{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f02ba3e",
   "metadata": {},
   "source": [
    "(plotmon-tutorial)=\n",
    "# Tutorial 5. Plot monitor\n",
    "\n",
    "```{seealso}\n",
    "The complete source code of this tutorial can be found in\n",
    "\n",
    "{nb-download}`Tutorial 5. Plot monitor.ipynb`\n",
    "```\n",
    "\n",
    "In this tutorial we dive into the capabilities of the plot monitor.\n",
    "We will create a fictional device and showcase how the plot monitor can be used. Enjoy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6484ae50",
   "metadata": {
    "mystnb": {
     "code_prompt_show": "Imports and auxiliary utilities"
    },
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_751/3143930974.py:5: DeprecationWarning: This package has reached its end of life. It is no longer maintained and will not receive any further updates or support. For further developments, please refer to the new Quantify repository: https://gitlab.com/quantify-os/quantify.All existing functionalities can be accessed via the new Quantify repository.\n",
      "  from quantify_core.data.handling import (\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "from qcodes import Instrument, ManualParameter\n",
    "\n",
    "from quantify_core.data.handling import (\n",
    "    get_tuids_containing,\n",
    "    set_datadir,\n",
    "    default_datadir,\n",
    ")\n",
    "from quantify_core.measurement import MeasurementControl\n",
    "from quantify_core.visualization.pyqt_plotmon import PlotMonitor_pyqt\n",
    "\n",
    "rng = np.random.default_rng(seed=555555)  # random number generator\n",
    "\n",
    "# Display any variable or statement on its own line\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc61ac08",
   "metadata": {},
   "source": [
    "Before instantiating any instruments or starting a measurement we change the\n",
    "directory in which the experiments are saved using the\n",
    "{meth}`~quantify_core.data.handling.set_datadir`\n",
    "\\[{meth}`~quantify_core.data.handling.get_datadir`\\] functions.\n",
    "\n",
    "----------------------------------------------------------------------------------------\n",
    "\n",
    "⚠️ **Warning!**\n",
    "\n",
    "We recommend always setting the directory at the start of the python kernel and stick\n",
    "to a single common data directory for all notebooks/experiments within your\n",
    "measurement setup/PC.\n",
    "\n",
    "The cell below sets a default data directory (`~/quantify-data` on Linux/macOS or\n",
    "`$env:USERPROFILE\\\\quantify-data` on Windows) for tutorial purposes. Change it to your\n",
    "desired data directory. The utilities to find/search/extract data only work if\n",
    "all the experiment containers are located within the same directory.\n",
    "\n",
    "----------------------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4917d7c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data will be saved in:\n",
      "/root/quantify-data\n"
     ]
    }
   ],
   "source": [
    "set_datadir(default_datadir())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a3f17ca",
   "metadata": {},
   "source": [
    "## QCoDeS drivers for our instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "349ab1d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Device(Instrument):\n",
    "    \"\"\"A dummy instrument.\"\"\"\n",
    "\n",
    "    def __init__(self, name: str):\n",
    "        super().__init__(name=name)\n",
    "\n",
    "        self.add_parameter(name=\"amp_0\", unit=\"A\", parameter_class=ManualParameter)\n",
    "        self.add_parameter(name=\"amp_1\", unit=\"A\", parameter_class=ManualParameter)\n",
    "        self.add_parameter(name=\"offset\", unit=\"A\", parameter_class=ManualParameter)\n",
    "\n",
    "        self.add_parameter(\n",
    "            name=\"adc\", label=\"ADC input\", unit=\"V\", get_cmd=self._get_dac_value\n",
    "        )\n",
    "\n",
    "    def _get_dac_value(self):\n",
    "        s1 = np.exp(-3 * self.amp_0()) * np.sin(self.amp_0() * 2 * np.pi * 3)\n",
    "        s2 = np.cos(self.amp_1() * 2 * np.pi * 2)\n",
    "        return s1 + s2 + rng.uniform(0, 0.2) + self.offset()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e3db7c",
   "metadata": {},
   "source": [
    "## Instantiate the instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07c2c898",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [],
   "source": [
    "meas_ctrl = MeasurementControl(\"meas_ctrl\")\n",
    "plotmon = PlotMonitor_pyqt(\"PlotMonitor\")\n",
    "meas_ctrl.instr_plotmon(plotmon.name)\n",
    "device = Device(\"Device\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7802d401",
   "metadata": {},
   "source": [
    "## Overview\n",
    "\n",
    "There are 3 parameters in the {class}`.PlotMonitor_pyqt` that control the datasets being displayed.\n",
    "\n",
    "Two main parameters determine the datasets being displayed: *tuids* and *tuids_extra*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cd613555",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()\n",
    "plotmon.tuids_extra()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "826bc696",
   "metadata": {},
   "source": [
    "The interface is the same for both. The parameters accept a list of tuids or an empty list to reset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "07eff7cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Example of loading datasets onto the plot\n",
    "#plotmon.tuids([\"20201124-184709-137-8a5112\", \"20201124-184716-237-918bee\"])\n",
    "#plotmon.tuids_extra([\"20201124-184722-988-0463d4\", \"20201124-184729-618-85970f\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce8f99ee",
   "metadata": {},
   "source": [
    "The difference is that the {class}`.MeasurementControl` uses `tuids` and overrides them when running measurements.\n",
    "\n",
    "```{note}\n",
    "All the datasets must have matching data variables (settables and gettables).\n",
    "```\n",
    "\n",
    "The third relevant parameter is the `tuids_max_num`. It accepts an integer that determines the maximum number of datasets that will be stored in `tuids` when the {class}`.MeasurementControl` is running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "869ddca3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids_max_num()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51aa0293",
   "metadata": {},
   "source": [
    "```{note}\n",
    "This parameter has no effect when setting the `tuids` manually.\n",
    "```\n",
    "\n",
    "## Usage examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "129d0923",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ca4f2515ca6430f94776972f706373f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set initial values to emulate the instrument state\n",
    "device.amp_0(0.0)\n",
    "device.amp_1(0.0)\n",
    "device.offset(0.0)\n",
    "\n",
    "n_pnts = 50\n",
    "\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f15ebbd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "94ddd682",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c9fd507d336b4a75b22cdecd01a78cc8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_pnts = 20\n",
    "\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c667bfb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yfn7e7/cbDIbwLzQmk6mqqgoh1NTUdOnSpQT2sc4IiKlLw7+/cZt9Z21hAi9/tqX82Zby41futv9lx688VvWdg2uNRiPDMBaLZSYgO33HLRbLS9ej5vi2ugEApITBYCguLn6UDSgJgghfhEPTtEwmC4VCnZ2d+/bts9vteDwZ50MplUqxWLziV+rF18Spv4tfi5NRfD7fG2+8UVJSgkPRigKBwPj4eGtr68DAAEJIp9MNDAwsF1N9Ph++qUKhiGVn6CeeeKKrq+vy5culpaWbNm2qqqpyu93h3W7MZrN99NFHhYWFJElyHMcwjDCYp1bfGyOUSqUikYim6TyPqRRF4d9x9Bw5fNri43gWPeG7p9q9pN+FyZe3Vid8kZe3Vr+8tfon50YbvvfxN3fX7NR5J4KKH1+Z9QR5hNCFqasJ7HUDAEiFxSm1cTEYDEJpF4qiAoGAwWDA4eHChQvCaZcvX25ubm5tbY3xmv39/cJTu90evRuqVqu1Wq3L5Yoxpg4NDSmVSrfb7Xa7EUIqlWp0dHT37t2LP9JZlh0bG8OD25WVldeuXRMi33IqKysrKyuDweDg4ODHH3/8ta99Ta1WT01NRZzW09PT2Ni4detWhJDNZltu4D2HxB1T/X5/R0fH/Pw8/qrS3t6+bt26KOdfvnwZb7Aa4eWXX45lACFTfD6fwWAYt/liyVGK7ht7ar+xp/a/nxo8+qFLJOIDzL30B7zXzeu/tqW5Qk9RFN4YTgATrgDkkPr6+gsXLmzatEmj0fT29hYWFuK0na985Sv4BI7jfvKTnxw4cADnHLlcrtu3b+/YsQOnPuGBYoQQ7qjhnlltbe2lS5fu3r2L5zI9Hg+OauGvXVhY0Gg0+INiYmLC4XAIa3iWvGZ4mwcGBjZu3Lhx40bhyPHjx0dGRnDmM8/zHMexLGu3269du8ZxHM6KamxsxBOc7e3t+L5TU1M2my38OhzH2e32oqIiuVxeW1vb2dnJcVxNTc2lS5eE2IzTjHmex50unue7u7uT/WvJgLhjKsMwFEWZTCaCIHp7e1c8/7HHHgufxuB5/sMPPyRJMpsDKs/zwWCQFUkDIa5Qk8jS78V+50DjnIt68/pDO9s4KPqNi3fWH27FE67hWcEw4QpADqmvr7dYLG+88YZcLheLxU899VT08z0eT29v7/bt23Gce/3113FoOXXqFELo4MGDZrNZo9G0t7efOnVKqVQGAoH9+/fjsd/w187Ozl66dIkgCI7jxGLxnj17hHXwS15TaMD8/Lzdbq+vrw9v1Zo1awYGBnBM7erq6urqkkqlJElWV1fv378fD70SBPHcc8+dO3fuZz/7mVqtDoVCJEnu3Lkz/Docx3300UcikUilUnk8nu3bt+PXHjhw4MyZMxcvXsQ/ev7551tbWz/88MOpqSmWZRsaGh7tl5AVEt+THK+FWrGfGmFycvKDDz54/PHHW1pawo9n1Z7kPp9vbm7OJyv47ju3PvjWrmRd9r+833escyzi4Jc3lfxqi0alUlksFplMhkddgsGgTCZrbm5O1q0BAGkQDAaDwSBJktEX3sSFYRifz6dWq/Fi0MVYlvX5fBKJRJiATI9QKITnyJYbBKYoKhQKLW651+sViURCazmOw/WYog8m54p0F5Tq7+8Xi8VZ/n3kfoISFW/Sb3SL97rRKWVf3dWwbt26goICvV4/OjqKN1sNBAImkymJtwYApIFcLtdqtUkMqAghqVSq0+mWC6gIIYlEotVq0xxQEUIEQeh0uiiBUKVSLdlyjUYT3lqxWKzVavMjoKI0x9RgMDg+Pm42m7N8SBN/+Zqw+WoeeTI1HN7rxnC/KpNOSfz4q5twJWGSJNeuXdvQ0OBwOOx2u1arheoQAACQc9IaU4eGhliWjWusOCNwP3VswWeOueBDjHbVF73+6paXtlSpZRJhrxuB2WyWSqV4ujq59wUAAJAGaV2fOjAwoNFolksHP3bsWPjTo0ePpqVRkXCyHEEQEzbqV7bElJIel+YK/Q9e1L/fazEVRwZskiRVKlUgEIBOKgAA5KL0xdT5+fmFhYXNmzcvN9mQqSAaQajWkZSFNMtZY9QMW72tVZEroFtaWubn51N0UwAAACmVvpiKS3UkXPorpcKXh9psNolE4g2GqCBbTC69ceCjazCSQ1bP4piqUqlg93IAAMhRyY+pLMviMpXh5ShZlh0eHq6oqBD2Kcwq4ctD5+fndTrdyOhcpSFVARUh1GDUDFm9i4/LZLIly04BAADIfonEVJxqhFd94L0FEEINDQ241uDt27c7OzsPHToUPm86OjoaDAazNjtJr9fjerwymcxut6tUKlourytJYW53g5E8N7yw5I9w9e28ySwHAIDVI5GY2tnZGQgE8OPBwUFcetBsNkep3zswMCCTycKreGQbk8n0+eefI4RkMlkwGPRL9KaiFA6MN5SSQ7OeJX8EMRUAAHJUImEjejJRS0tLRI0khNChQ4cSuFE64SWhDoeD53mtVmuxsI+ZUjhMXapV+GjGE2BIReSvAA//4iJkAAAAcki66yhlM5PJRFEUy7ImkymlSb8YTlNafFzYeREAAEBugZj6AN5+TqFQkCQ5vuAzJbvgQwSIqQAAkGcgpj7EZDK1trb6Q6wnwJSkbCENhpeoLj4Oqb8ApN/tabfbz2S6FSDnpbWOUvbjOE6tVt9Z8NWkuJOKEGowkp/1zy0+DjEVgHS6Ne36jX++EQhxvgD74uby//KlxDcndzgcfr+/uLh4cY4hwzCBQEClUoUvMgzHcZzf71coFBHJnj6fz+Vy6fX65XIsaJp2Op0sy+r1elyvZsVrRqAoSiqVhm9F7vf7WZYViURSqVQuX7p34Xa78X4yOp1uuTe1CkFMfYDnebyydsxmMyd1R5olwdgvABnXN+36yk+73P57f3E/v3xXLBJ//9D6eK/D8/ypU6csFotGo/F4PE899ZSwNzj28ccfT01NHT58GO9JHs7v93/44Yc2m43juKeffrqmpkb4UW9v79WrVwsKCux2+/bt25uaIuP9zMzMBx98gKOaw+Foa2t77LHHol8zgsvlOn78eGVlZXgm6cmTJ+12O0EQDMPwPF9VVbV161a9/l6NGqfTefr0aYfDYTAYGIYJBoO7du2qra2N9x8tL0FMfUBYwZKGBCWEUAkpDzKcyx/SKR/6Sou/G8JyGgDS4Pvv9wkBFSHEcPx7PTO/uqPaXKSJ6zoDAwNWq/Wll15SKBTXr1//7LPPXn75ZeGnfX19ET3IcBKJZNOmTcXFxW+//Xb4cafTeenSpRdeeMFoNM7Ozp44caKmpiaiGHhxcfGrr76K91PDe1o3Njbi1JAlr7lkyysrKy0Wi9fr1WgevOu2trZNmzYhhHw+35UrV955550jR45otdpgMPjee+9VVlY+99xz+L4Oh8Nqtcbxj5XXIKY+QNM0Hv2YWPC1VhvScEfcVd1iKog4jod/IaYCkCwczwdC3OLjdl/kPAuP+KE5n1EbGQIJiYiQLDvCOTo6Wl9fj3ex3LBhw9WrV202W2FhIULI5/P19PQ8//zzw8PDwvkej2dkZAQHLZlMVldXt/ia4+PjRUVFuF9bWlpqMBjGxsZaWlrCXxv+KVFUVITu7wKy3DUj3yzPDw4O7tu3jyCIgYEB3MeNoFar29vb5+fnu7u79+7d29/fLxKJ9u7dK4wnGwwGgyHyA3NqaurixYtut1sikdTV1e3Zswch5HQ6Ozs75+bmeJ43mUz79+93u91nzpyx2Ww8z5eWlu7ZswfH9evXryOE7Hb7+Pi4RqPZu3dveXn5im8nG2RRTO3o6BAe79u3L/0NEGLqmI16YVNFGu64XEyF4V8Akqtn0vnVn3YtPk4zkYHW6ad/643uxWe+tKX6Py0/JuxyuYSaNgqFQqFQOJ1OHFPPnj27ZcuWiE2jXS7X5cuXN27cGGUm0ul0CsOtCCG9Xu90Opd87dDQEE3Td+7cWb9+fUFB5OdJFJOTkzzPV1ZWhkKhS5cuLRlTEUIikai6unpiYgIhZLFYysvLo0/QIoQ+++yzxx9/vK6uLhQK2Ww2hBBN0ydOnGhqanryySdFIhGuwScWi7du3VpSUsJxXFdX19mzZ5955hmEkNfrHRkZOXDgwP79+2/dunX69OlXXnkl9veVQVkUUzMSR8OF91PTkKOElq/6CzEVgORqqzb0/fHBxcedVOiLf3Vu3nOvMJyCkPzp801HNi+9H2UUuLKp8FT4Ex4eHuY4bs2aNRz3UPAuLy8/evRo9NQenN4Rfk2GYZZ87fT0dCAQcLvdy+2kuZz+/v6GhgaRSGQymc6ePTs9PV1RsXR3QqlU4tzJYDCo0+lWvDLP8z6fD89h4anl0dFRhUKxefNmfAJuqkajUSqV8/Pzfr/fYDD09fUJVzCZTFVVVQihpqamS5cuCTuGZbksiqkZh6sXBRnOQdGlWsXKL3hkDUby5O3ZxcdlMhlFUWloAACrnF5F/OLbu3/jePfogleE0G9/sSGBgIoQIggiPF0ff0EPhUKdnZ379u2z2+14vym3263VapVKpVgsjui5xnJNnPq7+LW4Q+Lz+d54442SkhIcilYUCATGx8dbW1vxpmE6nW5gYGC5mOrz+fBNFQpFLJ9OTzzxRFdX1+XLl0tLSzdt2lRVVeV2u8O73ZjNZvvoo48KCwtJkuQ4jmEYIZVErb7XsZFKpSKRiKZpiKk5Bv8uxxZ85rR0UhGk/gKQBQrUsuP/ZhvD8hLxcps7r8xgMOARToQQRVGBQMBgMOCPlAsXLginXb58ubm5ubW1NcZr9vf3C0/tdnv0bqhardZqtS6XK8aYOjQ0pFQq3W632+1GCKlUqtHR0d27d4d3uDGWZcfGxvDgdmVl5bVr11ZMoqysrKysrAwGg4ODgx9//PHXvvY1tVo9NTUVcVpPT09jY+PWrVsRQjabLbyfmqNgUdED+KvlhM1Xk/qkX6xQI+P5JbIkYIkqAGkmlSQeUBFC9fX1d+7c8Xq9CKHe3t7CwkKDwaBSqb5y35e//GWE0IEDB3BAdblcFy9eFDZLDoVC+Gs07qjh47W1tU6n8+7duwihiYkJj8eDo1r4axcWFoQdTSYmJhwOh7CGZ8lrhhsYGNi4ceMX7zt48KBarR4ZGcE/5Xme47hQKGS1Wk+ePMlxHM6KamxslMvlp0+fFu47NTXV29sbfmWO4xYWFhBCcrm8traWZVmO42pqaux2+9jYGD4H/1vxPI8/63ie7+5eYho750A/9R6O43iel0gk4zbKlPrFqYI1RnLY6tlWWxh+EPqpAOSW+vp6i8XyxhtvyOVysVj81FNPRT/f4/H09vZu374dR/LXX38dh5ZTp04hhA4ePGg2mzUaTXt7+6lTp5RKZSAQ2L9/Px77DX/t7OzspUuXCILgOE4sFu/Zswdn/y53TaEB8/Pzdru9vr4+vFVr1qwZGBhYv349Qqirq6urq0sqlZIkWV1dvX//fjz0ShDEc889d+7cuZ/97GdqtToUCpEkuXPnzvDrcBz30UcfiUQilUrl8Xi2b9+OX3vgwIEzZ85cvHgR/+j5559vbW398MMPp6amWJZtaGh4tF9CVhAt/vISI4qi8Pj+4oGCJQUCAavVin8BxcXFEZPzu3fvPn/+fGItSQq/3z8zM1NXV/cH79xqqdR9eWt1eu77H0983lBCvrIjckX2wMBAfX09Xv4FAMgJwWAwGAySJPlIfd6HMQzj8/nUavVynwYsy/p8PolEIkxApkcoFKIoSqVSLTcITFFUKBRa3HKv1ysSiYTWchyH6zHlx+rBuD+y/X5/R0fH/Pw8nqZub2+PZafxrq6unp4eIfOtvLz8ueeei/fWKRVe8OFLG9O3EKqhhByaW2JKFQ//QkwFIIfI5fLlKvklTCqVRs+zlUgkWm0KN6ZcDkEQ0Ru2XDHF8MoSCCGxWJyR9qdI3B/ZDMNQFGUymQiCiBhDX87ly5e7u7vb2to2bNggl8tdLpcwmZ89hIU04wuUqSh9Y7r3aVkAACAASURBVL8NRs0HtyyLj8MuqgAAkHPijqkkSR45cgQhZLFYYompLperp6enubl527Zt+EhRUZEw4p89aJpWKBQ0w9l8wTJd+jK2G0rJoVlI/QUAgHyQ8rzf4eFhnudbWloQQhGrnrMK7qemp9JvOINKJhGLFrzBiOMQUwEAIOekfLpubm5OqVQ6nc6PPvrI4XAQBFFbW/v4448nfdbhEd1bSHPXUZPGpF8MV1Mq0jz0DyKTyfCiMQAAALki5f1Uv9/PMMzJkydramoOHjzY3Nw8PDz8/vvvJ5xvnCI4pqaz4INgycoP0E8FAICck4600lAotHnzZlwpw2w2EwTR1dU1MTFhMpnCTzt27Fj406NHj6ahbRjDMDjDdtzmaypfuZRlcjUYyc9nXBEHoewDAADknJTHVFwiMnytsdls7urqmpubi4ip6QyiER5Uz7dRzzSXpfnua4yaf+2ejjgoEokkEokQ7AEAAGS/lI/94n31wis84E2Csipf6cEub1kz9otg+BcAAHJN8mMqy7LBYFAImTU1NQghvFUeNjMzgxDCOwtmCRxTGZaf8wTK9ene+kCnJORS8ZwnMvUXhn8BACC3JDKuODQ0xLKsy+VCYcGyoaEBd0Bv377d2dl56NAhvIVCRUVFeXn5lStXFAqF0Wicm5u7dOmSVqutra1N3rt4VMFgUKvVjtl85vQupBHgrmoJ+VDqL/RTAQAgtyQSUzs7O4UdCQYHBwcHBxFCZrN5uZ3fn3zyydOnT3/yySf4aUlJyRe+8IUVt4lPJzxtOT7tNaV94BfDlR921T9UCkMmkwn/zgAAALJfIjE1ejJRS0sLrvAgUCgUzzzzjNfr9Xq9KpUqC0s7BoNBuVw+YbOmbZe3CA1GsueuI+IgQRAezxLzrAAAALJT+vZP1Wg0paWlWRhQeZ5nWVYqlY4tUOY0VvoNh8s+RByE+VQAAMgtsCd5+EKa9O1GHgHKPgAAQB6AmBq2I03ai/0KNHIpqZBaXA/NnorFYpFIxLJsRpoEAAAgXhBT7+2cynD8rCtQaUj3QhrBGiM5vKirCsO/AACQQyCm3q+en7mBXwyGfwEAINdBTL2/y1t6tyJfDNKUAAAg10FMvbeQJoOTqRj0UwEAINdlUX32jo4O4fG+ffvSdl88nzpu8zWUkGm76WJLxlSZTOb1RnZeAQAAZKcsiqnpjKMClmVFIpFYLB5foA6sN6a/AQKVTGJQy6Yd/oqwPCnopwIAQA5Z7WO/2bCQRtBQQg7NPdRVhflUAADIIRBTaZlMxvH8tMNfVZDJHCW0VJqSWCwWi8UMw2SqSQAAAGIHMRUvpKFqCjMcUBGkKQEAQI5b7TEVJyhlZCvyxaDsAwAA5LTEc5QoiqJpWqVS4fnI5XAc53a7Iw5qNBqpNCvSo2ia1mq14zZXxidT0TJLVKGfCgAAuSLuwOb3+zs6Oubn5ymKQgi1t7evW7cuyvlOp/PNN9+MOCjsWJ5xwthvbRb0UxWEpJiUT9qp8Jld2EUVAAByRdwxlWEYiqJMJhNBEL29vTG+avv27eXl5cJTg8EQ731TBMfUsQXfE2tLMt0WhO53VcNjKuyiCgAAuSLumEqS5JEjRxBCFosl9piq1+uNxkyu/lxSNuzyFgEvp3li3YMAD2O/AACQK9KXo8RxXNruFSOcoIQQypK8X4RQQyk5NAtLVAEAICelKVHo7Nmzfr9fLBYbjcbHHnssqyZTsyTpF2swkj89Pxp+RNhFVSKRZKpVAAAAYpHymCoWi6uqqioqKpRKpdvtvn379vvvv3/w4EGz2ZzqW68Ix9ThrOmkoqi70yiVGdvbFQAAQCxSHlP1ev2zzz4rPN2wYcNbb7118eLFxTF19+7di19+/vz51LXt/kIaRzYspMEIibhCr4wolIinVCGmAgBAlkv3IlG1Wl1bW9vX1+fz+dTqhyJZSsPnku7vnOozZc3YL0JojVEzbPUujqkZbBIAAIBYZKCOEq72wPN8+m8dQdjlLXv6qWipCoWQpgQAADkh+TGVZdlgMLhcli/DMBMTE3K5PKKTmn4cx3EcJ5VKsyfpF1scU6GfCgAAOSGRsd+hoSGWZV0uF0LIYrHggw0NDTgx9fbt252dnUKlpM7OTpVKVVxcrFAo3G53T0+Py+Xavn27SCRK3rtIhLA4NavyfhFCDUbN35+9E34E+qkAAJATEompnZ2dQrW8wcHBwcFBhJDZbF5ysYdIJLp69SrLsvipXC7fsWNHa2trog1OmqzakSbc4kr60E8FAICckEhMPXr0aJSftrS0tLS0CE937ty5bds2t9sdDAZlMpnBYMh4DxXDMXUoayooCaRiUXWhanTeV1t8r2ESiYTneY7jxOLVvo8QAABks3Tk/Uokkuwp8CsIhUIymWxswZNVA78YnlIVYiq6P/yrUCgy2CoAAADRrd5+T9aO/SJIUwIAgNy02mNqti2kwRZXU4I0JQAAyH5ZsTF4RmRhsV/BGiP5N6dHwo9APzVH9U663u2ZRggdbqtortBlujkAgNRapTE1FApJpVKRSJSlY78l5NBcZNkHvAk8yCHnhqzffuum3UsjhN7tmfmbL7fuqi/KdKMAACm0Ssd+cQWlSTtVYVCKsyMPOZxIhOqKNSNzD4Z/oZ+ac3onXd9+815ARQg5fMFvHe++Ne3MbKsAACm1SmNqNk+mYhFpSjCfmnPe7Zm2+x76lTko+kT3TKbaAwBIgywa++3o6BAe79u3L6X3uhdTJylTUdYN/GI4Tenp5ntPYYkqAABkvyyKqamOo+FomtZoNOO2hWzup35w0xJ+BA//yuXyTDUJxOVwW8XxK3eDIVY4olPKXthUkcEmAQBSbZV2enJu7BfB8G+u6Ztx76gtMKhl+KlWQfz4q5s2QOovAHkti/qp6XRvl7eF7B37rS/R3Jn38jwSMqggTSmHdI4svNc78/PXtt2adp7onrl0x7ZrTdHOOkj6BSDPrcaYyvM8wzAEQUxkX7HfcHhFTaORxE+hn5orxm2+P/rXz8/8XjtCqLlC31yhvznl+t67tzLdLgBAyq3GsV888Dvl8JfqFFJx1i2kEURsUAP91JzAcPwX/vtZHFAFLZU6imbDF0cBAPJS4jGVoiin0xlXz4njOKfT6XRmeIle9k+mYhEVCuVyeTAYzGB7QCx2/eCzC9/dv/j44U0V73RPp789AIB0invs1+/3d3R0zM/P47I+7e3t69ati/G1XV1dPT09BEG89tpr8d43ie5Vz5/N6oFfhFCDkcRl7TDop2a/Iz+++LdfaSvVLrF90OHNlc//bed3nmxMf6sAAGkTdz+VYRiKokwm08aNG+N64dzc3K1bt3S6zOc94gSlsQXKnK0JSlhE6q+wRDWDTQJRfPvNnq9ur3msZultDUu1CnOx+tIdW5pbBQBIp7hjKkmSR44c2bt3r9lsjv1VHMd1dHS0tLQUFBTEe8eku7/LW7b3U2uL1RM2iuV44QikKWWt//aLwTUlmuejLj99sa3y7RtTaWsSACD90pSjdO3aNZZlt2zZkp7bRXdvPnXBZ8q+HWkiRHRVYfg3O/3zlbt2H/3v99VHP+1wW8U7N2BKFYB8lo6YurCw0N3d3d7eLpFI0nC7Fd3b5c3mM2d3PxUtSlOCfmoWOj+88NEty3893LzimWKR6NDGshM9UPIXgLyV8vWpeNS3sbGxvLw81feKBcuyIpFo1h0sIRVSSfYupMFwP5WiqLm5OYSQ0+lkWdbj8fA8X1ZWplAskQsD0mlswfefTnze8bvtMZ7/YlvlTy+MPdeaFX8LAICkS3lM7e7upihqx44dK5557Nix8KdHjx5NRXvuL6ShTNm3bepiDUbyrWuTNE0PDw+TJOn3+/1+fygU8ng8BQUFEFMzK8RyB/7q3PCfPRX7S/Y0FP/WWz02L12okaWuYQCATEltTKUo6tq1ay0tLXa7HR8JBAI8z1ssFoVCYTA8lCGZoiAa4V5MncmByVSE0BqjZtjq1ev1RqORYRiZTIYrQJWWlmZDBvUq9/gPPutcailqdIc3Vb7TPfVvdtemokkAgMxKbUwNBAIcx/X09PT09IQff/fdd81m88GDB1N693Dhw6ccx/WO0galNBAIZHlXz1Sonnb6QyxnMpk+//xzjUbDcVwgEGhoaMh001a7wz+6+PevbC4h494m6MW2im+/1QsxFYC8lPyYyrIs7kuJxWK9Xv/yyy+H//TcuXOzs7O//Mu/TBBE0m8dhTB86nA4ZDLZnTluWzEXDAazPKai+2lKG8q1JEnSNE3TtFqtJkky0+1a1f7DP3d//XFTW/XSS1GjW1umRQgNWNz4AQAgnySS9zs0NNTf3z8xMYEQslgs/f39/f39LHtvn8jbt2//4z/+48zMDEJILBbrHkYQhEgk0ul0KlVapzPx8KlMJpPL5Tqdzurj1lcX58TwqbCcxmQy4ZFzo9GY6Uatan/xi8G1peSXNiaeZ/RiW8XbsKgGgHyUSD+1s7MzEAjgx4ODg4ODgwghs9mcJUtlloOHT1mWlUqlFi+zfUNdplsUEyGmkiSpUCjUanWW/zvnt+Ndd50U/Z0nV145E8WLbZVf+B9n/+iZWIt6AgByRSIxNXoyUUtLS0tLy3I/TeccagStVkuS5NzcHK/U6xWSQkMOdFIRQg1G8viVCfy4paXF4/F4PJ7oLwEpcm5o/uTt2ddf3RrXq4S5fAHP8+vLyHND83saipPaQABAhq2u/VOrqqoGBwcnbFRtSc7MR4aXfSAIQqfTWa3WzDZpdRqd9/3n929/9jvt8b5QmMsXjng8nmfWm9++MQUxFYA8s7r2T1UoFCqVaiEoqivJmfSQqgLVvCcYCN2brpZIJBKJBKoppRnNcAf/v3MJBFQUNpev0Wg0Gg1eCvXlnfXv91o4nl/59QCA3LG6YmooFGpsbOTVRTW5UPBBEFGhUKFQCPPZID12/uCzi/EvRRXg/DL8OBAImEwmBOV/AchHqyumMgyjUCgm7H5zLhR8EKwxksNhlfRVKhXevBakx/N/1/nTrz1WpIl7KaoAz+W73e7bt2+TJInHgWGbGgDyz+qKqXjn1Ozf5S1CxO40SqXS7/dnsD2rym8c735tt7m1Sv+I16murp6ZmdFoNMJ2hzvqCsfmfbNuGHIAIH+sxpiaK8V+BRFjvxBT0+aHHw9sqNA+25KEkvdzc3OVlZVarZZhGOHg4c2V71yHrioA+WN1xVSGYWx+Vq8kFEQuLfFsKCGH5h70U8ViMUEQwWAwg01aDX7eNeEOMN/cm4R1zNPT00VFRZs3b96+fTtFURzH4eOHN1W80w1TqgDkjyxaS9PR0SE83rdvXypuEQqFLP5QTU5NpiKEKgxKh4+maFYlu/dVAHdV5fLEZ/jAYr2Trnd7phFCh9sqbF76kz7r/zka31LUJdntdpFIJOwYodVq3W63Xq9HCNWXaFQyyc0pV0tlbqyWBgBEl0UxNUVxNFwoFJpy07k18IvhKVVhVg+nKeHPZZAU54as337rpt1LI4TevjGtkUseJdFXEAgE7HZ7fX29cESr1TqdTuF3d7it8p0bUxBTAcgPq2jsl+d5juPu2v05sctbBEhTSqmuYeu3jnfjgIoQcvtpr5++Pnav+BFFUeMPGxsbi3E50507d+rqHho91mq1eFd5/BSGfwHIJ6sopt5PUPKZcirpF4Mlqil1onfGFWDDj7iD7Lv3F4/iQkizYUZGRmKZzx4dHTWbzSKRKOI4Hv6991hJbDUVfNoPtbEAyAerMKbmWNIvFtFPFYlECoUCuqrJsuTMtHBwyUJIK25qNDs7q9Vql9x/KTymIoReaKv4Vyj+AEBeWEUxlWEYqVQ6vuDLxbHfiLIPCIZ/k+pwW4VO+dCGvqRcur9WMzc3Nzs7OzMzI5PJpqenrVbrwsKCy+XChZCicLvdNE0XFRUt+VOdTudyuYSnzzSXfdpvDTLcI78PAECGJZ6jRFEUTdMqlUomk0U/MxQK2Ww2n88nkUj0en2mMmtCoZCLRqRCqsyphTRYmU7hCTDeIKOR3/uVwfBvEjVX6P7uK23feP2qj+YQQiop+rOna0x6KUJIKpWKxWK1Wu12uxmG4TguGAzOzMzo9XqDwYD/54/YeYZhmOnp6W3btkW5I0mSHo9HKKyPayq9vLU6hW8SAJB6ccdUv9/f0dExPz+Py+O1t7evWxdtG8jx8fGTJ0/yYbXCq6ur9+/fr1QqE2juo2AYxuJhcrGTiuHh37bqe0syVCqV3W7PbJPyya76omeaii4PzDaVKr/evn5rQ2Sdh3Xr1t28eVMkEm3dulWhUDidzvHxcYIg8CKZ8J1nZmdnFQpFMBhUKBTL3Q53VYWXvNBW8RcnByGmApDr4o6pDMNQFGUymQiC6O3tXfF8jUazZ8+esrIyjUYTCoWGhoYuXbp05syZp556KqEGJ45hmGk3nYsJShhOUxJiKv7U5nl+cQoMSMzArP/l9bLNNbotiwIqur8nPMdxOBAWFxcXFxf7fD6Hw+FyuaRSKc/zJEnOz88XFRXpdLroE65arXZmZkZ4usVUMOsOTNqpqoLcm+wHAAjijqkkSR45cgQhZLFYYompRUVFwqwSQRCtra1TU1NTUxmox0bT9LQ7lIsJSlhEmhK6v0pVrc7VbwlZxe6j7zr8z/1Sy3KToAihlpaWiCNqtVqtVldUVGi12hs3btjt9oKCAo7jVpxwFYvFKpXK6/VqNBp8BC+q+c0n1jza+wAAZFIGcpRYll0yGTLVGIaZcgRyroiSoKGUHJp9KKbClGoSfdJnfdxE4rTe5c4hCGLJn4pEoqqqqtra2qKiIplMhnehWfGOEZlKuPhDYo0HAGSJNMVUn89nt9tnZmbOnz9vsViip2+kSCgUmnD4zTk89hvZT4XU3yT6pM+6tULxKOUeTSYTwzDC9qgrilhRU1OoKtLIr084Em4AACDj0lSb8OrVq/39/QghsVi8c+fO8FJt6cGyrFgsnligaopydey3hJQHGc7lDwmrPlQqVXi6KUgYz6PTA9bf3mJeMYk9iogJ1xVJJBKFQuHz+YTRe7xL+eYaQ8JtAABkVppi6pYtW1paWiiKGhsb6+zs9Pl8O3bsiDjn2LFj4U+PHj2axAYwDOMJIaVMopZlUYnjeOGu6hbTvQ04ZTIZXt0hFq+idcap8Enf7P7G4ihpujFaPOEaHR7+DYuplX/6wSd/9kLTIzYDAJApaQowOJWjoKCgsrKSZdmenp6mpqaIr/PJDaIRQqGQleLNOTuZiq0xaoatXiGmovvDv5Cm9IhO9Vn31OoefZ+fKHOxS9JqtXNzc+Xl99KMlYRkb2Pxyc9nDzaVPmJLAAAZkYH+TUlJCUIoPDsjDUKh0KyXrcnZpF9sudTfTLUnb3zSZ91RrX70fmq8pFKpTCYL/w3i4g9pbgYAIFmSH1NZlg0Gg8Kuy4vNzs4ihIQlBOnBMMyMJ5S7i1MxSFNKhStj9sZSUoaYjOxHG5Gp9MX1xkt3bN4gk/6WAAAeXSJjv0NDQyzL4o6mxWLBBxsaGiQSCULo9u3bnZ2dhw4dqqysRAidP39erVaXlJTgT//h4eHBwcHq6uo0VygMhULTLnpzXa7H1Id2p0EIqVSq8NIBIAGf9lu/sM7o9/vTX9sLIaTVasfHx0tLHwz24kylX91Rk/7GAAAeUSIxtbOzU1gWOTg4ODg4iBAym804pkaQyWQ3btwIhUL4qUQiWb9+/c6dOxNtcIJCodCkM5i7BR+wIo2c5XgHRRtU99JTpVIpur89QEablsM+6bP+71faGMfMkv8Dp5pMJpNIJOER/cW2yv/03m2IqQDkokQ+iKMnE7W0tIRnP27btm3Lli1utzsQCEilUoPBkJFPLoZhJh2B3C32K8BpSlvNkWlKMa7fABFG5rwSsahULV7wp3syVYDr6QsxdWOV3u0PjS34cj2lDoBVKB05SmKxWK/Xl5aWFhUVZSSgIoTm3QE5IRY2dcldjaXk4CykKSXNJ33WL643BoPBjEymYhEFlRBkKgGQs1bFukae56dcwVxPUMIaSsihOUhTSppTfbMH1pdmNqbK5XKRSBReZvLFzRVvX4ddygHIPasipjIMM+tj8ySmLkpTgqq/CbN56bt2alO1PlMJSgI8/Cs8LdMpqwtVXaO2DDYJAJCAnB8LjQVenGoqzoeYusZIDj+8nAZvmk3T9KPU1VudcCcVIZTZfipCSKfTTU1NFRcXC0debKt4+8b0ttpCtGjPc4QQz/NlZWXpX1ALFoPfDgi3KmIqwzAWL7ttbW4n/WIFaplIhGxeulDzIILi4V+IqfH6pM/61e01NE3j7yUZbAkuFBz+xehwW+UfvnPrL460IIRomg7f8xwh5PF4CgoK4FM7G8BvB4RbLWO/M266Ji/GfhFUfkgSluPPDs3vX1uS8U4qRVHj4+Mej6evr298fHx8fHxsbIyhg081l73fO4MQ0uv1RqNRJpNpNBq8G11paWn0Pc9B2sBvB4RbFTGVpulJZzBvViZATE0KXOoBIRQIBDLbpcAdHZ/Pd/fu3dnZ2dnZ2ZGRkWAwKGT/hkKhgoKC2dnZmZkZjuNi304OpIfJZAoEAgzDTE9Pu1wu+O2sZlk09tvR0SE83rdvXxKvPO/2ExIxqciiN/soGoyavhmIqY/qVJ/1wHojQigYDKa5UmYE3NFhGMbv9ysUCpZlS0tLCYJoKgx1Tziu3uzTyiVqtdpgMLjdbrvdXlhYCMuRs4pWq5XL5dPT0waDgaKo+fl5sVgMO1usTlkUZpIbR8NNOgJVhvyZ21hTQp7oeageoVgslslkGe9v5ZZP+qzff3Y9Qsjv94cnB2WEyWT6/PPPlUrl3Nyc3+8vLy+fnZ1VqVSHmku6HbJ/u7ceIaTT6S5fvuz1ejdv3pzZ1oIIPM/zPK/X63me37Ztm0QisVqtPM8XFxeTJAlJTKtKFsXU1Bm3UXkz8IuWKvuA7q+ogb/SGF0Zs68tJbVKAmVB0i9CSKvVkiSJN58wGAxbtmzBx1/eofrdf+nFMZUkSa1Wa7VaoZOabYaGhjZu3Hjz5k1hR3qz2Yw7rFarVaFQQBLT6rEq5lOnnAFzcf58DOmUhFwqnvMEww/C8G9chIHf7PkiYjKZgsEgQRBr164VDq4v17IsP3h/+rytrc1sNrMsm6E2giWMjo5WVVURBNHS0tLa2iocV6lUNTU1eMdojuNYloUkptUg//upHMfNeELb1mdywizpcJpSCfmgd6VSqZxOZwablFs+6Zt9/dVtKDs6qRhJknhFTUQ39PDmyneuT/3B0+sQQgRBkCTp9/szOwEMBHgOVaVSoWV2pFcoFDU1NSqVqquri6IorVbLMExDQ0Pst4Ch49yS//3UUChk8bCmonxYnCqA1N9HMWT1yKUSvEF99sRUhFBERwc7vKnine4HdQrhF5095ufn8b4gK55ZXFxcU1NDkqTL5fJ6vVG2l14Mp4XPhsFp4Y/QcJBCifdTKYqiaVqlUq1YaoDjuIWFBY/HI5fLCwsL01wELhQK5cFu5BHWGDU3p1wRB/GnbWZr7OUEXDcfP/b7/QUFBdHPT5slOzrFpHxtKXl+eGH3miKEkEqlstvtaW8aiOR0OoPBIN4lOhYmk+nmzZtqtXrt2rVut9tqtZaUlOj1+hW7oUJaOP6kDQaDMHSczeKOqX6/v6OjY35+Hu+F0t7evm7duijn37hxo6enR/hWJRaLm5ubd+zYIRKJEmtxvGyegEiEdMolPq1yV4OR/JfrkfuWQEyN0Sd91v/8pQ34cVb1U5dzuK3ynRtTOKZCPzUb+P1+m81WV1cX+0uEsf3CwsLCwkKapufm5ubm5pRK5YoZTDgtXCaT8TwfCATiGjoGaRZ3TGUYhqIok8lEEERvb++K5zudzvXr19fV1en1er/f39XV1dvbK5fL07YeYGzBW6XPt4mHxWO/CCGlUgmbvq1owRuccvhbq/QIIY7jhK//2eyFTRW/9WbPX/1KK0JIKpWKRKJQKLRkpxYk3eJ+JP4MDN8lOkbhL5HJZJWVlTRNW61WlmVDoRAeQxa6oSzLBsN4PJ7p6emSkpKCggJI/M5mccdUkiSPHDmCELJYLLHE1H379gldUoIgnnjiienp6Tt37qQvps578cxZPiEVUrVMOusOlGoV6P6ffSgUmp2dDYVCCLIYlidk/KIc6aRiuKbSi22V6H5XFWJqeiwu53vnzp2nn346gUst/pXJZLKqqiqVSnX58mWKonQ6nc1mM5lMAwMDPM/L71Or1Vu2bOnv75+bm2tqanqk9wNSLOV5vxFjvGKxWKVSpXMxwF1HoKYgD4dD8QY1OKYKf/Zzc3O4HwML4JbzyW3rr+6swY+zZyHNil5oq/j7M3dwTMW70Gu12kw3alWImM68e/fu2rVrY8lLil1hYWF1dTVFUV6vt6CgwGQyyeVyqTTyw1mhUBQXF7vd7sLCwiTeHSRXuvN+HQ6HzWaLfWL/0U06A+aiPFx4EF75QajirdPpZDIZLIBbDsPx54fn9zWW4Kc5FFN31RcNWT14UTKOqZlu0SqCy/kihBYWFuRyeSqmM00mE8MwCoWiqalJrVYvDqgIoZaWlm3btonF4vCtdkG2SWtMZRjm008/VSqV6SyuNuUM1pbk4fRDxObk+M9eLpcHg0Gosb6c8IxflFMxFd0f/kWQppR2uMqVy+UKBAIlJSWpmM7EGUwymSzKxQmCIAiirKzMYrEkvQEgWdJX84HjuFOnTjkcjmeffRYvkY5w7Nix8KdHjx5Nyn1n3KE6Yx6OkjUYyeNdd4Wn+M/e4XD4fL7S0lLIYljSJ32zX1xfKjzNoflUhNALbRW/cbz7m3vrRCKRXC7PrS8Euc5kMp05c0alUqXu22qMSU94Uzm73Z49a8BAuDTFVI7jPvnkk8nJyaeeeqq8vHzJc5IVRMPZPH6Ohn+BFgAAIABJREFU5w2qbE/sTMAao2Y4rJ+KEDKZTHa73ev1Qid1OaduW//4uXspHizL8jy/5CBbdmowkjKp+PNpV1OFDndVIaamjUKhEIlE+Jtrim4Re9JZWVlZX18fxNTslI6xX47jPv300/Hx8SeffLK6ujoNdxSMznsqdTnTEYmLWibVqYgZ54MxQJIkcck66KQu6fKoralCp5HfC6K52M8TairBlGqa2e32zZs3L65ylREikchoNM7Ozma6IWAJyY+peFmVUHyL5/nTp0+PjY198YtfTH//aXTOU6nPz5iKFk2pIoRaWlrWrVuH8ylAhIjJ1Nwa+MVw8QcEU6ppZ7PZjEZj9qxfKioqcjqdDMOseCZFUeMPGxsbg4+I1Elk4GtoaIhlWZfLhRASZssbGhokEglC6Pbt252dnYcOHcLJvRcuXBgZGampqQkGg/39/fhksVjc2NiYnHcQ1diCrzqPdk6NgCs/tDc+2PuTIAiNRpOLPbA0+KTP+k+vbROe+v3+Jef1s5leRdQXk6+9fq3KoGrVB+vq+LTVI1vNnE6nVqsVi7OrOnppaens7OyKaygWr6/Ns4V22bbHQCIxtbOzU/iaMzg4ODg4iBAym804pkZYWFhACE1MTExMTAgHCYJIT0y9a6e2VuftkpIGI3l51BZxEG+kmpH2ZLNBq0dJSKoLHgTRYDCY3FWGaXBuyDpgdXsDDEJIq5BqCmae2FCR6UblP5vNtlwWSAbp9XqbzbZiOdLw9bU8z9M0nWcL7bLtS0MiMTV6MlFLS0t4AtsLL7yQwC2S5a498Cubs+6PIVnWGDX/99JExEGFQoG/x4Bwn9y2fnGDMfxIzvXmeydd337zJg6oCCF3gPnt///zf9Krmyv0mW1YfgsEAjzPZ2cZbbyupra2NvppuFxwKBTC5bfyrFzwinsMpLkjm12jGUk36QzU5tFu5BEajeTgoqq/eIlqRtqTzSImU0OhkEQiybbRvOje7Zm2++jwI64Ac6J7JlPtWSVsNlvW1i1SqVRSqdTtdkc/DW/a6nQ6/X5/9CWwOQqvzud5Hu8xEJG4k+bN8nJmIUECPAGG4fhibTZ+wUwKBSEpJuWTdqoqbEiTIAie5xmGyaFVIqk25wlaXP6NlQ/6cznXSQUZwXGcy+WqqIhpgL130vVuzzRC6HBbRXNFmgZXy8vLR0ZGohSqZBhmbGzMZDJNTk4GAoH8C6gIIa1Wq9Fo7t69i3urc3NzDodDdp9SqSwpKWFZNj2b5eXzx+64zVdOEtmTqpcKOPU3PKai+11ViKmCiFIPKDdj6uG2in/tnnZSD7qqGpnkuY1lGWxS3ou9tMK5Ieu337pp99IIoXd7Zv7my6276otS3DqEEJJKpXq9fmFhoahoids5nc7Z2Vmz2SyXy+fn52UymVgspmk6+/diigtFUaFQiCRJiUSyYcMGuVweCoVomg4EAm63Gz+enJzU6XRGozHVm+Xl88fu2Ly3XEssmTmVNxpKyKE5zxPrSsIP4jQltTqvtmF/FKduW1/dZQ4/EgwG8VreHNJcofvblzd965+7HT4aISRC6E8OVpn0+fwnnHE2m23F2Up0f6pbGJl3+ILfOt79+q9tSc9Ut1arvXz5stlsFpLA8XyhzWbjeX7t2rX4IE5zcbvdNputrCx/vorZbDaXy7V58+br169zHKfX6xFCi+e/CYKgKCoYDKa0cAfK75g6Ou+t1OXV17HF1hjJCyPzEQdx4bqMtCcLMSzfeWfhZ69uDT8YCASW/F6f5XbVF73+6hY8h2px+Wd9iKKovBzNywYej0ehUMQy0LV4qttB0X/2Qf+v7a6tLlRVF6iURILf7GMZT6Zp2uPxDA4O4nCCEHI6nQ6Hw2w2h2e24zdSWFj4+eef501MnZqakkgk+HtP9OKOdXV1N2/eTMOO7vkcU8cWvOvyd3Eq1mDU/GPnWMRBpVLpcDgy0p4sdKpv9sDDA78oNws+YM0Vetz7cflDu3/42VNrYDQiVWw226N88fIGmbeuTd61UXftlFourS5Q4fh6779CFd6oMYoYx5P1er3ZbJ6cnFQoFFKp1GaziUSi5ubm5b4NFBUVLTdWnEN4nr9z505RUZHwTSL6tx+8SwHHcan+DprPMXV8wXew3rjyebkMl32IOAhLVMNFZPwihILBoEwmy/VqCTol8UuPVf38muWPoLxzCtA0TdN0jBMEi6e6dUrZD19s2XC/Z7ngDd61Uzi+Xh614Vhr89FCfMUPqgpU1QUqlUyC4hxPNplMCwsL+Js0RVF79uyJEmCKiopGRkZyJaYuuRJGr9fPzMzU1dXFnhXRO+l6b0qOEFJMu1KaQZZFMbWjo0N4vG/fvke/4F2H31SY59/iZVJxmU4xYaNqCh+kKYlEIoIg8i8TITGn+qx/+nxT+JFcTFBa0ncOrm3+/snf+xL8opMvriU0zRU6tUzC8YTbH0II6ZTEj7+6aUPYB3eRRl6kkbdVP1RjJMRyd+1UeKydtFN37ZRKJq0uUDn9ocXjySe6Z5aMqVqttri4eG5uTiKRVFdXR++KSaVStVrtcrmSlfua0oTnxSUdrFar2WyOcRsfLLzH/97N2ZRmkGVRTE1KHBX4gkyQ4Ut0ebuQRoC7quExFd2vBwsftZfu2FoqdWr5Q/+f501MlUvFL20q/utPh3736aaVzwbxsNlsTU2x/qt+9addPzzSolNK8VT3C5sqNsQQWgiJuK5YU1cc2RXGndr/+enw6Lx3yRcuyWQy4YWqsZRVLygomJubS0pMTXXCc0RJB6vVqtfr4wqoac4gy6U173EZW/BV6mT5vZAGW3L4Fyo/YIsHflEuT6Yu9pv7av/2XGQtLfCI4tqd9Lff6jncVrmrvqi5Qv+9Z9d/79n1sQTUKHCP9veebNQ/vEmlTil7YdOyK2Vj2dVcoFarWZZ99Bmie+HK+1C4ujXtfMTLRsAlHRBCNpuNZdm2tra4Xr5kBlnqiqXkbUwdt1EVWmI1rNGEKdUolkxQypt+KkJIqVS++ljxX54azHRD8krsA78//HhgjZE83Jb8qst46ZRBfS+sauRSb5D20WyUl7S0tMS+Gx3OVHrERqYnXOHVL1arlabpsrKyLE90z9uYOmHzGdWS1dFPjdzxDUFMRQghNGBxaxREpeGh8X+e50OhUN6MiiuVyhfXqf/3udEgw2W6LXmCoiiJRBLLSMaxzvEAw35zb12KWoKXTr22y/zaLvOb/3b7nT9/5i9PDf7k3Ohy5xNEHCVu9Hq9x+Nh2WhBOnuYTCa73a5UKhPYMPRwW0XE7E/0Hv8jytuYOrbgK9Osipi6xkgOL+qnymQyhmGEXWxXp1N91gN5PfCLEBKJRAqF4jf31/7lL6CrmhwxdlI/umW5Om7//qENKW1MxHjyW9/YYfcG/90/XU/KxR+9q3q4rYKQPBREUhSuaJouKCiQy+UJdFJri9Qsxws9/sUZZMmVeEylKMrpdNI0vfKpCZ3/iMYXfBX5XvABuz3tVsmlv/NW761pV/hx6Kp+2m/9wrrImLri3lg5R6lUvtRa/Na1SZc/lOm25KTwXbtHR0fv3Lljt9uj/+1cn3D8w4WxH30lvom9pPiDp9c931qx7c9PW1yPuil9YWGhzRa5WWTsPrxlOfQ3F/5de50QriRiUYrClc1m2759e+wj2+Fe+NHF937jcaHHf/y1bTvrUriOKO7pRr/f39HRMT8/T1EUQqi9vX3dunVJPD9Zxm2+akOsWQa5Cyfduf2ht29MfTY4H550h9OUcm7b7WSxugNWd7ClMvLPO8/6qQghpVJJUdTvHmj8y1ODf/IcJADHLXy1Bk6dHRkZibIB56Sd+vabPee/k8x1CnE52FS6qVr//N9d/N6z655pTrwiklgs1uv1cSVkCf79z28ghMZ/8AxC6MD6EjyHyiPUMTCf9Ijl8XjkcnlixVa/+/bNV3eZG4wkQig9pSLj7qcyDENRlMlk2rhxYyrOTwofzVBB1pjvC2miJ93h5TSZa12GLZnxi/IrQQlTqVQURb2yo+YXn8/OeSDZO254tYZMJtNoNLhgbJR9S2iGe+J/nM1gQMWMWsWlP9j/0U3Ln37Y/yjXSaCr+uEti+m7Hz7dUvZ397vpwgD1f3x2vdUdeK83yTlKCVd9euvaJMejl7ZUJbc90cUdU0mSPHLkyN69e81m88pnx39+UkwsUFUFirxP+o2edLfKx36XnExF+dhPxbtwcBz3e082/jeYVV0kfGgXGxsbi/jTwKs1cIHfUCgUJRFm659/euUPv5DyRsfm777SVqqVH/nxxYSvIJfLCYLwemNdCPvrP7/x0U3L+A+eWa5//Ndf3vRXnwyNLfgSblIEv9/PcVwCndSROe//Ojf6F0fiWMmaFPmZozRm81Xp5KshQSmK1bxElWa4y6O2PQ3F+KnwqTo6OmqxWKanpxd/quY03FX9pcequkZtd+1UppuTXaJsSc2yrNfrnZubs9vtLpfLZrOp1eoo+5Y8+Vfn3vzGDr0qiz5YXttd+92n19X94Uc3p1wrn72UGDOVcPf02bDu6bJn/ofdz/z1+cQas1jCndTDP774zjd3JqsZscvPmDqx4CvT5vnOqQihw20VUVaFSyQSsVgcCq3GvJWITqrwqTo1NeXxeMI/VfODMM7/u082QgJwhPChXVy/V61Wu93uoaGhoaEhHE6Kiop27NhhMBhoml6uk/rKP1z53rPrGo1ZtzjysRrD0J8+9b13b/3s4ngCL9doNKFQKPqfg9A9fTqG6VuVTPJ/jm795Z9cSqAxEfCXngTqPX392JW/fmmTVpmBEJCfMXXcRpWT0rwf+41YFa4kJBFJd6t2+DdiE3LhU5UgCJ1ORxBElAmzXCTE1C9tLB+Y9SyuAZLTYhm8jQ4P7TIMMz4+bvl/7d15YFPXnSj+q31frrzvErExmwWGmM2YBBISQkI2SKal6UKazrxJm05nmvbX9nU6zfTNvLZpOzNtksnMvAmvS9Jfk0AIIXVwCqQGB0xsY4xtbEvYMpZXydYuXV3de/X+OEQIWZYlWdb6/fyFrq6kYyHdr8453/M9k5OFhYVyuVytVq9evVqtVhcWFkqlUqVSGaEO0TffuvLohtKmmoLE/VmJxGGzTnxtx7DZ9Y0/dMfx8Ahd1ei7p8E2a1T3ry3+0cn+OBoTLL5O6i9P67TlyrtrU/OflUZR58iRI8E3Dx8+HPdTGWZd24qlWd9PxYI21Bw2u3w+JiTjDsXUNC87shw+7J/+34/fNo+iVqt7e3tR1dAk7KGYZCKRaHJyEv37+ftW/qxl6D8/vym1TUqg+VXUHQ5HhLzc+dBw7tTUlFwux3G8uro67GkLVZH96anBO/IlBzaVx9ryJHvh4bXHL4/f9eLZd55tVEmiXUnodrttNtvIyIjX62Wz2dinW5oLhcJnX+9ifZrcG6sv79B84w/dxy+PP7qE5apms3nNmjUxPeS83nxpZO53z2yJ+0WXKI1i6lKCaAiD2VUoluVCTMU+3VDTQVDbf3w65C6BQBB99kHWaNOb6ytxtGFWALqqGgyGoqIiiUSSZb8z0Efd5/PxeLz71hb/6oz+6jJvaJVMIVXUvV5vHMMMarV6YGCgtLQ0Qv5R2CvGrz82uLzUt++vjbHVqfFofVl9JX7vL/784sH196wujOYh6CeL3+/X6/VyuRzDMIfD8ck08+3jA698bmM0g70L+de/2HDPz/9cV66Yv09ANObm5nAcj2lPRjdJ/+VvOvr/cW8cL5coWTj26/HRDoJSClgcDmfxs7OFTMhdUSC9MnZb9ercHPsNW+oBw7DCwkKGYSJndWau4KVT2ZcAHKiijmEYQRBx/A8yDKNQKKIsMR/wQe/UheHZFx5e3mJJiVWVJ+76+z1vXBqNsgo0+smiUqlompZKpTwe7//quK3DtsDs6VLG3k9+fcdDvzwf3x8Sx8Dv46+0HXu2Mb6XS5TEx1Sapr1ebwqr4hnMrqo8cY50UoPtrMlv1d02KZKbMXWhVTRo6WGsV9VMERxTd64s8JD0J4a51DYpgdAww+TkpMlkipCXG4HFYmloaIipEM/lG9b/aL3+6lMZOYr+319sEHI5n/s/7dGcrFarSZKUyWQnuscPvDW1f33pS4duzZ5GSJxelIjH+c2XNz/xasz5SqjOQ0x1ub937OoXtqtXFaf42x1PTB0aGrp27dro6CiGYZOTk9euXbt27VqgFnNfX99rr702MTER5fkJZ5h1V+LZvzh1vqaagnM6U8jBXAur1ybtciGvDA9T7sNms23evDm+8mbpL6TEB5pVTWF7Ek6tVjscDpPJFEcnlaZpj8eD43j0P7UnrJ6vvtH1Tqo7PUvxtd3Vz959x5offDC4WM6aXC6XSmUvd3uvzGK/fkDaUMzt6+tDC89sNptYLA5OnI41xa9BrXqgrvgf34stXynWTurbnUaSZg5trozpVZZDPIGnra0tcJkeHBwcHBzEMEyj0Sw01hrr+UtkmHWV5+Ti1M0aVY/RRvhoIe/WG4tiapZVDopgoU6qx+Ph8XhZVuk3GFqiGri5ZUUen6M/pzM31SxjadNkkslkaLsYlEcTE6vVqlTGUJeOov07Xzyr/6d9sb5Qummszu/4/p7HXm47vEMToZzQyZ7J535/47mN4i2lUq1WK5PJ/H6/x+PxeDx2ux1tsobypSUSSRwpfk83av7uze5jXeNRbopHEARN09HXeRg2uV75SH/mm3fH1KplEk9MjZxMpNVqQ9LnEph8FA2D2bVSlRO7kc/XVJN/TmcOrsmXa/3UD/unf/x43fzjNpstmxbPBHO73TMzMxiGzc7O6nQ6Ho+H8jafv6/2Byf6siamkiRZU1NTVFSEKjPE9Fir1VpaWhr9+WlVLGmJxHzOqb/d+Z2jPZdvWH5yQHtlzHa8exzDsMc3ltWVKfx+7KtvdLFZ2Mj/frCzs5NhGDSuzmKxxGKxWCxGW/QwDNPZ2WkymTweT15eXhxj7794csOeX/y5rlxRU7h4vlKsndTHXmlrTXW1yIAsHCA1zLrvrsrLwbFfDMN21hS06kwhMXXpOw9nikkbMev0rguX72q327MyNQkLWmridDrHxsbEYjFaarK+QlkgFSyUsZVxCIKQSqV5eXkmk4miqOi/4Ci9I/ohir3/du6NZ7ZEvxYlI/z4gPYPn4w1/eS008dYnCSGYce7Jz63pfLls7qXD91M7l1oKRGGYWw2e9WqVSRJTk9PRzgtspNfb9L+8NTg/3og8mkURTmdzvLyaFcuHT7yyb9+ZoMiFeUdwsrCvN9Rs6soN3ZOna9pZf65odxNU1qobr7H4+FwOFmzD3mIQEULpVLJ5XKDp7uyqaxSYApDpVLNzcWQfhXTwO8XX7v03QdWrSqRx9PE9LaqWG4naEvQlhv/8efrJ77WGFgtE3lLc5lMJhQKi4uLY3rzgwm47De+svXAYtWJY9on51dn9OvK5Ltqo1o1lBxZFVOvjNl+8G6fyUnO2IncjKnqPAnt948FVXzlcrl+v3/5MsLSSkj5pAC73Y4W3mUrtNQEVXgOXmqyqlhWXSg92TOZ0tYlRiCmxrqVSvTD/t9+u+dBbcldK9O0WNISHe8eD9lh10czgS03oqHVahsaGhQKxfT0dHxt2FSF719f+sMTfRHOiX7gt01vvjg8+8370mvpcPbE1Nah6cO/vvSbCwaaYb79x7FLN+ypblFqoCnV4CM5sumbl2IujcyFnT7M4slUBC0vQT+eQhYLffO+2p9Ht04xzQViKofDQQV7o3mUy+Xi8XjRDFH8rGWwUiV+8s6k7guWWVBHtqCgwOFwxD369aXtaoeXOtppDBwJXv/a09PjdrtHR0cXfX6Pj37m1x2vp65e0kKyJKaG7CRqJ6i/ffNqYCfRnIKmVIOP5MgGNQt1Ur1eL4vFytaB3wDUVZVIJCHp9Jp8ycYqPPgSlon8fr/P5wv8J0bfVY3wc+rKmO2F9/pfeK//6rjttxdGbR7f13aHr1mYHSJvuRGTysrKGzduxN2Snz+x/j9bhwMrfILXvw4PDxMEEc3618de+fidZ1Ow7cyisiSmRt5JNKfk7JRqS9/0fWvDTKZmfScVQdNdQqFQrVYHrw7HMOz5+2qjLKmTtkLWg0kkEoqiovmluNBkKhrWOtI2cqRt5LP/1X78ysSPHlmXyBann5AtNxQiXsiWG9Hj8/kqlWpqairuxgTXVwokBHA4HLlcLhKJFl3/+j/f6f381sr0nPZOo5h6Nkiq25LBJHzuqhJZ56glcCRHxn4XSlDK+snUAK1Wu2HDBpVKRRBE8FrVEoVw16rCN9rj71ik3Pw11tFkKtntdqlUOn89a8iwlpPwDc84c2FYC2258cwOzTM7NG88syVky42Y5Ofnu93u4I9ZTHgc9pt/te2xV9rQzcCe8HK5fNHak0e7jISP/tyWqvheermlUUzdFSTWxyZwWCMLhBRUyoWx3/N686YqXMQLrSLi9Xr9fn+OlLwI5G1WVFSMjY0F35XpFYDnx9Rohn8X6qTm8rBWXZny+w+t+f5Da+LroQarqqpC1fHiU1+pfKy+/Afv9mIYJpfLhUKhx+NhsViRa0+OmF0vndH//Mn1cb/uckujmLoUIcMaMkHoTqI5ZefK/Nag4V80m5jdYRU6qcF4PF5eXl7w0Bwu5j+2sey18yMpbNVSeL1egUAQchDHcYvFEvZ8DMP8fj/q9yxz03IXh8MpKioKmWiIyRe2VXl8zFsdYxiGyWQyHo+3aCf18Vc+PpaW06gBWRJTsaBhjc9tKn75wMqlDGtkuo2V+OCUw0VSgSNZ31XN8cnU+fLz810u1+0VgDN4VtXj8cwv2hB5+NdiseA4HvauCpUoZAexXB7WWgqVSkWS5FI2lHzxoPa/2wz941afz5eXlxd5i4sv//qTnz2xHhendb5h9sRU7NNhja82lqwrj6G2Z1YKyVTK7inVvgm7SsIrUYRec0mSZBgmRwZ+5wsZARbzOV9q1LxyVp/CJsWHoigWK8zWjSjKLvTBDvtzyuWl/vp3ned15lc+tzEh2TpgiTnAGIadfG7Hwy9/nJ+fjxICFjrt5bP6VcXyKDeFTaEsLODn8/mycjOvmKAVNXvX3VxbIhAIrNasTcFYaBVNznZSET6fj+P49PR0UdHNHvzz962s/l7zs7sybMVIhE0g0Kzq/Dp2Pp+PJMmQssBH2gw/axn82RPrH1hXjGFYOS5Ec6iP1ZdBQI0bQRAMw1y6dKmw8Ga0Q+Wmo/8ty2Wzfv5A6TNvDp342o6Fzrlwffa83vz7r2xNQIuXWRbG1JhqgWarppr8f//z9cDN7F5O82H/9E8PhslZsNls0VcNzUoFBQV6vV6hUKALHJvF+pt7a/7lw6G/3RPbviKRBYr4B8R6VY0sQkxVKpUTExMMw4Qk94b8nLo2aX/+rSubNaq+F+4PHKwrU9aV5fqA1tKhLWtIknS5XGjkAJWbjv5/32q1btLkO3j494/3/q9Hw6xo8lLMl45cWrRQcJqIf+zX7XZbrVaSJBc/FcNomjYajXq9PqaiYvHx+Xy5WZgwWIVKzGGxDLMudJPP51MUlcKN4pfPpM0z5/KtLQ1NRfH5fDRN5+zAb0DICPDf3FPz8kd6ivYn8CWWsmd1NCJvVhh2VjV4MvUf3+v/uzev/PTg+n/YvzZRTQIBaHVpSUmJ2+2OY3dVDMNmZ2fz8vKe2lrlo5k/fDI2/4THXmnLoI1sY+7PeTyes2fPmkwmtDLp7rvvXr16deSHmEym5uZml8vF4XBomtZoNHv27FmmzVNReTbop2KfZv+qt90c/kJdVbFYnNpWJRxkJ0UmEAjkcrnJZCoouFnG9lv3r3rx1MB39y3ytY0euqpSFIXqHHm93livqpF5vV6041hYKpXKYDAEV4glCILFYgkEgg96p55/68rf3beyeX9TohoD5lOr1b29vYWFhWazmcfjxbS7qtvtZrFYqIP7kwPafb88V1emWBP0E/n7x3sPba5cM+9Hc9qKOfZQFOV2u9VqNY/Hu3LlSjTnNzc383i8Q4cOKRQKnU53+vTp9vb27duXJR8aBn4DmmoK3uwY+8K2myujsy+mop0gT/VO/fWuO+bfa7fbi4vDTLLmIJlM1tHRYbVa0fjN/ZXsff9t+EpjRb5i8Z0so4SuqiiYMQwT657VkUXup/L5fD6f73Q6pdKbf47VasUE0i//+hMeh33xe/dIBXBBWF5oRSlJkiRJikSimNJZUCc1cPPkczuqv9f8zrONaJNXXMx3k9RTW9O0vENYMX/aZDLZwYMHMQybnJyMJqbq9XqXy/Xggw+i3601NTWjo6O9vb0NDQ0JHKENzOgQBDE7OysQCBI7o5OJdq4s+NobXYGbWbacpnVo+htv3iyF84sPdZp8yY7qWz0Vn8/n8/my6QfEUqDVDteuXQtkkTysYf3iQ90/H6xP1EvI5XKBQHDjxg2xWFxaWprAJEGv18vn80OWvoRAw7+BmPpf5w3vXHO8eHB9+ueIZg21Wt3T0yMWi2Pq0lAU5XK5Kipu7VvAZrH+Yf+qx19to2k/hmFsNvs3TzckvrnLadnX0hiNRi6XG5wqUlVVRdP05GQi958KzOhMTk7abLaEz+hkIgGXvb5CeWnk5lRTNi2nCaktZ3F5n3vjcnBtudws9bAQpVJZXl4ulUoZhkEzXp9rKGsZmDU7E/kFYbFYKpXK4XAkdu/3yJ1URC6Xu91uiqK6x6y7f3bW5cO6/n4PBNRkQuWmBQKBRqOJvgpESCcVw7ArY7Z/O32d/nS+n2GYkK92+lv2mGq1WmUyWXBWHqoWZrPZEvgqgSrMQqEwvnnyrBRcpDCbUn8XrS0Hk6kh1Gq1UChEW3ShUjWJ3a58fHxco9FIpVI+nz+/4NFShK2gFMLtdhME8dUj57/7VtfXN4o+t04yMjKSNZ/2TBHTyBTDAAAgAElEQVQoN+31el0uVzQPmR9Ts6Bs5LLHVJIkQ7bZCiQyJPaFUBVmNJ+6aIGrHLGzJr/1071U2Ww2h8Px+XyRH5IFKIoiSRIGfoOhGa+8vLzJyUm3202S5JObys7pzeMWD3b7BpZITDHJZrMxDIPjuFar1Wq1cddVDytsBaUQJ65MHHxzXEZb/2G7mLaMu1wuGKZKvkC56bKysvHx8UXPt1gsCoVi/g4HmS4Fs/d+vx/DsPkTJE1NYXLzzp07F+XToquGy+Vis9mxzpNnq/UVymGT00FQMiEX+7SrmgULjR7fWPbO5XGr+9bv2eDactBJDQvNeKlUqpUrV5IkOTAw8PSm/H9+v/flpxrQ1EnwVyb6JYZ+v99oNK5duxbDMB6Pp1AoXC5X2Mr18YncT52yE9966wou5v/hifI58wxBECqVCoapUovP5yuVypmZmcD8fVhhi3VE/mpnhGWPqfOHHNHvx/nfk+jD50LQVYOm6UWX9+QOVFDpwboS7NP/iyz4tYG2TPjSkU8omsHm1ZZzOBzBKysAgma8GIZBi2pKSkrKymy//vdPWi5eqasqVKlUgZ3bY1oMMzo6WlV1Ky1TLBabzeYI58eEYRi0RAfleGMY9vjGsrpP/6N/dUb/+sXRF59Y31STb7fbO61zZrO5qqqKIIjEJh6DWBUWFg4NDSmVypBBygC0tHL+jzb01X7u95ctLhLLzLKRyx5TcRwfGhoKXuKCtpJYqLz1UgSuGlkQNhJl58qC1iHTrjsUMzMzTqfT5XKhqY5Mz4teXSyXCNhPbKzCMOyB1Xl5HKfB4MQwjGGYGzdu+P1+LpebuX/dMtFqtcE3FQrFdx9ad+yycVMNn8vljoyMFBUVyWSy6GMSyrEPJNxiGCYQCHw+3/zCRvFBCUrBOd7Huyd+9dkNfA77+beuPLKh9OL37kFnyuXyvLw8Doez6GZhIDnQCLBGowl7r9lsXuiHL9oNJXPLRiY+ptI0TVEUj8dDX6rKysqBgQGDwVBdfbPK6PDwMJ/PX6a1gyFXDbBzZf6//klH3lOp0+mEQqHFYkFj77HWD0s3R7uMf3Fn5ff2rcYwzGq1fvJJD7qMulwukiT1en1G/3XLZP6w/wPril/8YPCFD8fyJPzV0mKPx22xWKJcDEOS5Ozs7PzoKxaLUUmdpTeYIIgRm/9bJ3sCeSsWl/fpI5/UFEt+98yWStVtU+Yajaanp8fr9dbW1i79pcESSSQSgUAwNzenUqlC7iJJ0uv1RviMZXTZyHhi6tDQEE3TKHE3sCRm5cqVqDRSX19fW1vb/v370Vi5RqPBcbytrU0gEOA4Pjg4ODo6umXLlmWqo5QFk4WJVaIQifmcWR8XVbpxOBwSiYQkyUyfcDraafzloZvLK4Pr+LjdbrlcLpfLM/qvS5rWoWmTizjR7cQwTCnm//V6fq1C7Pf7w14KQ4SM+gYkMKZ6vd4/6W0hiaAkzWzT5IcEVAyGqdJPaWlpf3+/UqkMGbSI0EnNAvHE1La2tsAU6eDg4ODgIIZhGo0mbJhks9n79u1raWk5efIkuqnVauvrE7bYHCwKFSk8UKfu7e1FQ3OZPuHUN2Hncli1RbcunaiOD4/HQyktkPUdDbTM1+G5uc+u1U2+1El9v0lxd339xMTEjRs3KisrF3rs1NQUjuNhs4cSOKXq8XhiqiEAw1TpBo0AB1d18Pv9FosFJbVlpXhi6uHDhyPci/Lpg4/I5fKDBw9arVav1xvYIgMkTVNNwe8ujh5uVKO8aKfTieN4Rv+WP9plPLDxtoxBNIVmsVi4XC5Mp0Vp/lpAB8kMeuQYhpWWltrt9r6+vqqqqvk9TrTb+UJTZaifmpAWEgRx8M6K965OR5kICsNU6UahUFitVofDEfhKzl+TmmWStzYIDdBBQE0+lPqLYZharfb7/QmvdJN8x7qMj28MzcJXq9VWq5XD4WT6X5dagWE6uVy+Zs0as9k8PDwcsnq1vb09sCdr2Gfg8/lLL7ng8/k4HM76CvylQ/WBpXeZmAia4/Ly8jo6OgIfnr6+PlR7JNXtWi5QXTr7cTmsO6tUF4dnt67Ik0qlFoslo7txZwZmNlbiSnFojwQVeZDJZBn91yXT/LWAEgEvuAvIYrHUavXIyMiFCxcqKirQMOzs7Kzf749cPEQikbhcriX+gA5UJfzDJ2PP31djcfmwzEwEzXEURdnt9oGBAaVS6fF4UIGRwsLCbO1fQUzNCaig0tYVeZs2bULz35krbCcVwzCr1VpfXw970URv/lpAN0lVF4X+ItFoNBaLZXJyEsdxDoeDkvYjp4CJRCKn07nE5qGY+tsLo0ox76u7apb4bCBVlEqlRqMZHx/n8/kulwtNPGVxCmG21YUCYaFVqhiGCQQCoVAY5U7yaYikmJb+6Ye0JfPvstlseXl5MKMWE7QW8Jkdmmd2aN54Zsv7X2/a/6vz80+rrq7GcRzljYvF4kVH1xMyper1em/Y6dfbR3/0yLolPhVILbVaLZFIpqamGIbx+/3ZPTsD/dScsK5MMW7xWNwkLuajDWoWqm+S5uZnJyGwuVvcQtYC/tXOFd9868rPn1gffE5gg0yRSCQUChcdXefz+agE0lI2M/Z4PE+/Pvzxd+6J+xlAmpDL5TiOo0ogWZ9CCP3UXNFUk39OZ8YyfNO3o53GA5vCxFSo8ZsoBzaVSwXcX39sCDmO9qggSTLKTgaaUl1KS75/yvgvf7EBlaoGmU6tVvN4vFxIIUyjmHo2SKrbkoUCw7+Zu+nbjTn3jMN7Z1WYqpZWqzWBddtz3AsPr323e6LrhiX4IKqowOfzo+xkLPGn28tnhqpwwb2rF8wuBpkl1s9P5kqj34C7du1KdROyWVNN/ounBrFM7qculJ1EkiTDMNmaRpgSx57dXv0//zjwjw9wObf2j4qpooJYLJ6amorv1S/fsJ7qm3r50fDrX0GGypGKHGnUTwXLqkguVIh4Q9MODofDZrMzcSPVo13jBzaGWewPndTlcPJrOx566bZ8pcAGmdFYSprSE69+/MqBmkW3TQWZJabPT+aCmJpDAlOqmTj8+4lhrlgurJhX5RWDydTlsapE/uVG9bfe7on7GeILq5/9r4u//fIWivTCwAPIRBBTc0hGT6ke6xp/PFwnlSAIFosVYdtqELcn7qwQ8ti/vTAa38PjiKn/8uHQ1hV52+7Ii7wVOQBpC2JqDgkUKczEKdWFVtHY7Xa5XJ789uSIHz2y7u0u45UxaxyPjTWmntebO0ctf3NPDU3TDMPkwjghyD4QU3MIi4U13pF/Xm/OuH7qyZ6J+9YU87lhPq4wmbrc3v1q42OvfMz4/bE+MKblNCTFPP1/P/ndM1uwoKqEAGScOGMqTdNGo1Gv18/OzkZzvsfjGRkZuX79ut1uj+8VQUI0rSw4N2Ti8/k0TdM0nermROto5/iBTeEHflHF9uQ3KaecfG7HQ+HqK0XG4XA4HE6URbueePXCW/9jG/o3DPyCzBXPWhqTydTc3OxyuTgcDk3TGo1mz549EfYY7+zs7OjoQEU0GIZZu3btzp07l9BmEL+dNfl/9+aV7346pSqRSFLdosVZ3GT3mPVIbcP8u6CTmhxrSuVf2Kb+ztGeHx+IbTkEGv5d9EfPP71/7aH1JevLb/5XejweKIkFMlTM/VSKopqbm3k83qFDh/7yL//y3nvvRXs/LXS+Tqe7dOlSdXX1008//cwzz+zYsaOvr6+7u3tpzQZxWl0in3EQs04yg6ZUF8pOwiDjN4k+01DBZrPeaL8R06OiGf79sH/aMOv6StOKwBHop4LMFXNM1ev1LpersbERXctqamqqq6t7e3sXWu/Y398vFArvuusugUDA4XDq6urKy8u7u7v9sU/PgIRAmUoZFFMXyk5yu905suItTfzzY3W/v3Tj6rgt+ocsmqZkdfu+9faV//rCncEHYT4VZK6YY6rRaORyueXlt65xVVVVNE1PTk6GPd9qteI4HlxKu6CgwOPxmEymOJoLlq6ppuCcziQQCLxeb6rbsriBKQfD+NeUhsnshU5q8r333I6wG9csRCAQ+Hw+hmEWOuGJVz9+639sDz5CkiSXyw1sjQ5AZon5g2u1WmUyWfAnHk1o2Wzhf71yudyQJAV002KxhD0fLLedK/Nbh8xCodDr9ab/aMFC9QgxiKkpEmtYjdBV/d47Vw83amoKpcEHoZMKMlrMMZUkyZCMA3RzoU5PSUnJ3Nyc2WxGN30+38jICPZpZAXJly8VFMgE1ybtGbGi5u1O48FwG9E4nU6hULiUrcRAfOrKFJ/dXPm9d65Gef5CMfX45XE3SR/aUhlyHCZTQUZLwCUJ9XVYLFbYezdt2mQwGE6cOLFmzRo+nz84OIj6uPPPP3LkSPDNw4cPL71tIKydNfmtOvP+apHH40nnqqp/HjLVlSlUkjBZo9BJTaFDWyq/c7Tn//9k7DMNFYueLBaLAz+pAyasnp+eGvz4O7vnn+/xeCCXG2SumGPq/M4N6qEu9NNSoVAcOHCgq6vLYDCw2WyNRpOXl/enP/1p/ioOCKJJ07Sy4NWPrj9ZtzLuKufJsdBuqRiG2Wy2kpKSJLcHBPz4gPbBX56rK1OsDTfVHSxsP/Xgqxfe/nQ1agjop4KMFvPYL47jDoeDoqjAETQziuNhdrVEFArFrl27PvOZzzz55JNbt241mUwsFquoCHZGTJkd1flt180CQVqP/VKM/49XJx9eXzr/LofDIZFIII0ltaKcWEVFOYI/aX/7h+5v3V9bqgwzQOL3+0mShJgKMlfMV6XKykqGYQwGQ+DI8PAwn88vLi5GN2ma9nq9C2X6ud3ugYGByspKWNOdWk01BR1GZzovp4HspDTHZrHeeXb7Iy+3LXpm8CrVNy7dEPE4j9WHX3AMCUog08UcUzUaDY7jbW1tY2NjTqezs7NzdHS0vr4+UEepr6/vtddem5iYQDddLld7e7vRaJydndXpdMePH8cwbMeOHQn8G0Ac0JRqOq+oWWi3VAxiatpYX6E8uLH879/tjXxaYDG0fsb52vmRf368bqEzIaaCTBfzfCqbzd63b19LS8vJkyfRTa1WW19fH+Eh165d6+rqQv8uKirau3cvbCSSck0rC77+xuUvrV/h8XjScKhtwuoZm3NvWZE3/y673S6TyRbKiQNJ9vltVd9+u+fNjrEn71wwX0ksFs/MzGAY9sSrF848f1fIvW63G92LYdjs7CwqEVxSUgLBFWSiePJ+5XL5wYMHrVar1+tVKBQhH32tVqvV3ioKKpFIvvjFL9psNq/XK5FIpFLpvOcDKVBbJLO4SSfN4abllGrIEprgy+7U1JRMJhsZGYHLbpr46UHt3n87py1TrCoJ/1uZz+czDPOV33T85EAdLg7N4iZJUqfTyWQyDMNMJpNcLjeZTCqVCv5zQSaKP8tDqVQWFRVF87lnsVjoZAioaWXnyoLOcXd6TqmG1PhFl92pqanJycnx8XGHw6HX69N21DoHnfzajodeipSvdFLnLpZy71tbPP8udHHg8/lSqZTH44lEouLiYhjbBxkKMidz186VBRcNtjSMqV03LCoJX513a7VV4LLLZrPz8vJ4PB5cdtMKl8N686+2Pf7Kx2HvvWK0nr3u+Or2MAEVUavVBEHQNO33+30+n1qtXq6GArDMIKbmrqaa/PP62fnFI1Mu7G6p6LLrcrkkEglBEHDZTTcbK/FHNpT+w4m++Xc98eqF15/eFGExtFwuFwgERqNRIpHI5XI0DgxAJoKYmrtwMb8MF405sXTrqoZdRSOXy6VSqcvlYrPZcNlNT1/crnZ6qaOdxitjthfe63/hvf6r47an/k/7a19qUMqlHo8nbH1phmHGx8d5PJ5YLOZwOPBrCWQ0KJea05pq8rsmPHXlaTQx2dw7dXdtgYgXZot7HMfHxsYIgli5cmXyGwai8fMn1jf95LTdS9vcPgzDfv/J2N61RRtLxQaDwWq1Dg4OogwMv9+PUsxMJpPJZCopKSkrK+vs7GQYBn4tgYwGMTWn7awp+JcPB56sS6N+6rEu40KrMnw+H47jPB4PLrtp68qYzUUyKKBiGEaQ1J8HTd3r81xjOoZhPB4PSlR0OBxcLtflcuE4vmbNGnRy8HoBADJUGsXUs2fPBv69a9euFLYkd2y7I+/z/21zusMsA00JB0FdHJ4N2aEa8fl8Pp+voaEh+a0C0TvePT7num163uImz+gdD1cWORwOkiSlUqndbscwjMViVVdXB+8sBNvLgyyQRjEV4mhKNNUUdE24a2uodNg3baGd3bBPayfBZTdDqdXqnp4ej8djNpttNtv27dsLCgpS3SgAEg9ylHLdzpUF3VPeNCmmH6HGr9VqhS3A0t/jG8uUt1d1UIj4j9WXyeVy9JOIzWavWLECAirIVhBTc93OlfkdxrSo/KCbcRI+uq4szKpTr9fr9/uhsE76qytTvHSoHv90y1uFiPfvT9WvLVNgGKZWqyGzF2S91A/3gdS6o0BKUP5Rky3lXYdjncbHFxj4hU5qBtlRnf+bpxvevTyBYdhj9WVrP/2RJJPJhEIhZPaC7AYxFWA7V+Z/PGy9c02Km3G0y3jy601h77LZbNC5ySB1Zcq6sjC/gSCzF2Q9GPsF2F21RR1G50Jb3ibHeb15ZZGsUBZmhxyPx8PhcPj80NrrIOPweDzIMgPZLc6YStO00WjU6/Wzs7PRnE8QhNFovH79+vT0dNhaKiCFdtbkd00SqU1TguwkAEAWiGfs12QyNTc3u1wuDodD07RGo9mzZ09gT/L5urq6Ojs7KYpis9kMwyiVyt27dxcVFS2h2SCR5CJepVLYMWLaubYqJQ3w+7F3Lo//4skNYe+12WzV1dVJbhIAAMQh5phKUVRzczOPxzt06JBCodDpdKdPn25vb9++fXvY88fGxtrb2zUazV133SUSiaanp5ubm1taWp566inYVjp9bL8DP6+bTVVMjdBJdTqdQqEwHdbOAgDAomIe+9Xr9S6Xq7GxEe20VVNTU11d3dvb6/P5wp4/Pj6OYdjWrVtFIhGGYUVFRWvWrHE6nTabbWktB4l0d23RBYM1Va9+tMt4YIGYiko9JLk9AAAQn5hjqtFo5HK55eW3roBVVVU0TU9OToY9XywWYxhG03TgCEVRLBYLhViQJnbUFg+aCMJHL35qok3ZiWGTa/sd4esjQkwFAGSQmGOq1WqVyWRs9q0HovyRhfqdtbW1crm8tbXVZDK53W69Xt/f36/VagWCMBmeIIXuLJec7ptI/utGWJbqcDgkEknwhw0AANJZzNNUJEmGlLNBixy83vD7hQkEgocffri5ufntt99GR9atW7fQ5CtIoa1qZevQzIMbwu8Js3yOdo3/5xc2hb0LMn4BAJklAakfaG3MQglHdrv93Xff5fP599xzj0QimZqaunz5MkmS99xzT8iZR44cCb55+PDhpbcNRK+pJv/rb19L8oteMVqlAu4dBdL5d/n9frvdXlGR7BgPAABxizmmCoXCkIWMqIe60FhuR0eHx+M5cOAAmlgtKyvj8/nnz5+vra0NnpTFIIimWm0p7qMZo8VTjidvqvtop/FAxI1oktYSAABYuphnqnAcdzgcFEUFjlgsFnQ87Pmzs7MymQwFVKS4uBgdj7mxYDmJRKL6YmGrzpTMFz3aNX5gY1nYuyCmAgAyTswxtbKykmEYg8EQODI8PMzn81GkxDCMpmmv1xsodCcUCl0uV/BKGxSDYY+R9OF2uw0Gw+joaI2cbu4aMRgMIyMjSSir1NI31VidLxGEGSxhGMblckGxdQBAZok5pmo0GhzH29raxsbGnE5nZ2fn6OhofX19oI5SX1/fa6+9NjFxM4O0pqbG5/N98MEH09PTTqfz+vXrH3/8sUAgqKpKTXkBMB9JkjqdbmpqSiPyfDLmmpqa0uv1CyWdJVCETipkJwEAMlHM86lsNnvfvn0tLS0nT55EN7VabX19/ULnr1q1iiTJjo6OY8eOoSOFhYU7d+6Efmr6UCqVRUVFFEUVqZTlMvuw3V9XUrzc464ukjqvM//H5xfM+A2MfAAAQKZgxV3R3mq1er1ehUIRTXRkGMbhcHi9XqlUGjy3GtDU1HTu3Ln4WgKWzm639/b28vn8316e5XC4LzyxebnHXX97YXRoxvGjR9bNv8vn8w0PD9fW1i5rAwAAIOHiX0sT09Acm82GfJN0JpfLZTIZSZJ3SHzNk5wkTGQe7TL+8OG1Ye+C7CQAQIaCCjXgJrVaTRBEbR5vxEK6yeUtUjhidtk8vg0V4X+WQUwFAGQo2O4D3CSTyYRCIZ/P31jq+mhgap82fPZQQrzdaTwYtCzV7XbPzMygf/t8vqmpKTabXVJSApPuAIDMAjEV3KLVajEM2+263tJjXNaYeqzLeOzZxsBNlHiMBpztdjuLxdLr9SqVCmIqACCzwNgvuIXH4/F4vPu0le2jtuVbS3Ph+qw6X1KiuBUvUeIxn8+XSqV+v18ulxcXL3viMQAAJBzEVBCqUiXmcbkdg6PL9Pxhd0tFs7kkSbLZbIqi1Gr1Mr06AAAsnzQa+z179mzg37t27UphS8C6cuWLZyc+uE48ubmqrizB/cVjXeM/PagNOYgSj2dmZvh8Pvp3Yl8UAACSII1iKsTRNNE6NN2qNzk9VPek62TvzK8+u2FHdX6invz45fGHN5Syw+1ipFarBwYGSkpKoJMKAMhQMPYLbnNlzPaNP/Q4PTf3SLC4vM+9cfnquDVRzx+hHiFFUUqlUiAQQCcVAJCh0qifCtLB8e7xORcZfMTiJn9wvO8zmyvLcFGZUlSmFPG5Mf8UuzJmO9497iHp3glbU01B2HPm5ua2bNkiEiVvpzkAAEgsiKlgcSwW1nXD8t6ViXGrZ9zqkQm55UpxqVJYhotLlUIUaEuVIpWEH/bhrUPT33izZ85JYhgm5HHP683zB5MJgkAZv8v+xwAAwLKBmApu8/jGsncuj1vdt7qqUj7nR4+sWxuUqTTrJI1W94SVGLe4jXOe9uG5catnwurxkHSpUhTozpYqReW4yOah/r+jPYG+L+Gjnnvj8m++3FBXdlsRpdnZ2by8vOT8jQAAsEwgpoLb1JUpXjpU/9zvL1tcJIZhChHvn/apiwS+4HPypPw8KX996HIYzOOjJ6yecYsHdWfP601Gi6d/wu70UsGnWdzku5cnQmKqxWIpK1vGKhMAAJAEccZUmqYnJycJgsBxPHL3wu12kyQ5/7hMJgtsuQrSyo7q/N883fDu5QkMwx6rL1tTKu/v78/PXzz1V8Tj3FEgvaNAGnzwhff6j7SNRH7g3NycSqVaSpsBACAdxBNTTSZTc3Ozy+XicDg0TWs0mj179iwUIC9evDg4ODj/+KFDh6BQTtqqK1MG9yMLCwunp6eLiorieKr5g8kKEf+x+tu6pLOzs5WVlXG3FgAA0kTMMZWiqObmZh6Ph4KiTqc7ffp0e3v79u3bw55/5513rl17a0svv9///vvvy2QyCKgZpKCgoL+/v6CggM2OOeN3/mDyvz9VHzw763a7ORyOQCBIZIsBACAVYo6per3e5XI9+OCDKCjW1NSMjo729vY2NDTweLz558vl8uBkzrGxMZIkV61atZRGgyRzu90URXV1dQVGgP1+f/T7xoQMJq+9vTATZCcBALJGzDHVaDRyudzy8lsJKlVVVTqdbnJyMprhu2vXrrHZ7JUrV8b6uiCFSJKcnp52uVwEQXC5XAzDHA5HTPvGhAwmBzAM43A4KioqEtlcAABIkZhjqtVqlclkwWOASqUSwzCbzbboY71er8Fg0Gg0sIdXZkH7xjgcDpIklUql1+tN1L4xkJ0EAMgmMU+PkSTJ59+2tB/djGZrsKGhIZqmV69eHeuLgpRTq9UsFouiKJIkCYJIVEleiKkAgGySgPWpfr8fwzBWuKroIQYGBqRSafC4cbAjR44E3zx8+PDS2wYSBe0V4/f7zWZzSUlJQkryulwuHo8X8hMNAAAyV8wxVSgUEgQRfAT1UBfN2zSZTGazedOmTQtFXwiiaU6tVvf09DidzkQVZ4DsJABAlol57BfHcYfDQVG3KuNYLBZ0PPIDBwYGMAyDjN/MJZPJhEIhjuPRjPMviqZpl8sFBX4BANkk5phaWVnJMIzBYAgcGR4e5vP5xcXF6CZN016vl2GY4EfRNK3T6crKyuAamtG0Wm1jY+Pc3NzSnwpmUgEA2SfmmKrRaHAcb2trGxsbczqdnZ2do6Oj9fX1gTpKfX19r7322sTERPCjhoeHvV4vZCdlOjT9qVKpZmdnl/hUMPALAMg+Mc+nstnsffv2tbS0nDx5Et3UarX19fWRHzUwMMDn8zUaTZzNBOkkLy/PYDAsJSI6HA6RSISWugIAQNZgoazdOFitVq/Xq1AoErLYtKmp6dy5c0t/HpAcBoMhPz9fKpUufuoyPBwAANJT/B0FVOoB5Ka8vLzZ2dn4gqLP5/N6vRBQAQDZJ+b5VAAwDJPJZF6vN+wufouC7CQAQLaCCS0QJ9RVLSkpWfRMt9s9MzMTuDkyMlJZWYlW5ixnAwEAINmgnwrihGJqNGeSJKnT6aampqampkZGRjweD8oDX+4WAgBAkkFMBfFTqVTRrFVFJfj5fL5UKqVpWqlUJqoEPwAApBWIqSB++fn5ZrM5mjPVajVBEBRF+f1+v9+fqBL8AACQVtJoPvXs2bOBf+/atSuFLQFR4vP5AoHA4XAsWlIfleC/fv16RUUFn89PSAl+AABIN2kUUyGOZqK8vDyz2RxNjKRpGsdxgiBgR3oAQLaCsV+wJFKplCTJRRfVGAyG6upqqVQKnVQAQBZLo34qyFBoVrW0tHShEyYmJuRyuVQq1Wq1yWwYAAAkGfRTwVJFzv41m81sNhsVeeDxeDweL4lNAwCApIKYChJgobWqNpvN4/EE9gEEAIDsBjEVJEDYmL7rxXMAAA41SURBVEoQhMlkqqioSEmTAAAg+eKcT6VpenJykiAIHMej3POLIIjp6WmfzyeTyQoKCthsCOfZY/6iGoZhhoeH16xZk9qGAQBAMsUTU00mU3Nzs8vl4nA4NE1rNJo9e/YE9iQPq729vbu7m2EYdLO0tPSRRx6Jp70gLbndbrfbPTExESj/OzIysnnz5tS2CgAAkizmmEpRVHNzM4/HO3TokEKh0Ol0p0+fbm9v3759+0IPuXjx4uXLlzdu3Lh27VqBQGCz2aKsEwsyBUmSRqPR7XbTNM3lcmdmZrhcLkVRqW4XAAAkVcwDsHq93uVyNTY2onqtNTU11dXVvb29Pp8v7Pk2m627u7uurm7Lli1SqZTH4+Xn59fW1i614SCdoIq+OI4zDEMQhFKprKiogIq+AIBcE3NMNRqNXC63vLw8cKSqqgpNr4Y9X6fT+f1+tDAxMPYLso9areZyubOzswKBgMPhQEVfAEAOinns12q1ymSy4AwjpVKJYZjNZgt7/szMjEgkslqtf/zjHy0WC4/HW7FiRWNjo0AgiLvRIA2hir7ovxWKJQEAclPM/VSSJPl8fvARdHOh7TA9Hg9FUR988EFVVdXevXvr6up0Ot17773n9/vjazFIW2jzGYIgoJMKAMhNCahNiKIji8Va6ASfz7dp0yaUBarRaHg8Xnt7++joaMiV98iRI8E3Dx8+vPS2gWSSyWRCoZBhGOikAgByU8wxVSgUEgQRfAT1UBcayxUKhRiGaTSawBGNRtPe3j4zMxMSUyGIZgGo6AsAyGUxj/3iOO5wOIKXSVgsFnR8ofMxDAuef0UrWSFfKStBRV8AQC6LOaZWVlYyDGMwGAJHhoeH+Xx+oKYrTdNerzcQMquqqjAMC84KnpiYwDAsyupLAAAAQKaIeexXo9HgON7W1iYQCHAcHxwcHB0d3bJlS6COUl9fX1tb2/79+9F6m7KystLS0kuXLgmFwqKiopmZmQsXLsjl8hUrViT4TwEAAABSKuaYymaz9+3b19LScvLkSXRTq9XW19dHeMj9999/+vTpDz/8EN0sLCy89957I9cyBAAAADIOK+41LVar1ev1KhQKlIW0KKfT6XQ6xWKxXC6ff29TU9O5c+fiawkAAACQDuJfS4NKPURPKpVKpdK4Xw4AAABIc7DhGgAAAJAYEFMBAACAxICYCgAAACRGtsXUpqamVDchU8FbFx943+ID71vc4K2LT3Let2yLqWkupKYxiBK8b/GB9y1u8NbFB963NIqpZz/10ksvRT5tia+ylCdf4sOX9clT2LYlvno6ty2aE5bv1dO5bUt/+LI+ObRtOV49ndsWzQlJePIE7EuTKLt27Up1EwAAAID4pVE/FQAAAMhoEFMBAACAxIi/NmFiQSYbAACAjBChkm66xFQAAAAg08HYLwAAAJAYEFMBAACAxEijtTRLZ7PZzGYzl8stLS3l8Xipbk7aoWl6cnKSIAgcx/Py8iKfTJKk2Wx2u90SiSQ/Pz/H38/p6WmHwyEWi0tKSlgsVjQPYRjGbrdjse/glE3i+ErOzMzY7XYej1dQUCAWi5e7hemJIIjJyUm/319YWBjNdl52u91isTAMo1QqcRxPQgvTltvtJklSLBbz+fxFT47pkhil7Impra2tfX19bDabYRiBQHDvvfdWVlamulFpxGQyNTc3u1wuDodD07RGo9mzZ89CO8N/8MEHo6OjDMOgmyKRaNu2bbW1tUlsb7ogCKK5uXlqagq9bziO79u3L+wewCHa29u7u7t5PN4zzzyThHamoVi/krOzs3/605/m5uYCRx5++OGysrLlb2l6GRgYaG1tZRiGxWL5/f6GhoZNmzYtdDJFUR999JFOp2OxWCwWi2GY8vLye++9VyQSJbPNKefxeM6ePWsymdxuN4Zhd9999+rVqyM/JKZLYvSyJKZevXq1r69vy5YtGzZs8Hq9p06damlp+exnPyuRSFLdtLRAUVRzczOPxzt06JBCodDpdKdPn25vb9++fXvY851O57Zt26qqqsRi8dzcXGtr65kzZ+RyeUlJSZJbnnIfffSR2Wx+6KGHKioqzGbz+++/39LScvDgwciPmpmZuXr1qkKhQN/wHBTrV9LpdJ44cUIkEu3fv7+oqMjr9U5PT+fg99dkMn300UdqtXr37t0cDufChQuXLl3Ky8tTq9Vhz+/o6NDpdJs3b96wYQOLxRoaGjp79uz58+f37NmT3IanGEVRbrdbrVbzeLwrV65Ec35Ml8ToZcl8and3d2Fh4caNG9lstkgkuvvuu30+X19fX6rblS70er3L5WpsbFQoFBiG1dTUVFdX9/b2+ny+sOcfOHBAq9UqFAoej1dUVLR7924Mw65fv57URqcBu90+MjJSV1dXUVGBYVh+fn5DQ4PJZDIajREexTDM2bNntVqtSqVKVkvTTqxfyfb2doqiHnroofLych6PJ5VK77jjjhwcNu/p6WGz2bt27eLz+RwOp7GxUSqVdnd3L3T+xMSEWCzetGkTh8Nhs9mrVq0qLi6emJhIZpvTgUwmO3jw4F133aXRaKI5P9ZLYvSyIaZarVan0xn8O06pVCqVysgXvpxiNBq5XG55eXngSFVVFZpLCHt+yJQhmtGhaXpZG5mG0EeoqqoqcAR9zCJ/tDo6OmiabmhoWObWpa9Yv5I0TV+/fn3FihXokxaYdMhBRqOxpKREIBCgmywWq7KycmpqaqFrvVgsZhgmeEkkTdM5Ow8dvVgvidHLhrFfm82GzcsEUSgUU1NTKWpR2rFarTKZjM2+9RMKvV3orVuUXq/HMCz485cjrFYrdvtHSywW83g8dDwss9l8+fLl/fv3L31iJnPF+pWcm5ujaVqlUqGpQYqiVCpVQ0PDihUrktHctOHz+dxud0hPS6lU+v1+u90eNommvr5+bGystbV1w4YNbDZ7YGDAbDbfd999yWpyplriJTGCbIipJEliGBaS5cXn89FxgGEYSZJCoTD4CHq7vF7voo+1Wq0XL14sLS3NtQscFvtHC4361tbWlpaWJqN96SrW983j8WAYdvnyZalUetddd2EY1tPTc+rUqb1790Y5lJcdFnrfsIW/qkVFRQ888EBLS0t/fz+GYRwOZ/fu3Tn4VY3VUi6JkWVDTEWgIFRM0Nu16LIQl8v1/vvvC4XCPXv2RLmGJJuE/ZP9fv9Cb8Xly5fdbve2bduWuV2ZIdavpN/vf/jhh9GVTq1Wv/766x0dHTkVU8OK/FUdHR09depURUXF6tWr2Wz2yMjImTNnKIpas2ZNcpuZ8aK8JC4qG2IqmnsI+X3h9XpDfobkMqFQSBBE8BH0dgWmbcJyu90nTpxgGObRRx/NzRka9P4QBBGcgEqSZNj3ze12d3R0aLXawGoQgiD8fv/k5KRQKMypVYOxfiXR+SUlJYET+Hx+WVnZ9evXGYYJHqDLbgu9bxiGLfTWtba24ji+d+9eFAwqKysJgmhra6uuro5mgWbOiu+SGI1siKnoamWxWIIPWiyWnLqKRYbj+NDQEEVRXO7N/3H0dkV4izwez4kTJ3w+36OPPiqTyZLU0DQT+GgFYqrD4aAoKuz7RhAEwzDd3d0hWZrHjx/XaDR79+5NQoPTRKxfSRzHWSxWSOxEE9I5Nf7E5XJlMtn8943NZoddEk2SpNPprKqqCu5dFRcXDw8P22y2goKCZW9xxorjkhilbIipMpkMx/Hh4eGGhgb02TKZTA6HY+3ataluWrqorKwcGBgwGAzV1dXoyPDwMJ/PLy4uRjd9Ph9amI9uejyed9991+v1PvLII9HUN8hWFRUVLBZreHg4kJ+FFhQFahfQNE1RFI/HY7PZSqXy0KFDwQ9vbW2dmpp68sknc60K1aJfSb/fT5Ikl8tFgZPP55eUlMzMzNA0jY4wDDM1NaVQKHIt1auysvLatWtOpxOlQFMUdePGjfLy8sD7EPxVRW9gSAxGwyQwShci+KuKRXFJjBvnhz/84RKfIh0IBIL+/n63261SqaxW65kzZ1gs1u7duwO/QXKcUqkcHh4eGRnJy8vjcDhXr17t7++/8847A0VqPvzww7Nnz27atAldAY8dO2axWNasWUNRlPlTBEGgtVy5g8fjuVyua9euiUQiiURiNBrb2tpKS0s3btyITujt7T1x4kRpaalcLmexWMLbjYyMOByO7du351pMxRb7Ss7Ozr7++usYhgU+gTKZrK+vz2q14jju8Xg+/vjjycnJrVu35lpnS6lU9vf3T01NFRYWkiR57tw5s9m8a9euwFhR8FeVxWLZbDaDwUCSpEwmI0ny2rVrV65cKSkpWb9+fWr/kOQbGhqamZmZnp6empoSCAQEQZjNZpVKhYJo8FcVi+KSGLcsCTk1NTVOp7OjowMlvykUigcffHDpI+NZg81m79u3r6Wl5eTJk+imVqutr68PezLDMOinbkg5kqqqKlT6IKc0Njb6fL7W1tbW1lYMw8rLy3OtQk18Yv1KlpWV7d69+/z582gkgMvlbt26NQcTbRQKxd69e8+cOfPmm29iGMbn83fv3h2hfllTUxOXy+3t7e3p6UFHqqurd+zYkaTmppO2trbAFOng4ODg4CCGYRqNJuxQR0yXxJhk1f6pPp/PYrFwudxcrl8TmdVq9Xq9CoUChoZi4na7UQ39nJ1ajk+sX0mapufm5vx+v0qlyuVBJvS7Fr0P0Yx++3w+u93u9/vlcjmkJsUk4ZfErIqpAAAAQArlSpI6AAAAsNwgpgIAAACJATEVAAAASAyIqQAAAEBiQEwFAAAAEgNiKgAAAJAYEFMBAACAxICYCgAAACQGxFQAAAAgMSCmAgAAAIkBMRUAAABIDIipAAAAQGL8P2tPCMcHmhIhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fe9bcc5f",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4451fd0f378b486cbb7d173424da5222",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_pnts = 30\n",
    "\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "17ac220c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6d8ab82",
   "metadata": {},
   "source": [
    "Now the oldest dataset will vanish from the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ac84a3ab",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0a7a39d15cd2435fb05d69bc3a0bcf69",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now the oldest dataset will vanish from the plot\n",
    "\n",
    "n_pnts = 40\n",
    "\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "851cdc2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e58a13a",
   "metadata": {},
   "source": [
    "We can accumulate more datasets on the plot if we want to:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "20bd0f42",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b90e268c40644e17842416b61db15f23",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can accumulate more datasets on the plot if we want to\n",
    "plotmon.tuids_max_num(4)\n",
    "n_pnts = 40\n",
    "\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9d466e93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "080175cd",
   "metadata": {},
   "source": [
    "Or we can disable the accumulation and plot a single dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "67a9a1eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Or we can disable the accumulation and plot a single dataset\n",
    "plotmon.tuids_max_num(1)\n",
    "\n",
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "728eac9b",
   "metadata": {},
   "source": [
    "This can also be reset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c6cc5a28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This can also be reset with\n",
    "plotmon.tuids([])\n",
    "\n",
    "plotmon.main_QtPlot  # The plotting window will vanish, it is supposed to"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "535363cf",
   "metadata": {},
   "source": [
    "For now, we will allow two datasets on the plot monitor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ce2c3c71",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For now we will allow two datasets on the plot monitor\n",
    "plotmon.tuids_max_num(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dd508f1",
   "metadata": {},
   "source": [
    "Now let's imagine that something strange is happening with our setup..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "385f2c91",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "32ac386a34b342f4b8c02dc952f1e5cf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now let's imagine that something strange is happening with our setup\n",
    "device.offset(1.5)\n",
    "\n",
    "n_pnts = 40\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan problem\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ba7667b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efc5350a",
   "metadata": {},
   "source": [
    "We would like to compare if the current behavior matches for example what we got a few minutes ago:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d731a726",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We would like to compare if the current behavior matches for example\n",
    "# what we got a few minutes ago\n",
    "\n",
    "reference_tuids = sorted(get_tuids_containing(\"ADC\"))[-3:-1]\n",
    "\n",
    "plotmon.tuids_extra(reference_tuids)\n",
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d173de36",
   "metadata": {},
   "source": [
    "OK... that cable was not connected in the right place..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bef00343",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d376bcc9d10546a9acd09627be039c7c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "98fd27360d724a6f9f7a8eaf2a82301e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "device.offset(0.0)  # OK... that cable was not connected in the right place...\n",
    "\n",
    "# Now let's run again our experiments while we compare it to the previous one in realtime\n",
    "\n",
    "n_pnts = 30\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")\n",
    "\n",
    "n_pnts = 40\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9487a865",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5df23be",
   "metadata": {},
   "source": [
    "We do not need the reference datasets anymore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "06bd47d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We do not need the reference datasets anymore\n",
    "plotmon.tuids_extra([])\n",
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fd607141",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['20250904-041034-293-08d17c']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6bd64146a08145d8b6693591f1c59cc6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Note: both plotmon.tuids_extra and plotmon.tuids can be used\n",
    "# but keep in mind that meas_ctrl also uses the plotmon.tuids\n",
    "\n",
    "tuids = get_tuids_containing(\"problem\")[0:1]\n",
    "tuids\n",
    "plotmon.tuids(tuids)\n",
    "\n",
    "n_pnts = 40\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")\n",
    "\n",
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddbafd26",
   "metadata": {},
   "source": [
    "When we have 2D plots only the first dataset from `plotmon.tuids` or `plotmon.tuids_extra` will be plotted in the secondary window, in that order of priority."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "280ed404",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "324721f983074d26b306b7ab456ca8d1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# When we have 2D plots only the first dataset from plotmon.tuids or\n",
    "# plotmon.tuids_extra, in that order of priority, will be plotted in the\n",
    "# secondary window\n",
    "\n",
    "meas_ctrl.settables([device.amp_0, device.amp_1])\n",
    "meas_ctrl.setpoints_grid([np.linspace(0, 1, 20), np.linspace(0, 0.5, 15)])\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan 2D\")\n",
    "reference_tuid_2D = dset.attrs[\"tuid\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "feeec88e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8b50>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfedda46",
   "metadata": {},
   "source": [
    "```{note}\n",
    "The secondary window displays the last dataset with a 2D structure, and it remains persistent until replaced by a new dataset with a 2D structure.\n",
    "\n",
    "Mind that the data on the secondary window does not always display data corresponding to the same dataset as the main window.\n",
    "```\n",
    "\n",
    "We still have the persistence of the previous dataset on the main window:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d4537bdc",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a46ccc705a554013a3d1c6c3c393e6fb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meas_ctrl.settables([device.amp_0, device.amp_1])\n",
    "meas_ctrl.setpoints_grid([np.linspace(0, 1, 20), np.linspace(0, 0.5, 15)])\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan 2D\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6fd9c8d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8b50>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "862504b9",
   "metadata": {},
   "source": [
    "We can still have a permanent dataset as a reference in the main window:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9cfc10fe",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d16cafe91b48425496624b1fad8429a9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "device.offset(2.03)\n",
    "plotmon.tuids_extra([reference_tuid_2D])\n",
    "\n",
    "meas_ctrl.settables([device.amp_0, device.amp_1])\n",
    "meas_ctrl.setpoints_grid([np.linspace(0, 1, 20), np.linspace(0, 0.5, 15)])\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan 2D\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "97fd924a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nP5n//oNp2TXale9nPzonbpI66M3v8imn3URyAkgpz309R1wul8vlAgDmOI77sXzY7Xa9Xs/lcuVyeYCHGiLDs/g5HA6DwcDlchUKhaeSQ6k8y9VwqrrjT/srKIQA4Hd7K1QS/ghqP2unqlsKDv+eft8CQuYIgWPRzTgcXgIr/zGMAt1ut1arFYlEcrmftmSz2XAcFwgEg13ucDgQQkKhcOhlMhiNRqbLK5VKrL+OzvQdvx95cDqdNE1735eiKLvdDgA4jvP5fIIgBl5FkmR3dzdCSCaT+dT5ukGSpF6vp2laqVR6Roa+ylMuAkMUulaTFmYksfbujW11ukfEd3DrytSL7RqTPUoumjmmZ5K6q6hVIuBK+IM+8tPz409Uai3OvhWrYj73yV7zOj/9cWf2ScXz51f//sibMybcn6qAf4wbnkAtLi7Ozc1VKpU6nW7WrFmTJk3y/jQ/Pz83N3fWrFlpaWkDrz18+HBzc7PL5Zo8eXJE0uSc+u631qYMLHN/K1fMI55dmMhc9W1e6+YzDct5F/kCkSJIdJ/K8M/N3/zlhYczxoZc+PWSV3cUNhadvkfq0JNcKUEe1in9ti2j0bht27aoqKhVq1Z5DhYVFRUVFQkEApqm3W53aGhoWlpaTEwM86nb7T558mR9fb1cLicIwmg0Tpo0aebMmcN4aR6Gob1mZWXV1NRIpVKn08nhcJYvX65QKC5beZarZHjaT3GzsUlnxzGstNUY2F6SopY98tDD+NYPHnX+sg2pZELuRw9PTTi6FqY9MozatrW1HTx4UCaTmc3mqKioxYsXe8uwtra23bt3R0dHr1zpp8sXFRWVlJRYrdaQkJB169YNsUyGvXv36vV6kUhksVj4fP7KlSuDgoKYj86dO1dSUiKXy51OZ1xcXEZGxsBbI4R27NjhcrkeeeQRDqdncNNoNHv37hWLxQghl8sllUonTJgwadIkz90LCgoKCgqEQqFIJNLr9ZGRkUuXLvUreq8dFRUVZ86cEQqFBEHYbLbMzMyEhATvykeS9EsxTr2bKDJLCsxBaGj++OJmIwJ493DNQ+kxgdvPNZoH35oytd3kaNPbMcD4PNzjTD1eqR0fHihrErOA9adfFpjtPWL1sbmxHmvq8oz0wyeTxx76z/ykmZtON9yv+xgWvDaMuhkMhpycnDVr1oSFhbW3t+/evTs2NtbTi3Q6XV1dXUhIyGCXJyYmTps2LTc3FwD+vK/i13clDyxz565dkvh5zywcx1zy7xOV7xypQzTU42oH4vxyedKjK9Vbvtz2wicH/vXTuwAgwl7fAejD1igXjeEYcDDkov20rcrKyqioKI1GY7FYJJK+NxkZGckMNG63u7Kycv/+/UuXLmW6x5EjR2w224YNG5jzHQ5HRUXFMF7aVRIbGzt79mw+n48QOnbs2OnTpz1qQYDKs1wlwxizrjSOd15icMv8X752eufb/Oc/fnjaRMtZkEZCxOQAl/gFIXT8+PG0tLS0tDSHw7F9+/ba2tqxY8cyn5IkmZ2dHR8f73b7TxETGhq6bNkyjUZTV1c3xDI9LF26lJn70jS9f//+vLw8xkVdUVFRXV19//33y2QyAHA6fVOrMrS0tCCEgoKC6uvrk5KSPMcJgti4cSNTbEtLy/Hjxw0GAyOVi4qKiouLV6xYERkZyZxQXFxMkuR1lqlyuXz9+vVSqRQAysrKjh8/HhcXx9TBU/nsms6/f5+TIWtXcNy5jrDL+uM9MU1fX2g6VNYxKl6hW1OmHrrYnhgmqdCYNQa7Z55aoTE9PX9M4AvnJQZve3LmnoJmADhZ1XWguPUXS3qmemIOdkCxcV7BG89sPPvoR1lOy6a/TT68tlk3aeB3jGGADWpFbGxsDA4ODgsLA4Dw8HCFQtHQ0JCamgoACKGsrKyMjIzz5897X1JYWJiYmMjI3fj4eADAMExjtJud+JLksOJm4+Hs8wKupJMUhAFsLtDL+ZJ54T2R51v2nvzkvAHRHACw0zgA/bf9VWFBPIVMOl0off370t8sTxTYtMf04S4aAwAagcufsQUhVFVVtXDhQi6XW1lZOX369IHncLnclJQUvV5/4cKFhISEzs7OS5curV+/3iOABQLBwMm32WzOysrq7OwEAIVCsXr1aoIg8uu1J0+f4Tt1PIxWKZUrVqwQCARHjhxpam5VOZ2PRHCO6eQtTgEAjBHYU4Ps08TyTZs24Tg+depU5mV6M2bMmN5vBouKisrPz79s5Qf7+liuHZeZ1yIafJYTAgBA1IIn+Kffnq20ToyQwH/fgpXvAz3I+jF8UJmh1WotFsuECRMAQCAQJCQk1NXVeeQf0yRommZaKUNNTY1EIomIiAAARjh1dXUNsUzvaz3GZBzHVSqVyWRi/i0pKUlLS2MEKgDw+Xy/Na+srExKShKJRMwffh4ax2NiYjIyMo4cOZKWliYSiQoKCmbOnMnUmTlhYK+kafrkyZONjY0URYnF4iVLloSEhCCEiouLKyoqrFarRCLJzMyMiIgoLCysqKiw2WxCoXDKlCkTJ04EAIfDsXv37unTp587d87hcMTHx2dmZvr4VpjHZ4iJiTl16pTdbvdW1gEgY2yo/OHMVzcduTu4+5l7U6YG9MdfqV3kGsWl35oy9WBZu9NNu0k6WiUOEnAAgEbIYHPdP/3yZr2UiKCUwkwAeB0BAoT+1Ges+QQBIDp4c2I+HyEKfl0wHysENNCaE5oMPzkzWPkGg8HbsyKXyw2Gnki24uJipVLpaesMNE2fO3cuJCTEM5dlOF+v+/Xq6YxeNpPfycXQpk25cxKUqVHyMZxQpkyapi0t5QpOqJHs+aLHCB1SgszPOTM1nPfgkpl/OVS77dRFgkOkylwpgg4aoMomOq5TiAR8n7bV3NyMEIqKinK73Tk5OX5lKkNcXFxZWZnD4dBoNBKJRKVSDXZmz4OcP69UKu+66y4A6OjowDDsVHXHgQMHnSQ6qAsWCER/nRKN4/jhsvZddVSbO/6xeQlx1k5Zce5HLRFuhCuF+Hix9XCF9p2nN2q12j179sTGxnpGooE0Njb6vGG/lQ/gNmMZImunqnfkNVudpOeImMcNMGZdZl77+SpoyvF7YTBN/63tR/BHDADBp4sHrdCrjSCQ+v3EaDSKRCKP3JLL5S0tLczfnZ2dLS0t69aty8vL877k4sWLarXaWzAMvUyfa7u7u7VarclkamhoWLp0KQCQJKnT6ZxO55YtW5xOZ3h4eGZmps8IAABOp7OhoeG+++4TCAQ5OTlms3ngOQyxsbEIoY6ODsYDclkHR1VVlcFgeOihh3g8nsFgYKzKRUVFlZWVy5YtU6lURqORWYUSEhIyfvx4oVDY3d29d+9eZsJA07ROp6uvr7/33ntJktyzZ09VVVVycvJgt2toaJBKpT4ClSFFLa+3iwC6ZJgtcJ2v1C6SopYtmxC8I68nUBwhWJEadvVx6begTDXZ3WVtJpJC8SHiqTE9b3NvsUbAJVQSXuBrAQBwAn6rAwA3SU948+DseNWWJ9KZTzCABa99vo3/RxmYJzo2MQcVIt4VubVJkvSO0+FyuSRJAoDRaCwrK/N2xvRUB8cfe+wx77AgANAYHVIhFyFg9DKuALloTG91Hq/o/ElmfFd1T5k4ju+2jWty9rXFUK4rnO9SACmTheA4/ru7J/7sPwfGU+SiOMF7FXF2u3N9WOd8hemJe5f5tK2KioqkpCQMw+Li4k6ePNna2qpW+x8cmQgpl8vldDqHEvuAEHI4HA6HQyQSRUREFDcbf/NN/v0K2wcdajtN2KzOF3c3BB1pnhylePKOmQlSZLVaKbm8vZr7xPQQki+dF0o2V1kfXbBg+lvHT76yMCQkRKvVDiZTCwsLOzs7B77kgZVnZerVQ9OAY4AAGKUTIcBxRIOfueaQeHTfYJ/c86/TmwyPqZTBsObjYRh+AcDtdnv3Sh6Px/QgmqazsrLmz58/MH7trrvuChzUNliZA6+1WCwtLS0Gg0EgEDCXMKFzNTU199xzj1AozMrKOnLkyNq1a31uUVNTo1KpmOCA6OjoysrKGTNm+K0ME4XH9EoAuGzHRAi53W6LxaJUKj1zgIsXL86dO5fRkj1dLCoqymw2t7S0uN1upVLZ1tbGGOEAID09nelH8fHxWq12MJna1tZ24cKF5cuXD1YZN8I4XC7zTkaQb/Nav8lvA0BMk8QAvj7fMjNOsSYt+mqKvQUDHQ+Wtc8ao+ISGAfHPM7UA2XtY1S+EbaB4XHwOyaE13dZKzQmz0GLWH2InPoX9wbPkStdEsft3zhcLhfTi7Kzs8eNG2e1WnU6HUmSNpvNYwUSCAQ+vbdSY5oVr/ToZS6E8XEaAOxuandhG1NmdYd53Udn6w0uGvVde94k3dUZkoPG6fQGxgT68h0TAGB2+sxfrZgYE6Zsw0PjBLbZ8f1sLA6Ho7GxEcfxysrK6upqmUxWWVk52ANaLBamzgKBwGoNtJUeQ3p6utPp3Lp1644dO0pLS3cVtYLb7kC4ne6x1Nnc1IKxoR8+kNpccOLkyZMNDQ1tbW2IphHtphAgALFYPDlanvWLhfPfPuGkscGcXhcvXiwpKbn77rsHxloPrPxlq81yWXYVtZodJAaAECAEOIbMDjJAZ7manOnfKZ4A9bThCVQYvFcWFxdLJBIej6fT6ex2u9vt1ul0zDk8Hs8TE3RFZQ68NjY2dsmSJevWrQsPDz9+/DhzLQBMmjQpKCiIw+FMnz69o6PD4XD43KKiokIsFldWVlZWVgqFwqqqqsEq43a7XS6XUChkpOllO2ZSUlJ4ePiuXbu2bNly9uxZt9uNELJYLAOjl0+dOrV3796ampq2tjZGOfZ8JBaL/b4Kbzo6Og4ePLho0aLBdHQA4OGIdLsvqwdcafvpzU2IAdbzMyK5CW8pmcrkAXj/WC2GISdFtej7nKnFTfo5V+6sXjs1Si7ifnyyL+5ArRD9nnxkK7XE+7Qui//wAb8oFApPtwQAnU6nVCoBgKbpqqqqAwcOHDhwQK/XV1dXnzt3zm8Jn55uCJcJRDxPn8S6XNxgnttjg+7Qdh2utd770Vmjw733ubm/WjHO2z69bGIIEMSxS66iOg1THwB49LMLf9pfUdZmbDY4ODi88FWh9x2rq6uFQqHJZGpubm5ubhaJRPX19YN1kpqampCQEB6Pp1arbTZbR8dlNsiTSqUrVqx44okn0tPTc3NzeQ6dheIIcJqL9U1oggSc2tpagiDWrl2bmZlJhSRanOTRio5NZxo+OFFndpAAIBdxi99cVqe1FDf32NK9d7grLy/Py8tbtWqVz6BgdpDeuSM8lQ9cZ5ah0GV2YkB7hiwacAjYWZgcEUIul1mDL+QRQ88RcU68GFb/a9hVVSqVdrudWcIBADqdjukXLpdLr9czvbKurq6rq+vAgQM0PaQ0eYOVGYDIyEhGk+ZyuRKJxBM0xPzhc9/u7m6dTkcQBNMrSZJ0OBwe87IPNTU1BEGEh4crlUqhUNjQ0BC4JhwOZ/78+Y8//vidd97Z1taWn5+PYZhQKGSUTg8mk6mqquq+++5buHDh3LlzpVIp8ufzHgytVrtv37758+czYSKDMUFsxXEiPDw8cGlM+5EKeEz7CRJwhtZ+ME/OhxHh1rH9ekcMtpucUgFHwucw2QwAoMPsvHfqFefpXZwc+tKOoi6Ts93kCJcKACBWJSpq1nu/fISu7LuIj4/PyclpamqKiYm5dOmS2WxmImjuvvtuzzk7d+6Mi4tjAgcQQjk5ORMnTmSMLRRF/W1/2fvzg2iaXp0atrPgksGBqu2ihQp9nMDRQUmM2jaj3by/U/bnNVNXpUbk5OQ8OHliWBBv2+kaAugN85LvTlN/e7aqpbjcxgnJfOfEn9ekSBTBE2yWg1qCwFCK2Npg4x9p0Tw0K3pW72y1srJy8uTJkyf3TQK2bdtWW1vLxF8AAE3TCCGz2VxRUVFfX89E1apUqrFjx544cWLp0qWMvchgMJSVlc2dO9f7hWi12uDgYIIgoilMeDwAACAASURBVKOjhULhrDjZjgp7p4s3X2E8rpMjgDARsXpyODK3M8pySYvp410nM4JoDAADsLuohi5raauBMb9PjpLnakzvH6vh4NQ7h+tphADgs31n7wwxrrl7ZVBQEDOLZeYBTTrrxTbjV231OAZZpY3Ppgm6m+q9VwqxXA1GB0kDjnklJkMIjPZAFrw9hY120s10KLuL3lPSdn22mlGpVHK5vLi4eNasWRaLpa6ubsGCBQCQnp6ent7j+rlw4UJnZ6dnLc3FixelUinjmKRpmqIoiqIYkymGYRwOZ7Ayva9FCGk0GsbB73Q6y8rKPJIjKSmpqqoqKSmJw+GUl5crFAof+0pFRUV0dDTjf2XIyspigvOZfxkZbLfbGxsbmRgIxgCTnp5+9uxZmUzGSDKHw5Gfnz9t2jRv84xer5dIJFwuNyQkRKVSMb0mMTGxoKAgPDycx+PRNO10OhFCzDo0Lper1Wqbmpp8VgYGQKvV7t27Nz09PTY2limfw+F4tH/vymfKdHHjJw/FekTTlJummCJIGuiA8v3OSeEVGj3CepooQhgCuHNi2BDrPxg3gUwdSmZRn4gvkqJMdjStN3X+ubpuHGBCpP/whMCsTVO3mxz/OVn/21UTAEAl5mHQz0WEYbRK4j8kzy8SiWTBggWHDx8WCoUOh2PRokUBTJEAwMTaxcTEMDL1w63fvxTd1aNllpbOEksPOuRmkjjYrbonWGujdSIb7Q6fkP/MfOiNko+JiVmTFj1Xzd+3b19XYdPnJYTL5YqMGfN5He+Lx6f/emep0SibyW36qdrKxVG7i3fKIEeAfren/OCL8wFAq9XqdLrExETvWo0dO7ayspKRqc3NzZ988gmO44xDdN26dZ64pEWLFp07d27nzp0cDocgCITQtGnTfB4wPz9fo9EEBQVZrdbIyMjMaRMN3zdnccLni9ufjWpxIk6YmEhQCbjhYysqKrZu3dptI5U40e32eKoQRaNPs+v/+cBU5v8HZ8b8I9d8tLwV9W7sNz3IBJR7586dzAkEQTz99NPFzcYj5Z1ThLZXYm0UAitFnK0Urr/zjgARTFfDTZSmaigMpVc262wYAADGOKyYL6NZZx+szP87XLsj39uqgb4+1xwp47+waNxIVPkyLFmy5ODBgzU1NU6nc8KECZ5Y8cGoqalRq9WMTL148eKZMz1hif/73/9UKtX69esDlOm5FiF04sQJm80mEAhsNlt0dHRmZiZzzrRp03Q63ZYtW5hsJMuWLfO+O03TNTU18+bN8z44duzYffv2MR5TiqI++eQTDMMEAkFISMjixYs9d09OTsYw7PTp08ePH2dGoXHjxvnYZpqamvLy8oKCgpj4D8bZmZ6efvLkyS1btgQFBdlstoULF8bGxiYnJ3/99dcSiYTD4cTFxQ39hVdWVjqdzlOnTp06dYo5snbtWsYX61P5fd3BdyRdXlQXNxt/vLXQ7uqJ+ra7yKc+z9vxk1mDBbvUdFgQ4P1SoSOoGZBN70rBrmiqfv3JyMjIzs6+7Gm/31u++YyvNWP+2OAvnkgHgNe+Lzlbpzv5yoJhVKC4xfDbXWXlGlP5H+7gEnhpq3H9J+fsLrfnm5AIeNufTr/SaDGSJK1Wq1gsDuyS8UFrdq54Pzv31z2W5+e3Fe0t6dubnoshCUGlJ4V/vDHd9yl6BnR0V7JyXJhELBbjOF7WZnry89yc1xbf+1FO/iWdjEO6EG6netwBIi5++OUFUYoRSLBC07TFYuFyuYN5RJxOp91uFwqFfD5/zGv76t5asbOwddPpBi5QG2eq75mZ4HEnWyyWdZ+cr9T6OpYIDCLkQhoBTSMKIZ3FTaF+hjKEYGyo6OjP+0Z/v23myXlj3lg54WofeACnqjue/6qE2e9IJuQx+x2N+F2uG0PslQvfPdmoNSHMM2xhACgxRHz05wv8nj/1j0d1Vl/LcLCYl/ebpX7P97D6X6dVEv6mR/2H5wwdxtbC5/MHW7hyjcq02+0ul8vvaGC32ymK8hsQe/VYLBaEkEQi8ZuhiRmjuFyuj9I/cOyy2+0kSQ4WcnyVFDcbV3945p4pkU9kjAmsjD78vwuna313wl6QFPzZ477jIcPCv59s6LJ463wIQYD2OURugnnqsImQ9YzgFxr002Iv48kYjMlRcouTvH9G1Mcn659flJiilr21ZtJLO4qZr4FH4FNipMMIv+ZwOAHWewzGn/dX/HpFX+zcxbZ+mRTdCNOTnFaDr22tf3ZczQcPTpmXGAQAEyOl3z8zN+mNA0uSwxCAZ70NACCETYyU/u1g5QcP+snldKXgOM6s7B4Mz4gz5rV99W/dlV3T8ef9FUyFLx25FBqsYCTQl+cvbTnX1GHz482KU4o1JsfSiWEPzoxJCJEsfPekxdHvNAyDVr3jte9LDTaX3uY22N1N3ZcJzb8iAkxDi5uNz20rMDlpn/2ObvntU6IVogatxXsegBBEK0cnDd5QwDAscEO9RmV6Qof8fjSy9fEmsKgebIwaePzaVfKK9qUp9wom9XCx1c9BDxjQ3rZfGHZQuhe3SIxSb8RXn7cZA2zj7Fjm0yadbdXkQZeRDaVwEY/jiVRSiTkYhhhnHgIob7NojIOas0aQsjZTTYf5Hq8wtg6T73QNehMUewi8t0OETHDxd3ccLu/wbk2MQbuqw1LaYqzw10yvEXG/2lf/1l0lLUyF3cxXabA5n9la8NOt+XG/2lfeZl48LhQQcAjc+7sW87nvb0gr/+Ods+JVL35dtOjdk7Q/64uLonkEfvcU9YtLxv5z/eRf3DFugHqOpaiHM6Sequ547PMLm880bD7TsHFT7unaLidJ66yuVr29usP8zqEqk4P2u9/RrY3J7huAjWFgtpN+TwaAx+bFMYsaPN8sQtjjc+KuZR1ZblyudF8auYjr0+0RwuSD72sZrRT52H5HROe7ReapKWrZj+fHvX24mtm4FgE2ITKImT42dltJml44LpQ5cxhurbVT1Wv/nbN6SuS2800TI2Uvbi9BdI+5gKJpu4v8w97yjx72dROOOH/aV/7GXX1mybf2VzwwM/rrC802l9eaeq8ExQyXXQfN4+Bv35v60o4izGudFgD+wuKx23ObH/8sL+e1RdfqkbyI+9W+xr/exVRYb3VAr/JII8zkcJvs7jfuSn7/eO09UyKPvDz/m7wm7+/6hcUJ4yKkH5+s+/R0w6x41dQY+fbclop2k08o2Zurk09Wd32Ta3t5WRJJo3P13QghH9d4aatpdRqQFLK6SJuLtLkoq5OyuUjmt81FWV2kzUlZXaTdRVldlM1JtpscxS0Gkurpmnqr8+H/nudyMImAK+QSAi7eavBVfTz7Hd3a1Hf5ecbawf1VEUFCHCgaIzxfPYbREcoRXtd0izm2b2GuNIfD84sTX/q6EPUG8CIEGIZeWOybDNLDQL8nNhIz1VtEphY3G/+b3egRdTigxi4bEwu6I7clpDeGaHh7hEXIhDEq0awxyr8frl6cHOYz4tvd1PGKTqPdLbsGG317+n+MSijgELMTemJ/ipoNFxp0u56dm1PXXdFuYtqBhM/5z8apwzBEl7YaMQAEPdM2hAADut3oOPJy5sJ3s8a9ceC9B9LunBR+jQYjhGDMaz0CFQC6zC4EOCCPkwPRNOTUdydHyk6/ulAq5PZ+133X/+NwzdsHK5/KSNj/QkZIEJ+iUZ3WWtlu8pGXv9tdTuAYDXCiulPI7Wn5WG/XwjFAgH16uuHznEsIkJjHEfE4Ih4h5hMiHof5LeIRYh5HxCekAm6YVCDmESI+Z1dhm0egQm+hNI3MdjdJ0RTNwcGPsyp4KOlHbnK8o/kYEMJoatBB6/+O1iAg+scJY/84XBV4DX5xs7HV4Oi2ui+bcx/YXQJvaSgSesQiAgDAMYQAo2DQhU/dFj8h6F3+Dl4RoylT7XZ7d3c3kwdOpVJdjVF+4OTG5iIZjeZ0rZbRa3pjg91MnzXYhrRLBsO9U9Wna7snRkpLW0ze5gJmeUBimPjDE7Wvrxg089bw8O7/OI7/9d6+yLefbs3//pm5OwtbcRzWTVXLhTzwt38qXEl+uP7z1J6R8N37Jv9hb/muotb/ZtfWd9n11hEYjLxl88RIacLr+z0CFQDcNO3t5KARhmFoWowiOSJod1GbzU0dKNX4aK9OklIIuT+UtDFPStIIx7CBTyQVcuNCJLPjlWIeJ7dRV3BJz+OAiwIMMACgAQOA+2eoD17sKH6zX4xlYPIa9QMPbpwd9+bdEwGgoEn/0H/PDxQtPovTbxzcbnd3d7fVaiUIQi6XB9ih7LJMjpadrNZ6azYAiKTRP45Uv7zUT2baLqufCX2X2X8GD4Yryrk/vH1yWEaWoavmV5qP98Os2p6hAwAAmCxeHx6vG0wnSwyTlGmMPh3Tx3c2DEZNpubk5BQVFXn+xXF80qRJs2fPHt4elr2Tm55/GVG37cKlklZjWZtpXiJv85nG7JouH7k79J191qZFvb6z9NufzHl0c67PRxgG4VLhpjMNr94xntmodUTw6f80Tf9lX2VyeFCKWv6HH8qfyoiPkAle/bbETdH7nvezA5SHTpPL6iQD54fra7u91ccAy0wKAYCpMYqQIP60GOV7x6stvRsNBh6MHG7K5qJ8zaTOHsNpRZvhh4sdLjcNAFvONZEUPS1Wced72TYnaXNRJrvbRSEY8FW2GGx7itqsTtJgczfp/XivFyWHvrR0nIhHiPkcPgcvbTX+6NML3k8kE/K+fHLmb3aXLZ0QNjVGAQDHK7VPfZHrScuOAZLwOUabO1ohivvVvuI3lw3F8FDcYjhU1s7l4G6yTx3mEoTG6PjRpxdKWgxmB4lj2FWuv7puNDY2Hjx40NsmFhMTs2jRouHpu6/cMS63QW9z9wbJIxDyOd/8ZPaxys75b59474G0tJh+7Ucl5rUZfL/c4MFf1JXKyOuwxzVLYK7ITsDkcHj+q0JGlZcJuYFzOHT6kwIdpkGDXcRcDvTvmABILLjaGKNRk6nh4eHLli0LCQkRCoU2my0vL6+kpEQikXgnFrgCMF+DEoaBhMelEaJppLU4vzzf2Kr388a/K2ip7LDIhVypkKMQ8eQiLp9DcHCM6P3h9P5Oi1YeLm/3e/MWve3h9Ng/7694KmMMgWMcHCdwjEP0XY5feYqOwfq/w02Xthh/u3LCG7suzopXzU0MlKG+ttPy/FcF0H/GxuSH8x5HfNouj8AnRUnfP14rFXFtTmp+Ushf9ld6e22ZyrywrShGJbK7e+Wlk2REKY+Di3iEx0wq5nGEPELM54h4hM1J77/Y4eoVPyRFCbnE/TOiUtXyklbj2werlGJet83lJvt9mxgGnUZntJKaEqNIjZIJuPir35b6aK+Pzx3jvexnsN644yezx79xoPatFQCQXaOl+q8JtzjJKIXopwsTf/ld6cw/Hz3ycmaMUgT9NesxweJWg71Vb28z2HfktjTrbQoxj6To/iITOUkqt7FbwueGBvGnxipOVmutTtJjZJYKfbcouEGQSCTz58+PiIiQSCRut7u6ujonJycrKytALtYApKhl/31k2hOf5TncFAAI+cSmR6dPVMsmqmX3pKl/9nVhilr2h9V91pcHZsS8e6TKZ97wwIxBU7WwMvLmYhh2gnmJwV88PmPV+6cXjw97eVnS5RxbTHfutx4aBt/S/IcSDcYsSu3V+QCDH4rb/3TPMDNcMoyaTPVeUi2TyRYtWtTQ0NDS0jI8mepXmZ0cLVeIeGWt5h/PT6Bo9EVOY1Fzv5gxDAM3STtcZLXJbnGQFidldZJcDibgESIuIeASAg7B4+A8Ds4lcAdJfn2hWSnmGu1ub0Uex/DaTouTQo1d1kNl7RSNSJqmaERSiKIRSSOKRggQgWE94pbok9Nekhv3lt8Egftd6XGyWrv1XNOKlPCffllwvr7b6iQnRAS9fajKcyFggBCQNE3TmMZgO1LROSZYXNZmhB4DZw8HLmrKNCYnSTndyEmSDjdyuCmHm2SCmXkEVtNhdbip574silDwxTyOX50gPkS8cU6ckNsjL5nfIh4RQIF4fluhi+zn3rC7qS/OXmo3VRvsrhUpERtmxhwq6xi4bPSx/stGRRs4l9Vemd7IZJf1WMU5OPb54zMf+t/5L5/0v2QNACZHyQ/+LOP9YzWZb59YOTlSzMe/L2hzkjQAfJZzSUBgMUqRkEdUaEzzxgY/OX/MobKOeq3FW2txkfTpmq4nMuJXT4lMjpACwEdZNW8frgZmNQ2GP7Mw/uq3v7gWBAcHBwf3zBu4XO6UKVNaWloGS3c3FEqau5wUxbQIB4lKWo1MXqQYpWjnM3O/yLmU+vvD/7x/yqLxoQBQ02EeOKGv0Y5YMNc12tuLZYgMTwdKUcsBw9ZNi75slwkN4jc6nf3cRoDCZH0xblYXWdxsLGrSF7UYi5sNZqcbADCPDMYBAeZ0DynxZABulBgliqJomg6cUSgAfnvLi0vGvrW/cqJaunpKJACUthp9ZCoAjAmW5Dfpfzw/4en58UoxDwA+P3Pp83ONboqeHqsMk/I1RkeHyaExOjRGh9VFyoRcHgejEeax9T2/KP5sXfdLS8cdr+wMl/J9wm4ZEAIKoR5xS/UIWuY3RSOPGHZTyOoirU7K6nRXd1g2nWnw5AQBAC5BmBxutVLYbLCXthi5BB4k4Owp0bjdlIui3RRyUTSiEYfAuQSOMOR000oxr9Vg93HmAWAGq1vEczLufAxwARcJOLhUyKER9GoDNEXTzQar3uakaOSm0cBCsqq1xS0GLoF76wR4f83AR3s4W9c98OVcbDVOiVGsnxHNwbHzDTqKpjkETlJ9LVvI5UgFnF2FrRwCI3Ccg2M4hr24JPFcnQ7HsMykYCGXU9Ji9Lk7h8DCpMJnFiYy/9rdFPPR3MTgCw26947VDGwzGGDfFrQcKuvQGO0qCT81WnagtJ1GJN2r8tI0Inh4lFLgIlHOa4uZBnOkrKP36r6Huis14lfLxzN/+wRVIUR/nFU/J0F1U0ynKIoadq/8Nq/1nUN9ubIB0X/dXxkWxPP4tzbOjr1nSuSL24t2Fbb+84EpdVorDPCC13UOGid8pTKSsV48s7XQ6HABgHSo+WBZRpZ+ORZGkCXJYf/Jtvjkwpwdr9x67lJRs6G42dBmcEyOlk2JUaybqv7j6ok//bKg8FI3wnBPRAUGaNKw0u15M8oy1Wg0Mlk5iouLGb14eOX0rKU5VOOZQT67MH6iWlamMT2V0TMhHtgDcQxvM9jXT4/uMDsWv3tyUXKoTIBtzmlmhr8WveOXy5P+vqxv3vybXReDBByShtO1nUIOx+oiG7qsn529RNLo4f+dj5ALOozO3Ea9UsyVCflBQo6YRwh5BI/A+y3GYNZmuCh770Gri7K5SJuTcpCUd3BpjFJU02mh6Z7kEtPj5M1624aZMUXNBkwNjd3Wfz6QxoSeirgEY2XlcXAAOFTWviXn0tYn0/+XXb+zsPWd+1Jf/bbEM6t7aFbMZ2caf75s3J2TLpOT+hfflJyp1ea8thgAnt6Sl13Txch4qZD7j/tSXRR6aUfx68uTFieH9kzNaUTTXhoDRftoD/mX9AOjdcaGiJenRHhOPlvXHacSNevtTjfFPHh6vOKS3l7fbWOEPUkjGvWZAb7JbyXp5oF395zMKCu9F0KPgQjB/x2t9omblwo5GGAteluYTBAaxMcAkwq4Oq8UE8zS0rO13fEhko2fXgAAu5tq0vtqLQhh1e3mj0/WcXCMwPHDZR03l4nSarU6nU6Hw1FXV6fRaJYsWXL5a/zxYVbtwDHTJ2ZEKuRuenTGnuK2xNcPTI6WI0Y36X2bCGEBAqSv1N8GADRNAd5jDcQwPHA+WJaRZe1U9bf5l8xO2jOPlPCJEbQT7C5q9V1vjsGBix0Iw2fFq36cmTC2f/zRw+mxBZf03t5AAHi4N6vBsBllmfrDDz8w+zAIhcJly5b53bdh8+bN3v8+9thjA8/pmQp4Bd98lFWfPkZptLvWTevxxzA98KH/nWfeu0zI/ejhqfEhkpNV2qyqTidJnarq1lr6HNoI0X/dX9mqt06IkPf4C93U/lLNgvGhNe1WVRAfIaSU8DQGR0gQ3+ak2gx2HLCs6k4hl8OsAKEQcpPIQVIiLiERcKRCrkLEVUn4IRJBYogkXC6MUghkQp6YR4h4HBGfEHIJn+dK+8PhEAmfy8Gfzoh/c29Z1i8W8rn43w9VLRgX8ti8MXMSVMyzbzvfBL1xdN/ltxwu79j6ZPoTn+eOCZbseyEDAHysoIvHh637KOfLp9LnJARyx/79vtT575xY9Pes479Y8N4DaZN/d2hipBQAns6IXzIhHABWpET87OvCCw3dHz40NUA5APB9Qevv95bJRTwAp09QQEqU7Mfz4wHA7qZWvJf982XjVqZGlLYafMy2lwUhaDPYW5kfvb3NYG8x2NsM9la9XcAl1ApxpFwYJRdGyAQRcmGYlH//J+fyf7ukvM24v6SdRmjphPD4UDEjjz84VlOhMT+3KPG9Y7U6W79seRgGHBwLlwq6bM6mbhtFI5mA02WhfCyWPA5hsLlJGlE0rQ+YNf4GJDc3t6KiAgBwHJ8zZ45PqmeGofRK44CcDwBgsPk5ePfkyLsnR677OIcxxHl7pgPnX52XGPzGXcmv7CjGMOwPd08MnHCf8eeZeitgsrvYuN/rCU0DAA69FhsMEAZw2f10i5uNCGBHfkuUShggTnjzmcZgCa/T7Bs6fk+aerBso8xWVAMOmlZfXe64UZapK1euJEnSbDaXlpb+8MMPy5YtG5i62m939aHXUt+n4eptrt/sKiNwLKtKa3P1TAcbtBYCB7VMCAAyIfet/ZW23thUJ0nbXH7SEu0t0pAUxvgLx4ZKsqu1BCCMgHajHQCkQp6Ix7l7ckS7ybE0OWJGnGL9f3LO/NI3SUK7ydFudLQbHRqjo91obzc5qjpM7UZHu8kh4XPCZYJwqSBcJoiQCcOl/HCZMEImCJcJPjxebXVT+k4LALzyfenD6TFyEff5rwqfW5R4qKx9+aRwGBBHtyo1wuoin12YOPG3h95/MG1xck+mixS13HvgmBareOWOpFe+LX54VuxPMxMCvNh/b5j64vai2X85/rd7J+I4frHNBAC/2VOuCuIzAXvvPZC2r1ST+Pr+T340fXFy6MBA+bxL+t/vKUsMkyxKDs2u7vIJCsBwYCJg8y/pH/7f+f0/yxgTLB5YYW+sTpIRnG0Ge4u+R2q2GhztJnukXKhmfhTCSVGyOyeFR8qFaoVwoLICANt/POvpL/LfuGsCj0sAQIiUH6fq2e7xXxumXmw1vvpdiV/P8NiwoCadLUoheu2h5Fnxqt4YY6fHYikT8v+8ZhKjCtR2Wpp19qp2s7cP/gZ3482YMSM1NdVmszU0NJw5c8Zqtc6ePdvnnKH0ypQoWVZVp88MPkCmqhS1LL+xi9kWDgCYBa4SHnfbhaYNM2P8XnKquuPP+ytoAEDodz9UeJqlX9iYptGF2U/X+4jF6Rsv6QMzvmEAJ6o6iloMg8UJd1mcH56o3fzYjAf+c24o6wavKaMsU5m8kSqVKiYmZseOHWfPnr3sdhBDp6bTIuISBU16EY8Q8TgSHmGwk3yC+OXyZDGfEPOYmJqe2FQRj1j1wZlyja/mEq0Q/WVtCgAwexu1dpl2FbYgkmKWWZjsIOASm882fvbozP+dbrgnLXJ6rGJ3URvjwfUQLhWESwXgb5WUzupihGu70aEx2i806tuNbRqjo03vsLn7GofLTX19odlFUi06W7vR/qvlyeAvjm57bvOG9Og3dpVeeGOxmBfoy31mYeI3+S1N3bafbs1nkkD5XTc2SS2bk6CiaOyRTRc8C798MtbelRJxx8TwH2/J25JTX9BiYuYB3xa0/mXNpAOlmg6TY35SyEdZda/cMa6xy2q0u91Uj5MYw0Am5K9JU2/JubSrqLXij3d617DT7OyTml4SlKQRIzgj5cIohXD8eKlaIVTLBZ70zkNkRpwyTiW4/785DhcFAyL7J6ll+1/IeGxzXn2XxUcqOEny3w9P89iRBvPSXWjQfXKq7lK37SeZCY/OjbsiE+XoIhaLxWKxUqmMioqiKKqoqIjZHPtKy0mLVmRVdfY3S9ABMm/3rYjrXSKNEDY+QvL696V+ZSrT/s1WBwdoALDayJe+vPDxj6amxYUOb0keyw3F0OOEn91W+OGGNJpZkRpw3aA3Q1+7f0XcKDFKOI4HBwfX1NTQND2M/uA3WoGDw91T1G+u6pv4f1fQmjE2eGWq/9y/T2WOeXl7cf+EVdhTvTFH9fX1zc3NNk2Xwt4TaMMFUkNE2NwCPgfPqeu+2GrUWV3PLkx8bluhj0wdiNVqNRqNcrlcKRYpxTzvfegQQlar9eXvyg9X9NtjweYivzrfFC4XdJpdz3yeowoSWtzgrXcHEZSC47x4SbvnuQV+b0rTtF6vdzqdEolEKpW+c9/kv+6veHxe3JK/HXpuYcK7R2sMVhcAHCxpeef+qR7p8ofVkxJeO8AMdhKCctGYC+FMxtp/PjDV5XIxm5M/My/24c/y7D0ZNcBsdz2/rfCRuTFNOpvRYn0mXXkgr/rnK9MIDsdb/HywYcq/s+qcFH3/jOh/Hq32SNBWg10p4jFSM1IujA8Wz0sMZv4eXr4qh8NhMBi4XK5CoWAaWHGz8VRVJ5dycgmgADdaHd49ttPsbDc6arV+IlERjfk4Zny8dBcadO8cquIS+I/nJ3hMBQODkG8KQkNDKyoqjEbjMGTq4bJ2DAAB3WPNRYDhcKis47nFfhI+AECz3jfWHcOgRWd/a23K69+XvrU2xefTXUWtDosxmtSQwDQJDFzo2wNm8eLJ48ePH1j+ZWOa3G63VqsViUR+M13YbDYcxwPs4ulwOBBCPmt5A5fJYDQarVYrn89XKpWeHNRWq7Xf+gIcHyxYzOl00jTtfV+KdKsSqwAAIABJREFUopi90HEc5/P5nr3NvSFJsru7GyEkk8muaaZ+DwPfv0rEXRov7OjoUCqVzJbG3pXfk99gtDm9YxX82hW2nrs0NlSSHq/6/d5yi8OFedk5Bq4b9OZKZfAQuVFkKkVRnZ2dIpFoeAqm32iFh/57fm1/paO+yxIg29GaKeoOk+NvB6qYpowQvLFy3N29JTCbGQlEDife4+DBEBBAAoCEz9me27w8JeK7gpanMuJjVaIj5R1LJwy6t21xcXFubq5SqdTpdLNmzfLZxTc/Pz83N5eyBQP4dqHUKPkkaIxR2knSPWbchC/qBJ40+jOl5rlyg9bFDcE6H/tHt54fHi4TRMgE4TJhuFQQIROESfmHvvtSIpHweDyDwaBWq++44474EInRoF+vaqnPbVwjA5ABH6OLLRIffTBcLmjV2xQc8ml1W6NDsL0jFMMgr1Gvt7lqLhYVFRUJBAKjzfXTCLLdycsxShscQgBAgPYVNj+e6KQ623G+eL2aX5n9g0EQ5qA4TCO2OOmNmy4Ei/njwoPyGvWRcuGseJXHfjuCCTSysrJqamqkUqnT6eRwOMuXL1coFLuKWsdxumeqTTYaJwC4ON3u5P32S1s7FdRusodI+OEyAeP884lEreowp/3hSKxKFBcsjlOJMMA/PVPvyRdvsrs+PFH3l7WT1k3rZ5cIYM2+kWlvb4fLbWASGAxw77UKAc4cLD/whpkxq86fHph6sLbDigEigePEe5bSIQRdTiBJ/2n6A8c0tbW1HTx4UCaTmc3mqKioxYsXe2+x0NbWtnv37ujoaM+e5N4UFRWVlJRYrdaQkJB169Z5XxWgTIa9e/fq9XqRSGSxWPh8/sqVKxn1ZefOncxO3QDgdrulUukDDzww8NYIoR07drhcrkceecSz+ZpGo9m7d69YLEYIuVwuqVQ6YcKESZMmee5eUFBQUFAgFApFIpFer4+MjFy6dKlf0TuC+Lz/dIV9kaKttlDbQBA2my0zMzMhIcG78kq7+8Vot4HkFJklBeYgv7LOYHP//XBV0W+XgX87B3RZ/Hj0GBhbdOC1+8Ng1GTq3r17ExIS5HI5j8czmUylpaVGo3Gg22bo+KxHNDspDIOUqL5OWNikB4R55g1++cn8hLAg3qbsRopGFRrTgzN9Y8BmJyiza7ROsm+Ji0zIW5kSoTE7m/XWgib9Uxnxzy5M/N2essFkqsFgyMnJWbNmTVhYWHt7++7du2NjYz2TAJ1OV1dXJ5QqZIgrF/EMNnff+mWE3TExrOmSY+3KKbm5uVIBNziIz7QfBcedKdd/2RHW6hA8lCKZZa2YsnCW3kUw7tvyNqPG6Gg3OgyWSA6XHy4TREnVqU1lH+05PSNuzCvflayZMn1nbQsACHH62aiWcqtY7+ynD06NkbfqbakSS4NdECNwSjmUiSRa9fZpfzyyUGmKEgo6RBPPdehsDmdqkGVdqHZPV3CVTQQACyQd2i76B32UC+Op5UIFPxLTtLjcPQ+LEB0k4G5+bPo1EjYea3ZmRMjGjbP5fD5C6NixY6dPn161ahVzTpODv6MzFAB4GEoNsixVtM2ct2DapGRm8NlZ1Pry9uL+C4mw/1s/OWNcyKVuW2OXtbHbtqe41WcDFjdFV2rM1+KJrjXZ2dlisTg0NFQoFNrt9pqamqqqqpiYmOFlKHwqc8zPtxfSzDZRPWsV4Cl/i80Y/OYHZsY7Zqq69/l+W3C3GHrmtaj3cgyDbkugXIbMKPGj/11QSXjvP9AnUBFCx48fT0tLS0tLczgc27dvr62tHTu2J/06SZLZ2dnx8fEeIedDaGjosmXLNBpNXV3f2qHAZXpYunQpM/elaXr//v15eXnMHu8PP/yw55xvv/12MKdYS0sLQigoKKi+vj4pqc8AQBDExo0bmWJbWlqOHz9uMBgyMjIAoKioqLi4eMWKFZGRkcwJxcXFJElea5kKve//7g/OrEyNeHCSdFJcKLMRXllZ2fHjx+Pi4pg6MJUvbTVu/PS8EpmXq7oUHPdRvXJgIMJz2wr+taEnQHIwO8flKoUF1PSumNGcp2ZnZ9N0zyxdKBTOmTNnmEmUevGeCvzq+5JIeb953rbzzTGqy5s41qRFr56sBoD0t47/61jVq3f2zGsRQgihWKXomQXx/3e0hjnI5+DvbZgcKRc9uvmCSsy3ucjyVkOqWiriEWfruv1G1TY2NgYHBzPb2YeHhysUioaGhtTUVOYWWVlZGRkZX+w5mpkUPXZC6N8OVeMA6VJTuVW8YmrclvNNO56eo1IIGX1TJeYxw1CSyN7p5rU6+BhGi+TBCp5C6OhOT00FgMLCwsSMxD6Z3eu+rT3f4CDJC436caGSH0ramE8nSqxGktvi5ANAhcZ0rKKTiZZ6en78icrOiRLrgW4VCZYUiaXAqnr1ziSHm26rLaXt7mMVnW4aIYTlmYKUHHemwlhlE4VzXWMEdlds+qNiKUWD3U1lVXaW6/qZEM0O9w959Y0FrZ2dnQCgUChWr15NEER+vfbk6TN8p46H0SqlcsWKFQKB4MiRI21tbW63Wy6Xz5kzhxkRmpqaqqurFQpFcXExjuNTp05lXma/6C0x/wN52LxEPoZhUVFR+fn5ALB2qvqD6lJPTVwIq3GrHo4LrrlYND2l50v3MV0AwK/v6jFdKES8KdFyADDa3XUBY1NvIng8XkFBgUdyEAQxYcKEOXPmDK+0eJWEz+V41lhjgIRcYkyoeLDz/eYHZvIXpqhlKWrpl+cbH5zR51gVcnAMaKy/GOYRGE3TnoHFG8YGlqKWhwQJPPtWMWi1WovFMmHCBAAQCAQJCQl1dXUe+XfhwoWEhASapplWylBTUyORSCIiIgCAaYpdXV3etwtQpve1HmMyjuMqlYpZB+FNd3d3V1fXnXfeCf6orKxMSkoSiUTMH36fOiYmJiMj48iRI2lpaSKRqKCgYObMmUydmRPS0nxDXWmaPnnyZGNjI0VRYrF4yZIlISEhCKHi4uKKigqr1SqRSDIzMyMiIgoLCysqKmw2m1AonDJlysSJEwHA4XDs3r17+vTp586dczgc8fHxmZmZnveP49gjc8ZMj+vzrMfExJw6dcput3tbRFLUsg82TH3+q8JjenpVcFe5S/X3Df0CEb7ObY5SCD1eqiadnzw5jYNvk3yNcoCMmkxdtWqV2+02m80ul0sgEMhkMr97zQ+b8/W6abH9lOuzdd2Lki+f9h0hVFlZCQD/z951x7Vxnv/3TnfaCwmBhFhmGjDYGAOOJ96OR5w4jpvhOMvNaEbTJk1/TTOaNGnTjLZZbYYznThO4sSOiXcM3gMDBgxmD4OQkATa0p3upLvfHweHkISMV5o4/n7yycecbul07/u8z/N8n+9TEkscOnn6uuTBu9LpdBiGcblcGQDjxaSb8HFp0st1RpH9mBnE+PsXJWo2V/V9+cOJtTPSHpyT9o+dzZOT5CBEKtpmswWu+uVyuc02qERRW1urUCiMPiFN0SgCv3OgE9AAAvRsua3Py91WY5idGa0NUOBbOVn7TbXOgRFRCGkhEQjQDOWnt0HHnJOiqOPHj6tUKtameqwm4HBARmO0hL906XSmE/iyNw93DXhcOJknctW5RAAAHsKRCdCPj3bqbJjZ4cVIf4YIgwA4i/NRiJobZav3Kr+vMyQohJkyAVfoe3pK1qt7WhwYSQPQhgnyJS4BTCUIcA+NWAmuAJACFBZzORJ+mFSowNapSFMvXboUAGA0GiEIOthi3Llzl9dH77JE8/nClyYlMKMxLS2tpKQEQZD29vbSHbu+d6f5AXz7BK6jvb2oqGjt2rVms3nbtm1JSUldDjAau6Grq4uZTXK1skUTYquazjL7MJHAeNSzfXsr09eB2c6GLgAAv56Zcl3IkLuS1HmKi4sLCwsdDgeO4wiCREVFXYzvsrWmN1C0BACAkf4IsbXrJ2kPtvTTbHkFDSAYYhsG3ztZuvrt/fmSInb/mTHenTqbhHLx6OGHP14m1+l0bBQ0EOPHjx8ttWS324VCITMcAAByuZxVjzKZTDqdbtWqVZWVlYGH1NfXa7Vaxi6e7zmDjh0YGDCbzQ6Ho7Ozc8GCBUHnaWxsTEhICBt+93q9nZ2dN910E5/PP3bsmNPpHC3tnZSURNO00WhkMiCJieF51Cyam5ttNtttt93GpIqY51lTU9PU1LRw4UKlUmm325mFpkqlGj9+vEAgGBgYKC0tZRwGiqIsFktHR8eNN97o8/m2bdvW3NyclTVq3q2zs1MqlYZ+xxlp0Xdck/zWD81QNLgtTxZYK+X2+v76/ZmG5xaxW+RCdMDtDW5WMTr9golFP/B5tRMjAQBi3qXRAPlf+qkoiioUist08m6L58klI3gKeju2dmryOQ+EIIhZWj6sTp79cnlaxnhGSAGGYZfLxefz63ttZwk+Rvj5NGz1S85SimsnqOeaeAM4mZwm/Kat/7k7UntbjPUGW63OCkIIpT6fj83GAwBQFGXSP3a7vaGhYdWqVQ9uOj1dLjijd9gxHwCAAtCbunicgijaFzNSgjFXK1PL+G7Ch8KAoGCZkMu8E6aWwXPCMHzXXXdxucNV8/39/SaTyWw2q9VqZn4h/dSTS8f/5rPqJKFfyfWdNokgGHARaG+jSS5E4+SCbLWUA8Oooa7BLaJo0I4JFystCuDR2TiNBodFaFFzvTuam8Fgtp92+zgAAD7s50M0B+W9eMNwtnhmhmpQ2n4IMgE3PgrCcRzHcaFQqNFoanvsT39d9asoz5tGLUZxPG7vH3d0f6qJzdVyx40bx7RM2XOmD8N9/QP9BoK3wYktV3OZhbZGo1GpVGazeWsjEbZqwmfqNJlMbMYrIUpIaGXrUseBIeoQ42ow6zz22BvyEyK0G7sA5YGfMmAYvpheNBeD0732kPaVNFsvmJyc/OhNcz9rsrNkpf/WeAc4VkBTXnj4x7ICSWJiIjOExw6SJANHJZfLZUYQRVH79++fNWtWqDFeunRpZPLHaOcMPdblcul0OpvNxufzAw8BAPj9/paWlpKSkrCXaG1tVSqVTFl/QkJCU1NTYWFh2D0RBOFyuQRBeL1eAMA5SUk0TZMk6XK5FAoF+z7U19dPnz5dqVSCoZINAEB8fLzT6dTpdCRJKhQKvV7PBOEAAMXFxcw4SklJMZvNo9lUvV5fUVERVlP6P+VNr5e10wAiaLjsdC8nqv3+WYO1fw9urH771hFl8ddP0r62tzkoznFDfiS6KEX5IYgGg0Lc0CXRAPmpcJQuLc7oHTSgp6ep2C276g1cDpQeex7cxUSFUMJHPzzSef/sVACASCQyGo1tBuunx7por48PAEL7CQR57Kva+Cj+0jzNmvUntj44vfhv+z452vX6vlZ/QJPqQMoPiqIMUZYBQRAMne/QoUOZmZn1Z00Om1UcB3Xb3XKEY/OhNKDdfpipYkE5I8bw6V57m9H53UPTfyjbD1H+R+YXM1M5e04QEFmyeUi9DTNzNXqxvJeI72uv2tX83X6r3OYhtXIBlwPG8xztHr7HzxHy0EmJ8lnp0Wzq6/nvahV8dz8hnSByAQCsJJotdLYhikfnZchdZz0O620FxSc6La/ubfGSfinqBwC4/RyMgikCv/b1Q0wAmaFK3Tc75b/725kEJGN+Jqi4hw8f/uyzz+RyeVZW1tYuDiAxnIYxatBDYszh+BjRtm3bIAhyUPzqDku2kBZymLpE2uCmt5zqWZ4X32CwWzD/1ye7tneEiXnwXfq6ut4VK1YE8iclfCSwJNzlcgU+tDEirLbwVVyYB8/+coP9+gIQRFaq1ztIgCKAgqhhHoreTF0AizV0VDK2rba2lqH1WSwWDMNIkrRYLIwnELhUPa9zhh6blJSUlJQEADh69GhZWdnKlSvZjzo7OyEISk5ODnuJxsZGiUTCxNUEAkFzc/NoNpUkSYIgBAIB83DcbnfklVNGRkZ/f//WrVtRFE1NTS0sLEQQxOVyhR518OBBnU6n0Wi4XC6zOGY/EolE7KNgRlYojEbjrl275s6dq9UGvxiMtiUNABemuRDloWBW2/KbKp1SzCvJVAXub/UQoeXvViw8YQ0Ma4D4mFfNgZOXRAPkyrSppXV6mYAr5A6Hrb6p7j0vg8pgerrym6pexqYmJCTEx8c///2ZRooAQ0tJGgBA+L47pX9qWbZMgPbasJJM1ev7WiOUlkdFRTEiNQwsFkt8fDwAgKKo5ubmflfdfCnHavXKfGC+kr/ZpIyg43XnhxW/nZ+Rq5XTE1MaGxuZqVxvw/RGMy9m3H/K21ghIb0NRxEoUBJBSKkTKOKJ22eqJLzaHvu6j49nCdzbB5QAAI+XrNfZxVzO59yztxUnAQAEHqOH4shRnxz1AQA8FCdT5ImLj7qlKLGios/vgScmyCcmyLPjpA98XpUldPcRXC6KPrC0sOXYnr/M0bo5YiaJW9Fl7bNjMgGCeX0AAAkP+U95u1rGV8tS1XlZfJ/j+IkKIEp3+RE+TKEQTQ71lPimSmfWdcTDmFmRt6/JZHFHZQvdgbmC/9tc/4fNp3M0sjkCX2ws//FFSS/uaLIHzOZTZB65x7T8+hWRp5LW1laVSnXO6TIUFAUxi6iLVeC+gnC+Hnxoz8FQGxxIVoIg4IXQTjSZ/ZSmIVQiSEkZlQY1GhQKBYZhGIYxJsdisTDOH0EQVqt1586dAACv1+v3+3fu3HnLLbeMpTxhtHNGQFxcXEtLS+CWxsbGzMzMsJcbGBiwWCxyubynp4fZguO4Tqdj5pMgtLa2cjgctVrN4/EEAkFnZ2doDjUQCILMmjVr1qxZZrP5wIEDVVVVU6dOFQgEjOfK7uZwOJqbm++8805muRDUKPCcMJvN27dvnzVrVtifbEjbEsoWufw01EvwAABvl7UvydU+ueV08wvheyWx1TGBfaDD4jJpgFyZNvVQa3+QFHJVt+2OqedIIYTi/tmpK946wv4JQVCYrnIA+CgaALAkT7OjzvD+2ilJ/7c9wi+ZkpJy7Nix7u7uxMTEs2fPOp1OhtF33XXX9Vg8t64/ceiJOe9v2DRAiHebUED7IABKoqy1LgkBOBSgmWYDPj91qMUE03yViPvK7maTBU+2WVe9WlrZDxdG+0tErgYbNybKP0EjnYiaxs/OTotX0QTu8/kYi2Kz2UpLj2RNmqSS8AAAW2t6Y4DdR0PtnkH/zOohtHLBqW4bD+GsKoiPpQb24VEH+ofdu/vjDcXRwxxIiqJomp4QjfxtGq+nDXPGTPxyVXaOVkb3p3eerliwYMHc8YnMdRsaGqZPnwsAcHt9fQ7cYMd1emO/D240uI0ObyYB1fb3D5A8E8GdFWUvs8hpAGRccFNBnAbYyAF7UrL8QIs5X+wUcEYYr0SlcO/vZwMASkstaanKrKyEOLlgmLWvwGdJbT3CLIlEwhBwWI/Bifue29YAAXpxpsxv0XV0dLCU4LHjvLpC/qLAePD3f1rlo+kP7yiM7MGPxQbnamW5WhmjrJQTJ+0wu6iR1cO58fILYGYolUq5XF5bWzt16lSXy9Xe3s6EW4uLi4uLB1sYVVRUmEwmtpamvr5eKpUyiUmKovx+v9/vZ0KmEAQhCDLaOQOPpWnaYDAwCX6v19vQ0KBWD6twu1yu3t7e6dOnh71nJs8amH/dv39/U1MTa1MZohaGYV1dXceOHZsyZQoTgCkuLj569KhMJmMsGY7jVVVVBQUFgeEZq9UqFotRFFWpVEqlkhk1aWlp1dXVarWay+UyGjg0TVMUxUS5zWZzd3d3UGVgBJjN5tLS0uLi4qSkJOb8CIKwvx1FUU6MkHLIFKF3jtx6xC7z+DgA0DYPGcj1DUSuVgZBEE3Dgy8EBACIpNt1mXBl2tRWo/OppcMBPQ/ht7q9t009b3HkifFyPsr5oqL7liEZl9BwFsrhRIu4AIBluZpb15/447XjszTSVqPLH8A8FPGG5TnEYnFJScmePXsEAgGO43PnzmVDkW+Xtz04Jw0A0GPBxNFyRscLAnSR1NmJCbpw30Ofn5oj1sdCDgCAFIC7VaC3xStMyJk+XstzI9zG6hs0AhzHZ8+ez2i0UhT17rs7lJMyRVzEZPNs376dpmkOh0MQBFOvxt5hnthV7xZRI5d1r9408ZEvTkG4w+O033nt0rpvm9jJLiMj3dF3FoACAEBPT8+7777L1KRrNJpfrb6JybgAAObOnXv8+PEtW7YgCMLhcGiaLigoGHomSKpKnKoS72qrxAyGfInEDdxQTPRpHfJAScr2KrpEbHwwXodTiIwHWqzKU046z0/Yju9eIYH0Xu4AOSLtdLbf8+mxs2sD9K8D47GJthq306e2nl6//jQAgMPh3HvvvQCAbovbZjbEAIOfBge6kXht3KpVq9ibHyMuoCvkLwq5Wvk4lRj3+ccSEmd+tV9/UglD8PtrC8Ie8reVucn/t/3WosR7Z6WUN5ldXoKtLxTxuGEbQ40F8+fP37VrV2trq9frzc7OPqegW2trq1arZWxqfX39kSODi+/169crlcrVq1dHOCd7LE3T5eXlHo+Hz+d7PJ6EhITZs2ezl2hqalKpVGFJJxRFtba2zpgxorgoPT19+/btTMbU7/e/++67EATx+XyVSjVv3jz26llZWRAEHT58uKysjJmFMjMzg2Iz3d3dlZWVEomE4X8wyc7i4uIDBw5s2LBBIpF4PJ45c+YkJSVlZWVt2rRJLBYjCDJajDosmpqavF7vwYMHDx48yGxZuXIlk4tlbv7uaIBTnD6CW9qvbMOEANA0DSR8jpDLCVupeLrXTtM0PXKNFUG/9zKxC6HzctV/fMycOfP5559n/2QqtyKjw+xe+O8D5Y+VJCgGbdVHR7te3dXc8PyiyAeGxZoPTjgwcttDw+/u4bZ+dinNQ+AHSlKb+5yMvN91bx1+4fpcJ07e/UklAkOM6pWYh2ijBL+dl74kd5giyHTjEYlECIL4/HSvDWs0OB/fXLNuRsreM0YHTtox0hEiQb4gK/bRBRlaueDW949J+Nwv75sa+GngOcN+F0ahiaZpkUgUGE0aUqwdfrcEKLL5/qnMjHb/Z1XXT9IunqC+AF17BhRFuVwuFEVHS3R5vV63x/PM9lYKQt66NR+GIOZaEEUuzlLlpw7SqRr0jr9/d0os4Mokoi8re1g6S6JSQNOg14ZDNNDIBRmxYkY/2eenm4xOERe5uSiheJwCAHC4rf/PW04f+MMcAEBtj/2ujysCgz9RQu4F2MLnSs+ENnxdN7Lh6xWG8x2Va9afwH3+zfePtSbnpneOchHk83VFo+2wsaK7Xmf/28rcw239gbzN99YWRJbRZ7Dgnwez4ySv3xw819I07XQ6eTweS9a9eIzlnBiGEQQRYeReJrhcLpqmxWJxWM+emU9QFA3SbwqdZzAMYyRxxnjd1Cd3fHnvNYG1NGFx+wcVh1rNQRshQHe+FEZ2AwyPRHqY6AZBkUdi4GTOdFUZy/sTGT8DP3UsdjQQPzQaURhmDSoAoLRWf8ERgLunj7vnkxEcetYBsmPksfb+387LSHlyO/PR0ry47XX6Py3J4nJoD+ln6WRPL8veeKK72+KZnaEKFbC1eAitXED66FSViPRTrSbnR3cWthidf93eSAUQ0ZiOsDlx0i9P9nQNYD/8PpiMgCAIS8YLCwiCwjLyQ2NuheOiXtzR+N81BTIB+s6agrs/PslFYKWId2EpQxiGmcpuBqHCwrubBh7dVPPWrfnssmMwPQmhXKEIhmEP4X92W8MZvf25FXlTkqIAAFNTokLrW2p6bP/Y2dRjxTI1kg6zc2eDkekwvKWml4/AWrlAI+OP10jH/Wn7HxZlHmodGGM2JawS8i8c5zsqLy1uLUpcduJwfa99Rlr0sgmajRXdAIAb8rUXOSFCEBT4ol4SjOWcLHXoR0ZkeazR5pPQ7Zfp5gdcYRo6JUSN2s13WL93aIVwTv1eZjJf/sbhO6ePu6kg/pKwC38GNvV8sa/JGERHqu+1P730Ap2GueNjIAB21xsXTRiONrDiEkvfOHTG4JifFcuIES7N1dz83rGicUqvD/j9gKWTrf2ggodCPzQa1x/qzE+UM1yhvHg5I2AbI+FhpH/y83uP/mnuk1tO/2V5zvS06A+PdKapxL02jHF22dySE/c9u61h9ZT4OPmlfI9DmatH2wdmvVz+x2vH31qU+OGdhcveOHjWijkxH7i4lGFQ6vFfqyd+fuKsAOV0/H3JaPssyIr5vk7/3HU5r6zKY/cJW98yKUH+xb1TT3ZZ/rylvmvATfiG+4DzUc7ji9LNTrKqy5Kqkry8q4UDh1mbn+i0fHikUy3la2QChqt8qPUcuVKvL7iJOpfD+aKiWyMX3DNjOH541TBfWvx9Ze6fvj2dpeZ/VW1i5tDPTnSTNPXSDXnnOvQqfh6IFnOZfrqslhxFQamqUTVDLky/N1crhyDo/5Zk8ZFL03fhirKpzLRVfdYWKPNbq7MBGswdHxO4DzifqS0vXvbh0c5AmwoAwEh/rxXL1cpf2tnIQzh/3X7m/UMdjPj7gxurh2dzAAAAFE2vLkh8bsWEt8raui2e567LCboEk0nt7Hcfax/42w25lWet9b2OdTPHTU1RBIVbH/isiqLpCKrFF4wgQdppqcraZxc++e3p20+feLAkXW/3OrHB8iCb5wJThqGpxzs/qnhqaVZgDix0n201+q8fmDr2axUmK6anRbcYR6gD2jzEQ5+fytHKCpMVf8jTFCYr1n5Y0Wp0BcpMAgCJuBydBavsshrsWJ8d73N4mSwOezP3fVr11LLx01JVahmfh8DrPqmcoJU+tiDt5d2t7H6PL0q/uTDx9X2tOc/sfmR++n2zUq6SmC45crUyQMNfVxnAULskigZfnOiJk/EemZv5P765XxIu62IRBhQFwWztQziG6DAuk37v+eLKsamB09aOBuPySf3MtLWtRs9DYUZ+6AKmtgEXMTNd9fb+tvXuWFcoAAAgAElEQVSHOvQ2nK1OwUm/NkqgFPNO99h+PTPlUFv/q6smauWC7+sMpXX6+pBut0xp6UNz076q7Lnro5Mf3TUicvtWWVvXS0vXfVL556VZAIDfbaqZkhzFlIcGvhAbT3TbcfI3JWn8cA1BI+CC3/u/rcw91Np/+4cnfH4fCHi5L4x0zra5ZReeNA367Hi4fYaB+yKJ74wda69JfjZgNfPi9bk3vnMkcFUrFXBipLyOftfHdw1m8kJzpW7C9/oPbe8c6DDYcZ+fjpMLbB7ydK+NDlgQ/6e845pU5dPLsn+/MOONH1ozn9oFw4BVFPqlkZhqe+wdZrePpkNF8C8SHQNuGsCAZl8nmqLA+wc6ItvU2h672ek93Xvp7+cXiMu6WNRZcRrArBmFAE3TYUR9Q3CJ9XvPF1eITQ1ybphGY8y0tbfRWJAYFbpP4NTmo+ihOk6MtZqM0ynhI3EyAU3RVWdtheOipqYomDbXUcJBmtzqd49NT4+u7LaSfkobJVg+UbP+cIeIhwS25eOjCBvWXz0lQSXhLXvz8PcPz2BMXZ3OdtOUhBMdA06vb35W7Gt7WjCf/+0QsrjFTbyypxkn/KUPzQDng4t872emRy/O0ZTW9YKRL3eEhg8RAAGKDrDNUEBkprrburu+b3OV7gJOG4SwjL5VBSPq9rbW9Pr8dNCqtteKKcS8cX/anqOR+mlwNpxYKOmnVFJen927ulArE6BH2y1eHxU4km0YsfLto4lKkVrGV8v4GWrJaZ0t8Ay/nFbYge/e2g9PXto5Fyd9wa8TRGNEpHQ/cz82jLBhxCW/n18aLjfj3YEHkzQhCDhxf9idwYXyeGt77DQAf9veeNOU+EuyxrpCbGrY6t1Pjpx9eB5qdOAPzE4dbZ97Pq6EIGjA5WUsZZxcEC8XTE6MWj4xjpFHYIQJ5792wOun7p4ehl6/YlLcdzX6xTnqXQ1909Oi4+QCuZDrJrBAB4jw+b6q7nlu6AebkxmjEvMmP78bwDAz3bT3eyq7LG/ckn9G73jvUDtrNQP9yxe2NxYmR81MU4XeQwRcmvc+JOQCQReyGszVygAEB9pmCEAIBzy55fTuhr4khWjRBPVrq/Oe2Hz6Ignu56M2MOJ7UDSYlhq9NE/z/qHOCRrpH68d/+immsDuQGIet3icQmfDX7g+x+z09rsIFx5GqCVTLZmXHctHOBAA9bpgVXQAQL/Le17f6OeIyz3nSvmo1UMFLfVkolH1Xa9WPV1aXCbNBBY4GcZ8eryj6iJdgEoos8YCAHx6rKu0znBJ1lhXiE3td4aZob6v039Xqyf91F9KG54rbfD6wsTii8cpnlqWHSs9hxbdjQXxr+9rDfvRdRO1L+3c99v5JW++0frXFRMAAHIB2mp0BjpAFA3VdNlu/+DEhnsG68f9FKAAZBsittncXg9OurzkPR9XLs3VZMRKwMg1/pcnewqSohr0jvdunzK2RzKIS/LeR4vDlAEow22MjNO99qDSLRrQ39f2/WZO2mMLMpXiQddfeCty8fK559QLDLuqfeH6Ccye10/SvnOg/R87m26fmvDW/vYhrjOskXPTYiX/WVPAHnXD5OBKJCEXKRqnHHARPRZP94Cny+oJbWH2P41O/Ui43HNucrTQ2j1i4EMQGKcclcNyue/nKi4tODAUOnDCUgtZDPF4j9w2NeHWoqTI88ZlWmNdITYVCvf0o0VcFIV7bfgLK3K5CKyzet4qb8eI4WUOBKAdpw2H2wZiJDyVhBcj5anEPNJPt/e7BShnxSTN9NRoqQAFAFyfH/evva0VnZaiccH11xI+MiVJ0aC3a6MEp7pt+YnycdGik12WIAcI4cCrCxNT/rTj83XF16Qqt9b0Mv2uWRB+au36iigR94+Lx4OQ39tD+I53DPx+YXDzxR8HoeaHA8MN+jDuV2S0GsN0FV08QX1r8QiJq0slnxu5Dfg5V7X3z07VSAWPfnWKXQfQNKW34guyY4LO8/KNuY9vrmPqiXkIfE2qomvA3efA++y4AydFXMSFk0Gl6BewIvnZYkT6/BIiaAQNbgyp6r5IXCVsj4bL3ZEpRSU61U2M1MSn0mLP8RMwPN5HF2SoxOfwlK5qE0YC20k0cNpanKv57Hj37Izom6YMJtImJsjXfVLJhBSEXA7u879xy+RpqUqT02t2ek0Ob0VX/9YaA074AQB7zhj5KOzzU4zFhWDwxDd1N+RrmT9VEl6MhK+S8BAYum5S3LYa/aIc9e6GvvxE+e3XJH1T3RuooyTho+kxor+WNszMUD5b2rBwlHbl2XGy/EQ54zSH0nlIPzXgDFOwFRkrJ2u/qOgOjKIgHPjiQ6lrr0n6qkr3j51Nf7x2/DkPZ1B11jrgJoRcxBOwrBltEEY2h5cK5zTeNTpbkBlweX1/3940MUHe58AZq9lnx1EElgsRCQ8RcTkFSVG58XKmDkct4ytE3CFJDS8bt2Ba8l3ub/c/x8rJ2s1VZ51eKoJm9cUACiicYMD2MB/tfs7XBlwlbEfA5e7IFB8lONVtDQz4AQiKUJ/KgMmPvran9bbixP/JGugKsalDo2XEtJUeI5YJ0WmpwwnIGWnRsVLulCRFlJDLzKEPfl69q77vzVvyM2MltT32F7afwYf4mRRF8TjIZ/cUxkgEZqf37fK2w21miqLrdHYzY4OduNnplQrQaBGv1exckB17osPCmNuSTNWhVjNTURMoz7G/2fzlye73DnQIuBwAoJGdraAzelugNFIEOs/YcbLTUpKpOtFpYd/7O6cn/d+QCvnYEWp+FuWor3/7aLSEF1iFORrsGHn3xycXT1BHibiNBsdPpy1aoPHGSD9jIxl7abTjZc3BMi4AABtGSoVohlrCWE21jC+ISMO+wprBjR0UBQCAAT24uIQADQFwznrBsYPR+w1aSefGj/pgz/eHuJp/PSeYaWHFW0cWZMc+Mjf90r7Vnf1uAEBQwC9ygGcoP0pvquje3WCMvAa60nqSX1qEHS2HWvppQBcHRGv7HLgLp6QCrp8eTJC9fdvk0lp9+p93vre24GBLf5BraPUQO+r6nlqWHR8leGxhxuG2/rnjYyYmjBhRFjdhdnmf/a5eLRVwEbhBb/f5aZuH8FMUlwP7KYqPwK/sbo6RnFVJeDES3qwM1dI8zd92NNsxMiiskaKSsEUyYek856sGtelkT4vR+c6agm+rdR8c7gIA3Dtr3IpJ2vlZ6onP7Tn8x7kS/nm8AEG+4wStrPYvCyY9twflQGuvSY58bMmr+8U8ZHJi1D9uzLtgjcNLAoubGLSaIf8nfZR6qC2dWspPjhatiRK8sa/NFcA/lAm4r6zKO9/b/mU2g2PqBQO3uLyXsl4wVO8XguDIer/MD3H9W0cFXHjjuuLIP8TV/OtYQFEQABBFj1VerbbHTtHgwyNdPBSO4EeWN5soCkBQkHpupDnwfNdAl2mx+zOwqeXl5ey/IyiihU5bz37X4MR92QENatYfbHMRJFNxyEZyEhXC385Pf+yrWoubjOAaZmmkXAT+ulIXZFMVIq5CxL17+rjN1b23FCUiMPTIvHQAwOJ/HUqNFStF3NkZKoWIyzi1JqeXcXMtbi9g2hIFhDUGXMQHhzsZ03u4rT+UzhNBDzoUpbX6I239b96Sf7DF+MKORiZ+9ZfSRqWYNyMt+uATc6a9tO/Le6/JjrtwMTYRF2l9cUnakzsIP71udG917qv7ERjadO9URjDycsd1fRRttOMGB95nx40OvM+OG5h/OPA+Oy7hI2xgVi3lT0mOYv/N5M6DkK2RXpJR9+NEs380jHFUXgBqe+zdFgyGoHPWj+ZqZe/cPjlQ73dhTuy+JtO5ut/IOTAsF6G/kJXNZQXjF1I0vfeMsfKs7ZyxcWZ/mqZ3nNYf6xgYbX+M9P/ms+qbixLPGOxj18S/gDXQ5Vjs/gxs6thHbOC0ZbBj/S7impThHiO1PfZPj/ewCkdWt/euD0/CMD1eI5uWovz3ryaV1hq+ruqJ4BouzI7dftpw69REIZeTPJJeuDBH/cimmgdmp/x5a/0j89IPthi7be4mowMAwFC0F+WoA/d/+ItTpbX6oLCGWsbX27DaHpvJ6W00hKHznOq2flHRzeRxGdM7GgtuX6Npa03vB3cURli7nf7LoiVvHHpkbvriCeqwJxkjKv48f9rf9xnt+J+XZoUSOua8sl8h5pU9XnIxlwiFE/cNpTOxPoeXMZ8GO9bnwO0eMlbG10j5ahk/VspXy/gTE2Sx0kE7GtTX/Zz4ZbqY58RYRuVF5i/HUj86Iy1647qiG94+isDQCysmXD9ZO/+fB5bkatJiIinZjhFDvcPG6if90nC+fuHY97/53eOb7pu69ZQeMBkyeojjdhnUHC75YvdnYFMvDOVNZo2cH0jT3VrTGyQZSFLUnVOT/zKkrVMekjwLcg0XZMd+W927+t1jFAXSY8RbHpwGB9REXDcxrtXkcmDk3jOmP35T5/FG0s25s0jT0tHT6wEu/2CwV8RD/3FjXo5WxnSPaRvw3vZhZaBwhABFMmIldTq72Wm0u9wmJ6lzkDIBKuWjhJ8ScDlTtMJ0OaxSKga84Lsa/Wf3FIORazcOBBQoKaC835/syNVOBgDseGTm/Z9V9Vg9a6ZoKlt6D7Zbfahw5eRRa589Hg+CIIFtoQiC4NLEh2vyntl2pvpsf6cFZwkdTy4Z/3zpmcmJ8nduydXr9SiKyuVytnHpWGAcymv2ObwGO2YMCNVyYGgonSlQS3nZcZI541UamUAt5bM1OYHAcdxmszlsWFRUFNuThyAIgiAAAMyXGq3R9BXmYv5ouND8JXleEpi5WjlFA6+ffn77mdfLWv5+Q95vPq/e87tZEa7io2ibxxfqB5MkaTabhUIh02Y4qHeYEPYDCETwk3Acp2k6SFA+6JxhYbfb3W43j8dTKBSBLWJIkrRYLBAEKRSKCC1rvF4vRVGB1/X7/RiGAQBgGObxeBxOmHy/z+cbGBigaVomk12YCP75+oWh+7sw7/YTLTHTkxQKBTsz/H17w7VZUalyZFmOYkt1lw2nGc+DAufguF1uHvIYccXa1LImE076i8cN+6lGRxjdHyRitVMgCB/1h811FE0zNf61OtvCfx784bHhZofXTYp7Z3/74gma9w62h75q31T2sq9abW3tqZMnr9cKCbfjoD2qyiEGAPx2Xioz3VRVVZ08eXLq1KnRYq6H8DNrNJbotGfPnh5rDwETE2dNnDZt2va63ie3Ntg9ZJHUqR2w22xCvMNzxKmwQ6rCF/eSPppdRMAQeDShx+nn4H5Y2te/tdSw9NrFKMJ5Z03Ba5v2fNiwt4/giSDST8P318X/41cFof6B3W7fuHFjfHx8YNfumpqampoaPp+/Uk76fGSmiHvMJ+3EBVa394nNdRO1otsTHRs2bJDL5RwOx263T5gwoahouIcXTvoZq2mw430OxtfE++y4zor1u7xCLhIfJUiOFqmlPI1MkB4jYcO2Qu55qDPu37+/tbVVKpV6vV4EQa699tqoqKjAm2f6KsfExOTn5zMdMa/ikuC8vPytNb1WN36+EpgL/nWIomkAgMVNWNzEvRuqbilO/PcPLY/OzwjdeShWSblwKsgP1uv1u3btkslkTqczPj5+3rx5zHYmQZPA994Sa+rC+QCkhZ62pqamrq7O7XarVKpVq1ax20PPGdpVrbS01Gq1CoVCl8vF4/GWLVvGNE3r7e3ds2ePVCqladrlci1cuJBpXR4Emqa/+uorgiDuuOMO1u4aDIbS0lKRSETTNEEQUqmU6ZfMXr26urq6ulogEAiFQqvVGhcXt2DBgrCm9zJgkLAySeyap7DBA+by8g6PxzN79uzU1NTyZlNfX5+caPm2V0T4qHUq3OpDapziaqcEnIvj9hMhA16xNrW82QRBID9xeDRK+Agf5QRWlQStYkKXOQLusKbgy7uag7Syeu3YdzX6FZMGX/QZadGPfHHqrhnJpbX60Pv57MTZsmbTeI00W8HhdR/XTJz1/L5eoY9/S6ypzc23+zj/3d9xTapSK6Da29tVKlXXgLvXhn2+rqis0QQC5qO0tLSCgoKTJ08CAGp77E9/d8buIaMQcrbc+rkx1kaLtDz8eoVhs02yMFtdnKJEYOiv2xtdOEnR4D86LUbBAEDxEnilv/vGf3yro+RaKbqE2/GNOabNw4MhsEbdl4b0/+az6vfvKAhckQAAmpqa4uPjDQaDy+UK7BIVFxe3bNmy50rPfH60I0/iWhVj3tYf3ewR0jQ9V2y02eAl19/k9HP6HLh3wHGiq/ObnrqhUC3u9VFqKT9WxtfI+GopP1EhKh6n7LN7/l3WBgDwED6zi3hmeXaogR9L1SC7z2yNau3aa3g8Hk3T+/btO3z4MLssYG4eAECSZFNT044dOxYsWJCamhr2hFdxARi7l9/vJGgAB+kiRZbAfP2HljbTiCyJAycHnN7TvfZrczWZI/tTRfCDaZouKyvLz8/Pz8/HcfzLL79sa2tjJwQEphcqra2YUICAsH5PTEzMwoULDQZDe3s7uzHsOdPTg0vMFyxYwOfzAQAURe3YsaOyspKJqx87diwrK2vq1KkAgKNHjx4/fnzlypWhl9bpdDRNSySSjo6OjIzhZQSHw1m7di1zWp1OV1ZWZrPZZs6cCQCoqampra1dsmQJY6QpiqqtrfX5fOdrU8/XL8zVymCIpsAgTcXi435k0Pxl5eQV+fENDQ1lZWWx2oTffFa9974JO3a0r1279rnSM58c6Rgn8F6r7I9CyB+sinNy3H4KmZor06YebDHnxEkl/BFhxjN6x5+XZj39XT3zi4auYoKWORwIytaIY2V8Rkauc8AVtELCCH+byRUoMrcwJ7ZR78QIn0zAtWMjXrWN64okArTJ4GhprMc4wmf26hwYaQG8ARJJF2KVTonVQ3x3qjebaJ45c+aJEye+q9E/eW3htNToaanRp06dSpQOhiVTUlIAAMx6k42lZAgxE8nVe3kA+KLjY6Vi7PXpcXl5eQCAU6dOvXFj5mNbW6xuAqNgxt891NKPdxgenJ1cmD9RZ7Yd2dloJjgAAIoGVhLlQrQDJ29ffwKCoBgpXyXmxUh5MRKe2tQgTZkkiKIOVNQUTJmiEg9nc/0U3WPxEDRU6ZAoEHJ2lL3ZI9RwCcQz8FpXnLexkk1nqpXJk4cynRoZXyZAnU7n/v37TSYTcAEZFhUbX/LkltMY5l2ktKUKcB5M/bCjR7h8yeRxsXv37tXr9SRJInzRVzrRGRsHAFDZ0HprJpKRqK6trYVhePLkycwXH1FZKOK9KY+dkcaDICg+Pr6qqir0nUFRNDc312q1VlRUXLWp/xtElMC0YyTpH5G7adA73jnUSYcISfRYPS+unHDfp1WbH7gmcPuWU6P6wWaz2eVyZWdnAwD4fH5qamp7e/vixenMhDCJa2z2CAUoXKDhsjNGa2urWCzWaDQAAMY49ff3B14u7DkZmxp4LGNQAQAwDCuVSodjUEqFJEk2XCyXy3t6esI+s6ampoyMDKFQyPwjdAcYhhMTE2fOnLl37978/HyhUFhdXV1UVMR6vTAM5+cHh7Mpijpw4EBXV5ff7xeJRPPnz1epVDRN19bWNjY2ut1usVg8e/bst27N/2BrWTrPLuL4MYqTM2GQEo/j+HfffTdlypTjx4/jOJ6SkjJ79uzyJjNN0wCimV+0G+cBQJc3m1bkxycmJh48ePCe9Uc33TcVANfwbQCoHePvsyqWR/efcEid/nMbrP95pubKtKnlzaYoIXdy0nAfeYub6LVhiQrh5ET55IQoMMoqZkZa9Md3Trn5vRMAAK+PqjprW/zvQ8xHGOEPIizAEPTJ0a4vKrrZLT4/7fL6FGLusjzNllO9oSGIRIWQa27yyeNu1MQx9OMBH6pAB91fvlOn0Cji4uI6zC4+Krx7xjgAAEVRx48fV6lUTEQoEKwiYxTqs5CDC4hYKS9WobDZbOyxy5cvZ9duc+I5cq+piG80RIvfq8GODLQ8v2LCXrF2ibK/1iWRIWQcz/u1OQYAsPaa5D8sHm9y4GaX1+Tw9ul1bpo+ZqB9DjTd3PSng26n14fA8Ey5TYV4H/nzTlZIrA0T5EtcQg4Vz/P6ONwDTy3nRmxMeOLECYVCsXTpUgCA0Wh8r9JgcROrYvopGvrYEItTHA3XC9f2TR4Xm5aWVlJS0mBwv7CpfJ64r9WuIWnYRxKWPoNJEbV27Vqz2bxt27akpKQuBxiNDdHV1RU2hsYgOTm5oaEBx3F2pruKHw2RJTAf/7r2VPeIVgRurw8LJwl7Wme/f0O1h/DPerlcyB2e4jJiJKF+cJvZCQCw2+1CoZDHG7yWXC7X6XQAgBlp0f9ZmVJW1n3Yn/ZQLkxjw/2m6uvrtVotYxfDYrRzhh47MDBgNpsdDkdnZ+eCBQuYjYWFhSdPnqQoCgBQU1PDOKxB8Hq9nZ2dN910E5/PP3bsmNPpDJ0lGCQlJdE0bTQamQzIORMczc3NNpvttttu43K5NpuNiSrX1NQ0NTUtXLhQqVTa7Xaapmdo5PT8vAc2t0zPjLtniurMiXKjMTk2NpaiKIvF0tHRceONN/p8vm3btjU3NzfoHaHPn2nh1dnZSSGCuTmJE+PlOt2gTWX94DaPAAIgjkf00cKfvljKlWlTy5pMUUJeYGXq/mZzSaZqe53h5sLE1VOCe1kHYmJCVONfFwMA3jnQ/kVF97PLc9jeqyv/c7RGZ6MoGgCAcuC1UxOfXh7cCXXmy+W/nZdeWqsfLQTh8/lQFF2ZNfi6EBSEQjQAIFEMKUnTNdes/rqyx+n1sVpLMAzfddddgbQgFqwiIwrRBAWBISFZFEV9Pl/gsfEwzKzdampqdDqT2WxWq9WbVl7zRaU+55ndjxRGEzbjBJFLgvgNXq7bx+GhHC4HfmNfK8sJyofPOvyCDpcrTqoQ+HvvypepYjUiLuLRNxNO6yuz876o6KnsstAAuP0cAAAXovgcv80L3fL+8UDZKcbrZUjLDMOLpmkcx3EcFwqFGo0GAKsM8aXw8Td1WoziAAB6vbxPTug21xpVYl6yuAvDPHbcD4QgGiUNBA8A4PbDVU75tQii0WhUKpXZbN7aSIRlT/hMnSaTKTDjFQShUAgAIAjiqk398RE5lvj+2mCl69BOfAAAhYhb/fSgWVr8+qF/r544XjPI1J3z2oGgnSEI6CwYAIAkyUD2HJfLZUYQRVE9DVXVpGZikkIlwUzY8LFLly4djdTGYLRzhh7rcrl0Op3NZuPz+ewhDKGvtbWVpmk+ny+ThQljtra2KpVKhhyQkJDQ1NRUWFgYuhsYYuERBOH1egEA5yQl0TRNkqTL5VIoFKy7XF9fP336dKVSCQBg72fmpPG8La3XpfNVfEqhUOj1+tjYwbmruLiYGUcpKSlms5kOSYVCEAAA0uv1x46faOGkvj5rRG1xYOCQoGE5D3p21c9ALOUKtKmd/W4Ygup0tkDS74EW09zxsU9uOf3s8uwxnueu6eNe3d28p6GPtanf/mba41/X7ao3uAn/6inxoQYVALBiUlyfHT/RaUmPkTy1LMy1UBQlCIJ9XXgw7fLBMgF6b4ZrfEpWbafxi8NNxVwQK4QcDodUKgUB0aEgsIqMBA3xYIoVkiUIgrENocdOmjTJ66MMVs/BH3Zs2nEAi0pZnScne6q/NmksJApBYLmyf77CsssS3WV152hk09KUailfKYAOfN80adIkZiCdOaOUid3zpiYBACp8vSbgWTY5PiNWwijwSTk+AADmhyiYqxERS+dnsbJTNd1WxutlSnXlQjRGwosX88eD3ubWDTBPJNMkZ8QmxgkBTsOMQQVDkXONBN2183vSD7pgWEDgEKCFnMFIoMuPsCsOFEVJkgzqyTr4KFz6urreFStWsA8nFC6XK8IDv4rLivPlmITaYJQDb7h7mAH339sm3/3xyfKhOi4BEiZfyGhgMaOS3UgQBGPbamtrxWIxScOoz4NhOEPEVSgUAICwy9xAjHbO0GOTkpKSkpIAAEePHi0rK1u5ciWTWy0qKho/fjwAoL6+fufOnWvWrAm6RGNjo0QiaWpqAgAIBILm5ubRbCpJkgRBCAQCxpq63e4IPGQAQEZGRn9//9atW1EUTU1NLSwsRBDE5XKFHnXw4MFV0UZ7H6L3S5nFMfuRSCRiH4XL5YqPknb2u4IOz5JTO3ftKjUrvv/z3NDbYPKjq94+zIWoB+dnM2p0P3FcgTa1rMmUEydViriBhS4HWswLc9RTkqJEvLF+ZR4CXzdJu61W/9KNeezGV2/Ke2JR5qxXyluMrudKz4QSZK6bGPfQxlOLcmJ3NxhZ+lIgoqKiGhsbwdDrcmDHVlyi+d3MwvaqA83Nzd2WU7P4HD5EtrS0uN3uhQsXRrjDIS1f3wCB5IndEKAZIdm6g7WKGHWTwdHn8PY58D47NqS35+2zYxjhV8v4MyQcmcfiR7VxAr8H5jKhY5oGOi9votjlp+g4qeDBOYMUx7q6OoFA4HA4mGSPUCjs6OiYOXNm4NTATohZgoE+gsvn8+9emNNybE88nyhICl//anETJqfX7MRNznEmB2Yz9/m7GuvPenAI4cMUCtEkDXFgKEMt+rKyJ4Ya4BF0auEcKU5+taU+R+gOZFAymd3Ofne3xbN5Z9MAVxUkLDxZ6kat+uJrl0WeSlpbW1Uq1Tmny6u4TDgvjkmwDeaj/719cuAh46JFNxXEv7y7+YlFmQCAX88e97tNtUGCoL+emQIAUCgUGIZhGMaYHIvFwjh/BEFYrdaZfIxnN7S7ab/fv3PnzltuuSWyh8pgtHNGQFxcXEtLCwAAx3G3280mKeLi4g4dOuT1etlIMgBgYGDAYrEEplpxHNfpdPHx8aFnbm1t5XA4arWax+MJBILOzs7QHGogEASZNWvWrFmzzGbzgQMHqqqqpk6dKhAIGM+V3c3hcDQ3N39qjBjrHVcAACAASURBVPvPwoLpmTG7du0KTW+ziBJxg/SZ1Vwyk9Sf9Me9eMf00Y7K1cpzxB4Y5hTlRFLI+ungirKpDM9zd31fjlZaNELtwZakFB1oNi/NGzX5ERb3z07ZWW8IakfT1GcjKepkl+VklyVUVjsjVgJDIDdevqveENampqSkHDt2rLu7OzExUeqzc2ni7uumCYXCHO11C/918PFFGa/tbrk/eSA5OZl56WmaPnbsWE5ODuMj+v1+iqJomvZTlBgFpN/PQ5EWTFQSZUsXExyp9IUvD07j29/abpBIHGopNwvu48ckT0pUKLmUUshJ0cbKhajNZistLZ00aVJubpbFYvmyuy6B7+3BeQhEM3SnoHtuamqaOHHixIkT2S0bN25sa2tj+BcAAOaWJkQjz09Fe9owZ8zEjauyc7Qyuj+9vLx8wYIFTLzIZrM1NDRMnz44fhgJKiUHn5GmhSCIolK//FL3eFHqko9akDjp9fFYjVe1NDcuPZo/gPmtepMH935+/OzZASyTZxUMOalMHfi31boPj3RJ+MjtcdSvpsTPKs6v6bGxs22xAp+ncGpzZ9z3VcPi7IHHF2WyHoMT9z23rQEC9OJMmd+i6+joCKwUuoofH+fFMWFs8N0fneSjnHfWFITa4N/MSVv6xqGluZqcOGmKUsxFIS9Js7o8fBQaFyMCACiVSrlcXltbO3XqVJfL1d7eXlJSAgAoLi4uLi6e/Ur5NSnRKxMwk8nEsMQBAPX19VKplElMUhTl9/v9fj8TMoUgCEGQ0c4ZeCxN0waDgbGdXq+3oaFBrVYDAIRCoUAgaG1tLSgoAEOcpkCDCgBobGxMSEhg868AgP379zPkfOZPJheLYVhXV9exY8emTJnCBGCKi4uPHj0qk8kYwiOO41VVVQUFBYHhGavVKhaLURRVqVRKpZIkSQBAWlpadXW1Wq3mcrkURXm9XpqmKYriwTQAwGw2d3d3T5gwYbQfi4mrsbU0ai6xOsbU5FPnT8jIjhWRJIkgCFvtE3jzs2WW5PETfy7RoyvHpgbyPE0uIj9xeEm4v8VckqFaf7hz7IFfBhmxklgJ7+OjZ1mbytDx/X4QoSx9xSRtv8u7u8EY9pxisbikpGTPnj0CgcDtwSyyjFf2da2crH3/YMdDc9O21RgenpdGtg8wO7u9PoPNU1tbe9YrsABJnwMXmeplPivzaf3p0wuVcodsnN1DtkCclTG9PL7bT3pnzJz3cGY6AICiqHfffXd5bkF8fLzJZNq+fXsNTXM4HIIgmHo1AIBCoUiZMPkm+pTDBwthasCHHrDKYQiOHlJOMJvNFoslLW1EWV56enpTUxNjU3t6et59910YhpmE6K9W38RYUADA3Llzjx8/vmXLFgRBOBwOTdPMHBGIqqoqg8EgkUiYhfn7Na7bpyZ8UUfNFPUt4lrcTe0GEefWm1ejhfHbtm1TeJpsUn+zHR4gUUAzQsk0DQAEQdNSlbU9dquH+Ka694l9Fh9Fi3gcIcrhcOBiqdlPEt3V+2+WANDT+u77h1WFS35VmNhtcdvMhhhg8NNgfzeSoI1btWoVe/NX8bNArlYeJxcoxbzRnNr/rilYs/7EwSfmrD/UQZAUNCivDWCI9vqoDw51/vvmfADA/Pnzd+3a1dra6vV6s7Ozx407R2eI1tZWrVbL2NT6+vojR44w29evX69UKlevXh3hnOyxNE2Xl5d7PB4+n+/xeBISEmbPHix5X7BgQVlZWWNjI03TEATNnz8/8OoURbW2ts6YMaITRnp6+vbt25mMqd/vf/fddyEI4vP5KpVq3rx57NWzsrIgCDp8+HBZWZlAIMBxPDMzMyg2093dXVlZKZFIGP7HtddeCwAoLi4+cODAhg0bJBKJx+OZM2dOUlJSVlbWnf7GzoofrCJ+cnJyhCe2crJ2U0UX5qMZ3nWe2C3gUDlATzXq1zcCAMDKlSuZXGzgzfMlUaX90Z0GQdy5tCp/IoAiuOo/BcycOfP5559n/xxNEa22x37XxxWBtBS5kLthyNSt/M/RZXma/S3mTwNyLWPEFxXdz39/pvH5xcyfz5We+fhIOz2kbk8DCAL0uhnjAlOnvVZs9XvH4uVCMR9JVAjDFlD6fL79DWf/VNpmdvkAADwUydNKZ6RHf3ikc35WrHGIGUQDwKrRsv9nqlB2NRj+vqP5zPOLAs/pdrtFItFokiuMQhNN0yKRKCh4dajV9NTXlSaXn6m3mZqq3HfGuP23M4Mq/C4MFEW5XC4URUdjRni9XiZEVtPr+uv2Jr3Nw/yUApjiwhTN4f969jgOBOttuNlqq9O7DK5gtif7E3xR0f3kltMvrcxTipDHvzltc5MAACEPXZit4iEcJrNrdHjNTi8MQxRNBb7+fJTz7PKsqSnRKglPPOYcAYNz1steSW04xzgqfxzU9tjv+eQkH+X8d83k0R7sOwfabR5yd4Oxq98RNHjTVKIfHithdqNp2ul08ni8II+Q8VNfujH3Am5vtHMGAsMwgiDCjly32w0CEpOXFi6Xi6ZpsVgcqkQBhuYTFEWD+Aeh80ze09+/umrCwonJkS+3ubL38c01AMCM3j4MA8oP/n1z3g35o5JGAz2lKBHvZ9Fr72fgp45lxIaqXtk8xEeHu55bMQGCQIvR2WwUL809v8Avg1uKEp/Z1nCw2TwrUwXGVpaujRKIuFBdrw0j/ACArTX6f62emKISsUIHfQ68xeA63tnvowZP5CV9NT02vR2blhI9LUUZO2Q+R5vZW4zOl3Y2v3XriIwIgiBhyYEsIAgK1GoIxMz0mLfumBaYx3rim7o1759YXZjwh0WZY3hOkQDDMEO2Gg3sjPPol0dmpkfX9w6WTGAUjFEw8Pm+O2VYOEGdFSeZnx17HeF78tv6oPJflh16S1HizYWJ926oKm8yso/X4yUPNPez4QSLm2g3u/64ub6jf4RcAE76X9vdIhF0mp1eP0WzosrDpOWAPwNnoXN22TzYYnxoU63DQwIANlf3/ve2/J/+1BAZ/1s7ymKM+sD3z0697q3Dbq+fAjBEs42naIoC3oBqHAiCIr+oF4CxnJOlDoXiMllTBqPNBgxGm09Ct2MUB+Wfo60pAOCfe1tg4KegwTpkioIgiH5tT8toNvVn2mvvZ2BTLxj7m03TXtpH+mgUgTdX6SiaNju9cXKBVs6Pkws0csEYhQmvGaf4d1krY1MjlKXbMZLpf3Ky09rZj7P16Va3986PKtQyXqJCxLiY8XJBh9nNzvgMSD9lcxP/XTP5nPfj89PXvn5wako0S0i+JAjKY718Y17an3fwEXjmy+Vv3Jyfnyi/3J7WK7ub10xN7HeF6btekql6IsC0ywRoBHYoBIH4KEHQ47V6iN9/WSvmIx1mNweGUlVii8cLQiAToPseLwEAYKR/iK48SFqu7rYG/qkQcVUSfoyEh8Dw0fZ+Vp/L6vY+9PmpDeuGR35tj/3BjTVs1zMnRty/oeqLe4t/4lPDTx/nNef+97aCWa/sh4MaT0E0L2Lv26u4hDC7vBTgBDkkYSVjGfxMe+1dITY1bGXbhnuKcrSyR7+sQWGo0eDMT4jS27HDbeZeG663YQYbphBx4+SCof/4WrlAIxNo5YIgEfY/LBp/3duHAQA0DQRomCe2r8k0/uldPATWyPixUr7ejgcJvgAAluXGBcaHe6zY/ubg8+QnnIMWyKDk1fIkheiZ88wNXwCeWZbTZnJuXFf8yKZTMRL05Fl7BFfsItFudu2q79v32Oy3yttgCAqMyYYKnl2YAlmcjP/ogswUlUgmQAEAj2yq+a6mN3BVRdOQxU3c/sGJh+emF41TJCqEiQohGArbCrnI7xYksYuJARdhduImp/f9Q534SOUBG0asePOImI9K+IiUj5hcRGgbUTaNdxUXjPOac7VRgiSFqKPfGTSnJyguRD7+Ki4AoVlGCGJVla4cXCE2lWHVs50URTyE9V2OtPVPS1Xefk3SrwqDIwwmp1dvw5j/dBbsRIfFYMd0VsyJ+6LFXDEP4aEwB4JICkAQyHp6F+7zR4t5HBj2U8MmU8RDX1udNzNdxbYTf670TKvRGdjbPDBpd6i1//s6/bZaPcKBfSNML/SnJePP+U1v/6BicY7a6fVdkkxnZKy9Jqnklf13zxj3l+UTbnn/mIeI1GnnIvG7L2v+9atJL2xvNDvxT+8pOmeRYmR2aNg11hOLxwee59czx+1rMrpwX0BbePqhuWkZaumre5oBAA/PTZuZrhotrqsUc5uNzv0t5pqeEeI+DIrGKSYmRg24vBYP2TWAhe7Qbgou1LuKy40crSQo2g9BQC64Wjf1IyFKiJqdwUyIKNGoz/8n0mfmfHGF2FQAAEX5IYhmpkYOBDGRvzN6h0rC29doevGGEfyCARfR58AD2od52SJOigLxUQK5EBXzEBTh0DTt81FyAdfuIfkIh/RT8VF8vR0nh9rGXTdRPUEr4wdEkFZO1m6uOuv0UmyICYHBwRbzI5tOHWwx52ply/Linl2eU91tZS0HF4FvLkw4p7/17LaG+VkxL+9urnhy3iV8dBHw9LLsv35/JlEhYg0qg0sbhPnoSFdBUtSLOxoXZMU8tTQLAHCRQthjUQ/I1creXVPwwOdVTg8JAJDwkPfumPLRka42s/ur+66p6LS8Wdb2/PeNBjvmGvIymbjuulnJzX2ufY3GSQny+Vmxr62e+LsvawK78vFRZHpaNA/lUBTtp2gBl+MhfUEO8SVp8PkLx/nOuZG1D6/ickMt45uceNBASIwaNU6Qq5XdNyv55d2tLJH2wTkpV3WUfiQwmRWHx8eoXTlw8uGNp165Kbe8ycxHYZWE/6+9LYz5NDhwox2XCVG1lK+RCZie1UXJUWpZHEOslfDDPJOKTsuvP61885b8vHi53oYdbe8vazS5vL46nW1nfd/+5n6DHYuTC7RygUbGR2GY8IPAEBNFQV6//3jbwLzxsS/cMIGRbpmRFv3U0qwPD3dSFN3R735+RZi6rsAUZtVZKwTAgJu4b1bK2JUrLhLzsmI+ONxhCCdLdLxjoE5nz4sf8YpfQM7VjpH/3NtMUeDDO6cUD1UVX7wQ9ljiwzPSojeuKw7cZ1pq9BcV3UUv/vDhnYUb7il6eOOpVuMIz8aGERuPdy/Ijn1wbprDQzboHaW1Boz0s8XsNA1Iv/9wu5nL4Qy4CZ0F46IwAkM+argsUsznrJv58yhg/ymDWTn95rNTdpwAAEj5SGTdJZkgWHOApiG54AqZA3/66DC7GN03diBAEIX7gtNkLGp77O8f6qLp4fZuTPOuq/nUHwNhMyu/21QLIEiIwhlqaZxckJ8YpZbxNVJ+rIwfgZ0U1ioUjVP4aOq9g52frSuSC9HsOCkzJ/7p29Nba3r3Pz5TLkT1NqzXhhns+CfHznrJES8KDWi/H8zLju13ERP/sueGydrflKR1mB0v7mhkgooCLnK4rT+ULMpGHb+u0o2LFm64u7jk1fKaZyKJK11yPLM854HPquRCbqBDIOVzp6Uqn9p62uX13ZAff0O+Nj5KcE76K4OgJ3zr+8eFXKTs8dki7iV+G8dimAP3sXoIs9ObpBQ9PC/9159WxUcJrB4y9BAIADvu4yJktISXoZY4vT6qh2a6bDKf+inQbHAtzYtbPSWhOEUZI+Edbusf4RCvDaNOcBUXAIryA3hwsQJBMBWxMHBPQ1/onL67wfjQvDDtXH6xuExUxJ31fVI+6vb6IEABGgIM3ROKFLAZmtXZ1kRXOUr/a6wqiN9Y0Q0A/Z/bJrPeZ22Pff3hTjDKGxPBKiydEFfWZOoacCcrh9ntNxcl7Gs0flXZc++sFIbrBAA41W2r6rIEnXmCVpYXL9PbMKkAOdzWv7my1z/cLxxghO/Xn1Q+uiB9aooyTiZQSXhBnEYXTuos2O+/OvV0OA3hy4rxasmUZEWUEP26ShcYSmW0NzvM7i2ndDe/d0zCQ89a3OfMuQY94WSlwOohT/wooWybh+x3eftdXrPTa3Z5zU5vv4swO/F+F9Hv9JpdXikfVUl40WKuSsJbkqtu6nO6cZKHcgLLLURc9L21UxiL6CH8DBkYABA48gEAqwriAylpoQ7xj/B9r3gMRacG1z0OjIic5mea2ASufgCAwna2uci7+vkWIo9xWXwB+MPXtU8uyX5yy2kA4MGRAgEAoBKmnuIKwhViU8NmVrRyQa5WLuDCrEGN/MZEpuYvylHX6GwfH+n6y3XD0vkT4+ViPvrZ8bP3BnRUCHszD89NC5xJ//Tt6cAmcQAAjPR/caJ7R12f3o5ZPYQARZwjW6BbPURNt+3DO89btuLi8cyy7Gkv7dv46zBWIUUlemxh5mMLMx/ceKqxzxF0w0GLytAnbHV5tz407ZLcpAMjGRtp/n/2rju8iSv73hn1bluuknsv2AZDDJjewRBqCCF1U8gSUnaT3c1uEn7pm96zgRQCJCGQQu8YAsTYdNx7lYssF/VeZ35/jC1kSbZlW8Ymu+fLl8+MR6PRWO/d9+499xytuUtjsodPexBl08j+bJo/m0bY4wRwaNH+rAAO3Z9N9efQHO1g7dh7o/Xve4sddzaAYGeqOnZfbbnRrGiW6TLCfRODOTUdGsd6qtuq3qjbOv7xMNheCxoZxYm1T8/fGccRWb+e54PFyMWkW4CR6wd942jFswviazs13WMIAHryBKVi9Yo++O//4yiNJtxyUo4WSxAUsnukHgb8xvQ/ROclBT7+w/XaDs0rd6Y49vv/KSvys99qilqU48N8+rkZp60J3V1X3PykIGJzY7Xh/9pfuveGswux2mBNfy0npKfFVuDDEPBudgG500LxDjh08qPTo3+r7HTrtEMgkOOG61EqVjV06aIDunf29mTOTUY0wNFiyXgPmoi0JivRMOoYKaVaMxEvpVoTnULyZ1MDOPQANjWAQ/Nn0zLCfYkfiCBKJg36AZW3qQHvtbPRmWxHiyV/mhb5wJRwu4nY0rQQz91U/ofRQqfG5Jr71ZuRfQWtazLc6M4PFrepRoEdI9QPWt2hyauVnnp25mtHKgAAASA4RyhCaHX3icH6FI0R/EFiKrjjpPz91xK1wbzsoW7zowG/MW4NwhyxKCXYaLbtuNj4yLSbWqDrM8NeO1L+y7UWe0x1ezNOl+p/CUYmIQ9lRZyp7FDqLfbwQ0LQQ09mhfoxJUoD0WLbpjRUSdS1HbomuU5nsgZwaOF+TIEPQ8DrjrhCH0aID92XSR1+Puqv8+NSXj7VpTVTSajbi7h+IhaNIuQxHvv+Go7DvKSg+UmBrQoD4tR030M/0Jmt9hhJZGKlNzO0pi6NiUJCCSUjIkb6s2njw32JPG0Am+bPpvXvfD489MrrzooPuG9yhOOvh9Yv+z8ME4Pdx/AYFLnO5JT7DfNj/OdsXUa4b5S/e8Wi4haVXGcpaFaUDqQ3e5tqFAwTxS0qG4bvvtLsz6a5fT7P7y157640cGyIAAQAMEDYNFL/+87bcWTdBjH13Llz9p/7V0RzTK/VdWoBYEK4rwuP103b6L4brdvyGskkhEUj95PEW5gcdKxMsjNf5BhTKSR0xXjhz9da3lrdq12n/1zfgEswgkf+7qkaIvzgOPLn2VHECTwGxb5DInJNxD2bbfiyNIE/m9qmMjZIdXl1UrHSIFEaDWazGUcwGw4Ae661PDg1fFZcABFxPY9DuTUdgMKPl5ugj6SWK/H9L/NiHp8ZAwCHitp25jfuyG8EHHFSdgQc9he2/nilGUUQey2TyMSOC+UFsG8GUdoIhsw+4fms/d+W2vV8VI4cBruPeWZ+7LM/FQM4cn+RZ+bGzUoMnPneueJX3FD/iPGlMVo0Rks/2od/DAwh10o8HwzHT1d0XG9Suj6f3VeaUwTc9DAfAMAwsGJI74YIB1JvH7jtRtZtoKF/4cKFIbxw24WGvTfED2VFrM8MJ46UilX3fnNRY8IcFLRhUoRPTad2QXLQY9OjkkK4eXVS+xClkNDvHrnD0QXXYLFlvH46K5Z/b2bEvKSbuoDXmxR//v765mXJg831l4qVfS3BiltU9227rHUI8L5MqlMeydU5wO05f9p5VaG7ud+loGiSgKM2WMVKA4dOFvBu7miJHwQ+DKdE7oBvZLTYcmukf99brDaY7WOETCLxGCSVwYrjQCIhgRya0YpJNc6KgOsmhb26IoUxViXiHL8SPAZl6/0Zt4Ux8ohiyKNyJNDPIHLC3uviv+8rwvGbuV8UwT9al75qQtj56q6dFxt3PtyLrODJ+Op9J6oHvr3qFJN2P5Z5W+yuCGw9X+u4LH4xO5FYFrtFz/O5Obf4MHo9HyuGJ24+UfdWNvHPp3cXHilpc7rIyvGCP5ig2BD3qTiO6/V6BoPhiTfvqOD3mq5mud5RNx/DAACFHrYtsV5SGy1mCxbhxyQo3faeUasNb1cZnGZPBoU0KdJ3UoTfzouNjjF1UoQvnUL67qJosDG1nyXYwSKxY0AFd3kkt7mmD07V/GNRQlwQh9jYHSwSK3VGcEi3mm3YHRF+RGVUpjW3qQzdXUBKY1GzUqw0tCkNMp25J3tMD+ExbjQpXd/o3q+vMKhkk9WmN9twABRBzFabY5rUimGBHNaXD6QmCzhEn8xrRyp25Dc6fVIOnTxmAyrcbtkng8FAoVD6Mib6Q8Lzfcz2/EbAwbGXA0eQ7RdEqyaEzU4IKGxWfPpb7V/mxdnPH2wud7D9smMNg+0HPVgkVvSeW5yez/N7i9+766bpcn2XzvUifzxBsUGMPQzDLl68mJubW1xc3N7ejmEYiqIBAQHp6elZWVkzZ860+zyPOjAcz6+TZcXwuYybt3SwSOwkuwoAM+MC/vZUwtbz9ckvn3pwasSEMJ69Z5SEonuuNtu3uQQWpQRXtWtEUv2zPxf7MCn2yuIj06M+Pl3TqjCE9i0LMigUNrtRvPMEbUrDv/aX1nZoArn0uEB2k8zQj5EOn03ls6mJwRyp1tSpMUk15m6WrMbULNe1q4wNnVq10WKyuUlmkFAkgs/wYVB9WVQOnXJNJC9pdb7nabH+d0Te5B/dpkS+MZ59qqysPHPmTGFhYVNTk9lsBgAej5ecnJyZmblw4UKvG63c/nDs5biJZxfEP/Dt1Qu1XTPiht7dMah+2bGGwfaD9m/SdaVBJlYaV2fcHN2xQexyieoPLyjmUUzFMOzw4cPff/99V1cXn89PSkrKzMxksVg6nU4ulxcWFubk5Pj6+q5bt+7uu+8eC5H195quYC49O80jczcGhfTcgvjnFsS/cbTy6Z+K7LlwG4a9fqRinJDr+JValBL8QU6lxQYHClvBobJ4T2bYuyeqfr3e8uwCL/SPK/WWeqnGSWbBNfy4DVGfrBtPLI1b5PprIvmrRyqcLo4gcF2keGp3oZ1Aqzfb/Nm0QA7Nn0MlipdRAazMaD97OVMk0zkltZhU8n1TwnFA2pQGkUzXpjS0qYwI0quUwKSSU4U8uc7s1yPpeZsS+cYsrl279vXXX1dVVbFYrISEhIULF3I4HIvFolKpamtrP//8861bty5evPjRRx/18/Mb7ZsdfWyYFfXcz8W9q13IBgdBqx8ezRz3yqnLL84jPBYHuwQcbL/sbY++TboA4B97S3Y9Ntnxt64K239IQTGPYuozzzzT1NS0bNmyRYsWuXVyb21tzcnJ2bdv39GjR/fs2ePhe5vNZqlUqtfrWSyWv7+/F4Px+eouhd7sZJi6OkO452qzo4WI0wjBcOfissFic1qmtSmNWiNm9xFzpMvPTAj4/pLIKzH15UNl/16ZKlYaPsypIXT2+1Ks/feqcU/tLiTum04hrc8Mza2V7isUSzWma02KLrUbOzMAUOgtWpPlr/PjiJDJYwzw5N3FQjdlxSMlbS8eKCNsDKhkNFnA+Sav8bWjFTqTtadkyxD60B+YEl7boWXTyPdmhk+I8MiK539wxbfffvvjjz/Onz//iSeeGD9+vGsVRqVSnTt37ujRo/fcc8+2bdvCw8PdXscJGIZJpVLCRpvP5/fl63k7YtV4YYfa+O6Javs4f2lpwvLeMfLgk9NWfpF/5rlZ4OLMwaYNkMu93Xm/g04juduFE8e+OFd3Z7qAsHWyw43C9h9RUMyjmLp48eJ58+b1M7pCQ0MfeeSRBx544NixYx6+8cmTJ5uamrAegxcGgzF16tSEhOHaXxM4VdaeLOA6hYpUIS82kF3WpiL+7B5ukrDeYfZgkdjVmJMYNo9Mi7reKL9QK50RNywOS0GzolVhmJcYmPnWbwc2TT1U2GYw26ZE8602fF9Bq6P6T5fGJJJq8J7eAIsNL5doxgm4LXL96YqO+6eEP5QV1aUxbfqxwHGckFB0dkLApEj+n3+48ck942MCunMv/ffbeFJWvDNNEMlnup5jsmI9JVuDWGlsVxk1Rmt1h+ZIiYRJJYXwbnKjBD19tx0q0/DFaG5rRZsBERcXt2fPnqCgoL5O4PF4K1euXLlyZV5enocV1oKCgqKiIpOpeymGomhqaurUqVORket9vrXYODMmiEP9194yBhV9ffm45S4BIzaQ/fjMaHv7B4bZHJfat1cud7AYbBqJKKQigOKAAQCKAmZDEIAujWnnRdG1l+a7voQQFFv+ef6ytJCNs2L+eAEVPIypM2fOpFIHdkSiUCgrV6708I21Wu3UqVMjIiKYTKZcLs/NzT179iyXyw0J8Shh2w+aZHqd2bpmonMTtw3DK9pUU6L9xoXwwF1gcF2mkVFU6OPpOj0rhk8moTsvigYbU2W91X++zm1IFfLu+PeZIC79TzuuyXVmfzatsFXpz+5W/wnm0lKFPH829UqDfMt5rb2J3YZhBSJFmVh5V0aY6J2lxMXjAtmuW8z6Tt3HZ2o+XJv+/cWm/QXij9eNv1jXOaD+y2Dlc+2gkdEof5bb/j+5zixRGYmI26Y0lLSq2pQGkVQjN1iJhcKPV5oXpQRNjvLr0bigcwfaVRO4CfQCZQAAIABJREFUrRVtPMGUKVMsFjdyxK6YPn26h9dUKpXJyckxMTE+Pj4Gg+HKlSvFxcU0Gm3ixInDuNOxhVUTwraca0wWcFwDKoG7J4UVNiv3XG1ODuE9tbtAZ8KIFYXGZNu468aeDX2ayd+mdAFHEEvnlf+5OCs+4G8L4/uPeXwWlQQ2G9KdA8YwBEEwPptmX5G4RarQB0WRh7Ki/pABFTyMqbm5ud98882iRYuys7Pd5n6HgDVr1tgXv0FBQXPnzv3ll1/q6+uHH1N/r+kyWTGnxC9x3J9Ne2hq1JJxwW5f6LRMQwDWThI2yvSO5/Q/bB6dEfXhyWqTFXNsppTrzN3aBQ7qP50OekB8B/Ufuc4s8KEbLLZ7MyPumhQawKY5GaQ7YtOPhU6bZp3ZumJ8+EtLkxwPum4xs2L8l6aFPLm7IMqfNTWan/jSSRoV1fUwkZT6W6f/4sei+rGoKYKbPBqCoG9PK5mttjMVHVYMM1kwomprw3ChD4NDJ2uNVhaNPDshMDPKl4i4dmuEMaho4/VNc2dn55/+9KdZs2YtXbp0woQJXtlKzpkzx34dCoUyb948sVhcX1//R4qpnuDt1amLP8kN4jLURsyhox3XGKzfXmj45J4Mt6/6Y9AFUoU+FDK6OiN0wDvnMagYkBAHjhLgSIfGSKegcxIC+33pHxkexdTY2NigoKA9e/bs2bMnOTk5Ozt7/vz5LJZ72REP4TQFsNlsALDZhqVnTUxbR4vbQn0ZrjXCc1WdMp1ZwGMQElkDZjhRBBQGS15dl+MJxLB5ZOc1sxUDABoZfW9tKoWMXqyXSbUmmw3HEVj39SUenWIPnz5MSjfZp0e+ID6YE+igB+R4/eSXT/5rSVJFm2rzsl5x0RXfX2oK8aGrDGan40yqm74U1+2jH4u6Z8OU3VeaNx8sm5ccmFPe1g8n/lbCtShlsNh4NMo793WvfHUm6+Gi1jeOV+lNNgAobVPHlrF0Jmub0uDHoob4MIQ+jCaZfkxVtkZi08zj8SZNmvTbb7/l5OQEBwdnZ2cvWbIkONj9etFDOI1KFEWZTOYwR+VtigNPTkt++ZSj7BeOIwiC13e6aQixg5hA7vnqciSf9d5daWMhoI5cBSSnvN35EALHSyRFryzy4rvcdvAopiYmJn799dcikej48eM5OTkffPDB559/PmvWrOzs7IyMDK8skOvq6gAgNHToqpu5NR1P/VRMkO40JpurddqJ0vZJEbyHv7va/9RWLdFdrJcDwIZZUf/cWxLMpZ+v7qJTULuZSXmb0oZjhAiT0YL97ZdiAY/hz+5mzIb6Mlpl+mfXje8JmVTU4+fz7smq9Znhuy435Tw7c8CTXz5UduTp6a495oPKNd07OXxpWsj8D3P74cSPBRwtbTte3p4cwk0WcLl0yje59XYDHIvV1iLXf3H/BBqJVNSirBCra7u0bjvhjpdKlAaLve9W4MMI4THcLkG8ixHaNHM4nHfeeUehUOTk5Bw/fnz79u07duzIyMjIzs6eNWsWjeYFq22FQiGTycaNc+Ps+4cHg0IaJ/ApFSscmDg4joM/Z4AqWKrQh8ekZkb5eRhQR7Tqn1vT8fSeEqXBDAD7CsRb7pvgxQqI48xjB4dOdmtB/d+DQXz4yMjITZs2bdy48cqVK8ePHz937hyxQF6yZEl2dvZwFshKpfLy5csCgSA6eoi86uIW1ZO7i+ztp0aLdeMPN/Y8frPy0SzXq43WConWfg4xtW29f0Igh0GUM6Va06my1kuN3SSmZ38qBgQXKw1//7U4NpBN6MpaMfxGk8pmA8L8HAEgo+iHd6fZ32hmfMCmXTeCuPTEYM6gPkK72nigQKwxWq9uHtj47P8Olb2xYlyqkJcQxC4RqwxmGww118RjUKbE+B0p7qVv4siJv8VYnSH87pIIc8hpE2I0YX7MCom6ok29PV+kM/faOWlN1se/uzEh3DcmgD0+wueuSaG1ndo3j1U60rhxQFZlCKP82W1KQ1Gz4liJsU1pkKgMVDJqtyJwJCeH8LzGdx1ROijRw7Zu3brq6uoTJ06cOXPmjTfe+Oijj+bPn5+dnZ2cPHRnQKvVeubMGQaD8d+W+LXDZHXeoCPIwKrgg8KIVv2LW1RP7S5QmzBiJKsMlv7rwYOFBcNcPd5ppDGqAnTLMOgFBYqiU6dOnTp1qkajOX369IkTJ3bs2LFz584777zzH//4xxDuQKfTHTt2jE6nL1iwwO2Wd8aMGU5HXHXRtl1ocNJz0Jqs315ofHNVKqFgsOtKkxXDzEZnyu4D264G8+j+HHoQl6Y12i41qBx+jyM4gqD4OCHXLlr22pEKXW95I2Xv+XFWfAAJRXbki95d00v+d0C8cqjcj0V9f236gNbctZ3ay/WyN1aMu/urSw9lRYb7MYap8uOUfybAd3fwFuCh7VcfzorYnt9kj4hPzokmPteUaP6UaP7eG2LXV7GppEg+02CxFjQpLjfIy9tUBFvT0YHkq/MNB56adldv8lperezXGy1ak5VJIyv1lvI2NUFOlqgMdjcCItAS/j8CHzdlBVco9OZmub5Frm+W6fPrpADgVmjai0hISEhISHjyyScvXrx4/Pjxo0ePHjp0KDIy8rvvvhuC2BmGYTk5OQqFYtmyZUwm0/UE11EJ7gbmbQ2RzE22o8FdCmRoGOmq/7YLjWrjTZNmBAaoBw8WNqzbh4D4YiMASLes+H81hr5J53A4q1evHjdu3NatW69fv97Y6Kw55wn0ev3hw4cxDFu5cqXboQueDVS3ub6DheIjJRImlezDJHdpzAwKSWd21lHyZVFpFFKb0lDdrtabMaff4oDzaNTfa7pgMHhgauQ3uQ2DiqkX62UVbeq1k0I94Qz/38GyN1aOm/PB+XfXpGVG+QHAMAehK/GKTiHfer6iXGfOeOP0D49M/svPhY4CaZ+eqWuW681WvFWhb1EYWhV619VxqC9zfLgvlYRSySiVhOA4iBUGJwcSDoP86M5ry9MFdsc6x11CQbOzAjhBiSI4yXWdmtyaLoKcbLFhdtufIC6NTiYhCBitNo3R2qowNMv1zTI9hYSG+zHD/JjhfOaiccHNMq3RhtvL1QPacQwZFApl1qxZycnJu3fv3rt3r0gkGoKgN4Zhp0+fbmlpWbJkiUAgcHvOHyx8ugXuYAzXfQT3pkD6SPez1nc5y/4hCPRfDx4UUkN5udXtN+vNgAAgqcL/dt2uIcZUexWnoaEBRdHMzMy77rprsBcxGAyHDx+2WCwrV67kcAaXKXWCW9WrRcmBD0+PFsl0TTL9l7n1Ah+GzmxzbFRmUskvZSfNTQoiCgBLPs2rlKicrhzAoWrMNrtimWv4AUCc5seHsiK3XWg4Wda+uA+CsR17r4u35zcCQLvaEBPIfsZBa7QvnChr59LJj313/cjT0/typxosnPiKJBSJ9Gc45VdHGrWd2nVfXRK9s/S1IxVOAmk6s7VcrF4/OXzlBGGYL0Oht6zfdtlJjeWt1amOe/QQH8Y1kVypN9svwmNQ31yR0ijT77wk+v5y0+oJwpgAztbf6/rZJRCBEyJ8iYpXAIe2eFwwhYTWd+mqO9RNUn1xi1JjtDJpJDKK2DDQm60sKjmYR58Sww/3Ywp7mn8++63OgoFjuRoBGNCOYwgwmUy5ubknTpy4ceMGhmGxsbHZ2dkk0uAKxhiGnTlzRiQSLVq0yEOZiNsLxS2qLo2pVIwP6N3GoZFlVlsvR3rA2PTR14nzEDGBrAqXCc2LWoAr0gW/V3f2spkCWDnQYrG4RYXhsD1fRKOgf7yucRhsTLVarURm6fLlyzabTSgUPvbYY9nZ2QEBg1bINBgMhw4dMplMK1asGL4kqVvVq7/Mj08R8qbG8H+62sykki8+HJJ3Yvcj1ZlmDAUAGmJLo0u3nSdtPlRGIaERfCaLTiIccx0ujGyaHftNfuO2C41ETHUKP2QUSRJw5PpebYKBHFpiCGfL+fr+Y+qWc1Xvn64nJP1xQB5P8oh9/uL+Ur3FemPzAkI+zVtwJDyrjZYIPuuery/XvbXEc4KV53AlZVxpkG0+WJb7/Jwd+aJDRW5SuxMjfO+eFEb8HOYHA6qxuO1qIISfnpobu/dG68uHynkMqZNBOrFLSAzmNsv1xHazWa4vapEXtaptNhwAfrnROjnSd2KE7/zEwHA/Zjif6VR2lWpNhBsBsbvNKW+/0axAALH1bnnSmqzeJSGXlZUdP3787NmzOp2Oy+WuXLly6dKl8fGDlvTCcfy3335rbGxcsGCBF7rmOish/1NAHDLPOAbTn4MAL2iNDQ1EZkJpMCsN5gG92wi/VXDMdiCIH8trNZGR7md9fGb0uaourenm7MSiUbyoBVgqdg7YAFAqVq/o22aGeP44jh8vbbvUIPvjdY2D5zG1trb2+PHjp0+fVqlURO1z6dKl48ePH/IbHz58WKFQpKenSyQSiURCHGSz2WFhYUO4Wv+qV3uuNk+O4kPtmentP/iTkqexW3moaRW3KkV9Aaa+AFM2ynXmPVebPztbFxXAbJTqus3gcAjxoeVUdkbwmSdL26+J5JF8VgCH5hh+Tpa1z0kIOl3R7pSzfWpO3KYfC17YX0qnkNzS+fZeF7+fU487LPHePV4dxKGumtDr4zuFnxf2l9pwvPqNJUN4RAPCsd9mxRf5765JXb3l4sEnp3n3XVyJiGqD5ZPfaqMD2FPe+m3tpNBX7kx55XB5/xMNocbSfxW5H+GnuyaGzksKnP3+764G6XuuNH93qSncj0mETDKKVnfobD01IpsNq5RoXshOdA2Hjn8pYi316uFyHODKC/P/c67O1Y3HK+jq6jp58uSJEydaWlpQFJ00aVJ2dvZw3Czy8vLq6uoiIiJMJlNlZSVxEEXRIQqcdVZCZzlM3njzyKUtIK0arZg62PrlOCG3UaoFQImsPVEI9+LWaqT7WVOFvC8fyHDUVvz6wQwvXt/VtxEApFr3eqgwBrvGR2bN51FMPXXq1JtvvgkA48aN27hx49y5c/uqfXoIDMPkcjkAFBcXOx6PiIgYWkyFfufZ8jb1948mGVUNJXqBAZgYL1wBIObSmR2FAmaQUm18fm8Ji0Yu2DyfRSMfKGzZfkGkMlha5fpvHpzUJNOJpPoTpe3P7y3Rmqw6kzWCz4rkMyP5rAh/VjaKVEpUZWL16yt69RvQyGDB8N1Xm6EPCvv2/EanugwOOGE7ZT/ixAm8Z1Lorzda6v6dPbTnMyjsfmxy5lu/PTs/7s1jlZuXDtAp6zlciYgPbb+KIDAnIXB1hvCrB7r5pXw2dcCJZlCiTiYrVtupJfadLcQeVK43WGzOBukAz2cnrMkIEysNYoVBrDD8cr1VaxzAcQ9c/lJPz4398nzdpjmxry5POVvVmV8nJZNQQreZgFe2I+3t7evWrcMwTCAQPProo9nZ2YGBw220l0qlANDU1NTU1GQ/SKFQhhZTjbHZktNfI7Zg4McAAEhrcBNPEL1odMhvg69fzkkIPFosxu06QTgCAGmh3kxXEuaSz/9a4seibl6a5HVr3umx/rsfy1yz5dKkSN+XspO82y/bpTW51ptV7hpsCIw5PeSRWfN5FFOZTOa99967dOlSb9VXUBR94oknvHIpR7idZ4+VSlAEyYrhNzbesd26WIsh+1rYAJAjjtlAnq6sDT12NP+9u9JmxXenr1dNCFs1IcxgsaW8ckqhMy9LEwBAcauytkN77aX5erOtSaYTyfQima6oWSGS6a80yAGBme+eTQjhEuHWhsEHORUAuD1y/PmHG/9akoAiyHWRolyiblMYNCZr/0lV1zXdl7kNf184cMHVK2DRyB/dnb6/QIwicKKsvS/lqcHClYhotcGytOAv7uvVrTEcy9IOtZEImS0O+VuVwULsOwneUFYsP9yPuety8/eXRE4vf+VQxTvHq8P9mEJfhtCXQaW4YcxeqO3Kr5NO61kk9fylLHYVqreOVXz78CSzBb/z87wADu39tWkao9Xr2xEEQezpIm/p8a5atcor1yEgkUgagpex8n7onrYu/6gNyoa2tqioKC++i+cY7L7qQIEY715rAfT0bW/5ve7h6V5Ln+bWdPz7eKUNx7u0plePVvI5NK/nQlOFPjQKaXFqsNcFKMrb1IgDjYtg17coDN59lxHEuNWQ9xEEp0FwKgBAWxGQyJC0fJhX9SimTpkyxS113hUWi2UseL05Yme+KC3MBwCqu0y/4RmW7kgHGoz6sXl5ttZ85UU3/aAMCinMl7HrcvPM+AAAWDsx9Pl9pTeaFBMjfJNCuEkhNwvAn/1Wm18njQvizIoPaJLpqto1p8o6NL0jh9Zofe1wOQ5IIIeWIuCtmxSGIvD60cp+bKfsXoYODRi4QueRvqtXsCglOK9OGh/IeflQ2aQI3wCOF3YXbomIzb3VHwkMuA01WGxEyLTvO4n/fJlUInMb5secHhsQPpkZ7scMdHfzJNRNHFo7MVQk048Tcl+5MwUASsUqJ1UNLoO6OCVky/n6p/cUrhgvWJ4uPFzc5uTMjOP4cz8VZ0T4vrU61Z4q9LqxuZ+f3+bNmz08eVQGJoIgrKhJbPEJuPEFYBawavHIiUNo7PHa/XRrvt8Ejve3GCmXqJ2vgIBCaxmQ3OQhxlwudDBoVxsNZhsCGCAIdM92iGPixxWpQp6THeTo84RnvwDn34bMJyB6Bpx/G2a/MPxLehRTn3jiiblz565YsaIfPUKj0Xj8+PGff/75559/Hv5teRE3mhQfrxsPAKdrlRas1wjCAVgUZ1akvTA2Mdz3ZEW3+NashECdybL1fP22hyY5nb9hZvSWc3Uqo/XNld3p34ImZVdvESIEAQqJFMSlNcsNZJLGZLVF8FlzEgPOVt1kzbnaTrlW+4b8EIaGN1aMm/PB+U/vGb9668ULz88Z/gWHRkSUqIy9AqdM3yzX60xWYusZ5seM9GfNjA8gQimV7OmU7ZYh8qesyBQhb0e+KPPfZ7bcP3FShK+T29eXPVwnuc58qKjt9aPllW0aVxWqtFDeNw/2+qp43dj8448/JpFI9913Xz9yKxiGXb58efv27c8++2xKSooX330QSF2rvbgTxzHOtEdH5wZ6wGdRXfdV/fRh85gER6kXgrj0t49X7t4wZfj3M7Rc6BhxW/oopyY6gFXdobGvUxAAHMfD+H2KpZSK3XSN989pGnEkLoXf34Hvl8FjZ0AjgfjFw7+kRzH1/vvv/+KLL7799tvp06dPnDgxISGBz+ezWCyDwSCTyaqrqwsLC3Nzc5lM5uOPPz78e/IijpVKUATmJQUCgE7rvOoEALz1OsDN4eFYGOMwqBiGF7Uox4f50MhoRoRfpURd16l1igEMCmnNxLDjpW2tCkOoLwP6iByLU4I+vmcCALTI9SKZvkmmo1NInQJDbbvObLPx6NSzVV31nboIf1YknxXJZ8YHcQFBezdgjMKabveGyau3XHp+ccKzPxcRS5Ph4PGZ0YeL2xzXNY5ERJ3Z2iLrtekk/gtg08II0pAfc3Z8AJHCdatTMSj0wxB5eFrk0rSQTbtupIX6zE7gIwhONFKgCGIn8Ja3qWo7NCKpnk4jGXsL7iAI+HhmnjMcrFq16pNPPrn77rvT09OzsrKSk5ODg4MJT3KlUllfX19WVnbu3Dm1Wr127dqYmJiRvp8+IZykMH8HQOYIJ4JG09+ZI8wT7llFmew8Xh6D1k9h+5l5sc/+VNT7GPLPxYl7C8W5NV0z4wfd7DB8jBG3JbHCkF8vjfZn13T0+oMiTm0T7uDUNT5CdzgIzH4B9qyH3Pe9skkFD2Pq7Nmzs7KyTp48eeDAgbNnz7qeEBUVtXHjxuzs7LHmYPzdRVG4H4toO+HjSjIwrHBzxDLAnKTMl7z7vf+jv1L8I67Vdz29u1Bl7J4fNQYz4LA9r/6z9RMBYHZ8wDWRfOv5+g/vTnd6l8dnRh8pbsupaH9kWhQMRGEP82OG+TF7eMLd9B+JyiCS6pvk+iap7nCLWCTT13ZoXUlMN5qUKyYMXRJ5CAjhMZ5bEHexXsaikd85UU2otQ15gXz/tivrJoUdLBLbHQgWJAd8ldtAxE6TBQvjd8fO2EDO3MQg4mcyaaQGXj+F20AObe8TWW8erXxox3Uc75aiVBstG3+4kRnte6VekRHhuyQ1+B+LEz77zQ2t9xaoUMXFxX3xxReXLl3av3//l19+abcitsPPzy87O3vVqlXD5y4NDWazWSqV6nQ6JS0MwEbt6NDr9f7+fceAEeYJD5ZnG81nM6gkvdlm31cxqUhUIOuFJYnP/VI8/Jg62F6asZMr/vB09d8WJGy74IbNLtX2yVG6+Xkdusa92DtkNBolEokjtwDHcYFAMID2dUI2AICsARK800/haS8NlUpdvnz58uXL29vbS0pK2tvbtVotm80OCgpKS0sbvkHbSEBnshY2K5+aG0v8U2T1nQRF1yDJCggAMFBsue1C4rKnqZKDDZ8uYSUv/lG70B5Qu4HA6R7vhVnxAUdK2srEqk6Nyak+F8Fnxgezf77aQsTUIVDYQ3iMEB5jagzffuS1IxWuM/VP15qPlkrC/ZiR/qxIPjOCz4rksyL4TD/WALrew8kXrZ0UdqFWGsAmf3Whnugq8XyBrDVZm3u2np/9VhvEpR8vbbNiGItK4tIpqUJebAAnvCeODvgpRgL9p2RtuLNsjtZktVnxq5vn2SUkR9c10y4UWlJS0tzcrFQqqVQqn89PSUmJiYkZxeIlAEil0paWFg6HozJTACfZJBK1Ws3n8+Pi+qDajQxnxBGDor8dLBIbzDbHfZXBgh0qbNu8LDk+iH2oqG3FePciUx5isDH+1vBmi1tUFhu+t6A1wp/pdq4QyXQFTcqP7h5/vqbLVWmnn1LOSPcOSSSShoYGxwKlVqsFgD45cY55kaBkOLjp1vXSOCI4OHiYflKDxblz5+w/z5kziKrewSIxl06Z3bOcrOgyLyTLL9uQbsM/zMakUXxRPX/Ne/x5T137/KEqXSxAhNNFrDasUaqL8mclC7idatNDWRFfnq9/+U5nafLnFyWu//qy1mQl9sQEhX04nJS+pORDfBjNcr1IqhPJ9Lk1Xd/LRE0yvcWGRfJZEXxWpD+TiLJEKy3xwuHnix6dHr1ySx7eLa7n3mC1W5avp+RJVEAtNowImTdEirmJgfVd2iNPzwj3Y7rlB90uiAviOGoyjwXXTA6HM23atGnTvNxM3A88GZUBZH2YvpRpQci4DAAJlF/imbFAWr+y/gRnJPtDANRbnBEneF7Y7uEJ97KTIHjCL2QnrfxP/jBjKvTE+Lu/vJQYzH1z5bhR94Yj5gobhp2v7ixuVbmdKz7KqXluYTz0obTTv6bEcCj9A8LSWWcoPADUm38tgxm38tZCHzHV2FoqEYmQlFVgPQW8yYCQ8bL9gphy2i2Oqbceg4qjjth7vdVotaWH+QBAXaeWjFsPWDLtw8MIlB9NU1svdtqqrl1tlIf6ve5jKaGYLRa4WQmj4WYUJedUdPx5ZjQAzEoIEPAY/zlb988libTeXJjMKD8uk7ztQuNf53evwYfJSbkuUixIDsyrlRGS/Y4ztR+LOj6s15U1RqtIpiNaaS83yH6+1iKS6bRGa4Q/y5dBLWxRGC3d+++h5YsOFokBx5wMVl8/UhEXyGlRdMdRoQ8jvKfquXhcEFEB9WVSAeCBb688tzB+Z77olAcedmMKHu5BR3SmGJvwZFRSNK3+llZ23EKTXAyAB0YmacpOUbStfZ1vNBoltGREIoNtfwISBTArTkkQmExe8a0bAvrhCQdz6UtSg3fkix6eFjnMd0kV+rDo5BlxgQN+bUaaN+tJbrmuU1shUX+2fgJxP0/Njn4vpxq3AQCgCPrMvFgPPoWXyXp2SJtrOhUqXmiyDcOJVbtSUu7fUh13h/vvqsT3jgbtHhbOBysPOGmglmj1LOCMH2an120QU4eGVoWhSa6fl9hdSbpUL6NQyObeqX4zQqlQM/+Syfq/+aF8Lqu4GM4e2/MLzNUBAwDIYLuPdHY/NftocRsRU2fHB+RUdDwxO2br+Xp77LRjTUboz9eaXY8PAQaL7b2TVZVvLJ7zwbkJyUF+LGr/MzWHTk4V8pwSNQaLrUmqe+9UjT2gElDozU/9WLggJZjIHkfwmeF+bhQ8cBzsjZ4XaqSu1FaJ0rAqI3RJaggRR/tqSnhqd8HSNMF7J6sK/m/BIB/D6MPzPejIzRS3MWJmw9X94BuJ0Dm4zQY+4YCiENlnV1537i5qDRT8AAgCE+7X1tdDP7m7EUb/POF/LUlKe/XU8GOq5xhp3qwnueWPTtc8t6B7G1fcovrmggjHuvfxOOBfnm/IiuGP1kBAQjNoJXl0P0Fduzo6OhrVddLaylBhn08HQRDWuMXs+iOAmoHFhsIjeMri4ZdL/rAx9UChOJBDm5XQnfi9WC/1pUKbiyVDPE2xKFVoMpmUSmV7ezuL7bdWnVOJxBlxUh0SHugXkMGiXGnXyXVmPxZ1VnzASwfLPlibnvrKKZXBAr3Lky8sSfo2r1GiMobw6MO8+X/uLXn3rrT8OqnAh/nRUNm2DAopMYQbwXcTL+ODOMFcWlW75lR5e5NM36LQh/AYPkwKg0zCAQwWq0Jv6VAb7Y2eFLJzwEQQMFqwg4XiZ+bFuX0LAi8eKM2K8X9hf0nDW0uH9ilGHf+Fe1BvInEplP6K4wAoAqW/QkJ/XwMEQVgsFjsoCwq2Ao5AbBau0YxiSbh/njCNjG6aE/vx6ZpnF/RKFe69Lu7UmA4Vt6WF+6wa7/2y+ijyZqvaNQ1d2uzUbvbMmNNFAoDgdGjKA0sQ4JHQlA/BznxSR5jNZilFqFNouizCgLoiUOr14SH+5j45Vh7iD+sfe6CwtUNtsqsjXWqQxdK1Ti2eVLClYPVw5tWAgIDw8HAajWZGmb5gyITqTFMBG9dVGbhRDCOfRT1V3g4AXAYl2p9CJSTKAAAgAElEQVS154oIJcGO/MYd+Y0Pbr+W1+2OCSQUiQ1gv3yobJh3nl8nlenMy9MF2y40PjZjuCv0Lo0R7V28pJPJ8UHsTo1JqjXJdGa5zuxDp3LpFDaNwqCRGVSURiZRUBSB7r4RFEHc6vWvnCD8+8KEL8/Xr9qSf666kzhY3KJ67UjFa0cqSsWqd09WhfkyPz5Tc/XF+V6X4nd8Iy9f2gWpQp/Ny5I3L0v+X0AdFHAc13JiNCqFwWQ1mKwatVrLjvLEK03DitJyY2/BHfYPIkvBpdNwBMERhOOSpfjLvLhvLjToHRyctpyr+sf+IqsNk+vMz/1c8mVuvRfvZ3WG0IdJBUAA6f7Pu2w4+/W7Te4Q50rHhznVf1s4JOXnWwIcx02MQINOa+mqM3Y0GPR6I82/n++bVCrt7OxUBmW1mn2UVXnKoKzOzk5CnnM4+GPuU0vFKhKChPjQiS7GSok6hMdQqJvG463FSDwGKADQwbLMem6CP1vNjmn9eBXnrs/odLqfnx/XJxWaLqjJ1ERc1EaKXxrps7tBe7qiY31mOAAkBXPfPVljtHT3LTiVHB6ZHvXigTIMx4dj5/LPfSU/PT61vkvbLNfPSRhiF4RcZz5cLH7vVHVKiA8JAZtDvshkszbIdBPCfDPCfQnZhL4sbuyttDqTtbCll2ItAsivN1p0ZttLS5OUeuvXufUf5dTMS/Lfkd9C6OPvudY8PzGovqvr+0cyvaLB5AgPWVdjpDv+vxYCgQBBEIS63nz6G0BAMG0DFhbblyGrI5RWGgoUr3mSDQMYZgO0W3oNQVDMZX5+YUnS2ycq31gxDlyMMXAcc2uMMWTcAs39P8+MfO9UbfdHQNBNc6Lt1y8TqyQq44LkIPv5Pft4i13rjUu/dYx3VwQEBMjlciZzVufVM76KIjRpJo0V1E/vFoIgNBqN7pNELrtCN8shJJGmUNzq3K/BYNBoNK7tbhqNxmg0DsHxbYRwoFAc7seMD+72ZL1YL8uK4f+c73cf3CiDmCl4ORlFMhJiSJpYjaWdc/XDsKkPq3dMs4RsMNTV0igWGmZlAJaC1f2oSuQoq+KDkn6v6bJiOBlFNCarwaU8aU93LEwOfv1o+TcXGon66xDw+dm6VROEob6Mf+0r2eDBRaw2/Jvcxj3Xms02LDGEQyWhzXJ9i0xvwTAamTQzNkCiNlpsuGO+CMcRndH6uAcXt7fS3j8lYs3EUPtgZtHI904O1xgs+XXSn641kxCEy6D4MKif/1Zng+7VhMGMnSiTvHJnkqOOo1fgYZfeGOmOvwXAMKytrU0gEDhNB2azubOzMzT0ljY0O4JGo0VGRkJkpP7MO4AgETPXD/AChQhu/Aw0FAwKQBG4vBVMGDDuhQhnNv6tAfFNU/c4OaoNZtdv2gNTI7LeOfvELIPAh+GJMcYwQVQi7tpyKT2M98qdKd5NnBS3qLaer8N7hMoxDP/8bJ29PvphTs3fFvbKcnfH4JyaHm3CXjH41oOsaaXXHWNQEDJuZajrURnLJikhh/EA3Oc8cBw3mUwGg8EKqCHuTjAYjEbj8D3nBxdTL168uGvXrh07djgd379//5UrV7Zs2TLMu/EWDhaKI/1Z9i6aS/WyjAgfAd7VQfKPtbauTeFSOH5ApesYgYnpC7S0h7tyPwvihUa0HlIgwSg3ymT1tWDgq+1ggqFD2jkjbobBbMspb89ODel/y8VnU2MDOFvO1Q0tpnZpTN9fEl17ab7OZD1SInlnTZrjb6Vak12Zz84e6tLqrBiJiJftauOaCYK7JwrfOVn91qrUabH+56s7t/7eAABO/QBlYlVVuyYxeBA+8H2VFW0YvvOi6Nu8RoXeYsNvvgehj//x6dqCZtWgWmkJ9LPF9KSKM3a6428BlErl+vXrT5w4wWb32tpVVVU9+eST58+fH6wtuffhFwO4dcCzTB31zR0KRni61CZFcNQMoYaOIn9pPYBHYuNeh4f1whezE986XvWfe2+Rwl6q0IdBJc1NDvJ69HK1uNAYrN9eaPjknoyiFqVCb3ZKm/VwlLr/iePY6HKUBIgUgUYkflVTY31IxmISJwAr2Scgyfo6v2dfy+xELX5BQiBRaDRaf5oknsE7uV+r1Tq63eWOyK3pShZwrzXKJ0d3SyhcrJcG0kxzkIKrWNId5LqM2c8SxzEMEwqFVCrVJHi/o/pa/bFv9VoZ36qiJa9UqVRG0bVofdMZ0/j7Y/1PlLWfrujITg1ZnSHcdbnJ0rdvV3ZayIEb4gOF4iHkQP65r+TdNWlmK/buyar5SUE7L4q6/VVk+ma5nkUj281VpkTz754UVtKq/vfx8ps1YhzfVyAuaJE/MCXi69yGD3OqZycE3j8l/Itz9b0NmJCNs2KX/yev5s3B6Ya4pbaSUOTR6VGPTo+a8d45RW8xfAQBPyZ1dnyAUyst4d5z8//+LCcNjf63mBqjm9n5p2vNFxtkXDqFy6Bw6eQKiWbMsSduOaxWKwB4y7JmWCBRwFnlyQ2Q6BnIpRyUE4yQ6QiJhLIDAUHw8KyRv79hYVma4MvfG8rEqsXjgl01EBanBPX5yjGGsjZnagKCQJlYDe42qTD2OEq0CWsjr3wKqVmVp38In/soWd8BjbshtU+rJQqF4u/vz2azm8AUGBgAJKpGoxm+1YSnMVWn0+E4bjQaMQwjxCnsUCqV169fHy39M0cQm5vcmq5xQt6sniVVcasyLpBzpqLrG3rJV4YVr4ZXRLikkmg0Wnja9EaFren0HqVSzLz+A33cXXqdIh4zHpMkfx7Nb5Lp2pVGAEgV8h6eHrkzX0So6zGoJKeSxsLkoB8vN39zocGTmNqpubn1vNIgq2rXlLepFXqz1YZPj+eLpLpwP+bUaD4RRxkucv+vHq5wTVR0qsxBXPp/7p0QH9S9DU0O4TrWYD6+J33PlZZJkX5rtl7c94TXJqzxYT4tcmeHmbRQ3srez0FjtBJmeU0y3VWR4tcbrSKpTmO0Rvh3u9KSEOT7yyJ74CS2mP93Z5JSb7kuUlwTyckkhEJGLdabkzSXTv1kXXowj642WtQGi9pobZbfPoZTw4DRaLRarTqdDnokYxx/lZub6+vrO3YWuwOCSqWGjZ/LlpxH6WaUTBHKzmvGzx2t5lQYjELWC0sS3z5RFR/Ece29URgG3qCPEZisbhY+JovtmkhutNhmxI2V0l5/IDRDCAykGYLjuFarxXHcjJM0Wi2gFOKfw7wFT2PqmjVriKELAEuWOO9vUBR98MEHh3krw4Tj5qZFabh/crfV68V6WUwA29pZXY3GpZFbg2L6ZFcLBALNlGWUix+qaGHMil1mEp3L49D16oo29cy4gHaVkXDN3DA9+tfrLQ9OiWjo0lox3MlGOCaATSEhdDJKFHGJg0bCmMzF15PHoNi3nsWtyi/uzUgWcM9WdZa0qt5enTq05xDtz3KqlbqmbecmBB0tkfxlT+GD269+/0gmcdowGT39qxzbwaGTxwl549y10hKutPsLxBoXG/CXD5RNjwvIiuW/tjwlgEPLq5M6MTWc/goJwRwnjzYKiTSK7IkRwmuvvZaXl0f8vHbtWtcT7rvvvlt7R8NGSDrUHwaMA1YLGDTdIoWjBM85QdNi/b/8vUGsNEA3ZQEAAEVwfCxoxHsMOgV11bigkUmOPamOGF1VTvcgfGYAga6KAX1mujl0CNKImgQhIUCiYhjmCYeuf3gaUzds2GA2m+vq6goKCu6++277cQRBmExmenq66+bvVsKpfma22PbdaF01QZAq9LlYJ+PQSVNshWchKR3qeAl9zjLdqYBx04T151qtaLh/YDs7drKk8fDJYzMSpp4ql+RUdEyL9Q/g0IK5jDUTQyP9WRmvn3a6SLvamCrktauNf/+lhEFFNUarBcMMZptdYyjcjzU9tttcpUqiIcJYi8LwzLy4OYmBAPDNhYZtD97hyafeMCvquZ+L+zFhtcM1bbssLWRZWsjM988t+jh3z+NTysSKYTJ6hqBybAfRSpsYwgWADrXJyewCAML4TJ3Ztu1C4yuHy4m67PRYvlRj5jLIayaETo7iO51PzIaON/NgVsQj313fs2FKdECffoW3HZYuXZqWlqbX63fu3PnYY49RqTdr1VQqNSYmZvz44VoJjQJS18Lvu4GEwKR7R/tWYHqs/0NTIj47W0chIRtmRDkt3RzxwpLEp/YUcOioxkS0ogCOoCzq7bSSE/owGrq0TvtsNp2M4+AoRW7HWFDldIPZL0D9W3Bx64DClt0cOoAyVB8RHgbk4eoKEBjEPhUAamtrExISHGPqLYAnyqKumX2VwbL5QPm6O8Iu1kv9GaR3keInLbPfRbcxwgeaZdLugYojPJRq1rfrfGfMRi+8Wx+/fZn/d5cam2SG15anAEByMPfFA2URfsxgH/rmg2UkFLFTh/gsqh+LKlZq1SaMqN7zmNRtD01yDVGOG2sURb9/5A4AOFvVGclneTjvrxov3H2l+Vqj3H7E1YS1f+T+Y87Ut3+b9d7vNtxmb7MbMqNn+CrHALA6Q/jL9RZCkZEAj0H94K504mo4DiKZrkmmt2sxvnOq6ondBSE8upPisdlidfRoy4rxf2hq5PpvLj+cFfXA1NFc/3kR06dPBwC9Xm80GtevX+8YU0caQ1bhHhjCSYB9BzgKA3rDjTy2nKv69Fw9joPJin94uo5MRjfOdO+alyzghvowxQodOMQkDMOxW257PGT4sqh4b00JHEdb5IYvH5zY10uIHNiK/+QvSA56Zm7c6AdUIHxm3gKVyFs+M4PF4DhKcXFxfXpKjBiGPGKpJORcdSeDQlIYLBuwv2GAfkq69+TuAqEPI9SXGerHIH5gUrvrlPb0Okx/CbcYu3K/p9gMPqEpWCNSWHhVqbOSSOhD314VK3X1Uj2OQ2GzAkVRDOt6ZFrU7IRuT2wKCS1uUa3ckmffPar0bij4ThtrDMOIc7ZdaHhqrqdPePPBMi6dPC8poFNlAoANM6IHFVAJnHluVvrrpx17T2EYXIPhS/RVStQJQZxGmc7t4hdBIMqfFeXPAuhV3WlVGOxR9mqjvLpd2yzXdb8AQG20/Pn7G2+tHnfk6envnKh6YteNrff3OU3cdmAymU8++eQtflMvx1EAcBiAenoQSiJrNBqv1LeGjMH2m1LJZIelICCA6802gjc78jfrBfBZVITYnRJagzggCEanondE+vXzqlShDwlF78kMHxMB1Y7V20frnQcXU202m7kP6SYURccam+DV5SlnqjqVeku68oxSb7SirGVJPGNSiFhpqOnUnK3qFCsNrQo9jUwK9WUIfRn+LIrNxEFkiNUWrjNjYvpd7S0+nVgMA0yf5Et9uUFkFMw2vFNrsQ8zDMNa5IaMiF6B5GCR2GkeUOjNn56pvXdyBIWEUkkIhYzuzBe5Uua2XxApDZYsd2kWV/xzX0kUn3WqvP3aS/OH+tgAAFg08vykoJNlEgDE3rs9WvPYl7/XN3Tp9m/KKhUr+9/vOlV/Q30Zob4MezLA1SlPZ7a+fqTixf1lDCqJxyDHbT5xzx3hmZG+Zite0KygktFh6kKMor4EQR7s67djzdK4H9jrWyY6jlIQgUDglfrWkDHYftM2JcHRuzmOAKC+00UQdayC0OgHvFumH0VxHEPunuS15tpbCvaoMaoGF1PPnz//6quvuv1VamrqKPanOiiAdA+CJ+dEpwh5bxyrbFXoNxjy/s/y4NP0nBmZm2hRIdDbmKyuU9so1eXVSi02jEUjU0iIBQO9yYLiYX62zvQAXrC++ao+eEksu1BiqpSo1QaL41tjOL4jTzSgKm9dh5ZowjHbcIsVa3KhyAJAqVj15FyPJNme+6VochT/aInkIxeD9CHgyTkx56okJhtut51h00ahDvTW8UoUQd67Kw0AMAyxETfj7sz+m22a5XqRzM3jXTVBuHlZslRrEsn0VW3qT8/W5Na0typNhCnsd5eapkT53hHpZ08ge+7n6om+xMgFXYVCsWLFir5+Oyb6Uz2Dvb6lo5lJVGR0KRpDQEwgq1KiwBFST7oXAcD78RMdaygVqxDchiOkbs0HHEUQ3G3r2v/QDwad+920aZPjEalU+vvvv9Pp9NWrV3v1xgaH7u5jh+LF1vMNU6L5VxplYRzKdVu0Gcg5hriDxwwSzek2tTmITRFwqSEcSoKQvzw9xNGYzA61wXL1rYXV9JU6Hv9CPaW0pr5Iyba528FVStQyrZnP7n65203zF/f1IuyUilVOxFQundqlMXoSyZ7aXTg3MZCEIn4siocE9/4ndAwj0lbdgwcBHAG4xXWgv/1anBDEIRjL/YcoVz2HTbsKHpkeqTZYy9pUFW1qPxY1zI9Bp5AcDXnIKLrjYmOHxrR4XPDilOBJEb6poT5rv7xIBFQAwDCsoEkZ6c9sUeh3XdaLZDqzFXPwfnffSuv2flxT/bk1HU/vKSFUG/cViLfcN8GLok5MJtNpVGq12uvXrzc1Na1fv/426qUZLIxGo0QicWzAxXFcIBB4K2HmOQeQALu7nt2jQ4QDALBpo7ygKW5RGS3Y8dL2CWG+/S/mysUaDEiA2/fZOIZBXZf6Vt3pHwSDi6nh4eHh4eFOBzds2LBx40aVasSlzPtBD0fpplqQQm9es+UiAqAzmU5hdwSRDRFULCDQEpHECmRyiGGo1WpjYmhRUe6TS1wGJTMlwa9it3XZ59qGH9h6VBt8VwCHfrlB5jhZk1C0Uapf+MnvOpMt1Le7RrsoJWjvDbEVwwCASye70uFcKXOz4vlJgoG3L3/+4cad6SHL0gQxLx73SLShszL3+I9P1U1SWykAsPdK7da469OzH3D0sj9Y5Ny+ojVZXeupI7fTenjHtWVpIWsmhkLfISqYy+hQGzvUpm/zGp3S5mqj5ViJZP3k8MXjgpMFXEK+2KXfJiMzkn+iTHK8RPLMnsK5iYFdGrO5dxXZaLXpTbZP7plgfwiE9/uVBvlXuY0ao8ViwwxmW4Q9yvqzIvmsg4UDdL4Xt6ie2l2gNmHEd1NlsGzcdWPPhsneao2n0+nr1zvL/m3YsOHdd9+tra0dE5oPI4NubzjWTUIf0aTrLW+4VeOFHWrjuyeq7WG1fw7gwSKxqyXivsLWN1al9fUSAChuUWmNtt9ruxakBHq9akAsTy022+V62YPbr/XP5y9rUyKA4T02yTiOIAjeKu+zrGC/fxuG777S7M+m3Waq2p2VkP8pICgAwOFnAUUAx2D6czDqnuR0On3FihU//vgjwQ0eO0gM4UpUxnd8Dr4tTn+QVxbDxfGu/Wz1zWU7bsJQ/3sBukegm2Vv1J2WyjKKpHBWJPutlsSFvko1OyqCz+zUmIjJmkklbXto0jN7ik7+dQabRm5VGIga7eX6LkC6l6sao+25X4rjAtlEuBX6MkJ9GaG+TKe20RVf5H+0zlnezCmMPbLz2ro7whalBD+/t+Tt1akkdODpsvha3pPV4zV4tziIxkreWJm+J/hC6qIBvjfb8hpK29RTo/lZMfzMKD8vyuc6fagVX+T/dX6cXfbMrTjLnZ/nBXDoQVx6EJcm1ZpcrzkrPuCRab1mUrdiinemC+5MFwDA6YqOv/9a4nqd89VdR0vaZsUHcuhkNo08TsiT64yHSsSE6CuHQf3PfRlCHwYhW1HWqjpa3FbQrHS9zi/XW6raNUE8ehCXfqFG1pfk2+Ae3CCxbt26Bx54QCKRhISEjOgb9Qn7nKVsBgSBg5u8MmfZYemsMxQeAOrNUWAw41beWvCe3+rGmTFBHOr2CyLwgANotDqnSREEjOb+FKSIYWW02IpbFAPGvMFiUAqdF2q7cBwc1wQAxFqiv3wVcf8Yjp+u6LjepLzNVLU7K6GzHCZvhPxSiJwMKAUubQFp1ejHVACgUChyuXzg80YMbtOtepONSkbQrhoNTA20iH14iYrGeghb2KU24jhQKahJkmuW1uP4dCKOulv20vzIFH3lqZCpDxhEhijZuUOmQInK+PUDGWcqOlsVhi6NMSvGf2FyUE5Fx72Z4bGB7NhAdnGL6sOcGntSEQDXm2wLkoOoZFKrQp9b09WqMLQq9B1qE8GNCvVlvp9TMzWaf0MkF/oyQ327SSVOYUzoQ39uQfzcxMCrjXKRTEfUHWGg7eO25mAN3iv7pwXGtyLaJwM9vYVJgRQKCoB/kFN9XaREUdza84mGI5/r9KHIKGx7cFJ62ADXeWx69OZlycTPrmnzvjrN+yEhL0gOmpUQcKhI7NTh7sekHCmWvLC/NDaQPSs+QMBjvnGs3L6J1xjMf9lTuOfxyYtSgms6NIeNlgt1UoEPXawwmqw3UxcIglhteF6dlEYmoQgYXeRpEORWUFfIZDIAyOXy0YypxJxVXQMAEDnNK3OWHdLmmk6FiheabLTYEARoZJJSUu7fUh13hzc5yasmhHkogk8no04GGwBAd5E/s2NoqtR7r4vVJtv2PFEQl96/P+ugtANfPlQezKM3SnupcSEIUEh91g5ue1Xtcash7yMITgMASLsHOquARIak5cO8qhdialNT008//RQdPUQnFq/ANZX6+frxD++89vAE3qWi2OmUGlTVQst8GxoKzexQK4Pl4+Nj7qo3AaWTEWeuqKBSqXQ6XalUoihKpVLtfX44jvumzFUW5lLpjJm0omYNerFDuiYjtFVhJKb4iW+elmnN85ODdl1uujezOyvu+lVWGy3NMr09KhDAcLxVYRArDK0K/evHKqbHBHx0plas0LcqDAIfhi+TWtupMVtvmspZrLYADhUAnvul6KfHpxLHB9w+1pp4AM5NfuXaXur5bnu3s2L8N+66MTMu4K/z4189UrGzN412aM02roOQx6A41vuKWpT5dVIn6UGnkEnc7aZdhSqjGfpIrXuCDTOifqvq0Bqt9m5COgUJ9mFeqpcFcelcGvVqo6KopVFvds6Kr/3yEoaBDcdxwKkoicek+LOp7RojsYqiktAlqcHJAh6XTjZZMb3Ztq+gtb5T6/TuI01dUalUX331FYlEGkWmjzE2W3L6a8QW3IEGAWZjWANwE08Qvchb7QFIaAatJI/uJ1DrgUwm0ylmWlsZKrxFWvauWD0xdNflJqdV2tqJ/eWKB6uXu+Vc1fun63EMOtXG534u6VAb++qXdcDAfP7t+Y1zEgJ/vtbi+qsWRZ8yn2NN73coGIyWoYcYXEzNy8t7//33HY8YDAaDwUCn0z/44IPh381w4JTr69KaGVRSFrnmYzz5fl69LxICymagMA0XtjA5wQwuh9FeijIEAhYWkZJiMpmMRqNUKtXr9Var1Wg0+vn58Xg8AEATFgeUHTeWHMyKSvhPXcwMH3mob/yp8va7JoYCwJqM0H0FrY/PjH7su+v926ZWSTQGi81RsxdFEIXOklPRIZLp04S8rfffzAS2KQ1vHKss7y1prTVZ7/nyMo9F4dApe642C30ZFiv20ekaVQ8P2e06EcUwV72xFrlu3deX758cTiRCiae3eWnS9rxGAHh8RjShF/Pl/RMXf5Ib6c/yVkXOrTQHMQgVevOrh8ubZPr316ZpjNb+xVkGdLUkUNyi2lfQarZhs+MDgnl0tcGiNlrUBqvKaFHrLSqjZZyAd71JbrNiAIAC2HD8RpOcy6AYLVhdl8ZgsenMVtfPTiOhH903YXyoD49BIXdzJGF/Qeu3eSIAeHxm1AqH3UNBs6K4RVHXqXW8jlvVxiFDqVQ+9NBDjkesVqtarUZR9IknnnAyq7mVkEgkDcHLWHk/yDVmAIye96M2KBva2rxV7wQACE6HpjwImA4A0JQPwV6gwQ8ZVBLqqvdLIXvNo3qw/bKrM4R7bzRpTLidh8xyx+e3Yfi/j1XWv5W962qz61xhsQzofjBiPXiO9c7uG/Jm7QDArmUIIC4YUMvQQwzu7x0YGDh79mzHI3Q6PSQkZM6cOUQEGl045vpe3F9CQlFe59V6bH4sq5wfkGzoqG9Wg8nMZuvb5RIRkGkGM044SdFoNBqN5uvrazKZiDmoubmZy+UCALADhUGB5aKycXc/oKoSzVHn6kyTTld0EO+yZmLoM7sLH58ZPT856ExFx8KUYHCXSmXRKBwGOeP107MSAlZPEBKnOW4xOQxqXp3UvsUU+DCCuW6EsuYlB15uVGyaHduq0Je1qs7XdKl6N/Yo9OYX95WuyBCG8BgCHmP3leZamcF1nM+M9nl0TtyuK80v7C+9f0rEfZPDG6Wafx+vJG7m1aOVfA6NuJmTf52ZsPnE7senOH0iConUpvSaTv3Hp2u+v9T06vKUFeO7Y7xbXzkAsNrwS/Wyp/cU2zua1Abzhu+uL0sPoZFJN6OmwSLTGZQGGzGb/HK9NcqfKfRhcOkULoPMo1O4TEqYHzMrhp+dGlQgUlLJ6Mrxgjui+FRyr0zXMz8VueaHzRbss99qCf5wlD8LAHJrOt60P70jlXw2LUXA/eV66y/XWngMyt13hN0/JWLT7sIhqDZ6AiqV6jQqyWRyYGDg5MmTidaU0QKCIKyoSWzxCYbFCAiwrSY8cqIXecg4jpsYgYbOQrP8jI1MMZCMRr7/KGpEEHDUIQJADhSKnRJUdgxWL3ew/bIYBoSDlp2H/P/UfWd4HNXZ9nPOzOxsL5JWXVa15Cb3go1xoTgYCB1CSyAJhEDehJYEQyChBN5QQkJoMV/ovRhTDBiDu3GXbUlW77KklbS9Tj/n+7GyJK+KLRec9770YzU6mj2zO3Oe87T7VjQytJ7/z59VPXLJZABwmvlOf5QelkCmFADR1OEWov75f1zWFpbIKerBEzsqXa2taPKAsAw9+ElmYRV/Em0qACy5Dxr/F7b946Q4qTBWm1pcXFxcfFKv55RhY517yfjkjdV0Ca7whyITF17coSuEHes0o1OnKmDKBlUBv4uKg3zBfklkAKMAsTYAQsBwXdLcK2XPp/rWDQtNpiAz/kBF3XmTsr+t7jlvUlpJmoVj8cHO4KJk1X4AACAASURBVHkTU7+t6Y0by+FCqTPjnt/ag90f7+u864Pys8Y7tzd5QmKfYQgPkTse9nlr6o2+cN2MflqTP39a+ebO9oQLb3RHn/uuUVC1w+FTCoASnvPdhyIPJRmfu3ZGRFLf3tl25b93+qJSv4Bdgr+76Q9LLn9xx9AravFElz+7dfXtC0bJGCUg32mKN+31H9GxzLu7238yJ+eNX8wNicpXla6QqAYFJSQokkZCgvL0uvp+tZmQoCiEMBhLR2atBEVrdUcvmZFlNXBxq+kKSH/6tAJo3zBCiC8i//Mn04aNSt04f8QJD40Pm/XMh786QyV07cHuX7y+R8fgGeMcXx90DY4W/Py1PXoOXzd33Ms/m1Xo7HMTT5y1cSQYjca77rrrJJ7wJKP0KnXDWxQBlA7D8j8Y/UWCPaIOayzf2jp6b8xh/cvF8v61rIaSpvyIN6WduP7lcWOAVvPwLsyk4x768eRpD6/bvuJsE5+42A5lpT65fLlPf1MnDtpyI6CSQv++ru71n8/rP1jfE97T6nvssikAcPXsnH98W3ckNyG6Zu6IuWQSj+8cFlA96T14LnA2eyRTzQ7gjAAAcjTiVUBLOllRjr77jZ8UIMbWLjfwE2lLy4n3Yh1PXMLtdq9fv765uVlRFKfTOXfu3NmzZ5/IJEbHcTCLRiS1JyRdUQAvVBZdYaqg/nZj8WJdV69z4iJU/UkK+CDaAbw9XFTKdx+AZybDeQ9B6VX00J5IVy21JQMA0bCHMLqoi3buheW/Tf/4yfCB1oWT7nqpUvOp8lnJ5ifW1m1v8l4+Myse/v3dOeMf/6q2fwIjKXifPyX9/CnpUVm9+Y2ykJjoYg5ORcSft1+8vieeUrUZuKvnZIcFZTBP2JlZ7IcsElXoj73oMHr0vKxP6mI7m723zjL+quYXK9Mfe7XZpADb/5xTigRZW/zUpgKn+czC5GyHYXKmdUNtz0iTybAZ/n71tOc3NCQEhxcUpswc55j+yLev3TSnn2KbUBoUlJCgDjaE8ddfH+zxRSQGg0oGnGZZUXkDt7HWXdbm71c/tRm4mEwae6M6Fi+ZkDI1yx4/bjVwBo4ZypEEAHvb/F0hMdNmSLfpM236A4eCgdhoH+8xojTLtvKGWbe9UxaO1/3y7Ms/mxX/Nqfl2O9dPqGuJ7xiVWVCtEDRyI3zc++7YOKRpzpR1sbRIQjCxo0bq6urI5GI1WotLS1dvHjxqWMAHsNTmTXbr36IMHNU/t7+IkG/wmLC8N3do/fGsOEOfeOXBg7ptBhLqcF7UHNVsDk2gGMiTjnpIAQwOiImhDHNcxq3/HHp3MfXr759Qb/84qB/0VStz7UmlI6UxYhjrP2yVa7E1lKE4GDHEQf7nVQAOLyDH+hIRAD+2IicD8fYg3fcQP42k54zK24gOsg9E5o2UJ7BoWGSvseHtra2iooKg8HQq1kO5l0HBw/GYrHp06efoN84Zpu6Zs2af/zjH7Is6/V6vV4fDAbfe++9uXPnPvroo0aj8USmMhKOg1n0q0oXx6Dc4O49ZMKTqQfcrBV0RgAQrXkOxU+tyajoHKj7GogG0W6IuODLe+DLe5KSp7tARMlFYEkzAvhcPY5YW3JGDmA2Y9IZVR2hBWnqY2V8rj7w7q7mqEwbe8OfHuh64orSZ76t+8uPJxc4TWVt/lm5jvgcRllDTTp2QrplR5Nn9KtIt+odRi7FzAPALxfm/3FVReNjFwweQCkCIBSh/tiLSul937RPybI3X1QPNWvgT3Ulf7vtbDV9CzdboDoA4KmcRzq6may7L5y5tcH9XW3PwqKURndiBQ0AVHQEv6p0ZdoNdiOX4zA4LboVn1TGfd8Vqw9urHfbDVxIVBYWpdz69l6eZViMQ6IiyJrNwFkNbL+BtBo4f1TeUNt70dQMX0y/pd59hNOM0E9m5yQExwZHxSs6g89dO73/UwWAy2dmfbS3Y7ConM2ge/sXc5LMfFdQ6A6KXUExfOR+5USwsCjl3ZvnjeRilqRZpufY97f7T9bbHR9qamruv/9+j8fDsqzVag0EAqtXr87MzHziiSdOUfh3bE8l5uAY+r5QoM1U+7GZxwbZizEyH3wrodstAZnIg6AFFV8m9DbpdHxm8TRSsSqT8Y5hYicVcRsz+PYOi+pn+7seuGhS1cM/WvaPLfddMKG/ZwwAyg8Fb3t7r6D0BVujMrnlzb0f3nrGSOvGWPtlbUbOF01sPLMbBzS3vz7Y7TByZxQcExnqDw85Z4GHfhmNSRDtgTQWBDYG5pTMeUf/z2OD1+sNh8MYY40yEuFAksLhsNd7ovfP2GxqQ0PDU089NXfu3Ntvvz2+eRQE4YsvvnjxxRefe+65e++99wRnc7Kwal/H9BzHVwd3zUdBP05JHtfXSyB21RhMli7JhNsaDBOvU5MnQH4+5OZCbzXUf+P7frWgUFPTd6AzQ+mVhsghP072OGZZAMwzr+K6VkL5exMs1+6KZPQT/vqj0r0fV0zKtHxb3RNPqQ5e/UfBsaRS7v5wX0zRqrpCALDik4O3Lk4s8Ptwb7uoDpRFIaCqBpNT4F3zv9TIBOaX37q/+1dMRYXQlWmtK48lsRgVoR7e35hsqFizy0gNtotLM1/b0TpjnN0VFJQjWj7Qwc7g794/oGkEEPRTq8QhyOpXla6fzM5eWOS0GthfLSr4ZH9nhz+68obZjb3RwY09GqF3vL8fEKp65Hyexbe9va9vpiMvsEct0F9V1pGXYuwICIFBRUylOXYAyDrchuQ08/d8lLijL82yjvKNjILRXczTriIpy/L9999vMBieeeaZWbNmYYwJIdu3b//73/9+//33v/3226eLSqmfE1+iGBF8dE58XyuEOyFnmdjejRBA6kQ4+A0E2wDOGnY4P+OqvF3PQumCcPmXvMmaO3ketLwLpZcNO/gHgCccN2BH3N797dTr7lr089f2dAWE6+f1VWI//U394Io9BDQmaX9fV/v6z88Y6S3i/bJ3vV9u1rOPX1o6er/s/ILkZvcRxXGUogUFA4GuBz89uPbOgc92rHfyqb7zPR5Pr3WaLVjtV8HWtA8TU8A+OcXjOVk6LijSzbv26gMIIdAf2goY8wLB4040dzA2m7ply5bk5OTHH3+c4/o2OwaD4eqrrw4Gg6tWrfrvsamVh4IPXli89gvDj9g9/qCtYPpyAJBlmQk0K4yBVWS73CWml4Z9vqamJkKIyZRimvEryLrUtO0tc91HYM6EqrepggMl18TXI93EZdaP/+JBKRzPK+EjVih/TLYg7uOyjj/8qOTXb5fdu3zCsczwqNKDb2xvq3FFlMMtobKqvbuz/fzJaYMX93a/kPANIgRuj/+51KuDvozeZ1fJPuLVLw8wQSmkl4ETKbcbMnnDFKsiON3NmnPKyq3NJWmWDp+ganRwzMqoQ89fP2NufnKck+jBz6re2tE6+I1klXxc1vn+no7swxQWTrNh9l/XAcaCpAHAx/s6b5iX8/KW5mevmXHR1IxNde7nNzSIGjHxXPRIFzPhIRylQL+2O3zzG3tuPqvgoYsnr9rXkVClPBiVnUFKj7gihMiDn1XlOy1Ts09yMd1pV5E8ePCgx+N54403+vvZMMYLFy7U6/V33XVXU1PTD68lFUc/J347IyPMHJ0Tv3AJ7P4EHHkhamJZFuzjAGPIG96g9uEU9EIcN4KCMrRuNjjI5Lz28zl/Wn3wibW1954/AQDKOxPZQhCCA+1HIaQrSLECQjaTLv9o7VgH2gND6xP3H+o7/3MbGq+dmxMPg8UxEmv6SOc/1Xc+Qoh35uvD5QLVOSU/yxv4lLzRNoiD64S/+RPw+qPUCfdWQ6gDwBwkBhBDgCgEI+CpARiRPftYMDabqihKfn5+v0HtR3FxsaKctGjbCaLJHRFVcm5K6DFS+Df7ZzX+gLl4EQBEo1HN2+zRIsyiu2STCWOs1+sLCgqcTmc0Gu3t7W1paYnaZ6j8dr2s6hXRgPhu00B+3j5xqdfvS+ttBUhkGsvjw+81Ss9cPU3VaKs3mpd8TOqnI+Vco5IaEpWn19Up2hE7en9MvueD8nynuT9V6YpyQ1lOWEtK2JIBYniW59OkSx5v27O2N1CbyYgme4oa8esVP1Xl7BTrj0pM4Psa7vri6XV1r33fClRDCB1mrEeCQrY3es+ekNZ3zuECdxMzLH84vyTdaohTWOxvDygE1MPVQ2FB/vem5nMmOddWdf/v19WpZv5Xi4uWT0kfQhk40kN4RIH+e7vbd7Z4fVF55U/njE/Wfbil/LGNrqCgAcCDnx1Uov4fzxnfX1lQ3RWKq5onVGadPyXjgU8r5+YnP3DhxOHe8fgx0lf5w0BRFI7jhiYd42mh0/hgUkoHmHj6X49elzvhQqj8CIgCKoXKj6DkwqO8R7wXglpAlSDcc1J6IY4bnojcp5UGAIdtmCdyxAbxscumvLSp6Y739z97zfH00cbTIgDQ6ROOkXcJHf7IMQA9bPFDgvL/tjZX/GXZ4JHDsqbPL0weJUhzSu98SqkkSUL6PMW7W2CtbPoMURRHu3/6OUa2V8C4uWCwjM4xojDWiMaBPkelHr95HNLEiL9R5Y4zmtWPsdnUGTNmrFmzJhwOWyxHJNvLyspmzfpvEaR8eUtzTpJh/Y49+VghSflm2YstqQBgih6a4NB8TH5qydR47UZ816zT6eLcSQih9vZ2NPky/973GWpKZcIY435tO/OMy0KrHzybuFbBZAUGKl1tWLzsnHMVe8fHZR3x8G9C62FM1kKiEq9lHbZ4JySquz6pDB7uAzHoGI7B0hDyHQBIt+kvn5nVn6r8YsueJ3cekQrlgPyiBJ87w5r/3Z1w29/dOsPO7ozkjk1WEgUhAhzrCYsRZE4qvDBS8Qfz7Kth6zO/X3Z3jSuyvqa7f0OLACiF7YPSvcN2B01IszyzrmH/If+CwpQzi1JcQVE9chNAgW6td+ckmSak2SKy+tcvq297uyzLYci08ykmnZlnFxc7AVCbN5btMPTzLMZklWVAJQMiOSYdk27l06yGQqf5ptd26TH0RuT+rrmQqD64tr3SFSU6U2VHsLIzWJJuyXYYDDpWkPukdjACBGhqlvXJK6f+Z2vzvMfXP3ftjLn5SXDySIxPdQnSKJg4cSLGuKKiYtq0I7ozy8rKbDZbUdHpKdiBQTVHEY0HjLqPVnNEKY1YCmntl5KAVQaHQ1qkOP/ovTFL7oN3/wKSD676y0m/hDEhxcJTF0qom02xJJaJ3bak8LMDXVe+tL0o1VzW5kvwa8eP7H0eToso8U8kEDsKb9Eti/Pv+WA/iRtTAIoQUIjXNP3586pHLp6cMH5Y1vSj1hydujv/cF13nq92WxKNsYUz+Wh0tLruwbxIEy+BWM/ovEgBU56PlCletwpMADnAUxnULH59IqH9WDE2mzpnzpxzzz33jjvu+PnPfz5hwgS9Xt/d3b1mzZpdu3Y9+eST/eaH47jTwtwdXx+/KHedNyl1U4O4DJV5cEZyTjIAUEqVtt0lKVyjbdIooTCdTmcuPtNW90F3zCTxBoOvJhLp+4jN+bMI4Ly88b92Vz3fWxrf8TFAbig17GsPaBp9fmNjaZbtk32dm+rccesYN5k6Flv1nM3AWY8s3km18kWp5v5CHtvhPhCM0LSH173xizm3vb0vIVdx7/kTBu8EvZpehyMqIQQwAOhBviZXmJFfnF/zIky7tk1N1rOkpKREaM7Xu3YB6wAE2WalPRyyBWv2F91xVngftO+EgsVGXWI4BSFo98aa3dECpwlG7Q5SNbq9yfN9o2dP6zDklLlJpnV3Lx58pNMvdAaEQ/5YnEPq+Q0NnQGhwy84zXyW3dDii2ZajSxmVK3P30VAY7J6+9mTrpjZFzO4+ZXvO0NH7P0FlW5uDv9yUfoVM7NLs2xx8/zSpoYn19Uf9rzxLYvyvqnuXV/rfujiyT+elvnb9/aXpFvOm+g8WSTGpxFWq/WPf/zjI488csMNN8ydO9dut/t8vm3btr3//vsrVqwAgPiDybLsD5xYRQiZTCaz2azDGkLYbDZTSkeZQ1+sWHdt6+evcxhlnnkjySk6un5qyQVA7gMVQckxSEqcStgMbN+mdFDdrN0wTOn1JdMzsxyGn/5n19DYbLZjxErPTw90+qMiHOa4JxSNbvMKks06Fokq7T8/z6L8VNP+9kCbN3rpjKPIU552cByXkpJiNpu7kJwy/zpdamo4HB4aJT0CY8kF2O12U2quyVuJIdnEKKD6tdRSu/1E9wdjs6kbN25ctWoVANx///0Jf7rhhhv6X7/wwgtTp44mxXAqMFhOa31tLyul3qfb2RJamjt3AQCEw2FLz84IFs0zE8vGJJXEncja7mhDa4iwUjTrD8GYEmrdJzZyStjN7dsd9yl9wV9HvIihWrzeFgA0wJvq3FPUFmdaBqV02jjH9kbPjWfmpVn0/eZz2MDpKHhuQ+PP5ufOL0h+/roZN7yyK77nHTZM+vpeLwH434mHdtYe0ozO0jRjSclEZ/CAFA015S3MSUqyWCx2RtCF1yKzBkI7sEZwpI+/7lm6+//x3du3CIapP7rT/saPHZO+GTqNqKxdvXLH3gf6BM9HCvKwDFpU7FxU7HSFpKH0CJMzEwMpWQ5DlsMQ9xEH47Pyrrs/PPA/S4q2NnrEIaSpL2xoauyJxrmRh92tzc0x/3T+AAlfXxTrsC9LKflwT8ebv5zjicg/e3XX0pLUD2+d/7ev6m58bW+/F3SCbKWnUZPc5/M9+uijAPDMM88k/Om++wbWlJtvvjmBbulUQ+5pcG9bHeNQRMUIMb3rX4oqNGXJVTACXWKffmpeXvUXL+gQzl2UKLYzIiyZYEpsU/nhMTg32Y/k4Q4CwOxcx4+nZX24tz0eFgIAjCgFNNJ4APCE5aG6N57IiLox/9naIiowKI1CJYW+srW5yR17/PLSoeNPe7VdAvpr3ETCRjSWO2qNGwzmRSo7Ki+SxWLhbBkQrNcAQ081sDxnS++j+jkBjM2mFhYW3nzzzUcdlp6efrzzOU4kyGmFRQ2BaZvujIBX9WulsV1tHe1tYmi2T9OJ5WbhsI2Mu5IIIO5EmnUMj3mzjjHzdnMSwwSTsuRGnbNgwvTSJIvBqudk76ENb/zvs+RiAF1/ULFBsF0LDTcsW2Li2VBMWV6aERHV8yYe56oqKNqLGxtrHj0fAN7d1b7i/BJPWIbhchWT/rzWxtPFUOFs/X45RP1Rk1PMDe3Y61Wb5Z+snFBYiLv2wbYP+V0r8wqXgnMC9NZCoA2cDigp8SSvUDsOjPv6gZ4v/hpY/OQZ+19ahZdFycAG0IiUf55rXVnPT3vk2xeu6xP7HF0nfFh6hGEZ+Iaan6e+qavoCDQ9dgEAhER1X1tia0pestFq5Gq7w9/V9NR3J+qNcxg5TWxtdzjHYYh31o9U6PTARZOW/iH19e2teSu+nJufnPB4jrTrP6q9PImiPccBo9F4LE/ljBk/NBGup73e7Q/KOZNE6kWA/HxmoLsqpb12/Ozh+3DEQ+Wu9SsRggA1sRS3vnE7pZB53m/4rMQoZSIwB/hUdeIeO8ZqkzLthj5tNQAAiEeb7IaR12SUaE4QGq2GvskdGardtrfVP7/IOextfNqr7RLQX+PWwUgZziRd2tFq3OI1SnoHgA++/j04i2H1r0epUero6AgEAhbHBCXcE40JkDYxFAi0traeoEM4Npual5d3etnORsJ/trYkyGlRip6M/jgXdeceolZ9WO1uzbEZLBpTNC3TbuT7CXesei6Bjq4fvTUqfP6WJoV1qYuSk+0AEDOO28nOlIgO0EC2T0bcDrHgBoArZ2Zf8K+tD188eU2F67g3d39dU/PARRMB4JN9nXoO/3rxMMmwkKBMfXjdlEybx909IbYnwMpedlwSJwcCwS5flC2aOfPQB/DVR2BKAXetePM2l2JGCEHlTQB2MM+ib/8u86qnumyFqb9b37Lyuqydj+nkCddqX7/P/ChCeAAASq9H3+RHi1bdds/5/9z61De1b+4wXDQ17aEvakYxG6PQIwxGgvn5x0+m/eu7hnMmpr71y774wQAZzWGYdNw9y0r6T1VfX//57vpXakFQEQBwGEpsyrYG97rGcFdIZjHKdhjCUqKnOxg3Lci7aUHe0qc3D/3T5nr3nKruGeMc/drjR7WXx6jOceocWb1e/wM7oMcIZMvg1bA+1MwiFQGjDzbxWgRbRlwTXfX7mztcpuJFYdrFUtxtGB+p3Qz1ZflHtan/HRirTfr8QBcFnKAB/umBzv85Z3gbMCY/GAB4Fg/VbusKxPpJHoYiHo669Pnti4ud9ywrPo0GFfrjFgD1OJqTkaLPOYoaRE/93l2VAZQ5v1kpk30WZJ9PKw8syNifMlLdb8yrjxwyGRBG1IQVkN2yQFjpmDSIRsFJ43c+vWgawlqAECDA463EaTdQSiLhTlHPRYw5h/xiZ1BiMWIQwhgxCDE4/gIYjBmMGAwYIQYjSvJ66dy0Q4ci5Q2ZuRAf1oXShoZfeoLRroCAMSpIMauErKvqCYsqxsBizCCEMYzCrT8YLZ7o9ibPY5dNCYvqXz4/WPnQj4aOOeSLXfjcto2/X7LsH1t+l94ht+AePh+ZnEFMIt0tGuIs3gpgz4OffQYf/hRu+tolmvsE7OasAADQ2yPeTfDub/NuWlldXZ3zyzf9/5hnxNEkuecnjrIGpgghSIbQhsC0s1U6HuCNX8y5+PnvL5ySecf75UcNk45OjwDDmZ+bXt391FWlV80aqAsgBCRVSyCjGUx45vF4qKvmptysigAPANPtsknxT58+PT8/PxqNWlPS3THy/MaGdm9scFE0BfRdTU+rN9avX5uTZGj2JHbv6Rj0yb7OBz89yGA8c5w91apfVdbRz3jlj0r/8+7+J66YYjfoukNSd0jsCYobanuPqs4xODGxal/ni9fP+L+YuB0raNAlgl6IRlTKUkBCLCICTyOukcajwiWm3Z+YM8bzeBOLqTm9kDZvwgWLRxr/X4i4Tbpm5c68ZNOTV04d3Sb1hMWhfmRPaBh54DhsBh0FQINK4glBo/i13aHEsDBCYNVzhlHJREuz7ByLL5+ZfXoN6nHg+zb5gMdgjLSGNGtMTUb1rVHBoDZFLx+p3TfiUaSYbMuh1C0nFQKjV/ztNHYUKp6j4jhtqiiKPp+PkAHXkOd5p9N5grM5bhSmmqpdiX1dDiaWk5qkN3LhUMgc65BUM5N5ZkzWCKEqoRqlhFCNUo3EX4BGiEaoRoDED1IaYZYgyS1sb+YbKaFACO1UEysIEIJyL77y3zsIoTFZ+/1HFQjRuY9/hwGphGiUEgKEUgajuKnu+0EIY2AGHcEI9YZFu0G3/Nmt7b5Yhk1/+YvbRYV4YzIGSLfxVj0nKGplZ2hxsfPKl7abdHiblBtmMJJZXudQgj086yCA69Onbo1k49feZzLvZw7qQyFPLIINeoKRFSPAiCq6M2rU3JQX/ixP++n3Xa3M+D+7DzUGdD5TxJ2VWWh1ONm26nKm+P1AEW72Yowunp757u72oWHSd3a033GePuFaxqda7l0+IX6lQ7+moSFZAKhzHbEfeviLKlWjQ8lo+k2U4GkrQS1moW1OfIMuQFQmqbpJGRkZoijWt7Q/sqF7fLrt6YvGPfJdR0jUAMDCM1eUOvZ1K9fMzen0Cx1+YV+bv7orNLRCJM2qv21JYZbdoBKyrz3w4samBArJQEz+40cVEzJt6VY+3arPTjLkp5havYliqIN1NBMSE0FB+fXbZe/dMu+kV0sqiuL1etUjlbGzs7NP7rscO5y5Jb4DnxtV2Y0cCOEk1cszfErOiA3csiy7M5bGdn8SAx3SUO/uT6IZS1PkxBvmvxylWXabUTc3P+moNokQOtSP1MiIOjDrqroxEDKoRgkh8k1VT9yvVQmt7w7Xdofre8J13eG6nrArOEyqlWWOlZ37/xxi3m6EMQsKBmD1JiQEEGaEQM9I4035M7n6atDbAHnAlguqoGOxOW/mSOOPEWO2qRs3bnz55Zc7OjoSjpeWlr744osnOJvjxk1nZK+v6YnJAwuZAeSb2W8vPedu07jC1o1vpRT19roOpF/8lzERKEYCBZ5/LGARa756W7we7IZnPtvWmzjMpoPtK86Ovy66/6sHLprU5I48esmUwWPiRlojh38ojWtw9h8pa/O/uaP1iSunfrTn0MQMy43z88ravP9c3xQXYAlL6oWl6Tubff+6ZoaskbUHu+9fkhHcv7rdZDVKbUKYNdgcNOqN2kqSzZy97WvNWaA48hRFFkUpKskxRdMIJRQIpZKsdOrTDYyRbP4y6pwBONsdCmm6cVgJQXdMDkRYMQ/prZ/Xx1xqAyVUI7RzOAmaNZVdmxvcw15L/EoxQoOddQYjYTjdqFVlHduavAwCFuOQKHcFhiGj+a66pysoYoRi0TCKcNFAic6SgoACUA6BGnI593pS3LX1vZGtDe7zSpKlnuat1c1n6vhWYkWIFumCan2sOGPmY1/W/M/SokmZ1tJsW2m2/YWNjVFJ6TfeCPCuZt9tb5cJihaVNKeFT2gRjuPCqRl3Lyvp3yEZdeymencCZ9PnBzpljd6+pDAv2fRyX2JiIMQXFtRXtjb/85oTfXr70dDQ8Oyzz1ZWVpIhK/KmTZuY07SMct37U1DIzMgdwCPMpTKhMOi4nv0AS4Yd73K5WsOs2S/5FD1GuC2gRnjG3t19ujgrTjXwkH0nQsCgEeuiRYVQwOiIIBnqCAq3vV1W1xNu98aK0y0T0i3FaZafLcgtSbOs+KRyc707wa89bjax/wNIymVaW1hQMWJY3ohEL8YcTsobaXgwGIzonKi7gVAsCCJ4G8Ncqt9/ojyjY7OpdXV1Dz30UGFh4W9/+9ukpKTBDTMnXoI8Eo6Frdss+27Ii73RxMfzaCxVr+J2mCS3adxUSmm0ece4ZKdIMsbKSGy2J3XlJ9q3TAAAIABJREFULDIrPeGyj+zn3AIA89Jgd68iw0A5j44qIYWNSmq8OuaKWdmySr6r7kmwqQxGDKBRgi63v1P25JXTdAxeX9u78fdLyg8Fn9/Y3K9oFhGVVWWdq38zvzTLfvmL22dmm6/Oi1TsrzGnneNorWEoEZR0QLGQOTfDs3ZyhgFPn84wDMuyPT0xny9isRj6exii0WhqanJmZikc4mDHE80zHj6EorWV25JYUaZYJysS6BCbpExa1sryz183AwB2t/qu/vfOwaFUlsEpJv7+CyfGpXiGBaGUEOh31jVCn/m2/q2dbYPNj0XPPXbZlAKnWaNQ1x16fmPTw/O0v26XInQgS4SBesLRqGTKNmqTizKa6jyiFA5TXRexA4ADhXUyp8W4beVdOgadPzmdUNojaF7BjHgr1jGEQh0xKkJY3y0wPP/AZwfzk01xw281sIKiEUIBAAE4TCylyBuVNUJ5jgmLikpIgpAOpei93e3v7emI/wKHNSMT/N2wSD7ae+ijvYfif8KDQnxxguam3kTX9rghiuK9995LCLnpppuysrISLOgp6p85lqfS6/PsiWVzoPSqZqQxUZWRgVvs846UFvN1NIY6alVkkDQVIwiohsihGl+yeSRuwv/rsBnYwZxicfAs0+EXsg+zbA5GdpK+2XOECAFCYOe5i6dnlaRZ4m1vg3Hp9Kyt9b0EweAb79LTV8f7Q8CQBJonQnW2SA+DGDAm9hcMRsTdGYuEERUpNUa6G0ERYxCKeLpOcApjs6k7d+602+0vvviiXj+iqN5Jx7GwdXu93lgsihEHFAEAC1oIjMSSCQCRSMTctT2iKzXnn3Mc75406xJ523Ph8i/gnFsA4Jx8/lDtjjVKaQwMAACUToM6Z+60zw50XTdvHABcMTP76XV1SSZdVVdoaCfJSFi9v7M4zTI503r23ze9cuMcGC5MqhLy2f4uQqC6K/jcxTn2PQ8Ek+dA07aIyhJguKiPsabSrgPWNH3S8ofj/qJKiOSXwlhWiEHTIB7ijohqJMIG/aAZ52ilD4ibXypn5/Xocns4FiuxKOU4nT4i4XHhaL0c/v1H5QUpJpXQ2XmO/W0BlRIA0LF4aYmTY5hH1tTc+0nlxAyL08xrhKqE+qNKZ0AglKZaeD3HxOdACHSHBHdYsuo5p1nnicr9ZgyArlh9UNOoSoikEoTgfjcQGFzDSa0oqgOurNX7vUoZHNADQ5jxEWKiFAGAm1pMbCzcy4xP0jIcJkHRWIxU1oqIm0WUaBrPYA4pqhZOS8rJzUn1ROUt9e7r5+WyGDEY9YbFmq4QQmjmOHt2kjHuevaGpG+re9t90UsmZXiCobX1wX6reukU27ml40IS9UTE2u5Imzfa5I7KigKDWKgAULZdP7fQqWpaXU+ovidGKSTk4IdSARw36uvr3W73K6+88kPqMB7LU9nsVboVC8+QKGWBIorsoobr3eJIuuHRzhohFmVYogKLACRJEhU50ll9cmf+34PZeUlD2890LLrm5R1RSSvNtk3Ntk3NspVm2zNsegAodJq31LsTTnLOpLTlU4bf126sdVNAR/q1sLGu95IZpy0dcEqhaZrK6EUZEYolScQMqyKdpo1YrpiGvZ0oqufAqyEzCYGOxUo0g/lh/VRJkrKzs39Ig3qMaO7qXd1pFiiOr9Mi8GuVqYUcDofD7qpNhqQcf+tBdsF9zc3NGON4FDQeq0xxpnE6nUqoRoiq9aVXVUL7cq6Eqo75Tf53ON7YuWkTlzG5q93nYCKXcBUNYrJIcCNk16KCQqHj5a16SSUaISqhdT3hwmTTo19Uz8pz9J9Ho1TVqEZIPHGralQj1BdVOgMxQqEnJM4c55j/tw0sQvd8dEAjtMM/TLj1nV3tr37fCoj+7vM2ov1cpVhD0xEHGAgDBAuAqcZ5Of5fW+O2gcVY0xSiqgyOsBghBAwCSjSzSTMbwwxGDNYxjhvdzRURlMWomg5rQClWiIYwIxnmj09+d2f7LYsKWIzGOfh97X3VzhjhdKuhJN28sCi5Jyh+U9XT5RcvmpaJgby6oy0iqAAQEtU7zimalm1fvb/zw7L2y6bnXD9vnFnPshg1usPrq3sRgotKMyZl2RiEGAYtenLT5t8tTLPon3lndah644IC+3ppEgCcp6ssav9IPuu+nEklxlDjjqqGRw/YqyEd+hrZgQCKUsO9+s9u0jb6D0FAl24yW3dHMloJtsVi4MiVGJPkbZf1jqlZhRddMBEAqrpCd31wYN1di0a5o25bUtjui933wd7tbWGAAQWBtbUBX0wLyLiyM1iaZZuebR/HC2tbEFDUz0IFFLwR8YvyDo7BgkJ0LE7wRhAangrg+CCKIkKon+z3vwfR5KnQuoUBgoECAgYIABJSRmxU0GNNhymrN+GYhAFYvZHTYsaT1yPTr8/af2R0fdZTjSXFzs8PdFGggyIc9N7lEy6Zke2PyZUdwYqO4Mf7Ov/yeZWskalZdk9kGD5hUR2Re3LYys2jBkjKDwUVjX68ryM3xfgDd1qfIGIBd8TvURlOIxBWWURYQfRGfCPmU6VYmCGigRCgBgMIQBiJICE6mhzhsWBsNnXevHmrV6+ORqNxMr//HmxrF6L0CKdQRPzz3umvPPO9KmuU3qxSqr3SQgnVAGFEMVBMKQLKcTUsy7EYYYRYBjEIsQxmMcIYcQxmMGIZrLIXY1HgtrYas42ymC2qfsaSZhQaWMRlMKEOzd4Rw72iVNsdtOh1LEbFqRZB0Tq80bOKUzBG7OGiJJZBDMbxAmOWQfU9wc0N7oioAgDHMkVp5pAgP3LpFBZjBqNWT/RPnx4crFlm0XNXzcpaW9X906n2G7seavbJoaLLe3d+QCf82DmumIn2QuXHEWoY/9NnBvc7BYPBqqqqwQFATdOmTp06mF1yy5s7du4rt/JIBt6amhV0NYOmFCbRMxeeXZJmOdgR/MmccT9/vY0cVneUFPWL8q6rZvfV/d55XvH+9sDDn1cfdAVUrc/6RCXl79/US5r627OL6x65gGUGloL8FNN5E4/YWV/17x3/vmFmulX/bXXP7oBtmeZyN7ZPLUyBmK+n9UAtmT5/y0uG2uc6TVPSDalZJmt16IhEFEF4h/X8sy/6PYupUQpLod7gth2C1qNTVc7bZkSKWZN6NORztQUCAbvdPjnT+vx1M5Y+vSkeYx+pxWVckjHdqutLth5+Q0mDmEwev3xa/+B7XqwDODJSh2BRmrTyd5f3Dfhg/6r9iQGl0doQx4gpU6YYjcaqqqoEbsLTjmg0qrAmiURUYICCRBmZNUejI67pYvosrf1b0GSNMgQDqDKhKJZy0uh+XNU7mrd8aNIN3DwRmcLia/JnnJ7S4o21vQB0YMdGARBsrHNfMiPbYdTFqVTiI70RuaIzcPvb+4dW1a2t7P3rpcOfP9k8zH4kZbiD/Yh3jmmEbKrrLe8Inl5msf49kJ8Y27vcOu0oGvW5NtzNqTqTPRaIGBmCzVYmEihIGvFBU8WoBkxIYxEChTGBJmqUJdIwwpdjwtge7NLS0ssuu2zFihW33nprApk+QugorFGnFPwwNv7MdHj8Z2d1vnxt7qSZrqCsTyvpLVttnXSORvoIvUPV61PnXJox91JN08hhqKpKCOk/omma5I951j2DZDF3zt97g0onjgg9B1JNQcGcr7nW/xH9ho/2XD1nVoqZ/+WZuQzDuELy9a/sxgBXzMpOtw7v05cfCj70eVXksKKvomrv7mx/71dz+yXHp2bbksy6m9/cK8oaANgM3IvXz7zhlV1JBvbajC5hT6XlwpXY1WjOcirRipTMRfDtS5CaTEouTOiJ9vl8giAM3gMJguDxeAbbVG78ksy6A5oUSctMD7kbUlgpQqgz1ujz+S4rzfzsQNe/NzcNbRd5dWvr366cyrMYAGaMs8/ItZd3eAcTp4mqdvPCgrvPGwhIDusoPLc7cPXs7Dl5SV0B4S+fV62YFKlyF1pCDVC7DRASVUsMm+rZiTRwKMlTZkpKV+Rh8nFG78GCTc+ruYu03EXqpDNN+ys0QiN8qiYLhBp5DitCxOIuiwTO93g8aWlpxWmWl66dOvORrzWK4lz8q8oO/fncrMFc/AAwbOAoz84dYX1t2QCJmou2lIFvYVmBfu1BdJilFQDAyKL5GSetbshoNN5///1PPfXUrbfeWlpamlA0cOpkyY+KaDQqUwYIpwIDACIBBXAslkjZMQAhAAwHcoSABRMAJUYZM5IShbWPG8jfZhI7zQUDxPH04DcnUeN6rGhyR2GQ34kQAKCm3mHW9GSzbmlJqkHHCIqaoAwxyvkdJt1Qv9Y+suN/jJ3WPxj6+aLDRN/jDXD0KHzR5oLZKbXl5sxMX6AmPa+Y5fhwW48hd8RKQDdOd6vEgFWNoh7qACUiEuzjMk5w2mPmJnzrrbcA4Lbbbkv403HX/YZCIUKI1Wo9kWKKs8y9myFJgIHVkKfyMrKT21mdqbWjNiGlYJnkyGI0GZlSmeQixPLga+ZZME042+E4iuIppRMb968UdLmpHWtT5v3a4XB0rX7QkTcNRXq7QVgK+9Zrs/5jaHuy3Lw8n9M0TdM0u44iQLe+uj0/if9RiX1CqpFhGIwxxjhOu/r+zvYEK0WBflfde0bBwK5wUoZVx6AbFuYDwGUzst7e1b64OCWPi9g/v7pqwYs6W0HB5j82L3puStmf8Ppb4Zz74PtnYXEinVs/5+qgyxmGcxVlzjB7ysXe5mSLNRJVQqAPd1TNq3zyYOTWZ6+ZfvZTG2EIttR1T33IlWLhi5zmolRzWWvgqMRp8YekW9Zv65AA4Kwc3d5DEb3VcdXsHABY/uzWLX9cuvmdZ7hQK4uIRlFU0yGgKuKjjvFpy36nc2SxLHvm2u92HFSkQWViPCjTxhc2jp9l8VVatj1r7d5pgB/pKDIjBChKEI6BNYb0MV1y9jtnivPu6OGuc7vdVW1+UdJi2mGlDlH989etBoZcOH8gODnNJq7FRCQDH5ce09kpfYlTQkgsFpMkESMgAxYTTAxdVjywDJWwPXc6djznnRnSdABgxvKdSWUlupPGpefz+f70pz/BcIyhcLx1v7FYTJZlo9F4IiY5Fg4QVVExq9G4/DwiqhIJjpivMiGBxZQhBANFAAwiHBAzGtkGjxWHteTAkQcA4Gs+upbc2PHx3s7esPRZedfUcfbLpo9WEFSUZq5yBQdTIVGKikbm0F9emv72zraE8ReWpo00nhJI8GsByGAh5ASMIrM4ylWcOvSvXTxSTUa97mh80Zy3JgmC9vY1DCpI8ezQqREOLDpv/bA1bn6/P6hgAEoAKGBVEhAgleIYPdFEwEnjJkxLG/GrHRYul2v37t1utzuuRXXdddfZbMcfu58zf9FPG198Rz0rSvUAoKfSVeTbWRlJkabtSQaDt7s1Rbc5XLPeI+Dod8/3qhYTlkxIijHWlI9+BUkAvAV4C+gsfS94M/AW4K2gMwNvQbzFOXlRe9Ueqeyd1PPvczgcScGfsLWfp3R/2Zyx4C6mZmvXDG9nkwozkDW92GkCgDOatDd2tisqLe8WNrXGnr584txx1n4/WFXV2JB6PwDweDzV1dVx68uEDj20tvk6S8hX04gA9rYHD7jz2hXLvfzjLZmXkvSpfOsGf/rCpJxi3D0DmjdD5UejEEaLohiJRJKTk4fVNqCUSoZUnhCZ4kDApzdaTNln9XZvba7YlXXgG0/W2Vemnfl+p1OmA0uzBUn/WYxnLLm00y80uiONvZGgmNhjhBAIMjnyCGqKss/vC8VJrza1y7lWtHJZuiiK17+y568L2J6VV/q6dQqfKsu9GsUGrIBzEgp7ssLl4xwXQXq6z+crYnp+yrW8R86OagwAGLF2A95w7rhZBfOXh8MLQ+EbOoP+0FdvYOjRST7MIODtRi2MGRzF5u+XrJoU2pj7zhmxxQ99utcR044Ib8Q0tGZv84Xzp0YikVAoFAwGU3Dsyszg6h5HVAEA0GNyeZo3jTd2dnbGYjFFUR7f6k2ByO+Tdr3kmxqmRgAwUuEmbntGRFLVIgAghCjupglS5YMTs7a4zQihc1Kjqa3lEJxwsspZR+cmHNNWVRCEjRs3ut3uuDe5ZMmSiROPXxdPFSOEUo32lUZrAIRSVRwxtpackWur2WPWY39ExQhseoTFaFL68E7JcWLChVD5kWfSz3metxyLltwY8eLG2qe+baIEfFH57g8qekLirxcVjjT42Ok849AxeGjsl2NH4zJEQAZXzyGERuEyPNU47ny2RI7JTinddRGVAdZEKAoyKZwCERWrnrqhI10uFyEk1QQhhpiRGCW8HYsABIHByp5oP/Rp4yaMp1UmTZoUCoVaWlpO8Gy5RvG69I7Zvte+E6fIhE6jjdMdodySWxq6KsdNOrvtYEXeZU95tm3tLd9jVFwCQSrF3WDT2OSUvGnjZ00FJQZyDOQwSGGQwhBygVQPUgjkSPyIXQq39qIgVq0Pp7vYHBGbAhEhgp2RcEggsQno0PMNjiuKWj//suvOaaQ8bP9kL1bUvg1hUJD/8ElNfwilrM3/+vbWTQ3BhCYNALR0WsGECZnxsPPW9RVeCT6Qx/slDACMHy1jDySBwWA0NacvB7dbt+etypLfGCsPVO8qx/w4HIriHAvyfJ+ammowGOI+sSRJLS0t3d3dNpvNYDC0tbVlZ2cPbWE8rKm0OOnQDp8/ZE7J5nNy7LmXWJvdgd6YknPmeTXbvqbnRLE5RjgAMLH0Vm69Pff3cJgTf3Gxs80TeXMI9cG2Rs/MR7+dlm2flmOflmPrrm/4145IhPa5PoKitXvl777fVUWyF5K9Z1SsUoUQk3EFbWlgi5eSlh06rOrS8xTeBhkz4NNbO2xz8eI/LDhraX7ja3Md5LtIAQAsMzUVBr7PmvhrhmHsdrvdbqfZ2Z2u83vc70hghKQCVgmD38eAIadgQmpq6q7wbMvCdws61hBvKsCUhAl7vN5169ZxHGc0Gg0Gg9BV62ipuJK1VUMeoahEa9W3RBq18Q6Hwyvje7523bnAmV/1VldP681mf5k8DiidxXfYom1139T2bHndlpFnySntIM7OqAkJ8lSzkJGRYVCIRzWkZCZqORw3TiI3oaqqsVgsLy+P47jy8vITPBsPEgBGAAghCoCAIgADjMgTlOwrS8JRvaZyKJVhwKr5dQyXHNgPcPkJzmQAGdOg6fPwhmdVi9WC/JA+DJX8cePjvZ1PrWvq7xSjlDzxVV2aRXfZjOHp7kqzbP+zpODJb+rp4TL4O84pOipTxLHHfoGivtDRIA3HUfzUU82hP9Z8tizL8e1dF7GnuX1GYomOqvXmTT/LVeMxGRwKlbpjDMPlRaL+9JQFCcOamprsdntycrIkSiLBBOkJhZCmA4QkysqGEyWrP23chEVFRXFlx7KyshO3qXygMY/tybP4lzFl7TFDEBsLtZCy5RmjzxOtaDYrevjwRnCbIGySMOhA1WNFT6XuCHXv/Uyo/psBBCAqYAYQA5gBzB7+Ofwrw6UbpXYlFaiunWSbsNbFOIGzUyHQIpuuYr95FP1yuueNh8OX3Bl85tPgBX5xfoIk01XPbeSRJlAOI5qEYzrKARgTtpyV3391id+DeRPozA/uTYuptuDhqKNG6Dqp9C+TXKyUmuKwF8kHglklWZnp3m2vG0svpY48AkBVKRwV7DabwWDw+/3hcFin02GMrVarXq+Pu8hNTU0IIUmSIpFIfzja7XaLooiteTi61qIDb3u1MesMc35JV+f4ooVLhcaPmop+cyPb+GqXLoMJAKu/zHxwVtG0BAfozCz2QxaJ6sATyzPo6eVZMybkV3aFKjqCr21t3tEsKfSIWGIMdKtqg9nqusXZXa2SxXTOX8jqF0TrVI/HwztKJEDQ2xuNRt3JyVsm/a/Ds9fy0uLO4uWUMxfIDb/KoMTfTt0tEiVNr91KGZ4QFShFVAPJ5EQGPRWpz6OyJmoxsYxd3vtmT+dmY+G53e5oXXSyU9etk2QZDZoPpYcUq59NnpZhQghhjFM1l8wEcpNtU1Erh0HHolhn5zhH6saW2Op68ZtFrcnbfylPvro77Mbp6Zd0v4OAQvo00tOR9cu3CaXuqi3CoX3h5nZX1Gas2axnUW8TA6oUoQZb+cb/QioDi8Vy5ZVXAoDL5Tpxm2oElUOcHqkC5QBhHlSKGADa0tJitVqtVutABYavBbr2uRqr2hW7HuQo1SEV2qldpFxml+tkKcj36ZwUXizs+IxqnvDsS46uczIWvPp9S8LJKNBXt7aOZFMPa4AP/M/oGuADVNiHrZJJx41m88bIuV+aZbt1Ud6T3zT0T+k3SwtOIkPhWPPZHo/H7XbLsqwQJhSKStgfCARSUlJGeXA4k0MneDGy6KjESFHWlDLYLRYEoampqbCw0GAwwEc3hUNWBfEIqQghBTGAGIUyPxDnQzgcJoTYbDZFUUYqMWBZ9jQWA4tFF7i+fRmNvwxqPmvFnIr1Zgthpl1jad8QCXvNi+6A0nOdDQ2+9+4XkMUsd/M6A5RerS/7IJ92d825Tz/10szMTKn9gGvjSgTxGDsAJZTSzIU38KkFQNTkzvLmNa8IiDcVLTU7cxxeP2fk9QfftQZompWmhKLvk/PM1qTK6Q96qlnalphZVDF7dmr4CmdXAeeTFfmFjuLPA7mJW05vI+z7BDTl5djZycocFzmiGEdDuLmuspRtTOu+hyM9Ici2t3wvSiZzcD8AAKUxogtrpl6kmDl3BqsWMwpicKuW2iQ6OJZQwEmY6VVMLCIZVjHLIKmI0RBHEIc1Fss8oQw1WzSE03Wia8+7arfTLSLfpi91jmx5zxt12pQQFPg0E2jwgjTzx7Ga+R0rO6w8whhhBhBu9PJACikwA8kbqvbW7wqJlbmIydMzl05kHuoNbQ0lbjPbZOsTOc0Wk0G/5M/4k5vlwt9Kzc0ca5Y1ihAAUWRZliRpypQpOt1MOO9mvHYFkpqQpILTgZfegDY8hjgjuvJlxDCY1cV3RaaqPZa9a8zeciAaAAFNCactzDzzj7mkBbY8COPOiC37XeS1NxeE9+zgZ0vAAwBPpSXy9mw9s2ofs6qCv+PMtDOnltBZy8Ot+3sVvIOUAMACXOME5VX5bENvzzvqI1rrdO7cB7T6jZgoqHM3mFIpUaGnGjCmbdv1829Osud1dHT0uP4dCfs5TCllQKMAfFhBwa6GE7znBUGQZdlsNmOMQ6ERC3lOJKVygtCZzEgQEKWIUqAagwgGsFssqampoe6W5v1fcf5Ga7Da5injjFbInOmnxpjGUYxVwBiBQPmYxvjlk1bMlZSU5HK5kHkaQqsRIShjqomQ5OTkk3X+sWKsGuBxltN+Qi4EQKhGRvY7x8q5f9jGD5xydBs/ZiTlQcwHHXtAZwYAkMIgBMA2MjN+uJse2kPdGIDSznLqqaEiQeNG+76oyUm8PQBAeTuJ9oBtwKb6fD6/3z9lyhTorYHnL4ILnqa1ZYh6GVABdAxQoCqiFJ9wTdwx2dQbb7zR6/Vu3rx5y5YtDz300LBjTi83ocvlak6/yNS0VwlqXtWg07FNaefyB3fOmbO446tnsscvBACO45ImnxPa+z61ZvM0bKt6OZw13TLjV7ldX/q/+Kp6+t1K225vQ53JPrDoR/xuSNufX7IUALjkwqR1L7vs8wyeOph4tlEfkTRNP+Vy455PqdF5DdQ8F5iz4oJJn4UksIvQdkTvBEKwbFL6M1edRymllBJCrneFN79bGRSU/sfJqueWXvkbd+oforL6z3+XXzDFcbDCM4jQDiiFbl1+b1GhTWso6+k25kzvLf/Si+wGg00lmlvk9FgmSkyvl8LIHFW1HsQjxqAwrIEhCBDGCBCk6iSvqmdTCv02J2J4zPHAcDyjy2V5xOkAswgBBlq89+1evXna5MkdlXKhSaiW09ZHpqqH7xYB+C9ik4odVQttUlRFYVmKqXh70CkSZvAuQSLM5uZIkW8LBkoICUgoP5S8my6RBrmGlKI/wNt5oWomguGDT9twzuS2N4wkSR9R4lm4KOUFwi3qXJv08l8BEGgSqCIwOtAUaFkHHZuBaGBJhy9+Myi0wFKPEHEL1GAHNQIIgHdGWg9Q0gX5hVB8Pviaje/8OCk2K1u1LIMtzWwBAlqsNunl0DhK/pTy6t6A5dkvzvj7p9vPo3tbtYlfhBfFKT6+hwwOnXV16+oH9B+AMdkvuGoryqi5qIsETawKxddCpBfq10ZULG18Xb9hJU2ZkFM4deLkUuL/kkvOFWNRI0t4o4XtaU2aNUIDxDHj6aefXrdu3QsvvJCdnX3JJZeMNOw0chNiZzHyVhyuk4lbDgSqYFo520S0jKyZMeeMUO71zfoVrMlus9liDY8xAR+PFAbxGBCPFAkhkRmxZqdP2wthiPaC7IVPbwdKRtH28jXtE3bHY48YWA72vRmTqcdwjeUk9dLcsjj/7g/KE1gqbxk5PzpW/Gdrsygr/QEwACQo5JWtLf+8ZngVv7HGcsdq48cMXytwRoh5WrxK1vhSnX8rcHoIto1UWOCEgA95jFnzdF3ljtQsvdnBN+5MYUa0eUjwQagLcXpQAWJuxOlpyEWjOQDQ2dmJECosLITdL8PeV+H2XWBKoe9t1gjIDEeBysAAYI0QIv4g/am33HKLKIoAUFJScueddw47ZpQw9w8AhJApf7a58+vQpB8bm/aaaARlTyPVq0C3REqdhjGWZVlRlDDhVYI5VZTyl7TWrTeoOLLzjUC4nLKGjHW3VsKEXlmfaszRJ+dQoDTmU7xur2bSdXbGDSEtOLu1zpUSqot0HqKY7enpSU3NicYUjypMJZtZmNneVLumDS/MHcZfNyKlo6MjLgeIMU7j4M/nZj3yXUdQUAHAwjOPXZBbmMwTQv72XduKc3NNJLKmiohkIIDMgzw5N336eedwby4Xlv6zwP1tx7xLUc0O84LreyR+clLUbZyBAAAgAElEQVSSPuoK73w169p/5+bmAlFBioAUhqrVsO91KFkOigCqCIrobigjYEjjGJAiEAmDFB5IJEsRQChemWVu3RsR5mbqTVr7zr3ojhgcsb0VkO5/u6b9tQsbOWzSYQOHA9IwPL01uGh3ydJxJpLGxiakp6f5/e5Pv/pandlHjUBhIewrOf9XPmdS5NO7XWf9Kz09XTm4QV/zvTFvJgD4I5KdZxxd+4I5yzqleiwG8JRLmOJlDAL82a1MpAfLMQzAmjKwPRvbssCaBZZM0BkyJQl98RiavAwqPgIAmLiI1H2dKTYAFELKeEgqgIIl5m01hlg4BblyiF8FzCElwjAYoVq3lkS6ntS/0aAkPyFeVsflxIUtAUAAHoDOZBoAEMhRh1ZjQY27unJVDZupB/a9AJTKhIlqjp6oNlnn1rs61K71spingySL/6CeMpjlrGoHSZ/CjlJacmw4//zzJ02alJWVZTQa/z957x0fR3WvDz9n6vamVVt1ySru3aYYYzDVdAIkIaRCgARyAwnJvQm5aRBIAskFQkmhJEAIvTcbHBtj427cZMmyeltpe9/ZnZlz3j9Wlm1ZkuVCye99/tBndvfslNWcec63Pd+xZiU+MW3CicDtdvdJskFLq4QHiIGoTOQLSqvxxf+FzQPABJiAIiCdTkej0YRtEvVuYSA56RaBUI6AK5s35gF8TfA1YuGNaNwD2YDKU7H+YQSax+LUYd+job/baDRaSqec2Fqay2aVDMaU372zd5hWb7+g/uKxOexoOa+xP3645v7uvshY4z9v/VCH8q41JR6LUMEEXYNkGifvWqw/073tVUtFg7Tl47yaOWZZjPd+KNaMuQDi02EzUvbiSq5jwMalheI62t8hZMP79u1zu91OpxPPXQNrMb67ITfeYHWIUa+BYzoEAzQQjnEw2o53ATGhiX3++efnNkpLSz/9NhdPPPHEwS+/+c1vjjIo3Imtz0G0aC0rgwlBsRekVj1h4Qt2bduYtU3p7OwEMDAw0NvWxHMFxoxu6t2pVZ7Zq5r4aZfaJ03ikoMItpo3vmpP9CZ7diV7drmmn80HWkSDxVBzqslkyhGhc/E1lk3X8aVznMEtpOECAGaz2Vg7h29fVeQpXhrpXd5RUldSfNIUz5ruvSOmyjfPmDrp0Lu5shJ1lSUjOqNt7gwF0+xrp09+6KWVGf0AOxEwAuayGQv7V3QWnlpRYDVuWiFe8JwAZ2bnK/KMrxuzATS+QOqXDX2BE2B0wOjAqf+FXc9jxpeG0jH6t+eHvt+2+Fc2j8doHEVTFFoml5nl2P2KsmctP+OKAdGD1lEc/qewnbfaP0ipcOhhlxpcoc/5Hbs6TQ4pZ1pEmnqavKsyjt1x03Rn0MmlN+jTgaG8fgLs5KbE00nTOz9n1zx/VmUlgE6LRe54XyuojHO2Wrebb3w5lum3ZsymRTfSkvmUUk3XM7pO59ys73qFArTiNE120nAP7ern4jv4WC/PEc5ewtk8XMs73Mk38NZ8ftPDXMPpKXuxsuMZrnePYC/i0iG7yll52YIUWJKCSzLJSrgqrXtKpl1hUpoYJ/FaGRds0g/xTaWJYXn+dXPqB2h8QIv7aSoMXQtnhaAi2kg6Tg06iEh0XleimjEhWDlJTrGCMHPFtTjHS3Z7XiTcHrdU59Ldjwfz58+fP39+bvsLX/jCce7taDGRWSlJkmzLM0b8SSpxhBiJSh3VQn5tjlAPhtFoNBqNdrvdb7CyrKKBcIDGOBjHfcBNuxxr/4iiGZBtMNlQMBW8gMkXjzl+uJZGkGF0wVF+wmtpblxcU2iVHv+wE8C3T6seh1Bx9JwXV0beM4QgrmijDs4h13vuCw+vn1fpvH3Z5PEJ9ZPOUWKMJSrOZj2rFKomWtepMCfKlx4hnt1wAXa9MLR9pDxtDSSZ0dHfSpk1xkxcX2siyw2GlbPKy+VwC347E5c8hMkXDY8X0z4JqglqFiaTQEEzOhHE1GE9Uo4S/wH9U0cn0UORHWwLBAPJqgXwv8MT3lI+LblnXWVNkSu63XbJ7+w1dQAqKirY+kdgSniEqCQIOOuXlFLGGCHEUz8XmJv1LNQ2vmLZ9UTCNT26++0SKUFmXW+1Wg8qYLWVFLhaB/ud3laEvaKOYBYGZDxcmjMXXEt2vd1d+ZXavN290QlOlekljhF+lZ+9svuBq2evaBx4dEeK4RALIwNpizd1SccfcN7fLCt+iEsfzvTu627ekQ6H7IH749kkaCY1uMpdXI6KQ0MUp3wPr9+MwumYdBZ2/AtLflJWVtbZ2Tm6PKwgQ5BhysNptxb1bupSFMuS7y323r0m0nCwqWpC9iuXXTLnvfvws75IPBWJROxbN1+0ed2b/OkpnQdgJNoyfc2SYve59QlB9SKb2BHi/re5SmGlwIF0xTiTX/lg/UynXvnmlblCpnTKPpA1uTf+uczpQqAFokkum2eetshpNSPTA9kKowWyCyVfwvZ7AYJlzw2fVU6jQ4/7qH8fDbTpH/6R7n1ZB68GuzRjqRpPagVLdF9zNh7WShfGXSpoWol2gBMIYxLVM7KrRbRpfLlA01AVgSqqxg5P6WBJvxDv5mSzYK/nDJZYmBoCGTkbifs6bYJuKJ+bslYXTp1eU1tLKQ0EAoG33kp0dztYhCS8saAPttpoKBSJjGle/EdgIrMyl4hkFkrSPh8IZ88v4QzWccrBM5lMmhgZk3VGGBChJiVDM5kx84SVnh1evYg8ccNgXJLiCfEfNzJ7maevUR6nh/nQM5oRHPkZfWy4bHbZWElJhyPHeVf9eX1Dke3OS6eNz3kZfZS2ThltzN5wOUwvccgif970oiNaqJ+0XevxeMgpF5FX3+znaJEWNFps9OSRGjUHg4U6El3bWahNZRWJzf+i6cFE1syqGkY+3/YjE+pNUEnViM5IFHamZtOUWPWgvO1R7PgXbtkFw6HXItuyNJsGTxlN6xwon9U5Kh/v9f4HcOpEELBN9in/tjObnjcvmUhLsPgyUqL4FHH7jpKqIR0NmkkVJRshGGpvfg0ArEN6GeFwuLm5eUibo+JktL9uyQwkQDPEeHiq/cz66u412zweJ1xGuOu6A8nCvhWVbmFfyOtUBqcIcz5sNO3xqXddPv3Jb80fpzv3qHhyfdfCatfWzvDqFv8MF/1gYKTXLhJPeIsXlSd2oHgmSuaS3Y+r6YhkLxQT7TA5YcojgR72zm3ofR5zvgbJgtb3lF1vev0hAoa0BY13Q4my7Osec5nLVTgwMFBUNG7i+BWPV/y+qqVoTWH9Kd/f8c5D6vkxXQZgQfoWx9rJe1eg7lz8rtJRf76D0VSQyxozBZnXd0nTOV6cqe4oL3LVn3SWMH2oaGQmY9W3/3QnRvo5pMK6wqXTMLATg3t6+/vDsUGj4OL1dFyX4FmEwd0JRWN730FHiClxmknQVJQqcY0yygmUE+mvJ+mE1w0uKhgoeAqiM+iUUZ1Szar39VDGOPB82zpOlAXRKMkmCxSu9bn8kvllRWbeZWHe7YQQVrWEuuuczjx/SrfanHkFRTpvPL/Fv+nD6MESSAaONVRW+qaexXFcLnG6M9LYm+62WmuR2ZfJgpCiuHdQNlkAJBIJt9tdkWdIdPgsIgFLAQBR9XSfQxizjej/M0ilUpqmIb+O8w0AQH6dHonE42PGqxRFyWazhLdSTaUEmmhWVT3QtE7LXCXIo3SU6tr07s6etBEmf9bIZ1k0w6UiqVlb3qkbh1OLZ6LtdTAD0zNIn+BammPD9BKH2SCcVltwxKeE2yJF09kRukhu84kUK85x/NE+uCYIWZYrKytx/vfbHr+zNM9oOfP7GEMRKQdPfCeJbyB2pyGuFyodVoedxjd4EjOA0ZW6FVsVwQ6BaQQSZZQjVCBIxYKISbhx7eHja0oKo75eA6cFNZInZMBokhfqKj5dHaXPNQoms57NqmgXUoPqnk4Ostb0jsFg4tb+EUYnjM5E1x7OUmjKK87FC4e/53Q6rVZrR0dHOBzu7u42Fl+M5jfTmhwQ87ienhFxYvMFv65aN0+s+7LHtwpn/8HUuIYG3pXO/pX9me/reXU3Odpu6i49c3LByibf0skFRxXb1yn71RuN319au7s/+tevzn34N09vxOnKIWpB+pzEOsO86+RXL8HPBgFI9Wea179bqTcJNhEkigVfja97VF5wK7qex9NfAOFQttBbuKQ9usdcWI3gPnCFcNUlGrfB+FTVF3/b2tqqKMp4HRFEI5bdW9f0wD7pfLdB+G+8+FHxVcjEF0XfdhfPYh4XCqxwVqF9NRbdavLFKvLTU5ufX1xRpevU2rkrrleJb/wX3h5E4VS467D1iWW1P3p/bzpxkDquiSnnxF6Kr0+HxNJ+WlNYN69MkgZDcUR69EgvS/p0Q56shhPh2B41yVSFU9Mcb+CYKBhtHM9zHM9xHJ8c5E12wVLAcYQDeA48dI5pHM3yPRs4RpFXjWwS2RgyfUgxyBaYRPS8Wm50QpAhDwIEykfo2wTjWZX51T4lEO2NlJeWzLQlry4JPdPnSKoEgEnANVXKvEnluq67XC6n00kpbdu5Xh1oSgcAwUUBrWV9LMNMvFZcXGy32zOZDIv7LHqUOCdpgqnAylscecnWDUXS8cqK/kcgl5Qnczqg57ZHVR3JIS8vz+v1SpKk+fsJgcmRT9Lp8kklrXcuLL7id/aZy0aMD1JLXOW5/ElZn5cHMo6auM8b1MfMaTqklkZTTngtzSeN7y2ddOtzOxg7RHP/v5ae4Iqsw51nJwpDmg/ylBA194QUozyZdXSMo/kg55VVcv2Y9yVj38ZSKe6YewXW3oe8sYOP4Q6OMA4aIxB0RSSaBpEXZZx716jDzZMWuhs/stNwFnklXBiMRkSXsXLs+P3E8JlxaiaTaW9vB+D3+wG0tbUZjUZZlo+tvUZ+fn5o0izTjm3R4nnUWYT2NQV5DgMXsxRUQUvD1490ON7SRLIps9aHP06Gms4RLYxOmFyC0VlrdG4YlOI+zZTnIKJsgBpOxY169vAp56mZ1r99pccegq/Jtf3hloavFjZcYBe+E7CWlOmJPC5JGV7b3rd0csERT/tgAfd/buhaUOXSKLvrsunY8a8yOXs2+t6Ol+ngARiQPUfcYzMai/f8FZcO5VfH43HZYhf0CM78mbr3ffb+XZouqF2b1NnfxBVPc1oa259mG183pTmLfR4LpAkhmHMdUx7jkn48/9XySx7t7Oo6QoOw2ddg90sLynrfzKI2014TehAA7Pl6vDuv9jxUzgSgrb6Xtq7Jei7MJgbSZYtZ7xZQGiuYFyc2yVXK8zEaG6Btb2qkhN/71uV694v8OSkYABiZchVWGgV+Z8xpNGoVtiiXUXlirXKbuZLZ/NatHAh/4Y852cqbbJzBzhntkK0gBH9ehEsfGY4Q483v4/p3Rz//uBc44JMAAD07lL318dP48B5MvwIcDzUDQtCxFoFmpIMFmbgtlejcrkVSen2CvxmWzWwSwC2g+1wdSUdUqXORQepo1cyFDrOhL8qn04LdqXO8pnMcz5lSgWpDfHpFnkLFeJYZKufZ933kmlQnu6ssFgsJd8R7PxRrlhzx9vhM0NLSout6NBoF4PV6c2/W1dUdQ/Kww+Gw2+1Wq1XnKQizWq2MsfEaLSsRmg4jC4ACBIlBojIiVjfcsavnL1elOzcVXfLLg4eT0jmy9G8DTUpEFwgMekI2SFzJ6EmwyPkeCSGkNrn5nyaOeuacSykdx/f46WBHTzSh6B/s8589tWD8PjD7c6CahzUibr9g8vgh288VDuj3MoOv9lJ54Aj6vZh2Od7/JTo/BCSc/iPsexk2zzjx8gPluAz8/hdMGrPC0+1222oWGNreEQk1CACl1ur5x19b9ZlxajKZXL169fDLjRs3AnC5XMfGqaIout1uy7yL7S2rY1nOL5olz7Te9lXSyVcHXcU8z/M83737ZokZjFc9pDkKBQ68mhDUOJ+NCdkop0SQDhfFfRljPBn059stRtU/GE3xux6Wm34FK4XRlSNgRXSmeXN3WLXaJ8kv/hyJwWieHGjb4a6c2zPYYybq5aLxn+3WZJY+8OUx53YOuRYQoUQWwIvb+iil/31ew9dOroCexev/5VjysmPbPlciWaZ7RYGfX0DE3t35NXOFzDpMG0pICXU325U+GMTExmfCqawgFCZmfwNut24qgDdEKUXxZQMnnRzeuTy0ax1HDLaKafZcDGnOuUjukH5b6Dr7oQGbLecBZtkUVWJ6OkrTcT0dpZmEno5RJUGdc9tWPKqo1VtQkx8PMXBM0dKZ/vTfflDMh5mmCJKRgza4fbeX5ZtlkYvHCCHEzKdpRnQ4LS4317mccxcJk5b00ukFjXu+HHirRWzgeH4ubeI8s2Kl55x33nmjmMsLrgIOpUMAudVuw3fIG/dg/rXoWIOejWzWjZ5M5pDV7nCVxTCGqyx4CSYXTC6ceTta3oF3J07/H0y7HP3bEWrHl5/NDTcAdcDHq9+Qtrxzso2cxvlBKZghnhbkWZdnSkrlWNiViHX7A3szEkWPgWcCx0yGNJ+N+5BKdW5pfuANQUtZaSSP2Xhqsmz8LQQD5n0LXes+iTDeicK6detySf4A9u7du3fvXgBVVVXHwKk8zwuCIEmSAA2AJEmCIIyzn7BvQFM1KlkZ0QBCeaOajgX9XgBlNzwfePvu9j9dWn3TS+D27yHuhWxBtDvF8gTKXLF+GMoRGxhr/0O+RyBika35nooxwnKfJnIPAUXVd/SEv/b45iP2gcnlQN32/M58q/zT8/+TCBWH6PfqZpvLcCT93kgksqf8JvLxUxFaubXFa+qIsbnfmRaL2Wyj96VmrirOu42AEAIelAMhAHGOSSgVFRXSOVeS51+LDcamC52wFtJzrigpOd6fdKKc+ve//721tfX2228/PFn0+eef37Jlyy9/+csRDTHGh8vlOlyI/3hRMk/++J8uRjKqai2t0Pr02aeemRO1j3TudPJpJltlR6GmaYqm6TrRNJOuyxp1MpEJRsGv+2Ny2Gq19obDNpuNvv+ruHNa+sKblUK7oMb4TJQoEe+ebT19W1XwLd3efBKGaAp+8De2gbmlPfaUqHKGK7jgo5kl803+1x+94+LSFEyuAwbxfmKGwba/BcRQpC6hZA0CP7vcDgAvfgtXPC70+N/2mr7IVuaxYCFLkKS7nXB5HW/itqGHfjgcNjX+U5/79bivSW37oKyoDDMvj9uKPEVF5YUOmo7pSlRPR0G9pNBjjG2hhTMj/fuC8aAU+4Dv3wwhQV2n0/fv6VEeGRSygp4E4ThChtSGeY5zlPHWfE4ycbI55ppBvGHOXpaMpW2VswjhlJ5G45nfnrJoMZGHXG0Vjy7zTv8KKZqOVAAATG5KaYlJlZ66ELzCLv3DoFwVfuMpc7K7asacOU1vKKqQKD1dNRiKi4tH9z8fxqY5eL3e9oGouXsfBn6DspPgDyXeegBNb1XNOQO158BRBhxUZTGMUasslvwE2/+Jve9g7R+gxDHtMsQHYD0QY3bqwYTaPyidYjWIIMhqetS7Ie0NZ0sWGgsnGSoMtbKcLNzevP4dPdZlzC9PxIOZWCZDZDE9MMnpF1z5sFan9IJEwsj8H8MzD6qAWCxRV3VCXI5r16596aWXbr755pqakaKy27Zte/LJJ2+44YajFeydSPLRBLFf89Kk8ioIXC6XLMvjFN0RWxFPvKLBxCXjHJhoMPHJGG8bug3cy35ialmz++ezqq/+o2nK2QDQvQFJHziqslwNLEXSh95NwJjVukPgePCfTc/Ug3FsfWAum132q9ebvrGoaoKEuqMnqqj07V0Ds8ucn6N+qGOHAIaxZ8+enT5m1YtSVOpua5JQHBvQ2a5dp5566qjjldaPFGqh4BhjChUIaIbyydDINovDGFpjXfLT3Y/eXWFI4JL7x4/vThAT4lSfz/fEE0/ceuuto1ZfnHvuuY899tgrr7zyla985fhP6NgwFClhDAt/mOr+mArtoc5dBcW1AHJGqt653mKzWSpmjTqlGWOaphFCdF03GAyyLPf29joLGqL9veFIVBAlTSO6buU4e3+yuV8xwF4cCPk0HnzpwoyvjdScHLvkZdN9M4POaZrkWNjX1Y6q19Kuix39SIXga0I6jHQY6dDQRibxKvt2WDntYP3CtKq/9s7y6aXbkQrCXvrq2xuLtZRgdUR1s8KzTGBQYULUUBTZ+pKuxGkmua9lL69mO7as0GNeO0fCnb209/lUlqbFWMKQ5UQDL5p42RDWbEndAEMRN9Bk5ZDx1PnCiVK0uuZfyJXN4wy2ot4t3W/f15DPkSX/c+AXWf8wlnxj2M3SsX699c37LMTrLZrJh9uNUNTSmYIlb5hQAbAFN7AXfghzPoYXnrrGMACT1X/1+75wvLD1xUJlb6B8URBylrl5jlmKJkWj0ZHsMo6JCWDjX8i/nzBnTRabC5k4elfDXc54B1c+Fb5GrPs/iGbUno3ac8AYimYc8A+PWmXRcAE++C0ufgjBVqz4GcJd+OvpEI0oPwUVJ6P8ZNQsETe9XFIzJQw7AGNqgOteV3HKxRV2gr4taNqGvq18a4TXy0wsnsiUiOYCqxLUS04zzZwjnLIodxBP706y8hHCFSD0EUIfwV5K+172TP3eUd3ho+KRRx6pra09nFABzJkz529/+9tjjz127733Hv+Bjg1CvNfQ+pZRJDJNgRBj04t6lgpldmDS6F/IJDRGsuE+MI6BZMN9GhNY5kBOk6lu8bQ7d7U/fKWtfb37wp9no76gZsrwUpJKPMGgbo9rYmV0zB7Unzd8Cn1gcnawqusb2oITsYM/PUxgTUkSA9bgTofFKCZ1m+Y3ODwstFNIjeGrf3Ae7z5L741SqAREJSIYZYQT5dEqBg9G/TLgbliKUH/+0V/GKJgQp65bt06SpGXLRuYI5GC3288888xVq1Z9hpzqokHv3ldyS5/MQI/BbE71bi495azhAfH2TURNW+rPGPXrueavkiTJspxTWCwrK8vQGU5/l0sbnDTp5NwwXdf9fn969xZTfr3qHwi5pomxVEyRC2RPS0uLrej0jp4B3sidz9bdmalaOyDf0jZX4rkLpzin5RFOSxM1SbIJTk0xJeb9SGDKSP3Crs629o4XKC9HH/72G9pPvqK+ood1A1EJoZTJZqRlJZnY/govW2LM7Ig1W2dcGOn0lue5yaQzOJOTs5cSyVRaWXOwF5Tr6Ei1tclmM1b+GoBp4Tec0ahPCdZ0PWv0b8a5d+HUb9tsDVuf+4H7rftROg8AlBgLKB5bzYG9xL0wOIREs50YM6qeSKWU0IZEZEs2NlOqWYzKReCErp1rd2YqjWoWBVMBQE2lgt3Vrknmc+538XJd/z+i0Yg646tyV5fD4TAuuornOcg2g8EwcpUzqonZtRbb/o4ND2PB9dnJV/h3bkwVLcS+FX7NaC6eyXq2uifbsPSPAOBvxr73sOYe+Jrwzyuw5KeYdTVW3z1m054lP8HquwGGC/4wNKlCHej+CF3rsfY+RAGpEusfdJ56KxID2PYUJWY8dRksKkrmwDMHS36Sv8Aeau8yJbrz+raAAtOWyuYyd8EBY1eOtFYqu3HKjVj5KzCCU27G+ocRbYVnyhi384TQ2dnZ3d394x//eKwBl1122W9+85tkMvlZiYZ6SICgg9Rdlu3fCRBP3Uy68yUPP7LX7DCcLGzkVJloKicSMJloOoGLjNTNqf7uCwNv/Kb7ocvSpDhMWZJpCWrgAAYolE9zR3qG/v8Gn7d+qEcLtb8xEfHDZFSYGKVmJYN4MqAONo7ih/jTXHz52eQTLwgkKBLKESYwjRBoAGeYmGn+tZdP1GlPiFO7u7srKyvH6aRYX1+/YsWKE3VOx4BQ5+50uN9ctxiA0rXP2bBoYOvK4dmVzWZZ3zaVSJbJo3NqDgeM3dw+xSKWzcRbN+C0IRk5XkuJWtJUWGX3b8zYnJyqWNMdmqXOGdnFdm1zcqkM8yaToTrBbFITUWJ+dVcAwJvbe74nvDZZHIRgYIKR8TJEQ0dk0YijEwIiWyzzrhenXvTrJz+8iuxdZAxqgqlw8snBba/LyDAiehpOLq2qRjoU2bCivqqsqb/13PRKSKXYthqZ2AHfstE57HP2iHZCJEJtWPJNSBY4bUVFRSUlJT09J7kiO51PfwHVS7LylHZWmtLTUncras9B/5qEVoCWrVXDNQlRL7Ix2Eqtqb4gcfF51VokFLKWfeylQuNf7cEbXSWTAuKMuC5xntmI9aJiUabxTZ/msMz61ny3O/7uHRFDvv20HxVFo7IsH9zMNR6Pj2xlP1zInzMxtzyBaA/W/hELv4Ofh0FI4KOP/MrHWWYNFl3gdDiCsXAoZTGykqH0x/wG5DcoZYu9Kx8mneuw4i946/9ASK6CaJTKxfpleO/nADmwSnVVwVWFWV8BwPZ8nPh4DWt5CesfB2PI6In6c9jsRWiYObwDoaPDYDAY82aj9Q0AqJitJxKHyCQNX9H1HwBAfPAI0gQTQ3d3N4D6+vqxBtTX11NKu7q6pkw5LvI+Zsizr6zceD+mn5Ja9zcQVExdiI5nMP2yscarvInqOmc2IZkBIZxsYsl0BqPEBYouuj22Z2X3Y39SmUuAzkAYYZQRnXExU/kneU0nEsemsbCjJ5pS6ft7fKfWuMf35X7e+qEOP2AVyidSihqPj593HU3rsSxPBJZlfJKzaVkWV7lI8jCNiz/NxdXPtQSpU6YhQq1cOkUFK5cmBIwZJTqyWdbosB5vO5phTIhTKaXjZMAD4Dju8A5inyZIzRLzppctxbWZVNzmyJONJrOoiw3n5j5NNK/ibcWyc//NqqaRiSOboOmYno5SJUqVBFUSlnikMBRlqkJVhWZTjmRWkYVYy9qOu07SMimqZaho7tPKoqpNp3FNgKLqIhGylOiaxlmtcdsiR9cW1eBqNs5NBQz7M9ZRfUQAACAASURBVN6RgvwQf/W/rlsoCXyzN7621f/+Hl9MVXGY+LVTyKanfPHd998Mqdar5s9oX9/ooimtuyMq1xRkOhTJbZz8FWt5eXzHm3J+TdOCH1R/fBc79ynSsAwAGDvgW06HkRraliNtlSPez8RgdNYYXX0oUkyTi707SfdbJXAnslZXzRS0vQUwJpm5kjnDJ8ZKZmc+XpcuPQ17XjGLSVp0ajr2Ud70pdXTpyeTyVgs5u3Y3rRnV5w4WPce2WRB49sqRDGvIpPJqK/dUjTlTNMp1wJIp9MjZtHokypnO57/ezxzFeJeLPg2zvzfA/9rQqSS6bGOrSVV09C1ypQcJLYK3bd3z3ZbQWl1zurtatyysyNqdJ2NaA8YkPCn2gOz9mwavXLx62+MdV95aqYQk5OUFWDv2wCw8HpadpLn0CyG/dmkBF+4ExgKJI/MJs1d0cV/Ai9j9S3jdLqdOHIzbpyJmcv+0HX9+I917MhduGQB6HjeAgCAuXSK2NbGM5UQxgE8VQWOWEpHjwfbpiw1zuqnm1bxhPKE8mAy0RROzJj+Y9J2jkFjIefLzWr6ls7QEX25gfgochmBxJgaGp80hmdKv5ApynMYPZ7x86413qRzQpaCgaiSnWQjOhGpeKjT5U9zcfVz7VGutNRjL59m6u4wcUTQmVGWOKaqPLGWjV2s/MlgQpxaUFCwfPlyTdPGEiltb2/Pz88/oSd29Gi4ALteSHF5nGiIbHuVitboe3/wyUmaSfb1D2QzGWOypf2OOXomTTlRF81UMHGigZeNnGjiJAMnmQSjxWWzcFIBJ1t4o5U3WNu2fWDoWmk+9xf2ulM5g4XjuPDGjdGmJjMNS94mLRNhFrdgdjrmLKudMiUSiZSFV6ebm1boVVl2yA+VyGgXPbB2UoE1o+tZjV2/uLqh2Hbrc9sPWaIi9bUvX1Oh7/1Da/HDl9cU2E2ab07lwDv9wY5SkuCteWr5EsaYoigdK/4sLrvb1rO5OynqegXX1MTzvCiKPM/zvFEQrbyhSsgXclmXub+HJNcxlgvulqTDwcG+9qBfy4+Etq9nqXDrvhYbdDCa5Jj72a+DteWMXbdeZhGNhtY3kF+FSA9aXmVGT5nWlp+159tcKCzHjBmC8eXmje/LsWCa8hDt5qwfLOVpesLzhe8Mm4AH6Gc/Rp9UDRfgvZ/hmS9j8W1Ye9/BhAqAMebLSOXp3kR7Si2aTeKJJDMZ+jeVd90f5Av77ZMLKycH1PyYynPOBgS6AYIpV8V3vB2UxqhsGyMZCsNZDJWV2PkHgGDxU2OOAYAKANCziPaibwOiPYj2Ito7tBFsxf99gKkXIe5F3XljHXHiKCgoANDe3j5WFlKuVi037DNDLmJtcILpR7zw+vr6lHevoWdNv6mA40gR60/VLh7HENd1nTe7VMWnM54QXQPPDK7PdnF/tFg0yf2zCyb/+IWdLrP0swsmn1IzXrDzaH25uWyNERoRn1lH8oNmShuXLC10Wo6Ud50wFsf0Fk3J6IzEskTIkASVYlLhgRF/mourn+tNG1wui8lk4pUIxxGBaWaiiGqC8AJPjJxyvL3bjhYT4tQFCxb8+c9/fu2110aVFQ0Gg+++++7ZZ599os9tCKtWrRrePuOMsZ23xTPR9rpYMS+jpKIZTigqUx1VKM4XZIs2+GeDpJZffoehpIE32jlBymW3HvHQlfaK4N/f1fp3ynMvzL2zP5WxCt41kACTzUEH3G63zWbr6+vTa86xB6Ldg6OkFLotcjCZ/d8Lp1w+pwQAfE0PVqz5XuucsCoBsJP0I563pwo1P/nL21+cf0V9ZUlnZ6fVXZJqi5sZbzMS8CqtnOtyuaS1v3Ut+GLp1OmuR7+Bm7fC5MolNquqmtvQNE3TNEVRctu5v4yxHLnmwPO8INh5k0usrbdVZFeuXBn12F2978fTqsIREWqk9Bz3nIW1J52Us24roj6pr5t8dD8qZqFAQOcHVE6XbFyBTRSCCKojm4Q2VcrY7aJu13sZQIxWLdqBimJk4mh9P8fNstF5xJ72iqJ4d64mihX2Cqx7GQ3fObgwnDEW3ru+ZGAFK5wGJWaNNNGaU5hcwFVU+Ep+QSN9kq+5rXtvY9eOZFrjd79LrEW8wyP3bROqF3H/vhMzauE8wgmMjsNt2aT/EMocZtB0BPZS2EthL4O9FKXzldqLvBkD6foIO/4FX2LEFR0z6uvr7Xb7M888c8cddxz+KaX02WefraioKCwsPPzT48eEZmUu3czgRG8HCA93OV65cZy+MSaTqWbOEkt0uSnWy3FciUmLzz19dFVqAEAsFktr0Jkhw3iV8ZTwGQ3jtL37HGJNy+Bv3m7SGfMnMr98synPKo9jdx6tLzfPLA31BAKwv0nzOL3ePm8oLS0N9BSbw3siGXMeichiyuioLCvbr/v4pzm4+vkB1WIwCLmiZwfidj5jJXpU1S0i5XhGacbBjen7HdKgICRCTZ1d3eAlxtjxT8wJcWptbe1pp5324IMPapp26aWXHnzIXbt2/e53v6OUXn311cdzHuNgPB4dgelXWtpWWSRkoLhO/rLb4ymoqEgFe12aTze4XNPPPNpDuyun9Mv5tOkDz0U/zb0jCILBYDAajTjtu/neff3Nm6RsV858d7lcIfEku/awiWQZG7k8NPLsw58eaMYLX9MiZfWTZ055rZMiFb4s+9pUIbTpyZ+sM/3gkTqTy+XatWuX/tHDXvv0Yq0nbspD9ZJEIsG8O/d1DVRe8xPX1vtx6vdhcmF/YvM40W4AjLFhuh0mWlVVc9uSJEWjUeKcKXHtoXTWzGXU7o3RmoZBn4/neUHI4/MLCotn8S6TsONfnEjxxd8PmZ7+ZrStQvsqtK1iphLFr6Xz69G/FQDSKYWzMaMLre8NO6KVeMSbFgjHgxfBiRBExsmeqga5oGo4GOzt6mlf95L5jF/gw3sBYEZVoq0NgNvtjoZDjS/c4RAhLr3VnV8grfhvgGDhLfF43OPJlRtW5/pGkfXrGxsbWdtKg9lmSnRl4oMJ+8zBuT8MPPYlx5f/IpTMxEEz6uBfaeSM0pRDifOgDdk2xJ2iGYEWSBaYC+CogmgY0XHM29HR3rvPvPElmD3wB4evaMxS94mB5/mvf/3rDzzwwN13333DDTe4XK7hjwYGBu67777du3f/+te/Pp5DjIMJzcrhdLPWuwAOM784ft+YIcz5Ov79OBjB3G+Nv/t4PJ7NZhlvpLpKQUBINpv9DxJS/qRziPbHazPD7RftRvkEauJ/0uADTaZomxlpwqhJjxqIpsda+UA5cDr+NAdXvxCEg7HscJIjXz6XfryBFjbQznYqW+GooINdnGfWWPsf1qBIUHlgcBCceAQNiolhovWpt99++2233fbggw8+9thjtbW1Npstm812dXUNDg6azeY777yzuPh4ZRKPB0PRb1s9Qs8pKmWOiuFAXWLPSmIrspRMO7Y9F01f3LfxjcRAm6WoBod4Lz2onpxqei/f7fZkO4FKp9PZGY3mG2QrnwU9ZHkIsMkFhxbvTrsca/84ffK06WdMxz01uPyx4LM33in86GfnTCoosAUCgdrGP3ZPO688usuYzoB5MedcSmnm2a+ZTv9lsZRE85v43taJXwUhJGehjvqp1+sNhUKEEOLf4RJZxD1f71wntbzJzZ17iMkr1mvdPgbCz64S29p4nhcEC19xqVBzBX8eb9iy3LhpleD7mOMoZ7TDYLc6p+QtuRS1B7TTvCv/3r7+NXP1QuhZaBnomUT3LihyFQhCbUiHEfOS9n1mmmdZ8UNQVefE1Js/UKi1Y4sL5pSvv+fMWTN6LTPbfI2ZdG+m/kqIJgQHEll2eFDWaDQ6Jp+U6tkV0Ym9eLK9a7nTfqp2zautT39DOuU7jobTwuFwZ2fnUE6sEkU6nAgOwJatEoOI9iLWi2gvlBgEGZIZohmSGZIJggnn/R5Vp0HYT727X4Z/D2Z96cCxD2UOQoh54x8tF9019BXjEUrdJ44rr7yyt7f35ZdfXr58eXV1dUFBAWNsYGCgs7OTMXb99dcfxXr0k8BwclZePZh2xL4xw7M4xQwcELfVTUg7kBMYVAIAHDtS5sfnCkdrdx5tTtPnrtfbUSLaujWksCxv1hkX1Q0pwmIawm2b8adHcPULUcGdisUOmK3AtGnTyOBirmeDIqYmSVmeF7SFi6dPH1PSeViDQiK6xWzO2anHPzEnyqlms/nBBx98880333333aamJlVVCSEej+eKK6740pe+9An5lyaOg/NEAh89nWdxWydNygXqYvvWc1S31B1jR6eCuRe3b34vuvNtS9H3cEjwDADYtClhn1fqeA91SyRJEkUxWXlOXpgRFWx/d24wEA4f98XCqazTNGRNDrfUAAhMk9NP/fAVel5tmdMjpvPza5r+caut5kzho+cM1z7LchIKjKmbnmh3nn7eyWfiifNxyYPH8WuNxHBtfsJ2aTKVLrA4g2ZnSd+D+TsfwtJfHjL0pqcYY7qpIOdqPtjktdcsqLRUsA/u0Rou1Snl975hm7yQMdbd3T0c2U0UzOXJq1LRZM5VwfM8CXewwD7u9NuGGk2kQnhwLk7/BTa/nKw5M5nRshnFxOvmzo0VXH9ady289Aakw564l+hRMhgb6vmqRGkm4dnKYLIOG7ssYMuEubTFTJI+I0jAWZ8pKRQTnUUvXFS0+IbUut9EWqb1xAzpeMxM/ebMAJGtMOcxwc1JBSisQtVpsJXCXoqONVj3fyMLe7TUAULFYYnKh9fCrvwlplySi9pSSk9sO9Nbb7311FNPffnll3fs2LFv3z4ADofjjDPOuPLKK6dO/bSzM0ZgWPFqUDWC6sY37mGTD1O8OgjDszjjsHGC6DlSDovFYgkEAoIg6FlGAMFo1RPhsUR2/h/AMXDkJ6qJ/0nD4XS4/EGr3dEdpHY+Y7Q4hGjElejHtS+kTZ5Af/+IymybzXbyZTfgL0+Hebbg4luE9Q/g8r+Pd4CudVjzDwg6x8nszR8RDlB5LLlurL43E8RRaBPyPH/JJZdccsklABRFkSTpM2x3PALM18xW/yVnGCY7m4pLSvHBPezsm/SiBrVvO1EilmnnH0FMYCwUzyyXot071pacM0qRfunJV+z7x53a3j3Cub9Bzv3rXrhMfP7fKB/ujEYIzMh+s0Y7894PfnRe/dULygF4Wz5uD6TNmSyKZlFeGkgpf+XOftnZUlBwSfjDv1l4vWXzv6mtgb79+6EzVZXGntCcC79NdjwDVzXKTz4RP9sQhpQdLZZcPksqlZIkabvpNuuHd+SlEvJF9450k4Z6c27Sg6tiANTU1CDv29j2FMD0y67VqhfmSHfY7RyLxXodJ0nr36B59XqklyQGspaa7I4PWSokmOz8E+fSb69tbWpqj9kdSdnknmQwGNS2lYmU0tHwxaVf+m7uKDJQefg1pCMHVDVC7W6lzRIMGSJ9EABNMfa948vKuhyAoQXv3GbiBFOqK0tLulLGDM+HaaFFVZ0JP/QoKidj0llD3EyIMmmZ972/Er0IeTUAEGhhGbun+twDnBDrR7gD5afgxW+w2mWa1aPteVNb8AMtHB7ys298tF9z+Nt2DbbvTmRR7YBVAjIUxquPc+oOY8GCBQsWLACQzWZzldYnZLfHD6/X264XmYORkGIGmIElEtl89PeP5VsbXrAmjTovCUfWDsymQFWoKghhANQk4Xh4d5/gy/jEcAy1NDmOvOLh9TPL7L+4aOpEOPKT08Q/xifqhJHUeZ9ujYUVlRoHNYsYySjMliqYpNkrulpbGxrG6Oy05CdouwsfP3vk7Pr+7VCiqJ5P/R2kqAEgaNuMwe3AVcdz2seo9zteM5PPAt6Wj9t7vea6xVo2E1JbJNecRPMHaNnqSiUkSaJ5swRBQOv7aHkX+QelEfqa4Zl1xDugaObSves2JMIBi3Nk+oBQPi+PS/SlpYpgG/Jq7HZ7n21SdXLnVcz2PHdWjlaNPP0St/bshd/57jW1P31511d3bfrzF8pJ52qzGuqvunL1oBSPx1OuxddnP4hazp+j9e/b/AoKJheWlMf8PZbSoSYJPVuX2wxSHgnjte/h52NWzR+OiUQNRxTmApBlefJJp3TyNybbVnMPXBJf/KtAIHAwg44ZeNhf7slPvoAHRlgk7e3tWWOB0bs+PcAUwc5naTqeUna+7mj6XSye8Jtr1ef/O6q7srw1se+jeHKOPrCLZlJB44KpBk97e/twGjPP8wLN8MlBMTXIxfuFRC8X6zsQ7LQWVVjLpaIyYq2GuQCWAlgKqcltyy9p9vuri/OkbY9i3X0Ak5Gx5JXm6VosK/dlLYaMD40voOtfQ9ws27yksj1tNb/+a+TXgxDqb42J7vTfvuHhQloyoiWDmuzUrKWqxaNFZJqwCN3bhN4uoed/hOKpgmeGxMEUaxHyT9H6P3DUzCsxSwaRB4DdyxHtyoV+TyDGj6l/+lBVNZVKkcpzMx+vAEGq4dx0Oq1p4/XQPiqkElGqU8qLjFIQooPXqR5XsujdgtJRuosMzwVf1pBIEq6z8wg5KZ8wZxybb5ZSwgihIJ99fvMEFUCPFQMD3oQu6RxHQVJUFqCndKF/0Nfc3Dxt2tixvPplwF2Idh5ZF+nkm7B7DYpnoLED865F9ya0b8aCG47ztI+OU5ubm9977729e/fG43GDwVBSUnLSSSctXbr0GPS1TyyG61Pjvh5XcaWlqIa1r+aqT0/sfg6S1Vq9EABsJdDSqDkT9lIAiHTDuwO2I3el4BqWFW9f373+5SnLrj/80/Lpp+xtbqpoeRcn3wTA5XLttMxy+qNXaG83i5NFqsxSmyU9ueeJW2pdLXcx9mG6YsFvb7pB4Kle+1h7dZyZQMBH2cmVdU6nI/nX89Nzf+4KbWOn/Sjw7O1J6oC1ONT0ITF4WDqW7dyEC+87ZJIfCcNx+OF3DqfDUUtcSkpKqqpuaf7LzqqGGY0vXhszzeYtskWCUQAAlqGc+2pgNINj7HJPQogcaNQNeSZC3GJEn3zKoGaJORwbtz9iWXpPkd2Yx8czjU1R1WuLdiK0nRZWRfr2Fbgc7kx3UWe7FunVYwNa1KvFfQplurlYNRVQc4FmyGem2ULNuYK9mLcVCaLE87xZEHLZW6IochyXqzWy2+3t7e35s250nvp9PPU97PsYBhdO+4ENMLWt6Vz/iuHMO/OmTtWSYc3fqg00+tta0mqQJmL6YK+u6zzTM9BjqazNwAmiRbByhkxU920OhopknuManwEnIH8SdVS55aQQ2BDoah6kNmLwW1TVpIVV+8mq2Y1Id0IXWcVI0Y9jht/vf+utt3bt2hUOhwkh+fn5s2fPvuCCC0Z4ET59BAIBv9+ftRclKUcZJLEw4vO53e7a2jHakw1zWNwLnsOr3x2fw3izC8EoIxwDA2M6IwBEdxVe/x6+u/7w8cNzIaKKikL4I/ZF+YQ5A0fvmz2q+tRPHEeMehwnSudL0W0GTiOMyJwmQlcZSbimj1NedQCXP37EIYyxROnpbNO/spInnkxjy78SZWccvxD3UXDqQw899OyzzwKQZdlqtfr9/j179rz33nvPPvvsPffcc/wtco4XDRdg1wsqtSRVTvvwH4prurGrUW3abMwknDWLKKXZScu8fB3ZvQnTK1C2EB++wMT6Q/x4Y2HSWdXa1auaNo/Kqe6FX9y57ceJPSss+zlVEA1VfFshFSaTUKGNaqloVDe4axeuFpYUdrzorFrw6uyKH6+4cqdf1/f/+3RG/tpdNCV6j+OsB7OrHiz931UfffSRzzbTvmd1ynMKC3QqVOTNFYGBltqvP3BUv4qqqul0+uB3DrcVRgSJD0bdtx9t/cU095LbtNV/5dwnxU3lYZ2KPKd716mh9oMtrZEGcXAUI4CtfygRgmi2WxPtEcorSmsiQyu5tqXff0TLKsnB9sRgbzbu57U0L5mMqZ5IzDvJoCdjtMhqNeUVo2wK7OcM1agcKjmWU2weju8OR3lzVUaUUlVVc0kAAHbs2AEg7bmis0uS9vWi//+YexJ6N2WFYv79BzPvDJQQvznPI+RVGZ0eq7PBys1W+xrNoo6apXFbXbHHU3qQW7Kjo6OnZY9ZYFh3HyhD0VmRSNhPbda2de4pZzUgEg8NNmYYaV2BluWYcQV8zeap552o+bJq1ao777wzm83mVgyU0tbW1nXr1j311FN33333OAkanwJIYkD2bjFEiMgRAIauf8tpypWPzQHDHNbcDF5A5anjc5jMUUI4Tk0TcAQQdUUHJ0sSqk/Hhkdw0sgWHcM5KQaeGgVYjtQX5RPnDABH45v9vGkNHugQddptkCx47wjx8uFHREg39QyGjIYj+AliQX+KGVRdpAxx3cCBKRD1bHJC0Q3LkfUSPB4POf+75O/LOkrP8ih7Qfz03BuOv/ffRDn1rbfeevbZZ+fPn3/dddc1NDTkbsRAIPD6668/+eSTv/71r++///7jPJXjRfFMtL3unHGutX2NHh+gUUldu1WP+3xMll784YDB1ae7O5N1puAA3/UUMbzKZ5RM6dJZ+/ZNmTr1iLmC0uSz83Zs7enpOTjNbAiFU0tM2a6OnqlqGqJRkiSuoEYfaONlC5dN9il5srVIC/dIvi3TPO7eC+8rq5lit9urd2z42HeICzelk+Wmi80r/zzt2keQex4l+8VkL9v7tixJRjWYCQ5yJ1908Fcm4tcNBAI+ny/3tM391yKRyHi2wqEQBKH66ns2LH9ZshSZsmGTwUBnX6MMtATaN3jFatrSkntIWSyW8Q1iXdeVv50rGBt0FnHJvEZKTDSdh4GCbKDKHOQeP1uyl0r2Mqe9VCvOl52lgvU0ZfPT02QNF94fj8dFj2f86CMhhOd5Smmu6/Xwb0IppZTmWFYURUIIx3ElJSXJZNLn8wllc6R9vaBJ9KwFo7qlyjBpsqOyrjtFLRaL3W7v7+jo6urieafBn9QoZym0cKmBg6tWcoc22/MsFgvO/7miZGIqnxHjptZHJ9/0T3hmAQh1dKTb282b78esr4Kq6N6QslUHAgGr1TqRf8E46OrquuOOOwoLC2+66aYFCxbkfL/JZPLDDz98+OGHf/rTnz799NN2+2eXlhL1QgmjaKYx4qeUwV6G4HYkvGMNH45eD7J8joiylj8yen0ouHSIJ7pANJWIBBCIznPIJII473e4qxhzvg7pkGT7bDbr9/tTqVRUExWFcD5fMpkcp0/OAc5Y+guAHJEzPml83rQGh+Pl+Me1mP4FhI8QLz/QP5UafKGYLB/BT5CV7DoL8IQAYIAGQilThROWgzZkSyz+8u6VH1YoHVj81U+vLw2Ap59+eubMmffee+/Byzq32/2tb30rPz//97//fWNj42eeZ4jpV5LW5SKYeMr1ZludFNlr3fMMl19XedGPkBgMb9xK2nu5jFenlKYTlPLRzqaWJ78Pa5oz2iSzUzS7BKtLshUI1nzJUSw6igV7CZHNANBwYUVXU8uW5WVl1x1+2NJZZ2zcuHHK3uVk2qUA9OJ5fVs3OmRR13kLiyMej2ucNuVK+0VfswM9PT2ZTEZPjVJFFw947fOvtJc2AGBRbyYZzUjlhlR/NGt0GR1KPMFwiM6cd8/69jXPm6UDnJrIMpz+parZpwPQNC2nBaiqajKZ1HXdZrPluu4cVXKZNPUi5/rl2wN2TyYGzYrVf0bcp5cvKioqqqioyGkT9vf3B4NBTdN4njfyOpIBPeFP+/qj/Su7V/uUiF8PtBlI1k+Mk7i420CkkgqY3Nj9ctxqEL/8ImoPSjfo7BQGBiwWiyX/fw4+jRw15mpqR0UuPWdYUkoURVEUrVarKIqj1hFZLJbdu3cXizPMPash67CXxRPN7r4mh2OppeT03lA6GAzGfd3Z3u12mWiykzIyuPPf4TRLBr2qqgr7fcter9fn84miSCnNGYuO7uXGaRfQohm5X3nIPJp9OdreBBhmX87M5hOS3/fss8+aTKaHHnroYJo3m83nnXdeXV3ddddd98Ybb1xzzTXHf6BjAyuZrXy8Li04ONHIUS0t2BXGs+Jx6wWLLjSvfSqsChzl5bX/TBQuG+cZreqMUQZh/y9JCKNU11goFHJd/CBevxlXHOIAHPJFZ7P+jEHmCBcOj7++PMAZT90ARynSR+CM/7/hwI295l4MrD/ijU0iXebmFy0yJxPd3L3SENw8XggJAMAJIqE6AUAgEuicON7EOTj+vfx2yCMrxUdgyCap/mrknY86YxyqrzkhYiwT4tS+vr7e3t5bbrll1Ou54IILHn/88Q0bNnyGnHpwfSoAzK5LJBLo3W0FLPWL4ayAs4Lr1Y0Zmy3VGE1mbJwiOIv5lOa56K6pU6v02EA23KfGBrWYLxvqUro/zsZDaiqipWMCYYLJJhptYjIS2flOrxjMK/AI9iLR4YGlEGY3APOcK4zrVw5uf7do2qUATCYTsRTasi1hQ5FB7QEhcuEcrmAoBlBWVubz+eaI3SvgHs4NBmBk2VraM3XZH3Iv82ed421cA20QkugUYrISlq1F7ulnHXzVqq89HQugakHupU4RH9gS6N7LuSpz/l6j0YiET/btcBgJxyHtR4ICOkXh0VlI8SlXx166LyFKVpsdYIj2xCIb8ki0VlwqRXuc0V5Ee1rau7t90TjN+qgkiDzjZI1Ijqo6R/lUQ9+90n+91687S/1+f+OajG9rpvxsbHgIcn6i9AwmGrCfMjVNSyQSPp8vGo1SSnVdpzSSSCQURUkmk4IgDBOkIAgmk0k4CEdbmCgIQlFRUdpxdmbvKpmj6Zk3hcNhXcpaEjvdb19bWVCuTb78nZ4Ql4kbi4f+d1ZA6tpTaNRUVc3lECQSiWhfa7Rlk0kAx4EDBlKhlAq9wplpbgbA83wgEAiHw2lzheqPuMSsoWQu4vHxzmzC2Lhx44UXXjjCbs6hurr6tNNO27Bhw2fIqfn5+aH6BabA0iOIVQAAIABJREFUJphEUCCwSa6bP17/VELMVfMsfe8YYeSgW7QEq5w7zjNUJhoB5Sgl4AhhHNUJOJukh0Ih06QLDNv+gfYPUH36wfuXZdlgMDCAIzji+vIAZ6z7ExJZzLv2RC2Gjg3Hprn/iaNkXoia7akIf6QbO9ux0d/XkbI64rrsj6bllJqMhd3dmzBr9GS9TCajahojPKVQOV5nRANTFGXMAwzHDj7aifIFMFrHjx0c0HwoPXOgvhJHjK9PDBPi1M7OTgAzZswY9VOO46ZMmZIb81lhVB3z6JZ7mdJvbjiEh7R0UuVscZ6XpXxwDMt/ioUreUuB0TNjVA00NRHWol416s2++7OCUF9zT7Aq0KUlw1oqIihBKRsRTA7R7LTS6L7G7fYVd4i2YubVYHLFFBmECxiqzFpESafZ2z+GsgwLboDRUVBQMK+u4uv/H3vfHSdVea//nH6m99nZndnGVpZeBAFjw4ai2FtuNDe5iSZqEtNjbspNfmnG3GhyU0zUmNhFYwsIKor03tkFlu1lZqf3mdN/f8wyLLANBUXj8+GPw+w7p8w57/s93/Y8B194klyUUjgARkL4tPravPlXFg0DwzCE3lEqtotn3eVoex5ZNVVz0XGJhLB5YjD/tkUzK7wtHo+TQjIrcCZdVaPdrtPpaJpWFOXwukgmk1J0E0RJseg5VVXjfa3ayPG345GNINHrCm+sNMmUEMoeXm4j06BgkZPu9mZ0/Q7uSai7CGWz2JhmDIeMDjcIUlZBk0hFB+x0hfngUvx3fzweF9p3VmbbmXyrGt0tr/qeMudOZd8/9ZUzstlsc3MzgIJp5Hm+rKys6AVSFEUQREVFxWkqNXc6nalzv5aT5MIvVl5eXlp5E/AzdK5j9y5t6n1HQLki5uxN52uaJkS6+f5mqnSy0WgsUPZ4PJ4kkoFcnPI1AdByUUKVJZXRybGmpiZBEFKpVCQSyefzkiQxU26B+5RVlGSz2VAoNNKsBDBlypTHH3/8VB3uPYCmad47Wdf/Nmb8BwDsfErxThqJeAQAYp3Y/hwYIzIDIAkYS7DjH6M0HXn4fIQS9KQEVUcCZjJHgynRCTU1Nc3NzZOu+j88fgW+trc4vkCXncvlZJUQFS2Xy+Xz+bFrUryzoUqQcjh1L0PvDWcsh0Ov7OAnXqYfa1hYMYZEVtRXh9Veo97DM1Q8nHXK+pGyUHwuQAEsRSgAQ6gkSamKYuZHroct5r8BTFyC7BgCUEc5H8zOglTDB8f5kE6nGYYZhXjTZrP19va+z1MZCeNhFj2exxxI9x1Ulahkb9BZhrzF5+J5lcyVn2O2GDWdJdm8Vqk+F/+vBN/uOC71UgRjtDFGm87bhNg+ev1jrRNmuudfYTKZCkUxopCX434pGeA3PZ1saz/cG2aoSHwgpaUQlQ1mLSpoTJbSM5SoK6tTWldR6/4XnumYeqM+El3AtVmll3bSjYTFe2FkaZrUe/mj1JThQB8RafXrbKXRQymRhESmjdXHzX+CIDjvFD6wJeFb6LDb+LZNsYomg8GgKEowGMxkMrIsc5Wz3Ac3mqtrGJsvFosZ1CQTOUD5Zh1zkbIwDANfoTuF0cPiY3JGp5Y2Wvh8OhKDzTN9oe7QOmbBFzD3Sqx/EOsfxNl3Kc4G8cD2nHOKwtsUFUomkvKH0XlIrL84/9DN/oGBShsTcTcYvBNpbw3dt5UeWEFfdDvTOKNgSj/E139TeVPBbU8NXTGrzkHVOcyUzoq3H+b71oW2HCJk0aokDXpXdf9r1aQbBhcMrkg0GpT0WZk08HaK06Nns1J3mXhwY1xXeejQIU3TCpO2pKTEZrOd2tMuvFOPki612Wyp02YDxjMrB9902Vtw8DUAWHCzWl47Wg1ItBOpPjRdgv6lAFB9zuhNR6yzhu/faiJECSRFqCYir0BhnTMIgqisrOwMh6um3og1D+DcbxbGF7lN+mnVwBJ2u53juFH85iK6yEqjvfTDLsIEzmQOB3ZsjV7CN5Pb8Taf6VVBMrYKPrCJ49ih+ldDobWtVoUMTzEGg1lIZfSERBvMWirBqCP6qcX8d1wzdPX0URt++6Hkv8dlU4uRrpFAUZQoiqMMeD94b/xq6QPvEAa7sfqo8dA0LR84IBFWSmckWGMsFlOdDQOhA9Fzf2p/oAZf3gLrCfVHQ9FwuWX9Q3RgdzB4lslkKmTvGIaB0QTUO0srUg/dqjeaa278aXTFi/zmVarKEDKppxRJbw5m1f15N+uu1fiZTGgP869f9wnGPtnuJbtMVNoZW9WnmFhKksOd2P53mEryjN2w668ls66y2626zQ/BVIoFtw6/HlnLlfAOOdTKBbYkJSURTIcHNqe3pvS8zqHXcXpjR96UN+sMLc+g+lydtbJ/+1s2TzndvirY/aJb7h20oELyGNr3irmwXA+zFxYfGB0AraNDffar4pzPYcMfuCmfPhjP0aKOpr3qof2KaZ503iSl9Z1wx9oByWRo3U6WTKJUiezdqmqE1e6ocBrbXddcMOdSxjCkkuL/ZgMEZo4opfkB4MSu3OGZ8JqW0NE9pWf9B7Jh7Ho6VX8+qVeADIItyKxxZCNTQoJKMErzy6TZLU6+iWh/x1I5ubS0tCg5LElSMBgcat7GRbk3FgozbpSJWSjaUhTldLS6jWdWjkfV5xjUnI8t/4StCsYS0AysFSBJVI3YxWupm6Nv2cZqio4USYAlFJ7hLTVnATAajdlsNjj5Dvc/FmDmbTC6MYTbRE/KJkZzu93DyPcOBwW0Qpwpvb+nkcPhJFGcQYJKpXOiMpYeqqZp+ZLpucAGWS3Jx/rJZDTvmT/8eE3te/zz1vrvhvdtVSlWVdOa0aqSDDRN5x4xMNu1e82eTet1ycCAbG5+7f+IdDgbWzudd9fPWTj6hZzaBPl4a5RUVd28efNIfx0YGDhF53PKkG7bTEq5gkp5AU6n05Tvi+hKrVarTqczmUzBYNA945Z866Pd839V8fgi3PgkRiZchrOOYI2OwJpk7tOZTGZogSsA2KrcZm7g8GZBEJAKkEKCtzrlNKErqdHRnNq93+mwkyztjaxhtH7p7FsPR0zR5j15Kayq1CG1NKvRFG3a359m89uZfKR/IGQU/J7eDT6jwshRItWPqA/iQQyUwOSB0Q2jByaPpmmCICiOGfmOLZKhRFdexxCmklqvr5xDtAPJbiT6y5I7iUyckLNoaQUBp0r5A4FJ7oaEuX7AML3kUw2w+GBwDVPzk5elVKCw6ff7E+7zjDteo2bdQ+15qiTWOaCY0iv+X5MtSXE6RmeiDCZhep2/u5OIH0QmDp0dfERd+EPvvOsGBgbKzGbGcOwL9cg9rGPjFHXij0d4bnDVqLkKO18CNDTelDZWa3V1GNJ6xHR2+gIB47qfZidfwfI83R9ITf+8zWYrMjCMV+HuPWH//v2JRGLYPxWoCs8IjO92a5qWrrxY2/5CVmVIlU5tfyFdcfEoa7TH4wnUzdS3LdM0E02odiqjrzmnyJPqdru7urpSFz1gevUe3PocAK1zffqdpzRaEQRjPppKvfSNtERpF90+Umy5aDNyCkWIWmosm/HvhuKD7acFj91kGItL0uVyRWtn6JMbubxiTR4w6kmudvqwcYL0o1fLl/9vbd6cCfXo8wMCqZTYXUw6kPJ4RmHXinS3plIJ0jFJ7unP53OkoykVHoj0tmIsmzqeWMX4MV6bKoriN7/5zVEGfLidcMdBlmW5dwdBs8aaucUPKysrRa21o/HyxunTC+udqqpmszlg/YZ1w8/3N3275Ll7UlwpYTj6+2oayi6+iysKWTct4be/0tnVkkwmi49OsX3FMmNJ+O0no90HXNMvibas1jfMCmxaaqpfQHRtoLRoRftTFdPP6510B18x0+v1MmvXSlFKCWySJVHSCB0FxVlrmTLNPnt2OBymn70zvOAn3vrpnSt/JJkrSVs5S2hMNkZH21lhK50Nsfkgk+pzila3UpGQGTMpuKUQAn0ZUXH6A7CTsPjgqIFnMmdwVSnvKL6Lpf79MkjZUEZ17G05qDrmzQzpGrr7ZFMyIke20QdepUmCJjH4j1D5uV9kPA3FHGebqhqC74LIY9KV2Pu8ZfY97rKyDk3z+Xy81YoiZeDvpoFSoQXg4HDeLZFIhKbpYeKTI0uWjo1T1Ik/SlduEUdWjTq0PQMQmPmTEVeNKTfo214HNEy54T0c6D3jwQcfPE17PpUY3+222+3+qllE91tE5SUgSaJ/paFq5iiNvJWVleylNxJPP9+WEFlSLTep6iU3eIcoxldWVrZks/UERR1YhsYrylJ7CKKLqL6gNd1r5ciy6jq19e2y7D7gpmH3X7QZKVY0G4jSsWzGvxuKjLCaqmnN/9L6NkCDdvFd8A5frKpFO7UDy8HZNEDLxeH04uDrWqkRqD1m3Opf9ppm1p51Rf+WLWZPlbnrYC90Vh3DZZJkyZxRyMII30xuzzreN5Xu7eEJhfRO5uIB0jtjxPMfZ6TqJDEumzpjxowf/OAHo48pKNidIUgeeJc3WiVn49DADtfxpoUSPbXTjiudt9vtPaZfmP91b7Pp3PaD+51lFEyD0zLbtWO6d2t98RFpWJTZvqrnwA5zPS/LcuHuFkvFjLNuZN55PLLvHcP0Jc4pFxn9b5uqqyJv/5zkdCibGppxJVwuAIFAYN++feFwOJvNaqZapPwMAd5ZmSVJmqZNJlPXyj+YqmY0nHuZLh9Efieu+74S6xEj3VJMlJW0mI7mU1ExFZe48j7GExHItKiV6dksaQcgkETU3NSnReEPyO2HZJ1L5uxyiiKZHBPN0iRBV87QR3tzkz8vd6+t23x/rOmz9IxbSuUc5H3HWymxF4bBVMcJibFb1PJar9fLsmxvb28ymSwvLx/0wy79BV78AgBc90gul4vH48fxXL9/HMPBq6qIHh69i/H94Kg5vOMZYHjbMGzN+QfgzTgcjjFnJYAzh5R7TESj0VwuZ2i8As2bCQKYeHk2mx2lkXfw7lz3k9Tfv8mRauV1vz2xv7CmpqZN/nr9qzei8Qpt+q3a1peR6Nc0aBq0WB80RZty87A7B6BpR/SOCuMLClOf+KlHUGSETWo9Qcar0/kKjLDVI9jUcPeh3nDSVFafVzpDlDWlq0v2HnJ0HaibPSSP0LUh0LLBecNjNE0XAvX8hHnk9p1c/BA/4WwTbxqDLMUzDV3rrKxCTLwKXWvhmTbK2NMUQBqXTfV6vUPf/s58ZFrXgeGNE+Ye8+nOJ0PG+hPd/EJZafzWR0MP3plWGTkQNMajjMEKKZ/KSxFtiI9VOZ8QklbpsMmySJblQg/D0VIxc5nFak13vZOccEGBgEI3c7Fv4kJsfTR11jVHBD5R+MqyZcuy2azXO1nd+reEzNgra2MhPxvc0/fqWm73P0wTZuv+fjHChwANz3+GMJdTJq9m9KJ6HvQeUu8ieSelqKXNbw6se92qM+oqJxEEoQH67s3KhAv6fLNUVeU4Toccp6TNPeu4rtX0hEkMp2NaHqX1Jk/L/W0RheLl8oN/De54uMdQLgtZ4sAeOOugcyCf0PKmoVZqlMSYz+dLJpPNzc0ulyuTyRBcE+gJAAFuYvvGjfPnzz+1dxZDuhjhmQb/ToAYvYvx1GBkT2vYmvMPwJvR6XSXXHLJ2OM+OhiswyyZr9u1jCQIY+18LZUa+52g4XJQ3wOpDsvvyrKsu7y2d+IXfW/9uEsu3yPV63rTYcmZBaj+UFarn9485KX5WBT7v2M5RfT3EMvvH9r//QmKjLAc8abB16S3uAqMsCONd02/pLxltb6ytrvtsHvCJKO3xhLf75528dAx+b9dk751Ta3TCaCkpMTn85FkBbtzu12J6hvOtimKx+MZ7Zys5Yhud864CtAgpgdpaEfAaQogvUcO/RMRjUaH7ZP7UJDq2K7LBI0Tjwmj57u2i2WfHqlO0mq1eiadE960ysAwMsHynJ7JD3A0SWaOTRVXfUrf2qzmEgrJi6J4XCDCPOuG3BsPJhIJURS1mquwZxmgoeaqQcdFSBUKa4lEr2PgUDiYiPRtpCRCJ4eVHU9KsCXSekLoIcoW6uvP7aYN0or/Vm55vsCoRx8LnqZNDOM895a21U8tvu3zaLgcAPp34ZWXMXsG4h2IdUn+LjHSLcf7pWQwT3AyVypFD0i0Tzn/oUJ11ebDByaW2xkh1rp+2UC01bN3DekKQBER60wrDH42rdpGweSBsWTwn8mDc+6FwYVkP4xukIMPj9lsnjRp0ubNm3t6erxeLzHn+wBCe/cW+BBO1tSNSQ5FEIShfKrx4OOgFTRdijX3a3Pv/BC9sRNrzs8cxGIxq9X6EZIUHcS0T4M6mRtqKoNhxJZrq9WanXVb9JlrIlP/O0WYSSWkaJBlWSCIFGWOGEckjyViXYZ8n3HCJbq+Lr1eZ/Q1aftWksmek7qUjzkar8DepQRJEASJvUvRcMUoYzVNQ8V87fAqDdAoTjv8FiqOrVF64uq+C//gLa8o/G8wbmEwQNMwaQmAXC43StyiUF+S88xF23pAg2fOuHqlTjXer03NZDJvvfXW8uXLaZr+wx/+cErO6X0iFwtyyc6ssdzorjj6qZxPZfJk7UXH1xYNAembZdSvZ4SIWDIj0r2tRCeD1qPs2HB85XxdT1u0Z49jykXJZPI4r9c0+6aetx72pPbKRo/BwiCzF4qiBmWp7UXrlo6kpsgmn2wslfWeiGBKUnadySRoNKs3ESSZzWZpTtGriaorv6c3GKh1/8ucdxtVVVVg1Bv2hPcu+0tjmRU7n0T5XDxxDQJ7wVvw1o9grYStkqmax8y4BdZKWMtxcDl2PAFDKaLtWvA1acHXJUnS6/U9PT1lZVOpmVbB1uFvXqpP5anqs+m8KM74fKKkJOrkWSHGCFEmHyYzA+jfifQA0gNIBZAOgrccLZgylpQI5pxExzrCjpIymTLY7SaSJN+DqRudHAqA2Pyv8NqXM1WXIB1IbX/HVHNT9o3fOG/9xcke6GMMRVE2bty4bNmyjRs3rlq16kOXuDhZlFafJEk9yYAcrS63rKzs8Nzvyhue5rzT+NAmUlQpKDyv49xTRntEi3XIFAuDc8w65H9HlE5D26uaqmnpIHKxQWLkEeBv3dXRftiYi+dUa3/nIV7JpBOHrO7ywWTcut9GLFP1dQuKTZvF/lGa0AxWh2EsfubBWLHejd51AIHSRlMm88ET0b9Hm6pp2s6dO5ctW/buu+8KguByuW688X1pzp1CpJrfok1ufcWMY0zRpj/HaRdnMI3Rq+SZpovtYntX9ZIleTkN7/HheNEzK5R+TBpoDbkaU5EBOaBlE1FbRz63aUBO+OWEX1FUafNjOdME3mGVK86TOTtslbS5JGoppfWWopfp6+6WOzsNBkNxvQuFQo6DzzTcdJ/L54OmYcfv8aNh+AuLyGQy8V3L6m77Hyy/B385H+fci21/w51rhx99RIINX9tDrP4F+9iF7C3PGkp8NE2LolgIp8jsJWhfbTj0rDL7iyrLgqLyjC2pGSSiRKIkwkjQXrqgu07TNMuyjJxi8lEmHyUyAaQHEOnnIzGnEg+05nVS3EKmU7QLdh3clkEf90i5ckF8baTrKjoHxU+OOgf5BJZ+NpzyBetutVgs6a6lNKFFVI9mne185Qd133x2tDv774HOzs7ly5evXLmy0Ii5cOHCj1A+tYjReCHeKybMX7J97RupTJZQ9UmVFwnJqqkp0iJJ0mhfa7wCe5cObo/lh/2bYsoNGHgWPZsx9fjqvOOQDHTnc1nWXK4KGUlRSHN5Np5IBLsAoHeb0rIseM7vJ5YOk2TRkwI1jse4srKSZVmCIFDzA2AwC/PBZy1P+tkNBALLly9//fXXA4EAgNra2q9+9avTpk37cONLQwOG/Xs2kjmGNU8a2u2rNr+SsE1xj9p3r2lannflJA20gcunQyLJsA4tE5ba1sixHjnWJyf6OjoSbaKLCSXEd18AzQYoTgSjeG1Mwzy6ykNbywwtK9Pbl/IXf99eVVUgzxt2UUskEkajseg0q6qa792t89S6GuYAwLrf4px7R7/k9jXPuR1Wvnw6vLNxeBVa38AF9432hWI/w/nfQ+NiPHYp5n/FMfeOvr6+QuukteGcSPO/RNAGLWMwGGw229CkYEHpRRTFAuNuOp2WJFmSdJLkJlkP62FDVChujatms4miKIqSoWjxIEwkTPKga9u9GenAoI+bHoCxBKaSgo8LUyG87IHRDc6ATBS9W1MwAiCltJhLKaZybH8cb/4QNzxOBHVce7skScYpl/M8K5O6nlwuV/IpPPtp3PzU6D/axxWFcNGyZctaWloA6PX6//mf/1mwYMGHxfb+3nCa6jALIEkSnsn9O7fmDQZBgwoEJSrVvjdi1QEj6+6VTkPbqwADKQ91DD/s3w3F6jxBpdKptGIeqzrP3YCWfTD7EDoIaDB7kUgSBUHrvy/uvXmNzz181YKVzJLjyAWcIVmY8dpUQRDefffdZcuW7dy5kyCI2bNnf/GLX3z11Vfdbvf06SP3dH5QKAYMNQ2B7jZaE5l9a2zusmLAMB1oJ6ffMmzgV5ZlORWSoz18pIVJdMiMWRMEmpBimlnfsjzVJ7bbdbTJSZvctKXBWp7xprYZpFSYsbpshrgAI61OPPuimtnnD+6usmb/1ie8fDabzY5SC22324dmDePRMBfc3fS5Jwf/vO43+PrBUa43HA5r+192XfFtANjxD9irEGkbQ4N3aJWNZwru3Y/Xv41/XOW9+ZlD29ckDq41cQQMZe3ZMvfG57LOA87zbhjat1egCRx2jVYURRRFQRDS6XRhu6ADk0oJEuOSnT7WNJMupxmGYVm2wNnLMAzSA0gNIB0Y3Ai3onMt0kH0h2WJ8He36RhSJRlVURMyg1d+mrXZ2LMfYBKIBnoDgYDNZuN5XhYJipJ4ns+by3pZ2vfKXVjyBwD5nt3+VQ8Pfc07vi3qg8Rpk7bWNG3Hjh3Lly8vhItqa2vvvvvuYDD4zjvvXHjhhe9z5x88TrYOs/gmPSCwLEkxY2mMS/0tskqksjlF0xMakc9l8xKd7toJfHbY8cXu5NzGV4ioPzVrySf9qUMxpD9V8sy9Zsz+VCbRoajIde3Ia9aMzKhdOxTwfKoLT9+UuPzPJKt7/0pNZwLGZVO3bNnywx/+MJPJVFdX33nnnZdcckkhj7hixYrTfHrjRTFgmE2GrexBgXVahd5CwFCWZcW/b0DU5WyN+YG2QMcmKd4nJwfkZFBOh5R0lM4O0AxNG51WY8kkq4v2VVMHW2hV6NB5DLJw9jdfGlqIJK16XOPTRkT1OqvON50TJKJjHZMZwsvImzmjrX/dU8Hqa4vcUidO9cCBzX1rXtYxACAqRCQa4TlHqHWHbc5CbH0EU28GN6KgtCzL4d1vkLzJPvEcvPHfuOjHmHL9e/nVFt2P9nfxQB3juKV1IFdaUQ0agk5ulwnJH3R0H6g7a1wMVhRF6XS6QhakENwuXClJkj6fr6ysrGBlJUnKZrOFDUmSGIZhWRPN2xjTVLbyqK2N7tkTefUX5VSIpRmwekQOc+DK3FWVZQ6x6xkpGW4fYNx53hRSFIJVKUoEx2qkna6Tqhp2x/R1L35Vf/UDxSr/4kmOXuX/fjC24t7pkbaORqN33HFHIBCw2+1LlixZtGhRbW0tgCeffHLM756ZONk6zK6urj179uh0umBWR8tMYt++bDY7ffr0+vrhf1gjkdFTEk2AhEYTGs+xkiqaiOxI+y92J6e2PG0mldKZl37SnzoUxfvVTmZ8Pq95VDVGAAMdBxMSJVKsCiKr0BJJZBWqt3kTFtT2cfWNJwRphYHW7nde0jGIKrquDa/SLJeVNOdFN4wu+/ihY1w2tUAe29TUdPfdd3/w3A7jYRYtVhNkI7EkZVM4t5jqFTu7Ul3foXMhKri3T7Zh+XcoB2hzic5SRlvLaN9M2lZB2cphKS8w8B1F6j+RCZf8/dY9ZAMb3APf7OMPpHeY0l0Jx5fNSszfvuW4sgWh6sKDu7cbfVJbW1vBMz5R7mCQ8sPXBCAYjrAEIUryIOXHuv/F594c5Qfp7+83tDxDzrsbiV7sfwn37h/nLzkMJpyH+/pLHv1iDRNQLXPt5fUAIt0HqP0vuhvOOqk9DetkFHpYh2WKliSpaGvz+bwsy6lUyu/3Z7PZbMmsvo6VlLWEigYosjRfMtVBDigHXmen3RCcfIc70G3Y+y9j7bkQs5CympiNdh8wpsC3d8iJ2IZDacv2swXKGBb04qHNtMFG6UxQ1ZykyowJ4UMwesCfMglGDFG3KH5y/O0+PdLW2Ww2EAg4HI577rnn3HPPHZdQ86nDuGblaUYkEkmlUiRJyhqpqURRsWCk8eazP2N47WE9R8WzBE1CR4gaJVnOHlG3p2gzokbaVlo3CoPPJxgPcpxL1npVSqfJUElSpVhZkvKi3D/lLg/Pn5gjI+I9ZD5CumcQ/UHSUkLyZqJzh5bo/lBOfvwYl02dPXv2dddd9+abb375y1/2er2XXXbZpZdeWjpcMvl0YFwzNtYJRo81v7Yxpnw2zgv9JM351J4JjZNhmZ9ftilbcr590fc8JyqKDwtTKUyltpIKQq6Lrvmr/dYhNrVwoLSfozRs+xvyvTLpk8LtQ1+dDGd9mti+3mMzDMSzRqMRR/rEFUUp8K8CEF2TSKwnTK48aSS7W0rqZ8Xbt5PeGdi7FBXzYRkxr55KpbTe7RLBlzWdi1f+C4t+Na4rGhXMwvvKtD+pBx4VjV9wNsy37f97l3c6s/XPmPzI+HcyHidjFJeut7dXr9efd955iqL0PPeWYsrK+f0yZ1R4mzjnBtVmOySkQ3veNDX/JZfL+LO0Mc9Tntk0TZOpfiEQMF75i9KqKgB1QM/TX98c1kfScjbbp7A2UpAs6bY4bM5Nz9XtakM6AEWC0Z3XlfrJUkJvh84OvR16h6azl1U3cPaT55oMAAAgAElEQVRynExxQLE6cehFHbNABFvAW/HMLag4G4qE3q1w1CB06H36qS6X6wtf+MLrr7/+4x//2GQyLVy4cNGiRU1NTe9nn+PHh2VHh6Ko3caQKk1qY2q3JfwdWeghZAhNUVU1K4hpGON97cBY/aYEBea0yCL9W4FlaZKAJudB6AlN1eQ8SVCMe2I+nx/W+2cbLvTteNlYPznWsqZ80lyWJFKhjVzdh//gjY5x2VSPx/O1r33trrvuWrNmzfLly//2t7899thjU6dODYVCZwh9kjjQFs4qGVUHa1082mZnZYE0lFbMw7zbAaSfvYuYv2SULprhMenaikP7ug7stucT4Ae7WrVoZzonaDBAlShN7BcNBJlN9B/GrCF3mub0Ol7Y+7K+4eqOjg6apjOZjCAI+XyeJMlCoW8qlRLsjfmOrRna7nQ6iWDzIOXHut/i2r+OclJ9fX3lLX/rn/pZXWAbhAQaF5/cRY2EydeYY3vT/Vt6BjrM6SQ77abEgUfQswXlc07N/gEMCdYVP8lmszU1NRzH+Xy+wrPEdK6uS7wLjx18GaBhzh1omAegp6en5Io7DIavZ/oOmd78g3LoaaXfI5V/Sjn8Dq1zJVf8olVLs0qGllK8lNRH9JLoctMJPtovE2xKJjleIusvw1WfBQAph3TQv+3N9u2rDGQXlFYoEhQpLargk9VqGwyuoy25x5Qre2AsGUnCKJFImM1mIhdDrA9iGwIrkOxHqj/fu88fiROKiMi7qFoA0apFxDL/fu792VSO42677bbbbrtt9+7dy5YtW7Fixcsvv1xRUWE2n0ov/CMBnlQpeuw0Z7SvLaEweRgE0LJGaTKRBxPta/sAzvATAECyHwABEAAG36yJbHzA5xuZmeEjWHd9EnW/DMMsXLhw4cKFoVCoUPrb398fCoUEQbj44ovnz5//AUefhiJsntiTfcdU0qD2t6VUo2ytTga6HLq6OgB7X0gRZsJcdtI2dfK1FW//7GDpTfLGP9MXfKfwWdk5txB7niHqr8KWv0JI+KuuMMb3qZVzj/sqX9aY7d3vOvs/LRYLQRDpdHoojxKAQCDg5wxSMOy0KKz3HLSugMWHgX0we1EyYs4vGAza811JAfam8/DcYlz/6Mld0eiYeqOx7R0+uilja8rn84edl5S/9t+2L7+B8aQMx4disK7wX1VVA4GA0Wi8/PLLjw56+kZccB/O/dagdk3DIgA9PT1ms7nA18FNmGK/4894+FOYfzt6t0DfjnOvUzmTRBlFSidTepHg8e7rfMvWkK4aUl5PKdCbgtGUc9tz4Y7H6doL2ImX0r6ZICkDMsbGY5t2Fnwe5/3HYGVysRM32oau9UgHByuqCBI6BzgTGB1ICmlOy5ABSTMoyZ68YtaxJG+C0wKvG+YylEzyexa3r/yzgYhD70JGg29xunMbTNNPFe3TtGnTpk2b9rWvfe3tt99etmzZvn37AHz5y1++5JJLLrjgglHE4D42MDMyxmFT8xojqwRNsZpGqIBCMrKM3KnjvfkEoyPHOlX4VZAqCEUjSIKUQSq8fRQK38G6a4JA0j9m/+sZgvfyPLlcrttvv734grx69ep333135syZDz300Ck/v/GfUvnEWfrI3ixiZkI2R4MWW7k7sgVtArY/njTXcQxz0n0FOhtZOtnjmNC1/i81R2wqx3FVi76CXU9BnwUIV+jlwPwfsXZ7PB4/6rLHOnVKOprLahv/RBbMkKAWpZUFQQi1bAitfVpN5AwlE5RcIte2fpDyI/AGbvz6SKdTEMGu3/vn5oZbGjtfg+8suE9NoO9Yxlqe5Iwm/0bb3JsOb91tXP6wbeaSZDLZ09MzWspwfCgG6wBks9lcLmcyDSHw7NuBRy7Mz/umv/x6orMTF/4ZADo7A4FATU3N8bbh/O9hxxOAhsW/RcMiEuCA4g22BjP+tj0WxPNQsjKnOKqI5IHOsiW2GjcV2KMu/aUmpIKmKZkUY8zqGZtXp9PR6f68xuY9Z0mSxBjdoFiQFOLdOPQ6pDykLKQsxCwUGRoBXgVBgKRBsXFVfyCnL2UzOULj2Ww0p4bzNE3GK/R5Qs5DzBKH9huIrNHuQT6BbBa0qk267JS3jer1+sWLFy9evLi7u3vZsmUrV678zW9+89BDD61ateqj2KI6HmhJf/7wuhxPIpNGLo99y/N5VSsZsbiPtfuY/gBNkaSqkYRGQ6EpRuf8JEv6AUEgOFkjRU3TVMgkqQKySmj0WEH1KTcg8Dza3j5RneLMxHt/RyMIYvr06dOnT7/33ntXrVrV2dl56s7qpMEwjLNhnnHdW9GZ12eSMbJnNeucIER7smvWCB07aNVheP1u7PXCUQdnHRy1cNSNq1Bl0nXVnTu2G6bV7H8Jk46IfTZegXd/iUX3Y+V9ei1HairP85FIpGhThfbN3b29kmLIdvZyvAFALp1w+rZk62eFmteKW59wKf2TZt8uxXS8Xo+tjwxSfgTaHayEinmFnZzoGvb39zdapUQqY6o/h/zHWfh2x6n69YZhrN31jLfn7/6Fd1leuF6ec10gEMhms0MbakcnNBkFiqKkUqmCXrrFYilExWVZprf9FVv+gsYr/XWfHlryE+1sVlW1pKTE5XIds6Mii8VwHUQulyvaMEcf3oN0AFVzEWpJNk1rOPs8SZJck+dxHKck/PS25YFEN7PrcdFUnmfNlkxHlnFEXvsxlAEpE2MokjXaaRJMNsD6ptN2E6O3MEYrvf8lXHhfscLI7/f3bNuW53rDR9sAtHw0FC+zN5sIpxZx7vhrXKvrZBrIQI+oGWzeWj7ena0odZ42veGKioovfelLd9xxx6ZNm5YtW3aajnImwIm4WYnyjhnI9IBm4Cg3de1wkMMr3wFIpVISOErOKmA0kLKmyhoRj4/GrPIJTiEMpEQRJDQFBDRA1UiaIo2MOtL4Y+p+A3Fa2ZyVNn1M6n5Hh16vv/LKK9//fk4BptxgO/yOUYU09WpBV5Gx2QJGJtD6xdS8+1xGkiCTTKqH2/82m3iEix+iaBaOOjhq4aw9slF3/A4nX2t+4/tM088ia//mmDREQLvgJOlscNS5t90fqJgPIJfLFTKFhNFJqLLOaM3nBV3ZVOQTUmJ3fzRJ/f3zLoRNC7+B+st0gsAWTGaR8qPvWe9F/1U8wnHVpLlcLhKJlO57BZM+6977CM77zvG1yu8Dw/RKV34XO/7h2/GrQxNunLj/0YrKm7q6ugrnYDQaeZ5X1eNnwujxYU3TotFoqLMl076NYkk9ofE0lASUrJow0Ycf+wd0Vi6Y5q7/VSocZhhGr9eTJBkKhRwOh6qqw9vvkVU5aZrmvZN1/W/jrM+g5V+IHFRIRncwO5FPdW4d0IkBe64zE5UkutzIpkBHRDEQykl8LuUt0VXWNaLyHKnsLNFQJsuy9Pdr8zP+S7ZWS5IkBQ4o+bUM1ch0dJAkGQwG7XZ7RUWFoigmk0lVVUmSBEGQZUUxlMRjLe37VkV9d2RUNq2mLWSehpROpfKe+fFg0Ol0HqePdGpBkuT8+fNPh4bBmYPK8z/NNj9HzJyDzBroTJgxS02/6/3ULSN+Qc4RmkwS0DRC1UCSgKqQuU9s6gcEkXeoCGoEQWhEIZ+qqZrAjsjDc0zdb9lU0uj8+NT9fmTgnU3sfIoFwdbOU1OpkpKSyo6nZR1MVbWVlZWFJS8tCAWCAi0b4/JBNutnAz1c6yY23s7GDtGO6qOObMHWls8td+i7DqqOwD54Jg8eqOgkDezVN15M7ltKzbg1FosVbCrbsLB887NGo9CVi7omn59441dmOl+S2D1h8d2ovaiwg+PNWLAFymE0Hc3AH1dNGovFygya2h2UzdWGbf+Db4zGCHFqMPM2SmdzvftIoPUQblrMcZzRaNQ0LZPJZDKZWCwGgGXZgvNKkuRILSUulysejycSCbvdbiEy/fmkaKkx8YwCACAj+1z7H2288V559wvC9b8WeF4UxUQikclkGIYxm816vb5A8zQMiiwW+QSS/YWCoMJGWcxPROKE5MfGH4JiYXOq6uGyPa/C01jVeGWv4WbJ7tOiwfTa5zU5jkwQgNnl7Zct/orJlW4CbauYNfczuRi8s+DxYctPcONTMFdg833a4rtzPl8gEOjq6rJarclksvfgrljr1qBKSCpoAiwFEhoVzJS4TbX3PGY2m9e89nTr4bdtExfoe9cQch6ljVws9nGNx36QOJKIeQS6HIxGHHwEl38VIyfnuFyY0CSS0AhoBDQAJFQufvqn0icAAEiSpBGkBkKDpmkaRREiGFmWRxp/TN3vtE99rOp+z3wcZTWb+w0ASKUK/xWblyuOpsLqfBydjapBkFVx1h2i6fqCoU2n05HuA6wQo4MhtnsbnXqNSvdVar2V/TubxTnKK/dQ53xl0NbS/KCTFD6MNb9yd78QmHh1UpRLS0sHHbUp12P3IzbOkHj52w4iKUxcojv/c6OFLEYlI4xGo1arFVuXJmuv9+35CxbdP/5f5n0xCk280qm3tz75Laz/AybeBoAgCKPRWHBVnU4ny7LRaLSnp4fjuHg8TtN08SVAluVCFpYgCKvVWijt89cvYPducpVWwugGgO5NJjXiuPZ+yB20zkRPv9oAJJNJWZaNRqMsy8fwvqYHBg3nENs5uE0yMJfBXAZTGcxlKJvBNV5RZSqDuRSPXQoQuPvdwZ3seQ5bH/WJLw7U/Yescvp8gJhwLppfBQhUzCk9vLqq7Lx9pilVl95uNBqVdCTZurHv0A6554D88JckUidlM1IJQ/m36HS6CRMmsCzLsqzcuVFUoq76syx6VtU0Je6Pt7zjrDhfd9E9uVwutf6R9IFmqXx+SGQl0zy3y8Hmch+KXMbHE4VEDAjIAnIx1F82ylgDC1pTaJYj8yoFTaMYSs4b9Dze+fnwvJ7FFSOfgH8PXv7yGARYp40w64PByZYiFsdHFX1PMGEYi8eKoihA00CBAAFS1QiCoscQeGi8AnuXuqkkRVDY+9zHre73TMYQwoHBPqcC40k62EWec4ehsNAfS2dDArqNf9QJPZgwqDzT0dER5O2K2SMq9QlJKmT+gha9e919dN1ZG1uereNeYVOdXLyNNVhoZw2cdXDUgaD0DReSW/7En31PNBodrLgpnYYDRhNjMksZ5Cnh0AroRJjvhO2IWR06/aQsDq0EQaJ0xonTr8CNYKdyqVQgqTI2OYCmJeP/Zd4vo1DlAu9//HHnw3fkwhlNP8QHFdXSC2511NUVrjeXy6VSqVQqlU6neZ6nKEoQBABer7fYtJpMJs1m84WXXE60rsS8n2LD7xFfqy7+mremAb+7Fvf1QxGR9COwF31dUFN0NopcBLkYkgnIPbAQg4azYDsnXHB0e4TmFuCE+PDUmzD1JgzsL9n2qH/9m/1quY9itfO+LSuKkoknJZZl69xm865duwiCsNvtkYw1QDWZ6qx0YCctJKHIwQ3PTjp3ydS55wNIJBIDAwNE+ZzSAyvM5Q2wVVE7n2AizQab23b+l7xeL564GmUztVt+zB44wHGcoigEQbAsy3HciTq+n+CkUZhEvA3dG0FQKJ+Ll+4cxYZVTpobD76kJ9ICaeagWIlUjkHlnOvQ8gAmXQP3xGH2X1gxdu+F3o6qBWMQYJ0ewqwPDGOzl4wwPqnywXhaFwiMPl7KxBVVo1mOECWNJFSKV2SlsFCMiNJpaHu17MIvAOrHue73DMTwhAM9m1MyS1TMGXxKxqKzkSQpl8sVgnIFjj1Zlr0TGmrCTa76qq3JC0iPO3vxz2KCIMb61UQvmwmwHa2cwLKH3zCBDvbsjdgrHDXVUD2QTZhyE7HlrwCw4CswVCG2Bf+4Es56nPUF1F96zPTb8xwmXonA3mOmX6wT258DR0YysPFApDlPuvXNS+n/PDmSh6JuMGxVABBtH103+EToK6eXTb0gvXeZecodoAbbpdQ9L5ZRRwlrdDqdVYvnu5YZOTIvQwOcNFKCSpfcCtQASKfT0Wi0trYW5SXY9yBevQ62KnBxpDbjj9+H0Y1f1yCfhLlUo2rTokMz28Bb4aoGb02rrDZ5JqonnNSFD+JYLXGxAKZUPuu7outmrHmyfcsKm8VMu+uo0AGm5lMMw1itVrfbnUwmE4mEnUzHOt9mGALxzpTCpM11Ojmp2/zbVNczgfrP8N5JVVVVfdtXtIkgVvwMnBGsEflMmivRDq/CP76NW5ei5gKms9Plcg0lhUilUh9i49nHB8VJ1L0BUDHtxtFtGBlpVTQokqCqmkKojJqNqyYifAg3/B3PfwZ3bTn+C8UVg9HB4oN70ugEWPnay/1v/oVQPHDUAED4kCZYyiZc+lHRMRibvWSE8RyhGHhWP5YWGxtvZwneoCYVkjNAIFUBGmmQxspnT7kBbW8D2se/7vcjgK2PpAwVLDBoU4t0NqXTwFvQvvo4OptwOBwKhQrSK6qqFuKZTqezbso1rsMrzQ1XErt+6r3smwCACaqqFtZnQRCyu18UWlcHE0pON00IpbLRXf5Q1CQO0ApDk6DatqSZNq2+AZ9+AdFObHsEy76OOV+AqsAzFfYJWP4tfHY5/vXVodNVi3amo4Fs1XyBUERGFIW9YTHXVGpA6dST/h0ar8DepcqM/ySNDuI99U1X3/zL/QdWVWz5CfGV7bCWo38XOp7GlGuOGRTtRKoP5ZfwAKQsxAz612PfC4i8k4n0h8KRarWj0PQNMQPeCjmHinnIp+GdiYU/gqkUBieAMkEgjg1AqapadpKCTQUJnQKGbrNHQNO0Tqdzz7lev+mBiHuaPtuJTK+453l5YG26ql4tmay6J4Pgt2zbFglmrSWVhHUeRRBGg36gM076Lme91opN3+cgAmRZNkmQFkIH1CwAb8ahFarcVtbcgfv8hVeQ0yq38m+Nos1zNsDgGNPmOd0eG72dJ0RGVTlCtdCiSmQJvRWuBky6Fqt/gfO/d/x3zv8eVh+R5h12wBD4/f52z2LDuicG35U3PZUuuRz9/Sfbcvah4ch7fF4GR4PAMU2Ao2Bcj3KwWZQVQlM0ktEUTSUJgqQ1SSZzoRF3e0yPHzBjLN2bMwMfAZv6nplF04c38eUXK5o22FMcbIGQAFR0rofRCYJANjr0rZYgCIZhBEEoVDNZLJZBqrNJ1+KVuyo/+4OOlibnweVouBwASZI8zxdaLXHRnej6p8dBtzqturrFHouF6+tTFEUMd0rJAVnIctmQcvCNwLaHuWQ7ay3l7HX0/lcQOognrkHdpTjn6ydO17KGmcSGB7tC1iaHngzsUy36fDBUd9XvjrnCceZvSqfJB/8ZeP03kFI+M4mZJx0/yffsVi3lW4Oq+8FFKJ2O6GHN4is7uIrTGYrZTa13IB2PaTtehJACawBjSOdljaCy0A1YZ06Y3QBzGfa/jI2/x7RbcGAZ8imAxIHXcMfaoSd8UkTqxTebAgrs/KIokiRZNJ88z5vN5sL20O9ms9lMJsNPu7bk0DtpmSBmfIYyT2CoOC93kW3LyLU/IXhLFTUrjzzDcpaKmZDz6e7dqixa+9dUhvag6lMwONG9kXPWVsU6cNYX0LEG+V7o8pDSuOdQ8UAnK7fykcCZwPcLHLF5FAuaH9PmMc4qF5M2EFKHJBtIwcNkTLQssnZZlunzv4s/no2mq4+PABfytZks/Htgwej5WoIgDNWzjX2v490fwT0RckSrmvVRKkY78lp8uCdW7TAZOBr7ViLRBYwgw37EBgdkc/nBt/UDO0axwYm3futwuZKBmB6iQjJ6UqY0SaUIV+WIy9EwPX4fhYnzEbCp73HG5mKpdJpqXMQX0wOFt9q6S9HyGjgzIh0gqeJbraqqsd5DqcOb3QZCUpCXIIYBUUWJCRSD+stKEztayxbkNvxV13D5MIe7+o/6J68z7/5ronR6VVXVkWbKWYU9F1osRFHMCkI83CmEOpREL8tP5dpWsrtWcqTKEjLLmBn/7iMlx3Vc/LCO55qYXlfjdcjtCsf8E40Sm/Mfc9Bx5G9EUQy2bMwmjW67RVEd+zKSYf0TziVjiLMOQkgj2YeU37/hlWA0lVXNORVcdytUKR3rxdLvVJc5jlQGectmzSScdYR/Jz51P6Q8tjysNnzGNv1yfzhcU1MDAG/8AD1bYKtE9adQOgUAtjwCc9k4E07isSjYTk3ThtpOk8lUUJQ7iYXMO5ve+ZQVBBoWkKmUpazeXnkkxBQ5zL31qima0fevSYQPkfmYgVY1exV31oW4eIiPfvgtvP4drH0AjA7xXvhm49yfDz3CycqtfCRwJvD9Akds3uQbwfLY8cToNi/cfSik2UU1oQKSSsYUXRyW6kzI7/eXl5fjhsfx/O24a3Nx/GANTuOXQu1/yiclzP2K1tExNn3YlBvi7/6FF/fxcz5zqq7yA4K9CtkoerciaQQZgJpCLg7LyE7qERuM5nUwlcA9YUQbnOgNdjZXWuaK4biJFPpVi8tAMkIsAc6t+ofbNXDG6KGeLD4CNvU9Yv/LaU3POOv0+sEClnw+72/8ErH1L8gbEZPhuUyThbInb+VueTwYiYfDYWTCSj4dM1XpOCqfFRM0I0cOamk/AEy6hj7wiqvh3p7Xn60Ptw7TyeqoxaRrSjq2RA+8Hi0rc7vdxb+QJMlx3NF56PUCCzRNE0VRaD5f3PViVlLipbNExiz393KHV7Cpv7CJdom1NqdNNVw489qvcdZ/dXe+7Cnx2Y7LzYxD8CS45rGDzb2ljpL+YDdAaJbyloG84/HP1N3+48EFKBNC0l+wnUj2HbMNwOyFqZTQvAZKdFTWDXQddJT6wNu07l1k4yIs/hYihxFpReSw1rVN8/sRbcM/74TZg9ABMT7Q3/LGxPoJyNRj88NouAKfX4k/nzN4wht+D99ZCB887oSLvuZx3ic7BHq9vmA7xygaHBUj1YoPvada+dn5tIXrfoP3TSNZXmlfnXdP047N0aL2ItyzHb+bAVsVrvhfvP3/Rl/ZP8EpRpFRa1QnFUDO3pjQtkkgFZAS6DBsGU1Hlk4pcHHzrkZMuhqrf4nzv1sYf6QGZ0JM0YmQCK463daGMenDvLNDyhM2QeG9szBSG9gZCWGgrVtx6UKZCOujoONDA1nF6Qy3j+SnarbKdCqltW+TVDITDTLZSDqd1iwVJ45MvPUbftYtvGmmevh+FaqqaSpBq6qqgiAnXX2aL+uDxsfWpkq7n1ftNaIoFlPuXV1de0KsLsKAKkNeRbg3y3sm5AT9j2Yy9QvZ2ouMviZv5xZrXQNMpbpYLBPqLdErzikXAcCka/Hi5ysveXCn56KaTQ9Tix8Y5pAX/Vj/QJ21q62v/tKhNnVYFFj6uBnXYP3PAAJXPgNA07SCOyuK4q7170QOb8sNbFWYSmxYnVPskf5c7sEltT4365zAlNTBUZc3lvsbv0S89mtc/BOoKt78tTbxzjJBKNpvbdm3stHwRKugL/XApoOcg6qY0/05YyVeuhOKCFmAzgadDWIGjB6sHowejB72Wlz9F3iPqM13dsK8kvZvMPB0OBwyc1HNUIL9L2H/72CtQPk8OGr9rvPaOdpQkUDvVkCTZ3yrJ6GdXW2E1IpX7oHVh3UPYPuj0Nnx3Gcw+3Py1kclR5N41r1SODzUfBaEVAu202g0siw7qGF+qjFSrfjQMS6XKxqN6o3nonc7oKHpPE5fMnzJ7qU/w44nsO2xMVf2T3CKMSqj1lD09/dHCYegxAUVCihC5VOkpbe3d/bs2YFAoKqqCud/D3+Yi0lXw9UIoKD4SxCESLAUYyiwaY7STymKYigUymazScKmWTxqMJjJZD5CBd7EhE+RG94gNZGIdZCWRhIKwXDaEWa3E1GW2kOwYSIV15G1bi3tTPtVVilL7wPOPWZcPhnct7riu7+0CAJxoIlsf1vOsdVyF89Drp39wYuHnm58bG1qqrdFN/sruWIytUjgrgAkA6NTsNYOpGTCxE30TTP0rLD3/YuSTGJOr9v8EHgrYfRlggnazNHpfqAWBIGmJeaet5na80Kv3+IZ1qYCWPLH0hU/Dm59IllbO155kCHNHgRBFHK06XTa4vZZ9/zV6GSQ9fthcFis0qyvyYwQJBJitEfqWc9lng9HYwOiwURk6Ge/Q6W6aVVKD2TQ/Gq1jQIIdG/cL5TVE7n+rMb3BkWd22iygKR0vOiZu6iZvKmJ68eqn+Kq3yNyGGt/A2tBCE+DlEHfdvRuOmpTMVjUbj3nC7GuvZHu3cnqRZJvglJZzW79E9O1h629VsiSfMtLRp5EbL+skgOqsYpVydxE9cCL4t27JdooiqIY7ZVCbeLqX4t7d5Gzf8ps+RPrnMXIcjHlyTAMcTI6a+8H4wnJ0jTN87zOMROt/wKAihlKOn1M12wR417ZP8Gpx8iMWkNBCElCylJqjgRPQqVkgSQZUkwZjcbC4mAymXDD41j6WXx5E4Bwx97QzlUiT6QVRhZAbHsxnlednDwSAVa4fW/vtrdMLBETKCESy258ISlojpHHn2lgWdY340Jjx/JUJupL7zQYlVTNhaMEujlHeRUdBG/Rx8RSt60s0YZcAo7jRWYSb/2an3lzIVY373M/x888GYmYxbQbORL/+bPTfE0fAj6mNrVvR1rlyepzhvZaEQTBySmepRRCjqWzostJ6/O2momTFi4kiB/iwLKy5z5H2GoIVYXLg561KXaihxKOdoxMug77lpbP+3lP1Q2ezQ9j7h3DHLfuYv3OJyyHtvQ2b2s6+8JxnappGBna/v5+58b/Fznr8+hYATEnc17PjIvSZrPTpq+0kki6kCwVoqVSTyATijFZUY5150ErhC6fznZn/UJfhlDlLsVTziY7mIqYwWxChq25NKZxnt4VmHozWXNBY3n5/paWSd/9Lyz9LPIJyDnUXAiLDwDi3fDvhvmEWoApN6B1pQ0aFtxkNNeXlJR4PB7R/RMp0JJd/UAkpgZydNA3nXBfoUGzmU3B5rfFZNYV9GkAACAASURBVCizZCkbyTCMyLIsa/cZSqpZE83ufZbseRpXfAXjVLT9kHByVRLjW9k/wanHcJPoRBi1jJ4Q9FZnNhpnSFVvdUrJlInIAfB4PN3d3SaTCe6JaFpSiAATyQAnxXjvtJw/QpEq7yjn2neRmYGR9u8iEuVUWF85V0kGzCa9pXKC5fAmN/1RCv8O6sBoGrIRGM1j9INOvhZv/RicEQDiPeBtYAzH111r2sDG56t+tPfoJ/Puwsrl4AyY9/nTcAEfPj5km1qoAtA0ze12D+2Ler/YuzRFmiwn6rtlgpos9pZdbDAYHXZHNps1mUyDjlHjFdyPBqp+WQmbFwYRZkJwVAiRLrbYMdJ0FV74rGvxn3srzo1v+Ll1WJsK4Oo/Vf6ycfv6x4UZC05aCQeApka6WkwrvyFUnI2dT0DHB3KUmzhA7OhFOg2DCocOZi/MpZzZq7eXGuMxI6eqEPyyXnM0KpKq1s1Rd/+2p+Z2j4mUE13qwACZDlNagtjxdzO0PpFm+v5RtvePpINrMrr3rSuZXFGBVABSHjufwGdegaMGjy2CqfSYxp5ji9rVabWJWMxkMmUyGVEURc4jXvDz/M63qB3/NOV6Mfl6juOYzf9HMGL5Tf83YcIJfaVTrsK7P/lIuHQnVyUxvpX9zIeiKH6/P5/P22y2o6pBH31QnonkwWba6tPFggxU2uqlUi2kuwEAx3F6vT4Wi9lsNpz/PfxhDiZdA0spxAwirSqgqSrChyBlYRzxLjMNFzp3vGysbEweWGO12ZwV9anetUzNSfSC/3/23jtMrrM8H75Pn9532vaq1WpVLMmSbEm25d4wuMVgcIAAAUIgmJDwA8IHoRNCCwQMoTqAwdjY2HKXZHXJsmRJq9Vqe53dnZ0+c6ae9n5/zGq0u9omW44t4fvy5Wv26LR557zneZ92328KLL8bE7+Hzobldy68843fwOMfBcqQj0NO4s6Z2s+J5//DsOaeaSX3V38Bzz8NuYCr/+283vebBW+kTe3s7Ny9e7emaRRFEUIuvfTSNWvWnJczZzpeMPiXZrPZmXnN+LAoeFm9xeUrB5DNZmce+Y4fY+930PMsjGWeyN5jNR+ZRuC+7Hbd0Z+bBzuDWcb2v7dPvkNntK/wRuPlH7Tu2hr4+X315adTKTP2kbIz2fVOfyaZSFCtWlbGDJ58FNbVIUudzWcQLE7Ya6ByqKiaVqe+/dfI74cmR2pvt/K00WxNH3vS33Gg8K6HttQ3Fp/j/v7+np4eKtZZGDyoKDKxOEeyVFqLFyY6hPio0yAePOludSi8eyUfbsNvbsUNX8NEe3FuaJpWKBRkWRYEwWazqaoqb/hHWVFoRbFarUajUdM0g8Fgs9l4nheEW4ICa+p5DDv+Ce4WkJy26m/mrCF6y6V7syIcDj/zzDOZTIZhGFVVa2trr7vuutdSC/bmgc1ms/rqzKluiVE5ljWnujVvbUlOyufzdXZ22u12ALj7N/jTe0nZfXkIuUxaIYxE2Fw2nYcwWbQ4F5pvwYk/EVDABaOhPRPla4GHkE9jwRqr0CmcehJEBQBNAa3h5OOw100t4w/t/33Nv+w8s3+p98+/YmGuxwsTb5hNDYfDO3furKmpufrqqxmGOXDgwKFDh5xO53noOsinxGRUv+4GaUoyFQAhJJ9J5mxLzIKQy+UAzEK7WizNf8+f8bs7LVqElDWn0+kzmdFld+Rf/K6aMQya1tGhTt6zEgBp/7O//qQw5bFIwBJThCMDhVBqFJoCTSX5VOvEJywmw6Tt1ORJZtrif64lJaa98a3f9Nk8OPRtctujgb6Iw+GQ9XoZAEE6O7PfWaq8PLLtd6mmW+OGWpfLlel7MZtVpZt+sL62vvTFy8vLaZqmqGaMPgaOwt3f0TTNYrGMj487LQziw5UTvXu7+vmCpZCjkFap33yPYhqw7UXb8Q69o8rorePMLp7na2trS2W3s6Y8CSFpcz1ReWz6AtIh9G5Lm2rnbNB+LS7dBc6q+maGoijPPPMMx3H33nuv1Wrt6enZvn37Sy+9dHHo22ip8XQ0qEnxrCqwAEkmMllOS03aSJqmXS5XKBRyu91wL8XS26wTYUHgKVKgKY6iKYqogsBbm+f1O4uxU9CQM5AvDC69EkqV8HnCp2uv0s6uhJ+OxPFnO452UsKqmGY8nnYPWevJ0VOt9uctV03OxMTO/zYsvY43TSrP5AMnxgcHqWW3x9SeEfNavaHy7JfnRYA3zKa2tbXRNL1ly5bi23/jxo0DAwPHjh07Dza194W0pjdXrjcy09TQXFzBROfThrJSOGuaIHYJV30Wh/4H1ipK01z5gfFx3xmb2nzL+EP/EmaaxIqGvsEeO1OBdDAtcoiItQd/UupF6RjKd+UdefAnYppRpwfoVFYgVN3GDbdOGlGddeZFAQC5Z7+YK8j+zt/h3yYwNLJkiXNqodPZmbxI+44R+JiBfrbGLQeOItwdNK6/FJhkogAwNXr54YcAyDpXscLW6XR29vebzT6huoZnRzs7OyubV9FdW6FKsDdkZMYU7teN7c7tm1AhaTa/5qiAqwZl9ZS3ifM0U+xM9Y/J1CP/LnRtBYCN79QqG16PBu3SzCxtuShn5huC3t7eTCZzyy23FBXgGxsbh4aG2tvbL7300ouATNGFlJ1K6dyV6sQoSxNLWSUXDznpVGkHt9vd0dHhcrlomsaWzyW/9jZRvwy5EVmDJCs5gRfNjUVFplkxaZPqb8vvfzwbHRMvue2C4P0poVQ9EGQkT5nL7PfPz7FwPMK8InoNusqkGutWfDpUZsQROYTSoiO097c1//DH0v7j9kv70w8ZiVMkupCuQdAM6awR5lUXCMvUYvGG2dRAIODz+UoZR4qiqqqqTp06Jcvyq5m9U3wXuW+3yvDyru+aNn4IOFOEVp04EDXk7ctXLVmypLhF07Tys0nvSgWcSs4b3X9KX73ExZbspWzw5TOE735qQuP5578Oms7xZUrfi6j0wOyDdwUsPqo3Zt72axcthXO0reVq9O8iKseueica1p+5SudTeO7z05ytXHyMafK7TPjkifHxcYvFsiClWdmpByvW/GOmbatbfBl6XVTg65atKX4jVVXPZkiQZZllU0Vfk+O41tbWcDjMsmxFRUUmkxFF0aPTUbKGVL+2/jZ3c3OxXlFKhqWJTinUWwgPpI89VYj9TE4FOYONt/sFZxXvrObdDbyniXfV1NTUoKYGbd8BKFzxv+f8IwJYhJDOOMr6IwXjqQPgDAAgZdJRGarjIpuZbwgCgUDxeShtqa6u7unpGR8fr6qape/wwoLR39DC/NpkYgaiYT0te416URw2eqYV5fp8vvHx8eIk0le0Uie6JSJplEMlipRN0bmTpnEbMLvXftomNSZf+r0Tqnv1DRcE708JpfX3IJOpcJlsC1ESxnSVaeipVFyl6LzeS8R4mujj/OTDkzzwG33VSt5x5rGhEkNGvWA6/EOBMhqHt+vEIaLz08kAcFHN3TfGphYbv2bYDJvNRghJpVKvpixiCqNQ+vhTJu+l6dCAJzsMrC7tQk79JaR5qgf+QsZPrxwJyHUfQ/ky5OLTspu+lRAnMHbU1vOIfLIrdyyvt5YVK4MithWhVNjAFnK2FWPBAwa9JVF5naulpfGyKV1cYwdQcal+dAfDWILHnveSEIRK9O1AreUM89nAHqSDWH7X5J/RnkQkKDihf9+jExMTLMsuPAh7v881beFMDp9dZ8gOj1NeW/OmAs8Hg0FJkor6JzMYEs7uVLFarYlEYseOHbFYzG6397tvsFstVNsfEqf2lUSzeWsZby1D07S+byncJwW7C6EeKdyf7topxcekfJazenhbOe+9hrdXCt37ee8SwXLOP+WCQjpUfMioY01yBDXXoW8HFJkIDJ0amXqSc1WtegtFJBIJs9k8lYWqmG5MJpNv3E2dP8QGwRmQjYDTU3oHshFwuhm8P3a7PRKJFAoFQRBGxifiEm/mOVmjaIrNsrZUVhnqbZ+Lcbtkk8IGylu3qmIhm/R64zXpPC4CqVQqzzvpQlgjupykKIpSEFyp1KTfP7Hnf2vu+8G0A2KDULKT9MA6K9IUpMx83IcXJt4YmypJEoAZ/KvFP8+W/tm8eeaI79mzZ8aWvLV+PJShDj0LkGC+TJ9RkimpxjFtBToczo7m9R6KD6azkLKQs+lYGGPvr9WGwOmn6YjVXgmLH8kAu/3L1tX3hVZeX316elDGA0LfV80tV+eHOlXOpLN5JzmBZ8BWiZDOb+TDotwve1k5jZ7nMPJTEBXVl2Ppbbj84zjyK9RfjWV34NSTOPnEmOZs/vgzkUiEEHKa2vAMCCHTCIayovTCz0e2/Ghkz2NVvtrxqOgVQkLNGjaf93g89fX1iyfns9lsHo8nGAwC8JRXJxIJZ9MW4dROmr59nqP4snq+rN6EKYW7ck4KdkmhbinUK42fyLQ/LcXHCrSBs/p4h19wVvNldYKngXM3TQ1Nn40FhXSkysvD5KlsOoODf8KKe3DsoYzO7fKvn3qSRalW/Z/lZS+cBLAkSTN+ncXPSsw2Md9cqL8Kh/4MJQ/aQDgTVBG8ATUzv4jX6w0Gg9XV1WrlRiq4A0QCRQEUKIZiVFK9aeELUTRY/cK7vc54rTqPCyE9MShlRYaiFVBSIa+BzmfEbGgIQOLwIwann/dNv1Bx/JtvxYGdEINYcgt69509/hc63kT9qcXEw9n1L4uZqOPdR/tVjzGWhN4xJlssqXyywI9t/VqtjUZqDOI4UmOjUrMOhWw8BLMHFh80NZdpV268HyvWgZ3jLb/zm57g9nHfquqpS057LVTJqCbSYPKxAFxrZz+2/hrq1JNuCs7ltwyk6A5W9TdwlalXMHwAPdtAMwDw2EcghrDti0Hicm+4O5FISJJUVlaWyWSmqqkUxVWKdEJF19Py8vf5mz8ttj/u8zhV/5qmpZfzPAe9GcC5sd0CAGiatlqtsiwTQkwmUzJfAUaHtoexfv3CB5fA6fnKVXzlqmkb0xPyRJc00VMI90ltRzOxgJwM5k2VnNUvOCp4VxXvquM9jbzNJwjCmZ+++RaceCRSdzsT6RSGdmnmchz8CdpykDKQMpExKpzWckTJwSEd3U3RVdkcz2z7ld3+KY7jBEEoVlEtrFr1f6V2eUEngF/LrHwzovkWDDyNZBbpPCw61M9Sl2s2myORSCaTSUXGRE2ngs5rnEoxyBcyqj4ZHjtf9/J6R1Neu87j/CiIMQ3QWB1RKAJaY3lNUvNiDEBo74M1b59N5r35FozvB0WQi2HixAVZF70Q3hibWnxoZix+i3/O78TMhcmnB/k8b7DqCKPmbDxHV65DbT0sfph92PnNoQMhuawlLg2TLKHKWtD9XMK+xlXgGucyqAA2f9r99L921n1QUZQiew4hpGAsz411kaabC8lUIniMREdIQ8PUg4oRbGJ2grIBAFfGssnaZSsnTKZ+3Yolm7/hdZgTXXvbD+xQ+3cqWx+Vqz8W6X5ZyC11Hjvm8XhEUSyKkRXDtsVOlWk55vE2xI9DT4cZX0KorLPZChRVUGZjrF0cCCH5fN5qtYqiWOyaSJWtJYOPnet5ZoHJw5k8XP0V09qEIz3yRFch1COFOqTup7OxUUnVCsZK1ubnHRUROEM5YSyY9sR/DosnU5DjZqdWMDGOKoPLojeapdAzsqDkNc6InIvJqYoaJQZddkJ59MO5m79fJHcMhUKiKObzeY7j9Hr9jIjIJNxLkRjGqa3Q2wEgG4M4BlfzefjW01EqzShRarxpSzN0Ol0+n5+6pTgrL46YeaFQGJbtepELKSyvabkMm5NtLkk6e0+v1zs2NpaDXia0rNEyaEIIp9ESobM4b0NxrhrgrwbNt+DEn+BbAd+q89/bY6/W4l0qo9ekvEpTYPSEpGGvTpx43iCwfO2GGbtPjn84EzUvHfb7uMChXNns439B442xqSzLms3mGRV08XicpunFUvqdjeZbMPB0NjzI8IYcZTS3XINlN5a6OcWePZpxk8lXr+s5GhFFW+zXrN4kuGoWcOnWfZB/+tOmZFck0ur1elEkgK1bbjj4PNweRm8p0Hkh3u1yTRPLbW1tpSiKpmlUfggAEayFQqG5uZll2Wg0euTIEUmSMpnMeNJlMm1iUiP5rlOMtTEzMOB2u1taWhYm53vmX2DyDfNL9Q3LN1VUvHYRsUlWW4PB4XDE43GDwUDTtFHz4I/34Z5XWWo0H1yNnKuRmxoWyqcQ7ZEnuuIj3R3dRyOJjFWKB/K8KkZoY5Wi8pTZJ3mWhVUhvv2/BwrOjN2j5wtStFujNLpyuaoIBnR7U7vwq1X4wAtoWK3T6QKBgCAIiqLE43Gz2TzLbYROQWdFcgScHgyHVAC8eYafuqiM1EKhXYqijK03mvqexBX/gkIafU+SZTe+OSXA7HZ7d3d3aQUJoDhJJ7s2L3AUi1rpms1UXxtFa3TNKpx2xGdAr9cLgkBlIwxNGAq0CpqiGBosiE6as+73VdzPOWmAvxr4VqLvibFDWx1LIrrcee7tsQhgaIqRkhQEigJTSDI0a9XRod2/rLnmH87e/8z493RQoU66ZhPmGP8LGm9Y7LdY5ZtOp4uPlKIow8PDFRUVr7673LcSfU/otXQ4R8VULXP0WW1wr+p1s/YKzuYfjtD6+iZJUXKGcikfTQheazqwqNM23eAe/EuwfmPRprJiQNf7lF4QcOyXlM4Ty0OLj7AT7WhoAFDMd6qqWldXJ8uyJJUV/3Q6nfl8nud5h8OxefPmZDK5fft2lmVdNRvYw20pSsfWrbESotPpFjao7Y8iNT66/I6wbe2qJUvOC/nUJKutXg9Ar9ePjY253e64/5Py7nv+j/ondBbFszKouVXH5Wb78PBffpBb8R50PQWiqSZ/PBEznRqmT/yBz4c9Rouia6IklWYtSiEtUyxr8Bkoyrb6Y/B9Bju+il/dgKW3KRXvTB56zMhRAChgpABFJa7r7p7GmGGrRD6FxDDcrVByCLbD7EbVtJLORWWk5oohWysQ7VEmuuSejsLYGBU+Jf3v3wkt1xnO96vtPKKqqqqzs3NwcLDhdOilv7+f5/niw3+hg+f5yspKk2mp1r9TT2veNdeIojiXC+71elOZvKTSoDmVUIRQWXAFlc7mcuf9xjKZjCAIs/NIv3Ysvzux7SHzeIdu9d0L73wuYJUMRxEBSho8T2k8FBmMlgoadQm++dqz9y+Nf7Jnf6WW1K25f57xv3DxhtnUlStXdnV1vfDCC1dccQXDMC+99FI+n1+9evXCR86D5Xfru5+zy7SpcjNr83v4nJeJKZEB+fCTQc0idP0lrNiTFJXVGL6QCXNV9MuPufhbw3V1RS2UYrh15jrx5v/0fX91X3hSjN5PRSgMaE1rlOGX5NotubAopUbybY91l7VIklTKd5Y0VYpR3Bm3abFYlixZcuLEiXg8jorr9QJvs9nm6Xubhsc/2rfqs8Zlb7eeXo68dswQzXY6naFQaM2aNb0d1y39xfX4wPPn5SqYO4GUTCZjsZjP57NarfKfPpRa925DWRXc71FVNaMwcixWXuO6ZNd72U/sBkUbO44YB/uEwrhslpRMMNv5YITxHA8cGHc5bZ51jqtvMBz83siRrwzny6wmA05fKpwsmF/Z07h2CwAc/hUO/jivYly/gpJGcOIAoIKqJIrd/71LBE8Dlt2Bqstg8VP2aqMUNkWOgTcBQEEkcpS2TwvNKc4mOTamHHlEIYxSyMiZhJKOyI9+VZG/IJsqWKsvnMyJ8XBaqMpxurpUAMvP86vtPKK2ttZut+/bt08QBLvd3tXVNTQ0tH79+ouDR+kMVtwN/QI1RCzLCpAIaIAQitJAAxoATptZrvXaEQgEysrKHA7HAvudY7FbiVI0r9HpbA6WpvPbL2szGQzIcBRhKM1IcgKjEUVl0mPuGz8y/4HOdXezZRcP5+UMvGE21Wq13njjjTt27Hj44YcB8Dx/9dVX+3yvkl7nDCFt8o8xmdevaiqoKlO9wlBTAyD2s9vtFtW39h38wafi6UK5y2ujM8lcakShDa88oA3+JGurk80Viskv6dyw+DlHZdHEMgxDCEN01bmO5076/SaTSTKtkhWartzEdT+rb76y1j6Ujhzkx16qqKmZPWk3N4phn1zOMmtkctaoozv+ypDz5tprPhKLxc4jEevZCi0OhyOZTFa+7+eD31xVEx+crHF4zTg7gRSJRIaGhlpaWpqbmwHgf2/nlr/D1feSSXw5moOswCPAk424I2Psv0+uOUjWkFP9tNEIgAUsBZEODTVaFYc8Fh3dGT4+gbQoE7uJLjD5HGUqY0wuVslx2ZAt09P5jSubCm00NNhrxk2r+xWPkWRBVIACw6V918Ii16Zexu5vg2hgWKRYqDZlvF22NxJWryaDKZj4/mOQ00p0WI6PKIkAG+nkCgw71M5yPGuv1iHPGnXclR9mK9Zyr/wCJx4mte+P1dzs8FZV7/syMtTClG9vHGiavvnmm59//vmtW7cW/1yxYsUll1zyRt/XeYavumkx8kcKZ1QhEhAQgIIGEECEccEDXy+cY1Vdaa0c5lTPsk3WhTgczhVmsZejCEepNAhDaRylsBRtUya4FQtIopbXnf+qhTcP3si638rKyvvuuy8WixFCHA7Ha1kLOxyOSQdo0z9JoYhNEACUrM7ocJ+v9W1s0xZu/6Mab3Nc9m6dTmdIDOtffjix6vPiia/Wr75BLuSlSL808lI+FsjFJ9LGqpzRr+jdtMlDWdZqIyd7e3vLy8t1Op1u9b18x+/5pdexo3uNA7vyrW8Xx6r4E7/Hmved620X88qz/tPZUcfoK1uHaOaKr/4SQDKZnIWtYla8qkYOl8s1PDysaZqp5drgL97t/fS+RV1rIUxNICmKEovFilwfk7TMf/kYWu9ETIE4NmbaaLUJTp7B6BExMYLrzqRnZnjVALTqRn95Oc/zFqAWyGazp17emX/uR0ZN1Cs5NtGrSpJI8Uw4qlqsLzjfX9XQoiuriSh6NZWhvPXMwIs0RZH6q2lDrehyBd1/J0lSduDlTNuTo2I8orI80dishZESpnyegcIf+amjI8dyPAeZLcThXoqUAobDLd/Cti+BxKG34tSjOPZLrPvw6JrPxIeGhFSKZVlxLvHzNxMsFstdd92VSCQKhYLVan11NYNvcizyS3GCnkZSIyAU6MnEHxH0hvN1GyUuwFwul81mOY5b4MFovQN7vwvvisncwdgxMOxMHZgpKK2VR9hcucfpXLBftvSu0FQc+wPG9sz/rmC9SzFw0MHlwqpJzxEjrYmyZqu8mO3lYvAG99IUOTZf+3lisVgulzMajQprovg8wzDpdDoSiZjNZgzsDpKyTcs305yY5nMZSfO98h2FERQxSht9Nq+ph/v3k0/8vO7q9whLr0kmk0UPlctHDJkJKj3m18YEEklMHD++/2tr/LLiaJCttUr8hORrUfb/RDZ4C0uXZmXdged+azOsL0Z6i00vpQ8cx51ddzBZGzxl/iSTSU3TSn/OqIMXn/26Bqr22g/QNB0KhRY/aImBox1dE1TtGdtM+ne1VrVZFmrkKCa8m+7577EvNSVfedy6eoG15+KhKEoqlcrlck6nU6/XT66ldnwV9hpc8p5CV9fo7mfqqpZwZfXY/1/gTTCVTW1iW1D31GAwOKtb5Evfzh/7dcbWmE5HZSmZ8l1GVy0R2GxZKthz4rBd2RpLZmKUbUJn0nI5AobQIZlEI0ZdiM1z+YilMGEvDNNKxMpZbSTJKOMSTadZOiTpnCYb56Z1lAJxHKSQ13vHhRYq0oNdDyFvgZgkWcm/9rZM89+MjY2VGwxr1qw5HfGeU/z8zYYSs/zFhJINK21ZwIYZyxg6TBFQoACKo4hMczDO7B0voZTaCMt6TdSUwcH5e2McWnS8+88UKCoJhClKIEZCnI1zCF4VcdVnsfMbWPM+eJZj5zdw1WcX/NaLxxk+Xq17hKtLGJrnb/oSTXVe9rkyVhqQNAebE7SCxMj61e+c6/znPP4XJt5E/amvBSUHKJ1O2+12k8mkqqosy6lUamzfk7KqTfA10sl9o2nNyBI+PWKylPFSH09P8MlDddf+81hLS/ThTxZqr0gFuo38GQcoLRFc+c7aS660/c8WKerP3/0FfWaEi/Uh3YSOX0BNIDHoOPiJUb6BQqJu4FdS9RbFUiXrfEWiKPk0AMwwtLW1tcXqypJ3rijKNMn7+CA4A3Z/G57WdHRMFqMuVoGjEUAkEpmMlC4CHWpNW8JoFrnTHSPRVNJE8r6Nizi2rq6uv7+/8ar39W79itBy42t3WYpVuMV22GL2qDg4OPxLZKO49XuxWCwcDluXbMofejAvmFG+BoGX01XXLTjxlNOQZVlRlEgkEhMqecqh5gsqpacEItSuN5aVWXw+ADZgdGRYFw1wI31CIUy0HCWnmZEdecJWsuFqQ0E1uiVLdd53bbjWPxzNGQK7mVyGpjSW1ykr7kZjY8BqpWna4XDYdPTQ/q1tx4/rYwyi46AYCCvEupv9e15oHOluvee7mFWq4WIsd3zzY5YIx7yLG0VRVIplIRONAESjCNE0ce64fSm1kVQEZDUtGJy/NyY22J6LjRubroAiwqyDkct27ooMHDfXrJz9AkUdmKED6H4BzjqkQ9DbZ+jAvBaUmr5SmiEs1GQ0+zxNX8lkMtmxbZCUB7I5UeO7MnaNgGL56kDPXH3t5zr+FyguEptaQqFQEEUxm80WlWd0Ot149zG/VXD5Kviqd0d2/qSuqckbHoHXhfXvwKGfYnQP/vu31SvvFd7+b+2/+9xohvfoZI5Si2fLSarSvQ2XXInN/+x+8HPjGaqu8TrgOqz/CH60Fno7or3G+x6i2g5haH+uc4cp1odYH2IDcNbDUQ9HHZz1cNRptjrZXF583cuynM/nZVkuL5/cUnJn0+l0saWSZVk53Acln4H/zwAAIABJREFUB5BMLi/mFB8SouBDcigeb7VarYsvuKcoylzZaosdxbI7ACCwnVS2LrLCUBAEh8Mxbvpgxf6f7fvdt+qveW/pn2ZZgM8bZJZlORQKjY6O8jzv8XimXWZoP0afx7v+MDo6SlHUpXX28RN7qUI3NnwWJjdGn9Iuu8Xn88myXFwnlQxn8f9FMAzDsmyp1ozjOE3TuJZbhOO/Y0CoFXenCxPlqZEacRSRHkR76lJjW8kWUXboHVb4V0BnJXp7Lp1D8xJ/owPRvuJu1MDL0aDKU4oCWqGEvODJBLoSetita1VVHR4e7s7nQ1lLwtRAm8sQbAdIxtYci4n+DR/1G3rwrWrc+cvxFN2/++FZ12qL/BHfwnnBghGOGeB5nuV1vJLPEzAU4WhaIpSOkmKx2Kz1RKWVvUCreo4ymUzz98ZQjppiBZwubzLQMGVnqYCbikk/svounHwcSYK6u8hA23zkIaUpqUo49RSSJ+eP5ZaavgRaMeo449xNX4SQQCAQmxhLFOwcrVMJLRKBApQC6W1/BXe+Z9bzn+v4X6C42Gyq3W43m81F++T3+31Moo+ilrS06k2m7MnnNHOFJXwYShbBE5CyuPnbaLoRiREc/733mb87opaHVWNKEWid2cAAqpSWorZUoRFA860e7h8HD/yhrvGLk1cqKoCe+BOO/Nqx5pOJqnWRh182ve2/YC0HgGjRuPYj0oPu5+hYnxAfFBx1cNQXreykxXU0A5CnQFGUXC6nKMq4rjGc0xkrro33HXHpEDM25RRidq5KBQLV1dXTVF0XhK1SjbyS2f9rc2ULJaUnmQcWB6fTOTw83Lvi0/K+R9rKLinp0Z69AJ8ryGyw1xUZGNxud5VZ69v9iNg5xbpkMoQewad39PT0WE0G00vfzg++ZLnyc3Ihp7Q/IWtEWXGfUij09vYWffqSydTpdGazmT2NM4tfOYdIj03rskqdVHYEbAyagv4/apYKv74K7kY0XAtnI+zVjv37h44eFac0CBKSpRgW7ha4W4pb9IODtcGgiSN49jPQkqheIkYGPT27vUc/KVurC5bavLmmP6hLJDXZatdnCnnCGqvKzbJM07S6+v1M61149O+oBIx5xVR3/ZmRaX9uBkHxW3gTQk/LkDIawwAaIUSjGUqFNTMQjUaNRuN5aAIp8Q9bmmDRY3Tb2fzDUzHpR9rXQ3kRBT1sl6Z7++YhDynFcqNad4CtFg0rFybw8q1E3xOqRrRwN+Zu+hoeHq4af7ZAmygKLMNKKiiK4ilNJZC1v/YAzAVgU1988cXS5y1btsy/M03TU+tvQ0eeNAq8vv4yAJFTu6O2FaGJTrA2cB70dZO++/3urwhltXA14sp/1Q4NyidPcoUsQCXLWvWRtqzGJX2TRsLbsumV43sJIZOv76IC6OWfwHeWOC/72HguJzS/o7D/AeGmrwCAsx7O+ml3Rghi/Yj1TfpA3c8i1o/4IBz1nKOOKxlaZz28NcUjpCWbyPBLBk1k83nJ0JD1rEokEhRFTUxMBAIBAISQZDJZtDFFR42m6crKylJhraZp2dCA2LVbyuYkWh/pPlnt1GFoHzyzF0bNiqqqql0Dqyy6R+mxbQXrncXKr7MX4NOCzIQgF0skzIkJQ11vr9vt9vv9mqap4aNMrDtnKFMJpRFKVTUlHYquvrHz2We9yaOk/bfpDR/m7vxU0XYaDnyPo8FefmfRas5+c4lhjPYg2lN0KxHpQS4OV6PgbKxxNaLxBmx+J+y1cNSdfWhZWVl1dTVFUblcTq/XE0KKRjoYDBJCNE3TNC0YDIbDYVGno1berxGN8KasMau4XIrHAzGIVADJUUEaMebTQrozp2g8T0sDB0SiG8lNHBTHaItXt+wLqY4XU0N/kRMJrulao9FIxQdA0xc6zek5zcoLFBa6YGRkvdmhxuMsFJO5jE5GrWqsxlToHxwsyVudQXwQR/4IgQ7nWWZi2HXwJyho0N+LuYqDTvMP04GXUFEPVZmVf7gEWZazlVdQ7U+DMcO/Ae1P5yqvUBRlrv3PxHKJIcxV5OaN5QKQJCkcDmcrbh4O7NeNDNlbb85EImeXbiSTSZqmzS99u2D6oJaLyhohhFYpSia0BqrAXYSZ+HPCBWBTFzNj58p+j3a+7McYqi4D0NPdnS27PKiYwVhBe7D6jrShGi6uVp9BpAeD+zAR52nCUiQvFejxozTJcLbaM5Zj1b1lnf8xuvehis33Trv2DV/Hc5+zX/YVqfWO6O9u8Rdt6tmgqElDO5XYn5BJd7ZkaKN9SAzBUe+3NVBcdSA9WOPgeWctMiFty+2qqno8nmKpsKZpvb29yWSyyBakaZqqqul0OhgMulwuRVHy+XyhUIj2HVPSEaFitTt6RKGp0YxJQBLp8XP6Cfx6uYOrqg+8KBVyUZo3cJAkTdl4D6mqKjmIFEWZKpeZRvdqnEFR5Ew2X+A8+egI39wciUSKHP2ROBfJs0ZvHWOwMTT4jsdimjEZj14b+Gd2+e34yslpV/3gowBQSuLmU9NsZ7QXkR6YvXA1wtlYFJGGqxGWxaZnOI5zuVwmkymfz6fTaZqmp3q9NE3TNC2KYqFQMJvNFOUqfkdRFH0+X1VVFVBTPE/o0KH0wIDVaqU0hWSjWibORMNedbi5b4cUG87zjgRdm7PUSif3y/1d1Vd/wHzeKeLeCFysdnQqBKvbSI5bCJWjJIFSbSQOKseXr+AO/tB91TdHR0dn1t7HBiGOovJ6rSus8Xq4l6L9uQV0V5pvwcDTmpxDpAe62fmHS4hEImHNKomZvGzmxAKTzifsZlckUtSPOhtTYrnEqBNMCxF4RSKRcDgsWb2SxqZkgPMkQqGSPlURxajvssQLWPdh7MkDFAUNFBiAKrYcqee/f/fCwgVgUxeDWbPfdl4ZTqdcNg0Wv5ZLplPJsjrepONB5ZEbR8PlRBQVsyvucuWsa3L+XCi6M4sxNn6CZvisrIESZIP3jJ1ecrNHu3/i0GMzbWrrnTjwI6cUCFDOeNWNvsO/oda+F4sERcHZAGfD2YZWiPbZA10ME6rMhxDSQ84VnrhnWGgy11QU3VnaUcfzfLEgq3RoNBo1mUw0TZvNZq/Xq+/Zui0XSlNmjjEFPVdrBLnAiQlJ0Oet3qEhbgqKzu5c840EjkjZRI/mNYX60jr/qEpnMpnUy7vHsszk+ER6+08cjMRTSUbTeIDSmdSUGVHb4NPewa+yFavZqrV01YbB1Vfz3U+Y5F60/hOe+2zM7NaLqXo2yH7w+cmY+Zlv0nvafPYi2otoD5Q8nI2TFrT1Tjgb4GoEc249wbNCp9MVy684jrPb7VMX5vF4vEjKX9pSHKipW2iaLvJnAQBvB29XKYehtdW5YQMApMao9kP64R5Tdxd4GcPPzRNSewtvKhgyIxqBnEmqxKBSlJxJEo02GgT077Jfm09rWjKZLIq3F0Hqrkzvf5zwHglcjrOLXFla5ebRsSGEpM31pEByCpPN5jnGmDbVzlO8RlGUIAi6usvDx3Y6UwFdw0aBnk0Uayp8K9H3BEUIyUYX8+CRIkBgKi9+nNHIOzw8XFVVhce/iX8doA9+i0aKhSZThIVKg8igaO4ibL46J1wkNnXW7Pfwcz822Mp0NfUA0h3bYKvSiSMoiPKN3xGzeSkYTCQSmqYZDAa9Xm+325uamhRFMeurMXEyRJsIGLPZPLWpwLviqlPHRzBxEp7pGkbXf02340vY/EPT6juju77kWrxNnRWnDW04EKoocyEjwViGj70UPXXImQtCHkekC11PI9aPcBb6BthcMHlTrFOkrQXG5HCsam5upmka2744FIyvefeX/Eefo0cOghFAUfDmxmOZ+tbWTCbj9XplWU6n06WSHwBFF23GRDoZo8fyBhirudyEYPLQPF1I9vMma4ubzbc9ke3cnjXXsLyHFwSTzc5kwzRFNEttJh5N+DYPrv8yG+tho53sjp9HAoMp1UByfewTn0maG4yxk/aWW7DudiSH0bd9ih3tmTSZzkZUrMHKe+BshMn9mkb1LCymsn8x+xSd3alF0Waz+Qwjh8VPfCvTWRMRLBg6gMgY6m+7KFsILj5wRruRkU0siSuawBATq2pEY4x2NN+Pvd+rvOk/Tp06ZTKZSqX7fr+fuuJuqudJI3IOJP0jT2pX3D1PXeukJ8C/K/bUz8pMrGvjO7XKhoXrYJ0NwE7IBTgbsBjyteV3k20PUaEOLMRNWOL9FijNahRsDocgCFOXmJNR37ZfYN2HwekptaBopABKJUQCKIpSNBD5LT/14sXoqYM1ZroY+E327Oec1WzkkGatHk0UnE6XkeeNRqPf7y8FcIppPL5mPULH7VQmqho1RZrKRMEvv93U9ZPIzgdc9/xw2pWqL4fe4UwcS5VdGqXLXAN7UPtas2WiKHJ9z+viPfjHQ2B1GkEClpY106UeBvrRdwJqMhUOZOJBj9qWS4YtJ75Me6zIp7u5Ft/q681qf836DWj/PG76NjJh7cU/KnUbTnZsdWz6256enuJ3L1pQiqIURaEoSlXV0sbiWlW2VCv0cQuVzTAmQQxqck4mTLpr5+DQU5bmTZb3/KrcU5s9fpx6+r9sdStx6gkAqFmOzLby5ZubrZIS6VdiLynBYwn3ldBscvh4QaXtYpfAymLPNow8CV8ZXI1wNmD1hkln9PXHYir7F7NPdXV1UV1u6j5To4KnT9KIvocACqu/fFG2EFx84KrX2o/vtOkQkQpmSi7TE5ah+co1WL8eX/Pi2n+vqakZHBysr5+snBAEoebKd6PzATP0LiVTTXK48l3znH/SE6ipGX/mO37Ivivm2xmn9aNyuZwELmevonK5Wdu0ZqJ8LfB7FFILEniVsiE6SrYbUOZ2i6JYUsSajPouW4YHv4l/HQBQvWRFMrGbo5FXiQCNYuiCitqlczQC/dXgorWpqURMneh0VAioXA8g1H/SvvbD6H8su+wOs9lcTElK02WGzjgcl9yjA5KHnsHESadzSoaj6UZP4V/HTwy57siBm84XesPX7Q++bezah0zL357a9z+W12xTA70nqdH2waUfQJICCvHe44SQQqEwrdowMYyuZyHQSREVJlCUHaxVu+zfUns/3+26rrrcXQh2Z449poR7ZWJXtn5fZgxwv43NFwx9vxlUmOor7x0bG/P5fGazORqNCoKgP02COqNVRqfTGXJjQveTSsvNoZ7DDMlbDTa7zWxnFbn98cjJZ+NWX0gpD6q2zPEXae8GimHptm1plVWe/BRdJvKGMp4CbA5L6FBW32hyOhEdAKGw4h6416GmYc4ijtcTi6nsPy/7nNnhww8Bp6vb3sKbHrIsRy3LCrETssZkQSYykuhoqS6+NDZ9Cnu/q9/yeavVGgwGixoDk5wPzR8Vu/4QzmQHN36UDAwsSg+V16PpmgXvp+RHpljFZjaYzvIjZ6AUZclDSPvXL0zgdbrGigAI92J6jdVk1Hff94tOKoDy8vKwt8ycHphIqw6BcBybMta+tVi8aG1q6PBWc8VSIbUdnmX5yKAsy0ZWCxFDQajSq2qxcXvGEzbF4VgOwDK2JxrsnZovAeBZtunl4SxeegCb7p92PXs1Gm9wjG5Xlt4ePfDfltTY4otlzkYmk4kffzaXNxjLb0IwCGB8fNxoNI6NjdXW1pbaNCNDp7rGk8TZKKlaJMtqGskFe6KBrxo3/EPNissKHMe2/4FNDOk+dYRjaPbnV3IkRa9ej2gfSI+n+wfpzgfWlVlH9C0DqjUZDRn1OrA6sDzOaqDkOM61ZINp7C9IHKywFygpL275uN/vn5Rqz4SV0TZH5z4LBrXogBoMqITSNNVGG/QOf4fFzzsrWXsV56qNZunQ6GjObGb2fIuhQFdc9WqioK+KbfFNgbes6YUG2uymU7ygaDwNmuUp42kDtvlT+KoHWz7vcrkGBweL+lpDex5u2/m4nlGjqlHLUcr2P2TVh1ddfXfTNffOexEANLiFKQ9L+lEsFB1L6/V6VVXn6TU/w/fLSh6XbUG+XxIbTMeCpOkKmcQyrFVnbkiP7SKJQWBzIpFgGMZsNmPnpJMKwOv1eutaDZ0dGUpzMpLA6w11y2Z2n//14eK0qZqmhboONvj8sF0GIH1qJ3E11efbLIb0gKuytra2GKmb8YTNcDi8d31sx48/ldj9M/dd/1baaK5dg/Y/iC++aI70TG4qvdBv+Lrja5XDtTfRS9+e2/uA/uYvv+r7HxsbMw4+K5WvBSsUq3kB5HK5kZGRbDZL03Sxqkhyr6SwV+attrIKjuOYaBcJJGxv+3+brroGAB79IMw+fOjRyZN+8GngzGvd9ssbcu4t0fbfV/rYaAzZbNrDiRATkDLQWUme0IfTUHonaSuKWP1e7PshBWDN+xA6hfhLOBkoZkDZbMztbHBXN6K6AdF+8Eas+xCW3V4cZEmSivlabzZLCFFVVdn4CUVVtHye5/lCoTAyMjKjWmpay+kMnCOT+Ft4C68OxZo1m+Vy9fgOPS1bl97A0o7J8jSaxYaPYv8PcfnHa2pq2tvbW1tbo90HxLxEGwSVomWwBQIxW4h278fCNnVRmGIjC24Lb1/IRp7h+2Wy5Xbdgny//k3votoeohpX6g/uLyur8Da0auPP+y+/hxAyOjq6bNmyqU4qSk6IV5W2/rzZKRgvvUOrXLdYHvKLFxenTU0kEnTwuLXmCpRdBiDee8hY0Woc+h1qmklNzSK5PITqSx28kjz2ROam+89IqejtZer4hGO5mdOjfDUw5YXOcMLV/489+mvdZX8f+fn1lXPbVEJIiQPobHqgTCYjDh7jCiRTtYUqFFiWzefzbrdbUZTy8vK6urqpxkZZuVEaOuxtuR6BlyODzwmr76isbYAq4YHNuOLT02TFZjhJt37P98gHBu75i67vEdup3yY570jtu/xNlzA0hcDLOPwwfKsQOomOxxDpIQmktXLCEcgUiIZXHkkLXlJbifolaL4VzsZpVbs/Wgs5WzSoAGiaLtXv2O32qVOuNA5FvouiVLsS7pWP/UkBzVBgKcIzFEdr7KXv5zxNk8yOriV0YgSntp5mW4whNQbXXztz91s475jMX1rLJcJQoHhDeT6ROBNW2XQ/fnQpLv84gGJilXK3CgMDOmc9K4Z4jtM53EK2m/a2nq/7KdnIAJMttwll5ztjIgxsq1EH8Mx7DNRaX/C5qmd/C8GMgZ3D+ubKykoAU51UTMkH9z/9gwo1alkoH/xXgovTpobbdxodXiF0DK1fABAZ6qrZ9GG0fTG1/B8sFsviz1PdtPxUV0909y+MN31iclPrHT7DFzq5moaJk7jlOzOlITZ90vHNZalV70zX3pDd/wusetcMLr2i+dQ0reiKlegaDAZDyT8LBAJLXnooUlXLeMpNJlMul7NYLFarVRTFmd5bfDAz0u5IdeOFL4XiSSOtCIkO9Jnx4L/gI3tQNq+ZcbegZmNteNtJ382Ge24UnvyK4+QDAfUDfivPtD0MowtD+5Brh5yFq9FfWU9pdorhIWUg55CLacmAv3snYtVnOKGKdIy2ykmGqUWAoqiixOy0ranDUNqx/iOKqikakRRNPvQbJdqXNvqLY5jp3BPPL+MGc4yvkRVHmWyaUeoq+o8azVXFwVzk1d/CW5gfpfxlXs/ozW77jPylwYnmW/DKg1j9t0Wm8TjMaRgw2lsgjqyiJMb60jAouvNcr/46YmAPCikUm2F4CyAin0x07aJXt1gsFuz7Adb9/cw6kiIoBld86v/4Zt+0uAhtqiRJyZ6DNS0bcfArqNqQHjlBsbyRUaEpontdzRzaarPC+45/b//qnfGX/+S/7h9KeQvHZe/O79iR8avM4GFl138qa+9XIpEztnPVJwYe/66JI6lnflnWfYRjwFLgaKJb/yHOu6RYWjzPez+Xy6lSzhQ6HHnXHsQzAEKhUPUcC1ItOpBLRY2+xkigT2dyGP0rxYFXkOvAF8ILf7dsFK134Vc3Naz7+KHOEa4gUrJY1v6zqKHarYioug61TWhdD5MHgFAiOJh2eQXRvklyqNBJnHoCsT6kxjGVE6r4wVa58P2UcFrQivUuZwHd2DGc+BUuP7MEHmDZyOHHWTEmyUey3lXaWJ8ouLNaVVkgMHW9crZG0Hzx5LfwFs5CqQ42zSgmI+ueXgcLAJvux2/vxOq/BeD1eiPBkYRmAqXJhMlrWhpckhjjE4Nv1P2fM276Jo78Cpf8LZ45BkKw8l688stA3btaKyoAYOc3pjqpwJTKBkJw8nEED14wlQ2vJy4Sm1pSWQIQj8cjw522qqVW/zqBosXO3ShbYjr1UMFUXXSMFnlORVEUzu7UU1Ha1f3c/9hXv6OoNhNiN43m9z6vrCh76teMmKebfb5s1mg0GgwGjuPYivcLxx8M580i56CNDtVaqQL59j/7M0OCcfWCFw2FQu7D/wFPC+FN6fREJBIxGAyzVlQBSLkuMVF/yYfGVcFmobLIxkBk3P3bmSMzOkqJASRGkBxBYoSkRv2ZkwKtwdWIynVCYK++4d4To1lXuYpgezIynmi8TWGqXM6lRYM6J2gWZUtQNp2hbaqhDZ5Ax18Q64MYnOnOOurmNLShU9DZ8NC7ULEO2QiCJ2DyYM/3YHIhHcbgbrmnJ48GijGB0Jg4SestXCbiYtINDZdhSjy5mMSdjCefDhUUGRx5np8hxlekdVzw13kLf1UoFArDw8N6vT4k6VIiyQwMZLPZaXW2jjp4W9HxBFpuA6CzuBLKgEYb82CJSqkEWY2VOOtc5y+9tSKKgU3KhYW04V5vJBKJDt8HqH17Y5qnTSyMHtgXdb9vdVEtYFYntVTZ8NIxlDWiasVblQ24aGxqSWUJQKCnjSH88NAgZ1lTC0T7jthqN9HdPxb9G6cKgBeLZebSOZFluRibNTds6DvVJxx72rPhb4xGY3ywfXz/Vp4TQsO9HB2GrTr74m/sV99Zte5MKby88dM9T/zM1rCmb3jEuPFWJIbnp9ksoahXY+59Avc97vf7M5lMLpcr0dafXY+QSCSQCQfsS5xr7xDbfod4KL3kHpKJYHCkRJ4wPjLaH9eMPANOD1YPTpfWrLjqh7Ubbpo8y8+usjh9VDRcMJn0+V1mg5DqPyisqXuVpASzGlpVnrSysX4ET6DjccT6zxjaqX6ttQKhUygkAQ1De6GzQMlBHEP7n5BLIh+HpzVSfkMoSqzpXkUmOY0y01Ki8Z2ubT9sZMew+r2leLLBMEshZfHHlSSp+FsX+S6KnymKOtvQlkL0r2YoTiORSHR0dEx1kQkhra2t55SGeAv/9yhRVII6w4Uyc15s+hS23l+0qWIsKINLElomNAGtES5PqEQkONf5z2jDqQKbUZWFtOHOGeeoS3N419Mv9yR1BVdUNZ7IsCyRs9mU/vAe/233zOKkYopGOihUb0RZ1fwa6X8luABs6mLYumVZLoq7SZKUmei3u+pykYBce1Umk4kFeiuu/GTsQHioabM1nR4cHCyaTE3TpuqcsCxbTGqW0pyTp675euwLl/GWZfTgLsuaOzITAxkxaXTV5QKBLK1nBKcYmYgGejDFprJGu4VVraO70hIxHfs5It1E56eTAWCBqRIKhdzdv4XOitrNrKoyDHPppZfOtXMymax8+SuZqz4gv/I719FvgeEhjWs9P/WP/Riu2kkSorqrKGu7sX2nqeV6AkKBQlEUpRA9c6Jbv88//NnmDV8URdF53Sd4no0EBrTOR4U5RBBfDRhuPkMb7Zs0tNE+pCfgqEdqDJoMSwUECyrWYXg/rBW45otougEAdeAA091dyHi1cJeZVTN8E3fqcfra+xA4gNEjeNt/zXMjxR93ViHYqQusYkCitMxSVXVGPLnEULgYc9vR0dHW1jZ1PVeUo9+4cTEitm9S/DVw6POZsYqJ7SaBVhEzSaJ7/GmxoAlZHzDFJvkvgc6C/l2ou5J11AhDoxylyRrNUJqe1TSFYe1zJj5K2nA6SjXw9ILacOeMkh956CjsVajZOL8fGRjsT+YUmXMoCsmqrMaYlLw8OtQ3Xya1qJFexPnWSL9AcQHY1MXM2MhAe+iVbVYdlZYQiScLRn06lZJG0iKeF3mPHOrJaqxkqXE6naUX4mKLWVih2sF3KXxkz6/sa+6gKlYLbXtNFa364BDK1+pyYwJL6PJLph4hTfQVWOtYLsH4Vw8Nv6LjjdmM6or2z0elDUiSlM/nLUd/iqs+g1KH9VQkA1MY5HtivT0eKjHU8cgKWwqpMVjrcfnHsPq9EEzTjuKacGIn7DUi49DpdHw6MFMUxb8KzgYM7fMtu2FkZKSy0m2vs/ZNBLD727jvR4saoleHOQ1tH/70PuSTEMcQ7QXNAATxIbzyGwzuyRirI/1STpQt5U3cxMFCgbEt3ziir8gefxybLoPejgc24oM7wJ5z9IxhmLkeibPjyUXB+eKfmqalUil2CkrqQMX3I0VRM0guCSGv0fd9w3Gx2tFpOM2Jj4EB6ExzcuJv+mfs/Q7qriSE0DqLTk2kFNAAQ9O0flFSxwXCaNrrcP8lP5Jm4V0O97L5/cg8BBCNoliKIioYnoGsaDkIszupxdi10EKNR2OqYaS/xziRJNwS/wxemr8+XNgTuwQqNS7IcV35SrqQ15KjTm9NMjtaYaXKcj1qRd2S6LNJu7uiosJut7+Kk3vW3ta2fYfmsWVObQcM8K7E0F6T0y9KMMb7UHXTjP0jlqUJZYfGl1tig1G20pwOpHnOZWian3BvYmLCM7ELSh4bPhYZG9aLg0bx5SlKLL0wuia9T1djPhFSl92V3Pj3foMBP14KSznkHC772Oynbr4leeTPWPXuaCbj7Hx0FlGUltvxyKch9ntUjHfDZ4QhqyVYrnrv92ZSW7zeYLh81/Zx+2ZqcC+sy7DqHhz6Bbnth35dXg71hoZ7qFC7KRihw3JqaHueseh0gnLiRZbR5yqvGg10lyt78I6f4ptKOEjhAAAgAElEQVSVuPUHGNh1vngh5o8n9x7ePnboUYGFRiiVQFFJWiLhFdeU1bZQFMWybCgUSqVSRetrMplmPclbeDOiqMVmrwEjwOCCrWp2kb66K7Htixg7momHs7ksISCEkkCnC1oWGTE6Z+y3hLiqs0janHxIrwXn5EemRilotJxRYBSgckqGBkeHTmHzh2Z1Uidj17V3pgJPhDoP6pfeke7rw3mMXV+YuEhsKipWo20vTJ5CdphzVMmSrNCCXNY6cfgB5+rb8PL/l/Lf/OrTV1s+V7ntQbHijuiun2HlJ2GrROyIoaxWHO6RaAPIzBUmRVFC+XI+0UMScZ9Ripur2HSIFueWV4sNyBOd2c4TlSf/E3q79L2VsTTf5LdNWtCWt8PZCFcD2NMRy8O/jFF24+aPZDKZ8qPfxg3fwJIb5zq3NNEz0NVmTIwYn/8KLRh7cxSbPeaqaJxGB5gYht6ObISv2WyV1HBetoZ2xfw3kMBB6tSTWPq2VzlurwIjh4aOvNBmvU5f6EHair3PwHtj8uAhv99fW3uJp+n6QqFAtbXpR0bsVqsBWWSjshieiETtwd282t0jZmt7r2Jr1uO5z4GoWPM+mNyTbayvrnpiEZxNdGLYVBjTVW9RNaJqRFE1ufuAmgpmszXFjHgwGEwkEul0WlXVEvvjW7gw0HwLTvxp8vM8In2bPoW934VUS4PQgoHkFULRtKCj8xIlZ+Y8+WkuQKgKon1YUG/1HFHyI6MFLtB1XMwt4EeqsqSClglNCK3RlExoFZSajeOq2fMpk7Frz+XCvj8bpaih4XIiim/V+l0kNpUQUnAuy/Xuo/R2NREQo3IKpol9v+eiAcVyrBCjxyzmqrbtcbOTMTo5s6tY/znj//Ocv9br2DXQZiaiEhsqFAo573qEOrV8Ju5s1CKDZ4uZFPRuPnQs7t5Ap7t0JB0ov1o6/CDqrChfPVMBNNoDW1VIt9TNyGAEXPmZId2q6uZVmCt+0r+LnHw8vvYb+lzOmR8aGBikWj+JaAEAomfVDWpKz+5HwsGwai5LEQ25Amh2JJyx9bU3XnomdjepUZVMQPChzC+NdiUkfW3zpgnvXd4/vwPOBriXvqafZ5FQZfz65uhVj4qPf4e+/L049vsCYbNOUzYZ9Xq9PM8PDg7a7Xafz6coymkWjmo9QKfTZp8vyrImvdAb6PAf+rLFvRTDB3HwAdAMlAI4A9QCup5HNjZZdWxdHNtL6JQW6lDWfKjYLKuomnz4d0rZy8r/z957x8l11efDzzm33+lld3Znu3ZXK626ZFuWe8GVajqmhtACxCQhEHoISSAvEAIhQIghBgw4Ng4YbFywjWy5yUW9raTt2t3Z3entzq3nvH/MarWWtZYg5geW9XzmjzMzZ67OrObe555veR5DmS9nm+KtqapPKytVqJ7nUbPIHC2Q6G9sbPT5fJ7n2bbteV5jY6OqqmeaeV5EmPNiG/h1zZOIUSuzUmXpIl5s/a/CA38vaGsJnyGKj5p5AsYljZgmCTQtevyjWoA2zxhCoLxAC/AFWf/Y2Nju3bu16DVT4w/b4zNa3zXG00+vXbt26dIT31nWqM9mZU4IY7AguCA2o4YUg3zSyArFyte8IGs+DXCacGpDQ0OuZ62+azuWXILWbuz4cXXJeU1SlbpSvzTiClmRj7Uf2uZW81614BgFT4sZcsTTIq4c8uSQKwU9JSjqIUELi76I4IsKvqio+o6R7rq3+e+7xdn0TmnoAX/iSlVvxMSjEdkrC5o/d+CYsdf8YnI5Xb9QG95a8bjOyh3OYSYotZ+8TZOAxErEes1Qd6rxatL3XgTbPM4nJibaH/u4rsYLna8JU7poQqJwBL/6UO7tD0vZrCzLhVs/PSyv8N395fn3j+n0miU88tWRLbc2dL8hXyprvRdj8H7IAuJLG4/sFppXFwqF+QzfnEfV3tsx8D1c8U/JPQ+k1l7R2tqazWZj731E+lITPjMD+of/qdx4Cd77ELnxo8qK6wghxpKrKKUBNVDvh1FVdcWKFQDqRgLP9YGRZXl2dpZHlxy58r+lh7+YcZYTRYdlYclFmNjGPWul7QandmDv7cgNo5ox/e0pUyaSz5N8nqC7ouZSJbbpbTTWdawCnC5DySe6DWLjUlEUxdygJFB92RWimRPdnOhkxFqmODlag2ru/20wEhdinbQwUGjo0zRN1/W6M0EgECCEmKZpmmZ9wcVikf1BEmhn8EJi3outfO+NQavQfMl7ns+L7YK/jtz/tKj6BKvAOSgBN0tU8R13cXjW8Y9qAfq2PR5rSCSPagEuNn++9ybr6pN5q3qy3pvs6N7ygc1UJS4Ey7HpzKGyOZANS1iEUwVKGScOpwBnDCCEcQi+RfNltm1nMplqtVrlSqZGlJmZ43uNXpI4TTh1Tl26/yqMPgDPgQiv8yzzyMPBzvM0b+dMuC9y3VfUhoZjHzCyMLKoZuYGRhbVjFsZ9GazbjXvGXnPKLqculrUVCKeEnHlIHGNQwf2iLnJpvCIoDYLZ78uXCvN7Hsk0rokOLO16CNCcUwsjgq5IfHIWHw24zcnQQWbKLWWDZnJEXruW/ZGP9A98bNoSzcu/GhqZGR4eNhnKjBnC4WCOLt7yG2yOjZKlcqcddQJo457foZPT2eHRkzT7Jm4fbxxhS+d9vdeeWzK3vtoeh9+/Svsue1w3weTn9ie2rXLLm5Wxh5jWoPoj6GUsuP98pYvVrq/zzmvJ5jnPapwzrvw6zfCrnYsXTk4vD3SuXZ6errtL7fj6yvRdckfVrb+VzfgnPfh4X+p9b6ilOfENKnit21b5dzn8yUSiWi9T+55fWAaGxtjsVgqlXok8oqJobubzQxpOZePjvMyLSBu8HVrN71ujiyt2sj9Nx6eGBRFUeAu5RXKChZD/9SneztafbEOMdYlhpKiJNI1G/DMZ9HzMszsweQOgOM7KxBIwF9/NOarGgk2tVTSaOpCardXSrlSS93toLOzs+4br6rqwpiY67qrVp2xJf9Tx7z2Xu43X4nA63h+7b317xBuu1VinYpXpUQXCQtws+BRapWe7/jX3ICd3/Nzs0GsdRz8Hq79CBZvoF/Ye5Ou2ObJem9IabpeZSJNT6l6QI21KcM7aXVmseOL3KYUCvFqTBAoRDDGqQh3sfmZTGZ2djYUClU9uVCpKYVCoVCIx+O9vf8vvBr/ZHGacOqzLCptE53L3SVL0rtujF78Ttz7nVL3n7Ufl0zVY9BjiD+LEkRABI7d8jm1hbzbXXzsgdJwZ0INpW4PVAJuJeOZFcUK1qYV7957S4LiyUFXCnp6fJInUr4OvfUaSoig6NTf6IUz2o4bI2+7aVvtuvDQQ41H/ra6+l31MnrGWD6fbzpyd9lxZkLrz59PpTxXKf7Ov8ZV/1ypWeVyuSMk0L234VV34JYbEOlEpLNWq3kT28pVI7v1NmHj64Y2/bipqWlycnJ6z8PG9GHBLQjJVrswG6geUbpW0t6PtN60bvL6hxhjx+6jL/kktt+M1rPRdRHMYs/2L+y9n6odZ5kbrlF7rsSun6DlrGOLmR1Acu0LxqnP3ARKy+nJGaHHULsUY9Z1XV3X66ZArrvoWQ2AMeY+G3WFYRJuT5Xl0NQBRaRUlEWi2Afudg98WWzqV9vOFnsvHVMDAndDTb1Qg+AM1bQ5NcJDHTGaw/CvsHsWng1CwRkIwdBDCDZD9uMVX0dyTd10qFqtjo2Nqd4ucdcjNSliH3rCZCKTWlhmsKWypSk5jaYPAQiak5umf3j8HUmtAf6XdGv8iwlaBM0nr7sx1QYvW2UCAxhnjBEGtzo7uv/5PrPs5Xj4X8B8yB1GoIilixZGYGHvDfV0WTh5783RKpMyU4NySPM1gBIk1y02nRuFAOF+6sxADBJTJU6JSyFBWmz+3Kc4BziOei2fyW6cJpz6LIvKzV9C47JiJFTID/p1zZECLLH69ynvljSEWgECswCziHhfW+5gpdQAs9TgI+hch1hv2/hw1hbV1Ez07TfCKtXZt7OYnkznmDnCaiXPLHtm2WG0wS+Smy7vaz17xIpO2cXU/s9meDCsgFBBcStpJqa9cJNdKRQKc9Hm7muELV8XG1fR5GoAuOlahJLY+IHpwUFBEOIPfwzX/Rcyo5B0bPlKObKyMDuhW7NcbSQXv39Ki69uDip7fyru+GE6dE2ta11YhTu5m0goJTZWx3YwbwgfH275xprUNT9Is+UN9R1837W4/3MAwVv+BwAu+WRveuTQlv9NPXRjV2YzmIfKLM67AaKMwjhSu34PM7uFcld1cM6TNGs/efPs8neJww+2vu27hzdvrlQqdUPKes9xrVazbbtcLh/HnfUILY52nc5DVdVwONzQvtQ3PDRbUwTPApFcPeGEmmrhVrk04u3+ub31RsvrIfDzyR0gRCRcop4iqDTYhFWXzwlQ1GWkXAvbf4Cd/4PSBBL9ePJbyA7ByE37+mv+jmUdHcjm0/aM29CvWTujYk3uO6c6uDV+7ptROoJ/bMAFf4Vo9xkjnRc3iDCngvu8UP0Rms8TJYAaJ4QQJSCyWkDms7Oz88otz0I9FqVGAAulSTS04hcfeIHDP01rMPaoA8pAMPYYmhY1DD90/w9CklswoVAXjEvEU6gjMSKEWxf7SINo5PLP6BWSo04kv1exxxSbxaWeF2zxL06cJpz6rEjpoXtRma3s3Ixot29yS8nygt3nnNJB7OrCBtC5MiI9Wm9fwdKrWoeeeLLjz4IhVEnW98ovAQhPH87f9J5M2zXR0iTWzjk6KcCS445c3/JWpvHf17Zf+Y/DsxX/wS1i+giUBsvyZHu2yKWS6y3Z+lV34N9NOeKpEVcOeGKP++OP8f7XiJNPCfmKuP4D/PDAgYHDK4WRbHClGOwr7rxlusp9zDebKjTrioewweXcwccuC4ySR7fj7Pfio3vItj3mgQNZSFbRECiC69eU1eQ0zaf/ZW3DVR9rfuxTM+v+erx2tud5hBBc9p8AMJ+naehqf9l7Dx68KN7zrcD3z0U5hXs/jrVvxeQOBJp/D8GUhXJXdWSz2SOPfiH5+i9HHvo756137N69W5Ikv99v2zY7Cs/zGGO5XK5OmfWelnnthRPep6uqKoqi1r2pY3J7yVV4bJnJfV5zc6Grq14xJIpibvvm6thBwZkhahTBJE8fNJs2mN0X4ahrLI5JIK3G7B2AhvUf55z3vaIvl56OkHK0PDE6cThT43GWbSw8SIkBfyOyT5V5WqIcS6/FOe/H7ltx5w0AsOf2OWsgI4fyGSOdFwHmbwHTtmpWFpwXi9yg82CSIg+7RLgfAOwygajFWg3DqBusHje/MLJj/8EZ0nXpjPe4ZJKqeikfeHhl++7gyTh12vEHTW9RzcP59XBuqg212R0uk0zLrtlVMxY/YY3V8NZftw7fwnveYu14tMrAODGZyAEbihdclFOl8kTcmfD3XqmnntSSlwqRjvLe+6TKxMnWdZrjNOLU+laAudhzK/pfmf/lf+hta+WDvypr7fH4ibyg86PPZtBBWKX5BlAseyXivYj1LGzM8g3cqU88wtyW7PD9PicHKqiA4NaoFinvvCOwdnGXxPqWN9SKz87ia8uXvO3nv+K905mfxkyDtm+q5oezuQJVZefyG5pWdBwNOOdgZLD1YT51m1uc9Nyau+e7Q4/cGOWKj07Y8WXG/7xvrBwbLAii2uLWSnlHY/AXDWudND7Z/3Lx0n8VBEGoOvVMXiAQaLnojZblWBBaW1uXL7+CBf584DdfTVo8sfc/n9z1yIGRVFyy5tdreHTtZa9fevn1oVCotbV1/+Hhja/8d9zxAcRWgHuY3o2O81FOnYrJdj02W99Tlo7s93bfZYnU46i5KFvEyKfk1W/hv/rwyNX/6Y6Otra2tra2NjU11TfrdcyXIP1OvwgAiPVg+KEggI4VLJ9vaWlZt24djmo4GIZhyA3a8K89uG72EGOuXUrPjh/cvj0Qj8eDwWAwGDwmgdT6WgAYHs5kMpOTk2efffZMFcHExqb+a8nMzNATd1Vnt2HFa+GZ2PnTSqSfzwxg6tfIDcPIwdeIyjRGHka4DWe/D7tugRw4s0/908f8LWDele0ayMnyl1ZuinMuwgM4JVyEy7lgZic6Ozv37dvX399/XFx0f17ZnaYBZ1+ZqdNMsA/uKxVFnqEnlddiqEuinQTB4kEcfsCEzaA6lYIpMxx+MNihAucunDZ+YFv8kU/rH9tJvvtND4LHCDg8wGPEhcBqxUX/gaP9u37BQfNqqKET9+++xHC6cOq8YoiRQ8f5Vnip7TiJ/iv5Q3dXExd2Ci4mnj6+iSXUOsegTauw4rWI95ycIS782+ab3rv7iByMXGinTbHrPAAVHAjkR7PpAwGrDOUUTG/+5gC+fW48/pZR6DY3pdFHyzTkI7Ua1YldPS7Fi8bl5K6/lsJJ6eK/Q9810/fdd2n6B3L/+9G8FtWMOThM6e7q7FhUKzoMZfhaA7TDzft/81F3S9RTY1khPlqLK1wmJb0oqExUTS5anhDViLykT7/4L4dHLsW2m4q5fRUryPRWvwxKQIDy9Hh2dBdwPYBkMplKpcb1Ve16FKKKQ7+BEsT6t+O/LsWK1/CX/YPL6cJg7HEAML+nNGZHCoWC1r66WnOhIGAd0iWzefLX7Ip/6lq6bD6z+zw2y6cIznld/w8d1wBAPr+w1HZew4FzTjs20cMPSADrvczMZYMj94Ty90y3XDbdttF13enhfXJ6d7BC6pvh2SqYyZVEKBgMdnR0EELAvGTtACHjJP8kDlcwvRsAk2tJEkasB10XwRcDB7Z8FZ4FJQqrAteCHjkji/qnD1IY8w3c7leo5pX1sunfezO3GI1fv6jIaKyHTz0FDkIwn2RErAfAkiVLhoeH58oPj8ItTEJUiGMQIkKQiFOFIPHyohoRnPO6kYbDiGF75XL5ub4aCyFn9wdZTm/ulUYLfsGOJDqqU4fFzL6Fc1JTU75bXh38wgQAH6+JhFNCwCAQUEokzvyk9nzr6biCb7sdwaXgGrbdXmm/4vfUCT+N8CLg1FNVFq0rhjSvQay3fOcnCbzA7u+VHQSOPIh/v2Nu9xnrxeo3IdaDeO/v0xyy5BJXVFMVQpeeN7Tz5tCav0BhvMAjlanJ5t5LrR0/U8599ykd54NbG758+RLZbzKqNK+hEzvDmlcl1bjwnBLB9vNQTUMJou+awcHBZm9ClgSsf2f9TUns9ik9/vs+EdK1dNvVKzKPls//dDCZDHd0wMiND+4POOWXS1ZqaopYBZhF1GaZWZyumk3P/Dz8xKTHqaZGylLjbsQ97vDSVDHWK8sKr5VqXEr7lo8e2CkG4pzzYDD4wAMP9LV8UNhxExDjjf38ntvDV9xERh9l/3COuOb14rrrWXaksP3nIiEChUAhEFDwris+qLUd82Q+sj+ZrdjC2HBQkyWnaFrllKGgec01G6+dF1g+cc51YcDtFHQYVq5cWRc9n3/luaW29c2oqiVwZAtA0NLPw9Ul69/TrWS6n/lB5b6vGP1vmS4q+bJRE1s1VSwZdiyoRMyBhGJGnRQevxlDD2L0UaX78s6ey9H5YRy+H0t60XYufFHkj6CSQvoQajlYRdQK8EwYeTALsr8uP/mixktB73eBNuEolMW1CY/CZ89KhAmEgUOgTCBMIsxvpwFomhYKhaanp+uFAnVkXT1ry6Zr1bhEbNdzUWFK1lk0cXu0EpPoghvzy8lk8rm+GgshX/ChtgNv8vetHhz7TVOisblnZTnztHLesbx+Op2mP3pl7GNP159q0UYBA0RSqAeAEFGhjqtHF91pJJNJct4ryR134fKPAxxklm16+f/9hvjFjhcBp57qGVuvoAu24uC9lRLheovPK00jGHjDd7D8ghdqMULz2vhYmR7Z6rVf4E89gantfNXVbORRXyyZ2/nr5lPkVEB64/fj37/e375qNjvUqOaw4rry4ONS97FM3hy17L4VPe/E2rey4eEdO3ZcefCL+Pie+Tn2zOGJzT9sEIJTZTUx8tCMHjceuzl+8RsqsdjYWKqtc3UwGMTsgc6he0EoFEChQKQrwca6/oZ0r42oIoxcrJKefGqbuX2rZ8zS7CAPtyiFwZoU9PbflR+40TYNqvrTpMGxg09DTbhxAgLeXOPh1v/9TNvqC7Q3fFcYuFP88StSTS9LzaR9S84RCKGUUEqMQ1ukwe1dRznVtu3MxJAoikmShhB3qsUSU1TBTbS0L/SkTO1/YnjLbT75GKcea7qt47kV0c8p+QkGg5s2bXr+/4KOjg5Zlgkh6P57ANDj9SAz5F60b/K/wvA/+e3m/ffXuOiTAoacTPgIssN5u4htP8DBf4Yahqgg3IHJZzD0ICQNrgkiAIAahhZGsBWJlVBDc0/v/STsCswS9Ojzl3e+KHDa8uhCHI1tJnQmRhfXJjyKUDjqFw76qKN5to84PuIwgYaic9GXeDw+NjZWLpfn3RSq+RmbCwqRGQhjxBVki9FqbtFeF37wXn7Pv4KAe1E+/BCfuR8c/OWfwMprT/yB/Ch8Ddj6HaAblVk89V34WpEfr+s0FQoF65Z3tr79v+bjc/npScapAE8gkKgnEMI4yaTGFlvPXGXoNR/B9u8BHNd8BC9tVcI6XgSc+jvgkk9i+828aVVeEEM95whPf64s9id6zz35B08Z9uq38cGvTBUCoWBgZNcWXaJGe3NT1zlCYXd6ZqLZyEJftMX7eKx/J/b/pNGqQNIxs/c42bO5XM7u3+K8G1ByZwf31g4/nNvwV6EFmiZTwwP5cs0TdVlAwZEQXF4Y3yce2CU1dM0nb/jMfnd6v7vhz12POx5zPeZuv4VEx7ZvZ/F4nBACyBlEWcuG0MhdZS1p5ycVCnX5VQ29vavOPVcURRi5Q/t2eIcOFwt54sQaVResVnWqHclE5+hP3UP/7RHRJRAntyqmIo4+7AVbXUn3HFa1+Oh00brrm4JTyWXS1WKulitULOmISwGZBNcG0ttMOeolVi/84iQ/5jMn/Uue3XRbOnJsxnycv2kVAEztPFWHKc+BWUCtUC/kVmqFzrmnRZgF1PJY+NQqQw0DSyHIUmZfSDgMzwIRoDVh6XlYt+IYWaphqCFQAXX5ycUyCMzFUzcCHOe8/+RLPYM/ESx7Ofb8zEdtCM+rTQgAKOrtRbbLJbIDwWCcEK3iyXn5mGJXR0fHgQMHli5dOqfaFukQ6IhIQcEFwkRKBEpJtHOx46f2PTZc4L72NeZUOi/oSiBaGduJfY90LcKp9uxQ2tUMx2dCyrsQPF/VVupmHpVKpXD7Rzqv+Au0bDj2gWiHNDqiElcElVVdYYYpSEL0ZDQ53y/Qd7zy+UsTpxen9l2L+z9XcWVa8/k0tdawRlK6X1gDkGlbm/Jilhisjo+QmuhrWV4ZGfGvXFl85pvxNa/MPHFL/PIPn8px5mTPaBjJtWheg/2/Ok72zJkdrD31EzjAvnscD9miFbBn3PjrFh6kbFQEAhZooUvOsj3u1MpZV4kGOkRRHBsbq2c3GV0mGj6RJMXkUkmSxNxhVabiuledLYqDg4P9/f2iKBYKhXw+LzX1R2cPZLlUYqrgecd8Q/VoxtHSlqyE2w3LGmZMEISKVxG6un1rvkJGt9D7Pkmu/v/svFXc+munkoYxCEn3rGqNybFdP6nJXsoJBWmtkRcYTZhqROMWsY9Q4zCTdFkP14ae2G+MCHpY9EUFPTLLw4Wy4Q1vqxFdotBYxamVvEDbfOubeWRXymsiN74Lig+uBdfiobbktlsUf3iu66lWMCv5VKZM7DLsMqwK7DK3qkmaUTT/MRasD7Qw/A2I90KLHOXIENQw1CAA/vjjpV27+OQWtGyAIGP8iWJiE+tejxUn2gQvwqZzIQelH9N5gEBZzkdG/ojW02dwipjXJkTvdRBUDNy5qDYhAMBND7mc2B7zOHUg2MxzOWEH7sFrjun2dXV1jYyM9PT0ALCKmSqXbYtbXGQerVnMIrJZyix2fGfDe4xd20io16UFM9RpBGI1DLjrF42NpVz/aEnwS61VT5k23KrcWqkgbPnaTHP6l5/vWXXecVLeruuaYlDwyjYnhmm7gmSKgefvDp/DO+88+ZyXDE4vTgXwzjvLQ/vJXV/wlw+XhWigffXJP/K7oFgsmnJMdksGk0TIsm2bnlk1DKH7Yj0QSe198BQ5dV72DAfvxuxDOP/Nx8meZcYPzeYKocQyLjXmLMupHLIE/+jh3cH2/nrtj2ma1ZHtLhdUYgtKwM4e8SZ2JGOxduewf/+g6FUlzxBdQ3DK8Fex+X2IdONtP8ND38YVH0UwCGDlypUDAwP9/f3xeNzv96uNFyH1dFwQK3q7PXB37OJjgWhCiKIo4XA4m83WI1ecc1VVdV3ny69ivZfxOz+SyygZR/HRGPzNsMsCaIVoxb6XNZ//ypd1dsqyjPK0f8tP/Qe3+7MHQQQoKoRaOdGbZIfbUo97Rt6tZj2jWDZDoufLpsaopJY8mC6xeKhw17fTD39fFxzFnJ0qOsNmUCMxAghEBZhdclf95vvL2hsELSRoIWjhFBLDQoOvMQhJrz8qNsfSZb+rY8ZcXrZZxNjjAHDWZW5D/+8qgXSsg+jsTwDAC249fQZ/GDzrJAWee5IeB6kypRHHJ3gGYxpxfaLHHCIwD7/8EF79rfocVVWj0ejU1FQymaR2hXseocTjVKCMEMI9F4vrLqVSqVF9jX/XI1U3MJuv1iYHKv7V4enpxXSLitNHyp5CRDigJhMppJKL/MzYyJ1fW57wYePx8RJCCJE0wkoq5QJhhAj0hJ6pz8Up1P+/dHCacOrCwpbx/TtN/8rAwJMW1Tp6T5JU+30QbJbTKSO6BnCd0hQPRwghoVVXG7tv14yp0uShYMvJeyTmZc/4rn91OXXP/i/XdavVarFYrO8vM2Kj6RLB320S1TYPqaGEZ+RZbBmltN6dmd52V4NUa0fOxOoAACAASURBVFixPlHYVi09VcmOJMSxcvCcuDcbFgLQApCbIfsg+yH7cO/f4fwb8J8XQPbPJ/MopUuWLBkcHDyWWWz+NIBZFjLv+ax+6+vwmd3HLTsQCJRKJV3XOeeCINTbQCVJwp//T+inXw6lN4c7VqKWg0TsxtWFI6P+jnVLpWk8+H0M/RZGlgc2VpQkb70UmUPgHvREpZTneoUKWWoVJKcIr6iI4bKtJ6WijxYgK7DKeU+LWGbEq5VdwSJa3ksYTBYEIlDYELikF2vOaKmk5l0vvJZJAUEKpWVmBFwaigiCQCkVBIEww7KsWq1W79I5RfeMo3nZTfiP7wIEr7npd/ytAAvKR+dfOUn56Bn8aWD+JMXufwUILrr5+ecLvZfqR34cireUZ7I6tUOxJEtPSOveheYcfvomXH9rfVo0Gp2YmCgUCpI/rJGhgExrzFOJF5QJTEfxRxc7fqlUMrVmuTTKAadWtBkzlESxuGivi79rvXZon0wcgQiiJMvEU2XJMK1lwRG87MYTrF8QBEGQQgkhPSVTIoQSgk1P1Wf6DI7iNOHU+a2A67oz44NaqOFwISRbuWVdG1/YfyhsTgQLBwKCyQsHHKrIXlnI7ghb0dDadw3/+p9a110+u+2OYMvHF37E87wTNpnMxWY3/ZsoiOLU1EIZIFEUQ8UDxUjcn98jNp3johwV3WLrinA4XNc8YowdfuZ2zc7RldfaB53S0I7mpkZ0fxjBpUgmT+AVxRxsvxlNqzDyCGr5OfszQFXVRCIxPj4+F+aN9QBoAIY3/VX10U9U/qHF/5lRCBLn3DTNuqqRLMs1o2qUCpXZsamdZbdWcoyS6Bmz+WJObnFGD1DCGRcYMgrn+v0fhzIIWYMWQbg9KZuEFYjiR3YGVMDK65jkT7a0IBCrx10zFWdm4KBvdBvb96NyfBXMPGxqMu7vXt7StQSC5E3uTB/MZT0qiKLLiEy5X2WCvznRumqp8xh2fJbHlnlUFHIuq3CNOJ7st4QwU3QLvsKIT9ofcaWAJwWgBuejzaIk1a8mdbqVJIlSWh+T9MBcjXFiFQDc8cFTFzqeV6soH35iamJc9Yc4iEwZBTfKhfj4U1j7Uu/ke9Hg1GObwSQK45z7AILiOIJtALDubfDF8b3L8Z4H67NaW1sHBgY0e0Ykruh5hPspYaJnSRD89uxix3bLs1521BECHqhnm44cYPkxVk4sNr84ssOwOSGuy1XLsannFFx5yfRO8he3nXC+z+cTBAFqAJgEZ1DD1K0sVGg5g1PBacKp81uBsg2tcCjCp2rc9UcX/bX93hDzg35WDPlUpVbM+nuFmqtZeeQGHcexOy7Ku0p68HGsGqH0WMtm/TJ9nHjefMumIJzYRk2a2Oo0XDU7/owv8wv0XmWltpoNxzRQ0nt+61Syjee9ZbSYL+/f1uAXy7k01i1dtF9tvo7gU5P4fAifP3ZvGwgEhoaGRgYPN8cCcIz6o5bNZZOXOdlt/f/USFa8piHt5HJcT1Vh1+DVwFiEBvpcu7tE69lHVwm7YdXjSWV2xpND1C7rrFxtvzx+3tVYeUwlWAE666PnlPNwzsfGxlRVPeecc1J7vkHCMgpPgQoIRtgbfpRsaalriwuA9sQT2sCe8Mhdnr+5armF0qzVGMTSq7Dxc6jlyZ0fEc2CdMHbyc7NNc4rlqcQlzNXcIrxQLw7DBgjKGXZVLZaKU4WXdssu1KAKUGmhFwpGA35iVofBzzJ76SHiyMp0nE+oSKlgAcy8nBD4Am1T0M9VkYI53yh3tP8oL4/ppQOl8VJS/NHWi0oPkXSYRTS++Ou7yUtNP7iwinHNl1/0q6OKcQVRMX2LEdvmjsfl14NPY5vrMFHdtVnLlmyZOe93E9sjbiAnxFBgeOnLKQtek2uZKYrpo1Qk2vkDE9kalMlny3nFjVmLqaGDI+CSjYXDS6bnugwlJUTqSQCAPr6+gzDUFV1cvqZho5lcssSwzD6+vpO8bufQR2nCafas0PpbMbo2lisFWZYvFTlRVPpDgbHxsYopZTSerfiPOaf1i+Lz3194cEXqhmUO6/KHxixA/1uaXdBbOREoK4biG+anp5Gx/m5XbdGkTczY63LNtTpc2GXyO+A0UcbQvqQP5okM/lwa7K6G8svUnyJeR+lwQd/2CtnQy97X+Gbb2286n2husC3Hn9Wv5pZWljmivXvhFXEg1/AurfjHxvQddF8mWu4LOhOM1PFoCbWY8Wc64KixxoSI/blSw7dJ274nNogaYEIZB2SBkH2KhWxtxdH/WFEwD86mpye9heXYGgzWBC9rysHl0qBhud+OeD4i1S5XB4fH+/o6PD7/ebmr3EQUBmJlSAE/ddhTqd7Do7j5Kt2JXS2V5hQBMGMrjALhSM//3x/blPg4g/zN/wwv+veiZ//S8ESGxtiMdEDYBMyWyhM1FZ6La/3+Xx187XR0dHR0VFN05hV5XaV29VKsWBLtEmyWSUDc4iY5UzBns47SvFBEMJFFVSsmay0+4n42G6uBLgUYJKPuKY0s1OURFlWRMp1gUiEyee+h4ZbJWYKTmU20VI+7CqVUV+4w9fQhpGHFVWmLYtKmZ/BixShUEhRFDneJUxPip4tNyxRVbXuAwEArWfhHb/El1rwsWGISl0XrOCphFgMBIwXiGYykjcWrQnSkn3y2Kio+jwUIWmi6pPEnJ5cVOSySoImczgVXFCTSxJcm9MqgovN13W9u7vb7/c7T5a7WhO+pX3lclnTTi2legZHcZpwaiawPG3+1uYBRirwJYTqoaoXkTs3RqPR+tZhfjPhuu7Cp5zzemzWcRzbtuc3l3WPhfocSZLmN5qe54mxTjq7X1Nlz8mYZloVnI7mhlgsFom8bOyJ7yRXnnVo8FFx5UZRFAkh9f3K7/x9tv2g1HZZYOed3uo3JQ79Qqt56FjnlUuiW0VueHLfVil3uPGCV1RvfWdMp13eHgxuWdATcpRElcCzmj3m61qTa9HYj8e/gTf9ZK7MdaYYms2YplnVtLlQT7mcSCazlUp8+9dm1345+dg/k8jZxDimEsUYS674y4VLnhN5CfYhdysABE+waT6hnkP971P3RsX0ntQjPxqOX+676KN48B8AQOmqDA0B6OrqMgwjl8sdPnw4k8kEg0Fq1WyABRsLhuTrfMXTkzPOP79RbuwJrLjCXf46Y9tdqdkcb1zOfAlYZcve3eYL27ZdKpUGBwdVVS2Xy9VqlXNOCKVyCHKIiNHQsmXJ7u76/pJSqo+P+3fc5089jo3vh5HHk98tty5JxsMdYhbGJCo5mAVU0q5Z8YjgesyD6EDwGDEP3sMgOYLsCcqMkUxZAclypOq4TTS1lDObzj8jN3P6oampqampSdeXOLM3+okVXHmJXq0mEguiZZFO/M1B/EsbbtiJYLLKlTJTLEd0GK1S0fVQ84TJ8qI/jFqt5khBt5DinDMIbmHSEYOGYSw2n3POQT3GCAEBp+AAfx5Rw3mdJpOJFdNmJ9NpOoMT4jThVEKI0rJKnX7KkqLB2pgM1wdDG7o7cNvPGJVcqrhEdonkEsklssdFl4gu6g+BipIoSoooSrIsSrIoSaKsUEmmgiyIMpVkRjgjLqeEU9oRiLQGr8F9H2eJdfmp7VlR59GeSGFXqdTOGKs2nTNa9JzJrXv37g0Gg/OsvOhGmbvErhC7Qp0KdSrUqhC7RGu52u7NojzU5o8Y4w80aTXiGPT+DzTYVpOfQ9cPpcNnyVOY2Tc+nlm68UroYUSXHGsCmSfR5zddat+Iuz+G9/4WAGgVQDwen5mZkSRpXlm3vb095/8cu/Vtvo0f7nz0CzjvLxE5WlbzxLdRHESyf/548yIveN0/Ac/ZNAM4mvaulzjV72+OHDnS29u7bNmyXC7HMoPezW/Irv2orffSWo2vfx9jYKVSpVI5cODA4cOHKaXBYDAoeZo1KxXSRPERwlEY0m2u04TXcaHcfamc3t2w98ZGQc4rCtVChDukPEaqWdmnrbjszfPyh5Xs1JZ7fjG9b1dYYQrxZOoSxooWyumINiLALMIqwSzZWZ4piiWv4ox+QqUewI0SidsiGjVoUUQ6oYbMmpF68g4SaoMSBAGsKi+MJVdfrJRGMbMPXimrx9OchLyKAidYNohOlZ41Z6ybTz/M1/qJT1mxRHvjqlVzKiILofjxmVl8bTnecivzN1E6xQFCKAgnoJRSMdS8d+/erq6u5yYyNdSIa3KvwonOPYszWxAEnVh4Dhhj09PTtlUTKRTiWlwkACVcpESFvdj650/hacFKhH2Bk+k0ncEJcZpwKi+lzMxYrZYqK8RhSsEVDC6nomft7+kGc0XCRMJEMJF4IjydMhGeyF0Rjsg9wmx4NpgFLw/LhuHCs+cebH48Nwh4TgNzoGeQuaMmCkNozhdLzU/cpmz9NAQ54PlMRpbS8uC9H+7zlQAKAoAwDg7OGGfMYx5jzOPMY57LOLiocEFjosqo6koalzTXKA17bZ1+fUjq7GgIcnkDEzVX9kP2DYOmZrK1yZ9MnPPx3NafaFd9djTSQEWZiDIVJSrKFCJqoJZJy/ZxRH48qTetpRd/kvzk9Xjr7fN/xkgkks1mm5vnArOBQKBYLAbf8ZPR/3zdiqZeDNyNq76IJZfUZRZY3ys8x1mYQQyHw57nMV2ff2V6ero+rscDpqamCoWCbduEENM0DcPw+/2EkEqlQgfupE/8u3Dp3/HA2ZXRUc45Iart2mYlX6lU+vv7169fX2/ojBT2aKNpresc0/Zsl1mOF53euy7Jlq1tMwrpGaEpI796ZGRoxp4IWxloLiDCMEpMGfjmm84PTcEswSr71VDE6Gx0A5qkmpCrnkSo4jrlYs2b1ldSH/PSQ3b2wP6cO+LGA3Jc5DbnPCjzgkniqYlePYjECnRfhraNqQd/MIxWnyki3IvSJNJjFVvH+HD70jU5X9/skaHUTKWvUY1HlmFkC9wCzr+hHIz/nkmBM/gTxrzjZFqym2Kh1ueWCs7jbw7guxd6mY0iXB+1TS6JYCqxHSYhfWjlyvePjIzouv6sPS4gmkWZm1ogKuRNmTAtEHXLFWrmjzv2zMxM9sAjTYVtrJq3mI8TiXHqgDMuWYzkat5J1z8qVFvj/vDzrP8MFseLgFNPRVm0AYUcyejty0O5McvMFQJtDVZmWUds6YWv/n1Cr8fBLM4FVOfiq3nUCnjwHzTiCIoq+nuy+elkQwhWKWyUBtxE0lf1MbuotoV8CmQ/JJ3KOkRNkFSIKkQFggxBhiCCA54N5sBz4NnwHHjO0GO/OKfBX2hYtQbVGMnDnH/Xtl2WHq1dog+6u74ha9HWpz/BmMdchzOXeS5zXUYoBIVRkVHZJTIXJEYlRiVGJD43EBkRGJU4FRmRWJWTL10+HVidqjBNFkFoxcaMIHBCjaivGNI5EXbmzVjivPvH98QUCz/8FEJtvDTFtJh493+LkVZRUgRJEWVZkBRBUgVJpqJCj1bP1iEIAiFEEASpMqXuf4BSWrYRpejRUM6zpq7rW5/6AkoprLgAl33w8KNbyvk0MYuFYkHgripwGFUMphTztzCLtUqpOmsyI28PPeonts7KmlMoc0XbO4bxn+hqqEsNNtDQmOdzfM2kZoS8HLgHweWyT6Qc1SzrvdrddIMb7KhtecB65FZZiVCqSIBt2YZL8542uu03rFYSk6v8K98hhSbCh3fGOlcIY4/YTCzF1ovpg/Ssd+GsdRjajHs/hZndROn32YbfqcEfgixBZCZXZ9MZkx+Idm9wV1+/JhIf2nJb2bDBVAAYfLJiP8Evvf4E5dkvHrwk9H7/oHj/I/jbNxAEKBghnIJTwilhtDyJzV/suvRT6XR6aGioq6tr/gomBOIKMzUIBFzmtoaaxU1xQclC9un/nd69uXH6of5kG5a9HAk/GR8nhINwAk7ACQeNtP+RvvBLBS8CTj2VM1bquyy+/Q7/qkux5au2VFZ8bX7B1pZedmJCZe6xpOOzyLI+yB//+kLNHTUENQItjLP+HFY5uP1eb+UNqQM8efa5WP1mqoV9d301Y0yUxwaOrP38fNjk+W0XFyL1qy+EFYL3bTamppqf7WIB4PC+fY0jb/BvevfeqfLKd/3bwrc8z/M8j3uuZ5vMs5ljebbJXJu5tudYzLGZ53iORVyHeA4cm7kO8RzKXEztaCwNSVwmFgfnCfBUVUlI1cZgi1RRCfc6XSdbzHng6ZoQ8OnIjAKAMxvc+yNBkJjnMs+1GGfM5Z5HuUuYTQmhgkAFgVCBUoESQinloCNlLWUpIckLiI4EpwJesz3j9kcqaoU6BpUUuruRmV3ETVQEKSHbVBBARc/VLcInHaEMn6QGWDAebtWj5hiaNiC9D1WK5AU451Voa4MgQZD9gtz89LbiocFqIVac3BURDNZxQdkm0wG6X9uIsWfE3deLAjXcDsPVxWKGhpqoZ2vVKRdil1o697WfQcv6uqrGhPd49cAu15TQcg0A6lppUwnO5qYf+4kwvUuoTgvJS2ssYrsZtzoi5EfLlldGyG5a23jx9ctXrx0YGFjR01Pd9rOUmSLJS1C3d5Z0fXBzjC3aMvGiwBkefS6O+a06Gisz92R+q54acUxmEokx7hBictlhxFPDoAJue3vDG2/2+/0DAwOtra3BYBCArzouUoZaniAMKqCWl4jor4xi1y2FXXfPHHom2LW+f93VZPk/1pvl9B3fluRplVUsJomEKcRlgu9MzdEfGi8CTj0VHHMdalhXKRW99OFKop9v/xEOGM+u3CmgVoBrnUCgTg1BjyHWDTVy/OuLI3Cgz66MTMXO9saeFDZ9GEBo3XUHb/pghQSqYwOu69Zzk6eom1Pc96C1987YVZ84NDTU2tpaLpePM+Wevv8/WvwNTz39lPrKLw8ODs6/VVdgmN8OHt0d+qlKKaXisVeOH8zdc9z2Thx5Apf/fX0ZuYplPvPT5AXXzovoPvnkk+V7v8JBXMGVo2FkhypKvHnTW7siAsxSPftoVgqpvMGtCuwqs6vcMhzbTJC0pKhVIZxDoAJdDvka81O+aJIpQUeQeHG6Zk6X2q/MpB9lvRcwX5xBGBstzmRrEY1OMu4y5rqsYnpQSdhxfbQmVCt2FekSq1TLNPs4UXyosdrAVn347qBWpVSicIln2ZUWwQnFBNMkUsHRfKOPaZzEA7Vl0QINyAglYGS97CjkZp3asE0IIuSaLmnxkA+7foq9t4uE+F27K23ZQeiZ+xFu8yp5VkmHJF+o6GaVeHzVm5xAiwdhNpUf93JSVYBhqQLXFQHJDZKAoYF9Ha1toijmGs+tObf56ga6nKN4pMaETGTDKfgCnsGLCfNd8kVXgcHYyQSzWGIVL+51OQghnFAXnBPKEqtx8Qex/1f41jnah57q7+8fHx8vl8stLS2FmldyJFcgHqc1T6BMrHri7IHHB5FSe65Z8ubvS8/2GNZ1XdaDSrUgEaYQTyGuowWea41+Bi8sThNOjUajqc4NZPwBxLrNVCpIHMnnj2kE4TaoKxdU7oShhSG/YF3MwQ1vGH/q3ug130j98uutAIBQ69KKnNBCcdU4bFht9Xqcesowk8kc18K4cGDnp6bv/Vo7N3expajVpqen8/n8PPNxzicnJxMzz/gDjFz9z209PQvZkTx/OdJisKtzxTibPoih3+LAnei9CmYxmjk0WC6ae+5Ud/wYZglWKVFgk9Vgjzg1YUTbpQJEgTt5eugexDSowfrtSMpLDBuOLx6EpEHUIGkViznJVl3XCSHN0Wg4HB4ZGRl64i46u42e9Q7sugVWRl77xoQ807n8zbjwbwBMTEx0N0+EMhkAlUpFURRFUWzb7uvr6+zsrFc2+Z/6of+h72PV1aw4xcDR9Vq3cVVErhnDv2WHH2CizrsvK6bs6ughJLrhWgrnZZcUMyk93nVww/kUHgWn8GZnM8auh1Eepg4D8ygTHEGpTB7ITE4Ru0IZo7LmsGjAlPy8TAplSiikil9WW4JukGRzhx7p1g3CnCNp3SmqOrHBLI/xsicWtt5Kt1cvUA9pKMNzCGvyeSH/I1+AIGP1mzC9m6+4+gVISZzBnxgIIT6fz+/3K9TTJOL3++fL2heDxwUPHmecUXice5zO1dn2vwoNffh8CB96sr19WT6fP3jwoONxD8QD5QSME4cIFsRq44bWt3xWVU/gEBcOhwOBQEBtMNLFADX1aDMRAvUt7xn84XCacGoul6vVar5lL+ejjzucK7H2Svc1me7uwP9BUvWEzHf8YPn7ypvvcXKT2/0vq97/A6/lHM55Mbw8k58Mm8NpZYXruoqiWJZVb9Spi/VQSoX8MH3me5QQgRJKOAUb2fHwxee/WfBWDAeDfX19IyMjhmH4fL56UDeTydT23afKtLjy7Ss2nMi6zjXr/AezeHRQODooHS1kLc5XtMIqQVShhqAEoYYQ7cLww6jl0X4uJp5uWX3hpN7f3dEGNQglaE8WMTh2aP8vAz3n7z34qOxVTV8rDSzxXfTu+v6YUupMTamBtC8YrMsglEqlUm4mWKv19PTMh5uSySRZsZ6M/AD3fxD9r4Qps87W5MB9eP2djLHBwcHGxsZYLJZOp0OhUOfR5tdyuazruqZpSA/gjr/wJ9fHv7AdAP7jLIDg2h/O/QVWXwj8PVK7sPd/p2aemLT81C6jsR+i4jeyTn5CbVunNfUkEglKKWMsaprR3nP43R9l1RwYZ4rqrXl5vKnFDTRyLcJEjTFWfPJXM3u2FCMbeGGCAYi2GtkpK3xBYtWljuP8Zmamqalp6vDh9NBQRdPIxFMEQMu5hUIh2NdnXnSRCQDIHxkvTQx5z3wT4R5fpEsceXjOUecMTjPkR7HtVigUjonsILZ+BxaDtmjiXFVVUdVFyyKUCGAiONMWxGYb+vD5Ir61EZd+KtL/ar/f/4BJXS5w7gJwQR0IBBA1/wkJFUBd/ozqTQ4vmZ7AlYRZqTDG/jBf/gzm8Mfn1FKpxBgLBoP/lzv3uTvExHnVfb+Iuqa/+xXc56tv747jwoVlqPOD59fBOeHgWA1Oc6MzcnupYVV77jHl8ncQQpAdHv31Ay26lcjfP5vx2xyEMy3y2kRi/fyG0hwZSk2OkBXX1Z9mHv2B5Osg+39+5OJ/a2trA3PJzD7f3p/7JReeV7E9vwMrn7b8/m6k8MsPwyouYMoSzCIIrfMf1NDRQXhuEO06xp1zgyCUIOizlTy/eyFazkZ5BpKmvfpr6uRkXtcjkQiAzNDjhUpNiK2xRnZJqt8UGov5XGn3PW6QWGuur/+5Zgd3ZfZuLkmEcYgEfhkJzhJLrj92jRi4S3n0653pAQQTcCyM/y9iPbj/3Xj/FsMwRkdHe3p6isVi6tAO8dBmSSXlo+uq2Ixfej0OfR+H7sNrvoOW9XNvnFAxrnkNmtes3Fgid3ydjj+GkafRsh7VrHvuhWsuu4wxNjY2Fo1GGxsbCSGqqpKz3ob9vwQ4+q/j7ec2PDv71dj4nuYjvyIXvR+//QJAcPH72CNfa3nt+yRJqv+0RkZGZFlWVVWWZSuxmjFuV6v1XOzg4GD9l5ndeU/xyD6l6WJUZtt23+lf9Ybf+3f+/wyGYdi2reu6/Oxw4hk8D+zRJzNTI1V/uMQUXuNeOvv8IpQyMxVW02Vm255KHE3i3DMkr/asSR96Ere9A+kB6eK/S0T9M1PgoCBUIK4PNieSb/H8aIiaipmWXEIBURSl0rjq8JC4aC/NGbwg+KNxaiqVeuqpp9LptOM4AK6//vpjgiO/B47eIdZ8rUZ1bHJoX3Vw0Oq/rFKpPDeDOJ93rMsyLEacp/gvqy+7YfTWv2151V/O3HlTJ6UAfE7WJDpCDSKc5JLlHuPp3Q+Ux3ftZ45O3aDoBAQ7lZodzrm+wV2gojGxx5KTUmGGSGLsNx/X752A59heS8aMVQUGKqRdv86NKldZMBpoaIUahBKaC7rWCVINQfg/X/su+SS234zMoXpsPJlM7t+/v86pc740idWZx3aFZIusfS3L54M+o2nH57DjX3HWu3HWu6FURTbh774SAAcnIOW996E4htoqPP09PH0jWs4y2y5KlUXSdx2e+R4A5Eyu9KtDu2vNeldX19jYWDAY3JgkqcMjZOl18+ti225O3vNOXPRX+NCTz1rw4opxwWBw0zs+h+9eiFd9C2OP4r5Po+V8+P31t2ZnZwcGBlzXnZmZ8fmWIFcCniUuMX8cRVE6r7kBO7+HV34M8T7c92lc+5G6SmK9N6m3t3f//v2e5wWDQV9zs23bdcmt3t7ec889F9N78fP3jjZcPr3+436/H3f9NUyClg0ol0+87j82arXa5s2b0+l0XUngkksuWb78xNqZZ/BcZFz/rCmHGjsr2REu+bjeWMg8nwilUJ1WWNWnCVXH1ajjk2WnaojGczzJ3/gjbP4ibv+zyozmcXggjBEmwIJoc6E8PbjYehJipU0uaMkVlfKBRp2GW5PGxJ4mufqCfeEzOBH+aJxarVYB9Pf3l0qlkZGR/+vhcqMoT6LtyljMDWa2055XVvffn/SZXXV1nhcW82lIswSzKHODEhrf+c0jYkfnT98INcTTNXjOzOyszquYGYVrcqYkRn7emf6fKvGXmDrqytOm7AiaOL1T0oOFlk1txr6S3JCNr1r9pr+AGoakTf/gH0d27fTpWo1JgsBTVcXkUmdsOTZ96IX/RnXUNYEJxeWfw5dayZ/f39TUlEqlmpubOed1Uxdl2ZWpajVQLpumyXtWY8nXMfgAgi346ZtAO2AbiHQi0kkA5IbBXIw8jK2fxtnvwfseRqBp7ODB3Y/t13ISln0U03tRmU2XjWW0q0vXp6am2tvbFUVB4g2dT34Dq85D0yo4NdzyZmAMN+yA73cXSbjkk3joSwDHm3+K4YfwnfPwqv9Ay/rGxsZoNPrMM88YhhGLxcQrPwkA2iLZLz2GkS1wTBx5AkRA/6vg1CBpAEql0uzsxBoKEAAAIABJREFUrGDmQ5VBZ2SIybAcRFTka4w0h3D/5zD0IF7/fV7VKkNDnHNs/CgA/AnL07iuaxhGZ2enJEm7du36Yy/nxYaWdZAe5qVJIohQQ7wwyUWVJNcuOl/UXQZXCnGUPCK5UshDlkv6CWZe+ins/Xn1ydtN5gMF+//bu/OAJs68ceDfmWRyX5CEI4BcoiKiAqJV1vuoaFut7a7Vttut77Zb7WH7s7trL2vr27o9bGuvbfv2XLeX7WrXKoiiUhGpNyAgAoKcARISct8zvz9G0xgggAYI8fn8RSaTmWce8uQ785wUZScZgBFWEjdhvbaPqkGkNbscbZcdJMNkc+Jt9UYrpXaivnGDa9hi6ujRo+mFec+cOeOHmJo4B07ugpA4zKpnhY8BaSzOwPCEWX1/sIdmSN01dao2z8ZIr2bIK0+KApEEazvnEN5iNLQIJtytiOiyGPYYOrsixBywGwG3kKRB4bQCKeXzCT4/NJIvwyziBiNL31hsi1wUFZsAp0u1GmPc7Svdz146F9dKEYQLbPwIlr7BBgQApScHuR88XZsqjIT/dwE+Wyi9ZW2tKMtqtcrlco1Gw+PxIDQ01OnU6XR0hSdMugfqfwFuCDx+hsr72KjcSe17EYSRwOKDps6I8anQMfCn31aV6uzsNIROwOuOgyKNUlbqcKlZNFqpVCYlJSV6Dhya8wwc/l8Ymw37N4JsLKz4v+sJqOCxcsDYbBibDe0VsOcxiJwEt73DZDIjIiJsNlt7ezuPxxMIBD1MwVD3i/XIG0ozExv7EKhrQTYfpElU6XHF3r/bYmZ1RMxhjV0QHR3dcc7Ubu3iRCVrrA5xCMsCYG0rowq3wa13wSNFAKCw2a7MMAVXxlYF7PQ0QqHw7rvvBgClUoli6kDJ5XJN8nRezR6MG8HhY1xTMzt5mY8Js/gx44n6GoZDzwInQbAYdj2B44Lo8T3vPWEFJSikrBYXRQGGkYC7KByA4ePWTN/WZKUIlt1KYgwXzrLbrGaS0HU09vqBjgtXVmEiXVDyHbQW9n8VJsRt+NtT/eK3sTQiBbAVcOLfxtBU6vIx0B67tp/Otc2QNj0A1q0Z8mqjo2czpOcOuPeCgiKTsW3rZMnC+9vznhRM/AN1dieX4WzHuK6QOJwfAk0ngCWmFq6Fib/VZxKXLwva2gRRMVTtEazyrEU0mmLANd3cw8YCo8xqt7OFYHRgHNxpAzY22F9ud20qWwjrfoU9TyjsJ1vxDQRB0OuW028qFIrOzk6Hw1FVVSX73Rbpv2ZhCXNCJSKlQITZAbhicFqBLeSzhNLoa/qIYRjGlsdzqoqttZ1GxSy28rRdFB4REXHN707TSbiwB2oPgDga1uTBnsfdC75eD8821/AUeOgInP4CXpbCsveBjGSXfy9l43obqBzgJMFFUqwpS8RiMbflOLv4LWDxlMkP1VkEfD4fLvwKADDxMbVa3ZxwTyy0RCsPc3Y8C2MWyyVzNRwHLzpBTufeuX+zGRrZ79+E1KlX8vLq9DRIcCMIQjZ2uqB1TxjXCWQj8DDD2Gk+JsySSqWS8FiBpszJ5PM5fK6lFQ+fGBra6/qpOJOFg4mJkRgFDIxkAmn3OQGpMzTRhV1wuOwk4E5gOkgHibPI0NG97W9tPq+8fBlLuVNDVjcRCV28cVT5LkViBRvF1IEIkpiqUCiwGbdjP+0FQSTUHgW7ieS5FC2XQXu1P44oEsLGeTdDskXA7Hsehj7x+AKbKD7s4tf1vOT4S78oQzLrjN/aw8fWN1fwZTjELDNePg3CyZ7hxW63q9VqEzcGOjUAWIfTwRu3wG7/rfuARCLhRyTg7eUsbaUD54YxTbqwFIlEcuOpHYA73uWd+zd794OdaY8byw5RxG/l124nY+eujh6dplarK2dsD/2/lYbbP7M4dvITF4D6IjCYoMgwXz7tNQrTpao2luwz4UICJ6GxmMvngqaMYbr6xHb6Czj9KRA8mPI/MH4ZnN0BBVthzjM3dAnd21ynPAjp98N/H4Pai2DnQuoSEYAIgALoLD1INB0zlmxXscPs4x/lxkzSaDRg0bFYLNaiZ8wWq85gAICIiIhRSTMB7gH4BC78zCzewzE2cc99CpNWwalPQRDuSl3OFPa6ohYS5NIfgKL3AACynvC9Y0RERFtCCs98zm40iZxmIdfFSxjvNR+hJz5u52J2Ae4wA4uDOfmYjaIIIbPXdWyMRqORKQGXzklhZpvDRbCNuMjQe1t+A39SmVbC1RCtTonLHsHRMM260MmcFBRRByRIYuqVR4Hs9XB2B8QnQvoDMDZ7KBMgSP894/g2xpj/0Z77LzblCf6ExeLmYr3TIjA1ApPsPh5RrVY3NTUJhUKIucPS1YGrq7RdNrlKlZR0pUMDk8nEhRER2pNKKzua6OKy2WREwpWVw4dS2n1RMdM6tq8eLeRgKfe5N5Nl/1EwOuka1IiIiE5LTdOBD5Sh06StNWxLJ1AUOKotMbNsNpvBYLDZbFqttv3U7gvnTliBJ48eQyhP8xgOUKRb6kpAVQE5hXDqM8h4AJZ/DBETrpzDXW3rdzgT7vyIKt5j/Ok1qrkS0u4HALi432FUi+zt0fe8BRGpFEVZLBaDwWC32zs7O0mSZLFYUqnYZrNd0xU2+XZFwiJMqcR23gu6s3DnS1C0nZy+NDCrdpFB9dvSTIQUAOtxaSZPV+bcj3Bhez+KwEyyBRvImKnec+57Hh8oF2BOwIEiSQAnhpMURlG9zt8rFAoFErlQpzZgTB5u5zGZpFAmFPbanupumnECw+50YZeKDCEpnZ2d/c8BBIYmpprNZp3uyiLYGIZFREQM6ONffPGF58sHH3yw110928+Glihzpb5wG5fNUlf+yp7yBERO4lzao0rMNjXmMi0XHdx4e9tFe2Skey57OdMcYz7Pc2AOEvSadqmAYTKfD2P/1pRitVodDofWBi5gAEVZYmZardbh6dgiS4p9Ks/6fpbCUg53vAcA0FoC9d9A6tWqbG2DNDKWW5xrNnXZ7V0UiRNsrlPfqWs77WwucYQLLUwRp/30uDA5vnhN1aGvWSI5SFdYAEB10Wq1UJeLYcEdsKkTsGv7B/U4VMZ/FOm3YnYDdvpzOPwEMFlAusg5qxXzH3F36+XxeGKx2GKxCAQC95p9Npv3MiBX7ueWPQdnd0DtV5C9Hm5gVPSQcTqdKpXK/VImG9i0/gMolTeN35ZmunsrQM9LM3m68s2Ji1PmvqngOSJnrerjBJGTqdZCkrpye05SOIlhENlrHyh67DhTNhoz1eMYxZQlMpwMBsO76coNM7axTa0cUxMBArbqPMeuYQMbN47sSTSH3lDE1Lq6usLCQvpvBoPx8MMPD+jjAyuug/xD3BuhUNgSOUPe8HMbJ4JqKgEiAlJ/H1ZdoBGNxULiTEYj4/CH1KGXyeipVHQmGT6xrabcbuhkxKYDRY7pOMpI+YuhPI8wNrsPSFFUaHO+AeeHs10cnAOR44Qmk3upsiEWGhpak/WsrfJD9pdL4d4fIfdvoEiHvU9CewW0lwNfDuETsNB4vqZGIhY5bRY7acUlIQ4Hh5TGStnNofVfcOKmgkujOfmawE5wLuwEcSzomwEnhNGTpLetgaSehhv0PlTGL9hsdtzse6HqI7hzGzgtcOQVyO61sq7vsVXDdz93ffR6/U8//eR+uWLFCh+1jt2hINqdR8P5AFdHYPFg7Iw+9xKLxQKBgG9tM1MED3fwMDvFjfAxBFGMW9j6eoKFiTAzn7IT5jaOjRQzehvaA6BTglUL4Sn8pmrc6YTwFOhoBaNyYNdy0xuKmDpu3LiEhAT67+ucRa//BvmHuDc4jnNnPMT4cRUjeY2xthiS74SoKexzX0cCBtP+n8FgUCgUsRIGXMyFizuh6Am+4jYl1smPTYCuZjxpHkhGAY5D3JWx4VqtNr7qIzauNKWtGTspE+DKPa+PeqFBZbVanYopp0+GRyUtgg//ANpWipuqiB/PnrQawicAiwcA8MMH0NTmclicJDgBc4gSGW0Xo/WnFYpo2NRKHyfWZmMpldh//gdSMiFkBRR/QC57eLgu6oo5z8CJfwJQPTbculdpdm/xVZs3TPdz10cikTzwwAPul73NxYMMCRx6HEJzLZFIxJQomO0tGJA4RjLBxZJE+phrMJJp1BMqXvw0qqspXMzhxceban+NYBl7PUF0OpQdg4hUWesZAD6Ep4BaCYq067ukm9ZQxFQmkzkMDYFDTqgY4+SH4YZWXWszFbOwh/GI4miY+hBMfQhcdjj6HabNwQ9vgZB4mP4onNsBY5e6D9X2n41hpE4vFIxdcHcgLF6tVCpbW1vt0XNtFad4zFCYfLtRkAARifEx8QBAkqTRaOwSJKgcJ8ycSIJNsaMn8rS1dquOGnsX3LHGfZwrN/K3bYCzO0BLBUQ1qc/ny99q867yVZs3TPdz1wfHcR6v799xJHAQBMHn8wXhccxWNQ9zCMLjSS7PR10uc8xczsk9XFksQTnYggiuNMZVf5zZ+whDiqJs0hRLbREQoRAzDS4VWUNTAnMgdSAbtlBns9nq6uoAgG7UuXTpEpfLZbPZ7ifaEUckEl1OulN0/huMH0uyLCJFUq/jERksKm6m0aWgTr0L8UtB3wV6vXFMPP31Vf/0bEiIrK30FD7rr4EQUOHq1I9hk+c1/edIGMcMo2dQBgM9uNNoNNpsNoFAEBYWZk+eLNSUA+kE9XHQt7AnZctSeirAgVZN2vvz5U04DKa6utrlctEdIJTKK/V+Y8aM8fHbjQwNgiBCQkIk8fGtym8kDIt0whymVutj8kiFQoHN+j1W87OKYQ3nUeKmn8lZv/fRviuTyQSKMZyqEki5DQCg/YxQkTRc7U0j13DOo1RQUOB+eeLECQAIDQ0duTGVxWJBygpu6UcOeSy0n4yddbuPna88ALFWwcUc6ATIuoeMGa1QKOD4u20GUqo9Swjlkonzhyzx/YFhWMjsvyhNFkZHh0ajwTBMKpUqFAp6Rl+Xy6WNmchtK4C0+0BTD/ZOV1RKr/UTAVVNOqKeLwdbUVGR1UpP/g8XL168ePEiAMTHx6OYOuzoOfEtFouTYtjEiRaLxXe/RXePgSbCFRUZLm07CrN9dYNy90OGizkAAHNW+O6HjPRo2GJqaGjo2rVrh+vsg0QklpAR6XbVJWZHlc1m87EIubvLH5RtA8Bg1g4AgNLv2uoqQ+Jmmi4fcsx4Wi6XD13S+0coj8F5JhzHuVxuZGSkZwo97hJ+BvC4S+j5QCiMBSjU+ShguaczU7CNYdI4QWgom83uuyprzjPw5UvQcBxu7WOod88/SsgABX8z51ASCoUdE//IyXuOEMk7a08rUrL6/oz7ie3SEWfJd13T/kHsXMUJUQhSZg96f67rwufzAaD7yHFUIBFkULmnM+vEbVI+IQ4LMxgMfY+AGrsEqBfB3DmAppaAqkYaaVBM9Sc+n28JGSdkYEpKbvx1v51/pdqEoijFtYuI/Ta1Js3SBQ1F7bd9y67cyeZyu1L+OC4sgCbiCeLurwgyUriLoYVkmGwuvK/FGKxNpcpDH2MYdJLCZgbf8NU6igLFwkfZUX2tLIKqkW4Aiql+JhQK1TFL6qoqRJYLdXV1dNdKo9EI1y4iBh0XoKMCpj0CAGAzwOH/tYnizU2lttKfxYpIybiZN7KarN8FcfdXBBkp3MVQxbSFiVghCoXvOSWU1efqmpX8MbP0ZKOKFW3hJhmrfoHqM/F9xlTkBqCY6mcikahVNp4NZ0NsWlPJNwIRGwAoG4nLVgN4xNQJK+DYWxAxESJSYbMYHv6lbedGaDmtCOV2jL1/dCA9pMJN2f0VQQKNuxg2M8xRErY8to+ZJbDQOL5dJVCXsDEH36YSqEyUsxMPGe7Ra8EugB6GgoNAILCYjFzcReJMO4WbxEkQlgy6ZtA1/LaTVQ81ByA0Ef61DD5bBM+2mvNfM0fPxHUtGEciTJpxMwznRRBkcGkuA8EFcyfgDEoQDmY1MDnX/BAhg2AE/HYfOXLE/ffcuXOHMSX9wWAwWKFRDgwsDiraUNbWSpgcFtxsACYXSr+Fxl+h6QToW6yK6UrhJAyrh0lPQ9nxlhaLzXU6PZTsSP5jXOB190UQLyOrVAYmq9WqVCoxDFM7eUydw3b5cg8dLzy5O2E4bVBzECyX+ljflF5V2mkBisDYItA7gcVzT9aGDJIREFNHXInlaS8aAbeTODgMkcbzFrO5zS5ozXtXOmG8IHEaTHsEwpKV9fV1dXX8JDkUfWNxgoY5CqNMTTZGSMItPgZxI0iAGHGlMgApK4vrju7kszCdHWc2XHDmvG60UzD7nvi02T1/wN0J49Q5EEdBXBYUfwjqKl9rho9bCvU5QFmhoxIIDiQu7XVPxE9GQEwdcRhCaYNdzMftRjuHww4BsssMmOCWP6jHz293ucK4YUIAR0et5dxuYGGgalA5+E5Xh5iNdY6aNwY9pCLIzcFx+aS5ox4TSuwkbrE5WTqNRa91Np2G3mKquxMGzoSw8RCWAgwmJN/R2/FtNlujI4RrINQUB4w2LotlcUhkHos0I4MBtaf6HztpLjA5BJvjxNm4TY8TbIzNZ4+eGRcXp1AoNBpNTU1NU21Fh1bXRSiU0iwtU46JwlssLKMT8zFNBIIgwUTtEqjsLC0v3gRcPRGm5cV12Nlqp89JmOc8AwVbgUEAxoCCrT0u/OBGdxLG42ZiHCHGleBxvwMANH/vYEMx1f9YLFbMhOlRWIcEDLEMVayrPoqpwyp2GZrKrZpWLotgMpltINc42J1OtoMjF4JFgplIJk+cmDncaUcQZIhg0elsguCYmtkMYItCOMYmNpuFR6X7+sy4paBrAqcNjG1gUMKYxT72ZbFYMTExsRnzpVhXNKaKzZgfExOD7toHG6r7HRTcUZOtdXlcDrvBzMVJhwVkcDaHde5zJgMnKJsEhyhHvJ0UcBoP23CeWMC2GzUYEcWyaoY74QiCDKHoTGg5zGLJCQzAqILoeb52pvsocULA2QIXfobo0bD7EV99lK4SZ95DhPa6zCriX+g5dVCw2WxL3K1SW1MUQxM96/7IW5+M/vOO2A2Ho6YuC8P1IbfcyxoznyJ4BMHgy6NsNpOGEuEuO4WW/0WQmwZFUVaO3ILz+Syc0rdacL6VLfNVN0v3UZq0EgCAImHSH6DtPKir+jxRVMI4jgTNxDJEUEz1P7vdrlarrYLoJkzRyQjrYMWo1Wq73Q7iaMh+DZ5vB55UVLeHRVow+Tjc3Ol0Uph8DI8A8bhe+iYgCBJ05HJ5eHh4aOqCUFtjqK0pdOLC8PBwH3Pid0XPO66VFbex6lxR52TLipXM47pwfdScIUwy0jdU9+t/arW6qamJzWZ3hi3g8bigVOr1eqlUmpSUBACAM+F3T+nxaYaD34HyAlCkERNxTB0GYZJWqx3utCMIMkSYTCaHw+FK06H6vwAYjEpzGY0+5nuprKwsY04WnspTQYjdyOKcOqjnTqLOn8/K6nmtjoFN0434CYqp/ieXy2NiYjgcjlqtDgsLAwCxWBx27XSDcrk8JmMRr+xzp+IWtpMp7SgyJS8LC7ApCREEGTy/TaN991YAAJ7M9/y9GIYJI0dL6soN0ZkiiZDXWEVFJvqIwQObphvxExRT/c+9JBNFUSRJEgTBZDJ1Op1SqQQAiqIwDNPpdARBEGMW2epOxnFc3Iw7DCJZ38s2IQgSLDym0e5j5t5rxP4Or60AIwmxfSwliabpHhaoPXUQhYeHCwQCNptNEATrKg6Hw2KxCIJgMBgMxUS5s5VrVkJUxnAnFkGQkUA6OgpX8RydIB093ElBejACnlNH7syiOI4LBAIAoChKJBJJpVL3WwaDwWKxCAQCWPjs8CUQQa7TyC2VwYDu+osEpBEQU0dcie1P1wCPfQgAgL6WF0aQgDLiSmUQoChKr9f/9ith0up0OpIkhzVRiLcREFNHnP50DUDdBxAEGZAJEyZgGIbjvzXYOZ3O1NTUYUwS0h2Kqf7Xn64BqPsAgiADIhKJpk+fPtypQPqA+ighCIIgiH+gmIogCIIg/oFiKoIgCIL4B4qpCIIgCOIfKKYiCIIgiH+gmIogCIIg/oFiKoIgCIL4R7DF1JkzZw53EoIKyk//umnz86a98O5QVrgFZVaMgDkf0MyiCBJoUKlEkB6NgOfUuR6G5oxffPFFEBzBXwcJhDQEQn4GQmYGjqEvlTcO/Qc9odxw829WjICY6snz7ni4joCS4d8jBEgyguZChtF1JN7HR/z+FkrG4CUjENIwxMnozQiLqQiCIAgSsFBMRRAEQRD/wAJ8zc6g7BiGIP1XWFg43EnwhkolcpPzUSoDPaYiCIIgyEiB6n4RBEEQxD9QTEUQBEEQ/0AxFUEQBEH8YwTMo9R/7e3tBoOBx+NFRkZiGDbcyRkx+plvJEnq9XqvjQKBgMkMqm/RjTObzXa7ncfjsVisPne2Wq1KpZKiqLCwMIFAMATJG2I6nU6tVjOZTIVCQRDEcCdnEJlMJo1GY7fbRSKRTCbrXpRcLpdSqbRarSEhIVKptPsRgi+vbDabxWJhMpndv9u+L7bPvApYQfJraLVac3Nz29raGAyGy+UKCQlZsmSJSCQa7nQFugHlW1dX1/fff++18fbbb4+Ojh78lI4AFovlyJEjKpXKbDYDwJw5c5KTk31/pKqq6ujRoyRJYhhGUVRmZmZGRsaQJHaIHD16tKKiAsdxkiTZbPaCBQtGjRo13InyP6PRuH//fpVK5d4SGho6Z86c8PBw9xaVSpWbm2symeiyFh8fv3DhQgaD4d4h+PKKoqh9+/a1t7fHxsYuWbLE8y3fF9tnXgWyIImpBQUFarX6tttui4mJUavV+/btO3DgwN133z3c6Qp015Fvt9xyi0KhcL8MCQkZ/GSODE6n02w2x8XFEQRRWlra5/4qlaqgoCAuLm7evHkMBqO4uPjkyZNSqTQuLm7wEzsUzp8/X1FRMW3atMmTJ9tstry8vAMHDqxatYrP5w930vzMarUSBLFgwQL6kaulpeXIkSM5OTn33nsvXVfhdDpzc3MJgli9erVYLK6pqTl06NCJEydmzJhBHyEo86qsrMxsNnevx/J9sX3mVYALhvZUvV5fX1+fmpoaExMDADKZLDMzU6VSNTc3D3fSAtr15ZtEIgn30J/qzZuEUCi8++67Z8+eHR8f35/9y8rKcByfO3cui8ViMBhZWVkCgaCkpGSw0zlkSkpKwsLC0tPTcRzncrlz5sxxOBwVFRXDnS7/k0qly5YtS0pK4vP5LBYrPj4+MzPTarW6i1Jtba3JZMrKyhKLxQCQlJQ0evTo8vJyh8NB7xB8eaXT6U6ePDlr1iwc944yvi+2z7wKcMEQU+kvbmxsrHsLfaePYqpv151vJEkOZrpuFs3NzZGRkWw2m36JYdioUaPa2tpGym+Hb11dXUaj0fOZWyKRSCSSoCyV3ZtO6eZDd0lpbm5mMpmerSSxsbF0kyEEaV4VFBQkJCR0r77u82J951XgC4a6366uLgCQSCTuLTwejyAIejvSm+vLt19++cViseA4Hh4ePmXKFNSYen0cDofZbPZ6opVIJBRF6fX6kdUpo0c6nQ6u/XYBgFgsbmtrG6YUDana2locxyMjI+mXXV1dQqHQ84mNzhk6l4Ivr8rLyzUaza233tr9rT4v1ndeBb5giKl2ux0AvCohWSwWvR3pzUDzDcfxmJiYqKgoLper1+srKip+/vnnxYsX97OqE/HUW+YDgM1mG540+dXNXCpra2tra2szMjLcraF2u53D4Xju4/m/DrK8MhgMv/766+zZs70umdbnxfrOq8AXDDG1x+EfFEWh4TS+DTTfJBLJbbfd5n6ZkpKyc+fO48ePo5jqL/REocH0vb0Jpz5taWk5fPhwXFxcZmamj926/6+DJq8KCgoiIyOTkpJ87DOgix1Z5SIY2lPpFimr1eq50W63u1uqkB7dYL7x+fyEhAS9Xm8ymQYlfUGNzmSvW2/6ZY939yNObxcYHFfXG6VSmZubGxkZuWjRIs8YwOFwvAoanTN0LgVTXtXV1TU3N48ZM0Z5FUVRNptNqVTSPxR9XqzvvAp8wfCcSg/n0Gq17poWg8HgdDrRMA/fbjzf6F7yQXN/PZSYTKZQKNRqtZ4btVotjuPBMa7a/e3y3KjVaoO4VLa1te3bty8sLCw7O9trMGVISEh1dbXT6XQPLKFzhs6NYMorenB2fn6+58a2traffvopKytr4sSJfV6s77wKfMHwnBoTE4NhWF1dnXvLpUuXAGCkj5gebH3mm8vlstlsvfXydTqdDQ0NbDZ7RA+hG0oOh8Pz9nzUqFHt7e1Go5F+6XQ6Gxsbo6OjR8rYdt+EQmFISEhdXZ37lkulUhkMhmAtle3t7Xv37pXJZNnZ2d1HZI4aNYokycuXL7u31NXVsVisiIgICK68GjNmzOprEQQRFRW1evXqcePGQT8u1ndeBT7G5s2bhzsNN4ogCJPJdOHCBS6Xy+fzm5ubi4qKFApFenr6cCctoPWZb+Xl5Xv27FEoFPSTU1FRUWdnp8vlstvtbW1tv/zyS2dnZ2ZmprtzI1JdXd3R0dHe3t7W1sZms61Wq1qtDg0NpTsxHjx48MiRIxkZGXStoEQiqaysbGtrCwsLs9vthYWFarV67ty5QqFwuK/DP9hsdmVlpdlsDg0N7erqOnz4MIZh8+bNC77JLPV6/U8//URRVGpqKj3lHg3HcR6PBwASiaSurq6+vl4qlTIYjPPnz1dWVk6ZMiUqKoo+QtDkFYPB4Fzr3LlzYrE4NTXVfbPo+2L7zKsAN8L+Yb3JyspyOBxHjx49evQoAERHRy9cuHC4EzUCDCjfMAw7deqUy+WiX7LZ7OnTp0+ePHmI0joSFBUVuZuCLl68ePHiRQCIj4/v8dFTLBYvXrz48OHDO3fuBAAWizVv3rxgukEQhBFyAAAStElEQVRJSkoyGo2nT5+urKwEALFYvHTp0pHSKjYger2e7rZaVFTkuX369On0sCgcx5csWXLgwIG9e/fSLydOnJiWlube8+bJK+jrYvvMqwAXVGuSm81mei74oLnTHxr9zzeXy6XX6202G4vFCgkJGSk98QIZSZIajYaiqNDQ0OCo9fXicDi0Wi2TyQwNDR3utAy/rq4um80mFot77H90U+VVnxfrO68CVlDFVARBEAQZRsHQRwlBEARBAgGKqQiCIAjiHyimIgiCIIh/oJiKIAiCIP6BYiqCIAiC+AeKqQiCIAjiHyim+oFGo2loaGhoaGhsbOzo6PCaANovfvzxx/fff9/vhw0oFEVVVlYeOnSopKSkP8ueW63WV1991XNuRZpOp2toaDAYDF7bCwsL//nPf/otuUhgUCqVdOlramrq7Ox0Op1+P8Wbb75Jzz8Q3EwmU0NDQ2dnZ392rq2t3bp1642vRtdbaW1sbHzllVdG4vocQTKP0vD6/PPP//vf/7pfYhgWHR09e/bslStXei29e93Ky8tramoee+wxvxwtAOl0uo0bN5aXlxME4XA4YmNj33jjDd+TCn399deVlZVxcXFe219++eWTJ0/Onz/fa97N5OTkzZs3T548efr06f5OPjJsnn766cbGRvdLgiBGjx69ePHiO+64w18T+xUWFgKA50KHQWbbtm2nT59uaWmhKGrRokUvvPBCnx/Zvn37qFGjvJZBvQ69ldaYmJja2tqvvvpq3bp1N3iKIYZiqt/885//ZLPZDodDpVKdOHHi+++/37dv3/bt2/2yvOif//znwXj8DRyvv/56TU3Ntm3bpk6dWlNT8/TTTz///POffvppb1M16fX677777qmnnqKn0nVTqVSnT5+WyWSFhYUGg8FzZiiZTHbrrbd+8sknKKYGmbi4uE2bNgGA1Wptbm4+fPjw22+/nZeX984773C53Bs//htvvBHcU7M1NjYmJycvX778ww8/7M/+J0+eLCkp2bhx4w2e10dpxTBs9erVW7duveeee0bWrFKo7tdvEhMTk5KSxo8fP3v27L/97W/vv/++2WzetGmTVzVma2vrsWPHfv31V8/qDp1Op9FovA5oNptVKhX9cZFI5PXFoiiqtrb26NGjZ8+e1el0Xp/t8Sw9Ikmypqbm2LFjJ06c6Orq8nyLvj+w2+1Op/PcuXPHjx93n8hut585c+bMmTNelTMqlYrecvHixcLCwoaGBt9np7W0tBw9evSuu+6aOnUqACQlJf35z3+urq4+e/Zsbx/Jzc2lKGrOnDle23NycgBg06ZNdrvda8EpAFi8eHFtbW15eXl/UoWMFGw2OykpKSkpKTU1NTs7+4033njyyScrKys/+OADrz2vr/RJpVKvmOqj9FEUVV1dffTo0ZKSEofD4TvlVqu1vLyc3tlrSVE6ARRFGY3G4uLiM2fOuI+m1WqLi4srKyvdk2+DR2l1OBxnz549duxY94vqzfbt2zdt2rRy5cp+7r9r166JEyd6TmrvLvj0j0lLSwu9naKoCxcuFBcXq9Xq7sfxXVpnzZpFEMS+ffv6maoAgZ5TB8v48eNXrFjx7bffnjt3LiMjAwBMJtMrr7xSWFhIEITL5SIIYt26dStWrACAH3/8cceOHbt37/ZcI/CVV16prKz8z3/+AwBvvfVWTU3N119/Tb9VW1u7ZcuWuro6+lAYhm3atGnevHm+z9Ld+fPnN27cqNfr6XWACYJ48MEH77//fvrd6urqRx555PHHH9+1a5dSqSRJksvlvvbaaxwOZ+PGjV1dXSRJymSybdu2JSQk0B9ZuXLl0qVLGxsbS0pKGAyGw+FYsmTJ3//+d6+nSS9nzpwBgKysLPeWGTNmAMCpU6forOsuPz9/0qRJ9KIfbhRF5ebmZmZmpqWljR8/Picn58477/TcITU1VSgU5ufnT5gwwUd6kJHurrvuysvLy8nJeeyxx+jZYm+k9K1Zs2bmzJlPP/00/ZaP0ldfX79582Z6bTK73S6TyV566aWJEyf2mMidO3d+9NFHDoeDLn1isfiFF16YNm0a/e6uXbs+/vjjF1988fXXX6eXXIyJiXnvvfeOHz/+9ttvu1wukiRTU1PffPNNuhTQpXXdunW7du3SaDQOh4PJZK5fv37ZsmX+zVuTyVRcXPzQQw95bly5cuXtt9/e3Nx86tQpAMAw7C9/+Qtd9quqqkiSJAji2WefXbBggfsjfZZWNpudnp6en5/v/kUaEdBz6iCiA8P58+fpl5s2bSorK3v99dfz8/Pz8vKWL1/+zjvv0I9i2dnZJEkeOHDA/VmdTldcXLxo0aLu0Uir1T711FMWi+W9997Lz8/Pz8/ftm1beHh4n2fpjsPhPPnkk7m5uQcPHty/f//y5cs/+eQTr50///zzNWvW5Ofn79y5UyqV/uMf/3j11Vc3btx46NChr776yul0etUX7du3LzIycv/+/Xl5eY888khOTs7333/vO6OampoAICYmxr1FKpVyuVx6e3dms7m6unr8+PFe20tLS1taWrKzswEgOzu7qqrKqwcThmHJyck+Hn+RoDF9+nSHw0EvDQRDUvp0Ot1TTz3FZDK/+uqrQ4cO7d69e9SoUc8884xer+8xhREREW+++WZ+fv7Bgwd/+OGHxMTEF1980b2eLu3LL798++23jxw5sn379ra2tueff3737t2ffvrpkSNHXn755fPnz+/evdtz/88+++y+++47cODAvn37pk+f/tZbb9Frv/hRWVkZSZLdS9/evXsTEhJyc3P379+flZX1ySefbNy4cc6cOXl5eXv37k1OTn7nnXc8G7D6LK0AkJKSUl9f71V/FuBQTB1Ecrkcri5SX15efvLkyUcffXT69Ok4jnM4nHXr1o0aNWrXrl0AoFAoJk6cmJub6/5sfn4+/ZDX/bA//fRTV1fXpk2bJk+ejOM4QRAZGRkpKSl9nqW7pKSkhQsXCgQCAODz+Y8//rhMJisoKPDcZ/HixYsWLSIIIjIycvny5a2trdnZ2dOnT2cymQkJCYsWLTp79qznSgxCoXDDhg1cLpcgiHvvvXfy5Mn0WmY+0L8jdDLcBAKB1++LW3NzM0mS3dco3rdvH5/P/93vfgcA8+fP77HiSKFQNDY2oqUjgt7Ql749e/ZoNJotW7bQ1TYymeyFF14wGAwHDx7sMYWzZs1KT0+n1ziLiIjYsGGDyWSin/PcHnrooZSUFBzH09PTp06dWl5e/te//jUhIQHH8blz5yYlJXndIN5yyy3Lli1jMBhCofDZZ5/lcrk//PDDjWWkN7pHWPfSFxMTs27dOj6fz+Px/vSnP7lcLqFQuGrVKg6HIxaLV61apdPpamtr3fv3p7RGRkZSFOXZBy3wobrfQUQ3xtALeJ07dw4AdDqdZ9Hl8Xj19fX030uWLNm6dWtNTU1SUhIA5Obmjh8/PjY2tvthS0tL5XJ5j7WXfZ6lu7KysoMHD7a0tNhsNoqiTCZTR0eH5w6pqanuv+n7cc9Th4eHOxwOvV4vFovpLWlpaQRBuHeYOnVqSUmJSqWif+N6RHdE8opzJEn21kGJbsHyauIym80FBQULFiygf6SEQuGMGTMOHDiwdu1az/6fQqHQ5XKZTCavEI4EmaEvfSUlJSKRqLS0tLS0tMezdE/h4cOH6bZGh8NBf/99lz6CIMaOHeu5xd1yScvMzHT/zefzU1JSLly40OPZr1uPpQ8AJkyY4C6wPf5QAIC7VbWfpVUkErnPOFKgmDqIWltb4er9Mt0n4uDBg15xwt3OP3fu3LfffjsnJ2f9+vX19fUXL17csGFDj4c1mUy9dYTr8yxecnJytm7dOmXKlLS0NKFQiGGYSqXy6ljh2XOS/oXqvsWzr4TX8CG6jcpoNPqIqXTJ0ev1MpnMvdFoNNLbu6PLoVc6Dx06ZLVaLRbLV199RW8hSbKrq+v48eOzZs1y70b3BLnxMQBIgKNLH/2NGprSRy8tTDfBukVHR3s203raunVrfn7+/Pnzb7nlFi6X63Q6y8vLfZc+FovlWR3NYDA8ix50K30SicRd++0vPZa+7kntcYs7tQMqrSNrbXYUUwcRXYk6efJkuBo2Nm/e7Nlq6InL5c6ZM+fgwYOPPvpobm4ui8XybM/3JJFIqqure3yrz7N42bFjx9SpU7dt2+be8q9//as/H/TBq7ch/dL9FNsj+oGgoaHBHVPb2tpsNluPDwoAIJVKAcCrlSUnJ4fFYlVUVFRUVLg3EgSRk5PjWUp1Op1AIEAxNbiRJHn06FE+n08/dw5Z6ePz+Z9++ml/UqhSqfbv3//www+7O+A0Nzdv3769P5/1oXvp8130roO79N3IEJf+l1YAQGNpEACAQ4cO5eTkTJ48OTk5GQCmTJkCAHl5eT4+kp2drdPpjh07duDAgZkzZ/ZWOZmRkaHRaE6ePNn9rf6cxZNer/f8lblw4YJKpernZ3tz5swZz54IhYWFCoXCd6mYOnUqjuOe7bhHjhwBgN4GkioUColEcunSJfeWhoaG8vLylStX/nCt5cuX//rrr54/NLW1tXTrFxKsSJJ89913m5qaVq5cSVckDlnp6+zspDux94l+dB41apR7Cz2zxA06duyY+++urq7z58971h77Bd07ybP0DdSASiuXy/XLEP8hg55T/aagoIDFYrnnfCgtLR09evRLL71Evztu3Lj58+f/+9//xjBswYIFYrG4o6PjxIkTAoHA3YM8LS0tIiJi+/btnZ2ddHe4Ht1+++27du3asmXL448/npaW5nA4SktLw8LCMjIy+nMWT+PGjcvPz589e3ZiYmJVVdW2bdu8RqdcB4fDsXnz5rVr17LZ7O+++66qqso9CKE3Uql06dKle/bsSUxMzMrKqqys/PLLLzMzM7v3LaRhGJaZmek5zJTu3bBw4UKvPRcsWPDDDz/k5eWtWrUKAIxGY319fY99T5CRy2AwHDp0CK7O+VBQUNDc3Lxw4cIHHniA3mFoSt+yZcv27Nnz0ksvrV27Ni0tjclktrS0HD58eP78+d2H00RHR/P5/G+//TYuLk4oFBYVFfXZPb4/zp8//9lnn91xxx0Gg+Gtt95yuVx/+MMf+vzUmTNnlEol/XdLSws9EeOUKVO6d0QCgPj4eLlcXl5e3r249VM/SysAlJWVZWRk0PXGIwWKqX7z6quvAgCbzZZIJKNHj6YHY3n21nnuueekUuk333zz5Zdf0lsUCsXatWvdO2AYlp2d/cUXX8hkMs++Bl74fP6777776quvbtmyhd4iFArpeWT6cxZP69evf+aZZ5544gk65Y8++uj+/fuv8/qvWrJkiVarve+++wAAx/H77ruvPyPk1q9fb7FY3nrrLboiOjMz88UXX/Sx/2233bZ+/fq6urqEhASSJPPy8hITE7vfz44fPz4qKmrfvn10KT1y5AiDwbj11luv//KQwNPa2rp582YMwzgcjlwuT0lJ2bBhA/1s6jYEpY/H47377rtvvvnm1q1b6Q5HGIaNGzeux9HhLBbrueee27p1K11S5HL5888//9RTT91gVqxdu3bPnj30NfL5/M2bN7vHjvuwe/fuX375hf7bXR+7ZcuWHmMqhmH0HfD69et9jzvvUf9La3Nzc3V19Zo1awZ6iuGFoUEFQ8xmszU0NLhcLrlc7tkl5zqoVKr29nahUBgVFeU1tWn/z+JyuZqamiwWS1xc3I1P5DZv3ry77rrr0Ucf7ejo6OjoiI6OHtCMx52dnUqlUiaT9ViYvaxZs2bSpEnr16/v//EffvjhxMTEv//97/3/CBJMhqb06XS65uZmFosVERHhe1JDq9Xa2NjIYDDi4+OvIz55qqioeOSRR1577bUZM2ZcvnzZbDYnJCTQ8134nVqtXrVq1QsvvODZ9ul3H374YVFR0Y4dO24wZ4YYek4damw2e8yYMX45lFwu760zbf/PwmAwuk9Df+PCwsLCwsIG+impVEr3gOiPxx577K9//evq1at99Cj2dPz48fr6+q1btw40VUjQGJrSJxaL+9kziMPh+Cs9ngajRHuSyWT33HPP559/PnPmzN4GvN0grVa7e/fuzZs3j6yACiimIkPDbrdXVVX1+FZ4eLh7EqgBSU9P//jjj/vfgzchIeGLL77of8xGkOAwGKXv/vvvz8rKcjqdns1bfsRgMD744IPBuOEYbKjuF/Gnb7/9duzYsenp6V7blUrlgw8+2ONHVq9e/cc//nHwk4YgwUytVu/fv3/u3LndB6Oj0jeUUExFEARBEP8YYVXVCIIgCBKwUExFEARBEP9AMRVBEARB/APFVARBEATxDxRTEQRBEMQ/UExFEARBEP9AMRVBEARB/APFVARBEATxDxRTEQRBEMQ/UExFEARBEP/4/zlFD29SxYp6AAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8b50>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8762658",
   "metadata": {},
   "source": [
    "But if we want to see the 2D plot we need to reset `plotmon.tuids`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6895985e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8af0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7fe7bf1b8b50>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids([])\n",
    "plotmon.tuids_extra([reference_tuid_2D])\n",
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "215bcf9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca421487",
   "metadata": {},
   "source": [
    "Now your life will never be the same again ;)"
   ]
  }
 ],
 "metadata": {
  "file_format": "mystnb",
  "jupytext": {
   "text_representation": {
    "extension": ".md",
    "format_name": "myst"
   }
  },
  "kernelspec": {
   "display_name": "python3",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.23"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "027326bbf28349c88b5df7834bb84b14": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
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       "overflow": null,
       "padding": null,
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      }
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