{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f02ba3e",
   "metadata": {},
   "source": [
    "(plotmon-tutorial)=\n",
    "# Tutorial 5. Plot monitor\n",
    "\n",
    "```{seealso}\n",
    "The complete source code of this tutorial can be found in\n",
    "\n",
    "{nb-download}`Tutorial 5. Plot monitor.ipynb`\n",
    "```\n",
    "\n",
    "In this tutorial we dive into the capabilities of the plot monitor.\n",
    "We will create a fictional device and showcase how the plot monitor can be used. Enjoy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6484ae50",
   "metadata": {
    "mystnb": {
     "code_prompt_show": "Imports and auxiliary utilities"
    },
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_1182/3143930974.py:5: DeprecationWarning: This package has reached its end of life. It is no longer maintained and will not receive any further updates or support. For further developments, please refer to the new Quantify repository: https://gitlab.com/quantify-os/quantify.All existing functionalities can be accessed via the new Quantify repository.\n",
      "  from quantify_core.data.handling import (\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "from qcodes import Instrument, ManualParameter\n",
    "\n",
    "from quantify_core.data.handling import (\n",
    "    get_tuids_containing,\n",
    "    set_datadir,\n",
    "    default_datadir,\n",
    ")\n",
    "from quantify_core.measurement import MeasurementControl\n",
    "from quantify_core.visualization.pyqt_plotmon import PlotMonitor_pyqt\n",
    "\n",
    "rng = np.random.default_rng(seed=555555)  # random number generator\n",
    "\n",
    "# Display any variable or statement on its own line\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc61ac08",
   "metadata": {},
   "source": [
    "Before instantiating any instruments or starting a measurement we change the\n",
    "directory in which the experiments are saved using the\n",
    "{meth}`~quantify_core.data.handling.set_datadir`\n",
    "\\[{meth}`~quantify_core.data.handling.get_datadir`\\] functions.\n",
    "\n",
    "----------------------------------------------------------------------------------------\n",
    "\n",
    "⚠️ **Warning!**\n",
    "\n",
    "We recommend always setting the directory at the start of the python kernel and stick\n",
    "to a single common data directory for all notebooks/experiments within your\n",
    "measurement setup/PC.\n",
    "\n",
    "The cell below sets a default data directory (`~/quantify-data` on Linux/macOS or\n",
    "`$env:USERPROFILE\\\\quantify-data` on Windows) for tutorial purposes. Change it to your\n",
    "desired data directory. The utilities to find/search/extract data only work if\n",
    "all the experiment containers are located within the same directory.\n",
    "\n",
    "----------------------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4917d7c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data will be saved in:\n",
      "/root/quantify-data\n"
     ]
    }
   ],
   "source": [
    "set_datadir(default_datadir())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a3f17ca",
   "metadata": {},
   "source": [
    "## QCoDeS drivers for our instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "349ab1d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Device(Instrument):\n",
    "    \"\"\"A dummy instrument.\"\"\"\n",
    "\n",
    "    def __init__(self, name: str):\n",
    "        super().__init__(name=name)\n",
    "\n",
    "        self.add_parameter(name=\"amp_0\", unit=\"A\", parameter_class=ManualParameter)\n",
    "        self.add_parameter(name=\"amp_1\", unit=\"A\", parameter_class=ManualParameter)\n",
    "        self.add_parameter(name=\"offset\", unit=\"A\", parameter_class=ManualParameter)\n",
    "\n",
    "        self.add_parameter(\n",
    "            name=\"adc\", label=\"ADC input\", unit=\"V\", get_cmd=self._get_dac_value\n",
    "        )\n",
    "\n",
    "    def _get_dac_value(self):\n",
    "        s1 = np.exp(-3 * self.amp_0()) * np.sin(self.amp_0() * 2 * np.pi * 3)\n",
    "        s2 = np.cos(self.amp_1() * 2 * np.pi * 2)\n",
    "        return s1 + s2 + rng.uniform(0, 0.2) + self.offset()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e3db7c",
   "metadata": {},
   "source": [
    "## Instantiate the instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07c2c898",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [],
   "source": [
    "meas_ctrl = MeasurementControl(\"meas_ctrl\")\n",
    "plotmon = PlotMonitor_pyqt(\"PlotMonitor\")\n",
    "meas_ctrl.instr_plotmon(plotmon.name)\n",
    "device = Device(\"Device\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7802d401",
   "metadata": {},
   "source": [
    "## Overview\n",
    "\n",
    "There are 3 parameters in the {class}`.PlotMonitor_pyqt` that control the datasets being displayed.\n",
    "\n",
    "Two main parameters determine the datasets being displayed: *tuids* and *tuids_extra*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cd613555",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()\n",
    "plotmon.tuids_extra()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "826bc696",
   "metadata": {},
   "source": [
    "The interface is the same for both. The parameters accept a list of tuids or an empty list to reset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "07eff7cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Example of loading datasets onto the plot\n",
    "#plotmon.tuids([\"20201124-184709-137-8a5112\", \"20201124-184716-237-918bee\"])\n",
    "#plotmon.tuids_extra([\"20201124-184722-988-0463d4\", \"20201124-184729-618-85970f\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce8f99ee",
   "metadata": {},
   "source": [
    "The difference is that the {class}`.MeasurementControl` uses `tuids` and overrides them when running measurements.\n",
    "\n",
    "```{note}\n",
    "All the datasets must have matching data variables (settables and gettables).\n",
    "```\n",
    "\n",
    "The third relevant parameter is the `tuids_max_num`. It accepts an integer that determines the maximum number of datasets that will be stored in `tuids` when the {class}`.MeasurementControl` is running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "869ddca3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids_max_num()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51aa0293",
   "metadata": {},
   "source": [
    "```{note}\n",
    "This parameter has no effect when setting the `tuids` manually.\n",
    "```\n",
    "\n",
    "## Usage examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "129d0923",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4f7437e0c6db4983b4f1e65b9e796969",
       "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 0x7f731dcd82e0>"
      ]
     },
     "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": "30a36a7b58514efa8cb38feb482e10b3",
       "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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Hf38TNvuO+uIknv5MW+UzbZUnrt7r+H7nLz9W882Da/R6PcMwJpNpNiA5d9ctFErLW9C6xI66AQCkhU6nKy0tzeQBlEKhMOojNU4o8fl8P/vZz8rKynA4QQiZzebTp0/v378/HO0WPnchgiAiNwXRNL0w9TcQCExMTGzYsGFoaAghpNFohoaGloqpPp8P31Qmk8VzMvTjjz/e3d195cqV8vLyjRs31tTUuN3uyKEzZrPZ3nvvveLiYpIkOY5jGCY8madU3p8jFIvFAoGApum8iKnJJ0BTFOV0Opfdy4UvW4hl2aRvnQH3k36tvvjnfhd6YUtt7x8dKFJJG7/9/pkZUSAQmAzKvtM5d+qO751hz6/+yycfj1pT2GcAQNJaW1tz4S1bqVSq1epwkXCLxXLq1Kk9e/YkmlWr0+kiF3HtdvvC+eSRkRG5XO52u6empqamphQKxdjY2KJv6SzLjo+P43BbXV09PT2NV3xjqK6uPnLkyJe//GWDwfD+++8Hg0GlUunz+aIu6+3tbWpqeuqpp3bv3r1UZnJ+SXic6vf7Ozs7LRYL/qjS0dHR3Nwc4/orV67gA1ajvPDCC/FMIGSLz+fT6XQTNl88OUqxfXVP/Vf31P/PM8PHTrkEAj7A3E9/wGfdvPprm9dVaSmKwgfDhcGCKwB5hOd5hmHw/Cr+/3DmxKLtLperv79/+/btAoHAarWqVCr8xz45OelwOPBkqcVieeedd7Zu3VpXV4djGB6xRT4XPUhowq8fCoXwNfX19ZcvX7537x5eB/V4PEajMarPQ0ND69evX79+fbjlxIkTo6OjOPOZ53mO41iWtdvt165d4zgOZ0U1NTXhBc6Ojg7c5+npaZvNFvk6HMfZ7faSkhKpVFpfX9/V1cVxXF1d3eXLl8fHx3FPcJoxz/M4ivM839PTk45fTYYlHFMZhqEoymAwEATR19e37PWPPfZY5DIGz/OnTp0iSTKXAyrP88FgkBWIAyGuWJXM1u+FfudA07yLeu36QyfbOCj6Z5futhzegBdcI7OCYcEVgDxis9l+/vOf469//OMfI4ReeuklqVS6VLvH4+nr69u2bZtAIJibm7t8+TJBEBzHCYXCPXv24OzfoaGhYDB44cKFCxcu4Fc4fPiwXq+PfC5C6NVXX8Vh6cyZMwihgwcPGo1GlUrV0dFx5swZuVweCAT2798fNfdrsVjsdvuqVasiG1evXj00NIRjand3d3d3t1gsJkmytrZ2//79eBxPEMSzzz574cKFn/zkJ0qlMhQKkSS5Y8eOyNfhOO69994TCAQKhcLj8Wzbtg0/98CBA+fPn7906RL+1nPPPbdhw4ZTp05NT0+zLNvY2JjS30l2JH8mOd5Htew4NcrU1NS77767c+fOqKzunDqT3Ofzzc/P+yRF33rz1rtf35Wql/3jdwaOd41HNX5xY9mvtqkUCoXJZJJIJHizeTAYlEgk69atS9WtAQC5jGVZn88nEonCi4gpwTCMz+dTKpV4I2lqhUIhvEa2VIEniqJCodDCu3u9XoFAEP5JOY7D9ZhiFIrKI5kuKDU4OCgUCnP888iDBCUq0aTf2BaedaORS760q7G5ubmoqEir1Y6NjeF1lEAgYDAYUnhrAEAuE4lEarU6tQEVISQWizUaTToCKkKIIAiNRhMjECoUikXvrlKpIn9SoVCoVqsLI6CiDMfUYDA4MTFhNBpzfEoTf/iatPnqHnkxNRI+60b3oCqTRk788EsbcSVhkiTXrFnT2NjocDjsdrtarYbqEAAAkHcyGlNHRkZYlk1orjgr8Dh13OozPkLS76J2rSp59aXNX9hco5SIwmfdhBmNRrFYjJerU3tfAAAAGZDR/alDQ0MqlWrhjmbs+PHjkQ+PHTuWkU5Fw0l0BEFM2qhf3lyT8tdfV6X97hHtO30mQ2l0wCZJUqFQBAIBGKQCAEA+ylxMtVgsVqt106ZNS5XNzFYQjRKu1pGSjTRLWa1X3TF7N9RE74Bua2uzWCxpuikAAIC0ylxMxaU6Mlb6KyGR20NtNptIJPIGQ1SQLSUXPzjw0TXqyRGzZ2FMVSgUcHo5AADkqdTHVJZlcanJyHKULMveuXOnqqoqfE5hToncHmqxWDQazejYfLUuXQEVIdSoV42YvQvbJRLJsqWpAAAA5KZkYipONcK7PvDZAgihxsZGfFJBf39/V1fXoUOHItdNx8bGgsFgzmYnabVaXI9XIpHY7XaFQkFLpQ1lacztbtSTF+4sXpiQIIhwxUsAAAB5JJmY2tXVFQgE8NfDw8O49KDRaIxx+s/Q0JBEIllYHCt3GAyG27dvI4QkEkkwGPSLtIaSNE6MN5aTI3OeRb8FMRUAAPJUMmEjdjJRW1vbwpNvDx06lMSNMglvCXU4HDzPq9Vqk4l9zJDGaepytcxHM54AQ8qifwV4+nfhIRIAAAByXKbrKOUyg8FAURTLsgaDIa1JvxhOU1rYjsepab01AACAdICY+imSJEUikUwmI0nyEU95iwfEVAAAKDAQUx9iMBg2bNjgD7GeAFOWto00GN6iurAdUn8ByLz+Gbfbz2S7FyDvZbSOUu7jOE6pVN61+urSPEhFCDXqyQ8H5xe2Q0wFIJNuzbi+9m83AiHOF2CPbKr8488lfzJ2KBQKBoMqlSrO9jCapp1OJ8uyWq028mh0hmEcDgfHcUVFRTHyFjmO8/v9MpksKlF0qfYoFEWJxWJ8KBbm9/tZlhUIBGKxWCpdfHThdrvxeTIajSZy5+QKBzH1U/j0YIIgxm02Y0pPpFkUzP0CkHUDM65f+VG323//L+6nV+4JBcLvHGpJ9HWmp6cvXrzodDoRQi+//HI4/i3VHml2dvbdd9/FkcnhcLS3tz/22GMIocHBwa6uLrlcLhKJKIrau3dvQ0ND1HP9fv+pU6dsNhvHcU899VRdXV3s9oVcLteJEyeqq6sjM0lPnz5tt9sJgmAYhuf5mpqaLVu2aLX3a9Q4nc5z5845HA6dTscwTDAY3LVrV319faL/aAUJYuqnwjtYMpCghBAqI6VBhnP5Qxr5Q39m+LMhbKcBIAO+885AOKAihBiOP9k7+6vba40lS44pF6VSqXbu3CkSiU6ePBlPe6TS0tKXXnoJn4mGz6VuamoiSVKr1X7+85/HdXL6+/s//PBDg8EQNeIUiUQbN24sLS1944034mlfaGhoqLq62mQyeb3eyJF0e3v7xo0bEUI+n+/q1atvvvnm0aNH1Wp1MBg8efJkdXX1s88+i/vscDjMZnOc/1AFD2Lqp2iaxrMfk1bfhlpdBu6Ih6qbDUVR7Xj6F2IqAKnC8XwgxC1st/ui11l4xI/M+/RqeVQ7IRIQoiVnOLVarVartdvtcbZ7PJ7R0VEctCL/0ktKStCDkzwqKirC7bW1tRcuXPD7/SqVKvK5Eolk4eA1Rnv0D8vzw8PD+/btIwhiaGgIj4+jKJXKjo4Oi8XS09Ozd+/ewcFBgUCwd+/ecHTX6XQ6XfQb5vT09KVLl9xut0gkamho2LNnD0LI6XR2dXXNz8/zPG8wGPbv3+92u8+fP2+z2XieLy8v37NnD47r169fRwjZ7faJiQmVSrV3797Kysplf5xckEMxtbOzM/z1vn37Mt+BcEwdt1HPb6zKwB2Xiqkw/QtAavVOOb/0o+6F7TQTHWidfvq3ftaz8MovbK79o8TnhJficrmuXLmyfv368ErkyMgITdN3795taWkpKop+TxgfH1er1TjeLHxu0qampnier66uDoVCly9fXjSmIoQEAkFtbe3k5CRCyGQyVVZWxl6gRQh9+OGHO3fubGhoCIVCNpsNIUTT9Ntvv93a2vrEE08IBAJcg08oFG7ZsqWsrIzjuO7u7o8++ujpp59GCHm93tHR0QMHDuzfv//WrVvnzp178cUXH/GHzYwciqlZiaORIsepGchRQktX/YWYCkBqtdfqBv7k4MJ2JxX67N9csHjuF4aTEaI/e6716KbFz6NMocrKymPHjkUGxZmZmUAg4Ha7F56GOTs7e/Xq1SeffHKp5yZtcHCwsbFRIBAYDIaPPvpoZmamqmrx4YRcLse5k8FgUKPRLPvKPM/7fD68hlVeXo4QGhsbk8lkmzZtwhfgH1OlUsnlcovF4vf7dTrdwMBA+BUMBkNNTQ1CqLW19fLly+ETw3JcDsXUrMPVi4IM56DocrUsA3ds1JOn++cWtkskEoqiMtABAFY4rYL4xSu7v3aiZ8zqFSD0259tzEBARQgJhUKZ7KE3GTyo8Pl8P/vZz8rKynA4QQiZzebTp0/v378/HO0WPjc5gUBgYmJiw4YN+NAwjUYzNDS0VEz1+Xz4pjKZLJ53p8cff7y7u/vKlSvl5eUbN26sqalxu93hLKcwm8323nvvFRcXkyTJcRzDMOFUEqXy/sBGLBYLBAKapiGm5hn8uxy3+owZGaQiSP0FIAcUKSUn/tNWhuVFwqUOd84cpVKpVqtdLheOqRaL5dSpU3v27ElHVu3IyIhcLne73W63GyGkUCjGxsZ2794duakGY1l2fHwcF2yvrq6+du3askmU1dXV1dXVwWBweHj4/fff//KXv6xUKqenp6Mu6+3tbWpq2rJlC0LIZrNFjlPzFGwq+hSe+520+erSn/SLFaskPL9IlgRsUQUgw8SiRwqoPM+HQiGGYRBCeLAVu93lcl26dAkflmy1WsOnkkxOTjocDjxZarFY3nnnna1bt9bV1YVCoVAohK+PfC5CCH8r/PrLtocNDQ2tX7/+sw8cPHhQqVSOjo6Ge85xXCgUwgNljuNwVlRTU5NUKj137ly4z9PT0319fZGvzHGc1WpFCEml0vr6epZlOY6rq6uz2+3j4+P4Gq/Xi++C3+t4nu/pWWQZO+/AOPU+juN4nheJRBM2ypD+zalhq/XkHbNna31xZCOMUwHILzab7ec//zn++sc//jFC6KWXXpJKpUu1ezyevr6+bdu2CQSCubm5y5cvEwTBcZxQKNyzZw/O/h0aGgoGgxcuXLhw4QJ+hcOHD+v1+sjnIoReffVVHJbOnDmDEDp48CAeUC7VjlksFrvdvmrVqsifYvXq1UNDQy0tLQih7u7u7u5usVhMkmRtbe3+/fvx1CtBEM8+++yFCxd+8pOfKJXKUChEkuSOHTsiX4fjuPfee08gECgUCo/Hs23bNvzcAwcOnD9//tKlS/hbzz333IYNG06dOjU9Pc2ybGNjY0p/J9khWPjhJU4UReEFyIUTBYsKBAJmsxn/AkpLS6MW2Hfv3n3x4sXkepISfr9/dna2oaHh99+81Vat+eKW2szc97+/fbuxjHxxe/SO7KGhoVWrVuHtXwCAwsayrM/nE4lE4UXE3BcKhSiKUigUS00CUxQVCoWUSmXU+5jX6xUIBOGflOM4XI+pMHYPJvyW7ff7Ozs7LRYLXqbu6OiI56Tx7u7u3t5ejruftl5ZWfnss88meuu0iiz48Ln1mdsI1VhGjswvsqSKp38hpgKwEohEIlzbIY8QBBE7AXipAyujajQKhcK8+9ljSPgtm2EYiqIMBgNBEFFz6Eu5cuVKT09Pe3v72rVrpVKpy+XC25VySngjzYSVMpRkbu63Ua9695ZpYTucogoAAHkn4ZhKkuTRo0cRQiaTKZ6Y6nK5ent7161bt3XrVtxSUlKCVwtyCk3TMpmMZjibL1ihyVzGdmM5OTIHqb8AAFAI0p73e+fOHZ7n29raEELhud8chMepman0G0mnkIiEAqs3GNUOMRUAAPJO2pfr5ufn5XK50+l87733HA4HQRD19fU7d+5c6vygbLm/keaeoy6DSb8YrqZUonroH0QikeBNYwAAAPJF2sepfr+fYZjTp0/X1dUdPHhw3bp1d+7ceeedd5LON04THFMzWfAhbNHKDzBOBQCAvJOJtNJQKLRp0yZcKcNoNBIE0d3dPTk5aTAYIi87fvx45MNjx45loG8YwzA4w3bC5mutXL6UZWo16snbs66oRij7AAAAeSftMRWXiIzca2w0Gru7u9o2Oo0AACAASURBVOfn56NiaiaDaJRPq+fbqKfXVSx7fWqt1qv+o2cmqlEgEIhEonCwBwAAkPvSPveLz9WLrPCADwnKqXylT095y5m5XwTTvwAAkG9SH1NZlg0Gg+GQWVdXhxDCR+Vhs7OzCKHi4uJFn54VOKYyLD/vCVRqM330gUZOSMXCeU906i9M/wIAQH5JZl5xZGSEZVmXy4UigmVjYyMegPb393d1dR06dAgfj1dVVVVZWXn16lWZTKbX6+fn5y9fvqxWq9NxzELSgsGgWq0et/mMmd1IE4aHqmXkQ6m/ME4FAID8kkxM7erqCp9IMDw8PDw8jBAyGo1Lnfz+xBNPnDt37uzZs/hhWVnZZz7zmWWPic8kvGw5MeM1ZHziF8OVH3ateqgUhkQiCf87AwAAyH3JxNTYyURtbW24wkOYTCZ7+umnvV6v1+tVKBQ5WNoxGAxKpdJJmzljp7xFadSTvfccUY0EQXg8i6yzAgAAyE2ZOz9VpVKVl5fnYEDleZ5lWbFYPG6ljBms9BsJl32IaoT1VAAAyC9wJnnkRprMnUYeBco+AABAAYCYGnEiTcaL/YappGJSJja5Hlo9FQqFAoGAZdmsdAkAAECiIKbePzmV4fg5V6Bal+mNNGGr9eSdBUNVmP4FAIA8AjH1QfX87E38YjD9CwAA+Q5i6oNT3jJ7FPlCkKYEAAD5DmLq/Y00WVxMxWCcCgAA+S6H6rN3dnaGv963b1/G7ovXUydsvsYyMmM3XWjRmCqRSLze6MErAACA3JRDMTWTcTSMZVmBQCAUCies1IEWfeY7EKaQiHRKyYzDXxWRJwXjVAAAyCMrfe43FzbShDWWkSPzDw1VYT0VAADyCMRUWiKRcDw/4/DXFGUzRwktlqYkFAqFQiHDMNnqEgAAgPhBTMUbaai64iwHVARpSgAAkOdWekzFCUpZOYp8ISj7AAAAeS35HCWKomiaVigUeD1yKRzHud3uqEaVSiUW50R6FE3TarV6wubK+mIqWmKLKoxTAQAgXyQc2Px+f2dnp8VioSgKIdTR0dHc3BzjeqfT+dprr0U1hk8sz7rw3G99DoxTZYSolJRO2anIlV04RRUAAPJFwjGVYRiKogwGA0EQfX19cT5r27ZtlZWV4Yc6nS7R+6YJjqnjVt/ja8qy3ReEHgxVI2MqnKIKAAD5IuGYSpLk0aNHEUImkyn+mKrVavX6bO7+XFQunPIWBW+nebz50wAPc78AAJAvMpejxHFcxu4VJ5yghBDKkbxfhFBjOTkyB1tUAQAgL2UoUeijjz7y+/1CoVCv1z/22GM5tZiaI0m/WKOe/NHFsciW8CmqIpEoW70CAAAQj7THVKFQWFNTU1VVJZfL3W53f3//O++8c/DgQaPRmO5bLwvH1Ds5M0hFMU+nkcuzdrYrAACAeKQ9pmq12meeeSb8cO3ata+//vqlS5cWxtTdu3cvfPrFixfT17cHG2kcubCRBiNEwiqtPKpQIl5ShZgKAAA5LtObRJVKZX19/cDAgM/nUyofimRpDZ+LenByqs+QM3O/CKHVetUds3dhTM1ilwAAAMQjC3WUcLUHnuczf+so4VPecmeciharUAhpSgAAkBdSH1NZlg0Gg0tl+TIMMzk5KZVKowapmcdxHMdxYrE4d5J+sYUxFcapAACQF5KZ+x0ZGWFZ1uVyIYRMJhNubGxsxImp/f39XV1d4UpJXV1dCoWitLRUJpO53e7e3l6Xy7Vt2zaBQJC6nyIZ4c2pOZX3ixBq1Kv+8aO7kS0wTgUAgLyQTEzt6uoKV8sbHh4eHh5GCBmNxkU3ewgEgk8++YRlWfxQKpVu3759w4YNyXY4ZXLqRJpICyvpwzgVAADyQjIx9dixYzG+29bW1tbWFn64Y8eOrVu3ut3uYDAokUh0Ol3WR6gYjqkjOVNBKUwsFNQWK8YsvvrS+x0TiUQ8z3McJxSu9HOEAAAgl2Ui71ckEuVOgd+wUCgkkUjGrZ6cmvjF8JJqOKaiB9O/Mpksi70CAAAQ28od9+Ts3C+CNCUAAMhPKz2m5tpGGmxhNSVIUwIAgNyXEweDZ0UOFvsNW60n/+7caGQLjFPzVN+U663eGYTQ4faqdVWabHcHAJBeKzSmhkIhsVgsEAhydO63jByZjy77gA+BB3nkwoj5lddv2r00Quit3tm/++KGXatKst0pAEAardC5X1xBacpOVenkwtzIQ44kEKCGUtXo/KfTvzBOzTt9U65XXrsfUBFCDl/w6yd6bs04s9srAEBardCYmsuLqVhUmhKsp+adt3pn7L6HfmUOin67ZzZb/QEAZEAOzf12dnaGv963b19a73U/pk5RhpKcm/jFcJrSU+vuP4QtqgAAkPtyKKamO45GomlapVJN2Ky5PE5996YpsgVP/0ql0mx1CSTkcHvViav3giE23KKRS57fWJXFLgEA0m2FDnrybu4XwfRvvhmYdW+vL9IpJfihWkb88Esb10LqLwAFLYfGqZl0/5Q3a+7O/a4qU921eHkehTOoIE0pj3SNWk/2zf705a23Zpxv98xevmvbtbpkRwMk/QJQ4FZiTOV5nmEYgiAmc6/YbyS8o6ZJT+KHME7NFxM23x/+x+3zv9uBEFpXpV1Xpb057fr2W7ey3S8AQNqtxLlfPPE77fCXa2RiYc5tpAmLOqAGxql5geH4z/zPj3BADWur1lA0G7k5CgBQkJKPqRRFOZ3OhEZOHMc5nU6nM8tb9HJ/MRWLqlAolUqDwWAW+wPiseu7H378rf0L2w9vrHqzZybz/QEAZFLCc79+v7+zs9NiseCyPh0dHc3NzXE+t7u7u7e3lyCIl19+OdH7ptD96vlzOT3xixBq1JO4rB0G49Tcd/SHl/7+V9rL1YscH3R4U/Vzf9/1zSeaMt8rAEDGJDxOZRiGoiiDwbB+/fqEnjg/P3/r1i2NJvt5jzhBadxKGXM1QQmLSv0Nb1HNYpdADK+81vulbXWP1S1+rGG5WmYsVV6+a8twrwAAmZRwTCVJ8ujRo3v37jUajfE/i+O4zs7Otra2oqKiRO+Ycg9Oecv1cWp9qXLSRrEcH26BNKWc9de/GF5dpnou5vbTI+3Vb9yYzliXAACZl6EcpWvXrrEsu3nz5szcLrb766lWnyH3TqSJEjVUhenf3PRvV+/ZffR/3bcq9mWH26vevAFLqgAUskzEVKvV2tPT09HRIRKJMnC7Zd0/5c3mM+b2OBUtSFOCcWoOunjH+t4t018eXrfslUKB4ND6ird7oeQvAAUr7ftT8axvU1NTZWVluu8VD5ZlBQLBnDtYRsrEotzdSIPhcSpFUfPz8wghp9PJsqzH4+F5vqKiQiZbJBcGZNK41fdHb9/u/EZHnNcfaa/+0cfjz27Iib8FAEDKpT2m9vT0UBS1ffv2Za88fvx45MNjx46loz8PNtJQhtw7NnWhRj35+rUpmqbv3LlDkqTf7/f7/aFQyOPxFBUVQUzNrhDLHfibC3f+/Mn4n7KnsfS3Xu+1eelilSR9HQMAZEt6YypFUdeuXWtra7Pb7bglEAjwPG8ymWQymU73UIZkmoJolPsxdTYPFlMRQqv1qjtmr1ar1ev1DMNIJBJcAaq8vDwXMqhXuJ3f/bBrsa2osR3eWP1mz/R/2l2fji4BALIrvTE1EAhwHNfb29vb2xvZ/tZbbxmNxoMHD6b17pEip085jusbo3VycSAQyPGhnqFYOeP0h1jOYDDcvn1bpVJxHBcIBBobG7PdtZXu8A8u/eOLm8rIhI8JOtJe9crrfRBTAShIqY+pLMvisZRQKNRqtS+88ELkdy9cuDA3N/f5z3+eIIiU3zqG8PSpw+GQSCR357mtpVwwGMzxmIoepCmtrVSTJEnTNE3TSqWSJMls92tF+2//1vOVnYb22sW3osa2pkKNEBoyufEXAIBCkkze78jIyODg4OTkJELIZDINDg4ODg6y7P1zIvv7+//lX/5ldnYWISQUCjUPIwhCIBBoNBqFIqPLmXj6VCKRSKVSjUZj9nEttaV5MX0a3k5jMBjwzLler892p1a0v/rF8Jpy8nPrk88zOtJe9QZsqgGgECUzTu3q6goEAvjr4eHh4eFhhJDRaMyRrTJLwdOnLMuKxWKTl9m2tiHbPYpLOKaSJCmTyZRKZY7/Oxe2E933nBT9zSeW3zkTw5H26s/8r4/+8Ol4i3oCAPJFMjE1djJRW1tbW1vbUt/N5BpqFLVaTZLk/Pw8L9dqZaJiXR4MUhFCjXryxNVJ/HVbW5vH4/F4PLGfAtLkwojldP/cqy9tSehZ4bX8MJ7nWyrICyOWPY2lKe0gACDLVtb5qTU1NcPDw5M2qr4sb9YjI8s+EASh0WjMZnN2u7QyjVl8/+Od/g9/pyPRJ4bX8sMtHo/n6RbjGzemIaYCUGBW1vmpMplMoVBYg4KGsrxJD6kpUlg8wUDo/nK1SCQSiURQTSnDaIY7+P9dSCKgooi1fJVKpVKp8FaoL+5Y9U6fieP55Z8PAMgfKyumhkKhpqYmXllSlw8FH8KiKhTKZLLwejbIjB3f/fBS4ltRw3B+Gf46EAgYDAYE5X8BKEQrK6YyDCOTySbtfmM+FHwIW60n70RU0lcoFPjwWpAZz/1D14++/FiJKuGtqGF4Ld/tdvf395MkieeB4ZgaAArPyoqp+OTU3D/lLUrU6TRyudzv92exPyvK1070vLzbuKFG+4ivU1tbOzs7q1Kpwscdbm8oHrf45tww5QBA4ViJMTVfiv2GRc39QkzNmO+9P7S2Sv1MWwpK3s/Pz1dXV6vVaoZhwo2HN1W/eR2GqgAUjpUVUxmGsflZrZyQEfm0xbOxjByZ/3ScKhQKCYIIBoNZ7NJK8NPuSXeA+fW9KdjHPDMzU1JSsmnTpm3btlEUxXEcbj+8serNHlhSBaBw5NBems7OzvDX+/btS8ctQqGQyR+qy6vFVIRQlU7u8NEUzSok9z8K4KGqVJr8Ch9YqG/K9VbvDELocHuVzUufHTD/+FhiW1EXZbfbBQJB+MQItVrtdru1Wi1CaFWZSiER3Zx2tVXnx25pAEBsORRT0xRHI4VCoWk3nV8TvxheUg2v6uE0Jfy+DFLiwoj5lddv2r00QuiNGzMqqehREn3DAoGA3W5ftWpVuEWtVjudzvDv7nB79Zs3piGmAlAYVtDcL8/zHMfds/vz4pS3KJCmlFbdd8xfP9GDAypCyO2nvX76+vj94kcURU08bHx8PM7tTHfv3m1oeGj2WK1W41Pl8UOY/gWgkKygmPogQclnyKukXwy2qKbV232zrgAb2eIOsm892DyKCyHNRRgdHY1nPXtsbMxoNAoEgqh2PP17/2s5scVQ9MEg1MYCoBCswJiaZ0m/WNQ4VSAQyGQyGKqmyqIr0+HGRQshLXuo0dzcnFqtXvT8pciYihB6vr3qP6D4AwAFYQXFVIZhxGLxhNWXj3O/UWUfEEz/ptTh9iqN/KEDfUmpeH+9an5+fm5ubnZ2ViKRzMzMmM1mq9XqcrlwIaQY3G43TdMlJSWLflej0bhcrvDDp9dVfDBoDjLcI/8cAIAsSz5HiaIomqYVCoVEIol9ZSgUstlsPp9PJBJptdpsZdaEQiEXjUiZWJ5XG2mwCo3ME2C8QUYlvf8rg+nfFFpXpfmHX2n/6quf+GgOIaQQoz9/qs6gFSOExGKxUChUKpVut5thGI7jgsHg7OysVqvV6XT4P/6ok2cYhpmZmdm6dWuMO5Ik6fF4woX1cU2lF7bUpvGHBACkX8Ix1e/3d3Z2WiwWXB6vo6OjuTnWMZATExOnT5/mI2qF19bW7t+/Xy6XJ9HdR8EwjMnD5OMgFcPTv+2197dkKBQKu92e3S4Vkl2rSp5uLbkyNNdaLv9KR8uWxug6D83NzTdv3hQIBFu2bJHJZE6nc2JigiAIvEkm8uSZubk5mUwWDAZlMtlSt8ND1fBTnm+v+qvTwxBTAch3CcdUhmEoijIYDARB9PX1LXu9SqXas2dPRUWFSqUKhUIjIyOXL18+f/78k08+mVSHk8cwzIybzscEJQynKYVjKn7X5nl+YQoMSM7QnP+FFsmmOs3mBQEVPTgTnuM4HAhLS0tLS0t9Pp/D4XC5XGKxmOd5kiQtFktJSYlGo4m94KpWq2dnZ8MPNxuK5tyBKTtVU5R/i/0AgLCEYypJkkePHkUImUymeGJqSUlJeFWJIIgNGzZMT09PT2ehHhtN0zPuUD4mKGFRaUrowS5VpTJfPyXkFLuPvufwP/tLbUstgiKE2traolqUSqVSqayqqlKr1Tdu3LDb7UVFRRzHLbvgKhQKFQqF1+tVqVS4BW+q+c3HVz/azwEAyKYs5CixLLtoMmS6MQwz7QjkXRGlsMZycmTuoZgKS6opdHbAvNNA4rTepa4hCGLR7woEgpqamvr6+pKSEolEgk+hWfaOUZlKuPhDcp0HAOSIDMVUn89nt9tnZ2cvXrxoMplip2+kSSgUmnT4jXk89xs9ToXU3xQ6O2DeUiV7lHKPBoOBYZjw8ajLitpRU1esKFFJr086ku4AACDrMlSb8JNPPhkcHEQICYXCHTt2RJZqywyWZYVC4aSVqivJ17nfMlIaZDiXPxTe9aFQKCLTTUHSeB6dGzL/9mbjsknsMUQtuC5LJBLJZDKfzxeevcenlG+q0yXdBwBAdmUopm7evLmtrY2iqPHx8a6uLp/Pt3379qhrjh8/Hvnw2LFjKewAwzCeEJJLREpJDpU4ThQeqm423D+AUyKR4N0dQuEK2mecDmcH5vY3lcZI043TwgXX2PD0b0RMrf6zd8/++fOtj9gNAEC2ZCjA4FSOoqKi6upqlmV7e3tbW1ujPs6nNohGCYVCZoo35u1iKrZar7pj9oZjKnow/QtpSo/ozIB5T73m0c/5ibEWuyi1Wj0/P19ZeT/NWE6I9jaVnr49d7C1/BF7AgDIiiyMb8rKyhBCkdkZGRAKhea8bF3eJv1iS6X+Zqs/BePsgHl7rfLRx6mJEovFEokk8jeIiz9kuBsAgFRJfUxlWTYYDIZPXV5obm4OIRTeQpAZDMPMekL5uzkVgzSldLg6bm8qJyWIycp5tFGZSp9t0V++a/MGmcz3BADw6JKZ+x0ZGWFZFg80TSYTbmxsbBSJRAih/v7+rq6uQ4cOVVdXI4QuXryoVCrLysrwu/+dO3eGh4dra2szXKEwFArNuOhNDfkeUx86nQYhpFAoIksHgCR8MGj+TLPe7/dnvrYXQkitVk9MTJSXfzrZizOVfnV7XeY7AwB4RMnE1K6urvC2yOHh4eHhYYSQ0WjEMTWKRCK5ceNGKBTCD0UiUUtLy44dO5LtcJJCodCUM5i/BR+wEpWU5XgHResU99NTxWIxenA8QFa7lsfODpj/74vtjGN20f+A000ikYhEosiIfqS9+o9O9kNMBSAfJfNGHDuZqK2tLTL7cevWrZs3b3a73YFAQCwW63S6rLxzMQwz5Qjkb7HfMJymtMUYnaYU5/4NEGV03isSCsqVQqs/04upYbiefjimrq/Ruv2hcasv31PqAFiBMpGjJBQKtVpteXl5SUlJVgIqQsjiDkgJYfhQl/zVVE4Oz0GaUsqcHTB/tkUfDAazspiKRRVUQpCpBEDeWhH7Gnmen3YF8z1BCWssI0fmIU0pZc4MzB1oKc9uTJVKpQKBILLM5JFNVW9ch1PKAcg/KyKmMgwz52MLJKYuSFOCqr9Js3npe3ZqY602WwlKYXj6N/ywQiOvLVZ0j9my2CUAQBLyfi40HnhzqqG0EGLqaj155+HtNPjQbJqmH6Wu3sqEB6kIoeyOUxFCGo1menq6tLQ03HKkveqNGzNb64vRgjPPEUI8z1dUVGR+Qy1YCH47INKKiKkMw5i87NY1+Z30ixUpJQIBsnnpYtWnERRP/0JMTdTZAfOXttXRNI0/l2SxJ7hQcOQHo8Pt1X/w5q2/OtqGEKJpOvLMc4SQx+MpKiqCd+1cAL8dEGmlzP3Ouum6gpj7RVD5IUVYjv9oxLJ/TVnWB6kURU1MTHg8noGBgYmJiYmJifHxcYYOPrmu4p2+WYSQVqvV6/USiUSlUuHT6MrLy2OfeQ4yBn47INKKiKk0TU85gwWzMwFiakrgUg8IoUAgkN0hBR7o+Hy+e/fuzc3Nzc3NjY6OBoPBcPZvKBQqKiqam5ubnZ3lOC7+4+RAZhgMhkAgwDDMzMyMy+WC385KlkNzv52dneGv9+3bl8JXtrj9hEhIynLoh30UjXrVwCzE1Ed1ZsB8oEWPEAoGgxmulBkFD3QYhvH7/TKZjGXZ8vJygiBai0M9k45Pbg6opSKlUqnT6dxut91uLy4uhu3IOUWtVkul0pmZGZ1OR1GUxWIRCoVwssXKlENhJrVxNNKUI1CjK5y1jdVl5Nu9D9UjFAqFEokk6+Ot/HJ2wPydZ1oQQn6/PzI5KCsMBsPt27flcvn8/Lzf76+srJybm1MoFIfWlfU4JP957yqEkEajuXLlitfr3bRpU3Z7C6LwPM/zvFar5Xl+69atIpHIbDbzPF9aWkqSJCQxrSg5FFPTZ8JGFczEL1qs7AN6sKMG/krjdHXcvqacVMsJlANJvwghtVpNkiQ+fEKn023evBm3v7Bd8Y1/78MxlSRJtVptNpthkJprRkZG1q9ff/PmzfCJ9EajEQ9YzWazTCaDJKaVY0Wsp047A8bSwnkb0sgJqVg47wlGNsL0b0LCE7+580HEYDAEg0GCINasWRNubKlUsyw//GD5vL293Wg0siybpT6CRYyNjdXU1BAE0dbWtmHDhnC7QqGoq6vDJ0ZzHMeyLCQxrQSFP07lOG7WE9raks0Fs5TDaUpl5KejK4VC4XQ6s9il/HJ2YO7Vl7ai3BikYiRJ4h01UcPQw5uq37w+/ftPNSOECIIgSdLv92d3ARiE4TVUhUKBljiRXiaT1dXVKRSK7u5uiqLUajXDMI2NjfHfAqaO80vhj1NDoZDJwxpKCmFzahik/j6KEbNHKhbhA+pzJ6YihKIGOtjhjVVv9nxapxB+0bnDYrHgc0GWvbK0tLSuro4kSZfL5fV6YxwvvRBOC5+LgNPCH6HjII2SH6dSFEXTtEKhWLbUAMdxVqvV4/FIpdLi4uIMF4ELhUIFcBp5lNV61c1pV1QjfrfNbo29vIDr5uOv/X5/UVFR7OszZtGBTikpXVNOXrxj3b26BCGkUCjsdnvGuwaiOZ3OYDCIT4mOh8FguHnzplKpXLNmjdvtNpvNZWVlWq122WFoOC0cv9MGg0GYOs5lCcdUv9/f2dlpsVjwWSgdHR3Nzc0xrr9x40Zvb2/4U5VQKFy3bt327dsFAkFyPU6UzRMQCJBGvsi7Vf5q1JP/fj363BKIqXE6O2D+H59bi7/OqXHqUg63V795YxrHVBin5gK/32+z2RoaGuJ/Snhuv7i4uLi4mKbp+fn5+fl5uVy+bAYTTguXSCQ8zwcCgYSmjkGGJRxTGYahKMpgMBAE0dfXt+z1TqezpaWloaFBq9X6/f7u7u6+vj6pVJqx/QDjVm+NttAWHhbO/SKE5HI5HPq2LKs3OO3wb6jRIoQ4jgt//M9lz2+s+q3Xev/mlzcghMRisUAgCIVCiw5qQcotHEfi98DIU6LjFPkUiURSXV1N07TZbGZZNhQK4Tnk8DCUZdlgBI/HMzMzU1ZWVlRUBInfuSzhmEqS5NGjRxFCJpMpnpi6b9++8JCUIIjHH398Zmbm7t27mYupFi9eOSskpEyslIjn3IFytQw9+LMPhUJzc3OhUAhBFsPSwhm/KE8GqRiuqXSkvRo9GKpCTM2MheV87969+9RTTyXxUgt/ZRKJpKamRqFQXLlyhaIojUZjs9kMBsPQ0BDP89IHlErl5s2bBwcH5+fnW1tbH+nnAWmW9rzfqDleoVCoUCgyuRngniNQV1SA06H4gBocU8N/9vPz83gcAxvglnK23/yrO+rw17mzkWZZz7dX/eP5uzim4lPo1Wp1tju1IkQtZ967d2/NmjXx5CXFr7i4uLa2lqIor9dbVFRkMBikUqlYHP3mLJPJSktL3W53cXFxCu8OUivTeb8Oh8Nms8W/sP/oppwBY0kBbjyIrPwQruKt0WgkEglsgFsKw/EX71j2NZXhh3kUU3etKhkxe/CmZBxTs92jFQSX80UIWa1WqVSajuVMg8HAMIxMJmttbVUqlQsDKkKora1t69atQqEw8qhdkGsyGlMZhvnggw/kcnkmi6tNO4P1ZQW4/BB1ODn+s5dKpcFgEGqsLyUy4xflVUxFD6Z/EaQpZRyucuVyuQKBQFlZWTqWM3EGk0QiifHiBEEQBFFRUWEymVLeAZAqmav5wHHcmTNnHA7HM888g7dIRzl+/Hjkw2PHjqXkvrPuUIO+AGfJGvXkie574Yf4z97hcPh8vvLycshiWNTZgbnPtpSHH+bReipC6Pn2qq+d6Pn1vQ0CgUAqlebXB4J8ZzAYzp8/r1Ao0vdpNc6kJ3yonN1uz509YCBShmIqx3Fnz56dmpp68sknKysrF70mVUE0ks3j53hep8j1xM4krNar7kSMUxFCBoPBbrd7vV4YpC7lTL/5T569n+LBsizP84tOsuWmRj0pEQtvz7haqzR4qAoxNWNkMplAIMCfXNN0i/iTzioqKgYGBiCm5qZMzP1yHPfBBx9MTEw88cQTtbW1Gbhj2JjFU63Jm4FIQpQSsUZBzDo/nQMkSRKXrINB6qKujNlaqzQq6f0gmo/jvHBNJVhSzTC73b5p06aFVa6yQiAQ6PX6ubm5bHcELCL1MRVvqwoX3+J5/ty5c+Pj45/97GczP34am/dUawszpqIFS6oIoba2tubmZpxPAaJELabm18Qvhos/IFhSzTibzabX63Nn/1JJSYnT6WQYZtkrKYqaeNj4+Di8RaRPMhNfIyMjLMu6XC6EUHi1vLGxUSQSIYT6+/u7uroOHTqEk3s/DXo8igAAIABJREFU/vjj0dHRurq6YDA4ODiILxYKhU1NTan5CWIat/pqC+jk1Ci48kNH06dnfxIEoVKp8nEElgFnB8z/+vLW8EO/37/oun4u0yqIVaXky69eq9EpNmiDDQ18xuqRrWROp1OtVguFuVUdvby8fG5ubtk9FAv31xbYRrtcO2MgmZja1dUV/pgzPDw8PDyMEDIajTimRrFarQihycnJycnJcCNBEJmJqffs1Jbagt1S0qgnr4zZohrxQapZ6U8uGzZ75ISotujTIBoMBlO7yzADLoyYh8xub4BBCKllYlXR7ONrq7LdqcJns9mWygLJIq1Wa7PZli1HGrm/lud5mqYLbKNdrn1oSCamxk4mamtri0xge/7555O4Rarcswd+eVPO/TGkymq96v9dnoxqlMlk+HMMiHS23/zZtfrIlrwbzfdNuV557SYOqAghd4D57Z/f/letcl2VNrsdK2yBQIDn+dwso4331dTX18e+DJcLDoVCuPxWgZULXvaMgQwPZHNrNiPlppyB+gI6jTxKk54cXlD1F29RzUp/clnUYmooFBKJRLk2mxfbW70zdh8d2eIKMG/3zGarPyuEzWbL2bpFCoVCLBa73e7Yl+FDW51Op9/vj70FNk/h3fk8z+MzBqISdzJ8WF7ebCRIgifAMBxfqs7FD5gpISNEpaR0yk7VRExpEgTB8zzDMHm0SyTd5j1Bk8u/vvrT8VzeDVJBVnAc53K5qqrimmDvm3K91TuDEDrcXrWuKkOTq5WVlaOjozEKVTIMMz4+bjAYpqamAoFA4QVUhJBarVapVPfu3cOj1fn5eYfDIXlALpeXlZWxLJuZw/IK+W13wuarJIncSdVLB5z6GxlT0YOhKsTUsKhSDyg/Y+rh9qr/6JlxUp8OVVUS0bPrK7LYpYIXf2mFCyPmV16/affSCKG3emf/7osbdq0qSXPvEEJILBZrtVqr1VpSssjtnE7n3Nyc0WiUSqUWi0UikQiFQpqmc/8spoRQFBUKhUiSFIlEa9eulUqloVCIpulAIOB2u/HXU1NTGo1Gr9en+7C8Qn7bHbd4K9XEoplTBaOxjByZ9zzeXBbZiNOUlMqCOob9UZzpN7+0yxjZEgwG8V7ePLKuSvP3L2z8+r/1OHw0QkiA0J8erDFoC/lPOOtsNtuyq5XowVJ3eGbe4Qt+/UTPq7+2OTNL3Wq1+sqVK0ajMZwEjtcLbTYbz/Nr1qzBjTjNxe1222y2iorC+Shms9lcLtemTZuuX7/OcZxWq0UILVz/JgiCoqhgMJjWwh2osGPqmMVbrSmoj2MLrdaTH49aohpx4bqs9CcHMSzfddf6k5e2RDYGAoFFP9fnuF2rSl59aTNeQzW5/HM+RFFUQc7m5QKPxyOTyeKZ6Fq41O2g6D9/d/DXdtfXFitqixRyIslP9vHMJ9M07fF4hoeHcThBCDmdTofDYTQaIzPb8Q9SXFx8+/btgomp09PTIpEIf+6JXdyxoaHh5s2bGTjRvZBj6rjV21y4m1OxRr3qX7rGoxrlcrnD4chKf3LQmYG5Aw9P/KL8LPiAravS4tGPyx/a/b0Pn1wNsxHpYrPZHuWDlzfIvH5t6p6NumenlFJxbZECx9f7/ytW4IMaY4hzPlmr1RqNxqmpKZlMJhaLbTabQCBYt27dUp8GSkpKlporziM8z9+9e7ekpCT8SSL2px98SgHHcen+DFrIMXXC6ju4Sr/8dfkMl32IaoQtqpGiMn4RQsFgUCKR5Hu1BI2c+KXHan56zfSHUN45DWiapmk6zgWChUvdGrnke0fa1j4YWVq9wXt2CsfXK2M2HGttPjocX/EXNUWK2iKFQiJCCc4nGwwGq9WKP0lTFLVnz54YAaakpGR0dDRfYuqiO2G0Wu3s7GxDQ0P8WRF9U66T01KEkGzGldYMshyKqZ2dneGv9+3b9+gveM/hNxQX+Kd4iVhYoZFN2qi64k/TlAQCAUEQhZeJkJwzA+Y/e641siUfE5QW9c2Da9Z95/Tvfg5+0amX0BaadVUapUTE8YTbH0IIaeTED7+0cW3EG3eJSlqikrbXPlRjJMRy9+xUZKydslP37JRCIq4tUjj9oYXzyW/3zC4aU9VqdWlp6fz8vEgkqq2tjT0UE4vFSqXS5XKlKvc1rQnPC0s6mM1mo9EY5zE+WOSI/+TNubRmkOVQTE1JHA3zBZkgw5dpCnYjTRgeqkbGVPSgHiy81V6+a2ur1iilD/13XjAxVSoWfmFj6d9+MPKNp1qXvxokwmaztbbG+6/6pR91f+9om0Yuxkvdz2+sWhtHaCFEwoZSVUNp9FAYD2r/9wd3xizeRZ+4KIPBgDeqxlNWvaioaH5+PiUxNd0Jz1ElHcxms1arTSigZjiDLJ/2vCdk3Oqr1kgKeyMNtuj0L1R+wBZO/KJ8Xkxd6Df31f/9hehaWuARJXQ66W+/3nu4vXrXqpJ1VdpvP9Py7Wda4gmoMeAR7e8+0aR9+JBKjVzy/MYld8rGc6p5mFKpZFn20VeI7ocr70Ph6taM8xFfNgou6YAQstlsLMu2t7cn9PRFM8jSVyylYGPqhI2qUhMrYY8mLKnGsGiCUsGMUxFCcrn8pcdKv39mONsdKSjxT/x+7/2h1XrycHvqqy7jrVM65f2wqpKKvUHaR7MxntLW1hb/aXQ4U+kRO5mZcIV3v5jNZpqmKyoqcjzRvWBj6qTNp1eKVsY4NfrENwQxFSGE0JDJrZIR1bqH5v95ng+FQgUzKy6Xy480K//vhbEgw2W7LwWCoiiRSBTPTMbxrokAw/763oY09QRvnXp5l/HlXcbX/vO2u3/x9PfPDP+fC2NLXU8QCZS40Wq1Ho+HZWMF6dxhMBjsdrtcLk/iwNDD7VVRqz+xR/yPqGBj6rjVV6FaETF1tZ68s2CcKpFIGIYJn2K7Mp0ZMB8o6IlfhJBAIJDJZL+5v/77v4ChamrEOUh975bpkwn7dw6tTWtnouaTX//qdrs3+F/+9XpKXvzRh6qH26sI0UNBJE3hiqbpoqIiqVSaxCC1vkTJcnx4xL8wgyy1ko+pFEU5nU6appe/NKnrH9GE1VdV6AUfsP4Zt0Iq/p3X+27NuCLbYaj6waD5M83RMXXZs7Hyjlwu/8KG0tevTbn8oWz3JS9Fnto9NjZ29+5du90e+2/n+qTjnz8e/8GvJLawlxK//1Tzcxuqtv7FOZPrUQ+lLy4uttmiD4uM36lbpkN/9/F/6WgIhyuRUJCmcGWz2bZt2xb/zHak539w6eTXdoZH/Cde3rqjIY37iBJebvT7/Z2dnRaLhaIohFBHR0dzc3MKr0+VCZuvVhdvlkH+wkl3bn/ojRvTHw5bIpPucJpS3h27nSpmd8DsDrZVR/95F9g4FSEkl8spivrGgabvnxn+02chAThhkbs1cOrs6OhojAM4p+zUK6/1XvxmKvcpJORga/nGWu1z/3Dp2880P70u+YpIQqFQq9UmlJAV9l9/egMhNPHdpxFCB1rK8Boqj1DnkCXlEcvj8Uil0uSKrX7rjZsv7TI26kmEUGZKRSY8TmUYhqIog8Gwfv36dFyfEj6aoYKsvtA30sROusPbabLXuyxbNOMXFVaCEqZQKCiKenF73S9uz817INk7YXi3hkQiUalUuGBsjHNLaIZ7/H99lMWAiunVssu/v/+9m6Y/OzX4KK+TxFD11C2T4Vunnmqr+IcHw/TwBPV/f6bF7A6c7EtxjlLSVZ9evzbF8egLm2tS25/YEo6pJEkePXp07969RqNx+asTvz4lJq1UTZGs4JN+YyfdrfC530UXU1EhjlPxKRwcx/3uE01/DauqC0RO7WLj4+NRfxp4twYu8BsKhWIkwmz5iw+u/sFn0t7p+PzDr7SXq6VHf3gp6VeQSqUEQXi98W6E/Y2f3njvpmniu08vNT7+2y9u/JuzI+NWX9JdiuL3+zmOS2KQOjrv/acLY391NIGdrClRmDlK4zZfjUa6EhKUYljJW1RphrsyZtvTWIofht9Vx8bGTCbTzMzMwnfVvIaHqr/0WE33mO2encp2d3JLjCOpWZb1er3z8/N2u93lctlsNqVSGePckif+5sJrX92uVeTQG8vLu+u/9VRzwx+8d3PatfzVi4kzUwkPT5+JGJ4ueeV/2/30315MrjMLJT1IPfzDS2/++o5UdSN+hRlTJ62+CnWBn5yKEDrcXhVjV7hIJBIKhaHQSsxbiRqkht9Vp6enPR5P5LtqYQjP83/jiSZIAI4SObWL6/cqlUq32z0yMjIyMoLDSUlJyfbt23U6HU3TSw1SX/znq99+prlJn3ObIx+r04382ZPffuvWTy5NJPF0lUoVCoVi/zmEh6dPxbF8q5CIfnxsy+f/z+UkOhMFf+hJot7TV45f/dsvbFTLsxACCjOmTtioSlJc8HO/UbvC5YQoKuluxU7/Rh1CHn5XJQhCo9EQBBFjwSwfhWPq59ZXDs15FtYAyWvxTN7Ghqd2GYaZmJgwmUxlZWVqtdpgMDQ3NxsMhrKyMpVKpdVqY9Qh+p2f9z23oXL36tLU/VipJBIKTn5t15jV98prvUk8PcZQNf7haaQtxqIn1pb/6bsDSXQmUnKD1L89d6etWtvRlJ1fVg5FnePHj0c+PHbsWNIvNWHzbS9XFfw4FUUcqDlm9YVCXFTGHY6pOV52JB3ODpj/8vBD6ygGg+H27du4amgGzlDMMLlcbjKZ8NffOND4/TMj//Tipux2KYUWVlH3eDwx8nIXwtO5c3NzarVap9OtWrVq0cuWqiL7V78YbihRHtlUnWjPM+yPP7f2rZ6ZvX/d+R+/sbNIGe9OQoqiXC7X+Ph4MBgUCoXowZHmMpnsN356Q/AguTdRv7bL+MprvW/1zDz3CNtVrVZrS0tLQk/5eNR6ddz+ry9vTfqmjyiHYuqjBNEoE1ZfmeL/b+/OA5u6zoThXy1XkrVfyfsqERuzWWCIw2JMAgkpISEbJNPSTFvSdOadtulsbb+2b6fTTN+Zr23aztIkk3nnnfC2naRfk0AIIXXiFEgNBkxsY4xtbEvYMpZXydYuXV3de/X9cYgQsixLsmxtz+8vdHUlHQvpPjrnPOc5slyIqdinG2o6SXrHj0+H3SUUCmPPPsgabQZLfSWBNswKQldVo9FYVFQkkUiy7HcG+qj7/X4cxx9cX/zLM4Zry7yh1UoKq6Lu8/kSGGbQaDQDAwOlpaVR8o8iXjF+dcHo9tHf/kxtnK1Ojcfry+oriQd+8ccXD228f21hLA9BP1kCgYDBYJDL5RiGOZ3OT6bZb58YeOXzm2MZ7F3Iv/zJpvt//se6csX8fQJiMTc3RxBEXHsyeijmz37d0f8P+xJ4uWTJwrFfr59xkrRSyOHxeIufnS1kIv6qAunVsTuqV+fm2G/EUg8YhhUWFrIsGz2rM3OFLp3KvgTgYBV1DMNIkkzgf5BlWYVCEWOJ+aAPeqcuDs++8OjyFktKriq1uOvv9r5xeTTGKtDoJ4tKpWIYRiqV4jj+f/X81mF7cPZ0KWPvp76x85F/O5/YH5LAwO+Tr7Qd/2pjYi+XLMmPqQzD+Hy+FFbFM1rcVWpxjnRSQ+2qyW/V3zEpkpsxdaFVNGjpYbxX1UwRGlN3rS7wUswnxrnUNimJ0DDD5OSk2WyOkpcbhdVqbWhoiKsQz5Wbtv9ovfHqMxk5iv5fX2wQ8Xmf/z/tsZys0WgoipLJZCe7xw++NXVgY+lLh2/PnkZJnF5UHs779ZfveerVuPOVUJ2HuOpyf+/4tS/s0KwpTvG3O5GYOjQ0dP369dHRUQzDJicnr1+/fv369WAt5r6+vtdee21iYiLG85POOOupJLJ/cep8TTUF5/TmsIO5FlavTzrkIryMiFDuw26333PPPYmVN0t/YSU+0KxqCtuTdBqNxul0ms3mBDqpDMN4vV6CIGL/qT1h837tja53Ut3pWYqv76n+6n13rfvBB4OL5azJ5XKpVPZyt+/qLParh6QNxfy+vj608Mxut4vF4tDE6XhT/Bo0qofqiv/hvfjyleLtpL7daaIY9vA9lXG9ynJIJPC0tbUFL9ODg4ODg4MYhmm12oXGWuM9f4mMs+7ynFyceo9W1WOyk35GhN9+Y1FMzbLKQVEs1En1er04jmdZpd9QaIlq8ObWVWoBz3BOb2mqWcbSpitJJpOh7WJQHk1cbDabUhlHXTqaCex68azhH/fH+0LpprE6v+P7e594ue3ITm2UckKneiaf/+3N5zeLt5ZKdTqdTCYLBAJer9fr9TocDrTJGsqXlkgkCaT4Pduo/Zs3u493jce4KR5JkgzDxF7nYdjsfuVjw5m/vS+uVi2TRGJq9GQinU4Xlj6XxOSjWBgt7tWqnNiNfL6mmvxzektoTb5c66d+1D/94yfr5h+32+3ZtHgmlMfjmZmZwTBsdnZWr9fjOI7yNr/5YO0PTvZlTUylKKqmpqaoqAhVZojrsTabrbS0NPbz06pY0hKJBbwP/3rXd471XLlp/clB3dUx+4nucQzDntxcVlemCASwr73RxeVgI//vw52dnSzLonF1DocjFovFYjHaoodl2c7OTrPZ7PV61Wp1AmPvv3h6095f/LGuXFFTuHi+Uryd1CdeaWtNdbXIoCwcIDXOeu6rUufg2C+GYbtqClr15rCYuvSdhzPFpJ2cdfk2RMp3dTgcWZmahIUsNXG5XGNjY2KxGC012VihLJAKF8rYyjgkSUqlUrVabTabaZqO/QuO0jtiH6LY96/n3nhua+xrUTLCjw/qfvfJWNNPTrv8rNVFYRh2onvi81srXz6rf/nwreTehZYSYRjG5XLXrFlDUdT09HSU06I79Y0m3Q8/HPxfD0U/jaZpl8tVXh7ryqUjRz/5l89uUqSivENEWZj3O2pxF+XGzqnzNa3OPzeUu2lKC9XN93q9PB4va/YhDxOsaKFUKvl8fuh0VzaVVQpOYahUqrm5ONKv4hr4/eJrl7/70Jo1JfJEmpje1hTLHSRjDdly4z/+eOPk1xuDq2Wib2kuk8lEIlFxcXFcb34oIZ/7xle2HVysOnFc++T88oxhQ5l8d21Mq4ZWRlbF1Ktj9h+822d2UTMOMjdjqkYtYQKBsZCKr3w+PxAILF9GWFoJK58U5HA40MK7bIWWmqAKz6FLTdYUy6oLpad6JlPauuQIxtR4t1KJfdj/22/3PKwruXd1mhZLWqIT3eNhO+z6GTa45UYsdDpdQ0ODQqGYnp5OrA1bqogDG0t/eLIvyjmxD/y2GSyXhmf/9sH0WjqcPTG1dWj6yK8u//qikWHZb/9+7PJNR6pblBpoSjX0SI5s+uaj2csjcxGnD7N4MhVBy0vQj6ewxUJ/+2Dtz2Nbp5jmgjGVx+Ohgr2xPMrtduM4HssQxc9aBitV4qfvXtF9wTIL6sgWFBQ4nc6ER7++tEPj9NHHOk3BI6HrX3t6ejwez+jo6KLP7/Uzz/2q4/XU1UtaSJbE1LCdRB0k/ddvXgvuJJpT0JRq6JEc2aBmoU6qz+fjcDjZOvAbhLqqEokkLJ1emy/ZXEWEXsIyUSAQ8Pv9wf/E2LuqUX5OXR2zv/Be/wvv9V8bt//m4qjd6//6nsg1C7ND9C034lJZWXnz5s2EW/Lzpzb+79bh4Aqf0PWvw8PDJEnGsv71iVcuvPPVFGw7s6gsianRdxLNKTk7pdrSN/3g+giTqVnfSUXQdJdIJNJoNKGrwzEM++aDtTGW1ElbYevBJBIJTdOx/FJcaDIVDWsdbRs52jbyuf9sP3F14kePbUhmi9NP2JYbijw8bMuN2AkEApVKNTU1lXBjQusrBRMCeDyeXC7Py8tbdP3r/3yn90+3VabntHcaxdSzIVLdlgwmEfDXlMg6R63BIzky9rtQglLWT6YG6XS6TZs2qVQqkiRD16qWKES71xS+0Z54xyLl5q+xjiVTyeFwSKXS+etZw4a1XKR/eMaVC8NaaMuN53Zqn9upfeO5rWFbbsQlPz/f4/GEfszigvO4b/759ideaUM3g3vCy+XyRWtPHusykX7m81urEnvp5ZZGMXV3iHgfm8RhjSwQVlApF8Z+zxssW6qIPDy8iojP5wsEAjlS8iKYt1lRUTE2NhZ6V6ZXAJ4fU2MZ/l2ok5rLw1p1ZcrvP7Lu+4+sS6yHGqqqqgpVx0tMfaXyifryH7zbi2GYXC4XiURer5fD4USvPTlicb90xvDzpzcm/LrLLY1i6lKEDWvIhOE7ieaUXavzW0OGf9FsYnaHVeikhsJxXK1Whw7NEWLBE5vLXjs/ksJWLYXP5xMKhWEHCYKwWq0Rz8cwLBAIoH7PMjctd/F4vKKiorCJhrh8YXuV18++1TGGYZhMJsNxfNFO6pOvXDieltOoQVkSU7GQYY3Pbyl++eDqpQxrZLrNlcTglNNN0cEjWd9VzfHJ1Pny8/PdbvedFYAzeFbV6/XOL9oQffjXarUSBBHxrgpVXtgOYrk8rLUUKpWKoqilbCj54iHdf7UZ+8dtfr9frVZH3+Liy7/65GdPbSTEaZ1vmD0xFft0WONrjSUbyuOo7ZmVwjKVsntKtW/CoZLgJYrway5FUSzL5sjA73xhI8BiAe9LjdpXzhpS2KTE0DTN4UTYuhFF2YU+2BF/Trl99F/8d+d5veWVz29OSrYOWGIOMIZhp57f+ejLF/Lz81FCwEKnvXzWsKZYHuOmsCmUhQX8/H5/Vm7mFRe0ombfhltrS4RCoc2WtSkYC62iydlOKiIQCAiCmJ6eLiq61YP/5oOrq7/X/NXdGbZiJMomEGhWdX4dO7/fT1FUWFngo23Gn7UM/uypjQ9tKMYwrJwQoTnUJ+rLIKAmjCRJlmUvX75cWHgr2qFy07H/luVzOT9/qPS5N4dOfn3nQudcvDF73mD57Ve2JaHFyywLY2pctUCzVVNN/r//8UbwZnYvp/mof/qnhyLkLNjt9tirhmalgoICg8GgUCjQBY7L4fzlAzX//NHQX++Nb1+R6IJF/IPivapGFyWmKpXKiYkJlmXDknvDfk5dn3R8862r92hVfS98JniwrkxZV5brA1pLh7asoSjK7XajkQNUbjr2/32bzbZFm+/Eie+f6P1fj0dY0eSj2S8dvbxooeA0kfjYr8fjsdlsFEUtfiqGMQxjMpkMBkNcRcUS4/f7c7MwYagKlZjH4Rhn3eimQCCgaTqFG8Uvn0m7d87tX18anori9/sZhsnZgd+gsBHgv7y/5uWPDTQTSOJLLGXP6lhE36ww4qxq6GTqP7zX/zdvXv3poY1/f2B9spoEgtDq0pKSEo/Hk8DuqhiGzc7OqtXqZ7ZV+Rn2d5+MzT/hiVfaMmgj27j7c16v9+zZs2azGa1Muu+++9auXRv9IWazubm52e1283g8hmG0Wu3evXuXafNUVJ4N+qnYp9m/mu23hr9QV1UsFqe2VUkH2UnRCYVCuVxuNpsLCm6Vsf3WZ9a8+OHAd/cv8rWNHbqq0jSN6hz5fL54r6rR+Xw+tONYRCqVymg0hlaIJUmSw+EIhcIPeqe++dbVv3lwdfOBpmQ1Bsyn0Wh6e3sLCwstFguO43HtrurxeDgcDurg/uSgbv+/nasrU6wL+Yn8/RO9h++pXDfvR3Paijv20DTt8Xg0Gg2O41evXo3l/ObmZhzHDx8+rFAo9Hr96dOn29vbd+xYlnxoGPgNaqopeLNj7Avbb62Mzr6YinaC/LB36i923zX/XofDUVwcYZI1B8lkso6ODpvNhsZvPlPJ3f9fxq80VuQrFt/JMkboqoqCGcuy8e5ZHV30fqpAIBAIBC6XSyq99efYbDZMKP3yrz7BedxL37tfKoQLwvJCK0opiqIoKi8vL650FtRJDd489fzO6u81v/PVRrTJKyEWeCj6mW1pWt4horg/bTKZ7NChQxiGTU5OxhJTDQaD2+1++OGH0e/Wmpqa0dHR3t7ehoaGJI7QBmd0SJKcnZ0VCoXJndHJRLtWF3z9ja7gzSxbTtM6NP1Xb94qhfOLj/TafMnO6ts9Fb/f7/f7s+kHxFKg1Q7Xr18PZpE8quX84iP9Px2qT9ZLyOVyoVB48+ZNsVhcWlqaxCRBn88nEAjClr6EQcO/wZj6n+eN71x3vnhoY/rniGYNjUbT09MjFovj6tLQNO12uysqbu9bwOVw/v7AmidfbWOYAIZhXC731882JL+5y2nZ19KYTCY+nx+aKlJVVcUwzORkMvefCs7oTE5O2u32pM/oZCIhn7uxQnl55NZUUzYtpwmrLWd1+55/40pobbncLPWwEKVSWV5eLpVKWZZFM16fbyhrGZi1uJL5BeFwOCqVyul0Jnfv9+idVEQul3s8Hpqmu8dse3521u3Huv5uLwTUlYTKTQuFQq1WG3sViLBOKoZhV8fs/3r6BvPpfD/LsmFf7fS37DHVZrPJZLLQrDxULcxutyfxVYJVmEUiUWLz5FkptEhhNqX+LlpbDiZTw2g0GpFIhLboQqVqkrtd+fj4uFarlUqlAoFgfsGjpYhYQSmMx+MhSfJrR89/962ub2zO+/wGycjISNZ82jNFsNy0z+dzu92xPGR+TM2CspHLHlMpigrbZiuYyJDcF0JVmNF86qIFrnLErpr81k/3UuVyuTwez+/3R39IFqBpmqIoGPgNhWa81Gr15OSkx+OhKOrpLWXnDJZxqxe7cwNLJK6YZLfbWZYlCEKn0+l0uoTrqkcUsYJSmJNXJw69OS5jbH+/Q8xYx91uNwxTrbxguemysrLx8fFFz7darQqFYv4OB5kuBbP3gUAAw7D5EyRNTRFy886dOxfj06Krhtvt5nK58c6TZ6uNFcphs8tJ0jIRH/u0q5oFC42e3Fz2zpVxm+f279nQ2nLQSY0IzXipVKrVq1dTFDUwMPDslvx/er/35Wca0NRJ6Fcm9iWGgUDAZDKtX78ewzAcxxUKhdvtjli5PjHR+6lTDvJbb10lxILfPVU+Z5khSVKktjxFAAAgAElEQVSlUsEwVWoJBAKlUjkzMxOcv48oYrGO6F/tjLDsMXX+kCP6/Tj/exJ7+FwIumowDLPo8p7cgQoqPVxXgn36f5EFvzbQlglfOvoJzbDYvNpyTqczdGUFQNCMF8uyaFFNSUlJWZn9V//+Sculq3VVhSqVKrhze1yLYUZHR6uqbqdlisVii8US5fy4sCyLluigHG8Mw57cXFb36X/0L88YXr80+uJTG5tq8h0OR6dtzmKxVFVVkSSZ3MRjEK/CwsKhoSGlUhk2SBmEllbO/9GGvtrP//aK1U1hmVk2ctljKkEQQ0NDoUtc0FYSC5W3XorgVSMLwkay7Fpd0Dpk3n2XYmZmxuVyud1uNNWR6XnRa4vlEiH3qc1VGIY9tFat5rmMRheGYSzL3rx5MxAI8Pn8zP3rlolOpwu9qVAovvvIhuNXTFtqBHw+f2RkpKioSCaTxR6TUI59MOEWwzChUOj3++cXNkoMSlAKzfE+0T3xy89tEvC433zr6mObSi997350plwuV6vVPB5v0c3CwMpAI8BarTbivRaLZaEfvmg3lMwtG5n8mMowDE3TOI6jL1VlZeXAwIDRaKyuvlVldHh4WCAQLNPawbCrBti1Ov9f/qCn7q/U6/UikchqtaKx93jrh6WbY12mP7m78nv712IYZrPZPvmkB11G3W43RVEGgyGj/7plMn/Y/6ENxS9+MPjCR2NqiWCttNjr9Vit1hgXw1AUNTs7Oz/6isViVFJn6Q0mSXLEHvjWqZ5g3orV7Xv26Cc1xZL/fm5rpeqOKXOtVtvT0+Pz+Wpra5f+0mCJJBKJUCicm5tTqVRhd1EU5fP5onzGMrpsZCIxdWhoiGEYlLgbXBKzevVqVBqpr6+vra3twIEDaKxcq9USBNHW1iYUCgmCGBwcHB0d3bp16zLVUcqCycLkKlHkiQW8WT8fVbpxOp0SiYSiqEyfcDrWafq3w7eWV4bW8fF4PHK5XC6XZ/Rft2Jah6bNbvJktwvDMKVY8BcbBbUKcSAQiHgpDBM26huUxJjq8/n+YLCHJYJSDLtdmx8WUDEYpko/paWl/f39SqUybNAiSic1CyQSU9va2oJTpIODg4ODgxiGabXaiGGSy+Xu37+/paXl1KlT6KZOp6uvT9pic7AoVKTwYJ2mt7cXDc1l+oRT34SDz+PUFt2+dKI6PjiOo5QWyPqOBVrm6/Te2mfX5qFe6qS/36S4r75+YmLi5s2blZWVCz12amqKIIiI2UNJnFL1er1x1RCAYap0g0aAQ6s6BAIBq9WKktqyUiIx9ciRI1HuRfn0oUfkcvmhQ4dsNpvP5wtukQFWTFNNwX9fGj3SqEF50S6XiyCIjP4tf6zLdHDzHRmDaArNarXy+XyYTovR/LWATood9MoxDCstLXU4HH19fVVVVfN7nGi384WmylA/NSktJEny0N0V712bjjERFIap0o1CobDZbE6nM/iVnL8mNcus3NogNEAHAXXlodRfDMM0Gk0gEEh6pZuVd7zL9OTm8Cx8jUZjs9l4PF6m/3WpFRymk8vl69ats1gsw8PDYatX29vbg3uyRnwGgUCw9JILfr+fx+NtrCBeOlwfXHqXiYmgOU6tVnd0dAQ/PH19faj2SKrbtVygunT24/M4d1epLg3PblullkqlVqs1o7txZwZmNlcSSnF4jwQVeZDJZBn9162k+WsBJUI8tAvI4XA0Gs3IyMjFixcrKirQMOzs7GwgEIhePEQikbjd7iX+gA5WJfzdJ2PffLDG6vZjmZkImuNomnY4HAMDA0ql0uv1ogIjhYWF2dq/gpiaE1BBpW2r1Fu2bEHz35krYicVwzCbzVZfXw970cRu/lpAD0VXF4X/ItFqtVardXJykiAIHo+Hkvajp4Dl5eW5XK4lNg/F1N9cHFWK8a/trlnis4FUUSqVWq12fHxcIBC43W408ZTFKYTZVhcKRIRWqWIYJhQKRSJRjDvJpyGKZlv6px/Rlcy/y263q9VqmFGLC1oL+NxO7XM7tW88t/X9bzQd+OX5+adVV1cTBIHyxsVi8aKj60mZUvX5fDcdzOvtoz96bMMSnwqklkajkUgkU1NTLMsGAoHsnp2BfmpO2FCmGLd6rR6KEAvQBjUL1TdJc/OzkxDY3C1hYWsB/3zXqr996+rPn9oYek5wg8y8vDyRSLTo6LpAIEAlkJaymbHX63329eEL37k/4WcAaUIulxMEgSqBZH0KIfRTc0VTTf45vQXL8E3fjnWaDm6JEFOhxm+yHNxSLhXyf3XBGHYc7VFBUVSMnQw0pbqUlnz/Q9M//8kmVKoaZDqNRoPjeC6kEKZRTD0bItVtyULB4d/M3fTt5pxnxum7uypCVUubzZbEuu057oVH17/bPdF10xp6EFVUEAgEMXYylvjT7eUzQ1WE8IG1C2YXg8wS7+cnc6XRb8Ddu3enugnZrKkm/8UPB7FM7qculJ1EURTLstmaRpgSx7+6o/p//n7gHx7i827vHxVXRQWxWDw1NZXYq1+5afuwb+rlxyOvfwUZKkcqcqRRPxUsqyK5SJGHD007eTwel8vNxI1Uj3WNH9wcYbE/dFKXw6mv73zkpTvylYIbZMZiKWlKT7164ZWDNYtumwoyS1yfn8wFMTWHBKdUM3H49xPjXLFcVDGvyisGk6nLY02J/MuNmm+93ZPwMyQWVj/3n5d+8+WtNOWDgQeQiSCm5pCMnlI93jX+ZKROKkmSHA4nyrbVIGFP3V0hwrm/uTia2MMTiKn//NHQtlXq7Xepo29FDkDagpiaQ4JFCjNxSnWhVTQOh0Mul698e3LEjx7b8HaX6eqYLYHHxhtTzxssnaPWv7y/hmEYlmVzYZwQZB+IqTmEw8Ea78o/b7BkXD/1VM/Eg+uKBfwIH1eYTF1u736t8YlXLrCBQLwPjGs5DUWzz/7fT/77ua1YSFVCADJOgjGVYRiTyWQwGGZnZ2M53+v1joyM3Lhxw+FwJPaKICmaVhecGzILBAKGYRiGSXVzYnWsc/zglsgDv6hi+8o3Kaecen7nI5HqK0XH4/F4PF6MRbueevXiW/9jO/o3DPyCzJXIWhqz2dzc3Ox2u3k8HsMwWq127969UfYY7+zs7OjoQEU0WJZdv379rl27ltBmkLhdNfl/8+bV7346pSqRSFLdosVZPVT3mO1obcP8u6CTujLWlcq/sF3znWM9Pz4Y33IINPy76I+ef3z/+iMbSzaW3/qv9Hq9UBILZKi4+6k0TTc3N+M4fvjw4T/7sz974IEH0N5PC52v1+svX75cXV397LPPPvfcczt37uzr6+vu7l5as0GC1pbIZ5zkrIvKoCnVhbKTMMj4XUGfbajgcjlvtN+M61GxDP9+1D9tnHV/pWlV8Aj0U0HmijumGgwGt9vd2NiIrmU1NTXV1dW9vb0LrXfs7+8XiUT33nuvUCjk8Xh1dXXl5eXd3d2B+KdnQFKgTKUMiqkLZSd5PJ4cWfGWJv7pibrfXr55bdwe+0MWTVOyefzfevvqf37h7tCDMJ8KMlfcMdVkMvH5/PLy29e4qqoqhmEmJycjnm+z2QiCCC2lXVBQ4PV6zWZzAs0FS9dUU3BObxYKhT6fL9VtWdzAlJNlA+tKI2T2Qid15b33/M6IG9csRCgU+v1+lmUXOuGpVy+89T92hB6hKIrP5we3Rgcgs8T9wbXZbDKZLPQTjya07PbIv175fH5YkgK6abVaI54Pltuu1fmtQxaRSOTz+dJ/tGCheoQYxNQUiTesRumqfu+da0catTWF0tCD0EkFGS3umEpRVFjGAbq5UKenpKRkbm7OYrGgm36/f2RkBPs0soKVly8VFsiE1ycdGbGi5u1O06FIG9G4XC6RSLSUrcRAYurKFJ+7p/J771yL8fyFYuqJK+Meijm8tTLsOEymgoyWhEsS6utwOJyI927ZssVoNJ48eXLdunUCgWBwcBD1ceeff/To0dCbR44cWXrbQES7avJb9ZYD1Xlerzedq6r+cchcV6ZQSSJkjUInNYUOb638zrGe/++Tsc82VCx6slgsDv6kDpqweX/64eCF7+yZf77X64VcbpC54o6p8zs3qIe60E9LhUJx8ODBrq4uo9HI5XK1Wq1arf7DH/4wfxUHBNEV07S64NWPbzxdtzrhKucrY6HdUjEMs9vtJSUlK9weEPTjg7qH/+1cXZlifaSp7lAR+6mHXr349qerUcNAPxVktLjHfgmCcDqdNE0Hj6CZUYKIsKslolAodu/e/dnPfvbpp5/etm2b2WzmcDhFRbAzYsrsrM5vu2ERCtN67JdmA7+/NvnoxtL5dzmdTolEAmksqRXjxCoqyhH6Sfvr33V/6zO1pcoIAySBQICiKIipIHPFfVWqrKxkWdZoNAaPDA8PCwSC4uJidJNhGJ/Pt1Cmn8fjGRgYqKyshDXdqdVUU9BhcqXzchrITkpzXA7nna/ueOzltkXPDF2l+sblm3k474n6yAuOIUEJZLq4Y6pWqyUIoq2tbWxszOVydXZ2jo6O1tfXB+so9fX1vfbaaxMTE+im2+1ub283mUyzs7N6vf7EiRMYhu3cuTOJfwNIAJpSTecVNQvtlopBTE0bGyuUhzaX/927vdFPCy6GNsy4Xjs/8k9P1i10JsRUkOnink/lcrn79+9vaWk5deoUuqnT6err66M85Pr1611dXejfRUVF+/btg41EUq5pdcE33rjypY2rvF5vGg61Tdi8Y3OeravU8+9yOBwymWyhnDiwwv50e9W33+55s2Ps6bsXzFcSi8UzMzMYhj316sUz37w37F6Px4PuxTBsdnYWlQguKSmB4AoyUSJ5v3K5/NChQzabzefzKRSKsI++TqfT6W4XBZVIJF/84hftdrvP55NIJFKpdN7zgRSoLZJZPZSL4fHTcko1bAlN6GV3ampKJpONjIzAZTdN/PSQbt+/ntOVKdaURP6tLBAIWJb9yq87fnKwjhCHZ3FTFKXX62UyGYZhZrNZLpebzWaVSgX/uSATJZ7loVQqi4qKYvncczgcdDIE1LSya3VB57gnPadUw2r8osvu1NTU5OTk+Pi40+k0GAxpO2qdg059fecjL0XLVzql9xRL+Q+uL55/F7o4CAQCqVSK43heXl5xcTGM7YMMBZmTuWvX6oJLRnsaxtSum1aVRKBR315tFbzscrlctVqN4zhcdtMKn8d588+3P/nKhYj3XjXZzt5wfm1HhICKaDQakiQZhgkEAn6/X6PRLFdDAVhmEFNzV1NN/nnD7PzikSkXcbdUdNl1u90SiYQkSbjsppvNlcRjm0r//mTf/LueevXi689uibIYWi6XC4VCk8kkkUjkcjkaBwYgE0FMzV2EWFBG5I25sHTrqkZcRSOXy6VSqdvt5nK5cNlNT1/coXH56GOdpqtj9hfe63/hvf5r4/Zn/k/7a19qUMqlXq83Yn1plmXHx8dxHBeLxTweD34tgYwG5VJzWlNNfteEt648jSYmm3un7qstyMMjbHFPEMTY2BhJkqtXr175hoFY/PypjU0/Oe3wMXaPH8Ow334ytm990eZSsdFotNlsg4ODKAMjEAigFDOz2Ww2m0tKSsrKyjo7O1mWhV9LIKNBTM1pu2oK/vmjgafr0qiferzLtNCqDL/fTxAEjuNw2U1bV8fsbopFARXDMJKi/zho7t6odo/pWZb1er0oUdHpdPL5fLfbTRDEunXr0Mmh6wUAyFBpFFPPnj0b/Pfu3btT2JLcsf0u9Z/+l93libAMNCWcJH1peDZsh2rE7/f7/f6GhoaVbxWI3Ynu8Tn3HdPzVg91xuB8tLLI6XRSFCWVSh0OB4ZhHA6nuro6dGch2F4eZIE0iqkQR1Oiqaaga8JTW0Onw75pC+3shn1aOwkuuxlKo9H09PR4vV6LxWK323fs2FFQUJDqRgGQfJCjlOt2rS7onvKlSTH9KDV+bTYbbAGW/p7cXKa8s6qDIk/wRH2ZXC5HP4m4XO6qVasgoIJsBTE11+1and9hSovKD/oZF+ln6soirDr1+XyBQAAK66S/ujLFS4friU+3vFXk4f/+TP36MgWGYRqNBjJ7QdZL/XAfSK27CqQkHRg121PedTjeaXpygYFf6KRmkJ3V+b9+tuHdKxMYhj1RX7b+0x9JMplMJBJBZi/IbhBTAbZrdf6FYdvd61LcjGNdplPfaIp4l91uh85NBqkrU9aVRfgNBJm9IOvB2C/A7q0t6jC5FtrydmWcN1hWF8kKZRF2yPF6vTweTyAIr70OMg6O45BlBrJbgjGVYRiTyWQwGGZnZ2M5nyRJk8l048aN6enpiLVUQArtqsnvmiRTm6YE2UkAgCyQyNiv2Wxubm52u908Ho9hGK1Wu3fv3uCe5PN1dXV1dnbSNM3lclmWVSqVe/bsKSoqWkKzQTLJ8/BKpahjxLxrfVVKGhAIYO9cGf/F05si3mu326urq1e4SQAAkIC4YypN083NzTiOHz58WKFQ6PX606dPt7e379ixI+L5Y2Nj7e3tWq323nvvzcvLm56ebm5ubmlpeeaZZ2Bb6fSx4y7ivH42VTE1SifV5XKJRKJ0WDsLAACLinvs12AwuN3uxsZGtNNWTU1NdXV1b2+v3++PeP74+DiGYdu2bcvLy8MwrKioaN26dS6Xy263L63lIJnuqy26aLSl6tWPdZkOLhBTUamHFW4PAAAkJu6YajKZ+Hx+efntK2BVVRXDMJOTkxHPF4vFGIYxDBM8QtM0h8NBIRakiZ21xYNmkvQzi5+abFMOctjs3nFX5PqIEFMBABkk7phqs9lkMhmXe/uBKH9koX5nbW2tXC5vbW01m80ej8dgMPT39+t0OqEwQoYnSKG7yyWn+yZW/nWjLEt1Op0SiST0wwYAAOks7mkqiqLCytmgRQ4+X+T9woRC4aOPPtrc3Pz222+jIxs2bFho8hWk0DaNsnVo5uFNkfeEWT7Husb/9xe2RLwLMn4BAJklCakfaG3MQglHDofj3XffFQgE999/v0QimZqaunLlCkVR999/f9iZR48eDb155MiRpbcNxK6pJv8bb19f4Re9arJJhfy7CqTz7woEAg6Ho6JipWM8AAAkLO6YKhKJwhYyoh7qQmO5HR0dXq/34MGDaGK1rKxMIBCcP3++trY2dFIWgyCaarWlhJ9hTVZvObFyU93HOk0Ho25Es2ItAQCApYt7poogCKfTSdN08IjVakXHI54/Ozsrk8lQQEWKi4vR8bgbC5ZTXl5efbGoVW9eyRc91jV+cHNZxLsgpgIAMk7cMbWyspJlWaPRGDwyPDwsEAhQpMQwjGEYn88XLHQnEoncbnfoShsUg2GPkfTh8XiMRuPo6GiNnGnuGjEajSMjIytQVqmlb6qxOl8ijDBYwrKs2+2GYusAgMwSd0zVarUEQbS1tY2Njblcrs7OztHR0fr6+mAdpb6+vtdee21i4lYGaU1Njd/v/+CDD6anp10u140bNy5cuCAUCquqUlNeAMxHUZRer5+amtLmeT8Zc09NTRkMhoWSzpIoSicVspMAAJko7vlULpe7f//+lpaWU6dOoZs6na6+vn6h89esWUNRVEdHx/Hjx9GRwsLCXbt2QT81fSiVyqKiIpqmi1TKcplj2BGoKyle7nFXN0Wf11v+408XzPgNjnwAAECm4CRc0d5ms/l8PoVCEUt0ZFnW6XT6fD6pVBo6txrU1NR07ty5xFoCls7hcPT29goEgt9cmeXx+C88dc9yj7v+5uLo0IzzR49tmH+X3+8fHh6ura1d1gYAAEDSJb6WJq6hOS6XC/km6Uwul8tkMoqi7pL4myd5KzCReazL9MNH10e8C7KTAAAZCirUgFs0Gg1JkrVqfMRKeajlLVI4YnHbvf5NFZF/lkFMBQBkKNjuA9wik8lEIpFAINhc6v54YGq/LnL2UFK83Wk6FLIs1ePxzMzMoH/7/f6pqSkul1tSUgKT7gCAzAIxFdym0+kwDNvjvtHSY1rWmHq8y3T8q43BmyjxGA04OxwODodjMBhUKhXEVABAZoGxX3AbjuM4jj+oq2wftS/fWpqLN2Y1+ZISxe14iRKPBQKBVCoNBAJyuby4eNkTjwEAIOkgpoJwlSoxzud3DI4u0/NH3C0VzeZSFMXlcmma1mg0y/TqAACwfNJo7Pfs2bPBf+/evTuFLQEbypUvnp344Ab59D1VdWVJ7i8e7xr/6SFd2EGUeDwzMyMQCNC/k/uiAACwAtIopkIcTROtQ9OtBrPLS3dPuk/1zvzyc5t2Vucn68lPXBl/dFMpN9IuRhqNZmBgoKSkBDqpAIAMBWO/4A5Xx+x/9bsel/fWHglWt+/5N65cG7cl6/mj1COkaVqpVAqFQuikAgAyVBr1U0E6ONE9PuemQo9YPdQPTvR99p7KMiKvTJlXpswT8OP+KXZ1zH6ie9xLMb0T9qaagojnzM3Nbd26NS9v5XaaAwCA5IKYChbH4WBdN63vXZ0Yt3nHbV6ZiF+uFJcqRWWEuFQpQoG2VJmnkggiPrx1aPqv3uyZc1EYholw/nmDZf5gMkmSKON32f8YAABYNhBTwR2e3Fz2zpVxm+d2V1Uq4P3osQ3rQzKVZl2UyeaZsJHjVo9pzts+PDdu807YvF6KKVXmBbuzpcq8ciLP7qX/n2M9wb4v6aeff+PKr7/cUFd2RxGl2dlZtVq9Mn8jAAAsE4ip4A51ZYqXDtc//9srVjeFYZgiD//H/ZoioT/0HLVUoJYKNoYvh8G8fmbC5h23elF39rzBbLJ6+yccLh8deprVQ717ZSIsplqt1rKyZawyAQAAKyDBmMowzOTkJEmSBEFE7154PB6KouYfl8lkwS1XQVrZWZ3/62cb3r0ygWHYE/Vl60rl/f39+fmLp/7m4by7CqR3FUhDD77wXv/RtpHoD5ybm1OpVEtpMwAApINEYqrZbG5ubna73Twej2EYrVa7d+/ehQLkpUuXBgcH5x8/fPgwFMpJW3VlytB+ZGFh4fT0dFFRUQJPNX8wWZEneKL+ji7p7OxsZWVlwq0FAIA0EXdMpWm6ubkZx3EUFPV6/enTp9vb23fs2BHx/Lvvvnv9+ttbegUCgffff18mk0FAzSAFBQX9/f0FBQVcbtwZv/MHk//9mfrQ2VmPx8Pj8YRCYTJbDAAAqRB3TDUYDG63++GHH0ZBsaamZnR0tLe3t6GhAcfx+efL5fLQZM6xsTGKotasWbOURoMV5vF4aJru6uoKjgAHAoHY940JG0xef2dhJshOAgBkjbhjqslk4vP55eW3E1Sqqqr0ev3k5GQsw3fXr1/ncrmrV6+O93VBClEUNT097Xa7SZLk8/kYhjmdzrj2jQkbTA5iWdbpdFZUVCSzuQAAkCJxx1SbzSaTyULHAJVKJYZhdrt90cf6fD6j0ajVamEPr8yC9o1xOp0URSmVSp/Pl6x9YyA7CQCQTeKeHqMoSiC4Y2k/uhnL1mBDQ0MMw6xduzbeFwUpp9FoOBwOTdMURZEkmaySvBBTAQDZJAnrUwOBAIZhnEhV0cMMDAxIpdLQceNQR48eDb155MiRpbcNJAvaKyYQCFgslpKSkqSU5HW73TiOh/1EAwCAzBV3TBWJRCRJhh5BPdRF8zbNZrPFYtmyZctC0ReCaJrTaDQ9PT0ulytZxRkgOwkAkGXiHvslCMLpdNL07co4VqsVHY/+wIGBAQzDIOM3c8lkMpFIRBBELOP8i2IYxu12Q4FfAEA2iTumVlZWsixrNBqDR4aHhwUCQXFxMbrJMIzP52NZNvRRDMPo9fqysjK4hmY0nU7X2Ng4Nze39KeCmVQAQPaJO6ZqtVqCINra2sbGxlwuV2dn5+joaH19fbCOUl9f32uvvTYxMRH6qOHhYZ/PB9lJmQ5Nf6pUqtnZ2SU+FQz8AgCyT9zzqVwud//+/S0tLadOnUI3dTpdfX199EcNDAwIBAKtVptgM0E6UavVRqNxKRHR6XTm5eWhpa4AAJA1OChrNwE2m83n8ykUiqQsNm1qajp37tzSnwesDKPRmJ+fL5VKFz91GR4OAADpKfGOAir1AHKTWq2enZ1NLCj6/X6fzwcBFQCQfeKeTwUAwzCZTObz+SLu4rcoyE4CAGQrmNACCUJd1ZKSkkXP9Hg8MzMzwZsjIyOVlZVoZc5yNhAAAFYa9FNBglBMjeVMiqL0ev3U1NTU1NTIyIjX60V54MvdQgAAWGEQU0HiVCpVLGtVUQl+gUAglUoZhlEqlckqwQ8AAGkFYipIXH5+vsViieVMjUZDkiRN04FAIBAIJKsEPwAApJU0mk89e/Zs8N+7d+9OYUtAjAQCgVAodDqdi5bURyX4b9y4UVFRIRAIklKCHwAA0k0axVSIo5lIrVZbLJZYYiTDMARBkCQJO9IDALIVjP2CJZFKpRRFLbqoxmg0VldXS6VS6KQCALJYGvVTQYZCs6qlpaULnTAxMSGXy6VSqU6nW8mGAQDACoN+Kliq6Nm/FouFy+WiIg84juM4voJNAwCAFQUxFSTBQmtV7Xa71+sN7gMIAADZDWIqSIKIMZUkSbPZXFFRkZImAQDAyktwPpVhmMnJSZIkCYKIcc8vkiSnp6f9fr9MJisoKOByIZxnj/mLaliWHR4eXrduXWobBgAAKymRmGo2m5ubm91uN4/HYxhGq9Xu3bs3uCd5RO3t7d3d3SzLopulpaWPPfZYIu0Facnj8Xg8nomJiWD535GRkXvuuSe1rQIAgBUWd0ylabq5uRnH8cOHDysUCr1ef/r06fb29h07diz0kEuXLl25cmXz5s3r168XCoV2uz3GOrEgU1AUZTKZPB4PwzB8Pn9mZobP59M0nep2AQDAiop7ANZgMLjd7sbGRlSvtaamprq6ure31+/3Rzzfbrd3d3fX1dVt3bpVKpXiOJ6fn19bW7vUhoN0gir6EgTBsixJkkqlsqKiAir6AgByTdwx1WQy8fn88vLy4NVnT0YAAAz7SURBVJGqqio0vRrxfL1eHwgE0MLE4NgvyD4ajYbP58/OzgqFQh6PBxV9AQA5KO6xX5vNJpPJQjOMlEolhmF2uz3i+TMzM3l5eTab7fe//73VasVxfNWqVY2NjUKhMOFGgzSEKvqi/1YolgQAyE1x91MpihIIBKFH0M2FtsP0er00TX/wwQdVVVX79u2rq6vT6/XvvfdeIBBIrMUgbaHNZ0iShE4qACA3JaE2IYqOHA5noRP8fv+WLVtQFqhWq8VxvL29fXR0NOzKe/To0dCbR44cWXrbwEqSyWQikYhlWeikAgByU9wxVSQSkSQZegT1UBcayxWJRBiGabXa4BGtVtve3j4zMxMWUyGIZgGo6AsAyGVxj/0SBOF0OkOXSVitVnR8ofMxDAudf0UrWSFfKStBRV8AQC6LO6ZWVlayLGs0GoNHhoeHBQJBsKYrwzA+ny8YMquqqjAMC80KnpiYwDAsxupLAAAAQKaIe+xXq9USBNHW1iYUCgmCGBwcHB0d3bp1a7COUl9fX1tb24EDB9B6m7KystLS0suXL4tEoqKiopmZmYsXL8rl8lWrViX5TwEAAABSKu6YyuVy9+/f39LScurUKXRTp9PV19dHechnPvOZ06dPf/TRR+hmYWHhAw88EL2WIQAAAJBxOAmvabHZbD6fT6FQoCykRblcLpfLJRaL5XL5/HubmprOnTuXWEsAAACAdJD4WhpU6iF2UqlUKpUm/HIAAABAmoMN1wAAAIDkgJgKAAAAJAfEVAAAACA5si2mNjU1pboJmQreusTA+5YYeN8SBm9dYlbmfcu2mJrmwmoagxjB+5YYeN8SBm9dYuB9S6OYevZTL730UvTTlvgqS3nyJT58WZ88hW1b4qunc9tiOWH5Xj2d27b0hy/rk0PbluPV07ltsZywAk+ehH1pkmX37t2pbgIAAACQuDTqpwIAAAAZDWIqAAAAkByJ1yZMLshkAwAAkBGiVNJNl5gKAAAAZDoY+wUAAACSA2IqAAAAkBxptJZm6ex2u8Vi4fP5paWlOI6nujlph2GYyclJkiQJglCr1dFPpijKYrF4PB6JRJKfn5/j7+f09LTT6RSLxSUlJRwOJ5aHsCzrcDiw+HdwyiYJfCVnZmYcDgeO4wUFBWKxeLlbmJ5IkpycnAwEAoWFhbFs5+VwOKxWK8uySqWSIIgVaGHa8ng8FEWJxWKBQLDoyXFdEmOUPTG1tbW1r6+Py+WyLCsUCh944IHKyspUNyqNmM3m5uZmt9vN4/EYhtFqtXv37l1oZ/gPPvhgdHSUZVl0My8vb/v27bW1tSvY3nRBkmRzc/PU1BR63wiC2L9/f8Q9gMO0t7d3d3fjOP7cc8+tQDvTULxfydnZ2T/84Q9zc3PBI48++mhZWdnytzS9DAwMtLa2sizL4XACgUBDQ8OWLVsWOpmm6Y8//liv13M4HA6Hw7JseXn5Aw88kJeXt5JtTjmv13v27Fmz2ezxeDAMu++++9auXRv9IXFdEmOXJTH12rVrfX19W7du3bRpk8/n+/DDD1taWj73uc9JJJJUNy0t0DTd3NyM4/jhw4cVCoVerz99+nR7e/uOHTsinu9yubZv315VVSUWi+fm5lpbW8+cOSOXy0tKSla45Sn38ccfWyyWRx55pKKiwmKxvP/++y0tLYcOHYr+qJmZmWvXrikUCvQNz0HxfiVdLtfJkyfz8vIOHDhQVFTk8/mmp6dz8PtrNps//vhjjUazZ88eHo938eLFy5cvq9VqjUYT8fyOjg69Xn/PPfds2rSJw+EMDQ2dPXv2/Pnze/fuXdmGpxhN0x6PR6PR4Dh+9erVWM6P65IYuyyZT+3u7i4sLNy8eTOXy83Ly7vvvvv8fn9fX1+q25UuDAaD2+1ubGxUKBQYhtXU1FRXV/f29vr9/ojnHzx4UKfTKRQKHMeLior27NmDYdiNGzdWtNFpwOFwjIyM1NXVVVRUYBiWn5/f0NBgNptNJlOUR7Ese/bsWZ1Op1KpVqqlaSfer2R7eztN04888kh5eTmO41Kp9K677srBYfOenh4ul7t7926BQMDj8RobG6VSaXd390LnT0xMiMXiLVu28Hg8Lpe7Zs2a4uLiiYmJlWxzOpDJZIcOHbr33nu1Wm0s58d7SYxdNsRUm83mcrlCf8cplUqlUhn9wpdTTCYTn88vLy8PHqmqqkJzCRHPD5syRDM6DMMsayPTEPoIVVVVBY+gj1n0j1ZHRwfDMA0NDcvcuvQV71eSYZgbN26sWrUKfdKCkw45yGQylZSUCIVCdJPD4VRWVk5NTS10rReLxSzLhi6JZBgmZ+ehYxfvJTF22TD2a7fbsXmZIAqFYmpqKkUtSjs2m00mk3G5t39CobcLvXWLMhgMGIaFfv5yhM1mw+78aInFYhzH0fGILBbLlStXDhw4sPSJmcwV71dybm6OYRiVSoWmBmmaVqlUDQ0Nq1atWonmpg2/3+/xeMJ6WkqlMhAIOByOiEk09fX1Y2Njra2tmzZt4nK5AwMDFovlwQcfXKkmZ6olXhKjyIaYSlEUhmFhWV4CgQAdBxiGURQlEolCj6C3y+fzLfpYm8126dKl0tLSXLvAYfF/tNCob21tbWlp6Uq0L13F+755vV4Mw65cuSKVSu+9914Mw3p6ej788MN9+/bFOJSXHRZ637CFv6pFRUUPPfRQS0tLf38/hmE8Hm/Pnj05+FWN11IuidFlQ0xFoCBUXNDbteiyELfb/f7774tEor1798a4hiSbRPyTA4HAQm/FlStXPB7P9u3bl7ldmSHer2QgEHj00UfRlU6j0bz++usdHR05FVMjiv5VHR0d/fDDDysqKtauXcvlckdGRs6cOUPT9Lp161a2mRkvxkviorIhpqK5h7DfFz6fL+xnSC4TiUQkSYYeQW9XcNomIo/Hc/LkSZZlH3/88dycoUHvD0mSoQmoFEVFfN88Hk9HR4dOpwuuBiFJMhAITE5OikSinFo1GO9XEp1fUlISPEEgEJSVld24cYNl2dABuuy20PuGYdhCb11raytBEPv27UPBoLKykiTJtra26urqWBZo5qzELomxyIaYiq5WVqs19KDVas2pq1h0BEEMDQ3RNM3n3/ofR29XlLfI6/WePHnS7/c//vjjMplshRqaZoIfrWBMdTqdNE1HfN9IkmRZtru7OyxL88SJE1qtdt++fSvQ4DQR71eSIAgOhxMWO9GEdE6NP/H5fJlMNv9943K5EZdEUxTlcrmqqqpCe1fFxcXDw8N2u72goGDZW5yxErgkxigbYqpMJiMIYnh4uKGhAX22zGaz0+lcv359qpuWLiorKwcGBoxGY3V1NToyPDwsEAiKi4vRTb/fjxbmo5ter/fdd9/1+XyPPfZYLPUNslVFRQWHwxkeHg7mZ6EFRcHaBQzD0DSN4ziXy1UqlYcPHw59eGtr69TU1NNPP51rVagW/UoGAgGKovh8PgqcAoGgpKRkZmaGYRh0hGXZqakphUKRa6lelZWV169fd7lcKAWapumbN2+Wl5cH34fQryp6A8NiMBomgVG6MKFfVSyGS2LCeD/84Q+X+BTpQCgU9vf3ezwelUpls9nOnDnD4XD27NkT/A2S45RK5fDw8MjIiFqt5vF4165d6+/vv/vuu4NFaj766KOzZ89u2bIFXQGPHz9utVrXrVtH07TlUyRJorVcuQPHcbfbff369by8PIlEYjKZ2traSktLN2/ejE7o7e09efJkaWmpXC7ncDiiO42MjDidzh07duRaTMUW+0rOzs6+/vrrGIYFP4Eymayvr89msxEE4fV6L1y4MDk5uW3btlzrbCmVyv7+/qmpqcLCQoqizp07Z7FYdu/eHRwrCv2qcjgcu91uNBopipLJZBRFXb9+/erVqyUlJRs3bkztH7LyhoaGZmZmpqenp6amhEIhSZIWi0WlUqEgGvpVxWK4JCYsS0JOTU2Ny+Xq6OhAyW8KheLhhx9e+sh41uByufv3729paTl16hS6qdPp6uvrI57Msiz6qRtWjqSqqgqVPsgpjY2Nfr+/tbW1tbUVw7Dy8vJcq1CTmHi/kmVlZXv27Dl//jwaCeDz+du2bcvBRBuFQrFv374zZ868+eabGIYJBII9e/ZEqV/W1NTE5/N7e3t7enrQkerq6p07d65Qc9NJW1tbcIp0cHBwcHAQwzCtVhtxqCOuS2Jcsmr/VL/fb7Va+Xx+Ltevic5ms/l8PoVCAUNDcfF4PKiGfs5OLScm3q8kwzBzc3OBQEClUuXyIBP6XYveh1hGv/1+v8PhCAQCcrkcUpPikvRLYlbFVAAAACCFciVJHQAAAFhuEFMBAACA5ICYCgAAACQHxFQAAAAgOSCmAgAAAMkBMRUAAABIDoipAAAAQHJATAUAAACSA2IqAAAAkBwQUwEAAIDkgJgKAAAAJAfEVAAAACA5/n+FC7eckDo3CwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd82e0>"
      ]
     },
     "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": "7925ee7c3e544dae93c150e5388d043f",
       "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 0x7f731dcd82e0>"
      ]
     },
     "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": "1092c2653517435c8d0c314b1ca7dbf9",
       "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 0x7f731dcd82e0>"
      ]
     },
     "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": "963bb36729bf44619a6ba641175569f4",
       "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 0x7f731dcd82e0>"
      ]
     },
     "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 0x7f731dcd82e0>"
      ]
     },
     "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 0x7f731dcd82e0>"
      ]
     },
     "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": "1440d45f5f16416e9e2f73f724e67bc7",
       "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 0x7f731dcd82e0>"
      ]
     },
     "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 0x7f731dcd82e0>"
      ]
     },
     "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": "af525ff734d64248a896852adcc18585",
       "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": "bb5ab46235c94cec942b0a72b028bd8a",
       "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 0x7f731dcd82e0>"
      ]
     },
     "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 0x7f731dcd82e0>"
      ]
     },
     "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": [
       "['20250818-113213-678-2430f3']"
      ]
     },
     "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": "898d05c311474b2c976d39bf43c3a526",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd82e0>"
      ]
     },
     "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": "af321168be9e4aa4bc1f28f9c873bf5e",
       "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 0x7f731dcd82e0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd8340>"
      ]
     },
     "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": "a62c88daa6c14b8bb8026562bd4fd375",
       "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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KhQAAKIqKRKJxO5NwOOxwOCCEKpUqsWwzx7i91mSETwCO40rlXPqZzjubGsl/Nu3ULeYBt1SEiQUgQzGp7rtMr/7JlyrLvnWsME1qsRNiAdrR71hWELsGpdPprFZrxIxBCFEUnYZBDYVCR48edTgcLMvu2rUrNzc3cXs0EMJ3331XLpcLhUK3263X6x977DEURU0mU11dnUQiwTAsGAxu2rSpoGCchKsnT57s7e2lKGr58uXr1q2LtH/88cc0TXMai+P4Sy+9NK7kHo/ngw8+MBgMTzzxRKSxqampqalJLBazLEvTdFpaWnl5eU7OaJEvmqZra2u7urrUajWGYR6Pp7S0dM2aNVP90e6Tc+fOWSwWpVJJkqRAINi5c2dKSsqEwvNEuH+tjEeZXm24jzxKMplMoVDgOB7peT0eT3r6dGo4xtOOeO3R1NTUuFwuqVTq9/tFItHu3bsVCoXdbj9y5AgnpNvtLisrq6qqGnttU1PTzZs3A4GATqfbu3dvpP3ChQvd3d0CwWgX/eSTT2q12rGXQwg/+ugjiqJefvnlyMmDg4M1NTUymQxCSFGUUqlcsmRJaWlpxNg3NjY2NjZKJBKpVOpyubKysrZt2zZV63WfxOu1JhR+IpC5HRzPO5t6/0rbZQtocAQAkK+LO98ay7J0sVwITEOh5Wn4Nes4NlUoFGZlZdlsNqlUCgDw+/3j2q0JwTCsvLxcp9N98sknk2mPBkGQ/fv3c3NogiA+/PBDi8WyaNEitVq9b98+zsC3traeOXPGaDSO1ZDCwsJVq1ZdvXp17J137dqVmZmZWHKz2WwwGAYHB/1+v1z++UgwKytr9+7dAACaps1m87Fjx7Zt28b9OKdOnQoGgy+88AJ3PkEQJpMp8VNmgtzc3LVr14pEIgjh6dOnL168GBkWJBCeJ8LM5Sa8fwoKCkwmE/fyh0IhnU43vVlXPO1IoDURtm3bxmkly7LHjh27du1adXW1UCh87LHHOLVyOBwff/xxbm7uWC1LS0vbvn374ODg7du3Y/60cuXKVatWJRa7r68PQqhQKLq6uoqLP6+vh2HY/v37OZH6+vrOnDnjdrs3bNgAAGhqampubt61a1dWVhZ3QnNzczgcnmWbmqDXSiD8/Gfe2dT7546bFKoxmoHLpjLyrcxLuXbH5SPCi9PVN+44IRwnTi4rK2tgYABCyP1Vp9ONexoAIMGQSigUjttlx2sHANy4caOwsJDbIYgsSovFYrlczq0ORStqTk7O+fPnQ6EQZ8air83Pz08sWwIghO3t7dXV1TiOm83mioqKsefgOF5WVuZyuRoaGgoKCkZGRu7cubNv376IARaLxeXl5TFX+Xy+c+fOjYyMAABSUlKeeuopDMNIkqyvr+/p6aEoKiUlZdeuXWKx+NSpUwMDAzRNq9XqdevWcT1CT09PR0dHSkpKc3MziqIrV65ctmxZzCPy8vK4AwRBDAbD9evXJxR+Gj8Rz4wST9fUarVQKORMAkVRBoNhGloJ4mtHvHaLxSKXyznVi2gliqJarZZLeqpUKiPrWFqtViaT+Xw+7vzoa7nX2G6fZlEUs9lcXFwslUq5g7EnoCiak5OzYcOGU6dOlZeXS6XSxsbGNWvWcM/lThirlSzL1tbWWq1WhmFkMtnWrVu57q65udlkMgUCAblcvmnTpszMzBs3bphMpmAwKJFIVqxYsXTpUgAAQRCffvppRUVFfX09QRD5+fmbNm2KmT4m6LXiCR/z1/nJfdlUiqKCwaBQKOSmbgnweDwxL7pYLB67Z3n/EDTjIdjBAMKwcFVuyuQvfHRJ1m+uDyEIggmwvr6+pqamcfdOSJLs7OxkWTYzM7OtrW3cW4lEosLCwml+gTGwLFtfX6/T6SK77n19fV6vd3h4GEXRoqKimPO7u7uVSiX38o29Nh7Hjh1jGCYlJWXNmjXjLjv39vZCCA0GA03Tly9fHtemchiNxtbWVoIgBgcH5XL5uAtW0Vy5ckWj0Tz++OMAgOHhYa7z+uyzzzAM27t3r1gs5r4pAKCwsPDRRx8VCAS3b98+efLkiy++iOM4RVG3b99es2bN/v37bTbb4cOHc3NzE8R6W63WSG+SQPiZeDlnB4ZhfD7fZDYmAoFA9I4dAEAgEMzbbstqtQaD4/sPMgxjtVoFAoFUKu3u7o53h5KSkiSuCra0tOj1+ohhcDgcNpvN6/V2d3dv27Yt5mS73R4IBDIyMsa9Nh43bty4du2aXC5fsmTJWLMHACBJsru7+7nnnhOLxZcvX/b5fPE0PTc3F0I4PDzM7YBMuMHR3t7udrtffPFFbpuJW1Vuamoym83bt2/XarWRLl2n0y1evFgikTgcjpqamtTU1PT0dJZlnU5nV1fXs88+Gw6HDx8+3N7eXlJSEu9x0b1WAuHn7csZzTRt6vnz5/v6+jweDwCgqKho69atic///e9/H+Mlu2rVqpnYV+sY8mbJUasnDBBk8VSCU5dmpwbDUCvDe7xsUyjFYMjW6cZJq1FUVNTQ0CAQCMbdGpkJUBR99dVXow283W4fGRmx2WwZGRkxfcTAwEBDQ8POnTvjXTsu1dXVqampCIK0t7cfP358z549Op0u5hyTyVRcXIwgiNForK2t7e/v1+vHD3vgBlgURZEkOZlVOAgh564plUq5Xsbr9fb09Lzyyivc5ZGeKC8vz+FwBAIBboHI6XRyO2dSqZTrcTIzM3U6nc1mi2dTb9y4MTIyEr1rFU/4B9Gmtra2mkwmbkteJpNxq2cJuHjxYldXV3RLRkbGM888M5MyTp/IYsO4cHtyq1evnjV3m8cffzxa+/x+f19fn9vtFovFMY54wWDwxIkTFRUVkVFOzLXjUlZWVllZKRaLBwYGTp8+jWHY2AUYi8Wi1Wo554Ds7Gyz2bx69epx78Y5WHFaCQCY8FeCENI07ff7NRqNWj3akba0tDzyyCPcKDmiYgaDwefz9fX10TSt0WgGBgYi+9mc/ACA/Px8m80Wz6bG9FoJhE8s8zxhmjbV7XanpaUtXbr08uXLk7yksLAw+p1I4Fx6P5gH3EocaiWYj4RyiWjiC+6CYVhZmmg4BJr7/Yu0oqvdtl3j2VShUKjX62d5uBTTv69YsQIAwLLsoUOHrl+/HrHuw8PDx48f37x5c7S1m4xtyM7O5g6WL1/e09Nz+/btGJtKEITVal2xYoXZbAYAqFQqs9kcz6b6/X5wdx0iEAhM+PTKysqLFy/++te/VqvVJSUlZWVlPp9PLBbHqD1N04cPH0YQRKvVCgQCLrSJ+1P0u4TjeMzcK0JLS8vNmzefeuqpBMsqEeEnFHse4vF4ZDKZ0Wjs7OycZAekUqm2bNkS+Tjh8GveUlhYaLfbZ9N/Nea3ys3N5RZ4Ll26dObMmT179nDtoVDo8OHDeXl50Tujk/mdI5YpNzd3xYoVFotlrE01mUwKhYLTSolE0t7eHs+m0jRNUZREIuF+okAgELGU41JcXGy32w8dOoTjeEFBwerVqwUCgd/vH3sVN7/KzMwUCoUxEYYRxcRxnNOssYzba8UTPoHA84dp2tQnn3ySO5i8TZVKpdPzx5sSHcNeDEAJLkDRKScOXZOXUnPLbvMzKwrkN3rcu+LMohOPl2cNFEUzMjIi5epsNtvRo0c3btzIbf9MGxzHGYaJaezo6JBIJF6vl3ucVCrt6urasGHDuF2DxWLR6XTc4KOurm54eDjx/7tSqdy1axfDMH19fadPn1apVNzyVDgcjvgxAgA6OzsxDHv66ae5j+3t7VP6Xm1tbdeuXXvyyScTdyUR4ad083lCxCt1cHBwkjZVIBDMglbOAmq1OvH/7KyRlZXV0dHBHRMEUVNTo9fr4zkMTxKBQDBWKx0Oh9PpVKvVvb29kcf19fUZDIaxd7BYLBiGZWRkiEQiiUTS3d097mJy9BM3bty4ceNGm81WW1vLjd0lEgk3c42c5vV629vbX3nlFW5qfvz48Xib2eMyyV4rIvzk7zyHzKrPccS7Z+boHPGHAcKwQK+acre4cVGGPcSoJLhcLDTbCC5GaiagaZqbS4XDYZqmI7/JuO0QwkuXLnHL7H6/3+0erUTvdrtv377NLZbabLaamprKysrc3FzuJmOvBQAwDMP9iQsd4WJS/X5/5ITe3t47d+5Epq0RzGbz8uXLt91lx44dMpmss7MzcgLLsgzDuN3uy5cvd3V1cT2IVqstKio6e/asw+GIyFxXVxdzc5vNBiHEMCw7O1sikdA0rVKptFptQ0MD9y0IgmAYhluM4lpaWlqmVMDEbDbX19fv2LFDoVBEfuTEwj9U8EkSQBztSNDe0tLS09MDAIAQDgyMpikmSbK1tZXr/UmSrKmp0Wq1VVVV3Fs39loAAHfbyBseDoe5ew4ODnIneL3eW7dujd0BNZlM2dnZ26IoLCzk5qyRO7MsGwgEWltbL126VFFRIRaLEQSprKxsbGyMLPsTBFFXVxezN+dyuTg10el0Wq2WOy4sLGxsbOSGa1wkfeRnAQDYbLbIl5oM8XqtBMJP/uZzyOz5/ba3t7e0tLAsm5KSUlpaWlpaOhNP6bIHEQaGwmxhmqy513OoqR8AsGelvmwSPsAlBi2EgAqzwTAw26lAIDBDqw3vv/8+916ePHkSALBjxw5u7jtuO+drl5OTo1KpgsHg0aNHOQtEURQXtgUAMJvNJEmeP3/+/Pnz3CP27NmTnp4efS0A4NSpUxEPjlu3bi1btuyRRx7x+/1HjhxBURRFUYZhqqqqYrTXZrM5nc4Yr6uioiKz2bxkyRIAQG9v79tvv42iKLchunfv3ohf0ubNm+vr6w8ePCgQCDAMgxCOjQ24fv364OCgQqEIBAJZWVl5eXkIgmzbtu306dO/+tWvJBIJSZJ79+4tKioymUy//vWvBQJBWloat4c0SZqbm0mSPHjwIPcRw7CvfvWr3HEC4R8G3G73z3/+c4qipFJpYWHhmjVr5iopxySZqlJPnnG1I0G7xWLR6/U5OTkQwrNnzwaDQbFYHAwGs7OzN23aBADo6+uz2+12uz0yba2qquJmh5FrAQAtLS2Rgea7776r1Wr37dsHITxx4kQ4HBYKhaFQqLi4OMYrkGVZi8Wyfv366MaioqKjR49yw02GYd5++20EQcRisU6n27JlS2SBraSkBEGQixcvnjlzRiKREASxaNGimLWZnp6ea9euKRSKcDiM4zi32VlZWVlbW3vgwAGFQhEMBqurq3Nzc0tKSj788EO5XC4QCKaUaiNer5VY+PkPcp8Tx7feequwsHBCH6WampqMjAyFQkEQRHt7u9PpjLya0WzYsOHChQv3I4/x748KMQRBwPOrMg63Opx+CgCQIhP9+PkV6wsnLuWz/39OX+gl8lNlLj/x7r6ilSXzLqYCQhgIBCCEMpksWU6M3HiQy6A0vUibCe/v9/txHI83RiFJMhQKSSSS6IQ4AACCIGiajv6mfr8fw7AHZWdlruBSEEzoo1RXVwch1Gg0DMNwSxRpaWnPPPNMzHs1Va3M/4ejv31tzeqCWDe3eDzzozMkC4/9xZYJzzzfMfznH92cqlLPDqFQiKIomUwWvWFxnwSDQZqm5XL5DEWO+v1+CKFcLh9X68PhcCAQwHE8xv+Aa4/+pqFQKBwOz2E6wGge+ZcTpVmKt1+d7GrT7+o7v3m4w/K9XckSYJbmqdGZd5YtW3b48OFbt26VlZWNdfd/7733IsevvvrqlJ5y2+ZPk6ICFBn0swdv2j2h0SU+V4D8xgc33v/K6jL9BDsuFTmqG0OUPUAVpYga7zjnoU1FEGRCD6lgMMiFe0aAEGZmZsZbPEFRdEb1YcK4DpFIFGNNOcYGXD0QzvQPCtGD2rKysitXrjQ2NnJZRGLOvB+tTBbNvZ4//+1NrkIGmIpSzw4R958kMmGM4n2SWJsEAsG4/vNj2x/EMW6kk7Tb7QBAq9WauJOcPHOQ8wFF0dLS0sHBQS5YKuav96Ox5gG3DEc0UsGAn4oYVA5XkPr0xsC46he9mrS+OCyxsDoAACAASURBVO1/6kdKtDKViGm3U9zkadryzBUej6ehoSFaIQOBQHV19YOyIcEzJ5SVlTU2Ng4NDY21qZPRyuiR3ODQkBULJKuT4jjU1O8MUAAgEEAAAIokUmoensRQFGWxWBQKhc/ngxAODQ35fD6NRvNA2lQAALeUkXTPiI4hLwKgCMcwFDBj7n2g/o4zSG0qTnt0kU4lGd00il5NOtQ08P2nilEEwTFIMajJRszcluqMwu1BQgi5xRlu/3/ciSAPT4T71MpIJwUAdLmcQ1ggWZ0URzgcRgALERSBAADAQgQBkPPo4eGZKmq1Oj09PRwOi0QigFA4jmdkZCTIFTN5ZsSmcrmPObeUcU/gMlsm3Rmkc8QfCrM0i2okaJBiA/TnW8VSAfKj55b4GMEZ8/C3Pm0xpsoeLdbp1dJ/O26KXk36u0Pt6XLE4SNpFgx4yEAgkJo6XzZsJo9arS4qKrJarVx3RpLkokWLkvK68DzQUBSFIEg8LyROK6MjJaZEpJMCABGLxTguSFYnxVGcKoEABXd1GgEQALAojV964ZkmRqOxpaWFOyYIYtzMjtNgmja1r6/P5/Nxx16vl0uMbjAYuG05h8Pxu9/9LpIpyWw2OxwOg8Egk8kIgjCbzRaLJScnJ+nmqnPE7yKAimLytNLdheL/qHP4SBYAIMORb27SbVueCwDYs1IPAGjudZ/rsP3HSXPEoHK4glSmTNTjoeRiXK/Eb/a6xk3UN/9ZsmRJb2+vx+NhGEYkEiXICsazYHC5XENDQwCAQCAQDoc5rdRoNJEI1AMHDmg0Gi5TksPhuH79ekFBgUKhYFm2t7f3xo0bMpls8eLF0xZghjopji73OKk8bjv5eSrPNFEqlQqFgrAOAgi546Tcdpo2tbW1NRLeNDw8PDw8DADYvn37uGIJBIL29vabN29yH1EULSkpGev0e/9YXaQMB/ZAeHWu+umqQoxp+vH1YJYUPLtI8mTlPT3F8mz18my1O0i/VxebHTQ/Vdpmc20t0VhH3BYn/YBuqSqVyqA47aCpj2XB82v188Qlj2dG6e/vj3bQPXfuHACgtLR03KwOAoFgZGQkuhaKXq/ftGnT/ewRKJXKIUrMQvD7Vs8XV2j5t45nnmM0GslrVgiRaRfcHcs0bepjjz2W4K+pqalf+9rXIh8LCwsLCgp8Pl8oFEJRdIYKUw+4QyIM5KmwW/bw0nSp0+nMENJMmNmgdAn8uN1ux3E8Zmtnz0r9wRv97uDnU1WVRPjCasMf2l1KIcIC1DTyoG6pnjUN/OB60EuoAQDWy/7sAvv8iTrgmSEmDPv+yle+EjlWqVQvvfRSMBjkAiqUSuX9v+fnO4bfvGAHAFwZpNs9Tp0+mW/duNr6THnchHY8Dy5TjVyYNgqFQiAQAMAkcfw3S3mUEARRKpXp6ek6nW6Ggsotwz4xBvNTRBQDVxoUFosFIpiThFImoNVqL126NLaoRZle9ZMXylNko8HOKgn+05fKV+anaSQCmy804KPbRkKTyVg73+CiDrzEqLOJlwh/44Mbt/rdcysVzzxEKpWmpaWlp6ffv0Hl3jpXYHSF1h2kkvvWcdqqlo72Hkqx4KcvlU+vkjnPPIfzdxuKorOzc0qp0yZPZmZmcmPy57IeenJpH/SwEFFKcBRBCnMy09PT3VCSLmYVCkVKSkpZWdnw8HBM/i0AwPrC1Pe/vHrz4rQ8reyD1yrXFaSKxeJ8jbB9OCAVYm6CHXb55uTr3A8HLpg9xD3ZQbmog7mSh+dh4G6sy+ck/a1bX5h64CtrHs0RAgh/80dV6wr4pZeFCefvJhQK5XK5XC5PolPuWJKeT2Ph2NSOIW+AhgSLSHEERVGj0XjpTgCieK0vrW3In5eXV1JSwlUejbmwTK9+ffcSgIDImLcyR9Xvo9fkqlNlWKeLmbnEvzOB3W6foawrPDxzTple/de7lyEIws9QFzZGo7F1MPCza66fXXOZhgNJ3O+caeYmPjUBZ8+e5Q6qq6undKF52I8icCgANVIcANA0FDrSRVBhONhNXuyjpOqeRxdnGI3GgYEBmqa5MJ7Iqj0CQL8r2HG7G0dBZmZmhTHlp5eHstV4I4Ka52WUarysp4FAwOfzvbS+6Fib3Ueykeh4GY49tmgKCXJ5eKKZjFZOb7+zudfT56UZCG71eyaZvxcXzOuMxDz3TzAYPNFs/f4Vr58CAIAzXahYeWd3RWHS91Obez3HzC4GIpN//SZk3tnUqZrSCN3OULYM9Hoog1rEbe1Q4dFYtgAN3/ysXyMXZdpsOI5zKTOMRmNUlDrIUWINHf3pgpBGo1li0DAQhkKkPRhuGyHmW5RqTJ6KSNZTlmXv3LmzZMkSp9OZpcLbbQQXHQ8h8uwSWZrwwajoyzMPmYxWcvud3/jNDVeAAne9ExLPJkff5EAYALD/F1fnVf5enjmk0er89sle/93gKT/FvnGiR69Tr100Thm7aRPdkSbx9Vsga7+uIBVmYL4KGfHRizLkY7d23CG6rpdavHhxVlaWTqdzOp0XL150Op00TXs8nmAwqJdB06APQRCRSKRWyJRi7EavVyMTtgwFY9yU7tgDNt+M7JZPhtGsp/57sp5yniCdnZ1c9ZjvHjFbXRSACAQAAoAg8PdtgRt37DO0yc/Dw8F5JwAI1+WpOe+EBCcneJPHJRgMWq1Wq9XKFVazWq3d3d0RDwlngOocGb/qNc8Dx+nbXv+90ch+Gp62xG7b3Q93Xz+a6yTdwQlev8kz7+ap06NzxC/EgFElONFDr8xOaRyIdfGNwKW6TktLczgcbW1tDofD4/Go1epUTG6xs2vTGJIkxWJxfoqozUbsXpZxvHV4KAjyCUIsFvuJ8Bffqe91BEiGXW5Q//aP105bYK76oFgsjtn7jNce4dOmPowO5IhZbxhzhwXgrieIMuwRCAQul6t5IHD+jp+iwyAqi5uPYs51BVYX2PV6fTAYFAgEY8tuezwev9+vUCgS5Lsfey1FUVx9Oq593FI5oVDI5XLhOD5DYVSTgSAIt9uN43hKSkpEyMkIzzMlyvRqBEF2LEmbcL/z42t3xvo0fXK1J17+3siqkt1DAgCiE7R+6ecNV7odcpFApxB/8FqlVj79kvLxtCNeewSPxxMIBEQikUajiZR5gRC6XC6SJNVqdeL9I4IgIIRjz+F0J+a2MZAkybJs9LUMM+oFgqKoSCQatzMJh8MOhwNCqFKp5mpvKxwOu1wulmU1Gk2kZ2AYBg2TCizMAoRgUQYmv1IWAOBQU78rQER3kslKH71AbGrHkJdm2KwUBUQ8S/VqY0bK7673+YnPhzoYip41jxSlK76werTgtlarXb16tc/nc0DFp70UhaJ2SpCbm8t5ly1Kl3W5yCwFLsSQDge1zO8XicTr/+Os+24vcKXb+eRP6g7/2ZQzV4RCoaNHjzocDpZld+3aFcnTFK89Gghhav/FZ3QowaBaId1DiA/ZdAwEzbdaU/qcABMJBFgoFHw0M/fjznuyuEEIHEHq8uXLHo+Hoqjly5dHV96mKOrUqVODg4Mqlcrn823atKmgYJyCPB6P54MPPjAYDNFVhpqampqamsRiMVeaOC0trby8PFKBlabp2trarq4utVqNYZjH4yktLeWya80m586ds1gsSqWSJEmBQLBz506u/Gpi4XlmFIZhJtnIEcl9KJWgAPgjvqAvvFN/ucsBIXCGKWeA2vKD2kv/sFkqnLKb3smTJ3t7e8dqR7z2aLjielKp1O/3i0Si3bt3KxQKu91+5MgRAIBMJnO73WVlZVVVVWOvbWpqunnzZiAQ0Ol0e/fujf5TfX39zZs31Wo1SZJGo3HDhg1jL4cQfvTRRxRFvfzyy5Hia4ODgzU1NTKZjEsTq1QquVrLEavc2NjY2NgokUikUqnL5crKytq2bdss+zaaTKa6ujqJRIJhWDAYjHQ7g4ODqUP1L2cJIIRilHWHBU1++W1am9xYZLuPikl1CSGw+2MDQ6bBArGpt3pdLERYTAQhMKYpURR9fk32L+u6aQaC0a2dlSqJ8P3L1tc/bdm/1vilqtxcrVQsFoOMRe9cNgVoHAAAEGQQqsoAAAAsylBe7PYGiZCHYNuGQ4FA4GcNdm/wnvWIzhFfTfPAE8uzpiQqhmHl5eU6ne6TTz6ZTHs0CIJUPfbMlw80u4OUFGO/nDlQIgv0hNVPLM/UZa6yeuGPPrOs1wZLgRVDDNHjOwQBPhrT6/UrVqzo7OyMue358+cZhnn55ZdxHIcwbl5ys9lsMBgGBwf9fn90laisrKzdu3cDAGiaNpvNx44d27ZtG6cep06dCgaDL7zwAnc+QRBcwrxZJjc3d+3atSKRCEJ4+vTpixcvRoYFCYTnmVGeX5tfc2vYR35uROVC7ItV+QkuuZv7UADu5j48bR5uG/RG14B2h6g3Drf++95lU5WnsLBw1apVV69enWR7NNu2bePcZ1iWPXbs2LVr16qrq4VC4WOPPZaZmQkAcDgcH3/8cW5uLvcxmrS0tO3btw8ODkbntAIAmEymjo6OL3zhC9woP97GTV9fH4RQoVB0dXVFJ4PEMIwroMuybF9f35kzZ9xuN2eVm5qampubd+3alZWVxZ3Q3NwcDodn2aaq1ep9+/Zxq2Ktra1nzpwxGo2cDBiGyUoe/feTHQgL8yTkTq19q06eZE9vJLZwOIIABCRhTrxQbOqAN0MKOpyMDEe5FTyWhY8Xy28NkboU+euPL+H+P77/7LI3nyp9/7J1/y+u5GplG4p0Pz3XFaDv/o4Q/s1Bc6ZWWaBT5KWrwkxvc78/TSm63h9wePxWO8HeW789SDHd9mCQih1ZowgQ43HfTqFQOG6XHa8dAHDjxo3CwkLOl2pxuvz1LVnfOtkbIIE3LFAKwR8vRvZtrhCLxV89cP0fqjMfK8385JNPpCjrYzAEAZVKb1tA6g0LhgOMXq/nao9H3zwUCnV2dj733HPc2ku8HOsQwvb29urqahzHzWZzRUXF2HNwHC8rK3O5XA0NDQUFBSMjI3fu3Nm3b1/EAIvF4vLy8pirfD7fuXPnOAfslJSUp556CsMwkiTr6+t7enooikpJSdm1a5dYLD516hTntq1Wq9etW8f1CD09PR0dHSkpKc3NzSiKrly5ctmy2P40Ly+PO0AQxGAwXL9+fULhx/2P4EkiZXrVD55d8pcft/gpCACQ4cgPn1uSoN8kw6xALMMlcp/NCwAQShWYSHrHYfeTsUPAPldorFYCABJPXvPz8wEAY9dX47VbLBa5XM7ZyIg/KoqiWq2WC9hTKpWRbRStViuTyXw+H3d+9LXca2y322Puf/PmzfLy8khQZryckWazubi4WCqVcgdjT0BRNCcnZ8OGDadOnSovL5dKpY2NjWvWrOGey50wVitZlq2trbVarQzDyGSyrVu36nQ6CGFzc7PJZAoEAnK5fNOmTZmZmTdu3DCZTMFgUCKRrFixYunSpQAAgiA+/fTTioqK+vp6giDy8/M3bdoUs7cSPbzIyck5f/58KBTi+goIwTsXrJAFECC3Q+LTLs0TWO+1zoGKwqlNYBKgFo/zMqjGa5wqC8Sm9jhD5alIt4fW3k2zYh707syT9nrZP9tcFK2oQgH62ob81zbkn++w/eOhlpgdHU+IPtjY/+HVXggAQTFDPgpDEYaFz//WykAEASBmbPPfZzvfqo2d9hWlKT6d+ppwPFiWra+v1+l0nE2lKAp33N6ZTgkZQoWjj6Ti+bIwSZJv1/UWasXr86RDQ0MAl5AIDgCLQLhJ7R4ihSwmgQB0DDgXG1Jp+p7Zts1mEwgEVqv10KFDKIoWFBSsW7cusogUobe3F0JoMBhomr58+fK4NpXDaDS2trYSBDE4OCiXyyesPnTlyhWNRvP4448DAIaHh7nO67PPPsMwbO/evWKxeHh4mNPGwsLCRx99VCAQ3L59++TJky+++CKO4xRF3b59e82aNfv377fZbIcPH44s4I+L1WqN9CYJhOdrzc4C25flvOka+ZvjQxCA723N2FqWaNX9tV9dvX7HBSFkWBYCsP/3/cjBAZaFDBM74bja7az47qmxd7jyza0KcdJ6vJaWFr1eHzEMDofDZrN5vd7u7u5t27bFnGy32wOBQEZGxrjXjiUcDjudTpIkDxw4QJJkRkbGpk2bxubPI0myu7v7ueeeE4vFly9f9vl88XLs5ebmQgi5ktUkSU64wdHe3u52u1988UWhUOh2u7kOoampyWw2b9++XavVejweCCEAQKfTLV68WCKROByOmpqa1NTU9PR0lmWdTmdXV9ezzz4bDocPHz7c3t6eoJJHd3e3UqmMDL5ZCKN75s6gBAHgTKMliTZ1c77sk+sgGDUek2BgS0ESMhQuBJtK0EyAYgoUyJlhKlszOprrGPb9SXm61UUWp4//M20s1m0tSR+bQx9FkLbv7AAArH7zpAhHnlmS8vOGwT9eKliqw99sCN/xjo5/cQx5ptwwjSWmqYKi6KuvvhpxjuDcfHDanScPyyTirKwUrVbb0E+09Hv+cWMqwzD1V66c82X9686cN072+Ej2x30GFiA0pP90U9HpO+6yPDxmEYmiKJqm7Xb7/v37KYo6cuTItWvXxm78mEym4uJiBEGMRmNtbW1/f79eP/72BlcLnaIokiQn4/sAISQIgiAIqVTK9TJer7enp+eVV17hLo/0RHl5eQ6HIxAI9LrIABn+98PXn6wqkQAglUq5gXZmZqZOp7PZbPFs6o0bN0ZGRmJ2rcYVnreps8PWlYvwE0MMAjevnKCIzYGvVHIHB09f/MtTHtObO7mP3ztqeu+Slb5bMDkvVXb2rx+dMXk/5/HHH4+eePn9/r6+PrfbLRaLY1Z6gsHgiRMnKioqItPWmGvHwrnOWSyWp59+WiKRnDt37tSpU3v27Ik5zWKxaLVazjkgOzvbbDavXr163BtyDlacVgIAJlRMCCFN036/X6PRqNWjbjstLS2PPPIIN0qOqJjBYPD5fH19fTRNazSagYGBSM2GyspKTo/y8/NtNls8mzowMNDQ0LBz5854wtAQoSCKwEQ1iCLJBhgmHAwFrVZr4hTB5bnafQbfh72KEAMAABIMfjHbtyxnmoUOo1kIjo6dI34BiuilzIifLklXAAC8IZoIsyIBSrMgTRG3zsaelXq19B5HPgGKRnbC81MluSlimoEUi97xIyiK/veThkeyJXIhKhUKXliTOwsGlUMsFkdroHHpqs88uqUlizlbKNZk/vPh1v96bqnT6aytrT1i0/7nS1XK4MCflcJ1mtDKFPrvV4sFAL5z0fppi5MrYxA9VeX0v6KiAsdxmUxWVlZ2586dGAEIgrBarSiKms3mjo4OlUplNpvjSev3+zmZxWLxZLIlV1ZWkiT561//+qOPPrp16xYAwOfzicXiGLWnafqTTz6pra291NT28cWbJM2caenb/4ur7UM+mUwW/XViJuIRWlpabt68+eSTT3KGM7HwE4rNkxS4eRVy92AyFBUVRX/85uMlr643ysW4RibcvjT99F9tSr6U4yEUCqOXc3Jzc7du3bp3796MjIwzZ85E2kOh0OHDh/Py8latWhXv2rFwWllaWsolea+oqBg3tarJZJLJZGaz2Ww2SySS9vb2eDekaZqiKC7qAQAwoWIWFxdnZGQcOnTowIEDly5domkaQuj3+yP2NcL58+dramosFsvAwAA3OI78KaKY3HrSuA8aHh4+fvz45s2bo8foKIJE98xCFAoRtrIw7rQeRKUIZhiWIskJUwSr1eqsrEwEgQjgNlERvSF7/tYkn2VMg94wCwxaORUOlepVAID2YV9eiqjHQxfqZAkujIlSlwlRiUgQWSguTJO7fKGWoUC6QnjLTm0zkACAP10hKi2rUMWPNpkFrvQFF+sk71x35wtFBgHz3M8bz/11dWen+caNGy2s4W+eW6lP0w5pNBQ19LfbCwEADMPscrpFUsVhk+toqy0Xx6OzLXKD3Ih7AoZhLMvGPLGjo0MikXi9Xm6jSCqVdnV1bdiwYdzQAovFotPphEKhXq+vq6sbHh4et9ZYBKVSuWvXLoZh+vr6Tp8+rVKpuOWpcDgc3e90dnZiGJa3qvrVXza4gspv6L0IAlwB8r0669O5cZ1FI7S1tV27du3JJ58c2ymMK/yEN+QZl+ZeDwTgWKutPD9tkolpUBSFsZsqiRibR+mbO0u+ubMkzEIBOiNxF1MiKyuro6ODOyYIoqamRq/Xx3MYjgeO43K5PForAQAxiulwOJxOp1qt7u3tjTyur6/PYBgnMYLFYsEwLCMjQyQSSSSS7u7usXuo0QgEgo0bN27cuNFms9XW1l6/fr2qqkoikXAz18hpXq+3vb39lVde4QYBx48fh3AK/5U2m+3o0aMbN27kNq0jIAiI7plXqQkERdcsTeS/FnELRxEEwwQTpghu7vX8tIkMhUdfGIIBP7kerCx3338szbybp569y+QvuXTbrhEjTlooQEFemgIAYBn2G5TYHRdVnDHB4JeLUn96RZZajH17YwpJsz5idIWhJCuFCodvDhOP5Kl7/AAA4Pf7lUrl/RtUmqa5uVQ4HOYGgAnaIYSXLl3yeDycAG63+5PrPTeGiaZhSkh5/9ADvvZoYdBtq6+vD6jyjMbcKqOapmmRSCSVSgOBgNVq9Xq9f/F4+fF2199VG96qH2ZZNhwOBwIBTkW5ekFtbW0AAIZh2tvbxy7qms3m5cuXb7vLjh07ZDJZtP8wy7IMw7jd7suXL3d1dXE9iFarLSoqOnv2rMPh4E5zu911dXUxN7fZbBBCDMOys7MlEglN0yqVSqvVNjQ0cL8AQRAMw3CLUYea+pwBqlzuk2Cj/UuACruCE6SIMpvN9fX1O3bsUCgUkR85sfA80UxSK893DL/6qwYAQL3Vtf8XVy92xvrdzCj3aVAZhuGUjgusihiweO0tLS09PT0AAAghl4YCAECSZGtrK7dbQZJkTU2NVqutqqri3rqx1wIAuNtG3vCI131xcXF7ezv3sa2tLSUlJWZ9xWQyZWdnb4uisLAwegGJZVmWZQOBQGtr66VLlyoqKsRiMYIglZWVjY2NkQLYBEHU1dXFTIJdLhenJjqdTqvVcseFhYWNjY3cjJOLpI/8LAAAm80W+VKTwWaz1dTUVFZW5ubmcr9PtD1el6/51aurvrImc4XcV53iWrN69YSrR0ajkSAICCC3nZQ4RfChpn7XvXEc7hCdlJIP826eOo3chG0DHr0CddCCMAsLM9QAAPOQN1eF33FTK4sTzZA4yvTqH36xfMm3jmcp8eI0mWnQuyZPAwAozlD+9ko4TS7M04ggQEYCDIZ5Oa+2++T999/n3suTJ08CAHbs2ME5po7bzvna5eTkqFSqYDD4ac2RLShNpyJilG3yya965JZzt5UOIhwO47Z2YGt/t/MsAGDVqlUMwwQCgcHBQa1Wm5Ou2VCcRvW1/WmWvb9/VIZly5ZxleG3bNnyhz/8oaurKxwO63S6ysrKaGltNpvT6eQyNEUoKioym81LliwBAPT29r799tsoinIbonv37o34JW3evLm+vv7gwYMCgQDDMAhh9AoYx/Xr1wcHBxUKRSAQyMrKysvLQxBk27Ztp0+f/tWvfiWRSEiS3Lt3b1FRkclkSh268loWM0SJHPQUckc0NzeTJHnw4EHuI4ZhX/3qV7njBMLzRJiMVo4mpgnckxfp/a+svv+B/+xw6tSp7u5R74pbt25FtCNeu8Vi0ev1OTk5EMKzZ88Gg0GxWBwMBrOzszdt2gQA6Ovrs9vtdrs9Mm2tqqriZoeRawEALS0tkYHmu+++q9Vq9+3bBwBYtWqV0+k8cOAAl41k+/bt0dKyLGuxWNavXx/dWFRUdPToUW7Bk2GYt99+G0EQsVis0+m2bNkS8X4vKSlBEOTixYtnzpyRSCQEQSxatChmbaanp+fatWsKhSIcDuM4zm12VlZW1tbWHjhwQKFQBIPB6urq3NzckpKSDz/8UC6XCwSCKWW6N5vNJEmeP3/+/PnzXMuePXu4Na2I8Aax2CcD27ZujQifAKVSqVAomPAISbJKpT6JJVGnBDKlqfpMs2HDhgsXLkz1qtJ/PrE9GwCR4g8do54L+96qe65E/r9Njr/dvXxdwaS6yFd+Xv9IJrB4sSU5ulfWGQEAzgC1+f+e3VqkEtKB35jIImVYJ2Jf3rS4SCuaieq4k+TLv7x61TKIItDHYOzdCNTdi5QXekLN/7wdAAAhrK+vV6vVWq3WYrEEg8Hc3Nzi4uLGHtd3j5iq82R1t+00Kv7OJvWSJUuiIwR8Pp9QKIznsn8/sCzr9/txHI/nGUGSZCgUkkgkMU8nCIKmaZlMFtlOvtY5+I0Pmwf9ny/2qiTCD15bw1cpmTkmqZWvH7x54EpvTOMrVdlvPD2B28HSfzrGAGj+7uOTlKd9wLnjvy53/9tkz58dQqEQRVEymSzxRuk0bsswTHQ4eBLhytHL5fJxMzRxq1k4jsfMj7n26G8aCoXC4fBM2DCCCi/+1gnrpP+vfT7fpu9/liMHB76+NbE8t/o9X/p5Q0zJh6T0JPNu7Xca+MnwEjW87aZ0stH/445hf55GdMdNF6dP9l1cV5jaMkLlqrC2gdGskhqZEACQrxbU9fgAAtq92EUb/heHrYcbOuYwcW6vM+RjME9YwEaldKi1Bg59/REAgMPhuHbtmlKpLCkpSUtLE4vFarVaKBT6/f6VOSlhlt1QmtvQT36hVPGd866YkDiFQjETBhUAgKKoUqlM4GooEonUavXYp4vFYoVCEe2fVVGY+fy6Alww2iIUoE8sz+AN6nxgqnmRFhgSiUSlUiXXoHK3nSGDCgCQy+UKhSJeykOBQKBSqcY69HHt0d9UIpHM1aQwBoVCgQAEQZAJ5eGcaRSS0eUuuShpJe4feJvaOeIHCMgQhwfcVI5GAgDgVp9QFGEhSJVP1kisC9OIKAAAIABJREFUK9S12ekMMWMa/DxTc1G6wk+BngAGwah7mJ9i32phevxzNrkf8YXkQozLAgIBQBCAIcir63LSJKCjo4OiKJVKFXGMXLZs2YoVKwwGQ19fHwDg5XXGA5fv7Fulb+sZeWG1/hsftTT3er5d0/btmrZb/Z65+kZT5TdXen/2pZWvrc97bX3ewa+tAwD5dX2sozLP7FORnwZi09AgFfm6xFc193pIFtAseIDeQJ55SKTEAoIiXMB9dImFcWFZBrLwLoBNUqf+wNvUM+0jchzFMMwepEvS5QCA9iGfMUXY46YLdHFDJsZSqlf1e+kspTDaphanK09Z3DFpIYMU/PmFrqR+icnS3OfOVks2pgXBXRdwCJFsObMjG4yMjBiNRqFQqFAoIlsjOI7jOC4QCFJTU4eGhp5daTjZNvRsRc7FQWBAnOkieu9bde/Vdb9X1/3iO/UfX2xJ/ArOB35ae/vpFVnVi9L/afeSf9q9ZKle9d2nS5t63R9f75tr0R52bvV7APh8JwlCAAB7qz9uLZFgMPi7Czf3/+JymIUMCx6UN5BnfhKJpWFZlg7TE8bSNPd6/uyDRj8VRhAEQRA/xfzJr68npS7NA29Tr1ldqRLUByRSHM1PUwAAOoZ9BgXW7SQWZUzNQXd1jsrsoLPVIsvdolFF6fKRQOziFYKA2yMTh13OBGdMI0sylbVDwqjQAzgSROysJC8vTygURgeuRM9BU1NT/X4/QRCvPpJ3+bZdLMQvDcJT3SR9NweNlwi/caLnxp1ZddScKgEy/JMznX+3c3FM+/99bvm5dtuRm0nw2eOZNpyHKgIggBBAiAAIABIvdzS4WyPTExrVrwfiDeSZt3CxNHX9rIfB233Cy4PhxLE0717o9hJs9GTJFwonZbL0wNvUjiFvrgpz0DiKIHk6BQDANOApSJXctgcXZ05tcbyqQHtzMJSX8vlUtShNPq5/fp52CjPgJHLaPOL0BwPhe2QKMsipdjcAYGRkJDU1ldt95KIauDkoF9Wg1+v7+/tfWWf85SXry4/k//amI8jc87/vp+EJk3M2v85Uef3TljefKgX3Dhe4P/3khfJPmwZOtQ3PqYAPNTtLNDIcAQAByOg/qQDZWRLXQ3AWamTyPDwEg8FP2tw/ueYOQyQYBv911ft7ky/BsodlJPZNQxBgGfLdvyQPvE0d9hKLUtARAqEYWJCuBAC0D3nztZIeT3jRRMGpMawvTm8ZIXNUWNvdnrowTQ4AEN2bV1mEIS9WZCRH+qkw4iNHvIRmNKHx5/upAACu4orNZktLSwNxqj13OkmJRAJI//rCVBGODfjGcR6x+UJjG+cJTb3uLltgz0r92OECd8I7+yvev2y9YOEnOnPDusWGv9uQqhCNdikyHPnHR3WVi5JZn4uHJx4fX+s/0OSJOL6wLHiv0fVJY9x4WaNmnMANozYJdWQfeJsaotnlqaDPB1kIdQoxAKDTFsjXSu64qXiZfuNRplf1e8PZKvxmn4trSVeKwxC8WvK5Z5wQBd+qnpue4rRpeEtJ+sYcEYbCyH4qCxGpUPBMuX5wcDCSkvtQU//Yas8/q+0aYaQXWns2FaX+z7nOTJUoZkseQkSIz9/8Qa8fannz6dJxhwuRXZADX6n8r9OWq9Z5PdtewDxdtfjvq2QAwrJUwTerZE9Wxq7SRzM2M6hKIkxujUyeh4dfNgyyY+qhvne5P975X9+ySILfY/4kAvRPNy+6f0nmXc6HSK6WyYSZX+y0C1AEh+FuF0iT4QCAYS8hEqAQIAiCcMEwU2JVjoIII+3D/khLUZoiLAwLUC8dBgAAFCAabepUb5sUzphHnl6Wbrc7WW6vCgDAbV8BcNXq8DgdjFjV7+4dcIdaxnMMaeh29rpCdDhM0o5+D4UgKFdmhxstQAgQhNVO2k16lvnoWm9JprJMr3r94M2xw4VPrvZEEgv87k/WPvHji9/bU8ay4FBTPwBgz0r9JJPk8cRjMloZDAadTmeGkEYQpFRFZYgFdrsdx/F4kdxletUfbzT++wlLJET+69X5fFgUz/SwB2LdkRAE2P1xM6yV6VU/em7p//moNRRmAQASAfLjLyxNyus372zqJPMoNfd6DjX1X7W65CKUYZh+N1OezTko+XNUAquTKEiY6TceawtSb/fbGZZ1+CmtXAgA0MhEH9zy0MxotVqCBf9w2GJIS5n97DCnTSNvPpb91fOemCwdQSr81tnOtQWaPCmyLl+bpZb4yPDffnwzJpz5F6+s5t6Ynp6eC73U6U5XbbuNYUd36REAcEwwb2cJrx9qufnGY2ByQZA131i//t8+81GsJ0gDAA41Dfz4+RXrC+dmJLQwmIxWco6XXN5Xv9+PYYrOzk6NRhPPpjb3et65YIXwcz+Rn57rWlugfVDyLvHMKxRigTcUa0EVokQGTiwWIehomD+CoGJJcrxkHsi138iOWku/20fCmy4MQZF8rRQAYB705KqFt+2hyWd7iGZ9cXrzYDA/RdhydznRE6KC9D2pq5OVFnJKnGu3bSxO9Xm9fZ5xvMPXG+X/7/mK/7Ol6NlVhrUF2u1L0n/yQnnK3Wm6SoJHhzMbDIbyFOqa1bW/0iDAUM6dRChAZCJUp5yP9Vj+5ajprx9bJBKgAIDn1+bjWGwQZJbmnkX+K5ZhHxH23E3m6QqQf3rg2vXukVkS92FFKBQiCMJFL0DIEgSBIEiCLCJ3dyhQiCAQQRAUcQWp2dcsnoXBqtyUsZtZFca4tduaez1f/6ApRI1eFKKZPznwsMbSxOyoMSz7y7YwjsFcrQwAYB70FKRKbzuCizOmM4tfZlD3e8O5KaLmuz79MVs+c8Vp8/CmQm2/hxLhKH6vL7JCJPhiVWzFBq42AJcY4YPXKtcVfD5LQ1E0PT39uWWparkER0COEkuXYllS5C+3FP7ws47Z+DJTodcZPN469EcbRr/g76/dWZEhik4t8OJy+a1+9wvv1Pc4g1zLp80DHuKemauXZA41xt1Z4UkKFEURBHGiw8cCcMGl+uy2lyCIxBnHEMBGewbMmqg8C48/2pAnFwuiw6PlYuy1DXFL2bx1zhIpl8LhJ8M/O9cZ7/zJM+/WfidkrANOKAwBAHedfn2PFWae6HB/KXOa1WNW5SgwBG0bGHX9/eLq7M9Mw9FZkeVCbPbXSE+bRr6wb9HRFm91nvy3zaQYRwmaBQAoxYI3tukrCsfxQy7Tq+Mto2m12q25/a8d7GAA0jNaZR3xDHYfNzF/tW0Rt+g9+zgcjki2cQ6WZf+7BXz36VLu43c+bbY7fW3DIcA5PQMAADjY4n19IyqQKL/4Vt3WRZq/2JwfqZAVzQylXeSJwDDMsW7y2IAUAOimkU/65UGWXL8+bnKa4lQJ+P/Z++7wOKqr/XtndmZ7LyqrsurFlnvBxsYYXOjFAUIntCSEEgKEfIGEhIRU4Es+EhJCgFACoYOxwYBxwb3KlmT1rl1JW7R9d/rM/f0x8nq1Wku2cYidn9/Hj5/d1Wi1Zea+95zznvcADCAoD3rDIEIIVOecBOHlGfx/iDqn8W83zv7Oa/sTjAAA0Crxv988e4L6aE8gi8dAlz8x/sHjxenHqSPxLDtfRpBe3DHwRftIuz/Z4qd6giwrSINh2q5Xkorji8Xnl1iaBkKdI6ONTefXOAgcqhRYjBEBAAiB2+dYqnJOpFh7wmjzxg0qhQawGzrDZxfrFjqJwSRymXU2LTHdyE6xEQzDHK+nP6swsAIS0rwjntlP3zi/4I8bOuQe0K8fwWBwx44d6e6mTUEgmaqm2RX9/f1/3ebWqlV6vTYpRAE44oJHiaCbt/zw3LKVM1zPb+1b+sye66ZbSRxy4pH3lj5q/nghV+7BGa3TZHh33+C6QTL1vSAEPhkkZ9cP3H5e9o3dgf4RACQAMYgAAEBCEAJU3xu8au7kE0jO4AzGQ5JEHB/t0VDg+MReg+U52jZ/Ij03ghCssJ8Ea+XTj1MlJKKxvqIIQYDQLQuKu/xJEsc6/Awngf9d3xFIsIE4qyJwu05p14/+c6T+1yntetX4mGxRZe6ahqH+CMfxPEkQFEWVmJUrS4kmH793kAYIdPvjkUjEZvv6NC8bW31Lqx3d/liCEeqH6OnKSGNS9+tzCIqiWJYdGBjIzc09Xk7d0B0TxmbbeAQTSXpDT+IHyypPQDL91eFwOBQKhTuJtzF6hFAFEdqcyH96sYaiqLea4zkOxw+WV9712r7xv/jyjt4dPcECs6bQrP72kvK39ng4EaVLmgVJfGp92z++NX/8706MLR2++98eLTRMoHU6w7sAgLea5FoUSn3sAIB/HQjefl7240OUgMY1P4QmG4V7BmeQFbs7ffe+cSB2uOgTo7nvvbbvH9+aNbvEkfX4q6aa1zd7OQmT0yQQABUuXT39JMx5PP041ajExzeBqAlsxZRcQuGvtSsvqrH4k/y73ztbXuk4QVpUYTVryECcDcRZf5zt9CX8cTaQYANxJpTkUozr0KvkG71hLken+KTBs7yukOc4M87SlHhVIbdtAJTopYNDVDQa/To5dUOb/97FBZ/WDy+qtO/pDQOTeUEhrtPpotGo1WqVB2Ic73Me1sqmMm8AIRCNRr9/fvX/beh8/LKTMCb2eGEymbD8mvcOMrSIAwAaoG5mjmLl4nl//KyFYvlbarTNzc00w4zfUa2ott+zrMoTptxh2h2ighQLRk3yABg9GLYOJe55o/7P18869tdzLANBKYr6eH/XExuHZI+99/a7H1vmvGRO+X9qFOB/EMEEO54jJ2hmUCgyU/QQAhw/+SvSmR3P/w84moriaJxa7dAsNIY3Ryxw9IyFC4zhk5KAPP049boFpWuafHFWSK2YCGElVjUAoGUwUmJRdvoTpVb1O1sbUyvdmobBo610CAE5nA3EWX+cCcTZvpGkUalIcNIvPul4dE2HJCEFBjqjwn4d1BKAkzAvA/YNsUllVI538azuhScPUZrv8icsUmSPV5zpwi6qNu4eSFxQBOPxuFar5Xm+pqYm6y9OvJRct6B0dcNQUkCpzBsOgU2nvKRKf976jgeWVxrVxzH0+6SgwR19qRXQokImQxHA9jD49gubGRGvcxp+v22kM0B1B5Ljd1QajNdwoYXFNt2UXADArp5gm5cHAKZzr1mFXTA174pnt8tD8Y4FWa0zVh8YSudU2bQ25bEnm9Y67aYFVQUn/kGcniAJDIx1goMQKMcRZwp5Zh0AgWwPnjSc2fGc1mhwR9/b70YANA1GJ90MZRVMTKCiaPFS2yKmdOP0XRFDqy8hW9F9FZx+nFrnND79jdoH3j2U4BAAQIkhNQmr5Ik0w7GpDm2DJ243ao9xpYMQOPRKh37MR29Wgs0dAZeJ+MNNZ9O8+Mb27rf39s7LBSyCSYYVJfytg16hISRHvUY1kZ5bto9mlZUOg8quU5o0X5WZNrT6l1bZGnqGEab8vMX7p4vy/nmA/fmSvIGBAavVqtVqs04KnDRpKUkAYgqARpVvECBJAvu9jMfj+f6yiv/7ovOxS2u/4is/Xnx4cDBCsakCG0Iwxoobe6hFFTZJobxomr0mz/DU5+1fdozQHJ/aUWEQ74+DQZYEIyPDw8N2u/2muXmPrsnw7YSXVWoWOMmCy6bM+9UXO/7nfEVmQ84J4mimtQvG+bH810dLOpUiEAcZmQ+96qgrTJ3TCCFEY7qtYZ3zBKWFWXFmx3P6IrWCQQBufmnvpC3mq2Y536/3ROkjV6NBRUygovjngYCAxkhtGIR/0RFdUvdVX/kpx6mTOrZQFFVpkH4wU7HDwyeTSYynukWbBlE9PT3NntB5hbbukSQDFMe40mXF2RWOd+uHJEkSBEFNKM6b6nxxe+9sBwYg2juMDyTRkmLdvZfMkd3qQ0kuFekG4qw/xjYPxQJx1h9jAgk2wQp2ncqhzyzopqhXRRx1Iy9jY5uv1sD30KaqXEW5oG4Nowun5ubl5XV1dYmi6HK5xv/KsSQtPzw4mGDHzgyBoD0o7mofPH+W9sr17h8sr5xgQfx34GCPPz15CABCCFwyLfeP144mbN/a6zaqib/fPPvefx0IJzkw2no7ixWkpzd0qQjsu4td6kRitlW8tkb1ZhuT9lTS9OoyjuPySGztfYurH1u34YFzi62aiXlOQ2JyPJwiCYNqjHnemoZjde0/xrrsKYtj8VGqcxr7AjGUpjmSHzza8Qf6gwihjJTDgf7Q5TNPGuEd+47nDE4pHMsKloE6p/G7S0p+/1lHapN2z3llR9P90ry4pSs8/vE4P/6x48Ypx6mTOrbIdi1lZpJM+OJ4fB+Tg2KottCem5s7EGursGs9cW91XpYoJBKJ9Pf3K8YCx3H5RvqRc0rtgSQfZsREImEymUpsWl9SlBCWS3IeSpGrh7sHmTtoWqvVAgAsWtKiJauO4i0siCiQYPzxI6Tb5o1v7RwJjBZ0WQUGU1ybKuimGNeuV37R4rt5Vd6jmyMGNXnjDMu7TcE7l1TyPG+xWORpqeP/6LEkLbPCZdX8o1MQlcPXTzM99WnLj1aU+/1jrBIQQnl5eSeWOjsagQ1H6Xf2ef61qzfOShm/AiHwhUfV7e2++Evbej/4zhy/3//bC5zyAJPlFcY8LJ5XnLf0ewt3dAf/tLGTE6Tbz3IWGyCJiZyAAQCUOPjpebk3vbTnl5dPXV6q5mIjXb+6aMmTm66bV/D81r6sPLe+xffExy2Lyu0PLC/7w4YuIAEAAAJwabVtitO4szv4/oHBD+o9F9bl3b7Y9X9fdKVbViEEa8b2cZ3AAnGq4Vh8lBYUGz86OJjhmnl22VHfo1zRzyh7Z/XJOoP/33ACK9iWQwN/2diJEEqdgc+sb5/qIBdWF44/+Jrndp5dbv2yI5ChzDgpyatTjlMnhTwnTxAEvV5P03REUooATi9zBmhg1ypwtZ5U4Lcvrd7csyd9pdMpiesXllssakEQBEHgOI6iKEEQRFGU/0+Rq4ypDmVHkG/pG5pVrcJxvMKhi0GFhaQpAc10qA/5aPowp04MBQ7zjOo841G77hKskBJPyQXd7kAixbiBOKvA4YOf+QOUBMPMNp20uz92HctvaR2eXjXN8RVsj1bNcn5wYDDDv/Cbc4v2dA1vHZSWVun/sKn/0hIY9A6lC6Di8fgEbnMTIGug9n794Lv73b0j1FKX6g+Xl/7kM3dXgMr4xQgtyeMBLv/z9oOPLWeS8c7OTqNev0pu5hajXV0e+SUtLLMuLLPu7w//4qOmpiFaQri8TrMS+O2X/n/eMu3m15p6FrjuXpjb39//zLWzvvHcduFwv02K5yQEfvVxq1FNvHrb/AjF3/ryHpQieoRWHxje1OavzTeumul8/LIpvCjRvKhXEj9b3ZTkZNdQ7Mqphqc/a/m0aWhOqY3mRIYXN7X5J/Yo/u/A5o7M4igAYFOb/2i9MYeFEWKq7K0j8fHuJV8FWU/yU9aA8wy+Cj5qHI5zKF1FkeDR6gND4zn1F2tbrpzp3NDiz1BmACCNJE7CYK7Tj1MBAC6X69ChQy6Xi+M4rw8mBVhs1e7sHikyEl2BZJlNU+c0/vn6mfe8UR+heACAloBGDa4glVmjOgAAQkgm1xSm52k8sejeTq9DR4qiaFeKI5yqTKUqMSADzscYsb3XnaJh+YacCj5e6JQKnVJRYstOzw/+c4fDpBsKJdrDgtOgCtKsy6Jdc8Dji9F/O9AQiLO8iNKDWrteadWRLUOxjErV+KVE/ohSSVQEwF9umDG/1Pb0+o4vvl375GbPbJdlba80jxRZlrVarQAAlmUnHvN7NIwP1G77x15ekq6c6bznvAoLH7BarX/6sr8/lEXTW51vJEnyyj9veeXWuSoCVx3eUZEkmfUlzS42z3LZGgbH1FMTPPqkNdLxywurH1vX5o3/dGXpHz8+KIjplTwQprjr/rYLV2ClNm2CEe5/60B/kMrgQgRQlOYb3NHdPaFHPzykJnCVAoMSb1LjCiThGCg0q4bjaHaRqXU43jYUuXCqw6TXpsafpeO/LyBr82dpom/1Zm6SUigzEz9abPvNl74kDwAAahw9ssRWZj2Z1hwZ64BBpUg36TyDUxYnsBnS6/UAZM55HL/gf9bsHQzTj11S+8qOXpCRJoHQEzrqvNVjx9fKqXJ0SJKkRvOV3IoNBoNer2dZVhAEL4U0CjjQ3f7lwaCN4He1DjiUWGNjI4pGr60kXm1icYBumWZwwZEfvrXvnrPzZzh1GIbBw0jdBgCk7hIEsagy54OWaIAnbTYbSZK5FnpdT7zUqM0x8AgCAucahpKufEomYJmPAQDjs8oEQaRuZ/X3SQdFUem51nA4vLM//uQ0+8/aRiK09OQlJU9tcj98QUWVjrVYLPLpwvBielC7rml4Z3ewIldfYtP2BpPocNtzgVn5/NYeu16VXtCtzTO8ettc2WHVH45tbxs+u9y+tNqxqSP48NLCt5vjz20b+N6DC97fsHtPk1ur1c7PAZcvrjyB7+twJueIeoUTpdsXlfz0ktrW1tZNQ/CpV/f8YFnl0xcqfrzel2CF1M5Rp8K/dbbr2R3DswoNgIm2DRMULwaBqb2/F2EKhpciCdpkc3wycIjhRZoXaU5kBOnQUBYzlNd29r22ux8HcFtn4MLugDLbd8FLUoFBK0pAQEinVGiVigxOBQBcM7twXYu36/ELMQhpmj506FA4HDYYDDJH4jgej8fnzaszGo0fHfQ8sbblqQvyKubbGwdj6R4UJz0g+yoQRTEej2MYZjB8JX0Qx2VpHPfFKFaQlNl8VziOs3D+GwvCz/eYEATfrWTtUphl2ZMryl1Ubnvt9nlXPbstVwP/cutZZwj1PwJ5ZWvzM+s7IwCAlVWmCqtygipSxo4/w7E8K1bNcr633x1jxNQioyMzh4KEKe5/3ms68NhyAAA5qlIc0x2gU52EZoeviVO3bNni8Xii0SgAoKKiYtmyZSf8VPLXg+P40NBQgEZGErNqFaWlpSN74wsqLHt6w3MqcvLyzF8ccr/eDikRAwC83ER/q1L16Fzi/+qDd6rU84t16DAkSZIkSQ7p5Lvy42VmRZwVO0aY/v7+9ij4uHmY4qTGQaBSYE4d4EW0byC2uDSUzs0IIZ7nWZYVRTH15IIgyM8pSZIoijLLykSbQuquvEbrdDoIoSAIHcMRQVD5A4EEJ9Xk6XAusbU78vebLd3d3WFoXL25BRyuTRZaNG/vcz/1efv184tfv/Ms+YNqGoysPjDE8NLru/sevXhKIM4G4kwgzrYNx0aLuwk2SvNyjGvREGu2uXFSaVQTH7SGi/NsZ+UpOmoclz63l+ZRjJEAiG/uw12V7KKjxPopIARoXmR4keZEmhdpXvTGGAgkNNYxZ39/+Ko/bWoOsDY1trwmd2vbkAgVvCBiGEDiaBc2zQur/roLg8iiVa5vCxF4n1GjUpM4HWehlCRxoCYwScWqCF5F4CYtpjIp1ARebVf9fdcwxR0JBA0q8qlLi3P0ZAxq27zx361rZwRpPAFcNDXvD9fOTD2yt9t3+2sHY2mmoHql4ro5+TctdF3+5+3/vLluZGRk7ty5jY2NWePmy2YUzC2xrfrL9hw9udil3dGfpAQEANAQ8I9X154Ki3tzc3Nra2swGJQkSavV3nzzzV/l2XAMjG9zUioU037+2b3nVdxzXnnqSJZlo9FoNBpVKBSzXHbYKwCIZpflGI3GE8iCTIo6p0mrxOeXmU+Fz/z/T3Ac9+Gu1hdbUZxFAIDPOyJ31MJvXTBRFWlRue0nF9e8sKWnZTj2i8umpDuWZ0Wd03jhVPtb+4dTi8wlM/IyvvFrntv59ncXAACi0ei1M2y/XO8GaQpEhOCdR/cHPnZ8TZwaiUQcDseUKVN27tz5FZ9K1ijJxVRPjNcqkAHjOI7rGqFuO8v5dr33tmL7EIO93I6lNC8JTnqlA1++ZOoTdt+vd/gxQrViShaD3AzUOrp7Y7xf0Pz2yz6KG30qRpB6IsBpVHQnsbKyMo1Gk6JPAID8fzo3p5M3AEAu5fI8z/O8KIo8z9M0zXFcKvMcj8djsRhJktFo9FDSVG0QNnRGCIAvzAUf7u8/u0hTX19/YJj6a0NfjJEAAO/td19Za9jUk6ixq15aVWxQ4d3d3TLHGyC8eZoOABBL2Bq6By+faoM5agg16aG5hECYEYNJ3h/nEsnkljav06Jp8iafWNcZZYQ4izjxiG4ozorfemnvFKfeoCIggAAiSQS0INK8GKGECMUJEgIA8aKkJnAVgatJXE3gagJPspmOOQCBDm+0xK6/cYa2LN+uVECOUn7WQ397SVlNnn5L+4gCh1fOcOaaVFc/t2vnj0edeMLhcCgUCgQCgqAJhUIAgPLycrVaPX7DO7fSmcr46ZX4czfNXFhmC4fDwWBw8eLyOxeXlv94HQIoo5oiojEiqQKN9M3CxBt9Kjk5qVGA64riTi1yOIw3zHbc/3bTP+5cJEmSzWZrbGyUk/8IoXnz5qWeIc+ochhUSJJ4CUCYsq2CkWjsBOwkTzqi0ahWq3W5XF1dXRz3VQ2M7BrME83UHJWZiXfuO/+pz9unP/75jy+oXFami0QiCCGj0ajVahUKxZ4uvwT0AMHtre45pWwkEjGZTn6ZGQJ4YqWZMzgp6I/Dl1qBTKgAgDgrvtCMnbcI1R19k7Olw/erT1pDCQ5C+PO1rVa9cmKp/Lv7Bt/eP5y+yLy52zPPZb5y5mg99ZEPmm49u6TCoeM4zufzzaksUm0eoAWQ4mAVAUocp4/nw2WXXSbf+OqcmtIoVVVV7Y54lDR02TRGo7E3yFTk6AZiQqVD94cvOmNjRaRxTlrT4P3RyoqfYD1P7xlkBOmy6fkT/6HFFZa/bhv8qMk3rqgGCAzrj3CJJK3RaFJx6ld8XzLC4XBTU5Ms631nL3PddMvf62NhRpyfTz7Zq1hSpmkajP61UUi9uxgjvH4wfP/SopkFxpgEgzSPFydXAAAgAElEQVRgBInmRIrjaV5kOJHmRQHgz+/0NvsYRpAoTmAExHAiI0iMIDG8xAgSK0gQAKUCJjlpJMGpCYxi+QIDORTjMjRDgiS5AwmDCqcFieJRghO1JKZWgBCDRBEBAFQEfv1M+9wCnU1HWDWEXqWAED7xeW9PRqUDgkUuw4OL7CRJWq3Wrq6uRqA1qbi7zi5oHk4qFRAAgEHpyr/sWHP3QkmS5B2AUqkcGBjwer0lJSU0TUuSFIvFBgcHx8um5Izf858eQAitqDTJm1yz2axWq5ubm8vKyi6clrumYSijmpKIJ9rb29VqtVqt1mg0JEkWEsnbSsXGiBIAMN3I2glWqVS63e45DmwgqPvxm7tummaQW4QxDBNFkeO4gYEBk8lkMplEjFzy5OaXb507MhK8651WThqlVJqXHlvXZzdqltT9h9O/CxculG8MDw9/dU616pQI0DAtmYYQNGtVoijeNse+vBB7dof7b19yj1xUvXyqEwDQ0dGxenfbuliRvAy+0KsfDna6XK5/B6eewX8WHx4cHL8gT6DjPQGp/EvbezMGSyOAXtraJ3Pq6oNDSVa4fn4RAKCrq6u6uvr7bzYy/JFMFQSI4cCLW3tSnXsnjNNVo7R6a8MeP9rvxyCQppXkdQcS+XpFMMmrFJjhKAZAgiAQBFFSUvIQ7Pvzfh/Di5fUWifoFVlYbntx11BsXIMHAECBYUYVvqtn5DL78flD8qKUyogynEjzEn04R5pKlvZ5MP8Ihau1nRHwSTfrp0SHXvmzLdFDXnaISfpjAj12nqsgoee3eXL1PqUCEhhQ4lAOEDWkQq1UqAm8yq464MaKbdrKHL1erdQqFarDEaR8pIrAZTeoR97Y7nDYC82azxv7n756+mMfNr1/KJTRxb9qTtGjF9ekIu8tHSP3v9MgiqMJUoYX324I7hlMJmgpTHO8iAgcY/gsehwMSNF4Mj9X29PTM5SQ/rHT/fI1ZR/v7/rVpmHZ9eaNvZ7rp5nCw/2hIYQQikQiDMPk5uaGw+Genh6j0QghDAaDBEGMjIwEg8GM0rgFw364vAxCyDBMQ0NDfn6+/KOcnJzW1tZwWDanHVNNIQgiPz9fnlkWjUZjsRgAgIh7lxh1EMJkMknYbPX19TqdLicn5/aFhb/dMLA3RC7RILPZ3NXVBQAoLy9XqVQ4jm9rGXhwbf8Ht08rztH8fHdvilBlUCI8Kd3lpxTyLHoIIhm5Xz0JOjo6jEZjRbHz+ZqKTn/iibUtr+zyPHpxzVASXxdzcmC0gYGTsDWRgispWPaffBNn8G+BLDc5lgdlnHA3YFYMR5nfrmvd+ePzAQC9vb3FxcUYhjW4QxmHQQgaBrI0rR4vTktOPeiln9ybkJOfGMQEjGz2hEssynZvvMymBtlkYxpScVYu1t7ertfrbTbbfXOx5w+Gw7Fkqej2C5ptHhYAsLiQtON0KuiZV5bDCajAqjEM0+lFNQUGlQrICujtA74kVKfCQZqX5N4JOq2UePhHovwjCGEqI6oicTWBpRPb6A2VWkNGIrxYnaMlcEDg2PeXVR7qGtBq1D9YlPPaPt/almDGB7JqZv7Pr5gm30YIpdTLcoZZEAQFlNq80SsrlDyflGgJ53BMoRAVChrHBYKgD1d271yQf97zLc2PX/DoB03RaPSb812fdYST/BH/QgyChWW29NB8U0cwRo+5NnhRGo6wtfnG+SYrjsGNrf5vzs5/c98gKxzZCmAQ7vFQG3uTKmLESMKhOL+8NucPu6LrW7304TqoIEpr2hNXL6qZkmfo6+tzOBw2mw0hlJ+fv3fvXoIgVCoVy7JTp07VarXp+XaapgOBQHrifWRkRKFQyOplhJDD4eA43/h66ubO0G8+bl5Wps/TYRzHxePxeDzeHmC7vVoAUBmedMZiKpXKYDBEo1GGYb472/DAmj5PW9ikVW/uYwAA5zN9NowK6Vzvt8TX3TElHo8cPOgZ8GXRTJ2U7vJTChfWWN7b76aEUfd8DCIlBi6ty6mpOVJJrXDoXrlt3raukQfebvBHGQ4dWX8gQAKCf93mPunhe4M7muRRvSdxLBZ3Z/DvwIU1lvfrPUn+SCCpUcALa44akBwvBwMA7lxS8sBbDQhlqY9e87edb39nAQDA6/Xq9Xq5BxKhLMGSNPEsm2PD6cepclpAJlQAgITQnzZ2La+2lts1Hd5YuUMHAKjJNfz+qmn3vFHPCRIAQKdUsIII9LY2Soj44uGYN5KgJIb70I1RjDiUjPICAgB83ssWGHBdayPNizQnMbwoIfD6Ph+Jw1RrCgahRQ0HohwjoEPeZKEnepgdcaOaUJO4Ki3+S/1IfkRF4IpjMAf+dE/bBwFVd1i8dLp5dYOv1K5dWWHY0AiunlOgB7Hr5jo3dYYmODshhDzPZ8TfF1Uantzk+dMtC8HYxiG5pisIAsMw8v9XlBG/eGfn1Bzl21ubq0sKkQTSSxRKHHvw3frzqvJKbNqW4VjLUMwTztLRde3cop9cUru7J/jLj1sPPLY8EolY2OG/NYmUAAEAahxdVxS/75sXmEymQ+3dP984fMPCUqdJ/fL2XpobE9GGKe6av+50Gol8sy7XlLDrQ7JiOY5bMCahomM4EuLxuCRJOp0uNSROkqTh4eF0GT1CiGEYm82WMveYUhbd4+3NCKouqLFrSOyxLwY1BHZBlfnSqSWtYWmzN5mUIACgH+b8YKph0cLaZDLJMAxFUQRB/O+lrm+8SvMIJjktAKD1EJyVY1BE2N9f6Gz1BANxNpjkPFF2PH//9w3gXlhdcPXUnlca4qMfKcCum2E8d0b5+CMXldvWfX9x1U8+zXgcQtAyfNQGwZQqfmgkAQDo6+s7FgcSuTGaEaSOAH0sFndn8O/AwuqCHy0eenJ7UNa4aAn4yBL7/Kqj9sYcLwcDAFZWmi+qNnzcFk0FAJfVGlfUWB98u+H+ZRWFFk00GuV5Pjd3VElTYjcMRDI9H0odkwgwjwWnHKcuXrw445GtW7em3x2fFojS/OoGn16lSHICgNhb+z8BEKgJHCEJh0CpwJwmlVZJ3P/mwWU1DhWBq0lSpVcZlYyTDm7yi6keB1GSAklw7/mFs1x2NYmpCPxn79fv6ou/8o0CwZD3z50DHzcNvfXtBdHBrtvX+KfmqA756Z9dVHFylSYbWwZ/tK5PTn6+tncYIfTQQlc8Hv+yJ/r4ZTo2KdUWFf5o8fCvt4wwAgJHOTtTMq7UI/F4/KqZuW/sHrh+fhGEcLx1VAr3kOSKF9t/efmULc1ub9+oVDUFRpCQhHZ0er9oRddNM1+3PJcR4YNr+tLjeKOavHx63sY2/9+29Ky9dxEAwGQyLa3J0yt9n7eFSZKc5wALaipMJlMsFvuwJbKgzP7dJWUAgJ2dvv0DkYzXc26J9u4LpqeahfpGknt7Q94oMxikIyyCELMd6rGoFUYlNJAgx6jJM2sLrIakwgxElGNQY3BUi1tRUdHX11dcXCxrs891qd/ZiyU4MVVP1Siw84oU1bm6G2baOoPcZx2RS19qEURJSNVBRfiXA8yC2Yq64mKKE0cS7GAw/lm7nxEx5vCnlOCkLW6JwCM7+6ImFWZW42a1AioICNgM/rbqTqcZ6ZNelQCABnf0o450P0j0QWty1WDkaPk6JYGzQmZRADv6pjN1Vo9EWQCA1+ud1IFEnv+VGlcSTrITz/86g38frjirGhcPPrMnnuDRI2fpLptfPcHBx8vBAID6vtCXXdH0AGBTZ/R/13cocPiNWQUMwwQCgfLyIzs8k5YEmZ4PyKQ5CTMuTzlOHX+tHgtIHP7m8uqnPu947IppC8rscjg4+xefmVT4E1dMWVCZBwDY1O5/dUd/+rSvh9/cK/aPiecoXmoYCF811yXfvWxa7trmEEEQJVbV766atqUzYNEpVVaTRT2Spye8CWFvT2BxbRbvqxNDgzv6wDuHZEIFACRZASBQmaPb1No9x2VhElGLxQIAuOKs6tcO7rBpSIsSLcxXjD87TdmMEW6dUvzwuw1ylX4CmM3mO+bn9YWorX2JFRVZhFdX1NkfPL9khCfve/MgVOq+Ndv2w7Mtv9k6Qo0aCcG7puFfHmj7sp9+YoWzu7tb7s3VaDTKpP8KF07T4RxLTmlpKQBg7d7OlhH+jStH3VevW1D6UaM3wR3JyWgJ7J4Lpmdtgdi/f78kSVOmz0q15/pjzFAo3jQY+6LVN5LgRhJ8jAc6EtPhUo5Rbd0dUSLWovEU2U05RnWOUf34JZWPrWmTNb1KDDktmqUzKwAACKEZBqnAZoxz4PO2MdqqCM1f97edogQQQGa1wqTCIozECJn5omtm5v/k4mp54wIh/PSQ967X6wGSUvxtVCtPLzefY7kqPzw4GKbGZLQjND9BDWxmkWlzuz8jUJhZdNSCWeqs1qgxABIEQUzqQHK887/O4N8Hg8EwrcDsbEkMJ6VpRZaj2e+kIHPwzmGwtj02KQeDo3g7v7V/uOHnKwEA3d3dtbVjhoIwDAvlRhr58kUAYoD9yko9cApy6qS4qNb63n53RtdgguUXlVt/8C4/s8giE2qM5lkRDcf5GqdZPmxplaPTl/j1J62PXDQ6HC2ruWD6eKDFVXkINXsZzJxMqlSqOS7Lvr7QwgKTSw/VSlxFYLt7gieRU9/d1x+hM33t39rZE0myF0zJpyiquLgYAKDW6noj0gN1rCiKGrUmlfNMh2w1xXGcWq1mGKayslKv1yswrMETmV4wUZ3fbDZfVj58+Ru9Z5VYLASnJWBGBmbVrIJAIFBbW/vFg+c+s6Hz6pebFzlYACQwmhvH9g9zuE73zr3nyVllOc+cTCbNZjPDMAghhULh8/n2NzQ9vjHx8a2VfX19Mu+aMYwVkY6E8sQhLQH/75opR+spnDZtGgCAIPBiq6bYmmkhIgjCvn37EolEggcspjTnFUdZFKKELo+/ISAE+8Le2PBIgqVEhAOAQ6BXKYIJbt7vt6sJjOZFEQGDEhOzFFzAsirbIxdVGtRK+TX/Ym3rP7b3ZhyjVinV6lE3yld29L2ys++P35z+0w9bogwHzrj5HMZDKyp39wZpTkwFCjiOHlo50dIpn9UI4QAA+aye+E8c7/yvM/i3wuVySVI/klDWyR8ZkDm40Eiv7YgfCwcfrraOEVReMCUHANDd3V1aWgrH1ls4bkxFBkKAEMax7HG/q3E4/Xq2KqzK22tAyu9NgYErSqQiI+GNsVoS0ylHdwlt3lieDtcQmEl7JDX07XNKwxT/zj63fHfVLGfGlNCM8UBKpdKkwjf3JhKJBABgnsuypy+k0+lKjDjDowQrHvDETuJbY5gszlgMw2zti5/lVJnNo5uD9S2+cyssNE2bzebq6uqWlha5WTMdcqtrNBodGBjQaDTyGXn9/KI3dg9M/BoghCaT6a6zCxU45ueI++fpUx+1loCPnmufX+V0OBxyZeu+8yseubj2rQ6J4gCAEECY5KXNHunu8ysBAARBqNVqmfJ9Pl9hYaHcEFlQUAAh/NVu9v3vLSwoKLDZbAaDQZTQkj/tf/1y260licV27rx8dO8UKR9PdHR09Pb2DgwMDA0N+f3+UCgUi8UoikIIHc2XSkIoSAnQUtQawQ6FQD+n/7IzuL55+NNGzx5PclObf09fME6xuVpsbr62xsDWGOizS01Lyk3ldo1BQ8wvsUzJM2hUSlr2eE8DjmElOcbWANcT4iKMBCFcNcuZkS9KN1G745V9PSPJjQ+ea9YoAIYgABAACLGToYQ45SDPbhv72ESz2+qcxhdunqMhIUAIIKRRwEUu/dZ27wR/QjZQo2k6dXvilzTpBX4GXyfkljMI4aRfnAyXy8WyrHxj0oPPK9WqcAnA0atMQlCBgUuqjUNDQ3ITXcbx+RY9BAABKC9cCEAIpTzL6VNP9Xg88fioBWssFmttbQUAFBQUHOOHmw65OJdvo7a7uXpPfEae2mYkS3nUNhQptR2JV1oHw0aVwqjOLM88edW0K57dXpGjn1FoqnMan71h1l2v7ZWz9joSe+6mWRkBRJlNva8/uqpMAQCYW2J5fXe/UqksM+H13SwjSAeHsnicnjCWVxjWtQbTk586Ei80ElU5esQmTPbRGVjrW3yLSgxmRJMkmZ+fn5+fPzQ01NvbW1BQQBBEMBgMBAIGg2Hu3Lny5yz7OkEIvzm38JEPmn59Zd3Ec9TNZvOV1ezfdnhUCuzua4s1CrTDw7MsO9sqznLq+vv7EULd3d00TSOEPj/oHeubC3gJZWT8Ojs7PR7PjrahfSMa6GWWUj1f9NCrZpZPcZooikokErFYbOU/Ond+f47BoK+pqWlsbAQATJs2TavVpquXU1qqQJzxx5hAnAkkuCiLIowUZaUwLUYZKcyICQ6ZVJhJhakApydAmYK165Q1dmOOUW3Xq9SQJ4FQVFQkUzJFUQCAlFnm7z5tM6iIu84dbehY3+p78O2GGM0DAFQEXp6jfWOPu34gkqrv2vVKo1qRYAVBlORjbllYlGCF1QeHHn634dkbZi2ryRlV1R3Oi8Zo7hSZSxMOh71eLwAgmUwKgiCfLRaLJScn5wSerWkwOn52W9Ng7PKZR/2VReW2X10x7YG3GhAEv716+uUznCuf2jCvzDar+KhqFJfL1dA7BI5tnT2WC/wMvk7odDqSO1afer1eLycVjoUmCEKJEEyvp+IAMRyLECmXzDJw5cz8Dw8OUcKRDnU1DlfNOglzBr8mTm1ubu7p6ZFv+3w+n88HAFixYsUJcCqQryt3g4hAgkcaTPBzmgo72e6NVTiOZEE7vHECB0WWLNndD+8+e8pjn+35yflaUrGo3PbCjdN/+8H+7hh44caZ88Y5YM0r1L2y3x8KwY6ODhVJukPJQ+3ddU7DE7u803LVQzH+kDs4tfD4ulSzguf5Yj1cVmP9oCGQWpVW1Fq7Q+yKmhwIoazFoCjqs0PDVYRqdYKEkA/DNtk5UxTFAwcOSJJUXFxcXl6uUCga3NE32niE0HdW1ra2tsrlBDlUvWlB8QSvRKPRiKJ479LSN/cO7vckphWYqx0cy7I4jhcUFAAA5F4aSZIcDodWGwcgM0oOh8PDw8M6nU6v14fDYb1e3+hnPxqxUQIGAGhoBHkkXFGqaW1tVSqVBoPh4le6O564kMBHA2IOkiNJjnPH/bGATJ/BJB9IcMEkF6KEMC2YVLhZjVs0hFWjsGiIAouiTq2waBRmjcKiVhhVuKxtZhhGFEWVSpVmBAkUCrXP5/N6vRaLhSCIDOvpH11Q/eA7De/t93xjdgEAYHlNzut3zJMtka+c6ZziNH7ZEXhs9aFND52LQQgAkJn1w4ODaxuHRRHV5Ol7AtR79Y3BBEvg2D1vHLDrlQwvncRmu5OIwcHB9ELp5s2bAQBTp049MU6VkeGjNPHBWzp8j69plf2lfrq6xapTfnTfObU/X9/964vGHyzrfj9ti/7jAC8B+ObunmVlhkl1v/IFfvNL9Tka8NQ3p4+/wM/g6wSEEByD5j2l8dbrtQAEjkXjvaE7xo7tAmcl+FlraPns7NWECqvytmr0QovESDgAgATCnbV4qeX00SitXLnyJD5bWn8q/KhHLDTELi1X7e6hZxUZ+/v7CYIgSbJtOAKQVGLNPmTtiwfPWfb0Ftn0bn5F/ndnt9/zRXJ2WZalZFmV9a87vZF4kmEGdDpdlQX/rL77ohmFRQbcpsFZAezqDpwUTg2HwzuG0OrGQPqq9MHBgFYJ7jy7yGQa3Rzs6ApYSOHPB6kERwEAvuiK3V4DLp4tsCxbXFwsimIikVAqlRuaPU9sHJLlTts8ex45Nweh5ilTptwwr+j+txsm5lQAgMViuUrHPbOxZ9cQf25NXl9fHwCgtrY2tQfS6XTNzc0ajeaaecVrmnwZEyRuPqeaJEEoFOrr6xsZGeF0+WuDDupwpZiTgJ9XbxpgzTpNMMn+78Y9yyrNNz2/LZjkQ5QQpkUdCc0q3NrWYdEorFrSpiNLbQaHXukwqE0qDDBxHMdTacZJLzZhHEwmU0dHR2FhoXw3NeFA9l7+n3Pz732vXaeQFlfYFArFlDxDOvktqbS/etv88kfWffHAklK71q5Xtg5H3q33yGPsWBFZdcQ35xTcd34FODzh4Fdrmz9tyczqT9xs9/Vg6tSpU6dOPVnPJud+0Zi2oYlyvw3u6D1v1KcWwijNf/ef+/915/wXrq+7/JnNq+87N+P4aDT6u4/2fTqsljuRfrVhsL61+/FvaicV3s+vyFcR9VUWfF7lJNZpZ3CKIBqN7tmzR6PR0DwCADt06FAymVy6dOkE37U3kmUCEguPypEmk2nFtCKJaV7TI3lE453l1PJpU0+K3fTpp1HK6E+leKkziIqWFa3p7jqrpthi0fE8z3FcT5Axq4ABUM3NzUQaSJIkCMKiIn67aurNL+159bZ5De7o5pCRVNAfHXBfOceV8edmVhVD2NyZVE23iDqdboqDG+JhYWFhsW6AJHAAxb194TtOxvsKh8NvNwaQ7B6fcncDSBQxnEuYzaNJiY+awwEGYw+LGeOs+PdDYHYdsXhqhfwIy7IfbWv8+SZfcnS+C4gxwhMbhv50VaWmt7e6pERNYAcGIhMILAEAZrO5ra3t7qXlz33Z9dCSfJVKJUlSRlIhJyfH5/PVOXMzJkg8fc00rYpoCSR9MbHLkwxRiq09XRmSPFoEL+4crsvXbu2NfWteXoFZbderHAaVw6DKNWlIghhXmRtFJBLZ29qY0SY0cUNF1sYhkiS7urry8vIAAPJ4A5Zl5XqPIAhPX1py0+ttCiFZqMdTE4dSo/3UBLHvh2etenH3D5eVOwzqdBO1CMWKkrS02i7fVRF4jBFGkiyEIN04bdJmu9MRx5v7fWFrb+oqBgBAgOK0IJvD7e8PPfZe/S++McYlbn1nYt1Q2hYZoXWDykVdkRsck4t4cRw3W8wn8KbO4CSiwR3tCjIxRprUfENWViKEOAkDQJNIJHien1hcFkpkmRQZjE2UZ3a5XHNGRtrczYOSYVap41iqCceC049Tx/enSgC9tmuoN8wTShUg1Ba9PkbzPIIjNFhxVp1Vp+LTQFGUfMMu8tVG6abnNjX5uQglAAAe+ajNoCaWVOWkL8EQQrsW3zPEVGlEAECpHq3uhzqdrkiHPDwKUnwgcRIcceLxuEqlgtlyZQaVQqfTpfyEN7X72bFNfUkB/HW7153ElDhGKjACxz4bhClClZHg0XY3N2ux0+123zC/+PXd/RNzqjz561v5umc2dm7pCFxzTl3qBcQZzhehfTHaH6UPdQ1A9fBIgis2KaAkMoJEsfx9b+w3y5lYFa7FRZMKz7foh6l4xp+4fFbhBwcHd/14mVV3HPmWrG1CJ7C7JAhieHg4mUymVNPxeDw/Pz/1VBsfds78xfqNDy0ZCNIfHPBIEnvZtJwqi1qu7zIM89q1FQ+v7YnRfMYYuzjDv/Zl28MrytsDzPM73P44d9955ZeVDR5Xs93pi2PP/XYHMu2lIATd/iQA4KGLp9/4t62r9/VePufIPPM3D/jGP8mb+3w3LJx8/uAZD/3/OGTzDTmdM6n5hslkqqys7Ovrk/fKkiRVVVVNfJmHKH78WKQQPVE2yGAw2O12q9UKh6DD4TixQuR4nH6cmhUxmoMQ/Wz1oYEQhWPQqiUhQKyI1rcGiq3aIoumwJylsMpqwy//fRd32DOP5sQfvN30qxWBUtORiJYgiGq7umk4KTu2z3FZfrnDLSE0NU+3tYGhOEmlgINh2mnOnmQ+RoTDYbPZfOcSxQ/ebADpbfMIXjvdmnIV7/DFs6qLIjR/yBNlRYkTJF6U2oYzCUyG0WgUBOHsfO7H7w/9ZlVdqn6ZDorlvRHKF6XdgUSXpydfi/9ui/+Dpk0JAcpSIAxiZg1uUSssWkJPQBOgpjgtS6sdDoMq16jJMWk0ylGlZXt7u06nI0nSy5HX/313nDmy+TCqyQ/qBz++f/FxEaoMuaGCZVmdTncsDRVZYTKZysvL3W63bK6UlZv3Prqs+rGPDWqlvBCsafKlFgJRQhvb/EUO87v7B8ePsRtJ8ve+2xqm+FtmO+bkKylqRKOkbywIN8c1ZrN5ngNM2mx3OuKIIejhU3TiOdIuq6plOJrxYMnhtqh/fmfxjJ9/Or/ckWs6CaNCzuA/ixPwxK+trXW73YIgAEAqFIqampqJ/0SZXdsVSAAIwehyDhHAymyTDOp2uVwmkxsOSycrSAWnIKdu2rRJvrF06dKsB4z38lVg2JXTHJs7R968azEAIELxf9nYvqHFSwuo0RNd0zA0EKIGI3SRRVNk0RRaNEWH/71bP8gJY5oQY6zYECYvWVgjJ5DliHa2U7O1L+kbCUUikSlTpkzNVa/d1Vqgx9wRboqDBAhu6/B+c35J5gs9ZgiCQFFUUVHRlTMMP36vkeZTQ8FAjkGxskyVGha9vsW3oEizc4CK0mP46cmrpqWrGZsGoze9uCejximvblq9obdrYHGJ/n/ePVDj0MjmeSMJLkTxwSQfpkURAbMalwuZGEeVa9nNcYJieZNGeUmZukTDnbNwfjr3tLS0VFdXjQ8C/H6/SqXiOM7pdLZ0BJQ4SqTnPyFafe/iXMOJWFAZDAaGYSCEfr/fbDafsI+Vy+WKRCLDw8P5+flZubl5KKZTkjKhAgDCSfbu1+uvm1fYOhzf1jVyXrVjWU1ObZ7hZx81Z4yx6wwyD5xbPCtPybIsx3E6nc5isUAI54miXq9VKpUna0f8tWHSqxIc/xzpBS7jJ4cyQk+4wHXkk/nw7rOveHb7rkdXyHcPG7qmq8xPzsDLM/h34wQ88Q0GQ3FxcVNrJwCky+Wa9JI5p9z6aUsgFahCAABAK+omyQbp9XqVSgUAfRIvyVOOUye4aGVkXLokDi+qtSRZPiX6NWmIJMvn6XG7QfObVaOzPxACAyFqIES5Q9RAiGr0DA+EqI6s5uaMACEkSVLOLgFp57oAACAASURBVAIAFtfhf9k9sjaUY1GiqdbisyvIjgiqcJmLdWENJvAI29DQV6enM0q2KRytNJiCHKQCABrcES2B5ZmUFCM59Eod5GeWWFNtqQCAzw4Nf2eu5cbF1Te/tEe2e85YuViO90YpmqJunJv34g53aoKNGhe+++qeEC2wArJoFCoMjfTH+UqzXa8ss+sWlKkcBnWuSZNr0ujTJt2PjIy8vaXhSz/TFsVAlG8NSQ8vsmYEc3JVVS5MpsDzfDgc5nl+6tSpb+9z/2vXAC8ihFCKe5AEwhRbcPzBPUVRfX19yFz81p5eALRXFeT09PTodDq73Z76vo4RBoPBbDaTJNnX16fX6xHKbBr98OBgZKwxUJTmt3QEfnRhzSu3jQ5JfXxNS+bzQnC2y7i43KJUKpVKZepVmUymxsZGlmWrqqqO63WeCpj0qpSxqNz26m1zL3tm2wVT7PecXz1x18qegQQYl6zb7U5ed/gAl11//3lld7y47YXbFwEArpzh9MWY361rT31Tj15cddmZZtP/XnRw1ud7vQiAbsk6b7KD93Rl6WyeuJVLhtPphAe7T/AlZsMpx6nHAvnSlTsc9nT5ltXkrG0YXFR5RLXb6YtjCFTmHNl6QAjGG+40DUZvfGFPlD6ygcIhtrnD7/qfj1OxbKFVE2dYRpAO+CUAQP0r9d8+p2RHV/Duc+tKzQO4UhukxI6IUF1dnSrZchwnF9VlyGrS8YybsiwIh8Ny5uGj/b0hWiyw6v5wzZRKK7nyme3fySNTnDqSYN0hqshatLHbX2zAcgwampdy9MSLm1p/v5YP02KYFpO8ZFbhFi1h1RBzivSDI3ElDpdOcb68e/DZy52zasqNhw0KLv7fDecUKecUpwibRTRDmJQAHOFUdxJ/roFD0mixMMGJT+8Iz6gd4+BqtVpbW1sdDke6A4PH45EkyeVyPbOh0xOmXUZ4wCOma69izESudUeDz+dLJpMB3PLDj5vk8HGP3/2n62Y4NLhcenE4HCqVKiXET+Fo2mCXy9XY2Giz2UpLSyORiDyKVSZacBRp7rxi05LKUQlSMpmUzUAyoNPpbLbMWpG8Ix4v9fovQ53TBCG4Ya5z0jbQQ0MxMK7+emhwTDb42gVl+/tDz35+6O4VU4PB4HTCf9cs1ZuNsRCnuHe2rhbzRiLWM/NWT32MTy5OXBcAAPxlU9uT67uRhEMAHlndEeXAd8856hhAv9+f1cD8WNT1R7OOOWGclpwKAKhzmuQVef4T7ikFlj9t7L4j/8g13Btk7FqsOn+Si63OaXz2hiMhrwIDN8zJeXzVLABGg9qBELW7a+STZm8qwAon2ac/a0cAvd/gJ3E4lOCHEwLNSVFGMGuUWZVp6QqpdLpFCBEEIXe/RKNRHMffPTh8TrFmlzvW1Nb5z4FwjBJe29H9Wn0gwoghSvAmeEZAt/yrLc6I5VbCoiPtOqVdr3QY1DlGtayYNY/19OF5HgBAEMSUItub9e5C44DxsIv0dfOK3tjRnIMlCGKURMcLaD9qHI6zAkgrFmZ1cJVtlVKhaiQSSSaTNpvtN+v7rDryoXNyn940iXnTpBBFsa+vz2AwxAnrD17fk6UwU1kZi8U8Ho+8axk/QiCrNjjFc/KLF0VR7v8hSdJsNh9tOAZFUdFoNBqNKpXKK2bkre+MHuNiIfspnoEMCOUgdcwMc5CZLABPXjt35dMb55QMm1F8x44dRp1uiR59ECrUhdt3uRO5ublnOPXUx/HWBd7dN/jk592pzBFC0u8+ac/Rk/KA8QyIohgMBqtztbBxJP30ITFwftl/YP96unKqjCQrRBmxxGHoC7NTCkbNMuKMQPHicFyqmYxTweGQ96097nf3e1a6yAQ7uq+Rg1QAwKGBID/WKEiQkIbAt3aN9EVBV5gSJKBUYNc/v2tGkTm9XmvSjHKVHJVKkiQIQiBGhWjoT6BAXPBFmZF4zB2MxVgU5UZClBjnwc6BOETYU1u8nAiMpITz7PTSHFeuNd+i+91nnaummjG1YUPTwO9WTU0VWSdAii8vrsvb3jWy3QtFsV3OPd64qOIX6zoDoUiZqwjH8awinZE4hwCWXixECHQOjySTyZRVMkVR8Xi8v7+foih5x9fW1lZUVPSTzzxLq+1Xz8zr6+sDCjI1LE/GpLvUdESj0aGhIZfLpVarn/mgcXxh5r29A3VOk8FgMBgM8Xg8EAgAACRJkj+iibXB6TyH47jdbrfb7YlEIhwOm6T43TNVf21gU3rd+2arTSDh9bJGo1E21igB4M/Xq49xsUh9Hf+VSE8P+Hy+PrUwcevwVKexO5DIGAxSV5Dlo/v4/qVVP/1k9wPzCYLgeR5CEgDAcRxJkuPzAWdwakJeae96ZW+MEd64Y/7EaYwXtnVnlGIQQC982ZOVUwcHB51O5zvrDhAYYiV4pJQAkIL8D1xxpzenNruDLouqxxc1qXE1MRrCtw1HnQZiKMbnmiYRfcmoc5rqrjQ1DcZK7Pi6rkzFbNbQs9SunVdieegs4+Wvdk6zqw0kUGo0tbnaTl98e6fPE6b9CU6QkI7ASRxCCERJYkUUZyW9UmFW41YtYdWSdr3SbtbZleL06tIcg/qxD+o5RGog0+jnojwGAEACNrPEcPlMJ8/zLBfd3Rd5eJ7622vdj84nE4kEx3HpKeVJ3+avr6xb8uSmRTfPbm5urqmpwTDsmtn5B2IhpcdTXFycXUALM6MGCMGuvsTD7xy8brqlpshhtVrl7mwPpXh+X5ggiKm6pIry/7FF+dCFtctqcv7yyf5nd4/ctaTstdvnTUo8WXO2cjSfUv2JYuZ0sIwH9Xq9PHZ4z549NE3n5ORMrA3O+tHJ01glSdJqtSJ9oCmqQghNN7IrZ9Q6nc6MX5EXiw/2ewAA35hdeIzva1IDoNMO6RMGw+GwV8VP3Dp809y8L1q8SU5IDQbRKvGb52cxh1Pg8LVb5970cv01Vv2B/nCjaEEAdAbZWS7b+Cr4GZyyqHOaymyqvhA9aV0AZXPElrJ91/F4HCG0d5ChBImTIATg8KBrwEpwQ2dswdeuXji9ObVlKFJu07QMhkvT/JJahyJmFUYqjm/BOrfKHo1FO0cy5xKsmuV8e687yR3JyysVWKFB8a+dva0OnABSzwglAsTw1MY2v1KByYrZCrvGpCEVOAYg5ESQ5MRQkvfFGHeI0qsJpVJpMWicFo2ZFHPycme6rIhJ1A/S/7Oy4Pefd6ZOJ0YAfz3IzpuhmF2S/0nj4MJi3SHGvLiMryuzypJamqblNLIgCFlLtgRBpCtyX7/jrGuf37n14aWtra3l5eW3Li6/5e87Liq3uN3urN7LJlWWSoNFSyYk4r61nmp78IY6bblN0xTg3hnWMAIEAOzANDgofumWSkJFXvCHzaVW1Z5HztcqFQCAVAlcNvkb/8wZY18FQRgYGFi0aFFh4ZHN6fh5cAoMu/asTPFnTk6Oy+UaGRkZHh7Ozc09sRImhmHFxcXnxmKzYjEcx7Va7dEE96lKRFZkHWc7sU/F6YhU6zAAQK1WTzqLrUAj3VCcfLVHJQ/LUynAja6kU5udIxdWOM4q1r/RRA7wpSwiIACfsZVEwLcskTiT+/3vw3fPK8/oKgQA3nVuxfgjh4aGSktLb//TDpdF4wklEMTkWoIEIATIF81irvTvxunHqfKuv83PrO+M1Ltj0/JUu9sG0jm13RtTKrAc43EsWDzPLywx/my1J1cLXtzYrFPigTgjz+DsD3M0L6RnqHhR8sb5gSi7tCK32MTwCCpJ5SFv8sBPV+hUk3+enjB9pFjb4QtzmHt1T4LhAQSv7HJn7M9S4x4/afCcX21/en3nK1e7nE5nxpgFhFBWXwue52UNs8yvKoK4fUHBD98+8NtvTGtpaVEqlUoF9rttQaXEXKNidL29GcHT+IKiWgHvWFgoYIRepdjVG7x3bVRLKijOnMqOcxJU4thftrkpVrx3vuXihUcyqxMTDxjr5xCLxaLRaG1tbVHRmIGvdU5jRY6+eTjGCUh+Pd+YlfvT1c3vf29hxrMlSNubHT6GYW/N+UoNjrKOSRTFE+5gO1k+Fac+5NZhAIAkSZO2DqvVao5jMaiUhfEQAo4XJvDKuWBG6av1QRHhCEgAAA7i6yJ51/PkSXA9P4NTDCsrzbfOMv3jQDjFqrfPNq4YZz0md9N91OibXmgaCiUlgMGxhapwMsukr383Tj9O5Tjuw12tL7aiOIsAAN6EWKgRrp6XNgXFl1AAVJk7Wm6UC5miKFIM54vS/hjtizEjCXYkwQUpPpTkQ5QQYaQwLTKiRELwws7B6ly9VUs6DNq5eapkR1DyUenqRAnB2SW2CCtdNa/EBJKf9zKDUW56nvagJzKBM0gKBWZ1gVm9sMyaTCb9lWRJSUkkEpnx2+1nlVojFD8czTwJvugIce81ft4WlCB+ToWVF8Txc4symn/SIYpiqtGW5/llJeov23wvfXFwhkV6Y+N+T8zOChAA9aGNgduq/bes1CuVylTzz8Lqgh8tHsowALrh3CPJlDgjXP3czjbvmIF3rIgYTvr9ytz8/OO2V5UXZZqmRVE0mUxlZZlKv03tfoSQAkOcnAhCYH6h7tLpzuqffrru+4tLbFoAAEVRH+/vOmx3DPe/2/7zGHXJnPITiwtPil5Xfl8QQoIgTtin4tTH6Pw1GIIQTjqLrT8O3x820YcnujMieG/I+I0EqjvKZmN1wxBCEoBwVDEnQQqAMwPG/ysRjUbx2CCJKTkBAwCQOIDR4Vgsln4JC4IQCoWqq6t//fz6z+9fctOLezIHDUIQZf4DpYHTj1P74/ClViATKgCAFqSuGKZWKUPhqC9G+6J0qzehJYCOHLn/1e0hig/RYoQRw7TIiciqJSwawq4jbTqlw6CdmaNyGNU5RrVNR9r1ykffb4qEg2aD4Q83HOmG6guxoD2Q3gciY16J5YAnXmlTvnAwIQFYaiH29oaOhVNTSLWlPv1Z65R8w+Uz8j9pGh4I4RR3pDqoUxL3nVfR7Y8aVYpPm/1VDs2dnSP8ewNFac4VRdZRLwtFNo8lHMfVanU6Db/87cKZv1j/zLUzPgkH2cOWF0ke/aMNVpcOuXw+HMdTOeQlVTkCFd0fwBiGWVxIZhgA6VUKLFv3bYJmtVrteO6fFAaDAUIYi8XkftPxi/JDbzcKkjg6rhUAWgQ/+bjn1yvz3ruh9JYXdz2wvPKKWYX1faHHP3enLCMTnPSzT/uddtOCqhMMaU5Yr8uyLH0Ycq9OTk6O2Wz+L26ncblcAPRzHDdpWP/hwcE4N2bJi3PSBB1WrV5aAniGYq7FfzKHLZ7BKYLusPhGr4oTMXnV5STwRq/q/DCXbu0sS5P+H3vfHd9Gef//3Om097Ys2ZYt7xUnjh2yE0iABCijrAClrLLafjt/X1o6gJbS9tsCbelgj0LDDpAAGWTvYTuOHW9bHrL23ncn3d3vj7NlWZJnnDQJeb948XKkO+kk3fN8nufzeX/e71cPGG+cr5MLWAYVP12WqzDJqeyc4byLqVMqtnzabA5g48SPSAB+s7XviS975TymjM+KxEicgBRSoUElUom4ahFHIWArhWzhVInZy8vUb+xxm8cL+03UWdVhCx41uh+eL6UoV76czUegY/3uGX1Sn8+n0+n8/sA7zR6FgL2mTP2HrZ2/v770Jx+30ZFOwIJfvnvBEoPi5+8fL1ILbtfLr8mlCgsLMWKs1afbEdzZYae1LJRCTq6cl5cUaHNlPBk/w+Z143cW3fHqsZSvMRSjTrqRaxaX05K2dOcPRVF6ESOLhaIohkb8jY2NcrlcJpMl8skFCm6b1Z8iXZ0tgLOysmb0bSTAZDInEh18/qtunZRzanjcyPGj8WcPeer10tVF0r/t7Nx41MhiMkMxkKzBG46D7R2eWcfUafJ1KYpKDqLRaJTNZtMLGrFYLJFIdu/ezWAw5lAF7ZxhOjpKNOjlAoIw53zd0OdODZ8JfeBLuMiwqy8QIeDkIRwhxhGOaDduoVD4h60HOp9eBwB4cEXBnk5nCBsTaeGzmQ/8N2S2zruYOk3FlhTcVpf72xsqAQANA+7HPzw55Mef+eZU+hnpb12i+vnHpyIxkqLGPP5SOqvYCPTnG4srtGIBh/nC7p4fLVEUK9gIRFIw0jDgnP57eTwe2in3z9vab63VtltD9gCaI+OViwkSgMuzKQ6Hc8+qctrucV+v1xqKv3LnPLq1GUFAmUZUpkntpbH6o0PuyKAnMuSJ7Gy300EXi5E5ct64fa2MV6QSFioFJ8Kpvqc0RtxXRneZAoGgpaVFLBbTvmAOh8NsNtPcWoIgLtdSOzugaJxK1Js5CHXnQg2Kosm6FtOEzWbT6/WDg4PpuVarP/r+CZNOmOEF9XJ+VY7EH4mtreQe6nGesvjTNXjpQTi3IEkyGo0m4iiGYYkgKpVKU7bpfr9/os33+Y8ZjkqosHDC9vwEZqoDkDENg1xSxr9IkT6Ek581m82FhYV/2t71o7XF9I1hkDKfulL76+1DYZwEAPCY8G+vzDbIJ7OyOUs472LqlEgfigwYvr1uhBraYfZJeTAMz6pyxkEMCp4niDabPPNzx6zhE7JNbx3ur1Dz5mVxAQB5cl4UJ4JxuFTJ6bSHe91oWRZ/Sg+1BLxeb3Z2tj8Q+E+z53+uKNRI+Ad6XZflib/s8l1TIt1QBJhMZl1xNgDgZJ8lHAM/vbIkkSueCBoxVyPmLioYV8kP43GTe2RT2+sI7u4cibVSHguMdyATsBhXl8rSXnWsoEjTasRiMUmSTqfT7XZLJJLlFXmP2N0vno5HcQoAwGGAO3KCanZseHg4oWuRzENO/J3+RrFYzO/3T2RAcc8bDfF4TCAUibh4YLzc8U+uLE4iEpf97ovOVw70jdPgBaA6R+Jyuc6wnZEgiGg0iqIoiqI06ZrL5bLZbB6PJ5fLJ6nXkiTp9XqXLEklUl2sYCJT7+xnqgNw7zL9n7d3pWRE7luiP/OrvYTzDVVaMYDGdcZDSV68drtdLpejBHjr8MDpp0acuXEcF0Usv1gieGqvh88g/3epUhixYljOuWfXX3gxNW3jCK80iBNDsdPq5zJguXKW3+OKQvkXLeaTA+7kmApGOasdZk+XIxyNjnjy1efL2hxYkZx9bCjo9kcXaAW/+7KjSiu+aYE23R0wuUkRwzCXywXD8CtHrd9blb+rw/HMTVV/2Np5Uyn/1RPBHyxV1c0fY41vbh6O4OR3VxeePn1ap5tx9pLPQko1otIMm1r0hd3d/zlmGuMzU8S33jqZJ+fnjK/U5sp4KQVFGIbVarVarfZ4PC6Xq1KB/HIJ94QdUBRVygksq6ysqKigjyRJMtmNgG6rpf9Ob/ux2WxZWVmnTP5Pm80AgMTXuOWU5bdftFNx4v2HlxpUwoO9rskn4jg5LqdN4+kdg4FQ5JGrJRk1zCZCPB6nwyf9f4IguFwuh8OhFYYnN3RMhsPhUKlUXx/NB6vNNsAIT9mGS69W73vtKEGBt6fSAfj+6sLGAc+eLmfijl1RKHr0igz9FZdwoaPV7E/XfKDFe2OxmM/nKykpefyT1sfXj5nV0Ox6eTwuYLr1IkaRkstiiadk158y+T9rdRAUmNLSdfq48GIqGN9l32H2rCga23z0OMIcGBQqZ9k+cUV51nsnTM1D3ozPri1XHx3s8YdGep7q9LJmc/CGAu5QgEAY0P4BfxQnGwY8nzZb0t0Bk5sUfT4fk8k83db+Xgs4+njtew3mymzx4T7Xt+eJ4gSxtCwnMfliGLa5zXvX4jy/3z+33ReOALbttH0cn5lkPL5UsHBelcWPDXkiRld4b5eT3tTK+axc+YhEVN5orFUI2DKZTCaTCQSCcEPDNVouSZIsliC5XgjDMC0ln34BiZItbUfqcDhcLtexQd+fDrn9UQIAsKlp+OYa1e5ub5lGGIjgR362WirggvFqzxO1uqbjjkW5vQF03V/2PXPz/Dr9yIIpPX7HYrFEBKVdkTkcDpfLFYlEarV6pjL9NEiS9Hg8MaH2H1vak9/rIkPSHU55vR4bIzydNtwqrUQnZmEkNeXveMrkbxp0QxCgSAAAgCGqcSjYavbNVDX6Ei5o0NQkkydyoMf1zI1VyU8lWrkgCEyHXT8jS9fp44KMqSCp2XHtn3eVapKVfiM6EbNEM8s5a75egRFUiyVz7W1ladYz23q7nNFKkoRhuD5f9t4J0x0lCj6T4UEJYrS3NKM7YHKTosfjEYvFn/TFv7cyZ1eH/Yoy9cFeV62Wv6MvvL5EnFxva+m3eqPEE9eVDwwMzK0M26j70hifOUaQuwbwVRX+teV5KQfbAuiQe8TSZ2+3c8gdGfJEwlic3svmyHgIrhATMSUXKpRK0uuFyS3FAICrSiRFcrZGo+HxeDzeiNZVOBxma0qe29hMB1QAgD8a+/cxyxNX5RzstN1ZLbYMGp2jO1oVk/ndpZqE6GOK01x6dUDIRq4qEi0pr9x9sueZz9uypfwnv1HRYfUlRtSmpuFfr9GWy2AYhumdKB0MptxZTkcjyeFwGCPMX286Tr9XxiXXRYAkzQeIw+EwmcjctuG+eqA/hMYAxKC5DiSAwzHy5b09L9xZN1dvcQnnCa4wCD48ASdLu/CZ8JpCUSAQgGFYIBA89p+mn61LNSGm27cYDDeCIFO2cs3C0nWauFBjagL9HqwyZ2TbEcLiYZy0hWLl2gx1wWlica5gZ18wTlAII5UTka8UMmCqxY6vj0b5fH6ZRjTkjgAmm82Eicg4A4SM7oD0MgrHcT6f7wsEt/bH+x4sf+Cthtvrc/Z2WBdo+a+dsB/7ybiS22+29c3PkdAZSIHgrPPCOzxkR0dHXl5qTM0ScbJEnPr8cd9qNEYMeSJ0rO21YScGQo4I6YyGpV86k61q8+Q8CRLfktRSvKPb90A5dM/VYzsYj8fD5/M3NjpTtHxjJHXQGOgOIi8+tHSauhZMJjNXwHz2m+U/3dRO54chCLx0d20eB/N6vZfPL5JQwb6YeM2z+9B4HBttjvRHY7/daX7rvoXzcmZ250ypkUSS5NFu22/2Oc/G6D3fkNgoADCtjcKM0DTkS++laRjMzLO7hAsauQJQy3Pti8kSP3edwKUTAIvFUlhY2DLsN3kj11Rp0k/U6/UU1U+bYk3+FrOwdJ0mLuyY2ucIqPgIZ1Qoucsa0IkRoyeWr5x9+FlRJD88FGo1+zOyjYoU3CZzBMMwWkS+Ll/a4YzJ+axhP55+cAropdPAwIBGo3mj0f3dlXoAwK5O+yt3L/zDF6evLFWuLhAq5GMspB6zs8uJ/ePOSp/PN+cCbBmt3QGAOnFZTltboiA6CbhMRolaWDJqqNfY2EiSZF1dnT2AJqxqD/Y6/3MsYnSGvZGxJWcQI15shQvLw2vKhGwEBgBYLJbKysr4MVf6uzQMh1+6uw7MRNciGo3qOfhvLlfu7g3CMCzlMv654/TPVyg7OzuZTCaPx9PDnnXl8veaxhku+qKxLadsyTF1OnvQKTWSHA7HEStxlkbv+YbRzYE3FouJ1OK5ZTgHsVjKIxAEQtEM+s+XcKFjIACOB8QgyXH5mF/SMuytM2QhCPKHrR0/W1eW8UShUAhBEARB/0V2/YUdUzvMPr1srFbXbvbKuQgpOyN6/eoS5RPbBhv7nRlj6jKD7N/HrSg6onZUr5e12kNXFotarKHkorqQjVxToUw+kZ6gD3WYj1ghotdyxMnYeSVvW8vw6hKV3RdyhmIH+zw/WK0HSUW+TrMLJ6i15ere3t5ZsJMmRybW5QKLD/t/HzUHIqhaPWOKbILHpBZx1CJOomYJAHhqS/sbh/qTD47GyV9sav1x7JSYy8wSIDkyrsLY9uVpGwJD8SR5RiYMKjXC2rzJ2M5gvK4FRVF0Z0stl1umFoRCIQRB3kKJTzpDG2r0NDXM5/OFQhl6csjx5Kbp6PSSJKlUKltaWmhpZZIk80qrj/S5ja5QnzNsdIY6zV57+Gs074dYCpIa2twdLppGO82MIOezAtHUlauMzwoEAtPxaLqECwibW6xRkgEASFSmoiT0eYt9/WVV+7udCANeYkjVKUyAyWSKRFPvqSZKL5/hlYMLN6bSgadpwJUjGYupXbYAhwkb+GdEnhYLeFkCxu4uxwMrM1AKb1qg++fB4XB0JKbW5cv+8KX9F4sFAFAQBNFhFYbAlTlkgWzcjgrDsDe3HfnYKg5iEAAMFgPefLx7GCivKFNtbTJW60T9jtDiQtWHB1pGRfUABEHlap7X64Ug6GwwwjOSfYa94W2nTPvfaH72lnnz9EqQiciTETMlta4xCO+pEQViUI/Vu89GfdZsXpgn67F6hvwx+mtkQCBOUctL1Ts77HQymcPMHAjpIEq3uGAYRsdXDoeTaBL9UyXY8MpRB5AsXmQwmUx5eXlB5tABE+ZP6skRspFaOdHe3p7c9iMQCCiK4nK5DAYDx3F6D4rjeCQSiUQi3kBowB1xoPBpM8MWIawh3BIi+Qcb9XJucZakSC2sVjL1y7NjEHPDa03JbOT0JdfFgf3d9h9+eBoAcNwaf/i9thc2MOewbPw/azLoqj+6Qu/z+S7F1IsMGScT+lf+/dbO526dN+nZEDyNruVcAVgvsX7uUUXiEACAy6CulVp0gqopT5wSF15MHa/mCrocjI8OnqbVXHscIS5EGZSCM3HX4nK587OYB02hjM/mqyUsBrSr211kKAAA1OlljUM+ziqplg9DFCFlQwUq0TId6393ef6UNM5JktzbMrDJKgmOShfhBPlqG2AxXd+/ovCZzaZYHHyzRp0iqkdRVJ8rcrjTNGsBoCmRrmv/wzXFrx/sf/rqvB+833xFhXZlsTxB5Jk1uSZjS/EJC1ZtEGbDwX+3YSsM3J8vz8dxnCQ1HzcO77ZAcYJCYKgsR2b2okf6PHQyWchBcmW8HClXI2Sq+QwFF5KxSQkL0EFUIBAoFIqJYP3gKgAAIABJREFUfuJ3v3NZxa+3H//lFTk5OYODgzW5st+u4z+xfXDUjh56eJXhmqWFdPNPgpMsk8m+auxp8jAIgtBzIkq5/MPmXfYocESBJUT6ovF8Bb9QJdCps9Qh59X57Csvq5aJ+F6v1+PxcDiQ3e7hCsvvfenIVXnQfguckE1+sAKkLLkuApw90geNArmAzQRobMzNgs0E5XmKkN+SzlO7hLOKs21fuEzH/KiJjFEI7ZcAw4BBkqvz+Z81W4rVgnS5m1kgNzd3WaFC68e3DyOdfvihIrRQoZ6TdOB5F1OnVEFLCTxojHhy+xCt5mp0RXIlzFKN+EzctRgMxtXF4i967VicpKt9Kc9mi1iHB8L3x2L0Yqo+X9bhilVrRW0mT5BAAqGw1e797eXZN72w90/rdBAEEQRhMpn2WbgpWoBBnJQzERgNnLSi/mjslW/XP7ezNzS+ZoQRYGe3f92iyikvew7x1PWVnxzv2fLoZb/d0vHtN/oTOe1Zz5JVWvELG2oeershgpMAAAEbefnuWoWA/ZP3T7Zag+srNbctLizSiCiK2nna9HG/iY49MAw/s6RgWaGCbraJRqMWT6jfGbQEcBcaP+4mbMGY2Yd5o7Fkiaic0VYfbtqmdvP3l37jhUO7frIyLy+vubkZG+z50XzFMSsMAFimY710tLc2m3tZiZbNZschxrCf6DRH93R4dnRDcYIEANoPCUoi8DytqFrN1olZ2QJYygYJXQujEYcgCCZj4XBYIBBIpVKz2fzVYHznnqMb7yoLe+yrCuOHTDj9XiVq/oXlSzMdbcKzR/qg8dLeXixGQSP+mAAGAIuBl/f2PH65zuv1yuUTJgMvYc5xtu0LORweBIgxHSUSgiGIw+M++XnHpkeXzslbAABqa2v9u3fXq0TdASCDI7W1c/PK511MnVIFbVdfICXwhGLUrp5AtT4ewkl7MF6mlbBYCARBfr+fDns4jiMIMv0O/QqdjAHZd3fa11VmoJbVaPlHBoK09h4AYKFe1uUOSkXcYRQmImS/H5xwsv86X7so5ts6QNy3WLfpcPswrtk/aEl/qRwpt9vqJyhqab5IyM28cUnxQJ0+ppmzTceN87Wv7O05OeSBGHBK5/WsZ0m73RanKDBiFwyZfehvtrTXZjE/fnjtRydtP/zgFJ/FWFmkevNIf8IdgSTJR99u+N2VWcUKLt0kWpCtqDDkpOSF8DiZUD8e8kSOGN10qw+fjSTLVtDh9rurC3/8QfNzt9bIZLKBgQEu175EKvXgcOcgwwDj3/53S6VuYMgdCWOEVoRIuMxWWyQ+WgylKMoejN+11JDy8emtrVwuj8fjJEnSuhY4jj/2uTFfJXr15nwsGohEIoTTcn2eWqFQBAKBC07yd3aKoXOLPmdoRK8OADBqkNltD0skEovFMklMPWXyh2NU03Boyr7+r4l7/JnjbNsXvnLMjlPMRN8FBKg4CT21rf/KiizNTEw8J4dWq5VKpYQFBxAik8k0mgyz/Sxw3sXU2eGY0fPSPqOazxj0x4rUIp/PF41G/X4/XU6LRCJSqRTDsGmODR6Ply1gbG42Z4yp6yvUm9u9KIrSy7R6vezPX1r6vShBjtwDQYz4/nstN83XbDxme25X37JCxdIizq+vK39yc/u4/CcEf6NM3B2AIYr81lIDGMuRxhLK0QIWcvPC3PRrmBLJ7cyzyNk+dX3Frz5pqSvIUPOjTadnhIPtw0/vsuCxERnlABp77KOWp681XG4Qs1isOxblfrNGfbTX8avPu1M2OgGMOOlGrltaMsELAwAAC4ELVYJ0AwpXCKNbfYY8kaNG9wcNJpMn4gxhHISx6JldKhHbg5aH/ETADMvYkJwZU3KYD9bL/37E+dn9lXq1lM/nP/1l14nhcdSqjEsKGIY7HeinzTZAL1906laz//Y3jzy1rvD6hfl0DlmlUuE47nK5+Hz+lJ1zFyiqtGIIgqhxq7AxPbl0JAIYjuMxkhoYGJg8gKnE3C5HCFAJXXWKJEE0TnK5XJIkabHl9LPogYDGyW5ndMq+/q+Je/ycgO6bomPqnPdNdaVZI0AQMLqiX/4wtSf1DFFbW3tgYB+g2LW1tXP1mhdeEeKmBVoJb9yWjstkFIrIr1qH7KEYAGD9X/Y9vaO/FZU5KCFGAovFwmaz8/Lypr+M4nA41Wpm06Av47NLi9UUSbWaR56ty5d2OtEwPi6vG8aJxgHvj5cphRzknQcWPbLScEON9u93zJeOusSIOEw+B16qY+3t8cRJsKo0CwBQpRU/tEIPIAoCAAKAAtCtVaL64hm7kI5UtkLjKluJC54O6gqUWjGLBxN85rgmXRhAB3vdW05l2HNPBIIgPjwx4IuOi8QkRR1qHyZJsr+/v729fWhoyCCGluRn2P7Ouk6mELClPJaAg3CYDFplGydIHhPJkXEjeJzNYOhVIhmbVCDxIE4NR2APJBoIM+5Zqv/Wfzo7XDFHaOrmKBr7u+33vnX8jUP9bxzqv/v1Ez/7pPXxTa1v3Jh98+JiunVHIpEolcpFixZlZ2fHYrELbpM6TbSa/VRSRKUoAADZag5MdDwdwGw2WywWj8fjNputt7cXw7CJjpfwmBAgE6ODpCAIAkPuCABAIpH4fBlu75kOBHr7RXPTBAIBk8m8WN3jzxz00rCpqYnmiM3tMlHEycBGlPKYGVmKZwKNRsNisQAE5mqTCi7EfSrdBPK9jU2+SAwAIOIgL36rdnGB/PEPG1VcXxwg9yzK6rSF2q34KTPDFkUQSK/zEVdxSQdir9CKs0RTLzk5HM4Vet4XvZm927hcrpgDf9nmvLymCADAZyECDsMXSdWYLZbC965doM6yPvqfpn/euQCMl1QUcVm9Vo9SqWwY6ntouZ4+5ZTJ/8qBAZA0LX10OnDD4hmrr81JZeuJ68qv+1fDY8sV/3fQFcIpMOpJXllS9OrB/t983n7fsvwHluUzGTCYNM+8q6nb6M/gDMxisTgcjlgs5nK5dOC8c6lwW6dn+kYlyfCEcaMrbHSGjM5wnzNkdIaNrpBezjcoBQVKfk2u9KYFOoNSIBeMrGkMj3/Z/fS6rV9+EY1GAwE3yeQvWLFs2IcOeSIL8+X3vdXAZTI8EYwC42xzBWzm1ZXjPOzSiTmfNppfuq1Yr07dNxt95MbOGEVRIj1ZdRFuU0cSGMlqlwBAk2Q1EvlDGIZhipo6gFEQBeAUzYditeCl/cb7l+T29vaq1eqUM2YxEOjtFwzDKIoSBHGxusfPCUIsxecWrigU/s7aOe6b+mZt7rNfdUFJXm8kCT2wLH9u34XGggULPhjqmMMXvPBiKgBgWaHi7fvrX952kqKoR9bV0k0g/e4oF0EqNbK1tSVrAdjfbT+0sYkEJE7BZpTRMuRsHPQYPXiMpEpUvFK1oFInrc6VlWZSMWSz2ToRAwLQVx22tWWpPqAwDBcpuI2mEEVREAQBAC7LE+/qcsZIOHEHsCFqw2IDAGB9leZgr2vjsaE7FuWCJJ7td/7dsFiNtDtQClD3LS+kXzl9CvCj8YxTwPRqpWN3JJUhqE2BXLX82hKhBef8fLHgkAknCGJFLucbi0qFQuELG+Y7g9jrB/vLf7399vqcaq3w99u6k/PMSwpkR3rsW1utX3U6eQgQcxgMCCKSLoLPhO9eUUq73SUwTaMSkqLo1s/k8AlDUIGCX6AUFCj5ty7MKVDyCxSCTHbpI9j8vWXf+PvBHy8ve+erZgAk31pezIval2gV19cUbjllMTpDnjD+3K01cYJ6cktbCI0DABgwFMJj33rtOJfFSHgMNA/5Un4yNE580ji88p4VyQ8mp+KPzJ2y6HmFdWWyTU3D4djYMoSHQOvKJqMO6fX6zw6cskcBSYEOe/j65ZMFMIJMDc8QBAwK/r/29j60ooDNZofDYVqJ5UxAb7mcTqfdbq+srLwos/RzArpvyhPiAV+8cXp9U6dM/l43GkDJKQvb3ggO08ykhNcbRHqjM646TQdsNhtMMlPMHBdkTAUAVGklz929DCR1MvW5ovlSZolGBEZ3DwF0ZO+IEVSrI/7a3ZU1uXK7L9xi8rZZ/Ntbh/++u8ccjBXJuSUqXplGWKmTVOfIRHwuAEAkEqkEnk8aLekxFQCwrEDywkEziqJ0vfa6BbmnTc7hMEXfARQFbZgvWVQyssF65saqFf+3Z1mRIlfGS7zCnk7H0+vqH/+sM1fKS2yeMi7q0x+cpFa6vc32Zav1i1YrwgBxkkrckQI2Y5obvmT84IrCK/558pXrskpV8WAwCACVmGKUQvZj60ofW1f6hy+7Hvu4jRyNl94wdt8bx9kIyJVwVhrET62UraqruvHFY7eXEJv7SZrQy0PA/aVExmaS9JZZZxAzOkN9rrBxNI4OeSIG5Uj4vKxAfsei3AKFQMKbWXdsRbaoPl/y6KZuLMYBAHTttD97S/WWo+aNjY2XFciev62mzeI/0e/93Y2VJVmC5Ou58Z+HrqrQXFYgo4u1g55I+osPBqntbTY67vLZyNluMjlPsKRU99hyy58OuRMtQ4+vVCZGQUY026J/OhEKYBQA4I/HIvpibNnEMQzHU3WUAACAjK+r1Lx7fOjqIonP50uJqTct0H7QYApjYyOIz2JOORBCLMXbbSYUZRcsvNjWPXOFWdzSMxKsdwVxCowEVDCSk4BcIXQuP8NZw4UaU8H4vuAwHg9hhCMEyrQykGnDF8CI9w731RmydEqJTilZv2DkcQyPNw+5Wod97ZbAllZHrxuVc+FiJVfHBwo2eajPlZH7UJ8vhw9bmgfdi0t1AAA+CzGHk01zqU86wjclOWb854FFG145+s5tI6bzx4aCZTLY7/UcN4Uevbwwcdq6Mtk7x0zJW8r0lX7Gu/mhlfmnzcEvW61ry9XrqzTfXpz/7TeOBdGRqQQCFAQACWa8V5XJZA/Xyf/RFOGRYQDArfV53d3dBoOBwWDE43FaacHl85Hjd8E4Qd1Sm/u7m6p6enpyc3NPmIJyAee2BdKanMghEx6Px2sk+KISbXqWL0aQfc7wkCcq5rGMztDjn5zuc4a4LEaBUmBQ8AuU/CUGeYGSr5ef6V4E0B5PzTYsNrLq8oax+948cctC3bYfLscDbpLw3TI/+y/u0FMfn1iUI/T6AwAAsxXm4Z5376t9Znvv20dDNTrxl6etHCbMZSFRfGzWZjPgfKV4U5OZ5iGzERiGoK+JNuENl5UyiOYvTzvlcvkiNfSNRZMxSlIWvkGMmHxepm2pU/xTIQAeWWW469Vjt9etslgsWu24eEmSAE46i6IADFOTD4TR7RcFALtzrmUrLhrMNKk+0xjsSxPMgiDgj2RaVI0iQXkjiHgkGpmS8nb2cAHH1GR0WQM5YqTPGytWCwEArmAGpkMoDtEOnckPslnIosKsRYVjD/a7ws2D7hO9Vj8WDqCxumf2FMpZRXJOmUZQrhEXZYnYbHZVjhQnqEO9IzF1X7czJbnqi8Y+PDZQdVMN/c8cGe+eRdm/3txxVZHo4DDWYkerlYz9ja1BjPPIyrGYCphcnRCyRkCcGKtfpqz0P2oYTL+b3zs29NOrS/+2oQaGIADAU1vaEwF15LNjmXPIkwNBELWYffiwgyAoAMAx+8ATa3VW60GhUMjj8WilhYxkSy6LYbPZpFIpm81+aV/zQysNejUrFDq9oYzt8YQFAoFer7f6UeNo5pbO5doDmEE5UgFdUay8Z6neoBQI2GflFk2fFAAAYg4zS8IHEn4oFBoYGLixiPXjTwfebXaisTHp/5pKJIwTn54c3tVpf/ve+iqdONnPVcRBfn9twTULxxS4PGH8ic/atrTMgNV14UIkElXrpCVKHi3OPHnidKbzslLIgQBFjebpKApAEKkQcnJlvCqt+MvTtnlScYoy9qfN5iAaTy7xBicoptD4mmQUzj0yzlofnxia6It1Z2IIuialDSY42wRB4hhms9mmw9k+ZfJ/2DAcJ6ivu39qOtrNXgUfiRIQA4YAAHQePmVJSxFkOByORqN0wnYi5Cv4+Qr+laXyPSdO/2yP98GVhdU6ccuw9+iw/42GXqsfK1Rw9GKmEAGbT1lvm6/kcdixWIYFFIZhtNUf/c8HVpV+2jT09BF/FKcAAD6cMvq4+Qpe8ikfNgxdWyJ+9aT3uiI+hmEr87jpK32CyCAeu9wgvbZ6jB5scmcQgYqmSZBPDhzHT/Q5f7vTTAdUAIAvgj+5fejlO6ukCMblcunVyQ011JZWeyAphAvZyBUGYSQSKSgoaLMEPGG8VMFs6LMf6Pa6MNgdY9rCUeuOQxIek87fFigEq0tUBUqBTjrZ73IuIRAIiouL97UO9gcAHVABAEGM+GszVGLrf2BZwbO3zOu0Bq594eA79y7QMdGH65UftXoAAKs18XI5gqIoPZL90dh7x4eODbgRBhwnxlhs0+deXXDQ6/UtLS0AgDln95SqeCOb1SQOVFkWHwDw8CrD45ta3723xuVyZXKbgMD06mVnW7biokG6Mtrkt3RGOjeOTxgjFQJW+gSuEEwmPTZGeYMgBgOZDmf76+KfOh3FlnR0WQN8JpwvH/nS5XwWBMblfCCItIViUqnUZDJNZ7RzOBw1HyZI6kif+3uXF64oHunUxOJkuyXQbvW32LtMgdjl/zylFbNUfCRF/F3EYW5YbODxGJ2dnXl5eVwu95TJbw4BOqACAMI40YWDDfXjSDqfnLR8f0XOdcXEumyMzeZJpdL0lf6GxQVbWu1BjEzwj/hMxu2XFQAAPGH8veNDG48PSbkImwFhxNj1sBiQ0ZlZbTEBDMOio0BRFEGQjxpcfnRcCPej8a1tridvqHa5XH19fQUFBUVy9v1l4NX2MeG924tAu9HULsp6tfnUttP2OEEuf/awXs7Nlyu5zOACKbxifkWVXpWuc3QuMZ1JYe9AOEVdhKSoJQXyb9bqAAClGlHvM+uv+9t+FRw67gS0VIU1APOR7nuuljUOhzYeGzrY67rzsrxPHlna7w5Pyb06nzH9USkUCjkcDkmSU7J7ZjovNw3QtkXjAmRTv+uOpcVVWrGYy2y2oYo4Go/HEQSZ3VtcwjQxTTphAjfUaLa02qPE2C/Hganr503YvgJDZEpOAkBUSgtlOmZkNfg18k+dnWJLjyMkYFCFow0Mo2MJSyxpBWyWkMfZ1DDwjRqdw+FQqVSTvyBtdVKqYB82usZ+WwDYCDw/VzI/V+L3+18+ZH713noJj91uDfBOmvd2ORKVmnwZq6F7yC6A8mTckydPSqXSjS1hb1o9AE1iT2xqMq8tEn3S6nr1jqq24/tVKlXGRsYqrfj+Jdq/7h2i34sC0IPLc11h/KG3G08MeG6vz33vwcU6KfffO44n2CIQAE+sVn7eTxzpcy9O8nOgY2cijrLZbDqdKxaLORwODMPcljAA3pQLoDfKCoWCz+c3nDodQYQBHKqWU71eKBynIjHy4x4yX4HlSW0SDoOiwBf/syxHPvK7jPjBFc1ZK9isMdNJIQGv19vR0cFisdhsNovFemxNwb3/aYmNLl9COPnPFuo944kCpfCORbn/uHOkbq+VctPtCi4gzGhUJhyKJodByvzVFdlPfWUKoAQAQMhmPLFGY5BPKHbG4/EASG0tTeScHlll+OfevmevzfP5fAlLpZn+ypdi8PRB0wmvf+HgiiL5/7u6fPJbekmp7obS7nfbo4kZ8uYKwST8tQFHKCUnQVFQnJiC90tztingJklyypbZS/6pU8DojhqkSKIxhh5Lj77TQA9XMZcZI8l/fWvhLf86WKqVq1m4WCyeUqpQKBTqxa5AnL+ny3F5aWoMnpcjhSDzgS77j64qL1QJvjEvu+qJresrsxgMRrFa+NqhgZ0DuD2A2gP2EhVfy3d2WQMgLQPFgQmCIBgMBgDgw4ahSjkbg9h6pdDI5XI4nIz3xCmT/9/Hbcmt9c/v6i9TWzfUKH+1ugxBEIQI+3zY2qocCgs1uRgQBPW6ohyR/Hc3qO5788TH91XTcZQmLdOafwn/lhSM7onHtqocBGaz2Y9vau1zhY3OUBQnsgUMARWRIfG1WZCMGUciLgSG1q5dq9Ppfr+j70dXZiUCKpj2bHtukNGWJxkZZ9j7r6gqzhLgOI5hGI7jn52yxIhxtXSMoJYXqf7v5tRPmm5XcLFimg5FOI6LIpafXcb/0yE/CcDPFwuEESuG5UxUANuwuOCzU9ZwbOzb5jNhOkMDAFhaqPjjts7hCENMeJNtCulf+RsvHJJwGe88sGjyqX/WK62vJ6q0EgYMXT9PPeVXdMrk39YfT/ZD/bwXv82cufM+HA7bRhJEYzkJCACSnIxcRmP6nuRnDxeejlI6wng8iBKOULxMO2a0uaxQ8b+LRTAAl+XLNj6w6MTjaxb/Yff2H69+8L12qUpjMpmmfFkOh1MoY7FgaE+XI/3ZBXqFFyWPGD2JR0qUfLM3ymYitXrZgf9dHcLiL2yY3/DLtd9drsuTcrQqKTw+pMIQVKfldHd3d3Z2Hj/d3W31tzmit9SofT5fdXV1TU1NxqtKX15RANTnK2+sKxAIBAiCxOPxUCiEYVgWK7ZC5FoudN5SzHxxf3/UMViv5b551MTj8XQ6XWVlpcFg0Gq1MpksPaD6IrGmIW+nNbC0QIaMXjedTo+iaI4Q3FUtfvGGvE/uKvjrtdrb8rAals3ACqhYMSYDXr58eVFREUBYHzYM3704L/llaQ+1Kb/5c4YqreSX15b/8trMq2x6hk1IXyVmWDqHIZFIVCqVQJDBqVHEuUiWqmcVdAGsVMVX82EFDypScicvgFVpxc/fUslljJSlOTD511srkn+4h1caXj9igiAoYW88eqIEgiCVkDWd6EjH4PnZAiYMNj6waInhEul3DvBps9kbiQEAAWjkP180Ri9n07G7dUjEzTBLaKRTu6IafWQoDg+GoIFAqghPCtL1+OYqJ3FGg99utweDQR6Pp9FooEnbZv1+/3ghUMDhcOaK5dxtDejEyJA/XjRe9BVDUT4beXhVIT2WNj265Krn93/+cO2avxza9tA8l2sK220ul2uQIO5IZE+nA1yf4Vm9mHFiyA9G7edO20NojDpo9H7caPr1Gu1H31m49q+HfnO5uipXuWZePQBgR8vQDz5oTTQua8Ts3+62cZhwuUYUQvFcMdLhRCulZFdXl1AopHt4aHA4HFpXcyIgCCIQCAiCoLO4tIa7QqFAURSCIL2YoRAibqbq/+6oqPj19ofXVnJYY787RQGjK0k/wRkyusIkRRUoBAaVYJ5ens3FjS4MjkdX5HKkWbp3mpw/Xl2OJEGr1R46dGhoaIgkydzcXHqF+NK+vodWzrG6yrlHsvTVN2tzprmX/e9mC/1+v8vlQhAkOzt78hVMOBxOodfRN9JZvsAxzKgABgC4sjr3Z4O97zVYOlDJLxYL1lSNk8JeX6X547bOEFD7fL4Uev+MUKWVLDNIelyRSzvUcw8cx7e0ue5YlPfGof5ke2MRZ4rGYnoSfmqnJUJAkQi14eUjT67V0R6gGY8/ezmJWcZUFEW3bt1qs9kYDAZBEFKpdP369ZM4A2/atCll8VhbW1tfXz+7d09Bu9mrFjCDOJWsBkmS5IAXpyhQoBxpZyxRC3+2vvS3OwZ/syb7oY96/m+tSiwWTzLpcDgcJZ+Bxwk+G+l1hNJV2ktVvBiFHjO6Y2j0qR0mdPQGCKDxJ7YNMin8ndsLb/x3984fF4++IBtmQIDuiYSgX1xTsb4qy+pH2yz+n37QzGVCJAVf+2Z3vgRZaGAVocAgh/QI6fP5UBSNxWJ0AW+VnrupiZlipn1ZFtzZ2Um7Z9NbqEQYJkmyrq7Ox2x7fkfHimLl4+vLHvp34zXVGrqJxegMD7jDBQpBgZJvUAoW6qW31uUUKPgy/lgIDwZVLS0tAHCqq6uFQiHJFj690/T8bWPbaJFIpNPpAoEAhmG5ubl0yvpfe/tanrxq5j/mFDj3ziGT52zPt2zh/v3729raYBgmSZLNZq9ZsyY3d0IPhoMHDxqNxuRHsrKybrzxxrN/mSOgi14sZhhQ1DQ1Y29aVWfseqsTk96wamH6s4+sKny32XVPBYuOqcl3SywW+y/2LH7NMf2lp8vl2tETePn+5Qv10kfePkEzQgQs+MVvLZh8WDUNeJ7YPhghRrJqQYz81bYRD9CJTpmy+jM7zDKm7t271+VyXXvttTk5OS6X64svvtixY8fNN988ySmFhYXJ5bQzVxFLoNMa4LGgAvm4vpRoNGoNQ+FYPFm9aHWJyuKLHhryXlMkeKEh+GOmqaCgYKKXZbFYEAQVydkKiWhPlyM9plbpxN3O6OE+dwCNpxBEw3Gwf5haUpO196fZtU/vbP/NVe2W4A/fbwljY3ynX3zSmiPjVGkljgCqEbEsAXzf/1uNRkInem0ugttsCWxssLRbAyVZogqNqFwjLFJyc7lwriCyoYL/YqOPrkzwmdDjKxWlWQKhUMjn82nGYyQSsVgsBAk8JGfYH9u+6YTJh3fZw2W/2spjI3ic5DAZiwpklxXIC5T8fMUUP0QKk/PG+VpnEHvmy47H15cljtHr9V6vl/4DAPDm4YEN9bnp7rNnjvPQOWTKvew5Q2tra1tb26JFi2pqajAM2759+44dOzZs2DDJWBOLxVdccUXin5OnQ84G9Ho9SVkoCkyzACYUCisrK8HecMYAfHtdzh+3dt5ZVRAMBoVCod/vP378OI/HAwDCUPT06dPhcHj16tWXYuo5xnRlR0nygwbTrQtzAADLChWv3jXvtZ1tOwaw1++aVz9VEv79ZlckPjbhQICKxMD7Jx2TxFRwdlgOs4mpgUCgv79//vz5OTk5AACFQlFXV7dv377h4eFJfNJ5PF66yPWcoNcZEjJA0XjV8mAwOBQG2eLUSuGdi/LMPtQVCeZKOe80e78n8aSoziZDJBLli0MUB9nT6fjO8tToOy9H9p8G68EeZ3WONP3/PgX1AAAgAElEQVTc7Z3O/cYDWJyEIFD0i60MGCLG19gTNLOPmoZ1AtigVkp4TIsvurRYnbgkDMNaBl2tZl+7yfFpQ7jfF+OzYAEbgQC1slipErBvrlEVyFgYhnWb7EZneDiAW4LkoBftd0d8OMjmM7KFDI2AkY3gj67IOzrgf3ypOMaV/XhT16vfzrDMnwgp3KIHVxT87ouOVw4YE98JHdETcfelfX1zaB2cjLNt3Dg7nCf8o+bmZpVKtWDBAgAAl8tdtWrVu+++29bWNklCCEGQszQqpwmhUMiAGfFp9N4kUFZeBvY2TPTsI6sMH7cHHuCxhEIhl8vFMIyiKAAEJEWFQiE63zNH134JMwC99Lzln4dwgto4AVnM7XbvHcR+cd2IZMqiouyY27Jj0D4db66+tF5BCAJ9aZ5x5wCzianDw8MAgLy8MfqJXq+fMqYCAOiS6uSV11mgzxUtljFLxqvhB4NBc4isy88wUP/3qpIfvHeyhBUdRqEXt52cl5+12xgEAFxVIimSs5NTQ1wut0CCnHCjJwa8v/6sjQFDyZr1C/KVthDhCPt/dV1FemZj4wP1ifvGFcKW/XEPQWaQawAAfNwwXKjkPH5FHgDA7XZnZWVZLBaanctisTQ8bn6V+rZ6Pe3fYvZG73r1iJjDdEdiTSb/J6esLATG4iSfydAreBXZ4iIta3UZE3UMCmEcAECScZLEeTxeZaVyc6sjLlBLQXihjvfi7q6rC8ZNLpOkxdIz5L+4puyH7zd/etJ8w2gCJxF3P2u21OfL5tA6OAVn1bjxwoXP5wuFQuXl5YlHJBKJRCIZHh6esshCkuSsPfXOEKdMfgcGEySYvpANE5msSPzgioKCn3/5zUJGTk6ORCIpKioaGBgAAMAQTJJkSUnJf30FdhGATqp3OlCCBBuPDvABnjJzZjze7EBJClAAMlutPNyTfnxLv9WHknX6sU1OWVkZ+NQ+nUsyqPjtVn/Kg+nJxXOA2cRU2qowWa+Ex+MxmcyMFoYJdHV1nT59miRJqVRaWVlZWVk5i7dORwQnAmjcGYFKNeM2ChaXP05SZZrMi9+/3j7/hhf2fXu+7E+7I293DNDVSVp87p6rxxKJHA7HIGO+fNINIPDvIwNgvGY9j8vRCRkiPieIxlLs51IyGwoB+6+31zz8TlMyUYuW897cNFQsZ3oiMSXlO3lyyO/300RciUTC5XIhCLL4oh3OsLHbSXOIeh0hWwBV8BEFGywolyj5TApQgMUb8GJtlsC7J4bKNaLybHGBVBOIOKp0EjYDeDyeoqIikiQ3zJM9t63tp0tktxbCGzb1SdxRtULGYDCYTCYEQTNNov7ltpo7XjmqEnGWGOQgKe6+uK/vuVvnTfNFZgGRSGTF2P/6yigQCK4sFl9yDqHh9/vB+FEJABCLxTabbZKzfD7fa6+9huM4j8crLCysr68/l8TssyRk88gqwxfGsE7roRvSej1xkgJeDBh98Xl8fkLl6hJmDRzHPz3a8VoHRQJwYjjauWUgZeac6HjaZvonmY73er37hvBbFo7blU3/bnxwRcGeTmcoSS2Oz2Y+kJZcPAeYTUylNaVSSi8sFmsyrSmFIisrSygUoija1dV14MABv9+/dOkcpAe7rP4cMdPkjxdnjZtbu+1BARspmLhY+On3Vy54ajtOINHYmIr3q23w5cuoqtFoyOFwvFHKGx2zKUuR2yhRcqMEONzrfmxdabr9XDKyRFwuixHG4gllEIoievp6P2gLQRRx+0JddnY2kyvwweITDmB0uYzOERVcuYBN27AUqoRXVmRFIqGHNrb99XIBg8EAgAQACwaD9XUGevVNUeC02Xdq0HXa7GvqD//xaFDMhgsVnMuISHm26OqFRa81HJFoDUoe/IsQ/8PjXd9mB7lcbjgcjsfjPB4vEonQ3BY2m013zU6Ojd+5bO1z+/55V22Ccb2/26kUsss0E7LVzhz7u+1P7XMEUAawR49YCaXWdUnlHMxqVAoEgvLycplMRhCEyWRqaWmx2Ww33njjudmznj0hm0dXGep+t/O2KolMJvuqdehdqwQAECEZGy1y4elhnU43pQbs/j4/Fp9LDdiLDINB6PWOEe0wkGnmnMXxLpdra6f3ix9Uze6SqrTiF7+14JH/NAWjMQCAgI28fPcUtKazhNnE1IzJ24SZaEZcd911ib+rq6s3b97c2tpaVVWVThV+4403En/fe++9U15Mh8Wn4jN8KJUitt7vQSGIWaCcbO9/dYVqY8O4HqkgTiZLaXC53H2DkRR9/GS5jUqt+KjRddjoBpns5wAABEHQWdy3D/RFsHFy3pEYucVINpojMYJkGQNvHjsURGMGJb9QLSpQ8K+u1NChNIXp86P3hpRciMvlJhcUWSyW2+2mG2kYsdjSbO6VRbnEcm1vb++AK0SJ5S6Ceu+4qc0S8EdjN//r8HXzssuzRWGmZCAcqhYxNRqNx+MpLi5mMpmRSMTr9WIYRsugJ5p52Gx2xjXjVz9eWfObHX/fULur0w4AaBryPHZ1Wfphc4VTJv/3N55MmJn4IvgllfNkUDNxyk1e1FZVVR07dqypqamnp6ekpCTlyJmOyung7AnZ8NnIN2t1m1pcq+eJX+8A4djIvBSJg1fbyEmmfnDWts4XGT5tNgewcQ2gKTPnTI8PhUInbVh5tlglHCtInTL5P2gYosB06wLLChUbH6j/r7MFZxNT6SI/iqLJfEIcx6dZ/IdhuLKy0mq12u329Jg60xHbafXzWYwCxbjpPhKJWKNQBCMSjTQZ4Y1mKHDa/WOOmDAMJ7RDM2KBXrG5xWqNxCM4wWMxmExmPB4PBoMJzT+SJDkcThxmBUYG9ji10sZBr4jNyJWLfrSmKF/Bd5n6KioqJv+8+3tca4plKIqyWCyPx+P1erVarcVi4fF4AoFAqVQm/woWi6VUx8nKkopEIrG4GADgjeDL/7hHyEX2dzvRGPV8CyTsiAiYQ4v1og157HKZSC4f2Z7G43FaLQjDMJfLhWEYQRCJllk63NLr/edvrb7r9aP0WoEBw+QsDNCnjbf2tadIEF9SOadB/+4pYuUYhk0/z1lVVdXU1GSz2dJj6lzF0XOGR1cZrn/hoAsfmNHUf6zH/v2NJxM3mDeMPfp2wxv3LKjNn0LK9BLOEC6Xa3d/5JaFOYlHEosbaCaLm/OBLTibmCqVSgEAXq83EVODwWA8Hqcfnw7ovCJJTiF1MR30OsIiZmotOhAImCMwA6akk8ouUxSZ7n5Ajjd+ubZSub0niMYzm4rU5isHAuQSveTLxt66bE40GgUAuHGGNUxagoTJjw+4o33OEEFSGgmHicCx8a8j5yF4PP6bG6oqskXBYHDKdvtBdySAxu9aWgj8VovFQlGUVqutra2dKENA84aYTGZfXx+LxeJyuVIe64drimwB7PnbavZ327/zdlMAJwM42NIVanW1DHujahGnXCMqzxaVZ4vKNSJ10m9KkiQ2CrobFUXRgQD45VfmhOQYQZJnuHE8ZfJ/2mwGACTTwUY+/uDg5J5CX2ckRmXyg16v978yKqeDsyqXoRFz6/NlvY7gjM767JQlZcUWwIhPm8yXYmoKZvrbjR4fSzh/iDhjx6MoGkLxfT2eF+8eIdNd0KZ7s4mpOTk5EAQZjcYEy7evrw8AkOgupygKx3EEQSaqydHHy+XyjM/OCH3uSKmcWawet98NhULmAFGYNQV7RSMVQMCZYl+jkY07a16O9Hv14meP+OismpjLfOH2Kp0A2Gw2FEVt3pAEocIo9vpR6xdizoAn2u+K5CtGTEAX6uW31vENSgEtoZBstCnmMn95benz27tkfGZFtggAQHfUTX7B/zk6AAFQlasIBFidnZ3Z2dklJSWTpNwT2VqDwdDZ2VlYWIggyAPLC4p+sXVdZdYP329JmHLjccIZxN9/6DIBm9luDbRbAv8+PNhuDcQIsiJbXDEaYgtVgpSo9sGnrb7oOG1rbwR/e1/nj1bnJTa1k+/1E6CVUJ7ebfFHCQAALUeVUEIxm80ikej2yyRftDmTB7OAxbihZmqq/UUPoVAolUqNRmNdXR19SzidzmAwmJz5wHEcgqCJeB/0qJyktWxucbblMr53edHdrx+DIGh8Phyq0k5Y7M+YabvUe5OOmf52Binz1mrxK8ecCeePDTXShF+C2+0+aCaS2UkXtOnebGIqj8crKytrb2+Xy+V6vd5utzc0NOh0ukSjm9vt/vDDDxNKSZ2dnW63W6fT8fl8FEU7Ozt7enpyc3MnlwacDiI44Y/GXRE4WekXAGBy+gAEFammdpva1DTsj+KJGmfy6okGh8Opz0IkHGhRrmRXj++WcsG+1sGNRwhzIDboQREGTMBICCd9OPWjq/LpUDrR26XIdmxpsfKZ4O4l+fSzoVBoyi/ko8bhedlCAABJkhKJZErb52QUFxd3dnbSvRbfXV3428/bM961v7y2PF/Bv6ZqxDrGE8bbLP42S2Bnu/1vu3oG3ZHybFFFtqgiW1SuEZdnizIum+hyL4qifr+fbhCkK7KJAm1GbYGmAc9TO0yhJDmqJ7ePKKHY7XYWiyWVSqVS8MQ3yn/yfgtBkQAABgw9e1OJDI4AcAEMtrON2tranTt37t+/f/78+dFodM+ePVwuN7m75u2335bJZLRSktvtbmxsNBgMQqGQJEmTyXTy5Ek+n19ammrZe/ZwloRsaJRqRAwYoigqZdHcag5cPz/zKaMTwgwk8b62SPjSLDNIH1tfOaXI0cZGJ0VBI/tUQL3T4FhZ6lpcoiMIIhAIfNHufuamWbKTzjfMUkdp6dKlsVhs//79+/fvBwDodLq1a9dO+B4I0tXVRTsVAwBgGC4rK5sb0q/NnyNimvzxFMGHbntIxEUMkxKUAABVWvE/7lyQUMDiItCL31pQni1CUdTkCnRbfb32IN3BEomBHd1eBIbbffC8HPHafAHtpy3mMp/7vKnPHjhkxuv0MglvCuZ3crr/7jeOh6LxW+vywASkzRScGPAgMLTEIAUA+P3+2traGbWRwDBcUFDQ29tbWFj4vdWFf93VM52zZHzW8iLl8qIR+9gYQbZbAm2WQJsl8FHjcLsloBSymQw4Nt5w+9Z6vVw+NsZoohZt5BIOhzEMo1vv6UCbiLK7+gIpclShGLWrJ1CscJMkmVixvba/j8OCIhgAALARxlsNjidXSHEcP/caQOcbioqKQqFQQ0NDe3s7AEAsFl9zzTUTbbMQBHE4HPTelIZWq125cuU53pad1QJYTY7U6rel2JhPejHjJoTpSOJ9nUH70tw4XzPlV7SrLxCOkQCCIQoAAEgKoof24hLgcrl8gB8jnMmFnvNQRnv6mGVMRRBkzZo1S5YsoTX0UyZ3hULxyCOPJP5ZWFhoMBiCwWA0GoVhWCKRzFUPXIfZpxEynVEipW7a54qyGJzJCUo0lhUq/nl75d8+bz7hhvLFyOt7Op7YhA4H4jwmrJfzDCrBvKLcGo3jwBDmiTGwOFmdI3ns6nEL+fl6xdbT9sUFqiNG97rK6Sp3H+hx8hD4mtqR40Oh0JTF1E1NZhgil5VoSJIMh8PJmhvTBIfDUavVg4ODeXl5N9Rkbz1tQ2Nj1aPpLMmZDHhejmReztgkaHSGN50cfvVAP/1SEAB6OffzVmu/O1KRLaKFDxkMBp/PT2a0URRFl2MxDPP5fHS49Xoz9DdvajRZ3P76Ik0F5inPFr15aLDbEcZHy9JRPN404H1DzHyYbZ3FF3LxYf78+ZWVlV6vF0GQ9Czu/fffn/hbLBbfddddkUgkFApRFCUSiS6+WvWjqwu3t9tJciySTjk105J4v/ywqT8IpiOJdwnTgSuIUwBOsC4gQFEUcIVQAIDb7d7RR92axE4C55+M9oxwRr40PB6Px+NNfRwAEASJRKJJRPZnCprJcrTXKWNTKU2o0WjUFoWiMSJjI43VH+11hLosvh6b3+iKDPlQTySuYENsGLgx6p7qnNJsqUHJ5yd15nywP3Bs2B3BKQBAnzO8rFCRzECrM6gHAq135csO97mmH1M/ahwOorH7V45oANF6C5Of8nHTcIwg6/LlXq931lowQqEwFotZLJYnrqvY0WGXslj0XcuAoSfWTL3eTEeBkv/TK0uuqlDTGbxVxUoCgHZLYNtp67M7uqx+NMF4qsgWVWjECAMCAEAQlG5MdDffta2nITnMC1iMO8rYYpmgc9i9+eRwlz0cxgkAxvGK0ThxuN9fqWTK5VOvS74OYDKZKtV0OTXTH8IXIqq04msqFFtOOxO3zHdXF0x5ky8qyq5Rtw6HY9ORxLuEaQFK7QWAIAAByOPxSCSSjxpbD//sipQD6Nzyxw3Dbx4emEjL8PzEhWf0mMJkYTKgmixOsjZKIBCwRiB3GFeLOKfNfqMr3GsP9NiDfc7QoAcVsRk6EZIn4xQoBauK5aXZsny1OBgM/uqTU7t6Q9+szUkpEJ4y+Z/ZY6MDKgAgFidSGGgCLlvFg2VccLjXPc2PQJDU5y2WBVphnnxkNRAKhSbxDwEAfN5irdbwafdrv99/JqVomUxmtVqJaOD66mypgInhJABgS4tFwYFisdjsUggpGbyVxSO5YjRG0Iyn08P+94+b2qz+fDm/PFtUni0u14gqskXJBjhNg95aHa/FEqYzbzwEPFBGfuuKKgiC6E3t3w9aWmzRHjeW8u6rSpQvHnPkiBgrFozVDifhD1/C1wT7Tw/t6nAlW2E/v6OrUsVaUpoz6XlApVLBg9azfn1fGygEdEEBSvB+KQrIBWyXy9UT5S0xKISZLIertJIipeDNI4MXUEAFF2JMTWGyxAjqlDV6ctClU8qMrnCfM3Sy19Lni0MQtOh3X+VI2NkChk7MqtPw7qjRl2RLJEJ+euFNKBQuzeVt6QyYHF69Zly4+rTZnM5rTWGgFcrZNncggMacQUwpnKwcRU/0PfaghIPctWhkYIdCIT6fP7kM8qamYRkHytfISZKMRCJnuCHTaDTd3d1rteRPtw+tMogAAPU6/hftrkKNVKudy6IFh8lYkCtdkDvGIOtxhNotgXaL/+X9fW2WAIsB07vYQDRm9gTvKcC6RbHDwzEAQL0KaBiEzWYrLi6WyWRGZ/ikY/D522vvfv1EMosEgaH3jg+VZfHu/XDgfQ67yqAjCGIS/vC5x7n3p7uIccrkf+PQwDR1AF45YIzEqeSm8GicemVf35QxFYZhaNLK6yXMCOvL5R+cGAjHqEQ9lceEV+fz2WzwyRHb7fVT/BwXFs67mLpnzx76j9WrV2c8IJ3JgpPgzjdPacScXAlbK0SgqI/NgErVvJduK+dyuRwOZzp7r9pcCUnZDvXYU2JqPB5PPzjlwfIsQavZX64R/fTDlgIlf6KN0f5u+/ffbfFFcQAADENyyUgRespiqj8aaxz0lshZlxkUPp8vRdN1dlCpVO/v2+HH+B+3ugEAfBYMA/KuGvfcxtR0FKkERSrB9aPdL7YA2m4JfHLS3DDgZSPw//TFtXykRC0Wk8GsbHmJWpCbm2s0GiUSyc8+Nf7hpup5OdJ/3LlgfKFlwQKt4GC34/3G4dve6dRL+/UC+PBwJEqMzInJ/OGz+tEmwnnoTzdTTDkqzw32d9u/996pQCQGALjj1eP/unP+5DoA1nCGXltLMLOVxSWcPQQCoVicBNTIkIQAFY8TFptVP6+0cbB7Io+sUyb/x42m6esonSc472Lq7AbtDWWSH67KoR2539x+vDUA5uerpl9VAgDweLwcCXt7u+vOFeMeX1cm29Q0HI6N1QMYELSubFxnbW2B6osv2t14NIzG93WP09lP4FiP/dF3GkKxkdUvSYIH3zrx9n21tfmqYDA4eeL346bha8oVn7U66vQyp8U0o881EQaD0IfDwvgoXzeMkwwI2j2IlpXNMv07O2SJOB3WQAiNH/n55QCAU+2dh9uHhgJRB8l/scE/FPQWqbzl2aJI1BtDo1lcKhKJ6JDQH67W7uoJAADWFok1cBAAwZrq3DXVuW/u69jV5XHHQJSIJr9LKEZ9eGxAw44ni0DN4cecPM98fvrTzQj/3VBK45TJ/92NzUF0ZDkbjOIPv9347oOLJqENl+tkPS5ziqhLue4cNeBeQgLvnnTgJJSc+41RYHNnyMP03Loww0o3ucAHAXDnK0f/u6mmGeG/Y/B0JrhpgVYynuUr5rLuv6IyNzdXqVQKBIJ+D8ZhIYZpkH6TweFwanX8dgcai43bBS8p1T22XMEfnX55TIjDBItKxm3meDz+UIAKj452WvWj1ewDAOBx0hHEehyh53b2hXCQzHwL4+RrB/tjsRgtWz/JtW1qMhfJEK2Ew2EADMPmxM49XYGToKjNHUHa3uSc4ZjR/eI+4xv31gEAKIpCKKJUzlxfxH+kVvS3a7V9z6z/y+3zlxUqv+rysDjca188seLPB37wUfuO07YcLr5MTQgJf29vb0KQ756VZVk8wIAzZO0kEolCoaC7Zl0ul9FobG9v7/v/7H15eBvVuf6Z0b6PJMu2JEuW9z3e4ux7whpIylaWUrYW6G25paW9paWFlgIttKW37a/LpWUrLVsbAgFCFkgC2UhsJ3a875K177tGo5Fm5vfHJIosK45sjLFTvw8PjzKakWbkmfOd833v976joxaLxe12h0KhKbTmp8bhIcfdf2996Zj+pWP6O15sOzrinryPTqfDMIy+RgzDsvTfXkQqnj8ylgyoNMKxxAtH9FMccu/aIgGbkZwOUxQQsKEvxKvkPxwmPw4BEkAUBAAEAElBAABnFPp3u+mmpRkSv3SBL3BOO5ZONXWMZ3iy5iHm3Tr1oiiRsh7drHr8Q1MQIwAAMAR+ukWZlOSIRqM2FMRJqihnehVHPp+/uUjwdrcHRdG0NcSXVlSGvY52J9QfZG7SsI474VFXOLX59cMBV9qn+VD8ludOkBQgKArhsSQ8lsWPpe0DQcDkwy8qnzTkCOEJ0hWILCvOCQaDs8idnowxb/QzEqCmhS5z4KkP+t99YA39T4/HA8OwVqulNapoY9TKfNEbrcZHr6m+a5UOADBm9+440GpB48et0D97o0GMKJKymoL6MgWvRMYpkrLubJB8f4+Fx4KTdkMAAAmPfUOzRigUpubYaalFup8n2TWb1DFONs5OXeeeWkQtHo9jGEZ/RSgUMplMKpUKQZBFf7oZYNSVwV961JnuRJ2KOrXkr3cs/dqLJzACAgBwGNTzd7UsLMLLpQGFiDPghKGJvTR8LouCGBktTi/Uqr4yXYh6PmLhxVQcx8Wo9YcrBHt63eYwJRPxRagtFtPQaYFgMGiPQoF4PJvm1FSw2exihAFD4FC/7Usrzj91KIp6vd4CPiVEfLkcsSEA6vIkRwbtJYrSqT9wW73qsW01PNZZFvF/v97x3hlr2j6lucJwODx1fXTnacvWmpxuk/faZlkgEJiVxC/I1FXNhOHVpbJ9g/6va+ZCP2HEGX7oX50fPbQ+ucVms7HZ7JKSEr/fT5IkHXgG7KETY56fbTsrsFecL/vGtatOnjxJEDGSJP0RDJIqLFHipN77ajs25EQr8oQFCNcQjADobFaAosBXmuRlivTmSxiGh9z4O502QOdsCyW0piYdaGlB41gsxmKxkhljOtamMsMziqi9dnT43hZ5LBaDYZhuGRIKhWVlZf39/TAMLy5SZ4bSPGGvLZCWyJ3adBpFUZvNCjMYgCQBAAwm02qzY2rhgkghXkoQctJzRxAEPJH4NzbovpDz+Vyx8GIqXZ3yOTGJVGaIRpQSdn6+IrmyDIVC5hDJZCTyxdN+bPh8vlrC+aDX9aUV51UdaIIJh8MJh8M5BLrbrb1VFjwxxrhrzfkDr29Sv3ZyPDZRH//2FYXJgAoAuG9d8Yd9jtTmS9oyN+Q3azRT0d52nja/cHP56+3WxwpEqDs4K4lfMKmrWsiG799Q8seDo+Mezk0tAYVCMSvfkood7ZYXj+kBAPeuL1quk93xYuvxH25KvhsOh10u16ZNm8A56X8aP3yr6+kblqR+jlgszs/Pp93oNGx2Xd0ESbN+W/D9DvMRQyTZQQEB8NxxO5GIX1GVW1dSkCyjprp6JUvgdPhMTQYkzXkwDKPlKSAIoneDYTgSybB4YjAY+fn5yeiLouj4+Hj7mPuQHqaowK0cS5mcs8j7nS7uXVt0YMARxs47EAu5jKkTuacN3p/uG48SZx/DaJx8dO8XyVb7j4VClOFWN/uxmzIVU8F/po7SFwsrKXriiJl2uHUbYttaJMlhddQRkHAZechMAg+Xy23WSk7qfalCd3QIj8ViVquVS1H5UYYyR/b2qQlFxzq15P7V6j8dMRPkWZ39yaofe3vspTlcvTcaiZEAAAGb8bc7mnQI04nzp8guHh1xl+eJgqEQABAfxNizwfhNgu6qpu0Gr6yU5XHi/73pqqpH99z9avcr965J7Rz97PjzoYFffzhKkQAA8NCbXRwWNPDzK1N36Orqqq2tpV8nw96bbaaKfFGDJv2qdTodLXVJ54dTUaUUv3YigRMTOigIinq7N7irPxTGBspz+Q2FOTwm9MoJYyh2cVcvNptN6yoTBBGNRulEcTAYdDgcFEU1IMT7LBhNyTNDALqmviBVSCEajf7r8JkdVjF9x7a/Z/h6NXTXlQuJ9zsfUKeWPHd783+9eiqExgEAIg7zr3c0T53Ife2UI5oAdBkPAEBRAE1Qr7XbFmPqHGNTseCNNpDylAAYAsu1YhYjM6GHnvE/8NppPxoHAIi5zP8UHaUvBGdMgUfeG0laxkfj5Pff6vtfAmsuyhUIBEOOUI6QU5Qzk5jK5/M3FQvf63FFIpHU5KdOp+vp6aEJUNVx1BrnCjkRvTuS+i13rir+y1Hj3WuKQSY18NufP1kpg/9+e50VY/x1bwdFUf91VXONWmK326cure08bb62Lq/P5VtWJPP7/UkjoNlCqlaD2Wz2+/1fW1s8bHJufvbjbwJ1z1QAACAASURBVG8uv3u1DsyGeMKOdsuv948m3UEoiozh0Nsdpusazy7QLRYLg8GYnNb+0c7ukV9cNfkDRSIRl8tN5ofTQBAZmiWcoZhUwNHIhRQF2kYcpmA8GVBpBGPEjnZzMqYm1ROToCiKx+NxOByRSJSbm0uXWlcC8NiRDxAB2x/BAQAiDuOhdaq7/t7+iy15SwokdMb4YOfYW1ZJ6BwjLBQjnu+Fp3bGXkRGrCnNee3ry99qM1oslu98aeVFB9nTJv9kSbxTRt+UBy1i9mEKkHESpJoZkBRVpZoqb7+mNOcfX1v2f3s6dg9HXr93xUIJqGAhxtTJFaxgjDg0Gq5Q8B0OR4/Rw4RlBWJmIpHI0mIsCS6XWyljUBRoG3Nd3nxepkAsFotEokgkQlFUvYLxr1HfymL5p2Oe1JgqlwhlHPiGhryqggltNnp3ZNsfj/5onWL78gqBQCAH4Ld3rAHnlmLhcHjqMLnztOWRTQW//NDZWCAnSeJzXdkUFBT09PTc0FR0Z4d57/31/9fqvu7Px+5YoX3ig4G0BOl0P/nFY/o0n3IKUC8eMdAxNRAIeDyeZJUxGcJtweiTX6qFp7SGzYhbVxa/1+1IDZlCNuOrK3VeNPbVFTqLP2rxR988OZ4m5QEA+Pdp+5HRj0rl3CIpWyuCK/OFGrmQy+Xm5ORwudyMt9P2Px176xurRlzhF4/qAQD3rS3e3qi+e/OS7X86djNHurVaPDIy0uYC03LGXsQUqFMjZXLukSOObAbZ1PwBDQgCSU20RcwZ3uhwAAAmmBlAUNv4VPwyAECdGnn61hW7nzi4gAIqWIgxNSP2D3oFfF69WugieRCTkcsDIyMjSel2gUCQTXxls9kkSSolnHe7nZc3T0gq6nQ62o1yaanu+SFXeb7oxKjntmUTmkqLpexTY47UmPpOh+V/Pxz8+w3a+uryJLElmdiMx+MEMVWY3Hnacn2TOhQKddujN9YzJZLPXcxWo9EEg165kPvpsP2n19b/q838vX93kefi4ew6A1v80Q/7HCuLELvdzuFwaLnj1BonA4ZvX35BWfwpukvr1JJnb6h+aEdPGKcAAAIW9LubqrfUaW/924kQlriiJh8A0KxFvvpCazClN0PIZvxum04q4hsCiRF39Kgd/etpSyxBntUrVoqrVeLyvAnL4h/t7L6lRROIxp76oJ8+55+93y8XcdaU5uz61ur/2dHVNe6+oVk95Juq32MRnx/kQnYwmt4idU4nbxFzh+hZHskEcapo/OLiG3PZKz9bmHcx9aKKLRnL1w9fWeGOxN9oNXW6KCYjctIqkEpl9Sohl0UEg0GbzUbHV6FQKBAILuSUDgDgcrlNGuSM0ZPmHSYSiSQSSTgcVigUqwqxSCxxUu9NvkuLzwmY1PNHjR2m4BUVSJmc89KZkDOAvnJzyYX8Ui4qn7TztPn+9cXeoMPixxTsuESSN8XOswKJROL3+6+tVXw44rxyKdZvD5ITF5gzcwauLRCnMTYBgLZU5f2r3fStV0/VqcXNSu42IUqQILUvhSDJGYfwy5don/A5D46EIpHIllLRljptLBb71bbyrX9pff+eagzDWIkE3ZFFx10KgEc25NaoJQiCNJ+zZ0FRdNhoG/FgI250d4f39x9iRh9WrRTXFiDVSvG4JwLDULVScvfLram9NA+82vGNjUV9llCb3mMPxd7odMmEHCYDTky0w1sohAsa80FHKSnxiOO4z+czGAwXlXhcWSwfc4XTqMLLdQtp0XNpQI1wxtzpfwj1xWikizpKs4OLPrQZbYBWleQAADaryCvGfBAEVhTJPx5y/Xr/IEmCFp10WZFsiUoo50J+v99isbBYLHrxyufz09avfD5/c2l8b58jraQKAFiyZEl+fj5FUc357D16L5/NSJZUA4HAPz9qO2rhYQnI0O3ZO+AVMMht1dKfX1U2RetLKBSaoovGGYoNOUJLctn7u+FmrYS29c7i9/us0Gg0zcH+X+4Pzor4gy0QffCNzlKF8EdXVz69ZyBZ2frx1op715aYTCbx9rKPe83dHvKHO7uHneHYxKnrzEI4AIAgiJUVBXzsTCIBiYTgo48+Kigo4PP5D6zV/P6465fX17HZ7GoAtPnyvx/qAwBcvbT0mQ/HrqgvtFqtBEFIJBIEQXAcd5rG1CKROg+sz2MAIPAHSZG2yBgkPx50HRt1EwT13hlrMDqhk84fxZ/5YFAr4zUX8L+yphFPkD98q/uJK7S/OGgJYguPcEFjPugoJSUe4/F4KBSy2+0XlXjsNPrpjqpUT/J2w2I9da6hRTi0eS2d/IUAgCBSK7tgwmBB6yjNu5iaDWjCKm0ulkoIGrT680QsAjDuWq2jt9gC0TaDr1Xv/eeJcYs/2qKTtRTJ6lXCCjbT7/dbrda09SuXy21SYgkS9Jjca6XS1C9lsVgKhcJgMCzTih79aPD6xoKTei8dU0d9xGt6LnZOYDYSpxIJamWZYupe0gsVU+mCYpclsK5cEQqFBjzx2jzenEnZwTCsLVCt0fne7TRf31SalhJgMRivnTRy2Yy7VxXJhefnHBl5TH8+NPKPE8bf39KwrEjmR+N/ODBYIhcBAO5dW7ytUe12u1ksFp/Pr5Qzt6+qAAD8aGf3663GGZwzLU6USimi+URMJpPD4bS0tFAUZTQaRSLRfZu1X32h9eR4gHZZX16mYgZtJEm2NOkEAv733x176e4WHMcDgYDRaAQA8Hg8GIZpEm8sFlMr8+sqC+pjiSfe7/vFdXWdJv+uST3HAIBalWhbhXBTUzktDPK3m8tvfOkMg8Gk7w8IgsnFit70kSrxSEtLZinxmOZJnpHCtojPFbeuLN51xhpJUOdkHyAeC75lxQX7oNKMUr5wye5pYUHGVDDJXIzGkCOUJ+ZyOefHeqWEt62et61eBQAIYYk2g7dN7/3tR6OnjL4WnaxFJ2tQC6rErOT6lcvlut3uXBH77TPOtUvK0j6fzWYzmUwWi7WmSCLkME+MeW5p0QAADowGUWICKTxGwZ9aEpsbL3j+kUiEHq/TtqcWFIcd4SY50WXDbq0RzqU8rFQqvaJcsqPLdfs69qSUQNOSAuTlY4bLf/fJymL5nat0LTrZ5EZPKZ/9nTc6LqvJp1V8URT97qun/2edemMJfRXx/v5+CIIqKyvtdrtcfrYCfdty7Z4eezZNaUl9IjqUxmIxWo0hjU9E+wHQJZnKykqLxRIIBP78lYYVvzjU+/Mr6I9Kcp02VuSOOsNP7u7/ydYqhUKhUCho0Yauri6RSMQTy7osoRAn57ftbZ8MOVUI/+MhV4MGeXRr1ePv9wdSzlnAZhaJoS4v9MYrp0w+tCJXgHAgBsRMSlcGo/gslqX/o0Az8Gnv9KTS1hS4c4X64beDAICUMh50S718towoFpElSBLESQicLyRRBAmR4IJTy0UdpfkCvS8m4SFqWeYipYjL3FSZu6kyFwBAUaDN4G0zeF9tM7fpfVo5f1mRrEHNqmIxwuFwGcJoNQYNBoNMJhMKhamRD0GQcDi8VMnp82Mdn4GUH4lEJqs3pAndBaP40584Qzjx1GbF1ILAs44bVlX+4qDJYPOsKS2YnBJ4YFPpA5tK3++y/WrvoCeMO0JYJHZe6/hrL7erpZznvtpSdk7j5sSo2+wJVtUx7fYoAICiqNHR0WuvvRYA4PV6KyvPKmxkzOrXqCUkSWITQWcUuFyuWCymQ2nGq0gjOKjV6nA4bBwbefiyou+8fuo7KycwtCmKur1F9bPdQ2+0meip0pAb63QyDzml/b2YH7OVy9kbatn+aODZLzckI32H3hmNxUVcRggjAAAiDuOb9czbL2ugm3yisfi+1t5/DcQieDD1u2ac0/4PR5KBn0gk6NdT79+ioDblBA96RElFrU05/vXFZbQV9lyc8SIAAAD8et8gTkyIoDhBPrtv8OV7ln9Rp/T54dKJqRiG2SKUQMrIRj0fgsCyItmyorMOFf22YKvee2DQ+/Q+LwOQKoRni2B6DwrDsNls5nA4Sf6wVCq12WyriyQv7NCLeaxxD1oo50+mTYk4zO31yilOIBQKqVSqtI0Z24Ry+CzpnD//LBZrW23uP44N/6K4IGNKAABwzRLlNUuUD77ROdY5gRMfSxCbKvLKUkTjnv7I8ODqPDYbokvURqOxqqqK5kOJxeLUKQud1d/ZbkokEpeXI2pmZGjIm0gkuOeAIAiXy528vs8SQqGwurpabDa/f8b81qee1UXn9ZJCoVCMIVhTlvPE+/0vHdOPOMPVSnGDFqkoUMQTVj6TeU2totMV2ViRmwyo+3rtz+4b+NMGlovgHjPhAIA6UVTDIUjyLB3JaBjbuqLmjH/4+OjCkP+e/9DpdKdOnUokEtlIPDKZzApinIPk7PHmwYBSsWNQNMTj8Wjtjjmep/4no88WnLyxx5JhI41FHaV5gVAoZI0ANZ8oUgim5QKdrAXev774j7c1dgybTpuDp4yBH++zYARYqpM1qhnVCkwXi5lMJg6HE4/HOWxIJWYppaITY55COX+y6sfvv1zLDNt9PiCdWJSlQRAEjuM8XroCbUbIePB0E7/05Q84sQ+H/QAAmoc8XTG8O9ZV3PP8MY/Hk8zNZj69i8kt/fPE+LIi2bp6bU9PD5vN9nq9TCaTztp5vd78/PxEIhGLxehhDsMwKBq9rZpL53JpjYVZFx8uKCj4823CFb85JhHgB0yEDyMYgLKECMHpnkaN9L51xb//aPjEjzYrRJzUtPZRm6NMzvnD9rO/xl8Pj50a9+1/aENXV5c8kVhSIPV6vRTFlMlk9N/LaDQqlUoWi7WgB4j5BlruA4bhbHwItFptSUmJwG7f64c4VKJZ5B8hVQUFBV6v1+PxTJ7UJseNQCBAkmQ21OJLxnB+BtIuZ0wBggJvdzpKlfKpD5HwmZ5ILI33i/Cmaodb1FH64hEKhSxhksmJFucIs3eBnlwLrM9HZGzyTwL22kL+w19qaTd4Ww2+3x629FmDLTppk0ZcJGIpwv4yPuaIwB/3ma+uRAQCAa368dye0xRFffPqpTVqCQBqi8USDAYn99JcyIsmo679ljLJdIMKjuPvnOh/oZ+i1ab2D/lnIIZXnicS8jh7W/u+ctXaKXa7aMD4yTs9hqe3AgBEIpHf78cwTC6XJxKJ8fFxi8VCO6zR4ZPP58tksiynGjNGvy3YYfJ3Gv1iLuPJT0N0VpDLhJ/aVnHDsuLkRW36zScv370sNRUfweLjPsiKMbChoVf6cD6b8dxXm8G5lROO4wiCJNdPLpcrqRt8oZz253qZlzBqamr8fn+WO69cuXLnzp3062JOZLeDESdIqVTa19c3OaYmxw1a4CUbavElYDgPLqB9nc0hJAUOj3i7X2yb+pArK3L+4oqkErABIK9rSv/9U0GPqKmqc9O/rC8Gl05M7TF7dVKOyRctlPMB4GfjAp3RqOulu5q40eiSAuS0NcBnkJfX5F9ekw8AiBMkTSF+u997Uu9Xi1m+aBSAmN7qYhImDoejEAh+fn2DQCBI5pTUanUoFOrp6dFqtUwmMzmfdTqdPB4vHo+nzWfpwfeel9vwBAkAEHEYJEVd3zxtqtt4CHqxHyTlG2cshnddg3J/z2iNsjNZfJo8B586YDy6q+enWytDoVA0GmUymQMDAxKJRKlUoigaiUR0Op1SqZyu3NV0YQ9inUZ/h9HXYfJ3mvwlCmGjBskTcwkKBtRZCiiWIJ/YM1KultFZbimf/bc7l977Sttkz5mPhgID9mC9HDywsZ6iKHrFQ5IkrSvC5/NFIlEoFEJRNHUudSGm+iKyR2p/ajAYzHIRGY/HRSIRoAAFKIlEskEofueU8aZlOgRBfD5fWhoplVoMQVg21OJLwHB+ar/CWTnk+KgHTNJRGnZm8J9IRZ0aSVWdWyi4dGLqsCOklPCSvz5NEaRv9AtRBDMadb3f5bipjHFZVc7j77nD4XDyiWUx4FUl8lUlcgCA3W4/bfA8vNccJ8g73hiRCtjNWkltXrxcykCYdrr+SvfniESi2tpao9GIoqjJZKLns1arNT8/3263p81nURQtYIYJkryxThZF0cYC0Qvtnjxk2vJJk/3GZyaGd22t4rcHRoeHh5ORL+McPDVgbK9XFsvYXq8Xw7BBe/Bwv+2r1xd6vV4ej4fjeEVFBZfLpZ1kaPniqd1JZ4ZYguw8F0E7jX4AQIMWadRKv395RYMGYTNhAMDj7/UF0vtK43e/cCJHyI4mABonI7EEiqcr2wEA/tVm+uNXmpYXijs7OwEAWq2Wnhl0dXXRt1kikbBYLEniVRIXKksvIkvMoD81EAi0tra6SSEFQJxieCiBmnC8dwa6aZlOKpXa7fbJpRl63KBfZ0Mtpg/ZdeRMmysCAFiWS21fe/FD5hUyDoNTDxfTPWTMEwUApOkoDdsvWE9NYmFFUxqXSEwlSVLvjclEYvE5fhJNC4xGo3q9vqSkZFou0Dweb4WIT1BUr9m7PpNBN4IgZfLQ+kKeJcq8bZlmqU7Wqve2GbwvtXpRnGjWSGrzsQqZX8UjeDyeQCCg+cNjY2MURdEi7PT/0+azOI6/cWywRcm5sQSyWPy9XqDhxpKEl7mHKle+JJc9GoORaFSpVGacg/t8PovFEsfxLTl4LBZzjziCbLZKpZJIJH86qX/6xobyUgUAwGazFRQUJD3UfD4fgiCzGFCHHCE6gnaY/GOucINW2qhBvtSg/tm2muxd/5YX597WnEvGImyIVCpk4z7srld7UuSPAEVBj2wuKGCGjEZ/WVlZNBqNRqNWqxUAEAqFSJL0eDzj4+NNTU2zdV2LSGIG/ak8Hq/Xk9hhFQMACIjxwij/ywWh46ZAgqD4fD5BEJOZSvS4gaIekgTZUIsBAJ326K/bwkGMBAAc0jN05bE1i57zKUBRFCNIKrWhidZREl0i0ScN8+6qZqaCFovFrBFQiMBaMQ+cSxMxGIzx8XEMwzwez9DQkFarTZvSaqT8tL80AFCdWszjcTgkwWMz9ve71jdkmHVyuVwIglbrxC+e9p/Qe29aqinKEdzcogEAuEKxVoO33eD93XHXmCvSpJXU5fOr5MxiMVCr1X19fSKRSCqVZpwCIwjS6WOt13GZTKZUKh3owZu1yAzySLNIirltZfHzB3tXFwq9Xi+DwSguLg6Hw8nGUAzDcBwfHR2VSCQsFovFYjEYDHr1cGQczZfwVpYqAAChUAjHcaXyPBHa6/VOrmZNC+5wrMPo7zT5O4y+TpO/QMpv0CANWuSrKwurlOKLHp7xJ/rmxhI6K0ur3/l8ATYMUPJ8EYjHJOUCRn5+ftLKTa/Xnzx5srCwkB58e3t7KYr6AqdBnxPmgzYhOLeIpJ/ibBaR4yFopw2JxM8WQdAEeMsqWV0q291t296gksvlGZlKOp2O+GQUAEY21GI6C0oHVABAKEYsuObjq6vlb50ypWpfizjMrTVTOShPa4RpHXHkCxn2II5TcPJRYsPELY2zb9I8HzDvYurMHtpwOGyNULlxqlghAClpIhRFcRwXi8VtbW0KhSI1pnaZA7/ZPzhZuqzbEtxcpnW73TUqcbsFjUajGVkzUqm0mSR/st+CJiYMoAoRZ2udcmudEgAQjRNtem+bwftaj6/d4K1TiQs4ilw0VBp15kpFKIpCECQQCJLLtViC7LDHvt3ExTCMx+MNeiI/urZhBr9GnVryh1vq73ipja5ewBC4f7l8ZjW8K+tUj7w74PKHCSzMZDLlcjnd0yIUCunXEAQxGIzJ9aRH32k9+P31AACSJE0mU3V1dfIzo9EoAGC6XCSCpDpM/k6jr9Pk7zD5Y3GyUYs0aJAHNpU1aBA++4IazhkxdRmYzWbn5eV1tHqiiQlFIIyATtrIy5rPe6MWFRW5XC6Hw6HVasPhMJ/Pz8nJWVjltGwwH7QJwblFZCwW0+l02Swi3+m0hCa60IRwkg3DdEyVyWQ9PT2TY6pIJGIwYPrFRU9pBonT+YYyOedrVeD5Ppi2IxSwoPtqQLFsKl7ktGh3B/odX2rSxiz9fx9lxhIwAIADkV+rIDY1LbAkeZaYdzF1ZvAFgu4o5QphxQohSEkTFRYWQhDEYrHq6upsNluyfHKg3/n7A0M3t2heOqZPky4DANAdbJdV5T+zt58WPJr8jXQ9ZrmGP+hJmH3RAmmGfXgsxrpyxbrys9Ox00bf0UH7xz2mNwyJfDHc4DRW5bDKEEibI6Lrr2+fsW8ulaAoarPZIJ4EJ2EhiGIYllZzzYa7v79Tf2uzisdmAQBq1MjLx0a31Zovar+K4zi9AKU7W4LBIIZhtTL4d6cxrYi9pVSE47hOp0v7Lp1O19HRwWKx4vE4juPNzc2//XDo7tU6KZ8NABgbG8vPzzcYDMn9aU5s2nVlxJgr0mHy0UndPluwUYM0aKVX1ip/dFWVOtMPPi1kzRuCwJQp6srKShzHTSaTRCJhs9nZLG4WMWPQdvQQBGXzOycS6XZ+AAC1hPPPVnOCpJgwJJVKJzOVAABSqQwyZ0stXuhAEGRjlVKVg/6zO9LrwB5fL6vIE0w9L6SZH09fqb5/x1hZDucHGwqUcAjDhJOf6EQicXw89MQStZ/gOs39B4hCnGJcxR1dkldzqapZXSIxtc/i10nZY65I8TnBBzpNREvP02kiNps9PDxcVlb2Zptpf5/93QfW3PLccRYDjhNkctCkkx4MBoPBYCwvFMMw3GFwX5appArDsFgsXl4QNoUjJ8c8BVmwc5u00iatdLUMJUlSoq1sM3jbDL6XTntI0t2gFlTlsN/vdW2QhZxOPBqN9ruoMiRnZGQkjYWRDXd/YNy2dzDQ/ujlyS2tBu++4dBWpj0/Pz+5kdYnSjaGYhjGZDLpxlAEQTgcTjQafXnvp31+KoKzjVFwJoDf5hkViURFRUUAAJq7SwPH8UQiQVe5hoz2f35qev/rdcFgMBwOIwgCw3DynCmKslqtYrG4sLBw8hPoQ/FkWbTD6FOIOI0aaYMG+fJSzedhTDE1byjLBJdYLJZIJPTEi81mT6tyv4jpYmo7+jRcVSX7d7sZS1Hw4TCgq6rk3ijxQbdtW73qQkwlep2aDS6B5mMURRkMBhd11Uk5Qy7ARp0wXDL1lJcehSQiEQRBpRJKRARGRswZ+WJjdl8IpwoEVKfBkMuMiclQCOLlsnG9Xl9XV7cYU+cvhhzhohyB2xSi10bgXJrIaDR6PB6xWByJRAAAeXl5T7zVFgac+9eVVD2694lrylYioef7AJ304KckPXg8Xp6YSZLkkVHPZUszfymCIC1q33Ptvk/HPDdk3fFCC8yyWKzyPNFXlhcCAGyBaKved2TYNeYnLCG+TsBWsZnjAbK+gOLxeGnMt4ty93Ecf3LP0JPXLUlt4n7mhiW6H+7eXFRjMBh4PB4dQWn3Vh6PdyF9ogEn9mI/iODne3Je03OrS31+v5/NZtP0q5ycnMLCQq1W29XVBQBobm7+n11Dj19bzeVyrVarzWbTarVCoVAikTCZTDabHQwGEQTJzc1NnvMZk/+00d9p8nWa/MFogi6Lfn1NUaO2ScT9Iu/P7BNc9OIJAJANTXQRnxFT2NGnQSAQwTCgiPPFHQYM+ELB1XXKdzot2+pVGZlKZ0yBE6YoTkLZWIxdAs3HOI5brdZYLBYIYiTJpf9ZUFAwRUxNjkIAABabNQVfbH+PdX2ZXKvVFhQUiEQiKEAAANRqtVwuv2jabIHiUoipBEGM+2Jyubg4Z0LtRKfT9fb2cjichoYGCIK8Xu9vDhm5DIqios/sCbb9eJOQy+7iRVQ56PtD2DFj5Kt1og1VZzlBdPq3PE/casZQFE1yUlIhEomkfFa+AD4yPA3lucnscKWEt72B5w7HJDzWFWpiZ4e91ckZxxMjejCExuss3eVSuKVIpkDEtD/d1G1Cu04MJCAWnw3d/fdWuol752nzjzfmf3tlzq8Ome+p48pkMrq0fFGeesaenJM2sn5ZDpvNTi1EjfnJ1wbiFEXpGd4Qlri2UUNRlM1m27hxYzQaDYfDAoGgr69PJpNhGIbCAndEsPO9XppkVK9BmrTIpsq8hy6rKJRn+J2/QND54bdPmQEANzRrLjRWTmvxtIjPiOz7K97ptKBxCgKAoigAAAwBNA52dVh/ck31N189TVIUDEEymczr9SYJdKnqB3dcTMqABn2TbP9/x7ZU5jx4WeXCCqjgXIDk8/mUxUIBQEfHi3ICsmw6+njY880tNQCA5ubmgwcPMmAYoiAIgpqbm2f3KuYPLoWYGovFzGGyScUuVkxYZu3p9/9hUMhgMEARfl2D+rF9xtpC1XtnzCsLuD+pY5v0o0wmk8fjySH3gytzjhpRFI8nizQ8Hs/pdG6qyv3zweFIJJIxpgIApFLpmkLvW/1hqz+qQj5ThW9Xp+WHW4pMHt8HxgRNIxSxGduadbE4cVDvfebIcIGUU5PLLZcyWnTSEW/icKclFottLhFWJxLxeJzJZMZiMaPR+Puj9jub5N/656kkOyMQjT95wPrinY1H9o4wckshwgfD8Iwbvw6NBmSIqExKlEeNVSVaMHEY2jvW96sb6gAAer2eThHzeLwExPL6QWfc19eFjvggISe2rCTQoJFub1A3aOZ78ifLvtLsF0+LmEtAgKQgmC6JkwCCznmhXF2n/KDbds0SlVwu7+npoWPqDNQPaJAkRAGIAGCBEr7pFtu+EDdBQYYgub1eN/X+KIp6vV6abBgKBjFMSFs3pi1tQxG0wxrdVJUHAFCr1VKplM/HIjgskwlSuwAuMVwKMTUSiVjCZB1B0XaVNP58aODXH45SJAQA+dCbXc/uH9pUoXjh2Ngr9yyvUYntdjuTyRSJROFw2GQymcb1Ig5nLAgl1xn0OnV5Ue7LbGbrmGurIjPtG0GQZiXn7f7QiTHv9U0zL6Lo3ZEQlnC53E997Ezl5f/p4MgrX2v51sZSAECfNUh76fz1KMpyOQAAIABJREFUrdEARpAkAIBxyhsL46dKBHHaquVDA76yWNrjTqTRHYMxYleH9ZkbljzwWsf+764bGhrKzc1NE3ibzHXKWCv69qYyTwTf1es9Ne4Vc4bK85ETek/Sl4Ykyad29yvYOASg412uDqO/w+RzhWINGmlNPrKZm7i/gb96af2lt55biM3plzwkPDYF4KSlGAQoigIInwkA2LpE+W6n5ZolKgBAkqk0MxIvPaekAHVgwH3alNXSdr7hXIstAwDwzEn0oi22tJgGk8kEgBMMBgMBorW1dePGjWkxdc8Z09qS87Xq5uZm8tQRQMGX8CIVXBox1eULhuPAFYqtLTt7K+9ot/x6/2jSrY+iSLMH7bcHTv3kMnpLfn6+yWRisVhyubylpeXQoUMFAsoYOh+H6JVcXT4/miBPjPm2XsCSiMvl1qgRinIdHHB+lpi6q9NyWbn0uDV+oUeaIAgdwsyrEKm5iSNDzmQDJBonn22P1Sl5ZQgDjYT2GIFa5HWhGabLHA6nPE+0piznxaP6e9aUt7W1+Xy+pAgDyMR1ylgrWlVyfrzoNjh++m5fMqAmz/muV/tq1EiDBllVKv/WxtIkcezUqVOLCdJFzBn29qQ7xkMQ2NNle2BT+VW1+d989RRFAQgCSaaSOxSb/CHucIaNScx4aTt/MIMWW5qTweFwAOAAAHAcj8fjk31+Dg66L6s+T4pUKpUMJhNKQJfwIhVcGjG13+IrlHL07khRztmx+8VjeoqauBMEsImlQY1G09fXZ7PZuFwujuMaHtVvpfR6fXKtxuPxqARegHDbbLGMdqc0pFJps5JzdNj1WS5hV6f1R6uRT90ZMszBYHBwcJAkSVpo/uBYKIARqTtQAPQ7MIOPgSVgCKIkfFZtHvyJAcUS538CIZuxuUSEougjV5bX//zAzcs0VVVVu3btoiiKXmDhOM5kMic/FVMUFFGcCBHMOJWh0eQrS9VP3pjBkH0xQbqIuQRFZnC9Js8NDVvrlLu7bdcsUfL5fJoDT1LEZLkfMkFM/pAkdrSPT54Hv9VmXEAxdQarcwRBysvL6QY5gVBAklhFRUVaCZYgiOOG0C9vbkndKJPJwn5sNs9+/mHexdQZKLYMOkLlucI9/Z5ixfSkcVUq1Z49ezQaDYIgRWiUaaOOdw1fc26tRqd/15Ur/nFifIqYiiDI+kLep2afLYApJTMxo+gyBzgwWa3JiQPfv9lwOEVmVsxl3bhUW1ykSKYWOZwMRujXN+RvLRf+/KBtz4NrW/XeVr3XGLb128/amrJhwICpPE7cbrfjOP7fK6TfevnTH6yRQxA0MDCQl5fHYrFQFJVKpbFYbDLZL7WgOECbupj8HUa/2Yc2aJBKtWzYFcVShC8ELPjWlcUZr3QxQbpAMU90lKaLb2wq/e4bZwBIjazQf20oo19dXad8v8t2zRIlOJf+lXAYk0VgJLyp5EQIIkPEzbjxEkN1dbXJZAIAUCTFZDKrqqrSdjg2aNVKuclGDBoMBgOCZmh+vFAw72LqdB/aRCJhDCQ0Kp4K4THPSl+Be9cXPfTmGWrCWhW6d236QI8gSE1NjcFgKCgoKMFcBCBQ1nnCG4/HCwQCS3Wy989Yjw07r8vNzXgCDAZjS636iSPeo8Oum5ZqsjlniqJSG0NfPGyuR+IoiioY0cevKf/+24P0mUt4rL/c3rSsZEJt5vom9c7T5lT9dwmPvSqP+kub94nttSwGvLo0Z3VpzncvKz85bP39nh4fRvJ5vAFXdOtLg+t0gmaNZFmp8mOj0RQXaLVaHMedTqdUKhWJRIWFhZPJfo4gdlYC0OTvNPqKFMJGDdKklX5tTVF53tkU7mXlyEM7esI4BQDgM8Hvv1yz4KiPi5gaCyuUJnFdg9roDPzvIX0yqn5/i27buebRq+uU33z1NP2aZirdurL4vW5HKJZIisAI2cxbVmSeINI4d8j5ICpkM6Y+ZL5hZi22dIs5OOVKJBI6XdHkgs6HfY5NFQusrjwrmHcxdbrAMMwcIqt5nGTRDgBwXYPaEcSe3jOQfJZ+vLViW6a7RKfThUIhp9PJZ1AsCFjw86s0ep26tFAZJ8FJg/+61Rc8BwRBihDWjrbxC8VUWp8oKVEUj8fpxlDaYvNjw+Cu+5dhAVdjY+M/dvR8//IyXyQOLiDuU6eWPH6F9rF948FoAgAg4bEev1xNMLgSnm9lyQTz8OVlqu8FbSRJtrS0AAB+tLPbF8F73PFXTg+GscSD/+69q0km4eYgMOzxeJRKJc15xhNkMoJ2mvwkBWgJwIe2lDVopRxmhjnm5Uu0T/icHw0F4vH41hrFljrtBX+pRSxibvHg5dVQzP/7Y14+E3xjWc63tlSnvkuzf6+uO7tU5fPJZ2+oTk4QBSzodzdVTz1BrFNLpnvIfMOMW2yrqqoAcFEUmLxIBQAcHvE9d+ey2T/deY8FH1NjsZglRJAQVJwzIfF735oij3n0+a64GuH+4IrKjAEVACAWi8VicSgUisfjShGn14Ym34IgiM1m8yiMCZGtpkh/fz+tlTOZHysWi1cVcN4eOJtrJQgiGT7pF7Q+EZfLFYvFeXl5qR7jB3rMxTIuk4jm5uZ228IWX/T/3ZqhEpkEiqKSqO3LddJ9g4GVhaLVapaSEf7mfsueB9dN3jm1fvnL6+tuf/7kNzaU/OG2HGco9tiunuPmSCDMsIVlUoir7Ii9ou9yROJ6d7RBgzRqkG0N6seurckym72lqSKX2UVRnPr6RdGDRcwv3L2h7oXWT5bmQndsrEl7Ky2mGgyGcjH/u43MP57GfHH4+03sEiFxURFNek750B57i5L1lYachTinpGkTT+zqPm0Kvvb15RcNqKkKqWwOy+PxuN3u1FFx2OqNEVSlciHNLWYLcxpTHQ5HKBTi8/lKpXK2fL4sTi9OQe4QXpk/IfkQi8WaFEwA4ge+vzHj6ioJnU5Hy4jUqXKO6MOpb/H5/GAwWCqmTjkJg9EklYhBJn6sz+dbmQde7SF2HzwqZBA08UelUiEIIpPJOBxOmj5RKv7datham0sQhFQqvfPVo09+qW7q6/V6vS6Xa9RDXF3MXq8hHQ7ja27+9fVKhSidXgQm1S//+fXlSx7ff/QHGxkQdGNzwYOvd1Tki+2RAM7geRMMjxcz+2OVOZxShFGZw2pWC3KzLg8vih4sXAQCAbfbzWQyVSrVJVnwFolEAAIwDE++ObfWKf/79dN/BAAAwOfzcRwfHx8vkfKksN8PCYqkrMnioBmxpakC3utYp4YXri58nRrZVCHvtoayWaGmKqSy2ZzJXrZ7ui0bSmXJ/ZMxGMOwRCKejZ/8wsUcxVQMw/bs2WO32xkMBh0/rr766tRGjhmj3xbQIewxV5iebCYRjUZPOSkehzl1QAUA0D6m4XC4RSN+r89Hi2vTb9GU4IYCyXAg8FwPoZXH1xSwyhUKBoPhdruxcwiHwzbDMBsoHz7ol3CgLQVUNT9SVlY2WUc0DT6f7+Bo8L5miVar3XnaUporXFJw8Rtao9F0DwTuaMqJhj0iWe6HHcHeey/CpyUpii6LNmtlTU9+KOGxGjXSK+vyu83BDToeRSRWKuG7t28GALQbPEcH7W912B/dPSLnMRrUohaddHV5XlHeRXiMc8PpzdJCYBFZ4vDhw729vTAM08TyLVu2aLULb5l1IdB3y4ATixLQcBDe3z5QJuek3i0QBK6syd/TY7+qNh8AoNFoAoGAI87zElyKAs4Etypfno3LEB1d6Jb3z/WK5gnYbDYEQWdMAQqAAS/VZfYXIxO6Bj4e8tBd9TToGOxM8Md8eCROHR8wKxjRbCYrCxFzFFM//vhjt9t9zTXXaDQat9u9e/fu/fv333jjjZ/9k4fsobI84YnxcGo9FQAQDod7faBQmpXWXXNzM5vNDhIUkwEP2IK152ZqfD7f6/UiEkEg5uvEQKcr+NEIeHhtDoK4ab+znJwcLpfr9/tf+NQQAyCWgMIJ8Pch+PI8+MpJfSmTsbN1dJlGWF5SBAD42Xu9R39wcSZIIBAQ5BcBqvPNMx6KouyR8GNXV2TcU++OdJzT0e2xBOmy6A3Nqo2VOa163x9vazw85Hj3jG3IQQIAjlthlW78ivrCpTr5Ut3ZuuyALXBsyH5k1PuHT8ZJkmpQC1p0slXleXUa+eSvm5slTjYWAovIEt3d3b29vcuXL29oaIjFYvv27du/f/+tt956IYr7ggOO4++c6H+hn8IJYAgkvvee4evV0F1XTrhbti5R7u6y0TFVLpcPBaE/tLtDCQYA4OeHfb+9UXWRxNF5ZGWVc2kAx/EOG/rCIAwAZA5Dv+0gvl6VaDnXNYDG4r2O6Oba83K+CIJYSdGzJ31BDAAA/fLT8A/WZDVZWYiYi5gaDAb1en1jY6NGowEA5OTktLS0fPLJJ2bzxd3HpkY8HjcFE7Ulov2DvnzxRFmsUEgfIC6ruchKkQaLxcrJyaFcLpICpw0erQiiF6DRaPRg59hf+6EkgxhNgN+dDDbVVujyz6/bPhqJfORImZ9S1H47/6qx4HWNU900TqfzY33kqmqFUCj83w+HvramSMy7SFgKBAJisfiFDlcgTu4dwwAADBhW55xd7vvReKfJ32nynTb6O01+uYDdqEUaNNIbmzVpy1+zL/r4u327zlji53pgwjj5Pzv7VTmS1Ka0SqWkUin52noAADB7w0cHHSfH3G+0W52ReL1KsLRQurI0d2VZ3tTnPLu4qIXAIrJHZ2dnbm5uU1MTAIDH423YsOH111/v7e1dtuwSoZaMh6AX+0Eodt4E4vleeNMaqi7lfrm6Tvnt1zsBaAQAnDEF/nQ6mtw/jJMPvzOolIuzaTaFAGAyFzw9JUuMh6CXhpjJDniMAC8OMq7YePaHfb9jfLVuQg7yjCnwu5PBVFmJZ4/7Gqr9C6iLN3vMxU1gNpsBAIWFhcktOp1uVmIqhmHmMLmGz02qPSQRCoU8kcTlNfkZD0wiyScKh8MOh0POgw/0mDZomLRVS35+/nCbN4B5AYBok1UYytAQ/eIx/eTe8hePGK5rvGBrDUmSZqvtU2PkH99Y70PxVz4d73jssotebyAQMKPMV0+a4+fsqwiSvPfv7cuLZQY36o/iDRqkQSP9+pqiBg0yRYR+5OqqFb88mNboTesXXuguL5AJb1kpvGVlCQDAG4oeG3KcHHM/+X5vv/NUnZK/tBBZWZq7qixvut7gk5FqpzPZFYT2pTrcYzztZUAQ1CSLb1hSnI0V6yLS4Pf7w+Fwqlc8giAIgpjN5ksmpmY0gUi7yWEIurwmb2+P/cra/B3t4/5oIu1hX1gCDnOD54+MoXEq9YdC4+QLR/S/u6URAPBRv3Nz5QQx13c6LT40nrrFH40vLOf27DEXMZXWlU21yuPz+SwWK01vNkukVtT8fr8xEA/4/YWydP16ozucIKmkWmESWApisRhJkrRjqEwm8/l8VUpg9CdSS0oMBuOsDDcFAAAkdV6Ge2pEMcxut+fk5NCz17RCoMvler/XfXWNAgDws3d7f7YtnZE4GRRFhUKhnX1EnJgwTETjBKDAy/e06OTTSNldVZv/0jF92kYcxzPunAaZiHdts+7aZh0AIJ5IHB2wnRh1P3do6IHXOzVSbrNGsrxEsbo8LzcTbWoKoCi6+9TIkwetgSgBAHjrlOmxLeprlpam2cd+2G38Wz+IxEkAwKc2OAGbp/alWkRGBAIBMPGpBABIJBK73f4FndEXBlpQ6crafBRFUx92ioIAoGil+EWkYtQVmTwqjjrPEjyPjgV+9eWm1P0zmsNn3HgJYC5iKj1SpzaQ0P/MOIKvXbs2bcuRI0fSPi1ZUdNbXRQFDZmdhQUTWmXC4fCBkYCYKxgdHY3FYjiOx2IxoVBIW5TTyMnJoT20k0fZbLZaBXnCMIECU1eA7DjjSpXhhgBUp56Q2cgoMXFjDeL3+10uF4IgOTk5tOo07W+TSCScTudRh+I7V0o7Tf5xD7q9QQUugHAsQdOL2sacXZYQnkmhpTRXOK2ACgC4vkn9ZpsJxc/f1jwmvDxv2mRsFpO5sVazsVYDAEgkEqfHnJ+OunadMjzxfh+XxWguRJYX56wqzU2rdmfEaYP38f2m8LnpbBBL/GyfUa1AVlacT2bQ2bxI/Ox5ognwfC+Zls1bRDaY3adyfuLqavlbp0xB7PxNLuIwt9ak+2FcVaf87pud4NbGylw+BVLnzBSgQEXuZ/KbmnvMAY+Pw4RJcDaggnPmBBwWBAA4MmArzeEiggnfdVWVbOdpcyR+/pflM6GrqjLQMi4BzEVMzdg2Q1FUxu0XfVZTK2r2qFslgAIk57ICOQCAJElamWh0dLTPRwoZxOPv9cEwvErFyGfjxcXFigvYy9CQSqXFXnucoHwonpTUGnZjactSClDdluD2lCZSWmLimT2DybDKgKkIUySXy/1+v9frpW/xcDhMURSTyfR4POE4sGHMdeWKO/7Z8/NJi9Rea7DD6Osw+TuNfkcQo+lFV5WJn9pW9YeDI7t63HiKFmA2oieTQZKAAU+QYYNhyO31TPdzUsFkMpeVq5aVqwAAiURi0OL5dNh5rN/8fx8Ph3GqSSNZXixfUaqoL8ic8DkwGgxPyA+BcJw6MBxcWUGfIUUQxFunjBfN5tGYOoe8CBpUui52ZiyICDoZZXLO16rA831wKEYCAAQs6L4aUCxjp+3GhKFNVXn7e+1dLmKi3C8AEOhyLTChwSTJ9qg5BgBYq2HPOsnWj9Gz2vO5XwCAH00AAPb12DaUydL2X1VZ8PBa66+PeZJ/iEfWK5ZXzNx0ZD5jLmIqzbHGMCyVT4jj+GTF9iyRNOU2+PB8HsseIXmJ0NDQUCKR4HA49DLUS3DiBGSxwwCAUx7wgzXKqQMqAEAikeRyzARJDdhCSU2iLHkH31hXkidiv3BYDwC4b13Jtkb1kp/tG3JEnrujGcOwQCDgdDo5HI7T6ZTL5YlEYpTI3aATHBoLF+UI6jWI1R+lI2inyd9h8lXkiRq10lXF8m9uKKEN7AiCGBoaypcKhx2hZUXy9nEvhhNgOqInaXin0xLCEhCgkjJsEZw4ZsJvvLCy8bTAZDJrCvNqCvO+DkA8Hje7/CdGXe3jrp3txlFvrEkjXl4sX1GiaNHJ2FM2OwUCgaGhIYIgSJKkW5gm7/NRv0OJ8JoLpUk31lRL13c6rZPttxZ7cuinLxabYLqSUfB54QJBkI1VSlUO+pMDbqUAfmC5rCJPkJHRRqd/R12RyW8lU5oLBSkkWxIAcNSMzzrJlsOAJud+OQwIAPDxsOevt2dQrfnSikoG0fmH1nA4Tj6yQrhteeUsns+8wlzEVLpN0+fzJQfrUCiUSCQu2r6ZEbQdbp8dPXbK3+Ni1CC4yc8sV0qUObJkIqtt1BVJMJLa2VnSzAQCAUVRMj7r4yFnMqZe36Te0W5M1fO80LrwukZNKimp62dXrPnVoc3Pfnzgexu4XG5eXl5ubu4HH3zgdrtVKtVrfZy7lqh/tLN7RYl82VMfMRlwowZp0CI/uLKiUSNlMtJX8IFAQCKRmMzmM3asScv99/0rdnVYwQX0C6cDKHVezufzbTZbaWnphfefCVgsVpFKUaRS3LoWxONxfzD06YirzeD7zQf2Hke0XCFoKZKtLFVsqcrdedoSiKbmHqEoxUI58roChMFgRKPRytHI7hE09dcRcVhXlAqt/uh7Z6zdlkBzoVQj5e/rs4fPZfwy2m/NZU/O/IzfyacydSNtI/oFndHnAp1OFw73CNiM2nyOkkdcqN1la53ye//uvKI6t9cWgFKWXyQJFU3iasxzzAHJdm2RaMAeSjOmXVciGnGEAKCqNRlkfsVi8ZICafEIbg7Fl2hll3Aj71zEVI1GA0HQ2NhYkuU7OjoKAJhZd3my5ywUowBgnvCyGBCFCHiplaE3u9JXM9nQzNhsNpvNLkCITmMgubFOLXlqa/Fjew1+NA4AYMLQH29dkmUYO/qDjdf/+XjZj/d8+NA6nVzgo/h2Qckpl8fQxfTE4ZdbrTVq8a0tmoYbllyUzuP3+wUCQYcVhSHw93uWCTnMz/iETBbO5jAZLC7fbrfPekxNBYvFUshl2+SybctBPB6PRCLtele7wffK4cFuRzQYI1gMiGY1i7nMZ79cb/JFf7yrjyCpG5oLBgxWM8p4+IryX+8fTiYtb6oV3L1SQ1HUo9dUEyR1atz3zN7BMJZu6Zr215/Lnpw5yMXNACKRSCqVjo2NtbS00FUYl8sVCoVqai5Ol1tAEIvFIpEIgoIwBNGvM+7GZEAbK3Irc/kfMagYebakSgGIzaC+0jL7Zp+fa2FiDki2kXj6FggCYRz64IxpbfEFv0Wn01GUHVDg0m7knQvbHT6fX1VV1dfX19vbG4lExsbG2tvbCwoK8vJm0tqY1nOGJSgsAYzhCWUhS2DS3zw7SKXSEglzzD0h27O2TPHstbrbl2s5TFjMYdTlZpuydoZi968vLpTxLnv2cNmP93znjY7hMMePM5gwdW1dXiga3/GNVZfX5F80oMbj8Xg87vV6/3zCdW29SsiZhZkQLZwtFZydiEAA/O3O5ne6XXRX7mf//GzAYrEQBNnSWPbD65Y9c3MzA4ZfvF53dTErn0fxGAAG1NunzTAE/frG+t98uf6vH4/sHgolSOrPH49RFAkoiv7v7X70lN4ZDAb9fj8DhpYVybLRoqJ7ciwWi8FgcDqdFosFhmEM+1ycHelc3DMng3tGo3tGo7/8NGwHyHzoqW1ubvb5fIcPHw4Ggw6H48CBAzweL7W75tKATqejAJVIJKYeyrfWKU8aghCgAKAgACDa6w1ATPYsi5kcHnLc/ffWl47pXzqmv+PFtqMjGcoZ8xyhTP0BoTg4MODcUnXBUX3MT44HSX8MGILkhfa5BDBHTcqrV6+Ox+OHDx8+fPgwAKCgoOCyyy7ejpkRk3vOCIr63YdDj11bWyjnAwDi8Xg0A0k7naybETKZrEJie3dgQpGJz+drhdCT19V9OuaNxuMDFu8KJPNcLE6QNEeXdhglSLJRK71hqabT5B9xhKqVwo8G3UGUAQD4oNd971pdlpccCATi8Xi7h+mJ4JMd62YMWjibziGPOEO+SPye1bqjHm+R1VpSUjJb35INjF70y/93suOxy0dGRp75ylqCIFAUtfoiJ8c8nSOWv30ybA3glbm8O1cXfzLkCscSqSlrH4p3eJi1Ku7w8HB9fT2bzc7GuwrHcavV6vV66QZlmUxmtVo/p56cedvwXlZWFg6H29vb+/r6AAASiWTr1q0zZjnMW4z5STQO+r2kIUjWXTjjuHWJ8qF/dZHU+WUGBKgYAV44qm8uyuzzOAOcMQW+82ZXsjU8Y2HiM2Jm3m3TAl1ITTNvTyTIEXd0XVXmFoZzFIcEAOCOF9smUxwuGcxRTGUymVu2bFm1ahWtoT/ryfR+i+/W5456UKI8V1Caw3NjJJjkLdwx7t3eeBGJCQRBtPw4CYDRi2plZ3UNORwOjuMURS0vlo04wsdH3Stqzge2EWeYjqAdJt+wI0xzdK9Zonz0miql5Hwl5uG3unecMhHk2fV0giD+8en41XX52TxLLpfLj5H/74gZAFCjmgWR5CSSfuO91uAPdpz51/0rW576aLOKnMuYOuIM3/Ny24lHNvv9fi6XO+iKJdNi912pe/K9Hi1K/XwVz04Iep0uvTszYaSwsJDJZLa2tq5ZsybNuwqGoEe2VqSl61ksFo7jKpXK7/eLRCI2m83lctPWjtnUQafeB8fxcDj88uHhedvw3tjYWFtb6/P5mEymTJZO17wEQA/lWILU+8mph3IWA+az4fDE+ToEgXHPbGYv3um0pGmtTC5MfEbM2Lste0g48GTzdh+KrdQKM2qUzsFMYv5gTsW0+Hw+3aD5WTB5FsZnM/9214oSOccXDHebvMf6zdRZLut5UisAkNkdyPiBqWAymRIBj8uMHx5y3b7ivPATn89HUXRFsXzIHmo1o/u6rd22UKfR32HyKyXcBg3SqEW+slxbfeGAh8YSyYBKIxxLJJVHpgBtG/7LDnDv2uIey0xUMrJBjUqM8NmdJv/NLZrdw+aWljlSJuqzBr/9RsfhH2wEANjtdhsl/t5brTRf9+0Oq5TPvGWZ9slqnkql4vF4OI5vHXX815t9qR2HFAUdG/Hs6rS26GQ6HXXs2LHGxsYCZvjpK9UHhoMAgGa14Lf7BrbX5iaviLYhWr16dVdXF0EQFEUpFIqCgoKxsTGdTpc0EcqmDjqZ62R1+wfcuMEXG3aEjH7cFEy4J1ef5hNYLFZu7qytw+YVpjuUF0q5vfb0SZsWSe+9mf+gU1A3/+W4SsL5/W1LZ93P9aoq2Y5TxigBwNkZCMRhwHgsflV95sTvHMwk5g8WnkBl2iwMgsBT19XSN42Sy1Xm5hhcISaMCTjMQDSekp6AjhtCuh/urswXVeSLKpXiqnxxRb5osj+oVCrNFUROjHnpmIqiqN3hODFsH2uz9nuJDmOYpCjmp2MrSvO/saGkUYMIsqtuzpimbzKZ3h2Htjeoxz2R1Z9ntuS+dcV/PTz2vzc3bPiV8V6LZQ6Wqp0m/yNvd3/00HoAgNvttmLs77/Xm3z2/GiMIMlKKRCLxbRzLZvNXl2l+fPtvORfX8Rh3LNU/slY6OEdnVwWk89hVivYe0eOFImoahVy/dlsQmSzivrZe31P39SEoqherxcKhWw22+FwRKNRuVxOEASO4yiKkiR55MgRrVZLB85sehISTJ4TICcNUVMwbgzELSEiQYISha0sV1ipzdu+XKISQH1jpscOugLR85F11nNxi8iI6Q7lD65X3/fmYOoWJgRua76Ivum0MAeJWRp1akTEgWuVgs/DIF0gEEEQA1Dk2fUKAAwY6rRHnrvjM2nNXhpYeDEVnJuFvX3KTFLUKyeMaXfk0bFAnoj50Dr14x+aghgBABCy4Wszvh+KAAAgAElEQVTLeB+MYv9dTdWXK2woNO5HXx7zDNpDKE5UKsWV+aLKfFFlvrhSKUIQpEBo7bb43+6wdJr8p/SeXluoWAJrhWSzUjjkhBkgcWuteOuq6ZFjS/OEvbZAWgWiNFd4wQPOYd/pUSMqfHZDydpfHfrmhs8xzq0vVzy1u98djm2pyHn15Phjsx1T07iOrXrvLz7o/+DbZwV6HA7HEROUNgKGsPj7XY71dRNKyKllYLqV6Fs4Pmb3/Wr/iMGL5gmYVh9j32gkeMorZAOEA63KB5s0rJfGoi/vayvhYzKZDIZhPp+fm5urUqm6uroAAEuWLBGJRDiOYxg2Njbm9/uFQmG3JfTscV+yeB+KEb8+5iWFeoIAw87wkD044gozIEgtgoVkWCWAb6yUKjjExpXNyWWr1WqNx+Pb1zY+uHu3VMD+/HJxi5gV8DlcGKIICkqmNBkwObscpekmZudnI9aO9nE0PiFJjsZJBY8hk2Qu6s3ZTGI+YN7F1EOHDtEvNm6cyviMLgSOOMNHR/8/e18e30Z1rn1mtEsz2iVLlnfLa+wkthMngSwEEiAQKA0pO5QCpWVp7237dS8UaLnt7S2U7kBZWpYEKKRsIRDIgrM6ixPbsS3vi6xdspaZ0WhmNDPfH+MosrxngQT8/JGfJI80I2XOec553+d93pH01zmO6wpR86yoOu7+1nzpE4fiNRbp18qVBhGZn53/5K6Bd2rA/Dw9QRDxOCyXGzix3BljB6PJIwPh5/b2DQVJsQhQSY7nwWuHnEuK9I9fPx8aGSJJMhqNZmcb2kL+EVJ83ENePcvv9c0VhTscPjyRTA1XRC66ZzrB0eDg4FPHky2PLBkaiUMA5OrPNHI+NYSt6o/WV697YuePKeosylUyTBjuXVm4y+F/+4GLhb/6fD6z2Qz6AuPfOGGT3VQaWIBUKi3Py3rhnqyW4eiv328TAWkd6toV1gVJUZDke6PgJQdl11CP9oNnb11YWGJJGf23e+ObHAzP8+oCrhodLaZauHBhKBQKh8O73VyGGi6WSP59Z88quzZbBS2qUhUZTCoJYBjG4/FIJBIMi9pMNoFQKYoaGBgwmUzZ2dn2n3/Q8/hVHd7oWSop/hwww1F5vmG2U/mO3tiooffJnBHFwSknr7MFYVH4wKtNcYr7112Lp74Zzs/mhhlWIQIs6KRs8hmkeM8fnHecOqtB2xfAi0xjtnqJRCJIcldW27IUWC8ekojgb9abTDJOKtWsra44NIx/f5v3tbuzhQTSoV7f4c5A83C0zUvEKK4yS7n2opx8E9ru6HrZweiUkvea3U9/2ltiUpokjEmaXAgnchGIAIpj7jhN0xleqVOj2qZ55ra6+149isUZAAAqEz97R13GXZWxJqVp+ofvdD9yRYFcItrbHVw+rh/AWcfGupz/+aDjZ1dV1NqUz+9su39d7fTvmQHGp7We+KjrPw8sE55yHBcKhSorK6+q5N44PESkORojUtH6qlmk+ubnaN749kXP7xl4/AMslbzmeaAU8eurzB1B9sdb2hLJ1kKjanGBHpHDrzQ6IwQDADjwwuGfritD5ZJuH9bjx7v9eJcPm9D7uErD3GCHlUqlSCQSiURSqRSG4ezs7J6eHgCAz+fr7e2Vy+XxeLyoqEgikVQ89GHrI1eIRVDGOuDCwoVFpSnMdipvHxYcMMYYoXS4w5McfiYXpi21oP4oPS2vnJ/NDautqn8fz+wlctOCqSao8eGlc3mBnyfOO06dFXqDRPHYLm9dngjHQ8tLTSqR4ZVDLorlbag4FouVlpYCAB69Zt66P+25/plDakR13BmptmkW5mnX1RT8NFebjYrj8ThBEPF4HDXQmyDoK/P0l95QBYkkDi/2yZH2tmHm1WNBJ8YTSZLj+F+/37agwFRhUZdbUXgi4+LxWG43brpnyRR3VYYohqPjEo6+vDILALC3J7h+/tmvPR+Pb64s+kdD34Ori7+1+cT9687OZ45PayW5Uya9Ho/HarUCAEoMMp7nVFKIoHkAgFIMvlUFjXdnnRbDkfhYNRiIs9ARL3vXEisEuFKDpNSo2NqFvdw1klKNhQnqJ2+1LshVqxXSIE51+7CaHHWhXvZeqz+R5vYqgqANtbkSCc8wDE3TRqMRhmGHw4GiKEmSHMeZTKbt27evWbOmpKQEADD/0e2NP7tMITnT/ndzOG3MaiofHCHHl4h0erFzfI3TIGXFCgBIJBLCVPb5otVHLlBF20mU5mAAgBjiVDB75cJJW1sKuKCXlTPHhcqpQnJuT3fw6vljFAS7HAEJDKw6BAAwgEEaObTtWH+AVb3Q4zg2FFHJxHV5usb+0I1FkjfvW5fBhTKZTDBmE4lE6iOde3pCdjTJMIxGpbq+JrtCFmHZ5KpVqy7/yyGZGIoR1P6e0PN7+x0erNikKreqKyxomUVdYUWztZOamU19V2WIYiAI/u+FKqPRCADY2xP87YbqM/vNZoR7VxSV/mLbD6+4slB94s3DgxsX50//njMATdMEQdhsNgDAQ9v6H6jXm5Vg7xBFEMSV5ZO6s54GegLxn73fGyKoDzt5CEASMZQhw+Z4/vhQNFsjW2BV3LXAurjAoFKpLinR//idTpzmAQAKEX9TjfGB94b+dmvduioLz/ORSCQcDrMsS5Kk3W4XFNq1tbUsywIA6n798a4fXDJtn/k5nGvMfCqnOTC+RASjZt2s6exCsH9KJBJOp9Nut58Prn5bjvvuKVN1dPGA5wEAPIDserHB8MXsMzNbXJCcmp6ce2EftbhAn6o5298/YlCJX20cPDYUORZgWQB2uOBFRarVJumv1i/JNqgBAL96v31nu/uD40PrayYmDLPZnKXq7hmhS0pKOI4jCIIgCJ7nvV5vMBissakSDFCJ2cdvWCAc3+3HHZ5YhxfbdGiww4PFSKbCqi63ntI9qaQz+p0zzAF4nn+hA1zqigAA5euVM5+dz0TXIIKhr19U8M/9g7fXGn+3o/uscOoUaS2fzyfYaW06NITKxLevKj5x4sSVlrjVmk0QxGl4mEXiTLkVVUjFZFobOxEEz8tWLy7Ul5hRLJH8444um065tzszfXtZvnRpoaY3Br3UEv/pdu/iAv3iAv3tC7UDQRKGwOWl2q+sqvvlRnDfK0c/POH54001Op1Op9NpNJojR46EQiGJRGI0GisrK6VS6eJfffT+d1cZkAuvDOPLjCqbuqErkFGDx/H8CEHrVZ/nf2VBQcHx48cDgcCaNWvO+oenpotIJMzz3MDAwNTTxRtHnBcVaDf3xyiWFX4jFgBHVNTq+vxtTM4HXHicmpGcw0j6gVeb7rukaIRgjjsjh4fjGrm4ZShcjPIAgJVZ7BVmYtmSKoqion4XoPDs7OyH1lduaXL9cUeXzaCpyZvgJlAqlXYtfNBLAABgGEZRFEXRtWvXDg0NKRSKRbnq7Y7goQDhcDg0Go1SqSzUq0rMyDWjDAtwKtnhiTk8WLsb29LkcngwnUpSYVWXWdByi7rCihabJpb7jjfqjCaS7xxzG1DZrDxHhBhy04jsgz4SALC+RL5QQ89c1/CtlUXX/mXfO3fNsxwLbzvhXVd1prUE1TYNIhMzLEdQSZCW1iJJkqZpjUbTHyT+0dC36/9dAgDAMEyob5nCnTUFP0b1+PFuH9YTwLt9eLcfYzm+xIwuK9If6AuRp1r31F5UfOoH7PGGnSMEKhNltEZ44MqFeWqYIAgcxyGRuSfKdwSpJj9/dIjKV4sMI2J5m3dxgf7vt9W9c9xd9ottz9y+6JIyk8FgIGSmT3qiEAStsctRFF35u10vf6MuMeIBmsIz/Onm8FniuoW2hq4gABAPjXro8zy0ulT3/N7+H14xlU6p2RllebD5iDtLp57avzdFYPF4nKLZaQlMAIqiMplMmItO65tNhVTKaVdPjOGg/Y7hqf2oX20c0ku5aGJMCzyCZr+o9aazxYXHqeOTc1GSef3Q8M1L8h5YVXh4YOTRKwsuKc/68NMDAIAirUSr1Xq9XgzD6uvrWZY9ceJETk7OkzcueG5393c3HX35m0uj8WSGn7VIJKrPUW7rj6WfRdiFxGKxNQsK/nnY547xChUilUpjsZjH44FhGEEQwdQCkUmFLU7qvcNhssMT6/RiH57w/OHjrsEQcaqAx6out6BGRAYmaXyfTCb3dWPfnk0VjVar3ROUvtyCCd4Xfz1K3LlQs3bGQdQstXxJof6Am1lfKHrq484z5NQuH3b5Hxq2f28llWQz0lper9disQAAbnr24LsPXgwA6OzsXLRokcPhYBhmfN7IFSZ7Ani3D+v244KSSC6G7WakJAstNaNXV1tLzGhqa9jqivzn6DAA4Pq63Hk2DY7jQrwhHo9vrEAeeDvw3UuL/tYwmK5eqSk0AgCEEFYikTDh+PwsohRJKpkonuQA4N86OvzTLa1apaS+QP/YtVV//7TnwxOeq6qzHtkdjCYYAEDDMP27Aztfubu+2IREoxKn05mbO02SaQ7nD1pdUQiw3JgWZhwqBlNzqhA24wG/wxFsck7jupcisB4/mWD5aQksherq6kBgAmH8mSMj5fSbA/gUveE6PDGKYVUKIW8C84ADAMAw4LmJp68vIS48Tp0Ql1WY711ZtOuEEwbQ/FytVqvFYEQExfJ1Mp1OKZFIUmI5vV4/PDxcKEtqVPKbbaJ1T+2WiEUxkgUAvHXU+fAa2/pFdrlcvqTIxDVEPZGEVXvqXler1cPDw/NycxmWq8lVNw5Eb1iRI0zBggsdjuN+v5/jOJVKpVKplEqlMFRydIocnWJt5ajJSJLjHZ6Yw4s5vNjuzl6HF+MBX2FRq2WQTARR7Kk8n1IMrasw3Pji8VfuWTLzX+PNI66XW/BT3aZ5/l/HogtKnemt6KbGvSuLfrKl9bGLdQYX/kmHbwpf7Knxfov7Tzt6Bn47WnmUvozFMAyGYZVK9d+vH//puvIstby9vb2kpEQikcjlco7jghR80Onr8ePdfqzHj3f7cD0itZuQkiy0Nk93w6LcEjMyRTy82qYt1klxHCeIkRMnnAiCqFQqi8UiOHm9/M3sNU9++tDVFc/vHQAA3LuyMH0jCwAQuvC2j7CPNQRGcB4Avivm/9Fyw48uKhxhJO1BunEg5IkkTgzHXj88yENCV2YQI5Msy8fpJABAo9FwHOdyuYRs8VyP9PMfQYzmwSihgtEWZtAIkdhQY9t0aOiW+gn6aM3WqmlWBAbS9rUsy2IYNsN97awwKz/qVxuHNsw3WWX0J73RRKqBDw9JYLCuYi6fCsCFyKlTJOd2dQZkYmBSKwEAEV7BcDGTnON5HsOwurq61PE5OTk4jj9Ql/jKS/0SiI0xo4MIo5IPfdCvVUrW1JYZDAa5uHd7u+frF50K30EQhKJoLBZbUmTgOO5gf/iGUccCIJVK9Xq94JiaTCaFLdHIyAhN0wK5Cv8KB4thqMqmqUqbWEM43eGNdXoxzwh23JsQ6FAEgYvylY3D8br82bW0fGFfPz9W+MoD/oU9AzPn1CqbRi0Xu1n0qnzizzt7puDUKXK3T37c1Rcgtn9v5YRv9Hq9eXl5rx92ysTwNfOtW/c28WrLxw0D3T6824f3Bohc/WG7GbGbkeV2050XFZZkITMR0Ao7UeH3VygUCIKYzebxXdb1KunG2uyf/KeVZjgAwCPvdRiQzAB7xnQZJZnf7xt5rii3SAtnKUG9gXmgLu/RHb6GvnB6I0mCSv5um+Olu5dCENDpdMlk0ufzdUbB1D3S53BeAOIzX4CAWCS5qTbr+1s6JuTU2Vo1NXb7Mo1E9oYq7f7JbPpT+9o9zkQoBHPa6fe16TRMEMS0NDyr3nCbDw19cu+8XX2AYiEA8SkxF8PzgzFqFgv/Ly4uPE6doubs0GAkTyMRnAo6A5RCAjMk4YpFNBqN0+lUnYQw1c6rKK80u1p9yVGpHwA8gEgO/rgzsqYWyOVykwLe3x1I51QAgEajiUajSwr1n3YF2nwJkiQF27x0iMVijUYjrD0FiVM8Hvd6vfF4XCBXgV9TvrIAAAMiXW43LrcbvzbfcM1f9pjlIqkY5GkkaoPhP8dcI3F63sMflVvRMgsqWCpWWNWo/Nz+3927sviFvb33lPA8x9/78lGbVjHhBmsyU9z/+nfbvGz1X26ZwM2YSnLHej3tw4n+tu63moaz1DL7L7aVmNESs9duRq6synrwUrvdjIjhmeotUySK47jw2xqNxvz8fGjyGqdmZ/TNJjd90gsmfXuRZPkISUfizDN7+sZPl49v615RYuJ4nuNFNEO2ejMtJyEIHBkIF/1sa22err5Av6hAHw0FH/l4KDWNhgnq/pePvHhn7VnsdjKHswIhBZMBs0ZhlnPZWkVDV2BlqekMT/FOszvTSIRi325yTXYzjN3XqhzT7WtB2pDEaL7NT808vDwtXj/s3FiXQ+DYM/u9PIAzepL/4eOeGxafta5ZFy7OO06diWPLZDVnAyOJa8oQoZCrO0jmG5QEEUYQZOnSpSqVSph2Bf90gdhyjNpWX1xolwiAIAsHFCQBACiVynyt2DGuNE0I/y4tKni2oS9EJN3BaHHupJUzIE3iJDwVZv9gMBiPx2UymcDuSqVSLB79j5AqVB4C+kkNr1KpdDpddXX1/v69f7q5psikcniwTi/W4Y291+Lu8MRQuaR81LgYLbOgpVknT0GzCikMUiuFUUCzbRJ3SZnp8a3tB3xQXxBvcUXBJBssYcz/7kAYpzkAQIOT/tFyw3X/OPaTdeVXzLMAAHAqKciIUklQfyyRoxZX5Rl3OgI/u7LEKiYvq6+a1bUBABKJhJAixXFcoVCoVCqj0ThznfCE24ubnjnIA0CznFYh1SolsYlaBgIAYBgSQzAMAUQmtmjk4TideQAEVFJRmzs6ECJeP+KMxBlubNxg6mn0PMQF6qM0W2yotb1xxCko6QSopJKNi/IwLHL38sLn9/aP59TZWjVN6E02hWHZaTQKTNEwxUFugp82vDzzr7CpcegnlxciUjqcyBwaEATCxFw+FYDzkFNnOGjH15wNBnGO5xfnjd46nhh9vd0kZn2p1nIpbkuVx/gj+PjVluB1DsPwohzk8KFMCxUh/KuVsjiVrM3V7un2F+fOQsIjiJhMJhMAgCRJkiQjkYjb7RYyi0qlsqEfq7PKhKVAQUFBjGQGR+LC7rAuX5ceBHZHSIcXc3hi29t9f97Z0+PHyyyoRAR1eLA7l+aoeWzX0OgtzvNgVTFy+eyzHeuqrE9/2kOfzO9OmCtqdkZ/fyBMMJywLsFp7pc7/bcuyT3YF3r5wGCPH8epZJFRaUNFBTrZ2kL5N2s1Sp5kGOaVbv5nV9oXGzm7faaESpIkcRJSqRRBEL1en5eXN8V+dFa4dkH2Q9fMSzkXtrqitz9/KGOu+dVXqtJ9A5aXGG9+thGnToXOVDLJS3csyFPDwQg2GIjFkvC/T0QPD43Ru4Epp9HzEF9sKk0hHk8AnkuvT+V5lgM8x3EXFWkfe4/sDeAZov1ineShy7JT1uKoTPTLNdZiw6T/uRtqbVuahtMbKqjlkik4eFaBWQGzpeEZuk21u2MMxxWgkFSKahSSAMZmHKBVzlWOAQAAPP0hFwgO9wVYDqrKRgEArhEchiCVBN4VNX4yomt1jenyJuwduzFxTzhzhwFBIHiyh/0V8yxUkuO4zJb0J8O/BqtOebD/9H3LFAqFQAnl5eUFBQVCO7l3j/SVoUwymUwmk2KxeG9PcMLEW7Mz+o89/Xu6gytKTX++uWb791a+/q2lBJXUKqXfuLjgaH/g06GkTMzLRUAjhaxy/qgTax4aGf85UwOjkjQ7ZoMVjtOPvtu+7YS304cxLOeLJX6zzYEluIx1yW6H1yiHvrWq6O0HLz7x6BXPbLSvVg4jce9HzUPP7O7eeqD1jcNDiQS5xAzs9mlaESQSiVAoNDQ01N7e7na7k8mkXq8vLy+32+0WiwVF0dMj1A21towpQKOQ3rY0P0Wo4ORcoztZmDjhXFNt0zx9ey16UiqFyMT/uKO2rjjLZDJVlBRdedHC9Yvs31mZi8rGZIKnnkbn8HnhnWY3QXMQ4AU6hQAfZ7i3m1wIguA4LmxVM95C07Q67v7JUhXg+VI9/PNlCBr3TGiHK6DapvnrrbWobHTiRaTw07fXnl2jvsloeIq3LLcbf3F1BSKFAc8/du28DL2egFcbh25dkheLxdRqtU0ry8g88zyUrZ7jVADOw33qaWN3ZwCRwTpEAQBoGw6LIO61JheeYAEgP+oMp4KWB3pD77d43m9xz8/R5BuUkXGBu1SvGKMGEcHgoxbnuoVjfA9Ohn/1hwdGWn20kCU9w4sX3Nt1Ot1Rz4m7rraaNcVyudztdr932FVpQf1+vxAiFg7O8KN/6sYF7za7B4LE83cuLjEjoVAoHMUWZcsvskndBOiP0K0u/IgveeOLxwoNXanqnXKLOt8wzWVPKI53hcnHt7aHcJpkWBEM8ZmqDgBBQKuQXVepiUT8yRhFiHQKhaItlHzTzRMMBAA4KNKJIO71mzRFRROHoxOJhJCExnFcIpGoVCqtVpuTk5OegT5DzHBtPhNnu+V246Z76ic7RqlUrqwq+Lscue/lwxjFgXMzjc7hrEAkEpY+Y/x+RSIRiqKRSOSWJXllv9j2y2vmycSn7kPBj9eQTEJQrD5HUWJSSKWaqfOdy+3G525bcP8rTRQLXrhtQf1EBJbChOHos74ga+jyPf5BB05zAIIeeb9jwoL4zYeGTjy82u1ySSQSkmIhwWYKAHDScIpMZm4/vpz44nDq8eGYXS8Tusw3dAUJBgBmNDoRJqj7Xm5aWWY40DtSZkHXz7f+6MrVGoWk1RUdH7hL9YpRKBRauWi3w5fBqUL4d55C+q/9sSQPej0j1cVnp11M83DEgkhQKZSXlyfEBtu3DH13bS4AnCBxUqlUAzHw/Xe6U+vQMEF9/YVD31tT8sTXFgAAGIb5sHnIT4KHrq46ceJEdRZaqgWrLMpnWqiSXGuXD7t2oc3hiW1pcjm8Hb4YVW5BBTOKCgtablVr0kpT+gKEWSWSwBCT5uEHQ9CiPHRFubXEjBok9KcnnH9sHAnimeuSkXjyX82xAiNqSrKaiMsbSbzl1qQ6cydYoBTDvG5Mq0WKolJxXbFYrFKp1Gp1dnb2yWnu7GOGTrAzcbab9hhhGv3XrnYAwJ2XVE49jc7h88K6Cv1bR53xtJWkUMyGoqjT6QQA3L2i6Pk9ffevHhNcEfx4AQAA8DP0411Skp2NHIuQfH1p9tRHchyAoTF2iTDMc5n29WMw2xTvTMqBXjvsvGFRDo5hQp8os0bR6cchwAlaFIgHPIAsk3uyfqnwBeFUngfDMerqMqNARXt6M+OcGMWECeaT769K9xgTAnf3vdqEkQwAQCKC/3HHqQ2EQqGwqcUn3BO0DVer1TCOhwh6aaFub3eguvjsdOLd5fDXWKRSqVT4FsNhkuX4ilwjAEBopEMQxDOHHRmBHQAAdlIyMDg4+IuP3X3/czUEARRFBwcHIQjKysq6d7nlke3OVWVZnij5vbWjYz7BsA4vJlg+vdXk6vVjMAQppCKW48MEbdMpyrKQIg3fmRbe3mCHf71xPsuyr+3ves8RS3DwTfV5/9w3mL4uUUjE96woZHlwYjjaHyIGgnEflsiIoMeT4J1j7jKTMqXXFYlEAo9ardaUYutc47M09V5Ski2OeTiOWzzdNDqHzwsXledsrOp/qTmW4qwb52uWlNkAAEqlkiCIuy8uvPypTzM49aThV5iiabXaOEOrI6VSSXLTi3rePu7CEsl0u0QskZw6nzrbbjwzKQfa1Dj46+uqMSyYnZ0NADgZu4ZHqR4CEADozBxYv/D4gvwKx5xhhRgqNcoF0W84PsHNWmlVjzftFAJ3/9w3sKVp2KySpCcSYBieb1G964iyLJuxW9JoNC6Xa0mhPkujaBz033eWvsUn7d47KmWpwNH4ZKpQCDT+jeFweHh4mCTJX+7wPv/1xUJERiaTyWQywXciz6y2ouKlRfo/7uiuydWJRVC3Dxc8iXr8+NBIvMSMXFputmgUUjFMJdkgTnd6YjscQRgC4OR4BgB80M+Smw/tG4ovLTT8bH11faE+Ho8XqpIPb3cSFAsAUErgX19pu6ouWxDux2KxYDD4p32+t9syVzkjIyMDAwMqlQpBEIvF8pnx6OeI+fPnf96XMIep0Njte7sDB/ypG/6tNmx9v7+u0CykVLOyspbbje8cd39l4ZiFUUFBAQBDSSY5c+U5DM9KCTAmHD0thBjMjX/fn62R/fGWRWeYaGhzx1iOn2dFurrcwvyjlU8QPdLIvzjqnDPBF2QiO9wXpJOgQAMLOzwyyUrEMJMW358i+lFt0z5xw8J3j7tCcToSZ7TKU/HPlaXGV4+P4DiekSARwr8LskX9I3SLj8JxHEEmtvCdOUI47YqQRVplap27tzt4ZVWm2cKEgZ3bV5SJxclNh11GhdjKh4aGEhzHwTCs1+txiqXVtjeO9EMs/f/+3aJSiDb8bX+VTV2ShdhNyA2Lcu1mpNCYaYkg4NH32l/c158+nuNJsLMXX1tuqMnTiGFAMqyg0fj5MtU+Jw0AWJErQ+MeisqNx+PBYFAul1sslq+v1OzqO5qhdbzzksrSPP2E5/2iQkhMzOG8xcni0VM3fKrqCUXR4eHhrKysu5YXPvx2WwanCmNWyLye3UuabSA3hWqbFpXBVVbVtIQ67SlebRy8dUm+oE4SXrl5WdF7rb50u2xEKrpp6VxxKgBfGN1vQ2dArxQjcikAwBWOi2FwfU02Ih0dGTNpK5+nlUlhfn9vMP3FmjwdB4DDFRp/vFqtrtCLml1RrUJywjnBAbPFTodvWb6a47gUPe/tCSy3Z9bDCYGdlCef8NUWFhgdzsDHTu6X19dHJMZt3fhvtvf+aNvwPe/57/8w9Mv/tPRjoFArzkLEP2f9oMwAACAASURBVL6i/Pk7F5lQ2ZM3LLx/tX1tZdZkhDoZVpUay8yqpoHQT//dVPPo9vVPH3m2Azru5+bb0K9UGYoNMrlc7nQ6cRzX6XQikWh4eFiZCD5yeW5qsaJRSJ6+vXb+l4xQ53D+Y4riUblcLqjxF+RoJSLoyOAEgn+hw9LZxUzE5+f6FJsPDd1cn4dhWGrFUG3TPHF9ZWqCVUmgp75WOSe7E/AF2ae2urGaHKVw93e4whIRfIldVyENvdABSrLQ760pnfb/e4XdsPmoa0+X/6rqU62/lUqlSgrvcASWVGYuwTQajVHickfIKytM+3qCSyvOtCfaToe/SscLpasAgDZ3zKZVpG+aU1huN96+LG9Hm78mTzsvW+PwYq/v7/moMyyViC5/6lO7GTXL2Pry/PJsrd2MqOCkoKENh4GGHX7x065X7lrUaEae/rT326um8eWfcAH7ncvKUj8mSZKdrpEj3a7DPZ7twbiLAEGSK9BIio2gUE9UWDXVufqCggKpVFoGgD3Pmm5qf4Y/1xzmcNYxdfEoiqIYhul0uruWF76wt3/ROMdQ+CzVSWdACORuPji06dDQpnuWnIuxI5zivn8dGo7SGafYfGjopsV5EARisVhe3il3xsvn5/0q7P/BNu8Cs/jOOtOa6gmMG7+cOO849TQcW3yxBMNxC7NRIbbm8ESTHG9DRIhOCkHJX6yvLDBMvxX7Wn3+vw65943dp8rl8iyVuNVLMgyTEbgTwr91uWqTRnm4xy3EWmd4wRNiV2fgxsvRKZKpQyPxVBL0kw5/gmGjCWY4QuZrZcPRxI31ef+9pkSnlLrdbrlcLjgPCxA2voWFhRKJZPuH3u1N3dcVKr6/baAY5RcXGREEmSyXKSxgH9zUFIkzAAC1XJyxgFUoFFUFWUVmtFSVGBkZYRhGqzfKrcXOGNsTIF9vjTz6sVMMQ0Kr9nKLeuOivHIreo6mnjmcO3xJfJSE4tHJqp4QBInFYjqd7qpq62PvtXtjCYv6rBnZT3dhWvNl0s2HneduMVpt09qNcleMzjjFpsah/9lQPWF6a01tGfyh96Js0aW100udvzw47zj1NAZt01BEAoOKrJP7VG+MTvIqiCIVKm/MNxNCBQDMy9GLYDCCM75YIuvkUIFhuMQkb/UmCILQajOFdmq1usociiaYFi9FEMSZpFIO9IaqsxExxKvVaqGBydZWz2Xl5r/s7On2j7r6WdTykiwkXyuzq/ntLPvi14qsaikA4L3D3X1S5NFr5wEAYrGY4Iow4VnMZvO3V8rfaPI8vbD4398uqHl899828Fvb2gAA66tMdYUmpVKZEf5abje+fHf9sx8e43n+vnV1wngTvLkFvS7LskqlsqCggOM4iUQyf/78jN/Bj1Gd3liHB9vbE3hub5/DgxWbVCctFdUVVjR7ToJ/3uOLTaXpWG43/uSKkv/70BGlwUPrStNFiyiKulwu4fHdKwqf39P/86srhKfNzigPQENv9HJX9IJrOpTy3E9QCQBAuuf+CVeUB6DapvF4POPnNxRFAYDE4rOfRb6gcd5x6mng6EAIp/lSo0wQ/XZ48RydgiAIHyUut8ziP9uKSOIMs783lJ6fr8/X7up14jg+nlO1Wq1dzf+jOVJoVBzu9V+68DRvrCTLv3l0WCsF7/Zzf2prPDoUZVkeAPBmk+uq6qxLy7O+tbLYbkakYhgAEIlE3vv0kAwGLzUOAwDmq8mnmsGh/1cBAGBZ1uVyVVRUTHYirVZbpY89Q0PH+nwLCkzfX2u/7z/dySQPANg9EH/kcm6eQSRwpOD1L2j8qm3aJ+9YznEcTdNerxfHcYZhBMPkVB0tACAQCHAcN350mVGZGTWtKDmVGO724w5PrMOLbTo02OHBsARTblGXW1HBiaLciqomF+VP0QZndj/6HOYwERq6fE/s7I/QEADgt5/020yaVLgIhmG5XC54vNx1cWHpL7b9/OqKeDy+9WjPozvcAIBmF37zswcfWTvaL/Lz/BqzgeC5j6IoRdMAAKHbtOC5v6lx6JYleQCAWCw2oUMLBEDOXIfgsfgicOq+npAFlXBJRuDU4Qi9pjILx3EPqZ4Vp9bmqD7pjn7q8KZz6rJiY/KTIVcwmpMzQRFqTYGx7+P2G+tt+3tDly6cUdvwOM0KDUF7RgO5+HAkDkNQlUmi1KPt7gh70g6QSbINncF7lhdWZqtTb9dqtYdCkghDbuslAQDbYeimKrVBrwUA9Pf3FxYWTnhSATKZDIKgby3Pe7NjhEgwf981JBAqACASpx/eNvDinbULCvXxeDwej7vdbpIkhYC2UE002nggJ2fC+WLmhSIlZqTEjFyzYPQplkg6vDGHB2t3Y1uaXA4PplNJKqzq8pMb2XSH1dT4T72SGv8zPPsc5jAZpnU/ECpqlEqlCIZuX5r/z/0DuQr2oQ+HEuxoOgOnkj//YMCkUa6qvmBEsIIVVDKZFIvEACTTu01vOjQ0sOHqRCIhEokmVq1DQHzOXFkuUHwROLXLh11RYaBpWiqVeqKkCIYqrRqSHBqMKMqts6jov6E+7932loP9Yyops1ApBEH7u7x6lVS4q9I3Rmq1eqFNZUAUn7QExpexAgCiJDPaj+VkY5ZInC4xo3YzYs9CbliUW5KFwBB023OND1Rxu2MKnBqT0B1ffN3sjH7YSzIneZfl+K3d8ZtcESNM6nS6aalFp9MtVdFP7YxAPDphz6naAhN8snQOgiAIgmAYFovFNE0LukeapiUSyfhvetqFIqhcvLhAv7jgVLx6OEx2eGIOL/bhCc8fPu4aDBEn/RTRcqtarjFJxZywfqIoKjX+5zCHM8S07gcoirrdbsGA5a7lhbc911hqlKcIVQDFQZuP+i4gTgVjrKBAygoq1YY9XfE7h2lxwXNqy3BUrRBXW1EYhmEYbhsOy8VQvl7OBtieUOLamlncCstKbRDUQjPs0Eg8Tz9qNwjDMCJimzzUfMOQ0No6fWOk1WrL9CKMZI57SIIgaFjW7cO7/XjPySQoneRKzIjdjJRkoatKTXYzMj59+M/9AxcXasRibCa+B28fdzFjfe0jJPPvxoG763RWq3Wyd6Wg1Wq7uroeWG3/R0OmGzgAIJFItLe3C/vR7OzsDH8JoS1MJBJxuVwSiSQVIj7rZZc5OkWOTrG2crQyIcnxDk/M4cUcXmxHe1e7J8qyrE0J8jRis5SpL7UVEiSimkvKzuGcQ6FQ0DQtrJ7z9MrSLLTDHR1/2GB4Ug/98xDxeHxkZIQkyQSVAECcSCSCwaBEItncOPQ/G6oBALFYTLBPmsNMcMFz6rGhMOBBtU0tlTIAgA53hOVANgLjUWmnN1ZmUU/7CSnAMGxSwCIR1NDpu23ZaBBVp9PZUJGTgGEYRhAkfWPkiZLdPpxIit4+4kSkoqX/t08pk5RkISVmxG5G11VZ7WbEhE7f0munw7+uUGowGDbYp6/vHt+tEwCAYVh+/sKZfEeRSKRQKK7K1f3mAwcqE2Np3tyoTHzT0qJ5xZPW2CkUihTLJhIJwePe5/MBAIRGdYJn00wuY0JMkSutsmmqbBoAQCQSOXDgQNeg389IAqSkk1Ds2eP9wUfefL2qwoqWWUa3s7n6s+PAPIcvFWZisCBU1AjqiruXF37ntWMpM14BPA+VWy+kwEk0Gj106JBYLE6QNA8Q4amlsh4AUG3TJJNJhmEmtG+bw4S48DnVGYmQbIVFlSBJAEC3D8do1iRlQyKFXJycsL5zClRbFEfc5J40TgUA1BXo3mwJOyOJPire7cfjIvXgp/u6/ZhGIS3JQvI0UiyRvK4mm6fiT9x20Wyvn+X4fT3Bb5drzWa72az5yy01d754OMlyYJL6boNCJBHBDHsqbKuSwDfUF8zwdPF4nGXZtra2G+YhbUHmuAvHaR4AIBVBz9xRVzdjb3e5XJ6q2GEYRiiBFcpphM2rQLEz/DQBM8mV0jQNw7Amu+hwT5RJMleWKJaUWKurq3sDeIcH6/TG3jjidHixEZwut6JlFrRiVP2kRuUX/K0+h3ONmTjlCilVgVOXFRtUUhEmgShm1MATAkAphe5YcnYMwD8bKBQKiqL4kx2maJpmGObdtpGUOillnzSHmeCCn2gO9ATz9dIkMypQavNgFrUMxzFfQlxunXUO4Koq867+/kOD0fQk6PHBOJnk/9wC8jTRQr18VYXFbkZKzGiq12a7KzwvW/PagaDQ9HRWZ9zp8F9abg6HfUKSJkenMCHSq6utYJJmKQMhYq2N2+ECgi+YUgzuLKHTRUzjEY/HhbqXeDyuUChUKlUkEvnp9XXzHv7obzdXv76nM0TQblI8YdPEmUAikWi1WmGWYVlWOF2qkY4ApVI5rb1pSisxYa6UYZjBwUEURTlzyRNvOzBKDID4xLHk7wuRagCKTUixCVk/fzT6TdBJhwfr9GId3ti7zW6HN4bKJUI6tsKCllnQ0qy5/NAcJoDgfvDwW80nvPiEBgsIgni93tTTu5fant/TNZiEoFFKgq4ugIr0F1InUa1WW1JSMjAwIJNJoQTgOK6srOyhLd4nbqoDAExY8jCHKXBhc+oIQWNUcmmelqZpYTE1HKGX2vXxeNwdh8tnFvhlWC6VBO1wYxwPwmTynn8drrSqS7LQyyuzbllkvfWFpq+X8WUGsHTpwvHp+oVWZceAezBCH2ttN+nUYDYFHrsc/rpsuV41qtB5+cDgPSuK7l4+qXz3qDP2yCJpN86aVDKDHMxXJ5aWF40X6Qi5TxzHCYIQeNRsNqeILZlMRiKRBy+1Hxwk7q7TcRz33e3hPn+syHymC1LB8jT1EwllrH6/Px6Py2QyoQusSqWarIOboJWIx+MkSeI4XlRU1NXVxXFcNBqNRqNGo7HVhT2yy4dRoxMYwfA/frszx6zLaNOhkorr8nV1aU437gjp8GIOT2x7u+/PO3t6/Pip6h0LWm5Vm2cQpZ/DlwHVNu3yYm13MD6hwYJYLJZIJCRJCuHQBQVZg1u70/7OfzTIfx3nqy+k6C+orKx0Op0cz/MAiMXiE6T2liWjwV4Mw3LHVcucStPwIBgMDgzAcyVtKVyonCoYIwyNxJUSuDpHI4h+3RFSLAKVVg2Oe4diqrXzJtiLEFSyx4+PbkP9WLcP90QTqSToxkX5h/qCZrXihrrse1eXpd4lFUFvD8D5IdZSyVWP+9RF+drfbe/ORyWPfTKco5WvyJWaROQMCzx2Ovy/u9ykR0c59aUDg+2PXTHZwQ5PzIzKsix670HnH64yDQ4OarXaVCsMgUcFyGSyQQza2YdJJJINtYairDFDXKPRjIyM3HdJceFPPyCW5EEQWFwA/t3Y++Nraqa94FlB2KQKjxOJBI7jgsRJLBanQsTCrhSc1EqEw+FoNIqiqFKpVCgUZrM5GAzm5OQsXrwYhuH33muPJtj0U8Qo9pWGzv+9ecnUV5KtVWRrFZeWm4WnHM87PJjDizm8sef2Bh2eWJLjU7Fi4YFU/AVxw57DrNDsjDb0Rqkk3zqJgYMQ/hU49c0jgxl/xWjurcNDU/cQbHZG+0foBMNNdorPGGq1mkFt7rifBxCnzdnS4v/thmoAAIZhCIKMjzCl0jQ84KPRmNfLzZW0pXDecepMXNAaunz//UbLCE4DACAIEoklFEXJZLL2Pp9cDJWY0bi3rzcIf8eqDsfpUQY9uRONJZJ2s8CgyC31+SVZSN5YPcuLO6UDMWZfTzDFqQ1dPprjeiKgJwKaXjj855sXZrgGXlVf/p3/dIvFHMXwrSFy7zD9o+WGmRR4ODwxrUrKE2Fz8XwAwOuHnRtqbRLRpFP5/r5QlVHSEpOtLkQ8Ho9arZbL5TRNDw4OCjyqUqn0en1ubu7ensD/e3/0J3r7uDvjmoUmG7sdHpkEfungIAAAVUg1Uv77V2ZaMJ5FCClY4TFFUYLEye/38zwvJF9Zlu3u7iZJkqbpSCSSm5vrcDii0WhlZWWKmE8CEtJXMCR0aYZDoZDBYJj5xcAQVJmtrsxWAzCqQBkhaCFWfGQg/OrBoQ5vzKZVCFtYYTubb/jy6p6+JN6EYOzccsdEgx0AgKKo1+sVrLlZlh3/IRO+OO4UzBSn+IzR0OX77UE8mpQAAH61DzOrZYIkcLIqmlSaBgBIJpell7TO4bzj1GkHbUZdNs/zf9rV/+ilxkoYPjIQolnQOhQacIkcXuzW5w5yHBhl0CxkdbnJbkatmmlWUpeWaJ/YGzjijAlPG7t939l0jONGJ/FInLr/5SMv3llbV2hOvyQIElHMaEASo9gn9ocXVkam7Xe90+Ffadcnk14hcP3ywUFheTgZ9nT61harX2v1P7g0y9myT61Wl5aW0jQt8GjKcHja0nUAgDsh/cG7LQl6dPBjJI0noC0Hu25cMW/qaz4rEHq76nQ6AADDMILLBI7jgtmhTCYTiUQURanV6sWLF6e/cWmR/p/7+ngICOkrjoeUEvi25aUjI34EQSbsKzJD6FXSZcWGZcWniLk/SAjh4i1NLoe3wx+jyixohVVdZkErLGi5Va1RzGL9IURWAAAbam3nw9ZkVvjCU6mAmQwcAIBSqUwkRtspmrUoDwCUtsjjOChLO6kf6gxP8Vmisdt3/ytHcGZUvYxTLDMSP9rvrys0x2IxQecxHqmSVgiCUiWtcwDnIadOiwnrsh/d4fvFju0UwzIsFyZInUqap5f+5/6LDcisxQLXLLD9tsGfrZEdGwjWFBjfaXbHEgyA4NQknmqpmH5JSS6zZjTDq2FC7HT471pkUAO1SCQ67oyIYahqktmWoiiCIBr7R64tEodiZK6Ko81mk8k0oXvRm0cGx/9EGfGo3QNEhBzTuZ3n+VeOeL+6pCQVjP1sIJFINBqNsMhNJBJC8avL5WIYZuHChT6fTwgRwzC8tdXz+FaHSi7BE6NXDgGe5/lILLqsrNjhcFRWVp7FCys0qgqNqnVVFuEpybCdXqzDE+v0YttOeB2emEIiKreiFRZ12cnt7GQf1dDl+87mlghJAwDeanL97daaz31rMofxmNbzIQUh/KtWq7e3eWHAcWnzAwRxH7X5HrxsYo6Z+SlOG6lkp+DLne7fO+HxL+wfFEJ+J5cFPJUEz+/tn2dVi8XiyUSXarUaRVEAwgzDqNXGOVOIFM6IU30+H4ZhSqXSarVOreqMRqMprbaA9EjgaWFM9K8mB33ylvrr/7o3RNL3L9Zt7wScQnYahAoA0Ov1iAQgUtGnDm9NgRGjIR7A4OS1Q4DneYAxY75LMpkc/zkTvpgOLJHs9GFWsUKrNQIAXjowcMeygvQDaJpO6YxEIlFXgMxWSwcYdONitVQqWrly5WRFYzOJR004VDw46/P5xksSPhsQBIEgiMViGRwcnDdvnkQiKSgoEHqbx+PxV1piPoK7xK7ddMSd/q5EknvriLOu0Jybmzs4OJiff6ZN9yaDQiJamKtdmHtq7vPGEg4P1uGN7e4KPP1pr8OLCbHiVF5W6FvS7Iw+uKkpRnHCCImSzLdfObr5m0vO0dYkGo0Gg0GxWJydnT11JJ8gCIZh0l8Ri8Xj2498eTDzgSxUqarV6gTD8QCGxswPEMlMM/bPKVLJTo7jEhSV7t874fFdARICHD9mWcB3+clp7ZMKCgoAGEwyyZSkYw7gtDk1kUhs27bN6/WKRCKWZXU63VVXXTVFGdOWLVsSiUT6K3V1dfX19adx6qsqDW8cHiAYPnUHKMTglhqTWiEZDJM1uRqCINwEKJt9IY0AuVxeoIZjFHugL/TfAACIzzgAggA0psgbrKvQb2kaJtKIVimG1lVMk97b6fCvLjNhGFZUVETQyY9O+J68YSFN00LRC0EQEASpVCq1Wm21WsVi8ZutjSvKLO82e/5+83yeHJni1755WdF7rT6MOkWiiFR009IxZmkbam1vHXXGEqcGv0YhBQAaHsFNpsTnojUIBoNGo1GocBWiSYLEyWQyfePFwwtsmh+sNf/mo57xb9zdH+/t7Z03bx5BEMKHfDYXbFHLLWr5JWUmIa67rNhYm69jWa7Ti/1zf7/Dg5EMW25V+2NULHGqnhgCPEYmn9/T99RNtWf9khoaGtra2mAY5jhOJpOtWbMmvedlBvbu3dvX1zfmG1ksX/3qV8/6VV0omPlARlFUcDvJ0cv7glj6nyAI5Oomjf3OxFbiDJFKdkIQJBaJp012Ugw7ftuQoJPT2ifN9aWZEKfJqbt37w4Gg+vXr8/NzQ0Gg1u3bt2+ffvGjRuneIvdbk8PVI5TncwUFMVwHJ9+BwAOcIB3hUmpGCq3qnE8MhiDL685/bKQZbmql08Q7hgFADAiE6ToDGNfvKg858cr3I/uCiZ5HgAggsF3amVLyqYZJzsdvqV5qBhKiMXiZ3c6rqvSd3Z2QhCEIAiCIFlZWembjHA43BZgVs9TIbKIVkSLp6wYq7Zpfr+h8lubW1OvPLK+JKMwoNqm+dNNC7772vHYSRnt32+r2dHhbwoAm84/xUR8jpBIJBiGkcvlPM/r9fpUi5sRgl73xz2/vb56dZk5TrMDMU4qhunkKYpCpKJrK7VPN2H3wx0VFRX9/f1C7dBnduXpqhZBDnZdjS3J8j0BvNUV3dPpbxqMZLwFgkCvnzjrV9La2trW1rZkyZKFCxdSFPXRRx9t37795ptvnuLX0Gg0l112WerpZxz2P98gDOT/2xcS+qeqJNDPVpkmHMhCUDSRSBSbkIauQMZfi82T7vVnYitx5kglO3nAT5vs5PgJtg0cz09rn9TsjHI8OBqWnyfq5fMEp8OpsVisv7+/pqZGCBIajcbFixd/+umnw8PDEzZvEaBUKrOyJvW9mzl29MbG5gFBggPbe+KwMqYQwyVZKE34ewL8aRg+pHDt/Kx/HO8pNyn3OtwzXFeazSYYDkAsAABAABpIKKb2H2EYZkeH77ocKhwJDw8Pv97kefHW+UXZ+smCdT6f75iLKM6Of2VhdjgcnlYR8F5b8OZ5Sl+Y4Hm+IsfwdktwY31m25xLyi3/uy6n0cOJxeIARjm82NXzrb9+v+PKQmmq/O4zQyAQMJlMgUDAn1R+MswAAOSuaCTO/Ndrx7b914ostfzNo8MPv3Pir7fWSkRw+pRE0MlvLC988pOed06EgsE9eXl5x48fr6mpma2L0+lBkLClynvCBHXnC4e0SvFInEFlkiTLAwggclGYyIzG2yefdk8bx48fN5vNtbW1AACFQnHJJZds3ry5ra1tioCQWCw+K6PyC4PrlpaL2OMvt8Z7wsmfLUWuXVI+2ZFCSrXapoEgaGxiC6q2TbWgF2wlNv59f5LlJ7SVOHMIyc4kG6ASrFqdPfU+Ui6ZoNBAKoKmfpewlOQA2Nsbbjs/1MvnCU6HU4eHhwEA6YmrgoKCaTkVACDcedP66ZwG3m/1vXnMAwHw78NODWCiCb7FGQnrlXl6pUo26++YZdQrxJBaIfnU4f35dbXp60qlBP7DxoqMYdDsjP7svR7m5LTJcvzrLeFlOd3XraxLPyyZTArJUYIgTvjIQp0MSibKy8sHGbQyO1aRP+nUFgqF3AlJsVm1tdnz77sXipj4ZJ4JAra3eWME+Z2V2cFgkCTJ3FyD5zj5n2Ou9KWAIGTIlrPrcxijUU3Q8htecRz92WpXhAQKjd/vP3eJyfGgaZokSYvFsvVoz+/3jwh7vjeOuopNqqaH1sZp9hsvHjYg0vbHrhSOf+muxe8cc4OTVlM1j338/neWf/uVo4uKs2AYNhqNH3/8MYIgcrlcoVDI5XKZTGaz2c5WQLs/SPT48d4A3hsgdnX4MuplkxxPUtyGmpwlhfrFhfoCg+o32xzPNvSlT7sqmeSeFWe5b0kkEsFxPF2lJZhbDQ8PT5tkESSsZ/d6LlCo1er5Obr5nsRQDJqfp5+CV1AU9fv9xwYxnudTlr88DyCIOzY48pWaqWbCaptWKYVJij8XhCqgoKAA8L0sx0+b7CwxyvtD8QzL4gI1PMWW4DxUL58/OB1OjUQiAIB0wyqlUimRSITXJ0NnZ+eJEyc4jtPpdFVVVVVVVadxajBRQkIlgX9/lW3zMf8hN7U6B2p2smq5bHPjgDtKDUcSUhGcp1fm6pW5ekWeXik8zpvSY12n09lUIEqxhwaj4OS68pld3R93BNaV6xdYMjdw47V8AICnj2CLioatVmtKZ8SyLIIgQoLw7f7+yyqyECSu0+l+/U7vHRdNRWB+v78zIsnTKxGZGKYJnV4/xcEAgAc2NW3aYJXJZBiGcRwXDoe/Uam6blNzOqcKQgaVSuXz+QQVxjIL9MLe/quqLQ39+EoL+1luVYVNasOJof/bGwrHR3u6JpikK0w+9UnXsw19f721dnXZKaF1tU2bPnqPPbz24v/d+fzXF6/7Y8PHd5dptVqe51mWZVk2FAoJ1a5VVVUmk0kwcpqhf2Q8Hh9weYfC1GCEGorQQ2FqKEINRagCg8puRopNSH2BLk6zW1vcGW+8eUneL9ZXAgCSLH/784eKTaqX766/79UmjGQAAIhM/OwdtWd9Mo1Go2DsqAQAaDSadCO98YhEIs8//zxN00ql0m6319fXn7sC5QsFBQUFyQNDPD8NG6lUKoIg/LEEEDJQPACjzAoFMHKyd6VEuRzLcTyYVpR72kBRFEAQDE+z3QQA3FJr/rQ7RHFQalkgE3Fr86bKkn4G6uULF6fDqTRNg3GpF6lUKrw+IYxGo8ViQVE0kUh0dnbu2bMnGo1efPHFp3F2ISHx4KamSJwBAKjl4ocvs65bVv3UgV0iGL6i3DBC0OYs9XcutjAMQ1FUOE6HKChI8n4icagHewdjXJGEM0zm6pW5ujEsm6tX6lVSAIBYLK7JEm8bIHGapShaJpNW27R/uW1x0U+3DkRokpx0wKTDG0vsPdFX4vMJU7nBYEivntzp8P98dbaIpSI03OXH0gkjA8FgUKfTHTroTHLctQus8Xh8ih0kRVEPvHTwR6tzIyPetZcNnAAAIABJREFULn+8YUgMAFgFJ7me5keuqv/hmy3/t3E0pZ0SMmg0GrFYDEHQN5da735n6MVvLP7dh51fW1Dt8/k+GzlfMpnEMCwrK+u91vZInEovWwrH6a0tntT2dArs+/GlV/yh4X83LPjBR4OPr0oUFRV5PB6lUqnX6ymKysvLKykpicfjkUjE7XbDMCzU56hUqvTb2B0hewN4j5/oDeC9AbzbG8MTjE0ttiEiGyqqN4vWZnHXXrJcqz1Fh6VZyJ4uf7rUSy2XCGuXj9q8D2xqevHOxStKTACATffUp++tz9rPdxKnMSoRBKmsrNTr9SzLOp3OlpYWr9f71a9+9Uu+Z0VRVCQSA8BMy0YoisIwKdSnpmSLPA9JJZOmpU+JcnkO8NC0otzTRrMzmuBEbkoybbKzJt+wQh/bEVIDDgAAIAAt18UWFkxqjzqHqTE9p/p8Po4blYSgKDqhVRUAgOf5KYK611xzTerx/Pnz33333dbW1urq6vHhhRdffDH1+Bvf+MaEn7bcbnz57vpnPzzG8/xty0tzEAAA6AslKi0qhmFCSdnyUnMqCs3zPEVRDMPQJyE89hNsiIJ8BOuPYM1DIXeMdkUSFMPlGpS5OgVPS3AqXmhQbDrQe+vyMsGmrtysOOqMjefU8VtnCQw/uDJ/c3vwf3Ll4/U+nmgiGqfNsiRFid445r196TSb1PLy8gN9x3me/9/1RTAvA5MYCESj0Q+a+ilY/s011f/6iHiiMSzITfe7k/+1uOCKAsXWjpHGvtCSolEdoyBk0Gq1fr9fJpMtWrToxsWSluFof5BIAAnHcfF4/DPISvr9frPZHAgESE4yXn84L3umefGPvrfyq3/btzBX+1IbebkhQtN0T0+PSqXieb64uBgAoNfrhUY6NE2Ho1jLUKjL2zcYpj0E54zSgyMJAyIrNiF2s6rcgl5dbS02I97+znRPfxhGRSI4GAxSFEVRFE3TUp6/KE/1SQ/GcBwAQCmBnr69dp5N8+O3WiJxpufxq1KXl7G3PkNEIpHUfSiTyfQnQxf8OL3JFEhf1FZXVzc2NjY1NXV3d5eVlWUcOZNR+UWC2WyGBz3THoYgCCrxQwBkxH4NEwkbBaSLcgEEzpEDUUOX78HXmikOGoolb3nu0N+nrIfuDFAHIhrAQ0IpBQyBgxG1PymbwvzlM1AvX7iYnlM/+OCDVBnM0qVLa2pqhP1WIpFI1xPSND1DFxsYhquqqjwej8/nG8+pMxyx1Tbtk3csBwBEIhGO45wjcaUEKslCCYIYiDDftJ76WAiCJqyFLU0mBX4VJkfhMZagRxJQMAE6XQQMQ1Ey+Yfdg7/5ZECrkOTplXGG1yjEzx70XQ/r8o1IFioVkqPKBPHDi/W/2xuMkkkAgEYhWZUvf3L3YKFRdTgkUTudGRWfuzr9K+0Gwff/pTcdR36xdrKvGQgEDAZDiytm1chLs1AiFsnLyxsvNF1uN3o8nmQy+dsGf8OPVjc7o081xlL1GxjF/uVoPN9KPLau+K5Nzft+fKnwuiBkoGlao9EQBBEKhe5bnrvqD/s31uVsbfFsXJDl8/kKC8/tcpXjuEgkUlpa2tPTM0JxGX8dX7Y0Nf5z/8W3PddIMcyuWDweTxyMqDiOW6rD8WSfj0O9cdATwHv9eG8A92NUrkaap5XlaSWLLKJ1+SKDVKJTI1qtVqlUIgiiUCggCBLZbMeOHZNKpRRFRSKRkpKSkZERmUymVCp1Op1UKv2wPRBhRhQyOElyAAAYFh3pcn138/EfXlF24+JzWObb2NiYKoPJzc1dv369MPooakw3bIqiZr4Bqq6ubmpq8nq94zn1y8Cj6YBheCY3Hoqiq/Ll27ukkTgtrGZgCHAAnppdhLUsz/OAPycORM3O6AObjmMnYycYSX/75aOb7520Hvqto0NkkkvFh3geirPgo46R1QsmPcVno16+QDE9p950002pxa+QaxEs5cLhcIpTMQxLJpPC6zOBILFJbX9PD8LFUBSFIEibF1eIIbsZYVmiJ0hO4WiTwoQWITzPC/y6LE+1s7ddjUpIkvzLDQURig8mwIcd3AEn3ThMdLzb7MOTI2TSikpzdYoCE1Jo0t2/WutwY6hcfOPi3Gwl9+N4/M2O+CMfdIWWZ9+jVgtLUWF/uaPDd/18EwxDuwfJdVXWVM+48fD5fFVVVVt290IQWFdpFInY40ORDKHp/S8fefxyy0XluX88EPz6svyjg+FnG/rD8TG1/BGSafRwVpnvhkW5f/i463trR4dxQUFBS0sLAGDJkiUQBPl8vqvLtQzDfHDC+/WLCiAIwnH8nJoApOS+H/QzvugEQfUplvwT4pV7ltz63KEtAxDJqgRTkLe9ug+DoMzZW2bVVGTrVpWaik0IAlGHDx/2J6G9w4Q/AlbkSpM8mZ8/TyKRhMNht9stuJTI5XKWZYXCnqysrAzXqjZ37MntXRGSxk4q0Qkq+ccG168vt1xfYz3dn2RGuOSSS1asWCE8FkZTalSmHxYOhz/jUfmlglQqLTHI7rk494kdvUCw9ICg+gJdY//IFAQjrGV5LsSfciOaBs3O6KbGQR6AmVStPL27G0uMKY3AqeSzu3v+fOuiCY8fDDPp8SEh2BFjpgl4LLcbH7q64vtvNNu08h9dWX7anSK/eJieU8cLVXJzcyEI6uvrS8VXe3t7AQCpIKfATGKxeDJ5qnD8rEzPJ4PQkabD7YcgKE8r9fk5i1oul0wli50CEAQJVrQois7Ttx8cSZIUlJWdkw24aDQKM/EDAxEx4H9YK9dqjQAShRk4QPI+nHUGIu4Y7YpSrkji3RZ3nl6pl/J2i/a6GtvbbeF/Ht7/8DVVWWppan/5/EGXSWra0kY8dt2kBr8+n0+oc9jfGxwKxRdbxEql+rkdA+Mbszyyw8d87MeppN2MnHDHQlh8wg/My8v7qjpy22u919flCCotFEXlcnmqGBRBkB/oDJc8eUAmgT0jGIqizc3NNtupRffZ1VPwPB8MBisqKu59fo89J+uvt9ZufPoAxZz6dtMGlGIk0xsgegN4rx/vCeC9AbwvQJgRBZk8lRGEAE8nwfpKzWIjJBJhFq1KrYAoCmofYf/RFsFpAABoGErcWcoWhkJCB1yz2Sxs0BmGCQQCbW1tIpGo+v+z993xbZVn28/ZGkd7eUke8kqcZWdvQgJhldUCZa+PWejbQoGW0kFL6aSlLW2B8pYWWgohQCgQAiGD7OUkdrxtecmWrb2OjnT298exZVkecULgTYqvP/yz5WMt65zrue/nuq9r9uxoNCrL8QAACZa/9vn91y60v7y3K/MpCZLUFsM6Ojry8vI+vzDnsT0hjUZjMBg6OzsXLlwo78L4/f54PF5VNdLDY1kWgqCJVEjyWWk8mQJuGpnoCPEv7uqRhtchkiS1eKIdvvgdE8c1giEHou7hb06Cqdj6Z6LTP87oc4ePmuj4psHsX0EQoMY0jcY+q6c2NwMA+iOpH7/XbCKJ6VkaGaejUVKpVDNmzGhqajKZTEVFRV6v98iRIwUFBelBt2Aw+Oabb6adklpaWoLBYEFBgVqtTqVSLS0t7e3tDofjjPjdyJzaOhCjebFAg+7slCqmUKROBYvz8I/72Dk24rVttV+ZX6xWq89fUPXIx4H+hJRrLywvKQIAZPaN0/u1FCsFUsBHC639AQTVRGiGwNBHNp4AGUvBWIr/yXZvrk6R6XU3kkoIAADA5XKVlJRoNJp9ruCV1fmRSCQvL2/cBvuKMuv+ztDWh1bZtIqenp5tLtVPt/Zkzcw5NECr1cZisScvcT68oe7Ne5fKv8iqvWxG/U1Liw51BV7f27reqert7eV5Pv2gZ1ZPIXseXf7HXV+bl3Pb6sq/7e1aU2E52BWaqKHUF05m0GfC5aNYQXRa1E4L6bSS1y6wOy1kiUV9ye/3+KhRJa8EwBvHIyu+VsHSVEtbBwzEnjj0Qj1HC0PUm+Ckl1ugmlni6tmlWd0Ls9lM0zTDMAaDIRaLDQ4OQhCkUqmueLnp4/9Z9tI+99jXhSBIZWVlb28vTdM5OTln5L2aCubPn//JJ5/s2rWruro6mUzu2LFDqVRmTte8+uqrRqNRdkoKBoO1tbVOp1M2sXO73ceOHVOr1ZWVE05kTmMsdnRRMUbMtEqNM0KxGn/3uOeKeROaEGk0Grm1fNIi9TSmVirydC0+Kms2pjJ3/Or2o8ZBjh/HyrQ3OJknyfQszSQ4TR+l5cuXcxy3a9euXbt2AQAKCgouuGDCTUEURVtbW+UeIwAAhuEZM2acnug3C6IoiqKIomibl0qwoh4T3HFp5qQD15NDTkeRd0nz1RIAIN+k7U6OGFpWWJUigA50hmVOlYvarDsRBIFlWYZhvPlEKpW6pKzwqe391YXo1p5R/dgUL/aFkzN/uMVuUDlMKrtRZVZASb/bYVLZ1EiSiiEI0tHR0Uujahy5oEyn06EQBF1dk//20b5ocuSutAoMgaC7VhWrIK6hoaOwsNBdnxg7M/fvWt/6SlNBQUE02lhqJf99qPf6RQ4w3ELPxLcvKK/+SbeawK5faJTz1xwOB4qicu/hs2S/ZKGtd/C+9wd+fJ7l6tWV79cPHO0JP3/T/BP9kXePeQRRqnEYghT77CdtaSGuVUPI9DkrT3fF3DynlRzX5WpcdAWT1/69QQKAE0ROEGEIEsRR6lZagPb382urxzkj5GUHhmFyZ4Vl2a//9eBP1hfSocF8jIYhKNOJJl1bOxyOQCDQ2dmZk5OTuVQCZ7rcT6OsrIyiqCNHjjQ1NQEAdDrdpZdeOtH/C0VRn88n16Yy8vPzV69efQb/v18GEASRbZYLpDkFuhd2uSbhVCBv2U5BKnAaUyt3rSze1uylGD59+qsJeKJ56Kfeb9QqoSQFsjj4jD+rLw9Ok1NRFF23bt2yZctkD/2s1ZbZbL7vvvvSP5aWljqdzng8nkwmYRjW6/VnagZOjk0FALgCdIlFRVFUf0Jam3NqnJpIJGR/3UQioVQqSZK0Wq1qtVqn0+UcbgqnRG+E5rihYNE5+dquYPKoJ3GjIEzU2UYQRKlUKpVKvV7f0dFRUVCwyiM29UcAyJ7fvaRMfdsCS5ABflryJXh3mGvzQZu6Et6EoECkXA2cq8UoV1+SF1IJirHlAgCcBuyH6/J/sKWH5iQAgAoFdy40b3XFHl5pCYVCmVO/WTNzWjXxmx29D58nORyOe8nQuhcbvza/YNysVhWO3Lqs6NX9PYyE6nS6SCTS2dkp750bDIZTkr1kIkur/NGxzsc3D7x9W5VeTXzU6H1uR/tNiwuffK9RZtAgxRzsDjktpNNCXjTL5rQ4nRZyiiHhd60ufuiNuqwy/ZYlDhRD6vside5IuUVDcUJ/OLtDHqAYMB6yPq5P/Kfl64uLLl1gf/aTtk0nYvctMr5yPJx2s3t4iSZXObTwN5vNKpWqoaEhEAhk9lQ/vwDn6urqWbNmhcNhFEXHdnHvvPPO9Pc6ne6mm26SF5GSJGm12i/YOeu/AyV6NEusDgCYn68M0vyejsDYdmi6FyWJkiRBn8d86ux83Qs3z7/7lUP00GcSfunWBePu7752sHeOjeAk9cetwawleFXeZFfR00sN+ZLgM+XSyFHSUzkSgiCtVnvGt5dkqusN0SSBlFlIiqLcMWEqvd9kMinXoxRFyaOKZrO5sLAwcxxIr9dX6kG9j2JYvt8fLsqzAgDmFRqbB7rrowJN01MRF9jt9t7e3icvryp74kMVCuiMTx0KQTcsK51TmpM55BMKEW1tbRzHsbAixAqE0fj8oYBZjb90yBvc5fPFUwV6BQkxJgWABT5fJa4p0fzz8OCP1phkJap8z1fX5L99tD+aZNOLT50S/+FlM2t7I7/Y1vvdtQ4EQZ66rOyhDXV/vL563Kf97QvK/7ana6+bnlVYyLJsPB5HUZTn+cLCwtPT/WfuCb11tH9Bkb7JHVpdbrv/zea+GM/w4qJiY8tg3Gkhz6+0Oi1knv70r+9Xzcv3xlK//LA1Tavfv7TirpUj1oyt3vhjG+v7wtneMR+eGFxe6r5mwWR63b/sdJlIvCpPd/4zOy+fm7/prprDhw/nLyX3ulkAwGIbpKEH+vvVHo9HPjvUanVNTc327dsZhpHLXIZhPtcAZwzDJsq8HIupn8LTGBcdoXHGf9sDzD2rS174tHMsp6bnU+UP50nnU09vamVFqfnlm+d9/aWjShT8/ZZ5iyYQED31ftO7d85MYbpdrr0pXkwvwRUocv/52drvTJxeasiXBOdefmom5Dr1hDeuxqBik5KXaG+cLTaP7xieSqXSPKpQKEiSNJvNk2gENBrNXJO0q59dXmLY3eaTOXVhifWXW1oZAQyGqalwKkEQWq3W7/f/6qtz/v5psyvEUqwEAIAAeHCJXrbnlota+fi8vDxJknp6evL1+kqCcDqLf7lr8PGVRqcOViqVogQCKVDv6v9XM4chUIDD/tXCpgTw+M6oo77RIbtYmFQOo4oTRJ0Ki9IcAACCwE+umFmVr6vK1+Eo/NOtPU+sc8zWsR/Q7Mt7u3tDNBgTlK3EkPVVOS/u6vzP3TWBQCAWi8npQ5N7Io5FNMm5/NTOFv+LuztTw+KjWJLd2eK/aIZ+lhVbX1b8rU3trqcvmfx+ThX3rnLaNPjfdncDAO5aWXL56GtQhU1T7TAcd0ey1uYz8gx7XME/7XA9elHFJbOHhLsbj/T/bW8XAOCu1cVKFKnrixQaVY9urHvploUlFjUAwGazmXh+ToEBAMAwDI5bZs+eDQCQg9ZDoVAoFIIgqL29vb+/Pycnh6Iop9OZSv3fhP9M48winJQ/1aOiJyMpYWWZ5enNLc0DsRm5owoJeT51aztFC7Aogf0D/LrSyRZYpz21srgsD4KOajCwqHz8FvTvt7VfNVNbYs9HEOQP18568PUT8vAdAUvPXVc1+UNMPWzgS4hzj1MzhTx+v1+hUBxoTwIAiowKdyxeZh1FqMlkMjEMHMdJkjQajQ6HY4qew9V2nVgXyjOoD3SFbj4PAADsRlWKl6rt2j3t/jLHlOYlbDZba2vrZbNK/rm/a10hdLiP5iEUAcId54+v+HU4HHJATWVl5XZXnECRufnakpISDMMEQeA4LsRI3mPdQEIAABAEnlihq3YY/UnJn5R8NH+8O/jzzS16JToYT6lxRKPALBrizzs7JQk4TKq1lVYcgX+4peexlebzi4gnP2iUJYvpOdf003jm2rkzfrAFwlUWiyUQCEQikblz5zocjvb29rKysnGfeW+Idg0NgA7tgPKC5LSQsRSf4kbpIERJsuk0iyzSdW92HPn+uqm8jaeKq6rtV1VPWHEOL/+Z9NqcJDALxu9o9s5z6P++r/tPOzoevaiysT/4660u+S166I16nQpRomi1w/DBN1em76qoqKi2tlaSJFmnVlVVFYvF5BlWuf8hGwQqlcpYLCbLbj0eT0FBwTSnnp2oc0d3uaIML01lcIXnuaz9VAAAz3EAgHtWlbywq/PZ6+Zl/cknHum5I2G5h/L7QzFYbZw9ofYfgGFv1Jd3d719rP+UPPchCMImmIBIccKfd3R8+kC1vEpWKAgUhSBWAgCgCKJQnrx1IYcNbGkK6nS6pbnIJGEDXzace5yabp4AAPx+v06nO9ETT3Jovhbd7eYrczQMw6TrUYIg1Gq10Wi02+2n4bhm0msNymi3N9ITopubm+VqskSPmJXI4Z7o1Mfg7Xa72+2+bpH9u283iCIMgKhAkTovs2K8SheGYY1Gg+O4RqN5/VDjrDySIAh5Sw9BkAYP9eOP+9P7N5IkPVdL/29V+YoSlSyM+tGHrgeWWlcXKgAAERby06KPFv+yz/P20d54SuyLJOMp3qDCv/rPjgTLSyIsr68jNHPvPw69eOPsZZVDPKTAkMpc7aNv1f3q8vJwOGw0GuUcOofD0dTUVOgs6wrQ6TkWl5/q8FN5OqWsIZpToLuqOt9pIeVY+B+8U9/hi2e9TJqm7/+Aev/BFacRcvDZMd7yv2ZJsdHtdu/pSWxpp7qD9Hc2nPBn6IclSYxQ4v9cUXr7shG5RyQSCQQCoiimA+Y0Gk0kEpGNlpRKJUEQCoXCZDKRJClb7+bm5mqH55WncbbhVAdXYBgZa/4FITAA4Mrq/Kc3N/vijFUzIvt6bV/XH3f2Zc6CPru9K9eguHbhZJkKs/P1d60qefu4ZyqEGgwG29raXGFBkECQ5l/bsqdQA1VVVWV6QT+9ufn2ar0sSpezlRLs0JOiOfH+V4+8fFvN/OLJdhDksIFKqxoAIF+sTvrEviQ46zh1x44d8jdr1qwZ94C0uReO49FoVKFQ+JhkOCUo2WibjyqxIr29vSRJ6vX6goKCz+hcajQay3TuZi8lSdKJjl6HRQcAsKEpXlAdH0imhUsnhUql6oyIP9/ckZ6nT/HiROrzRCIxd+5cee/tmDvynVV5mWP7m473x1Kj9MNhmt3c4K+5bKZarf7DtvaKAsu9F5SDYfmxXDwZVejrR72/vCCXZVkJRgMp8LOt7liKA9BItDvFSQ9uaFpRHhhyPzao7lhe/NhbdX+5cT4DK/pY1OVF/l5/0JsEHb5EiOoutWlkK/lL5uQ6LWSphUSR8av/4d0XkO6PKRHocHf4V9ctnKhR/wVAXv5nefAWFhZqteFq8wCqLbn+5WPZfwOBjYfcMqeGQiG/369Wq+Upsvr6ep7n58yZk7648Dwfi8Vomg4EAizLdnV1RSIRedj3izFSPoM46Vn534HTGBFBxqj8IAig8NB19Z7Vzhc+df3gspFxpn8c6M0yU5AAeHlP7+ScekpIJBLv7G/6IGwDAEoK0FN7opcZvYWFhWlO7Q8nP24ceO+uoQL63TrP2JH3TUf7J+dUkOEYc8atoM5pnHWcOpWTVjb3wjAslUr5fD53DLKpUTpBeWj4jnmlZaWWM/VkDAbDXDN0xAtmmPB/NPPOILeiAKsuNO1ws7wEdfsiZflTfaxPe+gsb6Mwzb51uHfs6SoPNWIYVt8XTXHCsnx0ijXNf+o8HT7qD8Oyo7T8GABwtdn8en04gpkXlRtZli1mWeeJWEeYzVpfO02KahvR6k8c7gx6oqlgghUlUPy9DzAENqiwPAPI1yBLHeQTl86syNG0t7fn5eVNJf17WWWBQ9/UHOCGzM8AZFFBd6woWlLyfyxqGNeD12Aw6HQ6t9utI6CxQ3qiKPl8vkAgoNfrS0pKJEnieV7uyXMcF4lEfD4fz/Mcx6EoiuM4iqI6nc5sNssfV4VCMVYnf/bjv5tK09h4pGfsiMi4J2kaesU4zVWdYoho71xR7Hx88+OXzEDgoeXmuIoE9BRlCpMjDOk2h3MSwxcbmgcfhGw3Q2Q6fO5nHzTdUWOwWIauXeNOT01lpCrLMWYaMs46Tp0K0ka1Wq02Lim0ilhlnk6lUvTFYzPyzmRLTaFQlOoRGOJbwizHg8ZQbHsn/ORlFS21bctL9Lvb/FPnVEEYZ7B63BvTzvXPf+qy6xVZ6V0Xzcp5eW93pn2ErAOs74u+tLvzPw+smOgJfPfiyqfeb377/mX4ELIrbAgCjYPJ2v7uQoPCrsNWFirzSPLTnsTRvtSSQi3NivlanBGkd+u9L+zrEyXgMKqMxECJVVuaY5CFUXaDatxS9dGN9d0RYeQpS9JgAswpHj8vdtx4gMw35wuY9YRhuLCw8I5lzBPvt4/+DXR+nuDxeNRqdSwWC4VCMmviOF5aWophmEKhkG8Z28AgCEKuZc+5IvXLg6mfpGlcv7TkvRPeODNyDIkjX18yUnTevarkxV2d9503JDu/dUn+Y+/EAAAZmibotiVn0hp60/F+atTqHSR4kB4ereuLdPliP7t0ZJf3NGLV08hyjJkGOEc5FQy3HXAcB4pcEqeKjcooK+EobFBNmLJ0euBRNScw6Y8bxYpPbXFBEKi0kQe6QndMefl+0nNPRiKRSFd+O1t9l1Xqs/xagxQzy0a0BBhekMCwDtBhUi/7xbYTP14/yROocRiUGPLbrW0aBeryUYe6QmOPuXRu7q++Nso5m9/aVNvfvcsVAQC0B5LfX5MzeyHp8Xi0JltMxP202Oz27z4R7KPg3giT4AS9ArHriRKbrtiikePzdrX563tDSW6U1RkjSG8fccta2UyMGw+QeUDmbrqMMzLrKYoiy7I8z8tf5aJzsQ26aQ75zxNUejVw2zzyzgtnYRgms+YUc1hlTC/qz35M8STNhNOAPbbS/PTOQZqHAAAKWHx8tc1pGiny7l3tXPWrHWlOzddgOCIw4oimCYfFPN0Xdx3+2QfNd843ZF5VjvUETyNWXcZ02u5YnKucmr5CuaMcDIEio6InGi81n/mh9YNeMWv/I0yzBTqCQEBt32T2XVmYna975qszH9rYIM/SqDHo2WtmjlUcJBKJnjj0yntNnkgSgsBShzprEn9708DKInV7gLltRTEY3gis+enWTx8ZoXeapns8g71hVs7Q7g0zvWHGHWWtWsVxd/iGxYXzHIbqQsPTH7REkyOdLo0Cu3VpUeZj1bmjrxzoF4ffgGiS+/lO7yt3LlxTUVFfXz+/pIDn+Ror/OrWQ3tCOpqHAQAMJxZhsUq9PkglPnIH6vrjgQTPjxdAxnDZE+KyViIrHiBLK5G5mw5OcdYz3aHlOC6LPgEA6YoTRVHZ1BfDsCdLSqyag2/XRwAEXTPL8I3Ll0zlgSbC9KL+LMcUT9JMsCxrk8JX2Ll/d2JqmL80n8PD3QxTll7k6ZTYRbNy3jjslnOK3jgeYAU43cyBgMQK0BvHfEsrxiewdGNmIMgAMKUM80tmmt6qdWdm+moI9NIqCwBgW7MPlbgLq0fFuJ1qrPo0Jse5yqlg+Ar1ypv1rADyNcheL1dhO/MJKuN+dq0aoidEKzGo1ROpyJuqHdeFcxw/Dfu2d8QBAOtKtetmZ+eqAgA+bR18eudgeGgzBFKos1/R7o53iCCHAAAgAElEQVTAYgtYXKAKR2MAgP4B+NENtT/5SmXTQEzW37r8ifbBWCzJ5WuRPBLJI5EaM7LGKn5l9TKTQf/QhuMzcrVX1+QDAPL1yrTwFYbAokJN1uVjXAeyP2933b3aqbAWNXT2zZ1ZSdPYuz4TzQ+VoTQvfdyPcng4lOCbQkKSE2vyVCY1tq0jxgojzApB0KY630ctW2U9lFzRbm2YklaiqKjo2LFjgiBYrdaxUVkyX2ayZpo7YRjGhoGiKEmScrmJYdgkWrbbz5s931gPAJgzZ5JAySlhelF/9mMqJ2km9Hq9R9S87+EAJCUkbLOXcNiyP073rHL+v1cOy5zq8o9jWO/yTbg6j0ajhw4d8gvqHR5JAtDmAw0mKLFmzZpJOLXMRNw5A7zUBKeHR++uAiVGHADwsw+afrDGmuW9k+ShsbHqo7Uf0zgFnMOcKl+h2r3xUFLIVUPdYfaC2VO1j5k6rl1U+G69N8mP7H9oFfiV1fnv1PYsdGg/bRmcOqcCANbVVFhR+QI9jlKuzh396Sf9sZFECOnx9zoKrIa0RKIrkICBtNPNMBLP9CQAAG81hBBI+ukHLWU2rdNKllo166tynFbS192WWczhuMFk0AMAHr2o8srn9sqcKgtf3zrcy/Dif+oHtreFJAmcdHC3vj/6k/cbE4wQS3LxTe4Em51fkRJAH42unpEPusJv3LNEbqtuOd79xOZOefmvRKRHl+uXlpiSIhJMAW9CGKS4I53+xjH5GACA/hhX1xdxGFVyV5/n+UgkQtO0Uqlsbm7Oy8tLJBLhcDhdcWY2ZnEcz9zgnOJQchame7ZfNkx+kmZBziqOD805gwQnvtQo2m3tV6ysSR9TYlGXmMlPmr3rZticVnXTQDTrTkqtExYDSqWyMchv9EgJDoIAeK4BurZAumhSAZFer18zI1fA4384EEZhcFe17rwynU6n23DEXWHCFs8oyjo+QDFjY9UD1Dj+UNOYCs5hTpXR4acNKgwWuc4wO3vM/txnR02R+bIS5M12HhqqsuD715RcvcDxiy2t19bkftwSvPv8U7i3yS/Qrx9wxUZHLIVp9s/b21dV2Fz+RKefOuaORBKCBBCQMaCqwuA/XT+nwqISBIHneZ7nhXgQRdGuri4EQXJychiGSRdzOVrF+lk5/9jXfeuyIpAhfI0yojcQ/M37xx75yohb4dU1+RuOuBPMSBNJjWMv3jw/Xc5GIpGffdj2Zp0/64WUWDR72gObvrEcAADDsEKhWFVufdDdecQHEwRxQZnuitXz5QpSDvaRB35WFyDf+8hDjSJpqHUg9sgbx7xxlhVEqwo24mK+XoEh6g5fTIEo12PJigpUpVKlK85T+GdMGdM92y8VTmkVtfFIT4RmQIbnQyTJHfAIC/r7M0MS715V8puPW9fNsN29qmRHi59i+PQaXYVjExncAwB64tDbA/q0CyDNg7c8uq9S0uxJtzs8oubl430AgngJvHQ8PrPUMRuAn33Q9M+vl421opRpPqv3OwnNT2NynNuc2h1MGJRosUkJAOiJsFUFZz76sc4d/ahHzKAw8fmdncucJqMKzdXih93ZVgYnxSQX6ODQHsYon7PanoherXBa1MucpkSKcUligB61Exlnxdf3uR5cmY8giBy0Lhsi0jQtCILH4yksLMy8Ojx2UeWCp7bKnJrGDYsdz3xIvVY7+MC6ZHoHVxQBDI1awMKwJGZIjvV6/QVl2g+bg5lEqMaR2u7Qnu+tlX8MBAI+n0+v11+zdsms5mYwvPxHURSGYQRBMAzjOI4giCoA7BrYFRFYAQIAEJDwVQeTQOC9g1y+GqoxiTVFRgoo9neFPu6gWB4CABz2s8/WHqrI1RWZSbtRZTcq5TZyjlYxuX74lHBGqPoMPp9pfN6Y+ipqIJyQAAyk9DkriSIIJzmO4yiKIskhZlpUbGR58bg7Um7Cb6jWv3gwMHQaQdDNNcZMTVMWNh3vj7Oj5AhxVpw8AeZgu/exTa2ZpfN33mq63BW+uFxbVjiOT+EwzXPp3q+amIzmpzE5zm1ObfdSJAEXm5S9Mb5IT5xWb+8k2HS8f2zt+O4xz+x8bXcwaVMjjZ7Y5BkOWRhKtGb4Dj/lGk4xk/38rCSGwJIggfSaV4VBL9++KF0X3vvqEUYYJ4dJr9cXFhZm3VhRUVFfX59pJixDhSN3rCh+bnvHA+eXpm9cUWp+PCmUGvFXPm2656L56dceT/GZC9h4iv/zdtcPL6/K1Q1t5ywqzVltbf6gH09TrSDyH9y/VBRFv9/v9/sNBkNRUZFcQzMMw/N8MBj0er0sy8rvRnqD85WjwWI1t97G7O/nEQS5sFxvhIHNZrikMDIgavd7oe9tDy1xkId6EqwAy48GQ5IgSrPIeEmOyUsxu1vj/VHGHaKDiZQAIFGQAACvH3bfs6p4fVWOw6j6P/FsAlPQM0/jrMLUV1EoimRnvUESgqB2u72trW3GjBnpI+9d7Xz+U9dNNbZ/HvECMCRTEkXwj8O+1ZWBiTRKwxi1zp4c79Z5Yikus3SOMcK/DvbtfmDuuLuws/N131hT/KuP2tL3/D9rnVN3QJxGFs46Tp2iY4u86q/ri/CiWGRQdIdZp/lzcU8NxMfJ/wpQzNwCfcNAuCZf/WnL4Ek51RNJuvxUhy/RGRiiT4rhSy2k06p2Wsgr5+U7raTTon5vT/33PxmghqX8EJAQCEnXhYe7Q2YVUmxSNPrYqeRUyC0sHMcRBEkmk5nM+p0LK5yPb77vPCcyokAENyx2nOgJbDwRvqrGNzrYZES8AACo749e/ee98RRfZiPLrBqSQHd4FUAaGT9FIXhrbYsRJEiSJEkyFoslk0mZNWfMmIGiqFKplDc7M6UcHzYMelPw3Uvz+/r6irSIJEkWsyKREAoKCmpqaiiKOi8avX+B9smdgZQgZdo/JQXAKcxOOHBelZ3jOIZhOkKqH24bSMudkiz/px2ud4/3++IsjsByIZuuaGWF1OT/vs+I/4IA5y+Jj9JpAEPxsd6EGIYiCGKz2TweT17eUGl40aycpzc3v8wDWSGfPp7mwCS639n5OhiS5NBzMJTPCiYfHo2z0NinVGbGZCfCsahzR/+6u1uSpPSf/GVn51Kn6Rz6fJ5VOOs4dSonbeaqH4ZhKsWGEkz557MBIK/2skLBIABqis3/Oea+Y0n+O43++88f0TJwgujyUR0ZRrguf8Koxp0WstSqLrdqLp6V67SobdrsFQDDMDu7ExQzSvhKsXy6z7OjeZDhxTuXOXCV5raXD2XOp060qJRbWBzHDQwMlJSMauY8elHlr7a0fO+SkXX0jYsLl+3oKNJju5o9VxgMGIaNzZnSKrDfXV3pNBGRRKrdS7kCiXca/DQnZvIuxUmHBqUfXbFY5tGp2EN2+hO//qhl+8PndXR0EARhMpkCgUAoFFq+fLns0WgwGAwGA8/zliOUBOJZ1wtahJctW9bS0jJz5kwAwIZ3G7L0w5wgzrOg919RkBRhHy36adFLCcd6Qu/XedzhZG+ILjAo0/Lj9DdG9WnOOksSCFBMkGICCTZIsa/u6zpVd56zDdNUOiGg7LIRGlbQGo3Gzs7OtIULAOCe1SW/3tI29vj2wQm3kHa0+MWMzpT8gd/R6ptseHS8p+Q0ayYapx6W94+cwtMB458FZx2nnhRZq35RFF857C004HevPGOWhJnQEfBYUZxOgVQ7DG1BttxKHvyg67VDvWn6HIymnFay1KJ2Wsh1M233WJxOi1oxQTpEJhKJxOQdp48bvQgMLa/IC1EMgYJbFhcCAL463z5Jl0a+Q5nbYrFYpob+nlUl837y8X3nlepVQw+qUaCryy0kzL/dFK0wtuTm5pph7ofr8n/8cW8sJQAASBz+0brcHAXPspBORSwtJ1dVYV7G1RHszXpcrVY7Fc/CNC743adtT10MAEilUlar1e12m0ymvLw8mVDTQFEUJ8axf4IABMNwZWVlU1PTzJkzx2Vxk8nkcDhYli3gOFkYxbIYx+EwrMdxPMRA3oTgTQiD8dRHAzF3OOkO0Qwn2k0qu0GZxbWcIAYoJkixadYcYlCKDVJMMMGGadZMEiaSMKtxE4nHh0Reo9p3k7vzTONcgZkcZyvUNHyj3W7v7OysqBjKIr1xceEP320ae7xDP+Hq7VRnbwBI6xdHfd4UyukQpC8I5x6njh2ajLOCK5iaeSozLVPHsP/7SGAvBsPdgcR1LxwQAbjpX404Cu1o8S0pMa0sszgtavvpNhJpmr5yXu6G46OM99J9XYrhu0PJ26r1BEH8bXPDDQsKvv+VWVO/85ycnO7ubplTRVGUNbcPrnJ867UjVhIVRXGtkyzSwkut4oaG+GCM7Q0rCSJkMpnWzSpw5Jg2N/hhGE4bzWfimoWO/9QPnmpmciYu/v3u9x9cgcBQMBg0mUwej8dgMEiSNK6H3ySXMJlWGxsbYQjK8lqDAGTREDKy/lZ+K4wsW8hxLMvSKcYXBUEK0KJ6MM52+ih/jNvti0RTYoIVUrzEixIEAIHCagLVq3CrhsjTKwpN5MIio5nETSRhUuNZBe5hl/eWlw8nhZH2nQIBV9ec3KRmGmc/Js8MxzDMZDINDg6m+65XzbW+c3wwY1Qb4DC4bemEU7CnOnsDAOA4dmz8HMdOOBtzerHn05gI5x6n8ny2/w4AIMmJt7xyXK/CtQpMq8R0SkyrQHVKTKvEtApMp8S0ypEfVfjJq8Z4ipebt82ecK4ackWH+imSBGYbhAurbJX5hpc+bZuXq+70RvJydHeuKP6Mr4uiqEYfdp5Tt7cnzvEiGN3X3dXmlyTpxiVFPM+/cyLw/rdWT35vsmdQpuNBLBarra1VqVSSJMnbmQZc2NUZkqNyPumI/eHrc29cN+Ovx3ZePte6wwOKTJyc77ZAq11QMr43L/gMmckyvvXG8XtWlci5zcFgEIKgioqK1tbWiSYZ5tp1MAyJGd5WGALT1FDrrCeU/O72cLGa/81lhU9udcvltYZAHlmdu7cndP1f/Y+tr9SpsKEqM8H442wwwQwXmmwwwVAp3kQSJhI3KDESFdkEnatESlWiGhWVkIAJyUVzZ2JqnTch+BLCQJzzxFh3OLnPFfRTjN2gchhVDpNK/kYubTUKlGE4SYIy+9UQACl2nH36aZxzOOnn32w2u1yutKDh8YvK36kbJGCREWAAAAaJWhyaWzhhmMQti/I+bhxk+BGZJIHAtyyebEGWTDFj91NTzISft894Ck8jC+cepw4XjiNXVQIGuST6r3uWRZNcLMXFklw0ycVSfDTJdQcSsRQXTXKxJB9NcrEkF0txrCAOE+0Q4yIwEEQpyQtUUgglWD+VYgWx0KgutZJFevz8XKFaHT0WQPo4UgLS+ZbEpTNNOp1ucbH5UMfAWqf2343+b64dP6Z7imBZFobhv+7ueuai3N3d0f+X4TsoH/DK3k6HFsm1GN851DEzV5OjVYDhNLcs2yDZ+kDOvs4026uoqHC5XOXl5XIyRp07+tS29nT2XIRm/+f1ulfuXHjDYoc3Sr/f4P7OusX9/f0FBScvp2TviHdq+8DJetFZ+POOjjy98kq5EKcoiqLsdjtJkhNNMjz5XuPh7vDPrpr1qy2t8vlPoPCKMjMPo79+Z79EaN5r8D98QTkOuG17Dy3PN7UGAcsDFQZe2t/PACyQ4K5+fh9JoBU2jYnETWpCFKXuIK3A4KtrChYWGUxqIt0Jl1FfX9/iS+3pY6IiWFGAVViU5eXlDMPkcRw7BJTjMAwzSgD2J0VPjB2Mc50e/54WdiDGemIsDAEYgkZv74KUALa1x5ZWTPF9msZZDfnzf/kf966tMH77wnG8DO12e3d3tzwjDkvCihzgj9BNCbUEwAWGgNli+c7GE8/dtHDcO2cYDgbiqHk2SJx8QaZUKgAYtUELQeP7wWW9hJ++e+KoO3ZKsefTGItzj1OXVRY8ttLziz1BmhUBACgMVtpRtZrMNyjzDSf3+2V4sW0w3uCJtg5SLn+8N5TwRJIkgelVmIZACRw2a3CjGk9xQizF7e0IfJjkUBhWwDpY5DkJggD0nlcb3NWnVXgTLH+4L7GixFDbHW70RPVKXKfCyNOa1qBpeo+bmZenao0h1y1wPJERuCjz5VF39LYqPBKJvLq/+/r5eW1tbbLZXtokaCpmewUFBX6/X25Djes7+O4xz7cvKF/09LavV1teOdh/bZUmc8ZuEowbmjY5Pmn2Hu2NvHTrAvnHnp4elUol50+N3Vfe2uR9aEPdLUsLf3jZzADFnF9u3dXu50XJYVK6fIm90SQjiACELWr0pT1dJjWOYFYoGV9dbNQrETUimkli8bwqC0mgCPSPfd0/fq/xqStn2Q2KtNLteF/0j9fPc1qyX6lH1Px0d1+ckQAA2zvhn3/FVMgwcrib3FuGYRiGYYZhJEkiJbFCC5WRkpSDiiKMIGqVShWhuef2+/e4p91T/5sxO1+PQNDXFxaMy0Y4jhsMBq/Xa7PZ9Hr9/EL97waGJEHbYtYnaqz9vOb5T133rnaO/dttrliSH2XGm+ShyRdkGtU49JlrOMlZPDtff36F6YQnPk2onxHnHqcCAKxWCwB+eVALBiCQgpwmYWBgQL7AQRAEQZD8fYjme8KpzkCiO5jqDNKdgUSQYp1W0mkhnRb1tQvsTgvptJIEOpk21RuM7D5Y29Dmes2XK0iITonbDao4w0sS8FPC5tawWoHe98+jgiRFaS7B8jolNnELeqgRnf6RQGFJkqLR6L+O+r65SPfice/Dqwt6e3szzfaaA6wggosqjZ2DkcEkdMWi0tMz2zObza2trSaTaRIxlJpA11ZaS/N0v9jS9tD6dR0dHZWVlaf0KBMh0/RAp8R+8l7TrkeH1KTBSKy5Z7B8zoIdrb7jvdE9rkCKFaxaghckP5XqCiRYXtQq0C0Ng4e7QwCIdX0xhhMBAKwozS3QMbxAIPD8IuNsG76yALdYLG63u7MzTlG9RsLIMIzT7DQQQM6hu3VZ0S1Li+7759GtzYPCcA9Znm956ea5lVa1vIjheb6+L/bY+53x4VAiihW//77rd1dKVblaFEUVCgWGYSzLhsPhzBVM2uI8EAgMDAxoFYhRq4LhVGa/enq/6ssGi8XS3t6u1+uP90aePxJL7/UzAnj608A/7yx8bmdPRY5mTcVE7qqwPD120vnU2p7wtiYvAFBmHCQAUKX1zOeLTGNcnHucWueOPv5eB80C2ZqWFcEJH7+uXInjeGcg0RWgu0Op7nCqO5jsCacIFHboCYeeKNChlzoVBdUaswqWJDnaiIPhKByP91AjHCwDDNcfMhAIytMrvRiXgzExSM1K8BUztGq1GoKg/e3em6ot5QYMJ3WPXVQJAJAkMLYFLfecBwbpSIKJJrkozcUZPpbi5ckZNQ5DkpjiwV+PRnsi3IetYb0K16sIvZowkjotgr56vDVPA+UWlj77YcMty4rHuotNHbm5uQMDAw6HYxJhwo2LHb/9pH1Vsfbvu1oXGLna2tq0/vb0wkpDCfajRs/TH7bGkzwA4N+H3RwvnFdh/epf9gUp1k8xLMcb1bit8wQMpCYvxXIiAKA7iC1zGnsC9JNfmXXNggJ5lLbOHb3974eY4eS4RIo71hPecO8SDEGufWF/ijeplcricJvH42FZFoIgufz1eDwFBQWyYZNcZeoJSRgdOBSm2df2tD+wIk8u+lEU/aQjOtbTf4eLWludMTrFcS6XK3PrNxaLSZKUSqV0Ol1FRcWhnuh7jV1XztJv64jL+7taBTq9X/UlhN1ud7vdf9sXokfnHiZ58W97ul6+ffHSn29/+/6lubpR5Hd1Tf7G2p44I6YFRySBTLQg++DEwN/2dNUUkJ+0hbJGFT5pGvzaos+q+ZjGVHDucerYpqUgSS8cCv5mt08uOp0W9doqs1yMahQTvkBJkkRRFEVRplgxAwCAzB8lSbJarWaz2RLhFATmCqZ6e3s1Go0kSYUasLe5L5dg3jkRv8wuQBAkiqIgCPIfYoJglCQtz0uwJCklVIPiOI5hJJ4BCUYpRrj/X0fPLze4YrAzB55VYIil+CjDuyOxaDIYS/FH+yIaDL7ouf3RJK9uj//7cN9UpFg65ThqLK1WGwgEaJrOEiYoMCR9oV9cYvLHT9x+QenP3m8sXAgnk0mapuXSdmxYaZIThqZK0iMlCTZIMUGKDSTYQJwJJhgtgVMsl+awFMsrUGRJiaHGYTSReCrsi4cDCxculPmSTfMlw+1qC2y8b0lmV3njkZ6s/36SE9463PvjK+fseXTN0p9vj9HclXNtStTXEeIPelFJMixERDwc7uvrk3NpUBRFEEQab7UfE4ni4uIjPeF9zd597d4jQ1l+o2YSeJ5vamoym81ms1nuvUMQFI1GURQVBCEajbIsW1lZWVlZKYri9zYe29EWuntZ7ncunt3iS7y45ZgkSfddPH+aUL+EUCgUGo2meTB78AwA0NAfAwB8/O1VY1OQaToliiBTcAREadz91L/t7artDr9wTfnVLx4BcqEqDX9uAdQdSp3pFzSN8XHWcerpObasrTA/e8OCU3ogCIIQBJEFO1NBMBjMH+j0KVWuIIurNHKKZ01Rcnerb/083R/qY0leVCAQgiAEQcj3LDseoCgq18GZLC5/wzCMKCabe4Nxhr+sTH3dBvc/vupQ44z8WwhCYBg7OpDa3wF+c56yLgAaw8RjawspRkxwYoIVE5xEsWKcESiKHQwJcUagGDGW4uMpXq6DWV7UDvEurlViOiWqVWIqBEDHG4vzbVol+u11pbXdEYrhe4L0oqIR8eGNiwsP98ZydYrGOJyvUR0fSMAqPEAxFKfY9klPMMEGhscxJQmYSNxEEmYSl4cyC/TKuQV6E4mb1bhZQ5jUxE/eb3p5b1fmm5niBW+UmV9o8Pv9KZ6x2+1gvNUSwwtZs+cxepyrSTgcljeYN17vuOfdvr/vTc7N0b7VIcm+yCcS0E8utKMo6nQ602Pv8wr5N475MvtjEoD2ufxF3/1Ap0CrcpQ3LCn+toH8f/84mFUi3LyyojJXEwgEWlpadDodhmGpVKrOHa2PEaIoztEmqwtNCoXio9r272/uun5+HoQg37u8BgAwO1//21tWgHMz8W3aR+mMwGazpbi6sR4yrCCGQiGj0fi32xZe8/z+N+9dmv7tu3WeBCtmLuwS3DgBiL/4sCVG0Q/UKHmer8jVuWMBCRq6skkQJEmg2Dg9n/oF4azj1JOetGOblggM37o02+32MyK9nZmW1BqNxiJ9X91gHIbAgRY3qcBQFJ1boP/7QY/FYlngkEKo5cKq8d2/JsdPt/ZeP8/cB0zLS1Pz54yok2Tq/dGug1YVNKuy/PevN3/3khkFNk1mVT22yM68hRPEWJKjWDHO8PEUn+AEmuMpVvRHqN5QghaQSFKIswLF8EGaL3tiMwJBKAxBECQBkOIEAMCRPkBikBIFJBbS4FBxnslG4nPzdXaTutCkMpHEVAaTJkIikaAoCoKgLG+HrGN6e3s5juuPpF45Gqj1JHEEyoxiVWPwLasqi+wGeYN514wZV/1p37/rQ4I0tNtMc+BHH/f98qLcYPBQYWEhShp6Qql3jnsAkLL6Y/NzySfWFTREkJ0dkUfebpyZo2F5KbNEYDkhxTIwrLNarVar1ev1dnV1HfUkXu/XyoZzjQm13orv3OrqCPNbHlrzyy0t371oZDf6XGRTGdNUeqYAwwgEuKwPHgITgUCAJMmFRcYr5uU9sanhqSuHps8Jgsj2EwZS1pj1/a8eylWKDyx32Gw2BEFWlcY/aQ0AII08BJBWlU94ik3jzOKs49STwmnAfrA2Lz19iCHQQiuozDkdY8Ks+ZM0fXIclxbQyt1CrVZrNBpXz038uc1DYHA3jcue9fkAhFKNEKaoySf3dwZPg1P9ceawO/7MNcsf2tR2w6JRKwMIghKsWOeOXlyEuoJJRoRXVo4TKzEuREmSW7IszMYlJsiyAYEJJJhgggnE+UACCsRpDEEMKtSoxorNam+MIVBoldOoQAGGQAgE3qn3F5sUuzrCc00SAoEQlZSA0uWN1/dF44xAMUKSl9QYTBIIicMkDmsIRKNANQQqf6NVoFolqiFQnRKrzsX/jSEyScvQKrBVDsXx48fNZnMsFuvv7+d5vsbIbcDhBCull+Qkjn5lti0qEn896K/tjXxrXflLd9k/ru99aGODHMWqxqDfX1s13zlqfLbAoDrmDo+8jUBKsNIvdwd0SqzrwzoMhhwGguKGfpWZb1Vk05eXlZYDcPVCAAC47X8PMPyoFjEnSr/+qP25G7UQm4hEIqIoplQ5bw9E6OGZaZoHv63l7lih3XRjlctPHe+NPHPNXJqmfb5RVh6nty09jf8CyEvQrA8eCoOioiJ53uamJYVPbGr454Gem5YUAgDKzUowetgUAFBpG9pzjcViN7985IpZlptXVaZXbIfcibHzqQd7qeuXfVEv8suNc49TWZbV0p7vLlHvdbPJZHIwBRfhFMuyWekrMiRJGju7Kd8iE2d6FgXDsLS3+0T1RF6OzaIaMGjUJ3xcKpWSr4kzbOpmb2KWFfvNnuBpvJzff9x0aQkuoMpjvZH/vTV7Ru2NI241Di0vMb5R67l1+YhhL8Xw6e7rkGVBgg1SjH/4lmiSk1uylmFzHzNJFJvVJjVh1uBmNcEnwmoFbjYPpaP0huibXjr47YtHvJmqikK/+bj1OxeU7Wj23D4DiUbBrFlVDseI4YskgQjNRGk2QrOxFB+h2SjNRpNsLMX3x5kmXzKW5GMpLs4Ig3GOyxAEwRCwKIXfbWkwaZWI0GHSqnQ9jMzKEhABNOQ3JAHo4grtS/t62wOpWxdYH1tdCUHQ4ODgXBvx4GxwwCMKgrDKoVjo0MXj8bSgDIKgDn+2eyoEAQDgp6+eW2IhGSoSDAb7aPibb7cnuJE2HIlnSz+Krdqd7dn/09Go0/QAACAASURBVANd4fOf2cnyUr5BaTeqBqJMJDnKhEQCkmyc+osPW757cSUAgGXZ9vb2TB3T2G3paXxJUGFV9YRTUIa5riRBM2wqHMdNJtPAwEBubu5TV8669oX95TbNomLjif7I2J3/ut7I+sq41+u9fWPX01fNWVkxak15OnaG0zhzOPc4Va/X22w2E8/PKTC43e4nj4CZFTqFQkFR1NiKUxTFTOsDHMfVarV8y2k04oxGY74KGAzK2q5gMpmUr4lzC3RNXvryMmUgwQQp1kSegvG6KEmvHRn45K7KN464r1tgl2/kRSltHvvirs5YUjzkYd5vjVGid8MRd4BigwkGR2AzSQyZ4ZG4mSRKzOqFRUbL8C0G1cmehkHZ2NhoMpnkgRyHUWUmiaO94RrHUK77omJjIJ4qUAn7uhOphIgAKSB2rhSE3NxcgiBknyZE4LQIr1IKFpTnFSKvBRwH8TyEYRpZOtvgTT38n84frS+qNoO2IPuJi+IlqDpPDRhKpTdxAOv3h1ClJpzkeuL8gbpQisuYFZCkDfUhM4kVmdR7ehL1XoYkEBJHUJGFYU2FMaZEYJ1Ou/3AsQKb0azTpFvfNqXUPOblVphQkg0GBsIAAEmS2MGO6wvp17oVNA8BABSweGspb0KS0Wg0PYt1aZX57aN90SSXvhMSR763vmTDMf/r9yzpDyf7wskXdnWO++4e7Q0HKfaCmTYw/InleR7HcQAAwzA5OTk63bRM6cuIr83S72wLsBKcbszisHDNHBMAwGQy9fT0xONxjUaz4Z6lc578eM+ja8a6aQIAUqlUvzfw1Vdc7z24osSSbaw97iXIfCrXpWl8Fpx7nAoAKCoqamhowDCM4YRAErKp0N7e3jRTyvo6mUGnLkGaCgiCcOhQgEORJJ9KDenoqotMGw+4rp1tqLRqHnqzrsSsnjx0OpbkAsOV5RsHOivNxJ8PBTc3BUut5PnP7AxSbILhZckPhsApVjAqgSfGLS423ra82ETiZhI3qQl80oHaqUBOLK+trU2Xqqscio1HetOcynHc5VXG333SxkvwngEAAHTYn3C5D1y+qFyhUMhZ4umxE5VKJX8j3yLfwy8+bDnmjhz70YVMIn748OEcjeamShQAQFGBGB9bO3d2PB4n55Tr9XoAwFu1fW1eKpTIliCtKrNet9CeHknyReL+hCgi2t4wS7GC5OOjSSFKexhe0CoxnRLXKTEYRhAYFsQMOzcUWVGRF5BIDYpoCFRvgHNzc9mdO+9T8vv7eQDAeUWqyhwdgiCBQEAOjJN99u+cAZ6vl2TeVaHg8dXmeQa+Nxd5/PUD9y+x2lH4tnnaxv5ILDVSqmoIdHWh8qf/OfGNlY5wOCzTs8Vi+fBgc20QhmF4sQ1csbIcTOO/CHXuqCCBfx/x2AzayQPnZ9jUNcTgwVTuUO9XAvOJwXJrtfzbwsLCxsbGmTNnQhD00bdWrX921x+unbXxSG+cEdMbIkoEWlpq/eqrbYeeWKvGx7mAG9T4WBmU/qSL7GmcIZyTnKrVajUaDcuyNGFwaOLV1dVpYvi8UWEjd/UlAAzqeiO5ubkAgGqH8ekPmo4N0Mf6IzQjfNoKNh7tv3dVSY6WkKdKRjVpE4wKR4cksmp8X1fk6tlGhVKRq1M8celMM0mYSFynHCqgH9lYD0Su2iDsHhT/eGOVbIp7psAwjMfjoSgqEolAECQIgjVJvVivvH22Sp7gxDCsWIs+Gxwhb5oHG/u1V1mKqhzZeoc6d3TTcTcAQF5PeCLJ214+fHVN/ht3LwEAKDMKNYZhOI4rKysjSVIeGwUAeCLJZ7a2ra/K6fBlt22NanxxydDDRaPRWAy124cC7ECG6oeik+3dfUkBKLTGUDz1aXP/hrqg7JIKQ4BAwba2wLsnvPLocDTJYTCsUahRkcUkSIlKW91iHSVp3F16Fa5X4QZSYVDrTCblFZXq2VXhN/e2AgBuO2/mwrJcSZIqKqRvvHasKU5cOMOSkyM+oyAfeqspnuIBAGoc+dUVpQGaU6JwlZWgaVrWix3sifz2aJJiAQBgZzdSVM6sGM/NeBrnIuToSQlI21oCR92HJw+cD0O6Bj53RMcLgxN8Xhgi0xag8sZqcXFxrk7x86vn/HZry0pzYrNHMbQhIkGzDezvP+1ufHL9RA9hUuNjo7RM44VPTOPzwDnJqQCAoqKi+vr67jBbZlXLLbUvABGasxh0TbW9GgJ74cBAcwyRK84AJTzyfk96xzCeZH+3tW1VhanMojGTRGWOdqRJqyZkNx8AwEvbGlBgvmmW6pUW8Z7VzkXFxszHEiXprdo+iwpek68kFchpEKq8l8xxXNpPP+0QxHGcPIaLomg8HjeZTDAMFxfkLopBHUnlhVW5cn3/elt2LlWCB5uO9s8bzamZcbabjnuurM79qMH799sXlttGaENuLQiCEAqFtFptUVGRnEIj//a6Fw+8cfeSSJJ77WAvw49ImTL9hmKxWDQaTW/oZrXuSZWyemZZLBbzeDxaBSrpozNWkHvdLABgpZ3oCyeOxsVN31iePj7JCbEkd6S+qd8fphhRRAmjLZ9ixViKd8W5mC8RS0Xkyjia5OIpXo3DJza1ahWuofFfJf69Tc1NXjpfrxyIJARJlFvWEAQRKs3vt7Q8+/Xq3Jyhl1/njv58Zys1LFSPM8I5l0k+jYlwqoHzm47307wEIEjeUBUBlOClzIExtVqtVCoDgYDZbD6vwrKlzv3mMSJz5uuQH3vt9smsoocnI5i0DEqnJKZ9u74wnKuc2hkRX2vhGn3cwkLFGeFUhhcDcUbeE50oF1OjQI0qLJoUDSTaE2FFUZiZpzGT5iPdoeDowUpeFEtMZGbidxZ4nn/l8MCfb6hW8bENR5p/9bUR13jZw691ML6i1Nzk9jWE4VuWjW+AIqe2pckyzaBp1pTbs3KfNm0ILHdoEQSx2+0NDQ00TavV6lQqNWvWrK+pqQ8aBi6eM5lv/htH+us9VJ5ekatT5umVLC/+aWdHbHjTMZxgXjvg3njfkkxCBQBotVqWZWX+JghCo9H09fXJruKPbKz/5vmldqPq7W3tl8zO2dnmH5uPQVFUKBQaN/0t61G0Wq3f72dZ1q5V3LfUBgBgGKYqX7eIyLnhrwdeu2uJfKQSQ5QYsmpuWX19PQBgzpw5Y2Nw0npdnucpRkgKUJwRcFKfEqBYirNqiVf2da8ss2xt9rK8KOugKIa/4++HIQjc9NJBrRIlCVSJIe5wclxr5WlO/S/ARL7ZE/1zA3F2rCg3QI0yZMjJyeno6CBJUqFQRBlRkDL7uEAC4LUjg0srJjxJp3Nm/m9xTnJqZmHka4le7o6vLDuJhDKUGMnzCozy/Rm6hRdEs4Ywq4khBwM1nqMlZuVpTWkpkBqX7fHW/nzz4nLreyc8dy7OlfcCn9vensWpY5E1UPHRiX6rCtbDqY97Ul+bP3J6ZL40AkOcJNjTTT37dX00Gs2sMuWvAIDMXUxZuix7TcisOflTklvoMAx7vV673a7RaC6bo/nWG8d4QZKL6eEFL5c53PKNasWCeRWDMXYgmuwNJba1+GMZKh4wnlEDTdO9vb2lpaU9PT0Mw1RUVEQiEY1GgyDI20f7BVG8ZoH95b3dEZr93XXzTvRH3j3mARmxPPJbV1JSAqYGi8WyfPnyffv2cRxntVpTqVR5eflsjQZF4Gtf2L/hnpGBeo1Go1AoJsqVy9LrQgBA8Xh1eV5aXlRqIf+wvYPlxaw/VKJIkuODCUaNoyocSTDjpBNO478D40ZPjnvjEKBsGS+UKQIeRlFRkWy13ekfR6/b4ctW9mZhRan5iUtnPPzGcQyBfnJ51TLnF7Q1Ng1wLnJqVrOFZoUH/338N9fMNpOKIY5M8+XQdiYbTDAGlezyg5vUQxw5p0CXeYt6ynkyJUaFGuEoRkjQSZlTr6jObxqIZ/rHojC8s9W/sHhw/fDEauYFmuf5DSciV5dikUjkg+bIQ+vKEokEx3F17uj/vN2Sns1gOKE1Aq1xqn0+X5o4Zet2+cdxw2dOCXILHcOwtLzwquqCd471XbPADgCYna+7Z1XRLz9qG74OwA+sLV2TI4S9HWvnzFEqcwEAAGR7JGXB6/UmEonS0lIURb1er0xgLpcrLy9vIJr89Uet+793/ttH+0/0R3577TwwJuImlUp5PJ7S0tJTel16vd5ut8fj8a6urqKiIvltX+Y0oXDFVX/e+879I03giXLlwBT0uldW5z//6Ti638vn5T1x2Uw5oSgSidR2+R9+r3s68/m/EmOjJ1UodPGMiQ0Whg4cZXg5dloGRVGbzdbf32/TKVt8VJbgKEd3EkP8XW3en21uBhDEieDH7zebNMQkW7zTOLM46zj1pC5oY5stEZr99ut1Tis5xJEkUWBUznPoTeohzzyTmjjFBJfJMCNX2xGgIAja6wpcm5cLALiw3Pi7jwCMwXFGBABoCOTJCwuK8mwv7On9zUetD6xxXjTTgqKoRqNp9ib3D/D+eIrmoFIdONruHggjVijm89EYhm1u8mcNOwoSMOn1xcWfl/m1XKjhOE6SpOyOdlV1/nPb22VOrXNH/7q7G4zMtojP7+xcescCRTLp8XhIkrTZbJN48bMs29PTo9fr0yWmTGA0TUMQpFQq1/9xxxv3LNnW7PvghOd/b1041huBYRhBEGbOnAlOHfJyQavVCsLIBu2iYuMPL6u67I973n9whXzL5CNVaYU5BEFyvZt1wK+vmfOVP+7N9DhU4ejNSwplQo3H49FodG112XMawzndi5v2JpwI8xzGe2ajf6nnaV4CAKhQcP9cdJKMcQiGsnyRABhTpQIAADAYDBRFKRARjBYcASBpJjUvO9Ut3mmcWZx1nHp6J+11C+2ZmaOfK+YVW7Y0B6waYkdb5NqVAACgRgQUCNcWCW0RCMfxRVZJ8DRjWunhxRpXAHn9kOuXHzbdOt9KougztTTFAgBgBQondYVNofBNyyxlZUNFGI6Hxj6c8nP+F8k8h2FYR0eHSqVa5jR96/Vjvjhj1RDj7hX95/jAnfOtOI6LotjW1lZgsWTaWmkI5Efrcp0mIhAIhEKhwsJCgiCyyHJwcJAkye9sOPaNNaXeWOr5T12ywWlWr5Xnebfbfckll5ze60r3dWfMmNHe3l5WNhQaX+3Q/+Lq2Rc9u2vLt1Zlxs+NOwIht8f7+voAAFardWyL+JEN9QQGpbgRHzgEBiKQAAA0Tfv9fnk9IWc+Z/W0zyFMU+lEYFmWYVISgOX+rSSBFMMyDDORoQfPCWP3U3lh/F6x3W4HqRYIAGnYdwlIAILB5LOmY3MmwjT71uHeaU79YnDWcepJMUlh9PkhLfzhOK7ESPRE+Rq7qm6AamxsBADAMFyogRhOuDRfyMsz8TyvVBpLSkogCMrPl5ZV8S5v7Dfbe/b3RNN+Bile/PFHvaIkbv9KTfpRzi9Rv1UL6IzzC4fBWufnO3SRLtRKSkpaWlpmzpx5VXX+O8f671k14f6lyWSSfdR0Ol1jY+P/b+9Mo9u4rgT9qrDvC0FwAQmCFGnutChZlkRaC2VJtmVLjhRNx5E7znEnzjLp7kmmpyeZOJOTZc6kM0lnmc4kmU5sJ+3T9sR2YsWOJVuWLJmULFOWREoUJe4bQGIhQOxAAShUzY+SIBAAQRAAQYC+39HRKRRf4d0q1Hu36r674Japb2xTRZxsRZ7ZkRFKrVZH3uoYZWkhhecNAZqmm0UeB+UkMGW7Vv63L/Wd+tpOplm0rTUcDs/MzLS0tGSSGyHyuKDVaqPVaotG9rMn2jt+cJoI0xF35YQhEARBBAIBgUDAOHzNzs6WlZUxJnejk9j3k/d31auHzK7oVHNugvxz31xdET/GZJ1G2XYg/5l2Yy+OcYg7a+pEGP1+hPWQh25d4rYNkbGOFxiGyNCS66/HOja8P3MjQN9WwxiGcXH68XvLkogUbZhJvhNYDTJdkFsRwWDQ4XD4fL5MvoTJ9yvl37Z+iLk482KUoWwkSRIE4Xa77Xa7xWIxGo0zMzPj4+PDw8M3btwYGRmZmZlhqqQJ2JiYh9cV8Sw+qrS0tKmpqbGxcUdT5VyAKxaLKYryeDxCoXBmZmZmZsZsNrtcrgo5T6cSxZQXc/hDEh5HFRU31qAWHiyysDGMZqw9ODpSbK4vic2TskrgOF5VVTU5OXl4U8XrVw0IoSObNDGh4nwO+3C7hsvl8ng8t9vN5XKZ4GA55f78fcovby8pF1IURdXW1paW3k19LJfL5yjJD3tdJ8f9b08Qvx7ivjpG/fdDrZ957lJEoTLodDqCICiKmpubUyqVyzr6Jodxe0YI8Xi8ioqK8fHxyJ8CIcobpBY8i+xjA7OO6MPtdrvBYNi8ebNEIpFIJG1tbUKhcGhoyGKxvD8yf+SXFz785oNqCfPzYQi78w8hiqKmp6dXuga8VoTDYYfD4XK51lqQguR4/6wrsMhJzR2kGINEQoolCd5fVYl2MggEIhrhiI7cYAghjM1NtmBxuL1cxFlkThaysSObkjnzA1kkR++p3d3dBoPB6XQihOrq6vbu3Zv2V0Xn+/X5fHtqhBKfMRCoXDZ7anSAZnz8ScRdlvk/eRbD2iIBB6fYLPyW0f1AURFCaHuD5swNAxMxolKpamtrY7I48XjWeJHqSxe9gwoEAmuYR0YKSlDYPCVKmJxslRCJRGKxWEj5EIYNGV3xTvlba5Q/OzP6m6fuU6lUFouFsYXee++9fX198/PzPB7P4/Hs3Lkzpmr6Nb3zZ70uF3H7ocJHUmIue8f/em/kf8TadaVSKYvFmp6eLi8v53K5Cd1x00MgEJSXl4+Pj2/YsAEhdLx/1rnYXTkmBGJubo6maUYvRvyYFAqFQqH46cnr50etJ7+8WcxjH2gq+uMVfUwepRaxr77+/mxJvnoMDg7eunXLZrNRFCUSiZ566qm1lmj98+ntNW9cN3mCd9WwiIM/sW1Jm9BveiaC1CIFGaTQb94fj6n1Fk1dEe9BTfiNaVakfur+SqpGCXmUckSOdKrD4VCr1c3NzRcvXszwq2Ly/apUYj6fz1gIY1RmzMeIymTg8/mR7PksFgtbiRdTc4XcvrBAhulLUwsPtOgQQvdWyPU+PBgM8ni85ubm+IT+8SZrhLB/2L8odvv0mPeMNdpmRJ+ZF7834Trcnrvlt+Li4unp6QNNqtf7Zv9bmTR+IfDdm+amb7/90jPbJBTl9/sFAgFTtCcYDHq9Xq1WG68Ij/fPOnwBFOWX4Q6Qf9Opi+9dr9fL5XLGZhDvEJQhAoGgrKxsYmJiqbCcUbPbHwoLOKzJyUmZTKZUKtGdcGF0Z831H1+7LhdwXvnKLqPRaLPZNALB5xrRb2/edk8TcbD/UG5/cPO27Eq+SjidTpFIxIRtBIPLBIMBCVnpUlSrRvaTo81ffeU6k/BSwKJ//lfNSdbXR6x+hFCMn/CwJZmpb9qNnZnFI7XeKBp7x4B9bmlzNJBdcqRTDx06xGxkrlNRlDdmMBg0Go3V1dVDQ0MkSUarTA6HE0lCm17G/CS0V6t/N26UCTkfTjkRQj6fz2axyHj4iNGhVfBtNpvVao0p5hXzzsdj49t1kpix9HyioJTne6YOt1dmUfhlqaqq2my78bWTJiZnRcxC4L6mksvf2nfsNx8+UC37FNdaVFRksVhYLNbs7CxCSKVSTU5Oxpx7wjj3mNS+brd7enq6srKysrLS4/EsFTOaIUKhsLS0dGJiIn4qFHLZbBa+6XvvNqu5n9ikPVwuRXEpohRCzpd31TBO0RUVFX6/32QytajY33pAwOQNvofr6GxuLJT8+B0dt6t/GY1G0KnpkUaChf1t2m+b9P/UPR+i8G/vLNrbqk3SmIXj8X7CeNIXgN/2THqjTDAYon1B9FzPxM+e2JSwfcSF0OGw0zQ1NTUFtQgzofB8lFBUvt/i4mI2m11bWxuduj0HNJbJjH6sQS28PutmCuCMjo5qxbQxwG2VyUwmU8JiXtHvfG9fn/3KrlSTGOSe+5rrynssH4zbOjYkiAoQclnHv9L541PDX/nj6G+fFDD+RydGKZqmH+MuFLP8see+XJw7Uz+1peV2pbkkMaOZIxQK1Wq1wWCIcVf+7n5NZ22xyyU3hGUnbph+8D/P3KOWjFjckYwNdm+ADFMNZXc1vUAgqK6u5nK5vb29n9xQ7PP5+HxZ6rkpgPUBM65fv2JACH1yc2UqTt2Pbm/77YfvuEP4gY5lbnW1iD1hxbHFz6MlkmRz3UprvUX87d1uD02jpaYvIEUKUqeiO9GHCKHGxsaElVNXlVq12Oyl9sjY12fRmNHeUFlcUlKimradmaPsOPVABatxiWJeFIWFaWT1BFgsdG9VrJfpY/eWDRqdix9BsWd2rMEczePxPrGx/N8vjCbUqQz/ZX99i4q9/aeXnmwVHx92uQgOQmjgoue/PlAUOXeKpt8bspwbtsQfziT19nq9MzMzpaWlCoUi8qfsGhXiEYvFEokkfP3CN7aVRdyVkXnEXsRuaGioQ6irQf2jo21fePFKdG1zhJCbCMWnndNoNHV1dRaLJZJ2cVWFB/KQlTp1M4FeAYSWvVsUIm7MOymGIYUombbboBbdNDpjdtaqxUu1Z1bT3h31nJymgxR20UjurYVahOlTqDo1eVa5HFBbLGSRhIjL/nDC2lBZPEdJ3psx+IK0Ycj13gT+k6PlrXGHRBsS+RzWpRlXTPBGkAzvqCs+Pzof2fPso/WH1ijhzl8/UP/9d07Y7fZobRfDQ+01P3a7/vGUkQzffpB2B8L//IG9vMI85yDODJm7R6xsHGvXCAbNtCdw15tfwmM/2lxsNBqZddPsluRLBY1GU1VV5XA4vrxdgxDS6/XSkpKGhoZFbeSpPqvpdDqXy8WkXcy+rMB6RCQSEfTySSsT+gkn3Bmhq1795jUjWpSdCdtdX5zkkNNz9C8u2xkfwp9fcuEiZWv8/AWkRvZ1KpN/jtmWSCRi8ZLPRwnZsWNHzJ6enp6ELVfVQrgsTeUyr8dChPEr0452vfObb475grdvYk+Q+vrx4bIiafSja0xyEyKUoDjJiQHTf9qmuDBGlUgEKhH3Czs3rJVCRQixWdj+RvVz7/Yf2qiJVCmIWWjBMOzCbDCiUBkc/tDfv3T1QEuxjMeuLxF9f195rab49+/0RjvyfK4hTNv13Koqpl7emtDY2Hj58mWLxRIIBHg8XvztlLr7yZo/4S2Lw+Hw+xlvF8Tj8Rj3q9RJfVQCKYLjKblF7qkRvXaZ9ofvNhWwlolZH5h1MgmXomu9Dcy6Hm9P3P61y7P/8r7hbqQfTf/svSltsSTHbhzrhuzr1BMnTkTqdW/btq29fYlfcglSH6urbSFMTrNGfunGPBGk+mY9CfMNffWlK3saS2VCnpjPlvDZJ66bktevmJj3khR1fnBGyGG//IXt1aochaUm4eHGoufPWWvYN8rLy5k9kYUWr9fr8XhcLldC35YDzcW3TJ42NfdrTQEFH/d6vVsqJcWy8CUTjRDaKA+WC6nW1ta1/QWlUmlxcbHH4xGLxQKBIF4drsj9ZG2f8Jalt7d3YuJ2auLKysrHHntsRYeDBl0r2quKPlXpeXlGFKBwhBAXo56o9LRpl38kis5DskT2w9s8f2EyJnSeRnTuXSPXDdnXqU888QR95yda20lzVWkok755mVWnYk3YCH8wgQ1HJeLRAc98wG9h8bxBasScIKY+un7FiQHjrhrpuwNuCZ+fDwoVIfT4fTXfOD4kU5X4fD6mwItUKmVqlPL5fLFYrNVqnxGqT09c9AXv2nW5bNY7t2wvPL1F4DM1NXX4/X6CIFQq1fz8rf1qDpfLJUly+/bOfLg3mFV5Jn9hwgap5xTMh9NJwu7duyPvmrm3tANpI5fLy8vLML2TSfWL45imojL5Yudd+8odTZo8vIeiYwsrIYQitkZgpWRfp+beY2hNaCyVTrvIbRq2L8TVyrlyITfGSPjtx1ubNTK73W42m6VS6Xiz/Ev/bzBJ/YqTN4wHtLSTZB1tL0V5w6F7S8/rnftrBAaDwePxtLa2SqXS8vLyyLxMUQSOY9GGJoqi/v3LHSznHLM8KRAIBAKBQqEIBAKBQIAkSZFIlCc20lRstusjp2AuM4cAWeSa3vmr/gARZjEDjKDQL674trY7ktyTKw3v+cyWsmffdC/ehz21pTxLZ/CxI0e5CQ0Gw61bt27duoUQcrlczLbb7V72wLylSMxl4SwZHhRwWEaH7xfH2hWi24uO0TexQqFoaGjg8/nFLP9/3MiT8G5fcBEHe3Z38db62w+P+gWf3RuYsJMSPntPw5IZUnLPp7ZWXzSGuVyuXC6vr6+vr6+XyWTRLzqvXZ72ECSGaETTiKYxRJMU/fzpgZqamphSdDqdjqkzk2HGwezS1ta2cePGtZZibbDb7cxI9Hq9JEky22azea3lAu5yvH/W7luU8MvhDyXJfYgQ8vl8FWzPPz2s4WFUhQj9+EBlGe6OrMfF82Rn3WfbZdHm4c9tln2qsy5j2T+m5Mjvd3BwMLKcYzabmXG7f//+PHlfSY+mcimGHARJX5lxfv+TyYyESqVSqVQKhULSd/m6g8fj8To1nENb73qZvnlttrNS8P6E0+pHO+qSeejlmE1ahTeMTdt8JSI8oS503E7dsKisMo/Hiw9uy09Hnjy32a4qs7Oz0Qul586dQwi1tLSUlJSsmUxAxjDxpjKJhI+HNYKwJOwcGzMkjzf9h0faRPjlk6PBUCj4eL34Sw/ntXNAnpMjnfrQQw/lpqNc0lAq9dr9Boc/FKZIil7WSKjVavdsdLbb7SKRKCaZ7Zt9+oPNyvOTrj0NeaRQGR6oVf+q31SnZEt1VGuUNjw/Zn2uZ3LE4uax8QC5KH/pZ3YkDinJc0eejxstLS2RPBtAfpJGGa5IfScMw9gsnMPhlC4RLh9BKpU+0lD8YE0wHA4n9NcD/KO7cAAAGTZJREFUUiendWnWGQ2lkvkASylg1RbxLk0kSJEfj06nY7FYBEFEv/NNmu3zntCAwamS8LryTKd2j5hPDBpHF4InxnxPPf/R+TErQugPH+n3/7T71+fGn+qouvD1Pf/yV83iO4HpQjZKkr80UigGAIBUaNXIvrhTFx1285WummVTNTH1nZjtmNkm+SGhUCivlmYKkULN+ZAPNJRJ//V9UiNGQgHv4th8R+3y6jCh/fPVD8cealL/sc8oEXLyajGVial13lnOsXsDn//9ZQyjD92r+cWx9ntKbp/C/jbt9+2WM6OucDj8cIMyef5SAABS55re+ZueKZqmIikcfnVuYvuGouQmMSZ7K47bWCwWs71sR/m5NFOIgE5Nn4ZSyZjVf7CG7cWwj6bsyx+AEIqzfzqdzgvT3s5qxQYlO4Rxy2R55DUdH3dLhMKf3V713cdjDYZ7N9Wr2dcRQm1tWS4mAwAfZ+6Mwbv+CjFx7Uuh0+kQmqIoKvX3TliayQp5p1PPnj3LbHR1da2tJMvCwrEalUgmoExOsn/On+JRMcbP4alZvTPUr18okwlqNfll+E0Ih5VgvQAectc3BTQqAQZmJOIsVupDEtZlskLe6dTCGrQNZVIBl5icdFXIOINzruZy6YoOt9lsH5nIBxuK3+ifay6XdCXNyZl7VuQfAQ+565jCGpXriTR8lCKw2Wy5vOBDqwsO8FHKiIZSCYHxnET4niLOpcmFlR5uNBo/0PtZVKizkj9k9m6tWbIIzJrABI8njLuNB/yPACDrrGgMxoBhWPJKq8BqkHfvqYVFQ6n0o0lrpRhTibm94/NPd+pSP9ZsNovkquuGWbuEdV+lqEuSj0+UqSfnAwBgNWDG4Msfzrx0aealz2+FMZjngE7NiMYyyYjF1yhj4Qhdnk7VTQkhRJKk3W6/5hZ11ij6Zuw2AutqziOP32jWR3I+AChcWjVy9YPclz/Sg0LNf0CnZkS5XOAmQjUbJNMOgsfGZxZ8WqUwYUufz2ex3C3NPT8/z+Px3rruELDoLp3w1KTre0fyVKcCAFBARKaacDjs9XqnpqZiSjQCqwro1ExpLJNKxYKJCVelTPjs6zdq1eIjmzStcY+TTMIwxgePJEmbzcbmCy9NkkoB6+nNigoHViTmroX4AACsK5ipxkIK3UF60BL4YMhQzPInz00IZBHwUcqUhlIJzuHNuMh+o6dndP6FC5ORfEPRMAnDuFyuWCwOBoMqlWqMkNxXJZfycaMP66qHl1QAALKAXC6foyQ/7HUFKGzOS//goseE5MlzEwJZBHRqpjSUSq/NeUkKI+7UcbN7A3/3Ut/ArCOmJZP9y+v1MvVl+22IJMm9GyQfGXxd+ZQ+CQCAwuWa3vmzXpeLuJ2C2x0I//MH9vjpCFglQKdmSkOZpE/vpOhFO5lcJzEtaZpmljpkMplIIu0ZW7g269miEegdxMZKcAICACALpFEeDsgisJ6aKQ2lUvviBH4MJEkyG36/3+Fw2O12iUTS2to6NjYWCAQmw4rWcomARQ3bKTD8AgCQLSIzz7I7gdUg73RqwWVBE3JZRSKO3RsI3i13hvgs7KF6xcLCwsLCAoZhcrm8oaGBqdFtMBgoijo34iRCoccblB8YiIPtkHQeyGsKblR+nHmkUfmnqwZv6K7pTMjGHmnMr3wy65i806mFOGhbNFLaPX92DtE0QggJWEjIDl8c0lfJdBUVFTHudkwOvxN/OsXFsQ6t8Mc95p98Gt5TgbymEEfl+iASGGPzhhBCqQTGdDRUfH3H3I8u2NwBCiEk4mDf3FW8tT6ldIZA5uSdTi1ENhTxZ300C1GtIg+HhTcJPa2Vivd9nP972f7dQ+UxjTkczjuDpnuKRfeouDfnAw2lEjEPfgUAABIQicGz+8MIIZPJ5Ha7lw2M+cS2Bla4//vnXcUC1pfahYe2NuRKXgB8lLLBRl2xA4nK+VSLLPipes5Gneqee+75309uqVGJjvzyg+iW1/TO775584dvDzv8wUcai/rNIfD4BYCPG9f0zsmF4LwvPDDrTN4yEoMnFAoRQhwOp7S0dNnAGKlU2lahkPHZjSX8Nq0SqkXlEtCpWUAn50w5QqWC8JQ9ZLfbSZLEcZwgiM926L71WGPdsyeHzW6EUPeI+enfX3rhwuTEvMfiCXuJ4MVpd14VIQcAYFXx+Xyv9lx/6vmLJnfIQYSf/M2Hr52/QRBEkkOYGDxmmyCIFOuh6nQ6mqbDJJl6/VQgK4BOzQLlErbZExKwWYOBoj/ruQYfPjc3FwgEEEKbtIqb33vo71/q+9GJm3/3Ut+CJ0QjRCOEEPWdd/QWT6CxbGXl4QAAKFwuDhu/886M0x9mProI8tsnp3pHkwW6SKVSiUQSDAQi26l0NOGgPCE06qCmXNTyrYHsATo1C8jl8lIR3mvnLlC8gUDRv47wZoLCiH2Gw8JPfnXH69eMLiKEMBpDCEOIojEvSasEUBwNAD5GnBl3eclF9dd8Yez0yDIWYJ1OFwyFmI1UemFMYr4QNeMkE6Z1A1YP8I7JAtf0TosfBcnbzus+Ev3kQ5c9fIknlI5YvMNm75jFI+FxaISjO/7tGKJpGikkvDUTGgCAnONOEMqO3KEEO6ORSCRcDofZWLaLa3rnV/9wfeFO0DyT1u3fPrcFqkvlBnhPzQLH+2eD5CIDizdEvdK/MDI126xAX71f8tZT1Zs0sX56GIbKpJDVGgA+RmA4tjjlGqLplOqGNzY1pdjF8f7ZhcVZaBKmdQNWCXhPXS0ObdJ+ratqcnJSp9MJBILKYRKNu2LaFEtApwLAx4giERdDiEaI0aM0jTCMKhIvb6/isGGuLgzy7j317B3WWpAVcGSTRiZYVKlNJuAebteIRKKWlhar1Wq1Wg+2qqX8RaOCx8IfbS7OraQAkA6FOCrzkyObNHIhF0M0omlE0xiiZQLe4fYlEzL4fL6pqampqSnD7CxCaGpqanJyMrmfMNNF9B5mOsrWKQDJyTud2nWHtRZkBbRqZP/nyXbsjglHJuD86q/bm++UUNXpdDiO87zmzzUiCe/2BccQOlaP1SihZipQABTiqMxPWjWyXxxrV4h4CMMQhsmE3Oi5Ih4m54PJZGKyKZlMJiZheApd3J5bYqYjYLUBe0J2eKBW1a6VqcX8CoXgcLsm5g4uLi4WiUQzMzPf2Cb9cC5sc/uGHfiRdg0UNQSAjxsP1Kr+7W+2vH7FgBD65ObK5NqOyflAkqQQwxBypJjzgemCWUONn46AVQV0atbYUqVUinlf3FmT8K9CoXDnzp3vv//+IS2/x8QXC2iIxQaAjyetGnnqXrg6ne7GjRuIJUAIEQRxzz33ZL0LIIuATs0aQi7nlY/0JidxZJOmNdGDoVQqDUk0f745f80aPtIkg4RhAAAsi1QqvTTP/uOghULo6gKrE+aN/Cbv1lMLlO4R8/MfTIzPe164MLlUkHX3iPn7PdbTM+S8L/yHmx4IxAYAYFl+eXbo573zeheJIfSTD+y/7h5fa4mAZIBOzQJMkLXTdztymwmyHph1xLexe2+3cfiC8W0AAACiee3y7I9OjdN3ot9pmvrhieHX+/RrKhSQDLD9ZoGEQdZfevFqrVrMwjEcw3AcGza5EwZiw5oHAABL8fyFSXpxkgga0c/3TB1ur1wjiYBlAJ26WrRpZE9s1YYpmqJpiqJf/sgwbfOutVAAAADAKgI6NQsc2aR5vW/W4bv7GioTcP92T220C3uZXNA3Y49pA4HYAAAk4Zld1f/5D9foRe+q2DM7EgcXAPlA3q2nFmLGllSCrCEQGyhcCnFUrg8Ob9R8/ZF6LCol8LOP1h+CZ/E8BqNjrPVryo4dO3p6etZaijQZmHUsG2SdShsAyCsKelSuD17v0z/fM4UQemZHDSjUPAdsv1kjlSBrCMQGAGClHG6vBKekQiHvbL8AAAAAUKBk9J4aDAZ9Ph+XyxUKhclbOp3OGCMzn8/n86HSGQBkmXA47Ha7cRyXSqXJW3q93lBoUTlsNpstFotXUzoAWOekqVO7u7sNBoPT6UQI1dXV7d27N3n7P/3pTzH1iTZv3nz//fen1zsAAPEMDg7eunXLZrNRFCUSiZ566qnk7c+fPz8xMRG9p7S09PDhw6spIwCsc9LUqQ6HQ61WNzc3X7x4McVDamtr29raIh9FIlF6XQMAkBCn0ykSiXQ63djYWDAYXP4AhGQy2YMPPhj5yOVC8UEAyIg0deqhQ4eYjdR1qlAoLCkpSa87AACWpaOjg9kwGo0p6lQ2mw2jEgCySE59lGiazqvQHQAAEEIURS3fCACAFMhdLM3w8PCNGzcoilIoFC0tLS0tLTnrGgCAhDgcjueeey4YDAqFwtra2vvvv5/D4ay1UABQwORIp6pUqtLSUolEQhDE8PBwT0+P0+ns7OzMTe8AAMQjFoubmpqUSmU4HNbr9devXzeZTIcPH8ZxCLEDgDRZXqeazeaIaUgikaTnan/w4MHIdltb2xtvvDEwMNDa2hrv7v/CCy9Etp9++unkXwsZXlYJuLCrRLYurMPh8Pv9zDaPx1MqlWl8SfRDbWtra29v79WrV0dHR+vr62NawqjMELgm8azXa7L8A+mJEyeO32F0dDQLXeJ4S0sLTdNmszn+r09HkXlfqRA9X8CXZJH8OZ38+ZJs0dvbGxmVH3zwQVa+s7W1FSFkMpni/5T7UZkV8uonyxPgmsST3WuyvE594oknPnuHbC2CslgstJxnRFYSdsOXwJesyy/ZvXt3ZFTu27cv835RaqMyQnonm+So5F+Y9oEgyWpLkraQhS7JUixv+xUIBCv9Upqmg8Egm81mRmk84+PjCKGioqKVfjMAAAghHo+XxlHBYBDDsKW8kJhRmZ4ZGQAAhjR9lAwGg9vtZrZdLtetW7cQQhUVFRKJBCFks9leffXVSKakoaEhm81WUVEhEokIghgaGhodHdVqtSqVKktnAQAAstvtjOXW6/WSJMmMSqVSGYlAffHFF5VKJZMpyWazXblyZcOGDRKJhKIovV7f19cnEokaGhrW8BQAoNBJU6cODg5GspqZzWZmZXT//v2MTo3tg80eHh6+fv068xHH8cbGRnD6BYDsMjs7G+30ce7cOYRQS0tLwqwObDbbYrEw76YMGo1m165d6b0BAwDAkKP6qTRNu91uv9+P47hcLl/K+rRjx44cCAMABcSq+kb6fD6Px0PTtFQqXWqVB0YlAMSQZFTmV01yAAAAAChcILgbAAAAALID6FQAAAAAyA65y/ebXcLhsNFoJAhCoVBATE4aEARhNBppmlar1clzYwUCgUjKnghyuXw1pStsXC4XRVFSqTSVJH9Op9NqtbLZ7PLy8nWQa9dsNrvdbqFQWFZWhmFYHvbo8/mY/MZZL2yXuiQURVmtVrfbzePxioqK0ohXTMKK5sZQKGSz2bxeL4vFksvl2R3X6c3SFEW5XC6U1UkmdUkyn+4KUqfOz8+fPHmSuQ/C4XB1dfW+ffuWioUF4hkaGuru7qYoCsMwmqa3bNmyefPmpRqPjo7GL8h/8YtfhKywMRiNxkuXLs3Pz4dCIYTQsWPHZDJZ8kO6u7sHBwdxHKcoisfj7d27V6vV5kTY7EMQxMmTJ00mEzMqFQrFgQMH4pOPrlWPfr//7Nmz8/PzPp8PIbR79+7GxsY1keTq1av9/f2BQID5iON4a2vr9u3bs/IIsqK5cWpq6u233452qdFqtXv27MmKjk97lu7t7e3v7+dwOJ///OczF2OlkmQ+3RWeTiVJ8uTJkxwOh5mzRkdHz5w509vbGykeCSRnfn7+3LlzOp1uz549LBbr4sWLly5dKioq0ul0SY46ePBg9FsUKNR4vF4vQqipqcnlck1OTi7bfmBgYHBwcOvWrRs3bgwEAu+8886pU6c+/elPi0Si1Rc2+5w7d85qtT722GOVlZVWq/Wtt946derU0aNH86RHkiR9Pp9Op+NwONeuXVtDSRwOR1NT04YNG+Ryud/v7+3tvXbtGo/HS/JcmyIrnRvFYvHOnTvLysrEYnEoFBoZGbl48eK5c+ceeeSRHEsSwWKxDAwMyGQy5tEnc9KTJJPprvBmxrGxMa/X29nZybwE1NXV1dbW3rhxg3k5AJbl+vXrOI53dXVxuVwWi9XZ2SkWi/v7+5MfVVxcXBJFbkQtLGprax9//PGOjo7i4uJU2vf396vV6k2bNuE4LhAIdu/eHQqFBgcHV1vO1YB5jGhtba2srEQIqVSqLVu2zM/PGwyGPOlRIpEcPXp0165d1dXVaytJV1fXtm3biouLORyOVCp98MEHBQJBdKBw2qx0blSpVE1NTQqFgsPhCIXCjRs3VlZWZuUnS2+Wpijq7NmzbW1tWUzmlZ4kmUx3hadTDQYDm82uqKiI7KmqqmLM5WsoVQFhMBjKysoiof0Yhmm1WpPJtOxDCVSuziIOh8Pj8UTbBpjVrNVTQqsKI3ZVVVVkD3Nqq3c6ue8xW5LE2HhxHBcKheFwOCuSZDg3hsNhoVC4VpJcvnw5HA5v2bIlcwEylARlMN0Vnu3X4XBIJJLol3FmAdnpdK6dUAVDKBTy+Xwxj+pyuZymaZfLlWT1/uWXX/b7/RwOR6vVbt26ddmVQiA5zO0a4/sgk8kSloXJfxwOB1p8OkKhkMPhMPvXR4+rJIndbrfZbFkpT5Le3Oj1egOBAEEQ4+PjRqNx7969ayKJ1Wrt6+s7ePBgdj1j0rsmmUx3hadTg8Egn8+P3sP470XW/IEkBINBdOeKRUh+ATkcTl1dXUlJCZPNbmhoyGAwHD16dFXdT9Y9S/0QzP6CI/enkz8XMBNJSJI8ffq0QCDIfDEVpTs3fvTRR0xqaBzHOzo6amtrcy8JY/Wtr68vLy/PvPdMJMl8uis8nRoP47eWG8f9dUnyC1hfXx8pUt3Y2FhdXf3WW29duXKlq6srdyKuU9ZNFrOENw9N06s3KnPfY9YloSjq1KlTdrv9sccey4rFNaEYS0kYYcuWLW1tbT6fb3Jy8sKFC16vd/v27TmWpK+vz+fzrUa/K5Uk8+mu8HQqn88nCCJ6D/PEAbm/U4G5SjHPaMzHmKe5pdBqtXK5HFavM2SpHyLFXyHfYE6HIIhop+VgMLh6ozL3PWZXEoqi3n33Xb1e/8gjj2Tr5Sy9uVEkEolEIqVSWVFREQ6H+/v7W1paElZDWSVJfD7f5cuX29raFhYWmD0EQdA0bTQa+Xy+QqHImSTxpDHdFZ6PkkKhcLvdJElG9tjtdmb/2glVMLDZbIlEwlyxCHa7HcfxFRg32Ox184K1VjC3a/wPUaC3cfzpMIN09U4n9z1mURKKok6fPj01NfXQQw9lMSI587lRrVajbPimrEgSgiAoiurv7z9+B6PRSJLk8ePHe3t7cylJQlY63RWeTtVqtRRFTU1NRfZMTExwudzS0tK1E6qQ0Gq1ZrPZ4/EwH0mSnJmZqaioiLgGhEKhJAswdrt9YWEBKlenQTAYjDhXSyQShUIxMTERGa7z8/Nut7tAcz5UVlZiGBap/4juVDhfvdNZtsdwOBwIBHLgrL5SSWiaPnPmzOTk5L59+5IHha+UZefGZa8J4yKXPLFaViSJnmTkcvmxxVRUVLDZ7GPHju3cuTOXksSTxnTH+s53vpOmsGuEXC6fmJiYnJwsKipisVgDAwM3b9687777NBrNWotWGMjl8ps3b5pMJrVaHQwGe3p6rFZrV1dXxNrz7rvvnj17dvPmzcySw1tvvRUOh0mSJAhienr63LlzJEnu3r0784G3zggEAqOjo1ardW5uzuFwCIVCh8PhdrsjT8S/+93v9Hp9JH0Pj8e7efOmz+dTKpUOh+O9997DMGzPnj1sduGtyHA4HK/Xe+vWLYFAIBKJDAbDhQsXysvLN23atFY93rhx44033igvL48YYEZGRiwWi9lsNplMPB6PIAir1apUKjNMYLJSSc6fPz80NKTVaiUSifUOCwsLKpUqEzFQCnNjjCQ9PT02my0cDodCoYWFhStXrgwPD2u12ra2ttWWJHqSwTCMv5jJyUm3293R0ZF5ts4VSYKyMd0V3ujFcfzAgQOnTp36y1/+wnxsa2trb29fa7kKBplM9vDDD7/33nuvvPIKQojL5e7Zs6esrGyp9oFAgKluzSCXy3fv3g1WgXi8Xm/0hWLMVkqlsqamJmH7uro6j8dz+fLlmzdvIoRkMtmjjz5auG4BnZ2doVCou7u7u7sbIVRRUbFv37686vHChQuRpbXh4eHh4WGEUHV1debBGyuSxGq1IoSmp6enp6cjOzkcTsQ1Jm1WOjdyudyrV69GbCcsFqupqSkrCenyZ5ZeqSSZT3cFXD/V4XAEAgGZTFagbh1rC0VRCwsLNE0rlcpl55RAIODxeEKhkFAohBCa7BIKhex2O5vNXh/mdJ/Px+SRz9DJJZ97zH9JUp8bmYT1BEGw2WyFQpH1rOn5M0unLkmG010B61QAAAAAyCsKz0cJAAAAAPIT0KkAAAAAkB1ApwIAAABAdgCdCgAAAADZAXQqAAAAAGQH0KkAAAAAkB1ApwIAAABAdgCdCgAAAADZAXQqAAAAAGQH0KkAAAAAkB1ApwIAAABAdgCdCgAAAADZ4f8DOqwcr4c6FL8AAAAASUVORK5CYII=",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd82e0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd8340>"
      ]
     },
     "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": "3b9e5cb976fb4b9593a4547a760e14b2",
       "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 0x7f731dcd82e0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd8340>"
      ]
     },
     "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 0x7f731dcd82e0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f731dcd8340>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids([])\n",
    "plotmon.tuids_extra([reference_tuid_2D])\n",
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "215bcf9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca421487",
   "metadata": {},
   "source": [
    "Now your life will never be the same again ;)"
   ]
  }
 ],
 "metadata": {
  "file_format": "mystnb",
  "jupytext": {
   "text_representation": {
    "extension": ".md",
    "format_name": "myst"
   }
  },
  "kernelspec": {
   "display_name": "python3",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.23"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "00c65a8ac25045bfa522636fea069824": {
      "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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       "border_bottom": null,
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       "border_right": null,
       "border_top": null,
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       "display": null,
       "flex": null,
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       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
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       "min_width": null,
       "object_fit": null,
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