{
 "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": "ae48c400989045dc97f9b7745f883564",
       "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 0x79eb401b1f10>"
      ]
     },
     "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": "5f4ba9d2e038492e9baddeff12d02eb2",
       "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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qlUocpCORiE63+IYiPM/jXT4JgsB7Zg8PDysUis2bN+MT8NvUaDRKpXJ2djYUChkMhtgvNBaLpaqqCiHU1NR0+fLlZexjnRUQU+eHf3+jTtfO2uJlXP58c8XzzRXHPr3X+jdtv/JY1TcOrDaZTAzDTE9PT4VlZ+/6xGJ52Vq0PrmtbgAAaWEwGEpLS9OxAaXQiSwtLd21a9e7776Lw4xYLI77So0TSoLB4M9+9jOj0YjDybxir43tjyKEaJrGqb9ms3nfvn03btwIhULV1dUmk2nuN/hwODw6Orpx48a+vj6EkE6n6+vrWyimBoNB/AoKhWIpO0M/8cQTHR0dV65cKSsr27RpU1VVlc/ni+1SY06n88SJE8XFxSRJ4v60MJinVt8fI5RKpSKRiKbpAo+pFEXh31/iHDl82tzjeAZ+2XdPt/tJv47xl7dWL/tFXt5a/fLW6u9fGG74049+Y3fNTl1gLKL43qc2f4RHCH0ycXUZe90AANJhbjpuykmlUp7nOS5RiVO1Wq3Var1eb4KYGstgMPT29gpPXS6X0M2tr6/Hub7RaPTHP/7x3HHdgYEBpVLp8/l8Ph9CSKVSDQ8P7969e+5HOsuyIyMjVqsVIWQ2m69duyZEvoWYzWaz2RyJRPr7+z/66KOvfOUrarV6YmIi7rSurq7GxsatW7cihJxO50ID73kk6ZgaCoXa2tpmZ2fxV5XW1tY1a9YkOP/KlSt4g9U4L7/88lIGELIlGAwaDIZRZ3ApOUqJfW1P7df21P6PU/1HP/SKRHyYuZ/+gPe6eePXt6yv1FMUhTeGE8CEKwB5hOd5hmHwuCv+fxxybDab0WgUi8U0TV+9etVoNArzqXfu3NmxY4dIJHI4HBqNBv+xj42Nud1uPFiKHiQr4deMRqO4xxZ7bW1t7eXLl+/du4fnO/1+P458DMPgPg/Lsp988olWq507pNzX17dhw4YNGzYIR44dOzY0NIQzn3H4Z1nW5XJdu3aN4zicFdXY2IgnOFtbW3GbJyYmnE5n7OtwHOdyuUpKSuRyeW1tbXt7O8dxNTU1ly9fFmIzTjPmeR53unie7+zsTMevJsOSjqkMw1AUZbFYCILo7u5e9PzHHnssdhqD5/kPP/yQJMlcDqg8z0ciEVYkDUe5Ys1yln7P9XtPNc54qTevP7SzjZuif3bp7tpDG/GEa2xWMEy4ApBHnE7nz3/+c/z4hz/8IULolVdekcvlXV1dY2NjKpWKoqiysrInn3wSn+P3+7u7u7dv3y4SiWw22+XLlwmC4DhOLBbv2bNHWMv+xhtv4JBz6tQphNCBAwesVmvstRqNprW19dSpU0qlMhwO79+/H4/9RiKRn/70pzKZLBQKlZWVPfPMM3F5y7Ozsy6Xa9WqVbEH6+vr+/r6cEzt6Ojo6OiQSqUkSVZXV+/fvx8PvRIE8cILL1y4cOFHP/qRWq2ORqMkSe7cuTP2dTiOO3HihEgkUqlUfr9/+/bt+Nqnnnrq3Llzly5dwj968cUXN27c+OGHH05MTLAs29DQkOpfSxYsf09yvI5q0X5qnPHx8Q8++ODxxx9vbm6OPZ5Te5IHg8GZmZmgrOib79z64Ou7UvWy//X9ntfbR+IOfnGT8deaNSqVanp6WiaT4VGXSCQik8nWr1+fqlsDALIlEomEQqHE02QsywaDQYlEIkwiJoVhmGAwqFar8YJR4TUDgYBMJkvTNGQ0GsVzZAsNAlMUFY1G41qFEAoEAiKRSHinHMfhekyJB5PzRaZzlHp7e8VicY5/H8EJSndmqGSTfhM71FL5b52THuqz2WWdUvalXQ1rKnV+vz8UCt2+fbu8vFyn04XD4Rz/JwIALJFcLl+ovJ9AIpEItZyWQSqVzh35k0gkaR0OJAgi8evHFUoUxFaWQAiJxeJHee+5JqNFGiORyOjoqNVqzfEhTfzla8wZrHnkydRYeK8bw4OqTDol8b0vbcKVhEmSXL16dUNDg9vtdrlcWq0WqkMAAEDeyWhMHRgYYFk2qbHirMD91BFH0Lrkgg9LtGtVyRuvbPnCliq1TCLsdSOwWq1SqRRPV6f2vgAAADIgo2O/fX19Go1moRXNr7/+euzTo0ePZqRR8XCiHUEQY07qV7YsKZ09Kesr9d8+rH+/e9pSGh+wSZJUqVThcBg6qQAAkI8yF1NnZ2cdDsfmzZsXKpuZrSAaR6jWkZKFNAupN2kG7YGNVfEroJubm2dnZ9N0UwAAAGmVuZiKS3WkvPRXSsQuD3U6nRKJJBCJUhG2lFwks2DZGkzkgN0/N6aqVCrYvRwAAPJU6mMqy7K4BGVsKUuWZQcHBysrK3Mzvyt2eejs7KxOpxsanjEb0hVQEUINJs2APTD3uEwmm7fsFAAAgNy3nJiKU428Xi9CCO8tgBBqaGjAtQbv3LnT3t5+8ODB2HnT4eHhSCSSs9lJer0e1+OVyWQul0ulUtFyeZ0xjYulGkzkhUHHvD8iCGLRul8AAABy0HJiant7ezgcxo/7+/tx6UGr1Zqgfm9fX59MJsMlqXKTxWK5ffs2Qkgmk0UikZBEbylJ48B4Qxk5YPPP+yOIqQAAkKeWEzYSJxM1NzfH1UhCCCXe5j4X4CWhbreb53mtVjs9zT5mSeMwdZlWEaQZf5ghFfG/Ajz8u9ByaQAAADkro+tTc5zFYqEoimVZi8WS1qRfDKcpzT2O+6lpvTUAAIB0gJj6Gbz9nEKhIEly1BG0pLrgQxyIqQAAUGAgpj7EYrFs3LgxFGX9YcaYtoU0GF6iOvc4pP4CkHl3Jn2+EJPtVoC8l+ka+jmO4zi1Wn3XEaxJcycVIdRgIj/unZl7HGIqAJl0a9L7Wz+9EY5ywTB7eHPFf/388jcnj0ajkUgktkY8wzBCRidCSC6Xz5t+SNO0x+NhWVav18dtI8NxXCgUUigUCZJAg8Gg1+vV6/VxeRg+ny8QCCy6ayRFUVKpNHbbnFAoxLKsSCSSSqULbQCAX1ypVOp0utiVkyscxNTP4F2FCYIYcTqtKd2RZl4w9gtA1vVMen/1Bx2+0P2/uJ9cuScWib91cG2yrzMxMXHx4kWPx4MQevXVV4XAOTg4eOHCBSFcbdmypakpPmZPTU198MEHODK53e6WlpbHHnsMIRQKhT788EOn08lx3LPPPltTUzPvrbu7u69evVpUVORyubZv345fn+O4M2fOTE1NGQwGh8OxZ8+e+vr6eS/3er3Hjh0zm82xmaQnT550uVwEQTAMw/N8VVXV1q1b9fr7NWo8Hs/Zs2fdbrfBYGAYJhKJ7Nq1q7a2Ntl/tIIEMfUzwgqWDCQoIYSMpDzCcN5QVKd86Hsr/m4Iy2kAyIBvvd8jBFSEEMPx73VN/dqOamuJJsFVc2k0mscff1wikbz33ntxP6qoqEi88KG0tPSVV17Bm4zifakbGxtxesemTZtKS0vffvvtha71eDyXL19+6aWXTCaTzWY7fvx4TU0NSZI9PT12u/3ll1+WyWSTk5MfffSR2WyedyPVvr4+s9k8PT0dCARie9gtLS2bNm1CCAWDwU8//fSdd945cuSIVquNRCLvvfee2Wx+4YUXcJvdbrfdbk/mX6uQQUz9DE3T+OvkmCO4sdqQgTviruoWS1HccTz8CzEVgFTheD4c5eYedwXj51l4xA/MBE3a+PBDSESEZMERTr1er9frXS7XEtvj9/uHhoZw0Ir9Sy8pKUEPdvKQyWR1dXWJrx0dHS0pKTGZTAihsrIyg8EwMjLS3Nxss9mqq6vxB1plZaVUKh0bG5tbGpbn+f7+/n379hEE0dfXh/vHcdRqdWtr6+zsbGdn5969e3t7e0Ui0d69e4WxaIPBYDDEf2BOTExcunTJ5/NJJJK6uro9e/YghDweT3t7+8zMDM/zFotl//79Pp/v3LlzTqeT5/mysrI9e/bguH79+nWEkMvlGh0d1Wg0e/furaioWOK/bXblUExta2sTHu/bty/zDRBi6oiTemlTZQbuuFBMheFfAFKra9zzpR90zD1OM/GB1hOif+dnnXPP/MKW6v+c/JgwQmh6evr73/++XC63WCw7duzA05Ner/fKlSsbNmwQZiIHBgZomr579+7atWuLiuI/E2LFXuvxeIQhWYSQXq/H488EQQhpGRzHMQyDj8cZHx/ned5sNkej0cuXL88bUxFCIpGourp6bGwMv52KiooEk7vYxx9//Pjjj9fV1UWjUafTiRCiafr48eNNTU1PP/20SCTCNfjEYvHWrVuNRiPHcR0dHefPn3/uuecQQoFAYGho6Kmnntq/f/+tW7fOnj375S9/OfEdc0QOxdSsxNFYsf3UDOQooYWr/kJMBSC1WqoNPX92YO5xDxV98m8vzPrvpxEpCMlfvNh0ZPP8+1EuQ3l5+eHDh7VarcfjOX/+fFtb24EDBxBCFRUVR48ejU3tmZycDIfDPp9vod0wBbHX4hQQ4Ud4BhQhVFdXd+LEidHRUaPR2N3dzTDMvB8pvb29DQ0NIpHIYrGcP39+cnKysnL+7oRSqcRBOhKJ6HS6Rd84z/PBYBDPYZWVlSGEhoeHFQrF5s2b8Qn4bWo0GqVSOTs7GwqFDAZDT0+P8AoWi6Wqqgoh1NTUdPnyZWHHsByXQzE163D1ogjDuSm6TJsoTS5VGkzkyTu2ucdlMhlFURloAAArnF5F/OK13b91rHPYERAh9LtPNqQwoCKEhE5kaWnprl273n33XRxmxGJxXC4u7lQEg8Gf/exnRqMRh5N5xV4b2x9FDz7EEEJms3nfvn03btwIhULV1dUmk2lu6m84HB4dHd24cSPeNEyn0/X19S0UU4PBIH4FhUKxlE+nJ554oqOj48qVK2VlZZs2baqqqvL5fLFdaszpdJ44caK4uJgkSdyfFlJJ1Or7HRupVCoSiWiahpiaZ/DvcsQRtGakk4og9ReAHFCklh37d9sYlpeIF9rcOTWkUinP8xw3z7SuQK1Wa7Var9ebIKbGMhgMvb29wlOXyyV0c+vr63GubzQa/fGPfzx3XHdgYECpVPp8Pp/PhxBSqVTDw8O7d++OXVSDsSw7MjKCC7abzeZr164tmkRpNpvNZnMkEunv7//oo4++8pWvqNXqiYmJuNO6uroaGxu3bt2KEHI6nbH91DwFi4o+g8d+x5zBmvQn/WLFGhnPz5MlAUtUAcgwqeSRAirP89FoFI+7xg602mw2HERpmr569arRaBTmUy9duoQ3S3Y4HMIa1rGxMbfbjQdLEULRaBS/FH5NfH7stbW1tR6P5969e/hav9+PIx/DMLg3ybLsJ598otVq5w4p9/X1bdiw4ckHDhw4oFarh4aGhHfEcVw0GrXb7SdPnuQ4DmdFNTY2yuXys2fPCm2emJjo7u6OfWWO4xwOB0JILpfX1tayLMtxXE1NjcvlGhkZwecEAgF8F/xZx/N8Z+c809h5B/qp93Ecx/O8RCIZdVKW9C9OFdSbyEG7f1ttcexB6KcCkF+cTufPf/5z/PiHP/whQuiVV16Ry+VdXV1jY2MqlYqiqLKysieffBKf4/f7u7u7t2/fLhKJbDbb5cuXCYLgOE4sFu/Zswdn/yKE3njjDRxyTp06hRA6cOCA1WqNvVaj0bS2tp46dUqpVIbD4f379+Ox30gk8tOf/lQmk4VCobKysmeeeSbuK8Ps7KzL5Vq1alXswfr6+r6+vrVr1yKEOjo6Ojo6pFIpSZLV1dX79+/HQ68EQbzwwgsXLlz40Y9+pFaro9EoSZI7d+6MfR2O406cOCESiVQqld/v3759O772qaeeOnfu3KVLl/CPXnzxxY0bN3744YcTExMsyzY0NKT615IFIvxlZxkoisJj93MHCuYVDoftdjv+BZSWlsbV3di9e/fFixeX15KUCIVCU1NTdXV1f/TOrWaz7otbqzNz3/90/HaDkfzyjvjV3H19fatWrcLLvwAA+SsSiYRCocQflSzLBoNBiUQiTCImhWGYYDCoVqtjPzFYlg0EAjKZLE3TkNFolKIolUq10CAwRVHRaGR+9/cAACAASURBVDSuVQihQCAgEomEd8pxHK7HVBirB5P+yA6FQm1tbbOzs3hgobW1dSk7jXd0dHR1dQkTCRUVFS+88EKyt06r2IIPn9+QuYVQDUZyYGaeKVU8/AsxFYB8J5fLFyrvJ5BIJFrt8jeXlEqlc3NxJRLJUhJ0l40giMSvv9CGlbGVJRBCYrH4Ud57rkn6IxsP01ssFoIg4sbQF3LlypXOzs6WlpZ169bJ5XKv14uXK+UUYSHNqIOylGRu7LfBpPng1vTc47CLKgAA5J2kYypJkkeOHEEITU9PLyWmer3erq6u9evXb9u2DR8pKSkRZgtyB03TCoWCZjhnMFKuy1zGdkMZOWCD1F8AACgEac/7HRwc5Hm+ubkZIZQ4iTy7cD81M5V+YxlUMolY5AhE4o5DTAUAgLyT9um6mZkZpVLp8XhOnDjhdrsJgqitrX388ccXnWDIsPsLae65azKY9Ivhakolmof+QWQyGV40BgAAIF+kvZ8aCoUYhjl58mRNTc2BAwfWr18/ODj4/vvvLzvfOE1wTM1kwQfBvJUfoJ8KAAB5JxNppdFodPPmzbhShtVqJQiio6NjbGzMYrHEnvb666/HPj169GgG2oYxDIMzbEedwaaKNGbKzavBRN6e8sYdhLIPAACQd9IeU3GJSFzaA7NarR0dHTMzM3ExNZNBNM5n1fOd1HPryzN893qT5t86J+MOikQiiUQiBHsAAAC5L+1jv3hfvdgKD3iToJzKV/psl7ecGftFMPwLAAD5JvUxlWXZSCQihMyamhqEEN4qD5uamkIIFRcXz3t5VuCYyrD8jD9coc/01gc6JSGXimf88am/MPwLAAD5ZTnjigMDAyzLer1eFBMsGxoacAf0zp077e3tBw8exCWbKysrKyoqPv30U4VCYTKZZmZmLl++rNVqa2trU/cuHlUkEtFqtSPOoDWzC2kEuKtqJB9K/YV+KgAA5JflxNT29nZhR4L+/v7+/n6EkNVqXWjn96effvrs2bOnT5/GT41G4+c+97lFt4nPJDxtOToZsGR84BfDlR92rXqoFIZMJhP+nQEAAOS+5cTUxMlEzc3NuMKDQKFQPPfcc4FAIBAIqFSqHCztGIlE5HL5mNOesV3e4jSYyK577riDBEH4/fPMswIAAMhNmds/VaPRlJWV5WBA5XmeZVmpVDrioKwZrPQbC5d9iDsI86kAAJBfYE/y2IU0mduNPA6UfQAAgAIAMTVmR5qMF/sVaORSUiGd9j40eyoWi0UiEcuyWWkSAACAZEFMvb9zKsPxNm/YbMj0QhpBvYkcnNNVheFfAADIIxBTH1TPz97ALwbDvwAAkO8gpj7Y5S2zW5HPBWlKAACQ7yCm3l9Ik8XJVAz6qQAAkO9yqD57W1ub8Hjfvn0Zuy+eTx11BhuMZMZuOte8MVUmkwUC8Z1XAAAAuSmHYmom46iAZVmRSCQWi0cd1FNrTZlvgEAlkxjUskl3qDImTwr6qQAAkEdW+thvLiykETQYyYGZh7qqMJ8KAAB5BGIqLZPJOJ6fdIeqirKZo4TmS1MSi8VisZhhmGw1CQAAwNJBTMULaaia4iwHVARpSgAAkOdWekzFCUpZ2Yp8Lij7AAAAeW35OUoURdE0rVKp8HzkQjiO8/l8cQc1Go1UmhPpUTRNa7XaUac365OpaIElqtBPBQCAfJF0YAuFQm1tbbOzsxRFIYRaW1vXrFmT4HyPx/Pmm2/GHRR2LM86Yey3Ngf6qQpCUkrKx11U7Mwu7KIKAAD5IumYyjAMRVEWi4UgiO7u7iVetX379oqKCuGpwWBI9r5pgmPqiCP4xGpjttuC0IOuamxMhV1UAQAgXyQdU0mSPHLkCEJoenp66TFVr9ebTNlc/TmvXNjlLQ5eTvPEms8CPIz9AgBAvshcjhLHcRm71xLhBCWEUI7k/SKEGsrIARssUQUAgLyUoUSh8+fPh0IhsVhsMpkee+yxnJpMzZGkX6zBRP7g4nDsEWEXVYlEkq1WAQAAWIq0x1SxWFxVVVVZWalUKn0+3507d95///0DBw5YrdZ033pROKYO5kwnFSXcnUapzNrergAAAJYi7TFVr9c///zzwtN169a99dZbly5dmhtTd+/ePffyixcvpq9tDxbSuHNhIQ1GSMSVemVcoUQ8pQoxFQAAclymF4mq1era2tqenp5gMKhWPxTJ0ho+5/Vg59SgJWfGfhFC9SbNoD0wN6ZmsUkAAACWIgt1lHC1B57nM3/rOMIub7nTT0XzVSiENCUAAMgLqY+pLMtGIpGFsnwZhhkbG5PL5XGd1MzjOI7jOKlUmjtJv9jcmAr9VAAAyAvLGfsdGBhgWdbr9SKEpqen8cGGhgacmHrnzp329nahUlJ7e7tKpSotLVUoFD6fr6ury+v1bt++XSQSpe5dLIewODWn8n4RQg0mzT+evxt7BPqpAACQF5YTU9vb24Vqef39/f39/Qghq9U672IPkUh09epVlmXxU7lcvmPHjo0bNy63wSmTUzvSxJpbSR/6qQAAkBeWE1OPHj2a4KfNzc3Nzc3C0507d27bts3n80UiEZlMZjAYst5DxXBMHciZCkoCqVhUXawang3Wlt5vmEQi4Xme4zixeKXvIwQAALksE3m/Eokkdwr8CqLRqEwmG3H4c2rgF8NTqkJMRQ+GfxUKRRZbBQAAILGV2+/J2bFfBGlKAACQn1Z6TM21hTTY3GpKkKYEAAC5Lyc2Bs+KHCz2K6g3kX93dij2CPRT81T3uPfdrkmE0KGWyvWVumw3BwCQXis0pkajUalUKhKJcnTs10gOzMSXfcCbwIM8cmHA/tpbN10BGiH0btfU331x465VJdluFAAgjVbo2C+uoDTuoioNSnFu5CHHEolQXalmaOaz4V/op+ad7nHva2/eD6gIIXcw8vVjnbcmPdltFQAgrVZoTM3lyVQsLk0J5lPzzrtdk67gQ78yN0Uf75zKVnsAABmQQ2O/bW1twuN9+/al9V73Y+o4ZSnJuYFfDKcpPbv+/lNYogoAALkvh2JquuNoLJqmNRrNqNORy/3UD25Oxx7Bw79yuTxbTQJJOdRSeezTe5EoKxzRKWUvbarMYpMAAOm2Qjs9eTf2i2D4N9/0TPl21BYZ1DL8VKsgvvelTesg9ReAgpZD/dRMur/LmyN3x35XGTV3ZwM8j4QMKkhTyiPtQ473uqd+8uq2W5Oe451Tl+86d9WX7KyDpF8ACtxKjKk8zzMMQxDEWO4V+42FV9Q0mkj8FPqp+WLUGfyTf7t97g9aEULrK/XrK/U3J7x/+u6tbLcLAJB2K3HsFw/8TrhDZTqFVJxzC2kEcRvUQD81LzAc/7n/cR4HVEGzWUfRbOziKABAQVp+TKUoyuPxJNVz4jjO4/F4PFleopf7k6lYXIVCuVweiUSy2B6wFLu+/fEn39w/9/ihTZXvdE5mvj0AgExKeuw3FAq1tbXNzs7isj6tra1r1qxZ4rUdHR1dXV0EQbz66qvJ3jeF7lfPt+X0wC9CqMFE4rJ2GPRTc9+R7136+19tKdPOs33Qoc3mF/++/RtPN2a+VQCAjEm6n8owDEVRFotlw4YNSV04MzNz69YtnS77eY84QWnEQVlzNUEJi0v9FZaoZrFJIIHX3uz60vaax2rm39awTKuwlqov33VmuFUAgExKOqaSJHnkyJG9e/dardalX8VxXFtbW3Nzc1FRUbJ3TLkHu7zlej+1tlQ95qRYjheOQJpSzvrvv+ivN2peTLj89HCL+e0bExlrEgAg8zKUo3Tt2jWWZbds2ZKZ2yV2fz7VEbTk3o40ceK6qjD8m5t++uk9V5D+j/tWJT7tUEvlOzdgShWAQpaJmOpwODo7O1tbWyUSSQZut6j7u7w5g9bc7qeiOWlK0E/NQRcHHSduTf+3Q+sXPVMsEh3cUH68C0r+AlCw0r4+FY/6NjY2VlRUpPteS8GyrEgksvkiRlIhleTuQhoM91MpipqZmUEIeTwelmX9fj/P8+Xl5QrFPLkwIJNGHMH/fPx22++3LvH8wy3mH3wy8sLGnPhbAACkXNpjamdnJ0VRO3bsWPTM119/Pfbp0aNH09GeBwtpKEvubZs6V4OJfOvaOE3Tg4ODJEmGQqFQKBSNRv1+f1FREcTU7Iqy3FN/e2HwL59Z+iV7Gkp/560uZ4Au1sjS1zAAQLakN6ZSFHXt2rXm5maXy4WPhMNhnuenp6cVCoXB8FCGZJqCaJz7MXUqDyZTEUL1Js2gPaDX600mE8MwMpkMV4AqKyvLhQzqFe7xb3/cPt9S1MQObTK/0znx73bXpqNJAIDsSm9MDYfDHMd1dXV1dXXFHn/33XetVuuBAwfSevdYscOnHMd1D9MGpTQcDud4V89SrJ70hKIsZ7FYbt++rdFoOI4Lh8MNDQ3ZbtpKd+i7l/7xy5uNZNLbBB1uqXztrW6IqQAUpNTHVJZlcV9KLBbr9fqXX3459qcXLlyw2Wy//Mu/TBBEym+dgDB86na7ZTLZ3RluWykXiURyPKaiB2lK6yq0JEnSNE3TtFqtJkky2+1a0f6/n3Z+9XFLS/X8S1ETW12uRQj1TfvwAwBAIVlO3u/AwEBvb+/Y2BhCaHp6ure3t7e3l2Xv7xN5586df/7nf56amkIIicVi3cMIghCJRDqdTqXK6HQmHj6VyWRyuVyn09mD3Nrq0rwYPhWW01gsFjxybjKZst2oFe2vf9G/uoz8/Ibl5xkdbql8GxbVAFCIltNPbW9vD4fD+HF/f39/fz9CyGq15shSmYXg4VOWZaVS6XSA2b6uLtstWhIhppIkqVAo1Gp1jv87F7ZjHfc8FP2NpxdfOZPA4Rbz5/7n+T95bqlFPQEA+WI5MTVxMlFzc3Nzc/NCP83kHGocrVZLkuTMzAyv1OsVkmJDHnRSEUINJvLYp2P4cXNzs9/v9/v9iS8BaXJhYPbkHdsbr2xN6iphLl/A8/zacvLCwOyehtKUNhAAkGUra//Uqqqq/v7+MSdVa8yb+cjYsg8EQeh0Orvdnt0mrUzDs8H/8v6dj3+vNdkLhbl84Yjf739urfXtGxMQUwEoMCtr/1SFQqFSqRwRUZ0xb9JDqopUs/5IOHp/uloikUgkEqimlGE0wx34/y8sI6CimLl8jUaj0WjwUqgv7lz1fvc0x/OLXw8AyB8rK6ZGo9HGxkZeXVKTDwUfBHEVChUKhTCfDTJj57c/vpT8UlQBzi/Dj8PhsMViQVD+F4BCtLJiKsMwCoVizBWy5kPBB0G9iRyMqaSvUqnw5rUgM178h/YffOWxEk3SS1EFeC7f5/PduXOHJEk8Dgzb1ABQeFZWTMU7p+b+Lm9x4nanUSqVoVAoi+1ZUX7rWOeru60bq/SP+DrV1dVTU1MajUbY7nBHXfHIbNDmgyEHAArHSoyp+VLsVxA39gsxNWO+81Hfukrt880pKHk/MzNjNpu1Wi3DMMLBQ5vN71yHrioAhWNlxVSGYZwhVq8kFEQ+LfFsMJIDM5/1U8ViMUEQkUgki01aCX7SMeYLM7+xNwXrmCcnJ0tKSjZv3rx9+3aKojiOw8cPbap8pxOmVAEoHDm0lqatrU14vG/fvnTcIhqNToeiNXk1mYoQqjQo3UGaolmV7P5XAdxVlcuXP8MH5uoe977bNYkQOtRS6QzQp3vsPzya3FLUeblcLpFIJOwYodVqfT6fXq9HCK0yalQyyc0Jb7M5P1ZLAwASy6GYmqY4GisajU746Pwa+MXwlKowq4fTlPDnMkiJCwP219666QrQCKG3b0xq5JJHSfQVhMNhl8u1atUq4YhWq/V4PMLv7lCL+Z0bExBTASgMK2jsl+d5juPuuUJ5sctbHEhTSquOQfvXj3XigIoQ8oXoQIi+PnK/+BFFUaMPGxkZWeJyprt379bVPTR6rNVq8a7y+CkM/wJQSFZQTH2QoBS05FXSLwZLVNPqePeUN8zGHvFF2HcfLB7FhZBsMYaGhpYynz08PGy1WkUiUdxxPPx7/7GS2GopOtMLtbEAKAQrMKbmWdIvFtdPFYlECoUCuqqpMu/MtHBw3kJIi25qZLPZtFrtvPsvxcZUhNBLLZX/BsUfACgIKyimMgwjlUpHHcF8HPuNK/uAYPg3pQ61VOqUD23oS8ql+2s1MzMzNpttampKJpNNTk7a7XaHw+H1enEhpAR8Ph9N0yUlJfP+VKfTeb1e4elz68vP9NojDPfI7wMAkGXLz1GiKIqmaZVKJZPJEp8ZjUadTmcwGJRIJHq9PluZNdFo1EsjUiFV5tVCGqxcp/CHmUCE0cjv/8pg+DeF1lfq/uFXW772xtUgzSGEVFL0l8/WWPRShJBUKhWLxWq12ufzMQzDcVwkEpmamtLr9QaDAf/HH7fzDMMwk5OT27ZtS3BHkiT9fr9QWB/XVHp5a3Ua3yQAIP2SjqmhUKitrW12dhaXx2ttbV2zJtE2kKOjoydPnuRjaoVXV1fv379fqVQuo7mPgmGYaT+Tj51UDA//tlTfX5KhUqlcLld2m1RIdq0qea6p5EqfralM+dXWtVsb4us8rFmz5ubNmyKRaOvWrQqFwuPxjI6OEgSBF8nE7jxjs9kUCkUkElEoFAvdDndVhUteaqn865P9EFMByHdJx1SGYSiKslgsBEF0d3cver5Go9mzZ095eblGo4lGowMDA5cvXz537twzzzyzrAYvH8Mwkz46HxOUMJymJMRU/KnN8/zcFBiwPH220MtrZZtrdFvmBFT0YE94juNwICwtLS0tLQ0Gg2632+v1SqVSnudJkpydnS0pKdHpdIknXLVa7dTUlPB0i6XI5guPu6iqovyb7AcACJKOqSRJHjlyBCE0PT29lJhaUlIizCoRBLFx48aJiYmJiSzUY6NpetIXzccEJSwuTQk9WKWqVufrt4Sc4grS99yhF36peaFJUIRQc3Nz3BG1Wq1WqysrK7Va7Y0bN1wuV1FREcdxi064isVilUoVCAQ0Gg0+ghfV/PYT9Y/2PgAA2ZSFHCWWZedNhkw3hmEm3OG8K6IkaCgjB2wPxVSYUk2h0z32xy0kTutd6ByCIOb9qUgkqqqqqq2tLSkpkclkeBeaRe8Yl6mEiz8sr/EAgByRoZgaDAZdLtfU1NTFixenp6cTp2+kSTQaHXOHrHk89hvfT4XU3xQ63WPfWql4lHKPFouFYRhhe9RFxa2oqSlWlWjk18fcy24AACDrMlSb8OrVq729vQghsVi8c+fO2FJtmcGyrFgsHnNQNSX5OvZrJOURhvOGosKqD5VKFZtuCpaN59HZPvvvbrEumsSeQNyE66IkEolCoQgGg8LoPd6lfHONYdltAABkV4Zi6pYtW5qbmymKGhkZaW9vDwaDO3bsiDvn9ddfj3169OjRFDaAYRh/FCllErUsh0ocJwt3VbdY7m/AKZPJ8OoOsXgFrTNOh9M9tv2NpQnSdJdo7oRrYnj4Nyammv/ig9N/+VLTIzYDAJAtGQowOJWjqKjIbDazLNvV1dXU1BT3dT61QTRONBq1U7w1bydTsXqTZtAeEGIqejD8C2lKj+hUj31Pre7R9/lJMBc7L61WOzMzU1FxP81YSUj2NpaevG070FT2iC0BAGRFFvo3RqMRIRSbnZEB0WjUFmBr8jbpF1so9Tdb7SkYp3vsO6rVj95PTZZUKpXJZLG/QVz8IcPNAACkSupjKsuykUhE2HV5LpvNhhASlhBkBsMwU/5o/i5OxSBNKR0+HXE1lpEyxGRlP9q4TKUn15ou33UGIkzmWwIAeHTLGfsdGBhgWRZ3NKenp/HBhoYGiUSCELpz5057e/vBgwfNZjNC6OLFi2q12mg04k//wcHB/v7+6urqDFcojEajk156c12+x9SHdqdBCKlUqtjSAWAZzvTaP7fGFAqFMl/bCyGk1WpHR0fLyj4b7MWZSr+2oybzjQEAPKLlxNT29nZhWWR/f39/fz9CyGq14pgaRyaT3bhxIxqN4qcSiWTt2rU7d+5cboOXKRqNjnsi+VvwASvRyFmOd1O0QXU/PVUqlaIH2wNktWl57HSP/f9+uYVxT837H3C6yWQyiUQSG9EPt5j/83t3IKYCkI+W80GcOJmoubk5Nvtx27ZtW7Zs8fl84XBYKpUaDIasfHIxDDPuDudvsV8BTlPaao1PU1ri+g0QZ2gmIBGLytRiRyjTk6kCXE9fiKkbqvS+UHTEEcz3lDoAVqBM5CiJxWK9Xl9WVlZSUpKVgIoQmvWF5YRY2NQlfzWWkf02SFNKmdM99ifXmiKRSFYmU7G4gkoIMpUAyFsrYl0jz/MT3ki+JyhhDUZyYAbSlFLmVI/tqbVl2Y2pcrlcJBLFlpk8vLny7euwSzkA+WdFxFSGYWxBtkBi6pw0Jaj6u2zOAH3PRW2q1mcrQUmAh3+Fp+U6ZXWxqmPYmcUmAQCWIe/HQpcCL061lBZCTK03kYMPL6fBm2bTNP0odfVWJtxJRQhlt5+KENLpdBMTE6WlpcKRwy2Vb9+Y3FZbjObseY4Q4nm+vLw88wtqwVzw2wGxVkRMZRhmOsBuW53fSb9YkVomEiFngC7WfBZB8fAvxNRkne6xf2l7DU3T+HtJFluCCwXHfjE61GL+43du/fWRZoQQTdOxe54jhPx+f1FREXxq5wL47YBYK2Xsd8pH1xTE2C+Cyg8pwnL8+YHZ/auNWe+kUhQ1Ojrq9/t7enpGR0dHR0dHRkYYOvLM+vL3u6cQQnq93mQyyWQyjUaDd6MrKytLvOc5yBj47YBYKyKm0jQ97okUzMoEiKkpgUs9IITC4XB2uxS4oxMMBu/du2ez2Ww229DQUCQSEbJ/o9FoUVGRzWabmpriOG7p28mBzLBYLOFwmGGYyclJr9cLv52VLIfGftva2oTH+/btS+Erz/pChERMKnLozT6KBpOmZwpi6qM61WN/aq0JIRSJRDJcKTMO7ugwDBMKhRQKBcuyZWVlBEE0FUc7x9xXb/Zo5RK1Wm0wGHw+n8vlKi4uhuXIOUWr1crl8snJSYPBQFHU7OysWCyGnS1WphwKM6mNo7HG3eEqQ+HMbdQbyeNdD9UjFIvFMpks6/2t/HK6x/6t59cihEKhUGxyUFZYLJbbt28rlcqZmZlQKFRRUWGz2VQq1cH1xk637N/vXYUQ0ul0V65cCQQCmzdvzm5rQRye53me1+v1PM9v27ZNIpHY7Xae50tLS0mShCSmFSWHYmr6jDqpghn4RfOVfUAPVtTAX+kSfTriWl1GapUEyoGkX4SQVqslSRJvPmEwGLZs2YKPv7xD9fv/2o1jKkmSWq3WbrdDJzXXDAwMbNiw4ebNm8KO9FarFXdY7Xa7QqGAJKaVY0XMp054wtbSwvkY0ikJuVQ844/EHoTh36QIA7+580XEYrFEIhGCIFavXi0cXFuhZVm+/8H0eUtLi9VqZVk2S20E8xgeHq6qqiIIorm5eePGjcJxlUpVU1ODd4zmOI5lWUhiWgkKv5/KcdyUP7ptbTYnzFIOpykZyc96VyqVyuPxZLFJ+eV0j+2NV7ah3OikYiRJ4hU1cd3QQ5vN71yf+KNn1yCECIIgSTIUCmV3AhgI8ByqSqVCC+xIr1AoampqVCpVR0cHRVFarZZhmIaGhqXfAoaO80vh91Oj0ei0n7WUFMLiVAGk/j6KAbtfLpXgDepzJ6YihOI6OtihTZXvdH5WpxB+0bljdnYW7wuy6JmlpaU1NTUkSXq93kAgkGB76blwWrgtBk4Lf4SGgzRafj+VoiiaplUq1aKlBjiOczgcfr9fLpcXFxdnuAhcNBotgN3I49SbNDcnvHEH8adtdmvs5QVcNx8/DoVCRUVFic/PmHk7OqWkfHUZeXHQsbu+BCGkUqlcLlfGmwbieTyeSCSCd4leCovFcvPmTbVavXr1ap/PZ7fbjUajXq9ftBsqpIXjT9pIJAJDx7ks6ZgaCoXa2tpmZ2fxXiitra1r1qxJcP6NGze6urqEb1VisXj9+vU7duwQiUTLa3GynP6wSIR0ynk+rfJXg4n81+vx+5ZATF2i0z32//L5dfhxTvVTF3KoxfzOjQkcU6GfmgtCoZDT6ayrq1v6JcLYfnFxcXFxMU3TMzMzMzMzSqVy0QwmnBYuk8l4ng+Hw0kNHYMMSzqmMgxDUZTFYiEIoru7e9HzPR7P2rVr6+rq9Hp9KBTq6Ojo7u6Wy+UZWw8w4ghU6Qtt4mHu2C9CSKlUwqZvi3IEIhPu0MYqPUKI4zjh638ue2lT5e+82fW3v7IRISSVSkUiUTQanbdTC1Jubj8SfwbG7hK9RLGXyGQys9lM07TdbmdZNhqN4jFkoRvKsmwkht/vn5ycNBqNRUVFkPidy5KOqSRJHjlyBCE0PT29lJi6b98+oUtKEMQTTzwxOTl59+7dzMXU2QCeOSskpEKqlkltvnCZVoEe/NlHo1GbzRaNRhFkMSxMyPhFedJJxXBNpcMtZvSgqwoxNTPmlvO9e/fus88+u4yXmvsrk8lkVVVVKpXqypUrFEXpdDqn02mxWPr6+nielz+gVqu3bNnS29s7MzPT1NT0SO8HpFna837jxnjFYrFKpcrkYoB77nBNUQEOh+INanBMFf7sZ2ZmcD8GFsAt5PQd+6/trMGPc2chzaJeaqn8x3N3cUzFu9BrtdpsN2pFiJvOvHfv3urVq5eSl7R0xcXF1dXVFEUFAoGioiKLxSKXy6XS+A9nhUJRWlrq8/mKi4tTeHeQWpnO+3W73U6nc+kT+49u3BO2lhTgwoPYyg9CFW+dTieTyWAB3EIYjr84OLuv0Yif5lFM3bWqZMDux4uScUzNdotWEFzOFyHkcDjkcnk6pjMtFgvDMAqFoqmpSa1Wzw2oCKHm5uZt27aJxeLYrXZBrsloTGUY5syZM0qlMpPF1SY8kVpjAU4/xG1Ojv/s5XJ5JBKBGusLic34RXkVU9GD4V8EaUoZh6tceb3ecDhsg7hOKQAAIABJREFUNBrTMZ2JM5hkMlmCFycIgiCI8vLy6enplDcApErmaj5wHHfq1Cm32/3888/jJdJxXn/99dinR48eTcl9p3zROlMBjpI1mMhjHfeEp/jP3u12B4PBsrIyyGKY1+ke25Nry4SneTSfihB6qaXyt451/sbeOpFIJJfL8+sLQb6zWCznzp1TqVTp+7a6xKQnvKmcy+XKnTVgIFaGYirHcadPnx4fH3/mmWcqKirmPSdVQTSW0x/ieN6gyvXEzmWoN2kGY/qpCCGLxeJyuQKBAHRSF3Lqjv3PXrif4sGyLM/z8w6y5aYGEymTim9PepsqdbirCjE1YxQKhUgkwt9c03SLpSedlZeX9/T0QEzNTZkY++U47syZM6Ojo08//XR1dXUG7igYnvWbdXnTEUmKWibVqYgpz2djgCRJ4pJ10Emd15VhZ1OlTiO/H0TzsZ8n1FSCKdUMc7lcmzdvnlvlKitEIpHJZLLZbNluCJhH6mMqXlYlFN/ief7s2bMjIyNPPvlk5vtPwzN+s74wYyqaM6WKEGpubl6zZg3OpwBx4iZT82vgF8PFHxBMqWac0+k0mUy5s36ppKTE4/EwDLPomRRFjT5sZGQEPiLSZzkDXwMDAyzLer1ehJAwW97Q0CCRSBBCd+7caW9vP3jwIE7u/eSTT4aGhmpqaiKRSG9vLz5ZLBY3Njam5h0kNOIIVhfQzqlxcOWH1sbP9v4kCEKj0eRjDywDTvfY/+XVbcLTUCg077x+LtOriFWl5KtvXKsyqDbqI3V1fMbqka1kHo9Hq9WKxblVHb2srMxmsy26hmLu+toCW2iXa3sMLCemtre3C19z+vv7+/v7EUJWqxXH1DgOhwMhNDY2NjY2JhwkCCIzMfWei9paXbBLShpM5JVhZ9xBvJFqVtqTy/rtfiUhqS76LIhGIpHUrjLMgAsD9j67LxBmEEJahVRTNPXEuspsN6rwOZ3OhbJAskiv1zudzkXLkcaur+V5nqbpAltol2tfGpYTUxMnEzU3N8cmsL300kvLuEWq3HOFf2Vzzv0xpEq9SfPjy2NxBxUKBf4eA2KdvmN/cp0p9kje9ea7x72vvXkTB1SEkC/M/O7Pb/+LXr2+Up/dhhW2cDjM83xultHG62pqa2sTn4bLBUejUVx+q8DKBS+6x0CGO7K5NZqRcuOecG0B7UYep9FE9s+p+ouXqGalPbksbjI1Go1KJJJcG81L7N2uSVeQjj3iDTPHO6ey1Z4Vwul05mzdIpVKJZVKfT5f4tPwpq0ejycUCiVeApun8Op8nufxHgNxiTsZ3iwvbxYSLIM/zDAcX6rNxS+YKaEgJKWkfNxFVcUMaRIEwfM8wzB5tEok3Wb8kWlvaIP5s/5c3nVSQVZwHOf1eisrlzTA3j3ufbdrEiF0qKVyfWWGBlcrKiqGhoYSFKpkGGZkZMRisYyPj4fD4cILqAghrVar0Wju3buHe6szMzNut1v2gFKpNBqNLMtmZrO8Qv7YHXUGK0gid1L10gGn/sbGVPSgqwoxVRBX6gHlZ0w91FL5b52THuqzrqpGJnlhQ3kWm1Twll5a4cKA/bW3broCNELo3a6pv/vixl2rStLcOoQQkkqler3e4XCUlMxzO4/HY7PZrFarXC6fnZ2VyWRisZim6dzfiykpFEVFo1GSJCUSybp16+RyeTQapWk6HA77fD78eHx8XKfTmUymdG+WV8gfuyOzgQotMW/mVMFoMJIDM/4n1hhjD+I0JbW6oLZhfxSn7thf2WWNPRKJRPBa3jyyvlL39y9v+vpPO91BGiEkQujPD1RZ9IX8J5x1Tqdz0dlK9GCqWxiZdwcjXz/W+cavb8nMVLdWq71y5YrVahWSwPF8odPp5Hl+9erV+CBOc/H5fE6ns7y8cL6KOZ1Or9e7efPm69evcxyn1+sRQnPnvwmCoCgqEomktXAHKuyYOjwbMOsK6uvYXPUm8pOh2biDuHBdVtqTgxiWb7/r+NErW2MPhsPheb/X57hdq0reeGULnkOd9oZsQURRVEGO5uUCv9+vUCiWMtA1d6rbTdF/+UHvr++urS5WVReplMQyv9kvZTyZpmm/39/f34/DCULI4/G43W6r1Rqb2Y7fSHFx8e3btwsmpk5MTEgkEvy9J3Fxx7q6ups3b2ZgR/dCjqkjjsCawl2cijWYNP/cPhJ3UKlUut3urLQnB53qsT318MAvys+CD9j6Sj3u/XhD0d3f+fiZehiNSBen0/koX7wCEeata+P3nNQ9F6WWS6uLVDi+3v9fsQpv1JjAEseT9Xq91WodHx9XKBRSqdTpdIpEovXr1y/0baCkpGShseI8wvP83bt3S0pKhG8Sib/94F0KOI5L93fQQo6po47ggVWmxc/LZ7jsQ9xBWKIaKy7jFyEUiURkMlm+V0vQKYlfeqzqJ9em/wTKO6cBTdM0TS9xgmDuVLdOKfvO4eZ1D3qWjkDknovC8fXKsBPHWmeQFuIrflBVpKouUqlkEpTkeLLFYnE4HPibNEVRe/bsSRBgSkpKhoaG8iWmzrsSRq/XT01N1dXVLT0ronvc+96EHCGkmPSmNYMsh2JqW1ub8Hjfvn2P/oL33CFLcYF/i5dJxeU6xZiTqin+LE1JJBIRBFF4mQjLc6rH/hcvNsUeyccEpXl948Dq9d86+Qefh1906iW1hGZ9pU4tk3A84QtFEUI6JfG9L21aF/PBXaKRl2jkLdUP1RiJstw9FxUba8dd1D0XpZJJq4tUnlB07njy8c6peWOqVqstLS2dmZmRSCTV1dWJu2JSqVStVnu93lTlvqY14XluSQe73W61Wpe4jQ8W2+N/76YtrRlkORRTUxJHBcEIE2F4o65gF9IIcFc1NqaiB/Vg4aP28l1ns1mnlj/033nBxFS5VPyFTaX/+8zA7z/btPjZIBlOp7Opaan/ql/6Qcd3jjTrlFI81f3Spsp1SwgthERcV6qpK43vCuNO7f86Mzg8G5j3wnlZLBa8UHUpZdWLiopmZmZSElPTnfAcV9LBbrfr9fqkAmqGM8jyac17UkYcQbNOVtgLabB5h3+h8gM2d+AX5fNk6ly/va/27y/E19ICjyip3Ul/962uQy3mXatK1lfq//T5tX/6/NqlBNQEcI/2D55u1D+8SaVOKXtp04IrZZeyq7lArVazLPvoM0T3w1XgoXB1a9LziC8bB5d0QAg5nU6WZVtaWpK6fN4MsvQVSynYmDrqpCq1xEpYowlTqgnMm6BUMP1UhJBSqXzlsdK/OdWf7YYUlKUP/H7no756E3moJfVVl/HSKYP6fljVyKWBCB2k2QSXNDc3L303Opyp9IiNzEy4wqtf7HY7TdPl5eU5nuhesDF1zBk0qSUro58av+MbgpiKEEKob9qnURBmw0Pj/zzPR6PRghkVVyqVh9eo/++F4QjDZbstBYKiKIlEspSRjNfbR8MM+xt769LUErx06tVd1ld3Wd/899vv/tVzf3Oq//sXhhc6nyCSKHGj1+v9fj/LJgrSucNisbhcLqVSuYwNQw+1VMbN/iTu8T+igo2pI45guWZFxNR6Ezk4p58qk8kYhhF2sV2ZTvXYnyrogV+EkEgkUigUv72/9m9+AV3V1FhiJ/XEremro65vHVyX1sbEjSe/9bUdrkDkP/zL9ZS8+KN3VQ+1VBKSh4JImsIVTdNFRUVyuXwZndTaEjXL8UKPf24GWWotP6ZSFOXxeGiaXvzUZZ3/iEYdwcpCL/iA3Zn0qeTS33ur+9akN/Y4dFXP9No/tyY+pi66N1beUSqVX9hY+ta1cW8omu225KXYXbuHh4fv3r3rcrkS/+1cH3P/0ycj3/3V5Cb2UuKPnl3z4sbKbX91dtr7qJvSFxcXO53xm0Uu3Ye3pg/+3Sf/obVOCFcSsShN4crpdG7fvn3pI9uxXvrupfd+63Ghx3/s1W0769K4jijp6cZQKNTW1jY7O0tRFEKotbV1zZo1KTw/VUadwWrDUrMM8hdOuvOFom/fmPi4fzY26Q6nKeXdttupYveF7b5Iszn+z7vA+qkIIaVSSVHU7z/V+Den+v/8BUgATlrsag2cOjs0NJRgA85xF/Xam10Xv5HKdQpJOdBUtqla/+I/XPrT59c8t375FZHEYrFer08qIUvwH39yAyE0+u3nEEJPrTXiOVQeoba+2ZRHLL/fL5fLl1ds9Ztv33xll7XBRCKEMlMqMul+KsMwFEVZLJYNGzak4/yUCNIMFWFNhb6QJnHSHV5Ok73WZdm8Gb+osBKUMJVKRVHUl3fU/OK2bcYPyd5Jw6s1ZDKZRqPBBWMT7FtCM9wT//N8FgMqZtIqLv/R/hM3p//iw95HeZ1ldFU/vDVt+eaHzzaX/8ODbrowQP2fnl9r94Xf605xjtKyqz69dW2c49EXtlSltj2JJR1TSZI8cuTI3r17rVbr4mcnf35KjDmoqiJFwSf9Jk66W+Fjv/NOpqJC7KfiXTg4jvuDpxv/O8yqzhE7tIuNjIzE/Wng1Rq4wG80Gk2QCLP1r858+sefS3ujl+YffrWlTCs/8r1Ly34FuVxOEEQgsNSFsL/5kxsnbk6Pfvu5hfrH//uLm/729MCII7jsJsUJhUIcxy2jkzo0E/g/F4b/+kgSK1lTojBzlEacwSqdfCUkKCWwkpeo0gx3Zdi5p6EUPxU+VYeHh6enpycnJ+d+quY13FX9pceqOoad91xUtpuTWxJsSc2ybCAQmJmZcblcXq/X6XSq1eoE+5Y8/bcX3vzaDr0qhz5YXt1d+81n19T98YmbE97Fz57PEjOVcPf0+Zju6YJn/r/27jywqetMFPjVcrVvV953idiYJRYYYjZjEkhICAlkgWRami6k6cybtOl0pmlf29fpNNNZ2qbtzLRJmpl5DdMl6WsSCCGkTpwCqcEQE9sYYxvbEraM5VWytW9X9169Pw4RQpZlSZa1fr+/0NWVdCyk++mc853vfLXpgZ+fja8x88XdSX30l+eP/fW2RDUjetkZU0dNzhJZlu+cimHYoxvKIqwK53A4bDbb58vFvJWQTmrgqmowGOx2e/BVNTsExvmfva8WEoBDBA/tovq9YrHYZrMNDQ0NDQ2hcJKfn79161aCIEiSXKiT+tlfXfzug6tri9JuceQdVcTQP93/3eNXfn1eH8fDJRKJz+eL/HUIdE/3RjF9K+Jx/ufwpsf/80IcjQmBfvTEUe/pC0cu/vxT9TJhCkJAdsZU/ayrVMrN+rHfkFXhQpwTknSXs8O/IZuQB66qOI7L5XIcxyNMmGWiQEzdv650YMo+vwZIRotm8DYyNLRLUZRer5+cnCwsLJTJZCqVavXq1SqVqrCwUCKRKBSKCHWIvv7G5YfXlzbVFCTuz0okDpt14ivbh03Or/2hO46HR+iqRt89DbZJrbxvbfEPTvbH0Zhg8XVSf35KqylX3FWbmv+sNIo6R44cCb55+PDhuJ9KP+vcWizJ+n4qFrSh5rDJ6fMxIRl3KKamedmR5fBB//S/PnrLPIpKpert7UVVQ5Owh2KSCYXCyclJ9O9n7135k5ah//rsxtQ2KYHmV1G32+0R8nLnQ8O5U1NTMpmMIIjq6uqwpy1URfbH7w/eli8+sLE81pYn2XP71x6/NH7n82feerpRKY52JaHL5bJarSMjI16vl81mY59saS4QCJ5+tYv1SXJvrL64Xf21P3QfvzT+8BKWq5pMpjVr1sT0kHM608WRud89tTnuF12iNIqpSwmiIfQmZ6FImgsxFftkQ027h9r2w1Mhd/H5/OizD7JGm85UX0mgDbMC0FVVr9cXFRWJxeIs+52BPuo+nw/H8XvXFv/itO7KMm9olUwhVdS9Xm8cwwwqlWpgYKC0tDRC/lHYK8avz+udXuqb99XG2OrUeLi+rL6SuOdnf37+4Lq7VxdG8xD0k8Xv9+t0OplMhmGY3W7/eJr55vGBlz6zIZrB3oX8+1+sv/unf64rl8/fJyAac3NzBEHEtCeji6T/8jcd/f+4J46XS5QsHPt1+2i7h1LwWRwOZ/Gzs4VUwF1RILk8dkv16twc+w1b6gHDsMLCQoZhImd1Zq7gpVPZlwAcqKKOYZjH44njf5BhGLlcHmWJ+YD3eqcuDM8+t395iyUlVlWeqOvvd792cTTKKtDoJ4tSqaRpWiKR4Dj+P1pu67A1MHu6lLH3k1/d/uDPz8X3h8Qx8PvoS23Hnm6M7+USJfExlaZpr9ebwqp4epOzKk+UI53UYDtq8lu1t0yK5GZMXWgVDVp6GOtVNVMEx9QdKwvcJP2xfi61TUogNMwwOTlpNBoj5OVGYDabGxoaYirEc+m65T9br738REaOov/q8w0CLucz/7c9mpNVKhVJklKp9ET3+IE3pvatK33h0M3Z0wiJ04sS4pzffHHTYy/HnK+E6jzEVJf7O8eufG6balVxir/d8cTUoaGhq1evjo6OYhg2OTl59erVq1evBmox9/X1vfLKKxMTE1Gen3D6WVclkf2LU+drqik4qzWGHMy1sHp10iYT4GVEmHIfVqt106ZN8ZU3S38hJT7QrGoK25NwKpXKbrcbjcY4Oqk0TbvdboIgov+pPWFxf/m1rrdS3elZiq/sqn76rtvWfO+9wcVy1mQymUQifbHbe3kW+/X9koZibl9fH1p4ZrVaRSJRcOJ0rCl+DSrl/XXF//hObPlKsXZS3+w0kDRzaFNlTK+yHOIJPG1tbYHL9ODg4ODgIIZharV6obHWWM9fIv2sszwnF6duUit7DFaPjxbgN99YFFOzrHJQBAt1Ut1uN47jWVbpNxhaohq4uXlFHo+jO6s1NdUsY2nTZJJKpWi7GJRHExOLxaJQxFCXjqL9O54/o/vnvbG+ULpprM7v+O7uR15sO7xdHaGc0MmeyWd+f/2ZDaLNpRKNRiOVSv1+v9vtdrvdNpsNbbKG8qXFYnEcKX5PNqr/7vXuY13jUW6K5/F4aJqOvs7DsNH50oe601+/K6ZWLZN4YmrkZCKNRhOSPpfA5KNo6E3Olcqc2I18vqaa/LNaU3BNvlzrp37QP/3DR+vmH7dardm0eCaYy+WamZnBMGx2dlar1eI4jvI2n7239nsn+rImppIkWVNTU1RUhCozxPRYi8VSWloa/flpVSxpiUQ8zvt/u+NbR3suXTf/6IDm8pj1ePc4hmGPbiirK5P7/diXX+tis7CRf32gs7OTYRg0rs5isUQikUgkQlv0MAzT2dlpNBrdbndeXl4cY+8/e3z97p/9ua5cXlO4eL5SrJ3UR15qa011tciALBwg1c+67qrKy8GxXwzDdtQUtGqNITF16TsPZ4pJq2fW4b09XL6rzWbLytQkLGipicPhGBsbE4lEaKnJugpFgYS/UMZWxvF4PBKJJC8vz2g0UhQV/RccpXdEP0Sx5z/OvvbU5ujXomSEHx7Q/OHjsaYfnXL4GLODxDDsePfEZzZXvnhG++KhG8m9Cy0lwjCMzWavWrWKJMnp6ekIp0V28qtNmu+/P/hP90c+jaIoh8NRXh7tyqXDRz7+90+tl6eivENYWZj3O2pyFuXGzqnzNa3MPzuUu2lKC9XNd7vdHA4na/YhDxGoaKFQKLhcbvB0VzaVVQpMYSiVyrm5GNKvYhr4/fwrF799/6pVJbJ4mpjeVhXLbB7aHLTlxn/++dqJrzQGVstE3tJcKpUKBILi4uKY3vxgfC77tS9tObBYdeKY9sn5xWnd7WWynbVRrRpKjqyKqZfHrN97u8/oIGdsntyMqao8Me33jwVVfOVyuX6/f/kywtJKSPmkAJvNhhbeZSu01ARVeA5earKqWFpdKDnZM5nS1iVGIKbGupVK9MP+33yz5wFNyZ0r07RY0hId7x4P2WHXRzOBLTeiodFoGhoa5HL59PR0fG3YWEXsW1f6/RN9Ec6JfuC3TWf6aHj26/em19Lh7ImprUPTh3998TcX9DTDfPOPYxev21LdotRAU6rBR3Jk0zcvxVwcmQs7fZjFk6kIWl6CfjyFLBb6+r21P41unWKaC8RUDoeDCvZG8yin04njeDRDFD9pGaxUih6/I6n7gmUW1JEtKCiw2+1xj359YZvK7qWOdhoCR4LXv/b09LhcrtHR0UWf3+2jn/p1x6upq5e0kCyJqSE7ido81N++fiWwk2hOQVOqwUdyZIOahTqpXq+XxWJl68BvAOqqisXikHR6db54QxURfAnLRH6/3+fzBf4To++qRvg5dXnM+tw7/c+9039l3PrbC6NWt+8ru8LXLMwOkbfciEllZeX169fjbslPH1v3X63DgRU+wetfh4eHPR5PNOtfH3np/FtPp2DbmUVlSUyNvJNoTsnZKdWWvul714aZTM36TiqCprsEAoFKpQpeHY5h2LP31kZZUidthawHE4vFFEVF80txoclUNKx1pG3kSNvIp/+7/fjliR88dHsiW5x+QrbckAvxkC03osfj8ZRK5dTUVNyNCa6vFEgI4HA4MplMKBQuuv71/7zV+9ktlek57Z1GMfVMkFS3JYOJedxVJdLOUXPgSI6M/S6UoJT1k6kBGo1m/fr1SqXS4/EEr1UtkQt2rip8rT3+jkXKzV9jHU2mks1mk0gk89ezhgxrOTy+4RlHLgxroS03ntqufmq7+rWnNodsuRGT/Px8l8sV/DGLCc5hv/5XWx95qQ3dDOwJL5PJFq09ebTL4PHRn9lcFd9LL7c0iqk7g8T62AQOa2SBkIJKuTD2e05n2lhFCPHQKiJer9fv9+dIyYtA3mZFRcXY2FjwXZleAXh+TI1m+HehTmouD2vVlSm+++Ca7z64Jr4earCqqipUHS8+9ZWKR+rLv/d2L4ZhMplMIBC43W4WixW59uSIyfnCad1PH18X9+sutzSKqUsRMqwh5YfuJJpTdqzMbw0a/kWzidkdVqGTGgzH8by8vOChOULEe2RD2SvnRlLYqqXwer18Pj/kIEEQZrM57PkYhvn9ftTvWeam5S4Oh1NUVBQy0RCTz22tcvuYNzrGMAyTSqU4ji/aSX30pfPH0nIaNSBLYioWNKzxmY3FLx5YuZRhjUy3oZIYnLI7SSpwJOu7qjk+mTpffn6+0+m8tQJwBs+qut3u+UUbIg//ms1mgiDC3lWhFIbsIJbLw1pLoVQqSZJcyoaSzx/U/KpN3z9u8fl8eXl5kbe4+OKvP/7JY+sIUVrnG2ZPTMU+Gdb4cmPJ7eUx1PbMSiGZStk9pdo3YVOK8RJ56DWXJEmGYXJk4He+kBFgEY/zhUb1S2d0KWxSfCiKYrHCbN2IouxCH+ywP6ecXuqvf9d5Tmt66TMbEpKtA5aYA4xh2Mlntu9/8Xx+fj5KCFjotBfP6FYVy6LcFDaFsrCAn8/ny8rNvGKCVtTsuf3G2hI+n2+xZG0KxkKraHK2k4rweDyCIKanp4uKbvTgn713ZfV3mp/emWErRiJsAoFmVefXsfP5fCRJhpQFPtKm/0nL4E8eW3f/7cUYhpUTAjSH+kh9GQTUuHk8HoZhLl68WFh4I9qhctPR/5blslk/vb/0qdeHTnxl+0LnXLg2e05n+v2XtiSgxcssC2NqTLVAs1VTTf4v/3wtcDO7l9N80D/944NhchasVmv0VUOzUkFBgU6nk8vl6ALHZrH+5p6af/tg6G93x7avSGSBIv4BsV5VI4sQUxUKxcTEBMMwIcm9IT+nrk7ann3j8ia1su+5+wIH68oUdWW5PqC1dGjLGpIknU4nGjlA5aaj/9+3WCwb1fl2nPju8d5/ejjMiiYvxXzhyMVFCwWnifjHfl0ul8ViIUly8VMxjKZpg8Gg0+liKioWH5/Pl5uFCYNVKEUcFks/60Q3eTweRVEp3Ch++Uxa3XNO39rS0FQUn89H03TODvwGhIwA/83dNS9+qKNofwJfYil7Vkcj8maFYWdVgydT//Gd/r97/fKPD677h31rE9UkEIBWl5aUlLhcrjh2V8UwbHZ2Ni8v74ktVT6a+cPHY/NPeOSltgzayDbm/pzb7T5z5ozRaEQrk+66667Vq1dHfojRaGxubnY6nRwOh6ZptVq9e/fuZdo8FZVng34q9kn2r2rrjeEv1FUViUSpbVXCQXZSZHw+XyaTGY3GgoIbZWy/cd+q598f+PbeRb620UNXVYqiUJ0jr9cb61U1Mq/Xi3YcC0upVOr1+uAKsR6Ph8Vi8fn893qnnn3j8t/du7J5X1OiGgPmU6lUvb29hYWFJpMJx/GYdld1uVwsFgt1cH90QLP352fryuRrgn4if/d476FNlWvm/WhOWzHHHoqiXC6XSqXCcfzy5cvRnN/c3Izj+KFDh+RyuVarPXXqVHt7+7Zty5IPDQO/AU01Ba93jH1u642V0dkXU9FOkO/3Tv31ztvm32uz2YqLw0yy5iCpVNrR0WGxWND4zX2V7L2/0n+psSJfvvhOllFCV1UUzBiGiXXP6sgi91N5PB6Px3M4HBLJjT/HYrFgfMkXf/0xzmF/9J27JXy4ICwvtKKUJEmSJIVCYUzpLKiTGrh58pnt1d9pfuvpRrTJKyHiuUjqiS1pWt4hrJg/bVKp9ODBgxiGTU5ORhNTdTqd0+l84IEH0O/Wmpqa0dHR3t7ehoaGBI7QBmZ0PB7P7Owsn89P7IxOJtqxsuArr3UFbmbZcprWoemvvX6jFM7PPtCq88Xbq2/2VHw+n8/ny6YfEEuBVjtcvXo1kEWyX8362QfafzlYn6iXkMlkfD7/+vXrIpGotLQ0gUmCXq+Xx+OFLH0JgYZ/AzH1v8/p37pqf/7guvTPEc0aKpWqp6dHJBLF1KWhKMrpdFZU3Ny3gM1i/cO+VY++3EbTfgzD2Gz2b55sSHxzl9Oyr6UxGAxcLjc4VaSqqoqm6cnJRO4/FZjRmZyctFqtCZ/RyUR8LntdheLiyI2ppmxaThNSW87s9D7z2qXg2nK5WephIQqFory8XCKRMAyDZrw+01DWMjBrciTyC8JE+aHtAAAgAElEQVRisZRKpd1uT+ze75E7qYhMJnO5XBRFdY9Zdv3kjNOHdf39bgioyYTKTfP5fLVaHX0ViJBOKoZhl8es/3HqGv3JfD/DMCFf7fS37DHVYrFIpdLgrDxULcxqtSbwVQJVmAUCQXzz5FkpuEhhNqX+LlpbDiZTQ6hUKoFAgLboQqVqErtd+fj4uFqtlkgkPB5vfsGjpQhbQSmEy+XyeDxfPnLu2290fXWD8DO3i0dGRrLm054pAuWmvV6v0+mM5iHzY2oWlI1c9phKkmTINluBRIbEvhCqwozmUxctcJUjdtTkt36ylyqbzeZwOD6fL/JDsgBFUSRJwsBvMDTjlZeXNzk56XK5SJJ8fGPZWZ1p3OzGbt3AEokpJlmtVoZhCILQaDQajSbuuuphha2gFOLE5YmDr49Lacs/bBPR5nGn0wnDVMkXKDddVlY2Pj6+6Plms1kul8/f4SDTpWD23u/3Yxg2f4KkqSlMbt7Zs2ejfFp01XA6nWw2O9Z58my1rkIxbHTYPZRUwMU+6apmwUKjRzeUvXVp3OK6+Xs2uLYcdFLDQjNeSqVy5cqVJEkODAw8uTH/X97tffGJBjR1EvyViX6Jod/vNxgMa9euxTAMx3G5XO50OsNWro9P5H7qlM3zjTcuEyLeHx4rnzPNeDwepVIJw1SpxePxFArFzMxMYP4+rLDFOiJ/tTPCssfU+UOO6Pfj/O9J9OFzIeiqQdP0ost7cgcqqPRAXQn2yf9FFvzaQFsmfOHIxxTNYPNqy9nt9uCVFQBBM14Mw6BFNSUlJWVl1l//8uOWjy7XVRUqlcrAzu0xLYYZHR2tqrqZlikSiUwmU4TzY8IwDFqig3K8MQx7dENZ3Sf/0b84rXv1o9HnH1vXVJNvs9k6LXMmk6mqqsrj8SQ28RjEqrCwcGhoSKFQhAxSBqCllfN/tKGv9jO/v2R2klhmlo1c9phKEMTQ0FDwEhe0lcRC5a2XInDVyIKwkSg7Vha0Dhl33iafmZlxOBxOpxNNdWR6XvTqYpmYz35sQxWGYfevzsvjOPR6B4ZhDMNcv37d7/dzudzM/euWiUajCb4pl8u//eDtxy4ZNtbwuFzuyMhIUVGRVCqNPiahHPtAwi2GYXw+3+fzzS9sFB+UoBSc4328e+IXn17P47CffePyQ+tLP/rO3ehMmUyWl5fH4XAW3SwMJAcaAVar1WHvNZlMC/3wRbuhZG7ZyMTHVJqmKYrCcRx9qSorKwcGBvR6fXX1jSqjw8PDPB5vmdYOhlw1wI6V+f/+Jy15d6VWqxUIBGazGY29x1o/LN0c7TL8xR2V39m7GsMwi8Xy8cc96DLqdDpJktTpdBn91y2T+cP+999e/Px7g899MJYn5q2WFLvdLrPZHOViGJIkZ2dn50dfkUiESuosvcEej2fE6v/GyZ5A3orZ6X3yyMc1xeLfPbW5UnnLlLlare7p6fF6vbW1tUt/abBEYrGYz+fPzc0plcqQu0iS9Hq9ET5jGV02Mp6YOjQ0RNM0StwNLIlZuXIlKo3U19fX1ta2b98+NFauVqsJgmhra+Pz+QRBDA4Ojo6Obt68eZnqKGXBZGFilciFIh5n1sdFlW7sdrtYLCZJMtMnnI52Gn5+6MbyyuA6Pi6XSyaTyWSyjP7rkqZ1aNro9JzodmAYphDx/nodr1Yu8vv9YS+FIUJGfQMSGFO9Xu+fdNaQRFCSZraq80MCKgbDVOmntLS0v79foVCEDFpE6KRmgXhialtbW2CKdHBwcHBwEMMwtVodNkyy2ey9e/e2tLScPHkS3dRoNPX1CVtsDhaFihQeqFP19vaioblMn3Dqm7BxOazaopuXTlTHB8dxlNICWd/RQMt87e4b++xaXOQLndR3m+R31ddPTExcv369srJyocdOTU0RBBE2eyiBU6putzumGgIwTJVu0AhwcFUHv99vNptRUltWiiemHj58OMK9KJ8++IhMJjt48KDFYvF6vYEtMkDSNNUU/O6j0cONKpQX7XA4CILI6N/yR7sMBzbckjGIptDMZjOXy4XptCjNXwtoJ5lBtwzDsNLSUpvN1tfXV1VVNb/HiXY7X2iqDPVTE9JCj8dz8I6Kd65MR5kICsNU6UYul1ssFrvdHvhKzl+TmmWStzYIDdBBQE0+lPqLYZhKpfL7/QmvdJN8x7oMj24IzcJXqVQWi4XD4WT6X5dagWE6mUy2Zs0ak8k0PDwcsnq1vb09sCdr2Gfg8XhLL7ng8/k4HM66CuKFQ/WBpXeZmAia4/Ly8jo6OgIfnr6+PlR7JNXtWi5QXTr7cTmsO6qUHw3PblmRJ5FIzGZzRnfjTg/MbKgkFKLQHgkq8iCVSjP6r0um+WsBxXw8uAvIYrFUKtXIyMiFCxcqKirQMOzs7Kzf749cPEQsFjudziX+gA5UJfzDx2PP3ltjdvqwzEwEzXEURdlstoGBAYVC4Xa7UYGRwsLCbO1fQUzNCaig0pYVeRs3bkTz35krbCcVwzCLxVJfXw970URv/lpAF0lVF4X+IlGr1WazeXJykiAIDoeDkvYjp4AJhUKHw7HE5qGY+tsLowoR/uWdNUt8NpAqCoVCrVaPj4/zeDyn04kmnrI4hTDb6kKBsNAqVQzD+Hy+QCCIcif5NERSTEv/9IOakvl3Wa3WvLw8mFGLCVoL+NR29VPb1a89tfndrzbt+8W5+adVV1cTBIHyxkUi0aKj6wmZUvV6vddt9Kvtoz946PYlPhVILZVKJRaLp6amGIbx+/3ZPTsD/dSccHuZfNzsNrtIQsRDG9QsVN8kzc3PTkJgc7e4hawF/KsdK77+xuWfPrYu+JzABplCoVAgECw6us7j8VAJpKVsZux2u598dfj8t+6O+xlAmpDJZARBoEogWZ9CCP3UXNFUk39Wa8IyfNO3o52GAxvDxFSo8ZsoBzaWS/jcX5/XhxxHe1SQJBllJwNNqS6lJd993/Bvf7EelaoGmU6lUuE4ngsphGkUU88ESXVbslBg+DdzN327PueasXvvqApT1dJisSSwbnuOe27/2re7J7qum4MPoooKPB4vyk7GEn+6vXh6qIrg37N6wexikFli/fxkrjT6Dbhz585UNyGbNdXkP//+IJbJ/dSFspNIkmQYJlvTCFPi2NPbqv/PHwf+8X4u5+b+UTFVVBCJRFNTU/G9+qXrlvf7pl58OPz6V5ChcqQiRxr1U8GyKpIJ5EJ8aNrO4XDYbHYmbqR6tGv8wIYwi/2hk7ocTn5l+4Mv3JKvFNggMxpLSVN67OXzLx2oWXTbVJBZYvr8ZC6IqTkkMKWaicO/H+vnimWCinlVXjGYTF0eq0pkX2xUfePNnrifIb6w+un//ui3X9xMkV4YeACZCGJqDsnoKdVjXeOPhuukejweFosVYdtqELfH7qgQ4OzfXhiN7+FxxNR/+2Boy4q8rbflRd6KHIC0BTE1hwSKFGbilOpCq2hsNptMJkt+e3LEDx66/c0uw+UxSxyPjTWmntOZOkfNf3N3DU3TDMPkwjghyD4QU3MIi4U13pZ/TmfKuH7qyZ6Je9cU87hhPq4wmbrc3v5y4yMvnWf8/lgfGNNyGpJinvyfj3/31GYsqCohABknzphK07TBYNDpdLOzs9Gc73a7R0ZGrl27ZrPZ4ntFkBBNKwvODhl5PB5N0zRNp7o50TraOX5gY/iBX1SxPflNyiknn9n+YLj6SpFxOBwOhxNl0a7HXr7wxv/aiv4NA78gc8WzlsZoNDY3NzudTg6HQ9O0Wq3evXt3hD3GOzs7Ozo6UBENhmHWrl27Y8eOJbQZxG9HTf7fvX75259MqYrF4lS3aHFmF9k9ZjlS2zD/LuikJseaUtnntqq+dbTnhwdiWw6Bhn8X/dHzz+9efXBdybryG/+VbrcbSmKBDBVzP5WiqObmZhzHDx069Jd/+Zf33HMP2vtpofO1Wu3Fixerq6uffPLJp556avv27X19fd3d3UtrNojT6hLZjN0z6yAzaEp1oewkDDJ+k+hTDRVsNuu19usxPSqa4d8P+qf1s84vNa0IHIF+KshcMcdUnU7ndDobGxvRtaympqa6urq3t3eh9Y79/f0CgeDOO+/k8/kcDqeurq68vLy7u9sf+/QMSAiUqZRBMXWh7CSXy5UjK97SxL88Uvf7i9evjFujf8iiaUoWl+8bb17+78/dEXwQ5lNB5oo5phoMBi6XW15+8xpXVVVF0/Tk5GTY8y0WC0EQwaW0CwoK3G630WiMo7lg6ZpqCs5qjXw+3+v1protixuYsjOMf01pmMxe6KQm3zvPbA+7cc1C+Hy+z+djGGahEx57+fwb/2tb8BGSJLlcbmBrdAAyS8wfXIvFIpVKgz/xaELLag3/65XL5YYkKaCbZrM57Plgue1Ymd86ZBIIBF6vN/1HCxaqR4hBTE2RWMNqhK7qd966crhRXVMoCT4InVSQ0WKOqSRJhmQcoJsLdXpKSkrm5uZMJhO66fP5RkZGsE8iK0i+fAm/QMq/OmnLiBU1b3YaDobbiMbhcAgEgqVsJQbiU1cm//Smyu+8dSXK8xeKqccvjbtI+tDmypDjMJkKMloCLkmor8NiscLeu3HjRr1ef+LEiTVr1vB4vMHBQdTHnX/+kSNHgm8ePnx46W0DYe2oyW/VmvZVC91udzpXVf3zkLGuTK4Uh8kahU5qCh3aXPmtoz3/7+OxTzVULHqySCQK/KQOmLC4f/z+4Plv7Zp/vtvthlxukLlijqnzOzeoh7rQT0u5XH7gwIGuri69Xs9ms9VqdV5e3p/+9Kf5qzggiCZN08qClz+89njdyrirnCfHQrulYhhmtVpLSkqS3B4Q8MMDmgd+frauTL423FR3sLD91IMvX3jzk9WoIaCfCjJazGO/BEHY7XaKogJH0MwoQYTZ1RKRy+U7d+781Kc+9fjjj2/ZssVoNLJYrKIi2BkxZbZX57ddM/H5aT32SzH+P16Z3L+udP5ddrtdLBZDGktqRTmxiopyBH/S/vYP3d+4r7ZUEWaAxO/3kyQJMRVkrpivSpWVlQzD6PX6wJHh4WEej1dcXIxu0jTt9XoXyvRzuVwDAwOVlZWwpju1mmoKOgyOdF5OA9lJaY7NYr319LaHXmxb9MzgVaqvXbwuxDmP1IdfcAwJSiDTxRxT1Wo1QRBtbW1jY2MOh6Ozs3N0dLS+vj5QR6mvr++VV16ZmJhAN51OZ3t7u8FgmJ2d1Wq1x48fxzBs+/btCfwbQBzQlGo6r6hZaLdUDGJq2lhXoTi4ofzv3+6NfFpgMbRuxvHKuZF/ebRuoTMhpoJMF/N8KpvN3rt3b0tLy8mTJ9FNjUZTX18f4SFXr17t6upC/y4qKtqzZw9sJJJyTSsLvvrapS+sW+F2u9NwqG3C4h6bc21ekTf/LpvNJpVKF8qJA0n22a1V33yz5/WOscfvWDBfSSQSzczMYBj22MsXTj97Z8i9LpcL3Yth2OzsLCoRXFJSAsEVZKJ48n5lMtnBgwctFovX65XL5SEffY1Go9HcLAoqFos///nPW61Wr9crFoslEsm85wMpUFskNbtIB83hpuWUasgSmuDL7tTUlFQqHRkZgctumvjxQc2e/zirKZOvKgn/W5nH4zEM86XfdPzoQB0hCs3iJklSq9VKpVIMw4xGo0wmMxqNSqUS/nNBJoo/y0OhUBQVFUXzuWexWOhkCKhpZcfKgs5xV3pOqYbU+EWX3ampqcnJyfHxcbvdrtPp0nbUOged/Mr2B1+IlK90UusqlnDvXVs8/y50ceDxeBKJBMdxoVBYXFwMY/sgQ0HmZO7asbLgI701DWNq13WzUsxT5d1cbRW47LLZ7Ly8PBzH4bKbVrgc1ut/tfXRl86HvfeywXLmmv3L28IEVESlUnk8Hpqm/X6/z+dTqVTL1VAAlhnE1NzVVJN/Tjc7v3hkyoXdLRVddp1Op1gs9ng8cNlNNxsqiYfWl/7Dib75dz328oVXn9wYYTG0TCbj8/kGg0EsFstkMjQODEAmgpiauwgRr4wQjjmwdOuqhl1FI5PJJBKJ0+lks9lw2U1Pn9+mcnipo52Gy2PW597pf+6d/ivj1if+b/srX2hQyCRutztsfWmGYcbHx3EcF4lEHA4Hfi2BjAblUnNaU01+14S7rjyNJiabe6fuqi0Q4mG2uCcIYmxszOPxrFy5MvkNA9H46WPrmn50yualrS4fhmG//3hsz9qiDaUivV5vsVgGBwdRBobf70cpZkaj0Wg0lpSUlJWVdXZ2MgwDv5ZARoOYmtN21BT82wcDj9elUT/1WJdhoVUZPp+PIAgcx+Gym7Yuj1mdJIMCKoZhHpL686Cxe12ec0zLMIzb7UaJina7ncvlOp1OgiDWrFmDTg5eLwBAhkqjmHrmzJnAv3fu3JnCluSOrbflffZXVocrzDLQlLB7qI+GZ0N2qEZ8Pp/P52toaEh+q0D0jnePzzlvmZ43u8jTOvv+yiK73U6SpEQisdlsGIaxWKzq6urgnYVge3mQBdIopkIcTYmmmoKuCVdtDZUO+6YttLMb9kntJLjsZiiVStXT0+N2u00mk9Vq3bZtW0FBQaobBUDiQY5SrtuxsqB7ypsmxfQj1Pi1WCywBVj6e3RDmeLWqg5yIe+R+jKZTIZ+ErHZ7BUrVkBABdkKYmqu27Eyv8OQFpUftDMOj4+uKwuz6tTr9fr9fiisk/7qyuQvHKonPtnyVi7Ef/lE/doyOYZhKpUKMntB1kv9cB9IrdsKJB7KP2q0przrcKzT8OgCA7/QSc0g26vzf/Nkw9uXJjAMe6S+bO0nP5KkUqlAIIDMXpDdIKYCbMfK/PPDljvWpLgZR7sMJ7/aFPYuq9UKnZsMUlemqCsL8xsIMntB1oOxX4DdWVvUYXAstOVtcpzTmVYWSQulYXbIcbvdHA6HxwutvQ4yDo7jkGUGslucMZWmaYPBoNPpZmdnoznf4/EYDIZr165NT0+HraUCUmhHTX7XpCe1aUqQnQQAyALxjP0ajcbm5man08nhcGiaVqvVu3fvDuxJPl9XV1dnZydFUWw2m2EYhUKxa9euoqKiJTQbJJJMiFcqBB0jxh1rq1LSAL8fe+vS+M8eXx/2XqvVWl1dneQmAQBAHGKOqRRFNTc34zh+6NAhuVyu1WpPnTrV3t6+bdu2sOePjY21t7er1eo777xTKBROT083Nze3tLQ88cQTsK10+th2G3FOO5uqmBqhk+pwOAQCQTqsnQUAgEXFPPar0+mcTmdjYyPaaaumpqa6urq3t9fn84U9f3x8HMOwLVu2CIVCDMOKiorWrFnjcDisVuvSWg4S6a7aogt6S6pe/WiX4cACMRWVekhyewAAID4xx1SDwcDlcsvLb14Bq6qqaJqenJwMe75IJMIwjKbpwBGKolgsFgqxIE1sry0eNHo8PnrxUxNtyuYZNjq33Ra+PiLEVABABok5plosFqlUymbffCDKH1mo31lbWyuTyVpbW41Go8vl0ul0/f39Go2Gzw+T4QlS6I5y8am+ieS/boRlqXa7XSwWB3/YAAAgncU8TUWSZEg5G7TIwesNv18Yn8/fv39/c3Pzm2++iY7cfvvtC02+ghTaolK0Ds08sD78njDL52jX+H99bmPYuyDjFwCQWRKQ+oHWxiyUcGSz2d5++20ej3f33XeLxeKpqalLly6RJHn33XeHnHnkyJHgm4cPH15620D0mmryv/rm1SS/6GWDRcLn3lYgmX+X3++32WwVFcmO8QAAELeYY6pAIAhZyIh6qAuN5XZ0dLjd7gMHDqCJ1bKyMh6Pd+7cudra2uBJWQyCaKrVlhI+mjGY3eVE8qa6j3YaDkTciCZpLQEAgKWLeaaKIAi73U5RVOCI2WxGx8OePzs7K5VKUUBFiouL0fGYGwuWk1AorC8WtGqNyXzRo13jBzaUhb0LYioAIOPEHFMrKysZhtHr9YEjw8PDPB4PRUoMw2ia9nq9gUJ3AoHA6XQGr7RBMRj2GEkfLpdLr9ePjo7WyOjmrhG9Xj8yMpKEskotfVON1flifpjBEoZhnE4nFFsHAGSWmGOqWq0mCKKtrW1sbMzhcHR2do6OjtbX1wfqKPX19b3yyisTEzcySGtqanw+33vvvTc9Pe1wOK5du3b+/Hk+n19VlZryAmA+kiS1Wu3U1JRa6P54zDk1NaXT6RZKOkugCJ1UyE4CAGSimOdT2Wz23r17W1paTp48iW5qNJr6+vqFzl+1ahVJkh0dHceOHUNHCgsLd+zYAf3U9KFQKIqKiiiKKlIqyqW2YZu/rqR4ucddnSR1Tmv6z88umPEbGPkAAIBMwYq7or3FYvF6vXK5PJroyDCM3W73er0SiSR4bjWgqanp7Nmz8bUELJ3NZuvt7eXxeL+9NMvhcJ97bNNyj7v+9sLo0Iz9Bw/dPv8un883PDxcW1u7rA0AAICEi38tTUxDc2w2G/JN0plMJpNKpSRJ3ib2NU9ykjCRebTL8P39a8PeBdlJAIAMBRVqwA0qlcrj8dTm4SNm0kUub5HCEZPT6vatrwj/swxiKgAgQ8F2H+AGqVQqEAh4PN6GUueHA1N7NeGzhxLizU7DwaBlqS6Xa2ZmBv3b5/NNTU2x2eySkhKYdAcAZBaIqeAmjUaDYdgu57WWHsOyxtRjXYZjTzcGbqLEYzTgbLPZWCyWTqdTKpUQUwEAmQXGfsFNOI7jOH6vprJ91Lp8a2kuXJtV5YtL5DfjJUo85vF4EonE7/fLZLLi4mVPPAYAgISDmApCVSpFOJfbMTi6TM8fdrdUNJtLkiSbzaYoSqVSLdOrAwDA8kmjsd8zZ84E/r1z584UtgTcXq54/szEe9c8j2+qqitLcH/xWNf4jw9qQg6ixOOZmRkej4f+ndgXBQCAJEijmApxNE20Dk236owON9U96TzZO/OLT6/fXp2fqCc/fml8//pSdrhdjFQq1cDAQElJCXRSAQAZCsZ+wS0uj1m/9oceh/vGHglmp/eZ1y5dGbck6vkj1COkKEqhUPD5fOikAgAyVBr1U0E6ON49Puckg4+YXeT3jvd9alNlGSEsUwjLFEIeN+afYpfHrMe7x90k3TthbaopCHvO3Nzc5s2bhcLk7TQHAACJBTEVLI7Fwrqum9+5PDFucY9b3FIBt1whKlUIyghRqUKAAm2pQqgU88I+vHVo+muv98w5SAzDBDj3nM40fzDZ4/GgjN9l/2MAAGDZQEwFt3h0Q9lbl8YtrptdVQmP84OHbl8blKk06yANFteExTNudhnm3O3Dc+MW94TF7SbpUoUw0J0tVQjLCaHVTf3voz2Bvq/HRz3z2qXffLGhruyWIkqzs7N5eXnJ+RsBAGCZQEwFt6grk79wqP6Z318yO0kMw+RC/J/3qor4vuBz8iS8PAlvXehyGMztoycs7nGzG3Vnz+mMBrO7f8Lm8FLBp5ld5NuXJkJiqtlsLitbxioTAACQBHHGVJqmJycnPR4PQRCRuxcul4skyfnHpVJpYMtVkFa2V+f/5smGty9NYBj2SH3ZmlJZf39/fv7iqb9CnHNbgeS2Aknwwefe6T/SNhL5gXNzc0qlciltBgCAdBBPTDUajc3NzU6nk8Ph0DStVqt37969UID86KOPBgcH5x8/dOgQFMpJW3VliuB+ZGFh4fT0dFFRURxPNX8wWS7kPVJ/S5d0dna2srIy7tYCAECaiDmmUhTV3NyM4zgKilqt9tSpU+3t7du2bQt7/h133LF27c0tvfx+/7vvviuVSiGgZpCCgoL+/v6CggI2O+aM3/mDyb98oj54dtblcnE4HD6fn8gWAwBAKsQcU3U6ndPpfOCBB1BQrKmpGR0d7e3tbWhowHF8/vkymSw4mXNsbIwkyVWrVi2l0SDJXC4XRVFdXV2BEWC/3x/9vjEhg8lrby3MBNlJAICsEXNMNRgMXC63vPxmgkpVVZVWq52cnIxm+O7q1atsNnvlypWxvi5IIZIkp6ennU6nx+PhcrkYhtnt9pj2jQkZTA5gGMZut1dUVCSyuQAAkCIxx1SLxSKVSoPHABUKBYZhVqt10cd6vV69Xq9Wq2EPr8yC9o2x2+0kSSoUCq/Xm6h9YyA7CQCQTWKeHiNJkse7ZWk/uhnN1mBDQ0M0Ta9evTrWFwUpp1KpWCwWRVEkSXo8nkSV5IWYCgDIJglYn+r3+zEMY4Wrih5iYGBAIpEEjxsHO3LkSPDNw4cPL71tIFHQXjF+v99kMpWUlCSkJK/T6cRxPOQnGgAAZK6YY6pAIPB4PMFHUA910bxNo9FoMpk2bty4UPSFIJrmVCpVT0+Pw+FIVHEGyE4CAGSZmMd+CYKw2+0UdbMyjtlsRscjP3BgYADDMMj4zVxSqVQgEBAEEc04/6JomnY6nVDgFwCQTWKOqZWVlQzD6PX6wJHh4WEej1dcXIxu0jTt9XoZhgl+FE3TWq22rKwMrqEZTaPRNDY2zs3NLf2pYCYVAJB9Yo6parWaIIi2traxsTGHw9HZ2Tk6OlpfXx+oo9TX1/fKK69MTEwEP2p4eNjr9UJ2UqZD059KpXJ2dnaJTwUDvwCA7BPzfCqbzd67d29LS8vJkyfRTY1GU19fH/lRAwMDPB5PrVbH2UyQTvLy8vR6/VIiot1uFwqFaKkrAABkDRbK2o2DxWLxer1yuTwhi02bmprOnj279OcByaHX6/Pz8yUSyeKnLsPDAQAgPcXfUUClHkBuysvLm52djS8o+nw+r9cLARUAkH1ink8FAMMwqVTq9XrD7uK3KMhOAgBkK5jQAnFCXdWSkpJFz3S5XDMzM4GbIyMjlZWVaGXOcjYQAACSDfqpIE4opkZzJkmSWq12ampqampqZGTE7XajPPDlbiEAACQZxFQQP6VSGc1aVVSCn8fjSSQSmqYVCkWiSvADAEBagZgK4pefn28ymaI5U6VSeTweiqL8fr/f709UCX4AAEgraTSfeubMmcC/d4qpkP0AAA7pSURBVO7cmcKWgCjxeDw+n2+32xctqY9K8F+7dq2iooLH4yWkBD8AAKSbNIqpEEczUV5enslkiiZG0jRNEITH44Ed6QEA2QrGfsGSSCQSkiQXXVSj1+urq6slEgl0UgEAWSyN+qkgQ6FZ1dLS0oVOmJiYkMlkEolEo9Eks2EAAJBk0E8FSxU5+9dkMrHZbFTkAcdxHMeT2DQAAEgqiKkgARZaq2q1Wt1ud2AfQAAAyG4QU0EChI2pHo/HaDRWVFSkpEkAAJB8cc6n0jQ9OTnp8XgIgohyzy+PxzM9Pe3z+aRSaUFBAZsN4Tx7zF9UwzDM8PDwmjVrUtswAABIpnhiqtFobG5udjqdHA6Hpmm1Wr179+7AnuRhtbe3d3d3MwyDbpaWlj700EPxtBekJZfL5XK5JiYmAuV/R0ZGNm3alNpWAQBAksUcUymKam5uxnH80KFDcrlcq9WeOnWqvb1927ZtCz3ko48+unTp0oYNG9auXcvn861Wa5R1YkGmIEnSYDC4XC6aprlc7szMDJfLpSgq1e0CAICkinkAVqfTOZ3OxsZGVK+1pqamurq6t7fX5/OFPd9qtXZ3d9fV1W3evFkikeA4np+fX1tbu9SGg3SCKvoSBMEwjMfjUSgUFRUVUNEXAJBrYo6pBoOBy+WWl5cHjlRVVaHp1bDna7Vav9+PFiYGxn5B9lGpVFwud3Z2ls/nczgcqOgLAMhBMY/9WiwWqVQanGGkUCgwDLNarWHPn5mZEQqFFovlj3/8o9lsxnF8xYoVjY2NfD4/7kaDNIQq+qL/ViiWBADITTH3U0mS5PF4wUfQzYW2w3S73RRFvffee1VVVXv27Kmrq9Nqte+8847f74+vxSBtoc1nPB4PdFIBALkpAbUJUXRksVgLneDz+TZu3IiyQNVqNY7j7e3to6OjIVfeI0eOBN88fPjw0tsGkkkqlQoEAoZhoJMKAMhNMcdUgUDg8XiCj6Ae6kJjuQKBAMMwtVodOKJWq9vb22dmZkJiKgTRLAAVfQEAuSzmsV+CIOx2e/AyCbPZjI4vdD6GYcHzr2glK+QrZSWo6AsAyGUxx9TKykqGYfR6feDI8PAwj8cL1HSladrr9QZCZlVVFYZhwVnBExMTGIZFWX0JAAAAyBQxj/2q1WqCINra2vh8PkEQg4ODo6OjmzdvDtRR6uvra2tr27dvH1pvU1ZWVlpaevHiRYFAUFRUNDMzc+HCBZlMtmLFigT/KQAAAEBKxRxT2Wz23r17W1paTp48iW5qNJr6+voID7nvvvtOnTr1wQcfoJuFhYX33HNP5FqGAAAAQMZhxb2mxWKxeL1euVyOspAW5XA4HA6HSCSSyWTz721qajp79mx8LQEAAADSQfxraVCph+hJJBKJRBL3ywEAAABpDjZcAwAAABIDYioAAACQGBBTAQAAgMTItpja1NSU6iZkKnjr4gPvW3zgfYsbvHXxSc77lm0xNc2F1DQGUYL3LT7wvsUN3rr4wPuWRjH1zCdeeOGFyKct8VWW8uRLfPiyPnkK27bEV0/ntkVzwvK9ejq3bekPX9Ynh7Ytx6unc9uiOSEJT56AfWkSZefOnaluAgAAABC/NOqnAgAAABkNYioAAACQGPHXJkwsyGQDAACQESJU0k2XmAoAAABkOhj7BQAAABIDYioAAACQGGm0lmbprFaryWTicrmlpaU4jqe6OWmHpunJyUmPx0MQRF5eXuSTSZI0mUwul0ssFufn5+f4+zk9PW2320UiUUlJCYvFiuYhDMPYbDYs9h2cskkcX8mZmRmbzYbjeEFBgUgkWu4WpiePxzM5Oen3+wsLC6PZzstms5nNZoZhFAoFQRBJaGHacrlcJEmKRCIej7foyTFdEqOUPTG1tbW1r6+PzWYzDMPn8++5557KyspUNyqNGI3G5uZmp9PJ4XBomlar1bt3715oZ/j33ntvdHSUYRh0UygUbt26tba2NontTRcej6e5uXlqagq9bwRB7N27N+wewCHa29u7u7txHH/qqaeS0M40FOtXcnZ29k9/+tPc3FzgyP79+8vKypa/pellYGCgtbWVYRgWi+X3+xsaGjZu3LjQyRRFffjhh1qtlsVisVgshmHKy8vvueceoVCYzDannNvtPnPmjNFodLlcGIbdddddq1evjvyQmC6J0cuSmHrlypW+vr7NmzevX7/e6/W+//77LS0tn/70p8VicaqblhYoimpubsZx/NChQ3K5XKvVnjp1qr29fdu2bWHPdzgcW7duraqqEolEc3Nzra2tp0+flslkJSUlSW55yn344Ycmk+nBBx+sqKgwmUzvvvtuS0vLwYMHIz9qZmbmypUrcrkcfcNzUKxfSYfDceLECaFQuG/fvqKiIq/XOz09nYPfX6PR+OGHH6pUql27dnE4nAsXLly8eDEvL0+lUoU9v6OjQ6vVbtq0af369SwWa2ho6MyZM+fOndu9e3dyG55iFEW5XC6VSoXj+OXLl6M5P6ZLYvSyZD61u7u7sLBww4YNbDZbKBTeddddPp+vr68v1e1KFzqdzul0NjY2yuVyDMNqamqqq6t7e3t9Pl/Y8w8cOKDRaORyOY7jRUVFu3btwjDs2rVrSW10GrDZbCMjI3V1dRUVFRiG5efnNzQ0GI1Gg8EQ4VEMw5w5c0aj0SiVymS1NO3E+pVsb2+nKOrBBx8sLy/HcVwikdx22205OGze09PDZrN37tzJ4/E4HE5jY6NEIunu7l7o/ImJCZFItHHjRg6Hw2azV61aVVxcPDExkcw2pwOpVHrw4ME777xTrVZHc36sl8ToZUNMtVgsDocj+HecQqFQKBSRL3w5xWAwcLnc8vLywJGqqio0lxD2/JApQzSjQ9P0sjYyDaGPUFVVVeAI+phF/mh1dHTQNN3Q0LDMrUtfsX4laZq+du3aihUr0CctMOmQgwwGQ0lJCZ/PRzdZLFZlZeXU1NRC13qRSMQwTPCSSJqmc3YeOnqxXhKjlw1jv1arFZuXCSKXy6emplLUorRjsVikUimbffMnFHq70Fu3KJ1Oh2FY8OcvR1gsFuzWj5ZIJMJxHB0Py2QyXbp0ad++fUufmMlcsX4l5+bmaJpWKpVoapCiKKVS2dDQsGLFimQ0N234fD6XyxXS01IoFH6/32azhU2iqa+vHxsba21tXb9+PZvNHhgYMJlM9957b7KanKmWeEmMIBtiKkmSGIaFZHnxeDx0HGAYRpKkQCAIPoLeLq/Xu+hjLRbLRx99VFpammsXOCz2jxYa9a2trS0tLU1G+9JVrO+b2+3GMOzSpUsSieTOO+/EMKynp+f999/fs2dPlEN52WGh9w1b+KtaVFR0//33t7S09Pf3YxjG4XB27dqVg1/VWC3lkhhZNsRUBApCxQS9XYsuC3E6ne+++65AINi9e3eUa0iySdg/2e/3L/RWXLp0yeVybd26dZnblRli/Ur6/f79+/ejK51KpXr11Vc7OjpyKqaGFfmrOjo6+v7771dUVKxevZrNZo+MjJw+fZqiqDVr1iS3mRkvykviorIhpqK5h5DfF16vN+RnSC4TCAQejyf4CHq7AtM2YblcrhMnTjAM8/DDD+fmDA16fzweT3ACKkmSYd83l8vV0dGh0WgCq0E8Ho/f75+cnBQIBDm1ajDWryQ6v6SkJHACj8crKyu7du0awzDBA3TZbaH3DcOwhd661tZWgiD27NmDgkFlZaXH42lra6uuro5mgWbOiu+SGI1siKnoamU2m4MPms3mnLqKRUYQxNDQEEVRXO6N/3H0dkV4i9xu94kTJ3w+38MPPyyVSpPU0DQT+GgFYqrdbqcoKuz75vF4GIbp7u4OydI8fvy4Wq3es2dPEhqcJmL9ShIEwWKxQmInmpDOqfEnLpcrlUrnv29sNjvskmiSJB0OR1VVVXDvqri4eHh42Gq1FhQULHuLM1Ycl8QoZUNMlUqlBEEMDw83NDSgz5bRaLTb7WvXrk1109JFZWXlwMCAXq+vrq5GR4aHh3k8XnFxMbrp8/nQwnx00+12v/32216v96GHHoqmvkG2qqioYLFYw8PDgfwstKAoULuApmmKonAcZ7PZCoXi0KFDwQ9vbW2dmpp6/PHHc60K1aJfSb/fT5Ikl8tFgZPH45WUlMzMzNA0jY4wDDM1NSWXy3Mt1auysvLq1asOhwOlQFMUdf369fLy8sD7EPxVRW9gSAxGwyQwShci+KuKRXFJjBvn+9///hKfIh3w+fz+/n6Xy6VUKi0Wy+nTp1ks1q5duwK/QXKcQqEYHh4eGRnJy8vjcDhXrlzp7++/4447AkVqPvjggzNnzmzcuBFdAY8dO2Y2m9esWUNRlOkTHo8HreXKHTiOO53Oq1evCoVCsVhsMBja2tpKS0s3bNiATujt7T1x4kRpaalMJmOxWIJbjYyM2O32bdu25VpMxRb7Ss7Ozr766qsYhgU+gVKptK+vz2KxEAThdrvPnz8/OTm5ZcuWXOtsKRSK/v7+qampwsJCkiTPnj1rMpl27twZGCsK/qqyWCyr1arX60mSlEqlJElevXr18uXLJSUl69atS+0fknxDQ0MzMzPT09NTU1N8Pt/j8ZhMJqVSiYJo8FcVi+KSGLcsCTk1NTUOh6OjowMlv8nl8gceeGDpI+NZg81m7927t6Wl5eTJk+imRqOpr68PezLDMOinbkg5kqqqKlT6IKc0Njb6fL7W1tbW1lYMw8rLy3OtQk18Yv1KlpWV7dq169y5c2gkgMvlbtmyJQcTbeRy+Z49e06fPv36669jGMbj8Xbt2hWhfllTUxOXy+3t7e3p6UFHqqurt2/fnqTmppO2trbAFOng4ODg4CCGYWq1OuxQR0yXxJhk1f6pPp/PbDZzudxcrl8TmcVi8Xq9crkchoZi4nK5UA39nJ1ajk+sX0mapufm5vx+v1KpzOVBJvS7Fr0P0Yx++3w+m83m9/tlMhmkJsUk4ZfErIqpAAAAQArlSpI6AAAAsNwgpgIAAACJATEVAAAASAyIqQAAAEBiQEwFAAAAEgNiKgAAAJAYEFMBAACAxICYCgAAACQGxFQAAAAgMSCmAgAAAIkBMRUAAABIDIipAAAAQGL8fwFyMtOANis2AAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x79eb401b1f10>"
      ]
     },
     "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": "3e3bd8f6e0644e2c989ca3a97c7bc41b",
       "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 0x79eb401b1f10>"
      ]
     },
     "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": "960b3ad94862400d86c90ad63443f1d9",
       "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 0x79eb401b1f10>"
      ]
     },
     "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": "4d504dd0533d41fbaabfbbb13d1ea2bc",
       "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 0x79eb401b1f10>"
      ]
     },
     "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 0x79eb401b1f10>"
      ]
     },
     "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 0x79eb401b1f10>"
      ]
     },
     "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": "6549b9127e6748e589b1b5167c87287b",
       "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 0x79eb401b1f10>"
      ]
     },
     "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 0x79eb401b1f10>"
      ]
     },
     "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": "19b75e545452403f9df90bfd15402ea7",
       "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": "0b1bf86f135444629cb2a8d166cb38cd",
       "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 0x79eb401b1f10>"
      ]
     },
     "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 0x79eb401b1f10>"
      ]
     },
     "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": [
       "['20241106-153112-177-d25840']"
      ]
     },
     "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": "e6adb0a1586f40468b4f0551ccfd2e23",
       "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 0x79eb401b1f10>"
      ]
     },
     "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": "6d9c5939f9cb487389421aeb7f06d67b",
       "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 0x79eb401b1f10>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x79eb401b1f70>"
      ]
     },
     "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": "01fe01b97352474aa8af3dbdae83f2a0",
       "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 0x79eb401b1f10>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x79eb401b1f70>"
      ]
     },
     "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": "b73c8e66e03e4e04ae8d1da806a275b5",
       "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 0x79eb401b1f10>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x79eb401b1f70>"
      ]
     },
     "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 0x79eb401b1f10>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x79eb401b1f70>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids([])\n",
    "plotmon.tuids_extra([reference_tuid_2D])\n",
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "215bcf9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca421487",
   "metadata": {},
   "source": [
    "Now your life will never be the same again ;)"
   ]
  }
 ],
 "metadata": {
  "file_format": "mystnb",
  "jupytext": {
   "text_representation": {
    "extension": ".md",
    "format_name": "myst"
   }
  },
  "kernelspec": {
   "display_name": "python3",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "01fe01b97352474aa8af3dbdae83f2a0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_238855a2c33f4771af5b71ef9be566a9",
        "IPY_MODEL_590dcec3c2e14adb939cd532f4bfb488",
        "IPY_MODEL_96afbf1437104205ac8fe2225392a16a"
       ],
       "layout": "IPY_MODEL_978e186b32814aa19564d20dbeed4852",
       "tabbable": null,
       "tooltip": null
      }
     },
     "02d504da66144ff18d5fd60f3c8bd3fc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
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