{
 "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": "6e20a9c66c3742299706b781ff3c2ceb",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "6b27ca408ec243ee825e9b6d9ccae2cf",
       "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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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "623a43db0b7c48b6915697d60ab69371",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "a889dfd7f03b416ea51f0cf398d4c956",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "8b96d2054e1d440bbd9307c1ca1f6295",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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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fEnNiYmJiYqLxyu7duysrK+Pi4gghBoNBr9cPDg52dHRcvHhRr9dTT4iNjaUWOBcuXEjF1tDQoFAoTJ+j1+s7OjqkUqm7u3tkZOTp06f1en1YWNjZs2eNuZkqMzYYDNQ43mAwFBYWTuR/AUsgp9oEXYNUyp0x0tMV7ffNDKbrgQBAr6KiIo1Gs2/fPupbNze3J554ghASHR3d3Ny8Z88ed3d3Lpe7YsUK6obu7u6ioqK5c+dSOXXnzp1Uajl69CghZPny5RERES0tLWfPnuXz+Xq9nsvlzp8/n6r+HfJa68jl8o6OjujoaNOLMTExpaWlVE7Nz8/Pz8/n8Xje3t6hoaGLFi2ipl75fP6aNWtyc3M/+eQTkUik0+m8vb3nzZtn+hy9Xn/48GEOh+Pp6dnd3T137lzqtXfdddeJEyfOnDlD/ejee+9NSko6dOhQQ0PD4ODg1KnOsMGBYxhW9ua4MjIyTp06xXQUhBDyVUHDuWrFWw8kjn+rGfYVNuaWy//6YBItTwMAO9NoNBqNxtvb29IsODg4qFar3dzcjIuL7KHT6Xp7ez09PUebBO7t7dXpdCKRiNrGatTT08PhcIz/RXq9nurHNPZksqNwtnFqdna28eusrCymwqiS90RNeHOqUUaM9H8PXafraQBgZ+7u7qN1+Bubm5vbkMIi9uDz+WMXABsLtYYw7SxBCOFyuaz9b7SCs+VUBvOoqZp29b1JFpxAPjapl7u/SFDW2h2LM2oAAFgMjY9tolqujgygc66GWlKl8YEAAEA7ZxunskR1e0+klLa5X0JIsMTz49M19cq+dSmyBAuPNwcAAPvAOJV+Dcq+yT5Cnpv1JXlD5Ja3vnOiokHZm326ZvPHF/JwqCoAACshp9KPlu75RkX1qh1fXOm41TtNqdZs311Y3NhJ1/MBAIAuyKn0o+WUN6P9lxs71FrTK8pe7YHCJrqeDwAAdEFOpR+941QAAHAUyKn0o7eJ0roUmcTztvabYg/B2mTaNuoAAABdkFPpR+/cb4JM/M6GZF/RzbQqEvDe35g8HaW/AADsg700NNMO6OXdGpkvnWcSpUdLd26ZfaCwqai+M1wqmhclpfHhAABAF2fLqTk5OdQX1KGD9kfvINUoQSZJkEkK6zpfOVhC+8MBAIAWzpZTmUqlRjYtUEoOlZQ0dWkH9AIeJu0BAFgH/zTTjN4CpeHSIv3PVits93wAALAacirNbDT3azQ3yv9cFXIqAAAbIafSzNabU+dF+p/BOBUAgJWQU2lm67nfxBBJWUt3v27Qdm8BAADWQU6lU4day+VwJJ62Pa1+bqTfueoOm74FAABYATmVTrYepFLSoqRnq3A0DQAA6yCn0sk+ORXjVAAAdkJOpVOVvCfK9t3zE4Ml5a3dfVhSBQBgGeRUOtlnnEoISYvyP4sdNQAALIOcSqcauToiwB45dW6k/znsqAEAYBln602YnZ1t/DorK8vO717V3hMltcfJqXMj/Z/fX2yHNwIAAPM5W061fx41alD2TfYR8tw4dnivGcHiqja1WjsgEjjb/0EAAMeFuV/a2LqD0hBzo/zOVaH6FwCARZBTaWPrTr9DoJk+AADbIKfSxm5FvxSUKQEAsA1yKm3sPPcbLxPXtKvVmgG7vSMAAIwNOZU2dp77JYTMi/I/g12qAACsgZxKD+2AXt6tkfl62PNNMf0LAMAqyKn0sP8glSCnAgCwDHIqPexcoESZHuRT19Hb3Y8lVQAAVkBOpYedC5SMMFQFAGAPZ+vCk5OTQ32RmZlpz/etblfPi/S35ztSqGb6S+Mm2f+tAQBgCGfLqXZOpUbV8p6Nc8Ls/75pkf6/ulhk//cFAIDhMPdLD0bWUwkhd0zxaezs6+rT2f+tAQBgCORUGih7tRzCkXjyGXl3NCkEAGAJ5FQaVMvVkXY5NnVEKFMCAGAJ5FQaMDXxS0mL9DtbjQNqAACYh5xKgyp5TxQTG2ko06b4tKj6OnuxpAoAwDDkVBowO04lmP4FAGAH5FQa1MjVEcytpxKUKQEAsANyKg2q2nuipIzN/RJC5kb5n8MBNQAATENOnagGZd9kHyHPjcNgDLGTvNu6NcpeLYMxAACAs/VRys7ONn6dlZVlh3dkqtPvEFSTwpUJU5gOBADAdTlbTrVPHjXFyClvw1FlSsipAAAMwtzvRDFe9EuZG+l3DrtUAQAYhZw6USyZ+506ybu9R9OhxpIqAABjkFMniiVzvwQ7agAAmIacOiHaAb28WyPz9WA6EEJulSkxHQUAgOtCTp0Q9gxSCbopAQAwDTl1QlhSoESJDvRS9moVPVhSBQBgBnLqhLCkQMkoLVJ6trqd6SgAAFwUcuqEsGrulxAS4uf59o9VL397rbhRxXQsAAAuBzl1Qhjvnm8qt7x19/naspau7NM1mz++kFeJASsAgF05W07NucU+b1fd3hPJaPd8o6J61Y4vrqhunaKqVGu27y4sbuxkNioAAJfibL0JMzMz7fZeyl4th3Aknny7veMY9l9uHNLwQdmrPVDYlCCTMBUSAICrcbZxqj1Vy9WRrJn4BQAAxiGnWo9VG2nWpcgkngLTK2IPwdpkGVPxAAC4IORU67Gq6DdBJn5nQ7Kv6GZaFXvw39+YPF0mZjYqAACXYuV6qsFg6O3t9fDw4HKtz8qDg4Pd3d1cLtfHx2fsO9VqtU6nM73C4/G8vBguDqqW99ybxKKBYHq0dOeW2QcKm/YWNPzv2vh5UVKmIwIAcC0W5FS9Xn/mzJnc3NyioqKWlha9Xs/lcgMCAhITE+fNmzd//nw+39xqnZKSkuvXrysUCr1eLxKJNm/ePPb9eXl51dXVplcmT568du1a84O3BVZtpKEkyCQJMklHr7Z/wMB0LAAALsesnKrX67/55pudO3fK5XJ/f/877rgjNTVVJBKp1eqOjo7CwsKjR4/6+vo++OCD69evNyezqlQqkUgUHh5eWVmp1ZrVS08sFi9evNj4rUAgGONm+6hq74lix0aaIaYHiUuaVOtSWDSGBgBwBWbl1F/84he1tbWrV69etmxZeHj48BsaGhqOHj26d+/egwcPfv755+M+cN68edQXzc3NZuZUHo83adIkc+60g6J61af5tUKe2/WWrgT2rVnGB/kcvdbKdBQAAC7HrJy6fPnyxYsXe3iMeqJZcHDwli1bNm3adOjQIfpiGwE14WzTtxhXbnnrji+vdPRoCSGbP77w9sNJ6dHsWrmcLhOXoDchAIDdmZVT58+fb85cK5/Pv/feeycc0sg6Ozs/+ugjrVbr6ekZHR2dmppq/vItjah2RcbuClS7op2PzWZVawUvd56/l6BW0Rvm78l0LAAALsSsnJqbm/t///d/y5YtW7ly5Yhzv7bm5eUVFxfn5+c3ODhYX19/5cqVlpaWtWvXDh+zZmRkDLly6tQpGiNxlHZF1JIqcioAgD2ZlVOjo6MnTZr0+eeff/7553FxcStXrlyyZIlIZL+S1zvvvNP4dUJCQn5+/qVLlyoqKmJjY4fcSW8GdVzxQT5Xm7pWJkxhOhAAABdi1trktGnTPvzww127dj388MOtra1vvfXWmjVrXn311YKCAoOBgT0bCQkJhJCWlhb7v7WjtCvCkioAgP1ZUO8THh7+1FNPff3113/605/S0tJycnJ27Nixfv36jz/+2M7pzc3NjRCi1+vt+aYUR2lXFB8kvtqEnAoAYFcW19Byudy0tLRXX331wIEDv/zlLyUSSXZ29vr16998800aw9JqtUMaJ5mqqqoihPj5+dH4juZLj5b+cV28WMjbmh6xe+scdrYr8vcS8Ljc1q5+pgMBAHAh1p/15u3tvW7duvj4+Pfff//ixYs1NTXmv1apVFJDW7VaPTAwcP36dUKIn5+fcQfqrl27/Pz8qE5JCoWioKAgKirK29tbr9fX19cXFhaKRKJp06ZZHfwEufN4yWG+z6+OYyoAc8TLfK42dk3yETIdCACAq7AypyqVyqNHjx4+fLi6uprL5aampt5///3mv7yxsdG0mOjEiROEkPj4+BG7OvB4vLa2NmpsSpHJZAsWLHB3d7cu+Im7oVCH+7OrK+FwVOnv4jsCmQ4EAMBVWJZTBwYGzpw5c/jw4XPnzg0ODspksq1bt65cuTIgIMCi58THx8fHx49xw2OPPWb8WiwWb9y4sbe3t6enx2Aw+Pj4jNF9wj7qFL2hrN+mEh/k89WlRqajAABwIebm1IqKisOHDx87dkylUgmFwqVLl65atSopKcmmwZny9PT09GRLGruhUKfHsHEZ1VS8TPzSt9eYjgIAwIWYlVO///77P/zhD4SQ+Pj4bdu2LVq0iD3pjREOMfcbJPHo1Q509uokngw0nAIAcEFm5VRPT88NGzasWrUqNDTU1gE5BEdp+0ftqGFbO2IAAGdlVk6dO3fu8J5/I9LpdIy04bWnBmXfFLHQjcthOpDxTQ/yKWnqQk4FALAPs/anPvnkk7t371ar1WPc09/f//XXX2/cuJGmwKyUc4vt3qJWoQ5j/cQvJV4mvopuSgAA9mLWOHXjxo3vvvvuRx99lJ6ePnPmzNjYWH9/f5FI1NfXp1AoysrKCgsLc3NzPT09n3jiCVtHPLbMzExbv4WjTPwSQqYHif/6QznTUbiQonrV/suNhJB1KTIWHqwLALZmVk5duHDhvHnzjhw5sm/fvh9//HH4DREREdu2bVu5ciXju1zswCEKlCiRAaLmzv4+3aAH343pWJyf6cG6+y83sfBgXQCwNXP30ggEgnvuueeee+5paWmhjlrr6enx8vKaNGnSjBkzpkxxofNPbih6Z4X5Mh2FuaglVQcK2EE5xMG6AGBrFvdRmjx58uTJk20RiqOobVeHSR1jnEpuLakip9qaoxysCwA2ZXEPfajt6A3zc4z1VHJrnMp0FAAALgE51TKtXf1iD77QcZYnUfprH45ysC4A2BRyqmUcqOiXcscUn9KWLiZOjnctQw7WdeNy2HmwLgDYFHKqZRyo6NcI55PbR3q09JV74vw8BVvTI0J9PX1vH7YCgCtATrXMDUVvuEONUwmWVO2osbN//eyQ51fHPbEgcufZWqbDAQB7syyn9vX1tbW1Db/e3d0tl8tpConV6hTqUIcbp2JJ1V5OlssXTA0ghDycGvqfgvqBQcy5A7gWy/bSnDlz5tNPP83Ozh5y/euvv87Pz3/vvffoC8xKprFlZWXR/nzHHKeK915qYDoK5zcwaLhwoyMtyp/6dnNa+M6zN7akRzAbFQDYk8X7U0c0MDDA5bJiGtkWedTUjXZ1uONsTqXEy3yuNmLu1+ZOlLctnBpo/HZzWtijH19ATgVwKebmVLVabTAY+vv79Xp9T0+P6Y86OzsvXrwYGBg42mudRodaK+Bxvdzp+SBiN3w3boRUVN7aPXWSN9OxODPjxC8l3F8U4ud5qkKeERMwxqsAwJmYmx7uu+8+47k0K1asGPJTLpe7efNmOuNiJYfbSGNElSkhp9pUbrl8a3qk6ZXNaWE7z9YipwK4DnNz6uOPP67VaisrKy9durR+/XrjdQ6H4+npmZiYGBYWZpsIWcQRN9JQqDIltCCwnRsKNYdwhnzkWho36cUDJc2qvilia86WwCk3AA7HgnEqIaSioiI2NtY0p7oUBzo5dYjpQT7HrrUyHYUzO1kmXxA7wnh087ywnWdqf7timqUPxCk3AI7IssKimJgYl02oxDGLfinYTmNruRXy+SPN8VLTv5Y+7eYpNz23nXJT3Ng50SgBwMYsy6mDg4N9o9BoNDYKkT0cseiX4uXO8xMJ6jp6mQ7EaY02ThUJeMvjJ1u6l2m0U24mFCIA2J5lJawnTpx46aWXRvxRQkICG/an2lRdR2+o45xIMwQ1VHXc+NnsdGX7nEh/Hpcz4k83p4W9+E3JfSnBdo4KAOzPspwaExPz1FNPmV5pb28/efKkUChct24drYGxTnf/gG5Q7ydy1CauVOnvygQXOj3ebnLL5fOnjlrcmxgiMRgMVxpUM4LNrTNal+cJIAAAACAASURBVCLbV9jY2fvfoSpOuQFwCJbl1NDQ0NDQ0CEXH3/88W3btqlUTr5c57hFv5R4mfjjvBqmo3BOJ8vlf3soeYwbqJ5Kbz2QaOYDE2TipXGTvr3S1K8dJIR48N1mR0hwyg0A+9HQ/EgoFK5Zs+bzzz+f+KMmLucW2p/suEW/FHTSt5G2bk2HWjtt8lh7f++fGXzoSnOfbtDMZ+ZXK+o6ev/z07lb0yO2pkd8tS0tSur1QW41HfECgA3R0xKIz+d3dHTQ8qgJyszMtNGTb7T3hksdeDFS6uXuxuW0dvVP8hEyHYtTOVnWtiB2/CZij8wL/+TMjW0Losa9c1Bv2PCv/KrXVhJCEmQS6uJ0mfipzy4dLm7G7D0Am9EwTq2trd2zZ09kZOT4tzqy2o7eMAcv8MFQ1RaGtCQcjfmbau7/55mvts0bfv29n6S8f6KqGHuiAFjMsnFqXl7em2++aXqF2kgjFArfeustWgNjnVqF+oGZjl26SZX+Lprm/J2Z7elkufz1dTPGvS1I4nHHFO/j19sW3zHWn/9rh6+viJ+SHCoZ8affbk9PeuXoid9kSjz5VoYLALZkWU4NDAxcuHCh6RWhUDhlypTMzEyx2MkLKBx3c6rR9CCfry81Mh2FUyms64wO9PIWmvX3aHNa+Md5NWPk1GPXWmva1c+tvGOMh+T9dtHc145ffXmZxbECgO1ZllOnTp06depUG4XCZn26we7+gUBvd6YDmZD4IPErB68xHYVTOVnetmCqueP+BVMDXth/dbRdzspe7TNfXSl8cenYD/Fy5/1nW9qKv5/67ukMi8MFABuzpkZJLpcfP368urpap9MFBASkpqbOmjWL9shYpbZdHebgg1RCiMzXQ60Z6OzVYeaQLifL5S+unm7+/dSq6vOrRhiJ3v/+2a+eTDPnIXdM8fnlkpgndhV8uGmm+W8NAHZgcU49ePDgX//6V61WKxQKhUKhSqX6/PPPU1NTX331VU9Pxy7hGYMTFChRpgeJS5pUd6IbOx26+wcq23pGW/sc0ea08PiXvh+eU5/de+Xx+ZFRAV5mPueu6ZPrlX2vHrz2wuo4898dAGzNsrrfioqKN998MyUlZefOnceOHfv222+///777du3FxQUvP322zYKkQ0ct3v+EPFBPldR+ksTiyZ+KQIed22y7IsL9aYX9xY06PSGh2aHWPSox9IjBvWGf5+5UVSvevnbay9/ew0lwQCMsyyn5ubm+vv7v/baaxEREdQVDw+P9evX/+QnP7FFmwX2cI65X0LIdJm4BP/y0uRkefuCqRaP+KmeSsZvaxW9//ix4s9mt1gy9dI90w9crv/Jx+eyT9dkn67Z/PGFvMp2K54DAHSxLKfqdLqIiAg+f+hq3NSpU3U6HX1RsY6jNyY0ig8SX21CTqWHmd0ehpge5KPXk5/tLqRGlqPtRjVHUb2qVtHf0zdAfYsj4QAYZ9l6anJy8sGDB7u7u729b+vEVlBQMHMmK8olsrOzjV9nZWXR9VinWU+NDBA1dfb36waFfDemY3Fspc1dfl7uVpSC55a31nX2Xm/pIoR8ml/35ILIAGvryUc7Es7YfQkA7MyynDp79uwlS5Y8/fTTWVlZ06ZNEwqFLS0tBw8ezM/P/9Of/qTV3vzrzefzOZyRz72yNRrzqNGA3tCq6pf5etD+ZEZQS6qzwnyZDsSxnaxoXxBj8cQvddi4uv/myFI3MLjrbO3SuEBkQQDnYFlOzcnJ2bt3LyHkueeeG/KjjRs3Gr9+9913Z8wYv7OMo3D07vlDUEuqyKkTdLKs7eeLYix9Fb0jSxwJB8A2luXUqKiorVu3jnvb5MmTrY2HjRy9e/4Q8UE+528omY7CsQ3oDedrOuZF+TMbRoJM/M6G5O2fFyrVWkKIB9/t/Y3JOBIOgEGW5dTw8PDw8HDbRMJezjZODRJnn7nBdBSO7WSZfEHs+H3zh6N9ZJkeLd25ZfaBwqb2Hs3Vxq55Udh5DMAkGs6lcXpOU6BEiQvyud7cZTAwHYcjs2JnKoUaWfqKBNS3Yg/+xEeWCTLJ86vj/vZQspeQd7keRb8ATLLy/NT+/v6Ojg69Xm+84u7uHhBgzSd39rvRrnays1yobkrxmCS0Vm55+5b0COteaxxZEkLWJstonKrdlBa262xtUgjKnQAYY3FOzcnJ+fDDDxsaGoZcT0hIeO+992iKil1qFb1hTtFEyYgq/UVOtU6totdADBPZr5wgk9ii0Pe+lOAX9l999d54TwE2SgEww7KcWlZW9tJLL0VFRW3fvt3Pz890w4xE4rSfjp2m4YMRNU4lxLJmeEAx8xByRmyaG7brXO1P50cyHQiAi7Isp547d04ikbz33ntCodBGAbGN8w1SCSHuPLcjV1t4XO66FFkCRqsWyi2XP5TK0o8jm9LCH/rwLHIqAFMsq1HSaDTBwcGuk1AJIXUd6lA/pxqk5pa3/vH76/JuDTrEWudEedtCqwqU7CDY1yM60OtEmZzpQABclGU5dc6cOdXV1Wq12kbRTFzOLXQ90Mk2p1J9fDp6bu7lQIdYS52pUqSG+/HcmGkTZo5Nc8N3nbvBdBQALsqynJqQkLB27dpnn3326tWrarVaa4IlPfQzb6HrgU62mDpaHx+m4nE4ueXy+WxdTKUsviPwWlN3s6qP6UAAXJHFvQl37dpFCHnyySeH/MhZ635rFb1pTLfLAfY4US7/23przmWzp83zwnaeqf3timlMBwLgcmjrTThp0iQ64mEdJ2uihA6x1imqV+2/3NirHWzr6p82xYfpcMaxeW5Y6mvHkVNZhfoVIoSgMNC5oTfhOG4oesOdqO53SIdYbyEPHWLHlVveuuPLm4vQAp5bXmV7ejSrWwCK3Hl3xU3aV9iIT0ssYfortP9y09sPJ7H8Vwisht6EY2lW9Um93PluTvWnRPXx2ZoeMX2Kz4bUUHSIHduQqi7twKBDVHVRPZWYjgIIQWGgizFrnNrd3a3X68VisU6n6+3tHflBPJ5I5DxzpBQnK/o1ovr4/HC9dc/5eqZjYTsHPfc7JdS3f2DwWlNXXBDbZ6pZi67ZWgf9FQLrmJVTH3nkEYVCcfLkydzc3JdeemnEe5yyRsnJin6HyIgJ+Nlnl5iOAmyF6qn0+roEpgNxSJitBeuYlVMff/zx/v5+QkhsbOyOHTtGvEcqdcJfuDpFb6gTLaYO4c7jJoZIztd0pEb4MR0LezluVdfDqaEv7D/86r3xPC57d9Oy083ZWvVts7U7H5uNo+NhXGbl1BUrVlBfBAcHBwcH2zIedrmhUN8T4sy/+unR0rzKduTUMVBVXZs+Om8wGAhNp7PZDbWqmnVnONOBOBh6Z2sTZOLnV93xzN4rer2BEMJ34zrQrxBYysqz3lyEkxX9DpcRE/DKwZJfLZ3KdCCs9sWF+t/cFaNU6wjdp7PZ2qa54Vt3XkBOZdz3JS3PrZjWouonhBy/3ubrKWA6IrAVZ8up2dnZxq+zsrIm+DQn25w6XHKopLylR60dEAmc7TeBLl8VNLjzuD/LjGE6EGtEBogm+wjPVCnmoW+JJeidrb1Up1T0aLdm3DzYID0m4I0jpf/OSqUhUGAfZ/uXdOJ51EjerRG585z+KMr0GGleRfuy6ZOZDoSN2ro1fzpSev73S5gOxHqb0sJ3nb2BnGqRBJn4bw8lPZp9nhgIIcRAyERma18/XPq7lf/tv7EwNuDdnMoLNzpmh2PNxQk51c5LetV29Ib5OfPELyUjRnqqAkfTjGzzR/k7H5vDdBQTsiJ+8oUbyvYeDdOBOJi/Hi3/8/oZW9MjtqZH7FgUc+CylT2xj19v8/HgDUmfzyyP/dORMjrCBNZBTh1Vbbs6TOrME78UapzKdBRs9Nrh6+tSgqdN9mY6kIlC/wdL/eHQ9bsTp9yXHPL86rjnV8f98q6pNe3q8zUdVjzq9e+u/27FHUMuzg7383Ln5ZS10REssIu5OfXf//73888/39c3wmEXX3755TPPPDNaLwjH5dybU43C/UUDen2DEseY3Cavsv1aU9cTTnG4N7VRlekoHMb3JS31Hb3G5U/KX9Yn/erLy5Y+am9BQ2KIJDrQa/iPfrs89g1rh6pF9aqXv7328rfXihtV1j3Bdk8Ds3JqW1tbdnb2rFmzPDw8hv902bJlRUVF+/btozs2hjl90a9RRkzAqQqcYn2bzR+d3/mYk1SR+IkEaZH+h4qbmQ7EAXSotb/7uviDTTOHXA/29bh/Zsjffii36GmvfXf9uWGDVMq0KT4xgV7fFlk8pZxb3pr1yfns0zXZp2s2f3whr3JCk0z0Pg2ImTn19OnTAoFg5cqVI/5ULBYvWrSIxmPAWcLpi36NsKQ6xKPZ5z9+dDaX4zytEjalhf3zRDWGI+O67/0ze5+cN+KPdiyJ2Xupsb7D3Am5f52qXpsc7O816raZ3y6f9saRUovCo7d1MBoR24JZObWuri48PFwgGPWXIzY2tqamhr6oWKFW0RuGcarr+fh0TaTUa2Esqw8et5R2YOBaiwrDkbE989WVJxdGRYxeRfHnBxJ//Z8iM5/2+nelvxvzuL1gX4/5MQG7z9eZH+FozSjMf4LtngYUs3KqXq/njPmZncvl6vV6mkJihc5eHYdDxB58pgOxB28hL1LqVdSAz6ekSt7z2bm6F++OYzoQOlHDkcFBA/UthiMj+qqgQW8wrJ8VMsY9qRF+EVLRFxfGP3nize/LfrV0qtt4XSGfWT7tTxYOVYHlzMqpgYGBdXV1AwMDo91QXV0dEOBUn+tdZ+KXgupfyqaPzu9ylmVUIwxHxnVDoX7nx8q3Hkgc98437pvx+33FA3rDGPd09w/sPHvjZ5nR4z5N4slfPyvkw9xqM+NclyKT3N6DaSLNKOh9GlDMyqmpqalqtfrAgQMj/lShUBw5cmTOHMfexjeE6xQoUVx5SdVY97jt04Lti6KDJCMU4oFzu//9s189mWbmzX95MOlXX4xVAzzi/pnRWDRUTZCJk0LEHrca0bjzuEviAqxuRkH1sjZ+OhAJeGH+Hg7UepOdzOqjFBMTk5GR8c477wwMDNx7773u7u7GHxUXF7/xxht6vX7Dhg02C5IBrjZOnRvpf/FG/oDe4GpnmJge6cXnuW2cG8Z0RPTDuShje/LTglfvjZd6uY9/KyGEkHsSg74qaMgtl8+fOsLkXF1Hb15F+2trzT1ij8flbF8c89dj5b80o+32U59dWhE/5dd3TaWmGdYmy37z1ZXrzV13TLHylNydZ2ufXzWtVaWhnlav7Nv2acE/Nw4tewbzcajTNsalVqt/85vfXL161cPDIyYmxsfHR6vV1tbWtra2ikSiV155JTWV+RmzjIyMV155hfo6MzNzIo/69ZdF86L970txoUN4Hs0+/+i8CCerzRlbUb0q69/nTedFfT0FVh/pxWZ5le3bPy9UqrWEEJ4bZ3tm9NNLXPfgBNPDxi/UdDR09r242rIV9PYezfK/nbr4/AhNK5/67NLqGVNWJkyx6IGxz3935aVl7ryxJg43/it/w5zQIU+u6+jd+K/83Ges+edu76WGM5WKP6+/bcZ7X2Fjbrn8rw8mWfFAIIS4jXbG+BACgWDFihVSqbSjo6O0tPTGjRtNTU1isXjZsmUvvPBCbGysjeM0S3Z29iuvvBIRERERETHBR32YW313YpBLTQMq1NqSJtWCkT56O6sPcqvPVilMr/TrBkUC3ojjD4cW6ud5Z7S/SMBLCfV9+Z7prx8pWxE/2VvoEiV4Q+SWtz65+9LZKsXl+s6DxS2V8u7sR2db+hBPAU9vMPxwvS095rZzo4saOr+53GRFjZtIwPvuassYf/vWvHP66SUxi++YNOS62IM/oDccudpi6S+tWjOw4V/5B35+55Drd0zx6VBrP79QN/y9wBwW9NB3c3Nbs2bNmjVrCCH9/f0CgYDLddrWhi7SRMlURoz057sLmY4CbCVBJjGOvw9uT1/yl5OXXljKbEj2N+Sw8e4+rRuHFDd2WjEzsW1B1NK/nLxvZnCMSZukP35X+uyY+2dGsyU9YuYfjv1sYfSI+1kz3zrxt4eSEoNHDvLxjMj73j9TUKucGeZr/js+savgw2GtLSgb5oR+lFfz6sFrL1g4fAdidb9foVDoxAlVrRno1+nH2KztlKZO8u7s1bZ1u1CzdZete/QTCf76YNIjH59nOhB7G14C3TmBEughxUq55XK+GzfN2iOARmsBMesPP3z86OzREirlg00zf7qrwPz32nW2NjJAdGe0dLQbHkuPkHgK/nzUARr9s623omVnvZWWlh47dqysrKy7u1soFMpksrlz5y5evNjNzakORHOdbg9DUM0fXGcVmap7zPr3Bd2AnhAi9uBP5Egvx7JgasCVBtWfj5b9+i5WLNw4ogSZeGaY7/8eKh3Q6wkhJ8rb3t+QYvXT1s8KeS+n6sjVlvyaDkLIuhRZ7CTv+Je+P/PsonHrp6Re7r9cGvP7fVf/d238uG/U1q15+8eKcU8w3L4o+k/fl72XU/mUGZuCmGJaY7j/ctPbDyelj/5BwT4syKnvvvvunj17CCHu7u7e3t5yufzatWvHjh3bs2fPm2++6e/vPAc0uuDELyU9Rppb7kI5lRCSHi3lcciGtDC+G3dtssxFEipl+6LoJ3YVHC1puctlTs+lvQR60TTpI9kXqUJPAc+t/fZBsKXuTpz0iy8KtTo9IWRfYVOPRnvt5eWCMQuXjH4yJ2zTR/mnKtozYsZJKk/svPjh5lnmPPOZZbGvfHvt49M1W+6caIWKLQyZyaeamTBeY2ju/O2hQ4f27Nkze/bsDz744OjRo/v27Tt8+PC+ffuysrKqq6uN1bbOwYXHqS63S7WgVhkXJH55Tfzzq+NcKqFSPtw08/99U9Ks6mc6EDuhZiZ8RTcn/Cc4M0H9m27cOaEdGJxg993P8huohEoI6ezVeLvzy1q7zH/CB5tm/XTXxbHvef9kVVqkf1KIuVnnxbvjylu691yoZ9sUK2FrMxNzc+qnn36amJj41ltvxcXFGVdSpVLpli1bfv3rX1+6dKmkpMRmQdqby45TpV7uUi9BaUs304HYz2i7DF3Ht9vT7347j+ko7Cc9WvrT+RER/qKt6RG7t86ZF2X9VCHbuu96Ctz+cG/CGGfS1bSrv7xQ/1sLq6j+eN+Mby7Xb/jonEP0i+6Y2FTBxJmVUxsbGxsaGjZt2jRiXdKqVaukUum5c+fojo0xrtZEyVR6TECeK/XTP1EuX+jaOVXq5f7mAzOysi8wHYj9XG3s+vWyWKecmViXIuvRDB4taRnxp+bP+poqqleVtqjV/Td707KnX/TwGkMhn1dY17nmndOfn68b0nnBbuNss3LqjRs3CCEzZswY+RFcblxcHHWPc6hTqENdcpxKXGz6t6tPV9OuTjR7HsxZZcYGJoVK/nrMssNBHdfBK82rZ1jWk2FE7Oy+++GmmU+MVAP81tGyNUmymJEOSB8bO6dYya2ZfONBBWIP/sePzsz5n4Wv3Dv9SoMq8rlDv9175XJ9J7HvMbFm5dSenh4+nz/igeQUX1/f7m5nmDAsqle9eKCktVvT3uNCW0pMpUdL2TyxQ6/cCvn8GJcepBo9vTjmWnPX/+XWsG3NjHaHiptXWdjkaDT0rs7S+LR/bpy57dPb0mpxo+pkmfzni9hbwWudps6+RdMCtqZHmM7kJwZLXl+XUPP6qpRQ35e+KVn45oltnxba7ZhYs+p+dTrd2Ltl3NzctFqGZ7Ep2dnZxq+zsrIseq1pWfbmjy+woSzb/ty4nDkRfmeqFPOs3WbnQE6UyV2qF+PYNs0NeeTfFw16QlizLcEWDtE0SKWkR0t3bplt7L47wclkup62PH7y9yUtf/+hsrNPSwhZlyJ7YmfB10+Ze0jAEGzuF/38/qtXX1o2Wmn0g7NDHpwdsuOLy/sLG02vU+NsG5UHm7uXRq/X5+fnj/bT1tZWmuKZKEvzqBE7y7IZQe1SdYWcmlsuf2a5NV1vnM/NEtZbhyA76++/wUC+u9r83k+s30U6nGmDKvY8bW3ylM3ZF4mBEEJ2n69fPyt4itjKTqvUANrYL9qdx2XJNu4/HLr+zLLYcfca+XratXuPuTlVq9X+5je/GeOGhARzz2Fgp9HWDJzs3xRzpMdIn/u6+LfLmY7Dxkpbuv1EgkBvc08jcW4u8vtP48Qvm1GfkMitIh2NbuBgUdP6WTKr/28aB9BqzcCxa60TKZamS62i99i1lpP/M/7hAXYeZ5uVU5OTk1944YWx75FInOrvnitLkInrOnpVfTqxhzP3WD9ZLnepAwOAEHLoStM9SayYtLQpW3xCMg6gG1Xn2bAD7YUDV19dM37TKDJsnG3rdmlm5VSZTCaTOfkvIpvXDOyPqv6lcdmJhXLL5U8tjGI6CrZwhd9/vcHwfUnr+zgcdGIemh2y50I9szn1h+utAjeu+THQu+w9Ntr64Hd0dND1KEbQW8Ln6Jx+l+qg3nCuWjFGD3FXM+T3343LeXpJtJP9/h+60rzKqT8mGtn0cIiVCVNOVci7b21Xtc4Ed4u+sP/qq/eaNUg1SpBJnl8dZ4dNyZb10B9OrVb/8MMPhw8f5vF47777Li0xMcWen2VYLiNa+vaPFUxHYUOY+B3O9Pc/Qio6fLWFnV1erXbwSvO6FKcaeY/G1rOdD84O/eJC3daMSOtePsHG9++fqLo3WTZFLLTu3W3NypxqMBgKCwsPHTp08uRJjUYTEBCwfv16eiNjBL0lfI5L5ushcOPWtKsjpM7Z+4INC0IsZPr7/3Vho6VHcrLZoN7ww/XWD0Y5MdT52HSE8NDskG2fFliXUye4w6JHM/BuTuXVl5dZ8db2YXFObWlpOXz48HfffdfS0kIIiY6OfvrppxMTEzkcjg3CA8ZQS6rOmlNPlssfmRfOdBSs9vTimL8fr9i5JZXpQOjhIhW/pmw3QogO9BJ78K37yDXB+ikrZn3tzNz1VI1Gc/To0aeffnr9+vWffPJJaGjoiy++mJSUFBkZmZSUhITqfKhdqkxHYRP1Hb0DeoOzflygy/ypAao+XVE9821daUFXP0KgUJVKdn7TwrrOGwo1y0vnzMqp58+fX7NmzauvvqpUKrdt27Z3794///nPS5cuFQjsupcW7Ck9RprnpI1/0ZLQTDuWxPztB2dYVh8YNPxY2uo6x8TawQOzQr4qqB/Sp94cw+unPPg8M9Pk8/uL/3Av2xshmJVT29ra1Gp1XFzc//zP/2zYsEEqZW+1ZM4tTAfi8Dz4buH+op/tLnS+7q8ny9sXTGXv7zB7ZMYGtvdonOD/vgtO/NrBQ7ND91yos/RVCTLxA7OCjc2PxB781Ejfv/9YOe4Lv7hQHy8TTw/ysThQ+zJrPXXWrFn33XffsWPHnnrqKZlMtnz58mXLlk2Zwsbf0czM8dtqgDlyy1tvdKivt3QRp+v+erKs7e2Hk5mOwjH8YnHMP45X/J/lB4SxysErTetnhTAdhbN5aHbIi9+UPJwaaukLPz1bu/vxOUeKW8it+qmjJS0Rvzv0r82zF98RONqrnt9/9dor7C1NMuIYzB6963S63Nzcw4cPX7x40WAwzJgxQy6Xx8fHj9tiyW4yMjJOnTrFdBTOoKhelfXv86alBL6eAufo/nq+puOto2Vf/tTKfuIuaMXfT/1lfeIdU9g+PhiNblAf9+L3Ff+7gulAnNCyv+b+Y0Ny7CRv81/yxpFSHyH/yWHtVgwGsnXnhUBv4evrRpjdffXgtSCJx2PpDrC5y+2ll14y91Y3t8jIyGXLlq1evdrb2/vKlStNTU11dXUVFRVubm4ymWzss2vsIDs7e8uWLczG4Bw+yK0+W6UwvdKvGxQJeE6w/2T3+bqYQK/UCD+mA3EYUi/3T87eWD0jiOlArPRNUZM7j7s8Houp9NPp9WcrFQvMPtyprVvzwv6rI56LzuGQNUkyebcmK/tCaoTfZLGwqF71QW71yXK5dnBw55nafzjI3JI1+1MDAgIeeeSRzZs3FxUVHTp06MSJEydPnkxJSfn73/9Oe3wA9DpZLv/jSB+EYTTL4yf/5Vh5eWv3VEuGI+xx6ErzQ6mY+LWJh2aHzvrDsRfvjjPz/pe+KXnpnulj3PBwaujSuElbP7kY6ifMq+qg+kLsOlf367tiaAjXLqzvTcjhcJKSkn7/+98fOHDgmWeeiY62+LTbwcHBzs7Orq4uM+9XqVRVVVW1tbU6nc7S9wKL2LS3GYM61Nqmzr54F+6QZR1qVZXZGKzrZqcd0OdWyJfcMcl2gbkyT4Hb4jsmfVvUZM7N52s62ns0K8crFpN6ub98T/yx63LjKeIDg4Mfnqy23Sni9Jpob0JCiKen5913323RS0pKSq5fv65QKPR6vUgk2rx587gvyc3NLSkp4XK5er3e3d19yZIloaEWr42Dmex8koPdoH2SdVbPmPKXY2XVcnVkADObeq3uZodtqbb24OyQf56oujtx/KWB//dNyV/WJ5rzzP2XG/u0g6ZXHOjkQdp66FtEpVKJRKKZM2f6+prVhqO4uLikpGTOnDmPP/74o48+6ufnd/ToUbVabes4XRnV2+yRtDA+l7N76xw2nJg4cWjza7WnF0/9+/FyRt76Zje7ntu62Zk5ajlU3LQqwVFXgh1CerS0RqFuVPaNfduXF+sTZGLHrXQzHzM5dd68eStWrJg1a5ZIZNbH3suXLwcGBqakpHC5XA8Pj4ULF+p0upKSElvH6eISZJKX18RHBHjxecz8ntAOOdVqa5KCLtd31ip67f/Wo3WzG/eF/brB05WKMbZnAC3M2ag67kqqKYdee3KAfys7Ozt7enrCw8ONVyQSiUQiaWhoYC4oF5IcKimsc4yVjLGVNHVNEQv9RGj+ZSVLV1UneJ7XxLnO4W7MenB2yBdj9il840jp9kUxngJzN4Y49MmbDpBTVSoVGUjHRQAAIABJREFUIUQiuW0mXSwWd3Y6wz/07JcS6nupTsl0FDQ4Wda2IBZDFuvdlxJ8rkYx7iwfJbe8NeuT89mna7JP12z++EJepfV9LoePWjwFZnWzQ/sk+wj0dp8eJM4paxvxp23dmr0FDcM3pI6NWnvamh6xNT3CsdaeHCCnarVaQsiQ3sICgYC6PkTGMHaK0nk5zTj1ZEX7ghiH+ZvJTtRhNePeNpEV0OESZOI/r08kt87pEHvwZwSLC8b7nezTDZ6tUiyahk9R9vBQasie8yMPVS2a9TVlt1PE6UVD3a99mNnvCX2UaDd1knejsk+tHRAJHOa3ZTjtgL6wTjkn0p/pQBzb+lkhfz1W3qzqH/tE6Ame5zVcjbzn3qQgqcid3Opm9+KBq3/7oWLHklG3LWLi156WTZ/8271XOnt1Ek++6XUz9884EwcYp7q7uxNCNBqN6UWNRiMUsvScd+eTEia5VOvYQ1VUJ9HFnFXVG+001+R/ll/39OKppqOWV9bEE2J46ZtRCxUPXmly3N5PjujBWSFfXBw6VP1/35S8bNUg1XE5QE6l9tsolbct6SmVSjP34cDEJYf6Fjr4kipyKl0eTg09crXl2b3Fw4uPylu7Xz14Lf7/fa/T60Xut81qTKRu81y1YpKPcPh5tzuWTA2Xin7xeeHwl/RqB8/XdCw0u2ceTNxDqaF7zt9W/es6+2dMsTSnarVaY7Mkb29vX1/f6upq4/SvXC7v7u5Gzwe7cYIlVXR7oEtueatmcHDPhTpj8ZHeYPj8fN29757++e7CIInHuecWf/rYnA82zTTWbbpxOROp2/z0XN3GuSP/ZX90XviSuEmbPsofcv3QlaZVGKTaV4RUFODtfr6mw3jF6pVUh8bMCplSqWxpaSGEqNXqgYGB69evE0L8/PwmTbrZQmzXrl1+fn5r166lvp05c+YPP/yQm5ubnJzc19eXk5Pj4eERF2duk0mYoJRQ3x17LjMdhfVq2tVuXE6onyfTgTg8qvioV3Ozx41SrdmSfUGn1z80O/Sle6Ynhfx3uZSq26R2kZ6rVvC4Vn587+4fOFne9s6GUfun35MY5OspWP123sHt6UX1qv2XGwkhVxo6f7HYYTrEOg1qUw11QMWfvi/7eWa0+ftnnAYzObWxsdG0mOjEiROEkPj4eGNOHSImJqanp+fixYvXrl0jhIjF4lWrVlHrrGAHYg++n0hQ064ePv/mEDBIpcvw4iPtoH5resTzq0f4gJsgk1BFST+Wtv3zZJV1ZwF9ll/7kzlhY9+TESP19UyY9YejesK5WWzM4bhxOWO/Cmh3X0rwb/9T7CXk9+sGj11rufTCUqYjYgAzOTU+Pj4+Pn6MGx577LEhV5KTk+Pj45VKJY/H8/PDQV32Ru1SddScWiHfkDrOv8tgO4umBb7xXWlZa7dFB21SPsuv2711zri3DerJgJ509t7K9wbD9t2FznHirwPJLW9145FPztQQQkTu/LzKdjPbMjsTlq6njojP5wcGBiKhMsKhS39PlsnNP+IRxmB107htC6P+eaLK0rc7VdEe7u8ZYsak/f7LjZ29tx1XZWb/QqALtS6g0empb9Ua3UQ2JTsuR8qpwKDkEN/Ceocs/T1TpUiN8ONhJpAOVjeNW5ssO1ulaOnqt+jtzJn4BZawui2zk0FOBbPEBflUtvVoB/RMB2IxLKbSy+qmcU8ujHrfkqFqh1p7vqZjefxkc2526K7r4EycLafm3MJ0IE7I4Rr/Uj3cv7hYL5N4MB2LU7Guadwj88K/vFDfpxsc/1ZCCCG78+s2zDF3v5xDd113DvhYQ+GY2fPPIWRkZKA3oe28caTUR8i3tBc2U0xPsfYVuZt/ijXYzj+OVwzoDb9aOtWcm9NeP/71U3eO3QRxiOLGTmqykepfaGWUYK28yvbtnxcq1Vpy82NNigP1vqeLA3dwBTtLCfX9cljvMXa62cNdfVsPd1SBMu6phdHTXvzOnJyaU9Y2bbKPRQmVmOzeAUaYbkp22Y81yKlgrpRQ32e/vsJ0FGahvYc70ILnxnkkLfyjvJrH0iPGvtOiiV9gD3yscbb1VLAdfy+Bp4BX39HLdCDgwJ5aGP3eicqx72nr1hTVdy6NG7kDDACbIaeCBZJDJIX1DrDhDOUSrOXvJciMDfyqoGGMe3bn127AFhpwTMipYIGUMN9LtQ5Q+ktVgfLcbv56owqUVcYdqn6WX/cTTPyCY8J6KlggOVSy71Ij01GYJdTPU+rFX50QRFy4XIKdIgNE0YHeR0ta7po+wt7TY9dak0IkAd7o5g0OCTkVLJAYLCluVOkNBi6H7W2J9hY0PJwa9jQOJ2GlJxdEvXKwZMSc+ll+7aPzxqlgAmAtzP2CZVJCJZcc4SzV/xQ0PDAzmOkoYGTJoRIBzy2/WjHkerOqr6ylB2eJg+NCTgXLJIf6FrK+m9K5akWon2cQ2iex2FMLo94b1qpwjOPHARwCcipYJjlUUsj6cSoGqey3YGpAa7emtLnL9CK2pYKjc7b11OzsbOPXWVlZDEbirFLCfF/59hrTUYxjb0HDnx9IZDoKGAc1VP3Hw8nUt4eLm9Oi/H1v3wQF4FicLacij9raZB8hh0OaVf2W9o2zm70FDfdhkOoI7kkMev1wabOqb4rYgxCyO79um4N0kwYYjbPlVLAD6oCaVQlTmA5kZF9davjFIpT7OoanFka9evD6JB9hd/9AlbwH5xyAo0NOBYtRS6rszKlNnX21it60KH+mAwGzhPkLX/immRgIIcRDwMurbEdaBYeGGiWwGJtLf78qaLgfE78Ogjo+iNw6bbJPO7B9d2FxI9sr4ADGgJwKFmPz4eTIqQ5ktOODmIoHYOKQU8FiHA6ZESwpYl8z/fM1HZPFwlA/T6YDAQAXhZwK1mBnN6W9lxruS8Eg1WHg+CBwPsipYA12Tv9i4texUMcH+YpuplUcHwROAHW/YI3kUN83jpQyHcVt9hc23p0Y5MZle3N/MJUeLd25ZTa1horjg8AJIKeCNYJ9Pfp1+vYejdSLLWdyfVXQgI4BjihBJkmQSZiOAoAezpZTc3JyqC8yMzOZjcTpUeeTj3hcl/21dvVXtKFjAAAwzNlyKlKp3VCdH1iSU7GSCgBsgBolsFJKiOQSa7bTIKcCABsgp4KVqLlfpqMghJBLdUpfT0GEVMR0IADg6pBTwUp8N+7USV4lTV3j32pjGKQCAEsgp4L1WNL4FzkVAFgCORWsx4bODwevNN0VN1nAw28yADAP/xKB9ajSX2Zj+M/FhgdmYZAKAKyAnArWi5CKlL3azl4dUwEoerRXm1QLpgYwFQAAgCnkVJgQZqd//1NQ/8DMEKbeHQBgCORUmBBmy5T2FjTch+okAGANZ+ujlJ2dbfw6KyuLwUhcRHKo5J8nquz8pkX1qv2XG9t7NBwOJybQy87vDgAwGmfLqcijdmb/ud/c8tYdX17p6NESQjzd+XmV7WjzCwAsgblfmBBPgVuAl3DHF5df/vZacaPK1m9XVK/a8cXNhEoI6dXotu8uLG5kS4tEAHBxyKkwIbnlrS3dffsLG7NP12z++EJeZbtN327/5cYOtdb0irJXS52+CQDAOORUsB41atTo9NS3SrUGo0YAcGXIqWA9+48a16XIJJ4C0ytiD8HaZJnt3hEAwHzIqeBIEmTidzYk+3jwqW/FHvz3NyZPl4mZjQoAgOJsdb9gT+tSZPsKGzt7/ztUtcOoMT1aev9M2YVq5ZxIv7XJMiRUAGAPjFPBetSo0Vd0czLWU+Bmn1FjVZv6N8tjn18dh4QKAKyCnAoTkh4t3bll9tb0iA2pIR48t3lR9tgqij2pAMBOmPuFiUqQSRJkEkJIgHf5349XPL04xqZvd65aMTvcz43Lsem7AABYwdnGqTm3MB2IK/rl0qmfnquVd2ts+i4YpAIAaznbODUzM5PpEFzaa2sTnttX/H+bZ9nuLU5VtL9yz3TbPR8AwGrONk4FZi2NmzQwaMgpa7PR89Wagcq2nsQQiY2eDwAwEcipQLPX70v43d5iGz38VEV7RgwmfgGApZBTgWaTfYTrZ4f843iFLR6OxVQAYDPkVKDfr5ZO3Xm2tr2H/mKl05XtdyKnAgBbIaeCTby+LuF3X9M8A9yo7NMO6iOkInofCwBAF+RUsAlbFCth4hcAWA45FWzltXUJz9E6VEWBEgCwHHIq2MoUsfCBWXQWK2ExFQBYDjkVbOhXS6d+cvaGokc7/q3judbUNUUi9L398FQAAFZxtj5K2dnZxq+zsrIYjAQor69N+N2+4g83zZzgc05VtmdgkAoA7OZsORV5lG3umj559/m6E2XyhbEBE3lOXkX7E/Mj6IoKAMAWnC2nAgu9vi7h7rfP3J04hRCyLkWWYNWhp3mV8p1bUukODQCATsipYHMVrV1qrS77dA0hZP/lprcfTrJ0S8yZKkVapD8Hx7sBALuhRglsq6heteOLK33aQepbpVqzfXdhcWOnRQ/BzlQAcAjIqWBb+y83dqhvq/tV9moPFDZZ9JC8Cnl6zISWYwEA7AA5Fdiuu3+gpl09I9iaVVgAAHtCTgXbWpcik9y+qVTsIVibLDP/Cacq5BkYpAKAI0BOBdtKkInf2ZDsK7qZVnlczhPzI6ZbUvqLxVQAcBSo+wWbS4+W7twym1pDTQ6V/ON45c8yo81/+enK9p/Oj7JZdAAAtEFOBXtIkEkSZBLq66PXWg9cblqTFGTOC+s7evUGEubvacvoAADogblfsLdnV0z743elZt6MiV8AcCDOllNzbmE6EBjVFLHHkrjAXWdrzbk5r6I9Hee7AYCDcLa538zMTKZDgPE9u3xa6mvHN6WFjXtnXmX7a+sS7BASAMDEOds4FRyCyJ33yLzw93Iqx77taqMqxM9T7MG3T1QAABOEnArMeGZZ7JtHywyGse7B+W4A4FiQU4Exv10+7Y0jYxUrna5ovxOLqQDgOJBTgTHbFkR9fr5O1acb7QYU/QKAY0FOBSaNMVRFQgUAh4OcCkzaMCc0t1zeoOwb/iNM/AKAw0FOBYaN1gICBUoA4HCQU4Fhq2cEVbf3XGvqMr2o6tPVd/TGW9JqHwCAccipwLxnl0/74+2rqqcq2jMw8QsAjsbZ+ihlZ2cbv87KymIwEjDf/KkB756oyq9WzIn0p66crmy/ExO/AOBonC2nIo86qGeXT3vlYMm+p+6kvs2rbH9qIc53AwAHg7lfYIXkUInUy/3YtVZCSK2il8shIX443w0AHIyzjVPBcT27YtojH104U6Uoa+m+I8iH6XAAACyGnAps0ahUt6n7s0/XEEJEQj56PgCAw8HcL7BCUb1qxxdXtDo99a26X7d9d2FxYyezUQEAWAQ5FVhh/+XGDrXW9IqyV3ugsImpeAAArICcCgAAQA/kVGCFdSkyiafA9IrYQ7A2WcZUPAAAVkBOBVZIkInf2ZDsK7qZVsUe/Pc3Jk9Hb0IAcCio+wW2SI+W7twym1pDXZssQ0IFAIfjbDk1JyeH+iIzM5PZSMAKCTJJgkzCdBQAAFZytpyKVAoAAEzBeioAAAA9kFMBAADoweTcr0qlam9v5/F4QUFBfD5/jDvVarVOpzO9wuPxvLy8bBwgAACABRjLqbm5uSUlJVwuV6/Xu7u7L1myJDQ0dLSb8/LyqqurTa9Mnjx57dq1tg8TAADAXMzk1OLi4pKSkjlz5iQlJWk0mu+///7o0aMPP/ywSCQa7SVisXjx4sXGbwUCwWh3AgAAMIKZ9dTLly8HBgampKRwuVwPD4+FCxfqdLqSkpIxXsLj8SaZ8PX1tVu0AAD/v717DWriah8AfhI2CRggEEBuooBQEQjITS6iKAxKxHqp46W2VatTxw9qrc5Ue1NHq2MvaDvtjLa1ijpWqvUKgpSACkEGiqJctEJAAbkYQkgISC4keT/s/583bwK4iQlB8vy+5eTs7skzyz7s2bPnAECEBXKqSCTq6+vz9fXVlDg5OTk5OT1//vyV26pUKjO2DCGE0OzZs819iHEDYkUcxIo4iBVxECviRidWFuj7FYvFCCEnp/95tZ/BYHR2do6wlUgk+v333+Vy+YQJEwICAmbOnDnysCYAAABglFngPlUulyO9B6JUKhUvH5K9vX1wcHB8fHxiYqKbm1t1dfX169dH4Z517Dh16pSlm/DGgFgRB7EiDmJFnDXHymLvp6rVauKVZ82alZiYGBwczGKxFi5cGBkZyefzGxoa9GvO1qNfRzN/oRFG3tZ8344MWkUctIo4aBVx0Crixl+rtFmg75dGoyGEZDKZdqFMJrO1tSW4BxaLdf/+/c7OzmnTpul8VVJSghC6desWTFIIAABglFngPhUfstvT06Nd2NPTQ3wor42NDRqV8UoAAAAAcSSD+mBNJSsrCyG0atUqEomEEOrq6vrrr7/i4uIiIiLwCnK5nEQiDTcK6dGjR3fu3ElISAgPD9cuhyFwAAAAzA3vEB2SZeZ8iIqK4nA4xcXFERERAwMDt27dsrOzCw4O1lQ4e/Ysk8nEZ0rq7u6+d+/e1KlTHRwcVCpVa2trVVUVnU4PCgrS2e0IvxMAAAAwN8vk1MDAwL6+vsrKykePHiGEGAxGeno6/pxVH4ZhfD6/sbFRU+Lt7Z2UlDRcfQAAAMAiLNP3i1MoFD09PRiGMZnMV1Z++fJlX1+fWq12dHS0s7MbheYBAAAABrFkTgUAAADGE0uu9TYGEV9+znoYFJP+/n6hUCiXyx0dHV1dXfExaNbDuPMHX8rQzs7Oqh5nGBErPp/f29tLoVDc3NwmTJhg7haOHYbGSiAQ9Pb2Yhjm4uIywsIk45JSqZRIJGQy2dHRkUh9k1/zIaf+l0HLz1kJ4jHp6+u7efNmV1eXpoTJZM6dO9fd3X20Gmthxp0//f39f/75p0wmi4+PnzFjxii0cywwNFbd3d0cDkcoFGpKFi9e7O3tbf6WWp5BsRKLxRwOh8/n4/XJZHJISMisWbOs4b/burq6x48fd3d3q1QqOp2+du3aV25ijmu+zb59+15zF+NDTU3NvXv3YmNj09PTWSxWe3t7TU3NtGnTrHlROYNi0tvb29bWFhsbm5iYGB0d7e7uXl9fz+PxQkJC8PeJxzejz5/CwkKVSiWVSn18fDw8PEantZZlaKz6+vquXLmCYVhqauqcOXNCQkI8PDwYDAbxWWLeXIbGKjc3t7u7e+HChcnJyTNmzJBKpbW1tXQ63c3NbZRbPvp4PJ5KpQoICBgYGFAqlTpvWuoz0zXfYnMTjjVGLD837hkUExcXlyVLlgQGBtLpdCqV6ufnFxMTI5VKiSw3NA4Yd/40NDR0dHQkJCSMTiPHCENjVV5ePjg4uGjRokmTJlEoFHt7+6lTp+oswjFeGRQrpVL54sULPz+/yZMn4+/343eobW1to9xsi0hISGCz2dHR0QS7u810zYecitDrLT83XhkaE/3OJXt7e2Qd010Zd/4MDAxwudz4+HirejRoaKyUSmVjY6O/v7/1nE4ahsbKxsaGRqMplUpNiVKpVKvVVnWCEWS+az48T0XI2OXnxrfXjwmPxyOTyZ6enqZv3BhjXKyKi4tdXFymT58uEAjM276xxNBYCYVCpVLJZDJv377d0NAwODjIZDJjYmL8/f1Ho7kWZcR5FRMTU1paWltb6+vrK5fLKyoqbG1tWSyW2dv6pjHfNR9yKkJGLT837r1mTHg8Ho/Hi4qKsoZhh0bEqqmpqaWlZeXKlWZv3BhjaKwGBgYQQlVVVfb29klJSQih6urq/Pz8tLQ0Pz8/87fXkow4r1gsllKp5HK5+KRy9vb2ixYtIjgC1qqY75oPOfW/4FVdfcbFpK2traioyNfXNyYmxuRNGrOIx0omkxUXF0dHRzMYDLM2acwy9LxSq9WLFy/GByX5+vqeO3eusrJy3OdUnEGxqqiouH//flhY2OTJk+VyeU1NTXZ29ttvv20NY5SMYI5rPjxPRcgUy8+NP0bHpKOjIy8vz9PTc/78+dYwgh8ZHqt//vkHIeTu7t7R0dHR0YH3/Uokko6ODoVCYf72WpKhscLre3p6aipQqVRvb2+BQDDun60aGqve3t779++HhoYmJCRMmjTJ398/PT0dw7DS0tLRaO4bxXzXfLhPRcgUy8+NP8bFpLOz88aNGxMnTmSz2dbwCg3O0Fj19/cPDAxcu3ZNu7C2tra2tnbFihWurq7ma6rFGRorZ2dnEolEJv/Pf//4qTXuO5YMjVV3d7dardZ+IwvDMFdX1/b2drO2801kvms+3KcihJCDg4Ozs3NTU5Pmr7Srq0sikVjznA9EYiKXy7Xvq168eJGTk+Pq6spmszHMiv5dMzRWs2fPXqOFzWYjhCIiItasWUNk7us3mqGxolKpnp6efD5fM5xVpVJ1dnYyGIxx/0+bobHC77G084RarRaJRNbc36ZNO1bmu+bDnA//h0ajPXr06OXLl0wmUyQSFRUVkUik5ORkq8oNOl4Zk8zMzNbW1unTpyOEent7r169qlarWSwWPt0XjkwmW8NQfoNiRaFQbLUMDg4+evTIz8/P19fXGnrLDYoVQsjBwaGurk4kEjk7Ow8MDNy9e7ejoyMuLs4anhEaFCs6nc7j8VpbW/F5Lvv6+srKytrb21ksljXMOdXT0/Ps2TOBQNDa2or34uIPCPC3sJDeeWWma771JgwdBi0/ZyUMiklvby8+ZE7n4U18fLyLi8sotNay4PwhztBYeXt7Jycnc7lcfMFHDMPi4uK0l1sexwyKFZlMTk9PLykpuXPnDl6CYVhUVFR0dPTotdhy2tratJfQvn37NkIoNDR0uOlRzfQ3C+vS/A+Dlp+zEhAT4iBWxBkaK6VSKRQK1Wo1k8m0tt4jQ2Mlk8nwOfQdHR3HfQ/5azL53yzkVAAAAMA0YIwSAAAAYBqQUwEAAADTgJwKAAAAmAbkVAAAAMA0IKcCAAAApgE5FQAAADANyKkAvIJKpWr+f8+fPxeJRCZ/A62ysnLfvn39/f2m3e1YIxaLuVzunTt3urq6iNQvLCzMzMzUL29padFfO1qhUHzzzTePHz9+/XYCYDTrenUaACOIRKL3339fu4ROp7NYrGXLliUkJJjkEM+fPy8sLNy2bds4Xm42Nzc3IyNjcHCQRCKp1eqNGzeuXbt2hPpisTgjI2PHjh065XV1dZs3b0YInTt3Tnt2VgqFQqPRjh49+ssvv1jDFI9gbIL7VAAISUtLO3ny5MmTJ3/88ccNGzbw+fxdu3YdOXLEJDtPSko6fvz4OF47ur6+/ptvvomLi8vNzS0oKHjnnXd+++03Lpc7wiZZWVl0Oj05OVmn/MaNGw4ODjQa7caNGzpfvffee0+ePBl5twCYFeRUAAhxcnIKDAwMDAyMjIxcuXLlyZMnU1JSrly5UlhYqF1NLpc/fPiwuLi4vr5e00WsUCi6urqkUqnOPvGlMBBCdnZ2EydO1FnRTCKRVFRUcLlcHo+n09s85FGGIxQKq6qqiouLnzx5orPmqFgsxpcx6ezs5HK52h2nra2tXC63ubl5yPrt7e1cLre2tpbgIqYXLlzAMGzXrl10Op1CoWzdunXixInnz58frr5CocjOzl6wYIFOTKRSaVFRUUpKSmJiYn5+vs7R3dzcIiIirly5QqRJAJgD9P0CYAwbG5tPPvmkpKTk8uXLKSkpeOHt27e///57sVhMpVLlcnlISMjBgwddXFwGBwfXrFmTnp6+fft2zR4aGxvXr1+/c+fOpUuX3rx5MyMj49q1a/ikoyqV6sSJE1lZWQqFgkajyWQyf3//06dPj3yUIdv51Vdf3blzh0QiYRgml8v9/f0PHz7s6emJf7t//36xWBwfH3/69GkSiaRSqRITE/fv33/kyJGcnBwymaxSqZYvX65pNl4/MjIyKyuLSqXKZLKgoKDvvvvOyclp5HBVVlayWCzNjTiZTI6Li8vJyZFKpUOuRFZZWYk3TKf89u3b/f39bDZbIpEUFhaWl5fr1ElISPj5559FItErmwSAOcB9KgBGYjAYISEhjx8/xu+Wqqur9+7dGxsbe/369cLCwl9//VUgEOBrKdrZ2SUlJXE4HO3lZvPy8igUiiYfazt16tTZs2eXLVuWk5PD4XAuX768fPly/KsRjjKkyMjIzMzMoqIiDodz7NgxiURy8OBB7QpPnz6tqam5cOFCYWHh5s2buVzu9u3b8SXTORzOihUrLl26hC/cgWtqaqqqqrp48WJBQcG3337b0tJy6NChkQM1MDDQ3d3t4+OjXejj46NSqdra2obcpKqqCsOwt956S6c8Nzd38uTJwcHBMTExLi4u+t2/ISEharX6wYMHIzcJADOBnAqA8dzc3BQKBd5/m5mZ6eXl9dlnnzk7OyOEpk+fvnnz5gcPHjQ1NSGEFi5cKBaLy8rK8A2VSmVBQcGcOXMcHBx09imVSrOysmbOnLl161YGg4EfZfHixfi3Ix9F37Jly/z9/W1sbEgkUmho6Lp16x4+fCgSiTQVVCrVnj17PDw8MAx799137e3tm5ubd+/ezWQyKRTKxo0bEUL37t3T1FcoFLt373Z3dyeRSPHx8atWrSorK2ttbR0hSn19fQghzTKWOPwj/pW+lpYWvAHahe3t7Q8ePEhLS0MIkcnk+fPnl5aWisVi7Tr4LbhOlzUAowb6fgEwHn6HamNjo1arHz58GBQUVFBQoPlWIBAghJ4+ferv7x8REeHh4ZGXlzdnzhyEUHl5uVAoZLPZ+vusr6+XSqXz5s3T/+qVR9Hf5OXLl9evX6+trRWJRCqVCk//fD5f0zXq5eWlWeWKTCa7ubkxmUxNfyydTqfT6fghcEwmc+rUqZqPM2fOPHXq1OPHj3VuQ7Xho3B1nvvioRtugK5YLNb/byM3N5dEIi1YsAD/mJaWdv78+fz8/JUrV2rq4N3LOokWgFEDORUA47W3t9va2tI/TzinAAAE8ElEQVTpdJlMJpfLnz9/funSJe0K06ZNw1c5JpFIaWlpZ8+e7enpcXZ2zsvLc3V1jYmJ0d8n/pbqkKs5vvIoOqRS6aZNm0QiUWpqanh4OIVCefr06bNnz7S7oO3s7LQ3sbGx0SnBMEypVGo+6jynxG+Xh7vdxDk4OJBIpN7eXu1CPLsPN9SZRqPp1FepVHl5eQwGIy8vT1NIp9Nzc3O1c6pMJsM3H6E9AJgP5FQAjNTZ2fnvv//GxsaSSCQajUalUiMjI/fu3TtcfTabffr06YKCAjabXVpaunLlSp1BrTg8afH5fP2viBxFW0lJSXNz87Fjx0JDQ/GSnJwcQr9teEKhUP8j3kc9HBqN5u7urtMf29zcjGGYt7f3kJu4uLjweDztksrKSj6fz2QytX8CjUZrbGysr6/XPHnF71BhTXhgKZBTATCGRCI5cOCAWq1evXo1QohEIkVFRVVUVIww4tTLyyssLAwfmqRQKIbs+EUIBQQEODo65ufnL126VOcrIkfRht/qaU+MUFxcTPAHDkckEtXV1YWEhGh2SCKRNB+HExcXl52d3dXV5ebmhhCSyWRlZWVRUVE6T0w1goOD//77b4FA4Orqipfk5uZSqdQ//vhDe1oMsVi8ZMmSGzduaHIqnolf2R4AzATGKAFASEtLS2FhIYfDuXr1akZGxurVq+vq6rZt2xYZGYlX+Oijj6RS6Y4dOyoqKoRCYXt7e2lp6Zdffqnd0bpw4UIej3fmzJng4OApU6YMeSAKhbJhw4ba2tp9+/Y1NDTgOezUqVPEj6IRFBSEEDp+/Hh3d3d7e/tPP/1UXV39mnGwtbU9ePBgTU2NUCi8fv36pUuXkpOTPTw8Rt5q1apVGIbt3buXx+O1trYeOHCgt7f3gw8+GK7+zJkzEUK1tbX4R4lEUlxcnJCQoDPPFIPBiI6OLigo0Pz86upqR0fHadOmvdaPBMBYcJ8KACF37969e/cumUym0+leXl5paWmLFy/WzouBgYE//PBDRkbGzp078RIKhRIdHa3dwTtv3ryjR48KBIJ169aNcKzly5erVKqTJ09qJpTAcwzBo2iEhISsX7/+zJkz2dnZCKHQ0NCtW7cePnzY+CggNGXKlJSUlI8//hhPY3FxcZ9++ukrt5o0adKhQ4cOHTr04YcfIoTodPrnn38eHh4+XH0fH5/w8HAOhzN37lyEEJ41U1NT9WumpqaWl5cXFxenpKSoVKqioiI2m21jY2P0DwTgdZBMPhs4AFaus7NTIBA4ODh4eHi8zmAZhULx7NmzwcFBDw8PfCiQcUcRi8VtbW0MBmO4h5fE7dy5UywWnzhxQiKRtLS0ODs7e3l5Ed9cqVQ2NTUplUp/f38qlTpyZS6Xu2fPnosXLw43nYW+srKyL7744ty5c5pJLQAYZZBTAQBEaXLq6Bxuy5YtAQEB2pNPjWzTpk1hYWFbtmwxa6sAGAH0/QIATKC1tRWfClhfWFiYcfv8+uuvu7u7CVYeHBzcsWOHr6+vcccCwCQgpwIAiEpPT8dfANWXlZWls5yARm5u7pCPe1/JycmJ+LS9GIbhY7IAsCDo+wUAAABMA96lAQAAAEwDcioAAABgGpBTAQAAANOAnAoAAACYBuRUAAAAwDQgpwIAAACmATkVAAAAMA3IqQAAAIBpQE4FAAAATANyKgAAAGAa/wGypnKDaEzUdwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7c8e6e3ab8b0>"
      ]
     },
     "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "8cd64a5456dd4818a2b6f93aa3cc22ae",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "94ad9e28692d4d16a5d796fa9472937d",
       "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": "10923966bebd4f27a0ba57f80e44f243",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": [
       "['20250320-201345-502-b5ea71']"
      ]
     },
     "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": "8527f6492e9540798b36d33e70695143",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "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": "95dd0ddeb1d34dd0b7c389f0d7f49d48",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7c8e6e3ab910>"
      ]
     },
     "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": "96889a9fd68c4276972a900fa0a42ab2",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7c8e6e3ab910>"
      ]
     },
     "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": "519578cd01424a9f8b84aed93e7f06e3",
       "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 0x7c8e6e3ab8b0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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38p6kHT36upOK10jSxriREFMBAGDMwnGcOs4lNjY2KSnps88+O3XqlC/7I3Acz8zM7O7u7u3tdY2pQY2dw1EqlUNDQwihmhq14/VAnZ/KwSOSIgqTI5c0D7x3Sf0Js0ZCTL3uqDyVQa0y6VkGtXqtcQxqtWliGNRSX5EwqIU4tPdMK5g8BrUImHwpTBFMvm9P9yczqKUeEjCoZdDzGNTiCS0MavVqI+lWieSbGDxIZ2Lyl2LjTH7lHzQw+bJLRUMMasnVjP6PjEIRERFCoVCtVnsvihBCiBolJgjfV/wEl0wmo34/KC72ssyKcR4lHGMjhG6XPpEuWXey7ze9Q9/RvQPEVAAAuCUMDg7q9frExOu9OpIkzWYzm80ebob18uXLCKHo6OjQNdE3Tgepug4C0x37dcLGBWwkyI///aC5/WTfK3rLNRp1/XkwAACAkUmhUJw5cyYtLY0aue3v7z9z5gyO49OmTaMKDAwMfPHFF/ZMSRcvXhwYGEhOThaJREaj8eLFi62trSkpKTExTEbIwisgZ71x8MhoftbC5M9/1FWcUbzpY62xFlMhNyEAACCEuFyuSqU6cOCA/YpUKi0qKhoupQObzW5paWlsbKTe4jiekZExchb90hK4M8kxNi4cH3nfhKiVDYq32wc/91phrMVUiKMAAIAQEovFDz74oNFo1Gq1BEGIRKKIiAjHAjExMU8++aT97aRJkyZOnKjVag0GA47jEonEc8L9kcyXQ9x8h2MchFBm9DOTpf/P6wGpYy2mAgAAsKN1sAyGYVFRUcPttAkXD3tmhuPnfKpbbFzExkUE6WV9H8RUAAAAI4h9zwxFKBSWlXV5KF9cnKhUKh0XLgVu7NcZjnlZ/Q4xFQAAwAhi3zNjt26dDP0n1jY0qJFDEiXksgwYBWiNEjMQUwEAAIwCVKxNTk5GNw8IO3VSUXDGfn0EMRUAAAA9Z8/WOF3Jzg7p+lDHIOo64Qr9VAAAAKNGiCMoXcGbT/UKYioAAIAxJbB7aSgkIm2kBUM4C/MUNyGmAgAAGAWoMV7XNcCuOfRp5yv3xkTorw1d2nft3afTP0YQUwEAAIwBrgG1o8Pdul+fz0/1ykwYDDbtPvkffxxq9qU8xFQAAACjgEwmozbVOFIqla7rfgOyRslGWnGEH+r95JSyzPdaYy2mQr5fAAC4dchksoCfS4MQaSZMzZrD5V3v06051mIqxFEAALjF+bPu12QbUpg69117V23uZVB9rMVUAAAAY5I9Z2FNzU3HqruuUWI29mshjGbC+O21v1zWnWTcSIipAAAARgF7zsLiYqHnknTHfgnShmF4nWL38f4vmbcPIQQxFQAAwKhA9VOFQiG6eQGwm36qz2O/YrHYTBhbtfUl1/5EkDb/GxmGmGoymQwGA5vNdjrMDyGk0Wj6+/vZbHZiYqLr0X02m627u9toNEql0ujo6FC1FwAAwE3CkpuQ6qdSK5LscZQKrs7n0tDO+YChAKUzDHVMJUmyrKyst7d3/PjxRUVFjh/V1tY2NzfjOE4QBI/HW7RoUUpKiv1ThUJRUVGh1+tZLJbNZktNTS0sLGSxWIFqmL5PxKDW5/35DGoNWZmc9Ctvj2NQS9TJ5EtE0q9kGmTyoGZLEoNaF9jjGNSyGph8t2NDTP5emJXJ/0+zxcsxUm4Z4yx0q6hJ519nfYEZmH0vMdl/jxmZ7C/s5QgY1Ap8goBbQLhyEzot8aUCqrv9qb7+B9RoNFycnxF151TxXYd7Pz026sZ+Gxsbh4aG2Gzn5zY1NTU3N8+aNSs7O9tkMu3fv7+qquqhhx4SiUQIIavVWlFRweFw1q5dKxaLW1tbDx48WF9fP2fOnBC3HwAAQOgplcrjx7uokNrR4aUw3V+TcIyFELor9qezYu7/Vv6XNt0PTJqIEApxTNVoNN9///2SJUsOHDjg9NHZs2fj4uJyc3MRQgKBYN68ebt27Wpubs7Pz0cItbW16fX64uJisViMEEpPT+/s7Dx37tzMmTNdh4gBAACMMTKZrLj4en/UqbfqJucDo700HJzPQfwVyc8PmH785tq7anMPg5sEPtGwB4cPH05LS3Mc0aWo1WqdTjdhwgT7FYlEIpFI5HI59VYul7PZbOrYPMr48eOp6dXgtxoAAMAIIruZawEC4T7+ca3LZ4mShFMen/heceLTDNoWuph67tw5pVJ55513un6k0WgQQhKJxPGiWCxWq69vQlKr1ZGRkTh+o7VUYaoiAAAAYEeSvv4ZBsbFBdMkC1++49sZsmW0Hh2isV+tVnvixIl77rmHz+e7fmo2mxFCXC7X8SKXy6WuUwWcKlKFTSZTsFoMAABghHG7RilQOR+cUGe6zY9/tCBmdcm1P3bqm3ypFaKYevjw4XHjxqWnp3soQw7/O8NwhTHM+Qs3d+5c18J1dXW+3xkAAEAY2fMlNTSoEUKOYdTt6iTX4V8ycGeSc3EBFxesvu3VbmNrifyPXsuHIqa2t7fL5fJFixbZpz9JkjSZTN3d3VFRUSKRiMfjIZdOp8lksvdN+Xy+0Wh0+hQhRFV0BOETAABGNfssKbWGxjVFvhN359IEeFqTzxJNEE7fnP4hhnnZURaKmEr9xlFdXe14saen55tvvrnzzjuzsrKkUilCSKVSORZQqVTUdYSQVCq9dOmS1Wq1b8KhCtsLAAAAGJPcrkJy5O5cmsDDMIyDed9BHoqYOnny5Ntuu83xyhdffBEXF3fPPfcIBAKEUGRkpFQqbW9vnzlzJjWcq1AotFrtHXfcQZVPSUm5ePFiR0fHpEmTqCvt7e1cLjchISEE7QcAADDSeOi/+nMujZ9CEVO5XK7T+iMMw9hsNrXZlJKXl1ddXV1bW5uTk2MwGGpqagQCwdSpU6lPU1NTpVLp0aNHeTyeVCptaWnp7OycNWtWAPMoAQAA8FHocxMqlUrHHL/IYW71tdcynQoHZI0SMyMlh356erpOpzt58uT58+cRQmKxuLi42D5diuN4UVFRVVVVaWkp9TYrKysnJyecLQYAgFtVkCKoh67n0NCQ1/RJdgFco0RXeGLqz3/+c9eLOTk5mZmZKpWKzWa7DqBHRUWtXr1arVabTCaxWOx2Tw4AAIDQoxIHBuI+zld8j6OORl8/lSTJoaEhgUDgmIfBfxwOJy7OU6Z4p7wQAAAAws4xcWBgOfZcqeWudtROG+Ru3W/w+qkWwsLBPSXEpRFTCYI4duxYbW1tQ0NDT08PQRA4jsfGxk6fPn3OnDl33303pN4FAADgJ2p/qo+bUxFCruE8GP1Uo82os+rEHLHnYj7FVIIgSkpKPv30U4VCER0dnZGRkZ+fLxKJ9Hq9Uqk8c+ZMVVWVVCp98MEH16xZA5EVAAAAY9T+VLebU52WKaFhAm1g+6lW0oojfM+PXx7qq/nHjL97LuxTTH3mmWc6OzuXLVu2ZMkSx0z3dnK5vKqqau/evaWlpbt27WLQaAAAAMCJ06DuunXOXVK5XO4u50NgYiqJSDNhPtZ//JOOnT5W8SmmLl26dOHChdReUreSk5Mfe+yxdevWlZWV+fhgAAAAwHdOK6HsZ6m+9lqyU8mA7E8dshnkQ/L/a/9Hv2nA91o+xdRly7wn5qd+U1i5cqXvzw6Gmpobu6bmzw/PSfQAAAA885px0JXTwC/VNZXJ3K1R8q+faiLMRpvhw/aPGzXn6Nb1dy+NXq+vrq4uLy9ns9nbtm3z827+gzgKAAAjn0wm87wbFTms7EUIKZXOU6f2t27WKDHtpxIkgWHYN9f2lXdXMrsD8700Z86cKSsrO3LkiMlkio2NXbNmDbNbAQAAuNU4Lu519+mN1wy2qDKbTzXajKfVZz+4/CHpR8Jg2jG1p6envLy8oqKip6cHITRp0qQtW7ZMnz7d9di10YUvZ7Jc+XRcEoNaRgPXeyEXnH4miRjFHTYGtVgmgm4V1SQmv58ZMCZfCszG5JuNb2BSS9DH5H8Xy8KgEjJKmLTQMuQ9r7cTjMk3BSIZZQJl65jUYnasCG5m8o9l44/un12jlOPiXs/cdmfLyrrsw73+j/0abIY+k+J/L3/QZeimVdGVrz8HTSbTkSNHysrKzpw5g2HYjBkznnjiiZKSkri4uOzsbD8bAQAAYBQJar5f19S+bp0+ff2FP2O/8fHxFsLy0ZUdPyhP0WnjsHyKqd9///2vf/1rvV6fmpq6adOmxYsXx8TEIIQqKxmOOAMAABi9gp0xv7g40f56uPjqbl/ndb7vT1Wr1QQi/t+ER6yE9Yy6gUYTh+FTTO3r69Pr9VOnTv3FL34xbdo0/58KAAAAuEUN5NqHfB3jK8Upyrrbn+ork8nEw3k8nPfExA3dhp7/a/9Hr7GPUauv8ymmzpgx44EHHjhw4MDmzZuTkpKWLl26ZMmScePG+fNgAAAAt6ydO71sU/F9aZLrmSsM8igJWcK0iNQ37vhNvfKHj698Qre6nU8xNSEh4dlnn33qqadqa2vLy8t37Njx8ccfZ2VlKRQKSGoPAABjA0EQSqVSq9USBBEVFRUTExO8xaeuvU+KvQ/qdmjXx0DLbH8qhjA+i39nTMHdsXf9q3P3gd5qBjehsVaTw+EsXLhw4cKFCoWCWvrb1dWlUChMJlNhYeGcOXMg0y8AAIxSRqNx586dVqvVfkUqlc6fPz8+Pj4Yj3PtXFJcsw86sg8I28+oaWhQuxn79SOPEhtjI4RWJ99fNG7pB+0fXhi8SK86g0fGxsY++uijjzzySENDQ1lZ2eHDh48cOZKbm/vXv/6Vwd0AAACEHY7jM2fOTExMjIqKwjCsq6vr8OHDFRUV69atY7EY7aNiynXzjOfU+a7rfplvL/0PPovPZ/GfSX+qQ9/5f5f/obZofKzIPI8ShmHZ2dnZ2dlbt249ePBgB7OjYwEAAIwAXC7XcWNkamqqWq0+ceLEwMCA52OtQ8BpoLisrIsaGaZ6p8E7P1XIEmZE3f7O9P+p6Tvy76u7fanib25ChJBQKFy+fLn/9wkIyPcLAAABQY0Dezg9JUiGGxbeufOcPccvhdqi6q6fGrBpYAxhXJy7IG7egrh5//ThdJoAxNQRBeIoAAAwZjabdTqdxWLp7e09e/ZsZmZmZGRkMB5E5SakXguFQg8lHQd+nUaFc3Ov38qlnxqgVv4HB+cghH42fq2N9JKEjHZMVSgUX3zxxaVLl1QqFenQ8MmTJ7/66qt07wYAAGDk6OjoOHjwIPV68uTJc+bMCdKDqNyE1GvPZ9S4XSHseOibq0Cdn+pEwOJ7LUMvpvb392/YsEGj0WRkZCQm3vT3DPuAOwAAAD9NmDDhwQcfNJvN3d3dp0+fLikpWbFiBY4751/esmWu5/v89a91vj90uMFeR04JC72sUQrQfCoD9GJqdXW1wWD45z//OX78+CA1CAAAQLhwuVwqwiUkJERERFRXV7e1tU2ePNmpGK2QGSi+L4QNyJnkzNCLqWq1Oj09HQIqAACMedToo1rt/ji2kSzQ06k00IupWVlZFRUVFosF0jsAAMDY1t3djRCKiIgId0Oue+qp6xOOXvP9jpqx34KCgvz8/N/97ndPPfVUbGxskNoEAAAgxM6fP69UKpOTkyMiIiwWy7Vr186ePSsSiSZNmhTupiF085wrlWvJw8qmIK1RshI2C2kVsDydWEwvpmIYtmbNmueff37VqlVCodCxtzp16tS3336bYUsBAACEFZ/Pb29vb2pqsl+57bbb5s6dy+Vyg/dQzyt+KcOd9WafXn3ttUznzwI9+Esi0mSzVHafvDdxpueS9GLq1atXN2/ezGKx5s+fL5FIHNMrJyUlMWkpAACAESAtLS0tLU2n0+n1egzDxGIxj+epQ+Ynan+qfWeq5+yDdAW2n6q3Gi/rut5s/nefUR3gmFpdXc1msz/77LPo6Gg/WggAAGAkioiICM0EquP+VOQudb5jUgiEkFAo3LbN055UR4GaTzXYzAab6Q/Nu39QtvhYhV5MtVgsqampEFABAAAEg1KpPH68ixoSvrmrSmP5sXbeBrUAACAASURBVP/9VCtJsDH8k/b9e64eoVWRXkzNy8srKSlx7LCPNJDvFwAARi+ZTFZcLBtuntXxiDf7xYDnJhyymb7rO/eH87tJ+hOz9GJqbm5uUVHRSy+9tHHjxgkTJjiuUcIwbCRssGEcR6M6CQa1lCIxg1okj8k/uKyZSQsjz/czqEXyaK9KINhMkoLyNM75WXxhZfQbnaDfS6JOt3Cr9zKuOINMqvEHmJyoZRLT/hoSbGYnNjPB0TH5vmVZmDwLNzN5lo3H5JsQBA/VVXW5iNAwk6wBzKGvtxqvGfrfbP73VX0fszvQi6k1NTW7d+9GCG3atMnpo2nTpm3fvp1ZIwAAAIwiZ8/WOF3Jzg7YuCDVVXW6ONyhqjKZm34qgzxKJsJiIaxvX/i8tq/Je+nh0YupEydO3LBhg9uPgnQWPAAAgJEmgBHURzKZzCnlL+X0ab/OJGez2TaSIBG5u/Pwjvb9fjeTZkydMGHCBOooWAAAACC0qDNqHCPrhAl+5VGSyWQGm+nZ039v0/q6qNgzn2Kq78kIIW0hAACAYKACp1KpdHv6myPfY+rAwEAEW/C3vKeO9DW+dX6Pv030MaY++eSTCxYsWLFihUgkGq6M0WgsLy/fs2fPnj0BaBYAAIBbk9s1Sg6fXn/hIY+S72O/NpsNISRk8RbF5y4dN2PbpZIvf/TryB2fYurDDz+8bdu2jz766K677srLy5syZUp0dLRIJDIYDAMDAy0tLWfOnKmtrRUKhU888YQ/rQEAAHCLc7tGCd2ceqmsrCs398Z1/3Poc3AWQuixiUt/On7e75t3nVa1MWg58jGmzps3b86cOZWVlV9//fWhQ4dcC6Smpm7atKmoqEggEDBrBwAAAOABlXqJWgA8f76Euui4UdWO8fZUIYsnZPHeyHq0VXvtd827+k0aunfwdY0Sl8u977777rvvvp6ensbGxp6eHp1OFxERER8fn5WVNW7cOLoPBgAAcCvzmkB/uOz56OaNqm7W/fqXmzCCLciWTPys4MXyru//dukbWnXprftFCCUkJCQkJNCtBQAAANgFKqC65WceJYQQhmF8FndZ0uzlSbP/0vJ1WVe9jxVpx1QAAADAT04zoK5cs+pTnHLrI7fzqQE6l4aLsxFCm9OXr50w/3fNu85rOr1WGWsxFfL9AgDA2GPPre/aSX3ttWSnK4E6l4YiYvNFbP7b2Rsa1Ve8Fh5rMRXiKAAABFtQcxO6NVxu/bKyLuqiY1c10EeSI4RQBFswOzrDSJg9FxtrMRUAAECwhT43oVv/Sfkb4DVKw8ExTMjyck47xFQAAACjgFMntaysiwqmAT/rzR8QUwEAAIwC9iBKkcnQ6dMIBfSsN/8FJqYajUaSJD0nfKCSLhmNRj6fHx0d7bawRqPp7+9ns9mJiYmueYNtNlt3d7fRaJRKpdHR0QFpOQAAgFFh3TrnHIQFBUo0Jvupf/rTn+RyuYfzU48fP3727Fn7WxzHMzMzCwoKcPzGacC1tbXNzc04jhMEwePxFi1alJKSYv9UoVBUVFTo9XoWi2Wz2VJTUwsLC1ksJmc4AwDAqECS5NDQkEAgcPxRCezsWfWdro/6fqpXCQkJixcvjo2NFQgEQ0NDJ0+ebGxsjIiImD59OlWgqampubl51qxZ2dnZJpNp//79VVVVDz30EJW132q1VlRUcDictWvXisXi1tbWgwcP1tfXz5kzJzTtBwCA0CAI4tixY7W1tQ0NDT09PQRB4DgeGxs7ffr0OXPm3H333XD2l1dB6qdqLSYcQyK2p2VKPsVUuVze1OTp6HO5XO75DqmpqfbXYrF4wYIFV65ckcvl9ph69uzZuLi43NxchJBAIJg3b96uXbuam5vz8/MRQm1tbXq9vri4WCwWI4TS09M7OzvPnTs3c+ZM+PYCAIwNBEGUlJR8+umnCoUiOjo6IyMjPz9fJBLp9XqlUnnmzJmqqiqpVPrggw+uWbPmFv/R5y0NU4D7qUNWs95qevHUN9tn/9RzSZ9i6tmzZ9966y3PZaZNm+Zr6xCy2WwEQVDHCyCE1Gq1TqebOnWqvYBEIpFIJHK5nIqpcrmczWYnJ9/Y2Dt+/PjW1tbu7m7H8WEAABi9nnnmmc7OzmXLli1ZsmTChAmuBeRyeVVV1d69e0tLS3ft2hXyBobIzp3nnHbHuAZQx8wPrme9EYHrp1oJgo3j7104/EnbcV/K+xRTqeD34osvJiUluS3w2WefGQwGr/fRaDRWq1Wv1zc0NHA4nOzsbPt1hJBEInEsLBaLe3p6qNdqtToyMtJxRoEqTFUMiMgrRga1BscLGdTCdEx+h+Kpvew1dovs7mdQC+PQnhQQcJnMbbMMfAa1LJGMnmUiGNQSXNMzqIUx+j/N77IyqMWNi6RbxRLB5AuIMfo5xdHZmFSzMqrFaNKRZ2DyPysYli5dunDhQg+LPZOTkx977LF169aVlZWFsmEh5roWyXUXDfUrx/B7aQLTT9VbzQe6LvzqFI00+j796Jw8eTJCiMvl5uTkuC1QUVHhdfgXIVRaWjo4OIgQEggEixcvlkql1HWz2Uzd37Ewl8ulrlMF+Hy+06cIIZPJ5PSIHTt2OL5dv36911YBAMBIsGzZMl+KcTiclStXBrsxweaattftqW2eh3iH20vjP53F1KkfeOGHr67oBmhV9CmmJiUliUSilpaWxYsXuy3A4/HsA7keLFu2zGq1arXapqam0tLSxYsXO86zknSmlanCGOb8ywgEUQDAKDU4OCgSiUbFdgb/cxNSh6E6XnGc3bPzenwNCnQ/1WizmGzWV06XHOy+yKC6TzEVw7AdO3Z4mBJ/7rnnfLkPtcIoOjo6JSXl888/P3bsGBVTeTwecul0mkwme9+Uz+cbjUanT+0VAQBgDKitrf3HP/6xZMmSoqIit/OpI4f/uQmd+qmuvTIPZ705KS5OdLrCbC8NQZIEIv9x6ej2i0cYVKf4Om3m+6njjY2Nvb29hYWFHsrgOB4TE9Pa2kotE6cGgVUqlWMZlUplHxyWSqWXLl2yWq1sNtv+KXXdx1YBAMAIN2nSpPj4+F27du3atWvq1KlFRUWLFi2i9hOOPU79VNf+qFOkLCvrGu7YVNd8vwzWM+ispmO9l1889Y3RZqFd2UHg96c2NjY2NjZ6jqk2m62vr08oFFLLjiIjI6VSaXt7+8yZM6nhXIVCodVq77jjDqp8SkrKxYsXOzo6Jk2aRF1pb2/ncrlwOjoAYMy4/fbbP/jgg46OjvLy8qqqqnffffe999675557ioqKcnNzXae6RjV/ziT3zuexX6FQqLeaegyDL5z86oK6h/kT/yNEOR++/fbbiRMnSiQSLpc7ODjY1NSk0WgKCgrsBfLy8qqrq2tra3NycgwGQ01NjUAgsO+uSU1NlUqlR48e5fF4Uqm0paWls7Nz1qxZo2LiAQAAfDdhwoTNmzdv2rSpvr6+vLy8pqamqqoqISHh3nvvLSoqGjMdCZnMzcFtdkNDQ/PnS5DDwiUf5lVv8L2bKhQKRWzelx1nAhJQUShz6NfV1RHE9c0MAoFgzpw59oQPCKH09HSdTnfy5Mnz588jhMRicXFxsX26FMfxoqKiqqqq0tJS6m1WVtZwi5ABAGC0w3G8oKCgoKBAq9UeOHCgoqJix44dn3zyyfLly1944YVwty4A7POpvi/3dZpiHm4oGNHJo9Tf348Q+kXGvMfSC1469c2xvnZfaw4jRDF1+fLlFotFq9VSu2LEYrHrOEZOTk5mZqZKpWKz2a7j41FRUatXr1ar1SaTSSwWO22tAQCAMSkyMnLVqlWZmZl///vfT548eeXKlXC3KDDs86lul/v6wt7NdV33SzePkojNFbG5f87/ySVN73+d+rp7iHnmg9D1UzkcjmukdC0TFxfnoYBTXggAABjDVCpVVVVVeXl5e3s7juP5+fmrV68Od6PCwJcdNTdhlJ8kisPPi04pXbj5m6sNv20oZ3ILOD8VAABGGqvVeuzYsfLy8hMnTthstqSkpA0bNhQVFcXGxoa7aaHgtM2moUHtOaS62UvDNDchhmFCNnf1hJw1E/LebCzfc+UU3TtATAUAgJGitbW1vLz8wIEDGo2Gz+cXFhYWFxfb07jeIpy22XgdHHbXi/VrjTQXZyOEns8s3JB+54unvj498KPvdSGmAgDAiLB///4333wTIZSZmblp06YFCxb4kp/uVuOa+9e1n8ps7NdJBJsXweb9vWBtg1L+4smvVeYh73WCEVPvu+++JUuWBPy2PqqpuZExa/58fzN9AABAyAiFwrVr1xYXF8NxW25RY8LU7xn23atuV+kE8PjUKA7/zriJNUu37rxc/8fmaq/lmcRUhUJx8ODB9vZ2i8USGxubn58/Y8aMGy2IimJwz0CBOAoAGKVmz549d+5cX0paLJbwnp/qf75fZhoa1AipEUIy2fX9NqdPu8uhH6BzaSg4hvFY7Icn5v8sbSbuLfMG7ZhaWlr65z//mdoSw+fzNRrNrl278vPzf/vb38IwBQAAMPbkk08uWLBgxYoVHvIRGo3G8vLyPXv27NmzJ5RtcxLUCOphlW9BwfVh3rKyLqqHKpO5y6EfhFbxWRyEkJXwcmQkvZja2tr6zjvv5Ofnb968mUp/bzAYvv322+3bt7/33nsvvvgi4+YCAMAt7uGHH962bdtHH31011135eXlTZkyJTo6WiQSGQyGgYGBlpaWM2fO1NbWCoXCJ554ItyNDSdq4NfTYuBgBFWEEEJsb2f00ouptbW10dHRv//97+3DDgKBYM2aNRqNZu/evRBTAQCAsXnz5s2ZM6eysvLrr78+dOiQa4HU1NRNmzYVFRV5OLd8DPCayWDdupsKuOnXBnTslxZ6MdVisaSmprqO40+ePNli8SuXPwAAAC6Xe99999133309PT2NjY09PT06nS4iIiI+Pj4rK8v388Hs9Hq9Uqk0m81RUVExMTGeE/FrNBqnc6ypOT7afw3/OK5FcuI2sb67s97Chl5MzcnJKS0t1Wq1kZGRjtdPnTqVl5cX0IYBAMCtKyEhwc90+TqdrrKyUqFQ2K/IZLJ58+bFx8cPV+Wrr75yOqk6Ly8vPz/fn2YwQO1PdTurag+fHnIFIxTOoEovps6cOXPRokVbtmxZv3797bffzufze3p6SktL6+vr3377bbPZTBXjcDhj7FgiAAAYXYxGI4fDWbRoUWJiIofDuXbtWk1NTXl5+c9+9jMulztcrUmTJmVlZdnfhvH0VqcRYKVS6dhJdUyg72bdr385HzwgSdJzdKMXU2tqavbu3YsQevnll50+evjhh+2vt23b5vivMirgRiZj1/wBJr8OEYx2BbO1jEbXSS+r1Nyy9Q/QrcKKimDyoHFM1oqzzEy+7GwDky8Frjd6L+SmGqP/0mYrk0eZbXSr8HtMDB5ki+AxqMVW+bRT3gk2xOTLToiZBACCOzaPjIyOjl6xYoX9bWpqqk6n++677+RyeVpa2nC1hEKhh45seLmeUk69oHq0jjGYcW5CDywEwcZxK0lwME/fMPR+uk+cOHHDhg1ei42ZE/4AAGCUcu1ORUREIIQIb7tBqCnVkTbW6BgyqSBqD7Fu1jQFOqbqLebyzpYXjpZffPg5z/uC6cXUCRMmTHA6wg4AAMBo0NbWhuO454VOLS0t586dIwhCKpVmZmZmZmaGrHle2XPr19Rcn0algmlBgXNYJQM39qu1mNo1ymfrvr0yqPKlPOT7BQCAsa+tra2trS0vL8/DFGlMTExCQkJkZKTRaGxpaamrq9NoNHfeeWcw2uN6+MwwxTzd5PRphNzOpwain2qwWkw22wtHyw/82Op7LdoxVaFQfPHFF5cuXVKpVI6rridPnvzqq6/SvVvAQb5fAMBoZzAYtFqt62HSWq3WaDQyOPHt2rVrhw4dmjBhwsyZMz0UW758uf11VlZWSUlJU1PTtGnTXDPOVlbucHuHpUvX+9gkHw+f8eXkVHdnkvuFIEmCJP9+7sTfGo7RrUsvpvb392/YsEGj0WRkZCQm3jRd7Pks8ZCBOAoAGO2OHTv22Wef7djhHLe++uqr+vr67du307pbd3d3RUXFuHHjFi9e7PssKY7jmZmZ3d3dvb29rjHV99jpp+GCpedYS/qR80FrMdV1dfyyrtRoY7JmkF5Mra6uNhgM//znP8ePH8/gYQAAABizWq24t9x4Tnp6esrKyuLi4u69914Wi94KZ6q81zVNAbdz5znP3U6l8qa9NK+95jLpy2jsV2cxdeu1W+q+Pa/sY1IfIUQ3pqrV6vT0dAioAAAQDHq9niRJo9FIEIROp3P8SK1Wnzx5ktaIYG9vb2lpaUxMzL333stmO/+0J0nSbDaz2ezhYu3ly5cRQtHR0TT/Ej7xkCzJNS+SU/okmeymI97c5dCn10812awESb56vOqbK+dpVXRFL6ZmZWVVVFSE/ZghAAAYkx544AG9Xk+9vvfee50+xXH8kUce8fFWg4ODpaWlJEmmpaW1tbXZr8fFxVFhcmBg4IsvvrBnSrp48eLAwEBycrJIJDIajRcvXmxtbU1JSYmJiQnAX8yFh2RJrobbmTosn/upMpnMQtg+uXDqD6cO+1rHI3oxtaCgID8//3e/+91TTz3FYJ4cAACAB48//rjZbG5razt9+vSaNWvs1zEMEwqF06dP932YcHBwkMptd/ToUcfrBQUFbruebDa7paWlsbGReovjeEZGRpAW/doxW1vkPYe+z8xms8lqy4lNHCeK6tYPMr6PHb2YimHYmjVrnn/++VWrVgmFQsfe6tSpU99++23/GwQAALesBx54ACHU2to6ZcoUx5jKQHJy8pNPPumhQExMjGOBSZMmTZw4UavVGgwGHMclEsmoGI90H1B97qfqdLoILndm/G0HV274sq3p1/UH/GwPvZh69erVzZs3s1is+fPnSyQSxyVkSUlJfjYFAAAAQig9PT09PT30z8UwLCoqynWV7wjhtHaJCqYdHQFYo4QhJGRzfpo+fe3k7F/XH/j3pbOMG0l73S+bzf7ss8+CNGsNAADAZrPZjyRxguM4j8ck8fIYsG7dTbHT3kN1tz+VyV4aLouFEHp5xvxN02ZtrSs91XeNwU2YnJ8KARUAAILn8OHDr7/+utuPpk2bRnd/6lhlj6PuziRnftsIDjeCw/1k4U9OKa5trStVmQy0qtOLqXl5eSUlJcMtgAYAAOC/9PT0zZs3O17p7+8/cuQIn89ftWpVuFp1S4nk8u5OTD3xk807Lpz6HzpLgunF1Nzc3KKiopdeemnjxo0TJkxwnMHGMGxUTGgDAMAIl5KSkpKS4nTx8ccf37Rpk0ajCUuTnJw9W+N0JTs7uDnsnDqjjttpXPezYoHI94tjGI/FXp+R9+jtub86Vunj1lXa56fu3r0bIbRp0yanj0bIiATk+wUAjEl8Pn/FihX/+te/qLXB4RXsCOqW07ZUeyqloJ71xmOxEUJvFizenFXwbN23XssH7PzUEXKMLcRRAMBYxeFw/NmLOVoM93e090ep4Jqbe6O8c1gN9PmpERzeZAlvz9K1pLfjzuH8VAAAGAU6Ozt3796dlpYW7oaEmmvWJKqHau+nujnrLXDnpzqK5HhfcQ3npwIAwMjy3XffvfPOO45XDAaDwWDg8/nvvvtuuFoVMk4Lel2nS50OXg1BP9V3tGMqQRCHDh06deqUWq222Wz266mpqZ5zdgAAAPBFXFzcvHnzHK/w+fxx48bNnz9fLBaHqVGhYz+u3GmDiWuHNaCnpgYGvZhKEMRLL710/PjxcePGdXd333bbbUqlUq/XR0dHj/ZNq4SIyTZqG5/JCINVwKASQmx65zRdZ2NyThM7nvZpuCSPyapvlplJ82wCJl8Kkt4ZWddZYiMZ1GINWRjUImQRDGpZomh/5XELkwEqgsXkux2L4jOohXMZ/ROzGP0bjzyTJ0+ePHlyuFsRTjU1aoQQQmrPxU6fRsjt2O9o6afW19cfP378v//7vxcsWDB37tw333wzNTX1wIEDf/vb3+67774gNREAAG5BCoXi4MGD7e3tFoslNjY2Pz9/xowZ4W5UiBQXJw43jeqT0RJTm5qaJk6cuGDBAvsVDMMWL17c0dGxbdu2999/P9DNAwCAW1Fpaemf//xns9nM5/P5fL5Go9m1a1d+fv5vf/vbMZ9yh5ocdTp8BrlbD0zFXeo6syNu6DJYLAKPmRjoxVSr1Wof4+VwOFqtlno9derUPXv2MGsiAAAAR62tre+8805+fv7mzZtTU1MRQgaD4dtvv92+fft777334osvhruB4UFFTcfISi1fcrc/NfDrfrUm02WVMiPGyyGn9GJqTExMfX099To5ObmxsXH69OkIoba2Nj6fyawJAAAAJ7W1tdHR0b///e/tyekEAsGaNWs0Gs3evXtvzZiqVCqPH+9SKt2MAL/2WnB7qAaLxWizvnhgf/WVy+c3b/FcmF5MzcnJ2bZtW29vb3x8fGFh4UcffdTV1YUQqqysLCwsZN5kAAAA/0GdVuKa7XXy5MkWC5PlbwEX+tyEMpmsuFjmdvg3eHtpbASBMGz7ye+3/XDCxyr0Ymp6evobb7xBJZJYu3atWq2uqqpCCBUWFj7zzDN0mwsAAMBVTk5OaWmpVquNjLxp2fmpU6fy8vLC1SpHYclNiNwN865b5ybQBiTfr9Zsqu3seK6qwuywa9Qr2kvq77nnHuoFi8V6+umnn376abp3CCrI9wsAGO1mzpy5aNGiLVu2rF+//vbbb+fz+T09PaWlpfX19W+//bb9aFUOh4NhQUkYFF7U/lTHpViua4AduSaF8JPObL6mHfzl/vIL/Qq6dcdaHiWIowCA0a6mpmbv3r0IoZdfftnpo4cfftj+etu2bVlZWSFtWUjIZDKZTOa6Fmm43TUBzKFvtFptJPHKoapvL7Uwu8NYi6kAADDaeTitxFFCQkIIGhMurpGyuPimt2VlXVQafXfzqbS77wRJWgnik7On3z5WR7euI4ipAAAwssBpJW556Ly6Cau+wXEcIaQ1m052Xfvl/gqNyehnIyGmAgAAGMX8GfuNiYnRmc3r9311utvTlK3vQhdTzWZzf3//0NCQSCSKiYlxXSaOENJoNP39/Ww2OzEx0bWAzWbr7u42Go1SqXS0pxcGAACvjEajUqkkiBtpsXk8Xmysl7QDYw+1aqmmRu1rekKfY6pareaxWHtW//S/Dx/6rOksw/Y5CFFMrays7OzstH9nCASCgoKCKVOmOJapra1tbm7GcZwgCB6Pt2jRopSUFPunCoWioqJCr9ezWCybzZaamlpYWMhiMUorDwAAI1tNTc0HH3wgl8udrk+bNm379u1haVLI7Nx5zukKjUy/NJnNZg6LhRB68c65G/NmPneg4vtrzl9zWhgdT0EQFy9e7OrqSkpKysjIQAjZbDYcxz2s6tbpdAUFBePHjxcKhUqlsra29tChQ1FRUePGjaMKNDU1NTc3z5o1Kzs722Qy7d+/v6qq6qGHHhKJRAghq9VaUVHB4XDWrl0rFotbW1sPHjxYX18/Z84cRn9rAAAYuVpaWl5//fWJEyc+/fTTMpnM8UerRCIJY8NCw3VvjOe9NK6TqQz2p4q4XBGX+8GylQ29Pb/cXz5gGPJexx3aMfXChQtvvPEG9dvTT37yk4yMDJvNtmrVqgcffHDt2rXD1XrggQfs3xbx8fELFiz4/PPPL1++bI+pZ8+ejYuLy83NRQgJBIJ58+bt2rWrubk5Pz8fIdTW1qbX64uLi6mzA9PT0zs7O8+dOzdz5ky3Y8gAADB6nThxQiKRbN++/dbM+eo2sYOH8q45HxiL4vHuvC2lbv3jnzWe/f13Rxjcgd5xgxqN5rnnnhOLxe+88479yFwWi7Vo0aK6Ok/rj526sBEREQgh+5HmarVap9M5rnOTSCQSicQ+7iGXy9lsdnJysr3A+PHjqelVWu0HAICRz2QyJScnj+SAevZsjdOfkD1aeTPXgWKEECJ9/uMCxzA+m/1wVvb5zVvuz5hKt3n0+qnV1dU4jv/xj38UiURHjtyI4Wlpafv37/f9Pm1tbQghe4zUaDTIZUxDLBb39PRQr9VqdWRkJLXomUIVpioCAMBYMmvWrK+//lqv11OTXyNQWHITOuVX8jQg7HduQj6bjRB6/Z6Fm2fM+uX+8qa+Xh8r0oupXV1d6enprv/MIpHIfu6bV2q1+sSJE4mJiWlpadQVKtUWl8t1LMblcu0puKhDBJ0+RQiZTCZa7QcAgJFv2rRp999//0svvbRx40anZPoYht2yE15UfiX0n8FejykJA5OyMZLLjeTKPrv/J8fkV5+rqhjy4QADejE1Kiqqr6/P9XpbW5uPm1v0en1ZWRmfzy8sLHQaEKZS8/uIKuy6Kmru3LmuhT2PSwMAwIhSU1Ozc+dOhNCTTz7p9NGtsO53OFQ/FSFUU6N2vO4aXAOSQ98uksdblDrxzMZfbPfhdBp6MXX27Nkffvjhvn37VqxYYb94+fLlL7/80pez3oaGhkpKSgiCWLlypWN+ZB6Ph1w6nSaTyd435fP5RqPR6VN7RUcQPgEAo52H3ITx8fEhbsxIYF+FRAWO4mKhx+IBO+vNjoXjLISeyJtpddgr7Ba9mDplypRVq1a9++67VVVVg4ODfD7/5ZdfPn78uEwmW79+vee6BoOhpKTEYrGsXLnS6QAjqVSKEFKpVI4XVSoVdZ0qcOnSJavVymaz7Z/aKwaEIY7JcMpQkpevr1u4kcm4hCrd+RcIX8QNJHsv5ILBN6RxXASDB+kTGO3mYjP5AnIETP6J+f1MnkXwmOyctvGZ1LIK6a00RAiRtGsghBDJYvKlsEQx+UvhFq73Qi4ILqMRv0D//PXfrZCbkDpj3OWi+8Ke96e+9lpmYNrkjYDt/WcI7Z9oW7duTU9P//LLLzs7O0mS/PHHHwsLCzdu3sxa2gAAIABJREFU3Og516LBYNi3b5/JZFqxYkVUVJTTp5GRkVKptL29febMmdRwrkKh0Gq1d9xxB1UgJSXl4sWLHR0dkyZNoq60t7dzudyxnUIaAHBL0Wq1BEGIxWKLxUINcrpis9kjduESLdQZ404XPe+KcbsoSSZzm0Pf7/YxxaSXsGzZsmXLllksFrPZLBQKfTnAr6SkRKVSTZ8+vbu7274BJiIi4rbbbqNe5+XlVVdX19bW5uTkGAyGmpoagUAwder1dcypqalSqfTo0aM8Hk8qlba0tHR2ds6aNQvyKAEAxoxHH310YGDgyJEjtbW1r7/+utsyY3s+1XPfrLgYOXZtqfh7+jRyjc2BnU+lhXZMlcvlMplMKBRyOBz78rPu7u6oqKjhfnsiCIL67aOhocHx+vjx4+0xNT09XafTnTx58vz58wghsVhcXFxsny7FcbyoqKiqqqq0tJR6m5WVlZOTQ7fxAAAwYj3++OPUwpEpU6Y8++yzbsvExMSEtlEjS0HBjeVIQ0NDDQ1q9/3U8KEXU5ubmzdv3rxr1y7HFUYIoT/96U9SqdT1+FwKjuOuq9dc5eTkZGZmqlQqNpvt+gWKiopavXq1Wq02mUxisXgk74YGAAAG7r33XupFcnKyY4ob4JZQKFQqry8Adg6ro6Wfevr06bS0tMRE54XLd95556effup/azgcTlxcnIcCt0KuSwAAAK4cN6dSqF00IeukGiwWG0FG8DwtoKMXU9VqtdultlKpdGBggF7rAAAAAJ855lGyr1eSyVBBgUtYDXQ/1UoQOIZtqz3xi7sLPJekF1MlEklHRwdBEI5pAhFCV65ccdoeAwAAYKxyTfAbmmyFDQ1qhNTo+nJfhEKyRklnMh9ubf+vffttBBHgmDp79uwPPvjgww8/3LBhgz2sXr58effu3XfffTfD9gIAABhVwpLv12n7jX0Q2N0apcDkJtSZzHK15vlvKlr7fB2IpRdT09PTV65cuXPnzrq6uunTpwuFwh9//PHYsWMymezxxx+n32AAAACACXscdbOr1e9+qtFqtdqIV7+tqrjQSqsi7b00v/zlL9PS0vbu3btv3z6EUERExJIlS5544okRssK7pubGiMT8+WH4TQoAAMDoRZCkjSA+Pn7qr4ePMahOO6ZiGHb//ffff//9VM6HkZbRA+IoAGD0+uSTT9ra2l555RWBQOD00eeff37y5MnXX3/daStjYKlUKrVajWGYVCoVi8XBe1BwMe2n6kym7zuvvfBNhc5kZnYHJnmUKI45HwAAAPipr69vx44dW7dudQ2oCKElS5Z89NFHX3/99c9+9rNgPP3q1au1tbWOp3aOHz9+/vz5bhsTetQAr9v0hAE5l0ZvMiv0+he+rmzs6mHUwOt8iqm3VBZKAAAIi6NHj3K53KKiIrefisXiBQsW1NTUBCmmDg4OJiQkzJs3LzY2liCIixcvnjhxorq6evny5cF4HAPbtrk/hNyf/alcLtdssyESvbn/8FcNzYzvY+dTTIUslAAAEGxXr16dMGEClztsSoEpU6ZUVVUF6el33HFHZuaNA15ycnJ6e3uvXLliMplcT9UMC/tRPZ6PqUGIxtivVCq12oiNu7/5vlPOsFk38ymmQhZKAAAINoIgPB9JguM44e38TsZcHx0REYEQstlsQXoiLTKZbN069wt9/TmXpq+vT8jlbFtz37nu3he+qezX6f1sp08xFbJQAgBAsMXFxe3fv9/xoGgn7e3tsbGxoWmMzWbr6OiQSqVBXRLFjFME9XxCnGckSSKEovi82RNuO/iLx3afbvxD1RF/2kZvjZJCoeByuaN4MRgAAIxU+fn5//u//7tv374HHnjA9dOBgYHKysrCwsLQNOa7777TarVhn0x1jZeuy5QCskYJxzA+h/1QXtZDeVm/KTv4deN52rdACNGNqY2NjW+++eacOXPuvffegoICOL4UAAACJT09fe7cue+//77Val25cqXjLGZTU9Nbb71FEMTatWtD0JLTp0+fP39+9uzZww1Mbtky1/Md/vrXOq9P8SVeep86dbtGieleGh6bjRB6den8jXflv/BNRVNXL9070IupOTk5a9asqaqqqq2tlUqlhYWFxcXFaWlpdJ8KAADA1SuvvPL888+///77H330UXp6elRUlNls7uzs7O3tFYlEb7755rhx44LdhoaGhvr6+ry8PA9nVPsSMj1zCqjMoumw/MujFMHjRvC4Ox5+oL5D/l/fVOrNNPaq0oupMpnsySef3Lhx48mTJysqKvbt2/f5559Pnjy5qKho0aJFMCYMAAD+EIlE77//fmlpaWVl5YULFywWC4ZhiYmJq1ev/ulPfxofHx/sBjQ2Nh47diwnJyc/Pz+oD3LqXNrXH9m59mKH20vjKiDZfiN5vPmT0+qf3/TB0R/+duS4j7WY5HzAcTw/Pz8/P1+v1x86dKiiouIvf/nLoUOHtm3bxuBuAAAA7Fgs1ooVK1asWIEQMhqNXC7X6Ryw4Dl37tzRo0enT58+e/bs0DzRLa9dWO8CdC4NC8NYLNZjBTMeyc95+dsDVRe95/5lnkcJISQQCBITE8eNG3fx4kVq9VTYMc73q5rMZG4YS3SfAcNLLRaT1fBDxggGtdTT3Jx3Gwy6cUz+21uimDzLxmfyzcYyMGkhX8okWRjbyKASMkqZ/HpNeDog2T0yRD+iEUIItzCpxR5i8k9McJh8Aa0jOFcNn88P2bMuX75cV1cnFoulUumFCxfs11NTU0PZDISQTCZzPXjciWOg9WcvjS8EHDbisH+/vPDJufke9zohxDimyuXyioqKysrKvr4+qVR6//33L1u2jNmtAgvy/QIARruLFy8eOHCgpaVFq9Xy+fykpKTZs2cvXLgwqMtCBwYGEEIajebw4cOO12NiYkIcU5EPqZEcx4r92Uvju0g+b2pCnMHi5ZdEejHVYDAcPHiwvLy8qamJzWYXFBRs3boVFgADAECgbNu2bffu3QghHo8XGRmpUCjOnz9/4MCB3bt3v/POO9HR0UF6LjWjF6Sb+8/DgHBA9tL4SOAtyz29mHrs2LG33norPT39mWeeWbx4MSxKAgCAACorK9u9e/fMmTM3bNhw++23UzOp/f39JSUln3766RtvvPHXv/413G0MG6eJVfvC4ADupfEfvZg6efLkTz75ZOLEiUFqDQAA3Mo+++yz6dOnv/vuu47rkmJiYh577LHY2Ni33367ubn5jjvuCGMLw8UxNyHF3nN1M58aPvRi6m233YYQoo4s6OrqSkpKysjIQAjZbDYcxz1nqgQAAODBtWvX5HL5s88+63ahb3Fx8ccff3zixIlbM6baI6gveZRGTT8VIXThwoU33nhDLpcjhH7yk59kZGTYbLZVq1Y9+OCDoUnwAQAAY1JHRwdCKCsry+2nOI5PnTq1w69UCKOb72e9BW8+1St6MVWj0Tz33HMpKSlbtmwpKyujLrJYrEWLFtXV1UFMBQAAxnQ6HYfD8XAGuFQqpfozYXf2bI3TlezsoO+5eOqpG/3RsrIueyQN2div3mRm4ziP4ylu0oup1dXVOI7/8Y9/FIlER47cSN6flpa2f/9+hs0EAACAkMVi8byHgsVimenkyQueoEZQpVJ5/PiweR7s639Pn77+org46GuUdEazfED94r8q9mz1ciA8vZja1dWVnp4uEjnvkRaJRFqtll4bAQAA3IwgiPr6+uE+7e2lndJ9NJLJZG7C5H+mVIeGbmTaaWhQoyDnfDBarBab7dd7DlQ3ek+ihOjG1KioqL6+PtfrbW1twds1BQAAtwiz2fz88897KDBt2rSQNSZcqNjpe1Z91wAckOWyBEnaCPKTw6e2VR7zvRa9mDp79uwPP/xw3759VC5KyuXLl7/88suQnernGePchAAAEF45OTmvvfaa5zISiSQ0jQkvtzl+J0y46a2n1Vp+91N1RvMPl3/81b8q9SZ6g+30YuqUKVNWrVr17rvvVlVVDQ4O8vn8l19++fjx4zKZbP369bRuFSQQRwEAo1RSUlJSUlK4WxF+rltRkbs8Srm5Nz4K4Niv3mRWaPS/+nfFuR+ZjLTT3kuzdevW9PT0L7/8srOzkyTJH3/8sbCwcOPGjSNnyy0AAIxVIyq/QYg5dV49rVFixGy1kST5h69r9v1wnvFNmOTQX7Zs2bJlyywWi9lsFgqFkOoBAACCSq/XV1dXl5eXs9nsW/NUTVp5lOjuTyVJ0mS1fXG88e19R7yX9oj5WW8cDofjLZswAAAAxkiSPHPmTFlZ2ZEjR0wmU2xs7Jo1a8LdqLBRKpXUot+aGrXjdX/yKEVEROiN5nM/9rz0r8p+rd7/RtKLqWE5gQgAAG41PT095eXlFRUVPT09CKFJkyZt2bJl+vTpt/K4oEwmo/qjxcXCQN2Ty+Vy2KzW7oGABFREK6aG6wQiAAC4RZhMpiNHjpSVlZ05cwbDsBkzZjzxxBMlJSVxcXHZ2dnhbl2IUP1RodBN4HS7HtiffqpSqeSyWWvmTFszJ+uNL6v9mUml+BpT4QQiAAAIqu+///7Xv/61Xq9PTU3dtGnT4sWLY2JiEEKVlZXhbpqzoOYmpPqjbk8adwyfbuMrhW5fnstmI4R+tXL+4wvzf/XvyqarPTRvcIOvMRVOIAIAgKDq6+vT6/VTp079xS9+McJzO4Qgu6/X5c32JUtuoi+jvTQiPlfE5/7fxlUnL8tf/nelzsgkDaRPMRVOIAIAgGCbMWPGAw88cODAgc2bNyclJS1dunTJkiXjxo0Ld7tGimCsUXIVyefdMzWt9o1NO2pOvldBI4MSxaeYeiucQGSMszGotWCiTxkgnajNw5474cEpTSqDWjoDk7XZpJvfnbwwJBIMHkRILAxqCaOMDGoZ9TwGtWwCJrWYITiMvoYR9L91mS1zYdQ8zMhkASM2RP9bECGSxaSFiB2+g8FulpCQ8Oyzzz711FO1tbXl5eU7duz4+OOPs7KyFArFLZI+yTPf1yj5edYbjmE4i/XI3Xlr78r5zedVVQ00fs77FFNH0QlEAAAwqnE4nIULFy5cuFChUFBLf7u6uhQKhclkKiwsnDNnzpjfxOh2JtXOpzPJA4HPZSOEXl9T+MSiWS/9q6KtZ8CXWj7F1FF0AhHk+wUAjA2xsbGPPvroI4880tDQUFZWdvjw4SNHjuTm5o75BaHDLVCi2COohzVKATyXJpLPm5IYu/Ppnx453/7KLu9Hmvq6Rmm0nEAEcRQAMJZgGJadnZ2dnb1169aDBw+O9lk2H/mSf9HDGqWA7+GN4HOXZE++N2eKzeZlfsHXmAonEAEAQBgJhcLly5eHuxXh5Lhv1bGTGtg1SsNh4zhCCGN5men3KabCCUQAAADCy3Hfqpc51KAtO/Oax8qnmAonEAEAABgJXIeFPa9pCjHmOfSZGRwcJAgiKirK7VZXjUbT39/PZrMTExNd17bZbLbu7m6j0SiVSiEVIgAAALcwMmz7o0IUU7u7u7///nuFQmGxWBBCa9euFYvFTmVqa2ubm5txHCcIgsfjLVq0KCUlxf6pQqGoqKjQ6/UsFstms6WmphYWFkLufgAACL2g5ib0zPVw8iDtpWEmRDFVr9cjhKZOnTo4OHjlyhXXAk1N/7+9O4+LqtwbAP7MMPvCbIiChChgiooiIhfIqxiuqN23LK9a3bfe6r1m5m25ZYteb71p2bVbtndNK1utrExAEJRAcwkTZBFkUWyQZZhhZph9O+8fp07jzDDLmRlmGH/fD58+zOF55jzHxN882++pb2xszM7OnjFjhtFoLC0tLSsrW716NZfLRQhZLJaSkhI6nY4H49bW1oqKitOnT+fm5g5P+wEAABCGLYISFAoFvi7JeeGzi0XCQeumWqw2mttlSmSSlZCQkpJyyy235Obmjho1ymWB2tra2NjYmTNnUqlUNps9b948s9nc2NiI/7StrU2r1ebl5eG929TU1JSUlIaGBrzXCwAA4DqRlPTrlxsUzNsv7xlMlkGd0WbzUGe451NdUiqVGo0mLS2NuCIUCoVCoVQqnT17NkJIKpXSaLSEhASiwLhx41pbW7u7u+3HhwEAAEQksVhcWHjNFZ1OV1enRAgpFApv9rOSZrVhGIbtK/3p3e9OnnjrYfeFwyKmqlQq5LQbRyAQ4IfxIoSUSiWfz7df1oQXxisCAAAAvwvc2K9Gb6ppvrJld4nO6NWwaFjEVDyvIYPBsL/IYDCIfIcmk4nFYjn8FCFkNBqHq40AAABChphPJRATq4WFQZlP1RpMMqVm839KLnT6kCgwLGIqDvNl9TNe2Hn77d69e+1f3nPPPf43DAAAQMg5HEiOT6mKxS7Gfv3MTWgyW2wY2vHp0aIfm3ytGxYxlclkIqdOp9FoJPqmLBbLYDA4/JSoaA+CKAAARB48g5Jz3vyffw5kPxXDMJPF+uWxulf3/0DuHYZp3a97IpEIITQwMGB/cWBgAL+OFxgcHLRYLPY/JSoCAAC4HjhvRXW9ABjz+suORm88c+HK8id2kw6oKExiKp/PF4lEHR0dxPCvTCYbHBwk1vQmJibabDb7Axk6OjoYDMaYMWOGv7UAAABCQqfT5ec75pZ3eS6Nl1+/vq3R3C1XP7Lr2/WvfK0Y1PnTwmEa+zUajR0dHQghmUyGEGpvb2ez2Uwmc8KECXiBzMzM8vLyqqqqjIwMvV5/7NgxNptN7K4ZP368SCQ6ceIEk8kUiUQtLS2dnZ3Z2dmQRwkAAK4TeA59hFBhIcdDUa/HfmNjY20Y9vpX1V8eq/Wvdb8avjxKlZWVxEv8KFaxWEzE1NTUVI1GU1NT09TUhBASCASFhYXEdCmVSl26dGlZWdmhQ4fwl+np6RkZGcPTeAAAACHnnJUQ/8af3IRqtVpvMK9ZMLO5s7e+o9uv9iGEhi2misXidevWuS+TkZExderUgYEBGo3mvIE3Ojp65cqVSqXSaDQKBAKHrTUAAACGTUjy/RIHveHwUOq8agkhHxIkGQwGLpvBZTN2/e3W2tauLe+XDOr82qIZFut+CXQ6PTY21k2B4J3SykrQkqh1u+QnErWuWsg8hcVGZvL7vCWJRC2Kwed70Un9AU6I6SdRawx7kEStHj2fRK1uQTSJWqoBHolaApGGRK1otsFzoWthGJm9BjSqlUStfg2ZPwqKT1njfkPuuaykfrOuc8Of7xfn3N266y6xi7PefP/rw+cw89LHl77y149La9765gTZBobHGiUAAADAVwqFwvXhqaTW/VIpFAYtas2CzB/eeGhB1o3kmhRe/VQAAADApX37Ghy6qT//jBBCmzdPdSjpT84HFoOGEHrm7oJ7C2dv3l3SJvVtLA1iKgAARDKr1To4OEilUqOjPUxkqFQqh3x2LBZr+BevuO56IlRYGO8wezpz5q/lHceE/c5NyGMzUxNG7X5y1Yn6S/94/7DFavOyIsRUAACITI2NjRcuXJDL5Tabjcvl3n333e7LHzhwwCFjXWZmJn442HByWIuEXC1EwrMV4P91lUcpMEn0eWzmzbMmLsi68a0Dxz8o8Wr1TKTF1GPHfl+Nlp8fmll0AAAIByqVisvlJiUltbW1EUeSuJeSkpKenk685HK5QWudOw79zrvu+vUlEWt1ul8zM9TVKV3k+w3cuTQ0KhUh9D/L/rB2YebWPaWeywfszuEB4igAAOByc3Pxb7q7u72MqRwOZ/To0cFsFHn2nVcOh+NyF02QsJl0NpP+wgNLLTabY5b5a0VaTAUAAOCPoU79ChU306tD1glcP9Uej+0+niIEMRUAAAChpaWloaHBZrOJRKKpU6dOneq4pDbY3JyTOhQX636DE1O9ATEVAAAAQgjFxMSMGTOGz+cbDIaWlpbq6mqVSpWXlzfMzXDugOJR1mNwDQcQUwEAACCE0PLly4nv09PTDx48WF9fP23aNOdNOIcP73X5DosX+3uCtXOmJPRbsqQ33/R6AhX6qQAAAMIHlUqdOnVqd3d3b2+vc0z1P3YGVQjHfiE3IQAAABfwwzRtNm/THUQ8mw3TG8zuy0A/FQAArkcYhplMJhqNNtRB1O3t7QghiUQynK1yXuVLZs9MEPqpWp3pp/OXc2ZOcF8MYioAAESmgYGBnp4ehJBWq7VYLBcuXEAIicVifAeqXC7/8ssviUxJzc3Ncrk8ISGBy+UaDIbm5ubW1tbExMSYmJhhbrbLIOrTAqXAjv3q9KY++eBzrxZdvNRX8dnf3BeGmAoAAJGpq6ururqaeFlZWYkQmjp1qsusDjQaraWl5fz58/hLKpU6efLk4V/0KxaLnbMmIbvESfbq6pQoOPl+cSazxWbDdr5XXlrV5GUViKkAABCZ3G8wjYmJWbduHfEyJSUlOTl5cHBQr9dTqVShUEin04elmY4UCgUeQV0mS3LusLrI9+t3UMUwzGS2HiipffOjSp8qRlpMhXy/AABADoVCiY6O9nh8TbCJxWKi30n0WQl459W+2xrwfL8anbHpYvdzrxUr1S46x+5FWkyFOAoAAJHHIb+SfW918+YEx9JkY6pOb1IPGp7bVXT+Qhe5d4i0mAoAACAiOeRX0ul0AZxPtVisFCrl7X1V35TW+tNIiKkAAABGgKHyADvPp3qf/j8qKgrDkMFoLqtqevndI/41ECGIqYRJo3pJ1Mph+TzajhC6YlGRqFXDSSJRq0Hg1QFPDjCez8lA4oVKEjeaJiBzWlMMQ0OiFpNqIVGLSmoUaTR/kEStGFJ/nbg0o69VhDQyNyKnkRZHohaNSibPQDTD5z8KhBA7iszvyHWutvaYw5UZMwI272a/3Heo8V4PvP6tlUgkGp1xw5Yv2i73ef3u7kBMBQAA4JsARlBnYrGYCKvEeK9vmR+8jqkKhYLLZrz34tovvq9595NqzxU8gZgKAAAgvDhn0sfT6CPvgqv3634tFguVSmFQo+5Ylnnbkowd75SVH2/2sbHXgJgKAABgBMADrfPuGqlUmpDgsPTX5ykbJoOGEPr7/y64+7Y//PPVovZOGblGQkwFAAAwYjgnBOZwOI6FyO6l4XKYExKZb/3f6lPnOv7v9RKz2errO0BMBQAAEEaGWqOEc16ptHmzU64o/3I+cDmMeTkT83Nu3P35iY++PuVTXTjrDQAAQBixn0zNzxfiXwihy5e9XfpL8fprKFFUKpVKufu27KIP1t80K9n7xkM/FQAAQBjB8/3+ls+B1FsEKIc+i0lnMenPblx6pUvx3KtF0h7POwYjLaZCvl8AABjR8Hy/DsuOFArFm296vZ0GC+RhbzwOMy01bs/Ou4+eaPFYONJiKsRRAACISElJjleGGgoO7PmpOA6LsWhumsXiIRtJpMVUAAAAEckh329R0dWZMxFyme83OOi0KDotyn0ZiKkAAAB8E9TchENxHvvF+6kuzk8NQj/VSxBTAQAA+GYYIqiz9evjkbd5lEIWVCGmAgAACHcuTynHd7K6yKME/VQAAABgKA5nkuPwsV8XOR9CB2IqAACAESAYZ735RKc1YghxuUw3ZSCmAgAACCMKheLkSTInKxMCvpfGaLRgGPbqq6WPPb7UfUmIqQAAAMKIWCx2sZQXoZwc10mVXOylCdwaJQzDzGbrt9/UvPfuMYQQxFQAAAAjm/NZNPZzqw77VhEK2NivVmtsauzavu2gSqX3sgrEVAAAAGFk374Gh26nQ0h1mFh1TvjgJjm+l/Q6k0qt3/7CwYYGqU8VIy2mQr5fAAAY0Vz0O6/lMNvqauyX/N0tFisFUd555+ih78+RqB5pMZV0HE3l9ZGoFUXq89AUhtMJul4Q0XUkajFZZhK1LGYP+becRTOMJG7Eo5GplcjoJ1GLTvH5eGGEUJdOQKKWxUrmFEWLjUwtmu/PRaeS+aMYMJP5ezuBLydRq8/AJ1GL3B8gm24iUQv4yf7wGacfIeTLKt9A5VHCMGQ0mstK6197tZRMfYRQ5MVUAAAAweZ/bkKXh8/Yc55DdVPS/zVKWq2xo71v2wsH+/rUvta1BzEVAACAb4YhN6FDmHQIse7XKHk/fshisQwGs05nemn79zU1l0i00wHEVAAAACPAUOenujiUxutuanR0NC2K+s7bFQEJqGhkxVSr1drd3W0wGEQikUQiCXVzAAAADB88hz5ySqPvz9hvX18fjR718MZFa9bmbt92sK21189GjpiYKpPJSkpKtFptVFSU1WodP378ggULoqJ8XkoDAABgxLGPmngafXcTrj5Op/J4TB6P+cq/156tufTi9kNGI5mlnbiREVMtFktJSQmdTl+zZo1AIGhtba2oqDh9+nRubm6omwYAAGA4OOQsJJYHO+fQJ7c/lctl3jRn4vc3Pbrvo+P7PjpBrpFklp4Pv7a2Nq1Wm5eXJxAIEEKpqakpKSkNDQ1mM/lPEwAAAMKf4jcIoZycePyL6KPOnOmqw4ph3n5di0qlRkVR/7w659uDf8u7KZVEa0dGP1UqldJoNPtV1+PGjWttbe3u7k5MTAxhwwAAAJDgZn8qujZxkvuNqpcvB2x/KoHForNY9CeeXNZ158D2F77/5Rcf9liPjJiqVCr5fD6V+nuvWigUIoRUKlXoGgUAAIAk9/tT3cyVOp+i6kIgcujzeKwbb4x7652/HK+++NKLh7ysNTLGfk0mE4PBsL+CvzQayWThAQAAEM7EruA/ct6N6hyAKZi3Xx5xOMz5N6dVHHtq5e2zvWn5yOinOsMwDCFEoThORc+ZM8e5cHV19XC0CQAAQDA5dFLxYWFX+1MDeYAqjRaFEPrve+bcsSrbKeY4FQ7gjYOHxWIZDAb7K3gPlcl0PG8dwicAAEQksViM76Ih4D1UF/tTg4DNZrDZDJPJ4r7YyIipIpHo4sWLFouFRvu1wQMDA/j1kLYLAACuR/7n+/UVHj5dTqa6Oj81kP1UewyGh6A5MmJqYmJic3Pz5cuXU1JS8CsdHR0MBmPMmDGhbRikwukbAAAfyElEQVQAAFyHhiHfr7Ng5CYMuJERU8ePHy8SiU6cOMFkMkUiUUtLS2dnZ3Z2NuRRAgCA6wSRmxBH9Fmdx34pQeunejQyYiqVSl26dGlZWdmhQ4fwl+np6RkZGaFuFwAAgOHg3Bkl5la9PxVuGIyMmIoQio6OXrlypVKpNBqNAoGAxWKFukUAABCBTCaTTqdjMBgcDplT6INnqOPehnM+1aMRE1NxeKoHAAAAAVdVVSWVSvFcOqmpqQUFBSFphkNeX8LPP7suPzzzqRiGWSw2CkI0urs5xxEWUwEAAASJUqmMjY2dMmXKyZMnQ9gMsVjsIt0gQjk5Cp1O53Cxrk7p6qy3ADdJqzE2/nx5x1NfflLxJMRUAAAAnq1YsQL/JrQx1Q374Wg3SQoDuEZJrzMp5ZqXnvqy+fwv3pSHmAoAAGAEcOiMulujFIiQajZbEULv7ig+fKDG+1qRFlOPHft9J3J+vg87qHbM+CoIzQmkF0jtxX0hPdDtuM48MjnULQDgOuN+Ha9z99TFGiX/giqGYSajpfSbs29t9zZ1PiHSYqpPcRQAAED4c46j9gfABXaNkk5jaLvQ/dKm/XLZIInqkRZTAQAABNvGjS5OK7H32mvkU6+72YpKsO/LulqjRCaoGvQm7aDh5We+rj3dTqI6DmIqAAAA3/gTMknDjzHHlynZ91ydx369OcTNntVio0ZRPni9/NuPf/SzkRBTAQAAjAD4Kap4ZM3Pd5+rwNugKhQKjQbzD6X1r2w+4H8LEcRUAAAA4U+hUBB9U/vJVITQ5s0JjqW97qfabDab1cbjsdgchl5n8q+NCEFMBQAAgJNKpYODvy7MUavVFy5cQAglJCTw+fyQtutXzmO8eJT1Zz5VrVazuczseZO+rH7m890/fPz2UT8bCTEVAAAAQgg1NjZ2dHTg3/f29vb29iKEFi5cGA4x1eWp4/jaJVf7U32bUI2KoqIotPKeOX9am/vKPw78WNFEtpkQUwEAACCEEFq0aFGomxAgpPbSsFh0xKI/9tytq++f9/LTX17pkJF4EyqZOwMAAABhC8O8/XLC5bNS0+Jf/eSvf39hJYVC8fXOEFMBAABEFj9iKo7DZc5dMq2k7vnb7s7z6c4QUz2bM8fD7uYRJGKeJWIeBMGzhKtIepbrjt8xFSFEo0UhhO588OZPjz45MyfFyztH2nwq6Xy/AAAAIkTgznpjcxhsDuOZf/2542LPjqe+9Fg+0vqp+XZC3Rbf7N27N9RNCJiIeZaIeRAEzwICqrb2mMNXqFt0rUD0U+1x+aypM8f957uNUTQPQTPSYiq6tqs61BWfLobqLn6+IdwF7hLUu/jzywJ3GelmzMh3+Ap1ixxgXn95i0KhsNgMfEDYjUgb+wUAAHC9C9zYr68gpgIAAIgspM6lCQgKFrp7Bxys0wMAhLnq6hCc6BJYc+bMCcm5NDiXJ5bbZ1nKzKQsnvCol+92uOOVwAbBiOqnRsBfVgAAAC55f9YbjP0CAAAA7uBnveHf259S7n++X++ZjBYG013chJgKAABgZHAOn0VFV131UwMfU/Uag6JPPWqsi1T+9iCmAgAAGAEcAqr98K+TQMZUs8mCMPT2s18d+eLkt5dedV8YYqo7BoOhu7sbw7DY2Fgejxfq5njFpzZrtVqFQmEymaKjo2NiYkgkjA4qlUrV399Po9Hi4+PpdLqXtbRardlsZrPZTCYzqM3zCYln6evrU6vVdDp91KhR+BxSmPDpWaxWq0wm02g0HA4nJiaGwWAMTyO9ZDKZdDodg8Hw8k+4t7d3cHCQw+HExcWF2+9LxHM47o0Y/nU19huYO2IYZjKYD39y4p3NX3lZBWLqkJqbm6uqqmw2G4VCwTAsKysrMzMz1I3ywPs2azSaw4cPy2S/H2YkFovnzZs3evTo4WqsB1VVVY2NjVQq1WazMZnMgoKCxMREj7W0Wu0XX3xhNBpzcnJmzJgxDO30hq/PIpfLy8vL7f+lWLFixdixY4PfUs98epbOzs6qqiqNRkOUz83NnTRp0nA2eChVVVVSqVSlUiGEUlNTCwoK3Jc3GAwlJSU9PT1RUVFWq1UkEi1dujQ6OnpYGgt8FIixX61a31b/y471Hyh6Vd7Xgpjqmkwmq6ysTEpKmj9/flRU1MmTJ8+cOSORSJKSkkLdtCH51GaDwUCn0wsKCvCuRldX17Fjx4qLi9euXRsOPYn6+vrGxsbs7OwZM2YYjcbS0tKysrLVq1dzuVz3FauqqjgcjtFoHJ52esPXZ9FoNAcPHmSz2cuXLx89erTRaOzt7fX44MPDp2cxGAxHjhzhcrmrVq0Si8UajebIkSOVlZWjR48WiUTD33gHSqUyNjZ2ypQpJ0+e9KZ8ZWVlf3//smXLbrjhhv7+/qKiorKyspUrVwa7neHJORnhMKRSwtf91tUpEUL2XdOAz6fqtUatWv+vDR/Wnbjoa12Iqa6dP3+eSqXm5+fjASYvL+/SpUu1tbXhHFN9arNEIrnllluIl+PHj9doNMePH5dKpRMmTBi2Ng+ltrY2NjZ25syZCCE2mz1v3rzPPvussbFx9uzZbmq1trZ2d3cXFBQUFRUNV0s98/VZTp8+bbFYli1bhg/d0+n08Jl38OlZZDKZ2WyePn06PmTH4/GysrK+//777u7ucIipK1aswL/xJqaq1epLly5lZGTccMMNCKGYmJisrKwffvhBKpUmJCQEt6FhKSTJCPF1v/gfuMtdqr8jG1OtZiuVRv1g+8GD71eSe4cIzPcbEFKpNC4ujpiQo1AoiYmJPT09ZrM5tA1zw6c2O08F4f9w22y2YLfTI6VSqdFo7D8KCIVCoVAolUrd1NLr9cePH8/JyQmrqUdfn8Vqtba3t0+YMCF8/ncQfH0W/H+ExWIhruDfs9ns4DY0CPBnHDduHHEF/3Nw/3cSBJZCoZBKpQqFYt++hqKiq8SXi6Kk0v3qtcbyr84sjX+IdEBF0E91yWw263S68ePH218UCoUYhqnVaolEEqqGueF/m9va2qhUalxcXNDa6C18iksoFNpfFAgEPT09bmpVVVVJJJLJkyf39/cHt32+8PVZFAqF1WoVi8WVlZWtra0Wi0UsFmdlZYXD4IGvzyKRSMaPH3/u3DmhUBgTE6NUKk+dOhUbG2sfmUYKpVKJrn12DodDp9Px62B44P1UhULhYrDXgY/9VK1aL23v3bH+g6uXZJ5LuwUx1QWTyYQQcphWxF+G1USdPT/b3NbW1tbWlpmZGQ7zdkM9C37dpY6OjitXrtxxxx1Bb5yPfH0WvV6PEDp37hyPx5s7dy5C6Pz586WlpYsXL3b4wDT8SPx/WbBgQUVFBTEUHxcXt3jxYip15A2PkXh2ECQOq3+RfzkfRo8ebTKYX97w4emyev/bhmDs13t4TsiRtXreyzZ3dXUdPXo0KSkpKytrWNrlFe+TcBqNxqqqqlmzZgkEgqA2iTRfE4piGLZixYqJEydOnDhxxYoVLBarpqYmSG3zlffPYrPZioqKurq68vLyVqxYMW/ePHz5Vdh+MHXD5S8RhmEj6x+ECKP4jYufeX1+qlKpxDDs76//Ja8wMNsEoJ/qAj4l6fCbj79ksVihaZMnpNvc3d1dUlISFxe3cOHCMPkHYqhnGepBfvrpJ4TQ6NGju7u70W9DlIODg93d3TExMd5vbA0GX58FLx8XF0cUYDAYY8eObW9vt9lsoe3h+fosFy9e7OrqInrYY8eOjY2N3b9/f11dnfu1ZmEIf3aDwWA/kGMymcJqD3TEUygUJ09etXuJEEKXL6PNm6c6FvXlEzmTzWCy0SOv3PnnjYtffujDKxe7/WkkxFQXaDQan88fGBiwvzgwMEClUsN2Oxq5Nvf09BQVFcXGxi5ZsiQqysNZu8MGXxTq/CxDLRbVarV6vf67776zv9jQ0NDQ0HD77bfHxMQEr6ke+fosIpGIQqE4xE78f03Ij5Dy9VnkcjlCaMyYMcQViURCp9Px6yML8exETB0cHLRYLOGwgPn6IRaLCwtdDPwqFArnAWFfcaPZKdNu+Pehx0+Vnf/Xwx9hNpK/bjD261piYmJvb69Go8FfWiyWK1euJCQkhE/gceaxzSaTyX4NcG9v76FDh2JiYpYsWUKjhdGnKz6fLxKJOjo6iCgik8kGBwftcwvYP8ucOXPW2FmyZAlCKCMjY82aNf7/pvnJ47NgGGY0Gq1WK/6SwWDExcX19fURV2w2W09Pj0AgCPnfPV+fBe+/2g/NaTQas9kctoM99hye5YYbbqBQKB0dHUSB9vZ2hJA3eUhAULn8HcdsmJdfDhU5fNYfb8kskr5+2zoPOUCGAjHVtenTp1Op1CNHjsjlcqVSWVFRYTAY8G15Yctjm/ft23fo0CH8e7VafejQIQzDJkyY0NbWduE3YdKHyMzMHBgYqKqqUqvVvb29FRUVbDY7LS2NKGD/LBwOR2AH34XCYrEEAkE4LIdx/yxyuXzPnj1nz54lys+aNUun01VUVOAfwI8ePapWq8MkJ5RPz5KcnEylUisrKzs7OzUazdWrV0tLSxFCqampIXsAO1KpFP87jxBSq9X494ODg/hPHZ6Fw+FMnjy5qampsbFRq9V2dHTU1NQkJCSET94xcA2v51Odq9JoURQK5c7Hl356fvus/DTnAu6FUe8krAgEgsWLFx89enT//v0IIQaDMX/+/HDYZ+KGT21Wq9X4ksUTJ07YX8/JyQmHzUKpqakajaampqapqQkhJBAICgsLR+jcla/PMnbs2Pnz5x8/fhzvCdFotD/84Q/2nydCyKdnEQqFhYWF1dXVxcXF+BUul1tQUBAmSRIaGxuJfmdvb29vby9CaOHChXw+32X5vLw8s9lcVVVVVVWFEEpISFiwYMGwtRb4yN+JEhaHyeIwN71z7+ULV1/e8GHvL952Nighn6QJZzabTaFQYBgmFotDPvLmpZHY5qGYzeaBgQEajRbyIVz/+fosVquV+P8YViPzyPdn0Wg0Wq2Ww+HweLwwWQdHmk6nw3PoDxV6rwdz5sy5557nHC6GJLMSzmE+NTOTskh8n5d1SxW73QdBDMMMOtPRr8+88eTnCKFvL73KZLlb9hhev6vhhkqlhnaFCwkjsc1DodPpsbGxoW5FYPj6LFFRUaNGjQpee/zh67PweLzwSa/oJw6HE1aJukIlhBHUK4HrK1IoFDaXuXBVzuK1eW8/vd9jeYipAAAAIgvZVbtDoTNpCKF7n/2TxWSBfioAAIDrCBbQM8kJHL7nJesQUwEAAESW0K0TgpgKAABgxPBwyhsOYioAAICRwmy+P1S3drng2vFAS4ipAAAARors7P/4+Q6nTw8Zlf1+890hjKmhzzIDIoBCoejs7Ozs7Lxy5UpfX5/BYAj4Lb766qs33ngj4G8bVjAMa2pqqqioqK2t9eY0coPBsG3bNvuEeTiVStXZ2UmkBCJUV1e//fbbAWsuAH4YKnD6H60R8iuPkhsmg1k3qHdfBvqpIAD27Nljn8KeQqEkJCTMnTt31apVDkdYk9bQ0NDa2vrQQw8F5N3CkEql2rRpU0NDA51ON5vN48aNe/nll92n7vrkk0+ampqSkpIcrj/33HNnzpy5+eabt27dan998uTJW7dunTFjRk5OTqCbD4DPsrP/c/r0/b292uhoBptNR4EKqEE4cALDMJPeXPTekcL/9ZA8C2IqCJi3336byWSazWaZTHb69OkvvviiqKjotddeC8hh2vfdd18wur/hY8eOHa2trTt37pw9e3Zra+vjjz/+7LPP7t69e6jEQ2q1+vPPP3/kkUccchrLZLKampqYmJjq6urBwUH7dD8xMTGLFi167733IKaCMDF9+uvbti22Wm10elR29hNnzpyRSCQSiUQgEPiVciugIVWr0l2saX/xrl2KHiXEVDB8kpOT2Ww2/v3cuXOXLVv28MMPb9my5cMPP7T/d//q1asdHR00Gm3KlCnEv/gqlcpqtTrkutPpdFqtViKR4CfWOeSvwTCsvb396tWrPB4vOTnZ4UByl3dxyWaztbe39/b20un0G2+80b5jbTablUolnou/vr5er9dPmTIFv5HJZKqvr0cITZo0yf5MTZlMxuFwuFxuS0tLX19fYmLiuHHjPP7RdXV1VVVVrVmzBj9YNDU19b777tuxY8fPP/+cmZnpskpJSQmGYfPmzXO4jifX3bJly8MPP1xeXv5f//Vf9j9dvHjx999/39DQMHWq05GTAAw7uVw+ceJtqannDQauXn+8q4vd1sYzGLhRUQyxWCyRSGJiYiQSiUgk8u08jAD1U/Uag2ZA+9JfXq+rbPSyCsRUECxpaWm33nrrZ599du7cOTwwaLXaF154obq6mk6nW61WOp3+4IMP3nrrrQihr776at++fd988439gZQvvPBCU1PT119/jRB65ZVXWltbP/nkE/xHbW1tzz//fEdHB/5WFAply5Yt8+fPd38XZ/X19Zs2bVKr1SwWy2Aw0On0e+6556677sJ/evHixb/+9a8bNmw4cOBAd3e3zWZjs9kvvfQSi8XatGmTUqm02WwxMTE7d+6cMGECXmXVqlWFhYVXrlypra2Niooym81Lly598skn3f+LgJ9/kpeXR1zJzc1FCP30009DxdTy8vLp06c7f84oKSnJysrKyMhIS0srLi52iKnTpk3j8/nl5eUQU4E/jh075nAlP59MtkIqlSqRpFy8KKRQFGy2ls3WC4VyFktrNjP1em5fH+fKFa5ez8MwukgkIkKsWCym090lM/I/plpMliha1J6nP/32jRKfKkJMBUGUm5v72Wef1dfX44Fhy5YtLS0tO3bsyM7ONplMu3fvfvXVV5OSkmbOnLlkyZIPP/ywrKxs1apVeF2VSnXy5Mnbb7/dORoNDAw88sgjbDb79ddfT09Pt1qt58+fJ07ldHMX5xayWKy//e1vOTk5PB5Pq9W+//7777333pQpU+wL79mz59FHH83Pz+/v73/00UdffPFFBoOxadOmrKysK1eubNy48a233vrXv/5FlC8qKlq4cOGLL75Io9H279//zjvvJCUlrV692s0f1C+//IIQuuGGG4grEomEzWbj153pdLqLFy/efffdDtfr6uq6urruv/9+hNCSJUt27tzZ0dFBxHuEEIVCmTx58s8//+ymMQB4RC6COouLi8MXDWg0Grlc3t/fL5fLe3rkFouczday2To+v5vN1thsNJ2Oo1Ryu7s5ej3XamVGR0fj8RXneCivfzFVrzEc+/zEvx94h0RdiKkgiPAs8AMDAwihhoaGM2fOPP300/hkHovFevDBB0+dOnXgwIGZM2fGx8enp6eXlJQQMbW8vBzv5Dm/7bfffqtUKrdv3453tqhUKtGZc38X57dKTU0ljvPkcrkbNmw4duxYZWWlfeHFixcvXLgQIRQXF/enP/3pjTfeWLduHf7+EyZMWLhw4TfffINhGDH9w+fzH3vsMfxz9Nq1a0+dOrV//373MRU/Sd4h0TyPxyNOmHcglUptNtuYMWMcrhcVFXG53JtuugkhdPPNN+/atauoqGjDhg32ZeLj48+ePWvfYABCDj9ogZgo0ev18t90dcn1ehmbrWWxtBKJjM2+jBBmMHA1Gk5/P1ev55hMLB6Phw8R4xMxVszs7mbX0mq1DAYD/4XVqnRXLki337mru6OX3INATAVBhG8IwY+cO3fuHEJIpVKVlPw+lsLhcC5duoR/v3Tp0u3bt7e2tuJBrqSkJC0tzeVkZF1d3ahRo1yOXnq8i7Pz588fOXKkq6vLaDRiGKbVavv6+uwLTJs2jfgeP4Pa/tajR482m81qtZqY0M3IyLAfmJo9e3Ztba1MJnNzzgwe3hwWK9pstqHCnkqlQgg5zBPrdLrKysqCggL8QFM+n5+bm1tWVrZu3Tr70+L4fL7VatVqtRFzVgyIPGw2OyEhgThq12w2E73Y3l65RiNjMAY5HJ1AIB8z5hcazaLXc/R67sWLtLNnO0aN4sooTXyKVzsORtm4X3zxcVZWbmryRKPW+PK9b54u8msUB2IqCKKrV6+i33qr+HbJI0eOOMSJsWPH4t/k5+f/+9//Li4u3rhx46VLl1paWh577DGXb6vVaoc6udPjXRwUFxdv37591qxZGRkZfD6fQqHIZDLztUlZiIVX6LfPB85XrFYrccVh+xA+Q6zRaNzE1OjoaISQWq22P6dPo9Hg153hUdOhnRUVFQaDQa/Xf/jhh/gVm82mVCp//PHHP/7xj0Qxo9GIEGIwGEM1BkQYlUrV399Po9Hi4+PdT0OqVCqHD3YsFstxWDUU6HT6mDFjiIEZ/HRhoiOrVPbR6Wo2WysQqBctot166x0DA97vEUgyGuU2m+2T//v68xe/8b+pEFNBEFVWViKEZsyYgX4LG1u3brWfNbTHZrPnzZt35MiR9evXl5SUMBiMgoIClyWFQuHFixdd/sjjXRzs27dv9uzZO3fuJK589NFH3lR0wyEfKf7SYVmyA7w73tnZScTUnp4eo9E41JphiUSCEFIqlfYXi4uLGQxGY2NjY+PvaxTpdHpxcbF9TFWpVDweD2LqdaKqqqqxsZFKpdpsNiaTWVBQkJiYOFThAwcOOOxYy8zMxNeihxX8dGHiQyqGYUqlUi6XX758uaysTKvViMVj09LSvHw3o864ffXr8mZVQNoGMRUES0VFRXFx8YwZMyZPnowQmjVr1rvvvltaWnrfffcNVWXJkiWHDx8+fvx4WVnZnDlzhhqczMzMPHXq1JkzZ5x/2725iz21Wp2dnU28vHDhgkwm83ND7dmzZw0GA/Hpvrq6Oj4+fqiONW727NlUKrWyspKYGMbXVQ61kTQ+Pl4oFLa3txNXOjs7Gxoa7rrrrgceeMC+5K5duw4cOKBQKIgGtLW1TZkyhezDgZGkvr6+sbExOzt7xowZRqOxtLS0rKxs9erV9ru/HKSkpKSnpxMv3ZQMHxQKRSQSiUSilJQU/IO42Wz2sDD4WrfffsfpQ2d3/PebVovVc2m3IKaCgKmsrGQwGETOh7q6upSUlH/+85/4TydNmnTzzTd//PHHFAqloKBAIBD09fWdPn2ax+MR+z0yMjLGjBnz2muvyeXyJUuWDHWj5cuXHzhw4Pnnn9+wYUNGRobZbK6rq4uNjc3MzPTmLvYmTZpUXl4+d+7c5OTk5ubmnTt3OuxOIcFsNm/dunXdunVMJvPzzz9vbm5+/PHH3VeRSCSFhYUHDx5MTk7Oy8tramr64IMPsrKyhvqsTaFQsrKyGhoaiCtFRUUIoQULHDekFxQUfPnll6WlpfgiKY1Gc+nSJZcrv0Dkqa2tjY2NxRfc4eNAn332WWNjo5uuJ4fDwRcNjGg+BVSEEDea88fbc/P/fNP7T3/yxY7vPFcYGsRUEDDbtm1DCDGZTKFQmJKS8vTTTxcUFNj/5X7mmWckEsmnn376wQcf4Ffi4+PXrVtHFKBQKEuWLNm7d29MTExWVtZQN+Jyubt27dq2bdvzzz+PX+Hz+Vu2bPHyLvY2btz41FNPPfzww3jL169ff/jwYZLP/5ulS5cODAzceeedCCEqlXrnnXfecsstHmtt3LhRr9e/8sor+EB0VlbWP/7xDzflly1btnHjRnyrjM1mKy0tTU5Odu5hp6WljR07tqioCI+px44di4qKWrRoEfnHAyOEUqnUaDT2H8uEQqFQKJRKpe6Hc/Ep1ettWTiNHoUQWvvsypWPLn/5v988c/gcufehBDwvIgDuGY3Gzs5Oq9U6atQo+yU5JMhkst7eXj6fP3bsWPulrT7dxWq1/vLLL3q9PikpyX7xETnz58+/7bbb1q9f39fX19fXl5CQ4FPGY7lc3t3dHRMT47xPxtm99947ffr0jRs3ev/+DzzwQHJy8pNPPul9FTBCdXZ2FhcXL1y4MDk5mbhYXFzc09Nz7733uqyyd+9eDMPMZrPNZhOJRFOnTnW5un7OnDnV1dXBancY0Ci1nU3SF+/a1XOpz+FHh7SfMNnu1iJAPxUMNyaTOXHixIC8lf06BdJ3iYqKck5D77/Y2NjY2Fhfa+Eb2L0s/NBDD/39739fs2aNmxXF9n788cdLly5t377d11aBkchkMiGnBd4MBgO/7hL+YY7P5xsMhpaWlurqapVKZZ/e6zrBE3LTcia+V7ez4tPq1/76nk91IaYCMBxMJlNzc7PLH40ePZrcDNbMmTPfffdd71fwTpgwYe/evd7HbBABfBqJXL58OfF9enr6wYMH6+vrp02b5ryna+/evS7f4Z577iHRyDBEoVDYPNaiv+Qv/Z+b33h4z/dvl3pZEWIqAIF0//3333jjjc7X5XL5E0884bLKmjVrnLMMeiklJcX7wt6MJ4OIgW9ixrcjE4xGo5f7TalU6tSpU7u7u3t7e51jasTETvfoTBpC6L4X16564paX7n69vvqCxyoQUwEIpKFyEMbFxfm/+gkA7+HJRvDMoISBgQH7Yyrcw/OZ4NnQrmccPpvDZz//3ZMXzrR5LOzL6TkAAABGCD6fLxKJOjo6iOFfmUw2ODhI5HzAMMxoNNqnAHOAb4CGyQIcV8jNLEi3WT18woCYCgAAkSkzM3NgYKCqqkqtVvf29lZUVLDZbGJ3jVwu37NnD37OIEKoubn5xIkTnZ2d/f39Uqm0vLy8tbU1MTHRedl8ZC/6dYNCpbB5HkbOYewXAAAiU2pqqkajqampaWpqQggJBILCwkJ8ntUZjUZraWk5f/48/pJKpU6ePPk6XPTrJ9ifCgAAkcxsNg8MDNBoNPcJMhFCGIYNDg7q9XoqlSoUCn3NRgQQxFQAAAAgUGA+FQAAAAgMiKkAAABAYEBMBQAAAAIDYioAAAAQGBBTAQAAgMD4f1qBpUd5SECeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7c8e6e3ab910>"
      ]
     },
     "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 0x7c8e6e3ab8b0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7c8e6e3ab910>"
      ]
     },
     "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": "3.9.21"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "01eaac9701a84a1f9c0324816de46fcd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
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      }
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