{
 "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": [],
   "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": "5d121778d5944ac892e890cc063947b7",
       "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 0x797c68124430>"
      ]
     },
     "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": "13ecc94b569e412caf677552c1eb9421",
       "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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3ln3yewcbTPqW77b+xXt9Wp3eaDTm5eWxLDsVkv1LT+jMhPyuP+GtBgDEIy8vr6ioKHkbUAYCgfHx8fr6euGIWCwWPlLLZLKysjKZTKbVag8ePBgKhYQ9NLH+/v7IYB95LWa328+ePXvw4MH5ETHq2kihUGh0dFQsFvf39w8MDOj1+v7+RWvaBAIBfFOFQhHLztCPP/744ODgqVOnzpw5g7O0vF6vkOUkcDqdp0+fvn79+vj4uMPhYBhG2Gxbrb733iuVSkUiUbascYq/n0qSZDgcVqlUS+fI4dPmH9dqtZm8Cdq9pN/Z8Re2V8b9Ii9sr3xhe+U/tg3XfvP9r+yr2q33j1GK71+d9lE8QuiTiU/j2OsGAJAMQkZPMlit1oKCglgy/8VisUQiYVlWODI9Pe3xeOrq6ha7xOFwvPvuu/v375+febv0tQMDA0ql0uv1er1ehJBKpRoeHt63b9/8t3SWZUdGRiwWC0LIZDJdu3ZNmMZajMlkMplMFEVZrdb333//pZdeUqvVExMTUad1dXXV1dVt374dIeR0OhcbeM8iK46pwWCwtbXV4XDgjyotLS2RH77mu3LlCt5gNcoLL7wQywBCugQCgby8vLj7qZG+vH/Nl/ev+V8fWE++6xGJ+BBzL/0B73Xzk1/btrHcQJIk3hhOABOuAGQRnucZhsFLUfH/I0NOf39/Y2Nj5Pkej6enp2fXrl0ikcjpdGo0GrlczvP89evXOY7Dg6XCtRaLJfKtIPJah8Px9ttv79ixo6qqCvfwcK9usWsj9ff3b9q0adOmTcKR06dPDw0N4cxnnuc5jmNZ1uVyXbt2jeM4nBVVV1eHJzhbWlrwK09MTDidzsjX4TjO5XIVFhbK5fI1a9a0t7dzHFdVVXX58mUhNuM0Y57ncaeL5/nOzs74fvgZZcUxlWEYkiTNZjNBEN3d3cue/9hjj0VOY/A8/+6772q12kwOqHg5FyuShmiuQBPP0u/5fudQ3YyHfO36QzvbzJHh/3fpzvrjm/GEa2RWMEy4ApBFnE7nz372M/z4Rz/6EULo5ZdfxtUSpqam/H5/TU1N5Pk+n6+7u3vnzp0ikWhiYuLKlSsKhYKmaaVSefjwYWHikKZpnKqz2LX9/f0URbW1tbW1teGvHj9+3Gg0LnatwOFwuFyutWvXRh6sqanp7+/HMbWjo6Ojo0MqlWq12srKyoMHD+JWEQRx7Nixtra2H//4x2q1mqZprVa7e/fuyNfhOO69994TiUQqlcrn8+3cuRNfe+jQoQsXLly6dAl/6Zlnntm8efO77747MTHBsmxtbW08P/oME/+e5Dab7c0331y2nxplfHz8nXfe2bNnT9SntozakzwQCMzMzARk+d9449Y7X92bqJf9o7d7T7WPRB38wpbiX23UqFQqm80mk8nwqAtFUTKZbOPGjYm6NQAgkzEMEwgEZDJZVqThYDRN4zmyJcoz0TStVqujlvH4/X6RSCRMl3Ich+sxLT2YnC1SnaPU19cnFosz/PPI/QQlcqVJv0ubv9eNXin74t7a+vr6/Px8g8EwPDyMN1sNhUJmszmBtwYAZDKpVKrX67MooCKECILQ6/VLBEKVSqXX6+evi9VoNEJARQiJxWKdTpcbARWlOKZSFDU6OrrE+H6GwB++xpyBqkeeTI2E97rJu1+VSa8kvv/FLbiSsFarXbduXW1t7dzcnMvl0ul0UB0CAACyTkpj6sDAAMuyKxorTgvcTx2ZDVhiLvgQo71rC3/y8rbnt1WoZRJhrxuBxWKRSqV4ujqx9wUAAJACKa350N/fr9Fo8FLf+U6dOhX5dH71y9TAuXMEQYw5yV/eVpHw199Ybvj2c4a3u23mouiArdVqVSpVKBSCTioAAGSj1MVUh8MxOzu7devWxcpmpiuIRhGqdSRkIc1iaoyaQbt/c0X0CujGxkaHw5GkmwIAAEiq1MVUXKEjeaW/HkXk8lCn0ymRSPwUTVJskXbhjQMfXa1RO2D3zY+pKpUKdi8HAIAslfiYyrIswzAEQUSWo2RZdnBwsLy8XNinMKNELg91OBx6vX5oeMaUl6yAihCqNWoG7AsUJ5TJZNlSggsAAECUeGIqTjXCqz6EupS1tbW41mBPT097e/vRo0cj502Hh4cpisrY7CSDwWA0GhmGkclkLpdLpVKF5fLq4iTmdtcatW2Dswt+iSCIZet+AQAAyEDxxNT29vZQKIQfW61WXHrQYrEsUb+3v79fJpPhklSZyWw23759GyEkk8koigpKDObCJA6M15ZoB6Z9C34JYioAAGSpeMLG0slEjY2NUTWSEEJHjx6N40aphJeEzs3N8Tyv0+lsNvYxcxKHqUt0ikCY8YUYrSL6V4CHf1WqRJabAAAAkAKw19sDZrOZJEmWZc1mc1KTfjGcpjT/OO6nJvXWAAAAkgFi6gN4+zmFQqHVakdnA+ZEF3yIAjEVAAByDMTUh5jN5s2bNwdp1hdiipO2kAbDS1TnH4fUXwBSr2fS6w0y6W4FyHopraOU+TiOU6vVd2YDVUnupCKEao3aj/pm5h+HmApAKt2a9PzGv90I0VwgxD63teyPPhf/5uQ0TVMUpdFohCOhUAhvpypQqVSR6wwRQjzPBwIB4alUKsUV0fGrRZ4pl8vnZy8yDDM3N8dxXH5+vvDVGK/FSJKUSqWRW5EHg0GWZUUikVQqxTvWzef1evF+Mnq9Puo7Ws0gpj6AdxUmCGLE6bQkdEeaBcHYLwBp1zvp+ZUfdHiD9/7ifnrlrlgk/tbR9St9nYmJiYsXL7rdboTQK6+8IkSvTz75ZHx8HD9mWZam6ZdeeikqA9Hr9Z4+fVrYWaSiouKJJ55ACFmt1k8//RQfxJs6Hzp0qLq6OvLavr6+9vZ2pVIpkUhIkmxubsYnxHIt5vF4Tp8+bTKZIjNJz54963K5CIJgGIbn+YqKiu3btxsM92rUuN3u8+fPz83N5eXlMQxDUdTevXvXrFmz0h9aToKY+oCwgiUFCUoIoWKtnGI4T5DWKx/68Ig/G8JyGgBS4Ftv9woBFSHEcPyZrqlf3VVpKdQscdV8Go1mz549EonkzJkzkcdxdMQuXbrkdDoXTOkXiUTz11M0NDQ0NNzrNI+Ojp4/f76qqirqHIPB8PnPfx7X0unp6fnoo4/MZrNEIonlWqy/v99kMtlsNr/fH9nDbmpq2rJlC0IoEAhcvXr1jTfeOHHihE6noyjqzJkzJpPp2LFjeB+3ubk5u92+/M9odYCY+kA4HMajH2Ozgc2VeSm4I+6qbjPnRx3Hw78QUwFIFI7nQzQ3/7grED3PwiN+YCZg1EVvZUpIRIRk0RFOg8FgMBhcLteiDeC4gYGBPXv24Kc+n29oaAgHrVj09/evXbsWx7DIa0tLS4VzKisr29ragsFgZGiMujYKz/NWq/XAgQMEQfT39z/22GPzz1Gr1S0tLQ6Ho7Ozs7m5ua+vTyQSNTc3CwUJ8vLy8vKi3zAnJiYuXbrk9XolEkl1dfX+/fsRQm63u729fWZmhud5s9l88OBBr9d74cIFp9PJ83xJScn+/ftx469fv44Qcrlco6OjGo2mubm5rKwsxp9VemVQTG1tbRUeHzhwIPUNEGLqiJN8dkt5Cu64WEyF4V8AEqtr3P3FH3TMPx5mogOtOxj+rf/XOf/M57dV/o+VjwkLRkdHOY4TBkg9Hs+VK1c2bdqEZyJ5nv/hD3+I48qePXuiQlQwGBwbG3v22WcXvFYwMjKi0+miAmrUtVHGx8d5njeZTDRNX758ecGYihASiUSVlZVjY2MIIZvNVlZWtkSFH+yjjz7as2dPdXU1TdNOpxMhFA6H33rrrYaGhsOHD4tEIlyDTywWb9++vbi4mOO4jo6Ojz/++KmnnkII+f3+oaGhQ4cOHTx48NatW+fPn3/xxReXvmOGyKCYmpY4Gimyn5qCHCW0eNVfiKkAJFZTZV7vHx+Zf9xN0p/56zaH715hOAUh+dNnGk5sXXg/ykfR19dXU1MjhKKysrKTJ0/ioKhUKo8dO1ZYWEhRVEdHxzvvvPP8889HDlNZrVaDwVBcXDz/WsHU1NTVq1effPLJqPtGXTu/VbW1tSKRyGw2f/zxx5OTk+XlC3cnlEolzp2kKEqv1y/7/eLEKzyHVVJSghAaHh5WKBRbt27FJ+DitRqNRqlUOhyOYDCYl5fX29srvILZbK6oqEAINTQ0XL58WdgxLMNBstYDOKZSDDdHhkt0ihTccbE0JUj9BSA1DCriF6/u211dWKJXlOoVf3JsQzICaiAQGB8fjyx4LhaLhaQkmUxWVlYmk8m0Wu3BgwdDoZBQRx3r7++P3NEr8lrMbrefPXv24MGD8yNi1LWRQqHQ6OioWCzu7+8fGBjQ6/V497DFvgV8U4VCQZLkst/y448/Pjg4eOrUqTNnzuAsLa/XK2Q5CZxO5+nTp69fvz4+Pu5wOBiGEboTavW9jo1UKhWJRNnylphB/dS0wx+pRmYDlpR0UhGk/gKQAfLVstP/aQfD8hLxYps7Pyqr1VpQUFBYWLjsmWKxWCKRsCwrHJmenvZ4PHV1dYtd4nA43n333f3798/PvF362oGBAaVS6fV6vV4vQkilUg0PD+/bty9yUQ3GsuzIyAgu2G4yma5du7ZsEqXJZDKZTBRFWa3W999//6WXXlKr1RMTE1GndXV11dXVbd++HSHkdDoj+6lZCvqpD+B+6pgzUJX8pF+sQCPj+QWyJKCfCkCKSSWPFFB5nqdpGi9FjexsYf39/VG7cnk8nkuXLuHNkp1OJ15LyvP8tWvXOI7Dg6XCtRaLJbJjGnmtw+F4++23d+zYUVVVRdM0TdORGzDPvzaqVZs2bfrMfUeOHFGr1UNDQ8J3xHEcTdO4E8xxHM6Kqqurk8vl58+fF3ZSmZiY6O7ujnxljuNmZ2cRQnK5fM2aNSzLchxXVVXlcrlGRkbwOX6/H98Fv9fxPN/ZucA0dtaBfuo9HMfxPC+RSEadpDn5i1MFNUbtoN23Y01B5EHopwKQXZxO589+9jP8+Ec/+hFC6OWXX8bVEqampvx+f01NTeT5Pp+vu7t7586dIpFoYmLiypUrCoWCpmmlUnn48GFh4pCmaZyqs9i1/f39FEW1tbW1tbXhrx4/ftxoNC52rcDhcLhcrrVr10YerKmp6e/vX79+PUKoo6Ojo6NDKpVqtdrKysqDBw/iVhEEcezYsba2th//+MdqtZqmaa1Wu3v37sjX4TjuvffeE4lEKpXK5/Pt3LkTX3vo0KELFy5cunQJf+mZZ57ZvHnzu+++OzExwbJsbW1tPD/6DCOK/FCzIiRJ4u1T5g8ULCgUCtntdvwLKCoqippg37dv38WLF+NrSUIEg8Gpqanq6urff+NWo0n/he2Vqbnvf3/rdm2x9sVd0UvHlkh/BwDkGIZhAoGATCbLijQcjKZpkiRVKtUS5Zlomlar1VHvY36/XyQSCdOlHMfheky5sXpwxW/ZwWCwtbXV4XDgaeqWlpZYdhrv6Ojo6uriuHtp62VlZceOHVvprZMqsuDD5zalbiFUbbF2YGbRNCWIqQCsBlKpNJZk2oxCEMTSbV5sw8qo1T5isRjXrMgNK37LZhiGJEmz2UwQRNQY+mKuXLnS2dnZ1NS0YcMGuVzu8XjwcqWMIiykGZ0lzYWpG/utNWreuWWbfxx2UQUAgKyz4piq1WpPnDiBELLZbLHEVI/H09XVtXHjxh07duAjhYWFseS/pVg4HFYoFGGGcwaoUn3qhl9qS7QD05D6CwAAuSDpeb+Dg4M8zzc2NiKEhLHfDIT7qamp9BspTyWTiEWzfirqOMRUAADIOkmfrpuZmVEqlW63+7333pubmyMIYs2aNXv27Fls/6B0ubeQ5u5cVQqTfjFcTalQ89APRCaT4UVjAAAAskXS+6nBYJBhmLNnz1ZVVR05cmTjxo2Dg4Nvv/123PnGSYJjaioLPggWrPwA/VQAAMg6qUgrpWl669atuFKGxWIhCKKjo2NsbMxsNkeedvqqHhQAACAASURBVOrUqcin83c+Sh6GYXCG7agz0FCW6uy7WqP29pQn6iCUfQAAgKyT9JiKS3jgolaYxWLp6OiYmZmJiqmpDKJRHlTPd5JPbSxd9vzEqjFq/qNzMuqgSCSSSCRCsAcAAJD5kj72izctiqzwgHdmyKh8pQe7vGXM2C+C4V8AAMg2iY+pLMtSFCWETLy5fOQ2C1NTUwihgoKCBS9PCxxTGZaf8YXKDKmuY6JXEnKpeMYXnfoLw78AAJBd4hlXHBgYYFnW4/GgiGBZW1uLO6A9PT3t7e1Hjx7F2+OVl5eXlZVdvXpVoVAYjcaZmZnLly/rdLr5WyikEUVROp1uxBmwpHYhjQB3VYu1D6X+Qj8VAACySzwxtb29XdiRwGq1Wq1WhJDFYlls5/fDhw+fP3/+3Llz+GlxcfETTzyx7DbxqYSnLUcn/eaUD/xiuPLD3rUPlcKQyWTCzxkAAEDmiyemLp1M1NjYiCs8CBQKxVNPPeX3+/1+v0qlysDSjhRFyeXyMac9Zbu8Rak1arvuzkUdJAjC51tgnhUAAEBmSt3+qRqNpqSkJAMDKs/zLMtKpdKRWdKSwkq/kXDZh6iDMJ8KAADZBfYkj1xIk7rdyKNA2QcAAMgBEFMjdqRJebFfgUYu1SqkNs9Ds6disVgkErEsm5YmAQAAWCmIqfd2TmU4ftoTMuWlbUPgGqN2cF5XFYZ/AQAgi0BMvV89P30DvxgM/wIAQLaDmHp/l7fUbkU+H6QpAQBAtoOYem8hTRonUzHopwIAQLbLoPrsra2twuMDBw6k7L54PnXUGagt1qbspvMtGFNlMpnfH915BQAAkJkyKKamMo4KWJYViURisXh0ljy03pj6BghUMkmeWjY5FyyPyJOCfioAAGSR1T72mwkLaQS1xdqBmYe6qjCfCgAAWQRialgmk3E8PzkXrMhPZ44SWihNSSwWi8VihmHS1SQAAACxg5iKF9KQVQVpDqgI0pQAACDLrfaYihOU0rIV+XxQ9gEAALJa/DlKJEmGw2GVSoXnIxfDcZzX6406qNFopNKMSI8Kh8M6nW7U6Un7ZCpaZIkq9FMBACBbrDiwBYPB1tZWh8NBkiRCqKWlpb6+fonz3W73a6+9FnVQ2LE87YSx3zUZ0E9VEJIirXzcRUbO7MIuqgAAkC1WHFMZhiFJ0mw2EwTR3d0d41U7d+4sKysTnubl5a30vkmCY+rIbODxdcXpbgtC97uqkTEVdlEFAIBsseKYqtVqT5w4gRCy2Wyxx1SDwWA0pnP154IyYZe3KHg5zeP1DwI8jP0CAEC2SF2OEsdxKbtXjHCCEkIoQ/J+EUK1JdqBaViiCgAAWSlFiUIff/xxMBgUi8VGo/Gxxx7LqMnUDEn6xWqN2h9cHI48IuyiKpFI0tUqAAAAsUh6TBWLxRUVFeXl5Uql0uv19vT0vP3220eOHLFYLMm+9bJwTB3MmE4qWnJ3GqUybXu7AgAAiEXSY6rBYHj66aeFpxs2bHj99dcvXbo0P6bu27dv/uUXL15MXtvuL6SZy4SFNBghEZcblFGFEvGUKsRUAADIcKleJKpWq9esWdPb2xsIBNTqhyJZUsPngu7vnBowZ8zYL0KoxqgZtPvnx9Q0NgkAAEAs0lBHCVd74Hk+9beOIuzyljn9VLRQhUJIUwIAgKyQ+JjKsixFUYtl+TIMMzY2JpfLozqpqcdxHMdxUqk0c5J+sfkxFfqpAACQFeIZ+x0YGGBZ1uPxIIRsNhs+WFtbixNTe3p62tvbhUpJ7e3tKpWqqKhIoVB4vd6uri6Px7Nz506RSJS47yIewuLUjMr7RQjVGjX/8PGdyCPQTwUAgKwQT0xtb28XquVZrVar1YoQslgsCy72EIlEn376Kcuy+KlcLt+1a9fmzZvjbXDCZNSONJHmV9KHfioAAGSFeGLqyZMnl/hqY2NjY2Oj8HT37t07duzwer0URclksry8vLT3UDEcUwcypoKSQCoWVRaohh2BNUX3GiaRSHie5zhOLF7t+wgBAEAmS0Xer0QiyZwCvwKapmUy2cisL6MGfjE8pSrEVHR/+FehUKSxVQAAAJa2evs9GTv2iyBNCQAAstNqj6mZtpAGm19NCdKUAAAg82XExuBpkYHFfgU1Ru3fnh+KPAL91CzVPe55s2sSIXS8qXxjuT7dzQEAJNcqjak0TUulUpFIlKFjv8XagZnosg94E3iQRdoG7K++ftPlDyOE3uya+tsvbN67tjDdjQIAJNEqHfvFFZTGXWR5nlKcGXnIkUQiVF2kGZp5MPwL/dSs0z3uefW1ewEVITQXoL56uvPWpDu9rQIAJNUqjamZPJmKRaUpwXxq1nmza9IVeOhXNkeG3+qcSld7AAApkEFjv62trcLjAwcOJPVe92LqOGkuzLiBXwynKX12472nsEQVAAAyXwbF1GTH0UjhcFij0Yw6ZzO5n/rOTVvkETz8K5fL09UksCLHm8pPX71L0axwRK+UPbulPI1NAgAk2yrt9GTd2C+C4d9s0zvl3bUmP08tw091CuL7X9yyAVJ/AchpGdRPTaV7u7zNZu7Y79pizR2Hn+eRkEEFaUpZpH1o9kz31E9f2XFr0v1W59TlO869NYW7qyHpF4ActxpjKs/zDMMQBDGWecV+I+EVNXVGLX4K/dRsMeoM/OF/3L7wuy0IoY3lho3lhpsTnm++eSvd7QIAJN1qHPvFA78Tc8ESvUIqzriFNIKoDWqgn5oVGI5/4n99jAOqoNGkJ8Ns5OIoAEBOij+mkiTpdrtX1HPiOM7tdrvdaV6il/mTqVhUhUK5XE5RVBrbA2Kx99sfffKNg/OPH99S/kbnZOrbAwBIpRWP/QaDwdbWVofDgcv6tLS01NfXx3htR0dHV1cXQRCvvPLKSu+bQPeq509n9MAvQqjWqMVl7TDop2a+E9+/9He/0lSiW2D7oONbTc/8XfvXD9elvlUAgJRZcT+VYRiSJM1m86ZNm1Z04czMzK1bt/T69Oc94gSlkVnSkqkJSlhU6q+wRDWNTQJLePW1ri/urHqsauFtDUt0CkuR+vIdZ4pbBQBIpRXHVK1We+LEiebmZovFEvtVHMe1trY2Njbm5+ev9I4Jd3+Xt0zvp64pUo85SZbjhSOQppSx/uoX1ppizTNLLj99rsn08xsTKWsSACD1UpSjdO3aNZZlt23blprbLe3efOpswJx5O9JEieqqwvBvZvq3q3ddgfB/PbB26dOON5W/cQOmVAHIZamIqbOzs52dnS0tLRKJJAW3W9a9Xd6cAUtm91PRvDQl6KdmoIuDs+/dsv3F8Y3LnikWiY5uKn2rC0r+ApCzkr4+FY/61tXVlZWVJftesWBZViQSTXupYq1CKsnchTQY7qeSJDkzM4MQcrvdLMv6fD6e50tLSxWKBXJhQCqNzAb+x1u3W7/WEuP5zzWZfvDJyLHNGfG3AABIuKTH1M7OTpIkd+3ateyZp06dinx68uTJZLTn/kIa0px526bOV2vUvn5tPBwODw4OarXaYDAYDAZpmvb5fPn5+RBT04tmuUN/3Tb4Z0/Gfsn+2qLfer3L6Q8XaGTJaxgAIF2SG1NJkrx27VpjY6PL5cJHQqEQz/M2m02hUOTlPZQhmaQgGuVeTJ3KgslUhFCNUTNo9xsMBqPRyDCMTCbDFaBKSkoyIYN6ldvz7Y/aF1qKurTjW0xvdE78p31rktEkAEB6JTemhkIhjuO6urq6uroij7/55psWi+XIkSNJvXukyOFTjuO6h8N5SmkoFMrwrp65QD3pDtIsZzabb9++rdFoOI4LhUK1tbXpbtpqd/x7l/7hxa3F2hVvE/RcU/mrr3dDTAUgJyU+prIsi/tSYrHYYDC88MILkV9ta2ubnp7+/Oc/TxBEwm+9BGH4dG5uTiaT3ZnhdhRxFEVleExF99OUNpTptFptOBwOh8NqtVqr1aa7Xavaf/u3zi/tMTdVLrwUdWnrSnUIoX6bFz8AAOSSePJ+BwYG+vr6xsbGEEI2m62vr6+vr49l7+0T2dPT88///M9TU1MIIbFYrH8YQRAikUiv16tUKZ3OxMOnMplMLpfr9Xp7gFtfWZQVw6fCchqz2YxHzo1GY7obtar95S+s60q0n9sUf57Rc03lP4dFNQDkonj6qe3t7aFQCD+2Wq1WqxUhZLFYMmSpzGLw8CnLslKp1OZndm6oTneLYiLEVK1Wq1Ao1Gp1hv+cc9vpjrtuMvz1w8uvnFnCc02mJ/73x3/4VKxFPQEA2SKemLp0MlFjY2NjY+NiX03lHGoUnU6n1WpnZmZ4pcGgkBTkZUEnFSFUa9SevjqGHzc2Nvp8Pp/Pt/QlIEnaBhxne6Z/8vL2FV0lzOULeJ5fX6ptG3Dsry1KaAMBAGm2uvZPraiosFqtY05yTXHWzEdGln0gCEKv19vt9vQ2aXUadgT+59s9H/1Oy0ovFObyhSM+n++p9Zaf35iAmApAjlld+6cqFAqVSjVLiaqLsyY9pCJf5fBRIfredLVEIpFIJFBNKcXCDHfk/2uLI6CiiLl8jUaj0WjwUqgv7F77dreN4/nlrwcAZI/VFVNpmq6rq+PVhVXZUPBBEFWhUKFQCPPZIDV2f/ujSytfiirA+WX4cSgUMpvNCMr/ApCLVldMZRhGoVCMuYKWbCj4IKgxagcjKumrVCq8eS1IjWf+vv0HLz1WqFnxUlQBnsv3er09PT1arRaPA8M2NQDkntUVU/HOqZm/y1uUqN1plEplMBhMY3tWld843fnKPsvmCsMjvk5lZeXU1JRGoxG2O9xVXTDiCEx7YcgBgNyxGmNqthT7FUSN/UJMTZnvvN+/oVz3dGMCSt7PzMyYTCadTscwjHDw+FbTG9ehqwpA7lhdMZVhGGeQNSgJBZFNSzxri7UDMw/6qWKxmCAIiqLS2KTV4KcdY94Q85XmBKxjnpycLCws3Lp1686dO0mS5DgOHz++pfyNTphSBSB3ZNBamtbWVuHxgQMHknELmqZtQboqqyZTEULlecq5QJgMsyrZvY8CuKsql8c/wwfm6x73vNk1iRA63lTu9IfP9dp/dHJlS1EX5HK5RCKRsGOETqfzer0GgwEhtLZYo5JJbk54Gk3ZsVoaALC0DIqpSYqjkWianvCGs2vgF8NTqsKsHk5Twu/LICHaBuyvvn7T5Q8jhH5+Y1IjlzxKoq8gFAq5XK61a9cKR3Q6ndvtFn53x5tMb9yYgJgKQG5YRWO/PM9zHHfXFcyKXd6iQJpSUnUM2r96uhMHVISQNxj2B8PXR+4VPyJJcvRhIyMjMS5nunPnTnX1Q6PHOp0O7yqPn8LwLwC5ZBXF1PsJSgFzViX9YrBENane6p7yhNjII16KffP+4lFcCGk6wtDQUCzz2cPDwxaLRSQSRR3Hw7/3HiuJ7eb8D/ugNhYAuWAVxtQsS/rFovqpIpFIoVBAVzVRFpyZFg4uWAhp2U2NpqendTrdgvsvRcZUhNCzTeX/AcUfAMgJqyimMgwjlUpHZwPZOPYbVfYBwfBvQh1vKtcrH9rQVyuXHlyjmZmZmZ6enpqakslkk5OTdrt9dnbW4/HgQkhL8Hq94XC4sLBwwa/q9XqPxyM8fWpj6Yd9dorhHvn7AACkWfw5SiRJhsNhlUolk8mWPpOmaafTGQgEJBKJwWBIV2YNTdOeMNIqpMqsWkiDleoVvhDjpxiN/N6vDIZ/E2hjuf7vf6Xpyz/5NBDmEEIqKfqzz1aZDVKEkFQqFYvFarXa6/UyDMNxHEVRU1NTBoMhLy8P/+OP2nmGYZjJyckdO3YscUetVuvz+YTC+rim0gvbK5P4TQIAkm/FMTUYDLa2tjocDlwer6Wlpb5+qW0gR0dHz549y0fUCq+srDx48KBSqYyjuY+CYRibj8nGTiqGh3+bKu8tyVCpVC6XK71NyiV71xY+1VB4pX+6oUT5pZb122uj6zzU19ffvHlTJBJt375doVC43e7R0VGCIPAimcidZ6anpxUKBUVRCoVisdvhrqpwybNN5X951goxFYBst+KYyjAMSZJms5kgiO7u7mXP12g0+/fvLy0t1Wg0NE0PDAxcvnz5woULTz75ZFwNjh/DMJPecDYmKGE4TUmIqfhdm+f5+SkwID7908EX1su2Vum3zQuo6P6e8BzH4UBYVFRUVFQUCATm5uY8Ho9UKuV5XqvVOhyOwsJCvV6/9ISrTqebmpoSnm4z5097Q+MusiI/+yb7AQCCFcdUrVZ74sQJhJDNZoslphYWFgqzSgRBbN68eWJiYmIiDfXYwuHwpJfOxgQlLCpNCd1fpapWZ+unhIziCoTvzgWP/VLjYpOgCKHGxsaoI2q1Wq1Wl5eX63S6GzduuFyu/Px8juOWnXAVi8Uqlcrv92s0GnwEL6r5zcdrHu37AACkUxpylFiWXTAZMtkYhpmYC2VdESVBbYl2YPqhmApTqgl0rte+x6zFab2LnUMQxIJfFYlEFRUVa9asKSwslMlkeBeaZe8YlamEiz/E13gAQIZIUUwNBAIul2tqaurixYs2m23p9I0koWl6bC5oyeKx3+h+KqT+JtC5Xvv2csWjlHs0m80Mwwjboy4rakVNVYGqUCO/PjYXdwMAAGmXotqEn376aV9fH0JILBbv3r07slRbarAsKxaLx2bJqsJsHfst1sophvMEaWHVh0qlikw3BXHjeXS+3/7b2yzLJrEvIWrCdVkSiUShUAQCAWH0Hu9SvrUqL+42AADSK0Uxddu2bY2NjSRJjoyMtLe3BwKBXbt2RZ1z6tSpyKcnT55MYAMYhvHRSCmTqGUZVOJ4pXBXdZv53gacMpkMr+4Qi1fROuNkONc7fbCuaIk03RjNn3BdGh7+jYippj9959yfPdvwiM0AAKRLigIMTuXIz883mUwsy3Z1dTU0NER9nE9sEI1C07Sd5C1ZO5mK1Rg1g3a/EFPR/eFfSFN6RB/02vev0T/6Pj9LzMUuSKfTzczMlJXdSzNWEpLmuqKzt6ePNJQ8YksAAGmRhv5NcXExQigyOyMFaJqe9rNVWZv0iy2W+puu9uSMc732XZXqR++nrpRUKpXJZJG/QVz8IcXNAAAkSuJjKsuyFEUJuy7PNz09jRASlhCkBsMwUz46exenYpCmlAxXR1x1JVoZYtKyH21UptJn1hsv33H6KSb1LQEAPLp4xn4HBgZYlsUdTZvNhg/W1tZKJBKEUE9PT3t7+9GjR00mE0Lo4sWLarW6uLgYv/sPDg5ardbKysoUVyikaXrSE95ane0x9aHdaRBCKpUqsnQAiMOHffYn6o3BYDD1tb0QQjqdbnR0tKTkwWAvzlT61V1VqW8MAOARxRNT29vbhWWRVqvVarUihCwWC46pUWQy2Y0bN2iaxk8lEsn69et3794db4PjRNP0uJvK3oIPWKFGznL8HBnOU91LT5VKpej+9gBpbVoWO9dr/78vNjFzUwv+A042mUwmkUgiI/pzTab/caYHYioA2SieN+Klk4kaGxsjsx937Nixbds2r9cbCoWkUmleXl5a3rkYhhmfC2VvsV8BTlPabolOU4px/QaIMjTjl4hFJWrxbDDVk6kCXE9fiKmbKgzeID0yG8j2lDoAVqFU5CiJxWKDwVBSUlJYWJiWgIoQcnhDckIsbOqSvepKtNZpSFNKmHO99s+sN1IUlZbJVCyqoBKCTCUAstaqWNfI8/yEh8r2BCWstlg7MANpSgnzQe/0ofUl6Y2pcrlcJBJFlpl8bmv5z6/DLuUAZJ9VEVMZhpkOsDkSU+elKUHV37g5/eG7LnJLpSFdCUoCPPwrPC3VKysLVB3DzjQ2CQAQh6wfC40FXpxqLsqFmFpj1A4+vJwGb5odDocfpa7e6oQ7qQih9PZTEUJ6vX5iYqKoqEg48lxT+c9vTO5YU4Dm7XmOEOJ5vrS0NPULasF88NsBkVZFTGUYxuZnd6zL7qRfLF8tE4mQ0x8u0DyIoHj4F2LqSp3rtX9xZ1U4HMafS9LYElwoOPKD0fEm0x+8cesvTzQihMLhcOSe5wghn8+Xn58P79qZAH47INJqGfud8oarcmLsF0HlhwRhOf7jAcfBdcVp76SSJDk6Ourz+Xp7e0dHR0dHR0dGRpgw9eTG0re7pxBCBoPBaDTKZDKNRoN3oyspKVl6z3OQMvDbAZFWRUwNh8PjbipnViZATE0IXOoBIRQKhdLbpcAdnUAgcPfu3enp6enp6aGhIYqihOxfmqbz8/Onp6enpqY4jot9OzmQGmazORQKMQwzOTnp8Xjgt7OaZdDYb2trq/D4wIEDCXxlhzdISMRaRQZ9s4+i1qjpnYKY+qg+6LUfWm9ECFEUleJKmVFwR4dhmGAwqFAoWJYtKSkhCKKhgO4cm/v0Zq9OLlGr1Xl5eV6v1+VyFRQUwHLkjKLT6eRy+eTkZF5eHkmSDodDLBbDzharUwaFmcTG0Ujjc6GKvNyZ26gp1r7V9VA9QrFYLJPJ0t7fyi7neu3feno9QigYDEYmB6WF2Wy+ffu2UqmcmZkJBoNlZWXT09MqleroxuLOOdl/bl6LENLr9VeuXPH7/Vu3bk1va0EUnud5njcYDDzP79ixQyKR2O12nueLioq0Wi0kMa0qGRRTk2fUSebMwC9aqOwDur+iBv5KY3R1xLWuRKtTEigDkn4RQjqdTqvV4s0n8vLytm3bho+/sEv1tX/vxjFVq9XqdDq73Q6d1EwzMDCwadOmmzdvCjvSWywW3GG12+0KhQKSmFaPVTGfOuEOWYpy521IryTkUvGMj4o8CMO/KyIM/GbOBxGz2UxRFEEQ69atEw6uL9OxLG+9P33e1NRksVhYlk1TG8EChoeHKyoqCIJobGzcvHmzcFylUlVVVeEdozmOY1kWkphWg9zvp3IcN+Wjd6xP54RZwuE0pWLtg96VSqVyu91pbFJ2Odc7/ZOXd6DM6KRiWq0Wr6iJ6oYe32p64/rE73+2HiFEEIRWqw0Gg+mdAAYCPIeqUqnQIjvSKxSKqqoqlUrV0dFBkqROp2MYpra2NvZbwNBxdsn9fipN0zYfay7MhcWpAkj9fRQDdp9cKsEb1GdOTEUIRXV0sONbyt/ofFCnEH7RmcPhcOB9QZY9s6ioqKqqSqvVejwev9+/xPbS8+G08OkIOC38ERoOkij+fipJkuFwWKVSLVtqgOO42dlZn88nl8sLCgpSXASOpukc2I08So1Rc3PCE3UQv9umt8ZeVsB18/HjYDCYn5+/9Pkps2BHp0grX1eivTg4u6+mECGkUqlcLlfKmwaiud1uiqLwLtGxMJvNN2/eVKvV69at83q9dru9uLjYYDAs2w0V0sLxOy1FUTB0nMlWHFODwWBra6vD4cB7obS0tNTX1y9x/o0bN7q6uoRPVWKxeOPGjbt27RKJRPG1eKWcvpBIhPTKBd6tsletUfvv16P3LYGYGqNzvfb/+bkN+HFG9VMXc7zJ9MaNCRxToZ+aCYLBoNPprK6ujv0SYWy/oKCgoKAgHA7PzMzMzMwolcplM5hwWrhMJuN5PhQKrWjoGKTYimMqwzAkSZrNZoIguru7lz3f7XavX7++urraYDAEg8GOjo7u7m65XJ6y9QAjs/4KQ65NPMwf+0UIKZVK2PRtWbN+amIuuLnCgBDiOE74+J/Jnt1S/luvdf31L29GCEmlUpFIRNP0gp1akHDz+5H4PTByl+gYRV4ik8lMJlM4HLbb7SzL0jSNx5CFbijLslQEn883OTlZXFycn58Pid+ZbMUxVavVnjhxAiFks9liiakHDhwQuqQEQTz++OOTk5N37txJXUx1+PHMWS7RKqRqmXTaGyrRKdD9P3uapqenp2maRpDFsDgh4xdlSScVwzWVnmsyoftdVYipqTG/nO+dO3c++9nPxvFS839lMpmsoqJCpVJduXKFJEm9Xu90Os1mc39/P8/z8vvUavW2bdv6+vpmZmYaGhoe6fsBSZb0vN+oMV6xWKxSqVK5GODuXKgqPweHQ/EGNTimCn/2MzMzuB8DC+AWc67H/qu7q/DjzFlIs6xnm8r/4cIdHFPxLvQ6nS7djVoVoqYz7969u27duljykmJXUFBQWVlJkqTf78/PzzebzXK5XCqNfnNWKBRFRUVer7egoCCBdweJleq837m5OafTGfvE/qMbd4cshTm48CCy8oNQxVuv18tkMlgAtxiG4y8OOg7UFeOnWRRT964tHLD78KJkHFPT3aJVBJfzRQjNzs7K5fJkTGeazWaGYRQKRUNDg1qtnh9QEUKNjY07duwQi8WRW+2CTJPSmMowzIcffqhUKlNZXG3CTa0pzsHph6jNyfGfvVwupygKaqwvJjLjF2VVTEX3h38RpCmlHK5y5fF4QqFQcXFxMqYzcQaTTCZb4sUJgiAIorS01GazJbwBIFFSV/OB47gPPvhgbm7u6aefxkuko5w6dSry6cmTJxNy3ykvXW3MwVGyWqP2dMdd4Sn+s5+bmwsEAiUlJZDFsKBzvdOfWV8iPM2i+VSE0LNN5b9xuvMrzdUikUgul2fXB4JsZzabL1y4oFKpkvdpNcakJ7ypnMvlypw1YCBSimIqx3Hnzp0bHx9/8skny8rKFjwnUUE0ktMX5Hg+T5XpiZ1xqDFqBiP6qQghs9nscrn8fj90UhfzQY/9j4/dS/FgWZbn+QUH2TJTrVErk4pvT3oayvW4qwoxNWUUCoVIJMKfXJN0i9iTzkpLS3t7eyGmZqZUjP1yHPfhhx+Ojo4ePny4srIyBXcUDDt8Jn3WdERWRC2T6lXElPvBGKBWq8Ul66CTuqArw86Gcr1Gfi+IZmM/T6ipBFOqKeZyubZu3Tq/ylVaiEQio9E4PT2d7oaABSQ+puJlVULxLZ7nz58/PzIy8pnPfCb1/afhGZ/JkJsxFc2bUkUINTY21tfX43wKECVqMjW7Bn4xXPwBwZRqyjmdTqPRmDnrlwoLC91uN8Mw2yaSRAAAIABJREFUy55JkuTow0ZGRuAtInniGfgaGBhgWdbj8SCEhNny2tpaiUSCEOrp6Wlvbz969ChO7v3kk0+Ghoaqqqooiurr68Mni8Xiurq6xHwHSxqZDVTm0M6pUXDlh5a6B3t/EgSh0WiysQeWAud67f/6yg7haTAYXHBeP5MZVMTaIu0rP7lWkafabKCqq/mU1SNbzdxut06nE4szqzp6SUnJ9PT0smso5q+vzbGFdpm2x0A8MbW9vV34mGO1Wq1WK0LIYrHgmBpldnYWITQ2NjY2NiYcJAgiNTH1rovcXpmzS0pqjdorw86og3gj1bS0J5NZ7T4lIanMfxBEKYpK7CrDFGgbsPfbvf4QgxDSKaSa/KnHN5Snu1G5z+l0LpYFkkYGg8HpdC5bjjRyfS3P8+FwOMcW2mXah4Z4YurSyUSNjY2RCWzPPvtsHLdIlLuu0C9vzbg/hkSpMWr+5fJY1EGFQoE/x4BI53rsn9lgjDySdb357nHPq6/dxAEVIeQNMb/9s9v/alBvLDekt2G5LRQK8TyfmWW08bqaNWvWLH0aLhdM0zQuv5Vj5YKX3WMgxR3ZzBrNSLhxd2hNDu1GHqXOqLXOq/qLl6impT2ZLGoylaZpiUSSaaN5S3uza9IVCEce8YSYtzqn0tWeVcLpdGZs3SKVSiWVSr1e79Kn4U1b3W53MBhceglslsKr83mex3sMRCXupHizvKxZSBAHX4hhOL5Il4kfMBNCQUiKtPJxF1kRMaRJEATP8wzDZNEqkWSb8VE2T3CT6UF/Lus6qSAtOI7zeDzl5TENsHePe97smkQIHW8q31ieosHVsrKyoaGhJQpVMgwzMjJiNpvHx8dDoVDuBVSEkE6n02g0d+/exb3VmZmZubk52X1KpbK4uJhl2dRslpfLb7ujzkCZlsicVL1kwKm/kTEV3e+qQkwVRJV6QNkZU483lf9H56SbfNBV1cgkxzaVprFJOS/20gptA/ZXX7/p8ocRQm92Tf3tFzbvXVuY5NYhhJBUKjUYDLOzs4WFC9zO7XZPT09bLBa5XO5wOGQymVgsDofDmb8X04qQJEnTtFarlUgkGzZskMvlNE2Hw+FQKOT1evHj8fFxvV5vNBqTvVleLr/tjjj8ZTpiwcypnFFbrB2Y8T1eXxx5EKcpqdU5tQ37o/igx/7yXkvkEYqi8FreLLKxXP93L2z56r91zgXCCCERQn9ypMJsyOU/4bRzOp3Lzlai+1Pdwsj8XID66unOn/zattRMdet0uitXrlgsFiEJHM8XOp1OnufXrVuHD+I0F6/X63Q6S0tz56OY0+n0eDxbt269fv06x3EGgwEhNH/+myAIkiQpikpq4Q6U2zF12OE36XPq49h8NUbtJ0OOqIO4cF1a2pOBGJZvvzP745e3Rx4MhUILfq7PcHvXFv7k5W14DtXmCU4HEEmSOTmalwl8Pp9CoYhloGv+VPccGf6zd/p+bd+aygJVZb5KScT5yT6W8eRwOOzz+axWKw4nCCG32z03N2exWCIz2/E3UlBQcPv27ZyJqRMTExKJBH/uWbq4Y3V19c2bN1Owo3sux9SRWX997i5OxWqNmn9uH4k6qFQq5+bm0tKeDPRB7/Shhwd+UXYWfMA2lhtw78cTpPd956Mna2A0IlmcTuejfPDyU8zr18bvOsm7LlItl1bmq3B8vfdfgQpv1LiEGMeTDQaDxWIZHx9XKBRSqdTpdIpEoo0bNy72aaCwsHCxseIswvP8nTt3CgsLhU8SS3/6wbsUcByX7M+guRxTR2cDR9Yalz8vm+GyD1EHYYlqpKiMX4QQRVEymSzbqyXolcQvPVbx02u2P4TyzkkQDofD4XCMEwTzp7r1Stl3nmvccL9nOeun7rpIHF+vDDtxrHUGwkJ8xQ8q8lWV+SqVTIJWOJ5sNptnZ2fxJ2mSJPfv379EgCksLBwaGsqWmLrgShiDwTA1NVVdXR17VkT3uOfMhBwhpJj0JDWDLINiamtrq/D4wIEDj/6Cd+eC5oIc/xQvk4pL9YoxJ1lV8CBNSSQSEQSRe5kI8fmg1/6nzzREHsnGBKUFff3Iuo3fOvu7n4NfdOKtaAnNxnK9WibheMIbpBFCeiXx/S9u2RDxxl2okRdq5E2VD9UYoVnurouMjLXjLvKui1TJpJX5KneQnj+e/Fbn1IIxVafTFRUVzczMSCSSysrKpbtiUqlUrVZ7PJ5E5b4mNeF5fkkHu91usVhi3MYHi+zxn7k5ndQMsgyKqQmJo4IAxVAMX6zP2YU0AtxVjYyp6H49WHirvXzH2WjSq+UP/TvPmZgql4qf31L0Nx8OfO2zDcufDVbC6XQ2NMT6U/3iDzq+c6JRr5Tiqe5nt5RviCG0EBJxdZGmuii6K4w7tf/nw8Fhh3/BCxdkNpvxQtVYyqrn5+fPzMwkJKYmO+E5qqSD3W43GAwrCqgpziDLpjXvKzIyGzDpZbm9kAZbcPgXKj9g8wd+UTZPps73mwfW/F1bdC0t8IhWtDvpb7/edbzJtHdt4cZywzefXv/Np9fHElCXgHu0v3u4zvDwJpV6pezZLYuulI1lV3OBWq1mWfbRZ4juhSv/Q+Hq1qT7EV82Ci7pgBByOp0syzY1Na3o8gUzyJJXLCVnY+qokyzXEathjSZMqS5hwQSlnOmnIoSUSuXLjxV99wNruhuSU2If+P3O+/01Ru3xpsRXXcZLp/LU98KqRi71U+FAmF3iksbGxth3o8OZSo/YyNSEK7z6xW63h8Ph0tLSDE90z9mYOuYMGNWS1dFPjd7xDUFMRQgh1G/zahSEKe+h8X+e52mazplRcaVS+Vy9+v+2DVMMl+625AiSJCUSSSwjGafaR0MM+5Xm6iS1BC+demWv5ZW9ltf+8847f/7Udz+w/mPb8GLnE8QKStwYDAafz8eySwXpzGE2m10ul1KpjGPD0ONN5VGzP0v3+B9RzsbUkdlAqWZVxNQao3ZwXj9VJpMxDCPsYrs6fdBrP5TTA78IIZFIpFAofvPgmu/+ArqqiRFjJ/W9W7ZPR13fOrohqY2JGk9+/cu7XH7qv/zr9YS8+KN3VY83lROSh4JIksJVOBzOz8+Xy+VxdFLXFKpZjhd6/PMzyBIr/phKkqTb7Q6Hw8ufGtf5j2h0NlCe6wUfsJ5Jr0ou/Z3Xu29NeiKPQ1f1wz77E/XRMXXZvbGyjlKpfH5z0evXxj1BOt1tyUqRu3YPDw/fuXPH5XIt/bdzfWzuh5+MfO9XVjaxlxC//9n6ZzaX7/jz8zbPo25KX1BQ4HRGbxYZu3dv2Y7+7Sf/paVaCFcSsShJ4crpdO7cuTP2ke1Iz37v0pnf2CP0+E+/smN3dRLXEa14ujEYDLa2tjocDpIkEUItLS319fUJPD9RRp2ByrxYswyyF0668wbpn9+Y+MjqiEy6w2lKWbftdqLYvSG7l2o0Rf9551g/FSGkVCpJkvzaobrvfmD9k2OQALxikas1cOrs0NDQEhtwjrvIV1/ruvj1RK5TWJEjDSVbKg3P/P2lbz5d/9TG+CsiicVig8GwooQswX/96Q2E0Oi3n0IIHVpfjOdQeYRa+x0Jj1g+n08ul8dXbPUbP7/58l5LrVGLEEpNqcgV91MZhiFJ0mw2b9q0KRnnJ0QgzJAUa8z1hTRLJ93h5TTpa12aLZjxi3IrQQlTqVQkSb64q+oXt6dnfJDsvWJ4tYZMJtNoNLhg7BL7loQZ7vH//XEaAypm1Cku//7B927a/vTdvkd5nTi6qu/espm/8e5nG0v//n43XRig/u9Pr7d7Q2e6E5yjFHfVp9evjXM8en5bRWLbs7QVx1StVnvixInm5maLxbL82Ss/PyHGZsmKfEXOJ/0unXS3ysd+F5xMRbnYT8W7cHAc97uH6/4KZlXniRzaxUZGRqL+NPBqDVzgl6bpJRJhtv/5h1f/4ImkNzo2f/8rTSU6+YnvX4r7FeRyOUEQfn+sC2F//ac33rtpG/32U4v1j//mC1v++tzAyGwg7iZFCQaDHMfF0UkdmvH/U9vwX55YwUrWhMjNHKURZ6BCL18NCUpLWM1LVMMMd2XYub+2CD8V3lWHh4dtNtvk5OT8d9Wshruqv/RYRcew866LTHdzMssSW1KzLOv3+2dmZlwul8fjcTqdarV6iX1LDv9122tf3mVQZdAbyyv71nzjs/XVf/DezQnP8mcvJMZMJdw9fTqie7romf9t31N/czG+xswXdyf1+PcvvfGV3YlqRuxyM6aOzQZKdTm+cypC6HhT+RKrwiUSiVgspunVmLcS1UkV3lUnJiZ8Pl/ku2puEMb5v3a4DhKAo0QO7eL6vWq12uv1DgwMDAwM4HBSWFi4a9euvLy8cDi8WCf1xR9e/ebT9XXGjFsc+VhV3sCfPvnNN2/9+NJoHJdrNBqappf+cxC6p5+NYfpWJZP86OT2z//j5TgaEwV/6Imj3tOXTl39m+e36JRpCAG5GVNHnWSZVprzY79Rq8KVhCQq6W7VDv9GbUIuvKsSBKHX6wmCWGLCLBsJMfVzm8r6p33za4BktVgGb5eGh3YZhhkdHbXZbMXFxTqdzmw219fXm83m4uJijUZjMBiWqEP0Oz/rfmZz2b6aosR9W4kkEYvO/Mbe4dnAq691xXH5El3V2LunkbZb8g9vKPmTd3rjaEyk+Dqpf3N+sNFkaKlLzy8rg6LOqVOnIp+ePHky7pcadQZ2lWhyvp+KIjbUHJ4N0DQXlXGHY2qGlx1JhnO99r84/tA8itlsvn37Nq4amoI9FFNMqVTabDb8+GuHar/7wcA/vbg1vU1KoPlV1H0+3xJ5ufPh4dzp6WmdTpeXl7d27doFT1usiuxf/sJaXah+bqtppS1PsT/63IY3Oyeb/6r1P359T7461pWEJEl6PJ6RkRGKosRiMbq/pblCofj1n94Q3U/uXalf22t59bWuNzsnn3mE5aqzs7Pr169f0SWfDM1eHXH96ys74r7pI8qgmPooQTTK6GygWPX/t3fngU1dZ8Lwr5Yrydqv5H2ViI3ZLDDEYTEmgYSUkJANkmlppi1pOvNO23S2tl/bt9Nppu/M1zZtZ2mSybzzTnjbTtKvSSCEkDpxCqQGAya2McY2tiVsGcurZGuXrq7uvfr+OEQIWZYlWba25/cXurqSjoV0H51znvMcWS7EVOzTDTWdJL3jx6fD7hIKhbFnH2SNNoOlvpJAG2YFoauq0WgsKiqSSCRZ9jsDfdT9fj+O4w+uL/7lGcO1Zd7QaiWFVVH3+XwJDDNoNJqBgYHS0tIo+UcRrxi/umB0++hvf6Y2zlanxuP1ZfWVxAO/+OOLhzbev7YwloegnyyBQMBgMMjlcgzDnE7nJ9Pst08MvPL5zbEM9i7kX/5k0/0//2NduWL+PgGxmJubIwgirj0ZPRTzZ7/u6P+HfQm8XLJk4div1884SVop5PB4vMXPzhYyEX9VgfTq2B3Vq3Nz7DdiqQcMwwoLC1mWjZ7VmblCl05lXwJwsIo6hmEkSSbwP8iyrEKhiLHEfNAHvVMXh2dfeHR5iyUlV5Va3PV3e9+4PBpjFWj0k0WlUjEMI5VKcRz/v3p+67A9OHu6lLH3U9/Y+ci/nU/sD0lg4PfJV9qOf7UxsZdLluTHVIZhfD5fCqviGS3uKrU4RzqpoXbV5Lfq75gUyc2YutAqGrT0MN6raqYIjam7Vhd4KeYT41xqm5REaJhhcnLSbDZHycuNwmq1NjQ0xFWI58pN23+03nj1mYwcRf+vLzaI+LzP/5/2WE7WaDQURclkspPd4wffmjqwsfSlw7dnT6MkTi8qD+f9+sv3PPVq3PlKqM5DXHW5v3f82hd2aNYUp/jbnUhMHRoaun79+ujoKIZhk5OT169fv379erAWc19f32uvvTYxMRHj+UlnnPVUEtm/OHW+ppqCc3pz2MFcC6vXJx1yEV5GRCj3Ybfb77nnnsTKm6W/sBIfaFY1he1JOo1G43Q6zWZzAp1UhmG8Xi9BELH/1J6web/2Rtc7qe70LMXX91R/9b671v3gg8HFctbkcrlUKnu523d1FvvVQ9KGYn5fXx9aeGa328VicWjidLwpfg0a1UN1xf/wXnz5SvF2Ut/uNFEMe/ieyrheZTkkEnja2tqCl+nBwcHBwUEMw7Ra7UJjrfGev0TGWXd5Ti5OvUer6jHZST8jwm+/sSimZlnloCgW6qR6vV4cx7Os0m8otEQ1eHPrKrWAZzintzTVLGNp05Ukk8nQdjEojyYuNptNqYyjLh3NBHa9eNbwj/vjfaF001id3/H9vU+83HZkpzZKOaFTPZPP//bm85vFW0ulOp1OJpMFAgGv1+v1eh0OB9pkDeVLSySSBFL8nm3U/s2b3ce7xmPcFI8kSYZhYq/zMGx2v/Kx4czf3hdXq5ZJIjE1ejKRTqcLS59LYvJRLIwW92pVTuxGPl9TTf45vSW0Jl+u9VM/6p/+8ZN184/b7fZsWjwTyuPxzMzMYBg2Ozur1+txHEd5m998sPYHJ/uyJqZSFFVTU1NUVIQqM8T1WJvNVlpaGvv5aVUsaYnEAt6Hf73rO8d6rty0/uSg7uqY/UT3OIZhT24uqytTBALY197o4nKwkf/34c7OTpZl0bg6h8MRi8VisRht0cOybGdnp9ls9nq9arU6gbH3Xzy9ae8v/lhXrqgpXDxfKd5O6hOvtLWmulpkUBYOkBpnPfdVqXNw7BfDsF01Ba16c1hMXfrOw5li0k7OunwbIuW7OhyOrExNwkKWmrhcrrGxMbFYjJaabKxQFkiFC2VsZRySJKVSqVqtNpvNNE3H/gVH6R2xD1Hs+9dzbzy3Nfa1KBnhxwd1v/tkrOknp11+1uqiMAw70T3x+a2VL5/Vv3z4VnLvQkuJMAzjcrlr1qyhKGp6ejrKadGd+kaT7ocfDv6vh6KfRtO0y+UqL4915dKRo5/8y2c3KVJR3iGiLMz7HbW4i3Jj59T5mlbnnxvK3TSlherme71eHo+XNfuQhwlWtFAqlXw+P3S6K5vKKgWnMFQq1dxcHOlXcQ38fvG1y999aM2aEnkiTUxva4rlDpKxhmy58R9/vHHy643B1TLRtzSXyWQikai4uDiuNz+UkM994yvbDi5WnTiufXJ+ecawoUy+uzamVUMrI6ti6tUx+w/e7TO7qBkHmZsxVaOWMIHAWEjFVz6fHwgEli8jLK2ElU8KcjgcaOFdtkJLTVCF59ClJmuKZdWF0lM9kyltXXIEY2q8W6nEPuz/7bd7HtaV3Ls6TYslLdGJ7vGwHXb9DBvcciMWOp2uoaFBoVBMT08n1oYtVcSBjaU/PNkX5ZzYB37bDJZLw7N/+2B6LR3OnpjaOjR95FeXf33RyLDst38/dvmmI9UtSg00pRp6JEc2ffPR7OWRuYjTh1k8mYqg5SXox1PYYqG/fbD257GtU0xzwZjK4/FQwd5YHuV2u3Ecj2WI4mctg5Uq8dN3r+i+YJkFdWQLCgqcTmfCo19f2qFx+uhjnabgkdD1rz09PR6PZ3R0dNHn9/qZ537V8Xrq6iUtJEtiathOog6S/us3rwV3Es0paEo19EiObFCzUCfV5/NxOJxsHfgNQl1ViUQSlk6vzZdsriJCL2GZKBAI+P3+4H9i7F3VKD+nro7ZX3iv/4X3+q+N239zcdTu9X99T+Sahdkh+pYbcamsrLx582bCLfn5Uxv/d+twcIVP6PrX4eFhkiRjWf/6xCsX3vlqCradWVSWxNToO4nmlJydUm3pm35wfYTJ1KzvpCJoukskEmk0mtDV4RiGffPB2hhL6qStsPVgEomEpulYfikuNJmKhrWOto0cbRv53H+2n7g68aPHNiSzxeknbMsNRR4etuVG7AQCgUqlmpqaSrgxofWVggkBPB5PLpfn5eUtuv71f77T+6fbKtNz2juNYurZEKluSwaTCPhrSmSdo9bgkRwZ+10oQSnrJ1ODdDrdpk2bVCoVSZKha1VLFKLdawrfaE+8Y5Fy89dYx5Kp5HA4pFLp/PWsYcNaLtI/POPKhWEttOXGczu1z+3UvvHc1rAtN+KSn5/v8XhCP2ZxwXncN/98+xOvtKGbwT3h5XL5orUnj3WZSD/z+a1Vib30ckujmLo7RLyPTeKwRhYIK6iUC2O/5w2WLVVEHh5eRcTn8wUCgRwpeRHM26yoqBgbGwu9K9MrAM+PqbEM/y7USc3lYa26MuX3H1n3/UfWJdZDDVVVVYWq4yWmvlL5RH35D97txTBMLpeLRCKv18vhcKLXnhyxuF86Y/j50xsTft3llkYxdSnChjVkwvCdRHPKrtX5rSHDv2g2MbvDKnRSQ+E4rlarQ4fmCLHgic1lr50fSWGrlsLn8wmFwrCDBEFYrdaI52MYFggEUL9nmZuWu3g8XlFRUdhEQ1y+sL3K62ff6hjDMEwmk+E4vmgn9clXLhxPy2nUoCyJqVjIsMbntxS/fHD1UoY1Mt3mSmJwyumm6OCRrO+q5vhk6nz5+flut/vOCsAZPKvq9XrnF22IPvxrtVoJgoh4V4UqL2wHsVwe1loKlUpFUdRSNpR88ZDuv9qM/eM2v9+vVqujb3Hx5V998rOnNhLitM43zJ6Yin06rPG1xpIN5XHU9sxKYZlK2T2l2jfhUEnwEkX4NZeiKJZlc2Tgd76wEWCxgPelRu0rZw0pbFJiaJrmcCJs3Yii7EIf7Ig/p9w++i/+u/O83vLK5zcnJVsHLDEHGMOwU8/vfPTlC/n5+SghYKHTXj5rWFMsj3FT2BTKwgJ+fr8/KzfzigtaUbNvw621JUKh0GbL2hSMhVbR5GwnFREIBARBTE9PFxXd6sF/88HV1d9r/uruDFsxEmUTCDSrOr+Ond/vpygqrCzw0Tbjz1oGf/bUxoc2FGMYVk6I0BzqE/VlEFATRpIky7KXL18uLLwV7VC56dh/y/K5nJ8/VPrcm0Mnv75zoXMu3pg9b7D89ivbktDiZZaFMTWuWqDZqqkm/9//eCN4M7uX03zUP/3TQxFyFux2e+xVQ7NSQUGBwWBQKBToAsflcP7ygZp//mjor/fGt69IdMEi/kHxXlWjixJTlUrlxMQEy7Jhyb1hP6euTzq++dbVe7Sqvhc+EzxYV6asK8v1Aa2lQ1vWUBTldrvRyAEqNx37/77NZtuizXfixPdP9P6vxyOsaPLR7JeOXl60UHCaSHzs1+Px2Gw2iqIWPxXDGIYxmUwGgyGuomKJ8fv9uVmYMFSFSszjcIyzbnRTIBDQNJ3CjeKXz6TdO+f2ry8NT0Xx+/0Mw+TswG9Q2AjwX95f8/LHBpoJJPEllrJndSyib1YYcVY1dDL1H97r/5s3r/700Ma/P7A+WU0CQWh1aUlJicfjSWB3VQzDZmdn1Wr1M9uq/Az7u0/G5p/wxCttGbSRbdz9Oa/Xe/bsWbPZjFYm3XfffWvXro3+ELPZ3Nzc7Ha7eTwewzBarXbv3r3LtHkqKs8G/VTs0+xfzfZbw1+oqyoWi1PbqqSD7KTohEKhXC43m80FBbfK2H7rM2te/HDgu/sX+drGDl1VaZpGdY58Pl+8V9XofD4f2nEsIpVKZTQaQyvEkiTJ4XCEQuEHvVPffOvq3zy4uvlAU7IaA+bTaDS9vb2FhYUWiwXH8bh2V/V4PBwOB3Vwf3JQt//fztWVKdaF/ET+/onew/dUrpv3ozltxR17aJr2eDwajQbH8atXr8ZyfnNzM47jhw8fVigUer3+9OnT7e3tO3YsSz40DPwGNdUUvNkx9oXtt1ZGZ19MRTtBftg79Re775p/r8PhKC6OMMmag2QyWUdHh81mQ+M3n6nk7v8v41caK/IVi+9kGSN0VUXBjGXZePesji56P1UgEAgEApfLJZXe+nNsNhsmlH75V5/gPO6l790vFcIFYXmhFaUURVEUlZeXF1c6C+qkBm+een5n9fea3/lqI9rklRALPBT9zLY0Le8QUdyfNplMdujQIQzDJicnY4mpBoPB7XY//PDD6HdrTU3N6Ohob29vQ0NDEkdogzM6JEnOzs4KhcLkzuhkol2rC77+RlfwZpYtp2kdmv6rN2+VwvnFR3ptvmRn9e2eit/v9/v92fQDYinQaofr168Hs0ge1XJ+8ZH+nw7VJ+sl5HK5UCi8efOmWCwuLS1NYpKgz+cTCARhS1/CoOHfYEz9z/PGd647Xzy0Mf1zRLOGRqPp6ekRi8VxdWlomna73RUVt/ct4HI4f39gzZOvtjFMAMMwLpf762cbkt/c5bTsa2lMJhOfzw9NFamqqmIYZnIymftPBWd0Jicn7XZ70md0MpGQz91Yobw8cmuqKZuW04TVlrO6fc+/cSW0tlxulnpYiFKpLC8vl0qlLMuiGa/PN5S1DMxaXMn8gnA4HJVK5XQ6k7v3e/ROKiKXyz0eD03T3WO2PT876/ZjXX+3FwLqSkLlpoVCoVarjb0KRFgnFcOwq2P2fz19g/l0vp9l2bCvdvpb9phqs9lkMlloVh6qFma325P4KsEqzCKRKLF58qwUWqQwm1J/F60tB5OpYTQajUgkQlt0oVI1yd2ufHx8XKvVSqVSgUAwv+DRUkSsoBTG4/GQJPm1o+e/+1bXNzbnfX6DZGRkJGs+7ZkiWG7a5/O53e5YHjI/pmZB2chlj6kURYVtsxVMZEjuC6EqzGg+ddECVzliV01+66d7qXK5XB6P5/f7oz8kC9A0TVEUDPyGQjNearV6cnLS4/FQFPX0lrJzBsu41YvduYElEldMstvtLMsSBKHT6XQ6XcJ11SOKWEEpzMmrE4feHJcxtr/fIWas4263G4apVl6w3HRZWdn4+Pii51utVoVCMX+Hg0yXgtn7QCCAYdj8CZKmpgi5eefOnYvxadFVw+12c7nceOfJs9XGCuWw2eUkaZmIj33aVc2ChUZPbi5758q4zXP792xobTnopEaEZrxUKtXq1aspihoYGHh2S/4/vd/HZRrJAAAgAElEQVT78jMNaOok9CsT+xLDQCBgMpnWr1+PYRiO4wqFwu12R6xcn5jo/dQpB/mtt64SYsHvniqfs8yQJKlSqWCYKrUEAoFSqZyZmQnO30cUsVhH9K92Rlj2mDp/yBH9fpz/PYk9fC4EXTUYhll0eU/uQAWVHq4rwT79v8iCXxtoy4QvHf2EZlhsXm05p9MZurICIGjGi2VZtKimpKSkrMz+q3//pOXS1bqqQpVKFdy5Pa7FMKOjo1VVt9MyxWKxxWKJcn5cWJZFS3RQjjeGYU9uLqv79D/6l2cMr18affGpjU01+Q6Ho9M2Z7FYqqqqSJJMbuIxiFdhYeHQ0JBSqQwbpAxCSyvn/2hDX+3nf3vF6qawzCwbuewxlSCIoaGh0CUuaCuJhcpbL0XwqpEFYSNZdq0uaB0y775LMTMz43K53G43murI9LzotcVyiZD71OYqDMMeWqtW81xGowvDMJZlb968GQgE+Hx+5v51y0Sn04XeVCgU331kw/Erpi01Aj6fPzIyUlRUJJPJYo9JKMc+mHCLYZhQKPT7/fMLGyUGJSiF5nif6J745ec2CXjcb7519bFNpZe+dz86Uy6Xq9VqHo+36GZhYGWgEWCtVhvxXovFstAPX7QbSuaWjUx+TGUYhqZpHMfRl6qysnJgYMBoNFZX36oyOjw8LBAIlmntYNhVA+xanf8vf9BT91fq9XqRSGS1WtHYe7z1w9LNsS7Tn9xd+b39azEMs9lsn3zSgy6jbreboiiDwZDRf90ymT/s/9CG4hc/GHzhozG1RLBWWuz1eqxWa4yLYSiKmp2dnR99xWIxKqmz9AaTJDliD3zrVE8wb8Xq9j179JOaYsl/P7e1UnXHlLlWq+3p6fH5fLW1tUt/abBEEolEKBTOzc2pVKqwuyiK8vl8UT5jGV02MpGYOjQ0xDAMStwNLolZvXo1Ko3U19fX1tZ24MABNFau1WoJgmhraxMKhQRBDA4Ojo6Obt26dZnqKGXBZGFylSjyxALerJ+PKt04nU6JREJRVKZPOB3rNP3b4VvLK0Pr+Hg8HrlcLpfLM/qvWzGtQ9NmN3my24VhmFIs+IuNglqFOBAIRLwUhgkb9Q1KYkz1+Xx/MNjDEkEpht2uzQ8LqBgMU6Wf0tLS/v5+pVIZNmgRpZOaBRKJqW1tbcEp0sHBwcHBQQzDtFptxDDJ5XL379/f0tJy6tQpdFOn09XXJ22xOVgUKlJ4sE7T29uLhuYyfcKpb8LB53Fqi25fOlEdHxzHUUoLZH3HAi3zdXpv7bNr81AvddLfb1LcV18/MTFx8+bNysrKhR47NTVFEETE7KEkTql6vd64agjAMFW6QSPAoVUdAoGA1WpFSW1ZKZGYeuTIkSj3onz60CNyufzQoUM2m83n8wW3yAArpqmm4L8vjR5p1KC8aJfLRRBERv+WP9ZlOrj5joxBNIVmtVr5fD5Mp8Vo/lpAJ8UOeuUYhpWWljocjr6+vqqqqvk9TrTb+UJTZaifmpQWkiR56O6K965Nx5gICsNU6UahUNhsNqfTGfxKzl+TmmVWbm0QGqCDgLryUOovhmEajSYQCCS90s3KO95lenJzeBa+RqOx2Ww8Hi/T/7rUCg7TyeXydevWWSyW4eHhsNWr7e3twT1ZIz6DQCBYeskFv9/P4/E2VhAvHa4PLr3LxETQHKdWqzs6OoIfnr6+PlR7JNXtWi5QXTr78Xmcu6tUl4Znt61SS6VSq9Wa0d24MwMzmysJpTi8R4KKPMhksoz+61bS/LWAEiEe2gXkcDgajWZkZOTixYsVFRVoGHZ2djYQCEQvHiKRSNxu9xJ/QAerEv7uk7FvPlhjdfuxzEwEzXE0TTscjoGBAaVS6fV6UYGRwsLCbO1fQUzNCaig0rZV6i1btqD578wVsZOKYZjNZquvr4e9aGI3fy2gh6Kri8J/kWi1WqvVOjk5SRAEj8dDSfvRU8Dy8vJcLtcSm4di6m8ujirF+Nd21yzx2UCqKJVKrVY7Pj4uEAjcbjeaeMriFMJsqwsFIkKrVDEMEwqFIpEoxp3k0xBFsy3904/oSubfZbfb1Wo1zKjFBa0FfG6n9rmd2jee2/r+N5oO/PL8/NOqq6sJgkB542KxeNHR9aRMqfp8vpsO5vX20R89tmGJTwVSS6PRSCSSqakplmUDgUB2z85APzUnbChTjFu9Vg9FiAVog5qF6pukufnZSQhs7pawsLWAf75r1d++dfXnT20MPSe4QWZeXp5IJFp0dF0gEKASSEvZzNjr9T77+vCF79yf8DOANCGXywmCQJVAsj6FEPqpuaKpJv+c3oJl+KZvxzpNB7dEiKlQ4zdZDm4plwr5v7pgDDuO9qigKCrGTgaaUl1KS77/oemf/2QTKlUNMp1Go8FxPBdSCNMopp4Nkeq2ZKHg8G/mbvp2c84z4/TdXRWhqqXNZkti3fYc98Kj69/tnui6aQ09iCoqCASCGDsZS/zp9vKZoSpC+MDaBbOLQWaJ9/OTudLoN+Du3btT3YRs1lST/+KHg1gm91MXyk6iKIpl2WxNI0yJ41/dUf0/fz/wDw/xebf3j4qrooJYLJ6amkrs1a/ctH3YN/Xy45HXv4IMlSMVOdKonwqWVZFcpMjDh6adPB6Py+Vm4kaqx7rGD26OsNgfOqnL4dTXdz7y0h35SsENMmOxlDSlp1698MrBmkW3TQWZJa7PT+aCmJpDglOqmTj8+4lxrlguqphX5RWDydTlsaZE/uVGzbfe7kn4GRILq5/7z0u/+fJWmvLBwAPIRBBTc0hGT6ke7xp/MlInlSRJDocTZdtqkLCn7q4Q4dzfXBxN7OEJxNR//mho2yr19rvU0bciByBtQUzNIcEihZk4pbrQKhqHwyGXy1e+PTniR49teLvLdHXMlsBj442p5w2WzlHrX95fwzAMy7K5ME4Isg/E1BzC4WCNd+WfN1gyrp96qmfiwXXFAn6EjytMpi63d7/W+MQrF9hAIN4HxrWchqLZZ//vJ//93FYspCohABknwZjKMIzJZDIYDLOzs7Gc7/V6R0ZGbty44XA4EntFkBRNqwvODZkFAgHDMAzDpLo5sTrWOX5wS+SBX1SxfeWblFNOPb/zkUj1laLj8Xg8Hi/Gol1PvXrxrf+xHf0bBn5B5kpkLY3ZbG5ubna73Twej2EYrVa7d+/eKHuMd3Z2dnR0oCIaLMuuX79+165dS2gzSNyumvy/efPqdz+dUpVIJKlu0eKsHqp7zHa0tmH+XdBJXRnrSuVf2K75zrGeHx+MbzkEGv5d9EfPP75//ZGNJRvLb/1Xer1eKIkFMlTc/VSappubm3EcP3z48J/92Z898MADaO+nhc7X6/WXL1+urq5+9tlnn3vuuZ07d/b19XV3dy+t2SBBa0vkM05y1kVl0JTqQtlJGGT8rqDPNlRwuZw32m/G9ahYhn8/6p82zrq/0rQqeAT6qSBzxR1TDQaD2+1ubGxE17Kamprq6ure3t6F1jv29/eLRKJ7771XKBTyeLy6urry8vLu7u5A/NMzIClQplIGxdSFspM8Hk+OrHhLE//0RN1vL9+8Nm6P/SGLpinZPP5vvX31P79wd+hBmE8FmSvumGoymfh8fnn57WtcVVUVwzCTk5MRz7fZbARBhJbSLigo8Hq9ZrM5geaCpWuqKTinNwuFQp/Pl+q2LG5gysmygXWlETJ7oZO68t57fmfEjWsWIhQK/X4/y7ILnfDUqxfe+h87Qo9QFMXn84NbowOQWeL+4NpsNplMFvqJRxNadnvkX698Pj8sSQHdtFqtEc8Hy23X6vzWIYtIJPL5fOk/WrBQPUIMYmqKxBtWo3RVv/fOtSON2ppCaehB6KSCjBZ3TKUoKizjAN1cqNNTUlIyNzdnsVjQTb/fPzIygn0aWcHKy5cKC2TC65OOjFhR83an6VCkjWhcLpdIJFrKVmIgMXVlis/dU/m9d67FeP5CMfXElXEPxRzeWhl2HCZTQUZLwiUJ9XU4HE7Ee7ds2WI0Gk+ePLlu3TqBQDA4OIj6uPPPP3r0aOjNI0eOLL1tIKJdNfmtesuB6jyv15vOVVX/OGSuK1OoJBGyRqGTmkKHt1Z+51jP//fJ2GcbKhY9WSwWB39SB03YvD/9cPDCd/bMP9/r9UIuN8hcccfU+Z0b1ENd6KelQqE4ePBgV1eX0WjkcrlarVatVv/hD3+Yv4oDguiKaVpd8OrHN56uW51wlfOVsdBuqRiG2e32kpKSFW4PCPrxQd3D/3aurkyxPtJUd6iI/dRDr158+9PVqGGgnwoyWtxjvwRBOJ1OmqaDR9DMKEFE2NUSUSgUu3fv/uxnP/v0009v27bNbDZzOJyiItgZMWV2Vue33bAIhWk99kuzgd9fm3x0Y+n8u5xOp0QigTSW1IpxYhUV5Qj9pP3177q/9ZnaUmWEAZJAIEBRFMRUkLnivipVVlayLGs0GoNHhoeHBQJBcXExuskwjM/nWyjTz+PxDAwMVFZWwpru1GqqKegwudJ5OQ1kJ6U5Lofzzld3PPZy26Jnhq5SfePyzTyc90R95AXHkKAEMl3cMVWr1RIE0dbWNjY25nK5Ojs7R0dH6+vrg3WU+vr6XnvttYmJCXTT7Xa3t7ebTKbZ2Vm9Xn/ixAkMw3bu3JnEvwEkAE2ppvOKmoV2S8UgpqaNjRXKQ5vL/+7d3uinBRdDG2Zcr50f+acn6xY6E2IqyHRxz6dyudz9+/e3tLScOnUK3dTpdPX19VEecv369a6uLvTvoqKiffv2wUYiKde0uuAbb1z50sZVXq83DYfaJmzesTnP1lXq+Xc5HA6ZTLZQThxYYX+6verbb/e82TH29N0L5iuJxeKZmRkMw5569eKZb94bdq/H40H3Yhg2OzuLSgSXlJRAcAWZKJG8X7lcfujQIZvN5vP5FApF2Edfp9PpdLeLgkokki9+8Yt2u93n80kkEqlUOu/5QArUFsmsHsrF8PhpOaUatoQm9LI7NTUlk8lGRkbgspsmfnpIt+9fz+nKFGtKIv9WFggELMt+5dcdPzlYR4jDs7gpitLr9TKZDMMws9ksl8vNZrNKpYL/XJCJEs/yUCqVRUVFsXzuORwOOhkCalrZtbqgc9yTnlOqYTV+0WV3ampqcnJyfHzc6XQaDIa0HbXOQae+vvORl6LlK53Se4ql/AfXF8+/C10cBAKBVCrFcTwvL6+4uBjG9kGGgszJ3LVrdcEloz0NY2rXTatKItCob6+2Cl52uVyuWq3GcRwuu2mFz+O8+efbn3zlQsR7r5psZ284v7YjQkBFNBoNSZIMwwQCAb/fr9FolquhACwziKm5q6km/7xhdn7xyJSLuFsquuy63W6JREKSJFx2083mSuKxTaV/f7Jv/l1PvXrx9We3RFkMLZfLhUKhyWSSSCRyuRyNAwOQiSCm5i5CLCgj8sZcWLp1VSOuopHL5VKp1O12c7lcuOympy/u0Lh89LFO09Ux+wvv9b/wXv+1cfsz/6f9tS81KOVSr9cbsb40y7Lj4+M4jovFYh6PB7+WQEaDcqk5rakmv2vCW1eeRhOTzb1T99UW5OERtrgnCGJsbIwkydWrV698w0Asfv7UxqafnHb4GLvHj2HYbz8Z27e+aHOp2Gg02my2wcFBlIERCARQipnZbDabzSUlJWVlZZ2dnSzLwq8lkNEgpua0XTUF//zRwNN1adRPPd5lWmhVht/vJwgCx3G47Katq2N2N8WigIphGEnRfxw0d29Uu8f0LMt6vV6UqOh0Ovl8vtvtJghi3bp16OTQ9QIAZKg0iqlnz54N/nv37t0pbEnu2H6X+k//y+7yRFgGmhJOkr40PBu2QzXi9/v9fn9DQ8PKtwrE7kT3+Jz7jul5q4c6Y3A+WlnkdDopipJKpQ6HA8MwDodTXV0durMQbC8PskAaxVSIoynRVFPQNeGpraHTYd+0hXZ2wz6tnQSX3Qyl0Wh6enq8Xq/FYrHb7Tt27CgoKEh1owBIPshRynW7Vhd0T/nSpJh+lBq/NpsNtgBLf09uLlPeWdVBkSd4or5MLpejn0RcLnfVqlUQUEG2gpia63atzu8wpUXlB/2Mi/QzdWURVp36fL5AIACFddJfXZnipcP1xKdb3iry8H9/pn59mQLDMI1GA5m9IOulfrgPpNZdBVKSDoya7SnvOhzvND25wMAvdFIzyM7q/F8/2/DulQkMw56oL1v/6Y8kmUwmEokgsxdkN4ipANu1Ov/CsO3udSluxrEu06lvNEW8y263Q+cmg9SVKevKIvwGgsxekPVg7Bdg99YWdZhcC215uzLOGyyri2SFsgg75Hi9Xh6PJxCE114HGQfHccgyA9ktwZjKMIzJZDIYDLOzs7GcT5KkyWS6cePG9PR0xFoqIIV21eR3TZKpTVOC7CQAQBZIZOzXbDY3Nze73W4ej8cwjFar3bt3b3BP8vm6uro6OztpmuZyuSzLKpXKPXv2FBUVLaHZIJnkeXilUtQxYt61violDQgEsHeujP/i6U0R77Xb7dXV1SvcJAAASEDcMZWm6ebmZhzHDx8+rFAo9Hr96dOn29vbd+zYEfH8sbGx9vZ2rVZ777335uXlTU9PNzc3t7S0PPPMM7CtdPrYcRdxXj+bqpgapZPqcrlEIlE6rJ0FAIBFxT32azAY3G53Y2Mj2mmrpqamurq6t7fX7/dHPH98fBzDsG3btuXl5WEYVlRUtG7dOpfLZbfbl9ZykEz31RZdNNpS9erHukwHF4ipqNTDCrcHAAASE3dMNZlMfD6/vPz2FbCqqophmMnJyYjni8ViDMMYhgkeoWmaw+GgEAvSxM7a4kEzSfqZxU9NtikHOWx277grcn1EiKkAgAwSd0y12WwymYzLvf1AlD+yUL+ztrZWLpe3traazWaPx2MwGPr7+3U6nVAYIcMTpNDd5ZLTfRMr/7pRlqU6nU6JRBL6YQMAgHQW9zQVRVFh5WzQIgefL/J+YUKh8NFHH21ubn777bfRkQ0bNiw0+QpSaJtG2To08/CmyHvCLJ9jXeP/+wtbIt4FGb8AgMyShNQPtDZmoYQjh8Px7rvvCgSC+++/XyKRTE1NXblyhaKo+++/P+zMo0ePht48cuTI0tsGYtdUk/+Nt6+v8IteNdmkQv5dBdL5dwUCAYfDUVGx0jEeAAASFndMFYlEYQsZUQ91obHcjo4Or9d78OBBNLFaVlYmEAjOnz9fW1sbOimLQRBNtdpSws+wJqu3nFi5qe5jnaaDUTeiWbGWAADA0sU9U0UQhNPppGk6eMRqtaLjEc+fnZ2VyWQooCLFxcXoeNyNBcspLy+vvljUqjev5Ise6xo/uLks4l0QUwEAGSfumFpZWcmyrNFoDB4ZHh4WCAQoUmIYxjCMz+cLFroTiURutzt0pQ2KwbDHSPrweDxGo3F0dLRGzjR3jRiNxpGRkRUoq9TSN9VYnS8RRhgsYVnW7XZDsXUAQGaJO6ZqtVqCINra2sbGxlwuV2dn5+joaH19fbCOUl9f32uvvTYxcSuDtKamxu/3f/DBB9PT0y6X68aNGxcuXBAKhVVVqSkvAOajKEqv109NTWnzvJ+MuaempgwGw0JJZ0kUpZMK2UkAgEwU93wql8vdv39/S0vLqVOn0E2dTldfX7/Q+WvWrKEoqqOj4/jx4+hIYWHhrl27oJ+aPpRKZVFREU3TRSplucwx7AjUlRQv97irm6LP6y3/8acLZvwGRz4AACBTcBKuaG+z2Xw+n0KhiCU6sizrdDp9Pp9UKg2dWw1qamo6d+5cYi0BS+dwOHp7ewUCwW+uzPJ4/Beeume5x11/c3F0aMb5o8c2zL/L7/cPDw/X1tYuawMAACDpEl9LE9fQHJfLhXyTdCaXy2UyGUVRd0n8zZO8FZjIPNZl+uGj6yPeBdlJAIAMBRVqwC0ajYYkyVo1PmKlPNTyFikcsbjtXv+misg/yyCmAgAyFGz3AW6RyWQikUggEGwudX88MLVfFzl7KCne7jQdClmW6vF4ZmZm0L/9fv/U1BSXyy0pKYFJdwBAZoGYCm7T6XQYhu1x32jpMS1rTD3eZTr+1cbgTZR4jAacHQ4Hh8MxGAwqlQpiKgAgs8DYL7gNx3Ecxx/UVbaP2pdvLc3FG7OafEmJ4na8RInHAoFAKpUGAgG5XF5cvOyJxwAAkHQQU0G4SpUY5/M7BkeX6fkj7paKZnMpiuJyuTRNazSaZXp1AABYPmk09nv27Nngv3fv3p3CloAN5coXz058cIN8+p6qurIk9xePd43/9JAu7CBKPJ6ZmREIBOjfyX1RAABYAWkUUyGOponWoelWg9nlpbsn3ad6Z375uU07q/OT9eQnrow/uqmUG2kXI41GMzAwUFJSAp1UAECGgrFfcIerY/a/+l2Py3trjwSr2/f8G1eujduS9fxR6hHSNK1UKoVCIXRSAQAZKo36qSAdnOgen3NToUesHuoHJ/o+e09lGZFXpswrU+YJ+HH/FLs6Zj/RPe6lmN4Je1NNQcRz5ubmtm7dmpe3cjvNAQBAckFMBYvjcLCum9b3rk6M27zjNq9MxC9XikuVojJCXKoUoUBbqsxTSQQRH946NP1Xb/bMuSgMw0Q4/7zBMn8wmSRJlPG77H8MAAAsG4ip4A5Pbi5758q4zXO7qyoV8H702Ib1IZlKsy7KZPNM2Mhxq8c0520fnhu3eSdsXi/FlCrzgt3ZUmVeOZFn99L/z7GeYN+X9NPPv3Hl119uqCu7o4jS7OysWq1emb8RAACWCcRUcIe6MsVLh+uf/+0Vq5vCMEyRh//jfk2R0B96jloqUEsFG8OXw2BePzNh845bvag7e95gNlm9/RMOl48OPc3qod69MhEWU61Wa1nZMlaZAACAFZBgTGUYZnJykiRJgiCidy88Hg9FUfOPy2Sy4JarIK3srM7/9bMN716ZwDDsifqydaXy/v7+/PzFU3/zcN5dBdK7CqShB194r/9o20j0B87NzalUqqW0GQAA0kEiMdVsNjc3N7vdbh6PxzCMVqvdu3fvQgHy0qVLg4OD848fPnwYCuWkrboyZWg/srCwcHp6uqioKIGnmj+YrMgTPFF/R5d0dna2srIy4dYCAECaiDum0jTd3NyM4zgKinq9/vTp0+3t7Tt27Ih4/t13371+/e0tvQKBwPvvvy+TySCgZpCCgoL+/v6CggIuN+6M3/mDyf/+TH3o7KzH4+HxeEKhMJktBgCAVIg7phoMBrfb/fDDD6OgWFNTMzo62tvb29DQgOP4/PPlcnloMufY2BhFUWvWrFlKo8EK83g8NE13dXUFR4ADgUDs+8aEDSavv7MwE2QnAQCyRtwx1WQy8fn88vLbCSpVVVV6vX5ycjKW4bvr169zudzVq1fH+7oghSiKmp6edrvdJEny+XwMw5xOZ1z7xoQNJgexLOt0OisqKpLZXAAASJG4Y6rNZpPJZKFjgEqlEsMwu92+6GN9Pp/RaNRqtbCHV2ZB+8Y4nU6KopRKpc/nS9a+MZCdBADIJnFPj1EUJRDcsbQf3Yxla7ChoSGGYdauXRvvi4KU02g0HA6HpmmKokiSTFZJXoipAIBskoT1qYFAAMMwTqSq6GEGBgakUmnouHGoo0ePht48cuTI0tsGkgXtFRMIBCwWS0lJSVJK8rrdbhzHw36iAQBA5oo7popEIpIkQ4+gHuqieZtms9lisWzZsmWh6AtBNM1pNJqenh6Xy5Ws4gyQnQQAyDJxj/0SBOF0Omn6dmUcq9WKjkd/4MDAAIZhkPGbuWQymUgkIggilnH+RTEM43a7ocAvACCbxB1TKysrWZY1Go3BI8PDwwKBoLi4GN1kGMbn87EsG/oohmH0en1ZWRlcQzOaTqdrbGycm5tb+lPBTCoAIPvEHVO1Wi1BEG1tbWNjYy6Xq7Ozc3R0tL6+PlhHqa+v77XXXpuYmAh91PDwsM/ng+ykTIemP1Uq1ezs7BKfCgZ+AQDZJ+75VC6Xu3///paWllOnTqGbOp2uvr4++qMGBgYEAoFWq02wmSCdqNVqo9G4lIjodDrz8vLQUlcAAMgaHJS1mwCbzebz+RQKRVIWmzY1NZ07d27pzwNWhtFozM/Pl0qli5+6DA8HAID0lHhHAZV6ALlJrVbPzs4mFhT9fr/P54OACgDIPnHPpwKAYZhMJvP5fBF38VsUZCcBALIVTGiBBKGuaklJyaJnejyemZmZ4M2RkZHKykq0Mmc5GwgAACsN+qkgQSimxnImRVF6vX5qampqampkZMTr9aI88OVuIQAArDCIqSBxKpUqlrWqqAS/QCCQSqUMwyiVymSV4AcAgLQCMRUkLj8/32KxxHKmRqMhSZKm6UAgEAgEklWCHwAA0koazaeePXs2+O/du3ensCUgRgKBQCgUOp3ORUvqoxL8N27cqKioEAgESSnBDwAA6SaNYirE0UykVqstFkssMZJhGIIgSJKEHekBANkKxn7BkkilUoqiFl1UYzQaq6urpVIpdFIBAFksjfqpIEOhWdXS0tKFTpiYmJDL5VKpVKfTrWTDAABghUE/FSxV9Oxfi8XC5XJRkQccx3EcX8GmAQDAioKYCpJgobWqdrvd6/UG9wEEAIDsBjEVJEHEmEqSpNlsrqioSEmTAABg5SU4n8owzOTkJEmSBEHEuOcXSZLT09N+v18mkxUUFHC5EM6zx/xFNSzLDg8Pr1u3LrUNAwCAlZRITDWbzc3NzW63m8fjMQyj1Wr37t0b3JM8ovb29u7ubpZl0c3S0tLHHnsskfaCtOTxeDwez8TERLD878jIyD333JPaVgEAwAqLO6bSNN3c3Izj+OHDhxUKhV6vP336dHt7+44dOxZ6yKVLl65cubJ58+b169cLhUK73R5jnViQKSiKMplMHo+HYRg+nz8zM8Pn82maTnW7AABgRcU9AGswGNxud2NjI6rXWlNTU11d3dvb6/f7I55vt9u7u4z4wbAAAA00SURBVLvr6uq2bt0qlUpxHM/Pz6+trV1qw0E6QRV9CYJgWZYkSaVSWVFRARV9AQC5Ju6YajKZ+Hx+eXl58EhVVRWaXo14vl6vDwQCaGFicOwXZB+NRsPn82dnZ4VCIY/Hg4q+AIAcFPfYr81mk8lkoRlGSqUSwzC73R7x/JmZmby8PJvN9vvf/95qteI4vmrVqsbGRqFQmHCjQRpCFX3RfysUSwIA5Ka4+6kURQkEgtAj6OZC22F6vV6apj/44IOqqqp9+/bV1dXp9fr33nsvEAgk1mKQttDmMyRJQicVAJCbklCbEEVHDoez0Al+v3/Lli0oC1Sr1eI43t7ePjo6GnblPXr0aOjNI0eOLL1tYCXJZDKRSMSyLHRSAQC5Ke6YKhKJSJIMPYJ6qAuN5YpEIgzDtFpt8IhWq21vb5+ZmQmLqRBEswBU9AUA5LK4x34JgnA6naHLJKxWKzq+0PkYhoXOv6KVrJCvlJWgoi8AIJfFHVMrKytZljUajcEjw8PDAoEgWNOVYRifzxcMmVVVVRiGhWYFT0xMYBgWY/UlAAAAIFPEPfar1WoJgmhraxMKhQRBDA4Ojo6Obt26NVhHqa+vr62t7cCBA2i9TVlZWWlp6eXLl0UiUVFR0czMzMWLF+Vy+apVq5L8pwAAAAApFXdM5XK5+/fvb2lpOXXqFLqp0+nq6+ujPOQzn/nM6dOnP/roI3SzsLDwgQceiF7LEAAAAMg4nITXtNhsNp/Pp1AoUBbSolwul8vlEovFcrl8/r1NTU3nzp1LrCUAAABAOkh8LQ0q9RA7qVQqlUoTfjkAAAAgzcGGawAAAEByQEwFAAAAkgNiKgAAAJAc2RZTm5qaUt2ETAVvXWLgfUsMvG8Jg7cuMSvzvmVbTE1zYTWNQYzgfUsMvG8Jg7cuMfC+pVFMPfupl156KfppS3yVpTz5Eh++rE+ewrYt8dXTuW2xnLB8r57ObVv6w5f1yaFty/Hq6dy2WE5YgSdPwr40ybJ79+5UNwEAAABIXBr1UwEAAICMBjEVAAAASI7EaxMmF2SyAQAAyAhRKummS0wFAAAAMh2M/QIAAADJATEVAAAASI40WkuzdHa73WKx8Pn80tJSHMdT3Zy0wzDM5OQkSZIEQajV6ugnUxRlsVg8Ho9EIsnPz8/x93N6etrpdIrF4pKSEg6HE8tDWJZ1OBxY/Ds4ZZMEvpIzMzMOhwPH8YKCArFYvNwtTE8kSU5OTgYCgcLCwli283I4HFarlWVZpVJJEMQKtDBteTweiqLEYrFAIFj05LguiTHKnpja2tra19fH5XJZlhUKhQ888EBlZWWqG5VGzGZzc3Oz2+3m8XgMw2i12r179y60M/wHH3wwOjrKsiy6mZeXt3379tra2hVsb7ogSbK5uXlqagq9bwRB7N+/P+IewGHa29u7u7txHH/uuedWoJ1pKN6v5Ozs7B/+8Ie5ubngkUcffbSsrGz5W5peBgYGWltbWZblcDiBQKChoWHLli0LnUzT9Mcff6zX6zkcDofDYVm2vLz8gQceyMvLW8k2p5zX6z179qzZbPZ4PBiG3XfffWvXro3+kLguibHLkph67dq1vr6+rVu3btq0yefzffjhhy0tLZ/73OckEkmqm5YWaJpubm7Gcfzw4cMKhUKv158+fbq9vX3Hjh0Rz3e5XNu3b6+qqhKLxXNzc62trWfOnJHL5SUlJSvc8pT7+OOPLRbLI488UlFRYbFY3n///ZaWlkOHDkV/1MzMzLVr1xQKBfqG56B4v5Iul+vkyZN5eXkHDhwoKiry+XzT09M5+P01m80ff/yxRqPZs2cPj8e7ePHi5cuX1Wq1RqOJeH5HR4der7/nnns2bdrE4XCGhobOnj17/vz5vXv3rmzDU4ymaY/Ho9FocBy/evVqLOfHdUmMXZbMp3Z3dxcWFm7evJnL5ebl5d13331+v7+vry/V7UoXBoPB7XY3NjYqFAoMw2pqaqqrq3t7e/1+f8TzDx48qNPpFAoFjuNFRUV79uzBMOzGjRsr2ug04HA4RkZG6urqKioqMAzLz89vaGgwm80mkynKo1iWPXv2rE6nU6lUK9XStBPvV7K9vZ2m6UceeaS8vBzHcalUetddd+XgsHlPTw+Xy929e7dAIODxeI2NjVKptLu7e6HzJyYmxGLxli1beDwel8tds2ZNcXHxxMTESrY5HchkskOHDt17771arTaW8+O9JMYuG2KqzWZzuVyhv+OUSqVSqYx+4cspJpOJz+eXl5cHj1RVVaG5hIjnh00ZohkdhmGWtZFpCH2EqqqqgkfQxyz6R6ujo4NhmIaGhmVuXfqK9yvJMMyNGzdWrVqFPmnBSYccZDKZSkpKhEIhusnhcCorK6empha61ovFYpZlQ5dEMgyTs/PQsYv3khi7bBj7tdvt2LxMEIVCMTU1laIWpR2bzSaTybjc2z+h0NuF3rpFGQwGDMNCP385wmazYXd+tMRiMY7j6HhEFovlypUrBw4cWPrETOaK9ys5NzfHMIxKpUJTgzRNq1SqhoaGVatWrURz04bf7/d4PGE9LaVSGQgEHA5HxCSa+vr6sbGx1tbWTZs2cbncgYEBi8Xy4IMPrlSTM9USL4lRZENMpSgKw7CwLC+BQICOAwzDKIoSiUShR9Db5fP5Fn2szWa7dOlSaWlprl3gsPg/WmjUt7a2trS0dCXal67ifd+8Xi+GYVeuXJFKpffeey+GYT09PR9++OG+fftiHMrLDgu9b9jCX9WioqKHHnqopaWlv78fwzAej7dnz54c/KrGaymXxOiyIaYiUBAqLujtWnRZiNvtfv/990Ui0d69e2NcQ5JNIv7JgUBgobfiypUrHo9n+/bty9yuzBDvVzIQCDz66KPoSqfRaF5//fWOjo6ciqkRRf+qjo6OfvjhhxUVFWvXruVyuSMjI2fOnKFpet26dSvbzIwX4yVxUdkQU9HcQ9jvC5/PF/YzJJeJRCKSJEOPoLcrOG0TkcfjOXnyJMuyjz/+eG7O0KD3hyTJ0ARUiqIivm8ej6ejo0On0wVXg5AkGQgEJicnRSJRTq0ajPcric4vKSkJniAQCMrKym7cuMGybOgAXXZb6H3DMGyht661tZUgiH379qFgUFlZSZJkW1tbdXV1LAs0c1Zil8RYZENMRVcrq9UaetBqtebUVSw6giCGhoZomubzb/2Po7crylvk9XpPnjzp9/sff/xxmUy2Qg1NM8GPVjCmOp1OmqYjvm8kSbIs293dHZaleeLECa1Wu2/fvhVocJqI9ytJEASHwwmLnWhCOqfGn/h8vkwmm/++cbnciEuiKYpyuVxVVVWhvavi4uLh4WG73V5QULDsLc5YCVwSY5QNMVUmkxEEMTw83NDQgD5bZrPZ6XSuX78+1U1LF5WVlQMDA0ajsbq6Gh0ZHh4WCATFxcXopt/vRwvz0U2v1/vuu+/6fL7HHnsslvoG2aqiooLD4QwPDwfzs9CComDtAoZhaJrGcZzL5SqVysOHD4c+vLW1dWpq6umnn861KlSLfiUDgQBFUXw+HwVOgUBQUlIyMzPDMAw6wrLs1NSUQqHItVSvysrK69evu1wulAJN0/TNmzfLy8uD70PoVxW9gWExGA2TwChdmNCvKhbDJTFhvB/+8IdLfIp0IBQK+/v7PR6PSqWy2WxnzpzhcDh79uwJ/gbJcUqlcnh4eGRkRK1W83i8a9eu9ff333333cEiNR999NHZs2e3bNmCroDHjx+3Wq3r1q2jadryKZIk0Vqu3IHjuNvtvn79el5enkQiMZlMbW1tpaWlmzdvRif09vaePHmytLRULpdzOBzRnUZGRpxO544dO3ItpmKLfSVnZ2dff/11DMOCn0CZTNbX12ez2QiC8Hq9Fy5cmJyc3LZtW651tpRKZX9//9TUVGFhIUVR586ds1gsu3fvDo4VhX5VORyO3W43Go0URclkMoqirl+/fvXq1ZKSko0bN6b2D1l5Q0NDMzMz09PTU1NTQqGQJEmLxaJSqVAQDf2qYjFcEhOWJSGnpqbG5XJ1dHSg5DeFQvHwww8vfWQ8a3C53P3797e0tJw6dQrd1Ol09fX1EU9mWRb91A0rR1JVVYVKH+SUxsZGv9/f2tra2tqKYVh5eXmuVahJTLxfybKysj179pw/fx6NBPD5/G3btuVgoo1Codi3b9+ZM2fefPNNDMMEAsGePXui1C9ramri8/m9vb09PT3oSHV19c6dO1eouemkra0tOEU6ODg4ODiIYZhWq4041BHXJTEuWbV/qt/vt1qtfD4/l+vXRGez2Xw+n0KhgKGhuHg8HlRDP2enlhMT71eSYZi5ublAIKBSqXJ5kAn9rkXvQyyj336/3+FwBAIBuVwOqUlxSfolMatiKgAAAJBCuZKkDgAAACw3iKkAAABAckBMBQAAAJIDYioAAACQHBBTAQAAgOSAmAoAAAAkB8RUAAAAIDkgpgIAAADJATEVAAAASA6IqQAAAEByQEwFAAAAkgNiKgAAAJAc/z88IcF2Mb9SLwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124430>"
      ]
     },
     "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": "7d9845777ec7432a868f1c9a4efed7cd",
       "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 0x797c68124430>"
      ]
     },
     "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": "398acdb1ee7549f2964cd22acb0f08a3",
       "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 0x797c68124430>"
      ]
     },
     "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": "6b2a58f35d4c40f7b667f335665c2954",
       "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 0x797c68124430>"
      ]
     },
     "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 0x797c68124430>"
      ]
     },
     "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 0x797c68124430>"
      ]
     },
     "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": "1185c852f78a4580ac76b5d5f2f8319f",
       "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 0x797c68124430>"
      ]
     },
     "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 0x797c68124430>"
      ]
     },
     "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": "86e5f6d570f9454c8ff776b017ce63f3",
       "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": "73fc79b7dd5446999e8ab9f3146d5ec8",
       "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 0x797c68124430>"
      ]
     },
     "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 0x797c68124430>"
      ]
     },
     "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": [
       "['20241014-175730-017-ea4d3f']"
      ]
     },
     "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": "b34422d6c8074c6ca0fbb465d974926b",
       "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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ZZwuNRrO8vIxfM0lnFEWFQiEmEUmtVvP5fNwS/CM+LpFIpFIpTvLCR2iaDgaDly5dYq4vkUiYZVfM34VIJGIaKRAIeDxePB4viK9BiKmfCAQCzL9Atmi12rKysuXlZYqi1Gp1NBotKytLyaADoIAwfaNcSCQSY2Njjz76aDoni0QikiQze29FRQUeu9br9ZFIJBKJ4Bi2srKCO6PJ3G73ysqKVqt1Op34CEEQs7Oza84Ijo2NmUwmsVis1+tlMpnD4Vg9h5pMrVYfPnyYJMnZ2dlz585pNBr8RZFIJJIfXPx+/8jIyIsvvohD/qlTp+43mb2m5LVG4XCYCXXMrDafz5dKpeFwGC//i0QiFEUxp0UiEfxidVk6Ho8nlUoPHjxYKPOjGwW1CT8WDAYVCgUXFqTb7XaJROLz+RBCBEHY7Xa2WwQAm0iSjMfjNE3j9SfMelOE0OTkpFAoTJ6DpGn68uXL+J9PMBjELxBCTqdzeno6+aF59XsRQnfu3JmZmcHXmZ+fxwej0ejdu3fxmKrBYNBqtf39/fj6ayYoDQ0NVVVVdSepr6/HfVaMoiiSJL1e70cffTQ5OYkXCPF4vD179vT29k5OTuLTCILo6elJ7l8ihFwuF03TAoGgqqpKJpPF43GNRmMwGK5du4ajJkEQJEky/7vwW/Avlb5wODw+Po4QikQiIyMja34L1dTU9Pf347+OW7dumc1mpmc5ODiIbz0wMKDValN6BVu2bLl58ybT3ce/0Yaax2XQT/0Yu6tokqnVarVaTRAEfgTOf6FEADjlzJkzDocDv759+3Z7e/tDDz2EfxwaGmpsbEyeAcU5pTabTaPRBIPBX/ziF3w+n8/nkyS5d+/e5Ai6+r0IobGxMavVarPZaJq+cOFCOBzGvbGqqqqDBw/icx577LFTp06NjY3hha01NTXJV6Aoamxs7MCBA8kHt2zZ8u677+IRTqfT+YMf/IDP5+MJ0WPHjjE5ic3NzTwe79KlS+fPn5fJZARBNDY2pgxH37x5c2FhQaVShUKhioqKmpoaHo/X3d197ty5V155RSaTRaPRY8eOaTSa5ubmn/3sZ0qlUigUbvTR3Gg0jo6O3rx5MxQK1dXV1dfXrz5n7969Z8+effXVV3H9iscff5z5o7KyshMnTvD5/EQi8dnPfjalr7Jnz56enp7XXntNqVRGIhGpVIpzlDbUQs7iceQBoaur69vf/jbzY/7rFI6NjdlstjVrqeRfIBC4cuVKNBo9ePAgxFQAMoan/XAFpQy+tSORSCwWUygUKfPBNE0HAgGJRJKjb4xgMEjTtFKpXLPN0WgUDz6n3J0giHg8rlAomAeFSCSSSCQ2+h0yPj4+MDBw9OjRYDAoFotTgvrqxpAkuXrTkUQiEQ6H18n6pCgKz79y5Fs3WzjUT2Wx3m8sFqNpmjt/tSqVSqPR4KdRttsCQAHj8/mb+Uckk8nWTMTl8Xg5XSOw/pjZ/WK5VCpNyeLZ5MrAdIbu7ve1iXeGXueNfD6/KDNFOBRTWcTKXjTr6+zsVKlU0WiUO5EeAFAK1Go1pHFkDGIqQggFg0GuFa8XiURarTY5Bx0AAPLAbDabzWa2W1GoIO8XIU72UxFCSqVyzaVjAAAAuAliKkcDKkJIoVCEQiG2WwEAACBd+Rj7jcfjbrc7FArhGvGs1ypKwZ1VNCmYVdWrc+oAAABwUM5j6tTUVEoJD5vN9pnPfIY7e+0GAgHOTsjj4V+IqQAAUBByHlOVSuXDDz9cXl6uVCrj8fjo6OhHH330/vvvMzsYsCsajfJ4vPUXYLFIoVDgTZ0AAABwX85jqtFoNBqN+LVIJOro6JidnV1zdyRWcHYyFYMpVQAAKCAs5CitWXSDLRyPqQjCKgAAFI48rU8NhULRaJQgiImJiYWFhcceeyw/910fTdPhcJip+8xNeEqV440EAACA8hZTr1+/PjQ0hBDi8/n79+9fsyJzV1fX6oMXL17MXau430lFCCmVyuTNhAE3hcPhlJlv2EwegBKUp5i6a9eu9vb2cDjscDh6enpCodC+fftSzslp+FwTZ1fRJMMbTVAUlbKBBuCUWCw2NjaW/IgGm8lji34ilqCq9FyZ7gEgp/IUUxUKhUKh0Ov1lZWVJEn29fVt3bqV9T6i3+8viBJcePg3pzW7wSZptVqLxZJIJEQiEY/Hg83kEUIUTX/xB1fuzPlEAr7dID/xW/tkYkHGVwuHw3hPsY8vTlHJ+2YjhEQi0epCnuFwmNlvFe9Ok/57EUI+ny8UCkkkEr1en7JFTEp71oSfhpPXDcZiMbxvKH7vmg/KiUTC7XbTNK3RaLiz5hCkiYV6v2azeWhoyOfz5T+mJg/QRaNRt9stkUi4P0CH05QgpnKc3W6/c+dOIpGIRqN8Pr+hoYHtFrHsie9eHFsKIISIOHl7ztf1V+dvfLM7g+ucPn3a6XTGYrFt27bh7bsRQh6P55133mHOwVuZPvzwwynvffPNN+PxOA5dIpHo+eefT/+9J0+e9Hg8crkcl90+cuQI/spasz2r0TR94sSJWCz2la98hdkqrq+vr6+vTyqV4g3DzWZzZ2dn8q6uvb29vb29MplMLpd7PJ6Kioru7m6BIPNnEZBnLMTUe/fuofR2Ecq65AE6v9+PEBofH+f+AJ1SqZyZmWG7FeAB1Gp1IpGIxWLxeFypVLI+DMOuN67PzHk/1Rf0hGPfPT36B49v+FGjvr5+x44d169fTz5oMBiOHz+OXxME8corr9zvIebw4cPl5eUZvLe7uxt/M1AU9d577924cQPvR7lme1abnZ2laVqlUk1OTiZfv6Ki4siRIwiheDw+PDz83nvvdXd319XVIYT6+vr6+/sPHz5cUVGB79vf359IJCCmFpCcx9SLFy8qFAqz2SyTySKRyNjY2MjIiM1mY6VCITNAJxaLcX0ivFNp/luyIRKJBD/VikQittsC7mtxcdFms83NzYlEIoPB4PF4dDod243KByJOUnTqQYcrFI6RyUdICjnc4ZSDCCEeD8lE68WM2tpahNA6O4qPjo6q1eqysjL8461bt+rr69N8pkl579jYmFKpxDGYedTm8/kGgwE/hafTHmx4eLihoUEul+MXq08QiURtbW0ej+fatWt1dXUURfX29u7evRsHVHzfzs7OlHcFAoH3338fj7fpdLrPf/7zAoEgGo1euXJlZmYmFovpdLrDhw9LpdJbt24NDQ2Fw2GZTNbR0dHa2ooQIgji7bff3rlz55UrVwiCqK2tPXjwIORqZFHOY6pYLO7t7Y3H4/hHgUDQ0tKyzoBJruEBOpFIlEgkaJrmbFXCFHj4l2ulkgFjcXGRz+fb7Xa3201RVENDw9zcHEKoFMLq0//78ow7dQk1SSE+j0fRnwq2p+7cOzt0L+VMiVBw679kMibMGB4ebmpqwq8pirpy5YrJZGJi6nvvvUeSpE6n2717d3V19TrvRQjduXPHarUy/Vq32+1yufx+v8Ph6O7eQCOj0ajD4Xj22WelUulHH320zhIDu91+9+5dgiACgUA0Gk0eB17T1atX9Xr9U089hRBaXFzEof3s2bMCgeDYsWNSqRR/FBFCJpOpqalJJpO53e6TJ08ajUaLxUJR1MrKyuTk5Be+8IVEIvHOO++MjIw0Nzen/6uB9eU8pu7Zs2fXrl1+v58gCKFQqNPp2B3HUKvVKpXK4/EIBAL8msXGpA+nKUFM5SaXy4UQMplMCKH29nZ80Gq1lkhYPfV/r7EKDiH0u6/3nrpz7+M+LA91Vup+/rvZf5heWlryeDyNjY34Rz6ff/z4cSZ16NChQ0ajkcfjjYyMnDp16ujRo/ivac33IoSeeuqp5E5bMBicnZ31er1SqXRDo0RjY2MGgwH/1VdVVQ0PD+/atWvNM3EBnFgsFo1GEUIPTEqiaZogCIIg5HI5jv1+v39mZubFF1/E72X63JWVlYFAYHZ2Nh6P6/X65CV5e/bswb3w2tpal8sFMTWL8tHl5/P5Wq22rKzMaDRyYWLAbrd7vV7cq2C7LemCvVQ5y+VyURTFfFuJRCLmy9dqtYbD4ZWVFfZax6a///L2X99tk4kFConw6Q5rLgIqQmh4eNhmsyWXZpNKpUxcrKqqkslkUql027ZtFRUVExMT679XLBYz+UQIoerq6scee+zYsWNlZWXnz59Pv1VDQ0MKhWJ4eHh4eFgmk42MjNzvTPzvWiqV4oj4wKJpe/bsiUajr7322okTJ27fvo0QCgQCzNuTffjhhydPnhwbG5ufn8dhmPkjpoaMSCTCecggW1jIUWId/jwVUCcVISQUCvl8fiwW42y5/9K0vLxMkiTTM1jNarXOz8+vrKzo9fp8Nowj/vzprX/+9FaaRg+afMxQIpEYGxt79NFH0zlZJBKR5CezuRt6b0VFxejoaJqtcrvdKysrWq3W6XTiIwRBzM7OVlZWrj55bGzMZDKJxWK9Xi+TyRwOx+o51GRqtfrw4cMkSc7Ozp47d06j0ajV6mg0mkgkkp8G/H7/yMjIiy++iJ/wUjYHA7lTilPTPp9v27ZtHR0dbDdkY6CryjVutzsej68TULGKigqCIDweT35axUGbDKgkScbjcZqmcaYes94UITQ5OSkUCpPnIGmavnz5ss/nQwgFg0H8AiHkdDqnp6erqqrWeS9C6M6dOzjHnqbp+fl5fDAajd69e5f5i16nPdjQ0FBVVVV3kvr6+uHhYeYEiqJIkvR6vR999NHk5CTOL+HxeHv27Ont7Z2cnMSnEQTR09OT3L9ECLlcLpqmBQIB7oLH43GNRmMwGK5du4ajJkEQJEkyzcNvgYUDeVOK/VS/36/X6wsuh1ahUOCWs90QgBBCbrc7FoulLNK4n4qKihKZW82FM2fOOBwO/Pr27dvt7e0PPfQQ/nFoaKixsTF5BpSm6f7+fpvNptFogsHgL37xCz6fz+fzSZLcu3dvcgRd/V6E0NjYmNVqtdlsNE1fuHAhHA5LpdJwOFxVVXXw4MEHtgchRFHU2NjYgQMHki+7ZcuWd999F8+YOp3OH/zgB3w+H0+IHjt2zGAw4NOam5t5PN6lS5fOnz8vk8kIgmhsbEwZmrp58+bCwoJKpQqFQhUVFTU1NTwer7u7+9y5c6+88gouu3bs2DGNRtPc3Pyzn/1MqVQKhcICmucqdDyODAh0dXV9+9vfZn7E68BygaKo4eHhlpaWHF0/d0iSHB0dhWwCLvB4POFw2Gq1buhdc3Nzcrkcwmo+URQVCoVwBaUHrn5ZLRKJxGIxhUKRPKyaB8FgkKZppVK5Zpuj0WgkEpHJZCm1nwiCiMfjCoWCeVCIRCKJRKKAJrmKAIdian7q/Xq93mAwuObEBvdNTExUVFRAubJ8Wl0c3+/3K5VKvEhxoyYmJsLhcPJ3HJTaB6CYlNzYr8/nK9zhU7xKFWJqPqUUx49EIm63e0NLFZMZDIa+vj6tVsskXkKpfQCKSWnFVDwQtHrdd6FQKpXLy8tGo5HthhS89LdmS669FQqF4vF4Y2NjxrW3tFrtli1blpaWcNU6KLUPQJEprZjq9/sLuhK9QqGYnp5muxXFIP2t2SiKslqtAwMDuPaWQqHYZLqH3W4PBoPxeDwQCOCKS5u5GgCAU0orphb0wC9CiMfjyeXyUCjEjByCzCT3PhFC4XAYb+bldrsTiUQ8Ho/H4yRJMttyJRIJHo+nUqnEYvEmMz7wwuhYLIb3PIH8EQCKSQnFVJqmg8Fg4Q78YniVKsTUzcOVn/l8/szMTCKR2LJli9frFYlEQqFQqVSKRCKBQMDscFleXj4wMEAQRFa6lXa7fWBgQCaTmc1mGMwHoJiUUEz1+XxFMHGlUCjwZnlgk3B/0el0mkwmpVLZ1ta2zskqlQrveZmVbiVztfr6+nv37i0tLZnN5s1fFgDAutKKqQU98IvJ5fJIJELTdAaL7UAKk8nkcDgoikpnipQpjp8VzNXKysqWlpYWFxeZisEAgMJVKrUJ8cBvccxdQZHCbCEIwmAwpDlFmlwcfz5yT3MAACAASURBVPOSr2Y2m/l8Pgw/AFAESiWmFnrGbzK8SpXtVhS8SCRCkuTu3bu5UPnZZDIJhcKFhQW2GwIA2JRSialer7doNh+FfmpWuFwuk8mU3d7nZhiNRrFYjMsCAwAKFIfmUy9cuMC8zm693+LI+GVIpVK80oMLm9EWqGg0Go1GuTZ0YTAYPB6P0+lM3j4FcEH6RUJAieNQTM1d3fziyPhNhruqRfZL5RPupLLdijXodDq8vCdlDzLArvSLhIASx6GYmjt+v79oBn4xiKmbEY/HQ6EQZ/dR0Gg0PB5vZGQkZdcR6BixKKVICBSVBPdTEvOpxZSghEGa0mZwtpPKUKvVCoXi2rVr95KMj4/jDTgBK+x2O94ePBaLEQQBO5KCNRV/TC2m7CQGfljGlfPAhlAU5fV6ub9SubKy0m63e71epVKJ6zpBx4hduEjI4uLivXv3JBJJcSzMA1lX/DG1+DqpGGT/Zob7nVRGU1OTRCJZWVlBCEHHiAskEglJkhqNRiaTwUARWBPE1EIFw7+ZKaCYqlarcSlgp9OJO0lst6ikTU9Pm81mXCSktbV1cXExHA6z3SjAOUWeo1SUA7+YUqmcn59nuxUFpoACKma32/1+v1AoTMlXAnk2OTlpMplUKhVTVLK2tnZ8fLyysjKzrDFYnFOsijymFl/GL0MgEAiFwmg0Ct+26XO5XE1NTWy3YgNwtX2xWGwwGBYWFsrLy9luUSkaHR2trKyUy+UIoeQKIfX19RmHVVicU6yKeeyXpulAIFCUA78YTKluiNvtxqs/2W7IxrS3t3d0dBgMBj6f73K52G5OyRkaGrLb7TigrlZfX+90OjPIx8aLc8RiMeSgFZkC+37ZkGKdSUUIhcPhqakpj8czNjY2NTU1NTXlcDhwoj+4nwLdqZSpnmixWOLxOE5ZAnlAUdTdu3cbGhpwmv39bNmyZXp6OoMkfLw4B6/MgRy0olHMY78+n69YB37xwJFSqWSqrsPA0fq8Xq9CoeBIad+MVVRUOJ1OgUAAHZpci8Vi4+PjLS0t6Wyq2NDQMDw8XF9fLxRu4BtVLBYTBOHxePh8vtFohBy04sChmJrder944LdYC7wxVV3UajWOEzBwtD6Xy1UcH4aqqiqHwyEUChUKBdttKVoEQczMzLS0tKT/lqampvTDaiwWW1xcjEajTU1NDocDISSXy4t4XK2kcCimZrfeb9F/QO12+507d6RSKR7ybWhoYLtF3OX3+yUSSdEkc9XU1Gwm4xQkW51/i1fIbCigYk1NTUNDQw0NDetsbhGLxZaWlsLhsMViwQ/BCwsLFEW1trbOzMyQJKnT6Tb+SwAO4VBMza6ij6l4wWIgEPD7/VarFQaO1uFyuSoqKthuRTbV19dnMNgIVkvJv41EIi6X64knnsjsas3Nzb29vVqtNjkVDi+SEQgES0tLoVDIbDYn15pmFufYbLa5uTmSJAtx1h8wijZHqfj2olnNbrfTNB0Oh61WK9tt4a5gMCgQCGQyGdsNyTI82Mh2Kwpecv4tTdPxeLy5uXkzXx21tbWXL19OLtQ8Ojo6PT09OTkpl8sbGhpSkjySd/C1Wq2JROLevXub+pUAq4rzIbcUAir61eJFtVpNkiTbbeGuAk33TUdTU1NfX1/KdzSUDtgou93e19eXSCTwLPUm82+1Wm17e7vD4airqyNJ0uVyURRlNpvTHNQtKytbXl6em5uDB+UCVbQxtVgzflO0t7cTBLG4uFhY5YHyJhKJkCSpVCrZbkhOCIXCioqKc+fO1dTUMAchA3xDSJIMBAKRSEShUMhkMrFYvPlpFLvdHgwG5+bmaJrm8/kHDhzY0DWNRiNsTV+4ijOm+v3+4kjyfCA8cLS4uEgQBHyNrlZwxQg3ymw219fXLy8v4+9f2NczfTRNLy4uejyesrKy/fv3DwwMEASRlVw/nOsgFAoFAkFmQRoXJ3E4HMlPS+uDYoccUSQxNfnzFAqFgsGgw+Eonc+TVqv1er1lZWVsN4R9yZ+EeDx+7949kiTFYnERfxIaGxsDgQB+eshWVCh6LpdraWnJYrE0NzfjI1KplKKobOX62e32gYGBeDye8V+HRqMRCoXj4+MVFRXpBEsodsgRRRJTkz9PbrdbLpePj4+XzudJo9FMTk5CTEWf/iR4PB6JRFL0nwS1Wm0ymTwez+LiotlsLu4M8PR7Y/c7MxwO37t3z2AwtLa2Jv8pk3+bFTjXYZNBWqFQVFZW3r17d2Vl5YHBklmzjqs+wYgFW4okpiZ/ntxut1qtFovFpfN5wiPA4XD4flVJSwfzSeDz+Xw+X6PRlMInAW9f4/F4tm7dynZbciv93tjqM5eXl71er8ViaWpqWl32Oes1trISpKVSaXt7++nTp8Vi8TrBkiTJRCJhNBoHBwdlMplGo4ERC7YUSUxFv6qBkEgk5HJ5CX6e8PAvxFT0q08CRVFqtbpEPgm4V2SxWDwej8ViYbs5OZR+byz5TJzHJ5fLW1tb1y/em0XZCtIikeihhx46c+ZMQ0MDSZJer7ehoWFpaSkWiyUSiXg8Ho/HeTyeUCgUi8VCoTAej4+Pj9vt9uIeseCs4ompOC/A7XZLJBKVSlVqnyetVjs8PFxklQ0yg0cpXC6X2WzOShpnQcC9okAgMD8/X9wfA/zMJBaLccpuS0tLIBCgKIokSZqm8Qv8X5FIND09rVAoaJpWKBQ7duzIW0DNLq1W29TUNDMzgxCSyWS4TpNSqRQKhXiMiul26/X6gYEBk8lE0/Qm8xbZSnoq9GQrDsXUzdf7xSNgNE2X4A4PfD5foVAEAoESCSHr4/P5SqWyRDqpGO4V6fX6qampYDBYrMuHUFIFsaWlJZlMFgwGI5EIn88XCAQ8Ho/P5wuFQvyjRqMJBoPxeFwikRT60xX+ckMItbe3r/OLMPO4nZ2d4+PjZWVlGX8S2Ep6KvRkKw7F1M3X+81KXkDh0mg0Pp+vNH/3ZLOzs7W1tRMTE6X5SaiqqhodHWXSWYuS3W4/depUeXn5tm3b1v8rbmpqyuIiGRal/+XGzOPW19dPTU2RJJlZPkF2k57S730WerIVh2JqVmQ3ea+waLXa2dnZ5FKiJcjn89E0jWvZsN0WdggEgrKysuIuxOPz+crKyvAsz/pnFtNzdpof6eR5XLvd7nQ64/F4ZqXE8DC7SCTi8XibfC5Jv/dJkqTZbMYbhIjF4s2sR2JFscXUQt8gc5NwplKJ1JBajSTJ+fl53EUr5U+CTqfz+XzFOgIcDAYTicTevXvTPL9onq4y+0hXVVXhssMZrLVTq9U0TU9NTUml0k3u8Lpm71OlUkUikWg0GovFYrEYfoEQkkqlQqEwkUiEQqFEIrGysoL3tUze8Gfzq6pyNJhcbDG1xGk0mpWVlZKNqVNTUyU4lb4mm802PDycwYZl3DczM7PmYpj7KeWnKwzXEN7oIJbL5VpcXCwvL0cIhcNhHo83OztrMpky3jORScgPh8Mejwd/RPEmjHgPA4PBIBaLceA0Go0DAwMikQg/Evn9/nv37kmlUpVKhZMQN7OqKqcTtJnEVIqilpeXA4GARCIxGAzr7/hBURSeWk+GM9YyuDVYn0qlcjqdFEWl/41TNJaWllQqVfHtP5MZPp9fVlZWfDnA8/PzZWVlJfjx3iSj0ej1etN56KRpGheZMplMeLmzx+MRi8UdHR1er3dmZkYikZhMpo3+Q4vFYpFIxOfz8Xg8uVxutVrb2trWiQIpg/YqlcpqtYZCoUAgMDU1xefzVSoVruC4oVVV65+ZFTyapjf0ht7e3r6+vmg0in/k8/ltbW379u3j8Xhrnr+ysvLGG2+kHPzc5z6X8sTU1dV18eLFDbUErGl+fl4qler1erYbklcEQczOztbX17PdEG6ZmpoyGo1FMwIcCoWWlpbSL4ELUgSDwampqZTPAzMQiqMpLnJpNpuZE+LxOErq7vv9fpfLJRQKjUajQqFYf2SVpmmPx+P1ehOJhE6nEwqFg4OD6EHZy2veNxlBEIFAYGFhYXx83Gg0isViv9/f2Ngol8vpJBRF4RfBYHB8fFwul1ssFp/Pl87dM7bhzqLX621paamrq9NqtZFI5OrVq/39/RKJZMeOHeu8a+/evcnPy7CXfe5oNJqlpaVSi6kOh6OwEhnyI3cjwKwsInQ6nfDYtBlKpdJkMp09e7auro45GAgEcB6G2+02mUwpJRvRqqimVqvVajVey4QQkkgka46sJhIJj8fj9/t1Ol1ZWRlTjib9lLF1Bu2lUqlUKjWZTBRFeb3eYDCIx5ApisLrqXg8XvILjUYTCAQSiUQ0GsVrsdL4v5WhDcfUQ4cOMV1SkUj06KOPzs3NTUxMrB9Tce87wzaCjVAoFLFYLB6Pl8400uzsbHl5eXL+AsD4fH55eXkucoDzv4hwYWHBZDLBnNEmWSyW1tbW6enp6upqoVBIEIREIllYWDCbzauj6TpwXR08ckDTNLNiJxQKSaXShYUFqVSq0+lWb1eX3ZSxuro6Ztp1/UjZ3Nycn1VVG/6Apozx8vl8uVyezp7YpTnJxwr81Fnce5wxmMUzbDeEo3Q6nd/vz3oxkDzPUYXD4UgkgvNlwCbV1taGw+HFxUWlUrmwsLBr167q6urMLqVQKGpqahQKxdWrV3Eek9/v3759e2Vl5f2efrL7rJ/+Wqm8rara7EOfx+Nxu90PrNz9wQcf4FonFotl586dJb6GMte0Wu3MzEwpxFSKoubm5ooyuzWLqqqqcjECjNM44/F4LBbj8/k5ffx3Op21tbW5u35JwYOfEokEz0FmHFAZZrPZbreHQiGKoiwWS55z79Pv+OZnVdWmOo6JROLs2bMymWydgV8+n19VVbVt27ZDhw51dnZ6PJ6TJ086HI7N3BesDye7M3lkRQwWz6SDz+dXVFTMzs5m97ICgSAUCvn9fpIkcU3Q7F6fgbdmK525jDyw2+0EQYjF4mz987Hb7bjecv7/PeKKx9k9czMy76dSFHX69GmPx3PkyJF1tkPRarVHjhxhfmxtbT1x4sTly5dXJ++9/PLLyT8eP34847YBPPxb3HPYLpdLoVDAVjzpEIvFs7Ozfr+f+d+1mZSiRCKxsLCQSCQ6OjpGR0cRQnihxcrKSkVFRXbr1BMEEQwGITUpu7I+EFpM9ao2KcOYSlHUmTNnnE7nk08+uaEFcAqFora2dnBwMBQKKRSK5D+CIJpFWq12cnKyiGMqQRA+nw++atMUi8X8fn9yslLGKUX37t3zer3l5eV49nRmZoaiKK1Wq9Vq8VINtVqdQcme+3E6nTabLVtXA4ysD4QWTb2qTcqw5sPZs2enpqaeeOKJDD7ueO46dyNFABXdLuWrV25MTU3t3LmTrfYUHK1Wi9czEARhNBrXSSlaZ5GM2+1eWFgoKytrampi/jT5m1SpVDY0NCwvLw8ODlqt1s2nLC0tLWk0mowL94B1ZH0UFAbnsQ3HVJqmz50753A4uru71xw6xzvOJ2/plyyRSExPT0skkpROKsi6YtqlPGXlhtfrjUaj6WSbAwZOKaJpGtdQvV9K0ZqLZPDzmUqlWp2NuPqb1Gg06vX6ubm5lZUVq9WaSCQyW8kajUZ9Pt+WLVvS/Q0B4IANx9RLly6Nj49XV1dHo9GhoSF8kM/nNzY24td3797t6elhKiX19PTI5XKTySSVSv1+f19fn8/n27t37/3qLoFsKaZdypNXbuCU/dra2gLa/okLmGzPhYUFPp+/uLjo9XpFIhGutioWi3F0TFkkEwgEeDweRVF2uz39iVKcmRgKhaampng83tTUVAYrWZ1O5+rVjQBw3IZj6vLyMkJoenp6enqaOSgSiZiYmoLH412/fp3pUkgkkn379nV0dGTUWrABRbZLObPtlMfjUSqVkO6bAbvdPjAwoNPptm7dKpFIotFoPB4Ph8NerzcWiyUSCYlEIhKJ5HK5w+EwGAx+v9/r9e7fvz+5Ul36FAoFHgoeHR2Nx+O4etr9hp1TxpxxNTtYdAcKzoZj6jPPPLP+Ce3t7clTLPv379+zZ4/f749Go2KxWKfTQQ81b4ppl3LczXI6nTqdTqlUFscvlWdMciYOaSk9RZqmcZTF/1QXFxcVCkVdXV1mAZVhNBofeuihnp6eeDwuEAgIgmhvb4/FYim93uQxZ5IkcVJ3NBrNabFDALIuH4W+BAIBFPhlRZHtUi6XywUCAR6HZLsthWqd5Ewej4fLqKpUqu3btw8MDCCEsvK/WqvV2mw2XHBVJpPFYrGpqSkcViVJjEYjTdNisfjevXtms1mlUsHwPig4UDyzyBXNLuWBQABvhQFr4DYjzeTMrC83xMPOAoEguS4r3oY6Go3iDTVpmnY4HHK5XKvVwpMTKFAQU4tccexSTpLk7Oxsc3NzcaRcFYTsLjdcM0jj3KjkI0KhMBwOi0SilOMAFAooal/k8N4RFEWx3ZBNmZycxOVe81NdDKAc/K9ub29/YHJiTU0NSZIEQUAnFRQoiKnFDw//st2KzC0sLOj1elj4X+jSCdK4OwudVFC4ODT2e+HCBeb1oUOHWGxJMQmHw36/3+FwMEXp8rB3dBb5fL5EIgGbfJUOKHEHChqHYirE0VyIxWJOpzMUCiGE8K7dud47OotwrfbkSnig6MHYPihoMPZb5HBZHLVazePxlEqlSCTK6d7R2cVMowIAQEGAmFr87Ha7UCgMBoMIoQLK/pifnzcajdndOAwAAHIKYmrxU6vVOp2Opmmv14urEbHdogfzer0URen1erYbAgAAGwAxtSTY7XalUrm0tMRkKnFZLBZbWloqmvJPAIDSATG1JOAlChUVFSm7bnETTKMCAAoUh/J+QU7hJQoEQUxPT1dXV7PdnI+t3gF7cXERTwCz1SQAAMgYfHOVCrxEAW8u7XK5TCYT2y1CaNUO2KFQyOv1wuIZAECBgrHfkmOxWEKhEE4DZh1e6iMWi5VKpUQiIQiioaGhUJb6AABACoippchutzudTmajeHbZ7XaCIBBC9+7dU6vVhbLUBwAAVoOYWqLq6uomJibYbgVCv9ps3OFwGAwGrVZbEEt9AABgTRyaT4V6v/kkFovNZjNHdiynaVqpVMbj8ebmZrbbAgAAmeNQTIU4mmdarTYSibjdboPBwGIzRkZGGhoa7t69C5uNAwAKHYdiKsi/8vLyyclJmUwml8tZacDQ0FB9fb1IJILdSAAARQDmU0tdbW3t5ORk/u9L0/SdO3caGhqYRT6wIQkAoNBBTAUs5CslEonBwcGtW7fi7ecAAKA4wNgvQDKZTCqV3rhxw2g0Mgdzt3V5LBabnJxsbW3N+pUBAIBdEFMBQggpFIrp6Wmfz6dQKPCRHG1dThDEzMwMVEoCABQlGPsFCCGk1Wq3bNlCEIREIsnd1uXhcHh2drahoSG7lwUAAI6Afir4mN1uDwQCCwsLNpsN1wjczNVWF8cPhUICgQB6qACAIgYxFXxMrVar1WqBQDAzM1NVVbXJpaIpxfEjkYjL5XriiSey0VIAAOAoGPsFn7Db7SRJisVisVi8yUslF8dHCOEaSVAcHwBQ3CCmgk/grcs1Go3BYLh3794mr4aL4wcCgWg0qlAooDg+AKDocWjsF+r9cgGuZyQSiRYWFjZZtlCtVpMkGY/HNRqNWCyGuoMAgKLHoZgKcZQLmGJG5eXlMzMzIpFIrVZndqm5ubmqqqq5ubnNZzwBAEBBgLFfcF82m83lckUikQzeOzMzI5fL7Xa7VCqFTioAoERATAXrqaurm5qa2uju5ZOTk1qtVqfTIYTa29s7Ojpy0zoAAOAWiKngARobG0dGRtI/f3x8vKysjBkxhuL4AIDSATEVPACfz6+rqxsbG0vn5OHh4crKSrZ2jgMAAHZBTAUPJpFIysvLp6am1jmHoqg7d+7U19fnouw+AAAUBIipIC1KpVKtVs/Pz6/5p7FYbHh4eOvWrUIhhzLJAQAgz+AbEKRLr9dPTU319fVptVrmIE3TWq3W5XK1tLSw2DYAAOACiKlgA7Ra7Y0bN/R6PTNjury8bLPZcKUIAAAocTD2CzZAq9U2NDTEYjGhUKhUKuPxuFwuh4AKAAAYxFSwMXa7Xa1Wu93uQCDg8/l27drFdosAAIArODT2C/V+C4JarVapVBKJxOPxVFdXQ4EkAABgcCimQhwtFHa7fWBgQCaTwVYzAACQjEMxFRQKvCUcRVHQSQUAgGQQU0EmIC8JAABWg5gKMgElfAEAYLV8xFSKopaXlwOBgEQiMRgMMpksDzcFAAAA8iznMbW3t7evry8ajeIf+Xx+W1vbvn37eDxerm8NAAAA5FPOY6rX621paamrq9NqtZFI5OrVq/39/RKJZMeOHbm+NQAAAJBPOY+phw4dYrqkIpHo0UcfnZubm5iYgJgKAACgyOS8jlLKGC+fz5fL5SRJ5vq+AAAAQJ7luzahx+Nxu92VlZV5vi8AAACQa3mNqYlE4uzZszKZDAZ+AQAAFJ/8rU+lKOr06dMej+fIkSPMTmHJurq6Vh+8ePFi7psGAAAAZEGeYipFUWfOnHE6nU8++WRFRcWa50D4BAAAUNDyMfZLUdTZs2enpqaeeOIJm82WhzsCAAAA+ZfzmErT9Llz5xwOR3d3N2xjAgAAoIjlfOz30qVL4+Pj1dXV0Wh0aGgIH+Tz+Y2Njbm+NQAAAJBPOY+py8vLCKHp6enp6WnmoEgkKqaY2u/0vdU3hxA6ut3aZtWw3RwAAADsyHlMfeaZZ3J9C3Z9OLr4jRMDK8EYQuitvvm/+1LHgXoj240CAADAgnzXfCgy/U7fN974OKAihDyh6O+/fuv2nJfdVgEAAGAFxNRNeatvbiUUSz7iCcfevjXPVnsAAACwCGIqAAAAkB0QUzfl6HarVi5OPiISCJ7ptLLVHgAAACyCmLopAh4vQMQ1chH+USMTfe1A9a/9fc/bfTD8CwAAJSd/9X4f6MKFC8zrQ4cOsdiSNL3TP/8PH0xM/MXh23NePIf6TKe11ar5oyea/sOJvn/tnf3u/9WhV4gfeB0AAADFgUfTNNttQAihrq6uwqr3+zenR6bd4f/1pc77nfDBqOsP3uj73UP1XztQk8+GAQAAYAuM/Wbi66/dFAsF6wRUhNDBBlPvn3bPeyOH/9fFkcUAQqjf6fvWycFvnRy8PefLV0sBAADkD4fGfgvFY//zg//4eOOTW8vSOflPj7QMzvv//eu3tljklyc9UBoCAACKGPRTN2B8KWj/f979h+d3pBlQsZYK9V8d23ZueBlKQwAAQHGDfup6kgv5znoif3N6ZOovn8rgOm/1zUViZPIRXBqizarNTkMBAABwAMTU+0ou5PvT6842q/rsfzjIdqMAAABwF4z9ri2lkC8RS4wvBjMerV1dGkIjE0NpCAAAKDIQU9eW3UK+bVbN977cqfvVWlUaoe99uaMVdoUDAIDiAmO/eXKg3vjqV3fhqLzoJyZdoa4tJrYbBQAAIJsgpq7t6Hbrz2/NecOfdFU3P1rbZtXipKTRxcDvvX7rK/vtm2wkAAAAToGx37Xh0Voej4d/1MhE33++M1ujtQ0WlUYmuj61kpWrAQAA4AgO9VO5Vu+XiJO77Np2qxb9qpBvFi/+3B7bT67O7LLrs3hNAAAA7OJQTOVCHE325s3Zrz5U+9mNlHdI39Od1j/5+e1wjJSLBbm4PgAAgPyDsd+1haKJi2PLOQqo2HN7qn9ydTp31wcAAJBnEFPXduLG7Bd3Vub0Fs/ttf3kykxObwEAACCfIKau7c2bzmM7qnJ6C7tBYdXJesaXc3oXAAAAeQMxdQ3DC36SRq0V6lzfCGcq5fouAAAA8gNi6hr++ebssztyO/CLHW4rvzyx7A3H83AvAAAAuQYxdQ1v3pw9lpeYiiBTCQAAigjE1FRnBhd31+g1MlF+bvf8XttrkKkEAABFAWJqqnx2UhFC5RpZU5nqwshS3u4IAAAgRyCmfkqASFyeWH6iNYfLUlf78h7b65CpBAAAhQ9i6qf8803nszleQrNad4ul3+ldCkTzfF8AAADZxaHahFyo9/vmzdm/PrYt//d9bm/1T65M/0F3Q/5vDQAAIFs4FFNZr/c7tOCnadSS+2Wpqz2/p/rxv/0AYioAABQ0GPv9RN6Wpa5mUIp3VOtP373Hyt0BAABkBcTUT+Q54zfF83tsr0GmEgAAFDKIqR87fffe3lqDOl/LUld7uME06QrOeiJsNQAAAMAmQUz9GIsDvwycqcRuGwAAAGQMYipCCPkj8auOle4WC7vNeG637SfXYPgXAAAKFcRUhNieSWWoZaKHt5h+MTDPdkMAAABkAmIqQtwY+MWg/C8AABQuiKlocN7P46HmchaWpa62t9awFCAmXSG2GwIAAGDDIKZyZeCXAbu/AQBAgeJQHSW2nLjhvPInj7Ldik88t8e27VtnKBohhI5ut7ZZNWy3CAAAQFo4FFNZqff7b3fvPVRvVEo49P/hmmOZ5tEv9zgQQm/1zf/dlzoO1BvZbhQAAIAH41AsYaXe75s3Z7+4M98b0ayj3+n7xhsDsTiFf/SEor//+q1Xv7arzaplt2EAAAAeqKTnU32R+DUOLEtN9lbf3EoolnzEE469fQtW1wAAQAEo6ZjKtewkAAAABY1DY7950+/0vdU3hxB6f3Tp+1/eznZzPuXoduvPb815w590VTUy8TOdVhabBAAAIE2Zx9RwOByLxeRyuVgsXuc0iqL8fn/KQaVSKRSyE84/HF38xomBlWAMISTg85c/PdDKujar5ntf7vz9n97yhGIIIZVU+P3nO1sh9RcAAArBhgNbJBK5cOGCy+UKh8MIoUceeaS5uXmd871e7xtvvJFy8HOf+1xlJQuDrjgDiJmwJCmKgxlAB+qNr35119u35q9MuvfXGfbXQdIvAAAUhg3H1EQiEQ6H7Xa7SCTq7+9P81179+6tqKhgftTpdBu9LfrC6gAAIABJREFUb1bcLwOIUzEVIdRm1bZZtZcn3N87P8Z2WwAAAKRrwzFVpVIdO3YMIbSwsJB+TNVqtRYLh9JrC8L+OsNLr1wPx0i5WMB2WwAAADxY/vJ+KYrK273u5+h2q1b+qdlfjmcAPdZsOTu0yHYrAAAApCVPiUIffPBBJBLh8/kWi2Xnzp2sTKaiVRlAGpmI4xlAj7daTt1Z/LVtFQ8+FQAAANty3k/l8/lVVVXbtm07dOhQZ2enx+M5efKkw+HI9X3vB2cAyUSC53bbXn9pD8czgKCfCgAABSTn/VStVnvkyBHmx9bW1hMnTly+fLmmpiblzJdffjn5x+PHj+eoSQaFRKcQ//nRthxdP4ukIsHOat2l8WUo+QsAANyX70WiCoWitrZ2cHAwFAopFIrkP8pdEE1xy+ntrOJWou86HmuxnB1chJgKAADcx0JtQlztgabp/N8a65vxdtgKJqY+3mI5PQjDv4Wh3+n71snBb50cvD3nY7stAAAWZD+mkiQZjUbvl+WbSCSmp6clEklKJzWf+me92yoLJqZWaGUamWhoIbUWFeCaD0cXj79y7eUex8s9jt/48fVL48tstwgAkG+ZjP2Ojo6SJOnz+RBCCwsL+GBDQ4NAIEAI3b17t6enh6mU1NPTI5fLTSaTVCr1+/19fX0+n2/v3r08Hi97v8XG3JrxdhZOPxUh1N1iOTO42FyuZrshpYupEX2/XeJTSnTBJn0AlKZMYmpPTw9BEPj1yMjIyMgIQqimpgbH1BQ8Hu/69eskSeIfJRLJvn37Ojo6Mm3wZg3O+7dYlCJBIW3I81iz5Ztv3f73j25huyElKrlG9P12id9Qia4HRmgAQIHi5WFekyRJv98fjUbFYrFOp1uzh9rV1XXx4sVctwQh9Pq1mTuzvr8ohKTfZHv+4tw7v/eQRS1luyElp9/pO/6P15LjpU4uxh3QSVdowhWccAUnXaH3R1xLASLlvbuqdX/02aaddh0/6TOfHKF1CsmaERoAUKDykfcrEAjYKvC7Wt+Md6edK41JH16o+tyearYbUnLW7IA+/8Orvkii1qSoMynrTMqddt1Ou+7P3x32RT45Uy4W2o2Kvz49cmPKs61Ks7Nav9Ouk4mEMEQMQBEruf1T+5zel7pSl8ZyX3eL5R8vOyCmcsTjLWX/49ltKQcrtLJPl+jazlQUuTXjvTG98q+9cx+Muog4mfwubu7iAADITCFNK25eOEbOesINFhXbDdmwRxpNl8aWExRrC5BK1po1ol/cb199Ji7R9dKBmpcO1KSU6Oq0af9dV+0PXtjxpd22XDcYAMCi0oqp/U7vtsKp9pACZ/+y3YqSg2tEo1/Nh65fI7rNqv3mkZZvHmm53wkFt4sDAGBDSmvst8/p7SjYmIoLKj25tYzthpScBW/ksWazXa9ACD3Tad3MpgspuziIBPwX9tm4vIsDAGBDOBRTL1y4wLw+dOhQLm5xy+k9tr1Q+wTdzZZvnRxkuxWl6EeXHH/7651NZdmZMsBDxG/fmkcIPdNp/eL/ufL1g3UKCYf+JQIAMsahf8k5iqPJ+mY833l6a67vkiNqmaipTHXNsbK7Rs92W0pIz/iyQSnJVkDF2qxaJinp5Rd3Hf/H6yd+a18Wrw8AYEsJzacu+AgBn2dWSdhuSOZg67f8+9Elx9cO5DBRfHeNfodN9/0PJnJ3CwBA3pRQTC3oyVQM0pTyzLEcciyHPtNkzuld/vjJprd650YWAzm9CwAgD0opps54OmyFV+0hWY1RwefxJlxBthtSKn540ZGf1cwvH991/OXrebgRACCnSimmzvo6Kgs+wRK6qnkTTVBv3nTmp85GhVb29YN1f/r2nTzcCwCQO6UUUwu/n4p+taKG7VaUhB9dnPxaV23ebvfCvurZlciFkaW83REAkHWlElOHF/w1JqVEWPC/785q3YQr5AnHHnwq2JwfXnK8lMvspNVgBBiAQlfwMSZNt5zezgJPUGJAVzUP3ro193CDSa8QP/jUrPrxi7u++o8QVgEoVKUSUwu6KmGK7mbzmSEYIcytXC+huZ/PNJkrtLLXrkzn/9YAgM0rlZhaBAtpGNBPzbVrjhWZWMDWbuHfeXrr/35/Yt4bYeXuAIDNKImYSsTJKXc4u6VwWMTn8Q41mc5BVzVn2OqkMmAEGIACxaHahLmr91tMnVQMF1R6tDm3tQhK05wncmfe94MXdrDYhqYy1ec7rP/91PBnW8vf6ptDCB3dbmWr3wwASB+HYmru6v0WX0ztbrH8zenR/3a0je2GFCHWO6nY1x+pe+K77//k6ow/EkcIvdU3/3df6jhQb3zgGwEALCqJsd/ii6lGpcSqk/U7vWw3pNjQNHr5suOrD7EfU/udvqVAHAdUhJAnFP3912/dnoO/cQA4rTRi6oy3w1ZUMRUh9HiL5TRkKmXbjy5Nfu1A/uo8rOOtvrmUVciecAzvEAcA4Kzij6mLfoJGqEwtZbshWQbZv7nAkYFfAFL0O33fOjn4rZODt+d8bLcFrKf4Y2rxDfxijRZVOE46V8JsN6R4vHd7odOmK9dw4vHr6HarVv6pihMamfiZTitb7QEs+nB08fgr117ucbzc4/iNH1+/NL7MdovAfZVATC3GgV+su9lyBrZTzZ687UKTjjar5ntf7tT9qpCTVCT4/vOdrZD6W3r6nb5vvDGwEvx4IgBm1jmu+GNqMVUlTFFjVP5/HzpgOCgr+pxeiqa3c2mXhQP1xle/uuulAzVffcieIKn9dZD0W4re6ptbCcHMesHg0FqaHCmmqoTJPhxd/O65kZVg7OUeByy02DxOdVIZbVZtm1WLEDKppf/9l8N//GQT2y0Cael3+mBhcWkq8n7qyGLAppfLRAK2G5JlMByUXUuB6DWH+0h7BdsNua+vH6w7cdPpDsJ+RAUgu9OfWpkIIV7yEZhZ57Iij6nFOpkKw0HZleetUjPzp0+1/Nm7g2y3oqSlk3ybxefdUDTx4svXZjzh117azcysy8Uws85pRT72W6wDvyArmAG6f/poavg7T7LdnAd4utP6w0uOO3O+rfB9yoYPRxe/ceLjYHm/2ZYpd+i7Z0fXfN7FY/jp++m1me+8O/T3X97+SKMJIfTqV3e9fWveE45fd7hhZp3LOBRTc1Hv95bT+8K+6qxcilOObrf+/NacN6kmAAwHbVTyV6REJLwy6eb+hPSfPtX8Z+8OvfGbe9luSMn5uPcZ+lTv89Wv7RILBXfn/HfmfXfn/XfmfCalZM23D8z6QrGEQpzW960nHPu912/Z9PK733qCOcjMrP/Hf+7/l5uzX9hRuenfqbTkbYabR9N07q6evq6urosXL2b3mrEEtfW//tso5/sfmbk0vvz7P73lCcUQQnweeu2lPfD0mr5+p+/4P15L7k/o5OJXv7Zro52J/Pt3r9744s6q7hYL2w0pLd86OfhyjyPlIJ+HtphVrVb11gpNa4V6q1WjkAhvz/le+NG15OddlVTU3Wz+t7uL3a2WL++27a7RM3+0+ov+1Y+mv3tm9Htf7nzoPk947mDs8b/94OY3u7P/Sxav5AdonUKS04xODvVTs65Yqz1geKEFnkO9MukW8ot8ajy77jchzf2Y+s2nWn7jx1chpnLBi/tr/svnWlIO4oXFzPOuRib6/vPb8fPuW7fm/vr0iCcUe25v9fN7qi9PLCUPJv/Z51tf/WiqqUx167+sFy8NSvEXtlf+nw8nf/PhzDMASiot+X5jDDn6xw4xtYAxw0E/vzX302szyc+/oFhVG+QPN5j+6aPpopzU4KwnWi2vXZmOkxRzRCMTf2H72rMtyc+7z3RamXyipzutT3dax5aCP7ky3fSnpwR8FE18fEH8Rf/fvrD113fZHtiY//Rkc+2fvJtxTE1nYriY5PkBupg7N0UfUxnPdFp/eeceESfZbkjBOLrdqpSKko8U0IQ0JACnLytlcr///sRv/tPN3zpYyyTfamSi9ZNv26zabx5p+eaRltXnbDEr/+uvtb6wr5oJqBiN6PHFYDrt4fHQH3+26S9/ObzB3wMhWIaXe8UcU2/NeDuLcSHNmr682/b6tRm2W1EwBDyeQSFK/yuSU8RC/jce3fJX/zbCdkO4bvPrRN8fce3/y/N+Ij7w/z7+h4834rJWLx2oeZ3t9IXfPlj3xnVnys5F6WB3GR4rOwHkuXR20Y79LgWiJEWVa2RsNyRPvrTH9juv3eTCxp/cN+kK/d5Pez/4o0O357yrB+gKwu8cqt/+Z2deOlCjV4gffHZJ2tAs2ur5xaVA9D///HacpN787X0V2o+/RpjZls3bfOr+nxxu+ov3hv/HsfastCcP2BpzbrNqnmwr+9feuWicRLl/gC7amFpqK1O3mJUamejGtGdnNYcq1nLQnCfywo+v9vzxZ1BWvyLz75tPtXzn3cH/+cUOthvCUenPoq3+rr/uWPnptZk/f6Ytd7lga6UybeyL/tmdVf/wweSEK1hnUqb/LraW4eU5USgZESd/3jv35m/vzc8DdNHG1CIunX8/X9pj++nVGYip61gORj//9z03vvkY2w3JgqPbrT+8NDk472+pULPdloLxyuWp61OeerOyzqSoNyvrzaoAkUj5rn/hh9e+tKfy2n/O+YfkfqlM6fuTw81/8d7Qj76yK/23tFk1xx+yf+/CeDxBIYRkIkGnTZOHQRoWM+2/+dad7zy9NW8P0EU7n9o34+ng0h4jefCF7ZUnB+Zjn058AIwAkTj01+8XR0DFIFlpHUe3W+WfrrGgkYl/+pt7v/106/56QzBGvtk799Kr1z//95dSvutpRMtFeepsrJPKlI5Hm80BInHNsZL+W25Oez4cdf3r1/fhieE3f3tfrUn540upS2+zLjllOp/6Z71ji8FjeSyRUbT91H6nb1tVIc2QZQXOVHpxv53thnBOLEHt+M6ZIisAsq/O8MNLk+eGlh5tNrPdFs6ZdIU6qjRD9wLJg6s77XqE0LbKT/oraxZzKCD/6cnmb//i7s9/56F0TnYsh/7wn/sv/OEjCCGm09Zq1Tz/w/+/vTsPjKI8GwD+7p17dxNybO6EQAiQkACBhBCBSDCcolhbsB4o1rbaFj6t36eiFarWr7XVT1Fb662oYCsxiJgICSwEDUSyIRe5ExKSkGuPZO/Z2e+PKcu62Wx29pzdeX5/kc3szpthZ56Z93iemrkxoW4a3ewbV715urO07moAh2W+NiGIy/ZAn/PTpY3Pbc10917M+edzavvwZKwgwM5MYP6E6P71diuoaO7e434WUAnEqKq3W0E5xxuHvmkc/OTBvBln6np4UqjL5SQKosMCvmkcmnHLCQ225cBZIqBa+HjX8j2HJCMTWoebYXVCb32/7NcHL+54u2ZhLL95f8nb9y41n2nP4zBmhVpP5egqn9f2pceEZcV79OGKQrkJ9+/fb/rRyXy/n9f2ne+R+tCMOBe6/Y1zezdlUKq2tudZTONM33v80rO38Nj+eQf51JHGsEAO8QRAh7Q4MzrZMvzJ+V77RxnN03yapz3yFb1jqnverTn9+xmumWlPfX15/3o2i2H1t1KVruil07ZTOE1nauY/zGD8++lOtc7w0KrUDZki05bmM+3DQ3i3v1H93RM3O7BHO817+hvJM8UBnq31SaGY6sJ8v08eaVgYy9+xfOaMJP6HzvcTBIszXIsZvv+forBAzoxv9FEnmgd3fXQRGRFyfy5Td3M+Z96Z9tG3xJ0fPbCc1Lt8d1UVYcYrXt4LJ0sfKYgJC7DxITVdY3870U62QsPU1NlMBiMnkf/7W+blpUbYfu/xxqEyydU3f76E1B7t9Pyxlqgw3oMer+Hon3fudFtIY+4nSxOOXOzHcErcKnne1DQxHCajd1zp3Va5T32f/PF/N6Lr/9uuSovjlbX5zqdoON89/lplO9mAipyeK+R1xATg6X674dUz796XazugIoSWp0ZszBQ982UjqV1PndCLG405CcIZAypCaP3CmITwoLfEXaT2aI8r46rypiHPB1TklzEVMxhbr00soPECAzqPqk49w+VqvR9Xa3dHWhznY5sDnM+ZJ+mTvfB1y+GH8t3TQEoL4bF3FiS/Vtkx9Vd3v1PzxPoMOxdc3ZOfZMDRwZpeVzdwWk9uyDjRco3U1GV7EOtnXPuZdvLDmFrXJ81JoPVoIuQpBA7zVj5YJ28OmgcUTx5pKH3YrumvfunRdemvnmy3WLKy+5Bk2+L4wjkkxgKev21had3AhR67gtxVqbplUGFRFIvsJK/DD+Xf9XaNCxfbnGi5xmUxb5ob6aoPJMVzMVWlUslkMp2OdIJKsuiTOn86GaIwLptZ30fHvNi+Po2TLJf/vd7NB2vBzrIQHcOTv/2s7uvfFrq7PRT35IaM/zpUb+q03/9Vc1Ycfyv5L8Pnv8x/4INahVpve7M/ftV851vfPbAy5f37c51MnV36cMHW16vJtnM6T5c2/tFLD6nIA+tT1Wp1VVXVyMiISqVCCK1evTojI8Ote6zvk5UsFM28nV8jHlVpOKicGcd/cVvmrz6+SEy+863k+A6wSHEXyGEtSgjzub+38aq87ZqCyWDgZlMmuSzW0UsD7SPKTZmijVki88zG5lOZ+IGc+9+/IH7cqZUC/mF2ZOAfjzXhOEIIfXahr3h+1DObLMu72qliz03rXhZ//+TNVmeNfXCuZ9/R5qc2ZhA5PhFCTiaEWhAbtmN54lNHGp+/zdlY+EZVx22L40X8GQaP3cft834nJibKy8sjIyM5HE59ff10MdUl836J//7DtX2v/SyniPar4FOf+LrjhfVMhvWp837s3nfPF2VE9o2pkc9O4yTLfNpqXZ/s8tCEw4NJDVflt75ejZvNcQsL4H764DI3Hcbz3eOvV3WMKXUPr0kLDWBPXdNS0zX2VcPgsUuD6TGhGzNFG7NEDf1S07xufhCXyUB1TzuyAsTPTJ1/KwziOpNQV9w28lJFS79Ma75IRm/A95U1r0qP/MPm+S6/tjz2eX1eaoQzOY8mNNiKF082PHuLC1tFlufW0gwODpaWlrovpk5dI+W7Kwpc4qkjjfNjQ+9aTq/K1aV1V0+1jbzyU1pnln/7TNeQQrt3oyMdQvl/qtxdPOfF45dNsW1Sq+98YaOTTZr6uHO6beT1qg6E0MNr0lZdH/qysablu86xYw2DZZJBlV6PGW5ctZyMHH7DakKoXStT9jr6qFrfJ9/+z+9Uuhvd72wmMzuB/9Kdi5Ijgh1vqE03//X0W/csIVUVwNzvPqsrmhd9a3asa1tFip9kGvJi0QPK2rE88fF/1dMtpu4+JOl50dkA4Ot2FaYeqOx4qaL1sXXppN6Yta+ifHehiB84XxRqim2CIG7B/1aaevkcYFH45e78xMqW4Yhg7mPr0pelhJtvaSPRef7siPzZERwW0yJyeCwVO92USq6aB1SEEIbj2QkC9wVUhNCXjxTkvXCycZ8jD5o/9Er7pWrvBlTkN/N+KTWxgiIWxIaxmIxL/Z5bX+h1ew5JXqb3E6rJI0VpCKED1hZXWKXF8LQnvz77+Bqi5LD5es04YeBr23Nuf+OcYy2ZOpH4zarOXSuTP7h/mUVABc7wj9l5ITz2mz9fcvc7NXaukDbfzIvrZ8z5SUwFVv1sWeJntFlUI24bGVPqfO4i4j6PrUuXqnTv2FFyZFypy3q2/PJz66fLNrU4UfiLm1J/+fEPDjRj6v2u3oA3XlU48FHIXyKHOxCz1Zycf2vOW4e6cM6sqFDOz/753YwrpM0XUv/0rRoRPyBD5P20BBSKqYXW2PleONOsotVC1d2HJDQfRp3q6U3zu0aUtpfwXxlXrf3b6dbn1rOZtqaclCyMyU+N+ENZk6vbSI7LI4c/IQqy2q4ZYD9vHer6PnlV65j6erfzdCukLfo/VFp93RWZBxZSz8h/5ij5eiJsN3nii4aseP72ZX6e+nj/V83xgsD7V6Z4uyFU9Ojn9StSI7ZZm07ZMqh46KMf7F+I8ufy1hAu69dr0uzc/lzn2K8+/kFnMKp1mOlFfiD3k11OTST29fS8PsTzh9rqZKt5MaGFcyKDeexgHiuYxw7mssvqB062XLPYzJk5Wa7iJ3OU0PV7NDjTLGxflri3tMG/Y2rDVfmF7vFnfrPS2w2hqL/+ZNEjn1zkcVgJwiDzybcXesaf+bKJ1MrOx29Jf/Tz+n//0G81Qlt44ouG3jFl1WOrmwcVP77fdfZxx8ZUJuBaFDnUs4J5UWE8pRYbVmiVWqVSh7Vdm/B2o6zzn5iKKPPfTylZ8XwDbmwaUPhxAuTdn0neusctpS38xoEdi29740z7iGpSjSGESiUDu1amnGodPv470rmH/vqTRXe/UxMVFmAj411V6/Ajn9Tt3Zjxp9szEdzvAjJuXxx3pO6qTHVjDJ4fyH1iwzyLr03DVfnd75y32IwK432e6Ptta2szGAxyubyuri49PV0kEiGE5s6dy2LdKGvn2lpvwNzBmt4zbWMiQQDyx/qaByo7NJiB7KIRupmaEIDNZB55ON/he9BbXha/uiNHo8OnJtn5r8MSqVJ/YEdOMM+vbtmBx9g5kEfN8T5PfOmrq6s1Gg3x79bW1tbWVoRQSkqKeUwF7hMv4H3TPEiUAyuVDPhTNoyrUvWnF644s3SSJqZOvsVw3JllneV7bsp89jibxSauaMT3SqnFHv7k4p+3Lbp9sfcfF4DvsrNjg5r9H56IqTt37vTAXoBV9X3yPYcbLOpr+k02DJjr6y31fXIOi22eZWXnexeWJgsu71/PZtEuHSZwOTsH8ig43kehtTTAHfw4G8YnNVfmRIfkJkPegJl5oHyN3oAvEPEhoAKag5gKfJJKZ3juWPMLt2V6uyG+AZZ1AuAZMInAz1mdREeF2XEOMM/D/lplB/T6kuLawSd/+l4B4EKey/lgG8z7dR/z2XEIoQ/vX3bT9TIgPsQ8D3twAGe+KPTzh/K93Shao+asSwC8C2IqLZiSoRTMnrW3rNHnJspOXQoiCOJ+5C8zrXwX5DMCwAKF+n6rqqpM/16zhkRuFzAj89lxf2Jl3vPu+Q/vX+bdJpEydUaMDCp8UQAFZ10C4F0UiqkQRz3jprmRnSPKfUeb/rB5gbfbAgAAfgXm/dLRzoJkvcH48fe2ypVQCtQdAgD4BIipNPXc1oVfNwye6xzzdkPsQiwFCb1e3ROWggAAqIlCfb/Awz55MG/5CyfLHimIDgvwdltmtjJt1pyo4KiQgHhhIMyIAQBQE8RUWqt8bNWy50427b/F2w2ZmaRPhuPo73dD/RkAAHVB3y+tBXPZn/4ib8uBs95uyMxe/rZtT/Fcb7cCAABsgZhKd1nx/PsLUnYfkni7IbbUXZEpNPpVPpiqAgBAK9D3C9DWnLjOkcnXKjtumhM5tRwmFbx8om3PWnhIBQBQHcRUgBBCj65L/+k/qv8h7pzUYIhiZVYvXpFOajBfzKcIAKAb6PsFCCFU3ydvH1YRARVdL7PacFXm3VYRXv62fU/xHG+3AgAAZgYxFSBE4TKrF69IlVqscA48pAIAfACF+n4h3y+YCqb7AgB8CIViKsRRL6JmOcwfeqUqnaFwDiWGdQEAYEbQ9wsQup78Txj8n5y6TAbjv9enez1X0Ssn2nbDdF8AgO+g0HMq8K6VabM+vD+XGEO9aW7k4/+6tGNZohfbU9srVcNDKgDAp0BMBTeYl8P8zc1pTx1pfP62hd5qzCvftu2GkVQAgE+Bvl9g3V3Lkwbl6srLw17Z+4WecS2GU2SBLAAA2AliKpjWO/fmPvDBBa/s+pUT7bvXwppUAICPgZgKpsVgoLfuXvrgh7Ue3u+FnnEdhhfAQyoAwNdATAW2FM+Pjgjmfnahz5M7hTWpAAAfBTEVzODFbVkvlbeOTmo9s7vz3eMYblwxO8IzuwMAABeCmApm9s59Sx9430M9wLAmFQDguyCmgpktihesTo/8v5Pt7t4RPKQCAHwahdanQr5fKttTPHfjq2fWZkQviA1z+YfX98mJuq0/XBl/oiTD5Z8PAACeQaGYCnGU4t65L3frgervn7zZtR8rbru2+/Cl8UkdQojNYhmMRtd+PgAAeAz0/QJ7xYQFEMmVXPiZ9X3y3Yf+E1ARQpjBQJ26rQAAQBbEVEDCXcuTBmTqd8/27DvavO9oc8NVuZMfSNm6rQAA4AAK9f0Cn3DfisR7369FRoQQKpUMvLY9GzIIAgAAAZ5TAQn1ffI9hy+h6yOeUqXWma7aH3qltb3jbNaPvoRUqNsKAACOgedUQMJ0XbWmajZ2ah5Q/KW8VaHRP7UhA8ONv/m0TqrUIYT4gZw3f57j9bqtAADgGIipwFm1vdLaXunSJOHUX5kWydy+OC4zjo8Q6h5V/qW8tWdM+ftb0tekRxGbmeq23pYTBwEVAOC7IKYCEm5fHHek7qpMdeNRNYTHyYrjv/h1S8vgxKr0yNXpkavmRkaHBaAfL5IplQzs2zL/dOvIxSvS39+SviFTZP6x5nVbAQDAdzGM1FgOWFhYeObMGW+3AszsbMfoj7tqF6+YPQshpNRhp1tHTrWOnG4bEQZz58eEfdsyNKHBTG9kMBi716b97mbIOwgA8FvwnArIWZk2y2pXbTCXvSFTRDyAXh5U7P2yyTygIoSMRuOEGpv6gQAA4DcoFFMhN6GvmLGrdp4oLDOOX9sz7rEmAQAAFVAopkIc9SdTR15hkQwAwO/B+lTgFplx/AM7coTBXOJHWCQDAKADCj2nAj8z3cgrAAD4K4ipwI1gkQwAgFag7xcAAABwDQefUw0Gw+DgoEajEQqFERERNrbEcVyhUFi8GBISwmbDIzIAAAC/4khgGxkZOX78uFKpZLFYBoMhJSWluLiYxWJZ3Vgmkx06dMjixc2bN8fHxzuwawAAAICySMdUDMOOHz/O4XB27NjB5/Pb29tPnjxZU1OzYsUKG+/Ky8uLjY01/SgUWsm6vzopAAALwElEQVQNCwAAAPg00jG1o6NDqVRu3LiRz+cjhObMmdPb29vY2Jibm8vhcKZ7l0AgiI6OdqqlAAAAALWRnqPU39/PZrPNe26TkpKI4VXbb8RxnHTrAAAAAN9B+jlVJpOFhoYymTeCsUAgQAjJ5XIb7zp9+rRarWYymdHR0UuXLoXBVAAAAP6HdEzV6XQBAQHmr3C5XISQVqu1uj2TyUxISIiLiwsMDFQoFE1NTUePHi0pKUlJSbHY8r333jP/cefOnWTbBgAAAHiRCxa0ENXiGAyG1d8KBIJNmzaZflywYMHhw4fPnTs3Naa6JIhCzTiHwaFzDBw3x8BxcxgcOsd45riRHk8NCAjQaDTmrxBPqDwez563BwcHp6amKhQKpVJJdtd+wOJZHNgJjptj4Lg5DA6dY+C4kY6pQqFwYmICw24UwpRKpYjM8hgi24ONWujmRd/I/nZGTn44tM0de6dy2+zZwH17p3LbnH+7Wz8c2uaOvVO5bfZs4IEPJx1TExMTcRzv6ekxvdLV1cXlcmNiYogfDQaDVqudbpYvhmG9vb08Hi84OJjsrgEAAAAqIz2empKSIhQKq6ureTyeUChsbW3t7e1dvny5KY9SU1NTdXW1KVNSdXV1UFBQZGRkQECAQqGQSCRyuTwvL2+68VcAAADAR5GOqUwmc8OGDRUVFV999RXxY1ZWVk5OznTbMxiMCxcuGAwG4kcej5efn5+dne1wiwEAAABqYtgY17RNJpNptVo+n2+xtGYqg8GgUCi0Wi2XyxUKhVafUAsLCx1rBgAAAOBJNuYPOx5TAQAAAGAO6qcCAAAArgExFQAAAHANvyoMLpfLR0dH2Wx2bGysjSI5tGV/JXmEkE6nGx0dValUwcHBs2bNovnxvHbt2sTERFBQkEgksnPKOo7jCoUCXU+ITU8OnJLDw8MKhYLD4URGRgYFBbm7hdSk0WgGBweNRmNUVFRISMiM2ysUCqlUiuO4QCCgeSVNlUql0+mCgoKIpLm2kbok2sl/YqpYLG5qamIymTiO83i8tWvXJiYmertRFEKqkvw333zT29trWmQcGBiYn5+fnp7uwfZShUajOX78+NDQEHHchELhhg0bwsLCZnxjTU2NRCLhcDi7du3yQDspiOwpOTY2duLEifHxcdMrW7ZsiYuLc39LqeXy5ctisRjHcQaDYTQac3NzlyxZMt3GGIadOnWqvb2dwWAwGAwcx+Pj49euXRsYGOjJNnudWq2uqqoaGRlRqVQIodWrV2dkZNh+C6lLov38JKY2NDQ0NTUtX748Oztbq9WWl5dXVFRs374dMksQyFaSn5yczM/PT0pKCgoKGh8fF4vFlZWVYWFhIpHIwy33ulOnTo2Ojm7atCkhIWF0dPTYsWMVFRV33HGH7XcNDw83NDTw+XziDKchsqfk5ORkWVlZYGDg5s2bo6OjtVrttWvXaHj+joyMnDp1Kjk5uaioiMVifffdd+fPn4+IiEhOTra6fW1tbXt7+7Jly7KzsxkMRltbW1VV1dmzZ4uLiz3bcC/DMEylUiUnJ3M4nPr6enu2J3VJtJ+fjKdKJJKoqKjFixczmczAwMDVq1fr9fqmpiZvt4sqiEryBQUFpkryaWlpjY2Ner3e6vbbtm3Lysri8/kcDic6OrqoqAgh1NnZ6dFGU4BCoeju7s7MzExISEAIzZo1Kzc3d2RkpL+/38a7cByvqqrKysoKDw/3VEsph+wpWVNTg2HYpk2b4uPjORxOSEjI7NmzadhtfunSJSaTuWbNGi6Xy2KxCgoKQkJCJBLJdNsPDAwEBQUtWbKExWIxmcx58+bFxMQMDAx4ss1UEBoaescdd6xatWpqdRaryF4S7ecPMVUmk01OTprfxwkEAoFAYPvCRytkK8lbDBkSIzqmxB30QXyFkpKSTK8QXzPbX63a2lqDwZCbm+vm1lEX2VPSYDB0dnampqYS37TpMpvSQX9/v0gkMpUkYTAYiYmJQ0ND013rg4KCcBw3XxJpMBhoOw5tP7KXRPv5Q98vUQ7d4paWz+cPDQ15qUWU41gleZOOjg6EEA0ryctkMvTjr1ZQUBCHwyFet2p0dLSurm7z5s3OD8z4LrKn5Pj4uMFgCA8PJ4YGMQwLDw/Pzc1NTU31RHMpQ6/Xq1QqiyctgUBgNBoVCoXVSTQ5OTl9fX1isTg7O5vJZF6+fHl0dHTdunWearKvcvKSaIM/xFSdToeul0Y34XK5xOsAka8kb04mk33//fexsbF0u8Ah8l8totc3PT09NjbWE+2jKrLHTa1WI4Tq6upCQkJWrVqFELp06VJ5eXlJSYmdXXn+YbrjhqY/VaOjo9evX19RUdHc3IwQYrFYRUVFNDxVyXLmkmibP8RUAiSEIsV2JXkTpVJ57NixgICA4uJiGpY9sPonG43G6Q5FXV2dSqXKz893c7t8A9lT0mg0btmyhbjSJScnHzx4sLa2llYx1Srbp2pvb295eXlCQkJGRgaTyezu7q6srMQwbP78+Z5tps+z85I4I3+IqcTYg8X9hVarnTERMX04VklepVKVlZXhOL5161Z6jtAQx0ej0ZhPQNXpdFaPm0qlqq2tzcrKMq0G0Wg0RqNxcHAwICCAVqsGyZ6SxPYikci0AZfLjYuL6+zsxHHcvIPOv0133BBC0x06sVgsFApLSkqIYJCYmKjRaKqrq9PS0uxZoElbjl0S7eEPMZW4WhGl0U2kUimtrmK2CYXCtrY2DMOIgvDIjkryarW6rKxMr9dv3bo1NDTUQw2lGNNXyxRTJyYmMAyzetw0Gg2O4xKJxGKWZmlpaUpKSklJiQcaTBFkT0mitIZF7CQGpGnV/8Rms0NDQ6ceNyaTaXVJtE6nm5ycTEpKMn+6iomJ6erqksvlkZGRbm+xz3Lgkmgnf4ipoaGhQqGwq6srNzeX+G6NjIxMTEwsWLDA202jisTExMuXL/f09KSlpRGvWFSS1+v1xMJ84ke1Wv3ll19qtdpbb73VnvwG/iohIYHBYHR1dZnmZxELiky5CwwGA4ZhHA6HyWQKBIIdO3aYv10sFg8NDd155510y0I14ylpNBp1Oh2bzSYCJ5fLFYlEw8PDBoOBeAXH8aGhIT6fT7epXomJiS0tLZOTk8QUaAzDrly5Eh8fbzoO5qcqcQAtYjDRTQK9dBbMT1VkxyXRYaxnn33WyY+gAh6P19zcrFKpwsPDZTJZZWUlg8EoKioy3YPQnEAg6Orq6u7ujoiIYLFYDQ0Nzc3NS5cuNSWp+fbbb6uqqpYsWUJcAb/44gupVDp//nwMw0av02g0xFou+uBwOEqlsqWlJTAwMDg4uL+/v7q6OjY2dvHixcQGjY2NZWVlsbGxYWFhDAYj4Me6u7snJiZWrFhBt5iKZjolx8bGDh48iBAyfQNDQ0ObmppkMplQKFSr1efOnRscHMzLy6Pbw5ZAIGhubh4aGoqKitLpdGfOnBkdHV2zZo2pr8j8VGUwGHK5vKenR6fThYaG6nS6lpaW+vp6kUi0aNEi7/4hntfW1jY8PHzt2rWhoSEej6fRaEZHR8PDw4kgan6qIjsuiQ7zk5AzZ86cycnJ2tpaYvIbn8/fuHGj8z3jfoNUJXkcx4lbXYt0JElJSUTqA1opKCjQ6/VisVgsFiOE4uPj6ZahxjFkT8m4uLiioqKzZ88SPQFsNjsvL4+GE234fH5JSUllZeXhw4cRQlwut6ioyEb+ssLCQjab3djYeOnSJeKVtLS0lStXeqi5VFJdXW0aIm1tbW1tbUUIpaSkWO3qIHVJJMWv6qfq9XqpVMpms+mcv8Y2+yvJA3MqlYrIoU/boWXHkD0lDQbD+Pi40WgMDw+ncycTcV9LHAd7er/1er1CoTAajWFhYTA1iRSXXxL9KqYCAAAAXkSXSeoAAACAu0FMBQAAAFwDYioAAADgGhBTAQAAANeAmAoAAAC4BsRUAAAAwDUgpgIAAACuATEVAAAAcA2IqQAAAIBrQEwFAAAAXANiKgAAAOAaEFMBAAAA1/h/LwVb+dwhAToAAAAASUVORK5CYII=",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124430>"
      ]
     },
     "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": "381d2ee0ac5d45a9a143aac63b6bb1a7",
       "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 0x797c68124430>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124310>"
      ]
     },
     "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": "043c20d65633473fafcdf3545499cc93",
       "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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L6D6/3+/3+xUKRWJfG5qmOY6L7bnRaDQcDgMAcByXSCT8IBNLJBJxOp0QQo1Gk7jXzxyRSMTtdnMcp9Pp+JFhMsIngCRJtXou/UznnU7l859NO3WLpd8jlxBSEchQTWr4Ljdqf/rVyvLvHi1Kk1sdlFSEt/U5lxXG70EZDAabzcarIgghjuPTUKjhcPjIkSNOp5PjuL179+bl5aHzra2tV69e5W9O0/SuXbsKC+Pzpn744Ycsy6LRnyTJ559/fpJtIYS/+tWvlEqlWCz2eDxGo/Ghhx7CcdzhcHz22WcAAIVC4fF4ysvL161bN6bkXq/33Xffzc7O3r9/P3+ysbGxsbFRKpVyHMeybFpaWkVFRW7uSJEvlmXPnTvX0dGh1WoJgvB6vUuXLl27du1UH9o9cvbsWavVqlaraZoWiUR79uxJSUmZUHgBnnvvleNRbtRm30MeJYVCoVKpSJLkR16v15uePp0ajidOnOjp6WEYZvny5Rs2bEAn3W53VVUVfw1N02VlZVu2bIlre+HChc7OTpFoZDh95JFH9Hr9JNtWV1e73W65XB4IBCQSycMPP6xSqSCE77//fiAQQKlp0tLSdu/ePeZ8FEL4wQcfMAzzwgsv8AIMDAxUV1crFAoIIcMwarW6rKxs6dKlvMJuaGhoaGiQyWRyudztdmdlZe3cuXOq2useMZvNNTU1MpmMIIhQKLR161Y0ZE0o/ERgczs5nnc69d47bYc9qCMxAECBYdwi76NZli5VioF5MLw8jay3jaFTxWJxVlaW3W6Xy+UAgEAgMFrhTQaCICoqKgwGw0cffRR7funSpUuXLkXHNpvt1KlTvLqNY+/evZmZmVNti2HYwYMH0fqboqj33nvParUuWrRILBY/9NBD6IZOp/PDDz/My8uLuz/CYrFkZ2cPDAwEAgGl8ouZYFZW1sMPPwwAYFnWYrEcPXp0586d6OGcPHkyFAo9++yz6HqKosxm8+SfVbLIy8tbv369RCKBEJ46derixYv8tCCB8AI8M5eb8N4pLCw0m81odhsOhw0Gw/RWXUVFRatWreLnpgi9Xv/SSy+hY4qi3nrrrZKSsWvYrVy5ctWqVdNou3PnTtQrOY47evRofX09etqrVq0qLCzEcZym6Y8//vjGjRtx90f09vZCCFUqVUdHR+z9CYI4ePAgum1vb+/p06c9Hs/mzZsBAI2NjU1NTXv37s3KykIXNDU1RSKRWdapWq326aefRn+4lpaW06dPm0wmJEMC4ec/806n3jtdHlqsJdgoXDaVmW9lfkp9l9tPRRana693uSAcI04uKyurv78fQoj+12AwjHkZACDBlEosFk84ZFsslqKiIn7Wef369aKioklaCBK05Te0pVKpUqlEu1VqtZpfbev1eoVC4ff7R+tUCGFra+v27dtJkrRYLKtXrx791SRJlpeXu93uurq6wsLC4eHhrq6up59+mlfAUqm0oqIirpXf7z979uzw8DAAICUl5dFHHyUIgqbp2tra7u5uhmFSUlL27t0rlUpPnjzZ39/PsqxWq92wYQMaEbq7u9va2lJSUpqamnAcX7ly5bJly+K+Ij8/Hx1gGJadnX3t2rUJhZ/EkxaYVcbra1qtViwWI5XAMEx2dvY0eiUAoKCgIPE1bW1tarU6IyMDfbRarUqlcszZ55Ta8r0Sx3G9Xo8SpmIYVlxcjM5LJJL09PTxEqlaLJaSkhK5XI4ORl+A43hubu7mzZtPnjxZUVEhl8sbGhrWrl2Lug+6YHSv5Dju3LlzNpstGo0qFIodO3ag4a6pqclsNgeDQaVSuXXr1szMzOvXr5vN5lAoJJPJVqxYsWTJEgAARVGffvrp6tWra2trKYoqKCjYunVr3PIx9tHl5uaeP38+HA7HTtZHCx/3v/OTe9KpDMOEQiGxWIyWbgnwer1xL7pUKh1ts7x3KDbqpbiBIBbl4Kq8lMk33FaW9btrgxiGESKit7e3sbEx1mrIQ9N0e3s7x3GZmZm3bt0a81YSiaSoqGiaPwCAcDjc1dX1+OOPo48cx9XW1hoMBl6nHj16NBqNpqSkrF27Nm49OmHb3t5en883NDSE4zjfaXkcDkcwGOR7fiw9PT0QwuzsbJZlL1++PKZORZhMppaWFoqiBgYGlEqlXq9P/HuvXLmi0+n27dsHABgaGkKD2ueff04QxIEDB6RSKZIWAFBUVLRt2zaRSHT79u0TJ04899xzJEkyDHP79u21a9cePHjQbrdXVVXl5eUlsD/ZbDZ+NEkg/Ey8nLNDNBr1+/2TMUwEg8FYKyAAQCQSzdthy2azxZkneaLRqM1mE4lEcrm8s7NzvDuUlpbey66gxWJZvHgx/7G5udloNPKK4fr16/X19UqlsqysbLSKStzW6XTa7Xafz9fZ2blz5864tizL9vb2VlZWjhaJpunOzs6nnnpKKpVevnzZ7/ePN/POy8uDEA4NDSELyIQGjtbWVo/H89xzzyFTEZqjNzY2WiyWXbt26fV6fkg3GAyLFy+WyWROp7O6ujo1NTU9PZ3jOJfL1dHR8eSTT0YikaqqqtbW1tLS0vG+rrOzU61Wj/fu8cLP25czlmnq1PPnz/f29nq9XgBAcXHxjh07El//8ccfx3nJrlq1aibsam2DviwlbvNGAIYtnkpw6pKc1FAE6hVkt49rDKdkZ+cYDGOk1SguLq6rqxOJROMZHe+d1tZWrVablpaGPuI4/tJLL/EKfvv27ampqRiGtba2Hjt27IknnjAYDJNsCwBwOBzDw8N2uz0jIyNufAmFQsePH1+9evWYY7HZbC4pKcEwzGQynTt3rq+vz2gcO+wBTbAYhqFpejK7cBBC5K4pl8vRKOPz+bq7u1988UXUnNfx+fn5TqczGAyiDSKXy4UsZ3K5HI1imZmZBoPBbrePp1OvX78+PDx84MCB8YThhb8fdWpLS4vZbEameoVCgXbPEnDx4sWOjo7YMxkZGfyEbL7BbzaMCbLJrVmzZobcbYaHh91u96JFi/gz+/bt43tQeXl5ZWWlVCrt7+8/deoUQRCxmyWJ2wIAAoFAb2+vx+ORSqVxRlOO406ePJmSkjLmGtRqter1euQckJOTY7FY1qxZM6b8yPEK9UoAwIRPCULIsmwgENDpdFrtyEDa3Ny8ceNGNEvmu1h2drbf7+/t7WVZVqfT9ff38/Zs9EwAAAUFBXa7fTyd2t/fX1dXt2fPnvGE4YVPLPM8YZo61ePxpKWlLVmy5PLly5NsUlRUFPueIYfVpGPp96hJqJcRfhoqZWO42I0HQRDlaZKhMGjqCyzSS6522veOpVPFYrHRaJzR6ZLFYol7+WLH95ycHHSwfPny7u7u27dvx+rUxG0BACtWrAAAcBx3+PDha9eu8TODcDhcVVWVn58/ps2GoiibzbZixQqLxQIA0Gg0FotlPJ0aCATAnX2IYDA44e+trKy8ePHiO++8o9VqS0tLy8vL/X6/VCqN6/Ysy1ZVVWEYptfrRSIRCm1C/xX7LpEkGbf24mlubr5x48ajjz6aYFuFF35CsechXq9XoVCYTKb29vZJDkAajebBBx/kP465N3NfUFRU5HA4Zs5/1WKx5Obmxr45sc+K1yJ5eXkrVqywWq2xY13itqgV2nC6dOnS6dOnn3jiCXQemf8Zhtm3b9+Ym9Jms1mlUqFeKZPJWltbx9OpLMsyDCOTydAjCgaDvKYck5KSEofDcfjwYZIkCwsL16xZIxKJAoHA6FZofZWZmSkWi+MiDPmOSZIk6lmjGRoaOnbs2AMPPDDeeBIrfAKB5w/T1KmPPPIIOpi8TpXL5dPzx5sSbUM+AkAZKcLxKScOXZufUn3TYQ9EVxQqr3d79o6zik48X75HBgcHvV5v7JQ2ASRJRqPRabTFcTwjI4O30FAUVV1dbTQaeXfHONra2mQymc/nQ03kcnlHR8fmzZvHHIKtVqvBYECTj5qamqGhocR/d7VavXfv3mg02tvbe+rUKY1Gg7anIpEIbxUGALS3txME8dhjj6GPra2tE/7MWG7dulVfX//II48kHkp44ad083kC/+cbGBiYpE4ViUSz0CtnAa1Wm/gvey9EIhGr1Ro7+UiASCSK7ZVTapuVldXW1oaOIYSnT5/2+/379+8f0+PX6XS6XC6tVtvT04POUBTV29ubnZ09+mKr1UoQREZGhkQikclknZ2dozeo437Fli1btmzZYrfbz507h+bfMpkMrVz5y3w+X2tr64svvogkPHbs2HjG7DGx2+1HjhzZsmULMmaPBy/85O88h8yqzzHv3TNztA8HIgCLcsComfKwuGVRhiMc1chIpVRssVMoRmomYFkWraUikQjLsrHPxGKx5Ofnx66TIISXLl1C2+yBQAAdAAB6enq6urr4Zetk2no8I1XsPR7P7du30UYrTdPV1dV6vX7dunVIsNEh8xaLZfny5TvvsHv3boVC0d7ezl/AcVw0GvV4PJcvX+7o6ECDu16vLy4uPnPmjNPp5L+3pqYm7uZ2ux1CSBBETk6OTCZjWVaj0ej1+rq6OvRkKIqKRqNoMwqdaW5unlIBE4vFUltbu3v3bpVKxT/8xMJ/qRCSJAAAotEoesFQYFXsM+no6BCJRHE2yObm5u7ubgAAhHBgYACd9Pl8N2/ejL1ywrb9/SMpjmmabmlp4TXH2bNnnU7nQw89BABgWTZWTyPMZnNOTs7OGIqKitCaFcFxHMdxwWCwpaXl0qVLq1evlkqlGIZVVlY2NDTw2/4URdXU1MTZ5txuN+omBoNBr9ej46KiooaGBjRdQxH2/OMCANjtdvSjJondbq+urq6srMzLy0O9MnYkHFP4yd98Dpk9v9/W1tbm5maO41JSUmJjP5JLhyOERWE4whWlKZp6vIcb+wAAT6w0lk/CB7g0Ww8hYCJcKAIsDiYYDM7QbsPbb7+N3ssTJ04AAHbv3o3WvizLtre379q1K/Zi5GuXm5ur0WgCgcBnn32G4ziO49FodN26dbGRoInbhkKhI0eOIO3FMAwK+QIA9Pb2OhwOh8PBT5DXrVsXO4e12+0ulyvO66q4uNhisZSVlQEAenp63njjDRzHkUH0wIEDvF/SAw88UFtb+8knn4hEIoIgIISj95avXbs2MDCgUqmCwWBWVlZ+fj6GYTt37jx16tRbb70lk8lomj5w4EBxcbHZbH7nnXdEIlFaWhqyIU2SpqYmmqY/+eQT9JEgiK9//evoOIHwXwY8Hs+vf/1rhmHkcnlRUdHatWvnKinHJJlqp548J0+e5P2bbt68uWzZso0bN6KPZrN50aJFcf4HVqvVaDTm5uZCCI8fPx6JRMRicTgcLikpifXgm7DtmTNnQqGQVCoNhUI5OTlbt24FAFAUhbTj22+/jZrk5OSgoC8Ex3FWq3XTpk2xty0uLj5y5Aiabkaj0TfeeAPDMKlUajAYHnzwQX6DrbS0FMOwixcvnj59WiaTURSFYupib9Xd3V1fX69SqSKRCEmSyNhZWVl57ty5Q4cOqVSqUCi0ffv2vLy80tLS9957T6lUikSiKaXasFgsNE2fP3/+/Pnz6MwTTzyBdk0SCD//we5x4fjzn/+8qKhoQh+l6urqjIwMlUpFUVRra6vL5Yp9ZXk2b9584cKFe5HH9LdHxASGYeCZVRlVLU5XgAEApCgkP3lmxaaiiUv5HPyvUxd6qIJUhTtA/erp4pWl8y6mAs3dUAalSQdBjwAhDAaDEEKFQjGbYdEcxwUCAZIkx5uj0DQdDodlMllclhmKoliWjZU2EAgQBHG/WFbmCpRGYEIfpZqaGgihTqeLRqNo2yMtLe3xxx+Pezem2isL/u7I+6+sXVNomPhSAAAAj//4NM3Bo38x8e7o+bahP//gxlQ79ewQCoVYllUqldOI8gyHwwzDKBSKWGPHLBAIBCCESqVyzJEkEokEg0GSJOP8D9D5WGnD4XAkEpnDdICxbPzn40uzVG+8NNndpt/Xtn+7qs36g73JEmCW/oSxmXeWLVtWVVV18+bN8vLy0ZNNgiIAACAASURBVC6mb775Jn/MR0xPktv2QJocF+HYQID75IbDGx7Z4nMH6W++e/3tl9eUGyewuKzO1VwfZBxBpjhF0tDlmoc6FcfxCd/dUCiEwj15IISZmZkoLHUmpRubCeM6JBLJmDnbRgdc3RfO9PcLsZPa8vLyK1euNDQ0oEwgcVfeS69MFk093j9//waqkAGm0qlnhwnjCRPAuw7NMol7k0gkGtN/fvT5+3GOyw+SDocDAGiz2fhB8h7vPAc5H3AcX7p06cDAAAqWivvfe+mxln6PgsR0clF/gOEVKsIdYj693j9m94vdTdpUkvZftcOleoVGEm11MGjxNG155gqv11tXVxfbyYPB4Pbt2+8Xg4TAnFBeXt7Q0DA4ODhap06mV8bO5AYGB21EMFmDFOJwY58ryACAQQABADiWqFMLCCSGYRir1apSqfx+P4RwcHDQ7/frdLr7UqcCAND2SNI9I9oGfRiAEpIgcBAdde9DtV2uELO1JG3bIoNGNmI0it1NOtzY/2+PluAYRhKQieJmOzVzJtUZBdkgIYRocwbZ/8dcCAoI8Nxjr+QHKQCg2+0aJILJGqQQkUgEAxzEcAwCAAAHMQzASCSSlJsLfNnQarXp6emRSEQikQCMIUkyIyMjca2CSTIjOhXlPkZuKWNecPv2bQBA0p1B2ocD4QjHcrhOhocYLsh+YSqWi7AfP1Xmj4pOW4a++2mzKVWxrcRg1Mr/9Zg5djfpbw63pisxp59mOdDvpYPBYGrqfDHYTB6tVltcXGyz2dBwRtP0okWLkvK6CNzXMAyDYdh4XkioV8ZGSkwJfpACAJNKpSQpStYghShJlUGAgzt9GgMQALAoTdh6EZgmJpOpubkZHVMUNV4m56kyTZ3a29vr9/vRsc/nQ4nRs7OzkanP6XT+/ve/5zMlWSwWp9OZnZ2tUCiQP5vVas3NzU26umofDrgpoGGi+Xr5w0XSf69x+mkOAKAgsW9vNexcngcAeGKlEQDQ1OM522b/9xMWXqEi3CEmUyHp9jJKKWlUkzd63OMlsp/nlJWV9fT0eL3eaDQqkUgSZAUTWDC43e7BwUEAQDAYjEQiqFfqdDo+AvXQoUM6nQ5lSnI6ndeuXSssLFSpVBzH9fT0XL9+XaFQxKbQmyozNEghOjxjpPK47RLWqQLTRK1Wq1QqyjYAIETHSbntNHVqS0sLH940NDQ0NDQEANi1a9eYYolEotbW1hs3bqCPOI6XlpaOdvq9d2xuWkECRzCyJk/72LoiItr4k2uhLDl4cpHskcq7RorlOdrlOVpPiH2zJj47aEGq/JbdvaNUZxv2WF3sfWpSVavVIWnaJ+ZejgPPrDfOE5c8gRmlr68v1kH37NmzAIClS5eOmdVBJBINDw+jtSnCaDRu3br1XmwEarV6kJFyEHzc4v3KCr3w1gnMc0wmE11vgxCbdsHd0UxTp6JI5PFITU199dVX+Y9FRUWFhYV+vz8cDuM4PkOFqfs9YQkB8jXETUdkSbrc5XJliNloJLpZ7RYFSIfDQZJknGnniZXGT673eUJfLFU1MvGza7L/0OpWizEO4Obh+9Wkesbc/6NrIR+lBQDYLgdyCh3zJ+pAYIaYMOz75Zdf5o81Gs3zzz8fCoVQQIVarb739/x829DrFxwAgCsDbKvXZTAm860bs7c+XjFuQjuB+5cEkQvJ/SKVSiUSiQCIJnH+N0tBihiGqdXq9PR0g8EwQ0Hl1iG/lIAFKRImCldmq6xWK8QIFw3l0aBer7906dLoohblRs1Pn61IUYwEO2tk5M+er1hZkKaTiez+cL+fvTUcnkzG2vkGijrwUSPOJj4q8s13r9/s88ytVALzELlcnpaWlp6efu8KFb117uDIDq0nxCT3rUO9VSsfGT3UUtHPnq+YXiVzgXkO8ncbjKG9vX1KqdMmT2Zm5hTj/CdgLuuhJ5fWAS8HMbWMxDGsKDczPT3dA2XpUk6lUqWkpJSXlw8NDcXl3wIAbCpKfftrax5YnJavV7z7SuWGwlSpVFqgE7cOBeViwkNxQ27/nPyce+HQBYuXuiuTGYo6mCt5BL4M3Il1+YKkv3WbilIPvbx2W64YQPi7/7luQ6Gw9bIwQf5uYrFYqVQqlcokOuWOJumV2BeOTm0b9AVZSHGYnMRwHDeZTJe6ghAnz/nTbg0G8vPzS0tLUfXQuIblRu13Hi4DGODnvJW5mj4/uzZPm6og2t3RmUv8OxM4HI6kvyUCAvOEcqP2Ww8vwzBMWKEubEwmU8tA8Bf17l/Uu81DwSTaO2eauYlPTcCZM2fQwfbt26fU0DIUwDE4GIQ6OQkAaBwMf9ZBMRE40Elf7GXk2u5tizNMJlN/fz/LsiiMh9+1xwDoc4fabneSOMjMzFxtSvnZ5cEcLdmA4ZZ5GaU6XtbTYDDo9/uf31R89JbDT3N8dLyCJB5aNIUEuQICsUymV07P3tnU4+31sVEIbvZ5J5m/lxTN64zEAvdOKBQ63mT7tyu+AAMAAKc7cKm66+HVRUm3pzb1eI9a3FGITf71m5B5p1Onqkp5Ol3hHAXo8TLZWgky7TCRkVi2IAtf/7xPp5Rk2u0kSaKUGSaTKSZKHeSqibq2vnRRWKfTlWXrohCGw7QjFLk1TM23KNW4PBV81lOO47q6usrKylwuV5aGbLVTKDoeQuzJMkWa+P6o6CswD5lMr0T2zm/+7ro7yIA73gmJV5Mjb3IwAgA4+Jur8yp/r8Ac0mBzfe9ET+BO8FSA4V473m00aNcvGqOM3bSJHUiT+PotkL1fd4iJRGGBBhv2s4sylKNNO54wW9PDLF68OCsry2AwuFyuixcvulwulmW9Xm8oFDIqoHnAj2GYRCLRqhRqKXG9x6dTiJsHQ3FuSl2OoN0/I9byyTCS9TRwV9ZT5AnS3t6Oqsd8/zOLzc0AiEEAIAAYBj++Fbze5ZghI7+AAAJ5JwAIN+RrkXdCgosTvMljEgqFbDabzWZDxdFsNltnZyfvIeEKMu3DY1e9FrjvOHXbF7g7GjnAwlPWeLPdvXDn9WPRIOkJTfD6TZ55t06dHu3DATEBTBrR8W52ZU5KQ3+8iy8PSledlpbmdDpv3brldDq9Xq9Wq00llFYHtz4tStO0VCotSJHcslMPL8s41jI0GAIFFCWVSgNU5Cu/rO1xBukotzxb+/4frZ+2wKj6oFQq5W2fLMvG6TyJRDLaR7rqWidLhVQEAABAgAWihDvEVDX0SEN2pVLJMMyppo76Hg+MsAAT8Vnc/Ez0bEdwdYEdpS1UKpWxmZYhhG63m6ZprVabeJc7FAqJRKLYslAMw6C6dej8mOVuwuGw2+0mSXKGwqgmA0VRHo+HJMmUlBReyMkILzAlyo1aDMN2l6VNaO/8sL5rtE/TR1e7x8vfy+8qObw0ACA2QetXf113pdOplIgMKum7r1TqldMvKR/3hnMcFxcvQJLk6BBemqZji/LK5XIcxyfZFgDg9XqDwaBEItHpdLElYvx+v9/vVygUid1zaJrmOC6250ajI14gOI5LJJIxHSwikYjT6YQQajSaubJtRSIRt9vNcZxOp+NHhmg0ikdoFRHhAEZxeBQm1Sv3Docb+9xBCsSkukxW+ugFolPbBn1slMtKUUHMu8SoNWWk/P5ab4D64i0ncPyMZbg4XfU/1owU8dbr9WvWrPH7/U6o+rSHYXDcwYjy8vLQ67soXdHhprNUpJjA2pzMskBAIpFu+vcznjujwJVO1yM/ran60ylnrgiHw0eOHHE6nRzH7d27l8/T1NraevXqVXQMIaRpeteuXYWF8YVxdMMNL2exKEqG5fCf9WUBAG62mNW9XoLAcAwLM5FndFwVl2oOjvxxMQAhBK4Qc+TIEZVKJRaLPR6P0Wh86KGHcBx3OByfffYZAEChUHg8nvLy8nXr1o0pudfrfffdd7Ozs2OrDDU2NjY2NkqlUlSaOC0traKiIraq67lz5zo6OrRaLUEQXq936dKlKLvWbHL27Fmr1apWq2maFolEe/bsQeVXEwsvMKOMLrI93kkEn/tQLsMBCPC+oM/+svZyhxNC4IowriDz4I/OXfq7B+TiKbvpnThxoqenh2GY5cuX83Xp3W53VVUVfw1N02VlZVu2bIlre+HChc7OTr722SOPPKLX6yfZFhXmk8vlgUBAIpE8/PDDKpUKQvj+++8HAgGNRuPz+dLS0nbv3j3mfBRC+MEHHzAM88ILL/ACDAwMVFdXKxQKlCZWrVajesm8wm5oaGhoaJDJZHK53O12Z2Vl7dy5c5Z9G81mc01NjUwmIwgiFApt3boVDXcDAwOpg7UvZIkghFKc80REjQHlbVaf3Fhkh5+JS3UJIXAE4gNDpsEC0ak3e9wcxDhCAiEwpalxHH9mbc5vazrZKAQjpp2VGpn47cu273zafHC96avr8vL0cqlUCjIW/fKyOciSAACAYQNQUw4AAGBRhvpipy9Ehb0Ud2soHAwGf1Hn8IXu2o9oH/ZXN/XvX541JVEJgqioqDAYDB999FHs+diAfZvNdurUqTHTIkpJvNqZafF+8farpeT+ysXpGenW4cB/fm5dmUKvkQ62h+6aeGIY8LHEtge36XQ6g8FAUdR7772HqnqJxeKHHnooMzMTAOB0Oj/88MO8vDz0MQ6LxZKdnT0wMBAIBGKrRGVlZaFqySzLWiyWo0eP7ty5E3WPkydPhkKhZ599Fl1PURRKmDfL5OXlrV+/XiKRQAhPnTp18eJFflqQQHiBGeWZ9QXVN4f89BdKVCkmvrKuIEGTO7kPReBO7sNTlqFbA77YGtCeMPNaVcsPDyybqjxFRUWrVq3i57UIvV7P1+ShKOqtt94aL+HiypUrV61aNY22O3fuRK43HMcdPXq0vr4eWa9XrVpVWFiI4zhN0x9//PGNGzfi7o/o7e2FEKpUqo6Ojtj7EwSBCuhyHNfb23v69GmPx7N582YAQGNjY1NT0969e7OystAFTU1NkUhklnWqVqt9+umn0YZZS0vL6dOnTSYTkoEgCEXpth+eaMM4mC+j9+gdOwzKJHt6Y/GFwzEMYCAJa+KFolP7fRly0OaKKkgc7eBxHNxXorw5SBtSlN/ZV4b+Hv/25LLXH1369mXbwd9cydMrNhcbfna2I8jeeY4Q/q9PLJl6daFBlZ+uiUR7mvoCaWrJtb6g0xuwOSju7vrtISba6QiFmPiZNY4BKTnu2ykWiyccsi0WS1FRET/rvH79elFREfKlEuHYi6tSX6/xBekoAEAlIf5oKfbk+hKpVPpBfe/fbc/UhXtbneksxAAAGAYq1b5bQbkvIhoKRmUymcPhMBgMqJAq2q1Sq9X8PrBer1coFH6/f7ROhRC2trZu376dJEmLxbJ69erRYpMkWV5e7na76+rqCgsLh4eHu7q6nn76aV4BS6XSioqKuFZ+v//s2bPIATslJeXRRx8lCIKm6dra2u7uboZhUlJS9u7dK5VKT548idy2tVrthg0b0IjQ3d3d1taWkpLS1NSE4/jKlSuXLYsfT/Pz89EBhmHZ2dnXrl2bUPjEfyCBe6fcqPnRk2V/+WFzgIEAAAWJ/cdTZQnGTTrCiaQKUqb0230AALFcRUjkXU5HgI5P+dvrDo/ulQCAxIvXgoICAMCY1bkRbW1tarU6IyMDfbRarUqlcszZ55Ta8r6sOI7r9XoU7IdhWHFxMTovkUjS09NHBwEiLBZLSUmJXC5HB6MvwHE8Nzd38+bNJ0+erKiokMvlDQ0Na9euRd0HXTC6V3Icd+7cOZvNFo1GFQrFjh07DAYDhLCpqclsNgeDQaVSuXXr1szMzOvXr5vN5lAoJJPJVqxYsWTJEgAARVGffvrp6tWra2trKYoqKCjYunVrnG0l9tHl5uaeP38+HA6jsQJC8MsLNsgBCLDbYekpt24/0VPf3r+6aGoLmARopWO8DJqxTk6VBaJTu13hilSs08vq76RZsQz49uTLe3zcnz5QHNtRxSL8lc0Fr2wuON9m//vDzXEWHW+Y/aSh772rPRAAiokO+hkCx6IcfOZ9WxRiGABxc5v/d6b95+fa44QpTlN9OvU9YZ5wONzV1YUSnQMAOI6rra01GAxIp0IIvZ03v5EBfZzYQ6bmKCIFCjFN02/U9BTppWuNorNne0XG1WLRMBPhMAi3aj2DtJgjZBCAtn5XqhTU19f7/X4cx/lOy+NwOILBIN/zY+np6YEQZmdnsyx7+fLlMXUqwmQytbS0UBQ1MDCgVConrD505coVnU63b98+AMDQ0BAa1D7//HOCIA4cOCCVSoeGhlBvLCoq2rZtm0gkun379okTJ5577jmSJBmGuX379tq1aw8ePGi326uqqvgN/DGx2Wz8aJJAeKHW7Cywa1nu6+7h/3VsEALwgx0ZO8oT7bq/8tbVa11uCGGU4yAABz/uwz7p5zgYjcYvOK52ulZ//+ToO1z59g6VdPojnsViiS0w0NzcbDQaecVw/fr1+vp6pVJZVlY2WkUlbut0Ou12u8/n6+zs3LlzZ1xblmV7e3srKytHi0TTdGdn51NPPSWVSi9fvuz3+8fLsZeXlwchRCWraZqe0MDR2trq8Xiee+45ZCpC8/vGxkaLxbJr1y69Xu/1eiGEAACDwbB48WKZTOZ0Oqurq1NTU9PT0zmOc7lcHR0dTz75ZCQSqaqqam1tTVDJo7OzU61W85NvDsLYkbk9JMMAON1gTaJOfaBA8dE1EIqZj8kI8GBhEjIULgSdSrHRIBMtVGGnh5gc3YgLQNuQ/48r0m1uuiR97Me0pcSwozR9dA59HMNu/dNuAMCa109ISOzxspRf1w380RLREgP5el2kyzcy/yUJ7PGK7GlsMU1Ia2urVqtNS0sbkQfHX3rpJd5p4sEHHxweHv6bE0OvlALPYHeBoSAzM7Ouj2ru8/79ltTh4WG5Uv2e2fcve3JfO9Htp7mf9GZzAGMh+ydbi091efYZmeHh4XA4nJGRETdtDIVCx48fX7169ehC8QAAs9lcUlKCYZjJZDp37lxfX5/ROLZ5A9VCZxiGpunJ+D5ACCmKoihKLpejUcbn83V3d7/44ouoOa/j8/PznU5nMBjscdNBOvLDqmuPrCuVASCXy9EolpmZaTAY7Hb7eDr1+vXrw8PDBw4cGE8YXnhBp84OO1YuIo8PRjH4wMoJitgcenlEqXxy6uJfnvSaX9+DPv7giPnNSzb2TsHk/FTFmW9tS7qcw8PDbrc7tlr7vn37+B5UXl5eWVkplUr7+/tPnTpFEETsZknitgCAQCDQ29vr8XikUmmc0ZTjuJMnT6akpIy5BrVarXq9HjkH5OTkWCyWNWvWjCk/crxCvRIAMGHHhBCyLBsIBHQ6nVY74rbT3Ny8ceNGNEvmu1h2drbf7+/t7WVZVqfT9ff38zUb0DMBABQUFNjt9vF0an9/f11d3Z49e8YThoUYA3EMJqpBxCcbiEYjoXDIZrMlThFckad/Otv/Xo8qHAUAABkBv5LjX5Y7zUKHsSwER8f24YAIx4zy6HCALU1XAQB8YZaKcBIRznIgTTVunY0nVhq18rtcBEU4zlvCC1JleSlSNgoZDu8KYDiO/79HsjfmyJRiXC4WPbs2byYUKhg1pQUASKVSvgfm5OTIDTleFstLT5HL5X6/X6rL/Meqlv98akk0Gu3o6DjWi7/zwjJ1qP9Pl8INuvDKFPZv10hFAP7you3TZld2dvbKlSv379/v9Xpjt0DD4XBVVVV+fv6YNhuKomw2G47jFoulra1No9FYLJbx5A8EAkhmqVQ6mWzJlZWVNE2/8847H3zwwc2bNwEAfr9fKpXGdXuWZT/66KNz585darz14cUbNBs93dx78DdXWwf9CoWCv4wkyVgPzFiam5tv3LjxyCOPIMWZWPgJxRZICmhdhd05mAxx+yvf3lf60iaTUkrqFOJdS9JP/dXW5EsJgMViyc3NjX1zxGIxb51JT09XqVQkSebl5a1YscJqtU6+LQAgLy9vx44dBw4cyMjIOH36NH8emf8Zhtm9e/eYm9Jms1mhUFgsFovFIpPJWltbx5OfZVmGYVDUAwBgwo5ZUlKSkZFx+PDhQ4cOXbp0iWVZCGEgEOD1K8/58+erq6utVmt/fz+aHPP/xXdMtJ805hcNDQ0dO3bsgQceiJ2j4xgWOzKLcSjGuMqiRNvsfIrgaJRjaHrCFMFarTYrKxPDIAaQERUzZuckJf3hQtCp5gFfhAPZeiUT4ZYaNQCA1iF/foqk28sWGRQJGsbl0FeIca1CxG8UF6UpNRKieTCYrhLfdETRn+dPVkhqvrXx1j899L1Hl8zEbxkcHPR6vbFT2tFc6Q0tNsh+Ue8eCGHBKP7UrxuO/tlmu90OAHC6Pf9z/yZjml6n02XL4V/vKvrWjoLynJS9RbKHSrQAx4602LVardvtzsjI4C00FEVVV1cbjUbe3TGOtrY2mUzm8/l6enp6enrkcnlHR8d4ncRqtRoMBrFYbDQaQ6EQqgOYALVavXfv3pdffrmysvLq1avd3d0KhYKm6Ujkrmlpe3s7QRCFax78YRNxdFgNAMAw4A7Sb9bYxjSexXHr1q36+vr9+/ePHhTGFH7CGwqMSVOPFwJwtMV+s887ySY4jmPYFAai0XmUvr2ntPm1XXV/v+MXX12NJzchOgAAgEgkYrVaJ1mEWCQSxXovT6ltVlYW3yshhKdPn/b7/fv27RvT49fpdLpcLoIgUK+MRCIURfX29o55Z6vVShBERkaGTqeTyWSdnfH7c6N/xZYtW772ta/t3r27v7//2rVrGIbJZDI06eTx+Xytra1PPfXU9u3bN27cqFarIYzfik+A3W4/cuTIli1bkDGbB8NA7Mi8SkthOL52SSL/NT5FMI5hBCGaMEVwU4/3Z410ODLytlBR8NNroaTEp847nXrmDpNvcum2QyfFXKxYhIP8NBUAwDoUyFYTXW6mJGOCyS+KUn9sRZZWSnxvSwrNcn5qZCgvzUphIpEbQ9TGfG13AAAAAoGAWq3WjLU1OiVYlkVrqUgkgiaA/H9ZLJb8/PzYdRKE8NKlS16vFwng9Xo/utZ9fYiyucIKLvBOG3x1W5FcBCmK+kNtM1ClbSszAgCkUqlcLg8Ggzabzefz/cW+iotW+19vSv3JZTuKCWtvb0cbrTRNV1dX6/X6devWIcE4josT2GKxLF++fOcddu/erVAo2tu/MCRzHBeNRj0ez+XLlzs6OpBu1uv1xcXFZ86ccTqd6DKPx1NTUxN3c7vdDiEkCCInJ0cmk7Esq9Fo9Hp9XV0dejIURUWjUbQZdbix1xVkKpR+GTEiZJCJuEMTpIiyWCy1tbW7d+9WqVT8w08svEAsk+yV59uGXnqrDgBQa3Mf/M3Vi+2OWZFuBBF+T9o0Go2izogCq2J7QUdHh0gkirNBNjc3d3d3AwAghAMDA+ikz+e7efNm7JUTtkUpLAAANE23tLTwlo6zZ886nU5UVZNl2dFRRmazOScnZ2cMRUVFsRtIHMdxHBcMBltaWi5durR69WqpVIphWGVlZUNDA18Am6KompqauPoibrcbdRODwaDX69FxUVFRQ0MDmkyjCHv+cQEA7HY7+lGTxG63V1dXV1ZW5uXloV4ZOxJuKNC99dKql9dmrlD6t6e4165ZM+HukclkoigKAojMSYlTBB9u7HPfHcfhCbNJKfkw7+yp08hNeKvfa1ThTlYU4WBRhhYAYBn05WnILg+zsmSMasxxlBu1//GVirLvHstSkyVpCvOAb22+DgBQkqF+/0okTSnO10kgwIaDUYLwIa+2e+Ttt99G7+WJEycAALt370aOqSzLtre379q1K/Zi5GuXm5ur0WgCgUBVdfV2jNtuwAgMnvOktAUkPz97u1gd9dMA+Ab379sDAAgGgwRBRKPRYDA4MDCg1+tz03Ub8tVU5/U/yeLefr9XSQKTyYRCd3p7ex0Oh8PhaGtrQ9+4bt26WCcLu93ucrlQhiae4uJii8VSVlYGAOjp6XnjjTdwHEcG0QMHDvB+SQ888EBtbe0nn3wiEokIgoAQjt5bvnbt2sDAgEqlCgaDWVlZ+fn5GIbt3Lnz1KlTb731FkpSceDAgeLiYrPZnDp45ZWs6CAjcbJTyB3R1NRE0/Qnn3yCPhIE8fWvfx0dJxBegGcyvXIkMU3wrrxIb7+85t6D6GeHkydP8qu3mzdvLlu2bOPGEU9Ds9m8aNGiOP8Dq9VqNBpzc3MhhMePH49EImKxOBwOl5SUxHrwTdj2zJkzoVBIKpWGQqGcnJytW7cCACiKQtrx7bffRk1ycnJQ0BeC4zir1bpp06bY2xYXFx85cgTtqEWj0TfeeAPDMKlUajAYHnzwQd77vbS0FMOwixcvnj59WiaTURSFYupib9Xd3V1fX69SqSKRCEmSyNhZWVl57ty5Q4cOqVSqUCi0ffv2vLy80tLS9957T6lUikSiKWW6t1gsNE2fP3/+/Pnz6MwTTzyBbLG88NlSqV8Bdu7YwQufALVarVKpopFhmubUamMSS6JOCWxKS/WZZvPmzRcuXJhqq6X/eHxXDgAS1R/aRjwXnv55zVOlyv9udP71w8s3FE5qiHzx17UbM4HVR5TlGl7cYAIAuILMA//7zI5ijZgN/s5MF6sjBgn3wtbFxXrJTFTHnSRf++3V+vZ+ADB/hOD/cg8vUl/oDjf94y4AAISwtrZWq9Xq9Xqr1RoKhfLy8kpKShq63d//7Nb2HPJatyuAKb+3NaWsrCxB5EAS4TguEAiQJDmeZwRN0+FwWCaTxWWZoSiKZVmFQsEPSfXtA998r2kg8MWcXSMTv/vKWqFKycwxyV75nU9uHLrSE3fyxXU5rz02gdvBkn84GgXQ8v19k5Sntd+1+z8vd/7rZK+fHUKhEMuySqVyGlGe4XCYYRiFQhFrZJ0FUDl6pVI55jgQiUSCwSBJknH+B+h8rLThcDgSicyEzxKTvAAAIABJREFUDqOYyOLvHrdN+m/t9/u3/tvnuUpw6Bs7Estzs8/71V/XxZV8SMpIMu/2fqdBgI6UaeFtD2NQjPyN24YC+TpJl4ctSVcmbsuzoSi1eZjJ0xC3+kfsGTqFGABQoBXVdPsBBlp9xEU7+RdVtqq6tjlMnNvjCvsiIl+MQgUAnLMFD39jIwDA6XTW19er1erS0tK0tDSpVKrVasVicSAQWJmbEuHg5hUl53u5p5eq/+m82+GYpa05HMfVanUCV0OJRKLVakenbZNKpSqVKnaOv7oo85kNhaRo5IxYhO9fniEo1PnAVPMiLTDkcrlGo5le2gSZTKbRaGZZoQIAlEqlSqUab2ItEok0Gs1ohz50PlZamUw2V4vCOFQqFQYwDMMmlAc506hkI9tdSknSStzf9zq1fTgAMJAhjfR7mFydDACAdp9wHOMgSFWO6/Qbx4Yiwy0HmyGNmge+iK0uTlcFGNAdJCAYcQ8LMNzPm6PdgTlb3A/7w0oxgbKAQAAwDBAY9tKG3DQZaGtrYxhGo9HwjpHLli1bsWJFdnY28lx4YYPp0OWup1cZb3UPP7vG+M0Pmpt6vN+rvvW96luT9yiZc353pecXX135yqb8Vzblf/LqBgCwd2q75looAbC6IA3Ep6HBVhcYErdq6vHSHGA5cB+9gQLzEL7EAoZjIpEorsTCmHBcFHLwDoBL0qB+3+vU063DShInCMIRYkvTlQCA1kG/KUXc7WELDeOGTIxmqVHT52Oz1OJYnVqSrj5p9cSlhQwx8NcXOpL6IyZLU68nRyvbkhYCd1zAIcRylNHdOWB4eNhkMonFYpTRF11PkiRJkiKRKDU1dXBw8MmV2SduDT65OvfiAMjGXOkS9sDPa96s6XyzpvO5X9Z+eLE58Ss4H/jZuduPrcjavij9Hx4u+4eHy5YYNd9/bGljj+fDa2O7OwrMGjf7vAB8YUmCEADA3ewbt5ZIKBT6/YUbB39zOcLBKAfulzdQYH7Cx9JwHMdG2AljaZp6vH/6bkOAiWAYhmFYgIn+8TvXFqbf71Spt7lTZbgfyOQkXpCmAgC0DfmzVUSni1qUMTUH3TW5GouTzdFKrHeKRhWnK4eD8ZtXGAZuD08cdjkTnDYPl2Wqzw2KY/I5weEQ5uBk+fn5YrF4aGiID7iOXYOmpqYGAgGKol7amH/5tkMqJi8NwJOdNHsnB42Pirx2vPt616w6ak6VIB356en2v9mzOO78/35q+dlW+2c3kuCzJzBtUOwTBiCAEECIAQgAFhcQFQuqkekNj/Sv++INFJi3oFiamj7OGyVb/eLLA5HEsTS/utDpo7jYxZI/HEnKYum+16ltg748DeFkSRzD8g0qAIC531uYKrvtCC3OnNrm+LpC/Y2BcH7KF0vV4jTlmP75+foprICTyCnLsCsQCkbukikUxU62egAAw8PDqampyPqIohrQGhRFNRiNxr6+vhc3mH57yfbCxoL3bzhD0bv++gEWHje7ZvPnTJXvfNr8+qNLwd3TBfRfP3224tPG/pO3JoiFFZg59pTqFCQGAAawkX9yEbandFwPwVmokSnw5SEUCn10y/PTek8EYqEI+M+rvo/N/gTbHtbh+DcNw4B10H/vktz3OnXIRy1KwYcpjInCwnQ1AKB10Fegl3V7I4smCk6NY1NJevMwnashbt0ZqYvSlAAAyd1uBxICe271GBlxZ5phPz3so3QjCY2/sKcCAFDFFbvdjjIajlntud1Fy2QyQAc2FaVKSKLfP4bziN0fnq1fM2Uaezwd9uATK42jpwvogl8eXP32ZdsFq7DQmRs2LM7+m82pKsnIkKIgsb/fZqhclMz6XAIC4/Fhfd+hRi/v+MJx4M0G90cN48bLmnRjBG6Y9EmoI3vf69Qwyy1PBb1+yEFoUEkBAO32YIFe1uVhxsv0Ox7lRk2fL5KjIW/0utGZdLU0AsFLpV94xolx8N3tczNSnDIPPViaviVXQuCQt6dyEJOLRY9XGAcGBviU3Icb+0ZXe/7FuY7hqPxCS/fW4tT/OtueqZHEmeQhxMTk/M0f9J3Dza8/tnTM6QJvBTn0cuV/nrJetc3r1fYC5rF1i/92nQJAWJ4q+vY6xSOV8bv0sYzODKqRiZNbI1Pgy8Nv6wa4UfVQ37zcN97133hwkYy8S/3JRPifPJAogd0kmXc5H/hcLZMJM7/Y7hDhGAkjnW6QpiABAEM+SiLCIcAwDNMppqwhVuWqqAjWOvRF/q3iNFVEHBHhPjYCAAA4wHT61KneNimctgw/tizd4XBxyFYFAEDmKwCu2pxelzMq1fR5evo94eaxHEPqOl097jAbidCss8/LYBiOyuyg2QKEAMM4/aTdpGeZD+p7SjPV5UbNdz65MXq68NHVbj6xwO//eP3+n1z8wRPlHAcON/YBAJ5YaSwXgm3ujcn0ylAo5HK5MsQshmFLNUyGVORwOEiSHC+Su9yo+aMtph8et/Ih8t/YXiCERQlMD0cw3h0Jw4AjMG6GtXKj5sdPLfmzD1rCEQ4AIBNhP/kfS5Ly+s07nTrJPEpNPd7DjX1XbW6lBI9Go32eaEUOclAK5GpENhdVmDDT73isL0y93eeIcpwzwOiVYgCATiF596aXjY5Uq6U48HdV1uy0lNnPDnPKPPz6QzlfP++Ny9IRYiI/P9O+vlCXL8c2FOiztDI/HfnrD2/EhTP/5sU16I3p7u6+0MOcanefa7VHuRErPQYASYjm7SrhO4ebb7z2EJhcEGT1Nzdt+tfP/QznDbEAgMON/T95ZsWmormZCS0MJtMrkeMlykwbCAQIQtXe3q7T6cbTqU093l9esEH4hZ/Iz852rC/U3y95lwTmFSqpyBeO16AqSSIFJ5VKMByiRQWG4VJZcrxk7su9X96i1tzn8dPwhpvAcKxALwcAWAa8eVrxbUd48tkeYtlUkt40ECpIETff2U70hpkQe1f+22SlhZwSZ1vtW0pS/T5fr3cM7/BNJuX/fWb1nz1Y/OSq7PWF+l1l6bEZqDUyMjacOTs7uyKFqbe5D1ZmiwgcuZOIRZhCghvU87Eeyz8fMX/roUUSEQ4AeGZ9AUnEB0Fm6e7a5L9iHfJTEe+dZJ7uIP0nh+qvdQ7PkrhfVsRiMYZhKHoBQo6iKAzDRufx4LljocAhhkEMw3DMHWJmv2cJLAxW5aWMNmatNo1bu62px/uNdxvDzEijMBv940Nf1liaOItalON+eytCEjBPrwAAWAa8hany287Q4ozprOKXZWv7fJG8FEnT/8/edce3VZ3tc+7V1d7LQx7yjO3Y2YOEhBDIYI+UvVpWW8ooo6UttBRaOoGv/WhpKQVaoFB2CAmEkEl2nMSJ956SLUuytnT3vef74zqKLCt2ElJI+uX55ZefJF/LV+Oe57zv+7zPe0TTn1by+bqwuc27pNQyGGEVBEaM1SLrFLIbzkmf2CDNBpCMEd66a/7CkqNRGoZhWVlZ106zGrUqAoICPZ6lxnPV8OELS/+4qeOreDEnAleQ/Kx5+O7Foy/wwwP9M7IVqdYCN0/XNg6Gb/r73oEgKT2ypn4oQo+JXKOM8FHdMSsrZ3FKwLIsTdMbOmIiADtChk3dUZqmJ3Ycg0BMVQZ8Zad6Fv99uHtxkVYpS22P1irxuxYfc5TNi9s6k+NSJMQZ/qVtXcc6/vhx2uV+J8V4AQ7FIwDAEdFvbGVpzoaO8K05Jzk9ZnaBDodYy9Co9PeGufmbWr2prshaOf7V50g3t/quv27KJ03RpUXad+oZJYHRnAgA0CtlTy53zCnNoEOucRiPlUazWCzLCgfvWt0hADgwOmUdRjy9n7UKjyyfIiW9v3oEAoGkj78EURRfaAJPX1Ut3f3FmvqRYKzFSwFJ9AwAAGB1U/Rn52Eylf6GF3ctm2J+6ILijP5wEwRMZ3FKIAjCp73Mp0NqAFCYgx8MakmRWbTomOY05VYVABhAEAEEAMAgQghUZJ0C4eVZ/D9EjcPwt1tmf+eNg3GaBwBoFPjfb5s9QX20x5/BY6DLFx//4InizOPUkViGnS/Ni6/sHtjUPtLuS7T4yJ4Aw/DiYIiy6RRy2YnF4vOLzI0Dwc6R0camCyvtBA6VMixKCwAAhMCdc8xTsk6mWHvSaBuO6ZUyNWA2d4bOLdQudBCDCeQ0aa0aYrqBmWolaJo+UU9/RqZneMSneEc8f5C6ZX7eHzd3SD2gXz0CgcDu3bu12qNJ+8YAEI1Tptlk/f39f93p0qiUOp0mwUcAOOqCRwqgmzP/8PySlTOcL+3oW/p87Y3TLXIcssLR15Y6av5EIVXuwVmt02R4/8Dg+kF58nNBCHw6KJ9dN3DnBZk3dof6RwAQAcQgAgAAEUEIUF1v4Jq5k08gOYuzGA9RFHB8tEdDhuMTew2WZmnafPHU3AhCsMx2MhXDNJx5nCoiAY31FUUIAoS+uaCwy5eQ41iHj2ZF8D8bO/xxxh9jlARu0ypsutF/9uT/WoVNpxwfky0qz15bP9QfZlmOkxMESZJFJsXKYqLRy+0fpAAC3b5YOBy2Wr86zcuWVu/SCnu3Lxqn+boharoi3JDQ/vo8giRJhmEGBgays7NPlFM3d0f5sdk2DsF4gtrcE39oWflJSKa/POx2u0wmcyXwNlqHECojgtviuc8tVpMk+U5zLMtuf2h5+T1vHBj/i//c3bu7J5BnUuebVN9eUvpOrZsVUKqkmReFZze2/eNb80/0lLZ3eB98d7TQMIHW6SzvAgDeaZRqUSj5tgMA/n0ocOcFmY8Pkjwa1/wQnGwU7lmcRUbs6/Te/9ah6JGiT5Riv/fGgX98a9bsInvG46+pNm1sHmZFTEqTQACUuHjt9FMw5/HM41SDAh/fBKIisBVTswmZr8qmuKTS7Etw73/vXGmlY3lxUZnFpJb7Y4w/xvhiTKc37osx/jjjj9HBBJtkXLtOKd3oDbFZWtmn9e7lNfkcy5pwhiKFa/LZnQOgSCceHiIjkchXyamb23z3L877rM6zqNxW2xsCRtOCfFyr1UYiEYvFIg21ONHnPKKVTWbeAEIgEol8/8KK/93c+dQVp2BM7InCaDRiuZUfHKYpAQcA1EPtzCzZysXz/rihhWS4b1ZqmpubKZoev6NaUWG7b9kUd4h0hShXkAyQDBg1yQNg9GDYOhS/7626P9806/jP53gGgpIk+cnBrqe3DEkeex8cdD2xzHHZnNKvaxTg14hAnBnPkRM0M8hk6Sl6CAGOn/oV6eyO5/8DjqWiOBanVtjVCw2hbWEzHP3GwgWG0ClJQJ55nHrjguK1jd4YwydXTISwIosKANAyGC4yKzp98WKL6r0dDcmVbm394LFWOoSAFM76Y4wvRvtjTN9IwqCQxVnxF592PL62QxSRDAOdEf6gFmoIwIrYMA0ODDEJRUSKd/GM7oWnDhGK6/LFzWK4dliY6cQuqTDsG4hfVABjsZhGo+E4rrKyMuMvTryU3LigeE39UIJHycwbDoFVq7hsiu6CjR0PLy83qE5g6PcpQb0r8moroASZRIYCgO0h8O2Xt9ECXuPQ/37nSKef7PYnxu+o1BinZoMLC63aqdkAgL09gbZhDgCYyr0mJXZRdc5VL+yShuIdDzJaZ6w5NJTKqZJpbdJjTzKtddiMC6bknfwbcWZCTmBgrBMchEAxjjiTyDFpAfBnevCU4eyO54xGvSvywUEXAqBxMDLpZiijYGICFUXLMLkzbEw1Tt8b1rd645IV3ZfBmcepNQ7Dc9+oevj9pjiLAAAKDKnkcIo0kcYTrbZr6t0xm0FznCsdhMCuU9h1Y956kwJs6/A7jcQfbj2X4oS3dnW/u793XjZgEEzQjCDi7xwe5uuDUtRrUBGpuWXbaFZZYdcrbVqFUf1lmWlzq2/pFGt9jwdhis9bhv90Sc6/DjFPLskZGBiwWCwajSbjpMBJk5aiCCAmA2hU+QYBEkVwcJh2u93fX1b2v5s6n7i86kue+Ynio8ODYZJJFtgQglFG2NJDLiqzijLFJdNslTn6Zz9v/6JjhGK55I4Kg3h/DAwycjAy4vF4bDbbrXNzHl+b5tsJryhXL3DI866YOu9Xm3b/+EJZekPOSeJYprULxvmx/NdHS1qlzB8DaZkPnfKYK0yNwwAhRGO6rWGN4ySlhRlxdsdz5iK5gkEAbnt1/6Qt5qtmOT6sc0eoo1ejXklMoKL41yE/j8ZIbWiEb+qILKn5smd+2nHqpI4tJEmW68WHZsp2u7lEIoFxZLdgVSOyp6en2R28IN/aPZKggew4V7qMOLfM/n7dkCiKPM+rCNkF1Y5XdvXOtmMAov0efCCBlhRq779sjuRWH0ywyUjXH2N8UaZ5KOqPMb4o7Y8zcYa3aZV2XXpBN0m9SmKSIcZb2rxVeq6HMk7JlpXyqtYQurg6Oycnp6urSxAEp9M5/leOJ2n50eHBODN2ZggE7QFhb/vghbM0V290PbS8fIIF8T+Bwz2+1OQhAAghcNm07D/eMJqwfWe/y6Ai/n7b7Pv/fSiUYMFo6+0shhef29ylJLDvLnaq4vHZFuGGSuXbbXTKU4nTK0pYls2RY+seWFzxxPrND59faFFPzHNqOSbFw0mS0CvHmOetrT9e1/7jrMuetjgeH6Uah6HPH0UpmiPpwWMdf6g/gBBKSzkc6g9eOfOUEd7x73jO4rTC8axgaahxGL67pOj3GzqSm7T7Lig5lu6X4oTtXaHxj8e48Y+dME47Tp3UsUWyaykxyeVxbwyPHaCzUBRV5duys7MHom1lNo07NlyRkyEKCYfD/f39srHAcVy6kXrknGKbP8GFaCEejxuNxiKrxpsQRIRly1k3KcvWwX2D9F0UpdFoAABmjdyskU85hrcwLyB/nPbFjpJu23BsR+eIf7Sgy8gwmOTaZEE3ybg2nWJTi/e2VTmPbwvrVfJbZpjfbwzcvaSc4ziz2SxNSx3/R48naZkRTov6H528oPDcNM347GctP1pR6vONsUpACOXk5Jxc6uxYBOaJUO8dcP97b2+MEdN+BULgDY2q29u9sVd39q7+zhyfz/fbixzSAJPlZYYcLJZTmLP0ewt3dwf+tKWT5cU7z3EU6qEcE1geAwAocPCzC7JvfbX2l1dWLy9WsdGRrl9dsuSZrTfOy3tpR19GntvY4n36k5ZFpbaHl5f8YXMXEAEAAAG4tMI61WHY0x348NDg6jr3xTU5dy52/u+mrlTLKoRg5dg+rpNYIE43HI+P0oJCw8eHB9NcM88tOeZrlCr6aWXvjD5ZZ/H/DSexgm1vGvjLlk6EUPIb+PzG9mq7fGFF/viDr3txz7mlli86/GnKjFOSvDrtOHVSSHPyeJ7X6XQURYVFhQDg9BKHnwI2jQxX6eQy/M6lFdt6alNXOq2CuGlhqdms4nme53mWZUmS5HleEATp/yS5Sqi2KzoCXEvf0KwKJY7jZXZtFMrMcork0Uy7qslLUUc4dWLIcJhjUOUYjtl1F2f4pHhKKuh2++NJxvXHGBkOH9ng85MiDNE7teK+/uiNDLe91TN9yjT7l7A9WjXLsfrQYJp/4fVzC2q7PDsGxaVTdH/Y2n95EQwMD6UKoGKx2ARucxMgY6D2Yd3g+wddvSPkUqfyD1cW/3SDq8tPpv1imBKl8QBX/nnX4SeW04lYZ2enQadbJTVzC5GuLrd0SgtLLAtLLAf7Q7/4uLFxiBIRLq3TjAh++4XvX9+cdtsbjT0LnPcuzO7v73/+hlnfeHEXf6TfJslzIgK/+qTVoCJev2N+mORu/2ctShI9QmsOeba2+apyDatmOp66YioniBQn6BTEz9c0JljJNRS7ulr/3IaWzxqH5hRbKVagOWFrm29ij+L/DmzrSC+OAgC2tvmO1RtzRBghJMveWjk+3r3kyyDjl/y0NeA8iy+Djxs8MRalqijiHFpzaGg8p/5iXcvVMx2bW3xpygwAxJH4KRjMdeZxKgDA6XQ2NTU5nU6WZYe9MMHDQotmT/dIgYHo8idKrOoah+HPN8287626MMkBADQENKhxmVyRMaoDACCEJHJNYnqO2h2N7O8ctmvlgiDYFMIIqyxRKov0SI9zUVpo73UlaVi6IaWCTxRahUyrkBVZM9PzI//abTdqh4Lx9hDv0CsDFOM0a9Yecnuj1N8O1ftjDCeg1KDWplNYtPKWoWhapWr8UiK9RckkKgLgLzfPmF9sfW5jx6ZvVz2zzT3baV7XK86TCwzDWCwWAADDMBOP+T0Wxgdqd/xjPyeKV8903HdBmZnzWyyWP33R3x/MoOmtyDXI5fKr/7z9tdvnKglceWRHJZfLM57S7ELTLKe1fnBMPTXOoU9bwx2/vLjiifVtw7GfrSz+4yeHeSG1kgdCJHvj3/biMqzYqonT/IPvHOoPkGlciACKUFy9K7KvJ/j4R00qAlfKMChyRhUuQyKOgXyT0hNDswuMrZ5Y21D44mq7UadJjj9LxX9fQNbmy9BE3zqcvklKosRE/Gix9TdfeBMcAACocPTYEmuJ5VRac6StA3qlLNWk8yxOW5zEZkin0wGQPudx/IK/oXl4MEQ9cVnVa7t7QVqaBEJ38JjzVo8fXymnStGhXC5Xq7+UW7Fer9fpdAzD8Dw/TCK1DA50t39xOGAluL2tA3YF1tDQgCKRG8qJ1xsZHKBvTtM74cgP3zlw37m5MxxaDMPgESRvAwCSdwmCWFSetbol4ufkVqtVLpdnm6n1PbFigyZLzyEICJytH0o4c0mJgCU+BgCMzyoTBJG8ndHfJxUkSabmWkOh0J7+2DPTbD9vGwlT4jOXFT271fXoRWVTtIzZbJa+LjQnpAa16xs9e7oDZdm6IqumN5BAR9qe80yKl3b02HTK1IJuVY7+9TvmSg6rvlB0V5vn3FLb0gr71o7Ao0vz322Ovbhz4HuPLPhw877aRpdGo5mfBa5cXH4Sn9eRTM5R9QoriHcuKvrZZVWtra1bh+Czr9c+tKz8uYtlP9nojTN8cueoVeLfOtf5wm7PrHw9oCNtHoLkhAAwtvf3IkxGc2I4Thmt9k8HmmhOoDiBYgWaF5uGMpihvLGn7419/TiAOzv9F3f7FZk+C04U8/QaQQQ8QlqFTKOQpXEqAOC62fnrW4a7nroYg5CiqKamplAopNfrJY7EcTwWi82bV2MwGD4+7H56XcuzF+WUzbc1DEZTPShOeUD2ZSAIQiwWwzBMr/9S+iCWzdA47o2SDC8qMvmusCxrZn235IVe6jEiCL5bztjEEMMwp1aUu6jU+sad8655YWe2Gv7l9nPOEurXAmlla/PRGzvDAICVU4xlFsUEVaS0HX+aY3lGrJrl+OCgK0oLyUVGK08fChIi2R9/0HjoieUAAPmoSnFMd4BWeQqaHb4iTt2+fbvb7Y5EIgCAsrKyZcuWnfRTSR8PjuNDQ0N+ChnkmEUjKy4uHtkfW1Bmru0NzSnLyskxbWpyvdkOSQEDAPyzkfpWufLxucT/1gXuVqrmF2rREYiiKIqiFNJJd6XHS0yyGCN0jND9/f3tEfBJs4dkxYZBoJRhDi3gBHRgILq4OJjKzQghjuMYhhEEIfnkPM9LzymKoiAIEstKRJtE8q60Rmu1Wgghz/MdnjDPK31+f5wVK3O0OBvf0R3++23m7u7uEDSs2dYCjtQm883qdw+4nv28/ab5hW/efY70RjUOhtccGqI58c19fY9fOtUfY/wx2h9j2jzR0eJunIlQnBTjmtXE2p0uXK4wqIjVraHCHOs5ObKOSvvlL+6nOBSlRQBi2/pwZzmz6BixfhIIAYoTaE6gWIHiBIoThqM0BCIa65hzsD90zZ+2NvsZqwpbXpm9o21IgDKOFzAMIGG0C5vi+FV/3YtBZNYoNrYFCbzPoFaq5DgVY6CYkONARWCiklESnJLAjRpMaZSpCLzCpvz7Xg/JHg0E9Ur5s5cXZunkUahpG479bn07zYvjCeCS6pw/3DAz+cj+bu+dbxyOppiC6hSyG+fk3rrQeeWfd/3rtpqRkZG5c+c2NDRkjJuvmJE3t8i66i+7snTyxU7N7v4EySMAgJqAf7y26nRY3Jubm1tbWwOBgCiKGo3mtttu+zLPhmNgfJuTQiab9uSG+y8ou++C0uSRDMNEIpFIJCKTyWY5bbCXBxDNLskyGAwnkQWZFDUOo0aBzy8xnQ7v+f9PsCz70d7WV1pRjEEAgM87wndVwW9dNFEVaVGp9aeXVr68vafFE/3FFVNTHcszosZhuLja9s5BT3KRuWxGTtonft2Le9797gIAQCQSuWGG9ZcbXSBFgYgQvPvY/sDHj6+IU8PhsN1unzp16p49e77kU0kaJamY6o5yGhnSYyzLsl0j5B3nON6tG76j0DZEY/9sx5KalzgrvtaBL19S/bTN++vdPoxQrpiawSA3DVX27t4o5+PVv/2ij2RHn4rmxZ4wcBhk3QmspKRErVYn6RMAIP2fys2p5A0AkEq5HMdxHCcIAsdxFEWxLJvMPMdisWg0KpfLI5FIU8JYoec3d4YJgC/MBh8d7D+3QF1XV3fIQ/61vi9KiwCADw66rq7Sb+2JV9qUr64q1Cvx7u5uieP1EN42TQsAiMat9d2DV1ZbYZYKQnVqaC4iEKKFQILzxdh4IrG9bdhhVjcOJ55e3xmh+RiDWOGobijGCN96df9Uh06vJCCAACJRABQvUJwQJvkwyfIiAgBxgqgicCWBq+S4isBVBJ5g0h1zAAIdw5Eim+6WGZqSXJtCBllSsaGH+vaSksoc3fb2ERkOr57hyDYqr31x756fjDrxhEKhYDDo9/t5Xh0MBgEApaWlKpVq/IZ3brkjmfHTKfAXb525sMQaCoUCgcDixaV3Ly4u/cl6BFBaNUVAY0RSeWrx+vz4W31KKTmploEbC2IODbLbDTfPtj/4buM/7l4kiqLVam1oaJCS/wihefPmJZ8hx6C065VIFDkRQJi0rYLhSPQk7CRPOSKRiEZ2P4uVAAAgAElEQVSjcTqdXV1dLPtlDYxsaswdSdcclZiI9x648NnP26c/9flPLipfVqINh8MIIYPBoNFoZDJZbZdPBDqA4K5W15xiJhwOG42nvswMATy50sxZnBL0x+CrrUAiVABAjBFebsYuWIRqjr3J2d7h/dWnrcE4CyF8cl2rRaeYWCr//oHBdw96UheZt/e55zlNV88crac+trrx9nOLyuxalmW9Xu+c8gLltgGKB0kOVhKgyH7meD5cccUV0o0vz6lJjdKUKVP2hd0KCjqtaoPB0Bugy7K0A1G+3K79w6bO6FgRaYwV19YP/2hl2U+xnudqB2levGJ67sR/aHGZ+a87Bz9u9I4rqgECw/rDbDxBqdXqZJz6JV+XhFAo1NjYKMl639tP3zjd/Pe6aIgW5ufKn+mVLSlRNw5G/trAJ19dlObfPBx6cGnBzDxDVIQBCtC8SLECyXIUJ9CsQHECD/CX9gw3e2maF0mWp3lEswLNizQv0pxI8yLDixAAhQwmWHEkzqoIjGS4PL18KMqmaYZ4UXT543olTvEiyaE4K2jkmEoGgjQSBAQAUBL4TTNtc/O0Vi1hURM6pQxC+PTnvT1plQ4IFjn1jyyyyeVyi8XS1dXVADRGJXvPuXnNnoRCBgEAGBSv/svutfcuFEVR2gEoFIqBgYHh4eGioiKKokRRjEajg4OD42VTUsbvpc8OIYRWlBulTa7JZFKpVM3NzSUlJRdPy15bP5RWTYnH4u3t7SqVSqVSqdVquVyeTyTuKBYawgoAwHQDYyMYhULhcrnm2LGBgPYnb++9dZpeahHGMEwQBJZlBwYGjEaj0WgUMPmSZ7b98/a5IyOBe95rZcVRSqU48Yn1fTaDeknN15z+XbhwoXTD4/F8eU61aBUIUDAlmYYQNGmUgiDcMce2PB97Ybfrb1+wj11SsbzaAQDo6OhYs69tfbRAWgZf7tV5Ap1Op/M/waln8fXio8OD4xfkCXS8JyGVf3VXb9pgaQTQqzv6JE5dc3gowfA3zS8AAHR1dVVUVHz/7QaaO5qpggDRLHhlR0+yc++kcaZqlNbsqK/1oYM+DAJxWlFOtz+eq5MFEpxShumPYQDE8zxBEEVFRT+AfX8+6KU54bIqywS9IgtLra/sHYqOa/AAAMgwzKDE9/aMXGE7MX9IThCTGVGaFShOpI7kSJPJ0j435hshcZWmMww+7WZ8pGDXKX6+PdI0zAzRCV+Up8bOc+VF9NJOd7bOq5BBAgMKHEoBolouUylkKgKfYlMecmGFVk15lk6nUmgUMuWRCFI6UkngkhvUY2/tsttt+Sb15w39z107/YmPGj9sCqZ18a+aU/D4pZXJyHt7x8iD79ULwmiClOaEd+sDtYOJOCWGKJYTEIFjNJdBj4MBMRJL5GZrenp6huLiP/a4/nldyScHu3611SO53ry1333TNGPI0x8cQgihcDhM03R2dnYoFOrp6TEYDBDCQCBAEMTIyEggEEgrjZsx7IfLSyCENE3X19fn5uZKP8rKymptbQ2FJHPaMdUUgiByc3OlmWWRSCQajQIAiNjwEoMWQphIJAirta6uTqvVZmVl3bkw/7ebB/YH5UvUyGQydXV1AQBKS0uVSiWO4ztbBh5Z17/6zmmFWeon9/UmCVUCKcBT0l1+WiHHrIMgnJb71clBR0eHwWAoK3S8VFnW6Ys/va7ltb3uxy+tHErg66MOFow2MLAitjacdzUJS77OF3EW/xFIcpPjeVDCSXcDZoQnQv92feuen1wIAOjt7S0sLMQwrN4VTDsMQlA/kKFp9URxRnLq4WHqmf1xKfmJQYzH5M3uUJFZ0T4cK7GqQCbZmFouOycba29v1+l0Vqv1gbnYS4dDoWiiWHD5ePVONwMAWJwvt+FUMuiZV5LF8ijPotZ7qNSimgyDChlkePTuIW8CqpLhIMWJUu8ElVJKPPIjQfoRhDCZEVXKcRWBpRLb6A2lSi0PhzmhIktD4IDAse8vK2/qGtCoVQ8tynrjgHddSyDtDVk1M/fJq6ZJtxFCSfWylGHmeV4GxbbhyNVlCo5LiJSIszgmkwkyGYXjPEFQRyq7dy/IveClluanLnp8dWMkErl+vnNDRyjBHfUvxCBYWGJNDc23dgSi1JhrgxNET5ipyjXMN1pwDG5p9V0/O/ftA4MMf3QrgEFY6ya39CaUxIhBDodi3PKqrD/sjWxsHaaO1EF5QVzbHr92UeXUHH1fX5/dbrdarQih3Nzc/fv3EwShVCoZhqmurtZoNKn5doqi/H5/auJ9ZGREJpNJ6mWEkN1uZ1nv+Hrqts7gbz5pXlaiy9FiLMvGYrFYLNbuZ7qHNQCgEjzhiEaVSqVer49EIjRNf3e2/uG1fe62kFGj2tZHAwAupPusGBnUOj9sia2/a2osFj582D3gzaCZOiXd5acVLq40f3DQRfKj7vkYRAoMXF6TVVl5tJJaZte+dse8nV0jD79b74vQLDq6/kCAeAT/utN1ysP3elckwaE6d/x4LO7O4j+BiyvNH9a5E9zRQFItgxdXHjMgOVEOBgDcvaTo4XfqEcpQH73ub3ve/c4CAMDw8LBOp5N6IBHKECyJE8+yOT6ceZwqpQUkQgUAiAj9aUvX8gpLqU3dMRwttWsBAJXZ+t9fM+2+t+pYXgQAaBUyhheAztpG8mFvLBQdDsdJkWY/cmEkLQwlIhyPAACf9zJ5elzb2kBxAsWKNCeICLx5wCvHYbI1BYPQrIIDEZbmUdNwIt8dOcKOuEFFqOS4MiX+S/5IekRJ4LLjMAf+rLZttV/ZHRIun25aU+8ttmlWluk3N4Br5+TpQPTGuY6tncEJvp0QQo7j0uLvS8r1z2x1/+mbC8HYxiGppsvzPE3T0v9XlRC/eG9PdZbi3R3NFUX5SASpJQoFjj3yft0FU3KKrJoWT7RlKOoOZejoumFuwU8vq9rXE/jlJ62HnlgeDofNjOdvjQLJQwCACkc3FsQeuP4io9HY1N795BbPzQuLHUbVP3f1UuyYiDZEstf9dY/DQOSatNnGuE0XlBTLMdyM0XElFcURH4vFRFHUarXJIXGiKHo8nlQZPUKIpmmr1Zo095haEqkd7k0Lqi6qtKnl2BObBtUEdtEU0+XVRa0hcdtwIiFCAEA/zHqoWr9oYVUikaBpmiRJgiD+53LnN16nOAQTrAYA0NoEZ2XpZWHm9xc7Wt0Bf4wJJFh3hBnP3/99A7gXVuRdW93zWn1s9C0F2I0zDOfPKB1/5KJS6/rvL57y08/SHocQtHiO2SCYVMUPjcQBAH19fcfjQCI1RtO82OGnjsfi7iz+E1hYkfejxUPP7ApIGhcNAR9bYps/5Zi9MSfKwQCAleWmSyr0n7RFkgHAFVWGFZWWR96tf3BZWb5ZHYlEOI7Lzh5V0hTZ9APhdM+HYvskAszjwWnHqYsXL057ZMeOHal3x6cFIhS3pt6rU8oSLA8g9s7BTwEEKgJHSMQhUMgwh1GpURAPvn14WaVdSeAquVypUxoUtIMKbPUJyR4HQRT9CXD/hfmznDaVHFMS+M8/rNvbF3vtG3m8PudfewY+aRx659sLIoNdd671VWcpm3zUzy8pO7VKky0tgz9a3yclP9/Y70EI/WChMxaLfdETeeoKLZMQqwryf7TY8+vtIzSPwDG+nUkZV/KRWCx2zczst/YN3DS/AEI43joqifvk8hWvtP/yyqnbm13DfaNS1SRoXkQi2t05vKkV3TjNdOPybFqAj6ztS43jDSr5ldNztrT5/ra9Z939iwAARqNxaWWOTuH9vC0kl8vn2cGCyjKj0RiNRj9qCS8osX13SQkAYE+n9+BAOO18zi/S3HvR9GSzUN9IYn9vcDhCDwaoMIMgxKxNPWaVzKCAejnIMqhzTJo8iz4hMwEBZelVGBzV4paVlfX19RUWFkra7POdqvf2Y3FWSNZT1TLsggJZRbb25pnWzgC7oSN8+astvCDyyTqoAP9yiF4wW1ZTWEiywkicGQzENrT7aAGjj7xLcVbc7hIJPLynL2JUYiYVblLJoIyAgEnjb4v2TJqRPulVCQCod0U+7kj1g0SrWxOrBsPHytcpCJzh04sC2LE3nclv9UiEAQAMDw9P6kAizf9KjisJJZiJ53+dxX8OV51TgQuHn6+NxTn02DnaK+ZXTHDwiXIwAKCuL/hFVyQ1ANjaGfmfjR0yHH5jVh5N036/v7T06A7PqJGDdM8HZFSfghmXpx2njr9WjwdyHP7myopnP+944qppC0psUjg4+xcbjEr86aumLijPAQBsbfe9vrs/ddrXo2/vF/rHxHMkJ9YPhK6Z65TuXjEte11zkCCIIovyd9dM297pN2sVSovRrBrJ0RHDcX5/j39xVQbvq5NDvSvy8HtNEqECABIMDxAoz9Jube2e4zTT8YjZbAYAXHVOxRuHd1vVcrMCLcyVjf92GjMZI9w+tfDR9+ulKv0EMJlMd83P6QuSO/riK8oyCK+uqrE9cmHRCCd/4O3DUKH91mzrD881/2bHCDlqJATvmYZ/cajti37q6RWO7u5uqTdXrVYrEr6rnDhFhbLMWcXFxQCAdfs7W0a4t64edV+9cUHxxw3DcfZoTkZDYPddND1jC8TBgwdFUZw6fVayPdcXpYeCscbB6KZW70icHYlzUQ5o5ZgWF7MMKsu+sAIxZrW7wGbMMqiyDKqnLit/Ym2bpOlVYMhhVi+dWQYAQAjN0It5VkOMBZ+3jdFWhSnuxr/tEUSAADKpZEYlFqZFmk/PF103M/enl1ZIGxcI4WdNw/e8WQeQmORvg0pxZrn5HM9V+dHhwRA5JqMdprgJamAzC4zb2n1pgcLMgmMWzJLfarUKAyBOEMSkDiQnOv/rLP5z0Ov10/JMjpa4JyFOKzAfy34nCYmD93jAuvbopBwMjuHt/M5BT/2TKwEA3d3dVVVjhoLQNAOlRhrp8kUAYoD50ko9cBpy6qS4pMrywUFXWtdgnOEWlVoeep+bWWCWCDVKcYyAPDGu0mGSDls6xd7pjf/609bHLhkdjpbRXDB1PNDiKTkINQ/TmCmRUCqVc5zmA33BhXlGpw6qFLiSwPb1BE4hp75/oD9Mpfvav7OnJ5xgLpqaS5JkYWEhAECl0faGxYdrGEEQ1Cp1MueZCslqimVZlUpF03R5eblOp5NhWL07PD1vojq/yWS6otRz5Vu95xSZzQSrIWBaBmbVrDy/319VVbXpkfOf39x57T+bF9kZAEQwmhvHDnpYXKt97/4LpKyylGdOJBImk4mmaYSQTCbzer0H6xuf2hL/5Pbyvr4+iXdNGMYISCuH0sQhDQH/97qpx+opnDZtGgCAIPBCi7rQkm4hwvP8gQMH4vF4nAMMpjDlFEYYFCT5Lrev3s8H+kLDUc9InCEFhAOAQ6BTygJxdt7vd6kIjOIEAQG9AhMyFFzAsinWxy4p16sU0jn/Yl3rP3b1ph2jUipUqlE3ytd29722p++P10//2UctEZoFZ918juAHK8r39QYoVkgGCjiOfrByoqVT+lYjhAMApG/1xH/iROd/ncV/FE6nUxT7kYgyTv5Ig8TB+QZqXUfseDj4SLV1jKDyoqlZAIDu7u7i4mI4tt7CsmMqMhAChDCWYU74VY3DmdezVWZR3FkJkn5vMgxcVSQWGIjhKKORY1rF6C6hbTiao8XVBGbUHE0Nffu84hDJvXfAJd1dNcuRNiU0bTyQQqEwKvFtvfF4PA4AmOc01/YFtVptkQGnORRnhEPu6Cl8aTSdwRmLpukdfbFzHEqTaXRzsLHFe36ZmaIok8lUUVHR0tIiNWumQmp1jUQiAwMDarVa+kbeNL/grX0DE58DhNBoNN5zbr4Mx3ws8eA8XfKt1hDw8fNt86c47Ha7VNl64MKyxy6teqdDJFkAIAQQJjhxm1u898JyAABBECqVSqJ8r9ebn58vNUTm5eVBCH+1j/nwewvz8vKsVqterxdEtORPB9+80np7UXyxjb0gF90/VczF4x0dHb29vQMDA0NDQz6fLxgMRqNRkiQRQsfypRIRCpA8NBe0hrGmIOhndV90BjY2ez5rcNe6E1vbfLV9gRjJZGuwubmaSj1TqafOLTYuKTWW2tR6NTG/yDw1R69WKijJ4z0FOIYVZRla/WxPkA3TIoRw1SxHWr4o1UTtrtcO9IwktjxyvkktAxiCAEAAIMROhRLitIM0u23sYxPNbqtxGF6+bY5aDgFCACG1DC5y6na0D0/wJyQDNYqikrcnPqVJL/Cz+CohtZxBCCf94CQ4nU6GYaQbkx58QbFGiYsAjl5lIoIyDFxWYRgaGpKa6NKOzzXrIAAIQGnhQgBCKOaYz5x6qtvtjsVGLVij0WhraysAIC8v7zjf3FRIxblcK7nLxda5YzNyVFaDvJhDbUPhYuvReKV1MGRQygyq9PLMM9dMu+qFXWVZuhn5xhqH4YWbZ93zxn4pa6+VYy/eOistgCixqg70R1aVyAAAc4vMb+7rVygUJUa8rpuhefHwUAaP05PG8jL9+tZAavJTK8fzDcSULB1i4kbb6AysjS3eRUV6E6Lkcnlubm5ubu7Q0FBvb29eXh5BEIFAwO/36/X6uXPnSu+z5OsEIbx+bv5jqxt/fXXNxHPUTSbT1RXM33a7lTLs3hsK1TK0280xDDPbIsxyaPv7+xFC3d3dFEUhhD4/PDzWNxdwIkrL+HV2drrd7t1tQwdG1HCYXkr2bOqhVs0sneowkiQZj8ej0ejKf3Tu+f4cvV5XWVnZ0NAAAJg2bZpGo0lVLye1VP4Y7YvS/hjtj7MRBoVpMcKIIUqI0GKIFuIsMioxoxJTAlZHgBIZY9MqKm2GLIPKplOqICcHfEFBgUTJJEkCAJJmmb/7rE2vJO45f7ShY2Or95F366MUBwBQEnhpluatWlfdQDhZ37XpFAaVLM7wvCBKx3xzYUGc4dccHnr0/foXbp61rDJrVFV3JC8apdjTZC5NKBQaHh4GACQSCZ7npW+L2WzOyso6iWdrHIyMn93WOBi9cuYxf2VRqfVXV017+J16BMFvr51+5QzHymc3zyuxzio8phrF6XTW9w6B41tnj+cCP4uvElqtVs4er0+9TqeTkgrHQxMEoUAIptZTcYBolkFILpXM0nD1zNyPDg+R/NEOdRUOV806BXMGvyJObW5u7unpkW57vV6v1wsAWLFixUlwKpCuK1e9gECcQ2qM97HqMpu8fThaZj+aBe0YjhE4KDBnyO5+dO+5U5/YUPvTCzVy2aJS68u3TP/t6oPdUfDyLTPnjXPAmpevfe2gLxiEHR0dSrncFUw0tXfXOPRP7x2elq0ainJNrkB1/ol1qWYEx3GFOris0rK63p9clVZUWbqDzIrKLAihpMUgSXJDk2cKoVwTl0PIhWCb5JwpCMKhQ4dEUSwsLCwtLZXJZPWuyFttHELoOyurWltbpXKCFKreuqBwgjNRq9WCINy/tPjt/YMH3fFpeaYKO8swDI7jeXl5AACpl0YURbvdrtHEAEiPkkOhkMfj0Wq1Op0uFArpdLoGH/PxiJXkMQBAfQPIkcMVxerW1laFQqHX6y99rbvj6YsJfDQgZqF8JMGyrpgv6pfoM5Dg/HE2kGCDJB+ieKMSN6lws5qwqGVmNZFnltWoZGa1zKSWmVUygxKXtM00TQuCoFQqU4wggUym8nq9w8PDZrOZIIg06+kfXVTxyHv1Hxx0f2N2HgBgeWXWm3fNkyyRr57pmOowfNHhf2JN09YfnI9BCACQmPWjw4PrGjyCgCpzdD1+8oO6hkCcIXDsvrcO2XQKmhNPYbPdKcTg4GBqoXTbtm0AgOrq6pPjVAlpPkoTH7y9w/vU2lbJX+pna1osWsXHD5xX9eTG7l9fMv5gSff7WVvkH4c4EcC39/UsK9FPqvuVLvDbXq3LUoNnr58+/gI/i68SEEJwHJr3pMZbp9MA4D8ejffm7igztgucEeGG1uDy2ZmrCWUWxR0V6OUWkRZxAIAc8HdX4cXmM0ejtHLlylP4bCn9qfDjHiFfH728VLmvh5pVYOjv7ycIQi6Xt3nCAIlFlsxD1jY9ct6y57ZLpnfzy3K/O7v9vk2J2SUZlpJlUyx/3TMcjiVoekCr1U4x4xvqui+ZkV+gx61qnOHB3m7/KeHUUCi0ewitafCnrkqrD/s1CnD3uQVG4+jmYHeX3yzn/3yYjLMkAGBTV/TOSnDpbJ5hmMLCQkEQ4vG4QqHY3Ox+esuQJHfa6a597PwshJqnTp1687yCB9+tn5hTAQBms/kaLfv8lp69Q9z5lTl9fX0AgKqqquQeSKvVNjc3q9Xq6+YVrm30pk2QuO28CrkcBIPBvr6+kZERVpu7LmAnj1SKWRH4ONXWAcakVQcSzP9sqV1Wbrr1pZ2BBBck+RAlaOXQpMQtbR1mtcyikVu18mKr3q5T2PUqoxIDdAzH8WSacdKLjR8Ho9HY0dGRn58v3U1OOJC8l398fu79H7RrZeLiMqtMJpuao08lvyXlttfvmF/62PpNDy8ptmlsOkWrJ/x+nVsaY8cIyKIlrp+T98CFZeDIhINfrWv+rCU9qz9xs91Xg+rq6urq6lP1bFLuF41pG5oo91vvitz3Vl1yIYxQ3Hf/dfDfd89/+aaaK5/ftuaB89OOj0Qiv/v4wGceldSJ9KvNg3Wt3U9dr5lUeD+/LFdJ1E0x4/PKJ7FOO4vTBJFIpLa2Vq1WUxwCAGtqakokEkuXLp3gsx4OZ5iAxMBjcqTRaFwxrUCkm9f2iG7BcHcpuXxa9Smxmz7zNEpp/akkJ3YGUMGygrXdXedUFprNWo7jWJbtCdAmJdADsrm5mUiBXC4nCMKsJH67qvq2V2tfv2NevSuyLWiQy6iPD7munuNM+3MzpxRC2NyZUE43C1qtdqqdHeJgfn5+oXZATuAACvv7QneditcVCoXebfAjyT0+6e4GkCBgOBs3mUaTEh83h/w0xhwRM8YY4e9NYHYNsbi6THqEYZiPdzY8udWbGJ3vAqI0//TmoT9dU67u7a0oKlIR2KGB8AQCSwCAyWRqa2u7d2npi190/WBJrlKpFEUxLamQlZXl9XprHNlpEySeu26aRkm0+BPeqNDlTgRJ2Y6erjRJHiWAV/Z4anI1O3qj35qXk2dS2XRKu15p1yuzjWo5QYyrzI0iHA7vb21IaxOauKEiY+OQXC7v6urKyckBAEjjDRiGkeo9PM8/d3nRrW+2yfhEvg5PThxKjvZTEcSBH56z6pV9P1xWaterUk3UwiQjiOLSCpt0V0ngUZofSTAQglTjtEmb7c5EnGju9+UdvcmrGAAAAYpRvGQOd7A/+MQHdb/4xhiXuI2d8fVDKVtkhNYPKhZ1hW+2Ty7ixXHcZDadxIs6i1OIelekK0BHaXFS8w1JWYkQYkUMAHU8Huc4bmJxWTCeYVJkIDpRntnpdM4ZGWlzNQ+K+lnF9uOpJhwPzjxOHd+fKgL0xt6h3hBHKJSAUJl1uijFcQiOUGDFOTUWrZJLAUmS0g2bwFUYxFtf3NroY8MkDwB47OM2vYpYMiUrdQmGENo0eO0QPUUtAACKdWhNP9RqtQVa5OZQgOT88VPgiBOLxZRKJcyUK9MrZVqtNuknvLXdx4xt6kvw4K+7hl0JTIFjchlG4NiGQZgkVAlxDu1ysbMWO1wu183zC9/c1z8xp0qTv76Vq31+S+f2Dv9159UkTyBGs94w5Y1SvgjV1DUAVZ6ROFtolEFRoHmRZLgH3jpokjKxSlyDC0YlnmvWechY2p+4clb+6sODe3+yzKI9gXxLxjahk9hdEgTh8XgSiURSNR2LxXJzc5NPteVRx8xfbNzygyUDAWr1IbcoMldMy5piVkn1XZqm37ih7NF1PVGKSxtjF6O5N75oe3RFabuffmm3yxdjH7ig9IqSwRNqtjtzcfy5325/ur0UhKDblwAA/ODS6bf8bceaA71Xzjk6z/ztQ97xT/L2Ae/NCyefP3jWQ/9rh2S+IaVzJjXfMBqN5eXlfX190l5ZFMUpU6ZMfJkHSW78WKQgNVE2SK/X22w2i8UCh6Ddbj+5QuR4nHmcmhFRioUQ/XxN00CQxDFo0cghQIyANrb6Cy2aArM6z5ShsMpoQv/8+172iGcexQoPvdv4qxX+YuPRiJYgiAqbqtGTkBzb5zjNv9ztEhGqztHuqKdJVlTK4GCIcpgyJ5mPE6FQyGQy3b1E9tDb9SC1bR7BG6Zbkq7iHd5YRnVRmOKa3BFGEFle5ASxzZNOYBIMBgPP8+fmsj/5cOg3q2qS9ctUkAw3HCa9Ecrlj3e5e3I1+O+2+1Y3bo3zUJICYRAzqXGzSmbWEDoCGgE51WFeWmG365XZBnWWUa1WjCot29vbtVqtXC4fZuU3/X1fjD66+TCo5KvrBj95cPEJEaoEqaGCYRitVns8DRUZYTQaS0tLXS6XZK6UkZv3P76s4olP9CqFtBCsbfQmFwJBRFvafAV20/sHB8ePsRtJcPe/3xoiuW/Ots/JVZDkiFpB3ZIXao6pTSbTPDuYtNnuTMRRQ9AjX9GJ50g7LcoWTyTtwaIjbVH/+s7iGU9+Nr/Unm08BaNCzuLrxUl44ldVVblcLp7nAZDLZLLKysqJ/0SJTdPljwMIwehyDhHASqyTDOp2Op1Gowt6xFMVpILTkFO3bt0q3Vi6dGnGA8Z7+cow7Opp9m2dI2/fsxgAECa5v2xp39wyTPGowR1ZWz80ECQHw1SBWV1gVueb1QVH/r1fN8jyY5oQo4xQH5JftrBSSiBLEe1sh3pHX8I7EgyHw1OnTq3OVq3b25qnw1xhdqpdDhDc2TF8/fyi9BM9bvA8T5JkQUHB1TP0P/mggeKSQ8FAll62skSZHBa9scW7oEC9Z4CMUGP46ZlrpqWqGRsHI7e+UptW45RWN41O39s1sLhI9+P3D1Xa1ZJ53kicDZJcIMGFKEFAwKTCpYN62X0AACAASURBVEImxpKlGmZbjCAZzqhWXFaiKlKz5y2cn8o9LS0tFRVTxgcBPp9PqVSyLOtwOFo6/AocxVPznxCtuX9xtv5kLKj0ej1N0xBCn89nMplO2sfK6XSGw2GPx5Obm5uRm5uHolqFXCJUAEAowdz7Zt2N8/JbPbGdXSMXVNiXVWZV5eh//nFz2hi7zgD98PmFs3IUDMOwLKvVas1mM4RwniDodBqFQnGqdsRfGSa9KsGJz5Fe4DR82pQWesIFzqPvzEf3nnvVC7v2Pr5CunvE0DVVZX5qBl6exX8aJ+GJr9frCwsLG1s7AZA7nc5JL5nzSi2ftfiTgSoEAAC0omaSbJBOp1MqlQBQp/CSPO04dYKLVkLapSvH4SVV5gTDJUW/RjWRYLgcHW7Tq3+zanT2B0JgIEgOBElXkBwIkg1uz0CQ7Mhobk7zEEK5XC5lFwEAi2vwv+wbWRfMMitQtaXw3DJ5RxiVOU2F2pAa4zmEba7vq9FRaSXbJI5VGkxCClIBAPWusIbAcowKkhbtOoUWcjOLLMm2VADAhibPd+aab1lccdurtZLdc9rKxbDccISkSPKWuTmv7HYlJ9iocP67r9cGKZ7hkVktU2JopD/GlZtsOkWJTbugRGnXq7KN6myjWpcy6X5kZOTd7fVf+Oi2CAYiXGtQfHSRJS2Yk6qqUmEyCY7jQqEQx3HV1dXvHnD9e+8AJyCEUJJ7kAhCJJN34sE9SZJ9fX3IVPhObS8Ammvysnp6erRarc1mS35exwm9Xm8ymeRyeV9fn06nQyi9afSjw4PhscZAEYrb3uH/0cWVr90xOiT1qbUt6c8LwblOw+JSs0KhUCgUybMyGo0NDQ0Mw0yZMuWEzvN0wKRXpYRFpdbX75h7xfM7L5pqu+/Ciom7VmoH4mBcsm6fK3HjkQOcNt2DF5Tc9crOl+9cBAC4eobDG6V/t749+Uk9fumUK842m/73ooO1vNQ7jADoFi3zJju4titDZ/PErVwSHA4HPNx9kqeYCacdpx4PpEtX6nCo7fIuq8xaVz+4qPyoarfTG8MQKM86uvWAEIw33GkcjNzycm2EOrqBwiG2rcPn/PEnyVg236KO0QzNi4d8IgCg7rW6b59XtLsrcO/5NcWmAVyhCZBCR5ivqKhIlmxZlpWK6hIkNel4xk1aFoRCISnz8PHB3iAl5Fm0f7huarlFvvL5Xd/JkSc5dSTOuIJkgaVgS7evUI9l6dUUJ2bpiFe2tv5+HReihBAlJDjRpMTNGsKiJuYU6AZHYgocLp3q+Oe+wReudMyqLDUcMSi49H82n1egmFOYJGwGUTRhVABwlFNdCfzFehaJo8XCOCs8tzs0o2qMg6vFYmltbbXb7akODG63WxRFp9P5/OZOd4hyGuAht5CqvYrSE7nWHQterzeRSPhx8w8/aZTCx1qf6083zrCrcan0YrfblUplUoifxLG0wU6ns6GhwWq1FhcXh8NhaRSrRLTgGNLceYXGJeWjEqREIiGZgaRBq9Varem1ImlHPF7q9V+GGocRQnDzXMekbaBNQ1Ewrv7aNDgmG3zDgpKD/cEXPm+6d0V1IBCYTvjumaV8uyEaZGX3z9ZWYcPhsOXsvNXTH+OTixPXBQAAf9na9szGbiTiEIDH1nREWPDd8445BtDn82U0MD8edf2xrGNOGmckpwIAahxGaUWe/7Rrap75T1u678o9eg33BmibBqvIneRiq3EYXrj5aMgrw8DNc7KeWjULgNGgdiBI7usa+bR5OBlghRLMcxvaEUAf1vvkOByKc544T7FihOZNakVGZVqqQiqVbhFCBEFI3S+RSATH8fcPe84rVO91RRvbOv81EIqS/Bu7u9+o84dpIUjyw3GO5tE3/90Wo4VSC2HWym1ahU2nsOtVWQaVpJg1jfX04TgOAEAQxNQC69t1rnzDgOGIi/SN8wre2t2chcUJYpRExwtoP27wxBgepBQLMzq4SrZKyVA1HA4nEgmr1fqbjX0WrfwH52U/t3US86ZJIQhCX1+fXq+PEZaH3qzNUJgpL49Go263W9q1jB8hkFEbnOQ56eQFQZD6f+RyuclkOtZwDJIkI5FIJBJRKBRXzcjZ2Bk5zsVC8lM8CwkQSkHqmBnmID1ZAJ65Ye7K57bMKfKYUGz37t0GrXaJDq0O5mtD7Xtd8ezs7LOcevrjROsC7x8YfObz7mTmCCHxd5+2Z+nk0oDxNAiCEAgEKrI1sGEk9esjx8CFJV/D/vVM5VQJCYaP0EKRXd8XYqbmjZplxGie5ARPTKycjFPBkZD3nVrX+wfdK53yODO6r5GCVABA00CAG2sUxItITeA7ukb6IqArRPIiUMiwm17aO6PAlFqvNapHuUqKSkVR5HneHyWDFPTFkT/GeyP0SCzqCkSjDIqwI0FSiHFgz0AMIuzZ7cOsAAxyEeeY6cVZzmxLrln7uw2dq6pNmEq/uXHgd6uqk0XWCZDky0trcnZ1jewahoLQLuUeb1lU9ov1nf5guMRZgON4RpHOSIxFAEstFiIEOj0jiUQiaZVMkmQsFuvv7ydJUtrxtbW1FRQU/HSDe2mF7dqZOX19fUAmTw7LkzDpLjUVkUhkaGjI6XSqVKrnVzeML8x8sH+gxmHU6/V6vT4Wi/n9fgCAKIrSWzSxNjiV53Act9lsNpstHo+HQiGjGLt3pvKv9UxSr/vAbJURxIeHGYPBIBlrFAHw55tUx7lYJD+O/0qkpge8Xm+fip+4dbjaYej2x9MGg9TkZXjrPnlw6ZSffbrv4fkEQXAcB6EcAMCyrFwuH58POIvTE9JKe89r+6M0/9Zd8ydOY7y8szutFIMAevmLnoycOjg46HA43lt/iMAQI8KjpQSAZPKv4Yo7szm12RVwmpU93ohRhauI0RC+zRNx6ImhKJdtnET0JaHGYay52tg4GC2y4eu70hWzGUPPYptmXpH5B+cYrny9c5pNpZcDhVpdla3p9MZ2dXrdIcoXZ3kRaQlcjkMIgSCKjIBijKhTyEwq3KIhLBq5TaewmbQ2hTC9ojhLr3pidR2L5GpIN/jYCIcBABCPzSzSXznTwXEcw0b29YUfnaf69jrX4/Pl8XicZdnUlPKkL/PXV9cseWbrottmNzc3V1ZWYhh23ezcQ9Ggwu0uLCzMLKCF6VEDhGBvX/zR9w7fON1cWWC3WCxSd7ablL10IEQQRLU2oSR9f2xR/ODiqmWVWX/59OAL+0buWVLyxp3zJiWejDlbKZpPqv4EIX06WNqDOp1OGjtcW1tLUVRWVtbE2uCMb500jVUURY1GI1CHGiNKhNB0A7NyRpXD4Uj7FWmxWH3QDQD4xuz843xdkxoAnXFInTAYCoWGldzErcO3zs3Z1DKcYPnkYBCNAr9tfgZzOBkO37h97q3/rLvOojvUH2oQzAiAzgAzy2kdXwU/i9MWNQ5jiVXZF6QmrQugTI7YYqbPOhaLIYT2D9IkL7IihAAcGXQNGBFu7owu+MrVC2c2p7YMhUut6pbBUHGKX1LrUNikxOSyE1uwzp9ii0QjnSPpcwlWzXK8u9+VYI/m5RUyLF8v+/ee3lY7TgCxZ4QUAKI5ckubTyHDJMVsmU1tVMtlOAYgZAWQYIVggvNGaVeQ1KkIhUJh1qsdZrVJLmTlZM90WhAdrxukfrwy7/efdya/TjQP/nqYmTdDNrso99OGwYWF2ibatLiEqymxSJJaiqKkNDLP8xlLtgRBpCpy37zrnBte2rPj0aWtra2lpaW3Ly795t93X1JqdrlcGb2XjcoMlQazRh4XiQfWuStsgZtrNKVWdaOffc+jpnkIANiNqXFQ+Oo3ywml/KI/bCu2KGsfu1CjkAEAkiVwyeRv/DOnjX3leX5gYGDRokX5+Uc3p+Pnwckw7IZz0sWfWVlZTqdzZGTE4/FkZ2efXAkTw7DCwsLzo9FZ0SiO4xqN5liC+2QlIiMyjrOd2KfiTESydRgAoFKpJp3FlqcWby5MvN6jlIblKWXgFmfCocnMkQvL7OcU6t5qlA9wxQwiIAAbmHLC710Wj5/N/f734bsXlKZ1FQIA7zm/bPyRQ0NDxcXFd/5pt9OsdgfjCGJSLUEEEALkjWQwV/pP48zjVGnX3+ajN3aG61zRaTnKfW0DqZzaPhxVyLAswwksWBzHLSwy/HyNO1sDXtnSrFXg/hgtzeDsD7EUx6dmqDhBHI5xAxFmaVl2oZHmEFTIFU3DiUM/W6FVTv5+ukPU0WJthzfEYq41PXGaAxC8tteVtj9Ljnv8tN59YYXtuY2dr13rdDgcaWMWEEIZfS04jpM0zBK/KgnizgV5P3z30G+/Ma2lpUWhUChk2O92BhQifZ2S1vb2pgVP4wuKKhm8a2E+jxE6pWxvb+D+dRGNXEaypmR2nBWhAsf+stNFMsL9882XLjyaWZ2YeMBYP4doNBqJRKqqqgoKxgx8rXEYyrJ0zZ4oyyPpfL4xK/tna5o//N7CtGeLy61vd3hpmrk960s1OEo6JkEQTrqD7VT5VJz+kFqHAQCiKE7aOqxSqViWwaBCEsZDCFiOn8Ar56IZxa/XBQSEIyACAFiIrw/n3MTJT4Hr+VmcZlhZbrp9lvEfh0JJVr1ztmHFOOsxqZvu4wbv9HzjUDAhAgyOLVSFEhkmff2nceZxKsuyH+1tfaUVxRgEABiOC/lq/tp5KVNQvHEZQOXZo+VGqZApCAJJs94I5YtS3ig9EmdG4myA5IIJLkjyYVoMUQItiHIIXt4zWJGts2jkdr1mbo4y0REQvWSqOlFEcHaRNcyI18wrMoLE5730YISdnqM57A5P4AySRJ5JlWdSLSyxJBIJX7m8qKgoHA7P+O2uc4otYZLzRNK/BJs6guwHDZ+3BUSIn1dm4Xhh/NyitOafVAiCkGy05ThuWZHqizbvq5sOzzCLb2056I7aGB4CoGra4r+jwvfNlTqFQpFs/llYkfejxUNpBkA3n380mRKj+Wtf3NM2PGbgHSMgmhV/vzI7N/eE7VWlRZmiKEEQjEZjSUm60m9ruw8hJMMQKyWCEJifr718uqPiZ5+t//7iIqsGAECS5CcHu47YHcOD77c/GSUvm1N6cnHhKdHrSq8LQkgQxEn7VJz+GJ2/BoMQwklnsfXH4IceI3VkojstgA+GDN+Io5pjbDbW1A8hJAIIRxVzIiQBODtg/L8SkUgEjw7KMQXLYwAAOQ5gxBONRlMvYZ7ng8FgRUXFr1/a+PmDS259pTZ90CAEEfprKA2ceZzaH4OvtgKJUAEAFC92RTGVUhH8P/a+M7qN69r6zmDQeycIkAQB9iJRokhZXbIl25LtuMRNbnGLW5IXx8n3nNhJXOI4yctz/BKnuPfIXS6y1azeC0lRpNg7QfTeZwaYme/HkCAIgFWUIsnay8uLAmaAATD3nnvP2Wdvr98eiNr90TZbiM8EApbr0XcPeiIxT5TwoYQ3SuAEJeczZTymUsBSCNgqEX+emqMSc9VirkLAUgrZT25s9nndUpHoxdtHu6H6PRjocCb3gdCozZedGAoWKdivN4ZIABlkzON9nqnE1AQSbakvbGsrzxZdW5W9udk66GFE8NHqoIDN/K9LC3scfjEH2driKFbxftjlin02mJukXJErH9ayQDJpLDEYDC6XmxyG334gZ96z3/7t1qrNXjc2InkRjlFvtUMlBovebmcwGIkc8opidTzir3fCKIouy2GlCAAJOQicqfs2FMX4fH567J8UIpEIgqBAIED3m6ZPyr/4uClOEsN2rQBECfDrb3qfv0Lz2e2GH7xx5LE1RdfNz2no9zyz3ZSQjAzh5FNbB7RKyaLiGW5pZszXxTAsOgK6V0etVkul0gu4nUav1wMwgOP4pNv6LxrNQXzMlBfEyQk6rNpsURIwUhhzrY7ZNFu8iHMEPV5iQx8HJ2B61sVJsKGPc5kXT5Z2pqlJr+/vvX6eTi5gGVX8dFmugiSnsrOGcy6mTqrY8kWjOYCNET8iAXh2S89Tm7vlPKaMz4rESJyAFFKhUSVSibhqEUchYCuFbOFkidlLS9Vv7Xabxwr7jddZ1WYLHul1PzRPSlGufDmbj0BH+9zT+qQ+n0+n0/n9gfcbPQoBe3Wp+o9b2v9wbcnPP2uhI52ABb961/zFRsWvPjpWqBbcqpdflUsVFBRgxGirT6cjuKPNTmtZKIWcXDkvLynQ5sp4Mn6GzeuGHy687fWjKV9jKEadcCNXLSqjJW3pzh+KovQiRhYLRVEMjfjr6+vlcrlMJkvkkw0KbovVnyJdnS2As7KypvVtJMBkMscTHXzx206dlHNyaMzI8aPxFw56avXSVYXSv+1o33Ckl8VkhmIgWYM3HAfb2jwzjqlT5OtSFJUcRKPRKJvNphc0YrFYIpHs2rWLwWDMograWcNUdJRo0MsFBGHO+rqhx50aPhP6wBdxgWFnTyBCwMlDOEKMIRzRbtxCofCPW/a3P7cWAPDAcsPudmcIGxVp4bOZ9/8nZLbOuZg6RcWWFNxSk/u76yoAAHX97ic+OTHox5///mT6GelvXaz61WcnIzGSokY9/lI6q9gI9L/XF5VrxQIO86VdXT9brChSsBGIpGCkrt859ffyeDy0U+7/bm29uVrbag3ZA2iOjFcmJkgALs2mOBzO3SvLaLvHvd1eayj+2u1z6dZmBAGlGlGpJrWXxuqPDrojA57IoCeyo9VOB10sRubIeWP2tTJeoUpYoBQcD6f6ntIYdl8Z2WUKBIKmpiaxWEz7gjkcDrPZTHNrCYK4VEvtaIOicSpRb+Yg1O0LNCiKJutaTBE2m02v1w8MDKTnWq3+6EfHTTphhhfUy/mVORJ/JLamgnuwy3nS4k/X4KUH4eyCJMloNJqIoxiGJYKoVCpN2ab7/f7xNt/nPqY5KqGCgnHb8xOYrg5AxjQMclEZ/wJF+hBOftZsNhcUFPx5W8fP1hTRN4ZRynzmcu1vtw2GcRIAwGPCv7s82yifyMrmDOGci6mTIn0oMmD41pphamib2SflwTA8o8oZBzEqeJ4g2mjyzMsdtYZPyDa9c6ivXM2bm8UFAOTJeVGcCMbhEiWn3R7udqOlWfxJPdQS8Hq92dnZ/kDg342e/7qsQCPh7+92XZIn3tzhu6pYur4QMJnMmqJsAMCJHks4Bn5xeXEiVzweNGKuRsxdaBhTyQ/jcZN7eFPb7Qjuah+OtVIeC4x1IBOwGFeWyNJedbSgSNNqxGIxSZJOp9PtdkskkmXleQ/b3S+fikdxCgDAYYDbcoJqdmxoaCiha5HMQ078nf5GsVjM7/ePZ0Bx91t18XhMIBSJuHhgrNzxzy8vSiISl/7+m/bX9veM0eAFYE6OxOVynWY7I0EQ0WgURVEURWnSNZfLZbPZPB5PLpdPUK8lSdLr9S5enEqkulDBRCbf2U9XB+Cepfr/3daRkhG5d7H+9K/2Is41VGrFABrTGQ8lefHa7Xa5XI4S4J1D/aeeGXbmxnFcFLE8uVjwzB4Pn0H+9xKlMGLFsJyzz64//2Jq2sYRXmEUJ4Ziu9XPZcBy5Qy/x+UF8m+azCf63ckxFYxwVtvMng5HOBod9uSrzZe1OLBCOfvoYNDtj87XCn6/ua1SK75hvjbdHTC5SRHDMJfLBcPwa0esP16Zv7PN8fwNlX/c0n5DCf/148GfLlHVzBtljX/VOBTByR+tKjh16pRON+3sJZ+FlGhEJRk2tehLuzr/fdQ0ymemiDvfOZEn5+eMrdTmyngpBUUYhtVqtVqt9ng8LperQoH8ejH3uB1QFFXCCSytqCgvL6ePJEky2Y2Abqul/05v+7HZbFlZWSdN/i8azQCAxNe46aTld9+0UnHio4eWGFXCA92uiSfiODkmp03jue0DgVDk4SslGTXMxkM8HqfDJ/1/giC4XC6Hw6EVhic2dEyGw+FQqVTfHc0Hq83WzwhP2oZLr1bvfeMIQYH3JtMB+Mmqgvp+z+4OZ+KOXV4geuSyDP0VF3G+o9nsT9d8oMV7Y7GYz+crLi5+4vPmJ9aNmtXQ7Hp5PC5guvUiRqGSy2KJJ2XXnzT5v2x2EBSY1NJ16jj/YioY22XfZvYsLxzdfHQ5whwYFChn2D5xWVnWh8dNjYPejM+uKVMfGejyh4Z7nmr0skZz8DoDdzBAIAxoX78/ipN1/Z4vGi3p7oDJTYo+n4/JZJ5qaf2wCRx5ovrDOnNFtvhQj+sHc0VxglhSmpOYfDEM+6rFe8eiPL/fP7vdF44AtvWUfQyfmWQ8sUSwYG6lxY8NeiK9rvCeDie9qZXzWbnyYYmovJFYqxCwZTKZTCYTCAThurqrtFySJFksQXK9EIZhWko+/QISJVvajtThcLhcrqMDvj8fdPujBABgY8PQjVWqXZ3eUo0wEMEP/3KVVMAFY9Wex2t1TcdtC3O7A+ja/9v7/I3zavTDC6b0+B2LxRIRlHZF5nA4XC5XJBKp1erpyvTTIEnS4/HEhNp/bGpNfq8LDEl3OOX1emyM8FTacCu1Ep2YhZHUpL/jSZO/YcANQYAiAQAAhqj6wWCz2Tdd1eiLOK9BU5NMnsj+Ltfz11cmP5Vo5YIgMBV2/bQsXaeO8zKmgqRmxzX/u7NEk6z0G9GJmMWaGc5Z8/QKjKCaLJlrbytKsp7f2t3hjFaQJAzDtfmyD4+bbitW8JkMD0oQI72lGd0Bk5sUPR6PWCz+vCf+4xU5O9vsl5WqD3S7qrX87T3hdcXi5HpbU5/VGyWeuqasv79/dmXYRtyXRvnMMYLc2Y+vLPevKctLOdgWQAfdw5Y+ezqdg+7IoCcSxuL0XjZHxkNwhZiIKblQgVSSXi9MbikGAFxRLCmUszUaDY/H4/GGta7C4TBbU/yXDY10QAUA+KOxd49anroi50C77fY5YstAr3NkR6tiMn+0RJMQfUxxmkuvDgjZyBWFosVlFbtOdD3/dUu2lP/098rbrL7EiNrYMPTb1doyGQzDML0TpYPBpDvLqWgkORyO3gjztxuP0e+Vccl1ASBJ8wHicDhMJjK7bbiv7+8LoTEAMWiuAwngcIx8dU/XS7fXzNZbXMQ5gsuMgk+Ow8nSLnwmvLpAFAgEYBgWCASP/7vhl2tTTYjp9i0Gw40gyKStXDOwdJ0izteYmkCfB6vIGd52hLB4GCdtoViZNkNdcIpYlCvY0ROMExTCSOVE5CuFDJhqsuProlE+n1+qEQ26I4DJZjNhIjLGACGjOyC9jMJxnM/n+wLBLX3xngfK7n+n7tbanD1t1vla/hvH7Ud/Pqbk9uzWnnk5EjoDKRCccV54m4dsa2vLy0uNqVkiTpaIU5s/5luNxohBT4SOtd027Hh/yBEhndGwdLMz2ao2T86TIPFNSS3F2zt995dBd185uoPxeDx8Pn9DvTNFyzdGUgd6A51B5OUHl0xR14LJZOYKmC98v+wXG1vp/DAEgVfuqs7jYF6v99J5hRIq2BMTr35hLxqPYyPNkf5o7Hc7zO/cu2BuzvTunEk1kkiSPNJpe3av80yM3nMNiY0CAFPaKEwLDYO+9F6auoHMPLuLOK+RKwDVPNfemCzxc9cIXDoBsFgsBQUFTUN+kzdyVaUm/US9Xk9RfbQp1sRvMQNL1yni/I6pPY6Aio9wRoSSO6wBnRjp9cTylTMPP8sL5YcGQ81mf0a2UaGC22COYBhGi8jX5EvbnDE5nzXkx9MPTgG9dOrv79doNG/Vu3+0Qg8A2Nluf+2uBX/85tTlJcpVBqFCPspC6jI7O5zYP26v8Pl8sy7AltHaHQCoHZfltLQkCqITgMtkFKuFxSOGevX19SRJ1tTU2ANowqr2QLfz30cjvc6wNzK65AxixMvNcEFZeHWpkI3AAACLxVJRURE/6kp/l7qh8Ct31YDp6FpEo1E9B3/2UuWu7iAMw1Iu45/bT/1qubK9vZ3JZPJ4PD3sWVsm/7BhjOGiLxrbdNKWHFOnsgedVCPJ4XActhJnaPSeaxjZHHhjsZhILZ5dhnMQi6U8AkEgFM2g/3wR5zv6A+BYQAySHJeP+iVNQ94aYxaCIH/c0vbLtaUZTxQKhRAEQRD0H2TXn98xtc3s08tGa3WtZq+ci5Cy06LXrypWPrV1oL7PmTGmLjXK3j1mRdFhtaNavazZHrq8SNRkDSUX1YVs5KpyZfKJ9AR9sM182AoR3ZbDTsaOy3lbm4ZWFavsvpAzFDvQ4/npKj1IKvK1m104Qa0pU3d3d8+AnTQxMrEu51t82P/7tDEQQdXqaVNkEzwmtYijFnESNUsAwDObWt862Jd8cDROPrmx+bHYSTGXmSVAcmRcRW/L5lM2BIbiSfKMTBhUaITVeROxncFYXQuKoujOlmout1QtCIVCCIK8gxKft4fWV+lpapjP5wuFMvTkkGPJTVPR6SVJUqlUNjU10dLKJEnmlcw53OPudYV6nOFeZ6jd7LWHv0PzfoilIKnBrzrDhVNop5kW5HxWIJq6cpXxWYFAYCoeTRdxHuGrJmuUZAAAEpWpKAl93WRfd0nlvk4nwoAXG1N1ChNgMpki0eR7qvHSy6d55eD8jal04Gnod+VIRmNqhy3AYcJG/mmRp8UCXpaAsavDcf+KDJTCG+br/nlgKBwdjqk1+bI/brY/uUgAAAVBEB1WYQhcnkMaZGN2VBiGvb318GdWcRCDAGCwGPBXxzqHgPKyUtWWht45OlGfI7SoQPXJ/qYRUT0AQVCZmuf1eiEIOhOM8IxknyFveOtJ0763Gl+4ae5cvRJkIvJkxHRJrauNwrurRIEY1GX17rVRXzaaF+TJuqyeQX+M/hoZEIhT1LIS9Y42O51M5jAzB0I6iNItLhiG0fGVw+EkmkT/XAHWv3bEASSLFhpNJlNeXl6QObjfhPmTenKEbKRaTrS2tia3/QgEAoqiuFwug8HAcZzeg+I4HolEIpGINxDqd0ccKHzKzLBFCGsIt4RI/oF6vZxblCUpVAvnKJn6ZdkxsPsv/AAAIABJREFUiLn+jYZkNnL6kuvCwL5O+6OfnAIAHLPGH/qw5aX1zFksG//X6gy66o8s1/t8vosx9QJDxsmE/pX/sKX9LzfPnfBsCJ5C13KuAKyTWL/2qCJxCADAZVBXSy06QeWkJ06K8y+mjlVzBR0OxqcHTtFqrl2OEBeijErB6bhrcbnceVnMA6ZQxmfz1RIWA9rZ6S40GgAANXpZ/aCPs1Kq5cMQRUjZkEElWqpj/fdOz5+TxjlJknua+jdaJcER6SKcIF9vASym6yeXFTz/lSkWB9+vUqeI6lEU1eOKHGo3zVgAaFKk69o/urrozQN9z12Z99OPGi8r164okieIPDMm12RsKT5uweYYhdlw8N0WbLmR+6tl+TiOk6Tms/qhXRYoTlAIDJXmyMxe9HCPh04mCzlIroyXI+VqhEw1n6HgQjI2KWEBOogKBAKFQjHeT/zBDy8p/+22Y7++LCcnZ2BgoCpX9ru1/Ke2DYzY0UMPrTRetaSAbv5JcJJlMtm39V0NHgZBEHpORCmXf9K40x4FjiiwhEhfNJ6v4BeoBDp1ljrkvDKfffklc2Qivtfr9Xg8HA5kt3u4wrJ7Xjl8RR60zwInZJMfKAcpS64LAGeO9EHDIBewmQCNjbpZsJmgLE8R8lvSeWoXcUZxpu0Ll+qYnzaQMQqh/RJgGDBIclU+/8tGS5FakC53MwPk5uYuLVBo/fi2IaTdDz9YiBYo1LOSDjznYuqkKmgpgQeNEU9vG6TVXHtdkVwJs0QjPh13LQaDcWWR+JtuOxYn6WpfyrPZItah/vB9sRi9mKrNl7W5YnO0ohaTJ0gggVDYavf+7tLsG17a8+e1OgiCCIIwmUx7LdwULcAgTsqZCIwGTlhRfzT22g9q/7KjOzS2ZoQRYEenf+3CikkvexbxzLUVnx/r2vTIJb/b1PaDt/oSOe0Zz5KVWvFL66sefK8ugpMAAAEbefWuaoWA/fOPTjRbg+sqNLcsKijUiCiK2nHK9FmfiY49MAw/v9iwtEBBN9tEo1GLJ9TnDFoCuAuNH3MTtmDM7MO80ViyRFTOSKsPN21T+9VPlnzvpYM7f74iLy+vsbERG+j62TzFUSsMAFiqY71ypLs6m3tJsZbNZschxpCfaDdHd7d5tndCcYIEANoHCYoj8FytaI6arROzsgWwlA0Suha9vTgEQTAZC4fDAoFAKpWazeZvB+I7dh/ZcEdp2GNfWRA/aMLp9ypW888vX5qpaBOeOdIHjVf2dGMxChr2xwQwAFgMvLqn64lLdV6vVy4fNxl4EbOOM21fyOHwIECM6iiREAxBHB736a/bNj6yZFbeAgBQXV3t37WrViXqDAAZHKmunp1XPudi6qQqaDt7AimBJxSjdnYF5ujjIZy0B+OlWgmLhUAQ5Pf76bCH4ziCIFPv0C/XyRiQfVe7fW1FBmpZlZZ/uD9Ia+8BABboZR3uoFTEHUJhIkL2+cFxJ/uv87QLY74t/cS9i3QbD7UO4Zp9A5b0l8qRcjutfoKiluSLhNzMG5cUD9SpY4o523RcP0/72p6uE4MeiAGndF7PeJa0221xigLDdsGQ2Yc+u6m1Oov52UNrPj1he/Tjk3wWY0Wh6u3DfQl3BJIkH3mv7veXZxUpuHSTqCFbUW7MSckL4XEyoX486Ikc7nXTrT58NpIsW0GH2x+tKnjs48a/3Fwlk8n6+/u5XPtiqdSDw+0DDCOM/+Ddpgpd/6A7EsYIrQiRcJnNtkh8pBhKUZQ9GL9jiTHl49NbW7lcHo/HSZKkdS1wHH/86958lej1G/OxaCASiRBOy7V5aoVCEQgEzjvJ35kphs4uepyhYb06AMCIQWanPSyRSCwWywQx9aTJH45RDUOhSfv6vyPu8aePM21f+NpRO04xE30XEKDiJPTM1r7Ly7M00zHxnBharVYqlRIWHECITCbTaDLM9jPAORdTZ4ajvZ5X9vaq+YwBf6xQLfL5fNFo1O/30+W0SCQilUoxDJvi2ODxeNkCxleN5owxdV25+qtWL4qi9DKtVi/7382WPi9KkMP3QBAjfvJh0w3zNBuO2v6ys2dpgWJJIee315Q9/VXrmPwnBH+vVNwZgCGKvHOJEYzmSGMJ5WgBC7lxQW76NUyK5HbmGeRsn7m2/DefN9UYMtT8aNPpaeFA69BzOy14bFhGOYDGHv+06bmrjZcaxSwW67aFud+vUh/pdvzm686UjU4AI064kWuWFI/zwgAAwELgApUg3YDCFcLoVp9BT+RIr/vjOpPJE3GGMA7CWPj8TpWI7UHLQn4iYIZlbEjOjCk5zAdq5X8/7Pzyvgq9Wsrn85/b3HF8aAy1KuOSAobhdgf6RaMN0MsXnbrZ7L/17cPPrC24dkE+nUNWqVQ4jrtcLj6fP2nn3HmKSq0YgiBqzCpsVE8uHYkAhuN4jKT6+/snDmAqMbfDEQJUQledIkkQjZNcLpckSVpsOf0seiCgcbLTGZ20r/874h4/K6D7puiYOut9Ux1p1ggQBHpd0c2Ppvakniaqq6v39+8FFLu6unq2XvP8K0LcMF8r4Y3Z0nGZjAIR+W3zoD0UAwCs+7+9z23va0ZlDkqIkcBisbDZ7Ly8vKkvozgczhw1s2HAl/HZJUVqiqSazcPP1uRL251oGB+T1w3jRH2/97GlSiEHef/+hQ+vMF5Xpf37bfOkIy4xIg6Tz4GX6Fh7ujxxEqwsyQIAVGrFDy7XA4iCAIAAoAB0c6WotmjaLqTDla3QmMpW4oKnghqDUitm8WCCzxzTpAsD6EC3e9PJDHvu8UAQxCfH+33RMZGYpKiDrUMkSfb19bW2tg4ODhrF0OL8DNvfGdfJFAK2lMcScBAOk0GrbOMEyWMiOTJuBI+zGQy9SiRjkwokHsSpoQjsgUT9YcbdS/R3/ru9zRVzhCZvjqKxr9N+zzvH3jrY99bBvrvePP7Lz5uf2Nj81vXZNy4qolt3JBKJUqlcuHBhdnZ2LBY77zapU0Sz2U8lRVSKAgCQzebAeMfTAcxms8Vi8Xg8brPZuru7MQwb73gJjwkBMjE6SAqCIDDojgAAJBKJz5fh9p7uQKC3XzQ3TSAQMJnMC9U9/vRBLw0bGhpojtjsLhNFnAxsRCmPmZGleDrQaDQsFgtAYLY2qeB83KfSTSA/3tDgi8QAACIO8vKd1YsM8ic+qVdxfXGA3L0wq90WarXiJ80MWxRBIL3OR1zBJR2IvVwrzhJNvuTkcDiX6XnfdGf2buNyuWIOvLnFeWlVIQCAz0IEHIYvkqoxWySF71kzX51lfeTfDf+8fT4YK6ko4rK6rR6lUlk32PPgMj19ykmT/7X9/SBpWvr0VOC6RdNWX5uVytZT15Rd86+6x5cp/ueAK4RTYMSTvKK48PUDfc9+3Xrv0vz7l+YzGTCYMM+8s6Gz15/BGZjFYnE4HLFYzOVy6cB5+xLh1nbP1I1KkuEJ472ucK8z1OsM9zhDvc5wryukl/ONSoFBya/Kld4wX2dUCuSC4TWN8YnNnc+t3bL5m2g0Ggi4SSZ//vKlQz500BNZkC+/9506LpPhiWAUGGObK2Azr6wY42GXTsz5ot78yi1FenXqvrnXR25oj1EUJdKTlRfgNnU4gZGsdgkANEFWI5E/hGEYpqjJAxgFUQBO0XwoUgte2dd73+Lc7u5utVqdcsYMBgK9/YJhGEVRgiAuVPf4WUGIpfjawhWFwj9cM8t9U9+vzn3h2w4oyeuNJKH7l+bP7rvQmD9//seDbbP4gudfTAUALC1QvHdf7atbT1AU9fDaaroJpM8d5SJIhUa2prp4DQD7Ou0HNzSQgMQp2Iwymgad9QOeXg8eI6liFa9ELajQSefkykoyqRiy2WydiAEB6Ns225rSVB9QGIYLFdx6U4iiKAiCAACX5Il3djhjJJy4A9gQtX6REQCwrlJzoNu14ejgbQtzQRLP9ofv1i1SI60OlALUvcsK6FdOnwL8aDzjFDC1WunoHUllCGqTIFctv7pYaME5v1okOGjCCYJYnsv53sISoVD40vp5ziD25oG+st9uu7U2Z45W+Ietncl55sUG2eEu+5Zm67ftTh4CxBwGA4KIpIvgM+G7lpfQbncJTNGohKQouvUzOXzCEGRQ8A1KgUHJv3lBjkHJNygEmezSh/HVj5d+7+8HHltW+v63jQBI7lxWxIvaF2sV11YVbDpp6XWGPGH8LzdXxQnq6U0tITQOAGDAUAiP3fnGMS6LkfAYaBz0pfxkaJz4vH5oxd3Lkx9MTsUfnj1l0XMKa0tlGxuGwrHRZQgPgdaWTkQd0uv1X+4/aY8CkgJt9vC1yyYKYASZGp4hCBgV/H/t6X5wuYHNZofDYVqJ5XRAb7mcTqfdbq+oqLggs/SzArpvyhPiAV+8fmp9UydN/m43GkDJSQvb3ggO08ykhNcbRHqj0646TQVsNhtMMFNMH+dlTAUAVGolf7lrKUjqZOpxRfOlzGKNCIzsHgLo8N4RI6hmR/yNuyqqcuV2X7jJ5G2x+Lc1D/19V5c5GCuUc4tVvFKNsEInmZMjE/G5AACRSKQSeD6vt6THVADAUoPkpQNmFEXpeu0183NPmZxDYYq+AygKWj9PsrB4eIP1/PWVy/9n99JCRa6Ml3iF3e2O59bWPvFle66Ul9g8ZVzUpz84Qa10W4ttc7P1m2YrwgBxkkrckQI2Y4obvmT89LKCy/554rVrskpU8WAwCACVmGKUQvbja0seX1vyx80dj3/WQo7ES28Yu/etY2wE5Eo4K4ziZ1bIVtZUXv/y0VuLia/6SJrQy0PAfSVExmaS9JZZZxDrdYZ6XOHekTg66IkYlcPh8xKD/LaFuQaFQMKbXndsebaoNl/yyMZOLMYBAHTssL9w05xNR8wb6usvMchevKWqxeI/3uf9/fUVxVmC5Ou5/p8HryjXXGKQ0cXaAU8k/cUHgtS2Fhsdd/ls5Ew3mZwjWFyie3yZ5c8H3YmWoSdWKBOjICMabdE/Hw8FMAoA8KejEX0RtnT8GIbjqTpKAABAxtdWaD44NnhlocTn86XE1Bvmaz+uM4Wx0RHEZzEnHQghluK9FhOKsg0LLrR1z2xhBrf0tATrXUGcAsMBFQznJCBXCJ3Nz3DGcL7GVDC2LziMx0MY4QiBUq0MZNrwBTDiw0M9NcYsnVKiU0rWzR9+HMPjjYOu5iFfqyWwqdnR7UblXLhIydXxgYJNHuxxZeQ+1ObL4UOWxgH3ohIdAIDPQszhZNNc6vO28A1Jjhn/vn/h+teOvH/LsOn80cFgqQz2ez3HTKFHLi1InLa2VPb+UVPyljJ9pZ/xbn5wRf4pc3Bzs3VNmXpdpeYHi/J/8NbRIDo8lUCAggAgwbT3qjKZ7KEa+T8aIjwyDAC4uTavs7PTaDQyGIx4PE4rLbh8PnLsLhgnqJuqc39/Q2VXV1dubu5xU1Au4NwyX1qVEzlowuPxeJUEX1isTc/yxQiyxxke9ETFPFavM/TE56d6nCEui2FQCowKvkHJX2yUG5R8vfx09yKA9nhqtGGx4VWXN4zd+/bxmxbotj66DA+4ScJ307zs/3OHnvns+MIcodcfAACYrTAP93xwb/Xz27rfOxKq0ok3n7JymDCXhUTx0VmbzYDzleKNDWaah8xGYBiCviPahNddUsIgGjefcsrl8oVq6HsLJ2KUpCx8gxgx8bxM21Kn+KdCADy80njH60dvrVlpsVi02jHxkiQBnHQWRQEYpiYeCCPbLwoAdvtsy1ZcMJhuUn26MdiXJpgFQcAfybSoGkGC8kYQ8Ug0Minl7czhPI6pyeiwBnLESI83VqQWAgBcwQxMh1Acoh06kx9ks5CFBVkLC0Yf7HOFGwfcx7utfiwcQGM1z+8ukLMK5ZxSjaBMIy7MErHZ7MocKU5QB7uHY+reTmdKctUXjX1ytL/yhir6nzky3t0Ls3/7VdsVhaIDQ1iTHZ2jZOyrbw5inIdXjMZUwOTqhJA1AuLEaP0yZaX/ad1A+t384dHBX1xZ8rf1VTAEAQCe2dSaCKjDnx3LnEOeGAiCqMXsQ4ccBEEBAI7a+59ao7NaDwiFQh6PRystZCRbclkMm80mlUrZbPYrexsfXGHUq1mh0Kn1pWyPJywQCPR6vdWP9o5kbulcrj2AGZXDFdDlRcq7l+iNSoGAfUZu0fRJAQAg5jCzJHwg4YdCof7+/usLWY990f9BoxONjUr/V1UgYZz44sTQznb7e/fUVurEyX6uIg7yh6sNVy0YVeDyhPGnvmzZ1DQNVtf5C5FINEcnLVbyaHHmiROn052XlUIOBChqJE9HUQCCSIWQkyvjVWrFm0/Z5krFKcrYXzSag2g8ucQbHKeYQuM7klE4+8g4a312fHC8L9adiSHompA2mOBsEwSJY5jNZpsKZ/ukyf9J3VCcoL7r/qnpaDV7FXwkSkAMGAIA0Hn4lCUtRZDhcDgajdIJ2/GQr+DnK/iXl8h3Hz/1y93eB1YUzNGJm4a8R4b8b9V1W/1YgYKjFzOFCPjqpPWWeUoehx2LZVhAYRhGW/3R/7x/ZckXDYPPHfZHcQoA4MOpXh83X8FLPuWTusGri8Wvn/BeU8jHMGxFHjd9pU8QGcRjlxmlV88ZpQeb3BlEoKJpEuQTA8fx4z3O3+0w0wEVAOCL4E9vG3z19kopgnG5XHp1cl0VtanZHkgK4UI2cplRGIlEDAZDiyXgCeMlCmZdj31/p9eFwe4Y0xaOWrcflPCYdP7WoBCsKlYZlAKddKLf5WxCIBAUFRXtbR7oCwA6oAIAghjx10ao2NZ3/1LDCzfNbbcGrn7pwPv3zNcx0YdqlZ82ewAAqzTxMjmCoig9kv3R2IfHBo/2uxEGHCdGWWxT516dd9Dr9U1NTQCAWWf3lKh4w5vVJA5UaRYfAPDQSuMTG5s/uKfK5XJlcpuAwNTqZWdatuKCQboy2sS3dEY6N46PGyMVAlb6BK4QTCQ9Nkp5gyAGA5kKZ/u74p86FcWWdHRYA3wmnC8f/tLlfBYExuR8IIi0hWJSqdRkMk1ltHM4HDUfJkjqcI/7x5cWLC8a7tTE4mSrJdBq9TfZO0yB2KX/PKkVs1R8JEX8XcRhrl9k5PEY7e3teXl5XC73pMlvDgE6oAIAwjjRgYP1tWNIOp+fsPxkec41RcTabIzN5kml0vSV/vpFhk3N9iBGJvhHfCbj1ksMAABPGP/w2OCGY4NSLsJmQBgxej0sBtTrzKy2mACGYdERoCiKIMindS4/OiaE+9H4lhbX09fNcblcPT09BoOhUM6+rxS83joqvHdrIWjtNbWKsl5vPLn1lD1OkMteOKSXc/PlSi4zOF8KL59XXqlXpescnU1MZVLY0x9OURchKWqxQf79ah0AoEQj6n5+3TV/26eCQ8ecgJaqsAZgPtJ595Wy+qHQhqODB7pdt1+S9/nDS/rc4Um5V+cypj4qhUIhh8MhSXJSds905+WGftq2aEyAbOhz3bakqFIrFnOZjTZUEUfj8TiCIDN7i4uYIqZIJ0zguirNpmZ7lBj95Tgwde3ccdtXYIhMyUkAiEppoUzHtKwGv0P+qTNTbOlyhAQMqmCkgWFkLGGJJa2AzRLyOBvr+r9XpXM4HCqVauIXpK1OShTsQ72u0d8WADYCz8uVzMuV+P3+Vw+aX7+nVsJjt1oDvBPmPR2ORKUmX8aq6xy0C6A8GffEiRNSqXRDU9ibVg9Ak9gTGxvMawpFnze7Xr+tsuXYPpVKlbGRsVIrvm+x9q97Bun3ogD0wLJcVxh/8L364/2eW2tzP3xgkU7KfXf7sQRbBALgqVXKr/uIwz3uRUl+DnTsTMRRNptNp3PFYjGHw4FhmNsUBsCbcgH0RlmhUPD5/LqTpyKIMIBDc+RUtxcKx6lIjPysi8xXYHlSm4TDoCjwzX8tzZEP/y7DfnCFs9YKNmNMd1JIwOv1trW1sVgsNpvNYrEeX224599NsZHlSwgn/9lEfdh73KAU3rYw9x+3D9fttVJuul3BeYRpjcqEQ9HEMEqZv7ks+5lvTQGUAAAI2YynVmuM8nHFzng8HgCpraWJnNPDK43/3NPzwtV5Pp8vYak03V/5YgyeOmg64bUvHVheKP9/V5ZNfEsvLtFdV9L5QWs0MUPeWC6YgL/W7wil5CQoCooTk/B+ac42BdwkSU7aMnvRP3US9LqjRimSaIyhx9Ij79fRw1XMZcZI8l93LrjpXwdKtHI1CxeLxZNKFQqFQr3YFYjzd3c4Li1JjcFzc6QQZN7fYf/ZFWUFKsH35mZXPrVlXUUWg8EoUgvfONi/ox+3B1B7wF6s4mv5zg5rAKRloDgwQRAEg8EAAHxSN1ghZ2MQW68U9nK5HA4n4z1x0uR/95gtubX+xZ19pWrr+irlb1aVIgiCEGGfD1tTmUNhoQYXA4KgbleUI5L//jrVvW8f/+zeOXQcpUnLtOZfwr8lBSN74tGtKgeB2Wz2Exube1zhXmcoihPZAoaAisiQ+JosSMaMIxEXAkNr1qzR6XR/2N7zs8uzEgEVTHm2PTvIaMuTjIwz7H2XVRZlCXAcxzAMx/EvT1pixJhaOkZQywpV/3Nj6idNtyu4UDFFhyIcx0URyy8v4f/5oJ8E4FeLBMKIFcNyxiuArV9k+PKkNRwb/bb5TJjO0AAAlhQo/rS1fSjCEBPeZJtC+lf+3ksHJVzG+/cvnHjqn/FK67uJSq2EAUPXzlVP+hWdNPm39sWT/VC/7sZvMWfuvA+Hw7bhBNFoTgICgCQnIpfRmLon+ZnD+aejlI4wHg+ihCMUL9WOGm0uLVD89yIRDMAl+bIN9y88/sTqRX/cte2xVQ982CpVaUwm06Qvy+FwCmQsFgzt7nCkPztfr/Ci5OFeT+KRYiXf7I2ymUi1Xrb/v1eFsPhL6+fV/XrNj5bp8qQcrUoKjw2pMATVaDmdnZ3t7e3HTnV2Wv0tjuhNVWqfzzdnzpyqqqqMV5W+vKIAqM1XXl9jEAgECILE4/FQKIRhWBYrtlzkWiZ03lTEfHlfX9QxUKvlvn3ExOPxdDpdRUWF0WjUarUymSw9oPoisYZBb7s1sMQgQ0aum06nR1E0RwjumCN++bq8z+8w/PVq7S15WBXLZmQFVKwYkwEvW7assLAQIKxP6obuWpSX/LK0h9qk3/xZQ6VW8uury359deZVNj3DJqSvEjMsncOQSCQqlUogyODUKOJcIEvVMwq6AFai4qv5sIIHFSq5ExfAKrXiF2+q4DKGy9IcmPzrzeXJP9xDK4xvHjZBEJSwNx45UQJBkErImkp0pGPwvGwBEwYb7l+42HiR9DsL+KLR7I3EAIAANPyfLxqjl7Pp2NU8KOJmmCU00sldUXt9ZCgOD4Sg/kCqCE8K0vX4ZisncVqD3263B4NBHo+n0WigCdtm/X7/WCFQwOFwZovl3GkN6MTIoD9eOFb0FUNRPht5aGUBPZY2PrL4ihf3ff1Q9er/O7j1wbku1yS221wu1yhB3JHI7nYHuDbDs3ox4/igH4zYz52yh9AYdaDX+1m96bertZ/+cMGavx589lJ1Za5y9dxaAMD2psGfftycaFzWiNm/22XjMOEyjSiE4rlipM2JVkjJjo4OoVBI9/DQ4HA4tK7meEAQRCAQEARBZ3FpDXeFQoGiKARBejFDIUTcTNX/3FZe/tttD62p4LBGf3eKAr2uJP0EZ6jXFSYpyqAQGFWCuXp5NhfvdWFwPLo8lyPN0r3f4HxsVRmSBK1We/DgwcHBQZIkc3Nz6RXiK3t7Hlwxy+oqZx/J0lffr86Z4l72P5st9Pv9LpcLQZDs7OyJVzDhcDiFXkffSGf4AkcxrQIYAODyObm/HOj+sM7ShkqeXCRYXTlGCntdpeZPW9tDQO3z+VLo/dNCpVay1CjpckUu7lDPPnAc39Tium1h3lsH+5LtjUWcSRqL6Un4mR2WCAFFItT6Vw8/vUZHe4BmPP7M5SRmGFNRFN2yZYvNZmMwGARBSKXSdevWTeAMvHHjxpTFY3V1dW1t7czePQWtZq9awAziVLIaJEmS/V6cooBBOdzOWKwW/nJdye+2Dzy7OvvBT7v+Z41KLBZPMOlwOBwln4HHCT4b6XaE0lXaS1S8GIUe7XXH0Ogz203oyA0QQONPbR1gUvj7txZc/27njseKRl6QDTMgQPdEQtCTV5Wvq8yy+tEWi/8XHzdymRBJwVe/3ZkvQRYYWYUoMMohPUL6fD4URWOxGF3AW6nnbmxgpphpX5IFt7e30+7Z9BYqEYZJkqypqfExW17c3ra8SPnEutIH362/ao6GbmLpdYb73WGDQmBQ8o1KwQK99OaaHIOCL+OPhvBgUNXU1AQAZ86cOUKhkGQLn9thevGW0W20SCTS6XSBQADDsNzcXDpl/a89PU1PXzH9H3MSnH3nkIlztudatnDfvn0tLS0wDJMkyWazV69enZs7rgfDgQMHent7kx/Jysq6/vrrz/xlDoMuerGYYUBRU9SMvWFlTW/HO+2Y9LqVC9KffXhlwQeNrrvLWXRMTb5bYrHYf7Bn8TuOqS89XS7X9q7Aq/ctW6CXPvzecZoRImDBL985f+Jh1dDveWrbQIQYzqoFMfI3W4c9QMc7ZdLqz8www5i6Z88el8t19dVX5+TkuFyub775Zvv27TfeeOMEpxQUFCSX005fRSyBdmuAx4IM8jF9KdFo1BqGwrF4snrRqmKVxRc9OOi9qlDwUl3wMabJYDCM97IsFguCoEI5WyER7e5wpMfUSp240xk91OMOoPEUgmg4DvYNUYursvb8Irv6uR2tz17Ragk++lFTGBvlOz35eXOOjFOplTgCqEbEsgTwvf9vFRoJHe+2uQhuoyWwoc7Sag0UZ4nKNaIyjbBQyc3lwrmCyPpy/sv1ProywWdCT6xQlGQJhEIhn8+nGY+RSMRisRAk8JCcIX9s28bjJh/eYQ+X/mYLj43gcZLDZCw0yC6d4zEMAAAgAElEQVQxyA1Kfr5ikh8ihcl5/TytM4g9v7ntiXWliWP0er3X66X/AAC8fah/fW1uuvvs6eMcdA6ZdC971tDc3NzS0rJw4cKqqioMw7Zt27Z9+/b169dPMNbEYvFll12W+OfE6ZAzAb1eT1IWigJTLIAJhcKKigqwJ5wxAN9ak/OnLe23VxqCwaBQKPT7/ceOHePxeABAGIqeOnUqHA6vWrXqYkw9y5iq7ChJflxnunlBDgBgaYHi9TvmvrGjZXs/9uYdc2snS8J/1OiKxEcnHAhQkRj46IRjgpgKzgzLYSYxNRAI9PX1zZs3LycnBwCgUChqamr27t07NDQ0gU86j8dLF7meFXQ7Q0IGKByrWh4MBgfDIFucWim8fWGe2Ye6IsFcKef9Ru+PJZ4U1dlkiESifHGI4iC72x0/XJYafefmyP5dZz3Q5ZyTI00/d1u7c1/vfixOQhAofHILA4aIsTX2BM3s04YhnQA2qpUSHtPiiy4pUicuCcOwpgFXs9nXanJ8URfu88X4LFjARiBArShSqgTsG6tUBhkLw7BOk73XGR4K4JYgOeBF+9wRHw6y+YxsIUMjYGQj+CPL8470+59YIo5xZY9t7Hj9BxmW+eMhhVv0wHLD779pe21/b+I7oSN6Iu6+srdnFq2Dk3GmjRtnhnOEf9TY2KhSqebPnw8A4HK5K1eu/OCDD1paWiZICCEIcoZG5RQhFAoZMCM+hd6bBErLSsGeuvGefXil8bPWwP08llAo5HK5GIZRFAWAgKSoUChE53tm6dovYhqgl543/fMgTlAbxiGLud3uPQPYk9cMS6YsLMyOuS3bB+xT8ebqSesVhCDQk+YZdxYwk5g6NDQEAMjLG6Wf6PX6SWMqAIAuqU5ceZ0BelzRIhmzeKwafjAYNIfImvwMA/W/ryj+6YcnilnRIRR6eeuJuflZu3qDAIAriiWFcnZyaojL5RokyHE3erzf+9svWxgwlKxZPz9faQsRjrD/N9eUp2c2Ntxfm7hvXCFs6Z92E2QGuQYAwGd1QwVKzhOX5QEA3G53VlaWxWKh2bksFkvD4+ZXqm+p1dP+LWZv9I7XD4s5THck1mDyf37SykJgLE7ymQy9gleeLS7UslaVMlHHgBDGAQAkGSdJnMfjVVQov2p2xAVqKQgv0PFe3tVxpWHM5DJBWiw9Q/7kVaWPftT4xQnzdSMJnETc/bLRUpsvm0Xr4BScUePG8xc+ny8UCpWVlSUekUgkEolkaGho0iILSZIz9tQ7TZw0+R0YTJBg6kI2TGSiIvEDyw2GX23+fgEjJydHIpEUFhb29/cDAGAIJkmyuLj4P74CuwBAJ9XbHShBgg1H+vkAT5k5Mx5vdqAkBSgAma1WHu5JP76pz+pDyRr96CantLQUfGGfyiUZVfxWqz/lwfTk4lnATGIqbVWYrFfC4/GYTGZGC8MEOjo6Tp06RZKkVCqtqKioqKiYwVunI4ITATTujEAlmjEbBYvLHyepUk3mxe9fb5133Ut7fzBP9uddkffa+unqJC0+d/eVo4lEDodjlDFfPeEGEHj3cD8Yq1nP43J0QoaIzwmisRT7uZTMhkLA/uutVQ+935BM1KLlvL9qGCySMz2RmJLynTgx6Pf7aSKuRCLhcrkQBFl80TZnuLfTSXOIuh0hWwBV8BEFG8wvkyj5TApQgMXr92ItlsAHxwfLNKKybLFBqglEHJU6CZsBPB5PYWEhSZLr58r+srXlF4tlNxfA6zf2SNxRtULGYDCYTCYEQdNNov7fLVW3vXZEJeIsNspBUtx9eW/PX26eO8UXmQFEIpEVY//r216BQHB5kfiicwgNv98Pxo5KAIBYLLbZbBOc5fP53njjDRzHeTxeQUFBbW3t2SRmnyEhm4dXGr/pDeu0HrohrdsTJyngxUCvLz6Xz0+oXF3EjIHj+BdH2t5oo0gAjg9F2zf1p8yc4x1P20z/PNPxXq937yB+04Ixu7Kp340PLDfsbneGktTi+Gzm/WnJxbOAmcRUWlMqpfTCYrEm0ppSKLKysoRCIYqiHR0d+/fv9/v9S5bMQnqww+rPETNN/nhR1pi5tdMeFLARw/jFwi9+smL+M9twAonGRlW8X2+BL11KVY5EQw6H441S3uioTVmK3EaxkhslwKFu9+NrS9Lt55KRJeJyWYwwFk8og1AU0dXT/XFLCKKIWxfosrOzmVyBDxYfd4Bel6vXOayCKxewaRuWApXw8vKsSCT04IaWv14qYDAYAJAAYMFgsLbGSK++KQqcMvtODrhOmX0NfeE/HQmK2XCBgnMJESnLFl25oPCNusMSrVHJg58M8T851vEDdpDL5YbD4Xg8zuPxIpEIzW1hs9l01+zE2PDDS9b8Ze8/76hOMK73dTqVQnapZly22uljX6f9mb2OAMoA9uhhK6HUui6qnIMZjUqBQFBWViaTyQiCMJlMTU1NNpvt+uuvPzt71jMnZPPISmPN73fcUimRyWTfNg9+YJUAACIkY4NFLjw1pNPpJtWA3dfjx+KzqQF7gWEgCL3ZNqwdBjLNnDM43uVybWn3fvPTypldUqVW/PKd8x/+d0MwGgMACNjIq3dNQms6Q5hJTM2YvE2YiWbENddck/h7zpw5X331VXNzc2VlZTpV+K233kr8fc8990x6MW0Wn4rP8KFUith6nweFIKZBOdHe/8py1Ya6MT1SQZxMltLgcrl7ByIp+vjJchsVWvGRXtehXjfIZD8HACAIgs7ivre/J4KNkfOOxMhNvWS9ORIjSFZv4O2jB4NozKjkF6hFBgX/ygoNHUpTmD4/+3BQyYW4XG5yQZHFYrndbrqRhhGLLcnmXl6YSyzTdnd397tClFjuIqgPj5laLAF/NHbjvw5dMze7LFsUZkr6w6E5IqZGo/F4PEVFRUwmMxKJeL1eDMNoGfREMw+bzc64Zvz2sRVVz27/+/rqne12AEDDoOfxK0vTD5stnDT5f7LhRMLMxBfBL6qcJ4OajlNu8qK2srLy6NGjDQ0NXV1dxcXFKUdOd1ROBWdOyIbPRr5frdvY5Fo1V/xmGwjHhuelSBy83kJOMPWDM7Z1vsDwRaM5gI1pAE2ZOad7fCgUOmHDyrLFKuFoQeqkyf9x3SAFploXWFqg2HB/7X+cLTiTmEoX+VEUTeYT4jg+xeI/DMMVFRVWq9Vut6fH1OmO2Harn89iGBRjpvtIJGKNQhGMSDTSZIQ3mqHAafePOmLCMJzQDs2I+XrFV01WayQewQkei8FkMuPxeDAYTGj+kSTJ4XDiMCswPLDHqJXWD3hFbEauXPSz1YX5Cr7L1FNeXj7x593X5VpdJENRlMVieTwer9er1WotFguPxxMIBEqlMvlXsFgsJTpOVpZUJBKJxUUAAG8EX/an3UIusq/TicaoF5sgYVtEwBxcpBetz2OXyURy+fD2NB6P02pBGIa5XC4MwwiCSLTM0uGWXu+/ePOcO948Qq8VGDBMzsAAfcp4Z29rigTxRZVzGvTvniJWjmHY1POclZWVDQ0NNpstPabOVhw9a3hkpfHalw648P5pTf1Hu+w/2XAicYN5w9gj79W9dff86vxJpEwv4jThcrl29UVuWpCTeCSxuIGms7g5F9iCM4mpUqkUAOD1ehMxNRgMxuNx+vGpgM4rkuQkUhdTQbcjLGKm1qIDgYA5AjNgSjqh7DJFkenuB+RY45erK5TbuoJoPLOpSHW+sj9ALtZLNtd312RzotEoAMCNM6xh0hIkTH683x3tcYYIktJIOEwEjo19HTkPwePxZ6+rLM8WBYPBSdvtB9yRABq/Y0kB8FstFgtFUVqttrq6erwMAc0bYjKZPT09LBaLy+VKeaxHVxfaAtiLt1Tt67T/8L2GAE4GcLCpI9TsahryRtUiTplGVJYtKssWlWlE6qTflCRJbAR0NyqKov0B8OtvzQnJMYIkT3PjeNLk/6LRDABIpoMNf/yBgYk9hb7LSIzK5Ae9Xu9/ZFROBWdULkMj5tbmy7odwWmd9eVJS8qKLYARXzSYL8bUFEz3txs5PpZw/hBxRo9HUTSE4nu7PC/fNUymO69N92YSU3NyciAI6u3tTbB8e3p6AACJ7nKKonAcRxBkvJocfbxcLs/47LTQ446UyJlF6jH73VAoZA4QBVmTsFc0UgEEnCn2NRrZmLPm5kh/XCt+4bCPzqqJucyXbq3UCYDNZkNR1OYNSRAqjGJvHrF+I+b0e6J9rki+YtgEdIFefnMN36gU0BIKyUabYi7z11eXvLitQ8ZnlmeLAAB0R93EF/zvI/0QAJW5ikCA1d7enp2dXVxcPEHKPZGtNRqN7e3tBQUFCILcv8xQ+OSWtRVZj37UlDDlxuOEM4h/9OAlAjaz1RpotQTePTTQag3ECLI8W1w+EmILVIKUqPbxF82+6Bhta28Ef29v+89W5SU2tRPv9ROglVCe22XxRwkAAC1HlVBCMZvNIpHo1ksk37Q4kwezgMW4rmpyqv0FD6FQKJVKe3t7a2pq6FvC6XQGg8HkzAeO4xAEjcf7oEflBK1ls4szLZfx40sL73rzKARBY/PhUKV23GJ/xkzbxd6bdEz3tzNKmTfPEb921Jlw/lhfJU34Jbjd7gNmIpmddF6b7s0kpvJ4vNLS0tbWVrlcrtfr7XZ7XV2dTqdLNLq53e5PPvkkoZTU3t7udrt1Oh2fz0dRtL29vaurKzc3d2JpwKkgghP+aNwVgZOVfgEAJqcPQFChanK3qY0NQ/4onqhxJq+eaHA4nNosRMKBFuZKdnb5bioT7G0e2HCYMAdiAx4UYcAEjIRw0odTP7sinw6l471dimzHpiYrnwnuWpxPPxsKhSb9Qj6tH5qbLQQAkCQpkUgmtX1ORlFRUXt7O91r8aNVBb/7ujXjXfvrq8vyFfyrKoetYzxhvMXib7EEdrTa/7aza8AdKcsWlWeLyrNFZRpxWbYo47KJLveiKOr3++kGQboimyjQZtQWaOj3PLPdFEqSo3p627ASit1uZ7FYUqlUKgVPfa/s5x81ERQJAGDA0As3FMvgCADnwWA706iurt6xY8e+ffvmzZsXjUZ3797N5XKTu2vee+89mUxGKyW53e76+nqj0SgUCkmSNJlMJ06c4PP5JSWplr1nDmdIyIZGiUbEgCGKolIWzc3mwLXzMp8yMiFMQxLvO4uEL81So/TxdRWTihxtqHdSFDS8TwXU+3WOFSWuRcU6giACgcA3re7nb5ghO+lcwwx1lJYsWRKLxfbt27dv3z4AgE6nW7NmzbjvgSAdHR20UzEAAIbh0tLS2SH92vw5IqbJH08RfOi0h0RcxDghQQkAUKkV/+P2+QkFLC4CvXzn/LJsEYqiJleg0+rrtgfpDpZIDGzv9CIw3OqD5+aI1+QLaD9tMZf5l68beuyBg2a8Ri+T8CZhfien++9661goGr+5Jg+MQ9pMwfF+DwJDi41SAIDf76+urp5WGwkMwwaDobu7u6Cg4MerCv66s2sqZ8n4rGWFymWFw/axMYJstQRaLIEWS+DT+qFWS0ApZDMZcGys4fbNtXq5fHSM0UQt2sglHA5jGEa33tOBNhFld/YEUuSoQjFqZ1egSOEmSTKxYntjXw+HBUUwAABgI4x36hxPL5fiOH72NYDONRQWFoZCobq6utbWVgCAWCy+6qqrxttmIQjicDjovSkNrVa7YsWKs7wtO6MFsKocqdVvS7Exn/BixkwIU5HE+y6D9qW5fp5m0q9oZ08gHCMBBEMUAACQFEQP7UXFwOVy+QA/RjiTCz3noIz21DHDmIogyOrVqxcvXkxr6KdM7gqF4uGHH078s6CgwGg0BoPBaDQKw7BEIpmtHrg2s08jZDqjRErdtMcVZTE4ExOUaCwtUPzz1oq/fd143A3li5E3d7c9tREdCsR5TFgv5xlVgrmFuVUax/5BzBNjYHFyTo7k8SvHLOTn6RVbTtkXGVSHe91rK6aq3L2/y8lD4Kuqh48PhUKTFlM3NphhiFxarCFJMhwOJ2tuTBEcDketVg8MDOTl5V1Xlb3llA2NjVaPprIkZzLguTmSuTmjk2CvM7zxxNDr+/vol4IA0Mu5Xzdb+9yR8mwRLXzIYDD4fH4yo42iKLoci2GYz+ejw63Xm6G/eWO9yeL21xZqyjFPWbbo7YMDnY4wPlKWjuLxhn7vW2LmQ2zrDL6QCw/z5s2rqKjwer0IgqRnce+7777E32Kx+I477ohEIqFQiKIokUh04dWqH1lVsK3VTpKjkXTSqZmWxPv1Jw19QTAVSbyLmApcQZwCcIJ1AQGKooArhAIA3G739h7q5iR2Ejj3ZLSnhdPypeHxeDweb/LjAIAgSCQSTSCyP13QTJYj3U4Zm0ppQo1Go7YoFI0RGRtprP5otyPUYfF12fy9rsigD/VE4go2xIaBG6PunpNTki01Kvn8pM6cj/cFjg65IzgFAOhxhpcWKJIZaDVGdX+g+Y582aEe19Rj6qf1Q0E0dt+KYQ0gWm9h4lM+axiKEWRNvtzr9c5YC0YoFMZiMYvF8tQ15dvb7FIWi75rGTD01OrJ15vpMCj5v7i8+IpyNZ3BW1mkJABotQS2nrK+sL3D6kcTjKfybFG5RowwIAAABEHpxkR38V1bu+qSw7yAxbitlC2WCdqH3F+dGOqwh8M4AcAYXjEaJw71+SuUTLl88nXJdwFMJlOlmiqnZupD+HxEpVZ8Vbli0yln4pb50SrDpDf5wsLsKnXzUDg2FUm8i5gSoNReAAgCEIA8Ho9EIvm0vvnQLy9LOYDOLX9WN/T2of7xtAzPTZx/Ro8pTBYmA6rK4iRrowQCAWsEcodxtYhzyuzvdYW77YEue7DHGRrwoCI2QydC8mQcg1Kwskheki3LV4uDweBvPj+5szv0/eqclALhSZP/+d02OqACAGJxIoWBJuCyVTxYxgWHut1T/AgESX3dZJmvFebJh1cDoVBoAv8QAMDXTdY5Gj7tfu33+0+nFC2TyaxWKxENXDsnWypgYjgJANjUZFFwoFgsNrMUQkoGb0XRcK4YjRE04+nUkP+jY6YWqz9fzi/LFpVli8s0ovJsUbIBTsOAt1rHa7KE6cwbDwH3l5J3XlYJQRC9qf37AUuTLdrlxlLefWWx8uWjjhwRY/n80drhBPzhi/iOYN+pwZ1trmQr7Be3d1SoWItLciY8D6hUKnjAesav7zsDhYAuKEAJ3i9FAbmA7XK5uqK8xUaFMJPlcKVWUqgUvH144DwKqOB8jKkpTJYYQZ20Rk8MuHRKWa8r3OMMnei29PjiEAQt/P23ORJ2toChE7NqNLzbqvTF2RKJkJ9eeBMKhUtyeZvaAyaHV68ZE66+aDSn81pTGGgFcrbNHQigMWcQUwonKkfRE32XPSjhIHcsHB7YoVCIz+dPLIO8sWFIxoHyNXKSJCORyGluyDQaTWdn5xot+YttgyuNIgBArY7/TaurQCPVamezaMFhMubnSufnjjLIuhyhVkug1eJ/dV9PiyXAYsD0LjYQjZk9wbsNWKcodmgoBgCoVQENg7DZbEVFRTKZrNcZPuEYePHW6rvePJ7MIkFg6MNjg6VZvHs+6f+Iw6406giCmIA/fPZx9v3pLmCcNPnfOtg/RR2A1/b3RuJUclN4NE69trdn0pgKwzA0YeX1IqaFdWXyj4/3h2NUop7KY8Kr8vlsNvj8sO3W2kl+jvML51xM3b17N/3HqlWrMh6QzmTBSXD72yc1Yk6uhK0VIlDUx2ZAJWreK7eUcblcDoczlb1Xda6EpGwHu+wpMTUej6cfnPJgWZag2ewv04h+8UmTQckfb2O0r9P+kw+afFEcAADDkFwyXISetJjqj8bqB7zFctYlRoXP50vRdJ0ZVCrVR3u3+zH+Z81uAACfBcOAvKPKPbsxNR2FKkGhSnDtSPeLLYC2WgKfnzDX9XvZCPxfPXEtHylWi8VkMCtbXqwW5Obm9vb2SiSSX37R+8cb5szNkf7j9vljCy3z52sFBzodH9UP3fJ+u17apxfAh4YiUWJ4TkzmD5/RjzYezkF/uuli0lF5drCv0/7jD08GIjEAwG2vH/vX7fMm1gGwhjP02lqCma0sLuLMIRAIxeIkoIaHJASoeJyw2Kz6uSX1A53jeWSdNPk/qzdNXUfpHME5F1NnNmivK5U8ujKHduR+e9ux5gCYl6+aelUJAMDj8XIk7G2trtuXj3l8balsY8NQODZaD2BA0NrSMZ211QbVN9+0uvFoGI3v7Ryjs5/A0S77I+/XhWLDq1+SBA+8c/y9e6ur81XBYHDixO9nDUNXlSm+bHbU6GVOi2lan2s8DAShT4aE8RG+bhgnGRC0awAtLZ1h+ndmyBJx2qyBEBo//KtLAQAnW9sPtQ4OBqIOkv9ynX8w6C1Uecuy/z973x3fRn3+/5x02uu0bMsalvdOPOLshCxmIJRVZpllfFu+paX9lpYWvqXQFtrSb9tfFy2rtKw2BMIKBBIgAxI7iR3He0mWrGHtPU66u98flyiyrDiyMcZO/X7x4uWcT9KdfHfP53me9/N+iyNRbyIWLeBRkUhEg4Yev0i9ZzAAAOeXS1SMIIBwyxLdliW65z/p3dPvcScgSkTTPyWUoP592KjiJNNFoGbxNKeuM89Pf7pp4csNpTSOm/3ffKkjGDu5nA1G8Xv+cfTlu1ZMQRuu0cgGXZYMUZcazRwN4C4ihZfbHTiJpNd+ExS82RfysDxfXZZlpZve4EMAbvzboS+31DQtfDkGT58HVzapsYksXwmPfcfmOp1Op1QqhUKhwRPnstHSHEi/6eByuc0aQY8jlkhMyIJXV2keWKcQnHr88lkIlwUrKickc3y+wBSgwqfudlr144TFBwB4knQE44OO0G8+HA7hkM58C+PkMwcMiUSClq2f4th2HLOUy1A1xuUyIR6Pz4qd+2QFToKi3uwN0vYmc4bDI+6/fDLy3G0tAEBRFEoRVXLWJeWC/2oW//5S9fDPL/ntdY1ry5Qf9HvYXN6lf2lb/+v9923v2d1l1/LwtfmEiPAPDQ2lBPluPa+6gA9MRpaqHYZhCoWCnpp1uVwjIyM9PT3Dw8MWi8XlcgWDwSm05qfGvoHx2/7e+txBw3MHDTc/23ZgyDV5H71eH4vF6HOMxWI5+m8vIh1P7x9JBVQaoXjymf2GKV5y57piAZuZWg5TFAjYyJfiVfIfDrMPR4AEhEIAEACSQgDAEUX+fcR8zbIshV+6wec/pR1Ll5raR7PcWfMQ8y5PPStKpayHNhc+8oE5ECMAgIHA/25RpSQ5otGoLQIJkipWTK/jyOfzNxcLXj/hjkQiGTnEV1ZWhTzjRxxIbwDdpGV96mAMO0Ppw68f9Dkz3s0bwa976hBJAUFRGI8l4bEsvljGPggCZi9+VvmkgfEgniSd/vDyEkUgEJhF7vRkjHiin5MANS10jvl/9m7vm/eupf/pdrsZDIZOp6M1qmhj1KoC0Sutpocurbl1tR4ARuye7XtaLZHEp1bkn93RQIwolrKaAoZyJa9UximWsm5pkHxvl4XHYqTshgBAwmNf1awVCoXpNXZaapGe50lNzaZ0jFODs1P3uacWUUskErFYjP6IYDBoNpsLCwsxDFv0p5sBhp1Z/KWHHZlO1OmoV0v+evOyO549FCMQAOAwqadvbVlYhJdzA0oRp8/BQCbO0vC5LAphZrU4PdOo+qpMIer5iIUXU3EcF0esP1gp2NXtGgtRMhFfFLHF41q6LBAIBOxRxJ9I5DKcmg42m12CMRkIfNRr+8rK03ddJBLxeDwaPiXEvHkcsdEP9fmS/f32UmXZ1G+4bWnhw9tqeayTLOL/frn9rePWjH3K8oShUGjq/uiOY5attYoTZs9lzTK/3z8rhV/INlWNMhhrymTv9/u+rp0L/YQhR+j+f3V8eP95qS02m43NZpeWlvp8PpIk6cDTZw8eGnH/ZNtJgb2SAtk9l60+fPgwQcRJkvSFY4hUaYkShw2eF4/EBhyRynyhBuMaA2FATlYFKApubJKXKzOHLxkMxoALf6PDBnTNtkhCa2rSgZYWNI7H4ywWK1UxpmNtOjM8q4jaSwcG72yRx+NxBoNBjwwJhcLy8vLe3l4Gg7GYpM4MZfnCbps/o5A7tel0JBKx2awMJhNIEgCYKGq12WNq4YIoIZ5LEHIya0cIAu5w4p4N+i/leL5QLLyYSnenvI6YRCozRsMqCbugQJnKLIPB4FiQRJnJAvG0bxs+n6+WcN7tdn5l5WlVB5pgwuFwQqGQgoi849JdLwscGmHeuvb0C69sUr90eDQ+UR//ppVFqYAKAHetL/mgZzx9+JK2zA36xrTaqWhvO46NPXNtxctHrA9rRBFXYFYKvzBpqlrIZty9ofQPe4dH3ZxrWvxKpXJWPiUd249Ynj1oAIA7zyteoZfd/Gzrpz/YlPptKBRyOp2bNm2CU9L/NH7wWufjVy1Jfx+xWFxQUEC70WnZ7Pr6CZJmvbbA2+1j+43h1AQFAvDUp3YimbiwOq++VJNqo6a7eqVa4HT4TC8GpMx5YrEYLU+BIAi9G4PBCIezJE9MJrOgoCAVfSORyOjo6JER10cGBkX5r+dYyuWcRd7vdHHnuuI9feOh2GkHYiGXOXUh95jR87/vj0aJk7dhNEE+9N6XyVb7j4VSlOVSH/PFrsnWTIX/TB2lLxdWUvTo/jHa4dZljG9rkaQeq8PjfgmXmY/NJPBwudxmneSwwZsudEeH8Hg8brVauRRVEGWqFLLXj05oOtarJXevUf9x/xhBntTZn6z68V6XvUzBNXii4TgJAAI28283N+kx1IHzp6guHhhyVeSLAsEgAMKHOHs2GL8p0FPVtN3gRVWyfE7ivzddXP3QrttePPHCnWvTJ0c/P/70Ud+vPhimSACA+1/t5LCQvp9elL5DZ2dnXV0d/XMq7L3aZq4sEDVoM89ar9fTUpd0fTgd1SrxS4eSONPR4+sAACAASURBVDFhgoKgqNe7Azt7g6FYX0Uev6FIwUORFw6ZgvGzu3qx2WxaV5kgiGg0SheKA4HA+Pg4RVENGPE2ixFJqzMjgFy6VJMupBCNRv+17/h2q5i+Yo+8Zfx6DXLrRQuJ9zsfUK+WPHVT83+9eDQYSQCAiIP+9ebmqQu5Lx0djyaBbuMBAEVBJEm9dMS2GFPnGJtKBK+0QdpdAgwEVujELGZ2Qg+94r/3pWO+SAIAxFz0P0VH6UvBcbP/wbeGUpbx0QT5vdd6/o+INRfnCQSCgfGgQsgpVswkpvL5/E0lwre6nOFwOL34qdfru7q6aAJUTSJiTXCFnLDBFU7/lFtWl/z5gOm2tSWQTQ38pqcPV8kYf7+p3hpj/vW9doqi/uvi5lq1xG63T91a23Fs7LL6/B6nd3mxzOfzpYyAZgvpWg1jY2M+n++OdSWDZsfmJz/+1uaK29boYTbEE7Yfsfxq93DKHYSiyDiOvN5uvqLxZIJusViYTObksvYPd5wY+vnFk99QJBJxudxUfTgDBJFlWMIRjEsFHK1cSFHQNjRuDiRSAZVGIE5sPzKWiqkp9cQUKIri8XgcDkckEuXl5dGt1lUAD+9/FxOwfWEcAEQc5v3rC2/9+5Gfb8lfopHQFeO9HSOvWSXBU4ywYJx4upsxtTP2IrJibZnipa+veK3NZLFYvv2VVWd9yB4z+yZL4h01ead80SJmH2Y/mSAh3cyApKjqwqnq9mvLFP+4Y/lfdrW/Mxh++c6VCyWgwkKMqZM7WIE48dFwqFLJHx8f7zK5UYZMI0aTyWSOFmMpcLncKhmToqBtxHlB82mZArFYLBKJwuEwRVFLlcx/DXtXlcg/G3Gnx1S5RCjjMK5qyK/WTBizMbjC2/5w4IfrlZevqBQIBHKA39y8Fk6lYqFQaOowueOY5cFNml984GjUyEmS+EIzG41G09XVdVVT8S3tY+/dvfQvra4r/nTw5pW6R9/tyyiQTvednz1oyPApp4B6dr+Rjql+v9/tdqe6jKkQbgtEH/tKHWNKa9isuH5VyVsnxtNDppDN/NoqvScS/9pKvcUXtfiirx4ezZDyAIB/H7PvH/6wTM4tlrJ1IkZVgVArF3K5XIVCweVys15Ol//x4Gv3rB5yhp49YACAu9aVXN6ovm3zksv/ePBajnRrjXhoaKjNCdNyxl7EFKhXY+Vy7v7947k8ZNPrBzQQBFKaaIuYM7zSPg4AE8wMEKRtdCp+GQDUq7HHr1/5zqN7F1BAhYUYU7Nid79HwOctVQudJA9BmXk8GBoaSkm3CwSCXOIrm80mSVIl4bx5wnFB84Siol6vp90ol5Xpnx5wVhSIDg27b1g+Yai0RMo+OjKeHlPfaLf83wf9f79Kt7SmIkVsSRU2E4kEQUwVJnccs1zZpA4Ggyfs0auXohLJFy5mq9VqAwGPXMj9bND+v5ct/Vfb2Hf/3Umeioez6wxs8UU/6BlfVYzZ7XYOh0PLHaf3OJkMxk0rziiLP8V0ab1a8uRVNfdv7wrhFAAIWMhvr6nZUq+7/m+HgrHkhbUFANCsw772TGsgbTZDyGb+dpteKuIb/ckhV/SAPfLXY5Z4kjypV6wS1xSKK/InpMU/3HHiuhatPxr/2bu99DH/5O1euYiztkyx85tr/md7Z+eo66pm9YB3qnmPRXxxkAvZgWjmiNQpnbxFzB2iJ3kkE8Spoomzi2/M5az8bGHexdSzKrZkbV8/cFGlK5x4pdXc4aRQZviwVSCVypYWCrksIhAI2Gw2Or4KhUKBQHAmp3QA4HK5TVrsuMmd4R0mEokkEkkoFFIqlauLYuF48rDBk/otLT4nQKmnD5jazYELK7FyOee540GHP/LCtaVn8ks5q3zSjmNjd59X4gmMW3wxJTshkeRPsfOsQCKR+Hy+y+qUHww5LloW67UHyIkJ5sycges04gzGJgCypTr/X0fM33zxaL1a3KzibhNGCBLS51IIkpxxCL9gie5Rr2PvUDAcDm8pE22p18Xj8V9uq9j659a3b6+JxWKsZJKeyKLjLgXw4Ia8WrUEw7DmU/YskUhk0GQbcseGXJF32j2/+yBm8sZqVOI6DVajEo+6wwwGUqOS3PZ8a/oszb0vtt+zsbjHEmwzuO3B+CsdTpmQgzIZyYl2eAuFcEFjPugopSQecRz3er1Go/GsEo+rSuQjzlAGVXiFfiElPecG1BhnxJX5h1CfjUa6qKM0OzjrTZvVBmh1qQIANheSF454EQRWFss/HnD+anc/SUKLXrq8WLakUCjnIj6fz2KxsFgsOnnl8/kZ+Sufz99clnivZzyjpQoAS5YsKSgooCiquYC9y+Dhs5mplqrf7//nh20HLLxYEjGecL/X5xEwyW010p9eXD7F6EswGJxiisYRjA+MB5fksXefYDTrJLStdw7f3+eFVqttDvT+YndgVsQfbP7ofa90lCmFP7yk6vFdfanO1o+2Vt65rtRsNosvL/+4e+yEm/zBjhODjlB84tJ1ZiEcAAiCWFWp4ceOJ5OISAgffvihRqPh8/n3rtP+7lPnL66sZ7PZNQC6AvnfP+oBgEuWlT3xwciFS4usVitBEBKJBMMwHMcd5hG1SKTOh/PymQACX4AU6YpNAfLjfufBYRdBUG8dtwaiEybpfFH8iXf7dTJes4Z/49pGPEn+4LUTj16o+/leSyC28AgXNOaDjlJK4jGRSASDQbvdflaJxw6Tj56oSvckP2Jc7KfONXQYhzavpYu/CACCkDrZGQsGC1pHad7F1FxAE1Zpc7F0QlC/1ZcvYhHAvHWNnt5i80fbjN5Wg+efh0YtvmiLXtZSLFtaKKxkoz6fz2q1ZuSvXC63SRVLktBldq2TStM/lMViKZVKo9G4XCd66MP+Kxs1hw0eOqYOe4mXDNzYKYHZcIJKJqlV5cqpZ0nP1EylG4qdFv/6CmUwGOxzJ+ryeXMmZcdgMHSawrV675sdY1c2lWWUBFhM5kuHTVw287bVxXLh6TVHVh7Tnz4a+sch0++ua1heLPNFEr/f018qFwHAnetKtjWqXS4Xi8Xi8/lVcvTy1ZUA8MMdJ15uNc3gmGlxonRKEc0nQlGUw+G0tLRQFGUymUQi0V2bdV97pvXwqJ92WV9RXogGbCRJtjTpBQL+994cee62FhzH/X6/yWQCAB6Px2AwaBJvPB5XqwrqqzRL48lH3+75+RX1HWbfzkkzxwBQVyjaVinc1FRBC4P87dqKq587zmSi9PWBIAxysaM3faRLPNLSkjlKPGZ4kmelsC3iC8X1q0p2HreGk9Qp2QeEx2Jct/KMc1AZRilfumT3tLAgYypMMhejMTAezBdzuZzTz3qVhLdtKW/b0kIACMaSbUZPm8Hzmw+Hj5q8LXpZi17WoBZUi1mp/JXL5bpcrjwR+/XjjnVLyjPen81moyjKYrHWFkuEHPTQiPu6Fi0A7BkORIgJpPA4xfjMktzceMbjD4fD9PM6Y3t6Q3FwPNQkJzptsetrhXMpDyuVSi+skGzvdN60nj2pJNC0RIM9f9B4wW8/WVUiv2W1vkUvmzzoKeWzv/1K+/m1BbSKbyQS+c6Lx/5nvXpjKX0Wid7eXgRBqqqq7Ha7XH6yA33DCt2uLnsuQ2kpfSI6lMbjcVqNIYNPRPsB0C2Zqqoqi8Xi9/v/dGPDyp9/1P3TC+m3SnGdNlbmDTtCj73T++Ot1UqlUqlU0qINnZ2dIpGIJ5Z1WoJBjuI3R9o+GXAUYvyPB5wNWuyhrdWPvN3rTztmARstFiOdHuSVF46avZHKPAHGQZgImpKuDETxWWxL/0eBZuDT3ukppa0pcMtK9QOvBwAgrY2HXLdUPltGFIvIESQJCRKB040kiiAREs64tFzUUZovMHjjEh6mlmVvUoq46KaqvE1VeQBAUdBm9LQZPS+2jbUZvDo5f3mxrEHNqmYxQ6FQOcZsNQWMRqNMJhMKhemRD8OwUCi0TMXp8cXaPwcpPxwOT1ZvyBC6C0Txxz9xBHHiZ5uVUwsCzzquWl31871mo829tkwzuSRw76ayezeVvd1p++V7/e4QPh6MheOntY7veP6IWsp56mst5ac0bg4Nu8bcgep61G6PAgBFUcPDw5dddhkAeDyeqqqTChtZq/q1aglJkrGJoCsKXC5XLBbToTTrWWQQHNRqdSgUMo0MPXB+8bdfPvrtVRMY2hRF3dRS+JN3Bl5pM9NLpQFXrMOBfuSQ9nbHfDFbhZy9oY7ti/qf/GpDKtK3GxzReELEZQZjBACIOMxvLEVvOr+BHvKJxhPvt3b/qy8exgPpnzXjmvZ/OFIM/GQySf889f4tSmqTIrDXLUopam1S+M4rKaetsOfiiBcBAAC/er8fJyZEUJwgn3y///nbV3xZh/TF4dyJqbFYzBamBFJmLur5CALLi2XLi086VPTaAq0Gz55+z+Pve5hAFmI8WzhmcEcYDMbY2BiHw0nxh6VSqc1mW1MseWa7QcxjjbojRXL+ZNqUiINevlQ1xQEEg8HCwsKMjVnHhBR8lnTO738Wi7WtLu8fBwd/XqLJWhIAgEuXqC5dorrvlY6Rjgmc+HiS2FSZX54mGvf4h8b71uSz2QjdojaZTNXV1TQfSiwWpy9Z6Kr+jiPmZDJ5QQWmRsMDA55kMsk9BQzDuFzu5Pw+RwiFwpqaGvHY2NvHx177zL2m+LReUjAYjDMFa8sVj77d+9xBw5AjVKMSN+iwSo0ykbTyUfTSOmWHM7yxMi8VUN/vtj/5ft8fN7CcBPegGQeAelFUyyFI8iQdyWQc2bqy9rhv8NPhhSH/Pf+h1+uPHj2aTCZzkXhEUbSSGOVgil2efAZQhew4Eg3yeDxau2OO16n/yeixBSZv7LJk2UhjUUdpXiAYDFrDoOYTxUrBtFygU73Au88r+cMNje2D5mNjgaMm/4/et8QIWKaXNaqZNcqYPh43m80cDieRSHDYSKGYpZKKDo24i+T8yaofv/tqHRqye70gndiUpUEQBI7jPF6mAm1WyHiM6RZ+6dPvc8Q+GPQBAM1Dnq4Y3s3rK29/+qDb7U7VZrMf3tnklv55aHR5sWz9Ul1XVxebzfZ4PCiK0lU7j8dTUFCQTCbj8Tj9mIvFYkg0ekMNl67l0hoLsy4+rNFo/nSDcOWvD0oE+B4z4Y0RTKAsQUJwrKtRK71rfcnvPhw89MPNShEnvax9wDZeLuf8/vKT38Zf940cHfXuvn9DZ2enPJlcopF6PB6KQmUyGf33MplMKpWKxWIt6AfEfAMt98FgMHLxIdDpdKWlpQK7/T0fwqGSzSLfEFmo0Wg8Ho/b7Z68qE09N/x+P0mSuVCLzxnD+RlIuxw3+wkKXu8YL1PJp36JhI+6w/EM3i/Gm2ocblFH6ctHMBi0hEiUEy1RCHN3gZ7cC1xagMnY5B8F7HVF/Ae+0nLE6Gk1en+zz9JjDbTopU1acbGIpQz5yvmx8TDj456xS6owgUBAq348tesYRVHfuGRZrVoCoLZYLIFAYPIszZm8aLLq2m8pl0w3qOA4/sah3md6KVptaveAbwZieBX5IiGP815rz40Xr5tit7MGjB+/0WV8fCsAiEQin88Xi8XkcnkymRwdHbVYLLTDGh0++Xy+TCbLcakxY/TaAu1mX4fJJ+YyH/ssSFcFuSjjZ9sqr1pekjqpTb/+5PnblqeX4sOxxKgXscaYsYGBF3pwPpv51Nea4VTmhOM4hmGp/MnpdKZ0g89U0/5CT/McRm1trc/ny3HnVatW7dixg/65hBN+Z5yZIEipVNrT0zM5pqaeG7TASy7U4nPAcB7OoH2dy0tICvYNeU482zb1Sy6qVPzZGU4nYAOQVzRlfv/poJ+o6apz0z+tLwfnTkztGvPopRyzN1ok5wPwc3GBzmrU9dytTdxodIkGO2b185nkBbUFF9QWAECCIGkK8eu9nsMGn1rM8kajAHGD1YkSZg6HoxQIfnplg0AgSNWU1Gp1MBjs6urS6XQoiqbWsw6Hg8fjJRKJjPUs/fC9/fk2PEkCgIjDJCnqyuZpU91Gg8izvZCSb5yxGN4VDardXcO1qo5U82nyGnzqgPHQzq7/3VoVDAaj0SiKon19fRKJRKVSRSKRcDis1+tVKtV05a6mC3sg1mHytZu87WZfh9lXqhQ2arF8MZegGECdpIDGkuSju4Yq1DK6yi3ls/92y7I7X2ib7Dnz4YC/zx5YKod7Ny6lKIrOeEiSpHVF+Hy+SCQKBoORSCR9LXUmpvoickf6fGogEMgxiUwkEiKRCCiggJJIJBuE4jeOmq5ZrscwzOv1ZpSR0qnFCBLLhVp8DhjOT+1XOCsv+XTYDZN0lAYdWfwn0lGvxtJV5xYKzp2YOjgeVEl4qW+fpgjSF/qZKIJZjbre7hy/ppx5frXikbdcoVAodceymIzVpfLVpXIAsNvtx4zuB94bSxDkza8MSQXsZp2kLj9RIWViqJ3uv9LzOSKRqK6uzmQyRSIRs9lMr2etVmtBQYHdbs9Yz0YiEQ0aIkjy6npZNBJp1IieOeLOx6YtnzTZb3xmYniX1Sl/s2d4cHAwFfmyrsHTA8blS1UlMrbH44nFYv32wL5e29euLPJ4PDweD8fxyspKLpdLO8nQ8sVTu5PODPEk2XEqgnaYfADQoMMaddLvXVDZoMXYKAMAHnmrx585V5q47ZlDCiE7moRIggzHkxE8U9kOAP7VZv7DjU0risQdHR0AoNPp6JVBZ2cnfZklk0mLxZIiXqVwprb0InLEDOZT/X5/a2urixRSAAmK6aYEamL8rePINcv1UqnUbrdPbs3Qzw3651yoxfRLdu4/3uYMA8DyPOrydWd/ybxC1sfg1I+L6b5kxB0FgAwdpUH7GfupKSysaErjHImpJEkaPHGZSCw+xU+iaYHRaNRgMJSWlk7LBZrH460U8QmK6h7znJfNoBvDsHJ58LwiniWK3rBcu0wvazV42oye51o9EZxo1krqCmKVMl8hj+DxeAKBgOYPj4yMUBRFi7DT/89Yz+I4/srB/hYV5+pSxGLxdXtAy42nCC9zj8I8+ZI89nCcgUWjKpUq6xrc6/VaLJYEjm9R4PF43DU0HmCzCwsLJRLJHw8bHr+6oaJMCQA2m02j0aQ81LxeL4ZhsxhQB8aDdARtN/tGnKEGnbRRi32lQf2TbbW5u/6tKMm7oTmPjIfZCKlSyka9sVtf7EqTPwKKQh7crNGgQZPJV15eHo1Go9Go1WoFgGAwSJKk2+0eHR1tamqarfNaRAozmE/l8Xjd7uR2qxgACIT5zDD/q5rgp2Z/kqD4fD5BEJOZSvRzIxJxkyTkQi0GgA579FdtoUCMBICPDEx9RXztoud8GiKRSIwgqfSBJlpHSXSORJ8MzLuzmpkKWjwet4ahCGPoxDw4VSZiMpmjo6OxWMztdg8MDOh0uowlrVbKz/hLAyD1ajGPx+GQBI/N3N3rPK8hy6qTy+UiCLJGL372mO+QwXPNMm2xQnBtixYAnMF4q9FzxOj57afOEWe4SSepL+BXy9ESMajV6p6eHpFIJJVKsy6BMQzr8LLO03NRFJVKpX1deLMOm0EdaRZJMTesKnl6b/eaIqHH42EymSUlJaFQKDUYGovFcBwfHh6WSCQsFovFYjGZTDp72D8aKZDwVpUpASAYDOI4rlKdJkJ7PJ7J3axpwRWKt5t8HWZfu8nbYfZppPwGLdagw762qqhaJT7ry7N+Rd/YWEpXZWn1O6/Xz2ZAhDzdBOKhpFzALCgoSFm5GQyGw4cPFxUV0Q/f7u5uiqK+xGXQF4T5oE0Ip5JI+i7OJYkcDSI7bFg4cbIJEknCa1bJmjLZOydslzcUyuXyrEwlvV5PfDIMwMyFWkxXQemACgDBOLHgho8vqZG/dtScrn0t4qBba6dyUJ7WE6Z1aLxAyLQHcJxipG4lNoO4rnH2TZrnA+ZdTJ3ZTRsKhaxhKi9BlSgFkFYmikQiOI6LxeK2tjalUpkeUzvH/L/e3T9ZuuyEJbC5XOdyuWoLxUcskWg0mpU1I5VKm0nyx7stkeSEB6hSxNlar9parwKAaIJoM3jajJ6XurxHjJ76QrGGo8yLBMuijjypKBKJIAgiEAhS6Vo8Sbbb499q4sZiMR6P1+8O//Cyhhl8G/Vqye+vW3rzc21094KBwN0r5DPr4V1UX/jgm31OX4iIhVAUlcvl9EyLUCikf0YQhMlkTu4nPfRG697vnQcAJEmazeaamprUe0ajUQCYLheJIKl2s6/D5O0w+9rNvniCbNRhDVrs3k3lDVqMzz6jhnNWTN0GZrPZ+fn57a3uaHJCEyhGIIdt5PnNp71Ri4uLnU7n+Pi4TqcLhUJ8Pl+hUCysdloumA/ahHAqiYzH43q9Ppck8o0OS3CiC00QJ9kMBh1TZTJZV1fX5JgqEomYTAb9w1kPaQaF0/mGcjnnjmp4uodB2xEKWMhdtVAim4oXOS3a3Z7e8a806eKW3r8Po/EkAwA4CHlHJbGpaYEVyXPEvIupM4PXH3BFKWcwVqIUQlqZqKioCEEQFotVX19vs9lS7ZM9vY7f7Rm4tkX73EFDhnQZANATbOdXFzzxXi8teDT5E+l+zAotv9+dHPNGNdIs+/BYzPUVyvUVJ5djx0zeA/32j7vMrxiTBWJGg8NUrWCVY4hOIaL7r68ft28uk0QiEZvNhvAkOMkQQjQWi2X0XHPh7u/uMFzfXMhjswCgVo09f3B4W93YWe1XcRynE1B6siUQCMRisToZ47fHYjoRe0uZCMdxvV6f8Vl6vb69vZ3FYiUSCRzHm5ubf/PBwG1r9FI+GwBGRkYKCgqMRmNqf5oTm3FeWTHiDLebvXRRt8cWaNRiDTrpRXWqH15crc72hU8LOfOGEJiyRF1VVYXjuNlslkgkbDY7l+RmETMGbUePIEgu33MymWnnBwBqCeefrWNJkkIZiFQqncxUAgCpVIaM5UotXujAMGxjtapQEfnniXD3eOyR82SV+YKp14U08+Pxi9R3bx8pV3C+v0GjYgRjMeHkOzqZTH46Gnx0idpHcB1jvXuIIpxiXswdXpJfe66qWZ0jMbXH4tNL2SPOcMkpwQe6TERLz9NlIjabPTg4WF5e/mqbeXeP/c1711731KcsJiNBkKmHJl30YDKZTCZzRZGYwWC0G13nZ2upMhgMsVi8QhMyh8KHR9yaHNi5TTppk066RhYhSVKiq2ozetqM3ueOuUnS1aAWVCvYb3c7N8iCDgcejUZ7nVQ5phgaGspgYeTC3e8btb3X7z/y0AWpLa1Gz/uDwa2ovaCgILWR1idKDYbGYjEURenBUAzDOBxONBp9/r3PenxUGGebonDcj9/gHhaJRMXFxQBAc3dp4DieTCbpLteAyf7Pz8xvf70+EAiEQiEMwxgMRuqYKYqyWq1isbioqGjyHeiN4Km2aLvJqxRxGrXSBi321WXaL8KYYmreUI4FLrFYLJFI6IUXm82eVud+EdPF1Hb0Gbi4WvbvI2OxNAUfDhO5uFruiRLvnrBtW1p4JqYSnafmgnNg+DgSiTCZTG7EWS/lDDiBHXEwGKVTL3npp5BEJEIQpExCiQj/0NBYVr7YiN0bxCmNgOowGvPQuJgMBhFeHhs3GAz19fWLMXX+YmA8VKwQuMxBOjeCU2Uik8nkdrvFYnE4HAaA/Pz8R19rCwHn7vWl1Q+99+il5auw4NM9QBc9+GlFDx6Ply9GSZLcP+w+f1n2D8UwrEXtfeqI97MR91U5T7zQArMsFqsiX3TjiiIAsPmjrQbv/kHniI+wBPl6AbuQjY76yaUaisfjZTDfzsrdx3H8sV0Dj12xJH2I+4mrluh/8M7m4lqj0cjj8egISru38ni8M+kT9Tliz/ZCGD89k/OSgVtT5vX5fGw2m6ZfKRSKoqIinU7X2dkJAM3Nzf+zc+CRy2q4XK7VarXZbDqdTigUSiQSFEXZbHYgEMAwLC8vL3XMx82+YyZfh9nbYfYFokm6Lfr1tcWNuiYR98u8PnMvcNHJEwDkQhNdxOfEFHb0GRAIRAwGUMTp5g6TAXyh4JJ61Rsdlm1LC7MylY6b/YfMUZxEcrEYOweGj3Ect1qt8XjcH4iRJJf+p0ajmSKmpp5CAMBis6bgi+3usp5XLtfpdBqNRiQSIX4CANRqtVwuP2vZbIHiXIipBEGMeuNyubhEMaF3otfru7u7ORxOQ0MDgiAej+fXH5m4TIqiok/sCrT9aJOQy+7khQsVkbcHYgdN4a/VizZUn+QE0eXfinxx61gsEomkOCnpEIlEUj6rQMDYPzgN5bnJ7HCVhHd5A88Vikt4rAvVxI52e6uDM4onhwwwEEnUW05USBktxTIlJqb96aYeE9p5qC+JsPhs5La/t9JD3DuOjf1oY8G3Vil++dHY7fVcmUxGt5bPylPPOpNz2EYuXa5gs9npjagRH/lSX4KiKAPTE4wlL2vUUhRls9k2btwYjUZDoZBAIOjp6ZHJZLFYLMIQuMKCHW910ySjpVqsSYdtqsq///zKInmW7/lLBF0ffv3oGABc1aw907NyWsnTIj4ncp+veKPDEklQCABFUQDAQCCSgJ3t1h9fWvONF4+RFMVAEJlM5vF4UgS6dPWDm88mZUCDvkgu/38Ht1Qp7ju/amEFVDgVIPl8PmWxUAB0dDwrJyDHoaOPB93f2FILAM3NzXv37mUyGAiFIAjS3Nw8u2cxf3AuxNR4PD4WIpsK2SXKCWnWrl7f7/uFTCYTivErGtQPv2+qKyp86/jYKg33x/Vss2EYRVEejydHXPetUhwwRSJ4ItWk4fF4DodjU3Xen/YOhsPhrDEVAKRS6doiz2u9IasvWoh9rg7fzg7LD7YUm93ed01JmkYoYjO3NevjCWKvwfPE/kGNlFObx62QMlv00iFPcl+HJR6Pby4V1iSTiUQCRdF4PG4ymX53wH5Lk/yb/zyaYmf4o4nH9lifvaVxZTzAZwAAIABJREFU/3tDzLwyhPAyGIwZD359NOyXYaJyKVERNVWX6mDiY+i9kZ5fXlUPAAaDgS4R83i8JMLy+KAj4e3pjAx5ESEnvrzU36CVXt6gbtDO9+JPjnOluSdPi5hLIEBSCINuiZOAIKe8UC6pV717wnbpkkK5XN7V1UXH1BmoH9AgSYQChABYoIRvesS2J8hNUogxQF6+VD/1/pFIxOPx0GTDYCAQiwlp68aM1DYYjrRbo5uq8wFArVZLpVI+PxbGGTKZIH0K4BzDuRBTw+GwJUTWExRtV0njTx/1/eqDYYpEAMj7X+18cvfApkrlMwdHXrh9RW2h2G63oygqEolCoZDZbDaPGkQczkgASeUZdJ66ojjveTbaOuLcqsxO+8YwrFnFeb03eGjEc2XTzJsoBlc4GEs6na6ffexI5+X/ce/QC3e0fHNjGQD0WAO0l85fXxv2xwiSBADmUU88hB8tFSRoq5YPjPiqEmmXK5lBdwzEiZ3t1ieuWnLvS+27v7N+YGAgLy8vQ+BtMtcpa6/oW5vK3WF8Z7fn6KhHzBmoKMAOGdwpXxqSJH/2Tq+SjSOAfNrpbDf52s1eZzDeoJXWFmCbucm7G/hrli099/K5hTicfs5DwmNTwEhZiiFAURRgfBQAti5RvdlhuXRJIQCkmEozI/HSa0oKqD19rmPmnFLb+YZTI7ZMAHjicOSsI7a0mAaKogCcQCDg9xOtra0bN27MiKm7jpvXlZ7uVTc3N5NH9wPFOIeTVDg3YqrTGwglwBmMrys/eSlvP2L51e7hlFsfRZFj7kiv3X/0x+fTWwoKCsxmM4vFksvlLS0tH330kUZAmYKn4xCdydUX8KNJ8tCId+sZLIm4XG6tGqMo594+x+eJqTs7LOdXSD+1Js50SxMEocfQ/EqRmpvcP+BIDUBGEuSTR+L1Kl45xoyEg7tMoBZ5nJEsy2UOh1ORL1pbrnj2gOH2tRVtbW1erzclwgDZuE5Ze0WrS08/L04Yx//3zZ5UQE0d860v9tSqsQYttrpM/s2NZSni2NGjRxcLpIuYM7zXlekYjyCwq9N276aKi+sKvvHiUYoCBIEUU8kVjE9+E1coy8YUZpzazh/MYMSW5mRwOBwADgDgOJ5IJCb7/Oztd51fc5oUqVKpmCiKJJFzOEmFcyOm9lq8RVKOwRUuVpx8dj970EBRE3dCIDaxNajVant6emw2G5fLxXFcy6N6rZTBYEjlajwej0riGozbZotntTulIZVKm1WcA4POz3MKOzusP1yDfebKUmEOBAL9/f0kSdJC83tHgv4Ykb4DBdA7HjN6mbEkA0EoCZ9Vl8/4xBiJJU9/BUI2c3OpKBKJPHhRxdKf7rl2uba6unrnzp0URdEJFo7jKIpOviumaChGcCJIoAkqy6DJjcvUj12dxZB9sUC6iLkERWZxvSZPPRq21qveOWG7dImKz+fTHHiSIibL/ZBJYvKbpLD9yOjkdfBrbaYFFFNnkJ1jGFZRUUEPyAmEApKMVVZWZrRgCYL41Bj8xbUt6RtlMlnIF5vNo59/mHcxdQaKLf3jwYo84a5ed4lyetK4hYWFu3bt0mq1GIYVR6Kojfq0c/DSU7kaXf5dX6H8x6HRKWIqhmHnFfE+G/Pa/DGVZCZmFJ1jfg6DrNEqEuD9N5sRSpOZFXNZVy/TlRQrU6VFDieLEfqVDQVbK4Q/3Wvbdd+6VoOn1eAxhWy99pO2pmwGMBlUPidht9txHP/vldJvPv/Z99fKEQTp6+vLz89nsViRSEQqlcbj8clkv/SGYh9t6mL2tZt8Y95IgxarUssGndFYmvCFgMW4flVJ1jNdLJAuUMwTHaXp4p5NZd955ThAemRF/mtDOf3TJfWqtzttly5Rwanyr4TDnCwCI+FNJSdCEFkibtaN5xhqamrMZjMAUCSFomh1dXXGDgf7rTopNzWIQYPJZCLIDM2PFwrmXUyd7k2bTCZN/qS2kFeI8dCT0ldw53nF9796nJqQqyJ3rst80GMYVltbazQaNRpNacxJABFhnSa88Xg8v9+/TC97+7j14KDjiry8rAfAZDK31Kkf3e85MOi8Zpk2l2OmKCp9MPTZfWNLsUQkElEyo49cWvG91/vpI5fwWH++qWl56YTezJVN6h3HxtL13yU89up86s9tnkcvr2MxGWvKFGvKFN85v+LwoPV3u7q8MZLP4/U5o1uf61+vFzRrJcvLVB+bTOaEQKfT4TjucDikUqlIJCoqKppM9hsPxE5KAJp9HSZvsVLYqMWadNI71hZX5J8s4Z5fgd2/vSuEUwDAR+F3X61dcNTHRUyNhRVKU7iiQW1y+P/vI0Mqqn5vi37bqeHRS+pV33jxGP0zzVS6flXJWyfGg/FkSgRGyEavW5l9gUjj1EtOB1Ehmzn1S+YbZjZiS4+Yw1FnMpnU64snN3Q+6BnfVLnA+sqzgnkXU6eLWCw2FiRreJxU0w4ArmhQjwdij+/qS91LP9pauS3bVaLX64PBoMPh4DMpFgIW/HSWRuepy4pUCRIOG31XrDnjMWAYVoyxtreNnimm0vpEKYmiRCJBD4bSFpsfG/t33r085nc2Njb+Y3vX9y4o94YTcAZxn3q15JELdQ+/PxqIJgFAwmM9coGaYHIlPO+q0gnm4SvKC78bsJEk2dLSAgA/3HHCG8a7XIkXjvWHYsn7/t19a5NMwlVgDIbb7VapVDTnGU+SqQjaYfaRFNASgPdvKW/QSTloljXmBUt0j3odHw74E4nE1lrllnrdGb+pRSxibnHfBTVI3Pe7gx4+CvcsV3xzS036b2n27yX1J1NVPp988qqa1AJRwEJ+e03N1AvEerVkui+Zb5jxiG11dTWAk6JgcpIKAPuGvE/dsnz2D3feY8HH1Hg8bgkSJIKUKCYUfu9aW+weG366M6HGuN+/sCprQAUAsVgsFouDwWAikVCJON22SOpXCIKw2WweFUMRstUc7u3tpbVyJvNjxWLxag3n9b6TtVaCIFLhk/6B1ificrlisTg/Pz/dY3xP11iJjIsS0by8vBO2kMUb/X/XZ+lEphCJRCRR21frpe/3+1cVidaoWSpm6Bu7LbvuWz955/T+5S+urL/p6cP3bCj9/Q0KRzD+8M6uT8fC/hDTFpJJEa6qPf6CoXM8nDC4og1arFGLbWtQP3xZbY7V7C1NlXloJ0Vxli5dFD1YxPzCbRvqn2n9ZFkecvPG2oxfZcRUo9FYIeZ/pxH9w7GYN8H4XhO7VEicVUSTXlPev8veomLd2KBYiGtKmjbx6M4Tx8yBl76+4qwBNV0hlc1hud1ul8uV/lQctHriBFWlWkhri9nCnMbU8fHxYDDI5/NVKtVs+XxZHB6cQlxBvKpgQvEhHo83KVGAxJ7vbcyaXaWg1+tpGZH6QsV+Qyj9V3w+PxAIlImpow7CaDJLJWLIxo/1er2r8uHFLuKdvQeETIIm/hQWFmIYJpPJOBxOhj5ROv7datxal0cQhFQqveXFA499pX7q8/V4PE6nc9hNXFLCPk9Ljo+bXnLxr1yqUooy6UUwqX/5z6+vWPLI7gPf38hEkKubNfe93F5ZILaH/TiT50ky3Z7YmC9epeCUYcwqBatZLcjLuT28KHqwcOH3+10uF4qihYWF52TDWyQSAQIMBmPyxbm1XvXfLx/7AwAA8Pl8HMdHR0dLpTwpw+dDBMVS1mRx0KzY0lTJeG98vZqxcHXh69XYpkr5CWswlww1XSGVzeZM9rLddcKyoUyW2j8Vg2OxWDKZyMVPfuFijmJqLBbbtWuX3W5nMpl0/LjkkkvSBzlmjF6bX4+xR5wherGZQjQaPeqgeBx06oAKALSPaSgUatGK3+rx0uLa9K9oSnCDRjLo9z/VRejkibUaVoVSyWQyXS5X7BRCoZDNOMgG1QN7fRIOskVD1fDD5eXlk3VEM+D1evcOB+5qluh0uh3HLGV5wiWas1/QWq32RJ//5iZFNOQWyfI+aA9033kWPi1JUXRbtFkna3rsAwmP1aiVXlRfcGIssEHPo4jkKhXjtss3A8ARo/tAv/21dvtD7wzJecwGtahFL11TkV+cfxYe49xwenO0EFhEjti3b193dzeDwaCJ5Vu2bNHpFl6adSbQV0ufIxYlkMEAY/eRvnI5J/1qQRC4qLZgV5f94roCANBqtX6/fzzB8xBcigJHkltdIM/FZYiOLvTI+xd6RvMEbDYbQZDjZj8F0OehOsd8JdiEqYGPB9z0VD0NOgY7kvwRLx5OUJ/2jSmZ0VwWKwsRcxRTP/74Y5fLdemll2q1WpfL9c477+zevfvqq6/+/O88YA+W5wsPjYbS+6kAEAqFur1QJM1J6665uZnNZgcICmUy+myBulMrNT6f7/F4MInAH/d2xKDDGfhwCB5Yp8AwF+13plAouFyuz+d75jNjHCCeREJJ+PsA44J8xkWT5lImY0fr8HKtsKK0GAB+8lb3ge+fnQni9/sFBcVAdbx63E1RlD0ceviSyqx7Glzh9lM6ul2WAN0Wvaq5cGOVotXg/cMNjfsGxt88bhsYJwHgUyujUD964dKiZXr5Mv3JvmyfzX9wwL5/2PP7T0ZJkmpQC1r0stUV+fVa+eSPm5sUJxcLgUXkiBMnTnR3d69YsaKhoSEej7///vu7d+++/vrrz0RxX3DAcfyNQ73P9FI4AUZ/8rtvGb9eg9x60YSrZesS1TudNjqmyuXygQDy+yOuYJIJAD/d5/3N1YVnKRydRk5WOecGcBxvt0We6WcAIGMh5DftxNerky2npgYi8UT3eHRz3Wk5XwzDrKToycPeQAwAkF98Fvr+2pwWKwsRcxFTA4GAwWBobGzUarUAoFAoWlpaPvnkk7Gxs7uPTY1EImEOJOtKRbv7vQXiibJYwaDBT5xfe5ZMkQaLxVIoFJTTSVJwzOjWiRA6AY1Go3s7Rv7ai6QYxJEk/PZwoKmuUl9wOm/7cCj84Xja+pSidtv5F48Ermic6qJxOBwfG8IX1yiFQuH/fTBwx9piMe8sYcnv94vF4mfanf4E+d5IDACYDIZacTLd90USHWZfh9l7zOTrMPvkAnajDmvQSq9u1makv2Pe6CNv9uw8bkmcmoEJ4eT/7OgtVEjSh9KqVJIqleSO8wAAxjyhA/3jh0dcrxyxOsKJpYWCZUXSVWV5q8rzpz7m2cVZLQQWkTs6Ojry8vKampoAgMfjbdiw4eWXX+7u7l6+/ByhlowGkWd7IRg/bQLxdDdj01qqPu16uaRe9a2XOwAaAeC42f/HY9HU/iGcfOCNfpVcnMuwKQKAoguenpIjRoPIcwNoagI+RsCz/cwLN578Yt9uH12jn1CDPG72//ZwIF1W4slPvQ01vgU0xZs75uIiGBsbA4CioqLUFr1ePysxNRaLjYXItXxuSu0hhWAw6A4nL6gtyPrCFFJ8olAoND4+Lucx9nSZN2hR2qqloKBgsM3jj3kAENpklYFkGYh+9qBh8mz5s/uNVzSecbSGJMkxq+0zU/gf95znjeAvfDba/vD5Zz1fv98/FkFfPDyWOGVfRZDknX8/sqJEZnRFfFG8QYs1aKVfX1vcoMWmiNAPXlK98hd7Mwa9af3CM13lGpnwulXC61aVAoAnGD04MH54xPXY2929jqP1Kv6yImxVWd7q8vzpeoNPRrqdzmRXENqXal+X6ZiHiSBIkyyxYUlJLlasi8iAz+cLhULpXvEYhmEYNjY2ds7E1KwmEBkXOQNBLqjNf6/LflFdwfYjo75oMuNmX1gCDnODp/ePRBJU+hcVSZDP7Df89rpGAPiw17G5aoKY6xsdFm8kkb7FF00sLOf23DEXMZXWlU23yuPz+SwWK0NvNkekd9R8Pp/Jn/D7fEWyTP16kyuUJKmUWmEKsTTE43GSJGnHUJlM5vV6q1Vg8iXTW0pMJvOkDDcFAEBSp2W4p0Y0FrPb7QqFgl69ZjQCnU7n292uS2qVAPCTN7t/si2TkTgZFEUFg8EdPUSCmPCYiCYIoOD521v08mmU7C6uK3juoCFjI47jWXfOgEzEu6xZf1mzHgASyeSBPtuhYddTHw3c+3KHVspt1kpWlCrXVOTnZaNNTYFIJPLO0aHH9lr9UQIAXjtqfniL+tJlZRn2sR+cMP2tF8IJEgA+szGSjLGpfakWkRV+vx8m3pUAIJFI7Hb7l3REXxpoQaWL6goikUj6zU5RCABFK8UvIh3DzvDkp+Kw4yTB88CI/5dfbUrfP6s5fNaN5wDmIqbST+r0ARL6n1mf4OvWrcvYsn///ox3S3XUDFYnRSEDY44izYRRmVAotGfIL+YKhoeH4/E4juPxeFwoFNIW5TQUCgXtoZ16lc1mq1OSh4wTKDD1Gmz7cWe6DDcCSL16QmUjq8TE1bWYz+dzOp0YhikUClp1mva3SSaTDofjwLjy2xdJO8y+UXfk8oZCOANC8SRNL2obcXRagng2hZayPOG0AioAXNmkfrXNHMFPX9Y8lLEif9pkbBaKbqzTbqzTAkAymTw24vhs2LnzqPHRt3u4LGZzEbaiRLG6LC+j250Vx4yeR3abQ6eWs4FY8ifvm9RKbFXl6WIGXc0LJ04eZyQJT3eTGdW8ReSC2b0r5ycuqZG/dtQciJ2+yEUcdGttph/GxfWq77zaAdc3VuXxKUhfM1NAQWXe5/KbmnvMAY+PgzJIOBlQ4ZQ5AYeFAMD+PluZgosJJnzWxdWyHcfGwonT3ywfRS6uzkLLOAcwFzE169gMRVFZt5/1Xk3vqNmjrkIB4ic552vkAECSJK1MNDw83OMlhUzikbd6GAzG6kJmARsvKSlRnsFehoZUKi3x2BME5Y3gKUmtQVcsIy2lgDphCVyeNkRKS0w8sas/FVaZDCqMiuRyuc/n83g89CUeCoUoikJR1O12hxJgi6HrK5Q3/7Prp5OS1G5roN3kbTf7Oky+8UCMphddXC7+2bbq3+8d2tnlwtO0AHMRPZkMkgQmY4IMG4OBuDzu6b5POlAUXV5RuLyiEACSyWS/xf3ZoONg79hfPh4M4VSTVrKiRL6yTLlUk73gs2c4EJpQH4JQgtozGFhVSR8hRRDEa0dNZ63m0Zi6hrwIGlSmLnZ2LIgIOhnlcs4d1fB0DyMYJwFAwELuqoUSGTtjN5SBbKrO391t73QSE+V+ARDodC4wocEUyfbAWBwA1mnZs06y9cXoVe3p2i8A+CJJAHi/y7ahXJax/+oqzQPrrL866E79IR48T7micuamI/MZcxFTaY51LBZL5xPiOD5ZsT1HpEy5jV68gMeyh0leMjgwMJBMJjkcDp2GeghOgkAsdgYAHHXD99eqpg6oACCRSPI4YwRJ9dmCKU2iHHkH96wvzRexn9lnAIC71pdua1Qv+cn7A+Php25ujsVifr/f4XBwOByHwyGXy5PJ5DCRt0Ev+GgkVKwQLNViVl+UjqAdZl+72VuZL2rUSVeXyL+xoZQ2sCMIYmBgoEAqHBwPLi+WHxn1xHACpiN6koE3OizBWBIBKiXDFsaJg2b86jMrG08LKIrWFuXXFuV/HSCRSIw5fYeGnUdGnTuOmIY98SateEWJfGWpskUvY0857OT3+wcGBgiCIEmSHmGavM+HveMqjNdcJE25saZbur7RYZ1sv7U4k0PfffH4BNOVrILPCxcYhm2sVhUqIj/e41IJGPeukFXmC7Iy2ujy77AzPPlXqZLmQkEayZYEgANj+KyTbDlMZHLtl8NEAODjQfdfb8qiWvOVlVVMouP3raFQgnxwpXDbiqpZPJ55hbmIqfSYptfrTT2sg8FgMpk86/hmVtB2uD32yMGjvi4nsxbDzT60QiVRKWSpQlbbsDOcZKa0s3OkmQkEAoqiZHzWxwOOVEy9skm9/YgpXc/zTHnhFY3adFJS508uXPvLjzY/+fGe727gcrn5+fl5eXnvvvuuy+UqLCx8qYdz6xL1D3ecWFkqX/6zD1Emo1GLNeiw719U2aiVoszMDN7v90skEvPY2HF7rEnH/ffdK3e2W+EM+oXTAZK+Lufz+Tabrays7Mz7zwQsFqu4UFlcqLx+HSQSCV8g+NmQs83o/fW79q7xaIVS0FIsW1Wm3FKdt+OYxR9Nrz0iUYoV4cjrNRiTyYxGo1XD4XeGIunfjojDurBMaPVF3zpuPWHxNxdJtVL++z320KmKX1b7rbmcyZmf8Tt1V6ZvpG1Ev6Qj+kKg1+tDoS4Bm1lXwFHxiDONu2ytV3333x0X1uR12/xIWvpFkkjxJK7GPMcckGzXFYv67MEMY9r1paKh8SAAVaPNIvMrFouXaKQlQ/hYMLFEJzuHB3nnIqZqtVoEQUZGRlIs3+HhYQCY2XR5auYsGKcA0EMeFhOhMAEvvTP0amdmNpMLzYzNZrPZbA1GdJj8qY31asnPtpY8/J7RF0kAAMpA/nD9khzD2IHvb7zyT5+W/2jXB/ev18sFXopvF5QedbqNnag7wXi+1VqrFl/fom24aslZ6Tw+n08gELRbIwwE/n77ciEH/Zx3yGThbA7KZHH5drt91mNqOlgsllIu2yaXbVsBiUQiHA4fMTiPGL0v7Os/MR4NxAkWE6FZzWIu+uRXl5q90R/t7CFI6qpmTZ/ROhZhPnBhxa92D6aKltfUCW5bpaUo6qFLawiSOjrqfeK9/lAs09I1468/lzM5c1CLmwFEIpFUKh0ZGWlpaaG7ME6nMxgM1taenS63gCAWi0UiEYIEGAhC/5x1N5SJbKzMq8rjf8ik4uTJlioFCJtJ3dgy+2afX2hjYg5ItuFE5hYEgRCOvHvcvK7kjJ+i1+spyg4UnNuDvHNhu8Pn86urq3t6erq7u8Ph8MjIyJEjRzQaTX7+TEYbM2bOYkkqlgRTaEJbyOKf9DfPDVKptFSCjrgmVHvWlSufvEx/0wodB2WIOcz6vFxL1o5g/O7zSopkvPOf3Ff+o13ffqV9MMTx4UyUQV1Wnx+MJrbfs/qC2oKzBtREIpFIJDwez58OOS9bWijkzMJKiBbOlgpOLkQQgL/d0vzGCSc9lfv53z8XsFgsDMO2NJb/4IrlT1zbzGQwnr1Sf0kJq4BH8ZjAAOr1Y2MMBPnV1Ut//dWlf/146J2BYJKk/vTxCEWRQFH0f6/3Ro4aHIFAwOfzMRnI8mJZLlpU9EyOxWIxGo0Oh8NisTAYjFjsC3F2pGtxTxwO7BqO7hqO/uKzkB2w+TBT29zc7PV69+3bFwgExsfH9+zZw+Px0qdrzg3o9XoKqGQyOfWjfGu96rAxgAAFQCEACO31BgjKnmUxk30D47f9vfW5g4bnDhpufrbtwFCWdsY8RzDbfEAwAXv6HFuqz/hUH/GRowHSFwdjgDzTPucA5mhIec2aNYlEYt++ffv27QMAjUZz/vlnH8fMiskzZwRF/faDgYcvqyuS8wEgkUhEs5C0M8m6WSGTySoltjf7JjSZ+Hy+Tog8dkX9ZyOeaCLRZ/GsxLKvxRIESXN0aYdRgiQbddKrlmk7zL6h8WCNSvhhvysQYQLAu92uO9fpczxlv9+fSCSOuFF3GJ/sWDdj0MLZdA15yBH0hhO3r9EfcHuKrdbS0tLZ+pRcYPJEvvqXw+0PXzA0NPTEjesIgohEIlZv+PCIu2PI8rdPBq1+vCqPd8uakk8GnKF4Mr1k7Y3g7W60rpA7ODi4dOlSNpudi3cVjuNWq9Xj8dADyjKZzGq1fkEzOfN24L28vDwUCh05cqSnpwcAJBLJ1q1bZ8xymLcY8ZGRBPR6SGOArD9zxXHrEtX9/+okqdNpBgJUnIBnDhiai7P7PM4Ax83+b7/amRoNz9qY+JyYmXfbtEA3UjPM25NJcsgVXV+dfYThFMUhCQA3P9s2meJwzmCOYiqKolu2bFm9ejWtoT/rxfRei/f6pw64I0RFnqBMwXPFSJjkLdw+6rm88SwSExiG6fgJEsDkiehkJ3UNORwOjuMURa0okQ2Nhz4ddq2sPR3YhhwhOoK2m72D4yGao3vpEtVDl1arJKc7MQ+8dmL7UTNBnsynkwTxj89GL6kvyOVecjqdvhj5//aPAUBt4SyIJKeQ8hvvtga+v/34v+5e1fKzDzcXknMZU4ccodufbzv04Gafz8flcvud8VRZ7K6L9I+91aWLUD9dzbMTgm6H0+DKThgpKipCUbS1tXXt2rUZ3lUMBHlwa2VGuZ7FYuE4XlhY6PP5RCIRm83mcrkZuWMufdCp98FxPBQKPb9vcN4OvDc2NtbV1Xm9XhRFZbJMuuY5APpRHkuSBh859aOcxWTw2YzQxPU6gsCoezarF290WDK0ViY3Jj4nZuzdljskHMZk83ZvJLZKJ8yqUToHK4n5gzkV0+Lz+fSA5ufB5FUYn43+7daVpXKONxA6YfYc7B2jTnJZT5NaAZAxlz/rG6YDRVGJgMdFE/sGnDetPC38xOfzI5HIyhL5gD3YOhZ5/4T1hC3YYfK1m30qCbdBizXqsBtX6GrOHPAi8WQqoNIIxZMp5ZEpQNuG/6Id7lxX0mWZiUpGLqgtFGN8dofZd22L9p3BsZaWOVIm6rEGvvVK+77vbwQAu91uo8Tffa2V5uu+3m6V8tHrluseq+EVFhbyeDwcx7cOj//Xqz3pE4cUhRwccu/ssLboZXo9dfDgwcbGRg0aevwi9Z7BAAA0qwW/eb/v8rq81BnRNkRr1qzp7OwkCIKiKKVSqdFoRkZG9Hp9ykQolz7oZK6T1eXrc+FGb3xwPGjy4eZA0jW5+zSfwGKx8vJmLQ+bV5juo7xIyu22Zy7adFjm7M38B12CuvbPnxZKOL+7Ydms+7leXC3bftQUJQBOrkAQDpOBxxMXL81e+J2DlcT8wcITqMxYhSEI/OyKOvqiUXG5qjyF0RlEGTEBB/VHE2nlCeRTY1D/g3eqCkSVBaIqlbi6QFxZIJrsDyqVSvME4UMjHjqmRiIR+/j4oUH7SJu110O0m0IkRaGfjawsK7hnQ2nk4wNpAAAgAElEQVSjFhPk1t2cMU3fbDa/OYpc3qAedYfXfJHVkrvWl/x138j/Xduw4ZemOy2WOUhVO8y+B18/8eH95wGAy+Wyxtjfe6s7de/5InGCJKukIBaLaedaNpu9plr7p5t4qb++iMO8fZn8k5HgA9s7uCyUz0FrlOz3hvYXi6iaQuzKk9WE8OZC6idv9Tx+TVMkEjEYDEKhkM1mj4+PR6NRuVxOEASO45FIhCTJ/fv363Q6OnDmMpOQRHkOwA4bo+ZAwuRPWIJEkoRSpa08T1ily798haRQgPSMmB/e6/RHT0fWWa/FLSIrpvsov+889V2v9qdvQRG4ofks+qbTwhwUZmnUqzERh1GnEnwRBukCgQhBmECRJ/MVACYD6bCHn7r5c2nNnhtYeDEVTq3CXj86RlLUC4dMGVfkgRF/vgi9f736kQ/MgRgBAEI247Jy3rvDsf/+/+xdd3wb5d1/7rSlO23JkveQZ+wkthMngUxIgECgNKRsKAU6GO37tn27C4W2tH3bQul4W6CMlpEUCpQVQgIZONMZTmLHtryHrGnJGrd0d7q794+zFVneGZCAv3/kI8l3ukeXe57v81vfX4WwoMTiJaH+CPmPnlC7DyMZrsyuLbOhZTa0zKYts6N6vT4b8TS7I/857j7hihzrDbV4sUIdnIvwtXakIwBLQOKWSu01l8wuOdaRgbR4o2kRCIcVmfSEUWxv7B4gkcdXF6347e77V59HnltVYnlsa1sQp9eWml9p6H/4XHNqWq7j4d7hX73f9v63RgR6/H7/XheUtgJicfa9Jv+qqjEh5NQwsFhK9ADD9PjCv93R1TdMZmiknrBkezcROzaMyIFeAV1iA5flyF7oof6x/UiROm40GmEYVqvVVqs1MzOzqakJADB//nwURRmGicfjPT09kUgEQZBmN/b4gXAyeI/R3O/2D/NIL8eBzgDe4Yt1DeESCMpCYYTHMzXwpjKDRcGtWVabNFs9Hg/Lsl9YUf1fW7caNPLz54ubwzmBWqGEIYEToKRLUwLz5zZHabaO2QuzEOv1o/0kO8ZJTrK8RSUx6iYO6n1iO4kLARccp+7evVt8sWbNVI3PxEBgVwDf1z2c+jnP8x0hep4d1ZKer8+XP36YrLbJv1SmNkmovMy8J3b3vV0N5ucaCYIgSVipNPFSpSvG9UcTR/vCz+7rGQhSUgmgE7wggH8ddi0pND52w3xoeICiqGg0mplpagkFhinpCS91zSx/11dXFOx0+vF4IjldEaXk3ukSjvr7+588kWh6ZMnAMAkBkGM8W8/51BBN1e9vqFr/+K4f0PQ5TFdJE2H42sqC3c7AWw9cKv7V7/dbrVbQMzT+xAmb7CbDwCLkcnlZbsbz92Y0DUZ/+V6LBMhrUffusCFISYKU0B0FLzpph45+tBc8c9vCgmJbUui/1UdudrKCIGjz+Sp0pJhq4cKFoVAoHA7v8fBp2XCxeOJvu7pWOfSZGmhRpabQZNHIAMuyXq9XJpNhWDTLkiUSKk3TfX19FoslMzPT8ZP3ux67us0XPUclxZ8CZjgrLzTMdinf2R0bEfQejRnRPJxU8jpXEDeFD7zSSNL8P+9ePPXDcGE2N0yTChFhQydlk08gxHvh4ILj1FlN2p4hvNAyxtSLx+NBir+qKitDhXXjIZkE/mqdxaLg5XLduqryw4P4d7b5/nVPphhAOtztP9I+dHIw2uIjYjRfkaFed0l2ngVtdXa85GQNatm7Jz1PfdxdbFFbZKxFnlgIx3MQiACq4x6SYZg0rdSpUZWle/r22vteOYaRLAAAVUifubM27alK25MyDPO9tzsfuTJfKZPs6wwuH9cP4JxjU232r95v+/HV5TVZ6ud2tdy/vmb6c2aA8WGtx7d3/OeBZeJbnudDoVBFRcXVFfxrRwaIFEVjRC7ZUDmLUN/8bN1r37jkub19j72PJYPXggDUEmFDpbUtyP3gzZZ4ornArFmcb0SU8MsNrgjBAgAOPn/kR+tLUaWs0491BfDOAN7hxybUPq7UsTc6YLVaLZFIJBKJXC6HYTgzM7OrqwsA4Pf7u7u7lUolSZKFhYUymaz8oQ+aH7lSKoHS9gEXFy4uKk1itkt566CogDFGCKXNE57k8LMZmL7EhgaizLS8cmE2N6yya/59Ir2XyM0LplqgxruXzucAP01ccJw6K3QHiaKxXd46vBFegJaXWDQS08uH3TQnZKHSWCxWUlICAHj02nnr/7T3hqcPaxHNCVekKku3MFe/vjr/Rzn6TFRKkiRBECRJoiZmMwR9YZ7xshsrIYnM6cM+OtraMsi+cjzowgQiQfG88Mv3WhbkW8pt2jI7Ck8kXDweyx3mzfcumeKpSkuK4RlSxjNXVGQAAPZ1BTfMP/e15+Px1ZWFf6/veXBN0de3nLp//bn5zvFhrQR/WqTX6/Xa7XYAQLFJIQi8Rg4RjAAAUEvB1yuh8eqs02IwQo7NBgMkBx31cXcvsUOALzHJSsyqrR3YSx3DyayxMEH/8I3mBTlarUoexOlOP1adrS0wKt5tDsRT1F4lELSxJkcmE1iWZRjGbDbDMOx0OlEUpSiK53mLxbJjx461a9cWFxcDAOY/uqPhx5erZGfb/24OZ4xZLeX9w9T4EpF2H3aexzgNklKsAIB4PC4uZZ8umv3UAk20lUIZHgYASCFeA3NXLZy0taWIi3pbOXNcrJwqBuf2dgavmT8mg2C3c0gGA7sBAQD0YZBOCW073jvEaZ7vch4fiGgU0tpcQ0Nv6KZC2ev3rU/jQoVCIQqzSSQS7dH2vV0hB5pgWVan0dxQnVmuiHBcYtWqVVf85bBCCsUI+kBX6Ll9vU4vVmTRlNm15Ta01KYtt6OZ+knFzKZ+qtKSYiAI/u+FGrPZDADY1xX8zcaqs7tnM8LXVhSW/HTb9668qkB76vUj/ZsW501/zlmAYRiCILKysgAAD23rfaDOaFWDfQM0QRBXlU2qznoG6Boif/xed4igP2gXIADJpFBaGjYvCCcGopk6xQK76u4F9sX5Jo1Gs7rY+IO323FGAACoJMLN1eYH3h3462216yttgiBEIpFwOMxxHEVRDodDzNCuqanhOA4AUPvLD3d/d/W0febncL4x86Wc4cH4EhGMnnWzpnMLUf4pHo+7XC6Hw3EhqPq9ecJ/b6mmrUMAggAAEADkMEpNps9mn5nZ4qLk1NTg3PP76cX5xmTN2YHeYZNG+kpD//GByPEhjgNgpxteVKhZY5H/YsOSTJMWAPCL91p3tXrePzGwoXpiwrBarRmazq5hpri4mOd5giAIghAEwefzBYPB6ixNnAUaKffYjQvE4zsDuNMba/Nhmw/3t3mxGMWW27Vl9tN5Txr5jO5zmjiAIAjPt4HL3BEAoDyjeuar89nkNUhg6MuX5P/jQP8dNebf7uw8J5w6RVjL7/eLclqbDw+gCukdq4pOnTp1lY202zMJgjgDDbMIyZbZUZVcSqW0sZNA8LxM7eICY7EVxeKJP+7syDKo93Wmh28vz5MvLdB1x6AXm8gf7fAtzjcuzjfesVDfF6RgCFxRov/CqtqfbQL3vXzsg1PeP95cbTAYDAaDTqc7evRoKBSSyWRms7miokIuly/+xfb3vrXKhFx8ZRifZ1Rmaes7htJq8HhBGCYYo+bT/K/Mz88/ceLE0NDQ2rVrz/mXJ5eLSCQsCHxfX9/Uy8VrR12X5Ou39MZojhPvEQeAMyppdn/6MiYXAi4+Tk0LzmEU88ArjfetLhwm2BOuyJFBUqeUNg2Ei1ABALAyg7vSSixbUknTdDTgBjSemZn50IaKNxvdf9zZkWXSVedO8BCo1WqHHj7kIwAAMAyjKIqi6Lp16wYGBlQq1aIc7Q5n8PAQ4XQ6dTqdWq0uMGqKrci1IwwLcDrR5o05vVirB3uz0e30YgaNrNyuLbWhZTZtuR0tskyc7jteqDMaT7x93GNCFbPSHBF9yI3Divd7KADAhmLlQh0z87yGr68svO4v+9++e57teHjbKd/6yrOtJajK0iEKKcvxBJ0AKWEtiqIYhtHpdL1B4u/1Pbv/ZzUAAMMwsb5lCnXWJAIY3RXAO/1Y1xDe6cc7AxjHC8VWdFmh8WBPiDrduqfmkqLTN7DLF3YNE6hCktYa4YGrFuZqYYIgcByHJNauqNAWpBsDwrEBOk8rMQ1LlS2+xfnGv91e+/YJT+lPtz19x6LVpRaTyUQoLB91RSEIWutQoii68re7X/pKbXzYC3QFZ3nr5vBJ4vqFWfUdQQAgARrR0BcEaE2J4bl9vd+7cqo8pZOuKCeALUc9GQbt1Pq9SQIjSZJmuGkJTASKogqFQlyLzuiXTYVkyGl3V4zloQPOwan1qF9pGDDK+Wh8TAs8guE+q/Wms8XFx6njg3NRin318OAtS3IfWFVwpG/40avyV5dlfPDxQQBAoV6m1+t9Ph+GYXV1dRzHnTp1Kjs7+4mbFjy7p/Nbm4+99NWlUTKRpmctkUjqstXbemOpVxGtkFgstnZB/j+O+D0xQaVB5HJ5LBbzer0wDCMIIopaIAq5aOIkzx0MU23eWLsP++CU9w8fdvSHiNMFPHZtmQ01IwowSeP7RCKxvxP7xmyqaPR6/d6g/KUmTNS++L9jxF0Ldetm7ETN0CqXFBgPetgNBZInP2w/S07t8GNX/KF+x7dX0gkuLazl8/lsNhsA4OZnDr3z4KUAgPb29kWLFjmdTpZlx8eN3GGqawjv9GOdAVzMJFJKYYcVKc5AS6zoNVX2YiuaNA2b3ZH/HBsEANxQmzMvS4fjuOhvIElyUznywFtD37qs8K/1/anZK9UFZgCA6MKKx+MWHJ+fQZQgCTUbxRM8AMIbxwZ/9GazXi2ryzf+/LrKv33c9cEp79VVGY/sCUbjLACgfpD57cFdL99TV2RBolGZy+XKyZkmyDSHCwfN7igEOH5MCzMelYKpOVV0mwlA2OkMNrqmUd1LElhXgIpzwrQElkRVVdXQ0ASJ8WePtJDTrw/iU/SGa/PGaJbTqMS4CSwAHgAAw0DgJ16+Poe4+Dh1Qlxebv3aysLdp1wwgObn6PV6PQYjEiiWZ1AYDGqZTJZMljMajYODgwWKhE6jvCVLsv7JPTKpJEZxAIA3jrkeXpu1YZFDqVQuKbTw9VFvJG7Xn37WtVrt4ODgvJwcluOrc7QNfdEbV2SLS7CoQofjeCAQ4Hleo9FoNBq1Wi1OlWyDKtugWlcxIjKS4AWnN+b0YU4ftqe92+nDBCCU27RaBaSQQDR3Os6nlkLry003vXDi5XuXzPxuvH7U/VITfrrbtCD883h0QYkrtRXd1PjaysIfvtn880sNJjf+UZt/Cl3sqfFek+dPO7v6fjNSeZS6jcUwDIZhjUbz36+e+NH6sgytsrW1tbi4WCaTKZVKnueDNHzI5e8K4J0BrCuAd/pxIyJ3WJDiDLQm13DjopxiKzKFP7wqS19kkOM4ThDDp065EATRaDQ2m01U8nrpq5lrn/j4oWvKn9vXBwD42sqCVEMWACB24W0d5n5ePzSMCwAIHbHA95ebvn9JwTAraw0yDX0hbyR+ajD26pF+ARK7MoMYleA4gWQSAACdTsfzvNvtFqPFcz3SL3wEMUYAI4QKRlqYQcNEfGN11ubDA7fWTdBHa7ZSTbMiMJBi13Ich2HYDO3aWWFWetSvNAxsnG+xK5iPuqPxZAMfAZLBYH35XDwVgIuRU6cIzu1uH1JIgUWrBgBEBBXLxyxKXhAEDMNqa2uTx2dnZ+M4/kBt/Asv9sogLsaOTCKMTjz0fq9eLVtbU2oymZTS7h2t3i9fctp9B0EQiqKxWGxJoYnn+UO94RtHFAuAXC43Go2iYmoikRBNouHhYYZhRHIV/xUPlsJQZZauMmVhDeFMmy/W7sO8w9gJX1ykQwkELslTNwyStXmza2n5/P5eYWziqwCE5/f2zZxTK7N0WqXUw6FX5xF/3tU1BadOEbt94sOOniFix7dXTniiz+fLzc199YhLIYWvnW/fuq9R0No+rO/r9OOdfrx7iMgxHnFYEYcVWe6w3HVJQXEGMpMEWtESFe+/SqVCEMRqtY7vsm7UyDfVZP7wP80MywMAHnm3zYSkO9jTlssoxf5+//CzhTmFejhDDepM7AO1uY/u9Nf3hFMbSRJ04rfbnC/esxSCgMFgSCQSfr+/PQqm7pE+hwsCkJD+AQSkEtnNNRnfebNtQk6drVRTQ6c/XUhkX6jCEZhMpj9p1+51xUMhmNdPb9em0jBBENPS8Kx6w205PPDR1+bt7gE0BwFISCZzsYLQH6NnsfH/7OLi49Qpas4O90dydTJRqaB9iFbJYJYi3LGITqdzuVyaUYhL7bzysgqru9mfGEn1A0AAEMXDH7ZH1tYApVJpUcEHOodSORUAoNPpotHokgLjxx1DLf44RVGibF4qpFKpTqcT955iihNJkj6fjyRJkVxFfk3qygIATIh8ucO83GH+0nzTtX/Za1VK5FKQq5NpTab/HHcPk8y8h7eX2dFSGypKKpbbtajy/P7ffW1l0fP7uu8tFgRe+NpLx7L0qgkNrMlEcf/r3y3zMrV/uXUCNWM6wR/v9rYOxntbOt9oHMzQKhw/3VZsRYutPocVuaoy48HLHA4rIoVnmm+ZJFEcx8V7azab8/LyoMlrnE66oq83ephRLZhU8yLBCRGKiZDs03t7xi+Xj23rXFFs4QWBFyQMSzX70iUnIQgc7QsX/nhrTa6hLt+4KN8YDQUf+XAguYyGCfr+l46+cFfNOex2ModzAjEEkwarTmVV8pl6VX3H0MoSy1le4u2TnnQhEZp7q9E92cMw1q7VOKeza0HKlMQYoSVAz9y9PC1ePeLaVJtN4NjTB3wCgNN6kv/hw64bF5+zrlkXLy44Tp2JYstkNWd9w/FrSxGxkKszSOWZ1AQRRhBk6dKlGo1GXHZF/XSR2LLN+mY/KbZLBEBMCwc0JAMAqNXqPL3UOa40TXT/Li3Mf6a+J0QkPMFoUc6klTMgJcVJfCuu/sFgkCRJhUIhsrtarZZKR/4j5CqNl4B+WC1oNBqDwVBVVXWgd9+fbqkutGicXqzdh7X5Yu82edq8MVQpKxsRLkZLbWhJxuglGE4lh0FypzACaLZN4laXWh7b2nrQD/UE8SZ3FExiYIlz/rcHwzjDAwDqXcz3l5uu//vxH64vu3KeDQCA0wkxjSgZBA3E4tlaaWWueZdz6MdXFdul1OV1lbMaGwAgHo+LIVIcx1UqlUajMZvNM88TntC8uPnpQwIADMfrVXK9WhabqGUgAACGISkEwxBAFFKbThkmmfQDIKCRS1o80b4Q8epRV4Rk+bF+g6mX0QsQF6mO0myxsSbrtaMuMZNOhEYu27QoF8Mi9ywveG5f73hOna1U04TaZFMIlp1Bo8AkDdM85CGEad3LM/8JmxsGfnhFASJnwvH0qQFBIEzMxVMBuAA5dYaTdnzNWX8Q5wVhce7Io+ONMTc4LFLOn2wtl+S2ZHlMIIKP322JWucwDC/KRo4cTpdQEd2/ejmH04maHP3ezkBRzixSeMQkJovFAgCgKIqiqEgk4vF4xMiiWq2u78Vq7QpxK5Cfnx+j2P5hUrQOa/MMqU5gT4Ry+jCnN7aj1f/nXV1dAbzUhsokUJsXu2tptlbAdg+MPOKCAFYVIVfMPtqxvtL+1MddzGh8d8JY0UlX9PcHwwTLi/sSnOF/titw25KcQz2hlw72dwVwnE4UmtVZqCTfoFhXoPxqjU4tUCzLvtwp/Pgqx2Iz73DMlFApiiJGIZfLEQQxGo25ublT2KOzwnULMh+6dl5SubDZHb3jucNpa80vvlCZqhuwvNh8yzMNOH3adaZRyF68c0GuFg5GsP6hWCwB//tU9MjAmHw3MOUyegHis02lSZBkHAh8an2qIHA8EHiev6RQ//N3qe4hPC1pv8gge+jyzKS0OKqQ/Gytvcg06X/uxpqsNxsHUxsqaJWyKTh4Vo5ZEbOl4RmqTbV6YizP56OQXI7qVLIhjEs7QK+eqxwDAAB4+kMuEhzpGeJ4qDITBQC4h3EYgjQyeHfU/NGwodk9psubaDt2YtKucLqFAUEgONrD/sp5NjrB83x6S/pR96/JblAf6j1z3TKVSiVSQllZWX5+vthO7p2jPaUom0gkEomEVCrd1xWcMPB20hX9+97evZ3BFSWWP99SvePbK1/9+lKCTujV8q9cmn+sd+jjgYRCKiglQCeH7ErhmAs7OTA8/numBkYnGG6MgRUmmUffad12ytfux1iO98fiv97mxOJ82r5kj9NnVkJfX1X41oOXnnr0yqc3OdaoBxHSt/3kwNN7OrcebH7tyEA8Ti2xAodjmlYE8Xg8FAoNDAy0trZ6PJ5EImE0GsvKyhwOh81mQ1H0zAh1Y01W2hKgU8lvX5qXJFQwutYYRgsTJ1xrqrJ0T91Rg46mSiEK6d/vrKktyrBYLOXFhVddsnDDIsc3V+agijGR4KmX0Tl8Wnj7pIdgeAgIIp1CQCBZ/q1GN4IgOI6LpmraKQzDaEnPD5dqgCCUGOGfLENQ0juhHK6Iqizd/91WgypGFl5EDj91R825FeqbjIanOGW5w/zTa8oROQwE4efXzUvL1xPxSsPAbUtyY7GYVqvN0ivSIs+CAGVq5zgVgAvQTj1j7GkfQhSwAVEBAFoGwxKI/1ejG49zAFDb28NJp+XB7tB7Td73mjzzs3V5JnVknOMu2SvGrEMkMNje5Fq/cIzuwaj713ikb7jZz4hR0rMcvKjebjAYjnlP3X2N3aorUiqVHo/n3SPuChsaCAREF7F4cJoe/ZM3LXjnpKcvSDx31+JiKxIKhcJRbFGm8pIsuYcAvRGm2Y0f9SdueuF4gakjWb1TZtPmmaYZ9oTJ8e4w9djW1hDOUCwngSEhPasDQBDQqxTXV+gikUAiRhMSg0qlagklXvcIBAsBAA5JDBKIf/VmXWHhxO7oeDwuBqFxHJfJZBqNRq/XZ2dnp0agzxIz3JvPRNluucO8+d66yY5Rq9UrK/P/pkTue+kIRvPg/CyjczgnkEjErc8YvV+JRIKiaCQSuXVJbulPt/3s2nkK6ennUNTjNSUSEBSry1YVW1RyuW7qeOdyh/nZ2xfc/3IjzYHnb19QNxGBJTGhO/qcb8jqO/yPvd+GMzyAoEfea5uwIH7L4YFTD6/xuN0ymYyiOUiUmQIAjApOUYl08+Pzic8Op54YjDmMCrHLfH1HkGABYEe8E2GCvu+lxpWlpoPdw6U2dMN8+/evWqNTyZrd0fGOu2SvGJVKpVdK9jj9aZwqun/nqeT/PBBLCKDbO1xVdG7axZwcjNgQGSqHcnNzRd9g65sD31qXAwAvpjhpNJq+GPjO253JfWiYoL/8/OFvry1+/EsLAAAsy35wciBAgYeuqTx16lRVBlqiB6ts6qeb6OIce4cfu25hltMbe7PR7fS1+WN0mQ0VxSjKbWiZXatLKU3pGSKsGokMhtgUDT8YghbloivK7MVW1CRjPj7l+mPDcBBP35cMk4l/nozlm1FLgtNF3L5I/A2PLtmZO84BtRQWDGNaLdI0nfTrSqVSjUaj1WozMzNHl7lzjxkqwc5E2W7aY8Rl9J+7WwEAd62umHoZncOnhfXlxjeOuciUnaRYzIaiqMvlAgDcs6Lwub09968Z41wR9XgBAAAIM9TjXVKcmYkcj1BCXUnm1EfyPIChMXKJMCzw6fL1YzDbEO9MyoH+dcR146JsHMPEPlFWnao9gEOAF3NRIAEIALJNrsn6ucJnhFMFAQzG6GtKzSIV7e1O93NiNBsm2I++sypVY0x03N33SiNGsQAAmQT++52nDQiVSpWllZ7yTNA2XKvVwjgeIpilBYZ9nUNVReemE+9uZ6DaJpfL5eKvGAxTHC+U55gBAGIjHYIgnj7iTHPsAACw0ZSB/v7+n37o6fnVNRAEUBTt7++HICgjI+Nry22P7HCtKs3wRqlvrxuZ83GWc/owUfLpjUZ3dwCDIUgll3C8ECaYLIOqNAMp1AntKe7tjQ74l5vmcxz3rwMd7zpjcR6+uS73H/v7U/clKpn03hUFnABODUZ7Q0RfkPRj8TQPOpkAbx/3lFrUyXxdiUQi8qjdbk9mbJ1vfJKi3kuKM6UxL8/zi6dbRufwaeGSsuxNlb0vnowlOeum+bolpVkAALVaTRDEPZcWXPHkx2mcOir4FaYZRqs1z1DqSK1WU/z0ST1vnXBj8USqXCIWT0wdT51tN56ZlANtbuj/5fVVGBbMzMwEAIz6ruERqocABAA6MwXWzzw+I3fhuCuskkIlZqWY9BsmJ3hYK+za8aKdouPuH/v73mwctGpkqYEEGIbn2zTvOKMcx6VZSzqdzu12LykwZuhUDf2B+87Rr/io1XdnhSLpOBofTBULgcafGA6HBwcHKYr62U7fc19eLHpkFAqFQqEQdSdyrVo7Kl1aaPzjzs7qHINUAnX6cVGTqCuADwyTxVbksjKrTaeSS2E6wQVxpt0b2+kMwhAAo/MZAPB+L0dtObx/gFxaYPrxhqq6AiNJkgWaxMM7XATNAQDUMviXV2VdXZspJu7HYrFgMPin/f63WtJ3OcPDw319fRqNBkEQm832ifHop4j58+d/2kOYw1Ro6PS/1YYD4fQD/0YLtqE3UFtgFUOqGRkZyx3mt094vrBwzMYoPz8fgIEEm5h55jkMzyoTYIw7elqIPpib/nYgU6f4462LzjLQ0OKJcbwwz450dHjE9UevnMB7pFN+drJzzgafkYXsSE+QSYB8HSxaeFSCk0lhNsW/P4X3oypL//iNC9854Q6RTIRk9erT/s+VJeZXTgzjOJ4WIBHdvwsyJb3DTJOfxnEcQSaW8J05QjjjjlCFenVyn7uvM3hVZbrYwoSOnTtWlEqlic1H3GaV1C6EBgbiPM/DMGw0GnGaY7RZrx3thTjmf/7dpFFJNiXz8EUAACAASURBVP71QGWWtjgDcViQGxflOKxIgTldEkHEo++2vrC/N3U+kwmwqxtfV2aqztVJYUCxnJij8ZNlmv0uBgCwIkeBkl6aziFJMhgMKpVKm8325ZW63T3H0nId71pdUZJrnPC6n1WIgYk5XLAYLR49/cAnq55QFB0cHMzIyLh7ecHDb7Wkcao4Z8XI67kd0mwduUlUZelRBVxp10xLqNNe4pWG/tuW5InZSeIntywrfLfZnyqXjcglNy+dK04F4DOT91vfPmRUSxGlHADgDpNSGNxQnYnIR2bGTNrK5+oVclg40B1M/bA618AD4HSHxh+v1WrLjZKT7qheJTvlmuCA2WKX078sT8vzfJKe93UNLXek18OJjp2kJp/40xbmm52uoQ9d/M9uqIvIzNs68V/v6P7+tsF73w3c/0HoZ/9p6sVAgV6agUh/cGXZc3ctsqCKJ25ceP8ax7qKjMkIdTKsKjGXWjWNfaEf/bux+tEdG546+kwbdCLAz89Cv1BpKjIplEqly+XCcdxgMEgkksHBQXU8+MgVOcnNik4le+qOmvmfM0Kdw4WPKYpHlUqlmI2/IFsvk0BH+ydI+Bc7LJ1bzCT5/HxfYsvhgVvqcjEMS+4YqrJ0j99QkVxgNTLoyS9VzKXdifiM2KnNHqw6Wy0+/W3usEwCr3YYyuWh59tAcQb67bUl0/5/r3CYthxz7+0IXF11uvW3Wq3WyOGdzqElFelbMJ1OZ5a5PRHqqnLL/q7g0vKz7Ym2yxmoNAhi6SoAoMUTy9KrUo3mJJY7zHcsy93ZEqjO1c/L1Dl92KsHura3h+UyyRVPfuywolYFV1eWV5apd1gRDZwQc2jDYaDjBl/4uOPluxc1WJGnPu7+xqppdPkn3MB+8/LS5M2kKKrdPXy0032ky7sjSLoJEKT4fJ2syAwKjES5XVeVY8zPz5fL5aUAOHLtqaL2Z3m75jCHc46pi0dRFMUwzGAw3L284Pl9vYvGKYbC56hOOg2iI3fLoYHNhwc237vkfMwd8RL3/fPwYJRJu8SWwwM3L86FIBCLxXJzT6szXjE/9xfhwHe3+RZYpXfVWtZWTSDc+PnEBcepZ6DY4o/FWZ5fmImKvjWnN5rghSxEghjkEJT46YaKfNP0ptiX6vL+edizf6ydqlQqMzTSZh/Fsmya4050/9bmaC069ZEuj+hrneGAJ8Tu9qGbrkCnCKYODJPJIOhHbYE4y0Xj7GCEytMrBqPxm+py/3ttsUEt93g8SqVSVB4WIRq+BQUFMplsxwe+HY2d1xeovrOtrwgVFheaEQSZLJYpbmAf3NwYIVkAgFYpTdvAqlSqyvyMQitaookPDw+zLKs3mpX2IleM6xqiXm2OPPqhSwpDYqv2Mpt206LcMjt6npaeOZw/fE50lMTi0cmqnhAEicViBoPh6ir7z99t9cXiNu05E7KfbmB66+XyLUdc528zWpWld5iV7hiTdonNDQO/2lg1YXhrbU0p/IHvkkzJZTXTpzp/fnDBceoZTNrGgYgMBuUZo3aqL8YkBA1EUyqNL+afCaECAOZlGyUwGMZZfyyeMTpVYBgutiibfXGCIPT69EQ7rVZbaQ1F42yTjyYI4mxCKQe7Q1WZiBQStFqt2MBka7P38jLrX3Z1dQZGVP1sWmVxBpKnVzi0wg6Oe+FLhXatHADw7pHOHjny6HXzAACxWExURZjwKlar9Rsrla81ep9aWPTvb+RXP7bnrxuFrS0tAIANlZbaAotarU5zfy13mF+6p+6ZD44LgnDf+lpxvona3GK+LsdxarU6Pz+f53mZTDZ//vy0+xDA6HZfrM2L7esaenZfj9OLFVk0o5KK2nI7mjmXgn/B47NNpalY7jD/8Mri333gjDLgofUlqUmLKIq63W7x9T0rCp7b2/uTa8rFtyddUQGA+u7oFe7oRdd0KKm5H6fjAIBUzf1T7qgAQFWWzuv1jl/fUBQFAJJKz30U+aLGBcepZ4BjfSGcEUrMCjHpt82HZxtUBEH4aWmZbRb/2XZERrLsge5Qany+Lk+/u9uF4/h4TtXr9Q6t8PeTkQKz6kh34LKFZ/hgJTjh9WODejl4p5f/U0vDsYEoxwkAgNcb3VdXZVxWlvH1lUUOKyKXwgCASCTy7seHFTB4sWEQADBfSz15Ehz+n3IAAMdxbre7vLx8sgvp9fpKY+xpBjre41+Qb/nOOsd9/+lMJAQAwJ4+8pEr+HkmiciRota/mONXlaV/4s7lPM8zDOPz+XAcZ1lWFExO1tECAIaGhnieHz+7rKjCilpWFJ8ODHcGcKc31ubDNh/ub/NiWJwts2nL7KioRFFmRzWTJ+VP0QZndjd9DnOYCPUd/sd39UYYCADwm496syy6pLsIhmGlUilqvNx9aUHJT7f95JpykiS3Hut6dKcHAHDSjd/yzKFH1o30i/w0f8ZsIGruoyhKMwwAQOw2LWrub24YuHVJLgAgFotNqNACAZA91yF4LD4LnLq/K2RDZXyCFTl1MMKsrcjAcdxLaWfFqTXZmo86ox87famcuqzInPhowB2MZmdPUIRanW/u+bD1prqsA92hyxbOqG04yXBiQ9CuEUcuPhghYQiqtMjURrTVE+FG5QDZBFffHrx3eUFFpjZ5ul6vPxySRVhqWzcFANgBQzdXak1GPQCgt7e3oKBgwouKUCgUEAR9fXnu623DRJz92+4BkVABABGSeXhb3wt31SwoMJIkSZKkx+OhKEp0aIvVRCONB7KzJ1wvZl4oUmxFiq3ItQtG3mLxhNMXc3qxVg/2ZqPb6cUMGlm5XVs2asimKqwm53/yk+T8n+HV5zCHyTCt+oFYUaNWqyUwdMfSvH8c6MtRcQ99MBDnRsIZOJ34yft9Fp16VdVFkwQrSkElEgmpRApAIrXb9ObDA30br4nH4xKJZOKsdQhIz5sqy0WKzwKndvixK8tNDMPI5XJvlJLAUIVdR1ED/RFVmX0WFf031uW+09p0qHdMJWUGKocg6ECHz6iRi09VqmGk1WoXZmlMiOqjpqHxZawAgCjFjvRjGW3MEiGZYivqsCKODOTGRTnFGQgMQbc/2/BAJb8npsLpMQHd8cXXJ13RD7opdpR3OV7Y2kne7I6YYcpgMExLLQaDYamGeXJXBBLQCXtO1eRb4NHSOQiCIAiCYVgqlTIMI+Y9Mgwjk8nG/9IzLhRBldLF+cbF+af91YNhqs0bc/qwD055//BhR3+IGNVTRMvsWqXOIpfy4v6Jpunk/J/DHM4S06ofoCjq8XhEAZa7lxfc/mxDiVmZJFQRNA9tOea/iDgVjJGCAkkpqGQb9tSM3zlMi4ueU5sGo1qVtMqOwjAMw3DLYFgphfKMSm6I6wrFr6uexaOwrCQLgpoYlhsYJnONI3KDMAwjEq7RS883DYitrVMNI71eX2qUYBR7wksRBMHAik4/3hnAu0aDoEyCL7YiDitSnIGuKrE4rMj48OE/DvRdWqCTSrGZ6B68dcLNjtW1j1Dsvxv67qk12O32yc5KQq/Xd3R0PLDG8ff6dDVwAEA8Hm9tbRXt0czMzDR9CbEtTCQScbvdMpks6SI+52WX2QZVtkG1rmKkMiHBC05vzOnDnD5sZ2tHqzfKcVyWGuTqpFY5W1eSVUBQiGYuKDuH8w6VSsUwjLh7zjWqSzLQNk90/GH94Uk19C9AkCQ5PDxMUVScjgMgjcfjwWBQJpNtaRj41cYqAEAsFhPlk+YwE1z0nHp8IAwEUJWllctZAECbJ8LxIBOB8ai83RcrtWmn/YYkYBi2qGCJBKpv99++bMSJajAYslCJi4BhGEYQJNUw8kapTj9OJCRvHXUhcsnS3+1XK2TFGUixFXFY0fWVdocVsaDTt/Ta5QysL5CbTKaNjunru8d36wQAYBiWl7dwJr9RIpGoVKqrcwy/ft+JKqRYijY3qpDevLRwXtGkNXYqlSrJsvF4XNS49/v9AACxUZ2o2TSTYUyIKWKllVm6yiwdACASiRw8eLCjPxBgZUOUrJ1Q7d3r++52X55RU25HS20j5myO8dwoMM/hc4WZCCyIFTVidsU9ywu++a/jSTFeEYIAldkvJsdJNBo9fPiwVCqNU4wAEPGtraIOAFCVpUskEizLTijfNocJcfFzqisSobhymyZOUQCATj+OMZxFzoUkKqU0MWF95xSosqmOeqi9KZwKAKjNN7zeFHZF4j002RnASYm2/+P9nQFMp5IXZyC5OjkWT1xfnSnQ5OO3XzLb8XO8sL8r+I0yvdXqsFp1f7m1+q4XjiQ4HkxS321SSWQSmOVOu201MvjGuvwZXo4kSY7jWlpabpyHtATZE24cZwQAgFwCPX1nbe2Mtd2VSmWyYodlWbEEViynEY1XkWJn+G0iZhIrZRgGhmFdZuGRriibYK8qVi0ptldVVXUP4W1erN0Xe+2oy+nDhnGmzI6W2tDykewnLaq86B/1OZxvzEQpVwypipy6rMikkUswGUSzIwKeEABqOXTnknMjAP7JQKVS0TQtjHaYYhiGZdl3WoaT2UlJ+aQ5zAQX/UJzsCuYZ5Qn2JEEpRYvZtMqcBzzx6Vl9lnHAK6utO7u7T3cH00Ngp7oJ6mE8OcmkKuLFhiVq8ptDitSbEWTvTZb3eF5mbp/HQyKTU9ndcVdzsBlZdZw2C8GabINKgsiv6bKDiZpltIXItZl8TvdQNQFU0vBXcVMahLTeJAkKda9kCSpUqk0Gk0kEvnRDbXzHt7+11uqXt3bHiIYDyWdsGniTCCTyfR6vbjKcBwnXi7ZSEeEWq2eVt40mSsxYayUZdn+/n4URXlr8eNvOTFaCoD01PHE7wuQKgCKLEiRBdkwf8T7TTAJpxdr92Ftvtg7Jz1OXwxVysRwbLkNLbWhJRlz8aE5TABR/eDhN06e8uETCiwgCOLz+ZJv71ma9dzejv4EBI1QEnRNPlRovJg6ier1+uLi4r6+PoVCDsUBz/OlpaUPvel7/OZaAMCEJQ9zmAIXN6cOEwxGJ5bm6hmGETdTgxFmqcNIkqSHhMtm5vhlOT4ZBG3zYLwAwlTi3n8eqbBrizPQKyoybl1kv+35xi+XCqUmsHTpwvHh+oV2dVufpz/CHG9utRi0YDYFHrudgdpMpVEzkqHz0sH+e1cU3rN80vTdY67YI4vknThn0ShMSjBfG19aVjg+SUeMfeI4ThCEyKNWqzVJbIlEIhKJPHiZ41A/cU+tgef5b+0I9wRihdaz3ZCKkqfJWySWsQYCAZIkFQqF2AVWo9FM1sFNzJUgSZKiKBzHCwsLOzo6eJ6PRqPRaNRsNje7sUd2+zF6ZAEjWOEHb7VnWw1pbTo0cmltnqE2RenGE6GcPszpje1o9f95V1dXAD9dvWNDy+xa6wy89HP4PKAqS7+8SN8ZJCcUWJBKpTKZjKIo0R26ID+jf2tnyt+F7f3Cl3Gh6mLy/oKKigqXy8ULggCAVCo9RelvXTLi7MUwLGdctczpMI0AgsFgXx88V9KWxMXKqaIwwsAwqZbBVdk6MenXE6GkElBh1+G4byCmWTdvAluEoBNdAXzEDA1gnX7cG40ng6CbFuUd7glataobazO/tqY0eZZcAr3VB+eFOFsFXzXuWxfl6X+7ozMPlf38o8FsvXJFjtwioWZY4LHLGfjtFRYjOsKpLx7sb/35lZMd7PTGrKgiw2b0HXL94WpLf3+/Xq9PtsIQeVSEQqHox6BdPZhMJttYYyrMGDPFdTrd8PDwfauLCn70PrEkF4LA4nzw74buH1xbPe2AZwXRSBVfx+NxHMfFFCepVJp0EYtWKRjNlQiHw9FoFEVRtVqtUqmsVmswGMzOzl68eDEMw+++2xqNc6mXiNHcy/Xt/3vLkqlHkqlXZepVl5VZxbe8IDi9mNOHOX2xZ/cFnd5YgheSvmLxhVz6GVHDnsOscNIVre+O0gmheRIBB9H9K3Lq60f70/6KMfwbRwam7iF40hXtHWbiLD/ZJT5haLVaFs3ykAEBQLw++82mwG82VgEAMAxDEGS8hykZphGAEI3GfD5+rqQtiQuOU2eiglbf4f/v15qGcQYAAEGQRCqjaVqhULT2+JVSqNiKkr6e7iD8Tbs2TDIjDDpqicbiCYdVZFDk1rq84gwkd2w+ywu75H0xdn9XMMmp9R1+hue7IqArAhqfP/LnWxamqQZeXVf2zf90SqU8zQrNIWrfIPP95aaZFHg4vTG9Ri4QYWvRfADAq0dcG2uyZJJJl/IDPaFKs6wpplhTgHi9Xq1Wq1QqGYbp7+8XeVSj0RiNxpycnH1dQ//z3sgteuuEJ23MYpONPU6vQga/eKgfAICq5Dq58J2r0iUYzyHEEKz4mqZpMcUpEAgIgiAGXzmO6+zspCiKYZhIJJKTk+N0OqPRaEVFRZKYRwGJ4SsYErs0w6FQyGQyzXwwMARVZGorMrUAjGSgDBOM6Cs+2hd+5dBAmy+WpVeJJqxozuaZPr95T58TbUIwdm25c6LJDgBAUdTn84nS3BzHjf+SCT8cdwl2ikt8wqjv8P/mEB5NyAAAv9iPWbUKMSVwsiqaZJgGAEihVKSWtM7hguPUaSdtWl22IAh/2t376GXmChg+2hdiONA8EOpzS5w+7LZnD/E8GGHQDGRNmcVhRe26aXZSlxXrH983dNQVE982dPq/ufk4z48s4hGSvv+loy/cVVNbYE0dEgRJaHbEIYnR3OMHwgsrItP2u97lDKx0GBMJn+i4fulQv7g9nAx72/3rirT/ag48uDTD1bRfq9WWlJQwDCPyaFJweNrSdQCAJy7/7jtNcWZk8mMUg8ehNw913LRi3tRjPicQe7saDAYAAMuyosoEjuOi2KFCoZBIJDRNa7XaxYsXp564tND4j/09AgTE8BUvQGoZfPvykuHhAIIgE/YVmSGMGvmyItOyotPE3BskRHfxm41up68tEKNLbWi5XVtqQ8ttaJldq1PNYv8helYAABtrsi4E02RW+MxTqYiZTBwAgFqtjsdH2ila9agAAJSyyeN5KEM/qR7qDC/xSaKh03//y0dxdiR7Gac5dpg81huoLbDGYjExz2M8kiWtEAQlS1rnAC5ATp0WE9ZlP7rT/9OdO2iWYzk+TFAGjTzXKP/P/ZeakFknC1y7IOs39YFMneJ4X7A63/z2SU8szgIITi7iyZaKqUNK8Ok1o2laDRNilzNw9yKTFmglEskJV0QKQ5WTrLY0TRME0dA7fF2hNBSjcjQ8Y7VaLJYJ1YteP9o//hal+aP29BERakzndkEQXj7q++KS4qQz9pOBTCbT6XTiJjcej4vFr263m2XZhQsX+v1+0UUMw/DWZu9jW50apQyPj4wcAoIgCJFYdFlpkdPprKioOIcDKzBrCsya9ZU28S3Fcu0+rM0ba/dh2075nN6YSiYps6PlNm3pqDk72VfVd/i/uaUpQjEAgDca3X+9rfpTN03mMB7Taj4kIbp/tVrtjhYfDHg+ZX2AIH57i//ByyfmmJlf4oyRDHaKutyp+r0THv/8gX7R5Te6LRDoBHhuX+88u1YqlU6WdKnValEUBSDMsqxWa54ThUjirDjV7/djGKZWq+12+9RZndFoNJmrLSLVE3hGGOP9q85Gn7i17ob/2xeimPsXG3a0A16lOANCBQAYjUZEBhC55GOnrzrfjDGQAGAwOnYICIIAMHbMb0kkEuO/Z8IPU4HFE+1+zC5V6fVmAMCLB/vuXJafegDDMMk8I4lE0jFEZWrlfSy6abFWLpesXLlysqKxmfijJpwqXpzz+/3jUxI+GRAEgSCIzWbr7++fN2+eTCbLz88Xe5uTJPlyU8xP8Ksd+s1HPalnxRP8G0ddtQXWnJyc/v7+vLyzbbo3GVQyycIc/cKc02ufLxZ3erE2X2xPx9BTH3c7fZjoK07GZcW+JSdd0Qc3N8ZoXpwhUYr9xsvHtnx1yXkyTaLRaDAYlEqlmZmZU3vyCYJgWTb1E6lUOr79yOcHM5/IYpWqVquNs7wAYGjM+gBR7DRz/7wiGezkeT5O06n6vRMe3zFEQYAXxmwLhI4ANa18Un5+PgD9CTaRTOmYAzhjTo3H49u2bfP5fBKJhOM4g8Fw9dVXT1HG9Oabb8bj8dRPamtr6+rqzuDSV1eYXjvSR7BC8glQScGt1RatStYfpqpzdARBeAhQOvtCGhFKpTJfC8do7mBP6L8BAJCQdgAEAWhMkTdYX258s3GQSCFatRRaXz5NeG+XM7Cm1IJhWGFhIcEktp/yP3HjQoZhxKIXgiAgCNJoNFqt1m63S6XS15sbVpTa3jnp/dst8wVqeIq7fcuywneb/Rh9mkQRueTmpWPE0jbWZL1xzBWLn578OpUcAGhwGLdY4p9KrkEwGDSbzWKFq+hNElOcLBbLV144siBL99111l9v7xp/4p5esru7e968eQRBiF/yyQzYplXatMrVpRbRr7usyFyTZ+A4vt2H/eNAr9OLUSxXZtcGYnQsfrqeGAICRiWe29vz5M0153xI9fX1LS0tMAzzPK9QKNauXZva8zIN+/bt6+npGfOLbLYvfvGL53xUFwtmPpFRFBXVTrKNyp4glvonCAI5hkl9vzORlThLJIOdEARJJdJpg500y403G+JMYlr5pLm+NBPiDDl1z549wWBww4YNOTk5wWBw69atO3bs2LRp0xSnOByOVEfluKyTmYKmWZ4XUp8AwAMeCO4wJZdCZXYtjkf6Y/AV1WdeFrIsR/PSKcITowEAZmSCEJ1p7IeXlGX/YIXn0d3BhCAAACQw+GaNYknpNPNkl9O/NBeVQnGpVPrMLuf1lcb29nYIghAEQRAkIyMj1cgIh8MtQ+yaeRpEEdFLGOmUFWNVWbrfb6z4+pbm5CePbChOKwyoytL96eYF3/rXidhoGu3fbq/e2RZoHAJZhsAUC/F5QjweZ1lWqVQKgmA0GpMtboYJZv0f9/7mhqo1pVaS4fpivFwKM4nTFIXIJddV6J9qxO6H28rLy3t7e8XaoU9s5KlZLWI62PXVWQlO6BrCm93Rve2Bxv5I2ikQBLoDxDkfSXNzc0tLy5IlSxYuXEjT9Pbt23fs2HHLLbdMcTd0Ot3ll1+efPsJu/0vNIgT+Xf7Q2L/VI0M+vEqy4QTWXSKxuPxIgtS3zGU9tci66S2/kxkJc4eyWCnAIRpg528MIHZwAvCtPJJJ11RXgDHwsoLJHv5AsGZcGosFuvt7a2urhadhGazefHixR9//PHg4OCEzVtEqNXqjIxJde9mjp3dsbFxQBDnwY4uElbHVFK4OANliEDXkHAGgg9JXDc/4+8nusos6n1Ozwz3lVarBYaHIA4AACAA9cVVU+uPsCy7s81/fTYdjoQHBwdfbfS+cNv8wkzjZM46v99/3E0UZZJfWJgZDoenzQh4tyV4yzy1P0wIglCebXqrKbipLr1tzuoy2/+uz27w8lKpdAijnT7smvn2X77XdlWBPFl+94lhaGjIYrEMDQ0FEuqPBlkAgNIdjZDsf/3r+Lb/WpGhVb5+bPDht0/93201MgmcuiQRTOIrywue+Kjr7VOhYHBvbm7uiRMnqqurZ6vidGYQU9iS5T1hgr7r+cN6tXSYZFGFLMEJAAKIUhIm0r3xjsmX3TPGiRMnrFZrTU0NAEClUq1evXrLli0tLS1TOISkUuk5mZWfGVy/tEzCnXipmewKJ368FLluSdlkR4oh1aosHQRBYwNbUFXWVBt6UVZi098OJDhhQlmJs4cY7ExwQ3Sc02ozp7YjlbIJCg3kEmjqs8StJA/Avu5wy4WRvXyB4Ew4dXBwEACQGrjKz8+fllMBAOKTN62ezhngvWb/68e9EAD/PuLSATYaF5pckbBRnWtUaxSz/o0ZZqNKCmlVso+dvp9cX5O6r1TL4D9sKk+bBidd0R+/28WOLpscL7zaFF6W3Xn9ytrUwxKJhBgcJQjilJ8qMCigRLysrKyfRSsyY+V5ky5toVDIE5cVWTVbT3r/fc9CCUtOppkgYkeLL0ZQ31yZGQwGKYrKyTF5T1D/Oe5O3QqIiQyZSm5DNms2awlGeePLzmM/XuOOUEClCwQC5y8wOR4Mw1AUZbPZth7r+v2BYdHme+2Yu8iiaXxoHclwX3nhiAmRt/78KvH4F+9e/PZxDxiVmqr++YfvfXP5N14+tqgoA4Zhs9n84YcfIgiiVCpVKpVSqVQoFFlZWefKod0bJLoCePcQ3j1E7G7zp9XLJniBovmN1dlLCoyLC4z5Js2vtzmfqe9JXXY1Ctm9K85x35JIJILjeGqWlihuNTg4OG2QRUxhPbfjuUih1WrnZxvme+MDMWh+rnEKXkFRNBAIHO/HBEFISv4KAoAg/nj/8Beqp1oJq7L0ajlM0cL5IFQR+fn5QOjmeGHaYGexWdkbItMki/O18BQmwQWYvXzh4Ew4NRKJAABSBavUarVMJhM/nwzt7e2nTp3ied5gMFRWVlZWVp7BpcFEAQmNDP791VlbjgcOe+g12dBJF6dVKrY09Hmi9GAkLpfAuUZ1jlGdY1TlGtXi69wpNdYNBkOWBkRp7nB/FIzuK5/e3flh29D6MuMCW7oBNz6XDwDw1FFsUeGg3W5P5hlxHIcgiBggfKu39/LyDAQhDQbDL9/uvvOSqQgsEAi0R2S5RjWikMIMYTAapzgYAPDA5sbNG+0KhQLDMJ7nw+HwVyo0128+mcqpYiKDRqPx+/1iFsYyG/T8vt6rq2z1vfhKG/dJmqqikVp/auB3+0JhcqSna5xNuMPUkx91PFPf83+31awpPZ1oXZWlT529xx9ed+n/7nruy4vX/7H+w3tK9Xq9IAgcx3EcFwqFxGrXyspKi8UiCjnNUD+SJMk+t28gTPdH6IEIMxCmByL0QITON2kcVqTIgtTlG0iG29rkSTvxliW5P91QAQBIcMIdzx0usmheuqfuvlcaMYoFACAK6TN31pzzxTQajYKxsxIAoNPpUoX05ffO4AAAIABJREFUxiMSiTz33HMMw6jVaofDUVdXd/4KlC8W5OfnJw4OCMI0bKTRaAiCCMTiQIxACQCMMCs0hFGTnZVMyuU5nhfAtEm5ZwwURQEEwfA05iYA4NYa68edIZqHktsChYRflztVlPQTyF6+eHEmnMowDBgXepHL5eLnE8JsNttsNhRF4/F4e3v73r17o9HopZdeegZXFwMSD25ujJAsAECrlD58uX39sqonD+6WwPCVZaZhgrFmaL95qY1lWZqmwyQToqEgJQSI+OEu7G2MdUfirjCVY1TnGMawbI5RbdTIAQBSqbQ6Q7qtj8IZjqYZhUJelaX/y+2LC3+0tS/CUNSkEyYVvlh836meYr9fXMpNJlNq9eQuZ+AnazIlHB1h4I4AlkoYaQgGgwaD4fAhV4Lnr1tgJ0lyCguSpukHXjz0/TU5kWFfR4CsH5ACAFbBCb7r5CNX133v9abfbRoJaScTGXQ6nVQqhSDoq0vt97w98MJXFv/2g/YvLajy+/2fTDpfIpHAMCwjI+Pd5tYISaeWLYVJZmuTN2meToH9P7jsyj/U/+/GBd/d3v/YqnhhYaHX61Wr1Uajkabp3Nzc4uJikiQjkYjH44FhWKzP0Wg0qY+xJ0J1D+FdAaJ7CO8ewjt9MTzOZmmlWYgkC5XUWSXrMvjrVi/X60/TYUkGsrcjkJrqpVXKxL3L9hbfA5sbX7hr8YpiCwBg8711qbb1Obt9oziDWYkgSEVFhdFo5DjO5XI1NTX5fL4vfvGLn3ObFUVRiUQKADstG6EoCsOUWJ+aTFsUBEgumzQsfTopV+CBAE2blHvGOOmKxnmJh5ZNG+yszjOtMMZ2hrSABwAACEDLDbGF+ZPKo85hakzPqX6/n+dHUkJQFJ1QqgoAIAjCFE7da6+9Nvl6/vz577zzTnNzc1VV1Xj3wgsvvJB8/ZWvfGXCb1vuML90T90zHxwXBOH25SXZCAAA9ITiFTYNy7KhhGJ5iTXphRYEgaZplmWZUYivAwQXoiE/wQUi2MmBkCfGuCNxmuVzTOocg0pgZDhNFphUmw9237a8VJSpK7Oqjrli4zl1vOksg+EHV+ZtaQ3+Kkc5Pt/HG41HScaqSNC05LXjvjuWTmOklpWVHew5IQjC/24ohAUFmERAIBqNvt/YS8PKr66t+ud24vGGsJhuesCT+K/F+Vfmq7a2DTf0hJYUjuQxiokMer0+EAgoFIpFixbdtFjWNBjtDRJxION5niTJTyAqGQgErFbr0NAQxcvG5x/Oy5xpXHz7t1d+8a/7F+boX2yhrjBFGIbp6urSaDSCIBQVFQEAjEaj2EiHYZhwFGsaCHX4evrDjJfgXVGmfzhuQhRFFsRh1ZTZ0Guq7EVWxNfbnqrpD8OoRAIHg0GapmmaZhhGLgiX5Go+6sJYngcAqGXQU3fUzMvS/eCNpgjJdj12dXJ4abb1WSISiSSfQ4VCYRx1XQjj8k2mQOqmtqqqqqGhobGxsbOzs7S0NO3ImczKzxKsVivc7532MARBUFkAAiDN92uaKLFRRGpSLoDAeVIgqu/wP/ivkzQPDcQStz57+G9T1kO3D9EHIzogQGIpBQyBQxFtIKGYQvzlE8hevngxPae+//77yTKYpUuXVldXi/ZWPB5PzSdkGGaGKjYwDFdWVnq9Xr/fP55TZzhjq7L0T9y5HAAQiUR4nncNk2oZVJyBEgTRF2G/aj/9tRAETVgLW5JIiPwqLo7iayzODMehYBy0uwkYhqJU4g97+n/9UZ9eJcs1qklW0Kmkzxzy3wAb8sxIBioXg6PqOPG9S42/3ReMUgkAgE4lW5WnfGJPf4FZcyQk07pcaRWfu9sDKx0mUff/xdedR3+6brKfOTQ0ZDKZmtwxu05ZkoESsUhubu74RNPlDrPX600kEr+pD9R/f81JV/TJhliyfgOjub8cI/PsxM/XF929+eT+H1wmfi4mMjAMo9PpCIIIhUL3Lc9Z9YcDm2qztzZ5Ny3I8Pv9BQXnd7vK83wkEikpKenq6hqm+bS/ji9bmhr/uf/S259toFl2d4wkyfihiIbn+aUGHE/0+HnUR4KuIbw7gHcP4QGMztHJc/WKXL1skU2yPk9ikssMWkSv16vVagRBVCoVBEGSrKzjx4/L5XKapiORSHFx8fDwsEKhUKvVBoNBLpd/0DoUYYdVCjhB8QAAGJYc7XB/a8uJ711ZetPi81jm29DQkCyDycnJ2bBhgzj7aHpMN2yapmduAFVVVTU2Nvp8vvGc+nng0VTAMDyTBw9F0VV5yh0d8gjJiLsZGAI8gKdmF3EvKwgCEM6LAtFJV/SBzSewUd8JRjHfeOnYlq9NWg/9xrEBKsEn/UOCAJEc2N42vGbBpJf4ZLKXL1JMz6k333xzcvMrxlpESblwOJzkVAzDEomE+PlMIKbYJM3fM4M4GJqmEQRp8eEqKeSwIhxHdAWpKRRtkphQIkQQBJFfl+VqdnW3alEZRVF/uTE/QgvBOPigjT/oYhoGibZ3TvrxxDCVsKPyHIMq34IUWAz3r9E7PRiqlN60OCdTzf+AJF9vIx95vyO0PPNerVbcior25c42/w3zLTAM7emn1lfakz3jxsPv91dWVr65pxuCwPoKs0TCnRiIpCWa3v/S0ceusF1SlvPHg8EvL8s71h9+pr43TI6p5Y9QbIOXtyv8Ny7K+cOHHd9eNzKN8/Pzm5qaAABLliyBIMjv919TpmdZ9v1Tvi9fkg9BEI7j51UEIJnu+34v649O4FSfYss/IV6+d8ltzx5+sw+iOI0oCvKWz/BBEJS6ukvtuvJMw6oSS5EFQSD6yJEjgQS0b5AIRMCKHHlCoPLy5slksnA47PF4RJUSpVLJcZxY2JORkZGmWtXiiT2xoyNCMdhoJjpBJ/5Y7/7lFbYbqu1nektmhNWrV69YsUJ8Lc6m5KxMPSwcDn/Cs/JzBblcXmxS3HtpzuM7u4Eo6QFBdfmGht7hKQhG3MsKfEg4rUY0DU66opsb+gUAZlK18tSeTiw+pjQCpxPP7On6822LJjy+P8ym+odEZ0eMncbhsdxhfuia8u+8djJLr/z+VWVn3Cny/9n7zvA4yrPrZ/qW2d5UV2XVbLlJ7h1jg2mhBhN6+6iB900gQEIICYSQSkISQoCQQCAhYIwxAYzBuODeZFuyurRqK620vc3O7vTvx0ir1apYNoYXg84PXdJqtE07c577fs59ztcPJ+fU0UKV/Px8CII6OjpS/VWn0wkASDU5ZWZCUXQ8eap8/CmZno8HOZGmye2FIMiuxz1eMUurUGATyWInAARBshWtRqOpNDYeCPIJBrLl5OUAMRKJwBy9vyuMAumhaoVebwYQEuJgX0LyUILLF3ZH2b4I0xdO/rfObTeqjLhUkqW/vCp3U0Po1cP7Hv/WDJsWT9WXfz/QZ8EtGxviT14+rsGvx+OR5xz2Of09AXp+FqpSaV/e1jU6mOVn2zzcVi/F8CVWst4dDcToMe/QbrdfoQ3f8Kbzqrl5skpLo9EoFIrUMChJkg8aTOf8fj+Bwf3BmEajqa2tzc0dXnSfWT2FJEl+v3/atGl3/n13SZ7tL9dXf/uF/Qw3/OpO2lCKJjinL+70UU4v1e6jnD6qwxe3ksoEP7wjCAGJ5cEl03XzzRCCxLL0aq0SYhioMSj8rSFMsQAAsKsneUuZUBQIyAm4VqtVLtA5jvP5fA0NDQiCzJw5MxKJyHI8AECc5de9sH/d/PxX9namPyVBklqjWHt7e05OzhcX5jy6J6TRaAwGQ0dHx/z58+VdGJ/PF4vFKiuHe3gsy0IQNJ4KST4rjSdTwE0hHe1B/qVd3dLQOkSSpGZ3pN0bu238uEYw6EDUNfTNSTAZW/90dPjGGH1u91LjHd84kPkrCALUqKbR6Gf11OYmAEBfOPmz95tMJDE1SyPjdDRKKpVq2rRpjY2NJpOpsLDQ4/EcOXIkLy8vNegWCATefvvtlFNSc3NzIBDIy8tTq9XJZLK5ubmtrc1ut58RvxuZU1v6ozQv5mnQnR1S+SSK1MlgYQ7+SS87y0a8sa3mW3OL1Gr1ufMqH/rE3xeXsvMLyooLAQDpfePUfi3FSv4k8NJCS58fQTVhmiEw9KENJ0DaUjCa5J/c7snWKdK97oZTCQEAADidzuLiYo1Gs88ZuLwqNxwO5+TkjNlgX1Zq3d8R3PrACptW0d3dvc2p+vnW7oyZObsGaLXaaDT6xEWOB9fXvn33YvkXGbWXzai/YXHhoU7/m3tb1jpUPT09PM+nHvTM6ilkz6NL/7zr23OybllZ8Y+9navKLQc7g+M1lHpDiTT6jDu9FCuIDovaYSEdVnLdvHyHhSy2qC/64x4vNaLklQB463h42bfLWZpqbm2Hgdgdg16s42hhkHrjnPRKM1Q9Q1w5sySje2E2m2maZhjGYDBEo9GBgQEIglQq1WWvNH7yv0te3uca/boQBKmoqOjp6aFpOisr64y8V5PB3LlzP/300127dlVVVSUSiR07diiVyvTpmtdff91oNMpOSYFAoKamxuFwyCZ2Lpfr2LFjarW6omLcicwpjMaOTirKiOlWqTFGKFLj7x13XzZnXBMijUYjt5ZPWqSextRKeY6u2UtlzMZUZI9d3X7cMMDxY1iZ9gQm8iSZmqWZAKfpo7R06VKO43bt2rVr1y4AQF5e3nnnjbspiKJoS0uL3GMEAMAwPG3atNMT/WZAFEVRFFEUbfVQcVbUY4IrJk2fcOB6YsjpKPIuaa5aAgDkmrRdiWFDy3KrUgTQgY6QzKlyUZtxJ4IgsCzLMIwnl0gmkxeVFjy1va+qAN3aPaIfm+TF3lBi+uNb8g0qu0mVb1SZFVDC57KbVDY1kqCiCIK0t7f30KgaR84r1el0KARBV1bnbjzaG0kM35VWgSEQdMeKIhXE1de3FxQUuOrio2fm/lPjXVthysvLi0QaSqzkfw71XLvADoZa6On4/nllVU92qQns2vlGOX/NbrejKCr3Hj5P9ksGWnsG7vmg/2fnWK5cWfFBXf/R7tALN8w90Rd+75hbEKVquyFAsc9+2poS4lo1hEyfM3J0l83OcVjJMV2uxkRnILHu1XoJAE4QOUGEIUgQR6hbaQHa38evrhrjjJCXHRiGyZ0VlmW/87eDT64toIMDuRgNQ1C6E02qtrbb7X6/v6OjIysrK32pBM50uZ9CaWkpRVFHjhxpbGwEAOh0uosvvni8/xeKol6vV65NZeTm5q5cufIM/n+/CSAIItMsF0iz8nQv7nJOwKlA3rKdhFTgNKZW7lhetK3JQzF86vRXE/B489BPfdCgVUIJCmRw8Bl/Vt8cnCanoii6Zs2aJUuWyB76Gasts9l8zz33pH4sKSlxOByxWCyRSMAwrNfrz9QMnBybCgBw+ulii4qiqL64tDrr1Dg1Ho/L/rrxeFypVJIkabVa1Wq1TqfLOtwYSoqeMM1xg8Gis3K1nYHEUXf8ekEYr7ONIIhSqVQqlXq9vr29vTwvb4VbbOwLA5A5v3tRqfqWeZYAA3y05I3zrhDX6oU2dcY9cUGBSNkaOFuLUc7eBC8k4xRjywYAOAzY42tyf7Klm+YkAIAKBbfPN291Rh9cbgkGg+lTvxkzc1o18bsdPQ+eI9nt9rvJ4JqXGr49N2/MrFYVjty8pPD1/d2MhOp0unA43NHRIe+dGwyGU5K9pCNDq/zxsY5HN/dvvKVSryY+bvA8t6PthoUFT7zfIDNogGIOdgUdFtJhIS+YYXNYHA4LOcmQ8DtWFj3wVm1GmX7TIjuKIXW94VpXuMyioTihL5TZIfdTDBgLGR/Xx/7b/J2FhRfPy3/209ZNJ6L3LDC+djyUcrN7cJEmWzm48DebzSqVqr6+3u/3p/dUv7gA56qqqhkzZoRCIRRFR3dxb7/99tT3Op3uhhtukBeRkiRptdov2Tnr64FiPZohVgcAzM1VBmh+T7t/dDs01YuSREmSoC9iPnVmru7FG+fe+dohevAzCb9887wx93ffONgzy0ZwkvqTlkDGErwyZ6Kr6OmlhnxD8LlyaeQo6ckcCUGQVqs949tLMtX1BGmSQEotJEVRrqgwmd5vIpGQ61GKouRRRbPZXFBQkD4OpNfrK/SgzksxLN/nCxXmWAEAcwqMTf1ddRGBpunJiAvy8/N7enqeuLSy9LGPVCig0z51KARdt6RkVklW+pBPMEi0trZyHMfCiiArEEbjC4f8ZjX+8iFPYJfXG0vm6RUkxJgUABb4XJW4qljzr8MDP11lkpWo8j1fWZ278WhfJMGmFp86Jf74JdNresK/2tbzw9V2BEGeuqT0gfW1f762asyn/f3zyv6xp3Ovi55RUMCybCwWQ1GU5/mCgoLT0/2n7wm9c7RvXqG+0RVcWWa79+2m3ijP8OKCImPzQMxhIc+tsDosZI7+9K/vV8zJ9USTv/6oJUWrP764/I7lw9aMLZ7YIxvqekOZ3jEfnRhYWuK6et5Eet2/7nSaSLwyR3fuMzsvnZ276Y7qw4cP5y4m97pYAMBCG6Sh+/v61G63Wz471Gp1dXX19u3bGYaRy1yGYb7QAGcMw8bLvByNyZ/CUxgT7cExxn/b/MxdK4tf/KxjNKem5lPlD+dJ51NPb2plWYn5lRvnfOflo0oUvHrTnAXjCIie+qDxvdunJzHdLufeJC+mluAKFLn33EztdzpOLzXkG4KzLz81HXKdesITU2NQkUnJS7QnxhaZx3YMTyaTKR5VKBQkSZrN5gk0AhqNZrZJ2tXHLi027G71ypw6v9j66y0tjAAGQtRkOJUgCK1W6/P5fnPVrFc/a3IGWYqVAAAQAPcv0sv23HJRKx+fk5MjSVJ3d3euXl9BEA5H0a93DTy63OjQwUqlUpSAPwnqnH3/buIwBPJz2L+b2aQAHt0Zsdc12GUXC5PKblRxgqhTYRGaAwBAEHjysumVubrKXB2Owj/f2v3YGvtMHfshzb6yt6snSINRQdlKDFlbmfXSro7/3lnt9/uj0aicPjSxJ+JoRBKc00ftbPa9tLsjOSQ+iibYnc2+C6bpZ1ixtaVF39vU5nz6oonv51Rx9wqHTYP/Y3cXAOCO5cWXjrwGlds0VXbDcVc4Y20+Lcewxxn4yw7nwxeUXzRzULi74UjfP/Z2AgDuWFmkRJHa3nCBUfXwhtqXb5pfbFEDAGw2m4nnZ+UZAAAMw+C4ZebMmQAAOWg9GAwGg0EIgtra2vr6+rKysiiKcjgcyeT/TfjPFM4sQgn5Uz0iejKcFJaXWp7e3NzUH52WPaKQkOdTt7ZRtACLEtjfz68pmWiBddpTKwtLcyDoqAYDC8rGbkH/cVvbFdO1xfm5CIL8ad2M+988IQ/fEbD03DWVEz/E5MMGvoE4+zg1Xcjj8/kUCsWBtgQAoNCocEVjpdYRhJpIJOJDwHGcJEmj0Wi32yfpOVyVrxNrgzkG9YHO4I3nAABAvlGV5KWqfO2eNl+pfVLzEjabraWl5ZIZxf/a37mmADrcS/MQigDhtnPHVvza7XY5oKaiomK7M0agyOxcbXFxMYZhgiBwHBdkJM+xLiAhAAAIAo8t01XZjb6E5EtIXpo/3hX45eZmvRIdiCXVOKJRYBYN8fzODkkCdpNqdYUVR+DHt3Q/stx8biHxxIcNsmQxNeeaehrPrJs97SdbIFxlsVj8fn84HJ49e7bdbm9raystLR3zmfcEaefgAOjgDigvSA4LGU3ySW6EDkKUJJtOs8AiXfN2+5Efr5nM23iquKIq/4qqcSvOoeU/k1qbkwRmwfgdTZ45dv2r+7r+sqP94QsqGvoCv93qlN+iB96q06kQJYpW2Q0f/s/y1F0VFhbW1NRIkiTr1CorK6PRqDzDKvc/ZINApVIZjUZl2a3b7c7Ly5vi1K8mal2RXc4Iw0uTGVzheS5jPxUAwHMcAOCuFcUv7up49po5GX/yqVt67khI7qH88VAUVhtnjqv9B2DIG/WV3Z0bj/Wdkuc+BEHYOBMQSU54fkf7Z/dVyatkhYJAUQhiJQAAiiAK5clbF3LYwJbGgE6nW5yNTBA28E3D2cepqeYJAMDn8+l0uhPdsQSH5mrR3S6+IkvDMEyqHiUIQq1WG43G/Pz803BcM+m1BmWkyxPuDtJNTU1yNVmsR8xK5HB3ZPJj8Pn5+S6X65oF+T/cWC+KMACiAkVqPcyysSpdGIY1Gg2O4xqN5s1DDTNySIIg5C09BEHq3dTPPulL7d9IkvRcDf33yrJlxSpZGPXTj5z3LbauLFAAAMIs5KNFLy3+dZ9749GeWFLsDSdiSd6gwq/6V3uc5SURltfXYZq5+5+HXrp+5pKKQR5SYEhFtvbhd2p/c2lZKBQyGo1yDp3dbm9sbCxwlHb66dQci9NHtfuoHJ1S1hDNytNdUZXrsJByLPxP3q1r98YyXiZN0/d+SH1w/7LTCDn4/Bhr+V+9qMjocrn2dMe3tFFdAfoH60/40vTDkiSGKfF/Lyu5dcmw3CMcDvv9flEUUwFzGo0mHA7LRktKpZIgCIVCYTKZSJKUrXezs7O1Q/PKU/iq4VQHV2AYGW3+BSEwAODyqtynNzd5Y4xVMyz7emNf55939qbPgj67vTPboFg3f6JMhZm5+jtWFG887p4MoQYCgdbWVmdIECQQoPk3tuwp0ECVlZXpXtBPb266tUovi9LlbKU4O/ikaE689/Ujr9xSPbdooh0EOWygwqoGAMgXq5M+sW8IvnKcumPHDvmbVatWjXlAytwLx/FIJKJQKLxMIpQUlGyk1UsVW5Genh6SJPV6fV5e3ud0LjUajaU6V5OHkiTpRHuP3aIDANjQJC+ojvcnUsKlk0KlUnWExV9ubk/N0yd5cTz1eTwenz17trz3dswV/sGKnPSx/U3H+6LJEfrhEM1urvdVXzJdrVb/aVtbeZ7l7vPKwJD8WC6ejCr0zaOeX5+XzbKsBKP+JPjFVlc0yQFoONqd4qT71zcuK/MPuh8bVLctLXrkndq/Xj+XgRW9LOr0IK/WHfQkQLs3HqS6Smwa2Ur+olnZDgtZYiFRZOzqf2j3BaT6Y0oEOtwV+s0188dr1H8JkJf/GR68BQUFWm2oytyPaouvfeVY5t9AYMMhl8ypwWDQ5/Op1Wp5iqyuro7n+VmzZqUuLjzPR6NRmqb9fj/Lsp2dneFwWB72/XKMlM8gTnpWfj1wGiMiyCiVHwQBFB68rt610vHiZ86fXDI8zvTPAz0ZZgoSAK/s6ZmYU08J8Xj83f2NH4ZsAEAJAXpqT+QSo6egoCDFqX2hxCcN/e/fMVhAv1frHj3yvulo38ScCtIcY864FdRZja8cp07mpJXNvTAMSyaTXq/XFYVsapSOU24avm1OSWmJ5Uw9GYPBMNsMHfGAaSb8n028I8Aty8OqCkw7XCwvQV3ecGnuZB/rs246w9soRLPvHO4ZfbrKQ40YhtX1RpKcsCQXnWRN899ad7uX+tOQ7CglPwYAXGk2v1kXCmPmBWVGlmWLWNZxItoeYjPW1w6TospGtPjihzsC7kgyEGdFCRT96EMMgQ0qLMcAcjXIYjv52MXTy7M0bW1tOTk5k0n/XlKRZ9c3Nvm5QfMzAFlU0G3LChcV/x+LGsb04DUYDDqdzuVy6Qho9JCeKEper9fv9+v1+uLiYkmSeJ6Xe/Icx4XDYa/Xy/M8x3EoiuI4jqKoTqczm83yx1WhUIzWyX/18fWm0hQ2HOkePSIy5kmagl4xRnNVpxgk2tuXFTke3fzoRdMQeHC5OaYiAT1FmcLECEG6zaGs+NDFhubBh0HbjRCZCp/7xYeNt1UbLJbBa9eY01OTGanKcIyZgoyvHKdOBimjWq1WG5MUWkW0IkenUil6Y9FpOWeypaZQKEr0CAzxzSGW40FDMLq9A37ikvLmmtalxfrdrb7Jc6ogjDFYPeaNKef6Fz5z5usVGeldF8zIemVvV7p9hKwDrOuNvLy747/3LRvvCfzwwoqnPmjaeO8SfBCZFTYEgYaBRE1fV4FBka/Dlhcoc0jys+740d7kogItzYq5WpwRpPfqPC/u6xUlYDeqjER/sVVbkmWQhVH5BtWYperDG+q6wsLwU5akgTiYVTR2XuyY8QDpb86XMOsJw3BBQcFtS5jHPmgb+Rvo3BzB7Xar1epoNBoMBmXWxHG8pKQEwzCFQiHfMrqBQRCEXMuedUXqNweTP0lTuHZx8fsnPDFm+BgSR76zaLjovHNF8Uu7Ou45Z1B2fvOi3EfejQIA0jRN0C2LzqQ19KbjfdSI1TuI8yA1PFrbG+70Rn9x8fAu72nEqqeQ4RgzBXCWcioYajvgOA4U2SROFRmVEVbCUdigGjdl6fTAo2pOYFIfN4oVn9rihCBQYSMPdAZvm/Ty/aTnnox4PJ6q/Ha2eC+p0Gf4tQYoZoaNaPYzvCCBIR2g3aRe8qttJ362doInUG03KDHk91tbNQrU6aUOdQZHH3Px7OzffHuEcza/tbGmr2uXMwwAaPMnfrwqa+Z80u12a022qIj7aLHJ5dt9ItBLwT1hJs4JegWSryeKbboii0aOz9vV6qvrCSa4EVZnjCBtPOKStbLpGDMeIP2A9N10GWdk1lMURZZleZ6Xv8pF50IbdMMs8l8nqNRq4JY55O3nz8AwTGbNSeawypha1H/1McmTNB0OA/bIcvPTOwdoHgIAKGDx0ZU2h2m4yLt7pWPFb3akODVXg+GIwIjDmiYcFnN0X951+BcfNt0+15B+VTnWHTiNWHUZU2m7o3G2cmrqCuWKcDAECo2K7kisxHzmh9YPesSM/Y8QzebpCAIBNb0T2XdlYGau7pmrpj+woV6epVFj0LNXTx+tOIjH490x6LX3G93hBASBxXZ1xiT+9sb+5YXqNj9zy7IiMLQRWP3zrZ89NEzvNE13uwd6Qqycod0TYnpCjCvCWrWK467QdQsL5tgNVQWGpz9sjiSGO10aBXbz4sL0x6rzKf4vAAAgAElEQVR1RV470CcOvQGRBPfLnZ7Xbp+/qry8rq5ubnEez/PVVvj1rYf2BHU0DwMAGE4sxKIVen2Ain/s8tf2xfxxnh8rgIzhMifEZa1ERjxAhlYifTcdnOKsZ6pDy3FcBn0CAFIVJ4qisqkvhmFPFBdbNQc31oUBBF09w/DdSxdN5oHGw9Si/iuOSZ6k6WBZ1iaFLsvn/tOBqWH+4lwOD3UxTGlqkadTYhfMyHrrsEvOKXrruJ8V4FQzBwISK0BvHfMuLh+bwFKNmf4AA8CkMswvmm56p8aVnumrIdCLKy0AgG1NXlTizq8aEeN2qrHqU5gYZyungqEr1Gtv17ECyNUgez1cue3MJ6iM+dm1aojuIK3EoBZ3uDxnsnZc58+y/zzk3d4eAwCsKdGumZmZqwoA+Kxl4OmdA6HBzRBIoc58Rbvb/QstYGGeKhSJAgD6+uGH19c8+a2Kxv6orL91+uJtA9FogsvVIjkkkkMi1WZklVX81solJoP+gfXHp2Vrr6zOBQDk6pUp4SsMgQUFmozLx5gOZM9vd9650qGwFtZ39M6eXkHT2HteE80PlqE0L33Sh3J4KBjnG4NCghOrc1QmNbatPcoKw8wKQdCmWu/HzVtlPZRc0W6tn5RWorCw8NixY4IgWK3W0VFZMl+ms2aKO2EYxoaAoihJknK5iWHYBFq2W8+ZOddYBwCYNWuCQMlJYWpR/9XHZE7SdOj1ereo+cDNAUiKS9hmD2G3ZX6c7lrh+H+vHZY51ekbw7De6R13dR6JRA4dOuQT1DvckgSgzQfqTVB81apVE3BqqYm4fRp4uRFODY/eWQmKjTgA4BcfNv5klTXDeyfBQ6Nj1UdqP6ZwCjiLOVW+QrV5YsGEkK2GukLseTMnax8zeaxbUPBenSfBD+9/aBX45VW579Z0z7drP2semDynAgDWVJdbUfkCPYZSrtYV+fmnfdHhRAjp0ffb86yGlESi0x+HgbTTxTASz3THAQDv1AcRSPr5h82lNq3DSpZYNWsrsxxW0tvVml7M4bjBZNADAB6+oOLy5/bKnCoLX9853MPw4n/r+re3BiUJnHRwt64v8uQHDXFGiCa42CZXnM3Mr0gKoJdGV07LBZ2ht+5aJLdVtxzvemxzh7z8VyLSw0v1i4tNCREJJIEnLgxQ3JEOX8OofAwAQF+Uq+0N240quavP83w4HKZpWqlUNjU15eTkxOPxUCiUqjjTG7M4jqdvcE5yKDkDUz3bbxomPkkzIGcVxwbnnEGcE19uEPNtbZctr04dU2xRF5vJT5s8a6bZHFZ1Y38k405KrOMWA0qlsiHAb3BLcQ6CAHiuHlqXJ10woYBIr9evmpYt4LE/HQihMLijSndOqU6n060/4io3YQunFWYc76eY0bHqfmoMf6gpTAZnMafKaPfRBhUGi1xHiJ05an/u86O60HxJMfJ2Gw8NVlnwvauKr5xn/9WWlnXV2Z80B+489xTubeIL9JsHnNGREUshmn1+e9uKcpvTF+/wUcdc4XBckAAC0gZUVRj8l2tnlVtUgiDwPM/zvBALoCja2dmJIEhWVhbDMKliLkurWDsj65/7um5eUgjShK8RRvT4A7/74NhD3xp2K7yyOnf9EVecGW4iqXHspRvnpsrZcDj8i49a3671ZbyQYotmT5t/03eXAgBgGFYoFCvKrPe7Oo54YYIgzivVXbZyrlxBysE+8sDPyjzkRx+7qREkDbX0Rx9665gnxrKCaFXBRlzM1SswRN3ujSoQ5VosUV6OqlSqVMV5Cv+MSWOqZ/uNwimtojYc6Q7TDEjzfAgnuANuYV5fX3pI4p0rin/3ScuaabY7VxTvaPZRDJ9ao6twbDyDewBAdwza2K9PuQDSPHjHrbuKkmZOuN3hFjWvHO8FEMRL4OXjsekl9pkA/OLDxn99p3S0FaVM8xm93wlofgoT4+zm1K5A3KBEi0xKAEB3mK3MO/PRj7WuyMfdYhqFiS/s7FjiMBlVaLYWP+zKtDI4KSa4QAcG9zBG+JzVdIf1aoXDol7iMMWTjFMS/fSIncgYK765z3n/8lwEQeSgddkQkaZpQRDcbndBQUH61eGRCyrmPbVV5tQUrltof+Yj6o2agfvWJFI7uKIIYGjEAhaGJTFNcqzX688r1X7UFEgnQjWO1HQF9/xotfyj3+/3er16vf7q1YtmNDWBoeU/iqIwDCMIgmEYx3EEQVQCkK+BnWGBFSAAAAEJV9mZOALvHeBy1VC1SawuNFJAsb8z+Ek7xfIQAOCwj3225lB5tq7QTOYbVflGpdxGztIqJtYPnxLOCFWfweczhS8ak19F9YfiEoCBlDpnJVEEoQTHcRxFUSQ5yEwLiowsLx53hctM+HVV+pcO+gdPIwi6sdqYrmnKwKbjfTF2hBwhxooTJ8AcbPM8sqklvXT+wTuNlzpDF5ZpSwvG8Ckconku1ftVExPR/BQmxtnNqW0eiiTgIpOyJ8oX6onT6u2dBJuO942uHd875p6Zq+0KJGxqpMEdnTjDIQODidYM3+6jnEMpZrKfn5XEEFgSJJBa86ow6JVbF6TqwrtfP8IIY+Qw6fX6goKCjBvLy8vr6urSzYRlqHDktmVFz21vv+/cktSNy0rMjyaEEiP+2meNd10wN/XaY0k+fQEbS/LPb3c+fmlltm5wO2dBSdZKa9OHfXiKagWR//DexaIo+nw+n89nMBgKCwvlGpphGJ7nA4GAx+NhWVZ+N1IbnK8dDRSpubU2Zn8fjyDI+WV6IwxsNsNFBeF+UbvfA/1oe3CRnTzUHWcFWH40GJIEUZpBxoqzTB6K2d0S64swriAdiCcFAImCBAB487DrrhVFayuz7EbV/4lnE5iEnnkKXylMfhWFokhm1hskIQian5/f2to6bdq01JF3r3S88Jnzhmrbv454ABiUKYki+Odh78oK/3gapSGMWGdPjPdq3dEkl146Rxnh3wd7d983e8xd2Jm5uu+uKvrNx62pe/7f1Y7JOyBOIQNfOU6dpGOLvOqv7Q3zolhoUHSFWIf5C3FP9cfGyP/yU8zsPH19f6g6V/1Z88BJOdUdTjh9VLs33uEfpE+K4UsspMOqdljIy+fkOqykw6J+f0/djz/tp4ak/BCQEAhJ1YWHu4JmFVJkUjR42cnkVMgtLBzHEQRJJBLpzPqD88sdj26+5xwHMqxABNcttJ/o9m84Ebqi2jsy2GRYvAAAqOuLXPn83liSL7WRpVYNSaA7PAogDY+fohC8tabZCOIkSZIkGY1GE4mEzJrTpk1DUVSpVMqbnelSjo/qBzxJ+M7Fub29vYVaRJIki1kRjwt5eXnV1dUURZ0Tidw7T/vETn9SkNLtnxIC4BRmB+w/pzKf4ziGYdqDqse39afkTgmW/8sO53vH+7wxFkdguZBNVbSyQmrif9/nxNcgwPkb4qN0GsBQfLQ3IYahCILYbDa3252TM1gaXjAj6+nNTa/wQFbIp46nOTCB7ndmrg6GJDn0HAzms4KJh0djLDT6KZWaMdmJcDRqXZG/7e6SJCn1J3/d2bHYYTqLPp9fKXzlOHUyJ236qh+GYSrJBuNM2RezASCv9jJCwSAAqovM/z3mum1R7rsNvnvPHdYycILo9FLtaUa4Tl/cqMYdFrLEqi6zai6cke2wqG3azBUAwzA7u+IUM0L4SrF8qs+zo2mA4cXbl9hxleaWVw6lz6eOt6iUW1gcx/X39xcXj2jmPHxBxW+2NP/oouF19PULC5bsaC/UY7ua3JcZDBiGjc6Z0iqwP1xZ4TAR4XiyzUM5/fF36300J6bzLsVJhwakn162UObRydhDdvjiv/24efuD57S3txMEYTKZ/H5/MBhcunSp7NFoMBgMBgPP85YjlARiGdcLWoSXLFnS3Nw8ffp0AMD69+oz9MOcIM6xoPdelpcQYS8t+mjRQwnHuoMf1LpdoURPkM4zKFPy49Q3RvVpzjpLEvBTTIBi/HE2QLGv7+s8VXeerxqmqHRcQJllIzSkoDUajR0dHSkLFwDAXSuLf7uldfTxbQPjbiHtaPaJaZ0p+QO/o8U70fDoWE/JYdaMN049JO8fPoWnAsY/D75ynHpSZKz6RVF87bCnwIDfufyMWRKmQ0fAo0VxOgVSZTe0BtgyK3nww843DvWk6HMgknRYyRKL2mEh10y33WVxOCxqxTjpEOmIx+MTd5w+afAgMLS0PCdIMQQKblpYAAC4am7+BF0a+Q5lbotGo+ka+rtWFM958pN7zinRqwYfVKNAV5ZZSJjf2BgpNzZnZ2ebYe7xNbk/+6QnmhQAACQO/3RNdpaCZ1lIpyIWl5ErKjEP42wP9GQ8rlarnYxnYQrn/eGz1qcuBAAkk0mr1epyuUwmU05OjkyoKaAoihNj2D9BAIJhuKKiorGxcfr06WOyuMlkstvtLMvmcZwsjGJZjONwGNbjOB5kIE9c8MSFgVjy4/6oK5RwBWmGE/NNqnyDMoNrOUH0U0yAYlOsOcigFBugmECcDdGsmSRMJGFW4yYSjw2KvEa07yZ255nC2QIzOcZWqGnoxvz8/I6OjvLywSzS6xcWPP5e4+jj7fpxV2+nOnsDQEq/OOLzplBOhSB9STj7OHX00GSMFZyB5PRTmWmZPIb834cDezEY7vLHr3nxgAjADf9uwFFoR7N3UbFpeanFYVHnn24jkabpy+dkrz8+wngv1delGL4rmLilSk8QxD821183L+/H35ox+TvPysrq6uqSOVUURVlze/8K+/feOGIlUVEUVzvIQi282Cqur48NRNmekJIggiaTac2MPHuWaXO9D4bhlNF8Oq6eb/9v3cCpZian48I/7v7g/mUIDAUCAZPJ5Ha7DQaDJEljevhNcAmTabWhoQGGoAyvNQhAFg0hI+Nv5bfCyLIFHMeyLJ1kvBEQoAAtqgdibIeX8kW53d5wJCnGWSHJS7woQQAQKKwmUL0Kt2qIHL2iwETOLzSaSdxEEiY1nlHgHnZ6bnrlcEIYbt8pEHBl9clNaqbw1cfEmeEYhplMpoGBgVTf9YrZ1nePD6SNagMcBrcsHncK9lRnbwAAHMeOjp/j2HFnY04v9nwK4+Hs41Sez/TfAQAkOPGm147rVbhWgWmVmE6JaRWoTolplZhWgemUmFY5/KMKP3nVGEvycvO2yR3KVkPOyGA/RZLATINwfqWtItfw8metc7LVHZ5wTpbu9mVFn/N1URTV4MXOcej2dsc4XgQj+7q7Wn2SJF2/qJDn+XdP+D/43sqJ7032DEp3PIhGozU1NSqVSpIkeTvTgAu7OoJyVM6n7dE/fWf29Wum/e3YzktnW3e4QaGJk/Pd5mm184rH9uYFnyMzWcb33jp+14piObc5EAhAEFReXt7S0jLeJMPsfB0MQ2KatxWGwDQ12DrrDiZ+uD1UpOZ/d0nBE1tdcnmtIZCHVmbv7Q5e+zffI2srdCpssMqMM74YG4gzQ4UmG4gzVJI3kYSJxA1KjERFNk5nK5ESlahGRSUkYEJiwezpmFrniQveuNAf49xR1hVK7HMGfBSTb1DZjSq7SSV/I5e2GgXKMJwkQen9agiAJDvGPv0Uzjqc9PNvNpudTmdK0PDoBWXv1g4QsMgIMAAAg0QtDs0uGDdM4qYFOZ80DDD8sEySQOCbFk60IEskmdH7qUlm3M/b5zyFp5CBs49ThwrH4asqAYNsEv33XUsiCS6a5KIJLpLgokk+kuC6/PFokoskuGiCjyS4aIKLJjlWEIeIdpBxERgIopTgBSohBOOsj0qyglhgVJdYyUI9fm62UKWOHPMjvRwpAelcS/zi6SadTrewyHyovX+1Q/ufBt//rB47pnuSYFkWhuG/7e585oLs3V2R/5fmOygf8NreDrsWybYY3z3UPj1bk6VVgKE0twzbINn6QM6+TjfbKy8vdzqdZWVlcjJGrSvy1La2VPZcmGb/983a126ff91CuydCf1Dv+sGahX19fXl5Jy+nZO+Id2t6wcl60Rl4fkd7jl55uVyIUxRFUfn5+SRJjjfJ8MT7DYe7Qr+4YsZvtrTI5z+BwstKzTyM/vbd/RKheb/e9+B5ZTjgtu09tDTX1BIALA9UGHh5fx8DMH+cu/KFfSSBlts0JhI3qQlRlLoCtAKDr6zOm19oMKmJVCdcRl1dXbM3uaeXiYhgWR5WblGWlZUxDJPDcewgUI7DMMwoAdiXEN1RdiDGdbh9e5rZ/ijrjrIwBGAIGrm9C5IC2NYWXVw+yfdpCl9pyJ//S/+8d3W58fvnj+FlmJ+f39XVJc+Iw5KwLAv4wnRjXC0BcJ7Bb7ZYfrDhxHM3zB/zzhmGg4E4Yp4NEidekCmVCgBGbNBC0Nh+cBkv4efvnTjqip5S7PkURuPs49QlFXmPLHf/ak+AZkUAAAqD5fmoWk3mGpS5hpP7/TK82DoQq3dHWgYopy/WE4y7wwmSwPQqTEOgBA6bNbhRjSc5IZrk9rb7P0pwKAwrYB0s8pwEQQB636MN7OrVKjxxlj/cG19WbKjpCjW4I3olrlNh5GlNa9A0vcfFzMlRtUSRa+bZH0sLXJT58qgrckslHg6HX9/fde3cnNbWVtlsL2USNBmzvby8PJ/PJ7ehxvQdfO+Y+/vnlS14ett3qiyvHexbV6lJn7GbAGOGpk2MT5s8R3vCL988T/6xu7tbpVLJ+VOj95W3NnoeWF970+KCxy+Z7qeYc8usu9p8vCjZTUqnN743kmAEEYCQRY2+vKfTpMYRzAolYiuLjHolokZEM0ksnFNpIQkUgf65r+tn7zc8dfmMfIMipXQ73hv587VzHJbMV+oWNT/f3RtjJADA9g74l98yFTCMHO4m95ZhGIZhmGEYSZJISSzXQqWkJGWhoggjiFqlUoVp7rn9vj2uKffUrzNm5uoRCPrO/Lwx2QjHcYPB4PF4bDabXq+fW6D/Q/+gJGhb1PpYtbWP17zwmfPulY7Rf7vNGU3wI8x4Ezw08YJMoxqDPrMNJzmLZ+bqzy03nXDHpgj1c+Ls41QAgNVqAcAnD2rBAPiTkMMk9Pf3yxc4CIIgCJK/D9J8dyjZ4Y93BZIdAbrDHw9QrMNKOiykw6JeNy/fYSEdVpJAJ9KmegLh3Qdr6ludb3izBQnRKfF8gyrG8JIEfJSwuSWkVqD3/OuoIEkRmouzvE6Jjd+CHmxEp34kUFiSpEgk8u+j3v9ZoHvpuOfBlXk9PT3pZntNflYQwQUVxo6B8EACumxByemZ7ZnN5paWFpPJNIEYSk2gqyusJTm6X21pfWDtmvb29oqKilN6lPGQbnqgU2JPvt+46+FBNWkgHG3qHiibNW9Hi/d4T2SP059kBauW4AXJRyU7/XGWF7UKdEv9wOGuIABibW+U4UQAACtKs/N0DC8QCDy30DjThi/Pwy0Wi8vl6uiIUVSPkTAyDOMwOwwEkHPobl5SeNPiwnv+dXRr04Aw1EOW51tevnF2hVUtL2J4nq/rjT7yQUdsKJSIYsUff+D8w+VSZbYWRVGFQoFhGMuyoVAofQWTsjj3+/39/f1aBWLUqmA4md6vntqv+qbBYrG0tbXp9frjPeEXjkRTe/2MAJ7+zP+v2wue29ldnqVZVT6euyosT4+ddD61pju0rdEDAJQeBwkAVGE98/kiUxgTZx+n1roij77fTrNAtqZlRXDCy68pU+I43uGPd/rprmCyK5TsCiS6Q0kChe16wq4n8nToxQ5FXpXGrIIlSY424mA4Asdi3dQwB8sAQ/WHDASCcvRKD8ZlYUwUUrMSfNk0rVqthiBof5vnhipLmQHDSd0jF1QAACQJjG5Byz3n/gE6HGciCS5CczGGjyZ5eXJGjcOQJCZ58Lejke4w91FLSK/C9SpCryaMpE6LoK8fb8nRQNkFJc9+VH/TkqLR7mKTR3Z2dn9/v91un0CYcP1C++8/bVtRpH11V8s8I1dTU5PS355eWGkwzn7c4H76o5ZYggcA/Oewi+OFc8qtV/11X4BifRTDcrxRjds6TsBAavRQLCcCALoC2BKHsdtPP/GtGVfPy5NHaWtdkVtfPcQMJcfFk9yx7tD6uxdhCLLuxf1J3qRWKotCrW63m2VZCILk8tftdufl5cmGTXKVqSckYWTgUIhm39jTdt+yHLnoR1H00/bIaE//HU5qdVXa6BTHOZ3O9K3faDQqSVIymdTpdOXl5Ye6I+83dF4+Q7+tPSbv72oV6NR+1TcQ+fn5LpfrH/uC9MjcwwQv/mNP5yu3Llz8y+0b712crRtBfldW526o6Y4xYkpwRBLIeAuyD0/0/2NPZ3Ue+WlrMGNU4dPGgW8v+LyajylMBmcfp45uWgqS9OKhwO92e+Wi02FRr640y8WoRjHuC5QkSRRFURRlihXTAABI/1GSJKvVajabLWFOQWDOQLKnp0ej0UiSVKABe5t6swnm3ROxS/IFCIJEURQEQf5DTBCMkqTleQmWJKWEalAcxzGMxNMgwSjFCPf+++i5ZQZnFHZkwTPyDNEkH2F4VzgaSQSiSf5ob1iDwRc8tz+S4NVtsf8c7p2MFEunHEONpdVq/X4/TdMZwgQFhqQu9AuLTb7YiVvPK/nFBw0F8+FEIkHTtFzajg4rTXDC4FRJaqQkzgYoJkCx/jjrjzGBOKMlcIrlUhyWZHkFiiwqNlTbjSYST4a8sZB//vz5Ml+yKb5kuF2t/g33LErvKm840p3x309wwjuHe352+aw9D69a/MvtUZq7fLZNiXrbg/xBDypJhvmIiIdCvb29ci4NiqIIgkhjrfajIlFUVHSkO7SvybOvzXNkMMtvxEwCz/ONjY1ms9lsNsu9dwiCIpEIiqKCIEQiEZZlKyoqKioqRFH80YZjO1qDdy7J/sGFM5u98Ze2HJMk6Z4L504R6jcQCoVCo9E0DWQOngEA6vuiAIBPvr9idAoyTSdFEaQLjoAojbmf+o+9nTVdoRevLrvypSNALlSloc8tgLqCyTP9gqYwNr5ynHp6ji2ry83PXjfvlB4IgiAEQWTBzmQQCARy+zu8SpUzwOIqjZziWV2Y2N3iXTtH96e6aIIXFQiEIAhBEPI9y44HKIrKdXA6i8vfMAwjiommnkCM4S8pVV+z3vXPq+xqnJF/C0EIDGNH+5P728HvzlHW+kFDiHhkdQHFiHFOjLNinJMoVowxAkWxA0EhxggUI0aTfCzJy3Uwy4vaQd7FtUpMp0S1SkyFAOh4Q1GuTatEv7+mpKYrTDF8d4BeUDgsPrx+YcHhnmi2TtEQg3M1quP9cViF+ymG4hTbPu0OxFn/0DimJAETiZtIwkzi8lBmnl45O09vInGzGjdrCJOaePKDxlf2dqa/mUle8ESYuQUGn8+X5Jn8/Hww1mqJ4YWM2fMoPcbVJBQKyRvMG6613/Ve76t7E7OztO+0S7Iv8ok49OT5+SiKOhyO1Nj7nAL+rWPe9P6YBKB9Tl/hDz/UKdDKLOV1i4q+byD/3z8PZpQINy4vr8jW+P3+5uZmnU6HYVgymax1ReqihCiKs7SJqgKTQqH4uKbtx5s7r52bAyHIjy6tBgDMzNX//qZl4OxMfJvyUTojsNlsSa52tIcMK4jBYNBoNP7jlvlXv7D/7bsXp377Xq07zorpC7s4N0YA4q8+ao5S9H3VSp7ny7N1rqhfggavbBIESRIoMk7Np35J+Mpx6klP2tFNSwSGb16c6Xb7OZHazkxJao1GY6G+t3YgBkPgQLOLVGAois7O07960G2xWObZpSBqOb9ybPevifHzrT3XzjH3AtPSkuTcWcPqJJl6f7rroFUFzago++ObTT+8aFqeTZNeVY8ustNv4QQxmuAoVowxfCzJxzmB5niKFX1hqicYpwUknBBirEAxfIDmSx/bjEAQCkMQBEkAJDkBAHCkF5AYpEQBiQU1OFSUY7KR+OxcXb5JXWBSmUhiMoNJ4yEej1MUBUFQhrdDxjE9PT0cx/WFk68d9de4EzgCpUexqjH4phUVhfkGeYN517RpV/xl33/qgoI0uNtMc+Cnn/T++oLsQOBQQUEBShq6g8l3j7sBkDL6Y3OzycfW5NWHkZ3t4Yc2NkzP0rC8lF4isJyQZBkY1lmtVqvV6vF4Ojs7j7rjb/ZpZcO5hrhab8V3bnW2h/gtD6z69ZbmH14wvBt9NrKpjCkqPVOAYQQCXMYHD4EJv99PkuT8QuNlc3Ie21T/1OWD0+cEQWT6CQMpY8z63tcPZSvF+5babTYbgiArSmKftvgBkIYfAkgrysY9xaZwZvGV49STwmHAfrI6JzV9iCHQfCuoyDodY8KM+ZMUfXIclxLQyt1CrVZrNBpXzo4/3+omMLiLxmXP+lwAgskGCFNU55L7OwKnwam+GHPYFXvm6qUPbGq9bsGIlQEEQXFWrHVFLixEnYEEI8LLK8aIlRgToiTJLVkWZmMSE2BZv8D440wgzvhjvD8O+WM0hiAGFWpUY0VmtSfKECi0wmFUoABDIAQC79b5ikyKXe2h2SYJgUCQSkhA6fTE6nojMUagGCHBS2oMJgmExGEShzUEolGgGgKVv9EqUK0S1RCoTolVZeP/wRCZpGVoFdgKu+L48eNmszkajfb19fE8X23k1uNwnJVSS3ISR7810xYRib8d9NX0hL+3puzlO/I/qet5YEO9HMWqxqA/rquc6xgxPptnUB1zhYbfRiDFWenXu/06Jdb5US0GQ3YDQXGDv0rPtyq06ctKS8oAuHI+AADc8vcDDD+iRcyJ0m8/bnvuei3ExsPhsCiKSVXWxv4wPTQzTfPg9zXcbcu0m66vdPqo4z3hZ66eTdO01zvCyuP0tqWn8DWAvATN+OChMCgsLJTnbW5YVPDYpvp/Hei+YVEBAKDMrAQjh00BABW2wT3XaDR64ytHLpthuXFFRWrFdsgVHz2ferCHunbJl/Uiv9k4+ziVZVkt7f7hIvVeF5tIJAaScCFOsSybkb4iQ5Kk0bOb8i0ycb8OTx8AACAASURBVKZmUTAMS3m7j1dP5GTZLKp+g0Z9wsslk0n5mjjNpm7yxGdYsd/tCZzGy/njJ40XF+MCqjzWE/77zZkzam8dcalxaGmx8a0a981Lhw17KYZPdV8HLQvibIBifEO3RBKc3JK1DJn7mEmiyKw2qQmzBjerCT4eUitws3kwHaUnSN/w8sHvXzjszVRZGPzdJy0/OK90R5P71mlIJAJmzKi024cNXyQJhGkmQrNhmo0m+TDNRmg2kmCjSb4vxjR6E9EEH01yMUYYiHFcmiAIhoBFKfxhS71Jq0SEdpNWpetmZFaWgAigQb8hCUAXlmtf3tfT5k/ePM/6yMoKCIIGBgZm24j7Z4IDblEQhBV2xXy7LhaLpQRlEAS1+zLdUyEIAAA/feXsYgvJUOFAINBLw/+zsS3ODbfhSDxT+lFk1e5sy/yfHugMnfvMTpaXcg3KfKOqP8KEEyNMSCQgycapv/qo+YcXVgAAWJZta2tL1zGN3paewjcE5VZVdygJpZnrShI0zabCcdxkMvX392dnZz91+Yx1L+4vs2kWFBlP9IVH7/zX9oTXVsQ8Hs+tGzqfvmLW8vIRa8rTsTOcwpnD2ceper3eZrOZeH5WnsHlcj1xBEwv1ykUCoqiRlecoiimWx/gOK5Wq+VbTqMRZzQac1XAYFDWdAYSiYR8TZydp2v00JeWKv1xJkCxJvIUjNdFSXrjSP+nd1S8dcR1zbx8+UZelFLmsS/t6ogmxENu5oOWKCV61h9x+Sk2EGdwBDaTxKAZHombSaLYrJ5faLQM3WJQnexpGJQNDQ0mk0keyLEbVWaSONoTqrYP5rovKDL6Y8k8lbCvK56MiwiQ/GLHckHIzs4mCEL2aUIETovwKqVgQXleIfJawHEQz0MYppGls/We5IP/7fjp2sIqM2gNsJ86KV6CqnLUgKFUehMHsD5fEFVqQgmuO8YfqA0mubRZAUlaXxc0k1ihSb2nO17nYUgCIXEEFVkY1pQbo0oE1um02w8cy7MZzTpNqvVtU0pNo15uuQkl2YC/PwQAkCSJHWi/toB+o0tB8xAAQAGLN5fwJiQRiURSs1gXV5o3Hu2NJLjUnZA48qO1xeuP+d68a1FfKNEbSry4q2PMd/doTyhAsedNt4GhTyzP8ziOAwAYhsnKytLppmRK30R8e4Z+Z6ufleBUYxaHhatnmQAAJpOpu7s7FotpNJr1dy2e9cQnex5eNdpNEwCQTCb7PP6rXnO+f/+yYkumsfaYlyDzqVyXpvB5cPZxKgCgsLCwvr4ewzCGE/wJyKZCe3p6Ukwp6+tkBp28BGkyIAjCrkMBDoUTfDI5qKOrKjRtOOBcN9NQYdU88HZtsVk9ceh0NMH5hyrLtw50VJiJ5w8FNjcGSqzkuc/sDFBsnOFlyQ+GwElWMCqBO8otLDLesrTIROJmEjepCXzCgdrJQE4sr6mpSZWqK+yKDUd6UpzKcdyllcY/fNrKS/CefgAAdNgXd7oOXLqgTKFQyFniqbETlUolfyPfIt/Drz5qPuYKH/vp+Uw8dvjw4SyN5oYKFABAUf4oH109e2YsFiNnlen1egDAOzW9rR4qGM+UIK0otV4zPz81kuQNx3xxUUS0PSGWYgXJy0cSQoR2M7ygVWI6Ja5TYjCMIDAsiGl2biiyrDzHL5EaFNEQqN4AZ2dnszt33qPk9/fxAIBzClUVWToEQfx+vxwYJ/vs3z4NvFAnybyrQsGjK81zDHxPNvLomwfuXWTNR+Fb5mgb+sLR5HCpqiHQlQXKn//3xHeX20OhkEzPFovlo4NNNQEYhuGFNnDZ8jIwha8Ral0RQQL/OeK2GbQTB85Ps6mriYGDyezB3q8E5hIDZdYq+bcFBQUNDQ3Tp0+HIOjj761Y++yuP62bseFIT4wRUxsiSgRaXGK96vXWQ4+tVuNjXMANany0DEp/0kX2FM4QzkpO1Wq1Go2GZVmaMNg1saqqqhQxfNEot5G7euMABrU94ezsbABAld349IeNx/rpY31hmhE+awEbjvbdvaI4S0vIUyUjmrRxRoWjgxJZNb6vM3zlTKNCqcjWKR67eLqZJEwkrlMOFtAPbagDIldlEHYPiH++vlI2xT1TYBjG7XZTFBUOhyEIEgTBmqBeqlPeOlMlT3BiGFakRZ8NDJM3zYMNfdorLIWV9ky9Q60rsum4CwAgryfc4cQtrxy+sjr3rTsXAQCUaYUawzAcx5WWlpIkKY+NAgDc4cQzW1vXVma1ezPbtkY1vrB48OEikUg0iubnDwbYgTTVD0Un2rp6EwJQaI3BWPKzpr71tQHZJRWGAIGCba3+90545NHhSILDYFijUKMii0mQEpW2usRaStK4OvUqXK/CDaTCoNaZTMrLKtQzK0Nv720BANxyzvT5pdmSJJWXS99941hjjDh/miUrS3xGQT7wTmMsyQMA1Djym8tK/DSnROFKK0HTtKwXO9gd/v3RBMUCAMDOLqSwjFk2lpvxFM5GyNGTEpC2NfuPug5PHDgfgnT1fPawjhcGJ/icEESmLEDljdWioqJsneKXV876/dbm5eb4ZrdicENEgmYa2D9+1tXwxNrxHsKkxkdHaZnGCp+YwheBs5JTAQCFhYV1dXVdIbbUqpZbal8CwjRnMegaa3o0BPbigf6mKCJXnH5KeOiD7tSOYSzB/mFr64pyU6lFYyaJiiztcJNWTchuPgCAl7fVo8B8wwzVa83iXSsdC4qM6Y8lStI7Nb0WFbwqV0kqkNMgVHkvmeO4lJ9+yiGI4zh5DBdF0VgsZjKZYBguysteEIXaE8rzK7Pl+v7N1sxcqjgPNh3tmzOSU9PjbDcdd19elf1xvefVW+eX2YZpQ24tCIIQDAa1Wm1hYaGcQiP/9pqXDrx156JwgnvjYA/DD0uZ0v2GotFoJBJJbehmtO5JlbJqemk0GnW73VoFKukj05aRe10sAGB5PtEbih+NiZu+uzR1fIITognuSF1jny9EMaKIEkZbLsWK0STvjHFRbzyaDMuVcSTBxZK8GodPbGrRKpyD479K/Eebmho9dK5e2R+OC5Iot6whCCJUmj9uaX72O1XZWYMvv9YV+eXOFmpIqB5jhLMuk3wK4+FUA+c3He+jeQlAkLyhKgIozkvpA2NqtVqpVPr9frPZfE65ZUut6+1jRPrM1yEf9satE1lFD01GMCkZlE5JTPl2fWk4Wzm1Iyy+0cw1eLn5BYozwqkML/pjjLwnOl4upkaBGlVYJCEaSLQ7zIqiMD1HYybNR7qCgZGDlbwoFpvI9MTvDPA8/9rh/uevq1Lx0fVHmn7z7WHXeNnDr2UgtqzE3Ojy1ofgm5aMbYAip7alyDLFoCnWlNuzcp82ZQgsd2gRBMnPz6+vr6dpWq1WJ5PJGTNmfFtNfVjff+GsiXzz3zrSV+emcvSKbJ0yR69kefEvO9ujQ5uOoTjzxgHXhnsWpRMqAECr1bIsK/M3QRAajaa3t1d2FX9oQ93/nFuSb1Rt3NZ20cysna2+0fkYFEUFg8Ex098yHkWr1fp8PpZl87WKexbbAAAMw1Tm6hYQWdf97cAbdyySj1RiiBJDVswuraurAwDMmjVrdAxOSq/L8zzFCAkBijECTuqTAhRNclYt8dq+ruWllq1NHpYXZR0UxfC3vXoYgsANLx/UKlGSQJUY4golxrRWnuLUrwHG880e75/rj7GjRbl+aoQhQ1ZWVnt7O0mSCoUiwoiClN7HBRIAbxwZWFw+7kk6lTPzf4uzklPTCyNvc+RSV2x56UkklMH4cJ6Xf4Tvz+AtvCCaNYRZTQw6GKjxLC0xI0drSkmB1Lhsj7f6l5sXllnfP+G+fWG2vBf43Pa2DE4djYyBio9P9FlVsB5OftKd/Pbc4dMj/aURGOIgwZ4u6tnv6CORSHqVKX8FAKTvYsrSZdlrQmbNiZ+S3EKHYdjj8eTn52s0mktmab731jFekORiemjBy6UPt3y3SjFvTvlAlO2PJHqC8W3NvmiaigeMZdRA03RPT09JSUl3dzfDMOXl5eFwWKPRIAiy8WifIIpXz8t/ZW9XmGb/cM2cE33h9465QVosj/zWFRcXg8nBYrEsXbp03759HMdZrdZkMllWVjZTo0EReN2L+9ffNTxQr9FoFArFeLlyGXpdCAAoFqsqy0nJi0os5J+2t7O8mPGHShRJcHwgzqhxVIUjcWaMdMIpfD0wZvTkmDcOAsqU8ULpIuAhFBYWylbbHb4x9Lrt3kxlbwaWlZgfu3jag28dxxDoyUsrlzi+pK2xKYCzkVMzmi00K9z/n+O/u3qmmVQMcmSKLwe3M9lAnDGoZJcf3KQe5MhZebr0W9STzpMpNirUCEcxQpxOyJx6WVVuY38s3T8WheGdLb75RQNrhyZW0y/QPM+vPxG+sgQLh8MfNoUfWFMaj8c5jqt1Rf53Y3NqNoPhhJYwtMqh9nq9KeKUrdvlH8cMnzklyC10DMNS8sIrqvLePdZ79bx8AMDMXN1dKwp//XHr0HUAvm91yaosIeRpXz1rllKZDQAAINMjKQMejycej5eUlKAo6vF4ZAJzOp05OTn9kcRvP27Z/6NzNx7tO9EX/v26OWBUxE0ymXS73SUlJaf0uvR6fX5+fiwW6+zsLCwslN/2JQ4TCpdf8fzed+8dbgKPlysHJqHXvbwq94XPxtD9Xjon57FLpssJReFwuKbT9+D7XVOZz19LjI6eVKHQhdPGN1gYPHCE4eXoaRkURW02W19fn02nbPZSGYKjLN1JDPF3tXp+sbkJQBAngp990GTSEBNs8U7hzOIrx6kndUEb3WwJ0+z336x1WMlBjiSJPKNyjl1vUg965pnUxCkmuEyEadnadj8FQdBep39dTjYA4Pwy4x8+BjAGxxgRAKAhkCfOzyvMsb24p+d3H7fct8pxwXQLiqIajabJk9jfz/tiSZqDSnTgaJurP4RYoajXS2MYtrnRlzHsKEjApNcXFX1R5tdyoYbjOEmSsjvaFVW5z21vkzm11hX52+4uMDzbIr6ws2PxbfMUiYTb7SZJ0mazTeDFz7Jsd3e3Xq9PlZgygdE0DUGQUqlc++cdb921aFuT98MT7r/fPH+0NwLDMIIgTJ8+HZw65OWCVqsVhOEN2gVFxscvqbzkz3s+uH+ZfMvEI1UphTkEQXK9m3HAb6+e9a0/7033OFTh6I2LCmRCjcVikUhkdVXpcxrDWd2Lm/ImHA9z7Ma7ZqJ/reNpXgIAqFBw72x0goxxCIYyfJEAGFWlAgAAMBgMFEUpEBGMFBwBIGkmNC871S3eKZxZfOU49fRO2mvm56dnjn6hmFNk2dLkt2qIHa3hdcsBAECNCCgQ1hUKrWEIx/EFVklwN2Fa6cGFGqcfefOQ89cfNd4810qi6DM1NMUCAGAFCid0BY3B/9/emce3cd0H/s3gGNwXAfAACYIUad60KFmWRFoHddmWLblStI2jNM7Hdc5N23W2zSabdLNJ08+22aSpu8022Sa2k+ZTu3EOq3Yt2bIuk5Jl6iJFihLvCyBxE/dgAAxm9o8RIRAAQRAXAfp9P/74Mxy9wfvNAO/95v3e73D8Uaeqvv7+IozLXYzvjp/jr4jRcxwOZ2JiQiAQdG4qefHf+i2egFqMJdwremvA+MJWNZfLpShqbGysUqWKTmslxlj/80D5phLMZrMtLi5WV1djGBajLE0mk0gk+os3+r/SXWd2Ez/9YJJJcBpjayVJUq/XHz58OL37ith1m5qaxsfH6+vvF43v0Mr+9njbEy/1vPvi7ujycwlDIBjzuMFgAACo1ep4E/HX3hjEOAgRepAHjoUCCtAAABzHrVYr8z7B1HyOsWkXEVCVrkQwGAwECBqgjP2WpgERCAYCgZUSepChcPx+KhlObCuuqqoCxAgCAL2UdwnQAEFB8ljT+DoTDjz4u+tzUKfmh4LTqauSZGGUOyKOP6FQqFaBzbrILVWC20bv8PAwAABF0WoxEgiFn9KEKypKSJLk8xW1tbUIgmg0dGcLOWl2//DC7NVZVySfAUFS33lvjqKpC0e2RHrZVyv83U2AR40vLgr2b8pt0EVkoVZbWzsyMtLc3HysQ/Nm//wXd6+4f1lSUsLkUZNKpcPDw6hl5hs7lBEnW6F3fmyMUqvVkVUdoywtpOCyIUDTdIvQ66RcBKLo0Mr+5LX+s1/dzTSLtrWGw+G5ubnW1tZMciNEXhe0Wm20Wm3VSF96tqPzb84RYTrirpwwBIIgiEAgwOfzGYev+fn58vJyxuRudBEHf/TBngb1iNkdnWrOQ5D/3r9QX8KLMVmnUbYdUvjMepBfTXCIpT11Igx+OcZ63Eu3rfCzDZGxjhcIAsjQivuvJzs3fTB3J0DfV8MIgnBR+pmHy5OIFG2YSX4Skgsy3ZBbE8Fg0Ol04jieyYcw+X4lvPvWDxEXZRZGGcpGkiRBEB6Px+FwWCwWo9E4Nzc3OTk5Ojp6586dsbGxubk5pkoan42IMLS+BLPgVFlZWXNzc1NT067mqoUAVyQSURTl9XoFAsHc3Nzc3JzZbHa73ZUyTKcUxpQXc/pDYoyjjIoba1QLjpRY2AhCM9YeFBxXmRtKY/Ok5AgURaurq6enp49tqXzzlgEAcHyLJiZUnMdhH+vQcLlcDMM8Hg+Xy2WCg2WU53OPKL68s7RCQFEUVVdXV1b2IPWxTCZboMTf73OfmfS/O0X8dIT7mwnqfxxt+8zL1yIKlUGn0xEEQVHUwsKCQqFY1dE3OYzbMwAAw7DKysrJycnIPwVClC9ILXqX2ceG5p3RlzscDoPBsHXrVrFYLBaL29vbBQLByMiIxWL5YMx6/J+ufPTN/Wox8/UhAFn6DwCKomZnZ9e6B7xehMNhp9PpdrvXW5Ci5NTAvDuwzEnNE6QYg0RCVOIE61dlopMMfL6QBiigIz8wAADC5ibbsDjWUSHkLDMnC9jI8S3JnPkhWSRP69Senh6DweByuQAA9fX1Bw4cSPujovP94ji+r1Ygxo2BQNWq2VOjAzTj408i7rLM/5NnMawr4XNQis1C7xk9j5WUAAB2NmrO3zEwESNKpbKuri4mixOG2eJFaihbtgbl8/m2MEZGCkpQiJUSJkxOliOEQqFIJBJQOECQEaM73il/e63ipfPjP3vuEaVSabFYGFvoww8/3N/fb7VaMQzzer27d++OqZp+W+96qc/tJu6/VOAkJeKyd/3vC2N/HWvXlUgkLBZrdna2oqKCy+UmdMdNDz6fX1FRMTk5uWnTJgDAqYF513J35ZgQiIWFBZqmGb0Y8WOSy+VyufzvzwxeHred+fJWEcY+3Fzyu5v6mDxKrSK8oeHRbEmeO4aHh+/du2e32ymKEgqFzz333HpLtPH51M7atwZN3uADNSzkoM/uWNEm9LPeqSC1TEEGKfCzDyZjar1FU1+C7deE35plReqnHqqiahUwj1KeyJNOdTqdarW6paXl6tWrGX5UTL5fpVLE4/EYC2GMyoz5M6IyGXg8XiR7PovFQtbixdRSKXMsLpJh+trM4mOtOgDAw5UyPY4Gg0EMw1paWuIT+sebrAFA/vzQstjtcxO+87ZomxF93iq6MOU+1pG/7TeVSjU7O3u4Wflm//x/L5fEbwS+f9fc/O13X/v8DjFF+f1+Pp/PFO0JBoM+n0+r1cYrwlMD8048AKL8MjwB8o+7dPG96/V6mUzG2AziHYIyhM/nl5eXT01NrRSWM272+ENhPoc1PT0tlUoVCgVYChcGS3uuX/vtoIzPeeMre4xGo91u1/D5LzSBn9+9754m5CD/qcKxf+uO7EqeI1wul1AoZMI2gsFVgsEgCVnrVlSbRvqjEy0vvjHIJLzks+h/+MOWJPvrYzY/ACDGT3jUkszUN+tBzs+jkVpvFI28Z0BeWNkcDckuedKpR48eZQ4y16kgyhszGAwajcaampqRkRGSJKNVJofDiSShTS9jfhI6atS/mDRKBZyPZlwAABzH7RaLFEPHjE6tnGe32202W0wxr5g1H8ZGd+rEMWPplURBKa/0zhzrqMqi8KtSXV291X7nq2dMTM6KmI3Ag82lN/7y4MmfffRYjfSTXFtJSYnFYmGxWPPz8wAApVI5PT0dc+8J49xjUvt6PJ7Z2dmqqqqqqiqv17tSzGiGCASCsrKyqamp+KlQwGWzWeiWv3q/Rc39gy3aYxUSEJciSi7gfHlPLeMUXVlZ6ff7TSZTq5L9l4/xmbzBD3GdXS1NxZIfv7PzfvUvo9EIdWp6pJFg4VC79tsm/d/2WEMU+u3dJQfatEkas1A03k8YTboA+HnvtC/KBIMAGg+Cl3unXnp2S8L2ERdCp9NB09TMzAysRZgJxeejBKLy/apUKjabXVdXF526PQ80lUuNfqRRLRic9zAFcMbHx7Ui2hjgtkmlJpMpYTGv6DXfu4PzX9mTahKD/PNIS31Fr+XDSXvnpgRRAQIu69RXun54dvQrvxv/+af5jP/R6XGKpumnuYsqlj/23leLc2fqp7a23q80lyRmNHMEAoFarTYYDDHuyt89pOmqU7ndMkNYevqO6W/+1/mH1OIxiyeSscHhC5BhqrH8gabn8/k1NTVcLrevr+8Tm1Q4jvN40tRzU0A2Bsy4fvOmAQDwia1VqTh1P7Wz/ecfvecJoYc7V/mpq4XsKRuKLH8fLRUnm+vWWust4m/v8XhpGqw0fUFSpCh1KliKPgQANDU1JaycmlPq1CKzj9onZQ/Ogwmjo7FKVVpaqpy1n1+gHCj1WCWraYViXhSFhGlg8wZYLPBwdayX6dMPlw8bXctfQZHP71qHORrDsD/YXPGvV8YT6lSGvzjU0Kpk7/z7a59uE50adbsJDgBg6Kr3vz1WErl3iqYvjFgujVriL2eSevt8vrm5ubKyMrlcHvmn7BoV4hGJRGKxODx45Rs7yiPuysA85ihhNzY21gPQ3aj+wYn2L/zqZnRtcwCAhwjFp53TaDT19fUWiyWSdjGnwkMKkLU6dTOBXgEAVv21yIXcmDUpggC5MJm226QW3jW6Yk7WqUUrtWd2094f956ZpYMUctVIHqiDtQjTp1h1avKscnmgTiVgkYSQy/5oytZYpVqgxBfmDHiQNoy4L0yhPzpR0RZ3SbQhkcdhXZtzxwRvBMnwrnrV5XFr5My3nmo4uk4Jd/7osYbvvXfa4XBEa7sYHu+o/aHH/bWzRjJ8/0XaEwj/3YeOikrzgpM4P2LuGbOxUaRDwx82097AA29+McZ+qkVlNBqZfdPsluRLBY1GU11d7XQ6v7xTAwDQ6/WS0tLGxsZlbWSpvqvpdDq3282kXcy+rJCNiFAoJOjVk1Ym9BNOeDJCd4P67dtGsCw7E7K3QZXkknML9I9vOBgfwn+45kaFirb4+QuSGtnXqUz+OeZYLBaLRCu+HyVk165dMWd6e3sTtsyphXBVmiukPq+FCKM3Z50detc3357Ag/d/xN4g9fVTo+UlkuhX15jkJkQoQXGS00Om/7JDfmWCKhXzlULuF3ZvWi+FCgBgs5BDTeqX3x84ulkTqVIQs9GCIMiV+WBEoTI4/aE/e+3W4VaVFGM3lAq/d7CiTqP65Xt90Y48LzSGaYeeW13N1MtbF5qamm7cuGGxWAKBAIZh8T+n1N1P1v0Nb1WcTqffz3i7AAzDGPer1El9VEJSBEVTcovcVyv87Q3aH37QlM9aJWZ9aN7FJFyKrvU2NO9+piNx+9/emP/HDwwPIv1o+qULM1qVOM9uHBuG7OvU06dPR+p179ixo6NjhW9yBVIfq7m2ECanRSO7dsdKBKn+eW/CfEMvvnZzX1OZVICJeGwxj3160JS8fsWU1UdS1OXhOQGH/foXdtYo8xSWmoQnmkpeuWSrZd+pqKhgzkQ2Wnw+n9frdbvdCX1bDreo7pm87WruV5sDch7q8/m2VYlV0vA1Ew0A2CwLVgiotra29f0GJRKJSqXyer0ikYjP58erwzW5n6zvG96q9PX1TU3dT01cVVX19NNPr+lyqEHXi47qkk9WeV+fEwYoFADARahnq7zt2tVfiaLzkKyQ/fA+r1yZjgmdpwGdf9fIDUP2deqzzz5LL31F6ztp5pTGcsnbN1j1StaUnfAHE9hwlEKMDnitAb+FhfmC1Jg5QUx9dP2K00PGPbWS94c8Yh6vEBQqAOCZR2q/cWpEqizFcZwp8CKRSJgapTweTyQSabXazwvU56au4sEHdl0um/XePfurz2/j46bm5k6/308QhFKptFrvHVJzuFwuSZI7d3YVwm+D2ZVn8hcmbJB6TsFCuJ0k7N27N7LWzL+lHZI2MpmsoqIc0buYVL8oimgqq5Jvdj6wryxp0uThPRQdW1gJABCxNULWSvZ1av49htaFpjLJrJvcoWHjIa5WxpUJuDFGwm8/09aikTocDrPZLJFIJltkX/q34ST1K87cMR7W0i6SdaKjDBQMRx8uu6x3HarlGwwGr9fb1tYmkUgqKioi8zJFESiKRBuaKIr61y93slwLzPYkn8/n8/lyuTwQCAQCAZIkhUJhgdhIU7HZboycgvnMHALJIrf1rp8MBIgwixlgBAV+fBPf3uFM8ptca3jPZ7aVf+ttz/JzyHPbKrJ0Bx878pSb0GAw3Lt37969ewAAt9vNHHs8nlUvLFhKRFwWypKiQT6HZXTiPz7ZIRfe33SM/hHL5fLGxkYej6di+f/zZkyM3X/gQg7yrb2q7Q33Xx71i7jDF5hykGIee1/jihlS8s8nt9dcNYa5XK5MJmtoaGhoaJBKpdELnd/emPUSJAJoQNOAphFAkxT9yrmh2tramFJ0Op2OqTOTYcbB7NLe3r558+b1lmJ9cDgczEj0+XwkSTLHZrN5veWCPODUwLwDX5bwy+kPJcl9CADAcbyS7f3bJzQYQlUKwQ8PV5Wjnsh+XDyf7qr/bIc02jz8wlbpJ7vqM5b9Y0qe/H6Hh4cj2zlms5kZt4cOHSqQBQYtiAAAGndJREFU9Up6NFdIEOAkSPrmnOt7n0hmJFQoFAqFQiAQkPiNQSeGYViXhnN0+wMv07dvz3dV8T+Yctn8YFd9Mg+9PLNFK/eFkVk7XipEE+pC5/3UDcvKKmMYFh/cVpiOPAVus80p8/Pz0Rully5dAgC0traWlpaum0yQjGHiTaViMQ8Na/hhcdg1MWFIHm/650+2C9EbZ8aDoVDwmQbRl54oaOeAAidPOvXxxx/PT0f5pLFM4nP4DU5/KEyRFL2qkVCr1e7b7OpwOIRCYUwy27f79UdaFJen3fsaC0ihMjxWp/7JgKlewZboqLYobXh5wvZy7/SYxYOx0QC5LH/pZ3YlDikpcEeejxutra2RPBuQwiSNMlyR+k4IgrBZKIfDKVshXD6CRCJ5slG1vzYYDocT+utBUievdWk2GI1lYmuApeCz6kqwa1MJUuTHo9PpWCwWQRDRa75ps8PqDQ0ZXEox1l1gOrVnzHx62Di+GDw9gT/3yvXLEzYAwK+v6w/9fc9PL00+11l95ev7/vEPW0RLgekCNkiSvzRSKAYCgaRCm0b6xd266LCbr3TXrpqqianvxBzHzDbJLwmFQgW1NVOMFGvOh0KgsVzyzx+QGhEQ8LGrE9bOutXVYUL7528+mni8Wf27fqNYwCmozVQmpta1tJ3j8AU+98sbCEIffVjz45MdD5Xev4VD7drvOSznx93hcPiJRkXy/KUQCCR1butdP+udoWkqksLhJ5emdm4qSW4SY7K3oqidxWIxx6t2VJhbM8UI1Knp01gmnrD5j9SyfQhyfcax+gUAgDj7p8vlujLr66qRb1KwQwi3XFpAXtPxcbdEKPzZndXffSbWYHhgS4OaPQgAaG/PcjEZCOTjzNIYfOCvEBPXvhI6nQ6AGYqiUl93wq2ZrFBwOvXixYvMQXd39/pKsiosFKlVCqV8yuQiBxb8KV4VY/wcnZnXu0ID+sVyKb9OU1iG34RwWAn2C+BL7samiEYlhIEZiSiLlfqQhPsyWaHgdGpxDdrGcgmfS0xPuyulnOEFd0uFZE2X2+326yZyf6PqrYGFlgpxd9KcnPlnTf4R8CV3A1Nco3IjkYaPUgQ2my2TFX1oddEBfZQyorFMTCCYiwg/VMK5Nr241suNRuOHej+LCnVV8UbMvu21KxaBWReY4PGEcbfxQP8jCCTrrGkMxoAgSPJKq5BcUHDr1OKisUxyfdpWJUKUIm7fpPX5Ll3q15rNZqFMOWiYd4hZj1QJu8WF+EaZenI+CASSC5gx+PpHc69dm3vtc9vhGCxwoE7NiKZy8ZgFb5KyUABuzKbqpgQAIEnS4XDc9gi7auX9cw47gXS3FJDHbzQbIzkfBFK8tGlk6v3c16/roUItfKBOzYgKGd9DhGo3iWedBMZG5xZxrUKQsCWO4xbLg9LcVqsVw7B3Bp18Ft2tE5yddv/V8QLVqRAIpIiITDXhcNjn883MzMSUaITkFKhTM6WpXCIR8aem3FVSwbfevFOnFh3fommLe51kEoYxPngkSdrtdjZPcG2aVPBZz2+VVzqREhF3PcSHQCAbCmaqsZACT5AetgQ+HDGoWP7kuQkhWQT6KGVKY5kY5WBzbnLA6O0dt756ZTqSbygaJmEYl8sViUTBYFCpVE4Q4keqZRIeasSR7ga4SIVAIFlAJpMtUOLv97kDFLLgo//mqtcEZMlzE0KyCNSpmdJYJrm94CMphFiq4+bwBf70tf6heWdMSyb7l8/nY+rLDtgBSZIHNomvG/DuQkqfBIFAipfbetdLfW43cT8FtycQ/rsPHfHTESRHQJ2aKY3l4n69i6KXnWRyncS0pGma2eqQSqVCsaR3YvH2vHebhq93EpuroBMQBALJAmmUh4NkEbifmimNZRLH8gR+DCRJMgd+v9/pdDocDrFY3NbWNjExEQgEpsPytgoxn0WNOiho+IVAINkiMvOsehKSCwpOpxZdFjQBl1Ui5Dh8geCDcmeAx0Ieb5AvLi4uLi4iCCKTyRobG5ka3QaDgaKoS2MuIhR6plHxoYE40gGTzkMKmqIblR9nnmxS/P6WwRd6YDoTsJEnmworn8wGpuB0ajEO2laNhPZYLy4AmgYAAD4LCNjhqyP6aqmusrIyxt2OyeF3+vdnuSjSqRX8sNf8o0/BdSqkoCnGUbkxiATG2H0hAEAqgTGdjZVf37Xwgyt2T4ACAAg5yDf3qLY3pJTOEJI5BadTi5FNJbx5nGYBqk3o5bDQZoG3rUr+Ac75fzcc3z1aEdOYw+G8N2x6SCV8SMm9aw00lolFGPwWIBBIAiIxeA5/GABgMpk8Hs+qgTF/sKORFR743mW3is/6Uofg6PbGfMkLgT5K2WCzTuUEwgoe1SoNfrKBs1mnfOihh/7Pp7fVKoXH/+nD6Ja39a7vvn33+++OOv3BJ5tKBswh6PELgXzcuK13TS8GrXh4aN6VvGUkBk8gEAAAOBxOWVnZqoExEomkvVIu5bGbSnntWgWsFpVPoE7NAjoZZ8YZKuOHZxwhh8NBkiSKogRBfLZT95dPN9V/68yo2QMA6BkzP//La69emZ6yei3esI8IXp31FFQRcggEklNwHP9N7+Bzr1w1eUJOIvzpn33028t3CIJIcgkTg8ccEwSRYj1UnU5H03SYJFOvnwrJClCnZoEKMdvsDfHZrOFAyb/ruQYcXVhYCAQCAIAtWvndv3r8z17r/8Hpu3/6Wv+iN0QDQAMAAPWd9/QWb6CpfG3l4SAQSPFyddT4nffmXP4w86ebIL99ZqZvPFmgi0QiEYvFwUAgcpxKR1NOyhsC405qxk2t3hqSPaBOzQIymaxMiPY5uIsUNhQo+ecxbC4oiNhnOCz0zIu73rxtdBMhgNAIAAgAFI34SFrJh8XRIJCPEecn3T5yWf01PIycG1vFAqzT6YKhEHOQSi+MSQwPUXMuMmFaN0jugN4xWeC23mXxgyB533kdJ8GPPnI7wtcwgWTM4hs1+yYsXjHGoQEKlvzbEUDTNJCLsXUTGgKB5B1PglB24AklOBmNWCzmcjjMwapd3Na7Xvz14OJS0DyT1u1fXtgGq0vlB7hOzQKnBuaD5DIDiy9EvTGwODYz3yIHLz4qfue5mi2aWD89BAHlEpjVGgL5GIGgyPKUa4CmU6ob3tTcnGIXpwbmF5dnoUmY1g2SI+A6NVcc3aL9anf19PS0Tqfj8/lVoySYdMe0UYmhToVAPkaUCLkIADQAjB6laYAgVIlodXsVhw3n6uKg4NapF5dYb0HWwPEtGil/WaU2KZ97rEMjFApbW1ttNpvNZjvSppbwlo0KjIU+1aLKr6QQSDoU46gsTI5v0cgEXATQgKYBTSOAlvKxYx0rJmTAcXxmZmZmZsYwPw8AmJmZmZ6eTu4nzHQRfYaZjrJ1C5DkFJxO7V5ivQVZA20a6f/9dAeyZMKR8jk/+aOOlqUSqjqdDkVRzGd+oQmIsfsPHAHgZANSq4A1UyFFQDGOysKkTSP98ckOuRADCAIQRCrgRs8V8TA5H0wmE5NNyWQyMQnDU+ji/twSMx1Bcg20J2SHx+qUHVqpWsSrlPOPdWhifsEqlUooFM7NzX1jh+SjhbDdg4860eMdGljUEAL5uPFYnfJf/njbmzcNAIBPbK1Kru2YnA8kSQoQBABnijkfmC6YPdT46QiSU6BOzRrbqhUKEfbF3bUJ/1UgEOzevfuDDz44quX1mngiPg1jsSGQjydtGlnqXrg6ne7OnTuAxQcAEATx0EMPZb0LSBaBOjVrCLicN67rTS7i+BZNW6IXQ4lEEhJr/v2u9bYtfLxZChOGQSCQVZFIJNes7N8NWygAbi2yuuC8UdgU3H5qkdIzZn7lw6lJq/fVK9MrBVn3jJm/12s7N0da8fCv73phIDYEAlmVf7o48g99Vr2bRAD40YeOn/ZMrrdEkGRAnZoFmCBrF34/cpsJsh6ad8a3cfjut3Hiwfg2EAgEEs1vb8z/4OwkvRT9TtPU90+PvtmvX1ehIMmAtt8skDDI+ku/ulWnFrFQBEUQFEVGTZ6EgdhwzwMCgazEK1em6eVJImhAv9I7c6yjap0kgqwC1Km5ol0jfXa7NkzRFE1TFP36dcOs3bfeQkEgEAgkh0CdmgWOb9G82T/vxB8sQ6V87p/sq4t2YS+X8fvnHDFtYCA2BAJJwuf31PzXX9+ml61Vkc/vShxcACkECm4/tRgztqQSZA0DsSHFSzGOyo3Bsc2arz/ZgESlBP7WUw1H4bt4AYPQMdb6dWXXrl29vb3rLUWaDM07Vw2yTqUNBFJQFPWo3Bi82a9/pXcGAPD5XbVQoRY40PabNVIJsoaB2BAIZK0c66iCTknFQsHZfiEQCAQCKVIyWqcGg0Ecx7lcrkAgSN7S5XLFGJl5PB6PByudQSBZJhwOezweFEUlEknylj6fLxRaVg6bzWaLRKJcSgeBbHDS1Kk9PT0Gg8HlcgEA6uvrDxw4kLz973//+5j6RFu3bn300UfT6x0CgcQzPDx87949u91OUZRQKHzuueeSt798+fLU1FT0mbKysmPHjuVSRghkg5OmTnU6nWq1uqWl5erVqyleUldX197eHvlTKBSm1zUEAkmIy+USCoU6nW5iYiIYDK5+AQBSqXT//v2RP7lcWHwQAsmINHXq0aNHmYPUdapAICgtLU2vOwgEsiqdnZ3MgdFoTFGnstlsOCohkCySVx8lmqYLKnQHAoEAACiKWr0RBAJJgfzF0oyOjt65c4eiKLlc3tra2tramreuIRBIQpxO58svvxwMBgUCQV1d3aOPPsrhcNZbKAikiMmTTlUqlWVlZWKxmCCI0dHR3t5el8vV1dWVn94hEEg8IpGoublZoVCEw2G9Xj84OGgymY4dO4aiMMQOAkmT1XWq2WyOmIbEYnF6rvZHjhyJHLe3t7/11ltDQ0NtbW3x7v6vvvpq5Pj5559P/rEww0uOgA82R2TrwTqdTr/fzxxjGKZQKNL4kOiX2ra2tr6+vlu3bo2Pjzc0NMS0hKMyQ+AziWejPpPVX0hPnz59aonx8fEsdImira2tNE2bzeb4f30+isz7SoXo+QJ+SBYpnNspnA/JFn19fZFR+eGHH2blM9va2gAAJpMp/p/yPyqzQkF9ZQUCfCbxZPeZrK5Tn3322c8uka1NUBaLBVbzjMhKwm74IfBDNuSH7N27NzIqDx48mHm/ILVRGSG9m01yVfIPTPtCKEmuJUlbyGKXZCVWt/3y+fy1fihN08FgkM1mM6M0nsnJSQBASUnJWj8ZAoEAADAMS+OqYDCIIMhKXkjMqEzPjAyBQBjS9FEyGAwej4c5drvd9+7dAwBUVlaKxWIAgN1u/81vfhPJlDQyMmK32ysrK4VCIUEQIyMj4+PjWq1WqVRm6S4gEAhwOByM5dbn85EkyYxKhUIRiUD91a9+pVAomExJdrv95s2bmzZtEovFFEXp9fr+/n6hUNjY2LiOtwCBFDtp6tTh4eFIVjOz2czsjB46dIjRqbF9sNmjo6ODg4PMnyiKNjU1QadfCCS7zM/PRzt9XLp0CQDQ2tqaMKsDm822WCzM2pRBo9Hs2bMnvRUwBAJhyFP9VJqmPR6P3+9HUVQmk61kfdq1a1cehIFAioic+kbiOO71emmalkgkK+3ywFEJgcSQZFQWVk1yCAQCgUCKFxjcDYFAIBBIdoA6FQKBQCCQ7JC/fL/ZJRwOG41GgiDkcjmMyUkDgiCMRiNN02q1OnlurEAgEEnZE0Emk+VSuuLG7XZTFCWRSFJJ8udyuWw2G5vNrqio2AC5ds1ms8fjEQgE5eXlCIIUYI84jjP5jbNe2C51SSiKstlsHo8Hw7CSkpI04hWTsKa5MRQK2e12n8/HYrFkMll2x3V6szRFUW63G2R1kkldksynu6LUqVar9cyZM8zvIBwO19TUHDx4cKVYWEg8IyMjPT09FEUhCELT9LZt27Zu3bpS4/Hx8fgN+S9+8YswK2wMRqPx2rVrVqs1FAoBAE6ePCmVSpNf0tPTMzw8jKIoRVEYhh04cECr1eZF2OxDEMSZM2dMJhMzKuVy+eHDh+OTj65Xj36//+LFi1arFcdxAMDevXubmprWRZJbt24NDAwEAgHmTxRF29radu7cmZVXkDXNjTMzM++++260S41Wq923b19WdHzas3RfX9/AwACHw/nc5z6XuRhrlSTz6a74dCpJkmfOnOFwOMycNT4+fv78+b6+vkjxSEhyrFbrpUuXdDrdvn37WCzW1atXr127VlJSotPpklx15MiR6FUUVKjx+Hw+AEBzc7Pb7Z6enl61/dDQ0PDw8Pbt2zdv3hwIBN57772zZ89+6lOfEgqFuRc2+1y6dMlmsz399NNVVVU2m+2dd945e/bsiRMnCqRHkiRxHNfpdBwO5/bt2+soidPpbG5u3rRpk0wm8/v9fX19t2/fxjAsyXttiqx1bhSJRLt37y4vLxeJRKFQaGxs7OrVq5cuXXryySfzLEkEi8UyNDQklUqZV5/MSU+STKa74psZJyYmfD5fV1cXswior6+vq6u7c+cOsziArMrg4CCKot3d3Vwul8VidXV1iUSigYGB5FepVKrSKPIjanFRV1f3zDPPdHZ2qlSqVNoPDAyo1eotW7agKMrn8/fu3RsKhYaHh3MtZy5gXiPa2tqqqqoAAEqlctu2bVar1WAwFEiPYrH4xIkTe/bsqampWV9Juru7d+zYoVKpOByORCLZv38/n8+PDhROm7XOjUqlsrm5WS6XczgcgUCwefPmqqqqrHxl6c3SFEVdvHixvb09i8m80pMkk+mu+HSqwWBgs9mVlZWRM9XV1Yy5fB2lKiIMBkN5eXkktB9BEK1WazKZVn0pgZWrs4jT6fR6vdG2AWY3K3dKKKcwYldXV0fOMLeWu9vJf4/ZkiTGxouiqEAgCIfDWZEkw7kxHA4LBIL1kuTGjRvhcHjbtm2ZC5ChJCCD6a74bL9Op1MsFkcvxpkNZJfLtX5CFQ2hUAjH8ZhXdZlMRtO02+1Osnv/+uuv+/1+Doej1Wq3b9++6k4hJDnMzzXG90EqlSYsC1P4OJ1OsPx2BAIBh8Nhzm+MHnMkicPhsNvtWSlPkt7c6PP5AoEAQRCTk5NGo/HAgQPrIonNZuvv7z9y5Eh2PWPSeyaZTHfFp1ODwSCPx4s+w/jvRfb8IUkIBoNg6YlFSP4AORxOfX19aWkpk81uZGTEYDCcOHEip+4nG56VvgjmfNGR/9spnAeYiSQkSZ47d47P52e+mQrSnRuvX7/OpIZGUbSzs7Ouri7/kjBW34aGhoqKisx7z0SSzKe74tOp8TB+a/lx3N+QJH+ADQ0NkSLVTU1NNTU177zzzs2bN7u7u/Mn4gZlw2QxS/jjoWk6d6My/z1mXRKKos6ePetwOJ5++umsWFwTirGShBG2bdvW3t6O4/j09PSVK1d8Pt/OnTvzLEl/fz+O47nod62SZD7dFZ9O5fF4BEFEn2HeOGDu71RgnlLMOxrzZ8zb3EpotVqZTAZ3rzNkpS8ixW+h0GBuhyCIaKflYDCYu1GZ/x6zKwlFUe+//75er3/yySeztThLb24UCoVCoVChUFRWVobD4YGBgdbW1oTVUHIkCY7jN27caG9vX1xcZM4QBEHTtNFo5PF4crk8b5LEk8Z0V3w+SnK53OPxkCQZOeNwOJjz6ydU0cBms8ViMfPEIjgcDhRF12DcYLM3zAJrvWB+rvFfRJH+jONvhxmkubud/PeYRUkoijp37tzMzMzjjz+exYjkzOdGtVoNsuGbsiZJCIKgKGpgYODUEkajkSTJU6dO9fX15VOShKx1uis+narVaimKmpmZiZyZmpricrllZWXrJ1QxodVqzWaz1+tl/iRJcm5urrKyMuIaEAqFkmzAOByOxcVFWLk6DYLBYMS5WiwWy+XyqampyHC1Wq0ej6dIcz5UVVUhCBKp/wiWKpzn7nZW7TEcDgcCgTw4q69VEpqmz58/Pz09ffDgweRB4Wtl1blx1WfCuMglT6yWFUmiJxmZTHZyOZWVlWw2++TJk7t3786nJPGkMd2xvvOd76Qp7Dohk8mmpqamp6dLSkpYLNbQ0NDdu3cfeeQRjUaz3qIVBzKZ7O7duyaTSa1WB4PB3t5em83W3d0dsfa8//77Fy9e3Lp1K7Pl8M4774TDYZIkCYKYnZ29dOkSSZJ79+7NfOBtMAKBwPj4uM1mW1hYcDqdAoHA6XR6PJ7IG/EvfvELvV4fSd+DYdjdu3dxHFcoFE6n88KFCwiC7Nu3j80uvh0ZDofj8/nu3bvH5/OFQqHBYLhy5UpFRcWWLVvWq8c7d+689dZbFRUVEQPM2NiYxWIxm80mkwnDMIIgbDabQqHIMIHJWiW5fPnyyMiIVqsVi8W2JRYXF5VKZSZigBTmxhhJent77XZ7OBwOhUKLi4s3b94cHR3VarXt7e25liR6kkEQhLec6elpj8fT2dmZebbONUkCsjHdFd/oRVH08OHDZ8+e/Y//+A/mz/b29o6OjvWWq2iQSqVPPPHEhQsX3njjDQAAl8vdt29feXn5Su0DgQBT3ZpBJpPt3bsXWgXi8fl80Q+KMVspFIra2tqE7evr671e740bN+7evQsAkEqlTz31VPG6BXR1dYVCoZ6enp6eHgBAZWXlwYMHC6rHK1euRLbWRkdHR0dHAQA1NTWZB2+sSRKbzQYAmJ2dnZ2djZzkcDgR15i0WevcyOVyb926FbGdsFis5ubmrCSkK5xZeq2SZD7dFXH9VKfTGQgEpFJpkbp1rC8URS0uLtI0rVAoVp1TAoGA1+sNhUICgQCG0GSXUCjkcDjYbPbGMKfjOM7kkc/QyaWQeyx8SVKfG5mE9QRBsNlsuVye9azphTNLpy5JhtNdEetUCAQCgUAKiuLzUYJAIBAIpDCBOhUCgUAgkOwAdSoEAoFAINkB6lQIBAKBQLID1KkQCAQCgWQHqFMhEAgEAskOUKdCIBAIBJIdoE6FQCAQCCQ7QJ0KgUAgEEh2gDoVAoFAIJDsAHUqBAKBQCDZAepUCAQCgUCyw/8Hf8Ecr/FSXCsAAAAASUVORK5CYII=",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124430>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124310>"
      ]
     },
     "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": "ff1ac1ff02844d1992d60a3bf5b1bd2e",
       "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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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124430>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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38p6kHT36upOK10jSxriREFMBAGDMwnGcOs4lNjY2KSnps88+O3XqlC/7I3Acz8zM7O7u7u3tdY2pQY2dw1EqlUNDQwihmhq14/VAnZ/KwSOSIgqTI5c0D7x3Sf0Js0ZCTL3uqDyVQa0y6VkGtXqtcQxqtWliGNRSX5EwqIU4tPdMK5g8BrUImHwpTBFMvm9P9yczqKUeEjCoZdDzGNTiCS0MavVqI+lWieSbGDxIZ2Lyl2LjTH7lHzQw+bJLRUMMasnVjP6PjEIRERFCoVCtVnsvihBCiBolJgjfV/wEl0wmo34/KC72ssyKcR4lHGMjhG6XPpEuWXey7ze9Q9/RvQPEVAAAuCUMDg7q9frExOu9OpIkzWYzm80ebob18uXLCKHo6OjQNdE3Tgepug4C0x37dcLGBWwkyI///aC5/WTfK3rLNRp1/XkwAACAkUmhUJw5cyYtLY0aue3v7z9z5gyO49OmTaMKDAwMfPHFF/ZMSRcvXhwYGEhOThaJREaj8eLFi62trSkpKTExTEbIwisgZ71x8MhoftbC5M9/1FWcUbzpY62xFlMhNyEAACCEuFyuSqU6cOCA/YpUKi0qKhoupQObzW5paWlsbKTe4jiekZExchb90hK4M8kxNi4cH3nfhKiVDYq32wc/91phrMVUiKMAAIAQEovFDz74oNFo1Gq1BEGIRKKIiAjHAjExMU8++aT97aRJkyZOnKjVag0GA47jEonEc8L9kcyXQ9x8h2MchFBm9DOTpf/P6wGpYy2mAgAAsKN1sAyGYVFRUcPttAkXD3tmhuPnfKpbbFzExkUE6WV9H8RUAAAAI4h9zwxFKBSWlXV5KF9cnKhUKh0XLgVu7NcZjnlZ/Q4xFQAAwAhi3zNjt26dDP0n1jY0qJFDEiXksgwYBWiNEjMQUwEAAIwCVKxNTk5GNw8IO3VSUXDGfn0EMRUAAAA9Z8/WOF3Jzg7p+lDHIOo64Qr9VAAAAKNGiCMoXcGbT/UKYioAAIAxJbB7aSgkIm2kBUM4C/MUNyGmAgAAGAWoMV7XNcCuOfRp5yv3xkTorw1d2nft3afTP0YQUwEAAIwBrgG1o8Pdul+fz0/1ykwYDDbtPvkffxxq9qU8xFQAAACjgEwmozbVOFIqla7rfgOyRslGWnGEH+r95JSyzPdaYy2mQr5fAAC4dchksoCfS4MQaSZMzZrD5V3v06051mIqxFEAALjF+bPu12QbUpg69117V23uZVB9rMVUAAAAY5I9Z2FNzU3HqruuUWI29mshjGbC+O21v1zWnWTcSIipAAAARgF7zsLiYqHnknTHfgnShmF4nWL38f4vmbcPIQQxFQAAwKhA9VOFQiG6eQGwm36qz2O/YrHYTBhbtfUl1/5EkDb/GxmGmGoymQwGA5vNdjrMDyGk0Wj6+/vZbHZiYqLr0X02m627u9toNEql0ujo6FC1FwAAwE3CkpuQ6qdSK5LscZQKrs7n0tDO+YChAKUzDHVMJUmyrKyst7d3/PjxRUVFjh/V1tY2NzfjOE4QBI/HW7RoUUpKiv1ThUJRUVGh1+tZLJbNZktNTS0sLGSxWIFqmL5PxKDW5/35DGoNWZmc9Ctvj2NQS9TJ5EtE0q9kGmTyoGZLEoNaF9jjGNSyGph8t2NDTP5emJXJ/0+zxcsxUm4Z4yx0q6hJ519nfYEZmH0vMdl/jxmZ7C/s5QgY1Ap8goBbQLhyEzot8aUCqrv9qb7+B9RoNFycnxF151TxXYd7Pz026sZ+Gxsbh4aG2Gzn5zY1NTU3N8+aNSs7O9tkMu3fv7+qquqhhx4SiUQIIavVWlFRweFw1q5dKxaLW1tbDx48WF9fP2fOnBC3HwAAQOgplcrjx7uokNrR4aUw3V+TcIyFELor9qezYu7/Vv6XNt0PTJqIEApxTNVoNN9///2SJUsOHDjg9NHZs2fj4uJyc3MRQgKBYN68ebt27Wpubs7Pz0cItbW16fX64uJisViMEEpPT+/s7Dx37tzMmTNdh4gBAACMMTKZrLj4en/UqbfqJucDo700HJzPQfwVyc8PmH785tq7anMPg5sEPtGwB4cPH05LS3Mc0aWo1WqdTjdhwgT7FYlEIpFI5HI59VYul7PZbOrYPMr48eOp6dXgtxoAAMAIIruZawEC4T7+ca3LZ4mShFMen/heceLTDNoWuph67tw5pVJ55513un6k0WgQQhKJxPGiWCxWq69vQlKr1ZGRkTh+o7VUYaoiAAAAYEeSvv4ZBsbFBdMkC1++49sZsmW0Hh2isV+tVnvixIl77rmHz+e7fmo2mxFCXC7X8SKXy6WuUwWcKlKFTSZTsFoMAABghHG7RilQOR+cUGe6zY9/tCBmdcm1P3bqm3ypFaKYevjw4XHjxqWnp3soQw7/O8NwhTHM+Qs3d+5c18J1dXW+3xkAAEAY2fMlNTSoEUKOYdTt6iTX4V8ycGeSc3EBFxesvu3VbmNrifyPXsuHIqa2t7fL5fJFixbZpz9JkjSZTN3d3VFRUSKRiMfjIZdOp8lksvdN+Xy+0Wh0+hQhRFV0BOETAABGNfssKbWGxjVFvhN359IEeFqTzxJNEE7fnP4hhnnZURaKmEr9xlFdXe14saen55tvvrnzzjuzsrKkUilCSKVSORZQqVTUdYSQVCq9dOmS1Wq1b8KhCtsLAAAAGJPcrkJy5O5cmsDDMIyDed9BHoqYOnny5Ntuu83xyhdffBEXF3fPPfcIBAKEUGRkpFQqbW9vnzlzJjWcq1AotFrtHXfcQZVPSUm5ePFiR0fHpEmTqCvt7e1cLjchISEE7QcAADDSeOi/+nMujZ9CEVO5XK7T+iMMw9hsNrXZlJKXl1ddXV1bW5uTk2MwGGpqagQCwdSpU6lPU1NTpVLp0aNHeTyeVCptaWnp7OycNWtWAPMoAQAA8FHocxMqlUrHHL/IYW71tdcynQoHZI0SMyMlh356erpOpzt58uT58+cRQmKxuLi42D5diuN4UVFRVVVVaWkp9TYrKysnJyecLQYAgFtVkCKoh67n0NCQ1/RJdgFco0RXeGLqz3/+c9eLOTk5mZmZKpWKzWa7DqBHRUWtXr1arVabTCaxWOx2Tw4AAIDQoxIHBuI+zld8j6OORl8/lSTJoaEhgUDgmIfBfxwOJy7OU6Z4p7wQAAAAws4xcWBgOfZcqeWudtROG+Ru3W/w+qkWwsLBPSXEpRFTCYI4duxYbW1tQ0NDT08PQRA4jsfGxk6fPn3OnDl33303pN4FAADgJ2p/qo+bUxFCruE8GP1Uo82os+rEHLHnYj7FVIIgSkpKPv30U4VCER0dnZGRkZ+fLxKJ9Hq9Uqk8c+ZMVVWVVCp98MEH16xZA5EVAAAAY9T+VLebU52WKaFhAm1g+6lW0oojfM+PXx7qq/nHjL97LuxTTH3mmWc6OzuXLVu2ZMkSx0z3dnK5vKqqau/evaWlpbt27WLQaAAAAMCJ06DuunXOXVK5XO4u50NgYiqJSDNhPtZ//JOOnT5W8SmmLl26dOHChdReUreSk5Mfe+yxdevWlZWV+fhgAAAAwHdOK6HsZ6m+9lqyU8mA7E8dshnkQ/L/a/9Hv2nA91o+xdRly7wn5qd+U1i5cqXvzw6Gmpobu6bmzw/PSfQAAAA885px0JXTwC/VNZXJ3K1R8q+faiLMRpvhw/aPGzXn6Nb1dy+NXq+vrq4uLy9ns9nbtm3z827+gzgKAAAjn0wm87wbFTms7EUIKZXOU6f2t27WKDHtpxIkgWHYN9f2lXdXMrsD8700Z86cKSsrO3LkiMlkio2NXbNmDbNbAQAAuNU4Lu519+mN1wy2qDKbTzXajKfVZz+4/CHpR8Jg2jG1p6envLy8oqKip6cHITRp0qQtW7ZMnz7d9di10YUvZ7Jc+XRcEoNaRgPXeyEXnH4miRjFHTYGtVgmgm4V1SQmv58ZMCZfCszG5JuNb2BSS9DH5H8Xy8KgEjJKmLTQMuQ9r7cTjMk3BSIZZQJl65jUYnasCG5m8o9l44/un12jlOPiXs/cdmfLyrrsw73+j/0abIY+k+J/L3/QZeimVdGVrz8HTSbTkSNHysrKzpw5g2HYjBkznnjiiZKSkri4uOzsbD8bAQAAYBQJar5f19S+bp0+ff2FP2O/8fHxFsLy0ZUdPyhP0WnjsHyKqd9///2vf/1rvV6fmpq6adOmxYsXx8TEIIQqKxmOOAMAABi9gp0xv7g40f56uPjqbl/ndb7vT1Wr1QQi/t+ER6yE9Yy6gUYTh+FTTO3r69Pr9VOnTv3FL34xbdo0/58KAAAAuEUN5NqHfB3jK8Upyrrbn+ork8nEw3k8nPfExA3dhp7/a/9Hr7GPUauv8ymmzpgx44EHHjhw4MDmzZuTkpKWLl26ZMmScePG+fNgAAAAt6ydO71sU/F9aZLrmSsM8igJWcK0iNQ37vhNvfKHj698Qre6nU8xNSEh4dlnn33qqadqa2vLy8t37Njx8ccfZ2VlKRQKSGoPAABjA0EQSqVSq9USBBEVFRUTExO8xaeuvU+KvQ/qdmjXx0DLbH8qhjA+i39nTMHdsXf9q3P3gd5qBjehsVaTw+EsXLhw4cKFCoWCWvrb1dWlUChMJlNhYeGcOXMg0y8AAIxSRqNx586dVqvVfkUqlc6fPz8+Pj4Yj3PtXFJcsw86sg8I28+oaWhQuxn79SOPEhtjI4RWJ99fNG7pB+0fXhi8SK86g0fGxsY++uijjzzySENDQ1lZ2eHDh48cOZKbm/vXv/6Vwd0AAACEHY7jM2fOTExMjIqKwjCsq6vr8OHDFRUV69atY7EY7aNiynXzjOfU+a7rfplvL/0PPovPZ/GfSX+qQ9/5f5f/obZofKzIPI8ShmHZ2dnZ2dlbt249ePBgB7OjYwEAAIwAXC7XcWNkamqqWq0+ceLEwMCA52OtQ8BpoLisrIsaGaZ6p8E7P1XIEmZE3f7O9P+p6Tvy76u7fanib25ChJBQKFy+fLn/9wkIyPcLAAABQY0Dezg9JUiGGxbeufOcPccvhdqi6q6fGrBpYAxhXJy7IG7egrh5//ThdJoAxNQRBeIoAAAwZjabdTqdxWLp7e09e/ZsZmZmZGRkMB5E5SakXguFQg8lHQd+nUaFc3Ov38qlnxqgVv4HB+cghH42fq2N9JKEjHZMVSgUX3zxxaVLl1QqFenQ8MmTJ7/66qt07wYAAGDk6OjoOHjwIPV68uTJc+bMCdKDqNyE1GvPZ9S4XSHseOibq0Cdn+pEwOJ7LUMvpvb392/YsEGj0WRkZCQm3vT3DPuAOwAAAD9NmDDhwQcfNJvN3d3dp0+fLikpWbFiBY4751/esmWu5/v89a91vj90uMFeR04JC72sUQrQfCoD9GJqdXW1wWD45z//OX78+CA1CAAAQLhwuVwqwiUkJERERFRXV7e1tU2ePNmpGK2QGSi+L4QNyJnkzNCLqWq1Oj09HQIqAACMedToo1rt/ji2kSzQ06k00IupWVlZFRUVFosF0jsAAMDY1t3djRCKiIgId0Oue+qp6xOOXvP9jpqx34KCgvz8/N/97ndPPfVUbGxskNoEAAAgxM6fP69UKpOTkyMiIiwWy7Vr186ePSsSiSZNmhTupiF085wrlWvJw8qmIK1RshI2C2kVsDydWEwvpmIYtmbNmueff37VqlVCodCxtzp16tS3336bYUsBAACEFZ/Pb29vb2pqsl+57bbb5s6dy+Vyg/dQzyt+KcOd9WafXn3ttUznzwI9+Esi0mSzVHafvDdxpueS9GLq1atXN2/ezGKx5s+fL5FIHNMrJyUlMWkpAACAESAtLS0tLU2n0+n1egzDxGIxj+epQ+Ynan+qfWeq5+yDdAW2n6q3Gi/rut5s/nefUR3gmFpdXc1msz/77LPo6Gg/WggAAGAkioiICM0EquP+VOQudb5jUgiEkFAo3LbN055UR4GaTzXYzAab6Q/Nu39QtvhYhV5MtVgsqampEFABAAAEg1KpPH68ixoSvrmrSmP5sXbeBrUAACAASURBVP/9VCtJsDH8k/b9e64eoVWRXkzNy8srKSlx7LCPNJDvFwAARi+ZTFZcLBtuntXxiDf7xYDnJhyymb7rO/eH87tJ+hOz9GJqbm5uUVHRSy+9tHHjxgkTJjiuUcIwbCRssGEcR6M6CQa1lCIxg1okj8k/uKyZSQsjz/czqEXyaK9KINhMkoLyNM75WXxhZfQbnaDfS6JOt3Cr9zKuOINMqvEHmJyoZRLT/hoSbGYnNjPB0TH5vmVZmDwLNzN5lo3H5JsQBA/VVXW5iNAwk6wBzKGvtxqvGfrfbP73VX0fszvQi6k1NTW7d+9GCG3atMnpo2nTpm3fvp1ZIwAAAIwiZ8/WOF3Jzg7YuCDVVXW6ONyhqjKZm34qgzxKJsJiIaxvX/i8tq/Je+nh0YupEydO3LBhg9uPgnQWPAAAgJEmgBHURzKZzCnlL+X0ab/OJGez2TaSIBG5u/Pwjvb9fjeTZkydMGHCBOooWAAAACC0qDNqHCPrhAl+5VGSyWQGm+nZ039v0/q6qNgzn2Kq78kIIW0hAACAYKACp1KpdHv6myPfY+rAwEAEW/C3vKeO9DW+dX6Pv030MaY++eSTCxYsWLFihUgkGq6M0WgsLy/fs2fPnj0BaBYAAIBbk9s1Sg6fXn/hIY+S72O/NpsNISRk8RbF5y4dN2PbpZIvf/TryB2fYurDDz+8bdu2jz766K677srLy5syZUp0dLRIJDIYDAMDAy0tLWfOnKmtrRUKhU888YQ/rQEAAHCLc7tGCd2ceqmsrCs398Z1/3Poc3AWQuixiUt/On7e75t3nVa1MWg58jGmzps3b86cOZWVlV9//fWhQ4dcC6Smpm7atKmoqEggEDBrBwAAAOABlXqJWgA8f76Euui4UdWO8fZUIYsnZPHeyHq0VXvtd827+k0aunfwdY0Sl8u977777rvvvp6ensbGxp6eHp1OFxERER8fn5WVNW7cOLoPBgAAcCvzmkB/uOz56OaNqm7W/fqXmzCCLciWTPys4MXyru//dukbWnXprftFCCUkJCQkJNCtBQAAANgFKqC65WceJYQQhmF8FndZ0uzlSbP/0vJ1WVe9jxVpx1QAAADAT04zoK5cs+pTnHLrI7fzqQE6l4aLsxFCm9OXr50w/3fNu85rOr1WGWsxFfL9AgDA2GPPre/aSX3ttWSnK4E6l4YiYvNFbP7b2Rsa1Ve8Fh5rMRXiKAAABFtQcxO6NVxu/bKyLuqiY1c10EeSI4RQBFswOzrDSJg9FxtrMRUAAECwhT43oVv/Sfkb4DVKw8ExTMjyck47xFQAAACjgFMntaysiwqmAT/rzR8QUwEAAIwC9iBKkcnQ6dMIBfSsN/8FJqYajUaSJD0nfKCSLhmNRj6fHx0d7bawRqPp7+9ns9mJiYmueYNtNlt3d7fRaJRKpdHR0QFpOQAAgFFh3TrnHIQFBUo0Jvupf/rTn+RyuYfzU48fP3727Fn7WxzHMzMzCwoKcPzGacC1tbXNzc04jhMEwePxFi1alJKSYv9UoVBUVFTo9XoWi2Wz2VJTUwsLC1ksJmc4AwDAqECS5NDQkEAgcPxRCezsWfWdro/6fqpXCQkJixcvjo2NFQgEQ0NDJ0+ebGxsjIiImD59OlWgqampubl51qxZ2dnZJpNp//79VVVVDz30EJW132q1VlRUcDictWvXisXi1tbWgwcP1tfXz5kzJzTtBwCA0CAI4tixY7W1tQ0NDT09PQRB4DgeGxs7ffr0OXPm3H333XD2l1dB6qdqLSYcQyK2p2VKPsVUuVze1OTp6HO5XO75DqmpqfbXYrF4wYIFV65ckcvl9ph69uzZuLi43NxchJBAIJg3b96uXbuam5vz8/MRQm1tbXq9vri4WCwWI4TS09M7OzvPnTs3c+ZM+PYCAIwNBEGUlJR8+umnCoUiOjo6IyMjPz9fJBLp9XqlUnnmzJmqqiqpVPrggw+uWbPmFv/R5y0NU4D7qUNWs95qevHUN9tn/9RzSZ9i6tmzZ9966y3PZaZNm+Zr6xCy2WwEQVDHCyCE1Gq1TqebOnWqvYBEIpFIJHK5nIqpcrmczWYnJ9/Y2Dt+/PjW1tbu7m7H8WEAABi9nnnmmc7OzmXLli1ZsmTChAmuBeRyeVVV1d69e0tLS3ft2hXyBobIzp3nnHbHuAZQx8wPrme9EYHrp1oJgo3j7104/EnbcV/K+xRTqeD34osvJiUluS3w2WefGQwGr/fRaDRWq1Wv1zc0NHA4nOzsbPt1hJBEInEsLBaLe3p6qNdqtToyMtJxRoEqTFUMiMgrRga1BscLGdTCdEx+h+Kpvew1dovs7mdQC+PQnhQQcJnMbbMMfAa1LJGMnmUiGNQSXNMzqIUx+j/N77IyqMWNi6RbxRLB5AuIMfo5xdHZmFSzMqrFaNKRZ2DyPysYli5dunDhQg+LPZOTkx977LF169aVlZWFsmEh5roWyXUXDfUrx/B7aQLTT9VbzQe6LvzqFI00+j796Jw8eTJCiMvl5uTkuC1QUVHhdfgXIVRaWjo4OIgQEggEixcvlkql1HWz2Uzd37Ewl8ulrlMF+Hy+06cIIZPJ5PSIHTt2OL5dv36911YBAMBIsGzZMl+KcTiclStXBrsxweaattftqW2eh3iH20vjP53F1KkfeOGHr67oBmhV9CmmJiUliUSilpaWxYsXuy3A4/HsA7keLFu2zGq1arXapqam0tLSxYsXO86zknSmlanCGOb8ywgEUQDAKDU4OCgSiUbFdgb/cxNSh6E6XnGc3bPzenwNCnQ/1WizmGzWV06XHOy+yKC6TzEVw7AdO3Z4mBJ/7rnnfLkPtcIoOjo6JSXl888/P3bsGBVTeTwecul0mkwme9+Uz+cbjUanT+0VAQBgDKitrf3HP/6xZMmSoqIit/OpI4f/uQmd+qmuvTIPZ705KS5OdLrCbC8NQZIEIv9x6ej2i0cYVKf4Om3m+6njjY2Nvb29hYWFHsrgOB4TE9Pa2kotE6cGgVUqlWMZlUplHxyWSqWXLl2yWq1sNtv+KXXdx1YBAMAIN2nSpPj4+F27du3atWvq1KlFRUWLFi2i9hOOPU79VNf+qFOkLCvrGu7YVNd8vwzWM+ispmO9l1889Y3RZqFd2UHg96c2NjY2NjZ6jqk2m62vr08oFFLLjiIjI6VSaXt7+8yZM6nhXIVCodVq77jjDqp8SkrKxYsXOzo6Jk2aRF1pb2/ncrlwOjoAYMy4/fbbP/jgg46OjvLy8qqqqnffffe999675557ioqKcnNzXae6RjV/ziT3zuexX6FQqLeaegyDL5z86oK6h/kT/yNEOR++/fbbiRMnSiQSLpc7ODjY1NSk0WgKCgrsBfLy8qqrq2tra3NycgwGQ01NjUAgsO+uSU1NlUqlR48e5fF4Uqm0paWls7Nz1qxZo2LiAQAAfDdhwoTNmzdv2rSpvr6+vLy8pqamqqoqISHh3nvvLSoqGjMdCZnMzcFtdkNDQ/PnS5DDwiUf5lVv8L2bKhQKRWzelx1nAhJQUShz6NfV1RHE9c0MAoFgzpw59oQPCKH09HSdTnfy5Mnz588jhMRicXFxsX26FMfxoqKiqqqq0tJS6m1WVtZwi5ABAGC0w3G8oKCgoKBAq9UeOHCgoqJix44dn3zyyfLly1944YVwty4A7POpvi/3dZpiHm4oGNHJo9Tf348Q+kXGvMfSC1469c2xvnZfaw4jRDF1+fLlFotFq9VSu2LEYrHrOEZOTk5mZqZKpWKz2a7j41FRUatXr1ar1SaTSSwWO22tAQCAMSkyMnLVqlWZmZl///vfT548eeXKlXC3KDDs86lul/v6wt7NdV33SzePkojNFbG5f87/ySVN73+d+rp7iHnmg9D1UzkcjmukdC0TFxfnoYBTXggAABjDVCpVVVVVeXl5e3s7juP5+fmrV68Od6PCwJcdNTdhlJ8kisPPi04pXbj5m6sNv20oZ3ILOD8VAABGGqvVeuzYsfLy8hMnTthstqSkpA0bNhQVFcXGxoa7aaHgtM2moUHtOaS62UvDNDchhmFCNnf1hJw1E/LebCzfc+UU3TtATAUAgJGitbW1vLz8wIEDGo2Gz+cXFhYWFxfb07jeIpy22XgdHHbXi/VrjTQXZyOEns8s3JB+54unvj498KPvdSGmAgDAiLB///4333wTIZSZmblp06YFCxb4kp/uVuOa+9e1n8ps7NdJBJsXweb9vWBtg1L+4smvVeYh73WCEVPvu+++JUuWBPy2PqqpuZExa/58fzN9AABAyAiFwrVr1xYXF8NxW25RY8LU7xn23atuV+kE8PjUKA7/zriJNUu37rxc/8fmaq/lmcRUhUJx8ODB9vZ2i8USGxubn58/Y8aMGy2IimJwz0CBOAoAGKVmz549d+5cX0paLJbwnp/qf75fZhoa1AipEUIy2fX9NqdPu8uhH6BzaSg4hvFY7Icn5v8sbSbuLfMG7ZhaWlr65z//mdoSw+fzNRrNrl278vPzf/vb38IwBQAAMPbkk08uWLBgxYoVHvIRGo3G8vLyPXv27NmzJ5RtcxLUCOphlW9BwfVh3rKyLqqHKpO5y6EfhFbxWRyEkJXwcmQkvZja2tr6zjvv5Ofnb968mUp/bzAYvv322+3bt7/33nsvvvgi4+YCAMAt7uGHH962bdtHH31011135eXlTZkyJTo6WiQSGQyGgYGBlpaWM2fO1NbWCoXCJ554ItyNDSdq4NfTYuBgBFWEEEJsb2f00ouptbW10dHRv//97+3DDgKBYM2aNRqNZu/evRBTAQCAsXnz5s2ZM6eysvLrr78+dOiQa4HU1NRNmzYVFRV5OLd8DPCayWDdupsKuOnXBnTslxZ6MdVisaSmprqO40+ePNli8SuXPwAAAC6Xe99999133309PT2NjY09PT06nS4iIiI+Pj4rK8v388Hs9Hq9Uqk0m81RUVExMTGeE/FrNBqnc6ypOT7afw3/OK5FcuI2sb67s97Chl5MzcnJKS0t1Wq1kZGRjtdPnTqVl5cX0IYBAMCtKyEhwc90+TqdrrKyUqFQ2K/IZLJ58+bFx8cPV+Wrr75yOqk6Ly8vPz/fn2YwQO1PdTurag+fHnIFIxTOoEovps6cOXPRokVbtmxZv3797bffzufze3p6SktL6+vr3377bbPZTBXjcDhj7FgiAAAYXYxGI4fDWbRoUWJiIofDuXbtWk1NTXl5+c9+9jMulztcrUmTJmVlZdnfhvH0VqcRYKVS6dhJdUyg72bdr385HzwgSdJzdKMXU2tqavbu3YsQevnll50+evjhh+2vt23b5vivMirgRiZj1/wBJr8OEYx2BbO1jEbXSS+r1Nyy9Q/QrcKKimDyoHFM1oqzzEy+7GwDky8Frjd6L+SmGqP/0mYrk0eZbXSr8HtMDB5ki+AxqMVW+bRT3gk2xOTLToiZBACCOzaPjIyOjl6xYoX9bWpqqk6n++677+RyeVpa2nC1hEKhh45seLmeUk69oHq0jjGYcW5CDywEwcZxK0lwME/fMPR+uk+cOHHDhg1ei42ZE/4AAGCUcu1ORUREIIQIb7tBqCnVkTbW6BgyqSBqD7Fu1jQFOqbqLebyzpYXjpZffPg5z/uC6cXUCRMmTHA6wg4AAMBo0NbWhuO454VOLS0t586dIwhCKpVmZmZmZmaGrHle2XPr19Rcn0algmlBgXNYJQM39qu1mNo1ymfrvr0yqPKlPOT7BQCAsa+tra2trS0vL8/DFGlMTExCQkJkZKTRaGxpaamrq9NoNHfeeWcw2uN6+MwwxTzd5PRphNzOpwain2qwWkw22wtHyw/82Op7LdoxVaFQfPHFF5cuXVKpVI6rridPnvzqq6/SvVvAQb5fAMBoZzAYtFqt62HSWq3WaDQyOPHt2rVrhw4dmjBhwsyZMz0UW758uf11VlZWSUlJU1PTtGnTXDPOVlbucHuHpUvX+9gkHw+f8eXkVHdnkvuFIEmCJP9+7sTfGo7RrUsvpvb392/YsEGj0WRkZCQm3jRd7Pks8ZCBOAoAGO2OHTv22Wef7djhHLe++uqr+vr67du307pbd3d3RUXFuHHjFi9e7PssKY7jmZmZ3d3dvb29rjHV99jpp+GCpedYS/qR80FrMdV1dfyyrtRoY7JmkF5Mra6uNhgM//znP8ePH8/gYQAAABizWq24t9x4Tnp6esrKyuLi4u69914Wi94KZ6q81zVNAbdz5znP3U6l8qa9NK+95jLpy2jsV2cxdeu1W+q+Pa/sY1IfIUQ3pqrV6vT0dAioAAAQDHq9niRJo9FIEIROp3P8SK1Wnzx5ktaIYG9vb2lpaUxMzL333stmO/+0J0nSbDaz2ezhYu3ly5cRQtHR0TT/Ej7xkCzJNS+SU/okmeymI97c5dCn10812awESb56vOqbK+dpVXRFL6ZmZWVVVFSE/ZghAAAYkx544AG9Xk+9vvfee50+xXH8kUce8fFWg4ODpaWlJEmmpaW1tbXZr8fFxVFhcmBg4IsvvrBnSrp48eLAwEBycrJIJDIajRcvXmxtbU1JSYmJiQnAX8yFh2RJrobbmTosn/upMpnMQtg+uXDqD6cO+1rHI3oxtaCgID8//3e/+91TTz3FYJ4cAACAB48//rjZbG5razt9+vSaNWvs1zEMEwqF06dP932YcHBwkMptd/ToUcfrBQUFbruebDa7paWlsbGReovjeEZGRpAW/doxW1vkPYe+z8xms8lqy4lNHCeK6tYPMr6PHb2YimHYmjVrnn/++VWrVgmFQsfe6tSpU99++23/GwQAALesBx54ACHU2to6ZcoUx5jKQHJy8pNPPumhQExMjGOBSZMmTZw4UavVGgwGHMclEsmoGI90H1B97qfqdLoILndm/G0HV274sq3p1/UH/GwPvZh69erVzZs3s1is+fPnSyQSxyVkSUlJfjYFAAAAQig9PT09PT30z8UwLCoqynWV7wjhtHaJCqYdHQFYo4QhJGRzfpo+fe3k7F/XH/j3pbOMG0l73S+bzf7ss8+CNGsNAADAZrPZjyRxguM4j8ck8fIYsG7dTbHT3kN1tz+VyV4aLouFEHp5xvxN02ZtrSs91XeNwU2YnJ8KARUAAILn8OHDr7/+utuPpk2bRnd/6lhlj6PuziRnftsIDjeCw/1k4U9OKa5trStVmQy0qtOLqXl5eSUlJcMtgAYAAOC/9PT0zZs3O17p7+8/cuQIn89ftWpVuFp1S4nk8u5OTD3xk807Lpz6HzpLgunF1Nzc3KKiopdeemnjxo0TJkxwnMHGMGxUTGgDAMAIl5KSkpKS4nTx8ccf37Rpk0ajCUuTnJw9W+N0JTs7uDnsnDqjjttpXPezYoHI94tjGI/FXp+R9+jtub86Vunj1lXa56fu3r0bIbRp0yanj0bIiATk+wUAjEl8Pn/FihX/+te/qLXB4RXsCOqW07ZUeyqloJ71xmOxEUJvFizenFXwbN23XssH7PzUEXKMLcRRAMBYxeFw/NmLOVoM93e090ep4Jqbe6O8c1gN9PmpERzeZAlvz9K1pLfjzuH8VAAAGAU6Ozt3796dlpYW7oaEmmvWJKqHau+nujnrLXDnpzqK5HhfcQ3npwIAwMjy3XffvfPOO45XDAaDwWDg8/nvvvtuuFoVMk4Lel2nS50OXg1BP9V3tGMqQRCHDh06deqUWq222Wz266mpqZ5zdgAAAPBFXFzcvHnzHK/w+fxx48bNnz9fLBaHqVGhYz+u3GmDiWuHNaCnpgYGvZhKEMRLL710/PjxcePGdXd333bbbUqlUq/XR0dHj/ZNq4SIyTZqG5/JCINVwKASQmx65zRdZ2NyThM7nvZpuCSPyapvlplJ82wCJl8Kkt4ZWddZYiMZ1GINWRjUImQRDGpZomh/5XELkwEqgsXkux2L4jOohXMZ/ROzGP0bjzyTJ0+ePHlyuFsRTjU1aoQQQmrPxU6fRsjt2O9o6afW19cfP378v//7vxcsWDB37tw333wzNTX1wIEDf/vb3+67774gNREAAG5BCoXi4MGD7e3tFoslNjY2Pz9/xowZ4W5UiBQXJw43jeqT0RJTm5qaJk6cuGDBAvsVDMMWL17c0dGxbdu2999/P9DNAwCAW1Fpaemf//xns9nM5/P5fL5Go9m1a1d+fv5vf/vbMZ9yh5ocdTp8BrlbD0zFXeo6syNu6DJYLAKPmRjoxVSr1Wof4+VwOFqtlno9derUPXv2MGsiAAAAR62tre+8805+fv7mzZtTU1MRQgaD4dtvv92+fft777334osvhruB4UFFTcfISi1fcrc/NfDrfrUm02WVMiPGyyGn9GJqTExMfX099To5ObmxsXH69OkIoba2Nj6fyawJAAAAJ7W1tdHR0b///e/tyekEAsGaNWs0Gs3evXtvzZiqVCqPH+9SKt2MAL/2WnB7qAaLxWizvnhgf/WVy+c3b/FcmF5MzcnJ2bZtW29vb3x8fGFh4UcffdTV1YUQqqysLCwsZN5kAAAA/0GdVuKa7XXy5MkWC5PlbwEX+tyEMpmsuFjmdvg3eHtpbASBMGz7ye+3/XDCxyr0Ymp6evobb7xBJZJYu3atWq2uqqpCCBUWFj7zzDN0mwsAAMBVTk5OaWmpVquNjLxp2fmpU6fy8vLC1SpHYclNiNwN865b5ybQBiTfr9Zsqu3seK6qwuywa9Qr2kvq77nnHuoFi8V6+umnn376abp3CCrI9wsAGO1mzpy5aNGiLVu2rF+//vbbb+fz+T09PaWlpfX19W+//bb9aFUOh4NhQUkYFF7U/lTHpViua4AduSaF8JPObL6mHfzl/vIL/Qq6dcdaHiWIowCA0a6mpmbv3r0IoZdfftnpo4cfftj+etu2bVlZWSFtWUjIZDKZTOa6Fmm43TUBzKFvtFptJPHKoapvL7Uwu8NYi6kAADDaeTitxFFCQkIIGhMurpGyuPimt2VlXVQafXfzqbS77wRJWgnik7On3z5WR7euI4ipAAAwssBpJW556Ly6Cau+wXEcIaQ1m052Xfvl/gqNyehnIyGmAgAAGMX8GfuNiYnRmc3r9311utvTlK3vQhdTzWZzf3//0NCQSCSKiYlxXSaOENJoNP39/Ww2OzEx0bWAzWbr7u42Go1SqXS0pxcGAACvjEajUqkkiBtpsXk8Xmysl7QDYw+1aqmmRu1rekKfY6pareaxWHtW//S/Dx/6rOksw/Y5CFFMrays7OzstH9nCASCgoKCKVOmOJapra1tbm7GcZwgCB6Pt2jRopSUFPunCoWioqJCr9ezWCybzZaamlpYWMhiMUorDwAAI1tNTc0HH3wgl8udrk+bNm379u1haVLI7Nx5zukKjUy/NJnNZg6LhRB68c65G/NmPneg4vtrzl9zWhgdT0EQFy9e7OrqSkpKysjIQAjZbDYcxz2s6tbpdAUFBePHjxcKhUqlsra29tChQ1FRUePGjaMKNDU1NTc3z5o1Kzs722Qy7d+/v6qq6qGHHhKJRAghq9VaUVHB4XDWrl0rFotbW1sPHjxYX18/Z84cRn9rAAAYuVpaWl5//fWJEyc+/fTTMpnM8UerRCIJY8NCw3VvjOe9NK6TqQz2p4q4XBGX+8GylQ29Pb/cXz5gGPJexx3aMfXChQtvvPEG9dvTT37yk4yMDJvNtmrVqgcffHDt2rXD1XrggQfs3xbx8fELFiz4/PPPL1++bI+pZ8+ejYuLy83NRQgJBIJ58+bt2rWrubk5Pz8fIdTW1qbX64uLi6mzA9PT0zs7O8+dOzdz5ky3Y8gAADB6nThxQiKRbN++/dbM+eo2sYOH8q45HxiL4vHuvC2lbv3jnzWe/f13Rxjcgd5xgxqN5rnnnhOLxe+88479yFwWi7Vo0aK6Ok/rj526sBEREQgh+5HmarVap9M5rnOTSCQSicQ+7iGXy9lsdnJysr3A+PHjqelVWu0HAICRz2QyJScnj+SAevZsjdOfkD1aeTPXgWKEECJ9/uMCxzA+m/1wVvb5zVvuz5hKt3n0+qnV1dU4jv/xj38UiURHjtyI4Wlpafv37/f9Pm1tbQghe4zUaDTIZUxDLBb39PRQr9VqdWRkJLXomUIVpioCAMBYMmvWrK+//lqv11OTXyNQWHITOuVX8jQg7HduQj6bjRB6/Z6Fm2fM+uX+8qa+Xh8r0oupXV1d6enprv/MIpHIfu6bV2q1+sSJE4mJiWlpadQVKtUWl8t1LMblcu0puKhDBJ0+RQiZTCZa7QcAgJFv2rRp999//0svvbRx40anZPoYht2yE15UfiX0n8FejykJA5OyMZLLjeTKPrv/J8fkV5+rqhjy4QADejE1Kiqqr6/P9XpbW5uPm1v0en1ZWRmfzy8sLHQaEKZS8/uIKuy6Kmru3LmuhT2PSwMAwIhSU1Ozc+dOhNCTTz7p9NGtsO53OFQ/FSFUU6N2vO4aXAOSQ98uksdblDrxzMZfbPfhdBp6MXX27Nkffvjhvn37VqxYYb94+fLlL7/80pez3oaGhkpKSgiCWLlypWN+ZB6Ph1w6nSaTyd435fP5RqPR6VN7RUcQPgEAo52H3ITx8fEhbsxIYF+FRAWO4mKhx+IBO+vNjoXjLISeyJtpddgr7Ba9mDplypRVq1a9++67VVVVg4ODfD7/5ZdfPn78uEwmW79+vee6BoOhpKTEYrGsXLnS6QAjqVSKEFKpVI4XVSoVdZ0qcOnSJavVymaz7Z/aKwaEIY7JcMpQkpevr1u4kcm4hCrd+RcIX8QNJHsv5ILBN6RxXASDB+kTGO3mYjP5AnIETP6J+f1MnkXwmOyctvGZ1LIK6a00RAiRtGsghBDJYvKlsEQx+UvhFq73Qi4ILqMRv0D//PXfrZCbkDpj3OWi+8Ke96e+9lpmYNrkjYDt/WcI7Z9oW7duTU9P//LLLzs7O0mS/PHHHwsLCzdu3sxa2gAAIABJREFU3Og516LBYNi3b5/JZFqxYkVUVJTTp5GRkVKptL29febMmdRwrkKh0Gq1d9xxB1UgJSXl4sWLHR0dkyZNoq60t7dzudyxnUIaAHBL0Wq1BEGIxWKLxUINcrpis9kjduESLdQZ404XPe+KcbsoSSZzm0Pf7/YxxaSXsGzZsmXLllksFrPZLBQKfTnAr6SkRKVSTZ8+vbu7274BJiIi4rbbbqNe5+XlVVdX19bW5uTkGAyGmpoagUAwder1dcypqalSqfTo0aM8Hk8qlba0tHR2ds6aNQvyKAEAxoxHH310YGDgyJEjtbW1r7/+utsyY3s+1XPfrLgYOXZtqfh7+jRyjc2BnU+lhXZMlcvlMplMKBRyOBz78rPu7u6oqKjhfnsiCIL67aOhocHx+vjx4+0xNT09XafTnTx58vz58wghsVhcXFxsny7FcbyoqKiqqqq0tJR6m5WVlZOTQ7fxAAAwYj3++OPUwpEpU6Y8++yzbsvExMSEtlEjS0HBjeVIQ0NDDQ1q9/3U8KEXU5ubmzdv3rxr1y7HFUYIoT/96U9SqdT1+FwKjuOuq9dc5eTkZGZmqlQqNpvt+gWKiopavXq1Wq02mUxisXgk74YGAAAG7r33XupFcnKyY4ob4JZQKFQqry8Adg6ro6Wfevr06bS0tMRE54XLd95556effup/azgcTlxcnIcCt0KuSwAAAK4cN6dSqF00IeukGiwWG0FG8DwtoKMXU9VqtdultlKpdGBggF7rAAAAAJ855lGyr1eSyVBBgUtYDXQ/1UoQOIZtqz3xi7sLPJekF1MlEklHRwdBEI5pAhFCV65ccdoeAwAAYKxyTfAbmmyFDQ1qhNTo+nJfhEKyRklnMh9ubf+vffttBBHgmDp79uwPPvjgww8/3LBhgz2sXr58effu3XfffTfD9gIAABhVwpLv12n7jX0Q2N0apcDkJtSZzHK15vlvKlr7fB2IpRdT09PTV65cuXPnzrq6uunTpwuFwh9//PHYsWMymezxxx+n32AAAACACXscdbOr1e9+qtFqtdqIV7+tqrjQSqsi7b00v/zlL9PS0vbu3btv3z6EUERExJIlS5544okRssK7pubGiMT8+WH4TQoAAMDoRZCkjSA+Pn7qr4ePMahOO6ZiGHb//ffff//9VM6HkZbRA+IoAGD0+uSTT9ra2l555RWBQOD00eeff37y5MnXX3/daStjYKlUKrVajWGYVCoVi8XBe1BwMe2n6kym7zuvvfBNhc5kZnYHJnmUKI45HwAAAPipr69vx44dW7dudQ2oCKElS5Z89NFHX3/99c9+9rNgPP3q1au1tbWOp3aOHz9+/vz5bhsTetQAr9v0hAE5l0ZvMiv0+he+rmzs6mHUwOt8iqm3VBZKAAAIi6NHj3K53KKiIrefisXiBQsW1NTUBCmmDg4OJiQkzJs3LzY2liCIixcvnjhxorq6evny5cF4HAPbtrk/hNyf/alcLtdssyESvbn/8FcNzYzvY+dTTIUslAAAEGxXr16dMGEClztsSoEpU6ZUVVUF6el33HFHZuaNA15ycnJ6e3uvXLliMplcT9UMC/tRPZ6PqUGIxtivVCq12oiNu7/5vlPOsFk38ymmQhZKAAAINoIgPB9JguM44e38TsZcHx0REYEQstlsQXoiLTKZbN069wt9/TmXpq+vT8jlbFtz37nu3he+qezX6f1sp08xFbJQAgBAsMXFxe3fv9/xoGgn7e3tsbGxoWmMzWbr6OiQSqVBXRLFjFME9XxCnGckSSKEovi82RNuO/iLx3afbvxD1RF/2kZvjZJCoeByuaN4MRgAAIxU+fn5//u//7tv374HHnjA9dOBgYHKysrCwsLQNOa7777TarVhn0x1jZeuy5QCskYJxzA+h/1QXtZDeVm/KTv4deN52rdACNGNqY2NjW+++eacOXPuvffegoICOL4UAAACJT09fe7cue+//77Val25cqXjLGZTU9Nbb71FEMTatWtD0JLTp0+fP39+9uzZww1Mbtky1/Md/vrXOq9P8SVeep86dbtGieleGh6bjRB6den8jXflv/BNRVNXL9070IupOTk5a9asqaqqqq2tlUqlhYWFxcXFaWlpdJ8KAADA1SuvvPL888+///77H330UXp6elRUlNls7uzs7O3tFYlEb7755rhx44LdhoaGhvr6+ry8PA9nVPsSMj1zCqjMoumw/MujFMHjRvC4Ox5+oL5D/l/fVOrNNPaq0oupMpnsySef3Lhx48mTJysqKvbt2/f5559Pnjy5qKho0aJFMCYMAAD+EIlE77//fmlpaWVl5YULFywWC4ZhiYmJq1ev/ulPfxofHx/sBjQ2Nh47diwnJyc/Pz+oD3LqXNrXH9m59mKH20vjKiDZfiN5vPmT0+qf3/TB0R/+duS4j7WY5HzAcTw/Pz8/P1+v1x86dKiiouIvf/nLoUOHtm3bxuBuAAAA7Fgs1ooVK1asWIEQMhqNXC7X6Ryw4Dl37tzRo0enT58+e/bs0DzRLa9dWO8CdC4NC8NYLNZjBTMeyc95+dsDVRe95/5lnkcJISQQCBITE8eNG3fx4kVq9VTYMc73q5rMZG4YS3SfAcNLLRaT1fBDxggGtdTT3Jx3Gwy6cUz+21uimDzLxmfyzcYyMGkhX8okWRjbyKASMkqZ/HpNeDog2T0yRD+iEUIItzCpxR5i8k9McJh8Aa0jOFcNn88P2bMuX75cV1cnFoulUumFCxfs11NTU0PZDISQTCZzPXjciWOg9WcvjS8EHDbisH+/vPDJufke9zohxDimyuXyioqKysrKvr4+qVR6//33L1u2jNmtAgvy/QIARruLFy8eOHCgpaVFq9Xy+fykpKTZs2cvXLgwqMtCBwYGEEIajebw4cOO12NiYkIcU5EPqZEcx4r92Uvju0g+b2pCnMHi5ZdEejHVYDAcPHiwvLy8qamJzWYXFBRs3boVFgADAECgbNu2bffu3QghHo8XGRmpUCjOnz9/4MCB3bt3v/POO9HR0UF6LjWjF6Sb+8/DgHBA9tL4SOAtyz29mHrs2LG33norPT39mWeeWbx4MSxKAgCAACorK9u9e/fMmTM3bNhw++23UzOp/f39JSUln3766RtvvPHXv/413G0MG6eJVfvC4ADupfEfvZg6efLkTz75ZOLEiUFqDQAA3Mo+++yz6dOnv/vuu47rkmJiYh577LHY2Ni33367ubn5jjvuCGMLw8UxNyHF3nN1M58aPvRi6m233YYQoo4s6OrqSkpKysjIQAjZbDYcxz1nqgQAAODBtWvX5HL5s88+63ahb3Fx8ccff3zixIlbM6baI6gveZRGTT8VIXThwoU33nhDLpcjhH7yk59kZGTYbLZVq1Y9+OCDoUnwAQAAY1JHRwdCKCsry+2nOI5PnTq1w69UCKOb72e9BW8+1St6MVWj0Tz33HMpKSlbtmwpKyujLrJYrEWLFtXV1UFMBQAAxnQ6HYfD8XAGuFQqpfozYXf2bI3TlezsoO+5eOqpG/3RsrIueyQN2div3mRm4ziP4ylu0oup1dXVOI7/8Y9/FIlER47cSN6flpa2f/9+hs0EAACAkMVi8byHgsVimenkyQueoEZQpVJ5/PiweR7s639Pn77+org46GuUdEazfED94r8q9mz1ciA8vZja1dWVnp4uEjnvkRaJRFqtll4bAQAA3IwgiPr6+uE+7e2lndJ9NJLJZG7C5H+mVIeGbmTaaWhQoyDnfDBarBab7dd7DlQ3ek+ihOjG1KioqL6+PtfrbW1twds1BQAAtwiz2fz88897KDBt2rSQNSZcqNjpe1Z91wAckOWyBEnaCPKTw6e2VR7zvRa9mDp79uwPP/xw3759VC5KyuXLl7/88suQnernGePchAAAEF45OTmvvfaa5zISiSQ0jQkvtzl+J0y46a2n1Vp+91N1RvMPl3/81b8q9SZ6g+30YuqUKVNWrVr17rvvVlVVDQ4O8vn8l19++fjx4zKZbP369bRuFSQQRwEAo1RSUlJSUlK4WxF+rltRkbs8Srm5Nz4K4Niv3mRWaPS/+nfFuR+ZjLTT3kuzdevW9PT0L7/8srOzkyTJH3/8sbCwcOPGjSNnyy0AAIxVIyq/QYg5dV49rVFixGy1kST5h69r9v1wnvFNmOTQX7Zs2bJlyywWi9lsFgqFkOoBAACCSq/XV1dXl5eXs9nsW/NUTVp5lOjuTyVJ0mS1fXG88e19R7yX9oj5WW8cDofjLZswAAAAxkiSPHPmTFlZ2ZEjR0wmU2xs7Jo1a8LdqLBRKpXUot+aGrXjdX/yKEVEROiN5nM/9rz0r8p+rd7/RtKLqWE5gQgAAG41PT095eXlFRUVPT09CKFJkyZt2bJl+vTpt/K4oEwmo/qjxcXCQN2Ty+Vy2KzW7oGABFREK6aG6wQiAAC4RZhMpiNHjpSVlZ05cwbDsBkzZjzxxBMlJSVxcXHZ2dnhbl2IUP1RodBN4HS7HtiffqpSqeSyWWvmTFszJ+uNL6v9mUml+BpT4QQiAAAIqu+///7Xv/61Xq9PTU3dtGnT4sWLY2JiEEKVlZXhbpqzoOYmpPqjbk8adwyfbuMrhW5fnstmI4R+tXL+4wvzf/XvyqarPTRvcIOvMRVOIAIAgKDq6+vT6/VTp079xS9+McJzO4Qgu6/X5c32JUtuoi+jvTQiPlfE5/7fxlUnL8tf/nelzsgkDaRPMRVOIAIAgGCbMWPGAw88cODAgc2bNyclJS1dunTJkiXjxo0Ld7tGimCsUXIVyefdMzWt9o1NO2pOvldBI4MSxaeYeiucQGSMszGotWCiTxkgnajNw5474cEpTSqDWjoDk7XZpJvfnbwwJBIMHkRILAxqCaOMDGoZ9TwGtWwCJrWYITiMvoYR9L91mS1zYdQ8zMhkASM2RP9bECGSxaSFiB2+g8FulpCQ8Oyzzz711FO1tbXl5eU7duz4+OOPs7KyFArFLZI+yTPf1yj5edYbjmE4i/XI3Xlr78r5zedVVQ00fs77FFNH0QlEAAAwqnE4nIULFy5cuFChUFBLf7u6uhQKhclkKiwsnDNnzpjfxOh2JtXOpzPJA4HPZSOEXl9T+MSiWS/9q6KtZ8CXWj7F1FF0AhHk+wUAjA2xsbGPPvroI4880tDQUFZWdvjw4SNHjuTm5o75BaHDLVCi2COohzVKATyXJpLPm5IYu/Ppnx453/7KLu9Hmvq6Rmm0nEAEcRQAMJZgGJadnZ2dnb1169aDBw+O9lk2H/mSf9HDGqWA7+GN4HOXZE++N2eKzeZlfsHXmAonEAEAQBgJhcLly5eHuxXh5Lhv1bGTGtg1SsNh4zhCCGN5men3KabCCUQAAADCy3Hfqpc51KAtO/Oax8qnmAonEAEAABgJXIeFPa9pCjHmOfSZGRwcJAgiKirK7VZXjUbT39/PZrMTExNd17bZbLbu7m6j0SiVSiEVIgAAALcwMmz7o0IUU7u7u7///nuFQmGxWBBCa9euFYvFTmVqa2ubm5txHCcIgsfjLVq0KCUlxf6pQqGoqKjQ6/UsFstms6WmphYWFkLufgAACL2g5ib0zPVw8iDtpWEmRDFVr9cjhKZOnTo4OHjlyhXXAk1N/7+9O4+LqtwbAP7MMPvCbIiChChgiooiIhfIqxiuqN23LK9a3bfe6r1m5m25ZYteb71p2bVbtndNK1utrExAEJRAcwkTZBFkUWyQZZhhZph9O+8fp07jzDDLmRlmGH/fD58+zOF55jzHxN882++pb2xszM7OnjFjhtFoLC0tLSsrW716NZfLRQhZLJaSkhI6nY4H49bW1oqKitOnT+fm5g5P+wEAABCGLYISFAoFvi7JeeGzi0XCQeumWqw2mttlSmSSlZCQkpJyyy235Obmjho1ymWB2tra2NjYmTNnUqlUNps9b948s9nc2NiI/7StrU2r1ebl5eG929TU1JSUlIaGBrzXCwAA4DqRlPTrlxsUzNsv7xlMlkGd0WbzUGe451NdUiqVGo0mLS2NuCIUCoVCoVQqnT17NkJIKpXSaLSEhASiwLhx41pbW7u7u+3HhwEAAEQksVhcWHjNFZ1OV1enRAgpFApv9rOSZrVhGIbtK/3p3e9OnnjrYfeFwyKmqlQq5LQbRyAQ4IfxIoSUSiWfz7df1oQXxisCAAAAvwvc2K9Gb6ppvrJld4nO6NWwaFjEVDyvIYPBsL/IYDCIfIcmk4nFYjn8FCFkNBqHq40AAABChphPJRATq4WFQZlP1RpMMqVm839KLnT6kCgwLGIqDvNl9TNe2Hn77d69e+1f3nPPPf43DAAAQMg5HEiOT6mKxS7Gfv3MTWgyW2wY2vHp0aIfm3ytGxYxlclkIqdOp9FoJPqmLBbLYDA4/JSoaA+CKAAARB48g5Jz3vyffw5kPxXDMJPF+uWxulf3/0DuHYZp3a97IpEIITQwMGB/cWBgAL+OFxgcHLRYLPY/JSoCAAC4HjhvRXW9ABjz+suORm88c+HK8id2kw6oKExiKp/PF4lEHR0dxPCvTCYbHBwk1vQmJibabDb7Axk6OjoYDMaYMWOGv7UAAABCQqfT5ec75pZ3eS6Nl1+/vq3R3C1XP7Lr2/WvfK0Y1PnTwmEa+zUajR0dHQghmUyGEGpvb2ez2Uwmc8KECXiBzMzM8vLyqqqqjIwMvV5/7NgxNptN7K4ZP368SCQ6ceIEk8kUiUQtLS2dnZ3Z2dmQRwkAAK4TeA59hFBhIcdDUa/HfmNjY20Y9vpX1V8eq/Wvdb8avjxKlZWVxEv8KFaxWEzE1NTUVI1GU1NT09TUhBASCASFhYXEdCmVSl26dGlZWdmhQ4fwl+np6RkZGcPTeAAAACHnnJUQ/8af3IRqtVpvMK9ZMLO5s7e+o9uv9iGEhi2misXidevWuS+TkZExderUgYEBGo3mvIE3Ojp65cqVSqXSaDQKBAKHrTUAAACGTUjy/RIHveHwUOq8agkhHxIkGQwGLpvBZTN2/e3W2tauLe+XDOr82qIZFut+CXQ6PTY21k2B4J3SykrQkqh1u+QnErWuWsg8hcVGZvL7vCWJRC2Kwed70Un9AU6I6SdRawx7kEStHj2fRK1uQTSJWqoBHolaApGGRK1otsFzoWthGJm9BjSqlUStfg2ZPwqKT1njfkPuuaykfrOuc8Of7xfn3N266y6xi7PefP/rw+cw89LHl77y149La9765gTZBobHGiUAAADAVwqFwvXhqaTW/VIpFAYtas2CzB/eeGhB1o3kmhRe/VQAAADApX37Ghy6qT//jBBCmzdPdSjpT84HFoOGEHrm7oJ7C2dv3l3SJvVtLA1iKgAARDKr1To4OEilUqOjPUxkqFQqh3x2LBZr+BevuO56IlRYGO8wezpz5q/lHceE/c5NyGMzUxNG7X5y1Yn6S/94/7DFavOyIsRUAACITI2NjRcuXJDL5Tabjcvl3n333e7LHzhwwCFjXWZmJn442HByWIuEXC1EwrMV4P91lUcpMEn0eWzmzbMmLsi68a0Dxz8o8Wr1TKTF1GPHfl+Nlp8fmll0AAAIByqVisvlJiUltbW1EUeSuJeSkpKenk685HK5QWudOw79zrvu+vUlEWt1ul8zM9TVKV3k+w3cuTQ0KhUh9D/L/rB2YebWPaWeywfszuEB4igAAOByc3Pxb7q7u72MqRwOZ/To0cFsFHn2nVcOh+NyF02QsJl0NpP+wgNLLTabY5b5a0VaTAUAAOCPoU79ChU306tD1glcP9Uej+0+niIEMRUAAAChpaWloaHBZrOJRKKpU6dOneq4pDbY3JyTOhQX636DE1O9ATEVAAAAQgjFxMSMGTOGz+cbDIaWlpbq6mqVSpWXlzfMzXDugOJR1mNwDQcQUwEAACCE0PLly4nv09PTDx48WF9fP23aNOdNOIcP73X5DosX+3uCtXOmJPRbsqQ33/R6AhX6qQAAAMIHlUqdOnVqd3d3b2+vc0z1P3YGVQjHfiE3IQAAABfwwzRtNm/THUQ8mw3TG8zuy0A/FQAArkcYhplMJhqNNtRB1O3t7QghiUQynK1yXuVLZs9MEPqpWp3pp/OXc2ZOcF8MYioAAESmgYGBnp4ehJBWq7VYLBcuXEAIicVifAeqXC7/8ssviUxJzc3Ncrk8ISGBy+UaDIbm5ubW1tbExMSYmJhhbrbLIOrTAqXAjv3q9KY++eBzrxZdvNRX8dnf3BeGmAoAAJGpq6ururqaeFlZWYkQmjp1qsusDjQaraWl5fz58/hLKpU6efLk4V/0KxaLnbMmIbvESfbq6pQoOPl+cSazxWbDdr5XXlrV5GUViKkAABCZ3G8wjYmJWbduHfEyJSUlOTl5cHBQr9dTqVShUEin04elmY4UCgUeQV0mS3LusLrI9+t3UMUwzGS2HiipffOjSp8qRlpMhXy/AABADoVCiY6O9nh8TbCJxWKi30n0WQl459W+2xrwfL8anbHpYvdzrxUr1S46x+5FWkyFOAoAAJHHIb+SfW918+YEx9JkY6pOb1IPGp7bVXT+Qhe5d4i0mAoAACAiOeRX0ul0AZxPtVisFCrl7X1V35TW+tNIiKkAAABGgKHyADvPp3qf/j8qKgrDkMFoLqtqevndI/41ECGIqYRJo3pJ1Mph+TzajhC6YlGRqFXDSSJRq0Hg1QFPDjCez8lA4oVKEjeaJiBzWlMMQ0OiFpNqIVGLSmoUaTR/kEStGFJ/nbg0o69VhDQyNyKnkRZHohaNSibPQDTD5z8KhBA7iszvyHWutvaYw5UZMwI272a/3Heo8V4PvP6tlUgkGp1xw5Yv2i73ef3u7kBMBQAA4JsARlBnYrGYCKvEeK9vmR+8jqkKhYLLZrz34tovvq9595NqzxU8gZgKAAAgvDhn0sfT6CPvgqv3634tFguVSmFQo+5Ylnnbkowd75SVH2/2sbHXgJgKAABgBMADrfPuGqlUmpDgsPTX5ykbJoOGEPr7/y64+7Y//PPVovZOGblGQkwFAAAwYjgnBOZwOI6FyO6l4XKYExKZb/3f6lPnOv7v9RKz2errO0BMBQAAEEaGWqOEc16ptHmzU64o/3I+cDmMeTkT83Nu3P35iY++PuVTXTjrDQAAQBixn0zNzxfiXwihy5e9XfpL8fprKFFUKpVKufu27KIP1t80K9n7xkM/FQAAQBjB8/3+ls+B1FsEKIc+i0lnMenPblx6pUvx3KtF0h7POwYjLaZCvl8AABjR8Hy/DsuOFArFm296vZ0GC+RhbzwOMy01bs/Ou4+eaPFYONJiKsRRAACISElJjleGGgoO7PmpOA6LsWhumsXiIRtJpMVUAAAAEckh329R0dWZMxFyme83OOi0KDotyn0ZiKkAAAB8E9TchENxHvvF+6kuzk8NQj/VSxBTAQAA+GYYIqiz9evjkbd5lEIWVCGmAgAACHcuTynHd7K6yKME/VQAAABgKA5nkuPwsV8XOR9CB2IqAACAESAYZ735RKc1YghxuUw3ZSCmAgAACCMKheLkSTInKxMCvpfGaLRgGPbqq6WPPb7UfUmIqQAAAMKIWCx2sZQXoZwc10mVXOylCdwaJQzDzGbrt9/UvPfuMYQQxFQAAAAjm/NZNPZzqw77VhEK2NivVmtsauzavu2gSqX3sgrEVAAAAGFk374Gh26nQ0h1mFh1TvjgJjm+l/Q6k0qt3/7CwYYGqU8VIy2mQr5fAAAY0Vz0O6/lMNvqauyX/N0tFisFUd555+ih78+RqB5pMZV0HE3l9ZGoFUXq89AUhtMJul4Q0XUkajFZZhK1LGYP+becRTOMJG7Eo5GplcjoJ1GLTvH5eGGEUJdOQKKWxUrmFEWLjUwtmu/PRaeS+aMYMJP5ezuBLydRq8/AJ1GL3B8gm24iUQv4yf7wGacfIeTLKt9A5VHCMGQ0mstK6197tZRMfYRQ5MVUAAAAweZ/bkKXh8/Yc55DdVPS/zVKWq2xo71v2wsH+/rUvta1BzEVAACAb4YhN6FDmHQIse7XKHk/fshisQwGs05nemn79zU1l0i00wHEVAAAACPAUOenujiUxutuanR0NC2K+s7bFQEJqGhkxVSr1drd3W0wGEQikUQiCXVzAAAADB88hz5ySqPvz9hvX18fjR718MZFa9bmbt92sK21189GjpiYKpPJSkpKtFptVFSU1WodP378ggULoqJ8XkoDAABgxLGPmngafXcTrj5Op/J4TB6P+cq/156tufTi9kNGI5mlnbiREVMtFktJSQmdTl+zZo1AIGhtba2oqDh9+nRubm6omwYAAGA4OOQsJJYHO+fQJ7c/lctl3jRn4vc3Pbrvo+P7PjpBrpFklp4Pv7a2Nq1Wm5eXJxAIEEKpqakpKSkNDQ1mM/lPEwAAAMKf4jcIoZycePyL6KPOnOmqw4ph3n5di0qlRkVR/7w659uDf8u7KZVEa0dGP1UqldJoNPtV1+PGjWttbe3u7k5MTAxhwwAAAJDgZn8qujZxkvuNqpcvB2x/KoHForNY9CeeXNZ158D2F77/5Rcf9liPjJiqVCr5fD6V+nuvWigUIoRUKlXoGgUAAIAk9/tT3cyVOp+i6kIgcujzeKwbb4x7652/HK+++NKLh7ysNTLGfk0mE4PBsL+CvzQayWThAQAAEM7EruA/ct6N6hyAKZi3Xx5xOMz5N6dVHHtq5e2zvWn5yOinOsMwDCFEoThORc+ZM8e5cHV19XC0CQAAQDA5dFLxYWFX+1MDeYAqjRaFEPrve+bcsSrbKeY4FQ7gjYOHxWIZDAb7K3gPlcl0PG8dwicAAEQksViM76Ih4D1UF/tTg4DNZrDZDJPJ4r7YyIipIpHo4sWLFouFRvu1wQMDA/j1kLYLAACuR/7n+/UVHj5dTqa6Oj81kP1UewyGh6A5MmJqYmJic3Pz5cuXU1JS8CsdHR0MBmPMmDGhbRikwukbAAAfyElEQVQAAFyHhiHfr7Ng5CYMuJERU8ePHy8SiU6cOMFkMkUiUUtLS2dnZ3Z2NuRRAgCA6wSRmxBH9Fmdx34pQeunejQyYiqVSl26dGlZWdmhQ4fwl+np6RkZGaFuFwAAgOHg3Bkl5la9PxVuGIyMmIoQio6OXrlypVKpNBqNAoGAxWKFukUAABCBTCaTTqdjMBgcDplT6INnqOPehnM+1aMRE1NxeKoHAAAAAVdVVSWVSvFcOqmpqQUFBSFphkNeX8LPP7suPzzzqRiGWSw2CkI0urs5xxEWUwEAAASJUqmMjY2dMmXKyZMnQ9gMsVjsIt0gQjk5Cp1O53Cxrk7p6qy3ADdJqzE2/nx5x1NfflLxJMRUAAAAnq1YsQL/JrQx1Q374Wg3SQoDuEZJrzMp5ZqXnvqy+fwv3pSHmAoAAGAEcOiMulujFIiQajZbEULv7ig+fKDG+1qRFlOPHft9J3J+vg87qHbM+CoIzQmkF0jtxX0hPdDtuM48MjnULQDgOuN+Ha9z99TFGiX/giqGYSajpfSbs29t9zZ1PiHSYqpPcRQAAED4c46j9gfABXaNkk5jaLvQ/dKm/XLZIInqkRZTAQAABNvGjS5OK7H32mvkU6+72YpKsO/LulqjRCaoGvQm7aDh5We+rj3dTqI6DmIqAAAA3/gTMknDjzHHlynZ91ydx369OcTNntVio0ZRPni9/NuPf/SzkRBTAQAAjAD4Kap4ZM3Pd5+rwNugKhQKjQbzD6X1r2w+4H8LEcRUAAAA4U+hUBB9U/vJVITQ5s0JjqW97qfabDab1cbjsdgchl5n8q+NCEFMBQAAgJNKpYODvy7MUavVFy5cQAglJCTw+fyQtutXzmO8eJT1Zz5VrVazuczseZO+rH7m890/fPz2UT8bCTEVAAAAQgg1NjZ2dHTg3/f29vb29iKEFi5cGA4x1eWp4/jaJVf7U32bUI2KoqIotPKeOX9am/vKPw78WNFEtpkQUwEAACCEEFq0aFGomxAgpPbSsFh0xKI/9tytq++f9/LTX17pkJF4EyqZOwMAAABhC8O8/XLC5bNS0+Jf/eSvf39hJYVC8fXOEFMBAABEFj9iKo7DZc5dMq2k7vnb7s7z6c4QUz2bM8fD7uYRJGKeJWIeBMGzhKtIepbrjt8xFSFEo0UhhO588OZPjz45MyfFyztH2nwq6Xy/AAAAIkTgznpjcxhsDuOZf/2542LPjqe+9Fg+0vqp+XZC3Rbf7N27N9RNCJiIeZaIeRAEzwICqrb2mMNXqFt0rUD0U+1x+aypM8f957uNUTQPQTPSYiq6tqs61BWfLobqLn6+IdwF7hLUu/jzywJ3GelmzMh3+Ap1ixxgXn95i0KhsNgMfEDYjUgb+wUAAHC9C9zYr68gpgIAAIgspM6lCQgKFrp7Bxys0wMAhLnq6hCc6BJYc+bMCcm5NDiXJ5bbZ1nKzKQsnvCol+92uOOVwAbBiOqnRsBfVgAAAC55f9YbjP0CAAAA7uBnveHf259S7n++X++ZjBYG013chJgKAABgZHAOn0VFV131UwMfU/Uag6JPPWqsi1T+9iCmAgAAGAEcAqr98K+TQMZUs8mCMPT2s18d+eLkt5dedV8YYqo7BoOhu7sbw7DY2Fgejxfq5njFpzZrtVqFQmEymaKjo2NiYkgkjA4qlUrV399Po9Hi4+PpdLqXtbRardlsZrPZTCYzqM3zCYln6evrU6vVdDp91KhR+BxSmPDpWaxWq0wm02g0HA4nJiaGwWAMTyO9ZDKZdDodg8Hw8k+4t7d3cHCQw+HExcWF2+9LxHM47o0Y/nU19huYO2IYZjKYD39y4p3NX3lZBWLqkJqbm6uqqmw2G4VCwTAsKysrMzMz1I3ywPs2azSaw4cPy2S/H2YkFovnzZs3evTo4WqsB1VVVY2NjVQq1WazMZnMgoKCxMREj7W0Wu0XX3xhNBpzcnJmzJgxDO30hq/PIpfLy8vL7f+lWLFixdixY4PfUs98epbOzs6qqiqNRkOUz83NnTRp0nA2eChVVVVSqVSlUiGEUlNTCwoK3Jc3GAwlJSU9PT1RUVFWq1UkEi1dujQ6OnpYGgt8FIixX61a31b/y471Hyh6Vd7Xgpjqmkwmq6ysTEpKmj9/flRU1MmTJ8+cOSORSJKSkkLdtCH51GaDwUCn0wsKCvCuRldX17Fjx4qLi9euXRsOPYn6+vrGxsbs7OwZM2YYjcbS0tKysrLVq1dzuVz3FauqqjgcjtFoHJ52esPXZ9FoNAcPHmSz2cuXLx89erTRaOzt7fX44MPDp2cxGAxHjhzhcrmrVq0Si8UajebIkSOVlZWjR48WiUTD33gHSqUyNjZ2ypQpJ0+e9KZ8ZWVlf3//smXLbrjhhv7+/qKiorKyspUrVwa7neHJORnhMKRSwtf91tUpEUL2XdOAz6fqtUatWv+vDR/Wnbjoa12Iqa6dP3+eSqXm5+fjASYvL+/SpUu1tbXhHFN9arNEIrnllluIl+PHj9doNMePH5dKpRMmTBi2Ng+ltrY2NjZ25syZCCE2mz1v3rzPPvussbFx9uzZbmq1trZ2d3cXFBQUFRUNV0s98/VZTp8+bbFYli1bhg/d0+n08Jl38OlZZDKZ2WyePn06PmTH4/GysrK+//777u7ucIipK1aswL/xJqaq1epLly5lZGTccMMNCKGYmJisrKwffvhBKpUmJCQEt6FhKSTJCPF1v/gfuMtdqr8jG1OtZiuVRv1g+8GD71eSe4cIzPcbEFKpNC4ujpiQo1AoiYmJPT09ZrM5tA1zw6c2O08F4f9w22y2YLfTI6VSqdFo7D8KCIVCoVAolUrd1NLr9cePH8/JyQmrqUdfn8Vqtba3t0+YMCF8/ncQfH0W/H+ExWIhruDfs9ns4DY0CPBnHDduHHEF/3Nw/3cSBJZCoZBKpQqFYt++hqKiq8SXi6Kk0v3qtcbyr84sjX+IdEBF0E91yWw263S68ePH218UCoUYhqnVaolEEqqGueF/m9va2qhUalxcXNDa6C18iksoFNpfFAgEPT09bmpVVVVJJJLJkyf39/cHt32+8PVZFAqF1WoVi8WVlZWtra0Wi0UsFmdlZYXD4IGvzyKRSMaPH3/u3DmhUBgTE6NUKk+dOhUbG2sfmUYKpVKJrn12DodDp9Px62B44P1UhULhYrDXgY/9VK1aL23v3bH+g6uXZJ5LuwUx1QWTyYQQcphWxF+G1USdPT/b3NbW1tbWlpmZGQ7zdkM9C37dpY6OjitXrtxxxx1Bb5yPfH0WvV6PEDp37hyPx5s7dy5C6Pz586WlpYsXL3b4wDT8SPx/WbBgQUVFBTEUHxcXt3jxYip15A2PkXh2ECQOq3+RfzkfRo8ebTKYX97w4emyev/bhmDs13t4TsiRtXreyzZ3dXUdPXo0KSkpKytrWNrlFe+TcBqNxqqqqlmzZgkEgqA2iTRfE4piGLZixYqJEydOnDhxxYoVLBarpqYmSG3zlffPYrPZioqKurq68vLyVqxYMW/ePHz5Vdh+MHXD5S8RhmEj6x+ECKP4jYufeX1+qlKpxDDs76//Ja8wMNsEoJ/qAj4l6fCbj79ksVihaZMnpNvc3d1dUlISFxe3cOHCMPkHYqhnGepBfvrpJ4TQ6NGju7u70W9DlIODg93d3TExMd5vbA0GX58FLx8XF0cUYDAYY8eObW9vt9lsoe3h+fosFy9e7OrqInrYY8eOjY2N3b9/f11dnfu1ZmEIf3aDwWA/kGMymcJqD3TEUygUJ09etXuJEEKXL6PNm6c6FvXlEzmTzWCy0SOv3PnnjYtffujDKxe7/WkkxFQXaDQan88fGBiwvzgwMEClUsN2Oxq5Nvf09BQVFcXGxi5ZsiQqysNZu8MGXxTq/CxDLRbVarV6vf67776zv9jQ0NDQ0HD77bfHxMQEr6ke+fosIpGIQqE4xE78f03Ij5Dy9VnkcjlCaMyYMcQViURCp9Px6yML8exETB0cHLRYLOGwgPn6IRaLCwtdDPwqFArnAWFfcaPZKdNu+Pehx0+Vnf/Xwx9hNpK/bjD261piYmJvb69Go8FfWiyWK1euJCQkhE/gceaxzSaTyX4NcG9v76FDh2JiYpYsWUKjhdGnKz6fLxKJOjo6iCgik8kGBwftcwvYP8ucOXPW2FmyZAlCKCMjY82aNf7/pvnJ47NgGGY0Gq1WK/6SwWDExcX19fURV2w2W09Pj0AgCPnfPV+fBe+/2g/NaTQas9kctoM99hye5YYbbqBQKB0dHUSB9vZ2hJA3eUhAULn8HcdsmJdfDhU5fNYfb8kskr5+2zoPOUCGAjHVtenTp1Op1CNHjsjlcqVSWVFRYTAY8G15Yctjm/ft23fo0CH8e7VafejQIQzDJkyY0NbWduE3YdKHyMzMHBgYqKqqUqvVvb29FRUVbDY7LS2NKGD/LBwOR2AH34XCYrEEAkE4LIdx/yxyuXzPnj1nz54lys+aNUun01VUVOAfwI8ePapWq8MkJ5RPz5KcnEylUisrKzs7OzUazdWrV0tLSxFCqampIXsAO1KpFP87jxBSq9X494ODg/hPHZ6Fw+FMnjy5qampsbFRq9V2dHTU1NQkJCSET94xcA2v51Odq9JoURQK5c7Hl356fvus/DTnAu6FUe8krAgEgsWLFx89enT//v0IIQaDMX/+/HDYZ+KGT21Wq9X4ksUTJ07YX8/JyQmHzUKpqakajaampqapqQkhJBAICgsLR+jcla/PMnbs2Pnz5x8/fhzvCdFotD/84Q/2nydCyKdnEQqFhYWF1dXVxcXF+BUul1tQUBAmSRIaGxuJfmdvb29vby9CaOHChXw+32X5vLw8s9lcVVVVVVWFEEpISFiwYMGwtRb4yN+JEhaHyeIwN71z7+ULV1/e8GHvL952Nighn6QJZzabTaFQYBgmFotDPvLmpZHY5qGYzeaBgQEajRbyIVz/+fosVquV+P8YViPzyPdn0Wg0Wq2Ww+HweLwwWQdHmk6nw3PoDxV6rwdz5sy5557nHC6GJLMSzmE+NTOTskh8n5d1SxW73QdBDMMMOtPRr8+88eTnCKFvL73KZLlb9hhev6vhhkqlhnaFCwkjsc1DodPpsbGxoW5FYPj6LFFRUaNGjQpee/zh67PweLzwSa/oJw6HE1aJukIlhBHUK4HrK1IoFDaXuXBVzuK1eW8/vd9jeYipAAAAIgvZVbtDoTNpCKF7n/2TxWSBfioAAIDrCBbQM8kJHL7nJesQUwEAAESW0K0TgpgKAABgxPBwyhsOYioAAICRwmy+P1S3drng2vFAS4ipAAAARors7P/4+Q6nTw8Zlf1+890hjKmhzzIDIoBCoejs7Ozs7Lxy5UpfX5/BYAj4Lb766qs33ngj4G8bVjAMa2pqqqioqK2t9eY0coPBsG3bNvuEeTiVStXZ2UmkBCJUV1e//fbbAWsuAH4YKnD6H60R8iuPkhsmg1k3qHdfBvqpIAD27Nljn8KeQqEkJCTMnTt31apVDkdYk9bQ0NDa2vrQQw8F5N3CkEql2rRpU0NDA51ON5vN48aNe/nll92n7vrkk0+ampqSkpIcrj/33HNnzpy5+eabt27dan998uTJW7dunTFjRk5OTqCbD4DPsrP/c/r0/b292uhoBptNR4EKqEE4cALDMJPeXPTekcL/9ZA8C2IqCJi3336byWSazWaZTHb69OkvvviiqKjotddeC8hh2vfdd18wur/hY8eOHa2trTt37pw9e3Zra+vjjz/+7LPP7t69e6jEQ2q1+vPPP3/kkUccchrLZLKampqYmJjq6urBwUH7dD8xMTGLFi167733IKaCMDF9+uvbti22Wm10elR29hNnzpyRSCQSiUQgEPiVciugIVWr0l2saX/xrl2KHiXEVDB8kpOT2Ww2/v3cuXOXLVv28MMPb9my5cMPP7T/d//q1asdHR00Gm3KlCnEv/gqlcpqtTrkutPpdFqtViKR4CfWOeSvwTCsvb396tWrPB4vOTnZ4UByl3dxyWaztbe39/b20un0G2+80b5jbTablUolnou/vr5er9dPmTIFv5HJZKqvr0cITZo0yf5MTZlMxuFwuFxuS0tLX19fYmLiuHHjPP7RdXV1VVVVrVmzBj9YNDU19b777tuxY8fPP/+cmZnpskpJSQmGYfPmzXO4jifX3bJly8MPP1xeXv5f//Vf9j9dvHjx999/39DQMHWq05GTAAw7uVw+ceJtqannDQauXn+8q4vd1sYzGLhRUQyxWCyRSGJiYiQSiUgk8u08jAD1U/Uag2ZA+9JfXq+rbPSyCsRUECxpaWm33nrrZ599du7cOTwwaLXaF154obq6mk6nW61WOp3+4IMP3nrrrQihr776at++fd988439gZQvvPBCU1PT119/jRB65ZVXWltbP/nkE/xHbW1tzz//fEdHB/5WFAply5Yt8+fPd38XZ/X19Zs2bVKr1SwWy2Aw0On0e+6556677sJ/evHixb/+9a8bNmw4cOBAd3e3zWZjs9kvvfQSi8XatGmTUqm02WwxMTE7d+6cMGECXmXVqlWFhYVXrlypra2Niooym81Lly598skn3f+LgJ9/kpeXR1zJzc1FCP30009DxdTy8vLp06c7f84oKSnJysrKyMhIS0srLi52iKnTpk3j8/nl5eUQU4E/jh075nAlP59MtkIqlSqRpFy8KKRQFGy2ls3WC4VyFktrNjP1em5fH+fKFa5ez8MwukgkIkKsWCym090lM/I/plpMliha1J6nP/32jRKfKkJMBUGUm5v72Wef1dfX44Fhy5YtLS0tO3bsyM7ONplMu3fvfvXVV5OSkmbOnLlkyZIPP/ywrKxs1apVeF2VSnXy5Mnbb7/dORoNDAw88sgjbDb79ddfT09Pt1qt58+fJ07ldHMX5xayWKy//e1vOTk5PB5Pq9W+//7777333pQpU+wL79mz59FHH83Pz+/v73/00UdffPFFBoOxadOmrKysK1eubNy48a233vrXv/5FlC8qKlq4cOGLL75Io9H279//zjvvJCUlrV692s0f1C+//IIQuuGGG4grEomEzWbj153pdLqLFy/efffdDtfr6uq6urruv/9+hNCSJUt27tzZ0dFBxHuEEIVCmTx58s8//+ymMQB4RC6COouLi8MXDWg0Grlc3t/fL5fLe3rkFouczday2To+v5vN1thsNJ2Oo1Ryu7s5ej3XamVGR0fj8RXneCivfzFVrzEc+/zEvx94h0RdiKkgiPAs8AMDAwihhoaGM2fOPP300/hkHovFevDBB0+dOnXgwIGZM2fGx8enp6eXlJQQMbW8vBzv5Dm/7bfffqtUKrdv3453tqhUKtGZc38X57dKTU0ljvPkcrkbNmw4duxYZWWlfeHFixcvXLgQIRQXF/enP/3pjTfeWLduHf7+EyZMWLhw4TfffINhGDH9w+fzH3vsMfxz9Nq1a0+dOrV//373MRU/Sd4h0TyPxyNOmHcglUptNtuYMWMcrhcVFXG53JtuugkhdPPNN+/atauoqGjDhg32ZeLj48+ePWvfYABCDj9ogZgo0ev18t90dcn1ehmbrWWxtBKJjM2+jBBmMHA1Gk5/P1ev55hMLB6Phw8R4xMxVszs7mbX0mq1DAYD/4XVqnRXLki337mru6OX3INATAVBhG8IwY+cO3fuHEJIpVKVlPw+lsLhcC5duoR/v3Tp0u3bt7e2tuJBrqSkJC0tzeVkZF1d3ahRo1yOXnq8i7Pz588fOXKkq6vLaDRiGKbVavv6+uwLTJs2jfgeP4Pa/tajR482m81qtZqY0M3IyLAfmJo9e3Ztba1MJnNzzgwe3hwWK9pstqHCnkqlQgg5zBPrdLrKysqCggL8QFM+n5+bm1tWVrZu3Tr70+L4fL7VatVqtRFzVgyIPGw2OyEhgThq12w2E73Y3l65RiNjMAY5HJ1AIB8z5hcazaLXc/R67sWLtLNnO0aN4sooTXyKVzsORtm4X3zxcVZWbmryRKPW+PK9b54u8msUB2IqCKKrV6+i33qr+HbJI0eOOMSJsWPH4t/k5+f/+9//Li4u3rhx46VLl1paWh577DGXb6vVaoc6udPjXRwUFxdv37591qxZGRkZfD6fQqHIZDLztUlZiIVX6LfPB85XrFYrccVh+xA+Q6zRaNzE1OjoaISQWq22P6dPo9Hg153hUdOhnRUVFQaDQa/Xf/jhh/gVm82mVCp//PHHP/7xj0Qxo9GIEGIwGEM1BkQYlUrV399Po9Hi4+PdT0OqVCqHD3YsFstxWDUU6HT6mDFjiIEZ/HRhoiOrVPbR6Wo2WysQqBctot166x0DA97vEUgyGuU2m+2T//v68xe/8b+pEFNBEFVWViKEZsyYgX4LG1u3brWfNbTHZrPnzZt35MiR9evXl5SUMBiMgoIClyWFQuHFixdd/sjjXRzs27dv9uzZO3fuJK589NFH3lR0wyEfKf7SYVmyA7w73tnZScTUnp4eo9E41JphiUSCEFIqlfYXi4uLGQxGY2NjY+PvaxTpdHpxcbF9TFWpVDweD2LqdaKqqqqxsZFKpdpsNiaTWVBQkJiYOFThAwcOOOxYy8zMxNeihxX8dGHiQyqGYUqlUi6XX758uaysTKvViMVj09LSvHw3o864ffXr8mZVQNoGMRUES0VFRXFx8YwZMyZPnowQmjVr1rvvvltaWnrfffcNVWXJkiWHDx8+fvx4WVnZnDlzhhqczMzMPHXq1JkzZ5x/2725iz21Wp2dnU28vHDhgkwm83ND7dmzZw0GA/Hpvrq6Oj4+fqiONW727NlUKrWyspKYGMbXVQ61kTQ+Pl4oFLa3txNXOjs7Gxoa7rrrrgceeMC+5K5duw4cOKBQKIgGtLW1TZkyhezDgZGkvr6+sbExOzt7xowZRqOxtLS0rKxs9erV9ru/HKSkpKSnpxMv3ZQMHxQKRSQSiUSilJQU/IO42Wz2sDD4WrfffsfpQ2d3/PebVovVc2m3IKaCgKmsrGQwGETOh7q6upSUlH/+85/4TydNmnTzzTd//PHHFAqloKBAIBD09fWdPn2ax+MR+z0yMjLGjBnz2muvyeXyJUuWDHWj5cuXHzhw4Pnnn9+wYUNGRobZbK6rq4uNjc3MzPTmLvYmTZpUXl4+d+7c5OTk5ubmnTt3OuxOIcFsNm/dunXdunVMJvPzzz9vbm5+/PHH3VeRSCSFhYUHDx5MTk7Oy8tramr64IMPsrKyhvqsTaFQsrKyGhoaiCtFRUUIoQULHDekFxQUfPnll6WlpfgiKY1Gc+nSJZcrv0Dkqa2tjY2NxRfc4eNAn332WWNjo5uuJ4fDwRcNjGg+BVSEEDea88fbc/P/fNP7T3/yxY7vPFcYGsRUEDDbtm1DCDGZTKFQmJKS8vTTTxcUFNj/5X7mmWckEsmnn376wQcf4Ffi4+PXrVtHFKBQKEuWLNm7d29MTExWVtZQN+Jyubt27dq2bdvzzz+PX+Hz+Vu2bPHyLvY2btz41FNPPfzww3jL169ff/jwYZLP/5ulS5cODAzceeedCCEqlXrnnXfecsstHmtt3LhRr9e/8sor+EB0VlbWP/7xDzflly1btnHjRnyrjM1mKy0tTU5Odu5hp6WljR07tqioCI+px44di4qKWrRoEfnHAyOEUqnUaDT2H8uEQqFQKJRKpe6Hc/Ep1ettWTiNHoUQWvvsypWPLn/5v988c/gcufehBDwvIgDuGY3Gzs5Oq9U6atQo+yU5JMhkst7eXj6fP3bsWPulrT7dxWq1/vLLL3q9PikpyX7xETnz58+/7bbb1q9f39fX19fXl5CQ4FPGY7lc3t3dHRMT47xPxtm99947ffr0jRs3ev/+DzzwQHJy8pNPPul9FTBCdXZ2FhcXL1y4MDk5mbhYXFzc09Nz7733uqyyd+9eDMPMZrPNZhOJRFOnTnW5un7OnDnV1dXBancY0Ci1nU3SF+/a1XOpz+FHh7SfMNnu1iJAPxUMNyaTOXHixIC8lf06BdJ3iYqKck5D77/Y2NjY2Fhfa+Eb2L0s/NBDD/39739fs2aNmxXF9n788cdLly5t377d11aBkchkMiGnBd4MBgO/7hL+YY7P5xsMhpaWlurqapVKZZ/e6zrBE3LTcia+V7ez4tPq1/76nk91IaYCMBxMJlNzc7PLH40ePZrcDNbMmTPfffdd71fwTpgwYe/evd7HbBABfBqJXL58OfF9enr6wYMH6+vrp02b5ryna+/evS7f4Z577iHRyDBEoVDYPNaiv+Qv/Z+b33h4z/dvl3pZEWIqAIF0//3333jjjc7X5XL5E0884bLKmjVrnLMMeiklJcX7wt6MJ4OIgW9ixrcjE4xGo5f7TalU6tSpU7u7u3t7e51jasTETvfoTBpC6L4X16564paX7n69vvqCxyoQUwEIpKFyEMbFxfm/+gkA7+HJRvDMoISBgQH7Yyrcw/OZ4NnQrmccPpvDZz//3ZMXzrR5LOzL6TkAAABGCD6fLxKJOjo6iOFfmUw2ODhI5HzAMMxoNNqnAHOAb4CGyQIcV8jNLEi3WT18woCYCgAAkSkzM3NgYKCqqkqtVvf29lZUVLDZbGJ3jVwu37NnD37OIEKoubn5xIkTnZ2d/f39Uqm0vLy8tbU1MTHRedl8ZC/6dYNCpbB5HkbOYewXAAAiU2pqqkajqampaWpqQggJBILCwkJ8ntUZjUZraWk5f/48/pJKpU6ePPk6XPTrJ9ifCgAAkcxsNg8MDNBoNPcJMhFCGIYNDg7q9XoqlSoUCn3NRgQQxFQAAAAgUGA+FQAAAAgMiKkAAABAYEBMBQAAAAIDYioAAAAQGBBTAQAAgMD4f1qBpUd5SECeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124310>"
      ]
     },
     "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 0x797c68124430>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x797c68124310>"
      ]
     },
     "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": "3.9.20"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "043c20d65633473fafcdf3545499cc93": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_bc3525ac33314a7393e76ac03ec484eb",
        "IPY_MODEL_c3b1e30513ec4967bbd8121f92d1dbfd",
        "IPY_MODEL_3b1595c9f96547f5b820a704ec61d0ea"
       ],
       "layout": "IPY_MODEL_67473e0dc7f5416ab2430b79639f07f5",
       "tabbable": null,
       "tooltip": null
      }
     },
     "0757aff5204f40c78a5d7a5c1b7f084a": {
      "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,
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