+TLGKAlmlZYREREROTsKDlxh9BIOPgL5B8BGgITgRXAHkvDEhERERGpS5ScuENotPn+6w8lG6YAxcB8iwISEREREal7lJy4Q2ik+Z5T2rWrA3AdsADItyQkEREREZG6RsmJOzS/ABo0KhkUX+ou4FfgvxYFJSIiIiJStyg5cQc/P2jdrWQ64VKDgAjg/ywKSkRERESkblFy4i5tok5pOfEDpgKbS14iIiIiInImSk7cJTQK8vZB3m9lNiYCjYHnLApKRERERKTuUHLiLqWD4st17WqKmaAkYY4/ERERERGRyig5cZfQKPO9XNcuMLt2FQAveTkgEREREZG6RcmJuzRuAw1bntJyAhCJOTj+BcDp/bhERERExGs6dOhA9+7diYuLIz4+HoD9+/czePBgunTpwuDBgzlw4AAAhmEwbdo0HA4HsbGxfP3111aG7hOUnLiLzWa2nuScmpyAOa3wHuAdLwclIiIiIt720UcfkZKSwpYtWwCYM2cOgwYNIi0tjUGDBjFnzhwAVq1aRVpaGmlpaSxYsIApU6ZYGbZPUHLiTqGRZrcuwzhlx7XA+cA8C4ISERERESslJyeTmJgIQGJiIitWrHBtv+WWW7DZbPTt25eDBw+SnZ1tYaTWU3LiTm2ioOAIHMo8ZYcdmAKsBypqWRERERGR+sBms3HllVfSs2dPFixYAEBOTg7t2rUDoG3btuTk5ACQlZVF+/btXceGh4eTlZXl/aB9iN3qAOoV16D4VGje/pSdE4CHMacV1tTCIiIiInWR0+l0jSUBmDx5MpMnT3Z937hxI2FhYezbt4/BgwfTrVu3csfbbDZsNpvX4q1rlJy4U+uSv3z7UqHrkFN3AmOAxcA/gWZeDU1EREREas9ut7vGklQkLCwMgNDQUIYNG8bmzZtp06YN2dnZtGvXjuzsbEJDQ11l9+zZ4zo2MzPTdfy5St263Klhc2gaVsF0wqXuAvIwExQRERERqU/y8vI4cuSI6/OHH35ITEwMCQkJLF5sPv8tXryY66+/HoCEhAReeeUVDMNg06ZNNGvWzNX961yllhN3C42qYDrhUvFAX8xuXXeh3FBERESk/sjJyWHYsGGA2f3r5ptv5qqrrqJXr16MGjWKhQsXcsEFF/DGG28AcPXVV/P+++/jcDho1KgRL7/8spXh+4RqPR2vXr2aiIgIHA6Ha+qzsvLz8xk9ejQOh4M+ffqQkZEBQG5uLgMGDKBx48bcddddrvJHjhwhLi7O9WrVqhX33HMPAIsWLaJ169aufS+9VMcWLwyNhF9/hKLK1jS5C/gRWOvFoERERETE0zp16sT27dvZvn07O3fu5IEHHgAgJCSEdevWkZaWxtq1a2nZsiVgjj957rnn+Omnn/jmm2/KjWU5V1XZclJUVMTUqVNZs2YN4eHh9OrVi4SEBKKiolxlFi5cSIsWLdi1axdJSUnMmDGDZcuWERQUxCOPPMK3337Lt99+6yrfpEkTUlJSXN979uzJ8OHDXd9Hjx7NvHl1dNrd0Cgoyof9u6F11woKjATuxZxW+ErvxiYiIiIi4sOqbDnZvHkzDoeDTp06ERAQwJgxY0hOTi5XpuzczSNHjmTdunUYhkFwcDCXXnopQUFBldb/448/sm/fPvr371/LS/ERoZHme6VduwKBycC7QLp3YhIRERERqQOqTE6qM/9y2TJ2u51mzZqRm5tbrQCSkpIYPXp0uSnV3nzzTWJjYxk5cmS5GQzKWrBgAfHx8cTHx+N0VtaFygKtI8Dmd4bkBOB2zFv/gpeCEhERERHxfZaPyE5KSuKmm25yfb/uuuvIyMhgx44dDB482NUic6rJkyezZcsWtmzZgt3uQ+P6GzSElp2qSE7CgWHAS8Ax78QlIiIiIuLjqkxOqjP/ctkyTqeTQ4cOERISUuXJt2/fjtPppGfPnq5tISEhBAYGAjBx4kS2bt1avSvxJaGRZ5hOuNRdwAEgyQsBiYiIiIj4viqTk169epGWlkZ6ejoFBQUkJSWRkJBQrkzZuZuXL1/OwIEDq7Xy5dKlS8u1mgBkZ2e7Pq9cuZLIyMhqXYhPCY02B8QXHj9DocuAGOD/AMM7cYmIiIiI+LAq+0PZ7XbmzZvHkCFDKCoqYvz48URHRzNr1izi4+NJSEhgwoQJjBs3DofDQcuWLUlKOtka0KFDBw4fPkxBQQErVqzgww8/dM309cYbb/D++++XO9+zzz7LypUrsdvttGzZkkWLFrn3ir0hNBKMYvj1BzgvrpJCNszWkzuAz4FLvBWdiIiIiIhPshmGUed/tg8ODiYvL8/qME769Ud4rhfc8G+Iu+kMBY9ijj8ZCiz1TmwiIiIiddjo+V8AsOz2fpac3+eeO+sZywfE10stO4F/YBWD4gEaA+OB5UB2FWVFREREROo3JSee4G83F2CsclA8wJ2AE1jg4aBERERERHybkhNPCY2qRssJgAOzW9e/gQLPxiQiIiIi4sOUnHhKaCQczoLjB6tR+C7gf8Dbno1JRERERMSHKTnxlNBo8/3X76tR+CqgEzDPgwGJiIiIiPg2JSeeElqyPkvOzmoU9gOmAhuBFI+FJCIiIiLiy5SceEqzcAhoUs1B8QC3AQ1R64mIiIiInKuUnHiKzWa2nlQ7OWkB/B5YAuz3XFwiIiIiIj5KyYkntSmZsava61xOBU4A//FgUCIiIiIivknJiSeFRsHx/XA0p5oHXAj0B54HijwXl4iIiIiID1Jy4kmlg+Krtd5JqT8A6cAqDwQkIiIiIuK7lJx4UmiU+V7tcScANwDnoYHxIiIiInKuUXLiScGtIDj0LFtOGgB3AB8AP3omLhERERERH6TkxNNCIyHnbJITgEmYScrzHghIRERERMQ3KTnxtNAoc5X44uKzOKgtcCPwMnDUM3GJiIiIiPgYJSee1iYKCo/BwZ/P8sC7gMPAqx4ISkRERETE9yg58TTXoPiz7drVF+iBOTC+uuukiIiIiIjUXUpOPK11hPl+1smJDbP1JBX42K0hiYiIiIj4IiUnnhbYBJqff5bTCZcaA7RE0wqLiIiIyLlAyYk3hEbXMDlpCEwEVgC/uDUkERERERFfo+TEG0Ij4bcfwVlQg4OnlLz/250RiYiIiIj4HCUn3hAaBcVOyN1Vg4M7YK4a/zxw0I1BiYiIiIj4FiUn3hAaab6f9aD4Un8FDgFPuykgERERERHfo+TEG1p1BT97LZKTOGA4ZnKy321hiYiIiIj4EiUn3mAPgBBHDQfFl3oYOAI85Z6YRERERER8jJITbwmNrEXLCUB3YBQwF/jNPTGJiIiIiPgQJSfeEhoNBzKgIK8WlTwE5AFPuicmEREREREfouTEW1yD4r+vRSVRmAsz/h+wr/YxiYiIiIj4ECUn3lLrGbtKzQKOA0/Ush4REREREd+i5MRbWnQAe8NaDooH6AbcDDwH5NQ6LBERERERX6HkxFv8/CG0mxtaTsBc9yQfeMwNdYmIiIiI+AYlJ94UGuWm5KQrMA54Ach2Q30iIiIiItZTcuJNoZFwNAfyct1Q2V+BQmCOG+oSEREREbGekhNvKh0U/2ttx50AdAYSgflAlhvqExERERGxlpITbwqNNt9z3NG1C+BBoAiY7ab6RERERESsU63kZPXq1UREROBwOJgz5/RuRPn5+YwePRqHw0GfPn3IyMgAIDc3lwEDBtC4cWPuuuuucsf87ne/IyIigri4OOLi4ti3b98Z66oXmrSFoOZuGncC0BG4DXgR2OOmOkVERERErFFlclJUVMTUqVNZtWoVqampLF26lNTU8g/XCxcupEWLFuzatYvp06czY8YMAIKCgnjkkUf417/+VWHdS5YsISUlhZSUFEJDQ89YV71gs5UMindHt65SDwAG8E831ikiIiIi4n1VJiebN2/G4XDQqVMnAgICGDNmDMnJyeXKJCcnk5iYCMDIkSNZt24dhmEQHBzMpZdeSlBQULUDqqyueqNNSXLitmu6AJgALAR+dlOdIiIiIiLeV2VykpWVRfv27V3fw8PDycrKqrSM3W6nWbNm5OZWPSPVbbfdRlxcHI888ogrAalpXXVGaCTkH4LD7hzE/hfABvzDjXWKiIiIiHiXZQPilyxZwjfffMOnn37Kp59+yquvvnpWxy9YsID4+Hji4+NxOp0eitIDQqPMd7d27WoPTAJeBtLdWK+IiIiIiPdUmZyEhYWxZ8/JwdaZmZmEhYVVWsbpdHLo0CFCQkKqrBegSZMm3HzzzWzevPms6po8eTJbtmxhy5Yt2O32qi7Dd5ROJ+y2QfGl/gz4A4+6uV4REREREe+oMjnp1asXaWlppKenU1BQQFJSEgkJCeXKJCQksHjxYgCWL1/OwIEDsdlsldbpdDr57bffACgsLOTdd98lJiamRnXVOQ1bQJPz3NxyAhAG3A4sBna5uW4REREREc+rssnBbrczb948hgwZQlFREePHjyc6OppZs2YRHx9PQkICEyZMYNy4cTgcDlq2bElSUpLr+A4dOnD48GEKCgpYsWIFH374IRdccAFDhgyhsLCQoqIirrjiCiZNmgRwxrrqjdBIyNnpgYpnAgswW08WeaB+ERERERHPsRn1YCqs4OBg8vLyrA6j+j54ADa/CA9kg5+/myu/F5gLfAd0dXPdIiIiItYaPf8LAJbd3s+S89e55846RivEWyE0CoryYb8nBq/PAAKBRzxQt4iIiIiI5yg5sUKb0hm7PNG1qw0wFXgd+N4D9YuIiIiIeIaSEyu0igBsHhgUX+p+oCHwdw/VLyIiIiLifkpOrBDQCFp29MB0wqVaA38AkgBPtM6IiIiIiLifkhOrhEZ5sOUE4D4gGLWeiIiIiEhdoeTEKqFRkPsTFJ7w0AlCgLuBN4BvPHQOERERERH3UXJildBIMIrgtx89eJJ7gabA3zx4DhERERER91ByYpXQ0hm7PNm1qyVwD/AmkOLB84iIiIiI1J6SE6uEdAb/AA9NJ1zWdKAZ8LCHzyMiIiIiUjtKTqzi3wBadfVwywlAc8zuXcnAVg+fS0RERESk5pScWCk00gvJCZgD45uj1hMRERERzysqKuKiiy7i2muvBSA9PZ0+ffrgcDgYPXo0BQUFAOTn5zN69GgcDgd9+vQhIyPDwqh9g5ITK4VGwqE9cOKwh0/UDHNq4XeBrzx8LhEREZFz29y5c4mMjHR9nzFjBtOnT2fXrl20aNGChQsXArBw4UJatGjBrl27mD59OjNmzLAqZJ+h5MRKodHmu1daT/6AOUD+IS+cS0REROTclJmZyXvvvcfEiRMBMAyD9evXM3LkSAASExNZsWIFAMnJySQmJgIwcuRI1q1bh2EYlsTtK5ScWCm0JKP22ErxZTUF/gSsAjZ54XwiIiIi55577rmHxx9/HD8/8zE7NzeX5s2bY7fbAQgPDycrKwuArKws2rdvD4DdbqdZs2bk5uZaE7iPUHJipWbtIaCxl1pOAO4CWqHWExEREZGacTqdxMfHu14LFixw7Xv33XcJDQ2lZ8+eFkZYt9mtDuCc5udXMijeGy0nAI2B+0tenwGXeOm8IiIiIvWD3W5ny5YtFe777LPPWLlyJe+//z4nTpzg8OHD3H333Rw8eBCn04ndbiczM5OwsDAAwsLC2LNnD+Hh4TidTg4dOkRISIg3L8fnqOXEaqXJidf6F94JhKLWExERERH3mj17NpmZmWRkZJCUlMTAgQNZsmQJAwYMYPny5QAsXryY66+/HoCEhAQWL14MwPLlyxk4cCA2m82y+H2BkhOrhUbBsVzI+9VLJwwGZgDrgA1eOqeIiIjIueuxxx7jqaeewuFwkJuby4QJEwCYMGECubm5OBwOnnrqKebMmWNxpNazGfVgSoDg4GDy8vKsDqNmdn8Mr1wPtyRDp9956aTHgM5AN+AjL51TREREpPZGz/8CgGW397Pk/HX6ubMOUMuJ1UqnE87x1rgTgEbATOBjlJyIiIiIiK9QcmK1xq2hUSsvDoovNRk4D3PsSZ1vPBMRERGRekDJiS8IjfTidMKlGgJ/Bj7FHH8iIiIiImItJSe+IDQKfv0eiou9fOKJQDhqPRERERERX6DkxBe0iYKCo3DoFy+fOAh4APgc+NDL5xYRERERKU/JiS8IjTLfvd61C2A8cD5qPRERERERqyk58QWtu5nvXh8UDxAAPAh8Cayy4PwiIiIiIiYlJ74gqCk0O9+ilhOAW4EOqPVERERERKyk5MRXhEZ6ea2TshoAfwW2AO9aFIOIiIiInOuUnPiK0Ej47UcoKrQogHFAJ9R6IiIiIiJWUXLiK0KjoLgQcn+yKIAGwCxgG7DEohhERERE5Fym5MRXtCmdsWunhUH8HugN/BE4aGEcIiIiInIuUnLiK0K6gM3fwkHxAP7AC8BvmDN4iYiIiIh4j5ITX9EgCEI6W5ycAPQApgLPYw6QFxERERHxDiUnviQ0yqK1Tk71CNAGuAMosjgWERERETlXKDnxJaFRsD8dCvIsDqQZ8BSwFZhvcSwiIiIicq6oVnKyevVqIiIicDgczJkz57T9+fn5jB49GofDQZ8+fcjIyAAgNzeXAQMG0LhxY+666y5X+WPHjnHNNdfQrVs3oqOjmTlzpmvfokWLaN26NXFxccTFxfHSSy/V8hLrkNBIwIBff7A6EmAMMAj4C/A/i2MRERERkXNBlclJUVERU6dOZdWqVaSmprJ06VJSU8t3PVq4cCEtWrRg165dTJ8+nRkzZgAQFBTEI488wr/+9a/T6r3vvvv4/vvv2bZtG5999hmrVq1y7Rs9ejQpKSmkpKQwceLE2l5j3RFaOmOX1eNOAGyY406OA3+yOBYRERERORdUmZxs3rwZh8NBp06dCAgIYMyYMSQnJ5crk5ycTGJiIgAjR45k3bp1GIZBcHAwl156KUFBQeXKN2rUiAEDBgAQEBBAjx49yMzMdNc11V0tO4I9yEfGnQB0Be4HXgM+sjgWEREREanvqkxOsrKyaN++vet7eHg4WVlZlZax2+00a9aM3NzcagVw8OBB3nnnHQYNGuTa9uabbxIbG8vIkSPZs2dPteqpF/z8oXWEDyUnYHbr6gjcCRRYHIuIiIiI1GeWDoh3Op3cdNNNTJs2jU6dOgFw3XXXkZGRwY4dOxg8eLCrReZUCxYsID4+nvj4eJxOpzfD9qzQKB/p1lWqITAP+B540uJYRERERKQ+qzI5CQsLK9d6kZmZSVhYWKVlnE4nhw4dIiQkpMqTT548mS5dunDPPfe4toWEhBAYGAjAxIkT2bp1a6XHbtmyhS1btmC326s8V50RGglHsuHYfqsjKeNqYDjmFMPpFsciIiIiIvVVlclJr169SEtLIz09nYKCApKSkkhISChXJiEhgcWLFwOwfPlyBg4ciM1mO2O9Dz74IIcOHeKZZ54ptz07O9v1eeXKlURGRlb3WuqH0Gjz3adaTwCewfzrcrfFcYiIiIhIfVVlk4PdbmfevHkMGTKEoqIixo8fT3R0NLNmzSI+Pp6EhAQmTJjAuHHjcDgctGzZkqSkJNfxHTp04PDhwxQUFLBixQo+/PBDmjZtyj/+8Q+6detGjx49ALjrrruYOHEizz77LCtXrsRut9OyZUsWLVrksYv3SaElydi+VOhwibWxlNMeeBhz5q5k4HpLoxERERGR+sdmGIZhdRC1FRwcTF6e1QsXuolhwJwLoPtIuPYpq6M5RSHQAzgMpALB1oYjIiIi55zR878AYNnt/Sw5f7167vRBWiHe19hs0MbXBsWXagC8APyCOf5ERERERMR9lJz4otBI2LfTbEXxOZcCt2HO3LXT4lhEREREpD5RcuKLQqPgxCFz1i6f9DjQFHPtE19MoERERESkLlJy4ovKDor3Sa2AOcAG4FWLYxERERGR+kLJiS8KjTLfc3w1OQGYAPQD7gN8aU0WEREREamrlJz4okYtoXFbHx0UX8oPc3B8LvCAxbGIiIiISH2g5MRXhUb6cLeuUhcC04D5wGaLYxERERGRuk7Jia8KjYJff4DiIqsjqcLfgHbAHYCvxyoiIiIivkzJia9qEwXO43Agw+pIqtAUeBrYBjxvcSwiIiIiUpcpOfFVPj9jV1k3AlcCDwK+Ov2xiIiIiPg6JSe+qnU3wObjg+JL2YDngHzgjxbHIiIiIiJ1lZITXxUQDC06QE5dWYXdAcwElgJrLY5FREREROoiJSe+LDSqjrSclJoJdAamYraiiIiIiIhUn5ITXxYaCbm7wFlXHvSDMLt3/Qg8YXEsIiIiIlLXKDnxZaGRYBTBb2lWR3IWhmAOkP8HsNviWERERESkLlFy4svaRJvvdWLGrrKeBuzAHwDD4lhEREREpK5QcuLLWnYGvwZ1MDkJA/4OvA+8bXEsIiIiIlJX2K0OQM7AHgCtutSxQfGl/gAsAu7GXAOlsaXRiIiIiAccPwD7d0PubjiQDoXHPX/OAxHmKgb08/y5xOuUnPi60EjI/MrqKGrADrwAXAL8DQ2QFxERqaPKJiD7fyr5XPJ+fH/5sn4NPB/PiZmUZCdSDyk58XWhUfDtm5B/BAKbWB3NWboYmIg5BuUWoLu14YiIiEjFqp2A2KBZOLTsCFHXQ0hnaNnJ7IreogM0CDqr0xqGQVGxQbEBxYZR8ir5XLK9qNjAKNleZBjkL/narZcuvkXJia8LjTLf930P7XtZG0uNzMEcdzIF2ICGOYmIiLcZZR54zQdd8yG39AG4wofjknJlt7kekIvNbZXtL912cj8lD9on959alxmLGZf5wF6m7mKDIqOCB/lio+Q6TtZfVHJeV70lZYqKIch5mOYn9hCSv4eQ/ExCCrJoXZBJ64IsGhcfdt2vYmzs92/N//zPI9u/L1mNz2OvXzuy/M4jy9aGE0YDjP1QlGtQ/ENp/XspLs5yJRAVxVp2X+m1i5xKyYmvC4003/el1tHkJAR4HJgALAZuszYcEREfUdEDs+vhsrj8w3NlD9ZlH2LL7it9MC0qLvtwWrqN8vtL3svtL/fQXrLfta3M/jLlik6rp3xs5cqeFtPJB/NTYyote+oD96kPwacnHZR7WLdaAIV0smUTYfuFCL9MutgyacoJt9Vvc/VysmGzlXR6KnlvSD7tyaE5R1zli7Gxz9aKvX7t2Gm/mL1+55FjP4//2cPYZ29HsX8g/jYbfn7g72fDz2bD389GiM2Gn58NP1v57f4l20uP8bOd3GezUe6zf8k+PxsldZX/7G8rf8yp5eZ/srvM9Up9o+TE1zW/ABoE18EZu8q6FfgP8CcgATNhEZHqKvsr46kPgac+yJV9ODUMo8xnyjzklflV9pRfXsv+ilv2l9uyv4CW/3W4JL5y+0veKfO9quON8sdXVMY49TucclwFZYxTy4DByQdX1/eK4ikufz2n/RJ+yr7Tfjkvrrh8UZm66rLTHk79Tn9I9fcrebg9ZVvpq/yDLTTw8yu3zVWutMwpD7CnPgSXPryaD8E2/Mvs9yv5biv7wFvu2IofjkvPYbOdjMFmK3O8X+n3knMbxTTM20PwoR9pdOhHGh34gYYHfyToUDo2owgAw2Ynv3knioNauEZOlD5s20q+VLgd81yn76viSd0eAC36l+uC5deiA20bBNEW6FHbvwxe9tbXWVaHIB6k5MTX+flBWA/46iWzP2i/u6BdrNVRnSU/zMHxFwF/BhZYG464neuXy7K/nBaDs7i45NdS87PrveTBt3Tbab+gGid/RT2133HZh+VKH7jLPkyX6epwav/l0q4OZeM3KjhP+XrKfD7lF+1Tu2YUn3JPyiYXxcUGzuKKyxQbp9+b+sT10HfqQ17JQ5fNVv4BsvRhrOwxZevwK/luK/e95JgyD5Z+Jb8iu85lM/fb8Cv3627ZOip7APWrMIay11K+/MkH3ZIHWFf5yh+Yyz9kn6zz1IfycnWU2VcuUaggEag4kSiz/5RtZesojeWcZhhwJNv88XDfd5CTan7+9QdwlpmxqkUHaBMF3W8we0OERmELcRBkD7AqchGfpuSkLhjxEnw2F7Yuhh3LoNPv4OJp0Hlg2XZcH9cduAd4ErNrV/2b/q/0AddZbFBYVIyzyKCw2HwvKt1WZp+zuJjCIsP1udy2M+0rMigqNusqfZh1ljwYlz7sln2vvExxmQQCs86iyuspLnN9pz5Q18VnZ1eXgbIPcyUPnKW/1pY+7Lm6Ipzyy6zr4bDML8Nl6wmw+5X7NfnUX4HtZR/8/Cv+VblsGbv/yQdRfz8//EvjqKRLRdkYy/4y7F8m7op+cS57TNmHXn8/89+bsuVPSy5KkwEqe4DXQ63UQccPmAnIvtSSJKTk84mDJ8s0bmOOE40f70pCaB0BgZpKX+Rs2AyjrjcsQ3BwMHl5eVaH4XnHD8DWRbDp33D0f9AmBi7+A0QPN5tsfd5RoBvQCthCdXPj4mKDgqJiCoqKKXSWvpdscxZTWGZffsl7YZFBQVGRq1yh62VQ4Cx2PeiXHu8sMk7WU1Ku8LTPZbY5iykoTRhc5yv24L07nb3kAbb04dVe5qH21Iddu5+fq4yr7CkPwmX3VVTGtc9Wvvyp9VT0IF5a16n1l63LlRSUfcg/5cG4bJlTf2l2PTD7lU06KkgkyvwaLSJ1xJEc8/+B3lCYZ7Z+5OwsSUK+gyN7T+4PbFaSfJQkIG2ioHUkBKvLsreMnv8FAMtut+aHznPmudMiSk7qImc+fLMcPv8/+PU7aHIe9L0Det4KQc3ceirDMCgsMsh3FnGisNj1fqKwiHxnMfmFRZxwFpFfWHzyvbCIE87i8tucRZwoLCKy3Rom9b+f1zbdw8qUUa5kwJVklDz0FziLXMmA0wM/y9v9bDTw98PubyPA348G/n40sJvbGviV+ezvR0BJudLPDfxt2F37SsrZ/WjgZ263+9to4Ge+2/3N7f5lzmf3K1NHyTHm/vL77OWOKb+t9BdsEZF65/hB2LsNsraWvH9dPjnwFv9As+WjTfTJRCQ0EpqG1aFeC/WTkpP6Td266iJ7IFw0FuJupujHDzE+/z/sa2ZR/PHjHIi8mayIRA4FtOF4QRHHC4s4VmC+ThQWcazAWeaz+Spb7kThyVe+00w0apMbNPC3EWj3J6iBH4F2f1L2xBPXvg8jeszns10DOJrfhkB7yYN+yXsDf7+SbTbXtgC7nyuJKL/NVu640nJlyzTwO1mmNHHw08O9iIj1Co9D9g7Y+7WZhGRtNdfYKNWyM3S4BM7rAU3aeicmeyC0ijDX8fDz9845RcRFLSde4iwqJq/ATA7y8k95LyjiWP4p7xXsL59UODlRWOzqShRj280k+/tc47cJAxvvFPfjJefVpBodysXh72ejUQN/ggL8aRTgT8MG/jR0fbbTMMCfILsfQQ38CSx5L00sSt8DG5Tff7Lc6cdU/Av/biAaGASsRGufiIicA4qcZmt/1lYzEdn7tTl+o2QGK5q0g7CecN5F5kQw510EDVtYG7P4JLWc1G9qOamhPfuPsXxr5unJRSXJR4Gz+uMRAux+BAf40yjATnCg+d4owJ/mjRrQMMBOwwZ+NAowE4lGJclFw4AYigOGsbHgfzh2v8b1P73BcP+NHAvvz/HeU7F3HkRQoD8B/n4+0Ne+E/AE8AfMRRr/Ym04IiLiXoZhrixeNhHJ3nFyFqug5mbycen0kkSkBzRtZ2nIIuIblJzUUM7hE8xdl0bDBv7lEojgQDtNguy0bRpEo0B/ggPsNAr0p3GAnUaBdjPpKH0vk3yUraOBf21aEsKhTzwcfwi2LqLRpn/T6K0xPjh4firwBfAg0AsYbG04IiJSc4f3nkxCSseKnDhk7rM3hHYXQvxtJ1tGWnbSuA0RqZC6ddVQcbG5AJjPD0z24uD5s5cH9AWyga+B860NR0SkLjtxGH7+DNI3wJH/eeechccge7u53geAzd8cQF7aGhLWE1p3A3/9Firuo25d9ZuSk3OFYcCudfD5XPN/XAFNoGci9J0CzcItDCwNiAcigE+BQAtjERGpQwpPwJ4vIf0T89/1rK/N8Rv2oJJ/173w45l/QEky0tNMSNp2hwYNPX9eOacpOanf9FPGucJmgy5XmK+9KWZLyqYX4Mt/Q8wIs8tX2+4WBNYFeAW4Abgb+LcFMYiI1AFFTrOVIv1j2P2JmZg4T5itFWE9of+90PEyCO8NDYKsjlZEpEaUnJyLzouDkQvhiofMBR2/Ll15fgBceo+5Ar1XXQ/MxBwc3wdzBXkRkXOcYcCv35uJSPonkPEZ5JeM42gTY65E3vFyuOBiCGpqbawiIm6ibl1iLni19eWTK89PWm/+CudVTuAq4DPgc+AiL59fRMQHHPj5ZDet9A1wNMfc3qKDmYh0uhw6XAaNW1sapoiV1K2rfqvWtFCrV68mIiICh8PBnDlzTtufn5/P6NGjcTgc9OnTh4yMDAByc3MZMGAAjRs35q677ip3zNatW+nevTsOh4Np06ZRmiPt37+fwYMH06VLFwYPHsyBAwdqeYlSpYbNzekcp34Jfg1g59sWBGEHlgKtgBHAfgtiEBHxsrzf4Ns3YeU0mHshzI2FlX8wW0s6XgYJ8+DuHXD3dkh41uyGq8REROqxKpOToqIipk6dyqpVq0hNTWXp0qWkpqaWK7Nw4UJatGjBrl27mD59OjNmzAAgKCiIRx55hH/961+n1TtlyhRefPFF0tLSSEtLY/Xq1QDMmTOHQYMGkZaWxqBBgypMhsRDGjY3/2f43btmdwKvaw0sBzKBcUD114YREakTThyGH1bD6j/DC5fAE51h+XjYuQJCo+Gqx+DOTXDfjzDiJegxDlpcYHXUIlJNJ06coHfv3lx44YVER0fz0EMPAZCenk6fPn1wOByMHj2agoICoPIf+M9lVY452bx5Mw6Hg06dOgEwZswYkpOTiYqKcpVJTk7m4YcfBmDkyJHcddddGIZBcHAwl156Kbt27SpXZ3Z2NocPH6Zv374A3HLLLaxYsYKhQ4eSnJzMxx9/DEBiYiK/+93veOyxx9xxrVIdkdfCu9NhX6o5A4vX9QGeBaYAjwKzLIhBRM4J+76Hr14yx3V4Q8FRcyHC0hm12veBQbOg4+/MdUA03a5InRcYGMj69etp3LgxhYWFXHrppQwdOpSnnnqK6dOnM2bMGO644w4WLlzIlClTyv3An5SUxIwZM1i2bJnVl2GpKltOsrKyaN++vet7eHg4WVlZlZax2+00a9aM3NzcM9YZHn5y+tqydebk5NCunblKbNu2bcnJyamwjgULFhAfH098fDxOp7Oqy5DqirgGsJmtJ5a5HbgFeBhYZWEcIlLvFBeZ/74tvg6e7wNfvwJFhWAUe/4V2NTsQpv4Dsz4GRJXQv8/QnhPJSYi9YTNZqNx48YAFBYWUlhYiM1mY/369YwcORIwf3xfsWIFYP7An5iYCJg/8K9bt456MBy8Vnz6X0ObzYatkhVkJ0+ezOTJkwFzYJK4SZM25q95378Dv5thURA24AVgOzAW2Ap0tCgWEakXju03Zyb8aiEc2gNNw81Wix6JENzK6uhEpA5xOp3Ex8e7vpd9JgVzSETPnj3ZtWsXU6dOpXPnzjRv3hy73XzsLvujfGU/8Ldqde7+u1RlchIWFsaePXtc3zMzMwkLC6uwTHh4OE6nk0OHDhESEnLGOjMzMyuss02bNmRnZ9OuXTuys7MJDQ0964uSWoq8Fj58EA5kmDPEWKIR8CbmAo0jgY2AFvYSkbOUvR02L4BvlptrgnToD0P+CRFXq7VCRGrEbrezZcuWSvf7+/uTkpLCwYMHGTZsGN9/76Wuo/VEld26evXqRVpaGunp6RQUFJCUlERCQkK5MgkJCSxevBiA5cuXM3DgwEpbPADatWtH06ZN2bRpE4Zh8Morr3D99defVtfixYtd28WLul1rvlvatQugM/Aq8DVwVxVlRURKFBWaM2AtHALzL4Nv34K4m2HKF3DruxCVoMRERDyuefPmDBgwgC+++IKDBw+6hiGU/VG+bCNAdX7gPxdUmZzY7XbmzZvHkCFDiIyMZNSoUURHRzNr1ixWrlwJwIQJE8jNzcXhcPDUU0+Vm2GrQ4cO3HvvvSxatIjw8HDXTF/PP/88EydOxOFw0LlzZ4YOHQrAzJkzWbNmDV26dGHt2rXMnDnTE9ctZ9Kyo7nA1/dWJycA1wJ/Bf4DvGRxLCLi047kwMePwdMx5gxYR3PMVpJ7v4Nrn4Y2UVXXISJSC7/++isHDx4E4Pjx46xZs4bIyEgGDBjA8uXLgfI/vp/tD/znAi3CKBX7eI75uu9HaGx117oi4GrgY8zuXb0sjUZEfIhhQOYW2DzfnI63uBAcg6H3ZHBcAX7VWs5LROoQX16EcceOHSQmJlJUVERxcTGjRo1i1qxZ7N69mzFjxrB//34uuugiXnvtNQIDAzlx4gTjxo1j27ZttGzZkqSkJNcMuecqJSdSsf99C/++BK6bCz1vtToaIBfoCRiYA+TP3YFiIgIUnoCdb8GX8yE7xZwJK24s9J4EIZ2tjk5EPMiXkxOpPXW6lYq1iTYHw3/3jo8kJyGYCzReijmD1/uAv6URiYgFDmWaM259vRiO5ULrbnDNkxA7BgIbWx2diIjUkpITqZjNZg6M/3I+nDgEQc2sjghz5q55wCTMNVAesTQaEfESw4CMjWbXre/fM7dFXG123ep4mfnvlYiI1AtKTqRykdfBF/MgbQ10H2l1NCUmApswV4/vgzlgXkTqpYI82LEMNr8I+1KhYQu4eBr0mgDNz7c6OhER8QAlJ1K58N7QuI3ZtctnkhMwW0+2Ab8HtgAOa8MRORcYBqR9CHs2e+d8x/eb0wGfOARtY+H65yBmBDTQekciIvWZkhOpnJ+f2XVixxvm4NMGQVZHVCIIc4HGnsAI4AvMRRtFxO0MA3Z/DOsfhawtgA1sXpgBy78BdLsGet8O7Xur65aIyDlCyYmcWeS1sPVl2P0RRAy1OpoyOgBLMKcYvgNYDOjhRcStfvkS1j8CGZ9C0zBz9r64sWbiICIi4gFKTuTMOlwGgc3M1eJ9KjkBuApzYPxDQD9giqXRiNQbe1PMlpJdayC4NVz1mDlrn8+0noqISH2l5ETOzB4AXa+EH96HIif4+9pfmQeBL4G7gR6Yg+RFpEb2fQ8f/QO+WwlBzWHQQ9DndggItjoyERE5R/jak6b4om7Xwjf/hV++gI79rY7mFH7Aa5jjT0ZiLtBo9Yr2InXM/t3w8RxzfFlAMFw+A/pN9ZEpxEVE5Fyi5ESq5rgC7EHw/bs+mJwAtMAcIH8xcBPwAfqrLVINhzJhwxOw7TXws8PFd8El0yE4xOrIRETkHOWFKVekzgtsDJ0HmuNODMPqaCpxEfACsB74q8WxiPi4o/tg1Ux4tgdsWwI9b4O7t8OVjyoxERERS+nnZamebtea4072boOwHlZHU4lbMRdonIM59uQGK4MR8T3HD8Bnz8KX/wbnCYi7GS67H1pcYHVkIiIigJITqa6IoWDzN7t2+WxyAjAX+BpIBL4CulobjogvyD8Cm16Az+dB/iFzMcPf/QVaaQFTERHxLerWJdXTqCVccLHZtcunBQLLgQbAcCDP2nBErFR4HD7/P5h7oTkLV4dL4Y7PYOR/lJiIiIhPUnIi1ReZAL/9AL/+aHUkVTgfSAK+AyYBvjpORsRDnAWw+UWYGwcfPghtY2HierjpdWgbY3V0IiIilVJyItXX7Rrz/ft3rI2jWq4AHgGWAvMsjkXES4qc5gD3eT3h/fugRQe49T24ZQWE97Q6OhERkSppzIlUX7MwOK+H2bWr/x+tjqYaZmIu0Hgv0A5zHRSReqi4GFLfho9mQ24atIuDa54GxyCw2ayOTkREpNqUnMjZibwW1v0dDmWZyYpP8wNeBa4GRgMvA7dYGpGcQ7Yugq2L8Uq3wmP74eDP0DoSRr9mzq6npEREROogJSdydrpdZyYn378HfSZbHU01NMVclPEGzBm88oApVgYk54KvXoL3/ghtukPTdp4/X5N2MPBBcxYuP3/Pn09ERMRDlJzI2WndFVpFmONO6kRyAhAMvAOMAu4EjgJ/sjQiqce+fsVMTLoOhVGvgD3A6ohERETqDA2Il7MXeS1kfGZ2JakzgoA3Mbt33Q88hGbxErdLWQorp0HnQTBqsRITERGRs6TkRM5et2vBKIIfVlkdyVlqACwBxgN/B+5DCYq4zbdvQvKd0LE/jFkC9kCrIxIREalzlJzI2TvvImgabq4WX+f4Ay8C04CnMMefFFsakdQDqSvhzUnQvi/clAQNGlodkYiISJ2kMSdy9mw2c82TrxdDQR4EBFsd0VnyA57BHIsyG3OQ/MvoPwepkR9WwfLbIKwnjH2jDv73ICIi4jvUciI1E3kdOE/ArrVWR1JDNuCfwD+A1zAHy+dbGpHUQWlr4Y1bzBXYf78cAptYHZGIiEidpuREaub8ftCwJXxXF1aLP5O/AHOBt4HrgWPWhiN1x+6PIelmaB0B496CoGZWRyQiIlLnKTmRmvG3Q8TV8OOH4CywOppamgYsBD4EhgKHrQ1HfF/GZ/D6GAjpDOOSoWELqyMSERGpF5ScSM1FXgv5hyBjg9WRuMF44HXgc2AwUJemSRav+uVLWHIjNG8Pt6yE4BCrIxIREak3lJxIzXUaAA2C4bu6OGtXRcZgroWSAgwAciyNRnxQ1lZYMhKatDETk8atrY5IRESkXlFyIjXXIAi6DIbv34PiIqujcZME4F1gF3AZkGltOOI7srfDq8PMLlyJ70DTdlZHJCIiUu8oOZHaibwO8vZB5ldWR+JGg4EPgP8B/YGfrA1HrJezE165AQKbmolJs3CrIxIREamXlJxI7XQZDH4N6sGsXae6FFiPOTj+MuA7a8MR6/z6AyxOMFd8T1wJLS6wOiIREZF6S8mJ1E5QM+h0ublavGFYHY2b9QQ+AYowE5QUS6MRC/y2CxZfBzY/s8WkZSerIxIREanXlJxI7XW7Fg5kmF1f6p0Y4FOgIeYg+U3WhiPesz/dTEyKnWaLSasuVkckIiJS71UrOVm9ejURERE4HA7mzJlz2v78/HxGjx6Nw+GgT58+ZGRkuPbNnj0bh8NBREQEH3zwAQA//PADcXFxrlfTpk155plnAHj44YcJCwtz7Xv//fdrf5XiWd2uAWxm60m91AUzQWkFXAF8ZG044nkHfzG7cjmPwy3JEBppdUQiIiLnhCqTk6KiIqZOncqqVatITU1l6dKlpKamliuzcOFCWrRowa5du5g+fTozZswAIDU1laSkJHbu3Mnq1au58847KSoqIiIigpSUFFJSUti6dSuNGjVi2LBhrvqmT5/u2n/11Ve7+ZLF7RqHwvl96+G4k7IuADYAHYCrASXN9dbhvWaLyYlDMG4FtO1udUQiIiLnjCqTk82bN+NwOOjUqRMBAQGMGTOG5OTkcmWSk5NJTEwEYOTIkaxbtw7DMEhOTmbMmDEEBgbSsWNHHA4HmzdvLnfsunXr6Ny5MxdcoEGmdVq3ayHnW7MrTL3VDvgYiAJuAJZbGYx4wpH/mYlJXi6MewvOi7M6IhERkXNKlclJVlYW7du3d30PDw8nKyur0jJ2u51mzZqRm5tbrWOTkpK46aabym2bN28esbGxjB8/ngMHDlQY14IFC4iPjyc+Ph6n01nVZYinRV5rvtfbrl2lWmHO4tULGA28Ym044j5Hf4VXrofD2fD75RAeb3VEIiIi5xxLB8QXFBSwcuVKbrzxRte2KVOm8NNPP5GSkkK7du344x//WOGxkydPZsuWLWzZsgW73e6tkKUyLTpAm+71aLX4M2kGfIg5QD4ReMHacKT2ju03E5MDP8PNy8xuiiIiIuJ1VSYnYWFh7Nmzx/U9MzOTsLCwSss4nU4OHTpESEhIlceuWrWKHj160KZNG9e2Nm3a4O/vj5+fH5MmTTqtG5j4sMjrYM+XcCTH6ki8IBhzJfnrgDuBJ6wNR2ru+EF49QbI3QU3vQ4d+1sdkYiIyDmryuSkV69epKWlkZ6eTkFBAUlJSSQkJJQrk5CQwOLFiwFYvnw5AwcOxGazkZCQQFJSEvn5+aSnp5OWlkbv3r1dxy1duvS0Ll3Z2dmuz2+//TYxMTG1ukDxoshrAQN+eM/qSLwkCHgTs3vX/cBDQH1b66WeO3EYXhsOOakw+jXoPNDqiERERM5pVfaHstvtzJs3jyFDhlBUVMT48eOJjo5m1qxZxMfHk5CQwIQJExg3bhwOh4OWLVuSlJQEQHR0NKNGjSIqKgq73c5zzz2Hv78/AHl5eaxZs4b58+eXO9/9999PSkoKNpuNDh06nLZffFhoFLToaHbtih9vdTRe0gBYAjQC/g7sBZ7FXBdFfFr+UVgyErK3w6hXoOuVVkckIiJyzrMZRt1f1js4OJi8vDyrwxCADx+ETf+G+38yV48/ZxQDDwKzMRduTAKiLY1IzqDgGCy5EX75Akb+B6JvsDoiERGpptHzvwBg2e39LDm/njs9SyvEi3t1uw6KC+HHD62OxFRcZC6o53F+wD+B1cA+zNm8XkLdvHxQ4QlIugl+/gyGzVdiIiIi4kM0zZW4V3gvaNwGvn8HYm+surwnFRfBmxMhNRmmfOalVb6HANuBccAkYA2wAHOGL6lUTipset78M/O0X7+Hvdvghuet/zsqIiIi5Sg5Effy84Nu18D2JCg8Dg0sGnthGPD+fbDzLfP7N/+FQbO8dPK2wAfA45hdvb4ClgJ9vHT+OqaoEJbfZrZwNWrl+fP5+cP18yDuZs+fS0RERM6KkhNxv27Xwpb/wE8fQberrYlh/SNmDJfcA//bAd++CQP/CjablwLwA2YClwM3AZcC/wDuQ70pT/HVS2Zrxpil1v19EREREZ+gpyRxvw79IbCZdavFf/YsfPok9EiEKx6GmJFwIAOyvrYgmH5ACnADMAMYCpwL68BUU95v8NFscwrfiKFWRyMiIiIWU3Ii7mcPgK5D4If3ocjp3XN//Qqs+StE3QDXPm22lHS7BvwD4Nvl3o3FpTnwBjAf2ABciDkWRVj3dyjMg6vmeLFVS0RERHyVkhPxjMhr4fgBc0Ykb0lNhnfuNn+FH/6iObYAoGFz6HIlfPuWdwZcV8gGTMYcf9IKc+D8n4FCi+LxAXtTzGSyzx3QOsLqaERERMQHKDkRz3BcAfYg73Xt+ukjc2ausHhzpW97QPn9McPh6P/g58+9E0+lYoDNmDN5zQEuAzKsDMgahgGr7ofgVnD5/VZHIyIiIj5CyYl4RkAwdB4E379nPoh6UuYWSBoLIV1g7BvmuU/VdSg0CLawa1dZjTC7eL0BfAfEAf+1MiDv++a/sOdLGPTQObZYp4iIiJyJkhPxnMhr4XAW7PXgQPScVHhtBDRuDePegoYtKi4X0MicCSo12Zy61ifcCGwDugGjgDuA45ZG5BX5R2HNLDjvIogba3U0IiIi4kOUnIjndL0KbP7wnYe6dh3IgFeHmd3Hxq2AJm3PXD5mhDkO5qePPBNPjXQEPsWcdng+5sryOy2NyOM+fRKOZMPQJ8x1cURERERK6MlAPKdRS+hwCXz3jvvrPvI/eOV6cJ6AcW9Dy45VH9N5kNmFyCe6dpXVAJiNuXDjr5gJygLAw93hrJD7E3wxDy68Cdr3sjoaERER8TFKTsSzIhMgNw1+/cF9dR4/AK8Oh6O/wtjl0CaqesfZA8x4vn/PXL3e51wJ7AD6A7cDo4GDVgbkfh8+aE7rfMXDVkciIiIiPkjJiXhWt2vMd3e1nhTkwZJRZsIzZsnZ//refSQUHIUfP3BPPG7XBlgFPAa8DVwEbLI0IrfZtdZc++ayP1XdBU9ERETOSUpOxLOangdhPd0zpbAzH5b9HrK2wIiF0HnA2dfRoT8Eh8K3b9Y+Ho/xA+4HNpZ874+ZrBRbFlGtOQtg1Uxo2Rn6TrE6GhEREfFRSk7E87pdC3u3wcE9Na+juAjemgw/rYfrnoWohJrV4+cP0cPMlpMTh2sej1f0wZzNazjmgPmrgP9ZGlGNbV5gtnZdNRvsgVZHIyIiIj5KyYl4XuR15vv379XseMOAd6dD6gq48lHoMa528XQfCUX5Zhcjn9ccSAJexGxJuRD40MqAzt7RffDJY9DlSug6xOpoRERExIcpORHPa9UFWneredeutQ/D14uh/x/h4j/UPp7wXtDsfPjG12btqowNmAh8BbQGhmB2+zpmZVDVt+5v5gQEQ2ZbHYmIiIj4OCUn4h3droWfP4O83LM7buPT8NkzED8eBv7VPbHYbBAzHHZ/dPbxWCoaM0G5A3gCc/HGJHx6yuGsrbDtNXOcSSuH1dGIiIh41J49exgwYABRUVFER0czd+5cAPbv38/gwYPp0qULgwcP5sCBAwAYhsG0adNwOBzExsby9dceXLi6jlByIt4ReS0YxfDjquofs3WR2WoSMwKu/peZVLhLzAgodsJ3ye6r0ysaAi8AG4BWwE2YA+a3WhlUxYqLYdUMaNzGnKFLRESknrPb7Tz55JOkpqayadMmnnvuOVJTU5kzZw6DBg0iLS2NQYMGMWfOHABWrVpFWloaaWlpLFiwgClTNGmMkhPxjnZx0Kx99VeL3/k2vHMPOAbDDf82B7K7U9vu0KorfOPLs3adSX/MVpQXgTTMhRsnAjlWBlXejmWQ+RVc8TcIamp1NCIiIh7Xrl07evToAUCTJk2IjIwkKyuL5ORkEhMTAUhMTGTFihUAJCcnc8stt2Cz2ejbty8HDx4kOzvbqvB9gpIT8Q6bzVzz5Kf1kH/kzGV3rYM3J0H7PjDqFXPxRE/EEzPC7Gp2eK/76/cKf8yE5Efgj8ArQBfMLl/5FsaF+We89iEIi4fY0dbGIiIiYoGMjAy2bdtGnz59yMnJoV27dgC0bduWnBzzx8SsrCzat2/vOiY8PJysrCxL4vUVSk7EeyKvM2fJ2rW28jJ7NptrmbTuBjcvg4BGnosnZiRgmK00dVozzITkW+ByzMHyMcA7WDYeZcMTcDQHrn4c/PTPjIiI1B9Op5P4+HjXa8GCBaeVOXr0KCNGjOCZZ56hadPyvQdsNhs2d3ZVr2fsVgcg55Dz+0GjELNrV/Sw0/f/71tYMtJcPXzcW9CwuWfjaeWAdheas3b1m+rZc3lFV8yEZDUwHUgArgSeBqK8F8Zvu+CL5yHu9+YCnCIiIvWI3W5ny5Ytle4vLCxkxIgRjB07luHDhwPQpk0bsrOzadeuHdnZ2YSGhgIQFhbGnj0n14HLzMwkLCzMsxfg4/STpniPnz9EDIW0D80Vw8vavxteGw4NgmHcCmgc6p2YYkbA3q/N89cbVwE7gLnAZiAWuBs44J3Tf/BnaNAQrnjIO+cTERHxEYZhMGHCBCIjI7n33ntd2xMSEli8eDEAixcv5vrrr3dtf+WVVzAMg02bNtGsWTNX969zlZIT8a5u10H+YUjfcHLb4Wx45QYoKoBxb0OLC7wXT7T5iwbf1tWB8ZVpAEzDHCw/GZiHOR7lecDpudP++IGZfF4+w3sJpoiIiI/47LPPePXVV1m/fj1xcXHExcXx/vvvM3PmTNasWUOXLl1Yu3YtM2fOBODqq6+mU6dOOBwOJk2axPPPP2/xFVjPZhiGDy+SUD3BwcHk5eVZHYZUR+EJeKKz2WKR8Cwc2w8vXw2H9sAtKyHcgm5AC4eYCdOdX3j/3F6zA7gH+AhzPMpcYKB7T+EsgOf7gs0PpnzumYkMRETknDd6vvn/62W397Pk/Hru9Cy1nIh3NQiCLoPhh/fhxGFYciPs/wnGvG5NYgLQfSTsS4WcVGvO7xWxwDrgTeAoMAgYDrixO9uXL5h/llfNUWIiIiIiNaLkRLyv27WQ9yu8NMgc7zHyZeh0uXXxRF1v/tr/7XLrYvAKG2ZC8h3wT+BDIBL4C1DF9M5VOfI/+ORxiLgaulxRyzhFRETkXKXkRLyvy5XgHwC//QgJ88zV463UOBQ6Xm6OO6n7vRyrIQj4M+b6KGOA2UAEsBgorlmVax82xwwN+Yd7QhQREZFzkpIT8b6gpnDlP2DYArhorNXRmLqPhAMZkPW11ZF40XmYCckmoD1wK9C35PtZ2PMVbF8K/e6Clp3cHKOIiIicS5SciDX6TIYLfWjl8G7Xmq059W7WruroA3yBucJ8JtAPGAdUY4Xa4mJY9Sdo0g76/9GTQYqIiMg5QMmJCJgLPjoGw863oLjI6mgs4IeZkPwIPAD8F3NRx38Axys/LGUJ7N0Gg/8OgY29EKeIiIjUZ0pORErFDIcj2fBLfZ5SuCqNgUcxB80PBR4ELgAeAXLLFz1xCNb9Ddr3ge43ejlOERERqY+UnIiUihgKDRrBN/V91q7q6AgsBz4FegOzgPMx10r52SzyyeOQ9xsMfRxsNmvCFBERkXqlWsnJ6tWriYiIwOFwMGfOnNP25+fnM3r0aBwOB3369CEjI8O1b/bs2TgcDiIiIvjggw9c2zt06ED37t2Ji4sjPj7etX3//v0MHjyYLl26MHjwYA4cOFCLyxM5CwHBZoKSmgxFhVZH4yMuBd4FvgFGAs8BneFEAmTMgx63wHlxVgYoIiIi9UiVyUlRURFTp05l1apVpKamsnTpUlJTyy9Wt3DhQlq0aMGuXbuYPn06M2bMACA1NZWkpCR27tzJ6tWrufPOOykqOtmf/6OPPiIlJYUtW7a4ts2ZM4dBgwaRlpbGoEGDKkyGRDwmZiQc3w+7P7Y6Eh8Tgzmz124wpoH/Krj9MFz9LbAeOBemYBYRERFPqzI52bx5Mw6Hg06dOhEQEMCYMWNITk4uVyY5OZnExEQARo4cybp16zAMg+TkZMaMGUNgYCAdO3bE4XCwefPmM56vbF2JiYmsWLGihpcmUgOOQRDUTF27KtUefrgCnmwIvySAPRVztflewBuA09rwREREpE6rMjnJysqiffv2ru/h4eFkZWVVWsZut9OsWTNyc3PPeKzNZuPKK6+kZ8+eLFiwwFUmJyeHdu3aAdC2bVtycnJqcXkiZ8keCJHXwffvQeEZZqk6VxWegA/+DE0iIWw5kAEsAA4DozEXc3weOGZdjCIiIlJnWTYgfuPGjXz99desWrWK5557jg0bNpxWxmazYatkoO2CBQuIj48nPj4ep1O/1oobxYyEgiOQ9qHVkfieTc+Zi1VeNQf8G2CuNj8Jc3avt4DWwFTMGb7+zmkzfImIiIicQZXJSVhYGHv27HF9z8zMJCwsrNIyTqeTQ4cOERIScsZjS99DQ0MZNmyYq7tXmzZtyM7OBiA7O5vQ0NAK45o8eTJbtmxhy5Yt2O32al+wSJU69Ifg1uradarDe2HDk+aClZ0HnLLTHxiGuZjjBsyV5h/CnOFrGmYLi4iIiMiZVZmc9OrVi7S0NNLT0ykoKCApKYmEhIRyZRISEli8eDEAy5cvZ+DAgdhsNhISEkhKSiI/P5/09HTS0tLo3bs3eXl5HDlyBIC8vDw+/PBDYmJiTqtr8eLFXH/99W69YJEq+dshepjZcnLisNXR+I41D0GxE4b84wyFbEB/4B3MGb5uBF4AHMDNwDaPhykiIiJ1V5XJid1uZ968eQwZMoTIyEhGjRpFdHQ0s2bNYuXKlQBMmDCB3NxcHA4HTz31lGuGrejoaEaNGkVUVBRXXXUVzz33HP7+/uTk5HDppZdy4YUX0rt3b6655hquuuoqAGbOnMmaNWvo0qULa9euZebMmR68fJFKxIwA5wn44X2rI/ENv2yCb96AS6ZBiw7VPCgGWASkY66P8g7QA7gSWIdm+BIREZFT2QzDqPNPCMHBweTl5VkdhtQnxcUwNxZCI2Hsf62OxlrFRfDiAHPBxbu+MteDqZGDwL+BZ4AczETlfmAEoK6ZIiJSPaPnfwHAstv7WXJ+PXd6llaIF6mInx/EDIef1sOx/VZHY61tr0L2drjykVokJgDNgZmY409eBI4CY4CumIs7aoYvERGRc52SE5HKxIwwx1ikrrA6EuscPwDr/g4XXALRw91UaRAwEXOGr7eBNsBdQDhwJ/Al6vIlIiJyblJfCpHKtI2FkC7w7VsQP97qaE4qyINda6Go0PPn+mGVmaBcNQcqmda75vyAG4DrgY2YA+dfLnmPAG4BxgHtKzleRERE6hslJyKVsdnM1pNPHjOn0W16ntURgbMAXh8NGZ9675x9pkC7WA+eoHSGr/6Yizn+F1gMPAA8CAwAEoHhQGMPxiEiIiJWU3IiciYxI+CTObBzBfS709pYDANW/sFMTK59Gi641PPn9POHlp08fx6XpsCEktdu4FXgFczk5E7MwfOJwO9Qr1QREZH6R8mJyJm07gptu8O3y61PTj6eAzuSYMADvtXNzGM6YS7kOAv4DLM15Q3MZKU9ZpevRMwB9SIiIlIf6KdHkarEjISsrbA/3boYUl43W3DixsJlf7IuDkvYgEsxZ/j6H7AUiAbmYI5N6Yc5TuUcn1VNRESkHlByIlKVmJJZqr5905rz7/7E7M7V8TK49hkPDEyvSxpiTj+8CtgDPIE5JfGdQDvMFenfAbwwWYCIiIi4nZITkao0Px/a97EmOdn3PSwbByEOGPUq2AO8H4PPOg+4D9gBbAWmAJ8ACZjTEk8HtqFpiUVEROoOJSci1REzEvalQk6q9855JAeW3AgNgsxV6hs299656xQb5mrzzwBZQDLmzF/Pl2y/EHgSyLYoPhEREakuJSci1RF9A9j8vNd6UpAHS0fDsd/gpiSz9UaqoQFmy8lyzGTkOaARZgtLOHA1sAxzymIRERHxNUpORKqjcag55uPbN80pfT2puAjenAR7U2DEQgjr4dnz1VstMceibMJcjX4G8A3mmJUWQO+SbauAIxbFKCIiImUpORGprpiRcCAd9n7t2fN8+CD88B4MfQy6Xe3Zc50zugH/BH4GPsZc4DEQeBqzNaUF0BeYCazGHGQvIiIi3qbkRKS6Iq8FvwbwjQe7dn05HzY9b67K3ud2z53nnOUHXA78HfgUOAisxUxK7MBTwFCgOeYUxX8GPkTJioiIiHcoORGproYtoMtg2PkWFBe7v/7v34fVMyHiGhjyD/fXLxVoBAwCHgU2AgeANZjdvfyAfwFDMFtWLsZscVkD5FkRrIiISL2n5ETkbMSMgCPZ8Mvn7q0362t4cwK0i4MRL4Kfv3vrl2oKBq4A/oG5Kv1B4AOgdOHLx4ErMZOVS4EHMVtejnk7UBERkXpJyYnI2YgYCg0auXfWroO/wOujoVEruHkZBAS7r26ppWDMZOSfwOeYLSurgT8CTsxV6gdjdgPrD/wVWA8ctyBWERGRuk/JicjZCAiGrlfBzhVQ5IZVyI8fhCWjwJlvrmXSOLT2dYoHNcbs5jUbcxawA5izfU0HCkq2D8JMVi7DHLOyBHMxSCUsIiIiVbFbHYBIndN9pDnuZPfH5hiUmnIWwBvjIHcX/P5NCO3mthDFW5oAV5W8wFw/5TPgI8xZwf6F2cIC5mKRnYCoMq9ozJnE1FomIiICSk5Ezp7jCghsZnbtqmlyYhjw7j2QvgFueAE6Xe7WEMUqTTFn+xpa8r0A2AWkAjtL3lMxu4aVbXnrwMlkpTRxicRMfkRERM4dSk5EzpY9ECKvg9RkuPY4NGh49nVs+BekLIHLZ0Lcze6PUXxEACeTjZFlthcCP3EyWSlNXNZiJjSlzuf0lpZIoJmnAxcREbGEkhORmug+AlJeg7Q1EJVwdsfueAM+ehRix8DvZnomPvFxDTC7c3UDhpfZ7gTSKd/KshOzi9iJMuXCKN/SEonZZawNoJneRESk7lJyIlITHS6D4Nbw7fKzS04yNkLyVOjQHxL+D2w2z8UodZAd6FLyuqHM9iIgg9O7hy2g/DTGdiAcaI/Z6lLRe3PM8S8iIiK+R8mJSE342yHqBtj2KuQfgcBqjA349UdIGgstOsDoV8Ee4Okopd7wBzqXvK4rs70Y+Bn4ruT9F2BPyftnQCYnB+SXakzlicv5mMlNkIeuQ0RE5MyUnIjUVMwI+OpFc2X3C0efuezRX2HJSPBvYE4Z3LCFd2KUes4P6FjyqkgRkEP5pKXs+zZgXwXHhXJ60lL6OQxojRIYERHxBCUnIjXVvg80DTe7dp0pOSk8DkvHwNF9cOt7ZsuJiFf4A+eVvPpWUuYEZgtLRcnLD8Aa4GgFxzXFTFJCS15lP5/6vRX6342IiFSH/m8hUlN+fhAzHDY9D8f2Q6OWp5cpLoa3JkHWVrMrV3hP78cpckZBgKPkVREDOMTJpGUv8Ctmi0vpKx34smR7USX1tKTixKWizy3RGsEiIucmJScitREzAj5/1pxWOP620/ev+St89w4MmW1OPyxS59gwB9E3B7pXUbYYOEj5xOXXCj6nYs5Ath8z+TmVPxCCmaQ0B1qUvJqf8l7R56YosRERqbuUnIjURrsLIcRhLsh4anKy+UX4Yh70ngx9p1gTn4hX+WEmFC0xp0muihPI5fQkpvT7gZLXr8CPJZ8PYiZBZ4qhGdVLZEo/N8Vc8LIJ5oQBmo5ZRMQqSk5EasNmM1tPPnkcDmdD03bm9h8/gFX3Q9ehcNUcTRksUiE75tosbc7iGAM4wslE5UA1PqeW+XyCqjWkfLJS0ecz7Tu1nP5XKyJSXfoXU6S2YkbAJ4/Bzreh352QvR3+exu0jYWRC8FPv8KKuI8Ns6WjKXBBDY4/wekJzGHMhOcI5uD/ij7/Cuw+ZV9FXdIqEsjJRKUh0Kjk1bCS9zPtq6xMQ9TiIyL1gZITkdpqHQFtuptdu6ISYMkoc3D8zcsgINjq6ESknCCgXcmrNgzMBTDPlNBU9PkYcLzk/QCQVeZ76XtBDWMK4GTiEoSZFJ3p5a4yAUCDMu+ln/3Rgp8icraUnIi4Q/cRsPZhWHwdFB6DcR9Ak7ZWRyUiHmMDgkte7lbE6QnLqe9V7TsB5J/yOgL8Vsm+fGqeFJ1JRUlLZduqU9Ze5t1Tn+2YiZVfNV6VlbOhxEykZmyGYVS3XdpnBQcHk5eXZ3UYci478DPMjQU/O4xdDp0HWB2RiMhZMjATlHwqT2BOfZ0ACsu8Cir4XNG2mpR1lnx2lvnsy48wNqpOZmyUT2RsbnidqR4onzRV9Nmd+ytTuzI/5hzBMPyIaLujGvW4n547PUstJyLu0OICGDQLWnVVYiIidZSNk121mlocS3UVU3HScqbP1SlbXMWrqBplqjqmCDO5Kk2wDDe8zlQPlE/mKvrszv2VqX2Z4wXFGGqZqreq1XKyevVq7r77boqKipg4cSIzZ84stz8/P59bbrmFrVu3EhISwrJly+jQoQMAs2fPZuHChfj7+/Pss88yZMgQ9uzZwy233EJOTg42m43Jkydz9913A/Dwww/z4osv0rp1awD++c9/cvXVV58xPmWwIiIiIueG0fO/AGDZ7f0sOb+eOz2rypaToqIipk6dypo1awgPD6dXr14kJCQQFRXlKrNw4UJatGjBrl27SEpKYsaMGSxbtozU1FSSkpLYuXMne/fu5YorruDHH3/Ebrfz5JNP0qNHD44cOULPnj0ZPHiwq87p06dz3333ee6qRURERETE51S5jO7mzZtxOBx06tSJgIAAxowZQ3JycrkyycnJJCYmAjBy5EjWrVuHYRgkJyczZswYAgMD6dixIw6Hg82bN9OuXTt69OgBQJMmTYiMjCQrK8sDlyciIiIiInVFlclJVlYW7du3d30PDw8/LZEoW8Zut9OsWTNyc3OrdWxGRgbbtm2jT58+rm3z5s0jNjaW8ePHc+DAgZpdmYiIiIiI1ClVJieedPToUUaMGMEzzzxD06bm4LspU6bw008/kZKSQrt27fjjH/9Y4bELFiwgPj6e+Ph4nE6nN8MWEREREREPqDI5CQsLY8+ePa7vmZmZhIWFVVrG6XRy6NAhQkJCznhsYWEhI0aMYOzYsQwfPtxVpk2bNvj7++Pn58ekSZPYvHlzhXFNnjyZLVu2sGXLFux2TTomIiIiIlLXVZmc9OrVi7S0NNLT0ykoKCApKYmEhIRyZRISEli8eDEAy5cvZ+DAgdhsNhISEkhKSiI/P5/09HTS0tLo3bs3hmEwYcIEIiMjuffee8vVlZ2d7fr89ttvExMT447rFBERERERH1dlk4PdbmfevHkMGTKEoqIixo8fT3R0NLNmzSI+Pp6EhAQmTJjAuHHjcDgctGzZkqSkJACio6MZNWoUUVFR2O12nnvuOfz9/dm4cSOvvvoq3bt3Jy4uDjg5ZfD9999PSkoKNpuNDh06MH/+fI/eABERERER8Q1aIV5ERERE6gytc1K/WTogXkREREREpJSSExERERERNxk/fjyhoaHlxk3v37+fwYMH06VLFwYPHuxaKsMwDKZNm4bD4SA2Npavv/7aqrB9hpITERERERE3ufXWW1m9enW5bXPmzGHQoEGkpaUxaNAg5syZA8CqVatIS0sjLS2NBQsWMGXKFCtC9ilKTkRERERE3OSyyy6jZcuW5bYlJyeTmJgIQGJiIitWrHBtv+WWW7DZbPTt25eDBw+Wm7n2XKTkRERERETEg3JycmjXrh0Abdu2JScnB4CsrCzat2/vKhceHk5WVpYlMfqKerF64fHjxwkODrbk3E6nU4tA1pDuXc3p3tWO7l/N6d7Vju5fzene1Vx9vXfB91Zdxh1OvX/Hjh0jPj7e9X3y5MlMnjy52vXZbDZsNptbY6xP6sXf1OLiYsvOHR8fz5YtWyw7f12me1dzune1o/tXc7p3taP7V3O6dzWne1c77rh/bdq0ITs7m3bt2pGdnU1oaCgAYWFh7Nmzx1UuMzOTsLCwWp2rrlO3LhERERERD0pISGDx4sUALF68mOuvv961/ZVXXsEwDDZt2kSzZs1c3b/OVfWi5URERERExBfcdNNNfPzxx/z222+Eh4fzt7/9jZkzZzJq1CgWLlzIBRdcwBtvvAHA1Vdfzfvvv4/D4aBRo0a8/PLLFkdvPSUntXQ2fQylPN27mtO9qx3dv5rTvasd3b+a072rOd272jnb+7d06dIKt69bt+60bTabjeeee65GcdVXNsMwDKuDEBERERER0ZgTERERERHxCedMcrJ69WoiIiJwOByuVTkBDMPggQceoGvXrkRGRvLss89WeHx6ejp9+vTB4XAwevRoCgoKANiwYQM9evTAbrezfPnysz5/ZfX6Gl+9fxMmTODCCy8kNjaWkSNHcvToUTddsfv46r2r7vmt5Kv3bv369fTo0YOYmBgSExNxOp1uumL3svr+jR8/ntDQUGJiYspt/9Of/kS3bt2IjY1l2LBhHDx4sPYX62a+eu8efvhhwsLCiIuLIy4ujvfff98NV+t+vnr/UlJS6Nu3L3FxccTHx7N582Y3XK17WXnv9uzZw4ABA4iKiiI6Opq5c+e69v33v/8lOjoaPz8/n535y1P37qmnniIqKorY2FgGDRrEzz//fFbnryvPej7DOAc4nU6jU6dOxk8//WTk5+cbsbGxxs6dOw3DMIz//Oc/xrhx44yioiLDMAwjJyenwjpuvPFGY+nSpYZhGMbtt99uPP/884ZhGEZ6erqxfft2Y9y4ccZ///vfsz5/ZfX6El++f4cOHXKVmz59ujF79mz3XLSb+PK9q+75reKr966oqMgIDw83fvjhB8MwDOOvf/2r8dJLL7n12t3B6vtnGIbxySefGFu3bjWio6PLbf/ggw+MwsJCwzAM4/777zfuv//+2l2sm/nyvXvooYeMJ554otbX6Em+fP8GDx5svP/++4ZhGMZ7771nXH755bW6Vnez+t7t3bvX2Lp1q2EYhnH48GGjS5curvOnpqYa33//vXH55ZcbX331lfsu2k08ee/Wr19v5OXlGYZhGM8//7wxatSoszp/XXjW8yXnRHLy+eefG1deeaXr+z//+U/jn//8p2EYhtGrVy8jLS3tjMcXFxcbISEhrv+ZnlqfYRhGYmJipf+xV3b+6tTrC3z1/p16jjvuuMOYM2dO9S/MC3z53lXn/Fby1Xu3b98+o1OnTq7tGzZsMIYOHXp2F+cFVt+/Uunp6ac9IJb11ltvGTfffPMZ6/A2X753dSE58eX7d+WVVxpJSUmGYRjG66+/btx0003Vuygv8ZV7VyohIcH48MMPy23z1eTEG/fOMAzj66+/Ni6++OJqn7+uPOv5knOiW1dWVhbt27d3fQ8PDycrKwuAn376iWXLlhEfH8/QoUNJS0s77fjc3FyaN2/uWh207PG1OX9t6/UWX71/pW677Tbatm3L999/zx/+8Iezvj5P8uV7V53zW8lX712rVq1wOp2ubg3Lly8vt4CWr7D6/lXXf/7zH4YOHer2emvD1+/dvHnziI2NZfz48Rw4cMBt9bqLL9+/Z555hj/96U+0b9+e++67j9mzZ7ulXnfxpXuXkZHBtm3b6NOnT42O9zZv3buFCxdW+G9WXX/W8yXnRHJyJvn5+QQFBbFlyxYmTZrE+PHjrQ6pTvGF+/fyyy+zd+9eIiMjWbZsmdfPX1NW3zurz18bVsZus9lISkpi+vTp9O7dmyZNmuDv7++187uDr/zZ/+Mf/8ButzN27FhLzl8TVt+7KVOm8NNPP5GSkkK7du344x//6NXz15bV9++FF17g6aefZs+ePTz99NNMmDDBq+evDW/eu6NHjzJixAieeeYZmjZt6rHzeIu77t1rr73Gli1b+NOf/uTmCKWscyI5CQsLK/fLZmZmJmFhYYCZwQ4fPhyAYcOGsWPHDgCGDBlCXFwcEydOJCQkhIMHD7oGvZY9vjbnr2293uKr968sf39/xowZw5tvvlmzi/QQX753lZ3fV/jyvevXrx+ffvopmzdv5rLLLqNr1661u1gPsPr+VWXRokW8++67LFmyBJvN5rZ63cGX712bNm3w9/fHz8+PSZMm+eSAbl++f4sXL3ad/8Ybb/S5++cL966wsJARI0YwduxY1/nqAk/fu7Vr1/KPf/yDlStXEhgYWO3z15VnPV9yTiQnvXr1Ii0tjfT0dAoKCkhKSiIhIQGAG264gY8++giATz75xPWQ8cEHH5CSksJLL72EzWZjwIABrtktFi9ezPXXX1/r89e2Xm/x1ftnGAa7du0CzJk4Vq5cSbdu3dx56bXmq/fuTOf3Fb587/bt2weYv8Y99thj3HHHHW67bnex+v6dyerVq3n88cdZuXIljRo1ckud7uTL9y47O9v1+e233z5tNipf4Mv377zzzuOTTz4BzFn3unTp4pZ63cXqe2cYBhMmTCAyMpJ7773XzVfnWZ68d9u2beP2229n5cqVhIaGntX568qznk+xeMyL17z33ntGly5djE6dOhmPPvqoa/uBAweMq6++2oiJiTH69u1rpKSkVHj8Tz/9ZPTq1cvo3LmzMXLkSOPEiROGYRjG5s2bjbCwMKNRo0ZGy5YtjaioqLM6f2X1+hpfvH9FRUXGxRdfbMTExBjR0dHGzTffXG72Ll/hi/fubM5vJV+9d/fdd5/RrVs3o2vXrsbTTz/tvgt2M6vv35gxY4y2bdsadrvdCAsLc81q1rlzZyM8PNy48MILjQsvvNC4/fbb3Xzlteer9+73v/+9ERMTY3Tv3t247rrrjL1797r5yt3DV+/fp59+avTo0cOIjY01evfubWzZssXNV157Vt67Tz/91ACM7t27u/77fO+99wzDMCevCAsLMwICAozQ0FCfHNTtqXs3aNAgIzQ01HVPrrvuurM6f1151vMVWiFeRERERER8wjnRrUtERERERHyfkhMREREREfEJSk5ERERERMQnKDkRERERERGfoORERERERER8gpITERERERHxCUpORERERETEJyg5ERERERERn/D/fKd0Bu/nbKkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp10lqk431 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpiscmn489 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:right_cross: 202\n",
      "INFO:root:idx_max: 199\n",
      "INFO:root:range_arr.shape: (9, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5czi7tyc -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2gmwguez -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmph8glusmq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv6tzv26m -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpcz8zpwjr -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa48w2sqh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwtcc9ynw -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpth_78b5o -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxvtp6h61 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1dfrhpjc\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpglpvgbd8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvty3zi0u -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp61tk2upt -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf9moro5v -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6tlxhy5_ -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmper5pfq5u -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpuj5h5zt9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpsufwoh07 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkc8yxksm -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpntaww0sp -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp0k8s9oiy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpdnji5an1 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 4 task: 11 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 4 task: 11 (quota:1/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpztfp308u -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 3min 18s\n",
      "Result(id=1740945276016, decided_length=203, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkdrufdhp, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71), df->(shape((168, 28)), range(2020-06-02 00:00:00 -- 2020-06-08 23:00:00), df_projected->(shape((192, 28)), range(2020-06-02 00:00:00 -- 2020-06-09 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 199 199 65814.38155372631\n",
      "48 199 200 45271.91525561651\n",
      "48 199 201 33984.16983648161\n",
      "48 199 202 34810.685391457664\n",
      "48 199 203 35903.351352749734\n",
      "48 199 204 36886.709109743904\n",
      "48 199 205 37658.44861212169\n",
      "48 199 206 38240.624574825975\n",
      "48 199 207 38657.811060668006\n",
      "0 199 201 47841.27033819219\n",
      "1 199 201 47476.77469047158\n",
      "2 199 201 47051.617158192086\n",
      "3 199 201 46629.24295649723\n",
      "4 199 201 46152.683250227274\n",
      "5 199 201 45612.3645443671\n",
      "6 199 201 45041.65508470331\n",
      "8 199 201 43693.86534826247\n",
      "12 199 201 40346.844349610394\n",
      "24 199 201 35334.56194075849\n",
      "48 199 201 33982.8798214066\n",
      "72 199 201 33838.65742632694\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmphier2vit -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy6ftdxvi -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 0 task: 0 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "INFO:root:right_cross: 419\n",
      "INFO:root:idx_max: 415\n",
      "INFO:root:range_arr.shape: (10, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5hlecrxr -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmphbgs4566 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1ea9tjjd -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp0hjgv4fq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpja1f6u6b -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy4f9d41w -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6ng1yj_n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxika062i -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptlu6jkd6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwg38wnx7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy1f3ok77\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqx9brfit -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpcnmqi19i -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp0gjxcvuo -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2x0nry1u -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwvvnukd_ -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpd5pi1_gu -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwy89x9lp -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5nwew3bv -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpiscnk3vj -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8x8yuby4 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1fgh7x8v -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp73_hyy7x -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpbxbn3jbm -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 3min 49s\n",
      "Result(id=1740918619104, decided_length=425, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2bbi7l71, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7), df->(shape((216, 28)), range(2020-06-09 00:00:00 -- 2020-06-17 23:00:00), df_projected->(shape((240, 28)), range(2020-06-09 00:00:00 -- 2020-06-18 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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C19eXlStXMmPGDGJiYkhISCA5OZnHHnus3ud95pln2LBhA3FxcSxbtozOnTsDEBcXx9NPP80NN9zANddcw69//WsAxo8fzwsvvEDv3r3Zv3+/+zw+Pj689dZb3HnnnSQkJGA2m/nlL3/ZMC++EZgM1+TAIiIiIiKX0d69e+nVq1dTD6PRde3aldTUVHdvxpXq/H9fjzIaa9asISYmhqioKGbNmlXt+ddff52EhASSkpK4/vrr3fMAZ2Zm4uvrS1JSEklJSS0qAhMRERERkYtXZ0ajrKyMHj168MknnxAREUFycjKLFi0iNjbWvc/Zs2fdTTKrVq3i1VdfZc2aNWRmZnLzzTeza9euy/sqRERERKTZu9IyGm+99RYvv/xylW2DBg1yN5hfbc7/961zetvNmzcTFRVF9+7dAWcN2cqVK6sEGq4gAyA/Px+TydSQYxYRERERaXYmTpzIxIkTm3oYzVadgUZ2djadOnVyfx0REcGmTZuq7TdnzhxeeuklSkpK+PTTT93bDxw4QO/evQkKCmLGjBkMHjz4gtczm834+vrW5zW0eMV2BwA2q3rzRVoS/b8rIs1Zc/wdtWzZMgoLC6tsc5QX15ib4Ea1w+GgX79+jX7dq0WDLdg3ZcoUpkyZwsKFC5kxYwYLFiygQ4cOHDp0iLCwMLZs2cKtt97K7t27q2RAAObOncvcuXMB8PLyIj8/v6GG1SKMe+NrAJY8PKCJRyIi9aH/d0WkOWuOv6NqKp3afyIPgMg2AY0+nq1btzb6Na8mdYa44eHhHD582P11VlYW4eHhte4/fvx4VqxYAYDNZiMsLAyAvn37EhkZyQ8//FDtmMmTJ5OamkpqaipWqxYrFxERERFp6eoMNJKTk0lPT+fAgQOUlJSwePFiUlJSquyTnp7ufvzhhx8SHR0NwIkTJygrKwOcKyump6e7ez1EREREROTKVWegYbVamT17NqNGjaJXr17cddddxMXFMX36dFatWgXA7NmziYuLIykpiZdeeokFCxYAsGHDBhITE0lKSuKOO+7g9ddfJzQ09PK+IhERERGRWlgsFpKSkoiPj2fatGmcPn3a/dzu3bsZNmwYMTExREdH88c//hHXBK3z58+nTZs2JCUlERsby5tvvlnrNf75z3+SmJhIQkICAwcOZPv27VWeLysro3fv3tx8880XHOuECRPo1q2be6mItLS0Gvfr2rUrJ0+e9OwbcIlWrVpV43IXNfGoTmnMmDGMGTOmyrbnnnvO/fj8ab1cbr/9dm6//XaPBiIiIiIicrn5+vq6P7DffPPNzJkzh6effprCwkJSUlJ47bXXGDlyJAUFBdx+++28+uqrTJkyBYBx48Yxe/Zsjh8/TlxcHCkpKbRr167aNbp168bnn39OSEgIq1evZvLkyVUmU3r55Zfp1asXZ8+erXO8L7zwAnfccUfDvPgGkJKSUq26qTZqiBARERGRRvfj//t/FO/9jtJSZ5n9QS/LJZ/T1qsn7X/3O4/3T0xMJDs7G4CFCxcyaNAgRo4cCYCfnx+zZ89m6NCh7kDDpW3btkRGRnLw4MEaA42BAwe6H/fv35+srCz311lZWXz44Yc8/fTTvPTSS/V6fS45OTncfffdZGdnM2DAACovi/fSSy/xj3/8A4AHH3yQadOmkZmZyejRo7n++uv56quvCA8PZ+XKlfj6+vLtt9/yi1/8ArPZzIgRI1i9ejW7du3ir3/9Kzt37uQf//gHO3fu5O6772bz5s3861//IjU1ldmzZ9c5zuYz35mIiIiISCMpKytj8+bN7rvzu3fvpm/fvlX2iYyMJC8vr1rmISMjg4yMDKKiouq8zrx58xg9erT762nTpvHnP/8Zs9mzj+FPP/00iYmJPP744xQXFwPw7LPPcv3117N7927Gjh3LoUOHANiyZQtvvfUWmzZt4ptvvuHNN99k27ZtgLOnesqUKezevZtWrVrx/vvvA861QN544w3S0tKwWCqCvV/96lfs27eP5cuXu/fx8/PzaMwuymiIiIiISKNzZR5c09t2aaTpbQsLC0lKSnKvFTdixAiPj12yZAkbN27EZrPxxhtv1Nl7/NlnnzFv3jw2btwIwAcffEDbtm3p27cv69evr/N6M2fOpH379pSUlDB58mSef/55pk+fzoYNG1i2bBkAN910EyEhIQBs3LiRsWPH4u/vD8Btt93GF198QUpKirvXA5yzwWZmZnL69GnOnTvHgAHOKZDvuecePvjgA8C5tt38+fNJTEzk4YcfZtCgQR5/n1yU0RARERGRq4arR+PgwYMYhsGcOXMAiI2NZcuWLVX2zcjIICAgwL0G3Lhx40hLS2PTpk2MHTv2gtfZsWMHDz74ICtXrnQv9/Dll1+yatUqunbtyvjx4/n000+57777aj1Hhw4dMJlM2Gw2Jk6cyObNmy/6ddtsNvdji8WC3W6v85j09HQCAgI4cuTIRV1TgYaIiIiIXHX8/Px44oknePHFF7Hb7dx7771s3LiRtWvXAs7Mx9SpU3nyySfrfe5Dhw5x22238c4779CjRw/39pkzZ5KVlUVmZiaLFy9m2LBhvPvuu7We5+jRowAYhsGKFSuIj48HYMiQISxcuBCA1atXk5ubC8DgwYNZsWIFBQUF5Ofns3z5cgYPHlzr+Vu1akVgYKC7UX3x4sXu586cOcPUqVPZsGEDOTk5LF26tN7fBwUaIiIiInJV6tmzJ4mJiSxatAhfX19WrlzJjBkziImJISEhgeTkZB577LF6n/e5554jJyeHRx99lKSkJPr163dR47v33ntJSEggISGBkydP8vvf/x6AZ555hg0bNhAXF8eyZcvo3LkzAH369GHChAlce+21XHfddTz44IP07t37gteYN28eDz30EElJSeTn5xMcHAzA448/zpQpU+jRowfz5s3jqaee4vjx4/Uav8mo3KbeDPj7+5Ofn9/Uw2hU4974GoAlDw9o4pGISH3o/10Rac6a4++ovXv30qtXryrbXD0akY3Uo1HZ1q1b6dOnT6NftznJy8sjIMD5vZ81axZHjx6tdemKupz/76tmcBERDxUX5FNSVEhgaOumHoq0OEXAEaB7Uw9ERKSKDz/8kJkzZ2K32+nSpQvz589vsHMr0BAR8dCXS94la89Ofv5C3XOHi1Q1D3gKyEVvvSJXjrfeeqva3f9Bgwa5G8w9NXbsWA4cOFBl2/PPP8+oUaMueYx1GTduHOPGjbss59ZvOxERDxXl51Fw9kxTD0NapFwgDyhFb70iV46JEycyceLESz7P8uXLG2A0zY+awUVEPGQ4HNhLS5p6GNIiudohy5p0FCIijUmBhohIPZSVlDb1EKRFcpT/rUBDRK4eCjRERDxkGAb20hKa2WR90iK4fmbqXiBLRORKoUBDRMRDrgCjzIPVVEWqUumUiFx9FGiIiHjKFWioT0PqTYGGSHNhsVhISkoiPj6eadOmcfr0afdzu3fvZtiwYcTExBAdHc0f//hH902m+fPn06ZNG5KSkoiNjeXNN99ssDGtWLGCPXv2uL+eMGHCRa3E3dwo0BAR8ZBhOOvs7SUKNKS+FGiINBe+vr6kpaWxa9cugoKC3FPRFhYWkpKSwlNPPcX333/P9u3b+eqrr3j11Vfdx44bN460tDTWr1/P7373O44dO9YgYzo/0LhSaI49ERFPlX9WLCtVQ7jUl5rBRc73xb9+4OThPApLnf9f7PCyXPI5W3cKYPBdPTzePzExkezsbAAWLlzIoEGDGDlyJAB+fn7Mnj2boUOHMmXKlCrHtW3blsjISA4ePEi7du2qnTcnJ4e7776b7OxsBgwYwCeffMKWLVto3bo1b7/9Nn/5y18wmUwkJibyyCOPsGrVKj7//HNmzJjB+++/X+Vc69at47e//S12u53k5GRee+01bDZbfb81TUIZDRERD7nS55riVupPGQ2R5qasrIzNmzeTkpICOMum+vbtW2WfyMhI8vLyOHv2bJXtGRkZZGRkEBUVVeO5n332Wa6//np2797N2LFjOXTokPsaM2bM4NNPP2X79u28/PLLDBw4kJSUFF544QXS0tKIjIx0n6eoqIgJEyawZMkSdu7cid1u57XXXmvIb8NlpYyGiIiH3IGGSqek3hRoiJzPlXnYfyIPgMg2AY1y3cLCQpKSksjOzqZTp06MGDHC42OXLFnCxo0bsdlsvPHGG4SGhta434YNG1i2bBkAN910EyEhIQB8+umn3HnnnbRu3Rqg1uNdvv/+e7p160aPHs7v1QMPPMCcOXOYNm2ax2NuSspoiIh4zNUMrtIpqS8FGiLNhatH4+DBgxiG4e7RiI2NZcuWLVX2zcjIICAggKCgIKCiR2PTpk2MHTu20cfe0ijQEBHxkEqn5OIp0BBpbvz8/HjiiSd48cUXsdvt3HvvvWzcuJG1a9cCzszH1KlTefLJJ+t97iFDhrBw4UIAVq9eTW5uLgDDhg3jvffeIycnB4BTp04BEBgYyLlz56qdJyYmhszMTPbt2wfAO++8ww033FD/F9tEFGiIiHjKNb2tSqek3lzN4FqDRaQ56dmzJ4mJiSxatAhfX19WrlzJjBkziImJISEhgeTkZB577LF6n/eZZ55hw4YNxMXFsWzZMjp37gxAXFwcTz/9NDfccAPXXHMNv/71rwEYP348L7zwAr1792b//v3u8/j4+PDWW29x5513kpCQgNls5pe//GXDvPhGoB4NEREPVWQ0VDol9aWMhkhzkZeXV+Xrf//73+7HCQkJrF+/vsbjJkyYwIQJEzy6RlhYGB9//LH7665du7ofP/DAAzzwwANV9h80aFCV6W3nz5/vfjx8+HC2bdvm0XWbGwUaIiIeUumUXDwFGiItUUlJCQcOHKC0/AZTmzZtaNeuHXa7nYyMDIqLi7HZbHTv3h2r1YphGBw+fJgzZ85gNpvp2rUr/v7+gHPK26NHjwLQoUMHd0N4fn4+mZmZOBwOgoOD6dSpEyaTqdZrtCQta7QiIk3JUDO4XCwFGiItVUREBP7+/pSVlbFnzx6CgoLIyckhMDCQL7/8kr/85S8AeHl5UVZWRmJiIu+++y75+fkcOnSIXr16sW/fPvbu3UuvXr0A2Lt3L61atcJqtXLo0CG6dOmCv78/6enpnD17luDgYH788UcCAwPp0aMHR48e5ccffyQiIqIpvxX1pkBDRMRDmt5WLp4W7BNpiby9vfH29gbAYrHg6+tLaWkpp0+fpkePHkycOJF7772XH374gfj4eA4ePEhAQAAmk4mAgADKysooKSnh3LlzBAUFuTMSQUFBnDlzhsDAQMrKyggIcE7tGxYWxunTpwkODnZfw7X9hx9+aHGBhprBRUQ8ZLgzGgo0pL6U0RBp6YqLiykoKMDf35/S0lJ3AOLl5eUurSopKXFvr/xcaWkpXl5edW739vampPxmVm3XaEmU0RAR8ZSaweWiKdAQaY4Mw6jShN2mTRvatGlTbb+ysjL2799Pp06dsFgsVZ4zmUyXfZyNcY3LQYGGiIjHVDolF0uBhkhzZDKZiI2NveA+DoeD/fv3Exoa6l7h28vLy529KCkpcWclKmckAHfGwsvLq8psV6WlpQQEBFTLVFTOiNR2jZZEpVMiIh4yHCqdkoulQEOkubBYLCQlJREfH8+0adM4ffq0+7ndu3czbNgwYmJiiI6O5rnnniMzMxMfHx/WrFlDmzZtSEpKYuzYsbzyyiuAczapVq1aARAcHExOTg7vvvsu8fHx3HbbbQwdOpTMzEzOnDmD3W7Hbrdz6tQphg8fzm233YbFYiEvLw/DMKqd6/7776dbt2707t3bvSp5Tbp27crJkycv43etwqpVq5g1a5ZH+yqjISLiIQOVTsnF0oJ9Is2Fr6+v+wP7zTffzJw5c3j66acpLCwkJSWF1157jZEjR1JQUMAtt9xCXl4eDzzwANnZ2YwYMYLXXnuN/Px84uPj6devHx06dCAyMhJwBgdnzpzBMAzmzp3LNddcw4YNG3j00Uf58MMP2bt3LwAffPABsbGxnD17ls6dO1eZ3jYoKAhwToFbUlLCY489xs0330xkZGSzmN42JSWFlJQUj/ZVRkNExEPKaMjFU0ZDpDlKTEwkOzsbgIULFzJo0CBGjhwJgJ+fH6+//jqLFi0iLi6O8PBwQkNDCQ4OpmPHjvTo0QM/Pz9iYmLcAYDJZKJLly7cf//9DBw4EH9/f/r3709WVhatW7cmISGBkJAQ1q9fz4MPPgiAv78/cXFxJCQk0LlzZ3c/htVqJTg4mC5dulS5BjizKCNHjiQuLo4HH3zQPVkJwEsvvUR8fDzx8fH87W9/AyAzM5NevXrx0EMPERcXx8iRIyksLATg22+/JTExkaSkJJ544gni4+MB+Otf/8qkSZMA2LlzJ/Hx8RQUFDB//nyPV0tv+rBIRKTFcPVoKKMh9aVAQ+R8n82fy/GDGRSWOP+/SPW21HFE3dp26c6NEyZ7tG9ZWRmbN2/mt7/9LeAsm+rbt2+VfSIjI8nLy+Ps2bNVtmdkZJCRkUFUVFSd15k3bx6jR492fz1t2jT+/Oc/c+7cOY/G+fTTT/Pcc88xfPhwZs2ahc1m49lnn+X6669n+vTpfPjhh8ybNw+ALVu28NZbb7Fp0yYMw+C6667jhhtuICQkhPT0dBYtWsSbb77JXXfdxfvvv899993HxIkTefPNNxkwYABPPfWU+7q/+tWvGDp0KMuXL+dPf/oTb7zxBn5+fh6N2UUZDRERD7luGKkZXOpPgYZIc1FYWEhSUhLt27fn1KlTjBgxwuNjlyxZQlJSEnfffTdvvPEGoaGhF9z/s88+Y968eTz//POAs2Sqbdu21QKa2sycOZPvvvuOb7/9llOnTrnPs2HDBu677z4AbrrpJneT+saNGxk7diz+/v4EBARw22238cUXXwDQrVs3kpKSAOjbty+ZmZmcPn2ac+fOMWDAAADuuece97XNZjPz58/n/vvv54YbbmDQoEEefpcqKKMhIuIhw3DW2aenZnP84Nk69hapTIGGyPlcmYf9J5yzMUW2CWiU67p6NAoKChg0aBBz5sxh6tSpxMbGsmHDhir7ZmRkEBAQ4O6bGDduHLNnz/boOjt27ODBBx9k9erVhIWFAfDll1+yatUq/vOf/1BUVMTZs2e57777ePfdd2s8R4cOHQCw2WxMnDjRvQr5xbDZbO7HFovFXTp1Ienp6QQEBHDkyJGLuqZHGY01a9YQExNDVFRUjV3mr7/+OgkJCSQlJXH99ddXmY945syZREVFERMTw0cffXRRgxQRaRZcKQ2jjIy0E007FmlhtDK4SHPj5+fHE088wYsvvojdbufee+9l48aNrF27FnBmPqZOncqTTz5Z73MfOnSI2267jXfeece9ujc4PxdnZWWRmZnJ4sWLGTZsWK1BBsDRo0cB53ofK1ascPdPDBkyhIULFwKwevVqcnNzARg8eDArVqygoKCA/Px8li9fzuDBg2s9f6tWrQgMDGTTpk0ALF682P3cmTNnmDp1Khs2bCAnJ4elS5fW+/tQZ6BRVlbGlClTWL16NXv27GHRokVVAglwpll27txJWloaTz75JL/+9a8B2LNnD4sXL2b37t2sWbOGRx99lLIy/ZIVkRbK3WtnJy+3uClHIi2OMhoizVHPnj1JTExk0aJF+Pr6snLlSmbMmEFMTAwJCQkkJyd73Phc2XPPPUdOTg6PPvooSUlJ9OvX76LGd++995KQkEBCQgInT57k97//PQDPPPMMGzZsIC4ujmXLltG5c2cA+vTpw4QJE7j22mu57rrrePDBB+ndu/cFrzFv3jweeughkpKSyM/PJzg4GIDHH3+cKVOm0KNHD+bNm8dTTz3F8ePH6zX+OkunNm/eTFRUFN27dwdg/PjxrFy5ssriJq50EkB+fr67W37lypWMHz8em81Gt27diIqKYvPmze46MBGRlsRVOmUYZeTlFkH9euLkqqZAQ6S5qLxwHsC///1v9+OEhATWr19f43ETJkxgwoQJHl3j73//O3//+98vuM/QoUMZOnToBff59NNPa9weFhbGxx9/XONzv/71r903/V26du3Krl273F+7GuAB4uLi2LFjBwCzZs1yB0X/+Mc/3Pt06tSJffv2AfX7PtQZaGRnZ9OpUyf31xEREe70SmVz5szhpZdeoqSkxP1Nyc7Opn///lWOdU0hJiLS0hiVMxqnihVoSD0o0BCR5unDDz9k5syZ2O12unTpwvz58xvs3A3WDD5lyhSmTJnCwoULmTFjBgsWLPD42Llz5zJ37lwA7HYtZiQizZMro4FR5iydirBd+AARN1egofc4kSvJW2+9xcsvv1xlm6vBvD7Gjh3LgQMHqmx7/vnnGTVq1CWPsS7jxo1j3Lhxl+XcdQYa4eHhHD582P11VlYW4eHhte4/fvx4HnnkkXodO3nyZCZPds484O/v7/noRUQaU6WMRpndcaE9Rc6jZnCRK9HEiROZOHHiJZ9n+fLlDTCa5qfOZvDk5GTS09M5cOAAJSUlLF68uNqy4+np6e7HH374IdHR0YBzifLFixdTXFzMgQMHSE9P59prr23glyAi0jiM8kjDMJwfFi1lxoV2F6lEpVMicvWpM6NhtVqZPXs2o0aNoqysjEmTJhEXF8f06dPp168fKSkpzJ49m7Vr1+Ll5UVISIi7bCouLo677rqL2NhYrFYrc+bMwWK59FUfRUSahMN1V9pZ/uJTYpDva2q68UgLokBDRK4+HvVojBkzhjFjxlTZ9txzz7kfn1+bVtnTTz/N008/fZHDExFpPtz5C8MZaNhKDPJ9m2w40qIo0BCRq49HC/aJiAiVpp0qwzAMfEpUOiWeUo+GiFx9FGiIiHjIMCoHFmW0OqcPjeIpZTRErjRdu3bl5MmTtT4fEBAAwJEjR7jjjjvqde7p06e7Vyj/29/+RkFBwcUPtAkp0BAR8VDlQCN2cDtan3EQekYfHMUTCjRErlYdO3Zk6dKl9Trmueee4yc/+QmgQENE5KpQOdCIH9yOfB8TPQ+WsOOzw9hL9QFSLkSBhkhz8u6773Lttddy99138/DDDzNnzhyeeOIJ9/Pz58/nscceA+DWW2+lb9++xMXFudd9q4/MzEzi4+Pd57311lsZMWIEXbt2Zfbs2bz00kv07t2b/v37c+rUKcC5+vbSpUt55ZVXOHLkCDfeeCM33nhjA7zyxtVgC/aJiFzxKpdOGXZ2d/cm+lApXyxJZ/MHB4js3ZaY/u3pGNWqyYYozZUCDZHzPfvv3ew5cpai8hs1Pl6XPjNpbMcgnvlZ3AX32bt3L0uWLOHLL79k586d/P3vfycgIIDly5fzwgsvALBkyRL3ZEb/+Mc/CA0NpbCwkOTkZG6//XbCwsIueoy7du1i27ZtFBUVERUVxfPPP8+2bdt4/PHHefvtt5k2bZp736lTp/LSSy/x2Wef0bp164u+ZlNRoCEi4rGKQKPMbqfIZmZnlDcvDu3J7o1HSE89xndfHeXW3/ShQ2RwE45Tmp+qUyOLSNNZt24dW7ZsITk5mcLCQgDatm1L9+7d+eabb4iOjua7775j0KBBALzyyivuBfUOHz5Menr6JQUaN954I4GBgQQGBhIcHMzPfvYzABISEtixY8clvrrmRYGGiIiHDIeB2eKFo6wUh73EudFkIqJnKBE9QykuKOVf/+9bPpq7k/HTr8PH36tpByzNiDIaIudzZR72n8gDILJNQKNc1zAMHnjgAWbOnMnWrVvp06cP4Mxc/Otf/6Jnz56MHTsWk8nE+vXrWbt2LV9//TV+fn4MHTqUoqKiS7q+zWZzPzabze6vzWYzdvuVdTNCPRoiIh4yMLB4+QBQUlxY7XmbnxcjJsWRf6aEfanHGnt40qwp0BBpLoYPH87SpUs5fvw4AKdOneLgwYOMHTuWlStXsmjRIsaPHw/AmTNnCAkJwc/Pj++++45vvvmm0ccbGBjIuXPnGv26DUGBhoiIpwwDm5+zJKrgzOkad2nXLYhW7fzYt/VEIw5Mmj8FGiLNRWxsLDNmzGDkyJGMGzeOESNGcPToUUJCQujVqxcHDx7k2muvBeCnP/0pdrudXr168dRTT9G/f/9GH+/kyZP56U9/2iKbwU1G1Ynhm5y/vz/5+flNPYxGNe6NrwFY8vCAJh6JiFzIm49Nwmprw6ms3Qy570H+cqQdUP3/3W9W7mfrmoNM/PP1+AZ6N8VQpdm5BVgF/BfwShOPRa4WzfHzxd69e+nVq1eVbY1dOlVZ5dIpuXTn//sqoyEi4iHDMPCy+QMW8k+fqnW/yD5tMQzISFNWQ1y0MriIXH3UDC4i4iFnAtgMZn8KTudCLcmK1hEBtGrnx/ebfiRucHijjlGaK5VOiVyJcnJyGD58eLXt69atu6SZqa4UCjRERDxVXmlqMvmTfyYX2tS8m8lkotfADny9fD+5P+YT0t6/EQcpzZMCDZErUVhYGGlpaU09jGZLpVMiIp5yBRpmf/Jzay+dAojp3x6z2cTeL482xsik2VOgISJXHwUaIiIecpZOmTwKNPyDbXS9pjU7N2Szf9txmtm8G9LoXP/+V9Yc+SIiF6JAQ0TEQ65Aw2wJoCg/D1NZ6QX3H3xXD0Lb+7HmjV28OW0D36zYj+FQwHF1UjO4iFx91KMhIuIhV1bCZHFOwehVkk+Jb6ta9w8IsTH2t334YdMxDu3JYcuag+SfKWbY/b0wmU2NMWRpNlQ6JSJXH2U0REQ85cpomJ2Bhndx3Su1Wr0sxF7fkVEPxdPvpq589/WPfL7oe5VSXXUUaIg0F6+88gq9evUiPDyc559/vsHP/89//pPExEQSEhIYOHAg27dvr/J8WVkZvXv35uabb77geSZMmEC3bt1ISkoiKSmp1qbzrl27cvLkyYYa/gWtWrWKWbNmeby/MhoiIh4yyv+Yra6MRp7Hx5pMJq77WXccdoOtHx3Ey2Zh4O1RmEzKbFwdFGiINBevvvoqa9euZe3ataxevbrBz9+tWzc+//xzQkJCWL16NZMnT2bTpk3u519++WV69erF2bNn6zzXCy+8wB133NHgY7xYKSkppKSkeLy/MhoiIp5yODCV92gAeBd7Hmi49L+1OwlDI0hbe5hvP8xs4AFK86VAQ6S6acBQOgaPpmPwaGBoA/yZdsEr/vKXvyQjI4PRo0eTm5vr3p6ZmcmwYcNITExk+PDhHDp0iLKyMrp164ZhGJw+fRqLxcKGDRsAGDJkCOnp6TVeY+DAgYSEhADQv39/srKy3M9lZWXx4Ycf8uCDD15wnBeSk5PDyJEjiYuL48EHH6ySIX/ppZeIj48nPj6ev/3tb+7X1qtXLx566CHi4uIYOXIkhYWFAHz77bckJiaSlJTEE088QXx8PAB//etfmTRpEgA7d+4kPj6egoIC5s+fz2OPPebxWBVoiIh4yMAoz2j4YbZY6pXRcDGZTAy+K5qeA9rz7QcH2PbxoYYfqDRDagYXaQ5ef/11OnbsyGeffeYOBgD+67/+iwceeIAdO3Zw7733MnXqVCwWCzExMezZs4eNGzfSp08fvvjiC4qLizl8+DDR0dF1Xm/evHmMHj3a/fW0adP485//jNns2Ufwp59+msTERB5//HGKi4sBePbZZ7n++uvZvXs3Y8eO5dAh5/vIli1beOutt9i0aRPffPMNb775Jtu2bQMgPT2dKVOmsHv3blq1asX7778PwMSJE3njjTdIS0vDYrG4r/urX/2Kffv2sXz5cvc+fn5+Ho25MpVOiYh4ygAME2azGau3DXMds07VxmQ2ceP9vbCXOPhq2T4Mw6DPqC4NO1ZpZpTREKnubwAcOeO8aRPZJqDJRvL111+zbNkyAO6//36efPJJAAYPHsyGDRs4cOAA//M//8Obb77JDTfcQHJycp3n/Oyzz5g3bx4bN24E4IMPPqBt27b07duX9evX13n8zJkzad++PSUlJUyePJnnn3+e6dOns2HDBvdYb7rpJnfAtHHjRsaOHYu/v3OR2Ntuu40vvviClJQUd68HQN++fcnMzOT06dOcO3eOAQMGAHDPPffwwQcfAGA2m5k/fz6JiYk8/PDDDBo0yMPvZFXKaIiIeMgwHDjX0QCz1YrJcNR5TG3MZhM/mRRLdL+2fL18P99+eEAN4lc0BRoiLdGQIUP44osv2Lx5M2PGjOH06dOsX7+ewYMHX/C4HTt28OCDD7Jy5UrCwsIA+PLLL1m1ahVdu3Zl/PjxfPrpp9x33321nqNDhw6YTCZsNhsTJ05k8+bNF/06bDab+7HFYsFur3tNn/T0dAICAjhy5MhFX1eBhoiIh9xxgMmExWLBZFzah0aLxcxPJsXRc0B7Nv/7AN+syFCwccXSgn0izdnAgQNZvHgx4Jw1yhVIXHvttXz11VeYzWZ8fHxISkrijTfeYMiQIbWe69ChQ9x2222888479OjRw7195syZZGVlkZmZyeLFixk2bBjvvvturec5evQo4JxafcWKFe7+iSFDhrBw4UIAVq9e7e41GTx4MCtWrKCgoID8/HyWL19+wYCoVatWBAYGuhvVXa8f4MyZM0ydOpUNGzaQk5PD0qVLa//mXYBKp0REPGSUZzDMJjBbrJgcF5/RcDGbTQy7vxcWq5mtHx3EXlrG9XdGazaqK456NESas//7v/9j4sSJvPDCC7Rp04a33noLcGYCOnXqRP/+/QHnh/lFixaRkJBQ67mee+45cnJyePTRRwGwWq2kpqbWe0z33nsvJ06cwDAMkpKSeP311wF45plnuPvuu4mLi2PgwIF07twZgD59+jBhwgSuvfZaAB588EF69+5NZmZmrdeYN28eDz30EGazmRtuuIHg4GAAHn/8caZMmUKPHj2YN28eN9544wWDq9qYjGZ2+8zf35/8/PymHkajGvfG1wAseXhAE49ERC7k5ftvJzSiPw4GUpr/FvtpTUbcLQ3y/65hGGx8L50dn2bRc2AHbrw3BrNFSecrxyDgq/K/NzbxWORq0Rw/X+zdu5devXpV2bb/RNP1aGzdupU+ffo0+nWbi7y8PAICnN/3WbNmcfToUV5++eWLPt/5/77KaIiIeMowyhfSKM9o2Bvu7rTJZOL6O6Px9rWS+mEmJYV2Rk6Kw+KlYOPKoB4NEWl+PvzwQ2bOnIndbqdLly7Mnz+/Qc+vQENExEOG4cDAhNlsAosFU0nDfmh0Lern4+fFxvfS+fDV7Yz+ZSJeNkvdB0szp0BD5Erz1ltvVbv7P2jQIObMmVOv84wdO5YDBw5U2fb8888zatSoSx5jXcaNG8e4ceMu2/kVaIiIeKhyM7jZYsV8CbNOXcg1wzvh7Wvhs3e+Y9XL27hpyjX4+HtdlmtJY1GgIXKlmThxIhMnTrzk8yxfvrwBRtM8KScvIuIxZ+mUyQRmq+WSpretS6+BHRk1OZ7jh86x4qVt5J8pvmzXksagZnARl2bWHiwNpKZ/VwUaIiIeMhwGlJdOOWedurwfGiN7t+XmR6/hzIkClv9lK2dPFl7W68nlpIyGCICPjw85OTkKNq4whmGQk5ODj49Ple0qnRIR8ZCB4fy4aDJhucQF+zzVKTaUlF/15sM521n2l62k/CqJ0A7+l/260tAUaIgAREREkJWVxYkTJ9zbTpxzZmxLTtpqO+yyOXHiBHv37m30616JfHx8iIiIqLJNgYaIiKcMZ0bDZAJzAyzY56kOkcHc+us+rHoljeUvbuXWx3sTFt7400DKpdCCfSIAXl5edOvWrcq2/3VPw5vU6OPp16/fVbesQmNS6ZSIiAfcaX4DTObGy2i4tI4I4Lbf9MFiMbHyb9vIOZLXaNeWhqCMhohcfRRoiIh4olI9sTuj0QArg9dHq3Z+3PJ4b0xmEyv/uo1TR3UXruVQM7iIXH0UaIiIeMCV0TAqN4M3UulUZSHt/bn18d5gcgYbuT8q2GgZlNEQkauPR4HGmjVriImJISoqilmzZlV7/qWXXiI2NpbExESGDx/OwYMH3c9ZLBaSkpJISkoiJSWl4UYuItKIKpdOOdfRuLzT216IK9gwDIMVL20jJ1tlVM2fAg0RufrUGWiUlZUxZcoUVq9ezZ49e1i0aBF79uypsk/v3r1JTU1lx44d3HHHHTz55JPu53x9fUlLSyMtLY1Vq1Y1/CsQEWkUVUunLNbLP73thYR28OfWx/tgMsHyF7fyY8aZJhuLeEKBhohcfeoMNDZv3kxUVBTdu3fH29ub8ePHs3Llyir73Hjjjfj5+QHQv39/srKyLs9oRUSaiHMNjcqlU02X0XAJ7ejPbU/0xcffi5V/28ah3TlNOh65EAUaInL1qTPQyM7OplOnTu6vIyIiyM7OrnX/efPmMXr0aPfXRUVF9OvXj/79+7NixYpLG62ISBMxqFw6RXmPRtMGGgBBrX257Ym+tGrnx4ev7iA99VhTD0lqpGZwEbn6NOg6Gu+++y6pqal8/vnn7m0HDx4kPDycjIwMhg0bRkJCApGRkVWOmzt3LnPnzgXAbtcc4yLSDDlcd6RNmEwmzFZLk5ZOVeYX5M2tv+7Df17dwcfzdlOcX0r8DRF1HyiNSBkNEbn61JnRCA8P5/Dhw+6vs7KyCA8Pr7bf2rVr+dOf/sSqVauw2WxVjgfo3r07Q4cOZdu2bdWOnTx5MqmpqaSmpmK1ag1BEWl+XBkNo3wdjaaadao2Nl8rP/uva+ia0JrPF/1A6n8OVDSwSzOgBftE5OpTZ6CRnJxMeno6Bw4coKSkhMWLF1ebPWrbtm08/PDDrFq1irZt27q35+bmUlzsXFb+5MmTfPnll8TGxjbwSxARaQTuWaecK4NbmkGPxvms3hZ++nA8Mde1Z9OqA3z53j53b4k0NWU0ROTqU2f6wGq1Mnv2bEaNGkVZWRmTJk0iLi6O6dOn069fP1JSUnjiiSfIy8vjzjvvBKBz586sWrWKvXv38vDDD2M2m3E4HDz11FMKNESkRaqcHTCZTZitXpgNR5WF/JoDi8XM8Ad64ePvxfZPD1NUUMqN9/fEYtGySU1LPRoicvXxqE5pzJgxjBkzpsq25557zv147dq1NR43cOBAdu7ceQnDExFpHtwL9hlgMpmwWCwAzS6rAc5AaNCdUfgEWNm06gDFBXZGPRiH1dvS1EO7iimjISJXH93iEhHxhDtxYcJkBnN5P1lzDDTAGQz1G9ONG+7uQebOk6x6JY3iQvUHNJ3Kma/m+TMjItLQFGiIiHjAKA8onAuDO9fRAJpVQ3hN4m+IYOSkOI5lnGX5i1vJP1Pc1EO6SlUONJr3z4yISENRoCEi4gHjvGZws6U8o+Fo/neno5PbcdNjiZw5Ucj7z28h98f8ph7SVUiBhohcfRRoiIh4wqhYsM9kNmGxtoyMhkvn2DDG/ro39tIylr2wlR8zzjT1kK4ylQPSlvEzIyJyqRRoiIh4oGozeKWMRjPt0ahJ2y5B3P5kX2x+Vlb+dRsHdpxs6iFdRZTREGmJJk2aRNu2bYmPj3dv+9///V/Cw8NJSkoiKSmJ//znP+7nZs6cSVRUFDExMXz00Ufu7WvWrCEmJoaoqChmzZrl3n7gwAGuu+46oqKiGDduHCUlJQAUFxczbtw4oqKiuO6668jMzLz8L/YyUKAhIlIvpvIF+8ozGi2gdKqy4DZ+3PZEX0I7+rP6tR3s+Oxw3QdJA6gcaKgpX6SlmDBhAmvWrKm2/fHHHyctLY20tDT3zKx79uxh8eLF7N69mzVr1vDoo49SVlZGWVkZU6ZMYfXq1ezZs4dFixaxZ88eAP77v/+bxx9/nH379hESEsK8efMAmDdvHiEhIezbt4/HH3+c//7v/268F92AFGiIiHjAcJzXDO6edarl3Z32C/Lm1l/3oWtia75Yks4X//oBhxb2u8yU0RBpiYYMGUJoaKhH+65cuZLx48djs9no1q0bUVFRbN68mc2bNxMVFUX37t3x9vZm/PjxrFy5EsMw+PTTT7njjjsAeOCBB1ixYoX7XA888AAAd9xxB+vWrauynlNLoUBDRMQDBpV6NMpXBoeWVTpVmZfNwk8fTuCa4Z3Y8WkWq1/fSWmxPgBfPgo05NKdPJTJoV07mnoYAsyePZvExEQmTZpEbm4uANnZ2XTq1Mm9T0REBNnZ2bVuz8nJoVWrVljLb1y5tp9/LqvVSnBwMDk5OY318hqMAg0REQ8YDlePhqt0yjXrVMv90Gg2m7j+zmiGjO/BwZ0nNf3tZaVmcLl0m1a8x7p5rzb1MK4odrudfv36uf/MnTu3zmMeeeQR9u/fT1paGh06dOA3v/lNI4y0ZfJoZXAREam4I20ygdnasjMalSUMjSAwzIeP/r6bpbNSGfNIIm06Bzb1sK4wBs63XDsKNORiOcrKKCtTj09DslqtpKam1uuYdu3auR8/9NBD3HzzzQCEh4dz+HBF31tWVhbh4eEANW4PCwvj9OnT2O12rFZrlf1d54qIiMBut3PmzBnCwsIu+nU2FWU0REQ84aqcMlwL9rXcHo2adE1ozW2/6QPAshe2kJ56rIlHdKUxAK/yx1fGz4w0PsNw4CjTz09TO3r0qPvx8uXL3TNSpaSksHjxYoqLizlw4ADp6elce+21JCcnk56ezoEDBygpKWHx4sWkpKRgMpm48cYbWbp0KQALFizglltucZ9rwYIFACxdupRhw4ZhMpka+ZVeOmU0REQ84FoZvGIdjZazYJ+n2nQO5M7/SWbN3J18/PfdnMzK47qU7pjNLe/NrflxZTRAgYZcLMNhYCjQaFR3330369ev5+TJk0RERPDss8+yfv160tLSMJlMdO3alTfeeAOAuLg47rrrLmJjY7FarcyZM8fdzzd79mxGjRpFWVkZkyZNIi4uDoDnn3+e8ePH8/vf/57evXvzi1/8AoBf/OIX3H///URFRREaGsrixYub5htwiRRoiIh4wKiS0ahYR8N8hWQ0XPyCvLllWm82LPmBrWsOkpOdx4hJcdh89XZxaRRoSEMwcFxBNzdagkWLFlXb5goGavL000/z9NNPV9s+ZswY9zS4lXXv3p3NmzdX2+7j48N7771Xz9E2PyqdEhHxhHtaQRMmk6nFzzp1IRarmaH3xDBkfA8O7z7F+8+ncupIflMPq4VzoEBDLpVhGCqdkhZFgYaIiAdcpVNGeelUS15HwxMmk4mEoRGk/CqJovxS/jXzW3Z8drhFzuPePFTOaKiZVy6O4XC41/QRaQkUaIiIeMD9+dpdOtUyVwavr/CYEMb9/loiYkL4Ykk6H/zfdgrOljT1sFogNYPLpVNGQ1oaBRoiIh5wZzQ4bx2NK7B06nz+wTZumpLIDXf3IDv9NEtmbCbru1NNPawWRoGGXDrDMHC04LV75OqjQENExBPnNYNb3OtoXB1v+iaTifgbIrjzqX7Y/KysfDmNTf/OwOFQKZVn1KMhl85waHpbaVkUaIiIeMRw/1VlHY0rvHTqfGHhAdz5P8n07N+e1A8zWfnXbeSf1mriddOsU9IwDIdDvVLSYijQEBHxgKsB06C8GdxydWU0KvOyWRj+QCzDJ/Ti+KFzLJ6xmSPpuU09rGZOgYZcOvfvoaugZFOuDAo0REQ84L5/6DA5m8GtV0+PRm169u/AXf/TD98AL/79ynYyd55s6iE1Y+rRkEvnymQ4yq7e3zvSsijQEBHxRPkbvIHhXBn8Cl5Hoz5C2vsz9jd9aNXejw/n7OCzf35HaYk+SFenjIZcOvekFOrTkBZCgYaIiAfcNdGGqcrK4CbNAINvoDe3PdGXpBGd2bPxCEtnpXL2ZGFTD6uZUTO4XDqjfPIFzTwlLYUCDRERDxiVVwY3mzBfZbNO1cXL28Kg26P42X9dQ/7pYj6YvZ3iQi1MV0EL9klDcJVO6feOtAwKNEREPFE50DCB2Wxxrqlxlc06VZfOsWGMfjiBM8cL+WTebk1/66YeDbl0royGVgeXlkKBhoiIBypPJ2kym5zbzOarvkejJuExIQweF83BXTl8s3x/Uw+nmVCgIZfO1aOhjIa0FNa6dxERkaoZjfJAw2TBrNKpGsXfEEFOdj7bPjkEwICxke4A7eqkZnC5dO5Zp9SjIS2EAg0REQ+4Mxqm8j+AYVJG40IGj4sGE2z75BBH9p0m6SedaR0RQKt2fk09tCagZnC5dO5mcE1vKy2EAg0REQ9UbgY3mysyGpp1qnZmi5kh43vQrlsQXy/bz0dv7gJg5INxRPdr18Sja2zKaMilU+mUtDQKNEREPFJD6ZR6NOpkMpno2b8DUX3acupoPhvfS2fdgr3kny6me1Ibglr7NvUQG5GrR0OzTslFcs2yrWZwaSHUDC4i4gGj8uxJKp2qN6u3hbZdghj9cAJhHf35cuk+3v3D16x9aw8lRVf6B2/Xz453+d9X+uuVy8Wd0VAmVVoIZTRERDxgoNKphuAb6M2d/5PMmROF7Po8i+2fZpF3upibH0vE6mVp6uFdJucHGqVNNRBp4dzN4CqdkhZCgYaIiCccVdfRAHCodOqiBbfxZdAd0YRFBLBu/l7efvprgsJ8OJtTxC3TkgjrGNDUQ2xArp8RBRpyaVwlU4YCDWkhVDolIuKBiowG4J7e1qyVwS9Rz/4dSJmWRPtuQZhM4LA7WP/u91VL1Vo8ZTSkYWh6W2lplNEQEfFEpQX7qpROKaNxyTr1DKVTz1AAvvvmKOvm72Xurz6nTedAbpqSiM3Pq44zNHfq0ZCGURFo6PeOtAwKNEREPOB6gzdhqtoMrjuLDSrmuvbknSoi73QJe788wsq/pRHU2oeEoRGE9whp6uFdJGU0pIGU/x5S6ZS0FB6VTq1Zs4aYmBiioqKYNWtWtedfeuklYmNjSUxMZPjw4Rw8eND93IIFC4iOjiY6OpoFCxY03MhFRBqRUdPK4GZlNBqayWSi35huDL0nhp9MiCUvt4jMnTl8vXx/Uw/tEqhHQxpGxToa+r0jLUOdgUZZWRlTpkxh9erV7Nmzh0WLFrFnz54q+/Tu3ZvU1FR27NjBHXfcwZNPPgnAqVOnePbZZ9m0aRObN2/m2WefJTc39/K8EhGRy8kdZ5gwl//m1KxTl1d0cjsmvTCYAbdGcuzAWU4cOtfUQ7pIrh8eC850mAINuTjq0ZCWps5AY/PmzURFRdG9e3e8vb0ZP348K1eurLLPjTfeiJ+fHwD9+/cnKysLgI8++ogRI0YQGhpKSEgII0aMYM2aNZfhZYiIXF5G5cyFFuxrVD0HtMfqZWbn51lNPZSL5Ao0zDgX7VOgIRfHNUmCpreVlqLOQCM7O5tOnTq5v46IiCA7O7vW/efNm8fo0aPrdezcuXPp168f/fr1w25Xk5yINEOVS6fcGQ3NOtUYbH5e9LiuPT9sPkbB2ZKmHs5FqPjZcbZG6n1OLo7rhodWBpeWokGnt3333XdJTU3liSeeqNdxkydPJjU1ldTUVKxW9aeLSPNjVJp1yt2joVmnGk3STzpRZnewfd3hph7KRagcaCijIZeg/EdJpVPSUtQZaISHh3P4cMUv9qysLMLDw6vtt3btWv70pz+xatUqbDZbvY4VEWnuKq8Mbqq0joZZdxYbRUh7fyJ7t2XX51mcOVHQ1MOpJ9fPiAINuTQVzeAKNKRlqDPQSE5OJj09nQMHDlBSUsLixYtJSUmpss+2bdt4+OGHWbVqFW3btnVvHzVqFB9//DG5ubnk5uby8ccfM2rUqIZ/FSIil1vl9fpcpVNmi0qnGlHyzV3BZGLJn77lh80/NvVw6kEZDWkYhqa3lRamzkDDarUye/ZsRo0aRa9evbjrrruIi4tj+vTprFq1CoAnnniCvLw87rzzTpKSktyBSGhoKH/4wx9ITk4mOTmZ6dOnExoaenlfkYjIZVDRDF6R0XBoHY1GFdYxgHG/T6Z1eACf/GMPa+fvoaTIXqWsrXlSM7g0DFdvhhbsk5bCo4aIMWPGMGbMmCrbnnvuOffjtWvX1nrspEmTmDRp0kUOT0Skeaj4LGvCZNY6Gk0lKMyXW3/dm9T/ZJL6n0wO7syhtLiMDlHBDBnfg5D2/k09xBqoGVwahqa3lZZGndciIp6osmBf+SaTSqeagtli5tqfdSeiZyg7Pj2MT6A36d8eY/EfN9NnVBf6/rQLVm9LUw+zEpVOScOoKJ3SDQ5pGRRoiIh4oPI6GlUyGiphaDIdo1vRMboVAMk3deWr9/eR+p9Mftj8I0PujqFLXFjTDtBNzeDSQAytoyEtS4NObysicsWqXDrlzmhoHY3mwj/YxohJcdwyLQmzxcwH/7edNXN3kpdb3NRDQxkNaSjuWadUOiUthAINEREPuDMapoqMhsNswWw4tHhWMxLRM5Txv7+W61K6kbkzh4X/+w3b1x3G0aSlJmoGl4ahlcGlpVGgISLigSrN4JUW7AMo05t+s2LxMtNvTDfunn4tHaKC2fheOu/NSuXHjDNNNCI1g0vDcPdo6OaGtBAKNEREPFJ5ZfDyLWZnoOGw6w51cxTcxo+bH7uGUQ/FU3i2hPdf2ML6f35HUX5j/3updEoahhbsk5ZGzeAiIh6ouINYaXpbZTSaPZPJRFTftnSOC2XzqgPs+OwwGWknGHh7FDHXtXdnpy6v85vB8xvhmnJFcmh6W2lZlNEQEfFApXxGxYJ9ZuevUIddpTDNnbePlevviubO3yUT1NqXdfP3suKlbeRk5zXC1ZXRkIZh4OrRUOmUtAwKNEREPFE5o1FpHQ2AMpVOtRhtOgVy+xN9ueGeGHKO5LHkT9/yxb9+oLjgcv4bqhlcGoarGdxQRkNaCJVOiYh4wKj0uFrplDIaLYrJbCJ+SDhRfdryzaoMdnyWRfq3xxgwNpKe/Tu4/30bjprBpWFUTG+rjIa0DMpoiIh4wrhQM7g+OLZEPgFeDL0nhrv+J5ngNr58+vZ3vP/ClsswO5UW7JOGYWjBPmlhFGiIiHjAMCruSrunty3v0VBGo2Vr0zmQ237bl+ETenEup4j3/7yFNXN3ceZEQQNdQT0a0kBc09sq0JAWQqVTIiIeqBJouBbsMymjcaUwmU307N+B7kltSFt7mG0fH+TA9hMkDI2g35iu+Ph7XcLZ1aMhl86olFXVrFPSUijQEBHxRPmbvKlyM7hZPRpXGm8fK9fe3I24wR3ZvCqDHZ8e5ruvj9J3dFcSh0Zg8bqYQgBlNOTSufozQKVT0nKodEpExAPuu4kmqq8MrkDjiuMfbOPG+3sx7vfX0q5bMF+9v49//u83pH97rMqdZc+oGVwunWvGKedjNYNLy6BAQ0TEA1VLp8q3aWXwK15YeAA/+69rSJmahLevlY/n7Wbp81s4kn66HmdRM7hcuiqlU1pHQ1oIBRoiIp6oMuuUK6NR3gyuMoYrXqfYUO76XTLDH+hF/ulilr+4lf+8toPTxzxpGFfplFy6KqVT6tGQFkI9GiIiHqgpo+HQ9LZXFbPZRM8BHYjs25btaw+z9aODLHp2E3FDwkm+qSu+gd61HKlmcGkAjsoZDQUa0jIo0BAR8UhNGQ2tDH418vK20G9MV2Kv78i3Hxxg14Zsvv/mKH1+2oVrhnXC6m0574jzMxr28m0NvTCgXMmMSr+DNL2ttBQKNEREPFDRiGnSyuACgF+QNzfcE0PCjRF8vXw/36zIYNfn2fS/pTs9rm1faYXx85vBAcrQW7DUR+VmcK0MLi2FejRERDxgUHnBvvJtmt5WgNAO/tz0aCK3Pt4b30Bv1s7fy79mfkvmzpPlJXfnN4ODyqekvtSjIS2RAg0REU/UtGBf+crgqpcWgPCYEO58qh8/mRhLSaGdD+fsYPmLWzl+6Ez5Hgo05OJVnnVKpVPSUijQEBHxgFHjrFOa3laqMplNxFzXnnv+tz9DxvfgzPFCPl2wB4AzJ4tRoCEXq/LaGSqdkpZCBaIiIp6oEmiUb1LplNTCYjWTMDSCngM6kJ56FoAvl+6na0IpsYNAgYbUm6FZp6TlUUZDRMQDRg2lU2oGl7p42SzEDuoIQPfebTlxqBCAr5d9R15ucVMOTVqYKqVTymhIC6FAQ0TEA+43eVOlZnDXgn0KNOQCfvjmCwB6XteB/rfEALA/7QjvTv+ar97fR1GeshtSN0MZDWmBFGiIiHiicumUa9pSkwmHyYyjTIGG1O77rzeUPzJh8/MD4NZp8UT1acu2tYd45/dfse3jQzgqTV8qcj7NOiUtkQINEREPVCmdMlUstGaYLcpoyAVVfEB0rQwOAaEWfjIxlvG/v5YO0a34atk+lv9lq7IbUitDK4NLC6RAQ0TEA1UDjUrbTRYcCjTkQoza19EICw/gpkcT+cnEWE4cOseKv26lKF/BhtRA09s2iUmTJtG2bVvi4+Pd206dOsWIESOIjo5mxIgR5ObmAs73ialTpxIVFUViYiJbt251H7NgwQKio6OJjo5mwYIF7u1btmwhISGBqKgopk6d6n6vqe0aLY0CDRGReqpY8dkZaJRpelu5EFPlQMM12WNFcGoyOafEvWlKIjnZ+ezakN3YI5QWoEqPhprBG82ECRNYs2ZNlW2zZs1i+PDhpKenM3z4cGbNmgXA6tWrSU9PJz09nblz5/LII48AzqDh2WefZdOmTWzevJlnn33WHTg88sgjvPnmm+7jXNeq7RotjQINEREPVMzyUjWj4TCbVTolF2RcIKNRWadeobTtEsjBnTmNNTRpQRRoNI0hQ4YQGhpaZdvKlSt54IEHAHjggQdYsWKFe/vPf/5zTCYT/fv35/Tp0xw9epSPPvqIESNGEBoaSkhICCNGjGDNmjUcPXqUs2fP0r9/f0wmEz//+c+rnKuma7Q0CjREROqpSo+GyaJ6abkgTwMNgM7xYRw7cEa9GlJN5WZwlU41rWPHjtGhQwcA2rdvz7FjxwDIzs6mU6dO7v0iIiLIzs6+4PaIiIhq2y90jZZGgYaIiAeqZDTMagaX+nDdia5oBq8t0Oga3xrDgIO7ldWQqlzN4GaLRbNONSC73U6/fv3cf+bOnVuv402mqhOEXA6NcY3LRSuDi4h4wCj/sHj+L3vDbMGhHg25kBozGjUHp227BOIb6EXmjpPEXNe+MUYnLYQro2G2WpVFbUBWq5XU1NR6HdOuXTuOHj1Khw4dOHr0KG3btgUgPDycw4cPu/fLysoiPDyc8PBw1q9fX2X70KFDCQ8PJysrq9r+F7pGS6OMhoiIJ9zr9Z0XaJjUoyF1MGpqBq85ODWZTUT3a0fGthPk5RY1xuikpSjv0bBYrVoZvImlpKS4Z45asGABt9xyi3v722+/jWEYfPPNNwQHB9OhQwdGjRrFxx9/TG5uLrm5uXz88ceMGjWKDh06EBQUxDfffINhGLz99ttVzlXTNVoajwKNNWvWEBMTQ1RUVI1d7xs2bKBPnz5YrVaWLl1a5TmLxUJSUhJJSUmkpKQ0zKhFRBqZ626iyVz116bDpNIpubD69GgAXDO8Ewaw/dOsWveRq4/hDjS8lNFoRHfffTcDBgzg+++/JyIignnz5vHUU0/xySefEB0dzdq1a3nqqacAGDNmDN27dycqKoqHHnqIV199FYDQ0FD+8Ic/kJycTHJyMtOnT3c3mL/66qs8+OCDREVFERkZyejRowFqvUZLU2fpVFlZGVOmTOGTTz4hIiKC5ORkUlJSiI2Nde/TuXNn5s+fz1/+8pdqx/v6+pKWltaggxYRaWyuCV/M5hpKp7QyuFxIPQONoNa+RPVpw+4N2fRIbkebzoGXe4TSArgCDbPFQqnKNRvNokWLaty+bt26attMJhNz5sypcf9JkyYxadKkatv79evHrl27qm0PCwur8RotTZ0Zjc2bNxMVFUX37t3x9vZm/PjxrFy5sso+Xbt2JTExEbNZlVgicqUyABOcH2gooyF1MKi+MviFAg2A/rdGYvO3svzFrRzec+pyDk9aCFe5lNlixVGm0ilpGeqMDGqbkstTRUVF9OvXj/79+7fYOYBFRNwzvpw38YezGVyBhlxApVXla1qwryZBrX2548l+BLX25YPZ29nz5ZEq6yjI1ceo3KOh0ilpIS77rFMHDx4kPDycjIwMhg0bRkJCApGRkVX2mTt3rns6MbvesEWkWTLAVHVqWwCHyUyZvaSJxiQtQ/1Kp1z8W9kY+9s+rH59J5+98x0Hd+Uw8LZIgtv4Xa6BSnNWKdDQgn3SUtSZ0ahtqi5Pufbt3r07Q4cOZdu2bdX2mTx5MqmpqaSmpmK1asZdEWl+DIcDEybnZ8XK27WOhtTBMFx3n+sXaADYfK2k/CqJ/rd25+CuHP75zCY+fWcvZ3MKL8dQpRlzl05ZrVpHQ1qMOgON5ORk0tPTOXDgACUlJSxevNjj2aNyc3MpLi4G4OTJk3z55ZdVmshFRFoKA5wtGjX0aKgZXC7M8wX7amI2m+j7067cP2MACTeE8/2mH/nn9G/4fOH3CjiuIq61fCxWKxiGpriVFqHOQMNqtTJ79mxGjRpFr169uOuuu4iLi2P69OmsWrUKgG+//ZaIiAjee+89Hn74YeLi4gDYu3cv/fr145prruHGG2/kqaeeUqAhIi2TUd4MXsOCfcpoyIUYVO7RqH+g4eIfbGPwuB7c/8cBxA7qyJ4vj/DPP3zDurf3cvpYQUMNV5qpipXBnZUfympIS+BRndKYMWMYM2ZMlW3PPfec+3FycnKVlQ1dBg4cyM6dOy9xiCIiTc8oDzTOizNwqBlcLsD5c1P/ZvALCQjx4YZ7Yujz0y6kfXKI3RuP8P3XR4nq25a+o7sSFh5wiaOW5qiiGdwCgKOsDIvV60KHiDQ5NUSIiHjAMAxMNZZOmSnTnPZSC8NwYDI1TEbjfIGhPgwe14O+o7uyfd0hdq7PJj31OF0TW9N3dBfadwu+5GtI8+Fa+NFcHlyodEpaAgUaIiKecJdOnbdZ62jIBTgnEXCpnNFouODUL8ibAWOj6D2yCzvXZ7F93WHef/4k7bsHc83wTnRPao3ZonWuWjxHpR4N0Foa0iIo0BAR8UBF6VQNK4PbVSstNXM4HGCq3AzuCjYaPgvm4+9F8k3duGZ4J777+ijb1x3mozd3ERjqQ8KNEfQa2AEff5XatFSujIZFPRrSgijQEBHxhGE4Exq1zDrlLK0y1XKwXK0Mh6NSX4/rgReXI9Bw8faxknhjJ+JviCBzx0nS1h7iq/f3sXlVBj2ua0/C0HBaRwRetuvL5eFar9Hszmgo0JDmT4GGiIgHXBmN83s0HGZXY6ZdjZlSjWumICfXz46VS2kG95TZbKJ7Uhu6J7XhxOFz7FqfxQ+bfmTPxiN0iAomYWgE3Xu3waKyqhbB3aNhqWgGF2nuFGiIiHjAMAxMNcw6ZZicH9LK7Ao0pDrD4cBkrtwMDpc7o1GTNp0CufH+Xgy4LYq9Xx1l1+dZfPz33fgFexM3OJy4wR3xD7Y16pikfgyjao+GmsGlJVCgISLiEQNMpuqlU+UZDTWES00cjrLzmsGhKQINFx9/L3qP6Mw1wztxaHcOO9dn8e0HB9jyn0wi+7QhYWgE7SODVQbYHDmqzjq1/u2/k5xyGx179GrKUYlckAINEREPuEpgaurRALSWhtSsvLfH+dCVEWu6QMPFbDbRNaE1XRNac/pYAbs2ZLP3q6Okpx6ndacAEoZGEJ3cDi9vS5OOUyqcn9HY9+3XlBQVcufvZzTlsEQuSIGGiIhHLtyjoYyG1KTyrFOGw8AZlzZ9oFFZq3Z+XH9nNNeldOeHzT+yc30Wn73zHV+9v49egzoSPySc4Da+TT3Mq17FCvMVWrVr3wQjEfGcAg0REQ84Mxo19WgooyG1qzzrlMNh4IxLG6cZvL68bBbiBocTe31Hju47zY7Pstm+7jBpaw/ROTaUmOva0+2aNnjZlOVoCq6sqk9AxcrvZaXNJ2AVqYkCDRERD7juJlbv0ahoBhc5n3NlcNdj1x3p5pXROJ/JZKJjdAgdo0PIyy1m9xfZfPf1UT75xx6sNgu9BnSg98jOBIb6NPVQryqun5/uvZOJHXwjy2Y9S2lxcROPSuTCFGiIiHiitgX7TK7Sqeb7wVGajnNmoPLSqbKWEWhUFhBi47qU7lx7czeO7j/N3i+PsntDNjvXZ9G2SyBdE1sT0789QWEqrbrcXNPbmsxmgtu2x8tmo7S4qIlHJXJhCjRERDzgXhn8vCUHDLPmtJfaOSqVThnu2Uh9gcImGtHFMZkrshzJN3fjh2+PkbnjJJs/OEDqfzLpcW07Inu3pXNcKGaty3F5uCakKP+B8rL5YFdGQ5o5BRoiIh5wlS1UawYvz2jYS0safUzS/BmOilmnHO7SqQAgr6mGdMmCWvvSb3RX+o3uyrlTRWxZnckP3x7ju69/JKi1D9cM70yvgR3Uy9HA3BmN8kDDarNRdO5sUw5JpE4KNEREPGFQ4zoaDotzTnt7iQINqc7ZDF4x65RTAHC8ycbUkAJDfRh6b08Gj+vBwZ05bPvkIF8s+YGvlu2jQ2Qwsdd3JLJP22oButSfK041lfeFedlsnDupjIY0bwo0REQ8UFEfff70ts5fowo0pCaGo6xiHQ3HlZHRqInFaqZ77zZ0792Go/tOs3/rCQ7sPMnHf99NWMRBBt0WRXhMK5VVXQLDXXtXXjrlbcNeokBDmjcFGiIinqilGdyd0VBTptTAMAxMnJ/R8OdKCzQq6xDVig5RrRh4RxT7tx7nq/f3seqVNHwCvOgzqgsJQ8Oxeqmsqr5c5Zuumx1Wm02zTkmzp0BDRMQDrmZw83k3ZJXRkAtxLtjnfOxu0bgCMxo1MZtNRPdrR9fE1hzcmcPeL4/w1fv72LI6k5jr2nPdLd3x9vH8Y0hJkb1e+19xHFV7NLxsPgo0pNm7iv+PFRHxnHsNhGoZDQUaUrvzF+xzCgAKAAdw5ZcSeXlbiOrblqi+bcn6Ppe9Xx5h5/osDuw4SfJN3ehxbTss1gt/H04cOsfSWan87FdJRMSENNLImxd3RsNU0aNRWlzkzJqdv5KoSDNx5f+GExFpMKbqs06ZnaVTpaqVlho4F+yrqRkcnMHG1SUiJoQRk+IY+5s+ePtY+fTtvbzz9Ffs2pB9weP2bDyCw2Gwf+uV0UR/MaqXTvmAYWh1cGnWFGiIiHjAcJUtVCudcs06pUBDqjMql05V6dGAq6F8qjYdolox7vfJ/Oy/riGojS+fL/yejG0naty3rNRBeuoxAA7uzKm0wvrVpaaMBqBF+6RZU6AhIuKB8rf4arNOYTZjtlhUOiU1cjgcrjgDR9n5GY2rN9AAZ69B57gwbpnWmzadA/n0nb3k/phfbb8DO05SXGCne+82nDtVRO7Rqy8TBJVmnSr/gbJ6uwIN3eSQ5kuBhoiIJ2qZdQqcb/haoVdq5DCgvHTKUa106uoONFwsVjOjHorDbDGx7C9b+WrZPla9vI25v/qczJ0n2frRQQJDfRh0exQAmbtONvGIm4bhOC+j4eMDKJsqzZsCDRERD7juJta08JjV21sZDamRo1IzuHsZBAUa1QS38eO23/bF5mdl+7rD5OUW4xvoxeo3dnLi0Dn639qdoNa+tO4UwP4tzj6NovzSq6uMyl06VbGOBkBpkUqnpPnSrFMiIp4wnH/O79GA8oyG7ipKDWru0XAFGtXLhK5mrdr5ce+z/QHnh+mc7Dzem5lK2y4BRPdrB0DP/h3Y+F462z89zJfvpRMY5kNU37ZE9mlLm86BV/TsSxWLhrp6NJwZDU1EIc2ZAg0REQ843+Rr6NGgfJpJvdlLDQxHmXvWKYfDldJQM3htKgcKYeEB3Pk//fAL8nb/f9fj2nZ89f4+Nv7LGWS0autH2ieH2frRIYJaX9lBR8UM2xUL9gHYldGQZkyBhoiIB9xv8iqdknqoXNpjlLkeqXTKU2HhAVW+9g30pmtiazLSTnDj/T3p1DOUorxSMrafYP+W41WCjsg+zrU7rpSgo6IZ3LVgX3nplG5ySDOmQENExCPlK4PX2AyuQENq5qh1wT5QoHFxBt0RRXRyOzr1DAXAJ8CL2EEdiR3UkaL8UjLSTrB/63G2rz3Mto8rgo7uSW1o1zWoxpsFLUFFM/h5gYYmopBmTIGGiIgHDIfDGWrU8BnF6m2jpODqnHJTLsy5MnhtC/apR+NiBLX2Jai1b43P+fhfOOjwD/amW1Ibuie1oWOPVlgsLWhOHFePRnmjmLt0SoGGNGMKNEREPFZzj4bV20bB6dwmGI80d4ZRuRnc1aPhi3OjMhqX0/lBx8FdOWSkneC7r4+y6/NsbH5Wuia0pntSGzrFheLlbWnqIV/Q+SuDu5vBFWhIM6ZAQ0TEA4ZhgFF7M7i9VKVTUl3ljEZF6ZQJZ0O4Ao3G4uPvRcx17Ym5rj2lJWUc3nOKjLQTZO44yfebfsTqZaZzXBjdk1rTJaE1Pv5eTT3kalyBavXSKTWDS/OlQENExAPn302szOrtrbuKUqOKmaYqBxrgLJ9SoNEUvLwtdC8vnyorc3Ak/TQHtp0gI835x2w2ER7Tiu5Jbeh2TRv8W9maesiAs0sMKkqnzBYrJrNZU2tLs6ZAQ0TEE+WBhrnGdTTUDC41MwyjhtIpUKDRPFgsZjr1DKVTz1AGj+vBsYNnOZB2gv3bTvD5oh/4fNEPtOsW5A5MWrXza7Kxun9+yn+eTCYTXjYfLdgnzZoCDRERDxiGgYGpxmkynQv2KdCQ6mpuBgdnoKFm8ObEZDbRvlsw7bsF0//WSE4dzedA2gky0k7y9fL9fL18P6Ed/el2TWu6xLemXbcgzI04g5U7q1pp1VCt4SPNnQINEREPOHs0aiudcq4MbhjGFTFfvzQco8bpbUEZjebNZDIR1jGAsI4B9BvTjbMnCzmw/SQZaSfY+tEhtqw+iM3fSufYMLrEh9E5LhTfAO/LO6gayjeV0ZDmToGGiIgnDOc6GrX1aADYS0vw8m4e9dzSPBiOilmnHGUOtny4krihw/Hx9wc0U1lLEdTal2uGd+Ka4Z0oyi/l8N5THNyVw6HdOaR/ewxM0K5rEF3inYFHm06BDb5eR0UzeEVGw2qzqUdDmjWPJpBes2YNMTExREVFMWvWrGrPb9iwgT59+mC1Wlm6dGmV5xYsWEB0dDTR0dEsWLCgYUYtItLInB8YTTX2aLhmf1H5lJzP4XBgKm/jzT16lPVvv0n6pq9QRqPl8vH3IrpfO34yIZaJz1/PHU/1I/mmbhgGbP7gAO/NTGX+U1+y7u297NtynOJCe4Nct6J0qlJGw9umiSikWaszo1FWVsaUKVP45JNPiIiIIDk5mZSUFGJjY937dO7cmfnz5/OXv/ylyrGnTp3i2WefJTU1FZPJRN++fUlJSSEkJKThX4mIyGVkVEz5Uu05d0ajuBgCAhtxVNLcVc5ouD4QFpw5jXo0rgwms4l2XYNo1zWIa2/uRsHZEg7vySFzVw4H0k7w3VdHMZlNdIgMdmc7Qjv6X1SJpSvQqPw7yMtHgYY0b3UGGps3byYqKoru3bsDMH78eFauXFkl0OjatSsA5vNu9X300UeMGDGC0NBQAEaMGMGaNWu4++67G2r8IiKNwigvnaqp+dPq7cpo6A1fqnL27Tgf24tLASg8dwZlNK5MfkHexPTvQEz/DjjKHPx44CwHd+VwcFeOu6E8IMTmDjoieobiZfNsocCaMhpWbxtFeQpYpfmqM9DIzs6mU6dO7q8jIiLYtGmTRyev6djs7Oxq+82dO5e5c+cCYLc3TIpRRKQhGQ4HJqjxTqSXt0qnpGaGo8w961RpsfPno+DsWRRoXPnMFjMdo1rRMaoVA26NJC+3iEO7nb0dP2w+xu4vjmC2mgjvEUKXOGfgccHpcw1Hlf4MKG8G14J90ow1i2bwyZMnM3nyZAD8/f2beDQiItUZ7mZwgONAW/dzrtIplTDI+SqXTtnLfz4Kz57BuTJ4MVAKNL9VqKXhBYT4EHt9R2Kv70hZqYMj+087G8p35bDxvXQ2vpdOcBtfd7ajY49WWL0qsh2GYVRrMPfy8aW0qLCxX4qIx+oMNMLDwzl8+LD766ysLMLDwz06eXh4OOvXr69y7NChQ+s9SBGRpuYKNPxbpQG3Aj+4n7OqGVxq4a6rB0rKS6cKzp4BupZvzQdaNfKopKlZvCoWCuSOaM6cKOTQbmeJ1e6NR9jxWRZWbzPhPULo1CuUTrGhzokFzsuoWrxsFObls/T5VHKO5GMvKcPmZyWsYwDdrmlNmd2BxerRvD8il0WdgUZycjLp6ekcOHCA8PBwFi9ezMKFCz06+ahRo/jd735Hbq5zCr+PP/6YmTNnXtqIRUSagOsDo803GzCAI7juRFdMb6uMhlTlqLRgnysQLXSXToECDQEIbuNLwtAIEoZGYC8pI/sHZ7bDOY1uOgAmRxaGYSIj7QSp/8nEy2bh8K6TlJUW43A4iB3YAW9fK4XnSjiWeZYvl+7jWEAx3r5W9n51hMg+bfH2aRaFLHIVqfMnzmq1Mnv2bEaNGkVZWRmTJk0iLi6O6dOn069fP1JSUvj2228ZO3Ysubm5/Pvf/+aZZ55h9+7dhIaG8oc//IHk5GQApk+f7m4MFxFpUVzN4NaC8g0FQDBQqRlcpVNynsoL9tnLezQKz1UONNSnIVVZvS3u8imAsycLObz3FF8v3UThGYPVr++kVTs/zBYT7bq1IWs33PKrOGx+VUvPTx8r4MN/bKLgbAmfvv0dGxb9QPfebeg5sAMRMSFaXFQahUeh7ZgxYxgzZkyVbc8995z7cXJyMllZWTUeO2nSJCZNmnQJQxQRaXpG+arOFqtrhpeKQEPN4FKbmqa3tZcUYy/xwuoNCjSkLkGtfYkbHM6JA21I+8hM4o0RDBgbidXbwo51OWTthuKCgmqBRqt2fgSG+hAY6sPtD8Xy3Tc/si/1GD9sPkbrTgH0HtmZqD5tMVtUWiWXj3JoIiIecPVoWKpkNJzcpVMKNOQ8RqXSKdesUwBF+SYCFGhIvRhYvCwMHtfDvcXm55ylqqSwoLaDAGjfPZj23YO5/s4ofth8jLRPDvHJvD18szyDa37SidhBHT2eZlekPhRoiIh4wDAcgAmzpaZAw5nR0KxTcj6Hw+F+XLm0rjjPICAEtGifeMpwGNWmt/X29SzQcLF6WYgd1JFeAzqQufMk2z4+xMZ/pfPthwf46eQEImK0oLI0LAUaIiIeMAwDTGCxVC6dcqqYdUqBhlRlGA7M5vKMRqWMV0FeGc4KfGU0xDPOxR+r9lV4+/gCUFJYvyluTWYT3a5pQ7dr2nB0/xm2rztMWLiWF5CGp0BDRMQThgGYz2sGd7JYrWAyYS9V6ZRUZTgMTFYThqNqRqPwTFn5IwUa4hnDMMB8XkbDw9KpC+kQGUyHyOBLGptIbdQBJCLiAWczuAlzDRkNk8mE1dtbpVNSjXNlcBMGUGa3u7fnnS51PWqScUnLYxgG588TZSsvnSq+hEBD5HJSoCEi4gHXOhoVPRpVSxVsfv6UFKjeXqpyOBzO1eSNio+IFquV/FxXUKpAQzxkODCdn9Fw9WgUaHVwaZ5UOiUi4gGD2jMaAD7+ARTl6UOjVOWqq3ctEG7x8sI3MIj80/k434IVnIpnnM3g5/Vo+Lp6NJTRkOZJGQ0REQ+41tEwm2sJNAICKcpXoCFVGQ4HZgvujIbFasU3MKg8KA1AGQ3xlGE4qgUaZosFq82m0ilpthRoiIh4wqgjoxEQSFHeuUYfljRvrgX7yhMaWKxeePn4UlpUhAINqY+amsHB2aehjIY0Vwo0REQ84Fqwz1RrRkOlU1KdYTgwmU1VMhpeNhulJcWAPwo0xFM1TW8Lzj6NkgIFGpdT165dSUhIICkpiX79+gFw6tQpRowYQXR0NCNGjCA3Nxdw/jtNnTqVqKgoEhMT2bp1q/s8CxYsIDo6mujoaBYsWODevmXLFhISEoiKimLq1KnunsArgQINERFPGB6UTimjIedxrgxetUfD6m0rn+o2APVoiMcuFGgoo3HZffbZZ6SlpZGamgrArFmzGD58OOnp6QwfPpxZs2YBsHr1atLT00lPT2fu3Lk88sgjgDMwefbZZ9m0aRObN2/m2WefdQcnjzzyCG+++ab7uDVr1jTNi7wMFGiIiHjAKC9+qTWj4R9AaXER9tJSRFwcDgcmE+6MhtnqhdXbu3xxR5VOiedcQev5bH6+FNdzwT65dCtXruSBBx4A4IEHHmDFihXu7T//+c8xmUz079+f06dPc/ToUT766CNGjBhBaGgoISEhjBgxgjVr1nD06FHOnj1L//79MZlM/PznP3ef60qgQENExAOGw8DqbcdkcqW0q2c0AIrVEC6VGA4Ds7miR8PqKp0qVqAh9eMsnar+sc3b149SZTQuK5PJxMiRI+nbty9z584F4NixY3To0AGA9u3bc+zYMQCys7Pp1KmT+9iIiAiys7MvuD0iIqLa9iuFprcVEfGEYeDla6+0oXqPBkBR3jn8W4U04sCkOau4C105o2HDXlKCAg2pD8MwnP0+5/H29VNG4xLY7XZ33wXA5MmTmTx5cpV9Nm7cSHh4OMePH2fEiBH07NmzyvMmk6nGbJMo0BAR8YiBgbfNVRZlo7aMRqH6NKQSw1HmrB2o1KPhZXP1aISgQEM8ZRgG1JjR8FWPxiWwWq3uvovahIeHA9C2bVvGjh3L5s2badeuHUePHqVDhw4cPXqUtm3buvc9fPiw+9isrCzCw8MJDw9n/fr1VbYPHTqU8PBwsrKyqu1/pVDplIiIBwyHgZePK9Boy/krg/uWBxqaeUoqMwwDs8mEUWnWKau3DXtpCYbhj5rBxVMXnHWqsOCKmqmoOcnPz+fcuXPuxx9//DHx8fGkpKS4Z45asGABt9xyCwApKSm8/fbbGIbBN998Q3BwMB06dGDUqFF8/PHH5Obmkpuby8cff8yoUaPo0KEDQUFBfPPNNxiGwdtvv+0+15VAGQ0REY8YePm4SqfaAj9WebZy6ZSIi8PhKL+lVx5olGc0ABxlvliseVC+6rzIBdXSDO7t64ejrAx7aQle3rYmGNiV7dixY4wdOxZwllndc889/PSnPyU5OZm77rqLefPm0aVLF/71r38BMGbMGP7zn/8QFRWFn58fb731FgChoaH84Q9/IDk5GYDp06cTGhoKwKuvvsqECRMoLCxk9OjRjB49ugle6eWhQENExAOGUbl0qi1QisVsp8zh/DWqZnCpieFwYDZRUTpltWItDzTK7D5YrHagBGc5nkjtasto2Hz9ACgpKFCgcRl0796d7du3V9seFhbGunXrqm03mUzMmTOnxnNNmjSJSZMmVdver18/du3ademDbYZUOiUi4gnj/NIp8LYUu5/29vXDZDYroyFVGIYzo2G4MhpWL/eHQYfdu3wvBadSN8OoJaPhVx5oqE9DmiEFGiIiHjAMKmU02gDgbS1yP28ymfDxD6BQPRpSyfmzTlXOaNhLXHef9TMjdTMMA8zVP7bZygON4nz1+0jzo0BDRMQDhuHAy6ek/CtnRsNWKdAAZ5+GMhpSmWvBPnczeKUeDXupK6OhD4hSt9pKp/yCWwGQf+Z04w5IxAMKNEREPHR+6VS1QMM/UIGGVGE4HM6b0JV7NMpLp+zFrjZJZTTEA7UEGv6tnA3F+bmnGntEInVSoCEi4gnDwMtWWn5nOgwAb2txlV2cGY3G/dBYmHeOJf/7FMcy9jXqdcUzznIXoFKPhivQKC32Kt9LgYbUzahl1in/Vq0AyFOgIc2QAg0REQ8YhoG3TwkYAYA/UFPpVCBFeWcbdVyZaVvI2ruLDf/8R6NeVzxjlJdOVawMbnWXTpUWW8r3UqAhdXOWTlX/2GaxeuEbGET+aQUa0vwo0BAR8YBRPuuUgT/gbL70Pi/Q8A8JJT83F8PhaLRxHdq1w/2367E0H4aj7Lxm8EoZjSIFGuI5Z3as5vVWAkJCyT+d28gjEqmbAg0REU8YBlbvUjB8qQg0qpZOBbdph720pFHf8A/v2UHXpL74h4Sy5T8rGu264hnDYZzXDF6R0SgudJVOqa9H6ubMjtX8sc0/JJS8U8poSPOjQENExAMGBharA+fCas5A4/zSqeB27QE4ffxHGsOZ48c4c+xHuiX1I6rfdRzevZMyu73uA6XRONylU04Wq5d7etvifFcz+OlGH5e0RDU3g4OzIVylU9IcKdAQEfGEARZrGeAN+AJgOz+j0dYZaJw9fqxRhnR4t7NUqnNcAl0SelNaVMjR9O8a5driGcPhwGQGjOoL9pUUGjh/nk431fCkBXFmx2oJNEJCKDhzulHLNkU8oUBDRMQDhuHA7A40au7RCGrTFkwmTh9rnIxG1t7d+AQGEdapC53iEzGZzBzcmdYo1xbPGIajvD2jYsE+i5cXmEzYS0uBYBRoiCdqW0cDnD0ajrIyCs817mQUInVRoCEi4iFn6VRFoHF+6ZTVy4vA0NacaaTSqezvdxMeE+telbx9ZDQHd2xrlGuLZ6qtDO7lhclkwsvbRmlxMdAKBRriCcNwYKqlGdw/xLmWhqa4leZGgYaIiEcMzBZXRsMLsFTLaAAEt2vXKIFG/ulcTv94lPCese5tXa7pzY/70ik4e+ayX188414ZvFJGA8Bqs2F3Bxr695K6GQ4DamsG16J90kwp0BAR8YBhGM4eDZM3zrvTAfh6FVTbL7hNe840QunUke/3AhAe08u9LapffwzDwf7UTZf9+uIZwzCq9mh4OWea8rLZsJcooyGeM4yaF+wDCAgJASBPDeHSzCjQEBHxRHmgYcK7fEMr/Lzzq+0W3K4debmnKC0prvZcww3FIPv73Vi9vGnbLcq9vW23SILbtiN905eX7dpSP87SKYPKC/YBWFU6JfVlgMlcV0ZDa2lI86JAQ0TEA4ZhOJvBTbbyLa3ws1Vf/6DVZZ556sf96bw2+T62/GcV7SKjsXp5uZ8zmUxEXzeIgzu3U5SvReCaA8PhgEo9Glar89/L6u1dntFQM7h4xjAc1JzPcP48+QQEknfqZKOOSaQuCjREROpgGAYYjkrN4ACtCKgh0Ajr1AWAo+nfN/g4SouL+M/sF7FYLPT+6c0MGndftX16XDcIR5mdH75RVqM5MNzraFTNaHjZlNGQ+nGW4dX+sS2wdRvO5SjQkObFo0BjzZo1xMTEEBUVxaxZs6o9X1xczLhx44iKiuK6664jMzMTgMzMTHx9fUlKSiIpKYlf/vKXDTp4EZHGUFZaimE4nKVTpsqlU9WzBm26dCMgrDX7t2xu8HF8u2oZuUey+Omjv2bYhIfpFJtQbZ/2UT1o06UbW/+z0hkgSZNy1tVD5VmnwFk6VdEMXgiUNM0ApcVwNoPXltOAwLDWnDt5ohFHJFK3OgONsrIypkyZwurVq9mzZw+LFi1iz549VfaZN28eISEh7Nu3j8cff5z//u//dj8XGRlJWloaaWlpvP766w3/CkRELrOSQmfTt7lKRiME/xoCDZPJRGSfZA7u2Fa+TkLDcDjK2PnZx3RN6kuXxKRa9zOZTPS96VZysg5pqttmwL0yuFF11ikvm628j6dV+Z6aeUouzBm01v6xLah1G87mKNCQ5qXOQGPz5s1ERUXRvXt3vL29GT9+PCtXrqyyz8qVK3nggQcAuOOOO1i3bp3upInIFaO4PNCwuKe3hdp6NAC6972W0uIisspX7m4Ih3akkZdzkvihI+rct+egIfiHhPL10kVaKbiJOVdzxn0n2mKtKaMBKp+SOl1gwT6AwLA2FOfnu2+MiDQHdQYa2dnZdOrUyf11REQE2dnZte5jtVoJDg4mJycHgAMHDtC7d29uuOEGvvjii4Ycu4hIoygpKA80rOcFGt4FmE32avt3ikvEarPxfQP2SexavxafgEAi+11X574WqxeDxt3HkR/2snvDpw02Bqk/ZzM4VKwMXjG9bam7GRwUaEhdLrQyODhLpwD1aUizclmbwTt06MChQ4fYtm0bL730Evfccw9nz56ttt/cuXPp168f/fr1w26v/qYtItKUKkqnqgYaQI1T3Hp52+h1/VC+27iewnPVf+fVl72khP1bNxMzYHCVWaYuJP6Gn9CxRy8+f/cfnD15/JLHIBfHcJQ5F+wznG+37h4NmzIaUj91Bhqt2wCoT0OalToDjfDwcA4fPuz+Oisri/Dw8Fr3sdvtnDlzhrCwMGw2G2FhYQD07duXyMhIfvjhh2rXmDx5MqmpqaSmpmItr18VEWkuSooKAQOLxc75gYZ/LeVTfUanYC8tYcfaNZd8/cN7dmIvLiay77UeH2Mymxn5y6k47HZWvvAnSouqr2Iul59zpqCKdTTcPRpV1tEA9WhIXQyHAy4w61RQmDPQUJ+GNCd1BhrJycmkp6dz4MABSkpKWLx4MSkpKVX2SUlJYcGCBQAsXbqUYcOGYTKZOHHiBGVlZQBkZGSQnp5O9+7dL8PLEBG5fEoKCjCZXR8YK5rBgRpnngJo3akLXRJ7k/bRB5RdYqY2Y+u3WL1tRMRVn2XqQsLCO3HTr57gxMEDvD/zGYoLVLvd2ByOWmadstlwlNkpsweU73m6KYYnLUhdGQ3/kFBMJrNKp6RZqTPQsFqtzJ49m1GjRtGrVy/uuusu4uLimD59OqtWrQLgF7/4BTk5OURFRfHSSy+5p8DdsGEDiYmJJCUlcccdd/D6668TGhp6eV+RiEgDKy4sxGJ1TXBxfkaj9oXx+oxJIS/3FD9cwkrdhmFwIC2VzvGJeHnb6j7gPN17JzNm6m85mv4dC3//G37cn37RY5H6q96j4cxo2Hz9ACgpdP08nW70sUnL4px1qvZAw2K14h8SotIpaVY8qlMaM2YMY8aMqbLtueeecz/28fHhvffeq3bc7bffzu23336JQxQRaVolhQXli/VBtUDDu/YejG7X9CWkQzhbP1xBz4FDLvghoTanjmRx5tiP9Lv5tnof69Jz4BB8A4NY8+pf+efTv6bnwCH0/unNdIjueVFjqg9HWRll9lLKSu3Ov+2llJWWUma3l/9diuEwaB8V7W6UvpK4FuwznTfrlG9gEACF58rwDbSgQEPqZHDBBfvAtWifAg1pPtQQISJSh5LCAszuz8CeZzRMZjN9Rqew7h+vcWBbKt37JNf72ge2fgtA9z796n1sZV0SknjghTlsXrWUtDUf8N2Xn+PfKoQO0TF0iO5JcNv2+IeE4BfUCovVitliwWyxAM7XX1xQQHF+PsWF+RTl5VGcn0dxgfNxUfnj4jzn3yXFRdiLiigtLvK4bKxTbAJj/+d/Lypr05wZhjNAtfkHceOEyVi9nT8/FYFGHs6Zp9SjIRdmGA7qui0QGNaG4xn7GmU8Ip5QoCEiUofiggK8fVy/Lj3r0XCJv3EE29euZs1rf+Pnf/4/AkLqVz6asS2V1p26ENS6bT1HXZ1PQABD7pnAdbfeRfrmrzi0aztHf/iOfd9+c1HnM5nN2PwD8PH3x+YXgE9AAIFhrfHy8cXLx8f5x9uGxcsLi9Wr/G9rxdflj3OPZPHZ239n1Yv/j1t++3uPZ9ZqCRwOByazgdXLRp/RFf2NvkHOaW2ds5K1QhkNqYtzYoELZzRCO4aT/s2X2EtK3EGtSFNSoCEiUoeSwgKs3q4Pv6437wAcDnOts065WL29uflXT/Lu/zzOv/86izv/8CePP0gXFxSQ/d1u+t5060WPvSY2Pz/ih/6E+KE/AaAw7xx5OSfJzz1FwbmzOOx2HI4yHPYyDAxsfv7Y/Pyw+frj7eeHT0AANr8AvH19G6T0qltSX6w2Hz6Z+398+PKfuWnqE1fMhyTjvGZwl4qMxhmcgcapRh6ZtDSGw3Av/FibsIjOGIaDU0eyaNtVk+9I01OgISJSh5LCQrxs52c0TOSXBNSZ0QDnm/+oR37Fhy//mbVvzmHUI7+q9gF9639WEhreia7X9HFvO7hzG46yMrr3rn/JVX34BgTiGxBImy7dLut1LiRx+CjsJcV8Nn8ui/7wBDdPe5KQDuF1H9jMGQ7XJAK1BBpnzwLhwMFGHZe0PM5m8AtnNFpHdAYg5/BBBRrSLFzWBftERK4EzoyGpfyrijvt+cUBBNSR0XDpOXAIA+64m92fr+XbVe9Xec7hKOOLhQv4csk7Vbanb/oKH/8AOsb0uqTxtxR9Rqdw65N/4OzJ47zz1DT2blzf1EO6ZLVlNKw2G1Yv7/LSqS4o0JC6OEunLpzRCOkYjtli4WTWoUYalciFKdAQEalDbYFGQUkgft6eBRoAA+64h5gBg/li0QIOpG1xbz974gT20hJ+3J/OuVPOOfCLC/LZt/lrYgbd4G7KvhpE9r2O+59/hTZduvGf//sLH73+CqXFLXOxQcMwnM3gJjj/7dZkMuETFFQeaHTF2Qx+urGHKOUMw+B4ZsYlr3lzWdWxjgY4ZzVr1b4jOQo0pJlQ6ZSISB2KCwsJaF1TRiPwgrNOnc9kMjHq0Wmcyj7M6tkvOpvDQ8OqfCjYn7qZpJFj+P7rL7CXlhB/w/CGehktRlDrNox7ZiZfvbeQTSv+xY/7f+DmXz1JWHlZSEMxDINTR7I4d/IE7SKj8Q0IbNDzYzjLpkymipXBK/MNdAUaseVbDlKxUrhcKsMwKC0qpPDcOYryzlGUl0dJUQGlRUWUFBZSUlRIaXERpUWFZO3dw7GMdLr3SeZnj/9Ps+wRqmvBPpfWnbpw/MD+RhiRSN0UaIiI1KGksACrl+uOdMX0q/klAbTyy6nXuby8bdw07b9593+m8cmbs7n1yemcyj4MQEBoGPu+/ZrE4aPY/slqQsM70S4yuqFeRotitli4fvz9RPSM5cPZL/L2k1O59pbbuXbsXZc0BW5Rfh4/fL2RHzPSObx7B6d/PArANSNv4ie/eKShhg84Z5wCaiydgsqBRpfyLQeBaxp0DFc6h6OM3CNHOHn4ILlHssg9ms3Zkyc4l3OCvFM5dWcoTCa8bD4EhrUmadRNpH30If/+60xu+e3vm10m0bn4Y92FKGERnflh05ctNhMoVxYFGiIidSgpKMDq7brbXXGnM68omCDf3HqfLyy8E4Puuo/P35nH/i2byck6jH9IKPE3juSb9xex+JknOX5gP2Me+81lX1Cvueua1JeJL77K+nfm8c2yJXz35QauHXsnva6/0ePZu4ry89i57iPSv/2a4wf2U1Zaim9gEG27RZL8s9tJ/WA5504eb/CxG+WBBrUFGgGB5dd1BRqZDT6GK41rJrbDe3aSvXc3Jw5lYi8pdj8fGNaG4Lbt6NijFwGhYfgGBeMTEIBvQBA+AQF4+/rhXT79srePL1Zv7ypTxrbu1IW1f3+VT96cw8iH/6tZ/f/ncUajcxcwDHKyDjfCqEQuTIGGiMgFOBxllBYXYfEKLt9SEWjk5LUl2Pc0UAj41uu8vX/6M3Z99gnrF8zF28+fsPBO9L9tHKd/PMJ3X35O0qib6TX4xoZ6GS2aX3Arxjz2G+JuGM7n78zj49dfYeOit4kf+hMiesXTIbonPgEBgPPD2LmcE5w9eYLs7/aQvulLjmdmYDgctI/q4fy+DrqBdt2j3Off9+3X5J+uf8BYF9difaZK/63MNyiofNapNjh/ftQQfj7DMDh97CiZ27eyP3UTh3fvxFFmx2K10j6qB9eM+Cltu0bSunNXQjp0xMvmc0nXu2bEGPJO5fDNsiUEhrVm4J33NNAruXSG4aizGRygXTfnz/aP+9Nxrfcj0lQUaIiIXEBpkbP8wOLleoOvCDRO5rUvf3QY6FGv81qsVoY+8BDv/+kPACSNuhmL1cqYx37DNSNG07HH1THTVH10SUji/udf4dDO7aR+sIxv/72MzSuXAs5ZnCwWKw6Hg9KiQvcxHaJjuPaWO4m+biDtukXWeF6/ViGcONzwH/KrZjSql7z4BgZRlJ+Ho8yB2aKZp8D5PcvJOkTW3t1k7d1F1ne7yc91rjES0iGcPmNS6JbUlw49el62VeQH3nUf53JO8vXShZQWFzHorvuaR8+GQZ3T2wIEtWmLX3ArjqZ/B9YBjTAwkdop0BARuYDiggKg5kDjhDvQOER9Aw1wfnDuHJ/IoV073I3OJrOZiF7xlzDiK5vJZKJLYhJdEpMoKSrkx33pHE3/jsK8czjKnPX4oR070aptO0I6RhDctl2d5/RvFULB6dPOqWjrWHm5Pip6NGpvBgcoyjuHX3AXrvTSKUdZGWX2UsrsdspKy/+2l+Kw27GXlnIq+zBfLnmHM8ePAc6epU6xCUT0iqNTXCKhHSMaZZwmk4kRk/8Li9WL1H8vI2PLZkY89BjhPWMb9OejvpzraNS9n8lkokN0T46mfw+9FGhI01KgISJyASWF5YGGpaaMhutD7MXdiTaZTAy5dxLv/7/pRPSMrfsAqcLbx5fO8Yl0jk+8pPP4B7fCUWanKD/P/eG/IRjuWafgQoFG4bmz+AV3BbZU26e5MAyD0uIiigvyKcrLo+jcWQrdf85ReO6se1tJUSElRc7ZnEqLiigpKsJeXOwuJbuQ1p27MuqXv6JTXAJBbdo1WY+ExWplxOTHiL5uIB+/8X8sefYpbP7+xA8dQcLwUQS3adfoWQ7nyuCeBTodonqwP/UbHD3Kml1Tu1xdFGiIiFyAO9Dwcq3wXPHh4lR+GxyGCbPp4uesb9c9ikf/vvBShiiXyK+Vs449/3RuwwYa7tKp2jIazr4fZ59GV+AkcBZo2GDHXlpCSUEBxQX5FBfkU1JQSHFhPiUFBZQUFlBcWEBx+eOSAufXlZ9zPi68YKDg5eOLb2AgPgGB2Pz8CQxrXanp2gertw8WLysWq1f5HytmqxWrlxdmqxWLlxfePr50ik1oVh+Mu17Thwf+Mof0TV9ycGcaW/+zii0frsDLx5cb7ptI9HWD8A0IbJRMh6fN4AAdonsCzt9fPg09bbNIPSjQEJGrimEYGIWFGA4HZbm5OPKc62CkHz6AycuLkqJCCs6cxuFwUHj2DLlHjwBgcf+2rAg0yhxe5Oa3JixAi2O1ZP6VAo3WnbrUsbfn3IEGUFszOFA+xW3v8q2pwLB6XcdRVsap7MMcz8zgeGYGp4/9yNmTx8k7lUNxfr67pOxCrDYbNl8/vP38sfn64u3rh19wK2x+/nj7+bqf8/bxxScgEN/AIHwDnX/7BAZ5PANYS2Tz8yP+xhHE3ziCgXfew5EfvmPPF5+x9u+vsvbvr9KuexS3PvEHvHx8sPn513m+kqJCDu3cTpdrerN27mzO5pzgJ7+YQnC79hf8PjqbwT0LaNpHRmEymRVoSJNToCEiLYJRVgZlZZSdO4f95EkoK8Oek4MjPx+jpAT78eM4SkpwnMuj7FQORpmDslOnnM+XlmLPycGw251fF1WfX/7jpKhKC6yZMZnN+AYF4eMfQMeYWKzergbjquUSJ/PaERagJt6WzBVoFDTwzFNGlXU0qn9ADAgNA+DM8R8B1wxj3+BJoFFaUkzGls3sT93EgW2pFOU7A2arlzfB7doT1KYtHSJ7YAsIwObnX/7Hrzxw8HMGDr7lX/v6NqssQnMW0iGckA7hxA4ZRsbWb8nJOsQ3y5Ywd8pEDIeDpFE3kTBsFAe2pdL3plsxDIe792fDP9+ifWQPdn++jsO7d+DjH0BRfh5ePr7M/80jYDIx8I57GHDH3TVe23B4ntHw9vX7/+3deXgUVb7w8W9V9ZKkOztZIGEgJAFJTABZFNwAB7dXmDuAgleRO8qg9+qrjzNud3C/LuMzc10YdWZ8BkfvXBVflBm4og6Od1zGDQGFEXAUhEgSSEIC2cjS3XXeP053pxOygQ0hye/zPPVUd1XXqfOrdHfq1+ecKrLGFnC4rpaEtJ7HKQlxvEiiIYQ47pRS2PX1+kS/ro5AcOCt/8ABVFMTdlMTvtJSnSjU1eM/WAMBWycShxtRzS34q6rA7rmPt+Fy4RgyBCwLKzkZy+sFpwP3mDEYbhdmTCxWagqGaWElJWEmxGMYBlfn5WJ5PDjcbmLjE474h771f28IPuqYaGQyht3ROlSiD4RbNGoPRbVcu4euU3EJiXhTh1CxexcwFzgFnWh0zd/ayuY31rLxtT/SVFdLTHwCoyZOYUTReDJG5ZE8NEuShhPAMAxyJ04hd+IURo47jW3vvk1TXS2f/3kdW9a/gVI2JX//nIP7ygj4/aRmDad0xxfAOgAmzZ7LN5s2MOWHlzH2zHPZ8bd3KN3xBR+ueoGK3buo2L2TOTf/O0opWg83MnL8RED16qpTIWPPmoF/bQmtTU09v1iI40QSDSFEl0KDWe3Gw/grK1A+P4GDBwkcrEH5A/irqrCbDqOam/FXVqH8fgK1tQRqatolEqq1FeXzdbsvw+nEcLsxPR4cqalgWTjT0zG9Xp08ZGZgut2YHi+OtDQMh4WVkqLXO50409Mx3G6wrOMygNSwQvU/skUD3gNsOvvVWpz8XLFxOJyuqN9LQ/Vw1SnQ9zyo+GZn8NkZ6BPRzl9f9o8dvPnUoxyq2EfO+IlMvOSHDC8swjQlsehL6SNHkT5yFEop4hKTaG6oJ3X4CN7772dJHppFjNdJ6Y4vmPEv1xLr9WI6HIyZejbnXnl1uIzJc+Yx/sJLWHn3bezZsgl3nIdXHrwLX3MzCsWp07+PHQjg9vTcNStk9Blnwmt7ORzlBFqIoyGJhhADmN3UhGppwW5qwn+gGuwAgUOHCNTV6UThQBWquQW7oQFfeZlOJA4d0i0OgQD+ykpUS0vPO3I4cKSnYTidWPEJWGlDMEyLmFMLsTxeDJcTKyUVw+nUiURKMpgWjtSUtkQiPb1PLx3ZE9P0oWwTo8NJnb6XRitQAQzti6qJ78gwDOKSkqPfdUqpiGddJBqjctm18WNaDh/GHXcG8BywGxjVrpyNr/2R9194joS0NOYve4ARxeOjWlfx3RmGwfSrloSfjygaT3LmMAzTpKa8lPSRo7rZGpwuNwvvfQS/30dzQz2vPHAnuZNOp6Gmmi/++hY5EyYxftbFva5PjMdLrDeew3WH8Pt8A3ocjTh5SaIhxElKKaVP+FtasOvr8VVW6nEJB6r1cp9PJwKtLdiNjbpFwdbjEgKHDuluSsGBzj0xYmJwZmdhuFxYCYnEFIzViUBaGqbHg+F24cwcqhOJxASs1FQMhwPHkCGYXi8YRp9dhvJEMUwftu3E6pALVdWH7qXxDZJo9F+exKSod51SdgDoeowGEL5DeeWeXQwvOCO49H1CiYaybf7yu6fZ+vabjD79TM6/7ibccXFRrac4PiITi56SjBBnTAxOYoj1xrPkVyswDANfczN7tm4md+LpR90tzpOcQlNdLV9v+JCxZ557VNsKEQ2SaAhxHCil9ADlqipUayt2QwP+mhoIJQL1DTpRCK4P1NbiKy8Hvx9/TQ12XR3K5+uxu5EZH48ZG6sThfR0DJcL99hTcCQntyUKsbEYbjeOtCEYloWZkICVlIRhWThSUzGPoil+MDNDiUaH5d9W5wUfbQbOPMG1EtESl5QcHJQdPYHg57enrlMAFd/sZHjBD4DvAS8Bi1G2zZ9/u5xt7/yFKT+Yz1kLrzqpW/1EdIV+vHHGxJA/ZdoxlRHj8eJwudn61huSaIg+IYlGyOprIaMAzrypr2si+phSCmwb1dKCb38FyucjUHuIwIEDujtRRYVOFFpa8FdWtA1grq7WLQ5VVdiNjb3al+n1YsTEYHk8OLOy9KDl0aOxEhMxnA4c6RkYsTGYsXE4M9J1F6XUVKyUFJ00xMYe56MhQgzThwoc2fWgujEdyAA+PeF1EtHjSUqi/B/bo1pm3YEqAEyHRVeJhicpGW/qEPbt/Ard6nEV8BBKlfLuf7/Btnf+wtT5lzPt0iuiWjcxeHiSUyjd8gUv3X0bU+ctZOS40/q6SmIQkUQjpOpLaKiQRGMAUH6/bkVoaQl2LfJh19fhP3gQbBv/gfZXMlI+H/6aavz79utEIjiAuVuWheF04shIx3THYHo8uHNz9QDl1LOxEhJ0opCWjhHjxoyNw5GaolsZUpIxExIwHA5JFPoR09ItGkcygMno+x+I/ioxPVPf3bqxgRiPNyplHtqv78HicDroKtEAyD1tCl/8dT311QeIT10MPEDpl3ewad0hJlw0m6nz/zkq9RGDkzc5hclz5vHVJx/wP4/9nJk/upZvNm1g2oIr2fP5Jsq+3M6spTdE9WaVQoRIohGSUQg7/9LXtRDoPsmh+x34Kyv1lYxqavAfqEb5ffj37cduasJuOox/f4Vef+gQ/ppq8AfCLQs9siw9ANnlxEpMwj32FAxLtxiYCfEYThfOzAwMlxsz3oszPR0sPejZ8kbnRET0H3oweFeDKSejrxZUD8jNsfqjlKzhABwsL2No/piolHlw/z5csXHB7k5dJxqT58xj69tv8un/vMqMxUtpPFRMytBVnDrjdmZc9eMBP/5JHF+GaXLOFT9i3KyL+cMdN/Lm048BsGfr5vClbw+Ufsu8f7+PxHS554aILkk0QtLHwucvQGM1eFL7ujb9mvL7daJw+HAwUQjoS6LW1eoxCFVV2M0tOlGorIKAH9/+Ct26EPDrZf5u7mRrGBixsZguF47MTD2AOTERd26uTh7S0rCCiYIjOG7B9HpwpARbFIakDpoBzCJ6um7RAJ1oKGATMP2E1UlET2pWNgDVZXujlmjUVuwjKWMohvEPuks0EtMzKDh7Jp+/uY6SrZ9jmoksesTPrKVfy5gMETWJ6Rn84JY7Kf/HDnImTOJPv/gPciZMpvi8C3nz6cdobqiXRENEnSQaIekFel65HXLO7tu6nCQCDQ3hFgV/VRWBg4dQra349pXrS6I2NuCrqNTJQ3V1+EpH/srK3t9YLT09fPWi2HHj9ADl0L0T3C6cmZn6SkdJSfreCZaFlZaG6XL1WL4Q0WSY/m5aNCYF558iiUb/lJieieVwUFNeGrUyD1XsI23EKOAQ0H23lOmLl+BJTqZ0+xfkn34zGDMxzfuAIuBnUauTGNyGFxQxvKAIgCW/+l34HixXP/GMXP5WHBeSaISEE40dAybRsBsb9XiDgE2gpppAfb0ej1BRqa901FCvBzj7A/jKywnUVGO3turuSD3cO8FwOjHi4nBmZGA4HFjJybhG5eiuR5kZmHFxmDGxOpFwOrASE7GSksA0caSlY3r05RmlRUH0F6bVXdepNGAs8Dpw64mrlIga07JIyhxGTdneqJRnBwLUVlaQf/pUYB+Q1e3rYzxezr58ccSSHwC7gGVANfAQ4I5K3YQA2t3oUZIMcbxIohESnwkxSbpF4yShAgECtbW6lWD/fgJ19aiWZnxlZdgtLdh1dfreCcEbqwXq64NXStqPam3tvvsRgGlipaZgWA6cGRm4RuboAcwzz8OMjcWMi8WRkRkc4JyKY8gQ3fqQoe/QLI4vpRS2srGxwzcKdpryz6CvmJYPpbo7/guA+4ByYNiJqZSIqpSsbA58WxKVsuqrq7ADAVKzPYCPo39PmMDv0WN+HgXWAj9BJyDy/hJC9A+SaIQYhh4QfgyJhlIKv62wlUIpUApspZ/bNgSUIhBcbyuFaq5D+Zqh8QBmw35a6xUXf7qaL997XLckVBwAnw8aDnebLCjLQg1JAstCJSdgJ3tRjjjsCbkotws71oWdmoiyTOwEL4H4WGzLIJCSiO12YrsslGmGT2RtZaPQJ7dA8LEfpXwoSlH+vSi/wt6j14der5QKzyPLiFwfOmEOP45c18lyW9nhcjsuD9UvvDxYRsdtOi7vuM/I5V0dg8h6tyu7Q7yRcXT6uoh14cfdlYHq9G8e74onJyGHsaljKUgtoCC1gKGeocS74jEN6ct9POkxGt112VsA3AusAuTqdf1RyrDh7Pz0YwJ+H5bjuyX1B/fvC5YZarU9luTAATwNzAbuAv4tOBUDZ6Nb0cYCI4Lly1XshBAnF0k0gu7809+ZUTOEc+pf59VHruO/nJfRZJu0+m18ARu/rfAHbAK2ItAhgWhPMdb4Fg9NjDbLGG3sxYWPMWYpKdThNZpJM2rbbeFquZMmtrG9og6/ZXAgE1od0OSGmniTgAk18dAQa+CzoCoRWpzgs0CZobJqug+wLjgBfBuFA/YdGBiYholhGJgE54bZfrlhhtd1tdw0zPB2HctqV16H7UPPLcPCMNuXH7lNZ8+7W9exnMg6dbuul/sJqADVTdXsPLST1755jZf/8XL4mJqGicepb7ynlCKgAiildJymhWVYOEwHXqeXeFc8Qz1Dmfm9mZybfS5el1xBqzdM04+yu7sj8ynAOOBF4Ea6G/wrTk6pWdko22bvF1sZMe60o+raWXegksrd3+D3tVK9t4Tyr3YAkJAe+rGo+65T3bsIuBDYCvw5OP2Bti/1kGR0wpGFvrdLSsSU2uF5CpBIV3csF0KIaJBEI+jbmib+y/ohCe4KFja9hM87lE9T5uCwDFyWicMycJgmlmlgmQamYWCZYBkGcYFaTitfSUpzCcmNu0k9vCtcbqvlJWA6qfPm0BSTR50VQ5k3B9sRh9+VQHPcUGo3Waw752p+8n9GYmCQ0uEkM3TiCbSdgIbWdziZjTwxbff6Tk5oI9ebhgkGXZbVVX06O0E+4uS+QzIh4zK+O1vZ7K3fy47qHVQeruRQyyHqW+sxDAPLsMJ/B1vZBFQAv+3Hb/tp8DXQ0NrAZ5Wfsb5kPS7TxbSsaZw57EzS4tJIjUnF6/TislzhyW25cZkuHKaj13+7gB2gJdBCc6CZZn9z27zD45ZAC03+Jny2D6fpxGk59Txyspy4TBcelwev04vH6SHWEXtEkgnQFGiisbWRBl8DjT49b/A10NjaGN5vS6AFn+0LJ5uWYWGZFsVV55AUn0Csx0WM14nb4yDW68LhCr5/HT11nQJYAvxf4C/ArO/yJxZ9ICN3NJbDwasP38O0S69g6vzLu319xe5d/Pnpx2hqqKehpjq83DBNYjxeho0eS6wnlAx81+5OBjqRHQfchu5PWQ7sAEqDj8si5l+hx3bU91BmYnBK6mbe3Tq5MIcQomuSaAT919VT9AP1T7B8AosSt7Lo8nu63+idR+Bvj0GgRfeXGpIPqWlw3o2Q9D1IHI4rNQ8Mo9sG7ad2fQSkcMHIqVGKRgx0pmEyImEEIxJGHNP2trLZUrWFt0re4q2St3hn7zs9bmNgtCUgpp6Hygp1FWsJtNDib6HVbj2mep0oDsMR7j4HYCiTaz8e1elrLYdJjNfJJTf4UKqnk6ofA78E/h34PtKq0b+kDMti6a+f57XHH+Hvf13PGfMWdppc79z4CRW7vuLzt97A4XIxongCKcOyGV5YhMPlJilzKE5XaBzbfcF5ZpRra6BbLnpqKfEBB9Gt3tXBeU3E89rgdCg43xPxvA666MbZJgbwAh4gLjiPfNxxHhvcpuM8FyjsKWghRD8jiUZHhgFjL4GPfwM734YDX8MZ17Wt9zXD3x6Fim3w5Wsw+iLIPBUK50JGQd/VW4ijYBomE9InMCF9ArdOupXKw5VUN1dT3VRNo78RX8BHS6CF1kCrnuzWdo9D6zp29XJbbmIcMcRYMXoe+diKwe1wE+uIDb8u1orF7XDjNJ34bT8+26engC/8OLTfUAvFYd9hDvsPHzGWRilFrCMWr0u3enidXrwub7gVJLR/t+UOt8iFupn5bT+BudDSGKC50Udzg69t3uCjqdFHjEdhOXvqZuYG7gcWA3cD/3Ec/4rieIhLSGTsWdNZ/9vlVO75hrrKCkZNnILl0P8u62sO8NpjDxPw+0keOoy5d9xHUubQbkosB9Lpu1/+ncH9px/Dtja6RSQyEels3gAcBhoj5lXopCVyWVMP+7sMuAo4F528CCH6O0k0OnPKbPjwV/Dfc/XzUdMh/RT9+MPl8O4j4M2EKdfChT8HuaGS6McMwyDDk0GGZ/DdqMkwDByGA4fpgATwdHurAwP9i2xPrgTeAx5An1w9gP41N9rWA79C37vDA4wExkRMo4FspGvL0cuZoO+L8j+PPkRtZQUX/tvNFJ57HgAb167Gtm2W/Op3JKb3ppWijP57lSiTtq5V34tCeTbQik44mjvM1wL/Cfw/dHJ0OjAe3VUsD91yM4zefQaFECcLSTQ6kz0ZErJ160ZdGXzxCoy7HMo2w/uPQsE/wWXP93UthRAnVCu9O2k3gd+iWzceA14Fbkb/WnssJ5x+YD+6m8vB4PQOsBx98nUR+mTtG/RA9NoO28fS1p8+Dv2139VkohOqEz2Z6G4z5wGdd2E7kbzJKWTm5rN/19cA7P5sI26Pl09Wr6SqZDcF58zsZZIBcrnjSCa6m1RMJ+smorsc/g092P0D4Dl0a0mkRPTA9vjglBCce9CfORc6UXF1Mjlp/363IuZx6Kt3jUSu3iVE9Eii0RnThGvWg8sDqxbD5j/AR0+DrxHcCXC+dIcQYvDpbaIB+sTlKeBS9GVJbw5O49En00XoE+tR6CsFGeguKJ8DnwFbgN1ACXqgb6CTfVwHPE77m7gpdJeVfwSnimC5oakZnbiEplZ0txY/ui+/HSzjRE8+dOsP6F/OT0W3yoxCXz0pA931JxXdpSaG4z3+pXjWRVhOJ56kFPZs3UxlyW5amw6TM2Ey0y7956MoqRx9Ei16FoMe2/T94HObts9BWcR0EN2lqw79Ht+JTkh86Pd0aOrsc9MbmeiE43vA8A7TEPRnNoG+uWJXPfAW8Hf0lcMy0T84fA8Yiv7uEdH25ptvctNNNxEIBFiyZAl33HFHX1ep3+hVotHTAW5paeGqq65i06ZNpKam8vLLLzNy5EgAHn74YVasWIFlWSxfvpwLLrgg6kFEx6vB+RA9JQ4BXHDqXFh7IyQOh/lrIDUX4lL6sJ5CiL5xNIlGyHTgffRJwevAOnR3p8jB8jHo1ob9Ecsy0d1FzqLthCd0gpOEPunubBCwQVt//LOPsq59SQFfAm+jf9H+EvhfdGLUGROdcIQGIXf8pdrRybJQaw103qqSjD6RzAaGUzRjOEUzfsZXH3/OVx//jZbGRi6+4aeMPXvGUcTlAyr5bpe2HcxM9CDx3GPc3qZ98tGCTj4C6OQ6cl6PHlOyOzjtQSf9a+n8fRi6YlcyukUl1FITG/E4NDnRCYAVjKm7x92trwd+gU6uOuNEv3+zCH1X/Mu0Jpp8cejkpLNWnlCLjgnM4NjG8gxsgUCA66+/nrfeeovs7GwmT57MnDlzKCiQcbm90WOi0ZsDvGLFCpKTk9m5cycrV67k9ttv5+WXX2b79u2sXLmSbdu2UV5ezve//32++uorLOtkzLh/Qqc3mDgNGGeBsRfMOehfD0Mfyp6m3v3i9uAPQ03D0Rj8dqKvcjPQ9ydESB3HPt6hKDjdjj6x2QVso+2X2mr0mIoJwWmwjZcxaLv53A3BZTa6daYCfbJegb5SUiP61+vIeaiFxkf7Fptm2rfWQOctKnaw7CNP4EafATf9wcTX4iTG+3fad7mJfNzZr9v+YPnSdapvmOj/2e6eXhh0ZifLFPrzuTc41dDWhTE0NaDfa820tRxGTqHWFZu2RCf0uKerenU0GXgJmIb+TtqHbvUsiZj2Bev6d84ZfYBY52Ha3v/d+V8k0TjShg0byMvLY9Qo3a1z4cKFrFmzRhKNXuox0ejNAV6zZg333nsvAPPnz+eGG25AKcWaNWtYuHAhbrebnJwc8vLy2LBhA1OnnoyXcf0Y/U/tQMRUDzSB1XHgWugfU3dT75ts65tDf4ak7xjD0X5hfVcDfX9CRDof+EEUynHQNmBbdM2krdvUidKC7uq0F33yVgE0UFWykdgEi9j4BNp+Bfd3eNzV99MP0O8d0T8ZhHs6MOE4lB86n+iYgHT2OJS0hpLatOBU3GXpVz/3EQAvXzuFI1t3WtHv3dB+ju1y6f2d3+9n0qRJ4edLly5l6dKl4edlZWUMHz48/Dw7O5tPPvnkhNaxP+sx0ejNAY58jcPhIDExkerqasrKyjjjjDPabVtWVnbEPp555hmeeeYZQP/B+8bQ4HTi/fyN0BfByZiACSHEYOEGcoJTm6H5fVIZMSgYtHWPOp5C++hsIP7g5nA42LhxY19XY8A6Ka7LunTpUjZu3MjGjRtxOGR8uhBCCCGE6HtZWVns3bs3/Ly0tJSsLBl31Vs9Jhq9OcCRr/H7/dTW1pKamip/HCGEEEII0W9NnjyZr7/+mt27d9Pa2srKlSuZM2dOX1er3+gx0ejNAZ4zZw7PP6/vK/HKK68wc+ZMDMNgzpw5rFy5kpaWFnbv3s3XX3/NlClTjk8kQgghhBBCRJHD4eDJJ5/kggsuYOzYsVx22WUUFhb2dbX6jR77KUUe4EAgwNVXX01hYSF33303kyZNYs6cOVxzzTUsWrSIvLw8UlJSWLlyJQCFhYVcdtllFBQU4HA4eOqpp07SK04JIYQQQghxpIsvvpiLL764r6vRL/VqQERnB/j+++8PP46JiWHVqlWdbrts2TKWLVv2HaoohBBCCCGE6G9OisHgQgghhBBCiIFFEg0hhBBCCCFE1EmiIYQQQgghhIg6STSEEEIIIYQQUSeJhhBCCCGEECLqJNEQQgghhBBCRJ0kGkIIIYQQQoiok0RDCCGEEEIIEXWGUkr1dSUimaZJbGxsn+zb7/fjcPTqHoYDksQ/uOMHOQYSv8Qv8Q/e+EGOwWCMv6mpCdu2+7oaA9ZJl2j0pUmTJrFx48a+rkafkfgHd/wgx0Dil/gl/sEbP8gxGOzxi+iTrlNCCCGEEEKIqJNEQwghhBBCCBF1kmhEWLp0aV9XoU9J/IM7fpBjIPFL/IPZYI8f5BgM9vhF9MkYDSGEEEIIIUTUSYuGEEIIIYQQIupO6kRj7969zJgxg4KCAgoLC3niiScAqKmpYdasWeTn5zNr1iwOHjwIwAsvvEBxcTFFRUVMmzaNLVu2hMt68803GTNmDHl5efz85z/vcp/PP/88+fn55Ofn8/zzz4eXt7a2snTpUkaPHs0pp5zCq6++2un2mzZtoqioiLy8PG688UZCDUarVq2isLAQ0zR7fUWHgRT/XXfdRXFxMePHj+f888+nvLx8UMV/7733kpWVxfjx4xk/fjyvv/76oIp/wYIF4dhHjhzJ+PHje4x/oB2DLVu2MHXqVIqKipg9ezZ1dXUDMv5ly5YxfPhwvF5vu+Xvvfcep512Gg6Hg1deeaXH2Ada/L/5zW8oKipi/PjxnHXWWWzfvn1Qxf/cc8+RlpYW/h743e9+N6jiv/nmm8Oxjx49mqSkpB7jH2jHoKSkhPPOO4/i4mKmT59OaWlpr46B6OfUSay8vFxt2rRJKaVUXV2dys/PV9u2bVO33nqrevjhh5VSSj388MPqtttuU0op9cEHH6iamhqllFKvv/66mjJlilJKKb/fr0aNGqV27dqlWlpaVHFxsdq2bdsR+6uurlY5OTmqurpa1dTUqJycnHB5d999t1q2bJlSSqlAIKCqqqo6rfPkyZPVRx99pGzbVhdeeKF6/fXXlVJKbd++XX355Zfq3HPPVZ9++umgi7+2tjb8mieeeEJde+21gyr+e+65R/3iF7/oMeaBGn+kn/zkJ+q+++4bdMdg0qRJ6p133lFKKbVixQp15513Dsj4P/roI1VeXq48Hk+75bt371ZbtmxRixYtUqtWreox9oEWf+R34Jo1a9QFF1wwqOL//e9/r66//voeYx6o8Udavny5+tGPfjTojsH8+fPVc889p5RS6u2331ZXXnllr46B6N9O6kSjozlz5qj169er0aNHq/LycqWU/hCOHj36iNfW1NSoYcOGKaWU+vDDD9X5558fXvfQQw+phx566IhtXnzxRbV06dLw86VLl6oXX3xRKaVUdna2amho6LZ+5eXlasyYMV2Wp5Q6qkSjo4EQf2j/1113XbdldaY/x38siUZH/Tn+ENu2VXZ2tvrqq696CrdT/fkYJCQkKNu2lVJKffvtt2rs2LG9ijnSyR5/pK5OtBYvXtzrRKOjgRB/aD8XXnhhr8sK6c/xH0ui0VF/jj/S1KlT1fr163tdVqT+fAwKCgrUt99+q5TS/wvi4+N7XZbov07qrlOR9uzZw2effcbpp59ORUUFQ4cOBSAzM5OKioojXr9ixQouuugiAMrKyhg+fHh4XXZ2NmVlZUds09XrDh06BOjuP6eddhqXXnppp/ssKysjOzu7x/0ci4EQf6g59YUXXuD+++8fdPE/+eSTFBcXc/XVV4ebuQdT/ADvv/8+GRkZ5OfnH0X0Wn8/BoWFhaxZswbQXSn37t074OI/ngZC/E899RS5ubncdtttLF++/Ki2HQjxv/rqqxQXFzN//vxB+/4vKSlh9+7dzJw586i37e/HYNy4caxevRqAP/7xj9TX11NdXX1UZYj+p18kGg0NDcybN4/HH3+chISEdusMw8AwjHbL/vrXv7JixQoeeeSRqOzf7/dTWlrKtGnT2Lx5M1OnTuWWW26JStm9MVDif/DBB9m7dy9XXHEFTz75ZK+3Gwjx/+u//iu7du3i888/Z+jQofz0pz/t9bYDIf6Ql156icsvv/yotxsIx+DZZ5/l6aefZuLEidTX1+NyuXq97UCI/7sYKPFff/317Nq1i0ceeYQHHnig19sNhPhnz57Nnj172Lp1K7NmzWLx4sW93nYgxB+ycuVK5s+fj2VZR7XdQDgGv/zlL3n33XeZMGEC7777LllZWUd9HET/c9InGj6fj3nz5nHFFVcwd+5cADIyMti3bx8A+/btIz09Pfz6rVu3smTJEtasWUNqaioAWVlZ7X49KS0tJSsri08++SQ8OGvt2rVdvi41NZW4uLjw/i+99FI2b95MIBAIb3/33XeTlZXVbnBTaHuJv70rrriiy0FkAzX+jIwMLMvCNE1+/OMfs2HDhkEVP+h/VKtXr2bBggW9in2gHYNTTjmF9evXs2nTJi6//HJyc3MHXPzHw0CMf+HChfzpT38aVPGnpqbidrsBWLJkCZs2bRpU8YesXLnyqH9sGSjHYNiwYaxevZrPPvuMBx98EKDXg+JFP9bXfbe6Y9u2WrRokbrpppvaLb/lllvaDYK69dZblVJKlZSUqNzcXPXBBx+0e73P51M5OTnqm2++CQ+C+uKLL47YX3V1tRo5cqSqqalRNTU1auTIkaq6uloppdSCBQvU22+/rZTSfU3nz5/faZ07DgRdt25du/VHM0ZjIMUf2Sd/+fLlat68eYMq/lBfWqWUevTRR9WCBQsGVfxKKfXGG2+oc845p8e4B+oxqKioUErpQZSLFi1SK1asGJDxh0RjjMZAij/yO3Dt2rVq4sSJgyr+yO/A1atXq9NPP31Qxa+UUjt27FAjRowIj9XqjYF0DKqqqlQgEFBKKfWzn/1M3XXXXb08CqI/O6kTjffff18BqqioSI0bN06NGzdOrVu3Th04cEDNnDlT5eXlqfPOOy/8IbjmmmtUUlJS+LWRX+Tr1q1T+fn5atSoUeqBBx7ocp8rVqxQubm5Kjc3Vz377LPh5Xv27FFnn322KioqUjNnzlQlJSWdbv/pp5+qwsJCNWrUKHX99deHv1BWr16tsrKylMvlUunp6e0GZQ2G+OfOnasKCwtVUVGRuuSSS1Rpaemgiv/KK69Up556qioqKlKzZ89u9093MMSvlD7B/PWvf91j3AP1GDz++OMqPz9f5efnq9tvv71XJxv9Mf5bb71VZWVlKcMwVFZWlrrnnnuUUkpt2LBBZWVlqbi4OJWSkqIKCgoGVfw33nijKigoUOPGjVPTp0/v9CRvIMd/xx13qIKCAlVcXKymT5+uduzYMajiV0pfFOT222/vMe6BegxWrVql8vLyVH5+vrrmmmtUc3PzUR0L0T/JncGFEEIIIYQQUXfSj9EQQgghhBBC9D+SaAghhBBCCCGiThINIYQQQgghRNRJoiGEEEIIIYSIOkk0hBBCCCGEEFEniYYQQgghhBAi6iTREEIIIYQQQkSdJBpCCCGEEEKIqPv/9Mo0r6yg0YgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 415 415 116546.51131185978\n",
      "48 415 416 116130.71397687469\n",
      "48 415 417 115867.91664484634\n",
      "48 415 418 115647.6658867437\n",
      "48 415 419 115516.26922507073\n",
      "48 415 420 115434.72240170672\n",
      "48 415 421 115377.51418255617\n",
      "48 415 422 115337.35789450898\n",
      "48 415 423 115307.31302998262\n",
      "48 415 424 115284.12932520772\n",
      "0 415 424 105108.88214495385\n",
      "1 415 424 105151.63555006533\n",
      "2 415 424 105282.92609696458\n",
      "3 415 424 105818.39599590772\n",
      "4 415 424 106351.61629590772\n",
      "5 415 424 106882.29724590771\n",
      "6 415 424 107411.46700590772\n",
      "8 415 424 108467.78422590772\n",
      "12 415 424 110571.17332590772\n",
      "24 415 424 113789.98413090772\n",
      "48 415 424 115284.56906880772\n",
      "72 415 424 116675.78085511699\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5s2fwgfq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmph_pv73sg -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:right_cross: 573\n",
      "INFO:root:idx_max: 564\n",
      "INFO:root:range_arr.shape: (51, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpkcg6po98 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8l6klqqs -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn49ttcbj -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpras47b8i -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqtnwxj9c -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp0v_9a92n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpfoffhfqv -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpepy7moax -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvif1w0ti -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpizfpvhmh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpmvpfv_cr -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpo29l8828 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp76ds_qzy\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp0somafu2 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpaoj76gr6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpx2owm2a6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2ghlxcnh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp9auiti88 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpmmyrj6kt -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpmhtyf0a5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5kds8956 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1ccs2nzc -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4oghlufv -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp7rljc5be -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpczxh5uqa -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7ciymsm\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpq4lu69h6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4ls8pxm0 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvodusqv0 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpid6p7ejp -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8asnp2ey -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpcadxihfa -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplj5d9q4n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqylumico -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpsfsw7363 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpliomla6y -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpncobc9e9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqvigkrkh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_p0fj_yp\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpbzab40rm -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpi0wopwt8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvj3a35x9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpmk97ll03 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpslw8lqie -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpg2dq71a7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmphhc2o39h -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpb6b2v74g -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpzml61qjm -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpzn4mz1dy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpiwvcbjk5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwlgrz6m7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpl0p30fwb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpzdwfzx0b -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_x9avxtt -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp00_eh7xe -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpcmicsc08 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp7kg_px4k -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpgzfvtfyz -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp9nt57zp7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp7i_xxagq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp28pqy7gi -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2afacng9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpct04muf9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn7mlus48 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 5min 17s\n",
      "Result(id=1741061267264, decided_length=576, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf8dh1ix7, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6), df->(shape((168, 28)), range(2020-06-18 00:00:00 -- 2020-06-24 23:00:00), df_projected->(shape((168, 28)), range(2020-06-18 00:00:00 -- 2020-06-24 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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LFvDII4+wePFitm3b5ivrFVdc4QtGb731FrNmzSI8PByAq6++mjfffJOMjAxfXwyACRMmcODAAYqKiigtLeW8884D4Prrr+eFF14AwG63s3r1alJTU7n99tu54IILmnklG1INhYiIiIj0ahdffDFvvvkmO3bsYObMmRQVFbF161Yuuuii037uo48+4rbbbiMrK4vY2FgA3n77bTZs2MDQoUOZO3cuW7Zs4bvf/e4pjxEXF4fNZiM4OJhbbrmFHTt2tPp7BAcH+14HBATgdDqb/ExOTg4REREcOXKk1edVoBARERGRXuH8888nMzMTMKM0eQPDOeecwzvvvIPdbickJIS0tDSefPJJLr744lMe69ChQ1x99dX87W9/Y+TIkb71S5YsITc3lwMHDpCZmcm0adP4+9//fsrj5OfnA2BZFuvXr/f1b7j44ot5+umnAdi4caOvL8hFF13E+vXrqaiooLy8nH/961+nDT59+/YlMjLS12Hc+/0BiouLWbRoEdu2baOgoIB169ad+uKdhpo8iYiIiEiv8Ic//IFbbrmF3/72t/Tv359Vq1YB5sn+4MGDOffccwFz07527VrGjRt3ymM99NBDFBQU8P3vfx8Ah8PRqtGkbrjhBr755hssyyItLY0//elPAPz85z/nuuuuIyUlhfPPP58zzzwTgLPPPpubb76Zc845B4DbbruN8ePHc+DAgVOeY+XKlXzve9/DbrdzySWXEBUVBcBdd93FwoULGTlyJCtXrmTq1KmnDVGnYrPqdxkXEREREWmjTz/9lDFjxnR2McSjrKyMiIgIAJYuXUp+fj6PP/54q47V2H9b1VCIiIiIiPRgL774IkuWLMHpdDJkyBBWr17t1+OrhkJERERE/Kon1VCsWrXqpKf5F1xwAcuXL2/RcWbNmsX+/fsbrHvkkUeYMWNGm8vYkRr7b6tAISIiIiJ+9emnnzJ69GhsNltnF0X8yLIsPvvss67T5MlutxMaGtpZpxcRERGRdvKb3/yGkpISHA4HNpsNt+f5tb2TAobb7WbixImdcu6ewrIsCgoKCAkJOWlbp9VQhIeHU15e3hmnFhEREZF2VFtbS25uLlVVVQB8U2pmf+4fGXy6j7WbQ4cO+UZJktYLCQkhISGBwMDABusVKERERESkXV375LsAPHP7eZ1yft13ti9NbCciIiIiIq2mQCEiIiIiIq3WrECxadMmRo0aRWJiIkuXLj1p+1133UVaWhppaWmMHDmSvn37+rucIiIiIiLSBTU5ypPL5WLhwoW8+uqrJCQkMGnSJDIyMkhOTvbt8/vf/973+g9/+AMffPBB+5RWRERERES6lCZrKHbs2EFiYiLDhw8nKCiIuXPnkpWVdcr9165dy3XXXefXQoqIiIiISNfUZKDIy8tj8ODBvvcJCQnk5eU1uu/BgwfZv38/06ZNa3T7ihUrmDhxIhMnTsTpdLayyCIiIiIi/vP73/+elJQUxo4dy3XXXUdVVRX79+9n8uTJJCYmcu2111JTUwNAdXU11157LYmJiUyePJkDBw74jrNkyRISExMZNWoUL7/8cid9m47n107ZmZmZzJ49m4CAgEa3L1iwgOzsbLKzs3E4Om1OPRERERERwDw8f+KJJ8jOzuaTTz7B5XKRmZnJvffey1133cXevXuJjo5m5cqVAKxcuZLo6Gj27t3LXXfdxb333gvAnj17yMzMZPfu3WzatInvf//7uFyuzvxqHabJQBEfH8/hw4d973Nzc4mPj29038zMTDV3EhEREZFuxel0UllZidPppKKigri4OLZs2cLs2bMBmDdvHuvXrwcgKyuLefPmATB79mw2b96MZVlkZWUxd+5cgoODGTZsGImJiezYsaOzvlKHajJQTJo0iZycHPbv309NTQ2ZmZlkZGSctN9nn31GYWEh553XOROWiIiIiIi0VHx8PD/5yU8488wziYuLIyoqigkTJtC3b19fi5r6Tf7rdwdwOBxERUVRUFDQom4CPU2TgcLhcLBs2TJmzJjBmDFjmDNnDikpKSxevJgNGzb49svMzGTu3LnYbLZ2LbCIiIiISEs4nU5fP96JEyeyYsUK37bCwkKysrLYv38/R44coby8nE2bNnViabufZnVkmDlzJjNnzmyw7qGHHmrw/he/+IXfCiUiIiIiTdkDeIbxryqB6lKIarxZem/ncDjIzs5udNtrr73GsGHD6N+/PwBXX301b7/9NkVFRTidThwOR4Mm/97uAAkJCTidToqLi4mNjW1RN4GeRjNli4iIiHQ77wMpgOcmecvD8NeTm6RL084880zee+89KioqsCyLzZs3k5yczNSpU1m3bh0Aa9as4aqrrgIgIyODNWvWALBu3TqmTZuGzWYjIyODzMxMqqur2b9/Pzk5OZxzzjmd9r06koZaEhEREel2vvYsDwMT4fiXUJzbmQXqtiZPnszs2bM5++yzcTgcjB8/ngULFnDFFVcwd+5cfvaznzF+/HhuvfVWAG699VZuvPFGEhMTiYmJITMzE4CUlBTmzJlDcnIyDoeD5cuXn3Lk057GZlmW1RknDg8Pp7y8vDNOLSIiItLNPQ98B/gLcAv834Vw9GO4/ysIDO3ksp3s2iffBeCZ2ztn8B7dd7YvNXkSERER6XaqPMtCsyjNN8vKos4ojPRyChQiIiIi3U69QOGqhYpj5m1lYaeVSHovBQoRERGRbscbKIqg7GjdagUK6QQKFCIiIiLdTr0aitJ6gaKqqDMKI72cAoWIiIhIt1PpWRbV9Z8A1VBIp1CgEBEREel26tVQlH1Vt1qBQjqB5qEQERER6XbqN3n6Cmx2wKZAIZ1CgUJERESk26nXKbv0KwgfAO5aDRsrnUKBQkRERKTbqd/k6ShEDoKaMtVQSKdQHwoRERGRbsfbKbsKKvJMoAjpq0AhnUKBQkRERKTbqap7WZtvAkVotAKFdAoFChEREZFup16gcB+DCE+g0DwU0gkUKERERES6nXqBIsStGgrpVAoUIiIiIt1OJRBhXoZankDRF6qKwe3qzIJJL6RAISIiItLtVAFx5mUIEDHQ1FCACRUiHUiBQkRERKTbqQIGmZchFkTG1QUKNXuSDqZAISIiItLt1KuhCLUgvH+9QFHUWYWSXkqBQkRERKTbqQKiwOmAyFAIcJh5KEA1FNLhFChEREREup1KIARqHBARbFb5+lAUdVahpJdSoBARERHpdqqAEKiyQ7jDrFIfCukkChQiIiIi3YqFL1BUuCHUszq0r1kqUEgHU6AQERER6VZqAQvcQVDuNBPbAQQEQlCEAoV0OAUKERERkW7FM0t2jQuqbBBUW7cpNFqjPEmHU6AQERER6VYqzaKq2gQKR2XdptC+qqGQDqdAISIiItKteGooKitNtrBXAJ5mTyF9FSikwylQiIiIiHQr3kBRYWoobBZQbNaFRmvYWOlwChQiIiIi3YonUFRUmGFjASgyi9Bo1VBIh1OgEBEREelWPH0mykrAivKs84QIb6CwrE4pmfROChQiIiIi3YqnhqKsFOz9POu8gaIvuGqgtqIzCia9lAKFiIiISLfiCRSlhRAwyLOuyCx8s2UXdXCZuq/PP/+ctLQ030+fPn147LHHOH78OOnp6SQlJZGenk5hoQltlmWxaNEiEhMTSU1NZefOnb5jrVmzhqSkJJKSklizZk1nfaUOp0AhIiIi0q3UCxRBZ3jW1WvyBOpH0QKjRo1i165d7Nq1i/fff5+wsDBmzZrF0qVLmT59Ojk5OUyfPp2lS5cCsHHjRnJycsjJyWHFihXccccdABw/fpwHH3yQ7du3s2PHDh588EFfCOnpFChEREREuhVPoCg5DsFnetYVmYUCRZts3ryZESNGMGTIELKyspg3bx4A8+bNY/369QBkZWVx0003YbPZOPfccykqKiI/P5+XX36Z9PR0YmJiiI6OJj09nU2bNnXit+k4zQoUmzZtYtSoUSQmJvrS2YmeffZZkpOTSUlJ4frrr/drIUVERETEy9Mpu9aC0MFAAL4aipC+ZqmhYxtwOp1MnDjR97NixYpG98vMzOS6664D4OjRo8TFxQEwaNAgjh49CkBeXh6DBw/2fSYhIYG8vLxTru8NHE3t4HK5WLhwIa+++ioJCQlMmjSJjIwMkpOTffvk5OSwZMkS3n77baKjo/n666/btdAiIiIivZenhsIJRJ4B9EVNnk7P4XCQnZ192n1qamrYsGEDS5YsOWmbzWbDZrO1V/G6vSZrKHbs2EFiYiLDhw8nKCiIuXPnkpWV1WCfp556ioULFxIdbf4nHjBgQPuUVkRERKTX8wYKG0TGAdGoyVPbbdy4kbPPPpuBAwcCMHDgQPLz8wHIz8/33d/Gx8dz+PBh3+dyc3OJj48/5freoMlA0Zzqmy+++IIvvviCCy64gHPPPfeU7cVWrFjhq2pyOp1tLLqIiIhIb1SvhiIqgQY1FEHhYA9UoGiFtWvX+po7AWRkZPhGalqzZg1XXXWVb/1f//pXLMvivffeIyoqiri4OGbMmMErr7xCYWEhhYWFvPLKK8yYMaNTvktHa7LJU3M4nU5ycnLYunUrubm5XHzxxXz88cf07du3wX4LFixgwYIFAISHh/vj1CIiIiK9TBVYAEEQ3p8GNRQ2m5mLQsPGtkh5eTmvvvoqTz75pG/dfffdx5w5c1i5ciVDhgzh2WefBWDmzJm89NJLJCYmEhYWxqpVqwCIiYnhgQceYNKkSQAsXryYmJiYjv8ynaDJQNGc6puEhAQmT55MYGAgw4YNY+TIkeTk5PguqIiIiIj4SyW4AqBPAtjtmEBxqG6zd7Zsabbw8HAKCgoarIuNjWXz5s0n7Wuz2Vi+fHmjx5k/fz7z589vlzJ2ZU02eZo0aRI5OTns37+fmpoaMjMzycjIaLDPt7/9bbZu3QrAsWPH+OKLLxg+fHi7FFhERESkd6sCl83T3AkaNHkCBQrpcE0GCofDwbJly5gxYwZjxoxhzpw5pKSksHjxYjZs2ADAjBkziI2NJTk5malTp/Lb3/6W2NjYdi+8iIiISO9TBbXUCxTeJk+WeRvSV4FCOlSz+lDMnDmTmTNnNlj30EMP+V7bbDYeffRRHn30Uf+WTkREREQacldArfuEQFGDmZ8izNRQfPNp55VPeh3NlC0iIiLSnbiKTqih6OtZFplFaLQ6ZUuHUqAQERER6U6cRfWGjAVTQwENJrerLgGXhuiXjqFAISIiItKdOEvMpHZ9Tqyh8AYKz/uq4o4tl/RaChQiIiIi3Ym7zFND4R3G31tDUWQWmi1bOpgChYiIiEh3YlWAOxCCIz0rGmnyBAoU0mEUKERERES6lUqwhdd739ezLDILBQrpYAoUIiIiIt2JrQbsjQUKT4AI8byvKuqwIknvpkAhIiIi0p3YayGgT70VDiACNXmSzqJAISIiItJdVJdBgBscUSds8M6WDYR4tilQSAdRoBARERHpLkrywGFBYMwJG6Lx1VAEOCAoUpPbSYdRoBARERHpLooPmRZOgbEnbOiLr4YCzAhQNaUdVizp3RQoRERERLqL4kPm7i24/wkb6tVQgAkU1WUdWDDpzRQoRERERLqLsoNmeVKg6MvJgUI1FNIxFChEREREuouyQ2ZpDzthQ1+guO6tAoV0IAUKERERke6i4rDnRcgJG6KAUsBt3gZHKFBIh1GgEBEREekuKo94XoSesCEKsDChAgjuo0AhHUaBQkRERKQ7cLuh8qjnzYk1FN6J7jzNntTkSTqQAoWIiIhId1BxDOw1njeNNXmCBoGiphQsq4MKJ72ZAoWIiIhId1B82ExqBzQrUFhuqK3ooMJJb6ZAISIiItIdFOeZSe2AZgUKULMn6RAKFCIiIiLdQXFuvRqKxjplQ12g8PSpUKCQDqBAISIiItIdFOdCcLDnTRM1FEERZlld0gEFk95OgUJERESkOyg+DH36et6oyZN0HQoUIiIiIt1BcS5EeIPDiYEiFNPBQoFCOp4ChYiIiEh3UPoVhHuaMp0UKGyYWooTA0VZx5RNejUFChEREZHuwFVdb5SnEztlQ8NAoU7ZLVFUVMTs2bMZPXo0Y8aM4d133+X48eOkp6eTlJREeno6hYWFAFiWxaJFi0hMTCQ1NZWdO3f6jrNmzRqSkpJISkpizZo1nfV1OpwChYiIiEh34HbWG+UpuJEdogBPJ+xgdcpuiTvvvJPLLruMzz77jA8//JAxY8awdOlSpk+fTk5ODtOnT2fp0qUAbNy4kZycHHJyclixYgV33HEHAMePH+fBBx9k+/bt7NixgwcffNAXQno6BQoRERGR7sDtggALEyZsjexQr4bCEQwBQaqhaIbi4mK2bdvGrbfeCkBQUBB9+/YlKyuLefPmATBv3jzWr18PQFZWFjfddBM2m41zzz2XoqIi8vPzefnll0lPTycmJobo6GjS09PZtGlTZ32tDqVAISIiItIduGrB4eLk/hNe9QIFmH4UChRN2r9/P/379+eWW25h/Pjx3HbbbZSXl3P06FHi4uIAGDRoEEePHgUgLy+PwYMH+z6fkJBAXl7eKdf3BgoUIiIiIt2B2wkBLhrvPwEKFKfmdDqZOHGi72fFihUNtu3cuZM77riDDz74gPDwcF/zJi+bzYbN1litkEC9rj0iIiIi0kVZFlgusLtpUQ1FjUZ5AnA4HGRnZze6LSEhgYSEBCZPngzA7NmzWbp0KQMHDiQ/P5+4uDjy8/MZMGAAAPHx8Rw+fNj3+dzcXOLj44mPj2fr1q0N1k+ZMqXdvlNXohoKERERka7O7TLLgKaaPJUAno7bwX1UQ9EMgwYNYvDgwXz++ecAbN68meTkZDIyMnwjNa1Zs4arrroKgIyMDP76179iWRbvvfceUVFRxMXFMWPGDF555RUKCwspLCzklVdeYcaMGZ32vTqSaihEREREujq30yybDBRuoAyINDUUpfkdUrzu7g9/+AM33HADNTU1DB8+nFWrVuF2u5kzZw4rV65kyJAhPPvsswDMnDmTl156icTERMLCwli1ahUAMTExPPDAA0yaNAmAxYsXExMT02nfqSMpUIiIiIh0de5as7Q7gchT7OSdRbsYX6A49kX7l60HSEtLa7RJ1ObNm09aZ7PZWL58eaPHmT9/PvPnz/d7+bo6NXkSERER6ep8NRROTt8pG3z9KIIi1ORJOkSzAsWmTZsYNWoUiYmJJ/V6B1i9ejX9+/cnLS2NtLQ0/vznP/u9oCIiIiK9lrcPhb2pJk9QN1u2RnmSjtFkkyeXy8XChQt59dVXSUhIYNKkSWRkZJCcnNxgv2uvvZZly5a1W0FFREREei1vDYXdSfMDRR9wVpn5KwIC27mA0ps1WUOxY8cOEhMTGT58OEFBQcydO5esrKyOKJuIiIiIQL1AUUuLaihAtRTS7poMFM2d9e+5554jNTWV2bNnNxibV0RERETayOXtlK1AIV2PXzplX3nllRw4cICPPvqI9PR05s2b1+h+K1as8M1Q6HQ6/XFqERERkZ7P14eilmZ3ylagkA7SZKA41WyA9cXGxhIcHAzAbbfdxvvvv9/osRYsWEB2djbZ2dk4HBqxVkRERKRZvE2ebKeroQgDAqgLFBFmqUAh7azJQDFp0iRycnLYv38/NTU1ZGZmkpGR0WCf/Py6SVM2bNjAmDFj/F9SERERkd6qWX0obJhainqdskGBQtpdk9UEDoeDZcuWMWPGDFwuF/PnzyclJYXFixczceJEMjIyeOKJJ9iwYQMOh4OYmBhWr17dAUUXERER6SXctWC3wHa6YWMB+nByk6eSdi6c9HbNanc0c+ZMZs6c2WDdQw895Hu9ZMkSlixZ4t+SiYiIiIjhdtW7aztdoKhfQ6E+FNIxNFO2iIiISFfndoLD8rw5VadsaDRQ1JS1Y8FEFChEREREuj63s+U1FIHhgE01FNLuFChEREREurrWBAq73dRSKFBIO1OgEBEREenqXPWbPDUzUAAERahTtrQ7BQoRERGRrq5FNRQlgCd8qIZCOoAChYiIiEhX16JO2S6g3LxVoJAOoEAhIiIi0tW1qIYCGoz0VK1RnqR9KVCIiIiIdHXulvShgIaBQjUU0r4UKERERES6OrcTAr1vWhIo+ihQSLtToBARERHp6lpcQ+EZ2Sk4QoFC2p0ChYiIiEhX16APRVOdsqFhk6cSsKxTfkKkrRQoRERERLq6tvShwIKa8vYrm/R6ChQiIiIiXZ2rDaM8gZo9SbtSoBARERHp6ho0eQo+zY4RmNu7ep2yAWo0dKy0HwUKERERka7O2+TJCgQCTrOjDejDyTUUJe1bPunVFChEREREujpfDcXpOmR7RaEmT9KRFChEREREujq3y9Mp+3T9J7zqBYqgCLNUoJB2pEAhIiIi0tW5a83EdrYWBgrVUEgHUKAQERER6ercTgi00eIaCm+nbAWK0xo6dCjjxo0jLS2NiRMnAnD8+HHS09NJSkoiPT2dwsJCACzLYtGiRSQmJpKamsrOnTt9x1mzZg1JSUkkJSWxZs2aTvkunUGBQkRERKSrczvB0ZpAoSZPzfX666+za9cusrOzAVi6dCnTp08nJyeH6dOns3TpUgA2btxITk4OOTk5rFixgjvuuAMwAeTBBx9k+/bt7NixgwcffNAXQno6BQoRERGRrs7tMk2eWtop2xEMAcEKFK2QlZXFvHnzAJg3bx7r16/3rb/pppuw2Wyce+65FBUVkZ+fz8svv0x6ejoxMTFER0eTnp7Opk2bOvEbdBwFChEREZGuzlXrGeWpJTUUnpm1gyMVKJpgs9m49NJLmTBhAitWrADg6NGjxMXFATBo0CCOHj0KQF5eHoMHD/Z9NiEhgby8vFOu7w0cTe8iIiIiIp3KN2xscwOFE6gEwkyzp14eKJxOp69vBMCCBQtYsGCB7/1bb71FfHw8X3/9Nenp6YwePbrB5202GzabrcPK290oUIiIiIh0dS0OFGBqKcJUQwE4HA5f34jGxMfHAzBgwABmzZrFjh07GDhwIPn5+cTFxZGfn8+AAQN8+x4+fNj32dzcXOLj44mPj2fr1q0N1k+ZMqVdvk9XoyZPIiIiIl2dbx6K5vSh8IzsVH+kp14eKE6nvLyc0tJS3+tXXnmFsWPHkpGR4Rupac2aNVx11VUAZGRk8Ne//hXLsnjvvfeIiooiLi6OGTNm8Morr1BYWEhhYSGvvPIKM2bM6LTv1ZFUQyEiIiLS1bmdLZzYDhrMRVFypJ0K1v0dPXqUWbNmAaZp1PXXX89ll13GpEmTmDNnDitXrmTIkCE8++yzAMycOZOXXnqJxMREwsLCWLVqFQAxMTE88MADTJo0CYDFixcTExPTOV+qgylQiIiIiHR17lpPoAhqxs6NBIqasnYqWPc3fPhwPvzww5PWx8bGsnnz5pPW22w2li9f3uix5s+fz/z58/1exq5OTZ5EREREujq3E+wWENyMnRsJFGryJO1IgUJERESkq3O7IMDCMxlFExQopGMpUIiIiIh0db4ailY0eQqKBGcVOGvaqXDS2ylQiIiIiHR1rpoW1FBEAjYa1FCA+lFIu1GgEBEREenqrFrPi+bUUNgxtRSF5q03UFSX+L9cIihQiIiIiHQDTs+yOTUUAP2AAvMyxDMvRZUChbQPBQoRERGRrs7m7f/QnBoKgFh8gSKsn1lWHPNzoUQMBQoRERGRLq8lTZ7ABApPgAjvb5blChTSPpoVKDZt2sSoUaNITExk6dKlp9zvueeew2azkZ2d7bcCioiIiPR6vhqKVjR5CvfUUJR/4+dCiRhNBgqXy8XChQvZuHEje/bsYe3atezZs+ek/UpLS3n88ceZPHlyuxRUREREpPfy9qFoRQ1FSBTYA6Hs63Yol0gzAsWOHTtITExk+PDhBAUFMXfuXLKysk7a74EHHuDee+8lJCSkXQoqIiIi0mvZWtopOxYoB6rBZjPNntTkSdpJk4EiLy+PwYMH+94nJCSQl5fXYJ+dO3dy+PBhrrjiCv+XUERERKTXa2kfCk8zp/rNntTkSdqJo60HcLvd/PjHP2b16tVN7rtixQpWrFgBgNPpbGJvEREREQFaWUMBptnTGRAxQIFC2k2TNRTx8fEcPnzY9z43N5f4+Hjf+9LSUj755BOmTJnC0KFDee+998jIyGi0Y/aCBQvIzs4mOzsbh6PNWUZERESkl2hNHwqoq6FQkydpP00GikmTJpGTk8P+/fupqakhMzOTjIwM3/aoqCiOHTvGgQMHOHDgAOeeey4bNmxg4sSJ7VpwERERkV7D1tJAcYomT5bl54KJNCNQOBwOli1bxowZMxgzZgxz5swhJSWFxYsXs2HDho4oo4iIiEjv1qYmT5gaCmcl1JT7uWAizexDMXPmTGbOnNlg3UMPPdTovlu3bm1zoURERESkHpvL86INTZ7A1FIER/ixYCKaKVtERESk67O3tIYiGIig0UAh4mcKFCIiIiJdXYtrKKDB5HaaLVvakQKFiIiISFfnCxTNraEAEyhUQyHtT4FCREREpCtzuyHA7XnTkhqKfihQSEdQoBARERHpyixXvTu2VjZ5cgRDcJTmopB2oUAhIiIi0pW5aiHA+6aVTZ6gbi4KET9ToBARERHpytxOCPBOSNfSJk9F+GbZDu+vQCHtQoFCREREpCtzO9tQQwFw3CzC+0GZAoX4nwKFiIiISFfmdtULFC3tQwENOmarhkLagQKFiIiISFfmdta7Y2tJDYVn7on6gaKiwAQUET9SoBARERHpyty1pg+FZadlt27eGgrPyE4RAwALKo77t3zS6ylQiIiIiHRl3j4UlqOFHzyxyZNmy5b2oUAhIiIi0pV5+1BYAU3u2lAjTZ5AgeIUXC4X48eP51vf+hYA+/fvZ/LkySQmJnLttddSU1MDQHV1Nddeey2JiYlMnjyZAwcO+I6xZMkSEhMTGTVqFC+//HJnfI1OoUAhIiIi0pW5nWC3wGpJ/wmAMCAYX5MnBYrTevzxxxkzZozv/b333stdd93F3r17iY6OZuXKlQCsXLmS6Oho9u7dy1133cW9994LwJ49e8jMzGT37t1s2rSJ73//+7hcvaO/igKFiIiISFfmndiuxU2ebDSY3M4XKDRb9olyc3N58cUXue222wCwLIstW7Ywe/ZsAObNm8f69esByMrKYt68eQDMnj2bzZs3Y1kWWVlZzJ07l+DgYIYNG0ZiYiI7duzolO/T0RQoRERERLoy3zwULQ0UYJo9eQJFSF+wBUD5134rWnfhdDqZOHGi72fFihUNtv/oRz/iN7/5DXa7uTUuKCigb9++OBzmmickJJCXlwdAXl4egwcPBsDhcBAVFUVBQUGD9Sd+pqdrzf+ZIiIiItJR3C7PKE+tuW2LxdfkyW43HbN7YZMnh8NBdnZ2o9teeOEFBgwYwIQJE9i6dWvHFqyHUKAQERER6cp8NRQt7UMBJlB8Uvc2fICaPJ3g7bffZsOGDbz00ktUVVVRUlLCnXfeSVFREU6nE4fDQW5uLvHx8QDEx8dz+PBhEhIScDqdFBcXExsb61vvVf8zPZ2aPImIiIh0Zd6J7ayWzJLtVa/JE/TaGorTWbJkCbm5uRw4cIDMzEymTZvGP/7xD6ZOncq6desAWLNmDVdddRUAGRkZrFmzBoB169Yxbdo0bDYbGRkZZGZmUl1dzf79+8nJyeGcc87ptO/VkVRDISIiItKVeSe2a9Vtm7dTthuwm47Zhfv9Wrye6pFHHmHu3Ln87Gc/Y/z48dx6660A3Hrrrdx4440kJiYSExNDZmYmACkpKcyZM4fk5GQcDgfLly8nIKClQ/12TzbLsqzOOHF4eDjl5eWdcWoRERGR7iPnVQi4HOLHQvCuFn7498CPgeNANGz6KexcAz/t2M7C1z75LgDP3H5eh57XS/ed7UtNnkRERES6sjb1oThxcrt+UFMGNRX+KZsIChQiIiIiXZu3DwWt6UMR61lqcjtpPwoUIiIiIl2Zy9uHorWjPIEmt5P2pEAhIiIi0pW5XZ4mT60d5Ql8gSJCNRTifwoUIiIiIl2Zrw9FcCs+rCZP0v4UKERERES6MrfTNHmytabJUxQmjXhqKMI8NRYKFOJHChQiIiIiXZmvU3Zraihs1M1FAQSFQVCE+lCIXylQiIiIiHRl3iZPttb0oQATKOoFCM2WLX6mQCEiIiLSlfmaPIW08gD1aijA9KNQoBA/UqAQERER6cp8nbJbW0PRDwUKaU8KFCIiIiJdma/JU1tqKOo1eYoYCKVf+aFgIoYChYiIiEhX5q71Qx+KAsAybyMHQcUxM2GeiB8oUIiIiIh0Ze4as2x1DUU/oAYoN28jB5ll2dE2FkzEUKAQERER6cqsarO0tWbYWDhpcrsIT6BQsyfxk2YFik2bNjFq1CgSExNZunTpSdv/9Kc/MW7cONLS0rjwwgvZs2eP3wsqIiIi0jt5aihozcR2AAM9y3yziFSgEP9qMlC4XC4WLlzIxo0b2bNnD2vXrj0pMFx//fV8/PHH7Nq1i3vuuYcf//jH7VZgERERkV7FW0PR6lGeRniWX5qFL1Dkt6FQInWaDBQ7duwgMTGR4cOHExQUxNy5c8nKymqwT58+fXyvy8vLsdls/i+piIiISK/U1hqKYZhbvhzzNrw/2OzqQyF+42hqh7y8PAYPHux7n5CQwPbt20/ab/ny5Tz66KPU1NSwZcsW/5ZSREREpNfyBorW1lAEA2fiCxT2AAgfoBoK8Ru/dcpeuHAhX375JY888ggPP/xwo/usWLGCiRMnMnHiRJxOp79OLSIiItKDtbWGAiAJ2Fv3NnIQlKqGQvyjyUARHx/P4cOHfe9zc3OJj48/5f5z585l/fr1jW5bsGAB2dnZZGdn43A0WTkiIiIiIm2uoQBIxNRQ1JuLQp2yxU+aDBSTJk0iJyeH/fv3U1NTQ2ZmJhkZGQ32ycnJ8b1+8cUXSUpK8n9JRURERHolb6uOtgSKJKAIOG7eRg6CMgUK8Y8mqwkcDgfLli1jxowZuFwu5s+fT0pKCosXL2bixIlkZGSwbNkyXnvtNQIDA4mOjmbNmjUdUXYRERGRXsA7ylNbmjwlepY5QKyZi6L8GzNbdkBbjivSjEABMHPmTGbOnNlg3UMPPeR7/fjjj/u3VCIiIiLiUetZtrWGAkygOLfebNlfQ9Spm7KLNIdmyhYRERHp0ryBoi01Cd6hYz0dszW5nfiRAoWIiIhIV2bzRx+KE4aO9dVQKFBI2ylQiIiIiHRp/qihgAZDx0ZotmzxHwUKERERka7M5o8+FNBg6FjvbNmai0L8QIFCREREpCuzuTwv2hoovEPHFkCAw4QK1VCIHyhQiIiIiHRlNn82eYIGHbPLVENRVVXFOeecw1lnnUVKSgo///nPAdi/fz+TJ08mMTGRa6+9lpoaM8FgdXU11157LYmJiUyePJkDBw74jrVkyRISExMZNWoUL7/8cmd8nU6hQCEiIiLSpfmrhqL+XBSYfhSqoSA4OJgtW7bw4YcfsmvXLjZt2sR7773Hvffey1133cXevXuJjo5m5cqVAKxcuZLo6Gj27t3LXXfdxb333gvAnj17yMzMZPfu3WzatInvf//7uFyu0526x1CgEBEREenK/FZDYYaOrXF+wdclVaaGQn0osNlsREREAFBbW0ttbS02m40tW7Ywe/ZsAObNm8f69esByMrKYt68eQDMnj2bzZs3Y1kWWVlZzJ07l+DgYIYNG0ZiYiI7duzolO/U0RQoRERERLoyP/WhqKxxUFJ5Bq99+hbn/Hozaz6uwl3+DS/uOkRVbe94kn4qLpeLtLQ0BgwYQHp6OiNGjKBv3744HGYO6ISEBPLy8gDIy8tj8ODBADgcDqKioigoKGiw/sTP9HQKFCIiIiJdmS9QtK6Gwu22+Nt7B7nkt6+z63B/Rg86yv9cPhpbnzjsWDyU+QaX/n4b2774xn9l7mKcTicTJ070/axYsaLB9oCAAHbt2kVubi47duzgs88+66SSdk+Ozi6AiIiIiJyGvW0T22X+5zAPrP+ESUOjGTUojYF9nuf2S4bDwMmQCf931Rn85G0bN/1lB99OO4OffSuZfhHB/it/F+BwOMjOzm5yv759+zJ16lTeffddioqKcDqdOBwOcnNziY+PByA+Pp7Dhw+TkJCA0+mkuLiY2NhY33qv+p/p6VRDISIiItKVtaGGwu22+PNb+xgXH8Wzt5/HwD7jgGKgwDdb9tnR1bx050Usmp7Eix/n81+PvsEbPbi24kTffPMNRUVFAFRWVvLqq68yZswYpk6dyrp16wBYs2YNV111FQAZGRmsWbMGgHXr1jFt2jRsNhsZGRlkZmZSXV3N/v37ycnJ4ZxzzumU79TRVEMhIiIi0pXZXOC2gb3lz4G3fvE1+74p5/G5adhsNuqGjs2ByCHmZWk+IYEB/Dh9JFemxvHDtR9wy6od3HPZaG6/eLjncz1Xfn4+8+bNw+Vy4Xa7mTNnDt/61rdITk5m7ty5/OxnP2P8+PHceuutANx6663ceOONJCYmEhMTQ2ZmJgApKSnMmTOH5ORkHA4Hy5cvJyAgoDO/WoexWZZldcaJw8PDKS8v74xTi4iIiHQf/4mB8aXgqG163xNc/9R77PumnDfvnUpggB34DBgD/BVc18Ev+8El98DUn/o+U1Hj5O51H/HiR/lckRrHb2enEhbUtmfQ1z75LgDP3H5em47TWrrvbF9q8iQiIiLSldncYLX8lm33kWLe+bKAmy8Y6gkT4B06FnJOOVt2WJCDZdeN577LR7Px43yu/uM7HCqoaPPXkJ5LgUJERESkK7O7wN3ypjN/eesAYUEBXDfpzHprg4EzaTBbdiNzUdhsNv77khGsuuUcjhRVcuWyt3gzp/f0q5CWUaAQERER6cpsbrBaFii+Lqliw4d5zJk4mKiwEztzJwFfmJeRp58t+5KR/fn3Dy9kUJ8Q5v1lB39640s6qbW8dGEKFCIiIiJdWUDLA8Vf3z2I021xywVDG9k6GtOXwu0JFF+d9lhDYsN5/vvnc/nYOJZu/Iwfrv2AihrnaT8jvYsChYiIiEhXZnO3qMmTZVms3XGI9DEDGRIb3sgeKUA5cBgiBkH5N+A6fUAID3aw7Prx3HvZaF5Uvwo5gQKFiIiISFcW4Aar+aMs5RZWUlBew5RRA06xR7JnudszF4UF5V83eVybzcYdU0aw6uZJHCmqJGO5+lWIoUAhIiIi0lW53eZurQVNnvbklwAwJi7yFHukeJa7fZPbNdXsqb4powaw4QcXMjDS9Kt4Uv0qej0FChEREZGuyl0LAVaLaig+zS/BZoNRg04VKGKAQcCeVgUKgKH9TL+Ky8YOYsnGz1iUuUv9KnoxBQoRERGRrsrthACAlgWKYbHhTUxGlwLsNn0oAMpaFijA9KtYfv3Z3D1jFC98dISr//gOh4+rX0VvpEDRHt76PWx5uLNLISIiIt2dN1C0oIbis69KGX3K5k5eycAeiOgPNjuUHGlV8Ww2GwunJvIXT7+KK554k1f3nDyvhfRsChTtIec1+PTfnV0KERER6e7cLk+gOHEuicaVVTs5WFDBmEF9mtjTM9JTwBHoEw9Fh9tUzKmjBvDvH17ImbFhfO+v2fz6pU+pdbnbdEzpPhQo2kNtBZQf6+xSiIiISHfndoLdorlNnj7/ytshuzmBAmAPRA2GokOtLqLXkNhw1v33+dx47hBWbNvH3BXv8cXR0jYfV7o+BYr2UFsJlcfNyAwiIiIireWqbVENxZ58cwM/5oymAkW9oWP7ngnFbauh8AoJDOCX3x7LH64bzxdflTLjsW38cO0HVNa6/HJ86Zqa3yBPmq+2HCw3VBVBWExnl0ZERES6K1+n7OYFik/zS+gT4uCMqJAm9vSO9LQb+ibCx3me8NK88zTlyrPO4MLEfjz15j5Wv3OAihoX/SKCKK6sJSrUP+eQrkM1FO2httIs1exJRERE2sLtbNGwsZ/llzA6rg82m60Ze6cAe0wNheVudcfsU4kOD+Key0bz5j1TiYsKoaLGRXhQ8+fTkO5DgaI9eANFhQKFiIiItIG3U3YzaijcbovPviolucn+E16eQBEVb976oR9FY2IjgjkzJoxx8VE4AnTr2RPpv6q/WZbplA2qoRAREZG2cdd67taaDhSHjldQUeM6zQzZJ/KM9BTjqf3wUz8K6X0UKPzNVWOqDUE1FCIiItI23iZPBDe566f5ZoSn0U0OGevl6Zjdp9As26mGQno+BQp/q603Q2R5QeeVQ0RERLo/X6fsoCZ3/TS/BLsNRg1qSQ0FEJADkXEKFNJqChT+5u0/AVChQCEiIiJt4O1DYWu6ydOe/FKG9QsnJLC5HZ+jgTh8Q8cqUEgrKVD4W4NAoSZPIiIi0gbu2mbXUHz2VUkzJrQ7UQqw22+T20nvpEDhbw2aPClQiIiISBu4qjwvTh8oSqpqyS2sbEWgSMYMHZsAJXmmRkSkhZoVKDZt2sSoUaNITExk6dKlJ21/9NFHSU5OJjU1lenTp3Pw4EG/F7Tb8NZQBASphkJERETaxvK2fDh9p+zPvDNkN3uEJ68UoAIGhJv+GqX5LS6iSJOBwuVysXDhQjZu3MiePXtYu3Yte/bsabDP+PHjyc7O5qOPPmL27Nncc8897VbgLs9bQxGVoE7ZIiIi0jZWjVnaTl9D4R3hqXVNnoB+tWZZpKFjpeWaDBQ7duwgMTGR4cOHExQUxNy5c8nKymqwz9SpUwkLCwPg3HPPJTc3t31K2x14ayiiBpsaCsvq3PKIiIhI92V5mzydvobi86OlRIUGMqhPSAtPoKFjpe2aDBR5eXkMHjzY9z4hIYG8vLxT7r9y5Uouv/zyRretWLGCiRMnMnHiRJxOZyuK2w14ayj6DjZzUtSUdW55REREpPvyBgrb6QPFkaJKBseEYrPZWniCaCARwj43b4sVKKTlHP482N///neys7N54403Gt2+YMECFixYAEB4eLg/T911+GoozjTL8mMQ3NL2jCIiIiI0O1B8VVxFQnRYK09yAdhfgvB+qqGQVmmyhiI+Pp7Dh+va0+Xm5hIfH3/Sfq+99hq/+tWv2LBhA8HBTc/m2GN5A0VfT62O5qIQERGR1vL1oTh9U6b84ioGRbX2/usC4Bs4s7/6UEirNBkoJk2aRE5ODvv376empobMzEwyMjIa7PPBBx9w++23s2HDBgYMGNBuhe0W6nfKBg0dKyIiIm1QbRan6ZRdWeOiuLKWuKjQVp7jfLMYFqAaCmmVJgOFw+Fg2bJlzJgxgzFjxjBnzhxSUlJYvHgxGzZsAODuu++mrKyMa665hrS0tJMCR6/ia/LkCRQaOlZERERay/IGilPXUHxVYppFtbxDttcYoC+cUQnFh8HtbuVxuqfDhw8zdepUkpOTSUlJ4fHHHwfg+PHjpKenk5SURHp6OoWFpuO6ZVksWrSIxMREUlNT2blzp+9Ya9asISkpiaSkJNasWdMp36czNKsPxcyZM5k5c2aDdQ899JDv9WuvvebfUnVntRXgCIFwT02NaihERESktZoRKPKLzcPMQVGtDRR24DyI2WUGlCn/GiIHtfJY3Y/D4eB3v/sdZ599NqWlpUyYMIH09HRWr17N9OnTue+++1i6dClLly7lkUceYePGjeTk5JCTk8P27du544472L59O8ePH+fBBx8kOzsbm83GhAkTyMjIIDo6urO/YrvTTNn+VlsJgaEQFG6ChWooREREpNW8fShO3ZzpqLeGotWBAuACCMuHUKvXNXuKi4vj7LPPBiAyMpIxY8aQl5dHVlYW8+bNA2DevHmsX78egKysLG666SZsNhvnnnsuRUVF5Ofn8/LLL5Oenk5MTAzR0dGkp6ezadOmzvpaHUqBwt9qKyAwDGw2COsHFcc7u0QiIiLSXXk7ZdtP3eE6v7itTZ7A148iwdkjA4XT6fRNXTBx4kRWrFjR6H4HDhzggw8+YPLkyRw9epS4uDgABg0axNGjR4FTT6nQ0qkWehK/DhsrQE2FqaEACI9VkycRERFpg6ZHefqquIrIEAfhwW25rTsHrAAY7OqRgcLhcJCdnX3afcrKyvjOd77DY489Rp8+DWcct9lsrZjjo/dQDYW/eZs8gaeGQoFCREREWqvpJk9fFVcR16bmTgDhYEuDIXbTMbuXqa2t5Tvf+Q433HADV199NQADBw4kPz8fgPz8fN9IpqeaUqG5Uy30RAoU/uZt8gQQphoKERERaQtPoAg4TaAoqWJQq4eMre8COKMGig/44Vjdh2VZ3HrrrYwZM4Yf//jHvvUZGRm+kZrWrFnDVVdd5Vv/17/+FcuyeO+994iKiiIuLo4ZM2bwyiuvUFhYSGFhIa+88gozZszolO/U0dTkyd9qKyHIEyjC+2liOxEREWmD5jV5Gj0o0g/nugACn4DAz/1wrO7j7bff5m9/+xvjxo0jLS0NgF//+tfcd999zJkzh5UrVzJkyBCeffZZwIx++tJLL5GYmEhYWBirVq0CICYmhgceeIBJkyYBsHjxYmJiYjrlO3U0BQp/q600QQJMDUVNGdRWQWBbqyJFRESk96k1i1NMbFfrcvNNWbWfaig8HbOjcsGyzAAzvcCFF16IZVmNbtu8efNJ62w2G8uXL290//nz5zN//ny/lq87UJMnf6ut3ynbEyxUSyEiIiKtYfMEChoPFF+XVmNZ+KEPBUACVMdAQqWabEuLKFD424mdskEds0VERKR1rNMHiq+K/TEHRT01Z5mRnr751D/Hk15BgcLf6nfK9tZQKOWLiIhIa/hqKAIb3fyVX+agqCcwHfpYULTVP8eTXkGBwt8araFQkycRERFpjdPXUOQXVwL+avIEBF/rOV3vmOFZ/EOBwp/cLnBV1xs21tOzXzUUIiIi0hpN1FAcLakiJNBOVGjj21t+vuFQEAX9dvvneNIrKFD4U615SuCroQjpC7YA9aEQERGR1rE5PS8aDwz5xVUM6hPi31mcC86CgSXgPui/Y0qPpkDhT75A4amhsNs1uZ2IiIi0gRPccKpbtq+Kq/zXIdt3ym+ZZeVK/x5XeiwFCn+qrTBLb6AATW4nIiIirWdzguvUtQ9flVQR55c5KOrp+1/wtR143r/HlR5LgcKfTmzyBKaGQoFCREREWsPmBHfjt2tut8XRkioG+muEJ6/+o+HTQAjbAxz177GlR1Kg8KdT1VCoyZOIiIi0hs0F7sZrKArKa6h1Wf4b4ckrMBTyhoPNArL8e2zpkRQo/KnRGop+6pQtIiIirXOaGoqjJX6e1K4+x0QoCgKe8/+xpcdRoPCnEztlg2nyVFkILmfjnxERERE5ldMEinx/T2pX38Bx8AlgbQEK/X986VEUKPzJ1+SpXg2Fd7bsyuMdXx4RERHp3uyuUwaKr/w9qV19A5NhT6Bn2NoN/j++9CgKFP50qk7ZoI7ZIiIi0nI296kDRUkVDruN2Ihg/593YAocsUN1LPCs/48vPYoChT/VlpvliZ2yoa5jdsGXcPCdji2XiIiIdE+2U9dQ5BebEZ4C7H6c1M4r6kwI6gOHkoCNQI7/zyE9hgKFP52qUzbAjhXwp4vgD2fDqplQnNfx5RMREZHuxe4CK6DRTV8VVzGwTzvUToCZnHdgMrwfhpml+/ftcx7pERQo/KmxYWMjB4HNBp9uAEcwnPt9wILD2zuliCIiItKN2F3gPkWgaI9J7eobmAIH9oJ1A7AaUPNtaZwChT/VVoItAAIC69aF1cDPLLh/Itz2JKQ/BI5QOLyj88opIiIi3YPNarSGwrIsviquap8hY70GJENVEZTdAFQCf2q/c0m3pkDhT7WVpnbCVr8t41MQUAKBO4AUCHgYBqdCrgKFiIiINMHuAuvk27WSKicVNa72GTLWa+BYs8x3ATOAZUB1+51Pui0FCn+qrWjYf4JaTJqfAXwOXA08BNe8DyW7oLaqEwopIiIi3YbdDW7HSavbdVI7r4HJnpN9Avw/4Cvg6fY7n3RbChT+VFt5QqBYDxwBfgCcgflH+BqElMHVJZCf3QmFFBERkW7D7m60yVNeUTvOQeEVEmVGe/p6D/BfwDjgUcBqv3NKt6RA4U+1FQ07ZLMcGApcXm/ddKj5XxjmAvuDHVo8ERER6WbsFlgn11DkHjcDwQyOCTtpm1/FpUJuNmADfoyZPntj+55Tuh0FCn9qUEPxMfAG8H3ghCcLIT+Ej2Mg4TU0+6SIiIickr3xTtmHCysJdtjp3x6T2tU35AIo3A/FucB1wHBM86ea9j2vdCsKFP7k7ZQNwB+BEGB+4/vuzYCvgsG6CdjXMeUTERGR7iXA3WgNxaGCChKiQ7G3x6R29Q290CwPvA0EA08An6F5KaQ+BQp/8nXKLgb+hknysY3vG38+ZAZ6miHOQUlfRERETmK3MBPLNXS4sIIz27u5E5iRnkL6woE3PSuuAK4CHgIOt//5pVtQoPAnX5OnNUA5sPDU+yZMgiI7HLodeB+4v0OKKCIiIt3IKfpQHDpe0f79J8DMmD30wnqBAuAxzBPRH7f/+aVbUKDwJ1+n7A1AKjDh1PsOHGv23WMBdwD/C7zcEaUUERGR7iLg5EBRXFFLaZWTwdEdECjABIrCA1DkrZEYinkQug54pWPKIF2aAoU/1VZCUBhwFBhx+n0DHBA/AQ5vB34HpADzPJ8VERERwTOuS8NAcbiwg0Z48vL2ozj4dr2VPwGSMEPjl3dMOaTLalag2LRpE6NGjSIxMZGlS5eetH3btm2cffbZOBwO1q1b5/dCdhu+TtlfA/2b3j9hkpkspsYC1gJFwM2Au/3KKCIiIt2D5TaBwmrYh+KQb8jY0EY+1A4GpEBoNOyv3+wpGHgS+BK4le4+N8X8+fMZMGAAY8eO9a07fvw46enpJCUlkZ6eTmFhIQCWZbFo0SISExNJTU1l586dvs+sWbOGpKQkkpKSWLNmTYd/j87SZKBwuVwsXLiQjRs3smfPHtauXcuePXsa7HPmmWeyevVqrr/++nYraJdnWZ4mT8HAMWBA058ZfA64nXDkA+omi9kEnBzaREREpJdxV3teBDVYfbij5qDwstvN8LEN+lEATAV+BTxDdx/16eabb2bTpk0N1i1dupTp06eTk5PD9OnTfQ/VN27cSE5ODjk5OaxYsYI77rgDMAHkwQcfZPv27ezYsYMHH3zQF0J6uiYDxY4dO0hMTGT48OEEBQUxd+5csrKyGuwzdOhQUlNTsdt7cQsqV415khBmYWoYmhEoEs4xy9wdnhV3YEaG+hman0JERKSXc1d4Xpzc5KlvWCB9Qk4e/andDL0Iig5C0aETNtwLfAe4B3i948rjZxdffDExMTEN1mVlZTFv3jwA5s2bx/r1633rb7rpJmw2G+eeey5FRUXk5+fz8ssvk56eTkxMDNHR0aSnp58UUnqqk4cNOEFeXh6DBw/2vU9ISGD79u2tOtmKFStYsWIFAE6ns1XHaIsvvynj0Ve/IDLYQXiwg4hgB5EhZhke7CAixEGkZxkeZLaFBzsIDGhGUKr1/KMP9X6vZgSK8FiIGQGH3vOssAErgS+AG3C738VlJeOw27DZ2nmcaREREela3JVmaTWsoTh0vLLjOmR7+eajeAvS6rdIsQGrgD2YYfDfB87s2LK1k6NHjxIXFwfAoEGDOHrU9HNt7N44Ly/vlOt7gyYDhT8tWLCABQsWABAeHt6RpwagtMrJZ/kllFU7KatyUl7jatbnQgLtRHgCSP2w4Xsf7CDOVsjNQF51MfHAV8WR7D9WwJGiSr4qqQIgKMBOkMOOzQZFFbUUVdQyzRrHpJxN3LT8db6pslFcUUtU6J1k3n4nlTXpXLX8UYoq+uCw23AE2Ai0280ywE5ggJ3IEAdRoYEn/4SZZZ9GtjUrIImIiEjn8gaKE+ahyD1ewei4yI4ty4BkCI1pJFAARAL/As4BZgKbgYEdW74mOJ1OJk6c6Htf/560OWw2Pdw9nSYDRXx8PIcP101ckpubS3x8fLsWqr2kDe7L5v83xffe7bYor3H6AkZZdd3r0mon5Seur7ctv7iqwefiXHncHAyvfnmIm8+BG1ceIOfr03dQCg8KoCh4HBda65ng/oSDgy6gT2ggYUHxvPzJH7lu8k288MPHeX7nU1Q7A3G6LGpcbpwuC6fbTbXTTWmVk+LKWg4dr6C4spbiyloqmghK4UEB9A0LIjo8kJjwYGLCPMvwxpdRoYEEtPdMnCIiItKQZR5IYgv2rXK7LXILK0lP6eAbdrsdhjbWj8JrFLAe+BYwBdgCxHVM2ZrB4XCQnZ3dos8MHDiQ/Px84uLiyM/PZ8AA0/rkVPfG8fHxbN26tcH6KVOm+KP4XV6TgWLSpEnk5OSwf/9+4uPjyczM5Omnn+6IsrU7u91GZEggkSGBENW2Y1Uf3gUr4bKzzYF+MO18+kUkcEbfUAb1CcFuhxqnmxqnGwvoExJIkMMOtVPgN7/jnmH74Vs/rHfEZMBFQvSNLJp+N+YfaUizylLjdPvCRXFlLSX1Xnt/CitqKCyv4Xh5DfuPlXG8rOaUNTZ2G0SHBREbEURseDAxEUH0Cw8iNiKYmPAg+kWY17HhZnufUIdSvIiISFv5aijqbteOllZR43J3fJMnMP0oPv03FB6E6CGN7DAV2IippZiCCRXd8yE0QEZGBmvWrOG+++5jzZo1XHXVVb71y5YtY+7cuWzfvp2oqCji4uKYMWMGP/3pT30dsV955RWWLFnSmV+hwzQZKBwOB8uWLWPGjBm4XC7mz59PSkoKixcvZuLEiWRkZPCf//yHWbNmUVhYyL///W9+/vOfs3v37o4of5cRbJmRGAb1dwF2rkobh2fw6Lp9HAEnfzAwBIZPhS9eNiNFNbgRvwGoBm7DTHO/Hmh6iLggh53+kcH0jwxuct/6qmpdFFaYkHHiT0F5DQVl1RSU1fDpkRKOlVVTUtV4P5jAABsx4UHEhAd7+qsEEB5smoqZvisBhAU7CA8KICQwgNCgAMK8rwMDCAtyEBoYQEiQnVDPOoeaaYmISG9jeQNF3d/zw8fNujM7aoSn+rz9KPa/AdE3nWKnizGT3V0GXAK8S7OG0u9k1113HVu3buXYsWMkJCTw4IMPct999zFnzhxWrlzJkCFDePbZZwGYOXMmL730EomJiYSFhbFq1SoAYmJieOCBB5g0aRIAixcvPqmjd09lsyyrUwYODg8Pp7y8B02E8uXr8Ldvw/+bCpHv0qIJ6nb+FTb8EP77bRg0tpEdVmHGeE6nuaGiI9Q43RRW1HDMEzSOl5vXx8trKCiroaC8mrJqJ+XVLtN8rNpJRY2L8honLf2/LijATkig3YQNX/gw772hpMH7QE9ICQrwhZKwEwJMaGBAvc8GqFmXiIh0LcUvQ9RlsH8RDHscgHXv5/KTf37I6z+ZwrB+Hdwf1bLg8VToNxK++1wTO78OTMMMNjOfa598F4Bnbj+vnQvZuB5339nFdGin7B6t1vMUwVFCs0Z4qi/pUrP8YuMpAsUtmFEU5mNCxTpgUCsL6j9BDjsD+4QwsE/zmmJ5ud0WlbUuKmpcVNW6fK8rPe8rasy6yloXVTV176tqzT4VtfX3dVJQXlO3rcZJVa2bGlfLJwcMcth9waN+2KhfexLqDSBBJ4SUE9b7jhNUV+sSEmhXUzAREWk+Xx+KulGeDh+vwGaDM/q27G+vX9hskDIL3l0OFcch7HRP3y/wLA+fZh/pKRQo/MU7bKyjmBYHishBcMbZptnTxXefYqebgXDP8mxMqDi/VUXtbHa7zTSBCm6///2cLne9UOL2hBanL5jUDzCV9UJMVY3rpLBTVu3km9LqBvtW1bqodbWsmsVmo0EoMYHDQXRYIDFhQUSHB9EnJJDgQDvBDjvBjgAiQxzEhgcRExFETHgQ0WFBjY7SVesyHfRLKmspqaqlrMpJrdvC7bZwui0cATb6hAQSFeqgT0gg/SKCsZ+mRqaq1sUnecXsyS8hwG4jKjSQvqFBBDnsDZrF2W02YsID6RsWRL+IYM5KiOq05mmWZXG8vIbYiJY19RMR6bLcnkBRv8lTYQVxfUIab0bdEcZ+B95+HD7dABNuPs2OQZiRnnI7plzSqRQo/MVbQ2EvBJJa/vmRl8HWJVD2DUScqq3hNcBoYBams9NjmMnw9NT7RI4AO5EBdtPhvp3Uuty+mpHKE2pafOs8tSYV9Wpb6r8ur3FSUFZDztEyCitqmhyhC6BPiIPYiGCCAuyUVJlO980dAtkrLCiAxAERJA6IICE6jGpPcCqrdrLvm3I+zS/B6W55a8hBfUK47pwzue6cwQw4Rc1VVa2Lj/OKOSuhrxmYwE+WbvyMp97cx19unsSUUS0M9SIiXdEpaigSOqP/hNegVDOH1ifPNREoAAajGoreQYHCX3yBooAW11AAjJwBW38NOa/A+BtOs+M44D/Ad4GFQBawjFaFGGmTurlA/BdanC7TXKu61gwLXFxZW69zfDUF9TrKVzvdZq6REO+cIw7f+4gQB4EBNgLsdgJsNmpcbkqraimpclJUUcP+Y+Xs/bqMt/ce42hJNUEOu2/Cx/i+oXzv4uGMH9yX1IS+AL7RwaqdLqLDgjyd7oNwWxaFFbUUltdwsKCCZ7IP8/vXvuAPW3KYPmYAM8fFMW30ACJDAqmocfL09kP86Y19HCurZkxcH/73mlRSzmjjEGvACx8d4clt+wh22Pnxsx/y0qKLGBTVCc0BRET8yRso6o3yePh4JRck9uuc8oCpbh97Nbz5Oyj7GiJOd8+TAOR0VMmkEylQ+EttBQRYYCulVYEi7iyIjDP9KE4bKACigX9jgsTPgLGYKe//B+jEpxbSZo4AO44AO2Geh1EdcVPscltNdkg/XTnCgkwIGRsfxRWpcRw4Vs4/th9k/a4jvLz7KEEBdiYPj2HPkRIKyms4f0QsP5g6gmWvf8lVy97mB9MS+f6UxFbXVnz+VSn3rPuICUOi+dWssVz9x3dYtPYDnv7eZI0OJiLdm1Vjlp4aiqpaF1+VVHXOCE/1pVwN234Le7LgnO+dZsfBmM7Z0tMpUPhLbSWEe5uItCJQ2GymluLjdeCsBkdT7cDtwCJMM6ifAA8Dr2GGZxNpPn+PbjW0Xzj3X5HM/1w+hp2HCtn0yVds+exrUuKj+OG0RCYNNZ34rkqL5xf/3s1jr+Ww6u0DRIUGeoYLDiBpQATnj4jlvBGxxEWdelSz4spabv9bNuHBDv54w9kM7BPCr2eN40fP7OL3r33B3TNGn/SZkqpann8/l3f3FRAYYCckMICQQDshjgDfCGLBDu96bwf9uv2C6+0XUm8/jRImIv7nbfJkHurkFZnWEINjOnm0x4HJ0H80fPJ8E4EiASgGSjuoYNJZFCj8pbYC+nibvrSy/fbIy+D91bBvqwkXzRIH/AMYCvwaKAMiWnd+ET+y221MHBrDxKEx/OxbySdtjw4P4vG547ky9Qw2f3bU00neTXmNk9c+Pcq6901Hvvi+oUSFms7qIY76N/cBfPlNGbmFlaxdcK5vtLFvj4/nvX0FLH/9SwZEhjAkNozQwABcbosNHx4ha9cRKmtdDI0Nw26zUVXrospp+sNU1bpoRdcRwAxtHBzYSEBxBNRbb4Y39r4OcdgJDqwbVax+cKnbp+69d79gh/20nepFpIfwzHHlnSn78HEzAEyn11CA6Zz9+q+h5Aj0OeMUOw32LNUxu6dToPCX2sq2B4rhU6FPPLzxiBlKtkVDjJ7lWX5Z77VI1/dfyQP5r+SBDda53RaffVXKO18e46PcYt9wwNVOF8fKnJ4Q4MLlsvj1rHG+Wg+vX2Sk8GFuMT/f0HCCzZBAO1edFc93zx3CuIST+25YlkWNy23OVWsCTpWzbkSw+sGjutbtGzXMu19V/ff1XpdWmZHCqp0N11fWtqwzfX1BDjshDnu92hJPDUpgw9qT4FMsvbUtwZ6lN7ScvF/da9XCiHQwX6AwD0y8gWJwVwgUKVfD67+C3evhvO+fYqcEz/IwENkx5ZJOoUDhL7WVEOkdwq2VgSIwBKb+FLIWmnaJKd9uwYcTPUsFCun+7HYbyWf0IfmMPq36fEhgAP/6/vns/bqMaqfLNzfJ2WdGExV66k70NpvN3GQ7AuA0+/mLZVlUO00nfG8gqWwkkNS9rgs1lZ5QU3VCqKmscVFSWcvXtS7Psc1nvEtXa6tgAIfd1jB01AsjvgDirZGpVzNTP6QE16uZOSn0+GqhGn5GtTHSe3n7UHgCRWElQQ47/bvC8Nj9EmHQONj9fDMCRS4wpoMKJp1BgcJfaiugn7cDaBuGrDzrOjNhzOaHYPQVENDcm5oRnuXe1p9bpAcJCQxgbHzbR5BqTzabzVcLEEX7Bxgwwx17a0p8y3qBxhtC6mpT3L5QduKywTGcbgrLaxrfz+nCan2OMc3JvCGkXnhprBbFzOFi9vW99tXEeF477L4w1NR21cpIp/LWUNhNp+xDBRUMjg7tOiF77Gx47edwdDcMTGlkh3jP8jAKFD2bAoW/1FaaeecIpk3VevYA+K9fwNNzYOcamHRbMz8YBfTD1FCIiDTOO9xxRDtOLHkiy7KodVlUOetqVeqCSF2gqQs29WtWTtx2cugprTLN4OqGXK7b1oYKGcDUyrQ8oDS9f12NzamDTZDDrkDT63lrKEwTp8OFFV2juZPX2TfBG7+Bt34P3/lzIztocrveQoHCX2orPKM8DaDNE80lXQpDLoCtj0DqXAhubifrRFRDISJdjc1mI8hhM0MDd/D0IE5PjYz5aRhe6q/zva4XVk69ve51Za2LosqaRvdpa80MQGCArcmgEhYU0GBOmqiwRuan8WwPCeyk2ZWldep1yv6quIovjpZyYVInzkFxorAYmDTftKyY8j8QO6KRnTS5XW+gQOEvtZUQ5gIGtf1YNhukPwR/ng7vLoMp9zXzgyOAN9t+/o524C3TxKuyCCwXuF3gCIG+Z0L0UPOTOB36j+rkgopId+Od2yW8E5qce2tmfCHjxLDSguByqu1l1U6OllRRXFlLSaWzyY7+wQ47fUI9YSPEQWRIIBHBDvMTYpaRIWaSS++6SM8yPKhuW6DmeOkg3hqKUFa+tQ+3Bd+dPKRzi3Si834A21fA249Bxh8a2UGT2/UGChT+UlsJobW0qf9EfQkTIfkqePsJGP9diEpo+jMkAk8D1ZimV12cs9qMEPH2EyY8nJEGtgDT7Ku2EooOwsF3oKYUXrZB6hy45N5TPAEREela6tfMdNT4NjVONyVVtZ6A4VlWOX3vSyprfduLK2spqqwlt7CCsmon5dUuyqqdzTpPSKD9pCASERxIRHCA530gkZ713nDifV+3v4OwoABsLRrRsLepBaC0xsHT2w/xrdS4rtXkCSByEJx9I7y/Bi65D6LiT9ghAU1u1/MpUPhLbQWEVOO3QAGQ/kvIeRVe/Alct7YZw8gmAhawHzh5Qq8u5evP4Pnb4KuPYcLNcOmvGm/aZVlQ+hVs/z/zBOTjdZB2PZz/Q9VYiIicIMhhp19EMP1aOQqQ221RXuOkrNpJWZVn6Xld6lmWe9bVf19a7eRIUWXd/tVOapzuk46fNvhz+kcWAmDDwmbjhPlZ7IQG2n1zuIQG2QkLchAWZCM0yEFYYABhwWZOlrCgAMKC7QQF2D2hpH77Mqve0mpk3an2AdMPsl+9nxg673bJ1FD866MCymtc3H5xF32gdv4iyF4F7/wBLl96wsbBQDEhgeVU1YZ3RumkAyhQ+EttBYRU4ddAET3EDCP7ys+aOYxs/ZGeunCg+OR5MzRuYBjMXQujZ556X5sN+sSZJmDnLoS3HoXsv8AHf4OhF5kZOkfNbMFoWCIicip2u43IkEAiQwLNWB9tUO10mVqPKiel1bXUOg9x1uArsdna2LGkU/TFhIsoIBTTGSi03s+J70MxLQUC6/0EnfC+Gevs5eCCtdlfccnI4a0eSrvdRQ+B1GvN5LwX/wTC6/fzMC0sYsO/Ia9IgaKnUqDwF1sZBLjwa6AAmHwHfPQsbLwHhk+B0L6n2bn+XBRdkNtl+kq8/RgMngxz/mqqSpsrciBc/ghc9BMTKLL/As/eBH0STI3F2TdBUBerChYR6aW8c7rEhAd51uzB1AQ8AyTV29N2wrLh61qXRUW1i7LqWso8zbLKqtyU1Tgpr6qltMrlee2ipMppaliqnJRUuSirclHrcmN5juftJF/33jRJM821AokMsdM/soaBfcroF1FGbHgxUWGlRIUUExFSREhgOYEB1QQGlOKwf0OAvQqbrRKoAio9P81rNtYsA4Fq+KbczeJLumjthNeFd8GHa00tRfqD9TaY2bJjI46SVzS0U4om7U+Bwl+CKjwv/BwoAhyQ8QQ8NQ1e+wVc+dhpdu4H9KFLjvRUWQTr5sOXm2HCLXD5b8AR1OTHGhXRHy76MVxwJ3zxMrzzBGy6F7b9Fs69A86eZ/YREZEu5F3Mk/tZ0IJ5VwIDICrM/LRGVa2LkipvnxKn73WJp39JXV8T07E9t7C2bp8qZ5OTQYZ7R9nyjKTVN8xGbISL6DCLiGA3ESEQGWwREeImPMgiPNgiPNhNaJCbsEA3oYFuggNd2GxOTJ+JGs+yFvf+17G/9W9Gx0dz7vCY1l2AjtJ/pKmleHc5jJttJr0DvDUUMeHfdF7ZpN0pUPiDy+npPwF+DxQAZ4w3NRXvLTcdk4ecf4odbZhmT12shsLlNDUJB9+Bbz0GE2/xz3HtAaa51OiZ5thv/g62/BK2PGyu2cgZkJQOcePBrhFJREQ613vARFoSJvzBO/nhgMiWj1lsWRblntnnS6pqKa6oCyF1nd+dDTrCHy6sZfeRWkqraimrdjZrLhSbLYCIoGDTgd0zklZksINLS77kphIHN181ont0Xr9sCex7Hf713/C91z0PDk0n7X4RRzu3bNKuFCj8wVnpmYMC2iVQgOlL8dm/4Z83w/yXIWbYKXZMBHa1Txlaa8svYf8bkLHMjATRHoacb36O7obPXoKcl2HrUti6BML7Q2K6CRfDLoaw2GZ0cBcREf+pAnYCd7Xu45YFrhpwNNLZvLoMjuyEAckntN0HinNNTXZotGk2HFbvKf83X8BnL0BVEQyfav6GnHB8m83mG5HqDEJbUWyLKs/wvmYkLSelno7s5TV1r+tvN69dlFc7qa4xnbKnJp84clIXFRYDVz4Oa+fCtt/AtJ/hndwuJvzrzi6dtCMFCn+o7YBAERwB1z8Lqy6Hv33bhIpG+x8kAv/CtOHsAv9592wwfSYm3Nx+YaK+gSnm55K7obwA9r4GOa/A5y/Bh0+bfUL6QmxivZ8RZhk9FIIiVJvR2aqKzfDBQeF1wc/lNMMIH/sCasrNTUP4ABMOK47B8f1wfB+Uf2MCZGSc+fdhuaDwoPlscS4E94E+Z0CfeFMdPzC5c7+rSFfkrDEPgYL7mNpeb/NUy4IjH5hBQqpLYNglMPwSc7NeW2U+8+kGOLoHzjzXzB805EKw3HDk/2BoLfw7E4q+gKQZMPJS0wfu0Dvw+UbzuzogCBL/yzwAGjwZ8naam/5P/w0lRyBhEoyYasJBSR7s/pcZDdFZZco4KNVsD4mCz16EvPfrvpfNDmecDXGpsP9NKPDMjWAPhLcfh8Bw89DpjPEQMxxih5u/DSGt751us9kIDQogNCiA/pGtGHlr2zuwBQK608Ajoy6Hs66HNx81r+MnAAnERihQ9GQ2y2rrPJ6tEx4eTnl5eWec2v8KD8DO0TC9GtMhqx2ngs3NhjUZZkSFW14yv8gbWAncBuwDTlWL0UG++cL0/eg/Em7Z2PiTpY7ickJetvnjVLDX8/MllOSevG9gmPkJiTI3pxH9Iayf+WNkucDt6XAXGG46gQd5Rq1wVptw6aoxfxQdIRAYakagctaAq9rsY7Ob9Y4Qc01cteYzrhrzhzcg2PwBd4RA9DAzJ0lYO7SdrTgOx3KgNN/coEcMhIgBpjyFB8xPSV7dTXjkIHNdCg/U3cDbbOYzEQMhNMYc6/g+KNxvgkHEQPMTOcg8RSzc7zluPoRGebZ7grH3v0vFMfPeEWICQ2AoFB0y16cpAUGN72cLMN+husSUy6yEm9abGxOR3sTths9fNMGg75kQl2bmAaougw/+Dh9lQkWB2TcwzNzYx44wN+5FB8HuAEeomSPIZjcPcY7vh5oy8/tiYIr5XeuqNvsBTCqCGdXwr29D7uG6m/mAYM9+ISaguGvNZKeuGkwzXsvsM2Iq9Esy247swjfMa8RAGJMBI6bB17vhy9fh8Hbze/qMs2HMlTD6W6YWYu9m048v/yMTeMZcaUYJDO1rAsbeV+HLLea7eI9vs5vwM2GeqekOcJhgVbjfDH9+Rpr53dJetj4CW38Niwu718OuyiL443kQHAm3b4PA6zh8/EN+8s9/8Mzt53VKkXrUfWcXpEDhD19/CvvSYJIDAjrgO335Ojw9x/wRuPF58w/W5w1gCvAKkN7+ZTmV8mOwaqb5o3T7G82cmK8T1FSYG+CCveYPZU25+amtMDeeZV+b71JxzNzs2wLMH1Mss09NeV3AwFYXIFxOs73B2OY2EyAs92lujk8cS90jNtE8mes3sq5GJaQvVB4317jiuOlTEhhuAo7lMk8Sc/9jQmj5MQjpY/7YB4WbG//yNnaQCwwz16OmtOH6gCBT2xPSF8q/htKjplkgNvP/QfRQU4NQXQJlR812y1VXWxQzwgSV8mPme9WUmQDdbyT0G2X+fy//xvxUFJhQHTPcNAMM6QvVpWbuktIj5mag7xBTIxHgqbGrLjNB6Znvmv/G//22OvFLz2NZJgAcesf8++g30jygyHnZTCZakGMeAlQVm39/XvZA81Q57Qbze+rAW+anIMc8vU/+Noy+wvwuyXvf3IAffNv82x19pdnHEWR+tx5829QSY4OL3oPwA2A7YM5T8KUp3/F9JtQPv6Tu4UxNOezfBofeg7izTG1F/b9zFcfNsUNjTDCwBzT87tWl5vyRA1t37WqrPA9OvoTDO2DX0+Z3WWSc+T311Ud1DyZsdki61NTCD73IlDnnFRNcAkPNdUy91jwUsixPs9wXoPgwJM8yQclbfsuCo5+YPoFnnmdqUrb8ygw48oui1n2XzrR3M/z9alPjdN0Ayp1/Z/7qVxQoeigFCn/Iex+Onwuj+kPQkY45554Npj/FgDFm0ru+Z3oLgxlR4Y/AHR1TlhMVfAl//465ab1hHQy7qHPK0VGcnnAQENiwb4a3za+r1gQJu6Nuu9tlquid1eZzAcF1n3c5PduqTFjN3WFCQd5OKPuqZWXrO8QEkT5x5o9sVYlZRg4yNxj9R5k/kpXHTXgq/cqUI3qo+WxUvLkBL803PzUV5uY+epipmbDZzPbyr80f+chBEHlGwydplmXCg7dGpqv46hNTgzb0QvP/aXd6+ifiVVtpflfUr63+6hN45X7Yt5VGH1IMGgcX/MiEA3etuck98oHZljLr5H4IYP4dt6nv2WDgQmBtG47RSVy18MUm2Pk38yAj7ixTM9FvpAlMH/zdPBzxcoSav3vl35jrGhBk+mh885l5cIXNBKTqEtPkK+16E+p2rzchxmtQqvm9eeQDWHysg7+0n7y/Bv59J1wxECZ9wby/vMqa+f/VKUXpUfedXZAChT8ceAvcU+CM0RDyScedd+9m+Oct5mnQ3Kdh8DmAGwgHFgL/23Fl8cp939SeWG64/hlPmcRvqktNYDv+pQkHYTGmWVBotPmDX1thnuhbbhh0lp68N+U/K+HFH5uJEy+4s7NLI9Iyh96DzBtMDWrkGeYBU3CE6W8QEgVT/sc8OS85Ypo3FuSYfYZP7eCBKXIxgeIxoAf+O3PVmo7fee/DkAtg6AWmdgJMuPvg76Y/x4DRpvnVqMvNf5/PXzIh5cstpqZj2EUm5A272Px9/+BvpjYkJAruO9SpX7FNPnkOvpgHV5fz47VrePS6mzqlGD3qvrML6l2Bwu32tFH3c2flnFehz2UQeSGEveHfYzflmy/MDXzJEfjWo6YjlD0V0zl7fceW5YtXzPCwEQPgu89Dv8SmPyPSmSzL/D/7+Utw84um+YRIR/PW4jXW+be6zAzDOSDZNCvy2vW0efIblQDjbzQDFny9B4oOw1lz4eK726fvVausA64BtgN6yHSS0q9MLUZj/73yPzI12YMndXy5/Onw72DwT/jVmoXcP/sXjdeCtTMFivbVBYYB6kBHP4a/XG7+YZ55nrl5iB5m2mqXHTXVk5GDzAgPEfVGa7Is8w8eyzQPOfHJTm2FZ5SnTnga3H8kfG+LuSnKWgjv/Qm+GwERXzacdLS9Hd0D/5xnynPDuobXT6Srstkg4w/w5C5YfYWZFPGSe1vf9lq6P2e1acPf2M1ddalpehh/9gl91zCjiH3yvGkmOPKyuv4AlmVGP8r+iwkHyRmmE3FYjKll/HAt/OfPJhAknGMmBEv+tmmj/58/m+3VJeZY8RNg3DWmD9A7fzBPsq9Z04WCw6m8BwQDaZ1cji6q0REbPeJSO64c7Wnw1cBPiImtMn3dpMfpXTUUx/bCjifh0LumGrKxzq9efRLMiBKlX5nOWc5Ksz40xvwDHzjWjBrxzRemXeS9uVC9EEKXdcAXaYTbBR+vgzcegYm7YZITvvgnjLnq5A5r/lZVDCummqY2t287/S9Hka6o9Kj5t7NzjXlSeO4dkHwV9B/T+hndxXA54djnpjPriX1oKotMk9E+cWaQifq/q4rzTAdit8t02o1NrHuYU/ClaUJSsNd0hE2cXndTfSzHtEXf/4bpKzD6Chh8rqmZ/uoTc4P+yfOmaVDKLEi52vQlyv/QNE35+J/md9qQC2Ds1ebm/viXsPOv5nO15aZd+8gZMHa2adqS/RfTxt5ymzI4Qs32uFT48Bnz/UNjTA1E4X7Tn2rwZHPOmjIzGtHwKaYz79FP8PV7sAeaMqZdB199bH7Hf/WROcfEW+HyR0yfpy7vAszf23c6uyDSaaqBEP6ZfSvXTPxzp5RANRTtq3cFivqqis3oDaX5Zjz7iAGmCq441zyBOvKB+WPVJ96MHhM91Hwu/0PzC/3rT80fh36j4IzBMONJsB4DWye3D3U54cgCGLwKfhcBAcPg3O/D+BtOfqLmD5ZlRsv5fCPc/MJpZvEW6QYKvjQzre9+3rwPCDIPDwZPNk+G48/uvZMiupymnfeJndddTjPiTtnXZojj6KF1nfU/+Du8t9wM+xsYZm7SR0w1N8qfv+jpf+YZJS0kyoSDmOGmM7H3xtkrarCpVf7qY/MQByAosm7o0sGTTQ3CUU8/tgEp5ne4q9r0M4oYaJoE2R1mVJ7qUnN+LDM8dPk3ZnCEMVeaMuxZb2oNvALDTcBIutSMQLRnfd1IaeH9TbOjs280zU8/ed4MyVpxzISFc75ngosj2PwN2f085LxmOveec5tnnH6Prz8zx3YEmxGCTqzt/eYLc9xu87u2BuiD6df3u04ui3SmoopY3j94AdPHbOiU8zd137lp0ybuvPNOXC4Xt912G/fdd18Hlq77672Boq3c7np/WPcAKZjRK+Z2Xpl8XgFmwIFfw5Y3TI2MI9Q8wXMEm9eRAz2zS19obpLsDlMbU3wYKgvN08CY4XVPDN0u88f56z3mSVv/UeYP9NuPwWu/gBm/hvMWduJ3FvGjwoNm3pIjH5gx7w/vMDem/Uaa9ukDx5kbYctlbmbjJ3adZlLeX+mNBZ/CA+bfcVxawzbM5cfME/8Db5kHKIPPMd/J7jBPzfdkmb5iAYFm2+BzIDbJtO3/9IW6uUPANAs9Y7wZ+rKqyNzonzXXNIvc97o5P5hrOWqmuUEvzTc1CvveML+DEs6BUZfByMvN76x9r5uOq4feg/71OrZGDTYzJH+xyZTPEQIp3zZNiqLiTWjYu9l8t5I8U+s0djaEx5oylB413+3g26ZD7Njv1I2W5B3C89MXzLFSZjV8KONywoE3TfOopEtPrslyOc2obF11yOwO8x9Mv4lnMf0opLf68psxlFZFkTb4vU45/+nuO10uFyNHjuTVV18lISGBSZMmsXbtWpKTNflpcylQ+MVWYCqwGZjWuUUBzKR2IzCT3M03Iy99ss60w631DEd6fL+ZBAjMU7n6E7Z5OULNqBS2ADOsoLfZl1dIlPmDnXwVzF7Ve5/cSs9XWWRuPD/MNOP6N2bQOBgx3YTt4lwzPGTRYdMEcMgF5id2hLl5PrLLPKl2VplhfQefUzep4JFd5hwFe03tSMIkc2zLbYLNvtfNjXXkIHPjPfgcM7HW/m3m5n/vZvMAYPAks33QWFPr+vnGun/zYB4YJEwyT9QPvm2OH97fzO1huQGbZ06VGrN+9BXmJvvw9roagsBw07Qn5dumP1ruDlO23Gwzudn5i+DMyQ2vU9FhM1RpzPDGr6OzumsNLyxt9ARmZKfDmCHNpbfasf8S4qIOMzhmX6ec/3T3ne+++y6/+MUvePnllwFYsmQJAP/zP//TYeXr7npZoNhF+8zNcBz4AvgYGNsOx28pJxAKxAHxp97N5fRMAFSGmXQtyIQLe4C50amtNPMOYJkZob0zSLuddWOfg3kC1979NES6CqdnbhEbgM3cfFeXmmaUNaV1XbMCAj0zd1ebf2vgmW3dXXcsm62uRsERZPbzbrcHmGDg/RzUbQsKr5vjpD67wwR9m938u66t9xAgONLMCBwY5pnAscws7Q7zVD402myzXHXb3S7TgTI4ouEDA+9cKYFhmr9DmrAfM/5LbmcXRDrZpk+u4aKkTYQHlza9czs43X3nunXr2LRpE3/+s+nf8be//Y3t27ezbFkn9YvthnrXKE8EYNpy+lsfYBIwsh2O3RoO4D5gx+l3C8Azj0Ej25p6QBjSqoKJdH8OTv7NGYz5NeBymht9R0jdjbaFGQmustDcqAeGmZv74AjA5gkjRaYGMTjY3PSH9DUBo7bKBJXqEhM8QmPMdu/Q197tzmqzPjjy5Bv/mjITQOp33j3dv18bEBJ9+n0CPD8iTToLmNXZhZAu4MtvRtM/Mp8JQ2qBjh9MwOl0MnHiRN/7BQsWsGDBgg4vR0/VywLFOODlzi5EB/llZxdApPdp7EbbBgR5fhoT6vlpTKDn51TjKXi3n648pzq2iEgH2vbFTLZ9MZNnbu+ckckcDgfZ2dmNbouPj+fw4cO+97m5ucTHn6aFh5xEddUiIiIi0mtNmjSJnJwc9u/fT01NDZmZmWRkZHR2sbqVZgWKTZs2MWrUKBITE1m6dOlJ26urq7n22mtJTExk8uTJHDhwwN/lFBERERHxO4fDwbJly5gxYwZjxoxhzpw5pKSkdHaxupUmmzy5XC4WLlzYYCitjIyMBkNprVy5kujoaPbu3UtmZib33nsvzzzzTLsWXERERETEH2bOnMnMmTM7uxjdVpM1FDt27CAxMZHhw4cTFBTE3LlzycrKarBPVlYW8+bNA2D27Nls3ryZTho8SkREREREOlCTgSIvL4/Bgwf73ickJJCXl3fKfRwOB1FRURQUFPi5qCIiIiIi0tV06ChPK1asYMWKFYAZvktERERERLq3JmsomjOUVv19nE4nxcXFxMbGnnSsBQsWkJ2dTXZ2Ng5HLxuxVkRERESkB2oyUDRnKK2MjAzWrFkDmNkGp02bhq3+5EoiIiIiItIjNVlNUH8oLZfLxfz580lJSWHx4sVMnDiRjIwMbr31Vm688UYSExOJiYkhMzOzI8ouIiIiIiKdzGZ10nBM4eHhlJeXd8apRURERKQDXfvkuwA8c/t5nXJ+3Xe2L82ULSIiIiIiraZAISIiIiIiraZAISIiIiIirdZpfSjsdjuhoaGdcWqcTqeGrW0nurbtR9e2fen6th9d2/al69t+dG3bV0de38rKStxud4ecqzfqtEDRmSZOnEh2dnZnF6NH0rVtP7q27UvXt/3o2rYvXd/2o2vbvnR9ew41eRIRERERkVZToBARERERkVbrlYFiwYIFnV2EHkvXtv3o2rYvXd/2o2vbvnR924+ubfvS9e05emUfChERERER8Y9eWUMhIiIiIiL+0emB4vDhw0ydOpXk5GRSUlJ4/PHHATh+/Djp6ekkJSWRnp5OYWEhAP/4xz9ITU1l3LhxnH/++Xz44Ye+Y23atIlRo0aRmJjI0qVLT3nONWvWkJSURFJSEmvWrPGtr6mpYcGCBYwcOZLRo0fz3HPPNfr5+++/n8GDBxMREdFg/aFDh5g6dSrjx48nNTWVl156qdXXxV960vU9ePAg06dPJzU1lSlTppCbm9vq6+IP3e3aVlRUcMUVVzB69GhSUlK47777fNuqq6u59tprSUxMZPLkyRw4cKCtl6fNetL13bZtG2effTYOh4N169a1+dq0VU+6to8++ijJycmkpqYyffp0Dh482Obr01Y96fr+6U9/Yty4caSlpXHhhReyZ8+eNl+ftuhJ19brueeew2azdYnRjnrS9V29ejX9+/cnLS2NtLQ0/vznP7f5+shpWJ3syJEj1vvvv29ZlmWVlJRYSUlJ1u7du627777bWrJkiWVZlrVkyRLrnnvusSzLst5++23r+PHjlmVZ1ksvvWSdc845lmVZltPptIYPH259+eWXVnV1tZWammrt3r37pPMVFBRYw4YNswoKCqzjx49bw4YN8x1v8eLF1v33329ZlmW5XC7rm2++abTM7777rnXkyBErPDy8wfrvfe971h//+EfLsixr9+7d1pAhQ9pyafyiJ13f2bNnW6tXr7Ysy7I2b95sffe7323TtWmr7nZty8vLrS1btliWZVnV1dXWhRdeaL300kuWZVnW8uXLrdtvv92yLMtau3atNWfOHP9cpDboSdd3//791ocffmjdeOON1j//+U+/XaPW6knXdsuWLVZ5ebllWZb1xz/+Uf/v+vn6FhcX+/bLysqyZsyY0fYL1AY96dp6v8NFF11kTZ482frPf/7jl2vUFj3p+q5atcpauHCh366NnF6nB4oTZWRkWK+88oo1cuRI68iRI5Zlmf/BR44cedK+x48ft8444wzLsizrnXfesS699FLftl//+tfWr3/965M+8/TTT1sLFizwvV+wYIH19NNPW5ZlWQkJCVZZWVmzy3riDe+CBQuspUuX+spz3nnnNftYHaU7X9/k5GTr0KFDlmVZltvttiIjI5t9rI7Qna6tZVnWokWLrBUrVliWZVmXXnqp9c4771iWZVm1tbVWbGys5Xa7W3S89tadr6/XvHnzukSgOFFPuLaWZVk7d+60zj///BYdqyP0lOv79NNPW5dddlmLjtXeuvu1vfPOO60XXnjBuuSSS7pEoDhRd76+ChQdq9ObPNV34MABPvjgAyZPnszRo0eJi4sDYNCgQRw9evSk/VeuXMnll18OQF5eHoMHD/ZtS0hIIC8v76TPnGq/oqIiAB544AHOPvtsrrnmmkbPeTq/+MUv+Pvf/05CQgIzZ87kD3/4Q4s+3966+/U966yzeP755wH417/+RWlpKQUFBS06Rnvpbte2qKiIf//730yfPv2kYzscDqKiorrMtYXuf327sp50beuXravoCdd3+fLljBgxgnvuuYcnnnii+V++nXX3a7tz504OHz7MFVdc0bIv3kG6+/UF05wsNTWV2bNnc/jw4eZ/eWmxLhMoysrK+M53vsNjjz1Gnz59Gmyz2WzYbLYG615//XVWrlzJI4884pfzO51OcnNzOf/889m5cyfnnXceP/nJT1p0jLVr13LzzTeTm5vLSy+9xI033thlpnnvCdf3f//3f3njjTcYP348b7zxBvHx8QQEBPilfG3R3a6t0+nkuuuuY9GiRQwfPtwvZWhPur7tpydd27///e9kZ2dz9913+6Vs/tBTru/ChQv58ssveeSRR3j44Yf9Ura26u7X1u128+Mf/5jf/e53fimPv3X36wtw5ZVXcuDAAT766CPS09OZN2+eX8omjesSgaK2tpbvfOc73HDDDVx99dUADBw4kPz8fADy8/MZMGCAb/+PPvqI2267jaysLGJjYwGIj49vkD5zc3OJj49n+/btvg45GzZsOOV+sbGxhIWF+c5/zTXXsHPnTlwul+/zixcvPu33WLlyJXPmzAHgvPPOo6qqimPHjvnhCrVNT7m+Z5xxBs8//zwffPABv/rVrwDo27dv2y9QG3THa7tgwQKSkpL40Y9+5FtX/9hOp5Pi4mJf+TpTT7m+XVFPuravvfYav/rVr9iwYQPBwcH+vVCt1JOur9fcuXNZv369X65PW/SEa1taWsonn3zClClTGDp0KO+99x4ZGRldomN2T7i+ALGxsb7fB7fddhvvv/++n6+UNNDZba7cbrd14403WnfeeWeD9T/5yU8adAC6++67LcuyrIMHD1ojRoyw3n777Qb719bWWsOGDbP27dvn6wD0ySefnHS+goICa+jQodbx48et48ePW0OHDrUKCgosy7Ksa6+91tq8ebNlWabt3ezZs09b9hPb+F922WXWqlWrLMuyrD179lhxcXGd3g69J13fb775xnK5XJZlWdZPf/pT64EHHmjmVWgf3fHa3n///dbVV1/tu45ey5Yta9Ap+5prrmnh1fC/nnR9vbpKH4qedG137txpDR8+3Priiy9afiHaSU+6vvWv64YNG6wJEya04Er4X0+6tvV1lT4UPen6evt8WJZlPf/889bkyZNbcCWkpTo9ULz55psWYI0bN84666yzrLPOOst68cUXrWPHjlnTpk2zEhMTrenTp/v+B7v11lutvn37+vat/8vtxRdftJKSkqzhw4dbDz/88CnPuXLlSmvEiBHWiBEjrL/85S++9QcOHLAuuugia9y4cda0adOsgwcPNvr5u+++24qPj7dsNpsVHx9v/fznP7csy4zsdP7551upqanWWWedZb388st+uEJt05Ou7z//+U8rMTHRSkpKsm699VarqqrKD1eo9brbtT18+LAFWKNHj/aV4amnnrIsy7IqKyut2bNnWyNGjLAmTZpkffnll/66TK3Wk67vjh07rPj4eCssLMyKiYmxkpOT/XWZWqUnXdvp06dbAwYM8K2/8sor/XWZWq0nXd9FixZZycnJ1llnnWVNmTKl0ZvCjtSTrm19XSVQ9KTre99991nJyclWamqqNWXKFOvTTz/112WSRmimbBERERERabUu0YdCRERERES6JwUKERERERFpNQUKERERERFpNQUKERERERFpNQUKERERERFpNQUKERERERFpNQUKERERERFpNQUKERERERFptf8PJMOQdBNR+g4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 564 564 35009.781173018266\n",
      "48 564 565 30099.801280471096\n",
      "48 563 565 24058.69935842792\n",
      "48 563 566 21193.539697526914\n",
      "48 562 566 16504.48867815461\n",
      "48 562 567 15010.223775289916\n",
      "48 562 568 14104.11950923202\n",
      "48 562 569 13578.039590088498\n",
      "48 562 570 13275.273164344704\n",
      "48 562 571 13091.622710809284\n",
      "48 562 572 12977.176382421138\n",
      "48 562 573 12902.614855133246\n",
      "48 562 574 12911.456487051693\n",
      "48 562 575 12877.532787258786\n",
      "48 561 575 12857.509435602613\n",
      "48 560 575 12835.930000767836\n",
      "48 559 575 12815.08248400407\n",
      "48 558 575 12791.929671942718\n",
      "48 557 575 12769.536021733598\n",
      "48 556 575 12745.16955760228\n",
      "48 555 575 12721.698132058174\n",
      "48 554 575 12696.238266235952\n",
      "48 553 575 12671.224748639255\n",
      "48 552 575 12643.37480915447\n",
      "48 551 575 12935.168614336793\n",
      "48 550 575 12908.915474584554\n",
      "48 549 575 12883.887185818461\n",
      "48 548 575 12857.394680773898\n",
      "48 547 575 12832.185438954177\n",
      "48 546 575 12805.452316226121\n",
      "48 545 575 12779.681773509765\n",
      "48 544 575 12752.330591226788\n",
      "48 543 575 12726.030952246578\n",
      "48 542 575 12698.051196385417\n",
      "48 541 575 12671.134726512793\n",
      "48 540 575 12642.39983748369\n",
      "48 539 575 12992.699127568854\n",
      "48 538 575 12968.263145002684\n",
      "48 537 575 12943.794935070271\n",
      "48 536 575 12917.49934042165\n",
      "48 535 575 12892.001722129338\n",
      "48 534 575 12864.805287561958\n",
      "48 533 575 12838.960464022759\n",
      "48 532 575 12811.919957531049\n",
      "48 531 575 12786.672777927552\n",
      "48 530 575 12760.678241535734\n",
      "48 529 575 12736.820540954408\n",
      "48 528 575 12711.653170873946\n",
      "0 540 575 18100.813770136203\n",
      "1 540 575 18044.84697510404\n",
      "2 540 575 17813.784016377267\n",
      "3 540 575 17372.618482450765\n",
      "4 540 575 16802.39123221494\n",
      "5 540 575 16122.665649069379\n",
      "6 540 575 15306.813879993811\n",
      "8 540 575 13441.067949580836\n",
      "12 540 575 10222.730631483691\n",
      "24 540 575 12141.04261548369\n",
      "48 540 575 12984.32042328369\n",
      "72 540 575 13725.043786775977\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpk83u1huo -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpym98l1vx -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:right_cross: 738\n",
      "INFO:root:idx_max: 722\n",
      "INFO:root:range_arr.shape: (22, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpele9hgjx -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpydnrggm5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpfi28gpm5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpfwhdg0ky -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpo4b1ifpu -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4pfzwxvj -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpp2nqrzf4 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpix2j157x -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3_yex8pv -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpud3zfd9w -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpdwxa4a_j -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwl_t2vpd -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8e2ulh6j\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpc29z4l7b -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6xzoz7wf -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptdz5202p -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1bvqbdmf -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4fydemr1 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn7mo0og4 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpfjs1am2s -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpcqa09tn0 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp05twfjvk -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3r22ldbi -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6fvrc0qb\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpymqkxzlf -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpp_o9s2xn -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4jjde3pw -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpog71hmgv -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3ajwqgkb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpt_zai2to -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvo8f9pao -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp20lb44zy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxeyjo62r -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4mlbmnre -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpooy5y9ob -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp9ojchkph -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 1 task: 1 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 0 task: 10 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3bzriup5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 3min 25s\n",
      "Result(id=1741143663664, decided_length=741, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm8nuyg6, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o), df->(shape((144, 28)), range(2020-06-25 00:00:00 -- 2020-06-30 23:00:00), df_projected->(shape((168, 28)), range(2020-06-25 00:00:00 -- 2020-07-01 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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jI4NHHnmEhx56iPfff99zrFdddZUnGH344Ydce+21REdHA3DdddfxwQcfkJ6e7unFABgzZgwHDhygsLCQoqIiJk6cCMCNN97I66+/DoDVamXFihWkpqbywx/+kIsuusjPM1mdKhQiIiIi0q5NmjSJDz74gK1btzJjxgwKCwvZtGkTl1xySb2v27VrF7fffjuZmZl07twZgI8++ojXXnuNvn37Mnv2bN555x2+//3v17mPHj16YLFYCA8P59Zbb2Xr1q1N/hzh4eGe30NCQrDb7Q2+Jjs7m5iYGI4cOdLk91WgEBEREZF24cILL2T16tWAOUuTOzCMGzeOjz/+GKvVSkREBCNHjuTvf/87kyZNqnNfhw4d4rrrruOf//wngwYN8ixfvHgxubm5HDhwgNWrVzNlyhT+9a9/1bmfo0ePAmAYBmvWrPH0N0yaNInnn38egHXr1nl6QS655BLWrFlDaWkpJSUl/Oc//6k3+MTGxtKhQwdPw7j78wOcPn2ahQsX8v7775Ofn8/LL79c98mrh4Y8iYiIiEi78Je//IVbb72Vxx57jK5du7J8+XLA/Ga/V69eTJgwATAv2letWsXw4cPr3NfDDz9Mfn4+d955JwA2m61Js0nddNNNnDhxAsMwGDlyJH/7298A+OUvf8mcOXNISUnhwgsvpHfv3gCMHj2aefPmMW7cOABuv/12Ro0axYEDB+p8j2XLlvGDH/wAq9XKpZdeSqdOnQC4++67WbBgAYMGDWLZsmVMnjy53hBVF4vh3TIuIiIiInKOvvjiC4YMGdLahyEuxcXFxMTEALBkyRKOHj3KE0880aR9+fqzVYVCRERERCSIvfHGGyxevBi73U6fPn1YsWJFQPevCoWIiIiIBFQwVSiWL19e69v8iy66iKeeeqpR+7n22mvJycmptuyRRx5h+vTp53yMLcnXn60ChYiIiIgE1BdffMEFF1yAxWJp7UORADIMgy+//PL8GfJktVqJjIxsrbcXERERkXNQbncCEG6rPWnoo48+ypkzZ7DZbOdFqHA6naSlpbX2YbRphmGQn59PRERErXWtVqGIjo6mpKSkNd5aRERERM7RDX//BIAXfjix1rrKykpyc3MpKytr6cPy6dChQ55ZkqTpIiIiSEpKIjQ0tNpyNWWLiIiISECFhobSr1+/1j4Mj7S0NH2R3Yx0YzsREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoREREREWkyBQoRERGRxsr/BuwVrX0UreBroLK1D0LOMwoUIiIiIo1RUQp/vRB2rW7tI2lhBcAw4KXWPpCAmz9/PgkJCQwbNqza8r/85S9ccMEFpKSkcO+993qWL168mOTkZAYPHsyGDRs8y9evX8/gwYNJTk5myZIlnuU5OTmMHz+e5ORkbrjhBioqgiuMKlCIiIiINIa9zPwpLWjtI2lhJzGrE8H3uefNm8f69eurLXv33XfJzMxk586d7Nmzh5/97GcA7N27l9WrV7Nnzx7Wr1/PnXfeicPhwOFwsGDBAtatW8fevXtZtWoVe/fuBeC+++7j7rvvZt++fcTFxbFs2bIW/4zNSYFCREREpDGcDtdjexv6U+x6dLTqUTSHSZMmER8fX23ZX//6V+6//37Cw8MBSEhIACAzM5PZs2cTHh5Ov379SE5OZuvWrWzdupXk5GT69+9PWFgYs2fPJjMzE8MweOedd5g5cyYAc+fOZc2aNS36+ZqbAoWIiIhIYzjt5qOjvQWKItdj8AUKX77++ms++OADxo8fz6WXXsqnn34KQF5eHr169fJsl5SURF5eXp3L8/PziY2NxWazVVseTGytfQAiIiIibYrhuqBut4HC3qpH0RR2u520tDTP84yMDDIyMhp8TUFBAZs3b+bTTz9l1qxZ7N+/v7kPtU1SoBARERFpjHY75KntVihsNhtZWVmNek1SUhLXXXcdFouFcePGYbVaOXnyJImJiRw+fNizXW5uLomJiQA+l3fu3JnCwkLsdjs2m63a9sFCQ55EREREGsNToWh739Sfm7YbKJriu9/9Lu+++y5gDn+qqKigS5cupKens3r1asrLy8nJySE7O5tx48YxduxYsrOzycnJoaKigtWrV5Oeno7FYmHy5Mm8/PLLAKxcuZJrrrmmNT9awKlCISIiItIYTqfrURWKYDFnzhw2bdrEyZMnSUpKYtGiRcyfP5/58+czbNgwwsLCWLlyJRaLhZSUFGbNmsXQoUOx2Ww89dRThISEAPDkk08yffp0HA4H8+fPJyUlBYBHHnmE2bNn84tf/IJRo0Zx2223tebHDTiLYRhGa7xxdHQ0JSUlrfHWIiIiIk134it4ahyMngvpf27to2lBi4BfAQ8CD3PD3z8B4IUfTmzFY/KPrjubl4Y8iYiIiDSGZnlq1aOQ848ChYiIiEhjtPum7PbWOyINUaAQERERaYx2P22sKhRSnQKFiIiISGN4mrLb2zf1ChTimwKFiIiISGO02wpFsetRgUKqU6AQERERaYx230OhQCHVKVCIiIiINIZmeWrVo5DzjwKFiIiISGO02yFPChTimwKFiIiISGO0+yFP7a0ZXRqiQCEiIiLSGIZrlqd2VaFwAu47TatCIdUpUIiIiIg0hqdC0Z6+qS8FDNfvChRSnQKFiIiISGO0yx6KIq/fFSikOgUKERERkcZwVybaVQ+FAoXUTYFCREREpDGcqlCIeFOgEBEREWmMdtmUrUAhdVOgEBEREWmMdjltbLHX7+2pGV38oUAhIiIi0hiepuz2dGHtrlB0RBUKqanBQDF//nwSEhIYNmyYz/WGYbBw4UKSk5NJTU1l+/btAT9IERERkfNGu6xQuANFLAoUUlODgWLevHmsX7++zvXr1q0jOzub7Oxsli5dyh133BHQAxQRERE5r7hneWqXPRSxKFBITQ0GikmTJhEfH1/n+szMTG655RYsFgsTJkygsLCQo0ePBvQgRURERM4b7iFPhgOcztY9lhajIU9St3PuocjLy6NXr16e50lJSeTl5Z3rbkVERETOT94hot0MeyoGooAwFCikphZtyl66dClpaWmkpaVht7enRiYREREJGobXBXW7GfZUBHQAQlCgkJrOOVAkJiZy+PBhz/Pc3FwSExN9bpuRkUFWVhZZWVnYbLZzfWsRERGRluf0uqBuNxUK70ChL4WlunMOFOnp6Tz33HMYhsHmzZvp1KkTPXr0CMSxiYiIiJx/qlUo2svFtSoUUrcGywRz5sxh06ZNnDx5kqSkJBYtWkRlpZnGf/SjHzFjxgzWrl1LcnIyUVFRLF++vNkPWkRERKTVOL1CRLusUChQSHUNBopVq1bVu95isfDUU08F7IBEREREzmveTdntqoeiOwoU4osaGUREREQao102ZRdjViicKFBITS06y5OIiIhIm9fum7IVKKQ6BQoRERGRxmiXFYrgDhTz588nISGBYcOG1Vr3hz/8AYvFwsmTJwEwDIOFCxeSnJxMamoq27dv92y7cuVKBg4cyMCBA1m5cqVn+bZt2xg+fDjJycksXLgQwzCa/0O1IAUKERERkcZodxUKJ1VDnoJz2th58+axfv36WssPHz7Mm2++Se/evT3L1q1bR3Z2NtnZ2SxdupQ77rgDgIKCAhYtWsSWLVvYunUrixYt4tSpUwDccccdPPPMM57X+XqvtkyBQkRERKQxvGd5ahfTxpa4HmMI1grFpEmTiI+Pr7X87rvv5tFHH8VisXiWZWZmcsstt2CxWJgwYQKFhYUcPXqUDRs2MG3aNOLj44mLi2PatGmsX7+eo0ePcubMGSZMmIDFYuGWW25hzZo1Lfjpmp+askVEREQaw/Ca5aldVCiKXY9td8iT3W4nLS3N8zwjI4OMjIx6X5OZmUliYiIjRoyotjwvL49evXp5niclJZGXl1fv8qSkpFrLg4kChYiIiEhjeA95clS03nG0mCLXY9sNFDabjaysLL+3Ly0t5Xe/+x1vvvlmMx5V8NCQJxEREZHGaHd3yvYOFDbaYqBorG+++YacnBxGjBhB3759yc3NZfTo0Xz77bckJiZy+PBhz7a5ubkkJibWuzw3N7fW8mCiQCEiIiLSGO2uKbvtVygaa/jw4Rw/fpwDBw5w4MABkpKS2L59O927dyc9PZ3nnnsOwzDYvHkznTp1okePHkyfPp0333yTU6dOcerUKd58802mT59Ojx496NixI5s3b8YwDJ577jmuueaa1v6IAaVAISIiItIY7W7aWHegCN6m7Dlz5jBx4kS++uorkpKSWLZsWZ3bzpgxg/79+5OcnMwPfvADnn76aQDi4+N58MEHGTt2LGPHjuWhhx7yNHo//fTT3H777SQnJzNgwACuvPLKFvlcLUU9FCIiIiKNUa1C0R6GPNVsyg6+z7xq1ap61x84cMDzu8Vi4amnnvK53fz585k/f36t5WlpaezevfucjvF8pgqFiIiISGM422uFov0MeZLGUaAQERERaQzDASHh5u/qoRBRoBARERFpFKcDbBHm7+1q2lh3D4UTMFrvcOS8o0AhIiIi0hiGA2yuCkW7mTY2GvOy0d1+66x7c2l3FChEREREGsO7QtFuhjzFuH4PcT1q2JNUUaAQERERaQynd4WiPQSKYsz+CVCgEF8UKEREREQaw3BAqLtC0V6GPNUMFO3hc4u/FChEREREGsPpgJAwwNJOKhS+AoUqFFJFgUJERESkMQwHWEIgJLQdzfKkQCF1U6AQERERaQynA6whYA1tR0Oe3E3Z7lmeFCikigKFiIiISGMYTleFwtZOhjypKVvqp0AhIiIi0hhOu1eFoj0ECg15kvopUIiIiIg0hnvIU0hoO6hQOFGFQhqiQCEiIiLSGN5N2UHfQ1HietS0sVI3BQoRERGRxvBuyg76CkWR61F3ypa6KVCIiIiINIanKbs9TBvrDhQa8iR1U6AQERERaQynA6zWdjJtbLHr0R0oNG2s1KZAISIiItIYTjtYbe1k2lhVKKRhChQiIiIijeFuym4X08YqUEjDFChEREREGqPatLHBPuRJTdnSMAUKERERkcbwbsputxWKYA9S0hgKFCIiIiKN4d2UHfSzPNVsylaFQmpToBARERFpDO8b22nIk4gChYiIiEijuGd5strayZCnaKouGTVtrNSmQCEiIiLSGNWasttDoIjxeq4KhdSmQCEiIiLSGO6m7HYzbWwHr+cKFFKbAoWIiIhIY7SraWOLUaCQhihQiIiIiDSG4QCLtZ1MG1uC2UPhFpzTxs6fP5+EhASGDRvmWXbPPfdwwQUXkJqayrXXXkthYaFn3eLFi0lOTmbw4MFs2LDBs3z9+vUMHjyY5ORklixZ4lmek5PD+PHjSU5O5oYbbqCiIrhmB1OgEBEREWkMd4WiXUwbWwGEeT0PzgrFvHnzWL9+fbVl06ZNY/fu3ezatYtBgwaxePFiAPbu3cvq1avZs2cP69ev584778ThcOBwOFiwYAHr1q1j7969rFq1ir179wJw3333cffdd7Nv3z7i4uJYtmxZi3/G5qRAISIiItIY7lme2sWQp0og1Ot5cM7yNGnSJOLj46stu/zyy7HZzM87YcIEcnNzAcjMzGT27NmEh4fTr18/kpOT2bp1K1u3biU5OZn+/fsTFhbG7NmzyczMxDAM3nnnHWbOnAnA3LlzWbNmTYt+vuamQCEiIiLiL8MADFdTdnuYNraSqhABwVqhaMizzz7LlVdeCUBeXh69evXyrEtKSiIvL6/O5fn5+cTGxnrCiXt5MLE1vImIiIiIAOZwJ2hH08bWrFC0zUBht9tJS0vzPM/IyCAjI8Ov1/72t7/FZrNx0003NdfhtXkKFCIiIiL+MlwX0har2UOBUdVTEZTsBEOgsNlsZGVlNfp1K1as4PXXX2fjxo1YLBYAEhMTOXz4sGeb3NxcEhMTAXwu79y5M4WFhdjtdmw2W7Xtg4WGPImIiIj4q2aFAoK8ShEcFYqmWL9+PY8++iivvfYaUVFRnuXp6emsXr2a8vJycnJyyM7OZty4cYwdO5bs7GxycnKoqKhg9erVpKenY7FYmDx5Mi+//DIAK1eu5Jprrmmtj9Us/AoUdU2B5Xbo0CEmT57MqFGjSE1NZe3atQE/UBEREZFW56lQeAeKYJ7pqa5AEVzN6HPmzGHixIl89dVXJCUlsWzZMn784x9TVFTEtGnTGDlyJD/60Y8ASElJYdasWQwdOpQrrriCp556ipCQEGw2G08++STTp09nyJAhzJo1i5SUFAAeeeQRHn/8cZKTk8nPz+e2225rzY8bcBbDMIz6NnA4HAwaNIi33nqLpKQkxo4dy6pVqxg6dKhnm4yMDEaNGsUdd9zB3r17mTFjBgcOHKj3jaOjoykpKQnIhxARERFpEWdPwSN9Yfpic9jT+vvg3hyIim/wpW1TT+Aq4BnX8yNAIvBXbvj7CABe+OHE1jm0RtB1Z/NqsEJR1xRY3iwWC2fOnAHg9OnT9OzZs3mOVkRERKQ1OZ3mozUEQlytqO1qyFNwThsr56bBpmxfU2Bt2bKl2ja/+tWvuPzyy/nLX/5CSUkJb7/9duCPVERERKS11WrKJsinjm2/PRTiv4A0Za9atYp58+aRm5vL2rVrufnmm3G6E7yXpUuXkpaWRlpaGnZ7cI29ExERkXZATdmuRwUKqdJgoKhvaiy3ZcuWMWvWLAAmTpxIWVkZJ0+erLWvjIwMsrKyyMrK8tzcQ0RERKTNqNaUHWb+7gzmL0kVKKRhDQaKuqbA8ta7d282btwIwBdffEFZWRldu3ZtniMWERERaS3eFQprsPdQGChQiD8aDBR1TYH10EMP8dprrwHwhz/8gWeeeYYRI0YwZ84cVqxY4bn5h4iIiEjQcFcjrLZ2MG2sOzQE/7Sxcm78Gnc0Y8YMZsyYUW3Zww8/7Pl96NChfPTRR4E9MhEREZHzjeHqEbWEeDVlB+vFtbvy4n25qAqF1KY7ZYuIiIj4yzPkydoOpo11fy4NeZL6KVCIiIiI+Mu7KTvop411V168A4UF8/JRgUKqKFCIiIiI+KtdTRvrq0IBZpVCgUKqKFCIiIiI+KvatLHtpYdCgULqp0AhIiIi4i9PhcJWNeQpaGd5UqAQ/yhQiIiIiPirWlN2ex7yFKxVGWkKBQoRERERf/lsyg7Wi+u6AoUNVSjEmwKFiIiIiL+qNWXXMW3soc2Qm9Wyx9UsNORJ/OPXje1EREREBP+mjX3rISgvhjs/btljCzgFCvGPKhQiIiIi/qpWoQgzf69ZoSgvguN7oLSgZY8t4BQoxD8KFCIiIiL+8p7lqa4hTxXF5uPBj1ruuJqFAoX4R4FCRERExF+eIU/Wuoc8VZSajweCJVDUHCGvWZ6kOgUKEREREX/5c6fsSlegOPhhyx1Xs1CFQvyjQCEiIiLir4amjXU6zUBhi4Bvd8PZUy1/jAHj/lyaNlbqp0AhIiIi4i/vCoXVag598q5Q2M+aj/0mAYY5hWybpQqF+EeBQkRERMRfhtN8tISYj9bQ6j0U7v6JfpPMWaAOtOVhTwoU4h8FChERERF/uYc3WV2BIiQMHF5DnipLzMfIeEhMa+MzPSlQiH8UKERERET85T3kCcypYx0VVevdFYqwaOh7MRzdCWVnWvYYA0aBQvyjQCEiIiLiL++mbKg95KnSO1BcZA6ROrylZY8xYOoLFJo2VqooUIiIiIj4q1aFIrT6kKcK15Cn0ChIGmcGjjbbR6EKhfhHgUJERETEX7UqFLY6KhRR5k/i6CAMFJo2VqpToBARERHxl9M1y1O1CoX3LE/uCkW0+djnIjjyGZQXt9wxBkz7qVDMnz+fhIQEhg0b5llWUFDAtGnTGDhwINOmTePUKfOeIoZhsHDhQpKTk0lNTWX79u2e16xcuZKBAwcycOBAVq5c6Vm+bds2hg8fTnJyMgsXLsQwjJb7cC1AgUJERETEX75meXL6CBRhUeZj34vMqkab7KNoP4Fi3rx5rF+/vtqyJUuWMHXqVLKzs5k6dSpLliwBYN26dWRnZ5Odnc3SpUu54447ADOALFq0iC1btrB161YWLVrkCSF33HEHzzzzjOd1Nd+rrVOgEBEREfGXryFPDh9DnkJdgaKb6xvvUzktc3wB5f5cthrLgy9QTJo0ifj4+GrLMjMzmTt3LgBz585lzZo1nuW33HILFouFCRMmUFhYyNGjR9mwYQPTpk0jPj6euLg4pk2bxvr16zl69ChnzpxhwoQJWCwWbrnlFs++goUChYiIiIi/fDZl+6pQuIY8RcSaj2cLW+LoAqwSsGAGCG/BFyh8OXbsGD169ACge/fuHDt2DIC8vDx69erl2S4pKYm8vLx6lyclJdVaHkxqRk4RERERqYs/08ZaQsyhUAChEWCLhLLCFj3MwLBTe7gTtMVpY+12O2lpaZ7nGRkZZGRk+P16i8WCxWJpjkMLCgoUIiIiIv7y2ZTtPW1sqVmd8L74jIxtwxUKX4Gi7c3yZLPZyMrKatRrunXrxtGjR+nRowdHjx4lISEBgMTERA4fPuzZLjc3l8TERBITE9m0aVO15ZdddhmJiYnk5ubW2j6YaMiTiIiIiL8anDa2pKp/wi0iFs6eapHDC6y6AkX7GPKUnp7umalp5cqVXHPNNZ7lzz33HIZhsHnzZjp16kSPHj2YPn06b775JqdOneLUqVO8+eabTJ8+nR49etCxY0c2b96MYRg899xznn0FC1UoRERERPzltAMWsLq+k63VQ1FaNcOTW2QslJ1uqSMMoPYTKObMmcOmTZs4efIkSUlJLFq0iPvvv59Zs2axbNky+vTpw4svvgjAjBkzWLt2LcnJyURFRbF8+XIA4uPjefDBBxk7diwADz30kKfR++mnn2bevHmcPXuWK6+8kiuvvLJ1PmgzUaAQERER8ZfTUTXcCVzTxnoNeaosrboHhVtELJzOpe1pP4Fi1apVPpdv3Lix1jKLxcJTTz3lc/v58+czf/78WsvT0tLYvXv3uR3keUxDnkRERET8ZTiqhjuBa9rYiqrnFSVVMzy5Rca20abs9hMo5NwoUIiIiIj4q1aFIrT2fShqDnmKiA2ypmwFCqlOgUJERETEX4azRoUitPqQpwofTdmRsVBRVH02qDahvkDR1j6LNCcFChERERF/OR1VDdkAIbbaN7arNeQpznxsc43ZwTNtrDQvBQoRERERfzntZt+Em68b2/maNhbaYB+FhjyJfxQoRERERPxVsyk7JMz3je28Rcaaj23uXhSV+J4QVIFCqlOgEBEREfFXraZsr1meDKP+CkWba8xWhUL8o0AhIiIi4i+fTdmuIU+VZwHD943toA0OebKjQCH+UKAQERER8VetpmzXLE/u6gT4vrEdtNEhTwoU0jAFChERERF/1bqxneuC22k3Z3iCIKpQaNpY8Y8ChYiIiIi/as7yFOL63VHpVaGoEShs4WCLDKIeCk0bK9UpUIiIiIj4q2ZTtqdCUWnO8AS1Z3kC814UQVWhAAvOFj0aOX8pUIiIiIj4q2ZTdkiY+eiwQ6VryFPNCgWYw56CpkJhfn6rVYFCTAoUIiIiIv7ydadsMKeO9fRQ+KhQRMQG0Z2yXYHComFPYlKgEBEREfFXnU3ZlfUHisjYIJvlCawWVSjE5FegWL9+PYMHDyY5OZklS5b43ObFF19k6NChpKSkcOONNwb0IEVERETOC7VubOe64K6vKRvMCkWwDXlSoBAXX/dTr8bhcLBgwQLeeustkpKSGDt2LOnp6QwdOtSzTXZ2NosXL+ajjz4iLi6O48ePN+tBi4iIiLSKmrM8uX932htoyo4NuqZsq1VDnsTUYIVi69atJCcn079/f8LCwpg9ezaZmZnVtnnmmWdYsGABcXFxACQkJDTP0YqIiIi0plpN2d4VinqasiNioaLY3K7NqMT3d8/mMvVQiFuDgSIvL49evXp5niclJZGXl1dtm6+//pqvv/6aiy66iAkTJrB+/frAH6mIiIhIa6s15Mk1y5N72liL1bzvRE2em9u1pcZsDXkS/zQ45Mkfdrud7OxsNm3aRG5uLpMmTeLzzz8nNja22nZLly5l6dKlnteIiIiItCmGAyxeF9nWGj0UodFgsdR+XUSs+Xi2EKK7NPdRBogdBQrxR4MVisTERA4fPux5npubS2JiYrVtkpKSSE9PJzQ0lH79+jFo0CCys7Nr7SsjI4OsrCyysrKw2QKSZURERERaTq0KhdedsitKIMzHcCcwb2wHbaiPwgEYqIdC/NFgoBg7dizZ2dnk5ORQUVHB6tWrSU9Pr7bNd7/7XTZt2gTAyZMn+frrr+nfv3+zHLCIiIhIq6lv2tjKUt/9E1A15KnNzPTk7vVQhUIa1mCgsNlsPPnkk0yfPp0hQ4Ywa9YsUlJSeOihh3jttdcAmD59Op07d2bo0KFMnjyZxx57jM6dOzf7wYuIiIi0qJqzPHmasl2zPPma4Qmqhjy1mQqFAoX4z69xRzNmzGDGjBnVlj388MOe3y0WC48//jiPP/54YI9ORERE5HzidFYf8uSZNtY1y1ODFYq2cnO7+gKF+ZlDrOqHFZPulC0iIiLiL8NhzuTk5j1tbH09FN5N2W2CKhTiPwUKEREREX81NG1saB1DnmxhZvVCQ54kCClQiIiIiPirVlO21yxPlSV191CAWaUIqgqFZnkSkwKFiIiIiL9qVSi8hzyV1j3kCcw+ClUoJAgpUIiIiIj4y+moPstTrWlj66lQRMYFV4XCGjyB4o9//CMpKSkMGzaMOXPmUFZWRk5ODuPHjyc5OZkbbriBiooKAMrLy7nhhhtITk5m/PjxHDhwwLOfxYsXk5yczODBg9mwYUMrfZqWp0AhIiIi4q86m7Lt9Tdlgznkqc1VKHxNCBpcFYq8vDz+/Oc/k5WVxe7du3E4HKxevZr77ruPu+++m3379hEXF8eyZcsAWLZsGXFxcezbt4+7776b++67D4C9e/eyevVq9uzZw/r167nzzjtxONrHsDAFChERERF/1Rzy5K5WVBQBRt3TxoI55CkoKhTBN22s3W7n7Nmz2O12SktL6dGjB++88w4zZ84EYO7cuaxZswaAzMxM5s6dC8DMmTPZuHEjhmGQmZnJ7NmzCQ8Pp1+/fiQnJ7N169bW+kgtSoFCRERExF81m7Ldszy5g0KDTdlt5T4U7rAQHD0UdrudtLQ0z8/SpUs96xITE/nZz35G79696dGjB506dWLMmDHExsZis5nhKSkpiby8PMCsaPTq1QswbwDdqVMn8vPzqy2v+Zpg59eN7URERESEupuyy06bjw1VKCpLzAbuEF8X6ueT4GrKttlsZGVl+Vx36tQpMjMzycnJITY2luuvv57169e38BG2bapQiIiIiPjLcPqeNtbdG9FQDwW0kWFP7Wfa2Lfffpt+/frRtWtXQkNDue666/joo48oLCzEbjcrNbm5uSQmJgJmRePw4cOAWfk4ffo0nTt3rra85muCnQKFiIiIiL+c9uoVCovFDBWeCkV9szzFmo9tojG74UBhaUMVivr07t2bzZs3U1paimEYbNy4kaFDhzJ58mRefvllAFauXMk111wDQHp6OitXrgTg5ZdfZsqUKVgsFtLT01m9ejXl5eXk5OSQnZ3NuHHjWu1ztSQNeRIRERHxV80hT2BOHesOFO2pQhEk08aOHz+emTNnMnr0aGw2G6NGjSIjI4OrrrqK2bNn84tf/IJRo0Zx2223AXDbbbdx8803k5ycTHx8PKtXrwYgJSWFWbNmMXToUGw2G0899RQhISH1vXXQUKAQERER8VfNpmww+yHaYYUiWIY8ASxatIhFixZVW9a/f3+fszRFRETw0ksv+dzPAw88wAMPPNAsx3g+05AnEREREX/5rFDY/KtQRMaZj22+QuGaNjaIAoWcGwUKEREREX8YBmD4qFCE+TfLk3vIU7BUKIJkyJOcOwUKEREREX84Xd/I16xQhISazdoAYTF1v9495KnNVyja3rSx0rwUKERERET84Q4NvoY8udU35Ckk1OyxCMjN7RzAK0BzXdS7A4Wvdtvg66GQc6NAISIiIuIPw3UB7asp21wBtoj69xEZG6AhTx8DM4HXArAvX1ShEP8pUIiIiIj4o64hT1bXRXdYtHlfivpExAZoyFOR63FTAPbliwKF+E+BQkRERMQfdVYoXMOC6mvIdgtYhaLM9fheAPbli2t4Vz2zPFmtGvIkJgUKEREREX84Xd/I12rKDjMf6+ufcAtYhcIdKHYCgejJqKnhCoWmjRU3BQoRERERfxgNDHmq76Z2bgGvUBjAhwHYX00a8iT+U6AQERER8Yd7lqe6hjz5U6GIjAtwhQKaZ9hTJWDBHR6q030opDoFChERERF/NNSU7U8PRUQsVJaAveIcD8YdKEbSfIHCV3UCNG2s1KRAISIiIuKPhqaNDfNjyFNUvPl4tuAcD8YdKC4HtgNnznF/NfkTKFShEJMChYiIiIg/6qxQNGKWp6jO5mNp/jkeTBnmkKRpmDe3++gc91eTAoX4T4FCRERExB+G6wK6zgpFSwaKciACmIg5jWughz3VFyhc08ZqyJO4KFCIiIiI+KOuCoV72lh/ZnkKaIUiAogGxtKygcLdlK1AISYFChERERF/uGd5qu9O2Q0JaKAId/1+KZAFlJzjPr1V4q5E1GYBLBryJB4KFCIiIiL+aOhO2X4NeXI1ZZcEqkIBZqCwAx+f4z691VehAAjRtLHioUAhIiIi4o8Gp431o0IREgrhnQI45AngIsxLukAOe/IjUKiHQlwUKERERET8EYimbDCrFAENFB2A0QQ2UNhpOFCoQiEmBQoRERERf3gqFDUunxozbSxAdJcABwqA8cBOwDjH/br5U6FQoBCTAoWIiIiIP9w9FNYazcruWZ78acoGszE74IGiP1AEnOsN89waChQ2DXkSDwUKEREREX+4Z3mqa8iTvxWKqM5QGog7ZXsHin6uxwPnuF+3hisUIZo2VlwUKERERET80dCdsv2uUAS6hwKqAkXOOe7XTUOexH8KFCIiIiL+qHPa2CZUKOxnoaL0HA6mZqDo63o8cA779KZAIf5ToBARERHxh9N1AV3nje0aESjgHKsU5VQPFLGunxasUGjIk7goUIiIiIj4w1OhqHH51LGHeQ+KyHj/9hOQQFGzQgFmlUJDnqTl1XVPdRERERHx5qxjlqch10C/SyGio3/7CVigCK+xrB/w5Tns05s/szwpUIhJFQoRERERf7hneao15MlqNlr7yxMozmWmJ18Vin6YPRSBuBdFJfV/7xxcd8ouLCxk5syZXHDBBQwZMoRPPvmEgoICpk2bxsCBA5k2bRqnTp0CwDAMFi5cSHJyMqmpqWzfvt2zn5UrVzJw4EAGDhzIypUrW+vjtDgFChERERF/1NWU3VjnXKEwqN1DAeaQp7PAsSbu11v76qG46667uOKKK/jyyy/ZuXMnQ4YMYcmSJUydOpXs7GymTp3KkiVLAFi3bh3Z2dlkZ2ezdOlS7rjjDgAKCgpYtGgRW7ZsYevWrSxatMgTQoKdAoWIiIiIP+pqym6siE5mH0aTA0W5e0c1lgfyXhTtp4fi9OnTvP/++9x2220AhIWFERsbS2ZmJnPnzgVg7ty5rFmzBoDMzExuueUWLBYLEyZMoLCwkKNHj7JhwwamTZtGfHw8cXFxTJs2jfXr17fWx2pRChQiIiIi/qirKbuxrCEQGXcOgaLM9VhXoAhEY7ad9hIocnJy6Nq1K7feeiujRo3i9ttvp6SkhGPHjtGjRw8AunfvzrFjZuUnLy+PXr16eV6flJREXl5encvbAwUKEREREX/UdWO7pojqDKUnm/jiugJFH9djIAKFPxWKtjPkyW63k5aW5vlZunRptXXbt2/njjvu4LPPPiM6OtozvMnNYrFgsVha+rDbDL8Cxfr16xk8eDDJycm1TrC3V155BYvFQlZWVsAOUEREROS8YNQxy1NTRHU+h6bsugJFDNCVFhvyZG07FQqbzUZWVpbnJyMjw7MuKSmJpKQkxo8fD8DMmTPZvn073bp14+jRowAcPXqUhIQEABITEzl8+LDn9bm5uSQmJta5vD1oMFA4HA4WLFjAunXr2Lt3L6tWrWLv3r21tisqKuKJJ57w/GGIiIiIBBX3LE/n2pQNrkAR6CFPYA57aokKRfBMG9u9e3d69erFV199BcDGjRsZOnQo6enpnpmaVq5cyTXXXANAeno6zz33HIZhsHnzZjp16kSPHj2YPn06b775JqdOneLUqVO8+eabTJ8+vdU+V0tqMGJv3bqV5ORk+vfvD8Ds2bPJzMxk6NCh1bZ78MEHue+++3jsscea50hFREREWlOghzzlftrEF9cXKPoC25q4X2/+DHkqq2d92/KXv/yFm266iYqKCvr378/y5ctxOp3MmjWLZcuW0adPH1588UUAZsyYwdq1a0lOTiYqKorly5cDEB8fz4MPPsjYsWMBeOihh4iPb8R0wm1Yg4HCV4PJli1bqm2zfft2Dh8+zFVXXaVAISIiIsHJcH0jH8gKhWFAo8fm1zXLE5gViv8ADqCpx+nAnJq2/kAREkTTxo4cOdLnkP2NGzfWWmaxWHjqqad87mf+/PnMnz8/4Md3vjvnQYBOp5Of/vSnrFixosFtly5d6mmCsdvt5/rWIiIiIi3HU6EIwJw2UZ3NIVTlZ8xpZBvFXRmoeadsMANFJXAE6OVjvT8qXY/tY5YnOXcN/otoqMGkqKiI3bt3c9lll9G3b182b95Menq6z5SXkZHhaYax2QLQ0CQiIiLSUgJ1Yzs4x5vbNTTkCc6tj0KBQhqnwUAxduxYsrOzycnJoaKigtWrV5Oenu5Z36lTJ06ePMmBAwc4cOAAEyZM4LXXXiMtLa1ZD1xERESkRTkDPMsTNHGmp4aasuHcZnryN1AEz5AnOTcNBgqbzcaTTz7J9OnTGTJkCLNmzSIlJYWHHnqI1157rSWOUURERKT1uWd5ClRTNjRDhSIQ96JwB4r6gpMqFFLFr4g9Y8YMZsyYUW3Zww8/7HPbTZs2nfNBiYiIiJx3AtqU7Zr9J+CBIhzoSfMPebK1qftQSPPSnbJFRERE/BHoaWOhGQIFmMOeDjRhv24a8iSNo0AhIiIi4g/DAViaMM2rD+EdwBraTIGiL+dWoXDPxKlAIf5RoBARERHxh9MRmOoEmKGkyXfL9qdCkUtVpaGx/KxQaMiTuChQiIiIiPjDcARmhie3qM7nOMuTr/tQgBkonMDhOtY3RNPGSuMoUIiIiIj4w+kITEO2W1Q8lJxswgvLgDDqvozr63ps6rAn9VBI4yhQiIiIiPgjkEOe4ByHPNU13AnO/V4Ufs7ypAqFuChQiIiIiPjDcIAlgJdO0V2aGCjKqXu4E0AvIATY36TD0pAnaSwFChERERF/NEeF4uypqulo/dZQhcKGOexpXxMPzL9AEWLVkCcxKVCIiIiI+MMIdA9FZ8CAs4WNfGFDgQJgEPB1U44K9VBIYylQiIiIiPjD2QyzPEEThj35EygGAtmA0ejD0pAnaSwFChERERF/BHzIU7z52CyBYhBQAhxt9GFVBYr6wpPuQyFVFChERERE/BHopuxmrVAMcj02ZdiThjxJ4yhQiIiIiPijOZqyIfCBouwMbH7b9SS7CQemaWOlcQI4EFBEREQkiAW6KTvyXIY8dfG96sBHsOZHcPogjA2BkKZUKOyuR/VQiH9UoRARERHxR6ArFGFREBoVmApFZRlseABWXGWGns6D4XQEzVehcPdQNKXpW4KNAoWIiIiIPwxnYGd5gibeLdtHoNi0GD55EtLmwx0fwYApcMIORvP1UADqoxBAgUJERETEP057YJuyAWK6QVFjZ2Iqo9adsk98Bd2GwdWPQ1g0JAyBEwbwDdDYi/7GBAoNexIFChERERH/BHrIE3DS1o2KkzmNfFU5tSoUxcfMcOKWMBTyrWCpAA41cv+NCBSaOlZQoBARERHxTwCbsk+freSnL+7gxW9CsJzJZffhgka82seQp+Lj1QNF1wugwH2Z19hhTxryJI2jQCEiIiLijwBVKD7MPskVf3qfzB1H6Js8lFAc3Lt8A/uOF/vxaoNagcIwoOQ4xHStWhbRESqSXE+aI1CYvSQa8iSgQCEiIiLiH8N5zhWK13cd4fvLthAZFsIrd1zIjIvHAZBoOc7Ny7aQe6q0gT3YASfVAkVZITgqqlcoAKKHQUUIjZ/pqRKw4K5C+KYeCqmiQCEiIiLijwBUKF7elkvv+CjWLryEkb1iIa4vAL+6JIaScjvf/8cWThaX17OHMtejV6AoPm4+1gwUCUPhpAWMrxp5lJXUX50Ad6AIsWrIkyhQiIiIiPjHaT+nQHG2wsEn3+QzdUgCEaGu/XRKAiwkcoLlt47j6OkyfvriTpzOuu7vUF+gSKi+acJQyAecext5pJU0fO9j9VBIFQUKEREREX+cY1P25v35lNudTB7sdeFvC4cOPeDUQcb0iePBq4fy/tcnWPrB/jr24itQHDMfo2sGiiHmTE/WI5gzQ/nL/wpFMA15cjgcjBo1iquvvhqAnJwcxo8fT3JyMjfccAMVFRUAlJeXc8MNN5CcnMz48eM5cOCAZx+LFy8mOTmZwYMHs2HDhtb4GK1CgUJERETEH+c45Ondr44TGRrCuH7x1VfE9YFCc2rXm8b35sph3fn9hq/YfuiUj700okLRdTDkh4DFCdQVUHxpn4HiiSeeYMiQIZ7n9913H3fffTf79u0jLi6OZcuWAbBs2TLi4uLYt28fd999N/fddx8Ae/fuZfXq1ezZs4f169dz55134nC0jwqOAoWIiIiIP86hQmEYBu98eZyLkjtXDXdyi+0DhQcBsFgsLPleKt06RrBw1WecPltZY091VCisoRAZV33T0Eiw93I9aUxjth2/A0WQ9FDk5ubyxhtvcPvttwOuP6933mHmzJkAzJ07lzVr1gCQmZnJ3LlzAZg5cyYbN27EMAwyMzOZPXs24eHh9OvXj+TkZLZu3doqn6elKVCIiIiI+MPpbHKF4psTJeSeOstlgxNqr4ztDWfywGGGh06RofzlxlF8e7qM+1/ZhWF491P4CBQlJ8zqhMVSe9+2VNcvjZk61p8KRXBNG/uTn/yERx99FKvVvDTOz88nNjYWm838nElJSeTl5QGQl5dHr15mULPZbHTq1In8/Pxqy2u+JtgpUIiIiIj4w2j6kKdNX5nDki4b3LX2yrg+5pS0p3M9i0b3juOe6YNZt/tbln3ofSdtd6AIr1pUfKz2cCfPvkdAiQWcXzTiaINvyJPdbictLc3zs3TpUs+6119/nYSEBMaMGdOKR9i2NdTCLyIiIiJgzvLUxCFP7351nEHdYkiKi6q9MraP+Vh4EOL7eRZnTOrP9kOnWLzuS4YldmJC/85UNVfXGPLUMdH3G7sbs7t9Xi2D1K8RgaKNDHmy2WxkZWX5XPfRRx/x2muvsXbtWsrKyjhz5gx33XUXhYWF2O12bDYbubm5JCaa5zgxMZHDhw+TlJSE3W7n9OnTdO7c2bPczfs1wU4VChERERF/NLEpu7jcztacAt/DncAc8gRw6mC1xRaLhd9fP4I+8VH8+PntfHu6DN89FCcg2kflA1xTx1rBuq8RR9yYCkXbCBT1Wbx4Mbm5uRw4cIDVq1czZcoU/v3vfzN58mRefvllAFauXMk111wDQHp6OitXrgTg5ZdfZsqUKVgsFtLT01m9ejXl5eXk5OSQnZ3NuHHjWu1ztSQFChERERF/NLEp+6N9J6l0GL6HO4FZXbCEeGZ68tYhIpS/3zyG0goHd/57G5UO9520XYHC6XD1UHSr9VoA4gdAQSiEngKK/Tzi4Bvy1BSPPPIIjz/+OMnJyeTn53PbbbcBcNttt5Gfn09ycjKPP/44S5YsASAlJYVZs2YxdOhQrrjiCp566ilCQs7tRohthYY8iYiIiPijiU3Zm746Tky4jbQ+8b43CLGZN7grPOhz9cBuHXh0Zio/fv4z3tp7kBnDwRMoSgvMoFNXoLCFQWUSZlP2XsCfb8zbb6C47LLLuOyyywDo37+/z1maIiIieOmll3y+/oEHHuCBBx5ozkM8L6lCISIiIuIPwwGWxl06GYbBu1+e4OLkLoTZ6nltbG+fFQq3q1N7cuWw7mzNOeJa4goUJe57UNRR/QCoHOn65QM/j7oRszy1kR4KaV6qUIiIiIj4w+kAa+MunfafLOHbM2VMGlTPBT+YMz1lv13vJvMu7Msbn591PXMFCvddsuuqUACnQ1PplP8yn5e+ypINF1FUZqdzdBjfHZXI5UO7ExlWs+rSfisU0jSqUIiIiIj4w2lv9JCnPUfOADCiV6f6N4ztC8XfQuXZOjcZ1y+eXnHmpZthuKZs8twl23egOHCyhN9lWeFACAO67qDSXkl8dBhfHyvmrtU7GPvbt7n35Z3sOXLa61WVNPydswKFVFGFQkRERMQfTWjK3nPkNKEhFgYmdKh/Q/dMT6dzoctAn5tYLBbG9TOnnc06eJaxfTtUVSh8zPK073gxNz6zmY7OZDgYQtSYUl78UQdgJE6nwZacAl7Znsvru47yYlYuUy9I4P9NHcjIXv5XKEI05ElQhUJERETEP01oyt575AyDunWov38CzCFPUGvq2JqG9gzD7rSy8mPXTfCKj4MtEsKrB5avvi1i9tJPcBrwVMYVUNjfteY9AKxWCxMHdOb314/gk/+byv9OG8S2Q6f47lMfcbjgDHanvxUKBQpRoBARERHxTyObsg3DYM+RM6T07Njwxp6b2x2od7PQkAqcznDW7/6WY2fKzEARkwAWi2ebwtIKbvrHFqwWC6szJjC4eweImwSFNjDeq7XPTpGh/L+pA/nwvincM30wZZXlZB8rq7VddRryJFUUKERERET80cgb2317poyCkgqG9vAjUMR0g5Dwemd6MpURYo3EYRj8e8shc8hTTPUb5j224SsKSspZfutYkhNizIW9xsEBCxibAN8hICbcxoLJycRFW8g+Vs7Ow4X1HIcChVRRoBARERHxh9G4WZ72uhqyUxIbaMgGsFohtleDQ57MQBHB5MEJPL/lEM7i49UasnccLuT5rYeYd2E/Unp6vW/vCXAgBKyngC/qfYf4aAsh1jDue2UXlY66AoNr2lgNeRIUKERERET847TX0ZS9GRgNzAB+DDwOHGTPkTNYLDDEnwoFmMOe6ri5XZVyIIJbL+rLyeJySvKPYI8yG7IdToNfrPmcrjHh3D2tRmN3l8FwNM71pPawJ29WSyUjenXly2+LWPr+/jq2clUorKpQiAKFiIiISMOcrgtnn0Oe3gU+A74F/gX8LzCNvUcL6Ns5mphwP6saDdzczlQGRHDJwK786qqBdHCe5tWvKigsreD5LQfZnXeGX1w9lA4RNWZpslqh44VQFEpDgQIqSYrryIzh3XliYzb7TxT72EZDnqRKuwoUe4+c4aIl73DLs1tZ9N89/HPzQT7+5iTHz5RhGEZrH56IiIicrwzX0B6fFYrjQAywHSgEngeyiY9ez1B/GrLd4vpAaT6U+7qAdzMDBcC8EebMTrvPRDDzb5/w6IavuCi5M99J7eH7pb0mQA6uPor6rnvMaWN/lZ5ChM3Kb9/wNUTKHSjs9X4kaR/a1X0obCEW0vrG8c2JYj7NKeBsZdW4vw7hNvonxDCgazQDupqP/bvG0Ds+iojQxk0RJyIiIkHG6bpmsPr6LvY44H1juVk4nL9g5uhVfLL/Rv/fwzPT0yHoNrSOjaoChfseFDdNHct/NpVRVung4WuGYfGa8ama3hPg8xBIPQ58DQyu4z3MQJHQIYI543uz7IMcTp+tpFOkd9VDQ56kSrsKFIO6deCJ2aMAcDoNvj1Txv4TJXxzotjz8/G+fF7dnlftdd06htM7Pore8dHmY+dIz/MuMWF1/8MVERGR4NBghcJ7pqUQDuZnMLrP/VgsXwK+b1RXi/teFAX7/QwU5l2yBw8YwOvDUzhZXM6ArjF177/naHgj3LWP92goUABcPrQbf39vP5u+Os41IxO9ttGQJ6niV6BYv349d911Fw6Hg9tvv53777+/2vrHH3+cf/zjH9hsNrp27cqzzz5Lnz59muWAA8VqtdAzNpKesZFcPLBLtXXF5XZyTpSw/2Qxh/JLOVhQyqGCUj7+5iSvbK8+L3NkaAi946PoFR9Jomt/PWIjSYyNoGdsJAkdIgixKnCIiIi0aZ4Kha9Lp+NAv2pL3vv6amKjfsfQHkuB7/j3HglDzcBy5DMYcnUdG5UBrmFUJWagICaBPnHR9OkcXf/+w6IgbBSUfgxR7wEZdWxYFShG9oqjS0wYb+09pkAhdWowUDgcDhYsWMBbb71FUlISY8eOJT09naFDq5LzqFGjyMrKIioqir/+9a/ce++9vPDCC8164M0pJtzG8KRODE+qPc1bWaWD3FNnOewKGYcKSjmYX8rhglK25BRQVFZ9LGGI1UL3jhH0dAWMnrGR9OgUQUKHcLp2cD+Ga1iViIjI+czp+u+7z6bsY8D4aks+z63E7riGH0z6J+Y0rUMafo/QSOiWAnlZ9WxUe8gT0Ql1bl1Lr4mQ8wkMfRssDtzBoIoDs7/CvEQMsVr4nyHdeH3XUcrtDsJt7u01baxUaTBQbN26leTkZPr3N2/ZPnv2bDIzM6sFismTJ3t+nzBhAv/617+a4VDPDxGhISQnxFTdKKaGorJKjp4uI6/wLEdcP0cLzefbD51i7edHqXTUboTqEGHzhIuEDhGux9rPY6NCNcRKRESkpRmub+JrDXlyAieoPuQJ9hw5g91xE/AS8AfgH/69T1IafP6yOauUz36NGkOewjualQd/9RoHe62Qchz4CJhUY4NK12NVv8S0od1Y/elhNu8v4NJBXV1LVaGQKg0Giry8PHr16uV5npSUxJYtW+rcftmyZVx55ZWBObo2qENEKB0iQhnUrYPP9U6nwcmSco6fKedEcTknXI/Hz5S5HsvZmVvI8TPl1ZrG3UJDLHSNMYNG11rBw/XYMYIuMWFe3yKIiIjIOamzKbsAM1RUNWWXVTrYd6KY/xnaH7gVWAb8Gqhj9iVviWmQ9SzkZ0NXXz0OZUC4+WvxMYju6mObevSeAJk2cNrA+gr+BIqLkrsQGRrCW3u/rR0o1JQtBLgp+1//+hdZWVm8957v+Y2XLl3K0qVLAbDb2+c0Y1arhYQOESR0iKh3O8MwKKlwmEGjqJzjReU1HsvIPVXKZ4dOkV9S4XMfsVGhdI0JJ6FjuCeEuKsdXTuEExcVRueYMOKiwgiztasZhEVERBqnzqZsVx+DV4Xiq2+LcDgN152qfwr8FbNC8WDD75OUZj7mbasnULgrFCeq3SXbLx26Q1RfOFIASa8CfwK8Rz64r8+qAkVEaAiTBnXh7b3HeTjdwGq14A4UIZo2VvAjUCQmJnL48GHP89zcXBITE2tt9/bbb/Pb3/6W9957j/DwcJ/7ysjIICPDbACKjm6gcaids1gsxITbiOkaQ//6ZmwAKh1O8osrPEGjZvA4UVRO1sFTHC8qp8Lu+5uEDhE2OkeHEV/tJ9zHMjOERIW1qwnCRESkvfNUKBoOFHuPngEgpWdHzKrEZGAF8AuqX7z70HmgOYwpNwtG+ppytkYPRbcU/z+DW5+LYMeLkFQAfAqM81pZu0IBcPnQ7mzYc4zP804zolcs7kBx5HQJ97y0kxnDe3BhcmeNjminGrwqHDt2LNnZ2eTk5JCYmMjq1at5/vnnq23z2Wef8cMf/pD169eTkNCIxiAJiNAQK907RdC9UwRQu5HczTAMzpTZOVFUzsnicgpKKsgvqaCguIJTpa7fS8rJPXWWXbmnOVVa4bPfAyAi1Ern6HDiokPrDh7RYcRGhREbFUqnyFBCQ1QFERGRNsqoa5YnV2O0V6DYc+Q0HcJt9Ipz9zbcCtwCfAhcUv/7WK3Qc1Q9jdnlVOuhGDC5ju3qMehy+O+/4aoQsLyCP4FiygUJhFgtvLX3GCN6xbLsg4PcdgmEhRis3/0tL23LpUOEjeSEGCyYX4xaML+wdF8LxEaG8eMpyZr9Mgg1GChsNhtPPvkk06dPx+FwMH/+fFJSUnjooYdIS0sjPT2de+65h+LiYq6//noAevfuzWuvvdbsBy+NY7FY6BRpXtzX1VTuzTAMisrtFBS7w0YFp0qqgof3sv0niikoqaC0ou7ZHmLCbXSKDCU2KpS4qDA6RYUS63oeG+n93P1/PKF0igrVtx0iItL6nA0NeaoaerT3yBmG9OjoGhoEcB1wJ7CcBgMFmMOePnoCKs+aMz95ODAv+COgsgzKT0NME77IHTAFKkIhvw90eQVYQlXlxHegiIsOI61PHG/tPUZsVCiPbfiG2y6BHrGhZD34P3y8L591u49y9HQZhuu7SIfT4GRxBdnHizldWkmFw8nCqcmNP1457/k1bmXGjBnMmDGj2rKHH37Y8/vbb78d2KOS84LFYqFjRCgdI0Lp28W/IWpllQ7yvYJHYWkFp89WUljq+jlbwenSSk6VVnDk9FlOl1ZSeLYSh9N3JQTMe324qxxx7rARFUqnyKrg4f3cHZqiwkI0I5aIiARGvUOerEA8YH4Zl328mGtG9vTaJhqYBbwA/Blo4Eu9xDRzmtqjO80mao9y12OE1z0oGtlDARDRCXpPhN174bL9wC5ghGul70ABcHlKd379+l5+88YXXDXc/HwhFifhthAmX5DA5AvqDzd2h1P/XQ5SGggvARURGkJirHmTP38ZhkFxuZ3C0sqq8HG2wut5hWuZ+fu+48UUnq30fNtRF5vVQkdXuOgYYav6PbIqdHSM8Po90ub5vUNEqEqyIiJSxdOUXXP47nGgK2aogBNF5RSV2Umu1f84D3gWeBVz+FM9EseYj3nbagQK9811Izx3yW7UPSi8DboCPnoPLrWC5VX8ChRDu7Fk3RdcNjiBP80eCTRu2libhj4HLQUKaXUWi8Uz3W6vhjf3MAyDs5WOatWPwtJKzpw1g8jps5WcKavk9Fm7+fvZSvJOnfWss9dTFQHoEG6GEDOA2KoFEO9Q4h1GOrq20Y0KRUSCTJ0VimN4909kHy8GYGCt6eMvBgZgDntqIFB06AadepmN2dV4BYqTX5u/xvejSQZdAW8+AEXJ0PEVYJFrRd2Bold8FO/fO5mEDhGeL900bayAAoW0YRaLhagwG1FhNno2oiICVWHEDBr2qgBSK4yY68+creTAyVLPsvp6RQDCbVbfwSPCK3jUrJS4hmtFa6iWiMj5p95pY70CxbEiAB+9ihbMKsWDQA7QQBBIHOOjMdsrUBzdBaFR0LmJPQldkiF+AHzlgLG7gK+AwdQXKAB6dKr6763DGYJV08YKChTSTnmHkR51T4xVpwq7k6KyqvBhBpCqSoh3MDl9tpLjRWVkHy/idGklReV2T8OaLyFWiyd41AwfHSNC6eAavtUxwmb2uETa6BBRtU69IyIizcBZ1yxPx4Hxnmf7ThTTIcJGQgdfU+jfAjwEPAf8sv73S0qDvWtc95pw30zOK1B8uwu6DfNRMWmEQVfAR3+DsQCrgF/RUKDw5jSsulO2AAoUIk0SZrPSOSaczjG+77lSH6fTnD3rTD1VkZqVk7zCs66gYq+3bwSqAkkHd9gIrx46qn6vvk2HCBsxETZiwm0asiUiUlO9TdneFYpic+pUn1/s9AamYt6T4kHcfRc+JbpvcJcFg690LXQFCmeYWaEYcUPjPkNNg6bD5qegeAzELAV+TlWgaPgS0em0asiTAAoUIi3Oaq2avrcxPSNuZZUOzpRVUlRmhpKiMjtnysywUVRWWW3dmTJz2YGTpa51dorLGy5Ph4VYiYmwmSEj3Pzp4KqAeJa5AkkHz3pzWceIUM963XtERIKGz6bss0AR3oHimxPFTKl3tqPbgdnAWuDqujfrMcIcXpW3rXagKD4FFUXQPbWRH6KG3hPNm+jt7gkTtgGvUPVZGq5QOIwQrJb6hwBL+6BAIdLGRISGEBEaQkLNfj8/OZwGxe4Q4goixeV2isvNIFLkCh1FZZUUu54Xlds5UniWovKqZQ01tZvHaiUm3KyGxPgIJ1XBxCuUhIfWeG7TzCAi0vp8Viiq3yX7VEkFJ4srGFjv/0FfByQBf6TeQBEWBd2G1mjMdgWK/Dzzscc5BgpbmHlPig8/gfEDwfIXzCFZ4N+Qp5CgGPJ0+PBhbrnlFo4dO4bFYiEjI4O77rqLgoICbrjhBg4cOEDfvn158cUXiYuLwzAM7rrrLtauXUtUVBQrVqxg9OjRAKxcuZLf/OY3APziF79g7ty5rfnRWowChUg7E2K1mA3gUQ3/x6IuhmFQbne6AkilGUjK7J4KiDuMFJfbPVWSknIziBwqKa0WWvzIJUSGhpjBI7wqmPgMH16/d3BXShRMRCQQfDZlV7+p3b4T5gxP9d88NhT4MXA/sJOq6Vp9SEyD3a+Aww4hNjyB4sQBs5cjYWgjP4QPg64wezXO/BA6PQZs9jrO+jmdwdFDYbPZ+MMf/sDo0aMpKipizJgxTJs2jRUrVjB16lTuv/9+lixZwpIlS3jkkUdYt24d2dnZZGdns2XLFu644w62bNlCQUEBixYtIisrC4vFwpgxY0hPTycuLq61P2KzU6AQkUazWCyeSklXn42H/nHPtlXsqoIUeyoklV6ho+ajGVYO5pdWCzRNCSZVQ7pqD+eKCXcN3/KqrHSMCCU6PETBRKQ98qNCkX3Mn0ABkAE8DPwJcxrZOgyYDNuWw+Et0PciPDe2O54DXYeAren//+sxcBpggR1hcGkM8LRrRftpyu7Rowc9evQAoEOHDgwZMoS8vDwyMzPZtGkTAHPnzuWyyy7jkUceITMzk1tuuQWLxcKECRMoLCzk6NGjbNq0iWnTphEfb97kcNq0aaxfv545c+a01kdrMQoUItJqvGfbauKtmYDawaSozO6qkFQfxuUOJt5VlfzicwsmHaoN56qnz8S7ehKuYCLS5hi+ZnmqHij2HS8m0nWD1/rFYU4h+w9gCe4KRy39J4M1FL5e7woUrgrFt19Dj+80/jP4Et0F+l8KO/4Lk+aC5SnXCv+GPIVY28a0sXa7nbS0NM/zjIwMMjIyam134MABPvvsM8aPH8+xY8c8QaN79+4cO3YMgLy8PHr1quqCTEpKIi8vr87l7YEChYi0ec0RTNzDt9zB5IwnpFRVSoq8tjlZVFpVQfEzmJg9JjbXsYeYv4fbiA4LISrMRkx4iOd5dLiN6DAbUeEhRIfZiA43XxPttT4yNASr7vAu0jyc9Q15Mqd1zT5exICEaD//Hd6FWQ34K+Z0rT5EdIS+F8PXG+DyX+MJFEWFMLyeoVKNlXoDrLkDvv0F9GhMoGg7FQqbzUZWVs37elRXXFzM9773Pf70pz/RsWPHaussFoumZK+HAoWIiEu1YNKx4e3rYhgGpRWOakO1il1VkKLy6sGkpNzu2ba0wpyd62jhWUorHJRUmOsrHX6kExfvkBEVZiM63CuMuNZVe3SHE1dQqfb6cBtRCikiJs+QJ+/K4jEg2vUD3xwvZly/eD93OAi4CjNU3A9E1LHZFbD+PijYD/GuQGHn3Gd48nbB1WD7KWzfDFdNBzYQbIGiIZWVlXzve9/jpptu4rrrrgOgW7duHD16lB49enD06FESEsyvrBITEzl8+LDntbm5uSQmJpKYmOgZIuVeftlll7Xkx2g1ChQiIgFmsVjMi/JwG93OIZi4VdidlFbYXaHDUSuElJSby0oqHJSW211BxOF5TUFJBYcLSj2vLalw4PCnhOIS5RVOosKqwkbt0FJjO8/2Vdu49xWikCJtTZ1N2eZwpaKySo6cLmNgt8ZMwXc38D/A88B835sMutwMFF9vgAnuQGGF7sMadfj1iugIF8yA3a/C9OfAVg70aPBlTmcIVmvbnzbWMAxuu+02hgwZwk9/+lPP8vT0dFauXMn999/PypUrueaaazzLn3zySWbPns2WLVvo1KkTPXr0YPr06fz85z/n1KlTALz55pssXry4VT5TS1OgEBE5z4XZrITZwoiNCgvI/gzDoMLhpLTcrIJ4wonneVUgqQom1Z+fPsdKSkSotdoQLnfQMB+rAktkWPVqSXS41zL39q59aMiXNKs6m7LNb62/OVEC+NOQ7W0KMBL4NTAH8NF7Ed8fugw2+ygmTDCXdewP4U2cO7wuqTeYM0p9UwyD3/XrJcEybexHH33EP//5T4YPH87IkSMB+N3vfsf999/PrFmzWLZsGX369OHFF18EYMaMGaxdu5bk5GSioqJYvtxsrI+Pj+fBBx9k7NixADz00EOeBu1gp0AhItLOWCwWwm0hhNtCiIsOTEiBqkpKVaXE69FdYfEKMSVeQ75KXducLC6npMLO2QoHJeUOzlY27tvPyNCQ6iEjzDuwVAWTKFdYiQy1EhlmzlhmvtZGZJjV8zwyLISoUBsRYVbCQqwaQ92e1Vmh6AOYDdnQ2EBhwbwfxWTgMaruAVHDoOmw+a9gH2JeuSUEsH/CbcAUiOoMu170upFeDYYBe/5jbhsZGzRDni6++GIMw/cXIhs3bqy1zGKx8NRTT/nYGubPn8/8+XVUm4KYAoWIiAREVSUlcPt0Os1Gee+QUVph9wQQs0JiBhf3spIKh2tbu/nacjOoeNY3IagAWC14QkZkmCtwuKZPjnQFFk8Q8bGdO7hEhVV/nTsERYSGEG5TaDlvOV0XztVmeToGmN9GZx8vIjTEQp/4xv4DuAyYBSwG5uIOKNUMvhI+/jOc2AVdMO+iHWghoZByHXz2Tyg7Yw6DqunAh/DyrXDRXTDt4aC5D4WcOwUKERE5b1mtVf0ogeS+OWNphRkuzlY4KKus+r20xvOzleZz9/Zl7te5lhWUVJB3qmq7sxUOSisd1PGlZ50s7tDiI2x4hxZ3KIl0DfWKDLW6+lZsDO4eQ/8uMRr+FWhO1/SonqZsJ3ACz5Cn48X06xLdxOmgfw+8Dvwv8HLt1UnjICIWvt1qzjjbHIECzGFPnz4DX/wXRt1Ue/2Wv5mPu16Eqb80hzy1kWljpXkpUIiISLvjfXPG5uIOLTWDSc1H7wBSVlEVWry3cYeW3FO1X+9LTLiNYYkdGd+vMzeO7023jnXMICT+qzXk6RTgwN2UnX28mGE9OzVx572AnwO/ADYCU6uvDrGZN6BzPAd2C3RvpkCRlAZx/WDXC7UDxamD8NVa6DYMju2GnPdwdlSFQkwKFCIiIs3AO7TENtN7OJ3uSos55OtMWSV7j5xhV+5pduYW8ud3snl60z6+k9qT2y7pR0qTL3ildlN21U3tyiodHC4o5bsjE8/hDf4XeBb4f8BOak3bOugKM1A4bNCp8zm8Tz0sFrNK8d4j8O3n0H141bpP/wFYYNZz8Mxk2Lkax0XB0ZQt506BQkREpI2yWi2eXg33JWZKz05cn2berfdgfgnLPzrAS1mHefWzPC4b3JX7rriAIT0CMJ9xe1OrQlEVKPafKMFpNLYhu6YI4E9AOvAA8Gj11QOmwH7A0szVpnEZsG05vHI7ZGyC0EioKIHtK2HI1dB5gNlrsesFnBd2wWpp+9PGyrlrykA/ERERaQP6dI7mV+kpfPx/U7n3isF8dqiQGX/+gP99cSd5hWdb+/DalloVimOuxwSyjxcBMLDbuQQKgO8Ad2DO+LS6+qqoeEhMgYju5/geDYjuDNf+DU58CW/+wly260UoOw3jf2Q+HzEHKktx2h1YrapQiAKFiIhI0OsUGcqdlyXz/j2TybikP//ddYTJv9/E4rVfcLq0srUPr20was7y5K5QdGPH4ULCbVb6dznXQAFmleJizBvd7ai+Kq4bhLXAfQ0GTIGJPzaHOX25FrYuNYc/9Z5oru81DuL6mYFCQ54EBQoREZF2o1NUKP83Ywjv/uwyvpPak6Uf7GfSY++y9P1vKGvCVLrtinuWJ4v70uk45mVUPFtzChjdO44wWyAuq8IwZ3rqDHwXOOm1rgxzaFQLmPqQGSJeng/H95rVCfeUxhYLjJiD0+7EimZ5EgUKERGRdicxNpI/zBrB2oWXMKp3LL9b+yVT//Aer2zLxeFs5Fy37YXPpuwunClzsvfoGcb1C2TloBvwH+Bb4HtAiWt5CwYKWzh871nz96jOMGxm9fWps3AaFkKMspY5HjmvKVCIiIi0U0N6dGTFreN4/gfj6RwTxv++tJOr/vwBm746Xuedg9stn03ZCWQdKMAwYHz/QA9FSgOWAx8C/wMU0KKBAqDrILhlDdzwbwit8b7x/XAShtUop9E3XJGgo0AhIiLSzl04oAtr7ryIv8wZRWmFg3nLP+W6v37MG7uOYndojDxQR1N2AltyCggNsTCqV1wzvOkczOFPnwGXYIaYFr6nSO8J0Geiz1VOa6Q5y9O3u1r2mOS8o0AhIiIiWK0WvjOiJ2//9FJ+fU0KBSUVLHh+O5c+toml73/DsTPtfGiLuym7WoWiG1tzCkhNiiUyrLlukngtsB44DBwFwpvpfRrPaY0wm7L3rGntQ5FWpkAhIiIiHmE2KzdP7Ms7/3sZS28eQ1JcJL9b+yUTFm/k+r99zPKPcjhcUNr+hkT56KGodHTh89zTjA9o/4QvlwGbMHsrejfze/nPadiwhlhg7xoNe2rndGM7ERERqSXEauHylO5cntKdfceLWfv5UdZ+fpRF/93Lov/uJaFDOGP6xDG6dxwX9OhAvy7R9OwUidVqae1Dbx5OuznDk8WC2ctwhrxTMdidRoAbsusyGjiIOQvU+cFpWLHarFCw37yzdo/U1j4kaSUKFCIiIlKv5IQYFk4dyMKpA9l3vJiPvznJtoOn2H7oFOt2f+vZLtxmpXd8FF07hNM5JpzO0WF0iQnz/N45Jpz46DDiokLpGBHatsKH4fAa7vS5+b953bBaIK1vSwQKOJ+GO4ErUIRYzPOyd40CRTumQCEiIiJ+S06IITkhhlsm9gXgRFE535woJudkCTknSziUX8rJ4nJ2553mZHE5RWW+71NgsZg33IuLCiM2qsZjZCjxMWGkJsYypEcHbCHnwQhtp8NruNNWANbu7s2wxE7EhLfPyymnYTWbsvtdYvZRTHmw6l4V0q60z38BIiIiEhBdO4TTtUM4E/p39rm+rNJBQUkF+cUVnCwu51RpBadKKyksraCwtJJTrsdjZ8r46tsiTpVWUFpRdZO9mHAbaX3juGhAF64Z1ZOEDi08y5Gb4fSqUGzBMLqz8YtwbpnQUtWJ84/TGYLV6oSh34XXfwLHdps3w5N2R4FCREREmk1EaAg9YyPpGRvp92vK7Q5OFJWz/VAhW/bnsyWngN+u/YJH1n/J1CEJzB7bm0mDuhLSkkOmqlUotlBYOpIKu8H4OoJUe+AwQsxZnoZ8B974X7NKoUDRLilQNBd7BVQUQ3kRVJSY/ycUEmbeeTI0EsI7gfU8KOGKiIicZ8JtISTFRZEUF0X6iJ4A7DtezEtZh3l5Wy4b9hwjPjqM/xmSwOVDu3PxwC5EhDbXtK0uhjtQnAK+5sujVwEwtm9z3H+ibTCHPDkhugv0vdjso5jyCw17aocUKALhbCF88w4c3Wne3OXoLig92cCLLBAZC5HxEBUPkXFVv3foDh16Qsce0KEHdOxphhAREZF2Kjkhhv+bMYT/vXww73x5nHW7j7Lu8295MSuXyNAQRvTqxKjecYzqFUtqUizdOoZjCeSFrdPuGvL0KQCbvu7PBd07EBt1/sy61NKczhCzhwIg5bvw+t1wbA90H9aqxyUtr/0FCsMITHK2l0P2m7DrRfh6PTgqwBoKCRfAoCsgvi+EdYDwGAiNMsdeOirM11WWmiHkbAGUFsDZU1B8DE58aT6vKK79fpFxZsjolAidklw/vap+79ATQtrfH6eIiLQvYTYrVwzrzhXDulNhd7J5fz7vfHmczw6d4pn392N3mvdD6BQZyqBuMQzq1sHrJ4bOMU2cKckz5GkLhmHhP5/14Mph7bd/ArwqFAAXuIc9vapA0Q61ryvQUwdg1Y1w9ePmreSbIv8byHoWdvzbDALRCZB2Gwy7DnqMBFsAvqkoOwNFR+HMEddjHpxxPT+TB7lZZhjxZrG6AkdSjR936EiEiFiVIUVEJGiE2axMGtSVSYO6AmYD+J4jp/k89zRfHy8m+1gR/915hDNeM011jg6jT+co+nSOpnd8FL3jo+jTOYrenaPoGlNPVcM1bey3p9+npDyJCkcHZo3t1RIf87zlNKyEWF0Vipiu5heqm/8KI+ZAl4Gte3DSoixGK93qMjo6mpKSkpZ9028/hxe+D4WHYfL/wcU/9WqwqoejEr5aB1nLYP8msNrggqth1M3Q/7LWqQxUlMDpPDh9GE7nev24np/JMysi3kLCILqrOdYxumv13yNiIaIjRHQy+zsiOkJ4R/PRFqEgIiIibZJhGBwvKuerb4v4+lgR2ceKOVhgTm979ExZtRs8R4VVNZD37BRBj06R9IyNoGdsJMM/vR/H/vdw3HWCXbkXcUH3lxvVaB6MXt81m6kX/JfIMNf13Jkj8NcLIbY33PaW2Td6nmiV6852pH0FCjC//X/9J7D7Feh3KVy31OxZ8OV0HmxfCdufMysFHZNgzDwYfXPdrzlfOJ1QcqJ6yCg5ASUnXY9eP/ay+vdlCTF7OGwRXo8RYIus/WgLMwOX1Wa+zhpS9dzzu+vRYgVcQcViMX/3+ejH+jrX1djG85l8BKR6t2ulZbZwCIuGsBjXo+v3kNDaxy8iIo1SbneQe+osh/JLOVRQysH8Uo4UnuXI6bMcKSzjZHG5Z9vHQ59mfNxuEn96CIfzSUKsC1rxyM8Pr+34PtNTXiY81Os64ss3YPWNMPHHMP23rXdwNShQNK/2NeQJzG/cv7cM+k+GtffA40PNsX5J4yApDcpOw5HPzJ8TX5mvSZ4KVz0OAy9vO30KVit06Gb+JI2pezvDMHs2zhZC+RkzcHkeT5uPFSVm6KgshcoysJ+t/lh22nysPGtWRQyH2bzmrPFoOOo+DmmckDAfQcNH8PC1LjTKfH21oOcd/FzLLDXDoGuZ4Wz4x+lw/W74WO/w+t213mk3fxyVXo+V4HAtd1Y2bp3T7lpfc53X+9T8+9ihO/Qab/70GHFefbMmIs0j3BbCgK4xDOga43N9ud3Bt6fLOFJYRuI7/6JrD3N5iHViCx7l+ctpWM37UHi74CpzKPgnT8KAKeY1lAS99leh8HYyG3auhtytkLe9qhk6OgESR0PiGBh+PcT3a93jDBaG4brQdLgu6Nz/J2SY6zyP1Hje0KOvfXivo/rvGOfhMnxvZy8zA11FseuxxMfzetZVtoNvYywhZsXGGmoGfmuoGYLcv1dbZ6v63RJSVQkyDDiVY/ZZAYSEm1MgDr7S/OmU1GofT0TOEy/OhUEbYORp4AygSvGr2+dxzch/EWKtcTf0yrOw9DJzoplb1kC3lNY4vGrOi+vOINZGvm5vJl0GwtQHzd+dDrMiERlrTtWqnoHAs1hcFR6bvv1tKU6nWUnyDhrlxa5v8R1eVSR7VRWp2rKaVSanOVTN+8dqrb3MYnVdsFvNP/darwnxem7xCgW26sHAs8xWOzS41wXy32rRMfMLhoMfm7O3rf2Z+dNzlNkzNfx6s8opIm3H2VNVQ3NrOnPUvF9U10G11x3+FL78L6TOhm5Dzf9/TCgBRqMwYXIaIVVN2d5CI2Hms/DslWZPxeCr4JL/rX/EhLRp7btCISJSF8Mwq5hfrYXPX4Jju83hYsOug5RrzaFR4R1a+yilrbCXm8E8LKr2uuLjkL/PvMOw998pw4DjX8ChTyCuT+2/c5VnzenGI2J9V9JLXVOTdx5QO3hXlsGJLyBhaO0veJwOs2rf0TVVuTfDgCPboaIU+lxU+wat334Oh7ead06OSai+7vgX5gyJvcabE5t4H1PBfvjgD+aF/yU/Nd/brehbeOfX5v0NJv4YUq6ret/SAnjnN7DjefM9pz5oNgSDGRTee8ScdSi6K0x5EEbMNr/QqDwLHz0BH/7RrASnXAf/8yvzPFeUwMZfw5a/YVaMLTDyRij4Gm55F2x3AY/XPt/t0Iuf/oBZY/8BOAAfN+stLYCtS80/g7JCs3f1+hXmPbdaWEPXnevXr+euu+7C4XBw++23c//997fg0bV9ChQiIg0xDPMCa/sK+PwVcyiZJcTstehzoTlOuM9Fvr8BDQbui09LiHmxFhnrWn7WvMg78pnZhxXbC2L7mNs4K80L5eJj5oVd52Tz4jXcNVbdYTeHmOXvMy88E4ZWP3+lBeaNQg2nOSW39wVIRQkc2WFOltFtmFltds/YV1kGR3eYF7Zxfc2hq+7XVpaZF8OHNpvfoCaNhe6p5mQSFaVweAsc+BBK882eul7jzeMuLzKrVjnvm8EyYSj0dvXbhISZs/998y4c/BCiupjTkvcab17kH/wY9r0NOR+YPWY9UqHXBHNY7YkvIfst83OCWbHrPhx6X2j+Hdu30Zyxz81iNY83vh8c/xJOfl3VCxQ/AJL/B3qNM/9M3DdbxTDPwwVXm8P3io/DF/8176NUUWzO6jfkavOCOrqLGZ53v2KeWyzmTIYjb3TdBfk1c5KS43vM94zrB2m3wogbIfdT2Pw0HPjAXBcSBqk3mAHAaYf3H4W9mVWfpftwuPR+8zy9/5g5i2JImDkc1hoC438EE+6Ez/4JHzxunru4Pubfl56jYdoiM/C/82uz12/QFfDNRvPf6sQ7ofNA2Piw+fdvxGzzXOVtM9935Pdh81NQeMj8ciB+AHzylPl3bfTN5rkpPARjfwAX/j/zgnjrUkg4Cz8sAVYBs5vyLynorN76Q2aPWwqUA/VMm19eBNtWmP9Wbnq5VUaB1Hfd6XA4GDRoEG+99RZJSUmMHTuWVatWMXTo0BY+yrZLgUJEpDHKi80Lz4Mfmz95WebFTmgU9JtkXuw47eAoNy+OortC18HQZXDVt5+l+eYFM5gX3zEJVf+Bddih+FtzmEZMd/Miz7Ou0rwIL8gxh1516mU2k1tDoPiEedF//Atzu9je5gV+hx5w6iAc+9y8yC46Zn77615/9hQc3WVefJ7MNi++O/Uy11tt5vITX5ifyS2ik3nhfOpA4ydbiOtnnqv87OpTW1tt0PUCs1/l+F7zgs5bbG8zPBQeMtd7erAwJxzoMdI850d2mGHGW/wA8zwe+czHdNrhEN/fvFB1VpqhKSzanJzC/VnLi83PGRJu/lmezDaHEnqLiDUvukvzzfDpqJodyHOxH97B/LuTm2W+3hJiXlAnTzVDytEd5t+p3CxzSF//y8zX9bvE/DN0/507fdjcvvtwc2x68XFXaHnf3K/VZk40MmCy+ef59QbzQs792aO7mo2zvSaYr/ny9arPa7VB8jTzQrvgG9i5qvqfRc9RMHquec6znoVDH1et65gE4zPMfwfbnzOrBu5ZBMM7wvgfwrgfmhf+7z1iViXcs/2NvgUuu9/c/t3fmTeNdfeTXXA1THvYDEa7XjArEu6g1fcSuPIR8zyczjUrC7tWu451NMz4vTnMxuk0b7j29iI4fQi6DoEZj5rHCuasju/8xvy8nQdA+l/MLwvcCg/DobmQ+i6wH1BvJcDzW+7gxvF/A0qB83sK3fquOz/55BN+9atfsWHDBgAWL14MwP/93/+12PG1de0sUOwA7mjh9xSRoOZ0umZGO23+2F0Xku5pi70vfOtisZrfzhrO2he8Fot5IYtRte+a6y1Wc5hKQ6whrm+BK6pvb3VdRNsiwbCDvcL1Xk7z4j802jVUx2JeKNtdYSk0wrUu2rwQdbhe5yh39cq4el0s1qqZ4ipKzc8ZGlk1DbWj0vxGvqLUFc4izfcNizaPzz3JgP2sa4Yz14xlIWGufbrWWyzmuvAO5uvt5a7eoWIzELnXhcWYx+DuLao8a75neEezgmIJMd+r3NV3FGIz14XFmENtDMN83/Jicz/hHc3z493kX1Fivn94TO0hRYZhvqct3Pe9kNz/WW7st7junilbRO39Oh3mN/lWm+szWqq/rvy0uU1EbPXZDA3Mb5crisx1NYdsVZ41w3FoJETGVd+vww4lx83fYxLM9/b+jKX55p95TELt6l5FKZSerLpHUs3PWXrS/PsVGVdtxm3Pax0Vrpu5+jhHlaXm3x9f59de7prYwcfwHQ4CduAYtXfcPv3zk//HzROfBMYCftzXCyvwUfMeVB3qu+58+eWXWb9+Pf/4xz8A+Oc//8mWLVt48sknW/IQ2zS/mrIbGldWXl7OLbfcwrZt2+jcuTMvvPACffv2bY7jPUchgBoqRSSArJhDgNxfzhmuMdfu6w2Hveqi115WdVFvDcUMCa4pl93rwiPMC82QUNeFfVnVt+FRUa4L/CjzAtleZv44KqtPEWyxuqZ2LjMvkEIjzIthW0T143K/py0yMNdHVuruVQ2l6V9g1jeSLAyIrmOdrYHX2rqAj5YGAEI7Qmg33+ssQFinukd4WDCHEtU194T79XVp6p+FFQiLrXtdVFzd69zD2HwdS0THus9jaEfoVMd5CgE61jFW3gJEd6r7zy6sI4TVcb8nKxBTx/G6X1sXKxBez2vrvSoaDlyFwkSVXbnj2H5wIqP7+NtP5iuotQy73U5aWprneUZGBhkZGa12PMGmwUDhcDhYsGBBtXFl6enp1caVLVu2jLi4OPbt28fq1au57777eOGFF5r1wJtmOLChtQ9CRIJZzWuNENdPS7dXNPRlYYgf24iI1ONQQTKPrP8DL/zw/L8vh81mIysry+e6xMREDh8+7Hmem5tLYmKiz23Ftwaj4tatW0lOTqZ///6EhYUxe/ZsMjMzq22TmZnJ3LlzAZg5cyYbN26klUZSiYiIiIj4bezYsWRnZ5OTk0NFRQWrV68mPT29tQ+rTWkwUOTl5dGrVy/P86SkJPLy8urcxmaz0alTJ/Lz82vta+nSpaSlpZGWlobdbq+1XkRERESkJdlsNp588kmmT5/OkCFDmDVrFikprX8zvrakRW9s5z1eLTq6roGTIiIiIiItZ8aMGcyYMaO1D6PNarBC4c+4Mu9t7HY7p0+fpnPnzgE+VBEREREROd80GCj8GVeWnp7OypUrAXPqrSlTpmBphZuWiIiIiIhIy2pwyJP3uDKHw8H8+fNJSUnhoYceIi0tjfT0dG677TZuvvlmkpOTiY+PZ/Xq1S1x7CIiIiIi0sra2Y3tRERERCQQbvj7JwBtYtpYXXc2r9a7w4iIiIiIiLR5ChQiIiIiItJkChQiIiIiItJkChQiIiIiItJkChQiIiIiItJkChQiIiIiItJkrTZtrNVqJTIysjXeGrvdjs3W4C04pAl0bpuPzm3z0vltPjq3zUvnt/no3Davljy/Z8+exel0tsh7tUetFihaU1paGllZWa19GEFJ57b56Nw2L53f5qNz27x0fpuPzm3z0vkNHhryJCIiIiIiTaZAISIiIiIiTdYuA0VGRkZrH0LQ0rltPjq3zUvnt/no3DYvnd/mo3PbvHR+g0e77KEQEREREZHAaJcVChERERERCYxWDxSHDx9m8uTJDB06lJSUFJ544gkACgoKmDZtGgMHDmTatGmcOnUKgH//+9+kpqYyfPhwLrzwQnbu3OnZ1/r16xk8eDDJycksWbKkzvdcuXIlAwcOZODAgaxcudKzvKKigoyMDAYNGsQFF1zAK6+8Uuu1paWlXHXVVVxwwQWkpKRw//33e9atWLGCrl27MnLkSEaOHMk//vGPcz4/5yqYzi/Aiy++6PksN9544zmdm3MVTOf27rvv9vy9HTRoELGxsed6es5ZMJ3fQ4cOMXnyZEaNGkVqaipr16495/NzLoLp3B48eJCpU6eSmprKZZddRm5u7jmfn3PV1s4vwBVXXMGIESNISUnhRz/6EQ6Ho95jbi3ny7ktKiry/H/myJEj6dKlCz/5yU98vn7btm0MHz6c5ORkFi5ciHtgyEsvvURKSgpWq/W8mekomM7vPffcwwUXXEBqairXXnsthYWFAThDUiejlR05csTYtm2bYRiGcebMGWPgwIHGnj17jHvuucdYvHixYRiGsXjxYuPee+81DMMwPvroI6OgoMAwDMNYu3atMW7cOMMwDMNutxv9+/c3vvnmG6O8vNxITU019uzZU+v98vPzjX79+hn5+flGQUGB0a9fP8/+HnroIeOBBx4wDMMwHA6HceLEiVqvLykpMd555x3DMAyjvLzcuPjii421a9cahmEYy5cvNxYsWBCwcxMIwXR+v/76a2PkyJGe/R07diwwJ6mJguncevvzn/9s3Hrrred0bgIhmM7vD37wA+Ppp582DMMw9uzZY/Tp0ycg56ipgunczpw501ixYoVhGIaxceNG4/vf/35gTtI5aGvn1zAM4/Tp04ZhGIbT6TSuu+46Y9WqVYZhGHUec2s5n86tt9GjRxvvvfeez2MeO3as8cknnxhOp9O44oorPH939+7da3z55ZfGpZdeanz66afneGYCI5jO74YNG4zKykrDMAzj3nvvbfW/u8Gu1QNFTenp6cabb75pDBo0yDhy5IhhGOZf8EGDBtXatqCgwOjZs6dhGIbx8ccfG5dffrln3e9+9zvjd7/7Xa3XPP/880ZGRobneUZGhvH8888bhmEYSUlJRnFxcaOOd+HChcbSpUsNwzg/A0VNbfn83nPPPcYzzzzTqNe3pLZ8br1NnDjRePPNNxu1r5bQls9vRkaGsWTJEs/xTJw4sVH7am5t+dwOHTrUOHTokGEY5sVwhw4dGrWvltCWzm9FRYVx9dVXG6tXrzYMw/DrmFtTa55bt6+++spISkoynE5nrdcfOXLEGDx4cJ37MwzjvAoUNQXD+TUMw3j11VeNG2+8saGPK+eg1Yc8eTtw4ACfffYZ48eP59ixY/To0QOA7t27c+zYsVrbL1u2jCuvvBKAvLw8evXq5VmXlJREXl5erdfUtZ27FPbggw8yevRorr/+ep/v6a2wsJD//ve/TJ061bPslVdeITU1lZkzZ3L48GH/P3wLaOvn9+uvv+brr7/moosuYsKECaxfv75xJ6AZtfVz63bw4EFycnKYMmWKfx+8hbT18/urX/2Kf/3rXyQlJTFjxgz+8pe/NO4ENKO2fm5HjBjBq6++CsB//vMfioqKyM/Pb8QZaF5t6fxOnz6dhIQEOnTowMyZMwH8OubW0prn1tvq1au54YYbsFgsPl+flJTU4Pucj4Lp/D777LOeY5Pmcd4EiuLiYr73ve/xpz/9iY4dO1ZbZ7FYav1Fevfdd1m2bBmPPPJIQN7fbreTm5vLhRdeyPbt25k4cSI/+9nP6t1+zpw5LFy4kP79+wPwne98hwMHDrBr1y6mTZvG3LlzA3JsgRAM59dut5Odnc2mTZtYtWoVP/jBD86LMZHBcG7dVq9ezcyZMwkJCQnIsQVCMJzfVatWMW/ePHJzc1m7di0333wzTqczIMd3LoLh3P7+97/nvffeY9SoUbz33nskJiaeN39/29r53bBhA0ePHqW8vJx33nmn1npfx9xaWvvcelu9ejVz5swJ+H5bUzCd39/+9rfYbDZuuummAB6V1HReBIrKykq+973vcdNNN3HdddcB0K1bN44ePQrA0aNHSUhI8Gy/a9cubr/9djIzM+ncuTMAiYmJ1SoCubm5JCYmsmXLFk9Tz2uvvVbndp07dyYqKsrz/tdffz3bt2/H4XB4Xv/QQw95XpeRkcHAgQOrNQl17tyZ8PBwAG6//Xa2bdsW4DPVNMFyfpOSkkhPTyc0NJR+/foxaNAgsrOzA3/CGiFYzq3b+fYfxmA5v8uWLWPWrFkATJw4kbKyMk6ePBngs9U4wXJue/bsyauvvspnn33Gb3/7W4DzYlKBtnh+ASIiIrjmmmvIzMxs8Jhby/lwbt127tyJ3W5nzJgxALXObWJiYrWJAmq+/nwUTOd3xYoVvP766/z73/8+b8Jw0GrtMVdOp9O4+eabjbvuuqva8p/97GfVGoDuuecewzAM4+DBg8aAAQOMjz76qNr2lZWVRr9+/Yz9+/d7GoB2795d6/3y8/ONvn37GgUFBUZBQYHRt29fIz8/3zAMw7jhhhuMjRs3GoZh9kPMnDnT5zE/8MADxnXXXWc4HI5qy93jCw3DHK83fvz4RpyJ5hFM53fdunXGLbfcYhiGYZw4ccJISkoyTp482cgzEjjBdG4NwzC++OILo0+fPj7HqbaGYDq/V1xxhbF8+XLDMMxGzB49erTqeQ6mc3vixAnPsp///OfGgw8+2MizEXht7fwWFRV5/vtVWVlpzJo1y/jLX/5S7zG3lvPp3BqGYdx3333GQw89VO8x12wafuONN6qtP596KILp/K5bt84YMmSIcfz48UafB2m8Vg8UH3zwgQEYw4cPN0aMGGGMGDHCeOONN4yTJ08aU6ZMMZKTk42pU6d6/oLddtttRmxsrGfbMWPGePb1xhtvGAMHDjT69+9v/OY3v6nzPZctW2YMGDDAGDBggPHss896lh84cMC45JJLjOHDhxtTpkwxDh48WOu1hw8fNgDjggsu8ByDu1H4/vvvN4YOHWqkpqYal112mfHFF18E6jQ1WTCdX6fTadx9993GkCFDjGHDhnlmIWktwXRuDcMwfvnLXxr33XdfIE5NQATT+d2zZ49x4YUXGqmpqcaIESOMDRs2BOo0NUkwnduXXnrJSE5ONgYOHGjcdtttRllZWaBOU5O1tfP77bffGmlpacbw4cONlJQU48c//rFndpy6jrm1nE/n1jAMo1+/fg3+t/7TTz81UlJSjP79+xsLFizwfJnw6quvGomJiUZYWJiRkJBQrYm5tQTT+R0wYICRlJTkObYf/vCHTT0t4gfdKVtERERERJrsvOihEBERERGRtkmBQkREREREmkyBQkREREREmkyBQkREREREmkyBQkREREREmkyBQkREREREmkyBQkREREREmkyBQkREREREmuz/A+eG1titkVoqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 722 722 57495.23851730919\n",
      "48 722 723 56171.78905134172\n",
      "48 722 724 53801.96050913347\n",
      "48 722 725 50808.02363446451\n",
      "48 722 726 48674.92141573739\n",
      "48 722 727 47503.79451824755\n",
      "48 722 728 46909.91998264135\n",
      "48 722 729 46591.36930489876\n",
      "48 722 730 46404.6588269857\n",
      "48 722 731 46293.55374302034\n",
      "48 722 732 43775.47934109413\n",
      "48 722 733 41109.844529610935\n",
      "48 722 734 39194.83747601456\n",
      "48 722 735 38166.0494296229\n",
      "48 722 736 37568.939617471304\n",
      "48 722 737 37213.466937486744\n",
      "48 722 738 37002.88090459057\n",
      "48 722 739 34962.64104100062\n",
      "48 722 740 32319.389543830766\n",
      "48 722 741 33795.59088881715\n",
      "48 722 742 37520.26251124306\n",
      "48 722 743 41151.11521731218\n",
      "0 722 740 37325.99005606569\n",
      "1 722 740 37428.522750984484\n",
      "2 722 740 37520.64727129838\n",
      "3 722 740 37633.899634161375\n",
      "4 722 740 37595.58179496451\n",
      "5 722 740 37389.82214374446\n",
      "6 722 740 36998.430316748614\n",
      "8 722 740 35788.24931415463\n",
      "12 722 740 33395.800531549176\n",
      "24 722 740 31320.07839423094\n",
      "48 722 740 32319.454020653135\n",
      "72 722 740 34061.708663154306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmphiyxqorn -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpfsm7sjvo -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:right_cross: 929\n",
      "INFO:root:idx_max: 923\n",
      "INFO:root:range_arr.shape: (53, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpio_t9leb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpo1fz6ybq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpo5vdsh0g -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpd3bxjrq8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8cbe3kzy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmph_uzwon_ -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2cmjhif2 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpfvjyp944 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3o9cjqla -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpirc6l56t -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpgc61yrnb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpmybr46k0 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf18vlf9o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy4tudyi5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpchbcsr47 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxcoasuhe -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpi1l0bdm3 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpy9l9i_xu -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmphmxsy27c -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpsu6qwaw7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4n833ijf -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpg45u0ejr -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmps3iakonl -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqkz13mhi -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5hip_0s0 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa0v0ik4m\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_spgd8fa -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpu9624sa8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr2ir3swy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpdh9pg7hg -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyorbezpl -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmppqmnxm50 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn1zqqfsw -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpgg9c08wf -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp221x4dgb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp31k4u898 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpsgx1v20m -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpzznu0tt6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpjlrk8663\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvlk63iwk -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp1bcbheyk -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmppg2o8mzk -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpu94_c0fe -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpb8j29mq_ -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3sup60v_ -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpm4t6tfbx -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp7jzzakqm -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpi4dqtm70 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvvf8coef -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpg35s7iwh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyqyj_8ep -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 2 task: 2 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpk6wf7zt0 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 5min 26s\n",
      "Result(id=1740952591424, decided_length=934, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxj70yi0o, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d), df->(shape((192, 28)), range(2020-07-01 00:00:00 -- 2020-07-08 23:00:00), df_projected->(shape((216, 28)), range(2020-07-01 00:00:00 -- 2020-07-09 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 923 923 45622.428470443614\n",
      "48 923 924 43125.264765863976\n",
      "48 922 924 40330.11645732734\n",
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      "12 910 933 30530.171439316116\n",
      "24 910 933 33708.943269316114\n",
      "48 910 933 35131.46401111612\n",
      "72 910 933 36397.15823533612\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmppt0d64iv -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpi6rc_bcq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:right_cross: 1013\n",
      "INFO:root:idx_max: 1006\n",
      "INFO:root:range_arr.shape: (14, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxklwf0ll -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpk0_yunz1 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5jkgf9ff -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8bz1tzvs -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv7okqxof -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpb_w029gl -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpz_ozerg6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp99z2umgt -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvwm_831m -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpv78l373s -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplflz4i_2 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpijl7rruy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpr7s470ra\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 1 task: 1 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpod2dcu6b -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpo13djpp4 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpod2dcu6b\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwl4haebh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpod2dcu6b\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5w76zq1n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp__9rth5n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn4sl1uhw -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmppk5wwdhi -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmprzktose2 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpacy8417u -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyjowy_st -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa9uxzvx9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmps4bp61yb -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxapbkw7n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpb10g7wqy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpeufqw3z5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3b7j0kp9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 2min 41s\n",
      "Result(id=1741146966816, decided_length=1018, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqgg78r6d, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c), df->(shape((96, 28)), range(2020-07-09 00:00:00 -- 2020-07-12 23:00:00), df_projected->(shape((120, 28)), range(2020-07-09 00:00:00 -- 2020-07-13 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpf6_njwwk -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 1006 1006 40867.29265447691\n",
      "48 1006 1007 37485.75532237896\n",
      "48 1006 1008 34441.5613882749\n",
      "48 1006 1009 32178.82557789062\n",
      "48 1005 1009 29261.021397844655\n",
      "48 1005 1010 27456.5191450723\n",
      "48 1005 1011 26032.91560226851\n",
      "48 1005 1012 24984.512120462598\n",
      "48 1005 1013 24280.722706123866\n",
      "48 1005 1014 23823.93534881457\n",
      "48 1005 1015 23514.848616430478\n",
      "48 1005 1016 23287.250103480357\n",
      "48 1005 1017 23171.02351615518\n",
      "48 1005 1018 23421.325490277726\n",
      "0 1005 1017 25251.476566946865\n",
      "1 1005 1017 25481.541971627135\n",
      "2 1005 1017 25650.243599068774\n",
      "3 1005 1017 25721.4283058072\n",
      "4 1005 1017 25675.2146205519\n",
      "5 1005 1017 25526.814162708753\n",
      "6 1005 1017 25290.025348225416\n",
      "8 1005 1017 24665.840242904458\n",
      "12 1005 1017 23293.522922976805\n",
      "24 1005 1017 22153.108708235133\n",
      "48 1005 1017 23173.790186805738\n",
      "72 1005 1017 24782.643938983427\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpk65_22kd -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:right_cross: 1140\n",
      "INFO:root:idx_max: 1135\n",
      "INFO:root:range_arr.shape: (12, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyu7lc0w8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpbeyvduei -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp8qtbtqwg -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpa65sw0hi -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpu6o0prwq -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpdu_juj5h -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmprf0tuu5b -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmppbklyv2c -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpph13ezcw -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpx4rrxohd -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpb_msgbo5 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn9683pon -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpabuwj23u\n",
      "d:\\agent2\\iwind-lr-tools\\iwind_lr_tools\\fault_tolerant_pool.py:69: UserWarning: worker 4 task: 4 (quota:2/3) fail due to: substring not found\n",
      "  warn(f\"worker {thread_idx} task: {idx} (quota:{quota-used_quota-1}/{quota}) fail due to: {e}\")\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpsbyxlw0y -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp6qmxvu1d -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3s52pqcx -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp5fxgyp8o -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpuv36n3gs -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4lkqem0_ -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmptm_fgr_q -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_ftdckac -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2o4yrf52 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpgu_3ie3p -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp_g7qjzyn -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp22lbq_2t -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpbby41bt6 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 2min 29s\n",
      "Result(id=1740937744288, decided_length=1146, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmplculs46c, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7), df->(shape((120, 28)), range(2020-07-13 00:00:00 -- 2020-07-17 23:00:00), df_projected->(shape((144, 28)), range(2020-07-13 00:00:00 -- 2020-07-18 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48 1135 1135 43511.83574951433\n",
      "48 1135 1136 42842.74403620894\n",
      "48 1135 1137 42430.503645983765\n",
      "48 1135 1138 42100.703358676255\n",
      "48 1135 1139 41917.79913512261\n",
      "48 1135 1140 41812.91983461136\n",
      "48 1135 1141 41744.18747265393\n",
      "48 1135 1142 41698.06292715005\n",
      "48 1135 1143 41665.49665551312\n",
      "48 1135 1144 41641.090981682326\n",
      "48 1134 1144 41621.14039127393\n",
      "48 1134 1145 41601.86178546041\n",
      "0 1134 1145 32494.42316355106\n",
      "1 1134 1145 32435.56415591864\n",
      "2 1134 1145 32431.305012054996\n",
      "3 1134 1145 32730.723420060414\n",
      "4 1134 1145 33172.68831006041\n",
      "5 1134 1145 33648.85842006041\n",
      "6 1134 1145 34154.85030006041\n",
      "8 1134 1145 35223.14121006041\n",
      "12 1134 1145 37349.42334006041\n",
      "24 1134 1145 40283.53480506041\n",
      "48 1134 1145 41653.028940060416\n",
      "72 1134 1145 42857.34025340401\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpxsdowep4 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpqanweluh -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:right_cross: 1160\n",
      "INFO:root:idx_max: 1151\n",
      "INFO:root:range_arr.shape: (17, 2)\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpvhpsy1je -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyfsz21ms -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpn41lgc2q -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3k1aup4a -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpdwpru161 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpwd0kxbxy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmph_7zhle4 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpauicd0iu -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpuc2pmw0e -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmphhzcvo8n -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp3qbrw93b -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpakh1c5ui -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp7bvmrahy -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp885xl7wk -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpi22m3kdw -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpji1z3n6j -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpg7vqvnmd -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmppd3iuqiu -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp873h7ho8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpt5521ltl -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpzwkoyai8 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp4ryqr_ys -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp79_lxvi9 -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp2ndil0wo -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpalq0pm_r -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n",
      "INFO:root:Base Env symbol link C:\\Users\\yyz\\AppData\\Local\\Temp\\tmp47kpl5_w -> C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 1min 37s\n",
      "Result(id=1740945057104, decided_length=1161, decided_ddf->shape(2928, 4), runner_completed->Ruuner(src_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpyrqrptl7, dst_root=C:\\Users\\yyz\\AppData\\Local\\Temp\\tmpalq0pm_r), df->(shape((24, 28)), range(2020-07-18 00:00:00 -- 2020-07-18 23:00:00), df_projected->(shape((48, 28)), range(2020-07-18 00:00:00 -- 2020-07-19 23:00:00), extra_key_list-> ['min_load', 'label', 'record_list', 'right_cross', 'idx_max'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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