{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f02ba3e",
   "metadata": {},
   "source": [
    "(plotmon-tutorial)=\n",
    "# Tutorial 5. Plot monitor\n",
    "\n",
    "```{seealso}\n",
    "The complete source code of this tutorial can be found in\n",
    "\n",
    "{nb-download}`Tutorial 5. Plot monitor.ipynb`\n",
    "```\n",
    "\n",
    "In this tutorial we dive into the capabilities of the plot monitor.\n",
    "We will create a fictional device and showcase how the plot monitor can be used. Enjoy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6484ae50",
   "metadata": {
    "mystnb": {
     "code_prompt_show": "Imports and auxiliary utilities"
    },
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "from qcodes import Instrument, ManualParameter\n",
    "\n",
    "from quantify_core.data.handling import (\n",
    "    get_tuids_containing,\n",
    "    set_datadir,\n",
    "    default_datadir,\n",
    ")\n",
    "from quantify_core.measurement import MeasurementControl\n",
    "from quantify_core.visualization.pyqt_plotmon import PlotMonitor_pyqt\n",
    "\n",
    "rng = np.random.default_rng(seed=555555)  # random number generator\n",
    "\n",
    "# Display any variable or statement on its own line\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc61ac08",
   "metadata": {},
   "source": [
    "Before instantiating any instruments or starting a measurement we change the\n",
    "directory in which the experiments are saved using the\n",
    "{meth}`~quantify_core.data.handling.set_datadir`\n",
    "\\[{meth}`~quantify_core.data.handling.get_datadir`\\] functions.\n",
    "\n",
    "----------------------------------------------------------------------------------------\n",
    "\n",
    "⚠️ **Warning!**\n",
    "\n",
    "We recommend always setting the directory at the start of the python kernel and stick\n",
    "to a single common data directory for all notebooks/experiments within your\n",
    "measurement setup/PC.\n",
    "\n",
    "The cell below sets a default data directory (`~/quantify-data` on Linux/macOS or\n",
    "`$env:USERPROFILE\\\\quantify-data` on Windows) for tutorial purposes. Change it to your\n",
    "desired data directory. The utilities to find/search/extract data only work if\n",
    "all the experiment containers are located within the same directory.\n",
    "\n",
    "----------------------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4917d7c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data will be saved in:\n",
      "/root/quantify-data\n"
     ]
    }
   ],
   "source": [
    "set_datadir(default_datadir())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a3f17ca",
   "metadata": {},
   "source": [
    "## QCoDeS drivers for our instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "349ab1d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Device(Instrument):\n",
    "    \"\"\"A dummy instrument.\"\"\"\n",
    "\n",
    "    def __init__(self, name: str):\n",
    "        super().__init__(name=name)\n",
    "\n",
    "        self.add_parameter(name=\"amp_0\", unit=\"A\", parameter_class=ManualParameter)\n",
    "        self.add_parameter(name=\"amp_1\", unit=\"A\", parameter_class=ManualParameter)\n",
    "        self.add_parameter(name=\"offset\", unit=\"A\", parameter_class=ManualParameter)\n",
    "\n",
    "        self.add_parameter(\n",
    "            name=\"adc\", label=\"ADC input\", unit=\"V\", get_cmd=self._get_dac_value\n",
    "        )\n",
    "\n",
    "    def _get_dac_value(self):\n",
    "        s1 = np.exp(-3 * self.amp_0()) * np.sin(self.amp_0() * 2 * np.pi * 3)\n",
    "        s2 = np.cos(self.amp_1() * 2 * np.pi * 2)\n",
    "        return s1 + s2 + rng.uniform(0, 0.2) + self.offset()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56e3db7c",
   "metadata": {},
   "source": [
    "## Instantiate the instruments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07c2c898",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [],
   "source": [
    "meas_ctrl = MeasurementControl(\"meas_ctrl\")\n",
    "plotmon = PlotMonitor_pyqt(\"PlotMonitor\")\n",
    "meas_ctrl.instr_plotmon(plotmon.name)\n",
    "device = Device(\"Device\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7802d401",
   "metadata": {},
   "source": [
    "## Overview\n",
    "\n",
    "There are 3 parameters in the {class}`.PlotMonitor_pyqt` that control the datasets being displayed.\n",
    "\n",
    "Two main parameters determine the datasets being displayed: *tuids* and *tuids_extra*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cd613555",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()\n",
    "plotmon.tuids_extra()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "826bc696",
   "metadata": {},
   "source": [
    "The interface is the same for both. The parameters accept a list of tuids or an empty list to reset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "07eff7cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Example of loading datasets onto the plot\n",
    "#plotmon.tuids([\"20201124-184709-137-8a5112\", \"20201124-184716-237-918bee\"])\n",
    "#plotmon.tuids_extra([\"20201124-184722-988-0463d4\", \"20201124-184729-618-85970f\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce8f99ee",
   "metadata": {},
   "source": [
    "The difference is that the {class}`.MeasurementControl` uses `tuids` and overrides them when running measurements.\n",
    "\n",
    "```{note}\n",
    "All the datasets must have matching data variables (settables and gettables).\n",
    "```\n",
    "\n",
    "The third relevant parameter is the `tuids_max_num`. It accepts an integer that determines the maximum number of datasets that will be stored in `tuids` when the {class}`.MeasurementControl` is running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "869ddca3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids_max_num()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51aa0293",
   "metadata": {},
   "source": [
    "```{note}\n",
    "This parameter has no effect when setting the `tuids` manually.\n",
    "```\n",
    "\n",
    "## Usage examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "129d0923",
   "metadata": {
    "mystnb": {
     "remove-output": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iterative measurement...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "350afa73b6bd4e18a106354eecd9614e",
       "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 0x78639f12e850>"
      ]
     },
     "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": "644b8d5c755543bc82eacf130792d444",
       "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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FUlFRgRCqr6+/cuVKAvtYZwQka80P//5szsBixn7nerah7JPf31dv1jX/dctfftBDanUmk8lgMLAsOxGS/WtX6NSY/K4/6a0GACTCYDAUFRWlYgNKgiBwFBSJRPX19VKpdGJiAiEkFouFj9SXLl2qra0NBAIul4thGIqivF4vup+H0djYKBaLTSaT1WrFPcXoaxey0D2jhUIhm80mFot7e3v7+/t1Ol1v74I1bQKBAH6oQqFYzM7Q+/fvHxgYOH78+KlTp0ZHRxFCXq9XyHISOJ3OEydOXL9+fXR01OFwMAwjbLatVt9775VKpSKRKFfWOCXeT6UoKhKJqFSq+Dly+LS5x0mSzOZN0O4l/c6Mvry5MuGbvLy58uXNlf90cajmWx9+bVfVdp1/JKz4/qdTvjCPEPpk7LME9roBAKRCfX19Km5rNBpZlhVeSiQSjostccpxnLBpZiAQ8Pv9gUDgwIEDRqMxujM677ULWeie0ef09/crlUqv14vDrUqlGhoa2rVr19y3dJZlh4eHrVYrQshsNl+7dk2YxlqI2Ww2m83hcLivr+/DDz/88pe/rFarx8bGYk7r6Oiora3Fc8ZOp3OhgfccsuSYGgwGW1paHA4H/qjS3NxcV1cX5/yrV6/i32uMl19+eTEDCJkSCAQMBkPC/dRoX9294qu7V/zPM33H3veIRHyIuZf+gPe6eePXNq0r11MUhTeGE8CEKwA5hOd5hmEYhkEI4f/HIWfVqlVnz57FOf+jo6MUReFJWTw2u23bNpFI9Nxzzwn3+dnPfmaxWHD+kcVi+eSTT2w2m8ViwfPBONMn+lqEkNCxw5083Ktb6J7Rent7169fv379euHIiRMnBgcHceYzz/Mcx7Es63K5rl27xnEcvkNtbS2e4GxubsZvUGNjY06nM/o+HMe5XK7CwkK5XL5ixYrW1laO46qqqq5cuSLEZpxmzPM87nTxPN/e3p6030fmLDmm4mEEi8VCEERnZ+cjz3/iiSeipzF4nn///fdJkszmgMrzfDgcZkXSEM0VaBJZ+j3X7xyotXuoN68/tLPNLBX5f5fvrDnSiCdco7OCYcIVgBzidDp/8pOf4K9/+MMfIoReffVVuVxeUVHR0NBw8uRJlUoVCoX27duH81p9Pl9nZ+fWrVvjpBMrFIonn3zy/Pnzcrmcoqg1a9bgFN+Ya9944w0cls6cOYMQOnToEA5a8TkcDpfLtXLlyuiDq1at6u3txTG1ra2tra1NKpWSJFlZWblv3z48nUkQxPPPP3/x4sUf/ehHarWapmmSJLdv3x59H47jPvjgA5FIpFKpfD7f1q1b8bUHDhw4f/785cuX8bdeeOGFxsbG999/f2xsjGXZmpqaJfyLZ6vE9ySfnJx85513HtlPjTE6Ovrzn/98x44dDQ0N0cezak/yQCBgt9sDMuM3377186/vTNZt//t73cdbh2MOfnFD8a82aFQq1eTkpEwmw6Mu4XBYJpPhHD8AQK6jaToYDJIkGX9Bzrw4jvP5fGq1Ok4BpoygaRrPkS00CExRFE3Tc1vu9/tFIpEwXcpxHK7HFH8wOVekO0epp6dHLBZn+eeR+wlK1FKTfuObu9eNTil7ZWdNXV2d0WjU6/VDQ0N4s9VQKGSxWJL4aABABhEEodVqEwioCCGxWKzT6bItoCKECILQ6XRxAqFKpZq35RqNRgioCCGxWKzVavMjoKI0x9RwOGyz2axWa5YPaeIPXyPOQNVjT6ZGw3vdGO5XZdIpie+/sgFXEiZJcvXq1TU1NbOzsy6XS6vVQnUIAADIOWmNqf39/SzLLmmsOCNwP3V4JmBddMGHRdq5svCNVzd9YVOFWiYR9roRWK1WqVSKp6uT+1wAAABpkNbxhN7eXo1Gg5f6znX8+PHol8eOHUtLo2LhJDqCIEac1Oc3VST9/uvK9d95Sf9e56SlKDZgkySJExmgkwoAALkofTHV4XDMzMxs3LhxoUmFTAXRGEK1jqQspFnIKpNmYNrfWBG7ArqhocHhcKTooQAAAFIqfTEVV+hIeumvpIheHup0OiUSiT9MU2G2iJx/48DHV2Mi+6d9c2OqSqWC3csBACBHJT+msizLMAxBENEVQFiWHRgYKC8vF/YpzCrRy0MdDodOpxscspsNqQqoCKEak6Z/ep7ihDKZLFdKcAEAAIiRSEzFqUZ41QfeWwAhVFNTg2sNdnV1tba2Hj58OHredGhoKBwOZ212kl6vN5lMDMPIZDKXy6VSqSJyeXVxCnO7a0zkxYGZeb9FEMQj634BAADIQonE1NbW1lAohL8WSkpardY49Xt7e3tlMtliqntkisViuX37NkJIJpOFw+GgRG8pTOHAeE0J2T/lm/dbEFMBACBHJRI24icTNTQ0xNRIQggdPnw4gQelE14SOjs7y/O8VqudnGSfsKRwmLpEqwhEGF+IIRWxvwI8/KtSJbPcBAAAgDSAvd4esFgsFEWxLGuxWFKa9IvhNKW5x3E/NaWPBgAAkAoQUx/A288pFAqSJG0zAUuyCz7EgJgKAAB5BmLqQywWS2NjY5BmfSGmOGULaTC8RHXucUj9BSD9usa93iCT6VaAnJd1dZkzi+M4tVp9ZyZQleJOKkKoxkR+3GOfexxiKgDpdGvc8xv/fiNEc4EQ+9LGsv/+XOKbk9M0HQ6H8W5u0RiGcTgcYrG4oKAgTjV8nucDgYBcLo9OUeR5fmZmhqZpg8GAy9HMxXFcMBhUKBRzE0XnvWcMiqKkUmn0VuTBYJBlWZFIJJVK5fL5exderxfvJ6PT6aJXTi5zEFMfwLsKEwQx7HRak7ojzbxg7BeAjOse9/zKD9q8wXt/cT++elcsEn/78Jql3mdsbOzSpUtutxsh9Nprr0UHsDt37ly4cEGhUIhEIrFY/PnPf36hm1y/fv2zzz7bunWrsH+4y+U6ffo0TdNKpdLj8bzyyisxYTUYDL7//vtOp5PjuKeffrqqquqR94zh8XhOnDhhNpujM0lPnz7tcrkIgmAYhuf5ioqKzZs36/X3atS43e5z587Nzs4aDAaGYcLh8M6dO1esWLGEf6/8BTH1AWEFSxoSlBBCxaQ8zHCeIK1TPvT5EX82hOU0AKTBt9/rFgIqQojh+FMdE7+6rdJaGNvXjE+j0ezYsUMikZw6dSr6+Ozs7Llz5w4ePIijXTgcXugOLpfrzp07RUVFwhGWZT/88MPq6uqtW7cihGiantsNlUgkGzZsKCoqeuuttxZzz7l6e3vNZvPk5KTf74/uYTc1NeEwHAgEPv3007fffvvo0aNarTYcDp86dcpsNj///PO4zz07Ozs9PR3nEcsKxNQHIpEIHv0YmQk0VhrS8ETcVd1kMcYcx8O/EFMBSBaO50M0N/e4KxA7z8Ijvt8eMGljR1kJiYiQLDjCqdfr9Xq9y+WKOX779u3Kykqh+yiMo/p8vsHBQaHvyPP8+fPnd+3a1dbWJlxrs9lomt68efO9Btx/Q4i+ViaTVVdXz9ukee8595y+vr69e/cSBNHb2/vEE0/MPUetVjc3Nzscjvb29j179vT09IhEoj179ggB3mAwGAyxb5hjY2OXL1/2er0SiaS6unr37t0IIbfb3draarfbeZ63WCz79u3zer3nz593Op08z5eUlOzevRvH9evXryOEXC6XzWbTaDR79uwpKytb6KfIKlkUU1taWoSv9+7dm/4GCDF12Em9uKE8DU9cKKbC8C8AydUx6n7lB/OElggTG2jdwchv/b/2uWd+YVPlHy99TNhutxcWFv70pz91uVx6vX7Hjh3l5eUIIY/Hc/Xq1fXr1+OZyM7OTqPRGBM2HA6H0Wg8d+7c8PCwUqlsbGxct27d3GsXMu89Y4yOjvI8bzabaZq+cuXKvDEVISQSiSorK0dGRhBCk5OTZWVlcSr8YB9//PGOHTuqq6tpmnY6nQihSCTy7rvv1tfXHzx4UCQS4Rp8YrF48+bNxcXFHMe1tbVduHDhmWeeQQj5/f7BwcEDBw7s27fv1q1b586d+9KXvhT/iVkii2JqRuJotOh+ahpylNDCVX8hpgKQXE2Vhu4/OTT3uJuiP/c3Fx2+e4XhFITkz16oP7px/v0oExCJRPr6+p599tnS0tKurq7Tp0+//PLLSqWyrKzs2LFjOCh6PJ6urq6jR4/GXBsOh8fHx7dt27Z//36Hw3Hq1CmdTldZWRl97UIWumeMnp6empoakUhksVguXLgwPj6OQ/5cSqUS506Gw2GdTvfIHxznRuE5rJKSEoTQ0NCQQqHYuHEjPgEXr9VoNEql0uFwBINBg8HQ3d0t3MFisVRUVCCE6uvrr1y5IuwYluUgWesBHFPDDDdLRUq0ijQ8caE0JUj9BSA99CriF6/v2l5dWKJTlOoUf/r82iQGVIQQQRA4CopEovr6eqlUOjExgRASi8UKxb03mUuXLtXW1gYCAZfLxTAMRVFerxdfq1AoGhsbxWKxyWSyWq24pxh97UIWume0UChks9nEYnFvb29/f79Op8O7h80rEAjghyoUCoqiHvmD79+/f2Bg4Pjx46dOnRodHUUIeb1eIctJ4HQ6T5w4cf369dHRUYfDwTCM0J1Qq+91bKRSqUgkypW3xCzqp2Yc/kg1PBOwpqWTiiD1F4AsYFTLTvyHLQzLS8QLbe78GDc3GlmWFV5KJBKOix1t5jhOKJweCAT8fn8gEDhw4IDRaIzujM577UIWumf0Of39/Uql0uv14nCrUqmGhoZ27doVvagGY1l2eHgYF2w3m83Xrl17ZBKl2Ww2m83hcLivr+/DDz/88pe/rFarx8bGYk7r6Oiora3Fc8ZOpzO6n5qjIKY+gPupI05PVeqTfrECjYznkSsQMaof+o8Y+qkApJlU8ljhFK/EYxgGIYT/H4ecVatWnT171ufzkSQ5OjpKUVRpaSm6Pza7bds2kUj03HPPCff52c9+ZrFYcP6RxWL55JNPbDabxWIJBAI2mw1n+kRfixASPn/jTh7u1S10z2i9vb3r169fv369cOTEiRODg4Nr1qzBPxHHcSzLulyua9eucRyH71BbW4snOJubm3HPdWxszOl0Rt+H4ziXy1VYWCiXy1esWNHa2spxXFVV1ZUrV4TYjNOMeZ7H73U8z7e3zzONnXMgpt7DcRzP8xKJxOakLKlfnCpYZSIHpn1bVhREH4R+KgC5xel0/uQnP8Ff//CHP0QIvfrqq3K5vKKioqGh4eTJkyqVKhQK7du3D+e1+ny+zs7OrVu3xukaKxSKJ5988vz583K5nKKoNWvW4BTfmGvfeOMNHJbOnDmDEDp06NBidgBzOBwul2vlypXRB1etWtXb24tjaltbW1tbm1QqJUmysrJy3759eDqTIIjnn3/+4sWLP/rRj9RqNU3TJElu3749+j4cx33wwQcikUilUvl8vq1bt+JrDxw4cP78+cuXL+NvvfDCC42Nje+///7Y2BjLsjU1NUv4F89WIp7nE7uSoii8fcrcgYJ5hUKh6elp/AsoKiqKmWDftWvXpUuXEmtJUgSDwYmJierq6j94+1aDWffFzZXpee5/ffd2TTH5pW2xK7V7e3tXrlwZp+QKACBX0DQdDAZJkkxgcJnjOJ/Pp1ars+3dgKZpiqJUKtVCg8AURdE0Pbflfr9fJBIJ06Ucx+F6TPmxenDJv6RgMNjS0uJwOPA0dXNz82J2Gm9ra+vo6BAmA8rKyp5//vmlPjqlogs+PLc+fQuhaorJfvuCaUrZ9lcEAEgAQRAJBwyxWLyYPNv0IwgifsMW2rAypnajWCzWalO4sWaaLfktG6eQWSwWgiA6OzsXc8nVq1fb29ubmprWrl0rl8s9Hg9erpRVhIU0thnKUpi+sd8ak+bntybnHoddVAEAIOcsOaaSJInXPE1OTi4mpno8no6OjnXr1m3ZsgUfKSwsLCwsXOpzUy0SiSgUigjDOQPhUl36VkHVlJD9U5D6CwAA+SDl61MHBgZ4nm9oaEAILT4RPP1wPzU9lX6jGVQyiVg044+tAu4v/SEAACAASURBVAoxFQAAck7Kp+vsdrtSqXS73R988MHs7CxBECtWrNixY8dC+wdlyr2FNHdnq9KY9IvhakqFmof+QWQy2dw12gAAALJZyvupwWCQYZjTp09XVVUdOnRo3bp1AwMD7733XsL5ximCY2o6Cz4I5q38AP1UAADIOelIK6VpeuPGjbhShtVqJQiira1tZGTEYrFEn3b8+PHol8eOHUtD2zCGYXCGrc0ZqC9Ld4pdjYm8PeGJOQhlHwAAIOekPKbiQhvRa5CtVmtbW5vdbo+JqekMojEeVM93Us+sK03z01eZND9rH485KBKJJBKJEOwBAABkv5SP/eJ99WKqVqIsy1d6sMtb1oz9Ihj+BQCAXJP8mMqybDgcFkIm3owXb5WH4W0ZCgoK5r08I3BMZVje7guV6dO9nZBOScilYrsvNvUXhn8BACC3JDKu2N/fz7Ksx+NBUcGypqYGd0C7urpaW1sPHz6Mt8crLy8vKyv79NNPFQqFyWSy2+1XrlzRarUrVqxI3k/xuMLhsFarHXYGrOldSCPAXdVi8qHUX+inAgBAbkkkpra2toZC97bwFbYTslqtC+38fvDgwXPnzp09exa/LC4ufvLJJx+5TXw64WlL27jfkvaBXwxXfti58qFSGDKZTPh3BgAAkP0Sianxk4kaGhpwhQeBQqF45pln/H6/3+9XqVRZWNoxHA7L5fIR53TadnmLUWMiO+7OxhwkCMLnm2eeFQAAQHZKeY6SQKPRlJSUZGFA5XmeZVmpVDo8Q1nTWOk3Gi77EHMQ5lMBACC3pC+mZq2ohTSBDPZToewDAADkOoipUTvSpL3Yr0Ajl5IK6aTnodlTsVgsEolYls1IkwAAACwVxNR7O6cyHD/lCZkN6V5II1hlIgfmdFVh+BcAAHIIxNT71fMzN/CLwfAvAADkOoip93d5S+9W5HNBmhIAAOQ6iKn3FtJkcDIVg34qAADkuiyqz97S0iJ8vXfv3rQ9F8+n2pyBmmIybQ+da96YKpPJ/P7YzisAAIDslEUxNZ1xVMCyrEgkEovFthnqwBpT+hsgUMkkBrVsfDZYHpUnBf1UAADIIct97DcbFtIIaorJfvtDXVWYTwUAgBwCMTUik8k4nh+fDVYYM5mjhOZLUxKLxWKxmGGYTDUJAADA4kFMxQtpqKqCDAdUBGlKAACQ45Z7TMUJShnZinwuKPsAAAA5LfEcJYqiIpGISqXC85EL4TjO6/XGHNRoNFJpVqRHRSIRrVZrc3oyPpmKFliiCv1UAADIFUsObMFgsKWlxeFwUBSFEGpubq6rq4tzvtvtfvPNN2MOCjuWZ5ww9rsiC/qpCkJSRMpHXVT0zC7sogoAALliyTGVYRiKoiwWC0EQnZ2di7xq69atZWVlwkuDwbDU56YIjqnDM4H9q4sz3RaE7ndVo2Mq7KIKAAC5YskxlSTJo0ePIoQmJycXH1P1er3JlMnVn/PKhl3eYuDlNPvrHgR4GPsFAIBckb4cJY7j0vasRcIJSgihLMn7RQjVlJD9U7BEFQAAclKaEoUuXLgQDAbFYrHJZHriiSeyajI1S5J+sRoT+YNLQ9FHhF1UJRJJploFAABgMVIeU8VicUVFRXl5uVKp9Hq9XV1d77333qFDh6xWa6of/Ug4pg5kTScVxd2dRqnM2N6uAAAAFiPlMVWv1z/77LPCy7Vr1548efLy5ctzY+quXbvmXn7p0qXUte3+QprZbFhIgxEScbleGVMoEU+pQkwFAIAsl+5Fomq1esWKFd3d3YFAQK1+KJKlNHzO6/7OqQFL1oz9IoRWmTQD0/65MTWDTQIAALAYGaijhKs98Dyf/kfHEHZ5y55+KpqvQiGkKQEAQE5IfkxlWTYcDi+U5cswzMjIiFwuj+mkph/HcRzHSaXS7En6xebGVOinAgBATkhk7Le/v59lWY/HgxCanJzEB2tqanBialdXV2trq1ApqbW1VaVSFRUVKRQKr9fb0dHh8Xi2bt0qEomS91MkQlicmlV5vwihGpPmHy/ciT4C/VQAAMgJicTU1tZWoVpeX19fX18fQshqtc672EMkEn322Wcsy+KXcrl827ZtjY2NiTY4abJqR5pocyvpQz8VAAByQiIx9dixY3G+29DQ0NDQILzcvn37li1bvF5vOByWyWQGgyHjPVQMx9T+rKmgJJCKRZUFqiFHYEXRvYZJJBKe5zmOE4uX+z5CAACQzdKR9yuRSLKnwK+ApmmZTDY848uqgV8MT6kKMRXdH/5VKBQZbBUAAID4lm+/J2vHfhGkKQEAQG5a7jE12xbSYHOrKUGaEgAAZL+s2Bg8I7Kw2K9glYn8u3OD0Uegn5qjOkc973SMI4SONJWvK9dlujkAgNRapjGVpmmpVCoSibJ07LeY7LfHln3Am8CDHHKxf/r1kzdd/ghC6J2Oib/7YuPOlYWZbhQAIIWW6dgvrqA06qLKDUpxduQhRxOJUHWRZtD+YPgX+qk5p3PU8/qb9wIqQmg2EP76ifZb4+7MtgoAkFLLNKZm82QqFpOmBPOpOeedjnFX4KFf2SwVebd9IlPtAQCkQRaN/ba0tAhf7927N6XPuhdTRylLYdYN/GI4TenpdfdewhJVAADIflkUU1MdR6NFIhGNRmNzzmRzP/XnNyejj+DhX7lcnqkmgSU50lR+4tO7YZoVjuiUshc3lGewSQCAVFumnZ6cG/tFMPyba7onvNtWGA1qGX6pVRDff2XDWkj9BSCvZVE/NZ3u7fI2k71jvyuLNXccfp5HQgYVpCnlkNbBmVOdEz9+bcutcfe77RNX7jh3rircXg1JvwDkueUYU3meZxiGIIiR7Cv2Gw2vqKk1kfgl9FNzhc0Z+KOf3T7/e80IoXXl+nXl+ptjnm+9cyvT7QIApNxyHPvFA79js8ESnUIqzrqFNIKYDWqgn5oTGI5/8n9ewAFV0GDWURE2enEUACAvJR5TKYpyu91L6jlxHOd2u93uDC/Ry/7JVCymQqFcLg+HwxlsD1iMnd/5+JNv7pt7/MiG8rfbx9PfHgBAOi157DcYDLa0tDgcDlzWp7m5ua6ubpHXtrW1dXR0EATx2muvLfW5SXSvev5UVg/8IoRqTCQua4dBPzX7Hf3+5b//laYS7TzbBx3ZaH7h71u/cbA2/a0CAKTNkvupDMNQFGWxWNavX7+kC+12+61bt3S6zOc94gSl4RnKmq0JSlhM6q+wRDWDTQJxvP5mxytbq56omn9bwxKtwlqkvnLHmeZWAQDSackxlSTJo0eP7tmzx2q1Lv4qjuNaWloaGhqMRuNSn5h093d5y/Z+6ooi9YiTYjleOAJpSlnrf/yib1Wx5oW4y09fajK/dWMsbU0CAKRfmnKUrl27xrLspk2b0vO4+O7Np84ELNm3I02MmK4qDP9mp3//9K4rEPnPe1fGP+1IU/nbN2BKFYB8lo6YOjMz097e3tzcLJFI0vC4R7q3y5szYM3ufiqak6YE/dQsdGlg5oNbk395ZN0jzxSLRIfXl77bASV/AchbKV+fikd9a2try8rKUv2sxWBZViQSTXnDxaRCKsnehTQY7qdSFGW32xFCbrebZVmfz8fzfGlpqUIxTy4MSKfhmcAfv3u75XebF3n+S03mH3wy/HxjVvwtAACSLuUxtb29naKobdu2PfLM48ePR788duxYKtpzfyENZcm+bVPnqjGRJ6+NRiKRgYEBkiSDwWAwGKRp2ufzGY1GiKmZRbPcgb+5OPDnTy3+kt01Rb91ssPpjxRoZKlrGAAgU1IbUymKunbtWkNDg8vlwkdCoRDP85OTkwqFwmB4KEMyRUE0xr2YOpEDk6kIoVUmzcC0X6/Xm0wmhmFkMhmuAFVSUpINGdTL3I7vfNw631LU+I5sML/dPvYfdq1IRZMAAJmV2pgaCoU4juvo6Ojo6Ig+/s4771it1kOHDqX06dGih085juscihiU0lAolOVdPUuBetwdpFnOYrHcvn1bo9FwHBcKhWpqajLdtOXuyPcu/+OXNhaTS94m6KWm8tdPdkJMBSAvJT+msiyL+1JisViv17/88svR37148eLU1NQv//IvEwSR9EfHIQyfzs7OymSyO3ZuSxEXDoezPKai+2lKa8u0JElGIpFIJKJWq0mSzHS7lrX/8u/tX9lhaaqcfylqfKtLtQih3kkv/gIAkE8Syfvt7+/v6ekZGRlBCE1OTvb09PT09LDsvX0iu7q6/uVf/mViYgIhJBaLdQ8jCEIkEul0OpUqrdOZePhUJpPJ5XKdTjcd4NZUFuXE8KmwnMZiseCRc5PJlOlGLWt/9Yu+1SXkc+sTzzN6qan8LVhUA0A+SqSf2traGgqF8Nd9fX19fX0IIavVmiVLZRaCh09ZlpVKpZN+Zuva6ky3aFGEmEqSpEKhUKvVWf7vnN9OtN11U5FvHHz0ypk4XmoyP/m/LvzRM4st6gkAyBWJxNT4yUQNDQ0NDQ0LfTedc6gxtFotSZJ2u51X6vUKSYEhBzqpCKEaE3ni0xH8dUNDg8/n8/l88S8BKXKx33G6a+qNVzcv6SphLl/A8/yaUvJiv2N3TVFSGwgAyLDltX9qRUVFX1/fiJNaUZwz85HRZR8IgtDpdNPT05lt0vI05Aj8t/e6Pv6d5qVeKMzlC0d8Pt8za6xv3RiDmApAnlle+6cqFAqVSjUTFlUX50x6SIVR5fCFQ/S96WqJRCKRSKCaUppFGO7Q/3cxgYCKoubyNRqNRqPBS6G+uH3le52THM8/+noAQO5YXjGVpuna2lpeXViVCwUfBDEVChUKhTCfDdJj+3c+vrz0pagCnF+Gvw6FQhaLBUH5XwDy0fKKqQzDKBSKEVfQmgsFHwSrTORAVCV9lUqFN68F6fHCP7T+4MtPFGqWvBRVgOfyvV5vV1cXSZJ4HBi2qQEg/yyvmIp3Ts3+Xd5ixOxOo1Qqg8FgBtuzrPzGifbXdlkbK/SPeZ/KysqJiQmNRiNsd7itumDYEZjywpADAPljOcbUXCn2K4gZ+4WYmjbf/bB3bbn22YYklLy32+1ms1mr1TIMIxw8stH89nXoqgKQP5ZXTGUYxhlk9UpCQeTSEs+aYrLf/qCfKhaLCYIIh8MZbNJy8OO2EW+I+dqeJKxjHh8fLyws3Lhx49atWymK4jgOHz+yofztdphSBSB/ZNFampaWFuHrvXv3puIRNE1PBumqnJpMRQiVG5SzgQgVYVWyex8FcFdVLk98hg/M1TnqeadjHCF0pKnc6Y+c7Z7+4bGlLUWdl8vlEolEwo4RWq3W6/Xq9XqE0MpijUomuTnmaTDnxmppAEB8WRRTUxRHo9E0PeaN5NbAL4anVIVZPZymhN+XQVJc7J9+/eRNlz+CEHrrxrhGLnmcRF9BKBRyuVwrV64Ujmi1WrfbLfzujjSZ374xBjEVgPywjMZ+eZ7nOO6uK5gTu7zFgDSllGobmP76iXYcUBFC3mDEH4xcH75X/IiiKNvDhoeHF7mc6c6dO9XVD40ea7VavKs8fgnDvwDkk2UUU+8nKAUsOZX0i8ES1ZR6t3PCE2Kjj3jD7Dv3F4/iQkhTUQYHBxcznz00NGS1WkUiUcxxPPx772slsdli/KgHamMBkA+WYUzNsaRfLKafKhKJFAoFdFWTZd6ZaeHgvIWQHrmp0dTUlFarnXf/peiYihB6san8Z1D8AYC8sIxiKsMwUqnUNhPIxbHfmLIPCIZ/k+pIU7lO+dCGvqRcum+Fxm63T01NTUxMyGSy8fHx6enpmZkZj8eDCyHF4fV6I5FIYWHhvN/V6XQej0d4+cy60o96psMM99g/BwAgwxLPUaIoKhKJqFQqmUwW/0yapp1OZyAQkEgker0+U5k1NE17IohUSJU5tZAGK9UpfCHGH2Y08nu/Mhj+TaJ15bp/+JWmr77xWSDCIYRUUvTnT1dZ9FKEkFQqFYvFarXa6/UyDMNxXDgcnpiY0Ov1BoMB/8cfs/MMwzDj4+NbtmyJ80SSJH0+n1BYH9dUenlzZQp/SABA6i05pgaDwZaWFofDgcvjNTc319XF2wbSZrOdPn2aj6oVXllZuW/fPqVSmUBzHwfDMJM+Jhc7qRge/m2qvLckQ6VSuVyuzDYpn+xcWfhMfeHV3qn6EuVXmtdsromt81BXV3fz5k2RSLR582aFQuF2u202G0EQeJFM9M4zU1NTCoUiHA4rFIqFHoe7qsIlLzaV/9XpPoipAOS6JcdUhmEoirJYLARBdHZ2PvJ8jUaze/fu0tJSjUZD03R/f/+VK1fOnz//1FNPJdTgxDEMM+6N5GKCEobTlISYit+1eZ6fmwIDEtM7FXx5jWxjlW7TnICK7u8Jz3EcDoRFRUVFRUWBQGB2dtbj8UilUp7nSZJ0OByFhYU6nS7+hKtWq52YmBBebrIYp7yhURdVYcy9yX4AgGDJMZUkyaNHjyKEJicnFxNTCwsLhVklgiAaGxvHxsbGxjJQjy0SiYx76VxMUMJi0pTQ/VWqanWufkrIKq5A5O5s8PlfalhoEhQh1NDQEHNErVar1ery8nKtVnvjxg2Xy2U0GjmOe+SEq1gsVqlUfr9fo9HgI3hRzW/uX/V4PwcAIJMykKPEsuy8yZCpxjDM2Gwo54ooCWpKyP6ph2IqTKkm0dnu6R0WEqf1LnQOQRDzflckElVUVKxYsaKwsFAmk+FdaB75xJhMJVz8IbHGAwCyRJpiaiAQcLlcExMTly5dmpycjJ++kSI0TY/MBq05PPYb20+F1N8kOts9vblc8TjlHi0WC8MwwvaojxSzoqaqQFWokV8fmU24AQCAjEtTbcLPPvusp6cHISQWi7dv3x5dqi09WJYVi8UjM1RVYa6O/RaT8jDDeYK0sOpDpVJFp5uChPE8Otc7/dubrI9MYo8jZsL1kSQSiUKhCAQCwug93qV8Y5Uh4TYAADIrTTF106ZNDQ0NFEUNDw+3trYGAoFt27bFnHP8+PHol8eOHUtiAxiG8dFIKZOoZVlU4nipcFd1k+XeBpwymQyv7hCLl9E641Q42z21r7YoTpruIs2dcI0PD/9GxVTzn/387J+/WP+YzQAAZEqaAgxO5TAajWazmWXZjo6O+vr6mI/zyQ2iMWianqZ4a85OpmKrTJqBab8QU9H94V9IU3pMZ7qnd6/QPf4+P3HmYuel1WrtdntZ2b00YyUh2VNbdPr21KH6ksdsCQAgIzLQvykuLkYIRWdnpAFN01N+tipnk36xhVJ/M9WevHG2e3pbpfrx+6lLJZVKZTJZ9G8QF39IczMAAMmS/JjKsmw4HBZ2XZ5ramoKISQsIUgPhmEmfHTuLk7FIE0pFT4ddtWWkDLEZGQ/2phMpc+tMV254/SHmfS3BADw+BIZ++3v72dZFnc0Jycn8cGamhqJRIIQ6urqam1tPXz4sNlsRghdunRJrVYXFxfjd/+BgYG+vr7Kyso0VyikaXrcE9lYnesx9aHdaRBCKpUqunQASMBHPdNP1pmCwWD6a3shhLRarc1mKyl5MNiLM5V+dVtV+hsDAHhMicTU1tZWYVlkX19fX18fQshqteKYGkMmk924cYOmafxSIpGsWbNm+/btiTY4QTRNj7rDuVvwASvUyFmOn6UiBtW99FSpVIrubw+Q0ablsLPd0//3S03M7MS8/wGnmkwmk0gk0RH9pSbzH5/qgpgKQC5K5I04fjJRQ0NDdPbjli1bNm3a5PV6Q6GQVCo1GAwZeediGGZ0NpS7xX4FOE1pszU2TWmR6zdAjEG7XyIWlajFM8F0T6YKcD19Iaaur9B7g/TwTCDXU+oAWIbSkaMkFov1en1JSUlhYWFGAipCyOENyQmxsKlL7qotIfumIE0pac52T39ujSkcDmdkMhWLKaiEIFMJgJy1LNY18jw/5gnneoISVlNM9tshTSlpznRPHVhTktmYKpfLRSJRdJnJlzaWv3UddikHIPcsi5jKMMxUgM2TmDonTQmq/ibM6Y/cdVEbKvWZSlAS4OFf4WWpTllZoGobcmawSQCABOT8WOhi4MWplqJ8iKmrTOTAw8tp8KbZkUjkcerqLU+4k4oQymw/FSGk0+nGxsaKioqEIy81lb91Y3zLigI0Z89zhBDP86WlpelfUAvmgt8OiLYsYirDMJN+dsvq3E76xYxqmUiEnP5IgeZBBMXDvxBTl+ps9/QrW6sikQj+XJLBluBCwdEfjI40mf/w7Vt/dbQBIRSJRKL3PEcI+Xw+o9EI79rZAH47INpyGfud8Eaq8mLsF0HlhyRhOf5Cv2Pf6uKMd1IpirLZbD6fr7u722az2Wy24eFhJhJ+al3pe50TCCG9Xm8ymWQymUajwbvRlZSUxN/zHKQN/HZAtGURUyORyKg7nDcrEyCmJgUu9YAQCoVCme1S4I5OIBC4e/fu1NTU1NTU4OBgOBwWsn9pmjYajVNTUxMTExzHLX47OZAeFoslFAoxDDM+Pu7xeOC3s5xl0dhvS0uL8PXevXuTeGeHN0hIxKQii37Yx1Fj0nRPQEx9XGe6pw+sMSGEwuFwmitlxsAdHYZhgsGgQqFgWbakpIQgiPoCun1k9rOb3Vq5RK1WGwwGr9frcrkKCgpgOXJW0Wq1crl8fHzcYDBQFOVwOMRiMexssTxlUZhJbhyNNjobqjDkz9zGqmLy3Y6H6hGKxWKZTJbx/lZuOds9/e1n1yCEgsFgdHJQRlgsltu3byuVSrvdHgwGy8rKpqamVCrV4XXF7bOy/7hnJUJIp9NdvXrV7/dv3Lgxs60FMXie53ler9fzPL9lyxaJRDI9Pc3zfFFREUmSkMS0rGRRTE0dm5PKm4FfNF/ZB3R/RQ38lS7Sp8Ou1SWkVkmgLEj6RQhptVqSJPHmEwaDYdOmTfj4y9tUv/vTThxTSZLUarXT09PQSc02/f3969evv3nzprAjvdVqxR3W6elphUIBSUzLx7KYTx1zh6xF+fM2pFMScqnY7gtHH4Th3yURBn6z54OIxWIJh8MEQaxevVo4uKZMy7J83/3p86amJqvVyrJshtoI5jE0NFRRUUEQRENDQ2Njo3BcpVJVVVXhHaM5jmNZFpKYloP876dyHDfho7esyeSEWdLhNKVi8kHvSqVSud3uDDYpt5ztnnrj1S0oOzqpGEmSeEVNTDf0yEbz29fH/uDpOoQQQRAkSQaDwcxOAAMBnkNVqVRogR3pFQpFVVWVSqVqa2ujKEqr1TIMU1NTs/hHwNBxbsn/fipN05M+1lKYD4tTBZD6+zj6p31yqQRvUJ89MRUhFNPRwY5sKH+7/UGdQvhFZw+Hw4H3BXnkmUVFRVVVVSRJejwev98fZ3vpuXBa+FQUnBb+GA0HKZR4P5WiqEgkolKpHllqgOO4mZkZn88nl8sLCgrSXASOpuk82I08xiqT5uaYJ+YgfrfNbI29nIDr5uOvg8Gg0WiMf37azNvRKSLlq0vISwMzu1YVIoRUKpXL5Up700Ast9sdDofxLtGLYbFYbt68qVarV69e7fV6p6eni4uL9Xr9I7uhQlo4fqcNh8MwdJzNlhxTg8FgS0uLw+HAe6E0NzfX1dXFOf/GjRsdHR3CpyqxWLxu3bpt27aJRKLEWrxUTl9IJEI65TzvVrmrxkT+9HrsviUQUxfpbPf0f3tuLf46q/qpCznSZH77xhiOqdBPzQbBYNDpdFZXVy/+EmFsv6CgoKCgIBKJ2O12u92uVCofmcGE08JlMhnP86FQaElDxyDNlhxTGYahKMpisRAE0dnZ+cjz3W73mjVrqqur9Xp9MBhsa2vr7OyUy+VpWw8wPOOv0OfbxMPcsV+EkFKphE3fHmnGHx6bDTZW6BFCHMcJH/+z2Ysbyn/rzY6/+XwjQkgqlYpEIpqm5+3UgqSb24/E74HRu0QvUvQlMpnMbDZHIpHp6WmWZWmaxmPIQjeUZdlwFJ/PNz4+XlxcbDQaIfE7my05ppIkefToUYTQ5OTkYmLq3r17hS4pQRD79+8fHx+/c+dO+mKqw49nzvIJqZCqZdIpb6hEq0D3/+xpmp6amqJpGkEWw8KEjF+UI51UDNdUeqnJjO53VSGmpsfccr537tx5+umnE7jV3F+ZTCarqKhQqVRXr16lKEqn0zmdTovF0tvby/O8/D61Wr1p06aenh673V5fX/9YPw9IsZTn/caM8YrFYpVKlc7FAHdnQ1XGPBwOxRvU4Jgq/Nnb7Xbcj4EFcAs52zX9q9ur8NfZs5DmkV5sKv/H83dwTMW70Gu12kw3almImc68e/fu6tWrF5OXtHgFBQWVlZUURfn9fqPRaLFY5HK5VBr75qxQKIqKirxeb0FBQRKfDpIr3Xm/s7OzTqdz8RP7j2/UHbIW5uHCg+jKD0IVb51OJ5PJYAHcQhiOvzTg2FtbjF/mUEzdubKwf9qHFyXjmJrpFi0juJwvQmhmZkYul6diOtNisTAMo1Ao6uvr1Wr13ICKEGpoaNiyZYtYLI7eahdkm7TGVIZhPvroI6VSmc7iamPu8IriPJx+iNmcHP/Zy+XycDgMNdYXEp3xi3IqpqL7w78I0pTSDle58ng8oVCouLg4FdOZOINJJpPFuTlBEARBlJaWTk5OJr0BIFnSV/OB47gzZ87Mzs4+++yzeIl0jOPHj0e/PHbsWFKeO+Glq015OEpWYyJPtN0VXuI/+9nZ2UAgUFJSAlkM8zrbPfW5NSXCyxyaT0UIvdhU/hsn2r+2p1okEsnl8tz6QJDrLBbL+fPnVSpV6j6tLjLpCW8q53K5smcNGIiWppjKcdzZs2dHR0efeuqpsrKyec9JVhCN5vQFOZ43qLI9sTMBq0yagah+KkLIYrG4XC6/3w+d1IWc6Zr+k+fvpXiwLMvz/LyDbNmpxkTKpOLb4576ch3uqkJMTRuFQiESifAn1xQ9YvFJZ6Wlpd3d3RBTs1M6xn45jvvoo49sNtvBgwcrKyvT8ETBkMNn1uVMR2RJ1DKpLDH2CQAAIABJREFUTkVMuB+MAZIkiUvWQSd1XleHnPXlOo38XhDNxX6eUFMJplTTzOVybdy4cW6Vq4wQiUQmk2lqairTDQHzSH5MxcuqhOJbPM+fO3dueHj4c5/7XPr7T0N2n1mfnzEVzZlSRQg1NDTU1dXhfAoQI2YyNbcGfjFc/AHBlGraOZ1Ok8mUPeuXCgsL3W43wzCPPJOiKNvDhoeH4S0idRIZ+Orv72dZ1uPxIISE2fKamhqJRIIQ6urqam1tPXz4ME7u/eSTTwYHB6uqqsLhcE9PDz5ZLBbX1tYm5yeIa3gmUJlHO6fGwJUfmmsf7P1JEIRGo8nFHlganO2e/rfXtggvg8HgvPP62UyvIlYWka+9ca3CoGrUh6ur+bTVI1vO3G63VqsVi7OrOnpJScnU1NQj11DMXV+bZwvtsm2PgURiamtrq/Axp6+vr6+vDyFktVpxTI0xMzODEBoZGRkZGREOEgSRnph610VtrszbJSU1JvLqkDPmIN5INSPtyWZ90z4lIak0Pgii4XA4uasM0+Bi/3TvtNcfYhBCWoVUY5zYv7Y8043Kf06nc6EskAzS6/VOp/OR5Uij19fyPB+JRPJsoV22fWhIJKbGTyZqaGiITmB78cUXE3hEstx1hT6/Mev+GJJllUnzr1dGYg4qFAr8OQZEO9s1/bm1pugjOdeb7xz1vP7mTRxQEULeEPPbP7n9b3r1unJ9ZhuW30KhEM/z2VlGG6+rWbFiRfzTcLlgmqZx+a08Kxf8yD0G0tyRza7RjKQbdYdW5NFu5DFqTWTfnKq/eIlqRtqTzWImU2malkgk2TaaF987HeOuQCT6iCfEvNs+kan2LBNOpzNr6xapVCqpVOr1euOfhjdtdbvdwWAw/hLYHIVX5/M8j/cYiEncSfNmeTmzkCABvhDDcHyRNhs/YCaFgpAUkfJRF1URNaRJEATP8wzD5NAqkVSz+8KTnuB684P+XM51UkFGcBzn8XjKyxc1wN456nmnYxwhdKSpfF15mgZXy8rKBgcH4xSqZBhmeHjYYrGMjo6GQqH8C6gIIa1Wq9Fo7t69i3urdrt9dnZWdp9SqSwuLmZZNj2b5eXz267NGSgjiexJ1UsFnPobHVPR/a4qxFRBTKkHlJsx9UhT+c/ax93Ug66qRiZ5fn1pBpuU9xZfWuFi//TrJ2+6/BGE0DsdE3/3xcadKwtT3DqEEJJKpXq9fmZmprBwnse53e6pqSmr1SqXyx0Oh0wmE4vFkUgk+/diWhKKomiaJklSIpGsXbtWLpfTNB2JREKhkNfrxV+Pjo7qdDqTyZTqzfLy+W132OEv0xLzZk7ljZpist/u219XHH0Qpymp1Xm1DfvjONM1/epOa/SRcDiM1/LmkHXlur9/ecPX/719NhBBCIkQ+tNDFRZ9Pv8JZ5zT6XzkbCW6P9UtjMzPBsJfP9H+xq9tSs9Ut1arvXr1qtVqFZLA8Xyh0+nkeX716tX4IE5z8Xq9TqeztDR/Poo5nU6Px7Nx48br169zHKfX6xFCc+e/CYKgKCocDqe0cAfK75g65PCbdXn1cWyuVSbyk0FHzEFcuC4j7clCDMu33pn50aubow+GQqF5P9dnuZ0rC994dROeQ530BKcCiKKovBzNywY+n0+hUCxmoGvuVPcsFfnzn/f82q4VlQWqSqNKSST4yX4x48mRSMTn8/X19eFwghByu92zs7NWqzU6sx3/IAUFBbdv386bmDo2NiaRSPDnnvjFHaurq2/evJmGHd3zOaYOz/jr8ndxKlZj0vxL63DMQaVSOTs7m5H2ZKEz3VMHHh74RblZ8AFbV67HvR9PkN713Y+fWgWjEanidDof54OXP8ycvDZ610nddVFqubTSqMLx9d7/ClR4o8Y4FjmerNfrrVbr6OioQqGQSqVOp1MkEq1bt26hTwOFhYULjRXnEJ7n79y5U1hYKHySiP/pB+9SwHFcqj+D5nNMtc0EDq00Pfq8XIbLPsQchCWq0WIyfhFC4XBYJpPlerUEnZL4pScqfnxt8o+gvHMKRCKRSCSyyAmCuVPdOqXsuy81rL3fs5zxh++6KBxfrw45cax1BiJCfMVfVBhVlUaVSiZBSxxPtlgsMzMz+JM0RVG7d++OE2AKCwsHBwdzJabOuxJGr9dPTExUV1cvPiuic9RzakyOEFKMe1KaQZZFMbWlpUX4eu/evY9/w7uzQUtBnn+Kl0nFpTrFiJOqKniQpiQSiQiCyL9MhMSc6Z7+sxfqo4/kYoLSvL5xaPW6b5/+vefgF518S1pCs65cp5ZJOJ7wBmmEkE5JfP+VDWuj3rgLNfJCjbyp8qEaIzTL3XVR0bF21EXddVEqmbTSqHIH6bnjye+2T8wbU7VabVFRkd1ul0gklZWV8btiUqlUrVZ7PJ5k5b6mNOF5bkmH6elpq9W6yG18sOge/6mbUynNIMuimJqUOCoIhJkwwxfr8nYhjQB3VaNjKrpfDxbeaq/ccTaYdWr5Q/+d501MlUvFX9hQ9Lcf9f/u0/WPPhsshdPprK9f7L/qKz9o++7RBp1Siqe6X9xQvnYRoYWQiKuLNNVFsV1h3Kn93x8NDDn88144L4vFgheqLqasutFotNvtSYmpqU54jinpMD09rdfrlxRQ05xBlktr3pdkeCZg1snyeyENNu/wL1R+wOYO/KJcnkyd6zf3rvj7i7G1tMBjWtLupL99suNIk3nnysJ15fpvPbvmW8+uWUxAjQP3aH/vYK3+4U0qdUrZixsWXCm7mF3NBWq1mmXZx58huheu/A+Fq1vj7se8bQxc0gEh5HQ6WZZtampa0uXzZpClrlhK3sZUm5Mq1xLLYY0mTKnGMW+CUt70UxFCSqXy1SeK/vpMX6YbklcWP/D73Q97V5nII03Jr7qMl04Z1PfCqkYu9YcjgQgb55KGhobF70aHM5Ues5HpCVd49cv09HQkEiktLc3yRPe8jakjzoBJLVke/dTYHd8QxFSEEEK9k16NgjAbHhr/53mepum8GRVXKpUv1an/78WhMMNlui15gqIoiUSymJGM4622EMN+bU91ilqCl069ttP62k7rm/9x652/eOavz/T908Whhc4niCWUuNHr9T6fj2XjBensYbFYXC6XUqlMYMPQI03lMbM/8Xv8jylvY+rwTKBUsyxi6ioTOTCnnyqTyRiGEXaxXZ7OdE8fyOuBX4SQSCRSKBS/uW/FX/8CuqrJschO6ge3Jj+zub59eG1KGxMznnzyq9tc/vB/+rfrSbn543dVjzSVE5KHgkiKwlUkEjEajXK5PIFO6opCNcvxQo9/bgZZciUeUymKcrvdkUjk0acmdP5jss0EyvO94APWNe5VyaW/c7Lz1rgn+jh0VT/qmX6yLjamPnJvrJyjVCq/0Fh08tqoJ0hnui05KXrX7qGhoTt37rhcrvh/O9dHZv/5k+Hv/crSJvaS4g+ernuhsXzLX5yb9DzupvQFBQVOZ+xmkYv3/q3Jw3/3yX9qrhbClUQsSlG4cjqdW7duXfzIdrQXv3f51G/sEHr8J17bsr06heuIljzdGAwGW1paHA4HRVEIoebm5rq6uiSenyw2Z6DSsNgsg9yFk+68QfqtG2Mf9zmik+5wmlLObbudLNPe0LQ33GCO/fPOs34qQkipVFIU9bsHav/6TN+fPg8JwEsWvVoDp84ODg7G2YBz1EW9/mbHpW8kc53CkhyqL9lQqX/hHy5/69m6Z9YlXhFJLBbr9folJWQJ/vOPbyCEbN95BiF0YE0xnkPlEWrpdSQ9Yvl8Prlcnlix1W++dfPVndYaE4kQSk+pyCX3UxmGoSjKYrGsX78+FecnRSDCUGHWlO8LaeIn3eHlNJlrXYbNm/GL8itBCVOpVBRFfWlb1S9uT9l9kOy9ZHi1hkwm02g0uGBsnH1LIgy3/39dyGBAxUxaxZU/2PfBzck/e7/nce6TQFf1/VuTlm++/3RD6T/c76YLA9T/9dk1097Qqc4k5yglXPXp5LVRjkdf2FSR3PbEt+SYSpLk0aNH9+zZY7VaH3320s9PipEZqsKoyPuk3/hJd8t87HfeyVSUj/1UvAsHx3G/d7D2f8Cs6hzRQ7vY8PBwzJ8GXq2BC/zSNB0nEWbzX3z06R8+mfJGL84//EpTiVZ+9PuXE76DXC4nCMLvX+xC2F//8Y0Pbk7avvPMQv3jv/3ihr852z88E0i4STGCwSDHcQl0Ugft/v9zceivji5hJWtS5GeO0rAzUKGTL4cEpTiW8xLVCMNdHXLurinCL4V31aGhocnJyfHx8bnvqjkNd1V/6YmKtiHnXReV6eZklzhbUrMs6/f77Xa7y+XyeDxOp1OtVsfZt+Tg31x886vb9KosemN5bdeKbz5dV/2HH9wc8zz67PksMlMJd0+fjeqeLnjmf9n1zN9eSqwxcyXcST3y/ctvf217spqxePkZU0dmAqXaPN85FSF0pKk8zqpwiUQiFotpejnmrcR0UoV31bGxMZ/PF/2umh+Ecf7fPVgLCcAxood2cf1etVrt9Xr7+/v7+/txOCksLNy2bZvBYIhEIgt1Ur/0z59+69m6WlPWLY58osrQ/2dPfeudWz+6bEvgco1GQ9N0/D8HoXv69CKmb1UyyQ+Pbf7lf7qSQGNi4A89CdR7+srxT//2Cxu0ygyEgPyMqTYnVUZK837sN2ZVuJKQxCTdLdvh35hNyIV3VYIgdDodQRBxJsxykRBTn1tf1jvlm1sDJKctZvA2Pjy0yzCMzWabnJwsLi7WarUWi6Wurs5isRQXF2s0Gr1eH6cO0e/8pPOFxrJdq4qS92Mlk0QsOvUbO4dmAq+/2ZHA5XG6qovvnkbbbDUeXFvypz/vTqAx0RLrpP7tuYEGs765NjO/rCyKOsePH49+eezYsYRvZXMGtpVo8r6fiqI21Bya+f/bu/PApq4zUeBXy9W+XXnfJWJjllhgiMNiTAIJKSEhGyTT0nQhTWfepE1nS/vavk6nmc7Ma5u2szTJZGbehNcl6WsSCCGkTpwCqcEBE9sYYxsvwpaxvEq2dunq6t6r98chQsiyLMmy1u/3F7q6ko6FdD+dc77zHZfPx4Zk3KGYmuZlR1bCh/0z//uxW+ZRNBpNb28vqhqahD0Uk0wsFk9NTaF/P3ff6p+2DP3nFzantkkJtLCKusPhiJCXuxAazp2enlYoFARBVFdXhz1tsSqyP/lg8LZ86YHN5bG2PMmef2j98UsTd71w5u1nGtXSaFcSut1um802Ojrq9Xq5XC726ZbmIpHomde6OJ8m98bqKzu0f/m77uOXJh5ZxnJVs9m8bt26mB5yTm++ODr/m6e3xP2iy5RGMXU5QTSEwewqlMhzIaZin26o6SDp7T86FXKXUCiMPvsga7TpzfWVBNowKwBdVQ0GQ1FRkVQqzbLfGeij7vP5cBy/b33xL07rr6zwhlbJFFJF3ev1xjHMoNFoBgYGSktLI+Qfhb1i/PJjg8tLf+sztTG2OjUeqS+rryTu/fkfXzi44Z61hdE8BP1k8fv9er1eoVBgGOZwOD6ZYb91fODlz2+KZrB3Mf/yJxvv+dkf68qVC/cJiMb8/DxBEDHtyeimmD/9VUf/3++N4+USJQvHfj0+xkHSKiGHx+MtfXa2kIv4qwpkl8dvqV6dm2O/YUs9YBhWWFjIsmzkrM7MFbx0KvsSgANV1DEMI0kyjv9BlmWVSmWUJeYD3u+dPj8y9/xDK1ssKbGq8iRdf7vn9YtjUVaBRj9Z1Go1wzAymQzH8f87zG8dsQVmT5cz9n7yGzse/Ldz8f0hcQz8PvZy27FnGuN7uURJfExlGMbr9aawKp7B7KrKk+RIJzXYzpr81uFbJkVyM6YutooGLT2M9aqaKYJj6s7VBR6K+cQwn9omJRAaZpiamjKZTBHyciOwWCwNDQ0xFeK5dN36H63XXnkyI0fR//tLDSI+7/P/pz2akzUaDUVRcrn8RPfEgTen928offHQzdnTCInTSxLjvF995c7HX4k5XwnVeYipLvd3j1354nbNmuIUf7vjialDQ0NXr14dGxvDMGxqaurq1atXr14N1GLu6+t79dVXJycnozw/4Qxz7koi+xenLtRUU3B22BRyMNfC6tUpu0KElxFhyn3YbLY777wzvvJm6S+kxAeaVU1hexJOo9E4HA6TyRRHJ5VhGI/HQxBE9D+1J62er73e9XaqOz3L8fXd1c/cfdu6778/uFTOmkKhkMnkL3V7L89hv7xf1lDM7+vrQwvPbDabRCIJTpyONcWvQaO+v67479+NLV8p1k7qW51GimEP3VkZ06ushHgCT1tbW+AyPTg4ODg4iGGYVqtdbKw11vOXyTDnKs/Jxal3atU9RhvpY0T4zTcWxdQsqxwUwWKdVI/Hg+N4llX6DYaWqAZublmVJ+Dpzw6bm2pWsLRpMsnlcrRdDMqjiYnValWpYqhLRzP+nS+c0f/jvlhfKN00Vud3fG/Poy+1Hd6hjVBO6GTP1LO/vf7sJsmWUplOp5PL5X6/3+PxeDweu92ONllD+dJSqTSOFL+nGrV//Ub3sa6JKDfFI0mSYZjo6zyMmFwvf6Q//Td3x9SqFRJPTI2cTKTT6ULS5xKYfBQNg9m1Wp0Tu5Ev1FSTf3bYHFyTL9f6qR/2z/zosbqFx202WzYtngnmdrtnZ2cxDJubmxseHsZxHOVtPndf7fdP9GVNTKUoqqampqioCFVmiOmxVqu1tLQ0+vPTqljSMkkEvA/+aue3j/Zcum758QHd5XHb8e4JDMMe21RWV6b0+7Gvvd7F5WCj//uBzs5OlmXRuDqHw5FIJBKJBG3Rw7JsZ2enyWTyeDx5eXlxjL3//ImNe37+x7pyZU3h0vlKsXZSH325rTXV1SIDsnCA1DDnvrsqLwfHfjEM21lT0DpsCompy995OFNM2cg5p/f2cPmudrs9K1OTsKClJk6nc3x8XCKRoKUmGypUBTLhYhlbGYckSZlMlpeXZzKZaJqO/guO0juiH6LY+69nX396S/RrUTLCjw7ofvfJeNOPTzl9rMVJYRh2vHvy81sqXzoz/NKhG8m9iy0lwjCMy+WuWbOGoqiZmZkIp0V28htNuh98MPgP90c+jaZpp9NZXh7tyqXDRz75l89uVKaivENYWZj3O2Z2FeXGzqkLNa3OPzuUu2lKi9XN93g8PB4va/YhDxGoaKFSqfh8fvB0VzaVVQpMYajV6vn5GNKvYhr4/dKrF79z/5o1JYp4mpje1hQr7CRjCdpy4z/+eO3E1xsDq2Uib2kul8tFIlFxcXFMb34wIZ/7+le3HliqOnFM++T84rT+9jLFrtqoVg0lR1bF1Mvjtu+/02dyUrN2MjdjqiZPyvj940EVX/l8vt/vX7mMsLQSUj4pwG63o4V32QotNUEVnoOXmqwpllcXyk72TKW0dYkRiKmxbqUS/bD/t97qeUBXctfqNC2WtEzHuydCdtj1MWxgy41o6HS6hoYGpVI5MzMTXxs2VxH7N5T+4ERfhHOiH/ht05svjMz9zX3ptXQ4e2Jq69DM4V9e/NV5A8Oy3/r9+MXr9lS3KDXQlGrwkRzZ9M1LsxdH58NOH2bxZCqClpegH08hi4X+5r7an0W3TjHNBWIqj8dDBXujeZTL5cJxPJohip+2DFaqJU/ckdR9wTIL6sgWFBQ4HI64R7++vF3j8NJHO42BI8HrX3t6etxu99jY2JLP7/ExT/+y47XU1UtaTJbE1JCdRO0k/VdvXAnsJJpT0JRq8JEc2aBmsU6q1+vlcDjZOvAbgLqqUqk0JJ1emy/dVEUEX8Iykd/v9/l8gf/E6LuqEX5OXR63Pf9u//Pv9l+ZsP36/JjN4/v67vA1C7ND5C03YlJZWXn9+vW4W/Kzxzf8Z+tIYIVP8PrXkZERkiSjWf/66Msfv/1MCradWVKWxNTIO4nmlJydUm3pm7lvfZjJ1KzvpCJoukskEmk0muDV4RiGPXdfbZQlddJWyHowqVRK03Q0vxQXm0xFw1pH2kaPtI1+7r/aj1+e/OHDtyeyxeknZMsNpRgP2XIjegKBQK1WT09Px92Y4PpKgYQAHo+nUCjEYvGS61//19u9X9hamZ7T3mkUU88ESXVbMphUwF9TIu8cswSO5MjY72IJSlk/mRqg0+k2btyoVqtJkgxeq1qiFO1aU/h6e/wdi5RbuMY6mkwlu90uk8kWrmcNGdZykr6RWWcuDGuhLTee3qF9eof29ae3hGy5EZP8/Hy32x38MYsJzuO+8WfbHn25Dd0M7AmvUCiWrD15tMtI+pjPb6mK76VXWhrF1F1BYn1sAoc1skBIQaVcGPs9pzdvriLEeGgVEa/X6/f7c6TkRSBvs6KiYnx8PPiuTK8AvDCmRjP8u1gnNZeHterKVN97cN33HlwXXw81WFVVFaqOF5/6StWj9eXff6cXwzCFQiESiTweD4fDiVx7ctTsevG0/mdPbIj7dVdaGsXU5QgZ1pALQ3cSzSk7V+e3Bg3/otnE7A6r0EkNhuN4Xl5e8NAcIRE8uqns1XOjKWzVcni9XqFQGHKQIAiLxRL2fAzD/H4/6vescNNyF4/HKyoqCploiMkXt1V5fOybHeMYhsnlchzHl+ykPvbyx8fScho1IEtiKhY0rPH5zcUvHVi9nGGNTLepkhicdrgoOnAk67uqOT6ZulB+fr7L5bq1AnAGz6p6PJ6FRRsiD/9aLBaCIMLeVaEWh+wglsvDWsuhVqspilrOhpIvHNT9d5uhf8Lq8/ny8vIib3HxlV9+8tPHNxCStM43zJ6Yin06rPG1xpLby2Oo7ZmVQjKVsntKtW/SrpbiJcrQay5FUSzL5sjA70IhI8ASAe/LjdqXz+hT2KT40DTN4YTZuhFF2cU+2GF/Trm89J//pvPcsPnlz29KSLYOWGYOMIZhJ5/d8dBLH+fn56OEgMVOe+mMfk2xIspNYVMoCwv4+Xy+rNzMKyZoRc3e22+sLREKhVZr1qZgLLaKJmc7qYhAICAIYmZmpqjoRg/+uftWV3+3+ZldGbZiJMImEGhWdWEdO5/PR1FUSFngI22Gn7YM/vTxDfffXoxhWDkhQnOoj9aXQUCNG0mSLMtevHixsPBGtEPlpqP/Lcvncn52f+nTbwyd+PqOxc45f23unN78269uTUCLV1gWxtSYaoFmq6aa/H//47XAzexeTvNh/8xPDobJWbDZbNFXDc1KBQUFer1eqVSiCxyXw/mLe2v++cOhv9oT274ikQWK+AfEelWNLEJMValUk5OTLMuGJPeG/Jy6OmV/7s3Ld2rVfc9/JnCwrkxVV5brA1rLh7asoSjK5XKhkQNUbjr6/32r1bpZm+/Aie8d7/2HR8KsaPLS7JePXFyyUHCaiH/s1+12W61WiqKWPhXDGIYxGo16vT6momLx8fl8uVmYMFiFWsLjcAxzLnRTIBDQNJ3CjeJXzpTNM+/yrS8NTUXx+XwMw+TswG9AyAjwX9xT89JHeprxJ/AllrNndTQib1YYdlY1eDL179/t/+s3Lv/k4Ia/278+UU0CAWh1aUlJidvtjmN3VQzD5ubm8vLyntxa5WPY330yvvCER19uy6CNbGPuz3k8njNnzphMJrQy6e677167dm3kh5hMpubmZpfLxePxGIbRarV79uxZoc1TUXk26Kdin2b/arbdGP5CXVWJRJLaViUcZCdFJhQKFQqFyWQqKLhRxvabn1nzwgcD39m3xNc2euiqStM0qnPk9XpjvapG5vV60Y5jYanVaoPBEFwhliRJDocjFArf751+7s3Lf33f6ub9TYlqDFhIo9H09vYWFhaazWYcx2PaXdXtdnM4HNTB/fEB3b5/O1tXplwX9BP5e8d7D91ZuW7Bj+a0FXPsoWna7XZrNBocxy9fvhzN+c3NzTiOHzp0SKlUDg8Pnzp1qr29ffv2FcmHhoHfgKaagjc6xr+47cbK6OyLqWgnyA96p/98120L77Xb7cXFYSZZc5BcLu/o6LBarWj85jOV3H3/bfhqY0W+cumdLKOErqoomLEsG+ue1ZFF7qcKBAKBQOB0OmWyG3+O1WrFhLKv/PITnMe98N17ZEK4IKwstKKUoiiKosRicUzpLKiTGrh58tkd1d9tfvuZRrTJKyERuCn6ya1pWt4hrJg/bXK5/ODBgxiGTU1NRRNT9Xq9y+V64IEH0O/WmpqasbGx3t7ehoaGBI7QBmZ0SJKcm5sTCoWJndHJRDtXF3z99a7AzSxbTtM6NPOXb9wohfPzD4e1+dId1Td7Kj6fz+fzZdMPiOVAqx2uXr0ayCJ5SMv5+YfD/3SwPlEvoVAohELh9evXJRJJaWlpApMEvV6vQCAIWfoSAg3/BmLqf50zvH3V8cLBDemfI5o1NBpNT0+PRCKJqUtD07TL5aqouLlvAZfD+bv9ax57pY1h/BiGcbncXz3VkPjmrqQVX0tjNBr5fH5wqkhVVRXDMFNTidx/KjCjMzU1ZbPZEj6jk4mEfO6GCtXF0RtTTdm0nCaktpzF5X329UvBteVys9TDYlQqVXl5uUwmY1kWzXh9vqGsZWDO7EzkF4TD4ajVaofDkdi93yN3UhGFQuF2u2ma7h637v7pGZcP6/rbPRBQkwmVmxYKhVqtNvoqECGdVAzDLo/b/vXUNebT+X6WZUO+2ulvxWOq1WqVy+XBWXmoWpjNZkvgqwSqMItEovjmybNScJHCbEr9XbK2HEymhtBoNCKRCG3RhUrVJHa78omJCa1WK5PJBALBwoJHyxG2glIIt9tNkuTXjpz7zptd39gk/vzt0tHR0az5tGeKQLlpr9frcrmiecjCmJoFZSNXPKZSFBWyzVYgkSGxL4SqMKP51CULXOWInTX5rZ/upcrlcnk8ns/ni/yQLEDTNEVRMPAbDM145eXlTU1Nud1uiqKe2Fx2Vm+esHiwWzewRGKKSTabjWVZgiB0Op1Op4u7rnpYYSttfVvmAAAgAElEQVQohThxefLgGxNyxvp32yWMZcLlcsEwVfIFyk2XlZVNTEwseb7FYlEqlQt3OMh0KZi99/v9GIYtnCBpagqTm3f27NkonxZdNVwuF5fLjXWePFttqFCNmJwOkpaL+NinXdUsWGj02Kayty9NWN03f88G15aDTmpYaMZLrVavXr2aoqiBgYGnNuf/03u9Lz3ZgKZOgr8y0S8x9Pv9RqNx/fr1GIbhOK5UKl0uV9jK9fGJ3E+dtpPffPMyIRH87vHyefMsSZJqtRqGqVJLIBCoVKrZ2dnA/H1YYYt1RP5qZ4QVj6kLhxzR78eF35Pow+di0FWDYZgll/fkDlRQ6YG6EuzT/4ss+LWBtkz48pFPaIbFFtSWczgcwSsrAIJmvFiWRYtqSkpKyspsv/z3T1ouXK6rKlSr1YGd22NaDDM2NlZVdTMtUyKRmM3mCOfHhGVZtEQH5XhjGPbYprK6T/+jf3Fa/9qFsRce39BUk2+32zut82azuaqqiiTJxCYeg1gVFhYODQ2pVKqQQcoAtLRy4Y829NV+9reXLC4Ky8yykSseUwmCGBoaCl7igraSWKy89XIErhpZEDYSZefqgtYh067blLOzs06n0+VyoamOTM+LXluskAq5j2+qwjDs/rV5eTynweDEMIxl2evXr/v9fj6fn7l/3QrR6XTBN5VK5XcevP3YJePmGgGfzx8dHS0qKpLL5dHHJJRjH0i4xTBMKBT6fL6FhY3igxKUgnO8j3dP/uJzGwU87nNvXn54Y+mF796DzlQoFHl5eTweb8nNwkByoBFgrVYb9l6z2bzYD1+0G0rmlo1MfExlGIamaRzH0ZeqsrJyYGDAYDBUV9+oMjoyMiIQCFZo7WDIVQPsXJ3/L38Ypu6pHB4eFolEFosFjb3HWj8s3RztMv7JHZXf3bcWwzCr1frJJz3oMupyuSiK0uv1Gf3XrZCFw/733178wvuDz384nicVrJUVezxui8US5WIYiqLm5uYWRl+JRIJK6iy/wSRJjtr83zzZE8hbsbi8Tx35pKZY+punt1Sqb5ky12q1PT09Xq+3trZ2+S8NlkkqlQqFwvn5ebVaHXIXRVFerzfCZyyjy0bGE1OHhoYYhkGJu4ElMatXr0alkfr6+tra2vbv34/GyrVaLUEQbW1tQqGQIIjBwcGxsbEtW7asUB2lLJgsTKwSpVgi4M35+KjSjcPhkEqlFEVl+oTT0U7jvx26sbwyuI6P2+1WKBQKhSKj/7qkaR2aMbnIE91ODMNUEsGfbxDUKiV+vz/spTBEyKhvQAJjqtfr/YPeFpIISjHsNm1+SEDFYJgq/ZSWlvb396tUqpBBiwid1CwQT0xta2sLTJEODg4ODg5iGKbVasOGSS6Xu2/fvpaWlpMnT6KbOp2uvj5hi83BklCRwgN1mt7eXjQ0l+kTTn2Tdj6PU1t089KJ6vjgOI5SWiDrOxpoma/Dc2OfXauberGT/l6T8u76+snJyevXr1dWVi722OnpaYIgwmYPJXBK1ePxxFRDAIap0g0aAQ6u6uD3+y0WC0pqy0rxxNTDhw9HuBfl0wcfUSgUBw8etFqtXq83sEUGSJqmmoLfXBg73KhBedFOp5MgiIz+LX+0y3hg0y0Zg2gKzWKx8Pl8mE6L0sK1gA6KHfQoMAwrLS212+19fX1VVVULe5xot/PFpspQPzUhLSRJ8uAdFe9emYkyERSGqdKNUqm0Wq0OhyPwlVy4JjXLJG9tEBqgg4CafCj1F8MwjUbj9/sTXukm+Y51GR/bFJqFr9ForFYrj8fL9L8utQLDdAqFYt26dWazeWRkJGT1ant7e2BP1rDPIBAIll9ywefz8Xi8DRXEi4fqA0vvMjERNMfl5eV1dHQEPjx9fX2o9kiq27VSoLp09uPzOHdUqS+MzG1dlSeTySwWS0Z3404PzG6qJFSS0B4JKvIgl8sz+q9LpoVrAaVCPLgLyOFwNBrN6Ojo+fPnKyoq0DDs3Nyc3++PXDxEKpW6XK5l/oAOVCX83Sfjz91XY3H5sMxMBM1xNE3b7faBgQGVSuXxeFCBkcLCwmztX0FMzQmooNLWVXmbN29G89+ZK2wnFcMwq9VaX18Pe9FEb+FaQDdFVxeF/iLRarUWi2VqaoogCB6Ph5L2I6eAicVip9O5zOahmPrr82MqCf61XTXLfDaQKiqVSqvVTkxMCAQCl8uFJp6yOIUw2+pCgbDQKlUMw4RCoUgkinIn+TRE0WxL/8yDupKFd9lstry8PJhRiwlaC/j0Du3TO7SvP73lvW807f/FuYWnVVdXEwSB8sYlEsmSo+sJmVL1er3X7cxr7WM/fPj2ZT4VSC2NRiOVSqenp1mW9fv92T07A/3UnHB7mXLC4rG4KUIiQBvULFbfJM0tzE5CYHO3uIWsBfyznav+5s3LP3t8Q/A5gQ0yxWKxSCRacnRdIBCgEkjL2czY4/E89drIx9++J+5nAGlCoVAQBIEqgWR9CiH0U3NFU03+2WEzluGbvh3tNB7YHCamQo3fRDmwuVwm5P/yY0PIcbRHBUVRUXYy0JTqclryvQ+M//wnG1GpapDpNBoNjuO5kEKYRjH1TJBUtyULBYZ/M3fTt+vz7lmH946qMFUtrVZrAuu257jnH1r/Tvdk13VL8EFUUUEgEETZyVjmT7eXTg9VEcJ71y6aXQwyS6yfn8yVRr8Bd+3aleomZLOmmvwXPhjEMrmfulh2EkVRLMtmaxphShx7Znv1//r9wN/fz+fd3D8qpooKEolkeno6vle/dN36Qd/0S4+EX/8KMlSOVORIo34qWFFFCpFSjA/NOHg8HpfLzcSNVI92TRzYFGaxP3RSV8LJr+948MVb8pUCG2RGYzlpSo+/8vHLB2qW3DYVZJaYPj+ZC2JqDglMqWbi8O8nhvlihahiQZVXDCZTV8aaEsVXGjXffKsn7meIL6x+7r8u/PorW2jKCwMPIBNBTM0hGT2leqxr4rFwnVSSJDkcToRtq0HcHr+jQoRzf31+LL6HxxFT//nDoa2r8rbdlhd5K3IA0hbE1BwSKFKYiVOqi62isdvtCoUi+e3JET98+Pa3uoyXx61xPDbWmHpOb+4cs/zFPTUMw7AsmwvjhCD7QEzNIRwO1nhb/jm9OeP6qSd7Ju9bVyzgh/m4wmTqSnvna42Pvvwx6/fH+sCYltNQNPvU//3kN09vwYKqEgKQceKMqQzDGI1GvV4/NzcXzfkej2d0dPTatWt2uz2+VwQJ0bS64OyQSSAQMAzDMEyqmxOto50TBzaHH/hFFduT36SccvLZHQ+Gq68UGY/H4/F4URbtevyV82/+j23o3zDwCzJXPGtpTCZTc3Ozy+Xi8XgMw2i12j179kTYY7yzs7OjowMV0WBZdv369Tt37lxGm0H8dtbk//Ubl7/z6ZSqVCpNdYuWZnFT3ePWI7UNC++CTmpyrCtVfHGb5ttHe350ILblEGj4d8kfPf/43tUHN5RsKL/xX+nxeKAkFshQMfdTaZpubm7GcfzQoUN/+qd/eu+996K9nxY7f3h4+OLFi9XV1U899dTTTz+9Y8eOvr6+7u7u5TUbxGltiWLWQc45qQyaUl0sOwmDjN8k+mxDBZfLeb39ekyPimb498P+GcOc66tNqwJHoJ8KMlfMMVWv17tcrsbGRnQtq6mpqa6u7u3tXWy9Y39/v0gkuuuuu4RCIY/Hq6urKy8v7+7u9sc+PQMSAmUqZVBMXSw7ye1258iKtzTxT4/W/fbi9SsTtugfsmSaktXt++Zbl//ri3cEH4T5VJC5Yo6pRqORz+eXl9+8xlVVVTEMMzU1FfZ8q9VKEERwKe2CggKPx2MymeJoLli+ppqCs8MmoVDo9XpT3ZalDUw7WNa/rjRMZi90UpPv3Wd3hN24ZjFCodDn87Esu9gJj7/y8Zv/Y3vwEYqi+Hx+YGt0ADJLzB9cq9Uql8uDP/FoQstmC//rlc/nhyQpoJsWiyXs+WCl7Vyd3zpkFolEXq83/UcLFqtHiEFMTZFYw2qErup3375yuFFbUygLPgidVJDRYo6pFEWFZBygm4t1ekpKSubn581mM7rp8/lGR0exTyMrSL58mbBALrw6Zc+IFTVvdRoPhtuIxul0ikSi5WwlBuJTV6b83J2V3337SpTnLxZTj1+acFPMoS2VIcdhMhVktARcklBfh8PhhL138+bNBoPhxIkT69atEwgEg4ODqI+78PwjR44E3zx8+PDy2wbC2lmT3zps3l8t9ng86VxV9Y9DproypVoaJmsUOqkpdGhL5beP9vy/T8Y/21Cx5MkSiSTwkzpg0ur5yQeDH39798LzPR4P5HKDzBVzTF3YuUE91MV+WiqVygMHDnR1dRkMBi6Xq9Vq8/Ly/vCHPyxcxQFBNGmaVhe88tG1J+pWx13lPDkW2y0VwzCbzVZSUpLk9oCAHx3QPfBvZ+vKlOvDTXUHC9tPPfjK+bc+XY0aAvqpIKPFPPZLEITD4aBpOnAEzYwSRJhdLRGlUrlr167PfvazTzzxxNatW00mE4fDKSqCnRFTZkd1fts1s1CY1mO/NOv//ZWphzaULrzL4XBIpVJIY0mtKCdWUVGO4E/aX/2u+5ufqS1VhRkg8fv9FEVBTAWZK+arUmVlJcuyBoMhcGRkZEQgEBQXF6ObDMN4vd7FMv3cbvfAwEBlZSWs6U6tppqCDqMznZfTQHZSmuNyOG8/s/3hl9qWPDN4lerrF6+Lcd6j9eEXHEOCEsh0McdUrVZLEERbW9v4+LjT6ezs7BwbG6uvrw/UUerr63v11VcnJyfRTZfL1d7ebjQa5+bmhoeHjx8/jmHYjh07Evg3gDigKdV0XlGz2G6pGMTUtLGhQnVwU/nfvtMb+bTAYmj9rPPVc6P/9FjdYmdCTAWZLub5VC6Xu2/fvpaWlpMnT6KbOp2uvr4+wkOuXr3a1dWF/l1UVLR3717YSCTlmlYXfOP1S1/esMrj8aThUNuk1TM+796yKm/hXXa7XS6XL5YTB5LsC9uqvvVWzxsd40/csWi+kkQimZ2dxTDs8VfOn37urpB73W43uhfDsLm5OVQiuKSkBIIryETx5P0qFIqDBw9arVav16tUKkM++jqdTqe7WRRUKpV+6UtfstlsXq9XKpXKZLIFzwdSoLZIbnFTTobHT8sp1ZAlNMGX3enpablcPjo6CpfdNPGTg7q9/3pWV6ZcUxL+t7JAIGBZ9qu/6vjxgTpCEprFTVHU8PCwXC7HMMxkMikUCpPJpFar4T8XZKL4szxUKlVRUVE0n3sOh4NOhoCaVnauLuiccKfnlGpIjV902Z2enp6ampqYmHA4HHq9Pm1HrXPQya/vePDFSPlKJ4fdxTL+feuLF96FLg4CgUAmk+E4LhaLi4uLYWwfZCjInMxdO1cXXDDY0jCmdl23qKUCTd7N1VaByy6Xy83Ly8NxHC67aYXP47zxZ9see/njsPdeNlrPXHN8bXuYgIpoNBqSJBmG8fv9Pp9Po9GsVEMBWGEQU3NXU03+Of3cwuKRKRd2t1R02XW5XFKplCRJuOymm02VxMMbS//uRN/Cux5/5fxrT22OsBhaoVAIhUKj0SiVShUKBRoHBiATQUzNXYREUEaIx51YunVVw66iUSgUMpnM5XJxuVy47KanL23XOL300U7j5XHb8+/2P/9u/5UJ25P/p/3VLzeoFDKPxxO2vjTLshMTEziOSyQSHo8Hv5ZARoNyqTmtqSa/a9JTV55GE5PNvdN31xaI8TBb3BMEMT4+TpLk6tWrk98wEI2fPb6h6cen7F7G5vZhGPbbT8b3ri/aVCoxGAxWq3VwcBBlYPj9fpRiZjKZTCZTSUlJWVlZZ2cny7LwawlkNIipOW1nTcE/fzjwRF0a9VOPdRkXW5Xh8/kIgsBxHC67aevyuM1FsSigYhhGUvQfB03dG/Jc48Msy3o8HpSo6HA4+Hy+y+UiCGLdunXo5OD1AgBkqDSKqWfOnAn8e9euXSlsSe7YdlveF/7b5nSHWQaaEg6SvjAyF7JDNeLz+Xw+X0NDQ/JbBaJ3vHti3nXL9LzFTZ3WOx6qLHI4HBRFyWQyu92OYRiHw6murg7eWQi2lwdZII1iKsTRlGiqKeiadNfW0Omwb9piO7thn9ZOgstuhtJoND09PR6Px2w222y27du3FxQUpLpRACQe5Cjlup2rC7qnvWlSTD9CjV+r1QpbgKW/xzaVqW6t6qAUCx6tL1MoFOgnEZfLXbVqFQRUkK0gpua6navzO4xpUflheNZJ+pi6sjCrTr1er9/vh8I66a+uTPnioXri0y1vlWL835+sX1+mxDBMo9FAZi/Ieqkf7gOpdVuBjKT9YyZbyrsOxzqNjy0y8Aud1Ayyozr/V081vHNpEsOwR+vL1n/6I0kul4tEIsjsBdkNYirAdq7O/3jEese6FDfjaJfx5Deawt5ls9mgc5NB6spUdWVhfgNBZi/IejD2C7C7aos6jM7FtrxNjnN68+oieaE8zA45Ho+Hx+MJBKG110HGwXEcssxAdoszpjIMYzQa9Xr93NxcNOeTJGk0Gq9duzYzMxO2lgpIoZ01+V1TZGrTlCA7CQCQBeIZ+zWZTM3NzS6Xi8fjMQyj1Wr37NkT2JN8oa6urs7OTpqmuVwuy7IqlWr37t1FRUXLaDZIJIUYr1SJOkZNO9dXpaQBfj/29qWJnz+xMey9Nputuro6yU0CAIA4xBxTaZpubm7GcfzQoUNKpXJ4ePjUqVPt7e3bt28Pe/74+Hh7e7tWq73rrrvEYvHMzExzc3NLS8uTTz4J20qnj+23EeeG51IVUyN0Up1Op0gkSoe1swAAsKSYx371er3L5WpsbEQ7bdXU1FRXV/f29vp8vrDnT0xMYBi2detWsViMYVhRUdG6deucTqfNZltey0Ei3V1bdN5gTdWrH+0yHlgkpqJSD0luDwAAxCfmmGo0Gvl8fnn5zStgVVUVwzBTU1Nhz5dIJBiGMQwTOELTNIfDQSEWpIkdtcWDJpL0MUufmmjTdnLE5Np+W/j6iBBTAQAZJOaYarVa5XI5l3vzgSh/ZLF+Z21trUKhaG1tNZlMbrdbr9f39/frdDqhMEyGJ0ihO8qlp/omk/+6EZalOhwOqVQa/GEDAIB0FvM0FUVRIeVs0CIHrzf8fmFCofChhx5qbm5+66230JHbb799sclXkEJbNarWodkHNobfE2blHO2a+M8vbg57F2T8AgAySwJSP9DamMUSjux2+zvvvCMQCO655x6pVDo9PX3p0iWKou65556QM48cORJ88/Dhw8tvG4heU03+N966muQXvWy0yoT82wpkC+/y+/12u72iItkxHgAA4hZzTBWJRCELGVEPdbGx3I6ODo/Hc+DAATSxWlZWJhAIzp07V1tbGzwpi0EQTbXaUsLHsEaLp5xI3lT30U7jgYgb0SStJQAAsHwxz1QRBOFwOGiaDhyxWCzoeNjz5+bm5HI5CqhIcXExOh5zY8FKEovF9cWi1mFTMl/0aNfEgU1lYe+CmAoAyDgxx9TKykqWZQ0GQ+DIyMiIQCBAkRLDMIZhvF5voNCdSCRyuVzBK21QDIY9RtKH2+02GAxjY2M1Cqa5a9RgMIyOjiahrFJL33Rjdb5UGGawhGVZl8sFxdYBAJkl5piq1WoJgmhraxsfH3c6nZ2dnWNjY/X19YE6Sn19fa+++urk5I0M0pqaGp/P9/7778/MzDidzmvXrn388cdCobCqKjXlBcBCFEUNDw9PT09rxZ5Pxl3T09N6vX6xpLMEitBJhewkAEAmink+lcvl7tu3r6Wl5eTJk+imTqerr69f7Pw1a9ZQFNXR0XHs2DF0pLCwcOfOndBPTR8qlaqoqIim6SK1qlxuH7H760qKV3rc1UXR54bN//GFRTN+AyMfAACQKThxV7S3Wq1er1epVEYTHVmWdTgcXq9XJpMFz60GNDU1nT17Nr6WgOWz2+29vb0CgeDXl+Z4PP7zj9+50uOuvz4/NjTr+OHDty+8y+fzjYyM1NbWrmgDAAAg4eJfSxPT0ByXy4V8k3SmUCjkcjlFUbdJfc1TvCRMZB7tMv7gofVh74LsJABAhoIKNeAGjUZDkmRtHj5qodzUyhYpHDW7bB7fxorwP8sgpgIAMhRs9wFukMvlIpFIIBBsKnV9NDC9Txc+eygh3uo0Hgxalup2u2dnZ9G/fT7f9PQ0l8stKSmBSXcAQGaBmApu0ul0GIbtdl1r6TGuaEw91mU89kxj4CZKPEYDzna7ncPh6PV6tVoNMRUAkFlg7BfchOM4juP36Srbx2wrt5bm/LU5Tb60RHkzXqLEY4FAIJPJ/H6/QqEoLl7xxGMAAEg4iKkgVKVagvP5HYNjK/T8YXdLRbO5FEVxuVyapjUazQq9OgAArJw0Gvs9c+ZM4N+7du1KYUvA7eWqF85Mvn+NfOLOqrqyBPcXj3VN/OSgLuQgSjyenZ0VCATo34l9UQAASII0iqkQR9NE69BMq97k9NDdU66TvbO/+NzGHdX5iXry45cmHtpYyg23i5FGoxkYGCgpKYFOKgAgQ8HYL7jF5XHbX/6ux+m5sUeCxeV99vVLVyasiXr+CPUIaZpWqVRCoRA6qQCADJVG/VSQDo53T8y7qOAjFjf1/eN9n72zsowQl6nEZSqxgB/zT7HL47bj3RMeiumdtDXVFIQ9Z35+fsuWLWJx8naaAwCAxIKYCpbG4WBd1y3vXp6csHomrB65iF+ukpSqRGWEpFQlQoG2VCVWSwVhH946NPOXb/TMOykMw0Q4/5zevHAwmSRJlPG74n8MAACsGIip4BaPbSp7+9KE1X2zqyoT8H748O3rgzKV5pyU0eqetJITFrdx3tM+Mj9h9UxaPR6KKVWJA93ZUpW4nBDbPPT/PNoT6PuSPvrZ1y/96isNdWW3FFGam5vLy8tLzt8IAAArBGIquEVdmfLFQ/XP/vaSxUVhGKYU4/+4T1Mk9AWfkycT5MkEG0KXw2AeHzNp9UxYPKg7e05vMlo8/ZN2p5cOPs3ipt65NBkSUy0WS1nZClaZAACAJIgzpjIMMzU1RZIkQRCRuxdut5uiqIXH5XJ5YMtVkFZ2VOf/6qmGdy5NYhj2aH3ZulJFf39/fv7Sqb9inHdbgey2Alnwweff7T/SNhr5gfPz82q1ejltBgCAdBBPTDWZTM3NzS6Xi8fjMQyj1Wr37NmzWIC8cOHC4ODgwuOHDh2CQjlpq65MFdyPLCwsnJmZKSoqiuOpFg4mK8WCR+tv6ZLOzc1VVlbG3VoAAEgTMcdUmqabm5txHEdBcXh4+NSpU+3t7du3bw97/h133LF+/c0tvfx+/3vvvSeXyyGgZpCCgoL+/v6CggIuN+aM34WDyf/+ZH3w7Kzb7ebxeEKhMJEtBgCAVIg5pur1epfL9cADD6CgWFNTMzY21tvb29DQgOP4wvMVCkVwMuf4+DhFUWvWrFlOo0GSud1umqa7uroCI8B+vz/6fWNCBpPX31qYCbKTAABZI+aYajQa+Xx+efnNBJWqqqrh4eGpqalohu+uXr3K5XJXr14d6+uCFKIoamZmxuVykSTJ5/MxDHM4HDHtGxMymBzAsqzD4aioqEhkcwEAIEVijqlWq1UulwePAapUKgzDbDbbko/1er0Gg0Gr1cIeXpkF7RvjcDgoilKpVF6vN1H7xkB2EgAgm8Q8PUZRlEBwy9J+dDOarcGGhoYYhlm7dm2sLwpSTqPRcDgcmqYpiiJJMlEleSGmAgCySQLWp/r9fgzDOOGqoocYGBiQyWTB48bBjhw5Enzz8OHDy28bSBS0V4zf7zebzSUlJQkpyetyuXAcD/mJBgAAmSvmmCoSiUiSDD6CeqhL5m2aTCaz2bx58+bFoi8E0TSn0Wh6enqcTmeiijNAdhIAIMvEPPZLEITD4aDpm5VxLBYLOh75gQMDAxiGQcZv5pLL5SKRiCCIaMb5l8QwjMvlggK/AIBsEnNMraysZFnWYDAEjoyMjAgEguLiYnSTYRiv18uybPCjGIYZHh4uKyuDa2hG0+l0jY2N8/Pzy38qmEkFAGSfmGOqVqslCKKtrW18fNzpdHZ2do6NjdXX1wfqKPX19b366quTk5PBjxoZGfF6vZCdlOnQ9KdarZ6bm1vmU8HALwAg+8Q8n8rlcvft29fS0nLy5El0U6fT1dfXR37UwMCAQCDQarVxNhOkk7y8PIPBsJyI6HA4xGIxWuoKAABZg4OyduNgtVq9Xq9SqUzIYtOmpqazZ88u/3lAchgMhvz8fJlMtvSpK/BwAABIT/F3FFCpB5Cb8vLy5ubm4guKPp/P6/VCQAUAZJ+Y51MBwDBMLpd7vd6wu/gtCbKTAADZCia0QJxQV7WkpGTJM91u9+zsbODm6OhoZWUlWpmzkg0EAIBkg34qiBOKqdGcSVHU8PDw9PT09PT06Oiox+NBeeAr3UIAAEgyiKkgfmq1Opq1qqgEv0AgkMlkDMOoVKpEleAHAIC0AjEVxC8/P99sNkdzpkajIUmSpmm/3+/3+xNVgh8AANJKGs2nnjlzJvDvXbt2pbAlIEoCgUAoFDocjiVL6qMS/NeuXauoqBAIBAkpwQ8AAOkmjWIqxNFMlJeXZzabo4mRDMMQBEGSJOxIDwDIVjD2C5ZFJpNRFLXkohqDwVBdXS2TyaCTCgDIYmnUTwUZCs2qlpaWLnbC5OSkQqGQyWQ6nS6ZDQMAgCSDfipYrsjZv2azmcvloiIPOI7jOJ7EpgEAQFJBTAUJsNhaVZvN5vF4AvsAAgBAdoOYChIgbEwlSdJkMlVUVKSkSQAAkHxxzqcyDDM1NUWSJEEQUe75RZLkzMyMz+eTy+UFBQVcLoTz7LFwUQ3LsiMjI+vWrUttwwAAIJniiakmk6m5udnlcvF4PIZhtFrtnj17AnuSh9Xe3t7d3c2yLLpZWlr68MMPx9NekJbcbnGACFEAAA29SURBVLfb7Z6cnAyU/x0dHb3zzjtT2yoAAEiymGMqTdPNzc04jh86dEipVA4PD586daq9vX379u2LPeTChQuXLl3atGnT+vXrhUKhzWaLsk4syBQURRmNRrfbzTAMn8+fnZ3l8/k0Tae6XQAAkFQxD8Dq9XqXy9XY2IjqtdbU1FRXV/f29vp8vrDn22y27u7uurq6LVu2yGQyHMfz8/Nra2uX23CQTlBFX4IgWJYlSVKlUlVUVEBFXwBArok5phqNRj6fX15eHjhSVVWFplfDnj88POz3+9HCxMDYL8g+Go2Gz+fPzc0JhUIejwcVfQEAOSjmsV+r1SqXy4MzjFQqFYZhNpst7Pmzs7Nisdhqtf7+97+3WCw4jq9ataqxsVEoFMbdaJCGUEVf9N8KxZIAALkp5n4qRVECgSD4CLq52HaYHo+Hpun333+/qqpq7969dXV1w8PD7777rt/vj6/FIG2hzWdIkoROKgAgNyWgNiGKjhwOZ7ETfD7f5s2bURaoVqvFcby9vX1sbCzkynvkyJHgm4cPH15+20AyyeVykUjEsix0UgEAuSnmmCoSiUiSDD6CeqiLjeWKRCIMw7RabeCIVqttb2+fnZ0NiakQRLMAVPQFAOSymMd+CYJwOBzByyQsFgs6vtj5GIYFz7+ilayQr5SVoKIvACCXxRxTKysrWZY1GAyBIyMjIwKBIFDTlWEYr9cbCJlVVVUYhgVnBU9OTmIYFmX1JQAAACBTxDz2q9VqCYJoa2sTCoUEQQwODo6NjW3ZsiVQR6mvr6+trW3//v1ovU1ZWVlpaenFixdFIlFRUdHs7Oz58+cVCsWqVasS/KcAAAAAKRVzTOVyufv27WtpaTl58iS6qdPp6uvrIzzkM5/5zKlTpz788EN0s7Cw8N57741cyxAAAADIOJy417RYrVav16tUKlEW0pKcTqfT6ZRIJAqFYuG9TU1NZ8+eja8lAAAAQDqIfy0NKvUQPZlMJpPJ4n45AAAAIM3BhmsAAABAYkBMBQAAABIDYioAAACQGNkWU5uamlLdhEwFb1184H2LD7xvcYO3Lj7Jed+yLaamuZCaxiBK8L7FB963uMFbFx9439Iopp751Isvvhj5tGW+ynKefJkPX9EnT2Hblvnq6dy2aE5YuVdP57Yt/+Er+uTQtpV49XRuWzQnJOHJE7AvTaLs2rUr1U0AAAAA4pdG/VQAAAAgo0FMBQAAABIj/tqEiQWZbAAAADJChEq66RJTAQAAgEwHY78AAABAYkBMBQAAABIjjdbSLJ/NZjObzXw+v7S0FMfxVDcn7TAMMzU1RZIkQRB5eXmRT6Yoymw2u91uqVSan5+f4+/nzMyMw+GQSCQlJSUcDieah7Asa7fbsdh3cMomcXwlZ2dn7XY7juMFBQUSiWSlW5ieSJKcmpry+/2FhYXRbOdlt9stFgvLsiqViiCIJLQwbbndboqiJBKJQCBY8uSYLolRyp6Y2tra2tfXx+VyWZYVCoX33ntvZWVlqhuVRkwmU3Nzs8vl4vF4DMNotdo9e/YstjP8+++/PzY2xrIsuikWi7dt21ZbW5vE9qYLkiSbm5unp6fR+0YQxL59+8LuARyivb29u7sbx/Gnn346Ce1MQ7F+Jefm5v7whz/Mz88Hjjz00ENlZWUr39L0MjAw0NrayrIsh8Px+/0NDQ2bN29e7GSapj/66KPh4WEOh8PhcFiWLS8vv/fee8VicTLbnHIej+fMmTMmk8ntdmMYdvfdd69duzbyQ2K6JEYvS2LqlStX+vr6tmzZsnHjRq/X+8EHH7S0tHzuc5+TSqWpblpaoGm6ubkZx/FDhw4plcrh4eFTp061t7dv37497PlOp3Pbtm1VVVUSiWR+fr61tfX06dMKhaKkpCTJLU+5jz76yGw2P/jggxUVFWaz+b333mtpaTl48GDkR83Ozl65ckWpVKJveA6K9SvpdDpPnDghFov3799fVFTk9XpnZmZy8PtrMpk++ugjjUaze/duHo93/vz5ixcv5uXlaTSasOd3dHQMDw/feeedGzdu5HA4Q0NDZ86cOXfu3J49e5Lb8BSjadrtdms0GhzHL1++HM35MV0So5cl86nd3d2FhYWbNm3icrlisfjuu+/2+Xx9fX2pble60Ov1LpersbFRqVRiGFZTU1NdXd3b2+vz+cKef+DAAZ1Op1QqcRwvKiravXs3hmHXrl1LaqPTgN1uHx0draurq6iowDAsPz+/oaHBZDIZjcYIj2JZ9syZMzqdTq1WJ6ulaSfWr2R7eztN0w8++GB5eTmO4zKZ7LbbbsvBYfOenh4ul7tr1y6BQMDj8RobG2UyWXd392LnT05OSiSSzZs383g8Lpe7Zs2a4uLiycnJZLY5Hcjl8oMHD951111arTaa82O9JEYvG2Kq1Wp1Op3Bv+NUKpVKpYp84cspRqORz+eXl5cHjlRVVaG5hLDnh0wZohkdhmFWtJFpCH2EqqqqAkfQxyzyR6ujo4NhmIaGhhVuXfqK9SvJMMy1a9dWrVqFPmmBSYccZDQaS0pKhEIhusnhcCorK6enpxe71kskEpZlg5dEMgyTs/PQ0Yv1khi9bBj7tdls2IJMEKVSOT09naIWpR2r1SqXy7ncmz+h0NuF3rol6fV6DMOCP385wmq1Yrd+tCQSCY7j6HhYZrP50qVL+/fvX/7ETOaK9Ss5Pz/PMIxarUZTgzRNq9XqhoaGVatWJaO5acPn87nd7pCelkql8vv9drs9bBJNfX39+Ph4a2vrxo0buVzuwMCA2Wy+7777ktXkTLXMS2IE2RBTKYrCMCwky0sgEKDjAMMwiqJEIlHwEfR2eb3eJR9rtVovXLhQWlqaaxc4LPaPFhr1ra2tLS0tTUb70lWs75vH48Ew7NKlSzKZ7K677sIwrKen54MPPti7d2+UQ3nZYbH3DVv8q1pUVHT//fe3tLT09/djGMbj8Xbv3p2DX9VYLeeSGFk2xFQECkLFBL1dSy4Lcblc7733nkgk2rNnT5RrSLJJ2D/Z7/cv9lZcunTJ7XZv27ZthduVGWL9Svr9/oceeghd6TQazWuvvdbR0ZFTMTWsyF/VsbGxDz74oKKiYu3atVwud3R09PTp0zRNr1u3LrnNzHhRXhKXlA0xFc09hPy+8Hq9IT9DcplIJCJJMvgIersC0zZhud3uEydOsCz7yCOP5OYMDXp/SJIMTkClKCrs++Z2uzs6OnQ6XWA1CEmSfr9/ampKJBLl1KrBWL+S6PySkpLACQKBoKys7Nq1ayzLBg/QZbfF3jcMwxZ761pbWwmC2Lt3LwoGlZWVJEm2tbVVV1dHs0AzZ8V3SYxGNsRUdLWyWCzBBy0WS05dxSIjCGJoaIimaT7/xv84ersivEUej+fEiRM+n++RRx6Ry+VJamiaCXy0AjHV4XDQNB32fSNJkmXZ7u7ukCzN48ePa7XavXv3JqHBaSLWryRBEBwOJyR2ognpnBp/4vP5crl84fvG5XLDLommKMrpdFZVVQX3roqLi0dGRmw2W0FBwYq3OGPFcUmMUjbEVLlcThDEyMhIQ0MD+myZTCaHw7F+/fpUNy1dVFZWDgwMGAyG6upqdGRkZEQgEBQXF6ObPp8PLcxHNz0ezzvvvOP1eh9++OFo6htkq4qKCg6HMzIyEsjPQguKArULGIahaRrHcS6Xq1KpDh06FPzw1tbW6enpJ554IteqUC35lfT7/RRF8fl8FDgFAkFJScns7CzDMOgIy7LT09NKpTLXUr0qKyuvXr3qdDpRCjRN09evXy8vLw+8D8FfVfQGhsRgNEwCo3Qhgr+qWBSXxLjxfvCDHyzzKdKBUCjs7+93u91qtdpqtZ4+fZrD4ezevTvwGyTHqVSqkZGR0dHRvLw8Ho935cqV/v7+O+64I1Ck5sMPPzxz5szmzZvRFfDYsWMWi2XdunU0TZs/RZIkWsuVO3Acd7lcV69eFYvFUqnUaDS2tbWVlpZu2rQJndDb23vixInS0lKFQsHhcES3Gh0ddTgc27dvz7WYii31lZybm3vttdcwDAt8AuVyeV9fn9VqJQjC4/F8/PHHU1NTW7duzbXOlkql6u/vn56eLiwspCjq7NmzZrN5165dgbGi4K8qh8Ox2WwGg4GiKLlcTlHU1atXL1++XFJSsmHDhtT+Ick3NDQ0Ozs7MzMzPT0tFApJkjSbzWq1GgXR4K8qFsUlMW5ZEnJqamqcTmdHRwdKflMqlQ888MDyR8azBpfL3bdvX0tLy8mTJ9FNnU5XX18f9mSWZdFP3ZByJFVVVaj0QU5pbGz0+Xytra2tra0YhpWXl+dahZr4xPqVLCsr271797lz59BIAJ/P37p1aw4m2iiVyr17954+ffqNN97AMEwgEOzevTtC/bKmpiY+n9/b29vT04OOVFdX79ixI0nNTSdtbW2BKdLBwcHBwUEMw7RabdihjpguiTHJqv1TfT6fxWLh8/m5XL8mMqvV6vV6lUolDA3FxO12oxr6OTu1HJ9Yv5IMw8zPz/v9frVancuDTOh3LXofohn99vl8drvd7/crFApITYpJwi+JWRVTAQAAgBTKlSR1AAAAYKVBTAUAAAASA2IqAAAAkBgQUwEAAIDEgJgKAAAAJAbEVAAAACAxIKYCAAAAiQExFQAAAEgMiKkAAABAYkBMBQAAABIDYioAAACQGBBTAQAAgMT4/2Y/FDDYO3RUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x78639f12e850>"
      ]
     },
     "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": "b158ceb46fe3496aaeac8053312fca01",
       "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 0x78639f12e850>"
      ]
     },
     "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": "ad339960cbc84f55a27cbcbdc63cdb7a",
       "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 0x78639f12e850>"
      ]
     },
     "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": "1363653e6f514db3a2c0f38f6edbd855",
       "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 0x78639f12e850>"
      ]
     },
     "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 0x78639f12e850>"
      ]
     },
     "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 0x78639f12e850>"
      ]
     },
     "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": "653e0f091dda4724b988a0c8ef6d770c",
       "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 0x78639f12e850>"
      ]
     },
     "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 0x78639f12e850>"
      ]
     },
     "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": "f8cde747210f4bb699c23229217bcfd3",
       "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": "90b5e56a9e434993b6ddb68d6f6227b8",
       "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 0x78639f12e850>"
      ]
     },
     "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 0x78639f12e850>"
      ]
     },
     "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": [
       "['20240829-164617-082-89b39a']"
      ]
     },
     "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": "c8fe70524f3749b086f56d9c9814cf51",
       "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 0x78639f12e850>"
      ]
     },
     "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": "386615b477bb4869803c146e4269b415",
       "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 0x78639f12e850>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x78639f12e730>"
      ]
     },
     "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": "12a47bc782064035a21e1dd78b9ff0b9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meas_ctrl.settables([device.amp_0, device.amp_1])\n",
    "meas_ctrl.setpoints_grid([np.linspace(0, 1, 20), np.linspace(0, 0.5, 15)])\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan 2D\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6fd9c8d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x78639f12e850>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x78639f12e730>"
      ]
     },
     "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": "ad65f4b82b4b4b9caa210638adb54188",
       "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 0x78639f12e850>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x78639f12e730>"
      ]
     },
     "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 0x78639f12e850>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x78639f12e730>"
      ]
     },
     "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": "3.9.19"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "01a3f7231b63412e9cee58d2fdc3f511": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "0304778358c44936a02d170156012773": {
      "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,
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       "grid_area": null,
       "grid_auto_columns": null,
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