{
 "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": "685348d38bd84cd6ad08ee774a3d9890",
       "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 0x7d7e86510f40>"
      ]
     },
     "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": "42552191b13d4174b168303baf2470ff",
       "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 0x7d7e86510f40>"
      ]
     },
     "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": "25563d0218924b70ae25b7911388d932",
       "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 0x7d7e86510f40>"
      ]
     },
     "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": "9244f1154ed34e72b3513d6de6938143",
       "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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Ly69cuRIMBqdL0UopGFMXRCAQGBsbu292/2N9TpFeAoyzt9cxMGxetWLqNIHpFGcoXAHG5qPTFA9T79J1mk5MU0IocbRabXp6eizBJ4FIy6+xsZFl2fLycrPZTNJoeTyeRDK+I3J8WxYAwuEwSf0VCoUSiaSyshIAMjMzCwoK+vv78/Ly4s99tNHR0dOnT9fX108ZKUOhUF9fX2VlZVdXFwCo1equrq7pYqrf7yc3lUgkgUDgsbfesWNHS0vL1atXDQZDVVVVbm6ux+OJb44Tdru9oaFBr9crlUqWZSORCAnDACCXy8kxAoGAoqhwOIwx9ckVDofv3L0/4AzLGZfFAgDg9XqHzO5najfM9lJkSPX5NQ/HEtJ0Gtv1jgTWFiEUS7VNLNK3ScZELRYLRVHp6RNn02m12s7OzthTh8NB2nA6nS6+Mcrn81mWnfmtrVbryZMna2trp8vIvXfvnlQq9Xg8Ho8HAGQyWU9Pz9atWyenPUej0d7e3oKCAgAwGo2tra2xyDcdo9FoNBppmr579+6pU6e+9a1vyeXyoaGhCYe1t7evWLGC/Hzsdvt0He9LCE4qWhAajcbF15TqRQqFQqFQCIVChUqjUimk08z0eoT4xfQJlUIeDNFMJJK4+iKE5oXjOIZhSJ8taWyR8mAwSAoDgcClS5fKy8tJxHK73c3NzSQZqrCw0OVyDQwMAEB/f7/X6yXRy2QyMQxDhoHJeDCJtfHnAgDDMOR25L6k3Gq1fvrppxs2bMjPzycHTE686urqWrNmzTMP7N69Wy6Xd3d3x94Ry7IMw5DGLsuyJCtqxYoVYrG4sbExFBrfd3JoaKij40vf8lmWtdlsACAWiwsLC6PRKMuy+fn5Doejt7eXHOPz+chdSBud47i2trZE/TqSCNupC2UsKi/SeMh0bwCQqfUzX+0h3sZC/f9q6plQmKZT2xzurBlPdUUILSi73f7hhx+Sx2+//TYAvP7662Kx2Gw2NzY2isXiYDC4cuVKMisGALxeb0dHR01NDUVRCoVi27ZtZ86ckUqloVCovr6e9P1KJJKdO3eeP39eLBYHAoGysjKS4ht/LgAcPXqUhKUzZ84AwO7duwsKCrq6umiabmpqampqInc8ePAgSS0mrFarw+EoLi6OfxclJSVdXV1kNlFLS0tLS4tAIFAqlXl5efX19aTrVSgU7t+/v6mp6Z133pHL5QzDKJXKTZs2xV+HZdmGhgaKomQymdfrrampIefu2rXr/Pnzzc3N5KUXXnihsrLy5MmTQ0ND0Wi0tLQ04b+XxUdNl1++FG3duvXixYvJrsW47/7mxnp95CkV43Q6RSKRi4ZVK4rKVxQ//sxJan7c+MlfbDaoHo6gnL/6uV6rrpjl6CxCaPGFw+FAICCTyR69lEQkEvH7/XK5XPDlqQEsy3q93snlSccwDHlf03UCBwIBhmEm19zn81EUFRsuZVmWrMf06M7kpQL7fhdK24BzZ1Wxz+cTCASbNm1y+wNROjQ4OBjrMJm5yd2/ZNXfxFUWIbRQRCKRRqN57NpMAoFArVZPDpw8Hm/K8qQTCoVqtfoRgVAmk01Zc4VCEQuoAMDj8VQq1fIIqIAxdYEMO4MiAa8gS8/n82UyGVB8kUi0ZnW5SqUaGhoaHBwkM9VmaHJMxdWUEEIoBaXcd5/loW3QWZWrBYC8vLysrKyRMWt2RjoAqNVqtVrtdrsHBgbEYnFGRsZMcuJrCvU/P9sdX5Km09iwnYoQQilmucXUc+fOkQfbt29PYjU+H3CtzdMAQDQaVSgUw7fv58St9kAiq8fjGRoaEgqFGRkZj553laeTRVhuxBXM1owfJuDzFXKpy+PTqHA1JYQQShXLLaYmN5TGtA+4nludFYlEeDwej8czj9kqnyqZcIxKpSLLfo6MjAgEgkdHVtL9++I6Y6yENFUxpiKEUOrA8dQFQfp+w+GwSCQK0nQwSOs0qimPVCqVRUVFOp1uZGSkr69vugVKNhXqm3u+NKRKVv1NfNURQgjN1XJrp6aCjkHXaqOGooCmabFYPDJqe+wyv0qlUqlU+nw+i8XC4/HS09Pj8+IAQCMVnf6TRSURHlybU5GjBgC9VtN5v3cB3wZCCKFZwnZq4sUGUx/EVOsMV3tQKBSFhYVpaWljY2Pxbdame6N/93GHn44cudz7zX+/fqnbBjidBiGEUg+2UxOvbcC5sywTAGialsvlI6O27RtnsTY3Wc6QtFkpihplpG99cMvhH19i2+mnv/eb1p88l1eaJg2GQnSYEYuWybwuhBBa6rCdmnjtg67K3PF2Ko/Pd7q9GfqJG/Y+FmmzZmRkfHi9LxZQCQ8dPd5u7u7uVilkOEsVIYRSB8bUBHP4wz46kqeTAUA4HLa7vPNZlVcul6tUUyQ38Xg8g8FgzDLYnNj9ixBCqQJjaoJ9PuBcm6eFB4Opw5axHEPGfC54cG2ORvalVc0UIn6NgWcymXDlB4QQSikYUxOsbcBVlacBADKRZmTMnj2/3WMqctQ/f6VKKx8PqwIK/vJp6eo8nVKpxOk0CM2TPxiyWO3x/3A8Bc0H5iglWNuA8y/qS2D2Sb+PsKU47ejr64+1jdi9gfOdlnwJbTKZAFcoRGje/v23n7q8fh5FxUpYNvqdr+03pM/lqzDDMDRNKxRfWomFbPjIMEx6ejqfz5/uXL/f73a7NRoN2egt/nSbzcYwjFarnW5ZGJZlg8GgRCKJv34kEnE6nSzL6nS6R69QHwgEBAJB/Cr/wWAwGo1SFCUQCMTT7Prs8XjIfjJqtTp+7/QnHMbUBIslKIXDYbcvMP+ASlTkaCpyNACw+UenzAFQKpUAwOfxlAq5y+PVqJQJuQtCTxpvIKiSS+NDgtvrDwRnvXnU0NDQxYsXXS4XABw+fDgWw3w+X0NDQzQaFYlEfr9/3759ev0U0bqjo+P69es6nc7hcNTU1JSXl5Nyh8Nx+vRphmGkUqnb7X711VcnhNVgMHjy5Em73c6y7N69e/Pzx6cYdHZ2Xr58WSqV8vn8QCBQV1dH9l6dzO12v/vuu0aj8fnnn48Vnj592uFwCIXCSCTCcVxubm51dbVGoyGvulyuxsZGp9Op1WojkQhN01u2bCksLJztD21ZWm4x9ciRI7HHhw4dWuS73x315mplMhEfAEKhkMPjn2fH72TPVmQPMA//w5NZqhhTEUouhUKxefNmPp9//Pjx+PLm5maVSvXss89SFHX9+vXz58+/+OKLE851uVxXrlw5cOBAZmamxWI5duxYfn6+UqmMRqOnTp0qKioiO5kzDDO5mcvn86uqqtLT0z/66KP4co1G8/LLL5MMx9u3b589e9ZkMk3ZSu7q6jIajWaz2efzxbew165dW1VVBQB+v//atWsff/zxSy+9pFKpaJo+fvy40Wjcv38/2cfN6XSOjo7O+Ue3zCy3mLr4cTRebDAVAGiaHrM711U8ldhbPFeZ+39/+HnsKen+LTHlJvYuCC0zHEAkEpminGNZjgOOiyvhItEoM+lgHo/Hn76HU6PRaDQah8MxodxisWzatImiKAAoKSlpbW31eDxkoe/u7m4StPr6+tLS0jIzMwHAYDBotdre3t7Vq1f39fUxDFNdXU0uFWv7xp8rEommbIBmZWXFHufl5TU1NQWDwQmd0uTN3r17d/v27UKhsKur6+mnn558Kblcvm3bNqvV2tbWVldX19nZSVFUXV1dLEJrtVqtduJ0waGhoebmZo/Hw+fzi4qKamtrAcDlcl2+fHlsbIzjOJPJVF9f7/F4zp8/b7fbOY4zGAy1tbWkkjdu3AAAh8PR19enUCjq6uqys7On++GnlOUWU5Or7UHSbzQaBYBRm3M+E2mmtDZfN+aPmp2+LK0CANK06lt3v0jsLRBafkat9k/ONE0uHzZbhXw+xI2nhiORY59dVMplE44sKymora6c7X2FQmE4PD6/nOya7HK5VCqV2+2+evXqmjVreDyey+WKdasCgEajIX3IVqtVp9M1Njb29vZKpdLKysqKigoAiD93JnXo7e1VqVSTAyoADA4OchxnNBoZhrly5cqUMRUAKIrKy8vr7+8HALPZnJ2d/YiBYeLs2bObN28uKipiGMZutwNAOBw+duxYeXk5abWbzWYA4PF41dXVGRkZLMu2tLRcuHBh3759AODz+bq7u3ft2lVfX3/r1q3GxsbXXnttJm826TCmJlLbgOvbWwoAIBwO+0NhrVopnLTH/fxtLVCdujXyem0p4ObkCM2MIV3/xjcOTC7/8a+OyiXiCeOpL+7eVpiXk5D7FhUVtbe3Z2RkiESilpYWiqJIczk7O/vQoUPkvpFIJD6HiIxiAgBN08PDwxs3btyxY4fVaj1+/Lharc7Ly4s/97FGRkauXbu2Z8+eKV/t7OwsLS2lKMpkMl24cGF4eDgnZ+o3LpVKyZcDmqbVavVj78txnN/vZxhGKBQaDAYA6OnpkUgk69atIwcYjUYAUCgUUqnUarUGg0GtVnvnzp3YFUwmU25uLgCUl5dfuXIlGAw+ek/MFIExNWEC4eiQM1CaqQQAmqZd3sBjl86fm+0r9L9rt5KYqpTLwkyEDofFItFjT0QITWDQawdGRuFhMxVEQqFGnbAEBdLya2xsZFm2vLzcbDaTNFoejyeRSMgx8W1ZAAiHwyT1VygUSiSSyspKAMjMzCwoKOjv78/Ly4s/99FGR0dPnz5dX18/ZaQMhUJ9fX2VlZVdXV0AoFaru7q6poupfr+f3FQikUy3fVa8HTt2tLS0XL161WAwVFVV5ebmejye+OY4YbfbGxoa9Hq9UqlkWTYSiZAwDACxfUQEAgFFUeFwGGPqk6VtwFmVNz6oQNO0w+1dZ8pbiBvteMrwd8e6Iywn4FHwIE3JOL+VJRB6Mh36s+dYlvtSEQWPGDedLdK3ScZEyQre6ekT5wJotdrOzs7YU4fDQdpwOp0uvjHK5/NZlp35ra1W68mTJ2tra6fLyL13755UKvV4PB6PBwBkMllPT8/WrVtFk76gR6PR3t7egoICADAaja2trbHINx2j0Wg0Gmmavnv37qlTp771rW/J5fKhoaEJh7W3t69YsYL8fOx2e3w7dYnCSUUJE5+gFA6HbU7PArVTxWLxxjz5Z3fGE+2w+xehOaMois/nfenfnAIqx3EMw5A+W9LYIuXBYJAUBgKBS5culZeXk4jldrubm5s5jgOAwsJCl8s1MDAAAP39/V6vl0Qvk8nEMExfXx8A+P3+vr4+EmvjzwUAhmHI7ch9SbnVav300083bNiQn59PDuA4bkKdu7q61qxZ88wDu3fvlsvl3d3dsXfEsizDMKSxy7IsyYpasWKFWCxubGwMhcYnIAwNDXV0dMRfmWVZm80GAGKxuLCwMBqNsiybn5/vcDh6e8d3qPT5fOQupI3OcVxbW9scfvKpBtupCdM26Hylenxy2JjNoVDIpNPMlZ4nsVhcnSP97I5lT7kBANK0arPV/tizEEILx263f/jhh+Tx22+/DQCvv/66WCw2m82NjY1isTgYDK5cuZLMigEAr9fb0dFRU1NDUZRCodi2bduZM2ekUmkoFKqvryd9vxKJZOfOnefPnxeLxYFAoKysjKT4xp8LAEePHiVh6cyZMwCwe/fugoKCrq4umqabmpqamsYzsw4ePEhSiwmr1epwOIqLi+PfRUlJSVdXV1lZGQC0tLS0tLQIBAKlUpmXl1dfX0+6XoVC4f79+5uamt555x25XM4wjFKp3LRpU/x1WJZtaGigKEomk3m93pqaGnLurl27zp8/39zcTF564YUXKisrT548OTQ0FI1GS0tLE/57WXzU5C8vS9fWrVsvXryYrLuv/ZfP/vjXdTq5CABO/KFRptLUb1y3QPe62Xn/lfe/+NMPdwPAmN157sqNrz63c4HuhRCaj3A4HAgEZDLZ5D7VeJFIxO/3y+VywZcTG1mW9Xq9k8uTjmEY8r6m6wQOBAIMw0yuuc/noygqNlzKsixZj+nRnclLRWr9kpauAUdAIRaQgDIxBZgAACAASURBVBoOh12+YElJ8WPPmrM0tXxFpqKlx76hUI+r/iKUykQi0aOjKSEQCKbMp+XxeDPJs118QqHw0RWbsMhizIRZPTweb8rdt5YoHE9NjAmDqQ6PNzsjMasSTkksFm8xKc/cGQUAHo+nUSkcLs/C3Q4hhNBMYExNjPikX7vDxefzlYqpv6MlhEQiqc6RPExT0qjtLmyqIoRQki23mHrugUW+b3w7dXh0bEEbqQAgkUh0IlYq5N8d9cKD6TQLekeEEEKPtdzGU7dv3774N2U57tawe40xFlNtBbmJWYRlOnw+n8fj7Xgq/bPboysylXpcoRAhhFLAcmunJkVsfzfCPGbLNy74cs8SiWRroZp0/+JGqgghlAowpiZAfMevPxikaSZdP3GXhoQTi8UlOpHZHRzz0gqZNBKNhujw409DCCG0YDCmJkB8glL/kNmQrluEm0okklAo9EyZ4bM7FsCmKkIIpQCMqQnw+YBr7YN26uCIxZCe4P3dpiSVSoPB4K5VmWdujwKmKSGEUArAmDpfY146EmWzNeMbJgxbrMasxVjOXiwWh8Ph2pK05i/sTJTFVX8RQijpMKbOV/uAs/JBxy8TiTjd3qyMBVk6fzKxWEzT9K6yzDN3RtO0GpsT26kIIZRMGFPnKz5ByTxm16rk4oVZOn+yB0OqmZ/dGcXxVIQQSjqMqfP1+aBr7YOJNMOWMa1KsdgxdVXmZ7dHKQAddv8iNCfhKNva57S4Q8muCFryltuaD4svPul30DyWo1fzEreh8aNJJBKbzWYQCdbkqpu/sJPF9PXaVFxuG6GU1drv/OvftgeZKB2O7ioz/PTlNXO+FMMwNE1PWCOe4ziHw8EwTHp6Op/Pn+5cv9/vdrs1Gs2Epec5jrPZbAzDaLVasmPaZCzLBoNBiUQSf/1IJOJ0OlmW1el0j97yJRAICASC+IX+g8FgNBqlKEogEEzXSPB4PGQ/GbV68T70Uh/G1Hm5M+IpzlCIBON/T8OWsfVlhYt2d9JOBQAyo+a5AmynIjQ7n/c7v3Xkmj8UIU8/aR8GHvXTl1bP9jpDQ0MXL150uVwAcPjw4VgM8/l8DQ0N0WhUJBL5/f59+/bp9VPMC+jo6Lh+/bpOp3M4HDU1NeXl5aTc4XCcPn2aYRipVOp2u1999dUJYTUYDJ48edJut7Msu3fv3vz88S2cOzs7L1++LJVK+Xx+IBCoq6sje69O5na73333XaPR+Pzzz8cKT58+7XA4hEJhJBLhOC43N7e6ulqjGe+Qc7lcjY2NTqdTq9VGIhGaprds2VJYuHgffalsucXUI0eOxB4fOnRooW8Xv4LSyKg1XadZtI5fACC7EkYikV1lmS//25VD61a13b67aHdHaBn4lxN3YgEVACIs13hntMfmL0yTz+o6CoVi8+bNfD7/+PHj8eXNzc0qlerZZ5+lKOr69evnz59/8cUXJ5zrcrmuXLly4MCBzMxMi8Vy7Nix/Px8pVIZjUZPnTpVVFREdjJnGGZyM5fP51dVVaWnp3/00Ufx5RqN5uWXXyZ7qN2+ffvs2bMmk2nKVnJXV5fRaDSbzT6fL76FvXbt2qqqKgDw+/3Xrl37+OOPX3rpJZVKRdP08ePHjUbj/v37yUeQ0+kcHR2d1Y9rGVtuMXUR4mi8zwecNYXj3zqHR2169eINphIk9TdHK1dJhPYwDzdSRWhKkSjnCk6x0NjkQo6CO0MulWTiZ6NUyJeLp/3A1Gg0Go3G4XBMKLdYLJs2baIoCgBKSkpaW1s9Ho9KpfJ6vd3d3SRo9fX1paWlZWZmAoDBYNBqtb29vatXr+7r62MYprq6mlwq1vaNP1ckEk3ZAM3Kyoo9zsvLa2pqCgaDEzqlAYDjuLt3727fvl0oFHZ1dT399NOTLyWXy7dt22a1Wtva2urq6jo7OymKqquri0VorVar1U5cOW5oaKi5udnj8fD5/KKiotraWgBwuVyXL18eGxvjOM5kMtXX13s8nvPnz9vtdo7jDAZDbW0tqeSNGzcAwOFw9PX1KRSKurq67OwFX/A1IZZbTF1kbQOuP982/gc9Mmo16FQz2Xw4gcjKD3K5fFdZZtMXLjnHBUO0VLKocR2h1Hd7xP3td1onl3tDzIQST4D550/v8ChqQvlL64z/ec/K2d5XKBSGw+Nhm6ZpAHC5XCqVyu12X716dc2aNTwez+VyxbpVAUCj0ZA+ZKvVqtPpGhsbe3t7pVJpZWVlRUUFAMSfO5M69Pb2qlSqyQEVAAYHBzmOMxqNDMNcuXJlypgKABRF5eXl9ff3A4DZbM7Ozn7EwDBx9uzZzZs3FxUVMQxjt9sBIBwOHzt2rLy8nLTazWYzAPB4vOrq6oyMDJZlW1paLly4sG/fPgDw+Xzd3d27du2qr6+/detWY2Pja6+9NpM3m3QYU+fOG4qMeUNF6eN/qSOjttLcjEVup0okEp/PBwDPlGX+549vHV6htjnduYuy6ARCS8iaXE3rP+2cXO4PR3b8twuxjF+pkP/fX67cU2FI1H2Liora29szMjJEIlFLSwtFUZFIBACys7MPHTpEgmIkEonPISKjmABA0/Tw8PDGjRt37NhhtVqPHz+uVqvz8vLiz32skZGRa9eu7dmzZ8pXOzs7S0tLKYoymUwXLlwYHh7OyZl6Ty2pVEq+HNA0rVY/PhGS4zi/388wjFAoNBgMANDT0yORSNatW0cOMBqNAKBQKKRSqdVqDQaDWq32zp07sSuYTKbc3FwAKC8vv3LlSjAYnC5FK6VgTJ27+IzfMbtTp1FFI5FFbqeS1F8AKM9R2300T6q1OVwYUxGaIblI8Me/qvuL99vuW7wCPu9vny1NYEAFANLya2xsZFm2vLzcbDaTr908Hk8ikZBj4tuyABAOh0nqr1AolEgklZWVAJCZmVlQUNDf35+Xlxd/7qONjo6ePn26vr5+ykgZCoX6+voqKyu7uroAQK1Wd3V1TRdT/X4/ualEIgkEAo+99Y4dO1paWq5evWowGKqqqnJzcz0eT3xznLDb7Q0NDXq9XqlUsiwbiURIGAYAuXx8SFsgEFAUFQ6HMaYuc833R2Vhz4nGywAwMmoLBIMBr8+Yl69RKRetDmQ8lTzeWZZ5z8VIKVz5AaFZUEgEb/+n9RwHk7p7E4D0bZIxUYvFQlFUenr6hGO0Wm1nZ2fsqcPhIG04nU4X3xjl8/ksy8781lar9eTJk7W1tdNl5N67d08qlXo8Ho/HAwAymaynp2fr1q2TGwbRaLS3t7egoAAAjEZja2trLPJNx2g0Go1Gmqbv3r176tSpb33rW3K5fGhoaMJh7e3tK1asID8fu90e305donBS0dxduDMUcgy1d91r77rX2dNrsdv/1NvXdK1jMetAUZRYLCYzanaVZbYOBzFNCaE5mGdA5TiOYRjSZ0saW6Q8GAySwkAgcOnSpfLychKx3G53c3Mzx3EAUFhY6HK5BgYGAKC/v9/r9ZLoZTKZGIbp6+sDAL/f39fXR2Jt/LkAwDAMuR25Lym3Wq2ffvrphg0b8vPzyQGx42O6urrWrFnzzAO7d++Wy+Xd3d2xd8SyLMMwpLHLsizJilqxYoVYLG5sbCQfOwAwNDTU0fGlzz2WZUn/mVgsLiwsjEajLMvm5+c7HI7e3l5yDBm04jiOtNE5jmtra5vX7yA1YDt1LjoG3Z+0D993soVpQrVCBAA2u1urUgaCocmpDQuNzFKVSCRbS9IPv9O6QeJf5AoghOx2+4cffkgev/322wDw+uuvi8Vis9nc2NgoFouDweDKlSvJrBgA8Hq9HR0dNTU1FEUpFIpt27adOXNGKpWGQqH6+nrS9yuRSHbu3Hn+/HmxWBwIBMrKykiKb/y5AHD06FESls6cOQMAu3fvLigo6Orqomm6qampqamJ3PHgwYMktZiwWq0Oh6O4uDj+XZSUlHR1dZWVlQFAS0tLS0uLQCBQKpV5eXn19fWk61UoFO7fv7+pqemdd96Ry+UMwyiVyk2bNsVfh2XZhoYGiqJkMpnX662pqSHn7tq16/z5883NzeSlF154obKy8uTJk0NDQ9FotLS0NOG/l8VHTf7ysnRt3br14sWLC32Xpnujb/32psMXBgAxn3s+J5wlDI2M2TL1miAdXlf+1HM7Ni90HeJZrVaWZcn/llf/97Uxu31tkeEbGwsrcnBBJYSSLxwOBwIBmUz26GSLSCTi9/vlcjmZ9BnDsqzX651cnnQMw5D3NV0ncCAQYBhmcs19Ph9FUbHhUpZlyXpMj+5MXipS65eU+joG3W99cNPhf5AcH6VODIv2pPnlEjFZymvxqySRSMisuKZ7o+1DTl+Ivdc68odO+8++XrmleJF2yEEITUckEs0kdVEgEEyZT8vj8WaSZ7v4hELhoys2YZHFmAmzeng8HlmbYnnA8dTZ+aR9OBZQiVCUuusRioRClmWTsuglmaJKgr3vwYowTj/95rttt4YxXwkhhBYPxtQECDMME4n4g6FAKBRlo4t8d4FAwHHc79uGJgR7ZyB8rG1kkSuDEEJPsuXW93vu3DnyYPv27Qtx/YNrc37fNuwKPIxeMgFvhSJSUVoYCgY1Wm3dhrlvajFnEokkEvEs/n0RQgjFW24xdYFCaUxFjvrnr1S9+V6b0x8GALVU+N//bNXA7egzm9cFAoHppksvNIlEsnsl/8SfxuKDvVoqOlCVnPoghNCTCft+Z21Lcdr/+9U1MiH/8JaCdw9vKFLx0nQamqYXeVXCeGKxuFAj+PkrVVr5eCqEUsz/1atVqzD1FyGEFhHG1LlQS0WlBuU/PVe2Kkdtd7r1WnU4HF7kVQnjkTSlLcVpR19f//rmAgq4H+zI2lSESb8IIbSollvf7+IYdgVzNOMrT1odrqL8HJoOJbGdGtucvCJHU5Gj+bRjiAnhyg8IIbTYsJ06F2ZXMOtBTE2FdipFUfHLcJv0svsWb7IqgxBCT6xktlOj0ajX653JhF+yZ1B8iUAgmHI7wMUx4g4ZNVIAYFnW5fUppBKhUJiUBR9iSFOVxPXiTPXgoJXjuORWCSGEnjTJiam3b9/u7Oy02+0sy8rl8m9+85uPPv7SpUs9PT3xJQaD4cCBAwtZx0cxu4LrTToAsDndaVp1chOUCDKkSr6d5OllI8NSu9Odppu4sxJCCKGFk5yY6na75XK5yWTq7u6O3zjwEdRq9Y4dO2JPk9jRCgAj7lC2WgIPOn5TIaaKxWKXa3zVJJNe/sco34YxFSGEFldyYmpsEwOz2TzDmCoQCOI3VUiu2Hiq1eFK12lomp5uZctFE0tTAoB8ncwRpmwOFxTlJ7dWCCH0RJljjhLHcX6/f1Yb5CbE4t9xsijL2f3hDKUYUiNBiRCJRJFIhPx88vWyUV8EN1JFCKFFNot2Ksuyzc3NTU1NHR0dFouFLBmfnp6+Zs2aTZs21dbWLuhOPS6X69e//nU4HJbJZMXFxdXV1cnaGMjsDmWpJeSxzelK02r6XI6k9/3CgyFVuVwuFwskQt7AGMZUhBBaVDOKqSzLHj9+/OjRo1arVa/XP/XUU9XV1XK53O/3OxyOtra2M2fOaLXar371qy+//PJChDqFQlFWVqbT6aLR6ODg4M2bNy0Wy4EDBybvA7N169YJJQnfUXXEFczWSAHAFwgK+HyRUMCybCpsbSgWi2maJrsSmvQKJ0MHgiGZVJLseiGE0JNiRpHg+9//fn9//3PPPffss8+aTKbJBwwNDZ05c+ajjz46ceLEe++9l+A6Amze/HCX74qKipaWls8///z+/fsrVqyYcOQi7Ekei6k2hytNp0mFjl/iS0OqelmECVkdrvwcQ3JrhRBCT44ZxdTdu3fv2LFDKpVOd4DRaHz99ddfe+21kydPJq5u06qoqPj8888tFsvkmLoIYn2/ZCJNKBSSSFKiLSiRSGKpv/l6+aDZa3e6MaYihNCimVGOUm1t7UyaYkKh8IUXXph3lR6Pz+dD8vKVRtzBbLUUAOxOl16b5NXz401op7rCPKsD9yRHCKHFM6OY2tTUdPDgwV/+8pd9fX0LXJ9x4XB4wsJJ8b744gsA0Ol0i1OZCcyuUJZGAg8m0qRO3y+PxxMIBGRuUr5eZvWzNifGVIQQWjwz6vstLi7OzMx877333nvvvbKysr179+7cuZPkwsyN0+m0WCwA4Pf7I5FIZ2cnAOh0utgM1N/85jc6nY6slGS322/cuFFUVKRUKlmWHRwcbGtrk8vlK1eunHMF5oO0U6Ms6/H6tWql3TqaIu1UiFuh0KSXD7lDTrcXVyhECKFFM6OYunLlyn/7t3/r6+traGg4c+bMT3/605/97Gd1dXV79+5du3btHD6yh4eH45OJzp8/DwDl5eVTruogEAjGxsZI25TIycmpq6tLViQj7VS7w63XqQEgddqp8CD1FwB0chEdYVVqtdXhytBrk10vhBB6IlAcx83qBJZlW1paGhoaLl++zDCMwWDYs2fP3r17DYaFzYUJBAI+n4/jOJVKNV221NatWxc67zfIRNf+1886/2X3ne5e86i9tnpNT09PUlKlpuTxeFwuV15eHgDs/Z8X/6xYUFOa9VSxKdn1QgihJ8KsZ1XyeLyNGzdu3LjR6/V+9tlnp06dOnLkyNtvv/3888//3d/93UJUkZDJZElf/w/iBlNTbSINEZ+mZNLLgxTgkCpCCC2aua9UoFQqDx48WF5e/qtf/aq1tbW3tzeB1UpZsaRfm8NdlG9MnYk0hEgkYhiG4ziXx8e4He3uiLt3zO3xAwAbZWtrKjUqZbLriL4kEAiMjY3Fl3Acl5WVlVJ/VwihGZpjTHU6nWfOnGloaOjp6eHxeNXV1S+99FJia5aaHq6e73SlazU2mzXVPvtIU7Wppc3lMHs4KZ+xRLkoAPiDQeBRX9m5JdkVRNAx6P6kfRgADq7NyZVz9+/fVyofftfxer06nS7V/q4QQjMxu5gaiUSam5sbGhquXr0ajUZzcnIOHz68d+/e9PT0BapfqiG7vHl9AbFIKBIJw+HwYzdUX2QkpvL5/AwpzxIQSYQiuVQq4PMpoHiYAJwCmu6NvvXbmw5fGAA+aR/52dcrMzMzI5EIGUSgadpgMKjV6mRXEyE0FzONqffv329oaPjss8/cbrdEInnmmWf27dtXWVm5oJVLQWZXsDJPa3e59Ro1AKTOgg8xZCV9AFAJI64wT6wQ0WFGIOUnu14IAKBj0P3WBzcd/vH9DZ1++s132371tbKotY+maYVCEQqFSktLk1tJhNCczSim/uEPf/jRj34EAOXl5W+88UZ9fX0qpAtN6dy5c+TB9u3bF+L6I+7QXrXE6rCl6zQcx0UikWRtjzMdsVjsdrsBQM5n/RFKJBGHw2E5rqSfGj5pH44FVMIZCP/xnnuTjPb5fNFoVK1Wx/cDI4SWlhnFVJlM9sorr+zbt49M0khlCxRKY8h4avcdV0lBbgo2UuHLqb8aIRemJOGQW4tdiSnsvZZ+T5k+XxClnM41a9bEyuOHXSty8FeI0BIwo5haU1MzeQ+1KTEMk2rttsQacYWyNZKrTvfGteWpNpGG4PP5FEUxDBMI0go+46Apgc+vlMv8wWCUjSa7dk+6g2tzft827Ao8bKoqxYIf7Su2M7yPW9z37bw9/u5dqwy7ygzNX4xNGHbdUpyWvIojhGZkRjH1z//8z+vr6/fv3/+I9QhDoVBDQ8MHH3zwwQcfJK56qcUTZPh8SsKnvP6ARqUcGxtLzeRMqVS6fvUKHp83cj+skqqVomCpKU8sFtVtWPP4k9FCqshR//yVqm+/00ozUQBQivn/z1eK9q4rAoDXqo29gyNXh4Inbpq//147RQETHd8lggy7Hv32+oocTTJrjxB6nBnF1FdfffUXv/jFr3/96y1btqxbt27FihV6vV4ulweDQbvdfvfu3ba2tqamJplM9t3vfneha5xEJOmXbPEGAOFwWKFQJLtSU5BIJDweb/8ztU55X5/Nv7lUmZOZjqsppYgtxWkCHny1Jj/K0M+u0NauLiTlQqHQZMyCSN83a9f+8NM7Ry5/acK3MxA+1jaCMRWhFDejmLpt27ZNmzadPn3697///dmzZycfUFBQ8MYbb+zdu/cRe6wuA2Z3MEstjcVUmqb1en2yKzUFiUTi8XgAIF8vu3DX+mcr9WarHWNqijj1J0ttSfpbtdmhUCg7Ozv+JZFIJBQK/X5/suqGEJqnmc6lEYlEX/nKV77yla9YLJabN29aLBafz6dQKDIzM1evXp2VlbWgtUwRZGFCsiohpOREGiK2kn6+Tt7v8BvSSzu6upNdKTTu/WsDX63K8Pv9ubm5k1/V6XQOh2PysKtaKjpQlbOI1UQIzcWs11EyGAwLvVx+yiILE9qcQyUmYyQS4fF4PN6MNqBdZBKJhKZpjuPy9bJ+e0CvVXu8fiYSEQrmvhQlSgiLJ9Rl9pTVZ0wZUAFArVYPDQ2Vlxl//krVm++1Of1hAJAI+b96tWoVpv4ilPJSMSSkrPh2amom/caMr6bEowxqybAzmJWZZh61JbtSCP5Pc8+zJUqTyfSIY0hTdUtx2tHX1x/eUvBcRVZxunxTESb9IrQEYMNlFoZdQa2E5xUJRUKh3+dLzY5fgnT/SqXSfJ2s3xHIStebrfa8nCe0gyFFhMPhD64PHf/+Vqfbe7Glncd/+I02focDrVY7NDSk1+srcjQkKenpH/3R5qPTFKn794YQIjCmzoLZHRSx4fTUHkwlYis/mPTyPrt/i1Hfdvtusiv1RItEIr+79KeV2ZostfTYmaarN2/HL24Vv8MBmaAVv+XRc6uzTtw0/6dNpmRUHCE0C9j3OwsjrhA/EtBrU3Sl33ixVX/z9LIBe8CQrrNYHcmu1JOL47i7d+9eNsPXqnMBgM/ny6UStUIR+6eQyuJ3OCDdv7Gn+1ZnnbxpTkK9EUKztNzaqUeOHIk9PnToUAKvbPeFVVKBy+0uyc+FlI+pD1N/9fKOwWGRUKiQSR1uj06dWrvoPCE6OztzC0su/PbcL76xdibHa7XaO3fuxGbarDfp+u3+MS+doUzdPzmEEMw2pgaDQa/Xm5GRMaHc6/WGQqFU2PEtsXE03njSr8O1saoCAFI8R0kgEABAJBIx6WV99gAAZGXozWN2jKmL7+7duyUlJe9cHfxa9ZeWy6bD4f7hUUO6TqWYuDwZRVEajcbpdGq1WlLy3OrsEzdHXt9csEiVRgjNyez6fpubm//hH/5hcvnHH3/8X/7Lf0lQlVKU2RU0qCU+f1CjUqR4I5UgQ6qk7xcADOl6i9We7Eo9ce7fv28ymYRC4fvXB7+2/uH8GZ8/YLE6SkxGm8MViU6xDrNGo3G5XLGn2P2L0JKQmPFUMlkzIZdKWSPukFZMkdUeUryRSpCYKhcJJCKe3RfGmLr4enp6cnJyxGLx5wNOlURYnDG+kmXn/d5AkNaqlV5/QCGXDQxbJu9wIJfLI5EI6cAHgHX52mFn0OIJLfZ7QAjNxkz7fv1+P8dxoVCIZVmfzxf/ksvlam1tndwhvMyYXUGFgFsSCUqERCIhvymS+rsuX+sPBOkwIxYt542DUkd/f396ejrZafj9a4MkO8nt9X106twztdX9wxY+b3yj+M4v+tO06m01VROuoNVqnU5nbIkV0lT99hbs/kUodc00pr744ouxZUj37Nkz4VUej/fNb34zkfVKPcOuUJ6YTtcZACAcDqfmjjTxJBKJzWYDALKa0rp8LWmq5uMs1YU3NDQU212c4+DDG4P/+tLqzu6+6zc7v/r8M3KppLKsNHbwM1vXv/PRKfWkrch1Ol1XV1cspj63Ovu/nriNMRWhVDbTmPqd73wnHA53d3d//vnnL7/8cqycoiiZTLZmzZr8/PyFqWGqMLuDBboQaaeGQiGNJtV3CIlNUc3TyQccfngwpIoxdaGNjIzIZLLYX8j71we+tj6v8XIrB9w3D078PgoAYpHo6dUrL7fe3Pz06vhyHo+nUCg8Ho9KpQKAqjyNxU2TjRwW4V0ghOZgFu1UALh///6KFSviY+qTY8QVYqWe9KUzngoPZtSY9LLz96wAkJWRduNWZ7IrtcyNjo4KhUKdThcreffawGa1NytzZVnxtE3MtatW/Ob3p1aVFmpUX9o9UKfT2Ww2ElPhweIP39lauECVRwjN0+wSi0pKSp7MgAoAZncwQykWCgTRaJTjOMFSWI+erPyQr5f320k7FVd+WFg2m43juPhJZZ+1fTFqc72xf8sjAiqxY9P6xubrEwoVCgVN0wzDkKckpia2zgihBJpdTI1Go8FpxBIUlyWzO5SuEOofbEW+JBqp8KD7l4ynAoBQIFAp5HaXO9n1Wp6cTidN0/G7Nl263vHe1b43nllFFvJ9tOzMNKVcfrenf0I5yVQij9fkamw+etgZTGC1EUIJNLvG1vnz53/wgx9M+VJFRcUvf/nLBNQoJZndQa2YvyRW+o0nFov9fr/BIApHWB8dUYgFhgy9Zcyu1+CuYQlDFsQPM2Eyyt7W1cdG2c3Vqxsvt5YU5F41Mz//dt7jrwIAADs2rfv/3ju2ovBLqQlarbanpyeWV/9cRdaJW+b/qxa7fxFKRbOLqSUlJd/73vfiS2w224ULFyQSycGDBxNasdQy4gophdEU34p8sliaEmmqrspWZWXoh83WVaX4iZwwTS1tze23BDxKKpWCZQwAXB7vlfY/vfX6V68Nh3Y8lSkT8Wd4KT6fv+Xp1Rda2uo2PJxXIxQKJRKJ1+slWcT7Vmf/0ye3MKYilJpmF1Pz8vLy8iZ+6f7Od77zxhtvuN0p0aN47tw58mD79u0JvOyIKyihImkP+n5jOSMpTigUchwXiUTIkOqqbFVWur71Zley67WEBQKBsbGx+BK73c4DzpA+3o60u9yRSHRb9brMNN37n7R8b1vRrK6/emXxe59+RvbojRWS7l8SU1cb1c4AM+gI5Opk8343cnX/AAAAIABJREFUCKEES8DiRxKJZP/+/e+99978LzV/2x9I7GWHnX4pRNRKBXx5E67UR1J/Y0OqGpUyRNMhOpzsei1V4XD4/v37lgeGhoaGh4dj/RZDljHgIF2nBYAhZ7Df7t9cPOu9xOs3rjt75UZ8iUql8vv90QdLGJLu33m/FYRQ4iVmQUGhUBi/NdXy02f15ejGJwUuob5feJimNJ76C7jw75x0DLp/+OmdH356Z9BPZWZmikQihUIhk8kcDofBYCBJ4EPmMY1KSRLZ4MG01DncKzNNl6bT3L7XE18Yn6mEa/8ilLISEFP7+/vff//9wsLlPMAz4gqY0lSwpJJ+ifGYqpP1OwKkBGPqbDXdGz30zrUjl3uPXO795r9ft4AmFApxHDc8PKzX68lUVH8gSPEohezhagwfXB/8atyi+bNSv3HduSs3uLiS+B1Vy3PU3hBDOh4QQillduOply5d+slPfhJfQibSSCSSn/70pwmtWGoZ9YaLs5fSag8xUqnUbreb0nV9tvGP4Kx0/XVc+WHGOgbdb31w0+Ef7y13+ul/+OTuP9dpg2NjUqlUpVLZ/M5AkA6FaJlU4vH5AcAfDN4coyty1Onz2O60ftPTZ5tbd2x6mjwViUQCgSAQCJAFhPetzj55c+R724vn/f4QQok0u5iakZGxbdu2+BKJRJKVlbV9+3a1etlOz4hEOR/DFmfpYal1/MKD8dRitdTqC0WinIBPkek0ya7XkvFJ+3AsoBLOQLjNLqgEt16vN5lMufmmKBu98ad7NZXl/e7odUuYk4LfLf7u1jk2UomykoLb93stVrshXU9KSFOVxNTnKrL+9ncdGFMRSjWzi6mlpaWlpaWPP255GXEHVQJuCe3yFo+iKJFIRNN0vk7e7/AXpSsEfL5GrZyQWYpm5cSfxsbSJJukgjqlEgAKcnMy0nSsyvDrKzcdvjAAUBQj2znflbZ2bHr61IUr39j/LHmq0WiGh4dzcnIoiirLVgXD0V6bvyBt4n7mCKEkmst4qtVqff/993/84x//8Ic//OUvf9na2prwaqWU7hGnRsITCgSwBNupEFv1N00W3/1rxiHVmTm4Nkcj+9K3KLVU9Fd1RpMx63gfVfbPp7/3H5//pvkLJ0/z1gfjARUAOI598922W8OuqS45UzqNKi87s/3O/YclcaOqmKmEUAqadUw9ceLE1772tV/84hfnzp1rbW19//33/+qv/upv/uZvAoFlmzFxz+zMVIzvObq0JtIQ46v+6uT9Dkz9nbWKHPXPX6nSysfDqloq/NWrVRuyBH+9e9Xv/nxT6z89s8WkGPTz/v73nZO7iI+1jczz7lvXV15t+xMTiZCnGo3G5RqP0zijBqEUNLuYev/+/Z/85Cdr1649evToZ5999umnn/7hD3948803b9y48bOf/WyBqph0/VZPtkYKACzLsiy7JFbPj0dSf/P0soEHmaJZGXozDqnO2JbitL95piRbLTm8peDdwxuqsuV8Pp8MAchEfAPP+4O9JV+rnsu0mZnYsfnpxsvjXUFSqRQAgsEgAKzMUoUj0R6rf4HuixCag9nF1KamJr1e/+Mf/7igYHyTDalU+vLLL3/jG9+ILWC0/Aw5AvnpSliaHb/wIKaa9PK+B1NU1UpFOMwEl/W2B4l1x+z9i/qSf3qubFWOOrah6fhL93rKSgun7CI+UJUz/1uXmHKDND1kHl+8KX6i6nOrs0/cnG9TGKWU2EzoW8MpsTIdmq3ZxVSGYQoKCoRC4YTy0tLS2HZUy8+ojy42aGEJJigRQqEwGo3maiXxMxox+3dWGm6Z91ZkkcdutzuW5d75Rd/KIhM1TRfxqpzEJMPv2PR0Y/N4UxWHVJexCTOhL3Xbkl0jNGuz68asqqo6ceJEbDnvmBs3bqxbty6hFZujI0eOxB4fOnRo/hdkmIiT5ooNS2z1/AkkEkm6jDfgiIup6TqL1VGQm53EWi0VzV/Yy7JUGpkQAEKhEI/Hi321unOvd+O6CvJ4S3Ha0dfXkzHUA1U5iQqoAKBSyEsL8lpvdT5d8RQ8GFXVaDQrMpVRjuse8xVnKB57EZTiJs+EfvPdtqPfXl+Rg/n5S8nsYur69et37tz5l3/5l4cOHVq5cqVEIrFYLCdOnGhpafnXf/3XcHj8r0EoFFIUtQC1fbyExNF4NqfLx/CyNFIACIfDCsWS/PCSSqVhOpSllgw5g0atFACyMtJa2m4nu15Lw8mb5n2rp2ikOj3eYIjOzni4om9FjmaBPgE3ri3/3x8cX1VSKJWIdTqdxWLRaDTwYJfyt3aWLMRN0WKacib0sbYRjKlLy+xi6rlz5z766CMA+Md//McJL7366quxx7/4xS9Wr149/8qlgiGriwVQS4UAQNO0Xq9Pdo3mQiwWx1b9JTEVU39nruGW+W+fHZ+W7fF4Ylszdd7ve6rEtDh1cLq9Ah7/5+/87qliEwDYbLb2rv76LU/vW539vf9zA2PqkkO23eXxH46+9Qws26kTT5TZxdSioqLDhw8/9jCDwTDX+qSce8P2DMV4R9+S7vt1uVxk1d/NAADA5/H0WvWY3Zmh1ya5cqntyhf2lVlKrUwEAKFQiKKo2N/A7fs9rx3YszjVaGppu9s/EAyG3H6vRCxmGMbf0ycQCb+ycwsd4d76oF0rEx1cm1ORuA5ntKCaWtqu3rwtlz6cmOd2iDjQxPfvJSrNDS2m2cVUk8lkMpkWpiYpqs/qyVLLAIBhGD6fz+MlZiefRTa+kn6avN/2cOoFaapiTH20k7fM+x5kJ8Vn/PYOjmRlpEnEi5Szxufz5VJJpk7bN2zJ1Os5jmPCDI+imu6NWn2hT9qGAeCT9pGffb1yy+x3l0OLj/xC1Q/Gkk4Mi8Nc5M11iv/oCjv9YUh0mhtaNEsyQiymIUcgP00OSzbpl+DxeAKBIEcl6v9SmhJ2/z5efMZvfEy9fb93VUnBIleGz+fr1CqHy0NRFJ/Pv28NvvXBzWB4fF9VktUyz8Wb0CLr9vL/R5esRBnZqfes1AmOvr7+8JaCbLXkH3av3FSEX4+WnjkuXxAKhRwOB8uysRKxWPz/s3fe4W1cV9q/6HXQO1jA3quq1aslW5KLHDuxN7E/OU5x2yjZbL5N4mTtfN5smlM2itM2VuLYjtziKkuyLKtbXexF7CRAEh0YDOqgfX8MBUFgEUiCaLy/h48ecDDAHEoU3rnnnvMeqVSaoKjSBRRzegGtTMgBmZz4JWAymQoyJbqdRikVn29uT2FI6c/5AUupHBFx6AAAn88XDocJFy2Pz6c3WnZuWp38kIR8pGdQKxLwaDTahTGv1XVTMSCsasksPhqlewOh7bSuEiTP6QLgeplbkYzbqoP9qRnJrDX1+PHjf/rTn3Q6XczxmpqaF198MUFRpQtmG+oDdJWACbJCU6WUUGQyOQCAh3ACgaDb42WzMsxtMWlMl/hNZnXSZAQ8rt2BUSiUsD8MQGoK7CGzpUWLvts8CgAgtr3bTP6XtLLtapyN6cRS2cioXiS4YSSyq071Xwe7/nt3TerihcyR2WnqtWvXnn322aKioqefflokEkU3zBCV/VmG2Wp3BslKfmY30hAwmUyv186mU81On4Q7cXNApH8L82AdxNQcbB3/5rcmKn5RFM3JySEed/QO7Nq8NpmRBINBt8dHAiQAAI1KMZitPISzVEnpwigObyByGqxqSU9O9Rj2vjExYuHd5rFqFc9m8z0g0dIDFDQQCIVCTAZ93GSuLi0kzucyqEs1whPXTBvKsi35l/XMTlPPnz8vEAhefPHFjPORnxsmq93uDWfNOtXr9eaL2cMWd5SmivQmK9TUKbkwYCm5nvjFcTwUChG/9mMGE5vFEvCSeoO1fmUDIAEKmUJ8290/LBbyd21emaMa/tkZM1HVgjCpsKolDZls5nBl2Pa/X6wxDbN6BrRFeWqxgA8A6B8ZlYpv/NvtqlV90DoGNTXjmJ2m+ny+nJycRSKoAACLDTW5yEo+KxwO+/3+zK1RAgDQ6fRAIJAvYg9ZXEvyJ2p9lVLxOej8MA3Rid9oq4fOvqHKYk2SgxHwkLu3rot8u7S2/PSlFolIdFuB4w858qPX7BcHrUs1IljVkoZMNnNw44FPe+zf2LjUhmKP3Hdn5PibH30amUK/q0713XfaXri/LtnhQubH7Op+V6xYMTAw4HItilEY/kDA6sQZNDKbTsn0RSoBg8FQ8ekjFlj6GxdTbqaGw+Hu/uGKpGtqDMTHrt5kEQqFKmbwmZ2Vz91d3aS1pTYqyKxo6eqtq7jJrOP+Oze9deh4OBwGANCp5A1lso879CmKDjJHZqepNTU1995773/8x3+0t7e7XC48ijTx0D9+nfm/lclqp7KRyGZqRi9SCZhMppJLjW6nIZPJEhHfaIafxbFcHLQWSbli7kTiNxgMEnPWOnsHK5PeQjMlDZWlTZ09fD7f6XQGg8GGPMGozWPE4KyhtGN3o5p8s1crse3d0tVXV1Ecc/IDOza/cfAY8XhXrfIDOCMh05i1N+Hf//53AMDjjz8e81Sa1P1u3LgxUW9lttpDNI5KQAGZv5lKwGKx5BzPkPmmNINSKhk3mWUS6PxwE9NV/Hb0Dq5f0ZC6uG5QrMk5c6UFc7qJ6W8SiWR7teJwu/7h2/JTHRrkBoNm167fnnnhgbrnD3ZFmzkEMVN1aeFkDxmZWFhZUnDi/NUNKxt31ame/kfTbx9Mi983SJwkzJtQLpcnIp40wmxDcTJNyWcAAHAcZ7PZqY5ovjCZTDEjHD2dBgCglIn7h0djclCQg63jh/dOVPba7Xai4tdiQwPBoFwiSmloNyCWqivqKkZGRiQSyfZq5b5Pe6Gmpg8nrpme+6Bj6Cc7AAClcm70zKK/v3NputLxmrKiT85e6uobqijWEDMSdl4f4QBJf6A34bRYbKgzKIoU/QqFGb+SYzAYTFIAD4ScvgCXMfFPr5CKz15uTW1g6cbFQWuhlENUR/v9/mAwSNTldfYNVhanReKXoK6iZN/Lb61dVkehUNxu96oi8df+fhnzBhDmHL1cIAlk/9mhkz3G49/eQHwbPbNoSDcu4CEzlI5vWb3stfc/lomFu+pU/7w6CjU1g4DehNNistpQX5iY8pYduV/CrzhfzI5O/yIcdjAUcnu8KQws3ZhuAnlHz2BVaRppKgCgsarsase1yKDy7dXKw+1wBy71/Of7HSNW11/3LJ/y2cnVSZMhNla3VSk+7Tb6g6GZT4akD3FpKoZhKIoCAPx+PzoNWVYMbHc4EQ573OFT8ZmBQICwV011UAmAyWTm8BnDMelfqXgcVv9GMaWm9g3r8tUKGjW9loD1lSXNnb3ElHIAwPYqxWFYKZpqHn7pYqGE85+7qqZ81oZimMudp7rFZhmVQrlr69p/Hj6xq075QQu8T8oY4vqAeOSRRywWy8mTJ0+dOvXss89OeU6a1CglCrPVLhEJxno9KgErO4p+CZhMpgKhRrfTgOsdNUXQ+QEAAMDlYVueiC1DGACAQCDg9/sjFb9puOvMZjFzlbJrAyPEUnVzhexrr1wOBMNUCvQsTBLRpoNVKt6Gn594/p7qdaXTejXEs0glUMulmlzl+KD9g5ax3Y3wv2dmEJemfuUrX/F6vQCAsrKyvXv3TnmORJJVzeZmGyoR8sftNqWAhaH2LEj8EjCZTAWHMmS5ufRXJjl7pSVVIaUbH7WO33l9+8putxOmmy63x2xD89XpOBi4vrL0+Lkrd21ePTY2JhKJtlcpD3eM76xVpTquRUG06eDbV0cxr//kv2/IE01bzxgMhTp7B5/40n1xvn9jVZnBfG7feZsLD3Do6ZUjgUxJXP9Id9wxMXg5JycnYnma3Vhsdrk6R8ihU8mk7NhMJWAymVIWODkcs04V6U3WVIWUbhxsG3//qYmBMw6HQ6FQgBR5J8WJTCyk02gWFAMAeDye7dWKw+1QU5NBjOmgw4ML2XTUgwMwraY2d/bUV5bO6ip3rL/tz5cOvnlx+P+sKZpXuJCkAGuUpsZktfvJDFUWGT4QMBgMCTM8fHPul0QiySUiaKgEALgybMsRsuQ8JgAgEAhEeqg6egaqrvubpyHRu6pEl2qqI1oUTDYdJGbtzfCSKX0ebslTdzb+7WT3rOODpAKoqVPgw/2434/6gDIr3PNjyBUjZqcvppIQLlUJpvT41Y4bBDwE4aRvg3JBrsqGOshUutVqpZJJG8pkn3QZUh0UJJa+IZ1SJuawWbN94aZKpdVPPXD41EJEBUksUFOnwGKzi4WCMdSTfetUQJT+ChjDU5UppSqk9CF6MzWiqZ29Q5Wpm5YaJw1VZc2dPXw+Hy5Vk8buRrWAfdMnw8yz9pq7euorZpf4jXB3g/oaRrvU2jW3l0OSRrZteu/fvz/yeM+ePXN7E6JAqdvsVQqYOI7TaDQSKXuqKBkMhppPH7a4i2U3Ws6h8wMA4OqITSVgKW5O/AaCwYGR0W3rVqQ6ultQXVr4h1ffaawqsZjN26vznn2/4xdwpMkCU6Pmf35Zzv6zQ3ggBK6bDk43a89osQWDIaVMPLdr7apT/ezwtbJhXVfPkEh4Y3p5KBhat7JewEPm9raQhJNtmjpnHY3GbLXLpeLxfltdriDLEr+AKP3lUodvLv1FOOxwOOx0e7izT0xlDQdbx3dMsUhNF9P8W1JfWdIzNMpnUuikUF2u4GyfeXVxVlXjpxuBUPgvpwffeXJVtOngdCfH30IzJcs0ohGrG1fTTl+9nKuURYyCXR4PIJPu2rJmzu8MSSzx5n7/+te/PvPMMx6PZ/JTb7zxxne+8x232z35qQyFWKeO2j1qASv7NJXFYkmZIMb2AcD0781WDxHf/I7ewaoM0dRoTyVo/pAE9h5o+vUXGmrUgmd2Vj6zs3IGQfXh+KB2vLxoXlbMu+pUzaagWiG1oy4+l0t8cVlschZl0bKAuDTVaDTu379/6dKlRPN7DNu2bWtpaXnnnXcSHVtSsaHY+x+f/vDY2Q+PnW3u7L3Q1DFocHAogSzbTAUAUCgUFY8+ZHbGHF/kmto0YlfwmUo+EwAQDAa9Xi+HwzFabGQSSSISpDq6uKDTaXlKWUtnT3d3dxXff7BldGhoaHBwkGguhySWo50GXyAUpxNvc2dvfeV8DUN21SqvGAJUCkUi5OuNi/e/apoTl6aePXuWTqffeeedUz7L5/M3bdqUkJGlKeTUhaZzre3N3T2X27scLmfLtT47Huru6s6+dSoAIEymXR2xP/dBZ9soGjmokkvGDOYURpUqWrTocx90PvNue2PexJiETEz8ElQU5p1vanO5XKhBK2aA0126vr4+nw8OVU08ew80//oL9XGePM/EL0FdrsCJh7AABeGyg6GQC3p0pyVxaerIyIhGo5lhuVZWVjY4OJi4qFIAhULhsJh8LpdOo/E4HAoT4ZJDZFJWGT4QnOox/PLMGOYN7D87+PBLl870TeioXCIymBddO82pHsOev13cf3awYwx96+oo8bcRSfyms9XDlGjyciQiYZBEDYfDawuQy/qAQqGIzACAJIrvvdP2/R0VcRobdfUNFeapGXTa/K+7REEfcDMAACIBz2pHb3k+JPnEpamhUGjmwlcymRwKZcnkBB/uZ9DpjgCZSwmGw+FQKERNM9v0+UA4v9jdAeJbm8v39GtNbaN24tvFlv6d8MFxTrTto2786deaWrRWj8fD5XKvDYwU56szbnbCuhVLhsZNfr9/uYp+TutZPMMZk8bFQWuf0fnQirwZznG73UPXOXn+sgRhJSQJ3yAl97oYDqfLHwjg/oDRYnN5PMFQcJ5vC0kgcWmqTCYbGRkJBALTnTAwMCCVTusZnVkIeFwBH3H6AYcaCgaDWbaZOrPzy2IbUDPl38YL71y82jX44bGz7xw5aTBa7Q4sVeHNjYrSojAgBUKA5kM5DKrOGU51RGkHke2P2fuIn28caP7NrbK+OI739vbq9fqunn6f1+N1OxOShH9wy1IGnaHIK6wrL1lWU8FmMFfW12xY2TDPt4UkkLg0dfny5S6X67333pvyWYvFcvjw4RUr0r2BL06oFAqZRCLWqX6/nxhGvUhQysTji772wWSz9enGLnd0afWGzsHBUxczb7rAmmUNOpMNRdFtVXJo/hBDJNsfs/cRJz893P3wbflK/i1azgQCgVwup9PpY2Z7RVE+jUZLSBJewEMeXFWEsZQ7N6/+l3u2lRblLa0p4yOwOTWNiEtTS0pK1q5du2/fvtdffz3mVqutre0b3/hGKBR66KGHFibCJBEMBt0en8PpIr4srgA17MP9eJZtps7s/LLYcr+T/zbopHA5xyfi88MhIBMJMrRRYUltpQV1CYTClTlMqKnRxGT7Y/Y+bsk1A/Zpl/HxDXF52Ws0GhvqsGMupUTo9XoTlYTfVaf6oGUisbSstgI6K92S6J4O4uv9j08vXP4p3p3C73//+9/+9rf37dv3l7/8paSkhMfj4Tg+PDxsMBg4HM7zzz+vVMZVU562rF/ZAEiAQp7YPDvf7GpUSRorlVmW+61R8/c91PD0P5psLhxMcn7hsFlkMglzuhFu+nrbJhDib+Prr1xxegMAADaVtJZvVnLJAAAUc2rUiswtrdy0ZkUwGFTxaV5/YNDsKpBwUh1RWjDd3keNOq52qXiyvhF4PJ7R7syViwcGBhgMhtlsRlGUTqfTaDQajUan02f12eJ2u41GIwCAAgAIBY5d6S4UMZRKpQ/3G8xWuUQU/1stNk5daDrf2sFh3cg4LqhRRryayuFw9u3b9+GHHx4+fLirq8vv95NIJJVK9bnPfe4LX/iCXH6LmfXpj4CH3L11XeTbP3SeuXtdDc1jyrJ1KgBgTbHk5UeXHfis/2Sfbc+awlVFN1ntEFuqi0RTAQBriiW76pTXxrHGPKHEb9INDFOpfJfHy2IwMq46KZqltRV//sd7jffdsSrXcLhD//h6OCZsvvz+ZP/GUmm5knfrU6+jt2K5fJpEqayoqGAwGH6/H8dxt9tNPCB8Twl9jflzck0osUGLIAgAYLmc/H7L2M7coEgkWlFfdaG5464taxP5o2YXkZ6OyBESIC1c/mkWFa0UCuXuu+++++67AQBer5dOp0f8sdKHSJvsxo0b5/M+Y3aPSsDSo9lm+EBQoxYU3FGmON3bb3LFPEWkf0sLclMSWErQ231Pby7ZWCb74JMzw8EgjUYzWu18hHvrV6YxVAqloljTNzK2sUT4P5+NQk0l2N2ofqdp1O6+sVSlkMnn+i2f9VtWFc3kxDuOel/+bOjcdzfHf62Wrl6FiFeQpwiFQiLR1OtIv99P6Kvf749ord/vp1AoxEI2orJsNlsmkxFVk0VSygufmUMkjqIS1KgV55vajRabTCyMP7ZFhd/v93q9VBIJAOAPBGhUqsfjmaHkdp7MsUskbSt35imlBHgg5PQFEDrJRKGk4X1DQmAymQ1y2quHb0wEs6HY6QvNLq93YGTUgbnAorHnbtHZ63LqAABut9sfCNkdGOZ0Ixy2w+nK6EaFhqrS946efuiurd/7aEjv8BKzARY5NWp+mZzbNuZw+wJgYu+jkUYh/+poz68/6dm7pXQ6Zf3GgabffGEW5bXhcPj42Qv/54F7OKyZEl3EOpWY0RsNMcIhRmtxHNdqtVo/+y9dYY8/9ME17Izu0m8frF9eV3mxpXPnptXxh5dYInnpCOFwWKlU3lImiM8cMuXGZ+xCfOYEAgEH5nQ63R4fLkA4TDotjTS1u7v76NGj165dwzCMyWSq1eqVK1du3rw5o7NkkyGmvGWfK2E0VCpVzKII2LSucUeFkgeidh10emOYFAaLw5571OZh0SkiDh0AUFWcSyKTLHZMxOfnqxUAgFA4vH5Fpk534SNcsYA3Mm7cVCp6+0L/k1urUh1R6tmz/9LDqzR5IlaM6/1rX1l5cdD66096fv1Jzze3lN5WJAYAtGjRd5tHAQBsBqVYyl1eMIs9y09PnS3U5At4c8x2UKlUKpU6WWuHHOB/T5owfKI/iqixevnLyxyYy2JHxYLUmHtE56UJMAwTiUS31NSF3ul0e7ydfYNd/SN4IMjnMMQCHolEItb6C7csnIWm/u53vztw4AAAgMFgIAhiMpk6OzuPHj164MCBn//852LxHGcYpSHjdq9SwPR6vWm7HE8ILBZrXbHwWJeR0NTIroOD66JTaSwmY0F3HdKEZp29PkcAAAiHw6Rw6IGdW//61sH77tiYzhPI46e+qvRCU8fu5TX/9V4z1NTP/+n819cXbiyTAQAmFyUtLxARyvqrT3p+9UnPlgrJH04NTVQIk0ivfHl5/Bfq7OzEfMHG6vLExT5Bs50WEVQCosbqC/WVF5s779hwW8KvGA9E41AgECAWIT6fL87GoYXb6ewZHOnqHzZb7ZXFBaWFuS6vJxwMuL0+n89HoVDIVOrC5Z/i1dSDBw8eOHBg2bJljz32WHl5OZERNZvN77///ssvv/yjH/3oN7/5zQKFmHyIdarP58tuTWUwGLflg9+eHntqU3H0cSaD4fX5WMxsK86aklatvTZXAK77EY6M6oUCXnYIqg3FrrR0d/UN4f5An8X30luHJTzOYkjmT8ld+858/86KFYW3uPVfXiD6x1dWvnZB+8P32wLB6+oVDhPLwXjKg7u7u6Vy5dWekTxV4is3p8ucFefnnLvabndgqfrH1Wg07e3tHo/H7/fTaLTS0tmNXtebrBQKmUGn+f2BcHgml5KZ08V6k6Wzb6i7b6goP6ehoiRPrQAAVBTns5gMo8Fot9vZUhGdTpcrFAuXf4pXU1955ZW6urpf/OIX0fuLEonk0UcflUqlP/vZzzo6OqqqsuRGeMzuVQmYOI4Tpq/ZCpPJLBWF+k1O1OPns26YkbKZDKd7iqF+WUmLDt27pQQAYLfbRSLR6Svt1Rllmj8DRGKNBMDF1o48hvpIl7uAiWV9Mn9Ktvwnn918AAAgAElEQVTy5C8fqK/NiTc12mvEbggqACDulpuenp7CwsLPrrbP3zF/SibXWHHolHV5TAAAsat6+9rUeO8wmUy32x0Oh4nyZiRuGwrcH+gb0qnkEh+Ouz1ezOX+7Eqbw+USC/hiIU8iFIgFfB5yoxNsynSxPxjMz5F39w0zGPTKYs36FQ2UKJ0iejquXbum1WpZLFZtbW384c2BuDR1dHRUp9Pt3bt3yoKdHTt2vPTSS+fPn88aTR23e6pz+Djuzdb9VKKmwOfzmc3mFbns1093bi3hRTbt6XS6y2JLbYRJo1Vnr80RAAAwDFMolbpx450pSqAlnEhibWBktFwAWmz8UrI765P5k1n1k09ffnR5sWwBC7mJxZPVZhUIBN0jxvNX21fWV+UqZQlfNcb0l3MYVLWAWaFE+vv7izWa883tDswVrUDJwWAwoChaW1vb29sLAMjJyTGZTPG41Y4ZzTbUUZyfSyaR2CwmAIDNYtaVl6xaUmOxoxabo6N30GJHPR6fWMgXC3hiId/p9rIY9Ei6GHO6PR68patXJZfs2LxaOM1fuNFoFAqFTqczFAotqKCCODV1aGgIAFBbWzvls2QyubKykjgnOxhDPVsr5X4/lq2aGqkp0Ov1FXzJ8WumApLR5wu7PT4SIAEAcNxvd2Aeny9zq17joc/oVAlYbDrFbrcLBIKOnsGq0ixZpEYj5COBgE3rUV8MCYe7XPnlaM0007MjVTm7G9XTnZPOTI6/4UdHD/7rGpXgFlaCMUxeDkbbjU3m1IWmk5euCniIzmzFXO5gMHSutW2BUgJEf3mkxurVCyNHBz331qh6enqqivMvtnRuWbMs4RedDqfTqdPpxGIxkezVarWhUKiwsFCn0xH/p2Z47Ucnzrk9XoTDcbrckYNEpb1IwBMJeCWaiYP+QMBiQy12h8WGjozp9SarzY6xWUzM5eay2QiHvbyu8rbG6uku5HA4vF5vXl6eUJiMdqO4NNXpdNJotCkHkhMIhUKdTpe4qFLMuN0r4VDo3uwUVBBVU4AgyAoh909NRsWGnGX5GiaLSThJUSlUlUzC53Ezt+o1Hlq09rrrm6kCgeDTi213b83C3nkhn3dx2AZIoWte7jWdv+2lS799sH5NsSTmtFM9hr1vTPj2vds8NuU56UxM/P/zhfrH/nbp/Pc2C9mz/o88s93YZOx2Ox/hCnk8AIDFiuapFW6Pd+FSAjVqQSQL/ePdNaXPHPpc47aKigqtVnv+avvKxmoue3b3EHMgFAqNjo4Gg8Hi4uLI5K7IuisnJ6evr4/JZE5ZkmJ3YG8dOr5xZeOqxuqTF5oi7nVgmkp7GpWqkIoVUjEAwIG5guEgh8Xy+XC5REQikRzO2Cb7aLxer9FoLC4uBgDQaAkYt3dL4tJUogd5hhMoFAqO4zOckFmMoR4xkxwIZ3ORDlFTQKfTKaFAPp9sJglqopykpGIBiURaXleZ2iAXmhadvS5HEA6HMQwj05gIl53pVg9TovdQLvmUwdDER3ykASN6d3DCCNeFz3BOOjM5/i/974W3n7xtDoJKELMcnEFQh4aGuFwuhWLxeH1WuwPhsqnJ7S184f66f3uz5bcPNuTm5i6tKX//yKef27F1QXNsVqtVr9er1eqY4t5o0SouLu7q6iotLY3Rjo7ewavt1/7l7m1EFWS0e138UCkUanz3DX19fdXV0y5hF4J4a5RCodCFCxeme9ZgMEz3VMbh8gVCYUAN+6lZXfTL4/EQBLFarRiG3ZaPnB9xboz6xZNLRG3X+lMXXZJo0aH3NeYQFb/tPQPVpYWpjiiREGMhSIDUbON6gzdVQtjc+Ldeb1lWIGLRKCw6hUmlnOo1z8cIN+VMNvIFJHCoVb8kb+5GuNHLwekYGhp2uH3DY8ZRgwlhs7lstpCf7MrbXXWqt67oTvaY1pdKVy6pa+sd6r7Wo1YpF6K/0ev1jo6Oslisyspb33CXlpb29PRUVFREjhw9c5FCJn/p3u1zDiDyWx05MoMxS19fH7FCTSbxaiqO49/+9rdnOKGmpiYR8aSYFi3618+GaGRy2yi6pCBLJsJOh0ajsdvtKIrevazm39/p/u6dN371pWKhaRGUKREFSlrtCIfLHdKNb1+/MtURJZLIWIjeax7gjJ3cqRIwq1V8jz/owYPeQNDlWyhbmYwjHnMfl9szoB1r6eg22dCyogIBj6uUSqYrkEkCv3yg/vZfn7zyzFYAwIr6KhuKSXF8ZGQkL2+mwemzokWLvvZZL47j/7K6uEgli+clFAolPz9/YGCgsLDQ6fa8fej4ivqq8qL8+YQRM+wETG/MotVqpVJp8vsh49LUhoaGH/zgBzOfM/N2dNLYv39/5PGePXtm9dro/Zhvvjfwq/vZm9Pjh1ogEARhs9kMBqNcyff4gzqbJ0c4kU7hsJgkEsnp9iRhYyZVtI2i1So+iQQcDofF6c2yRSqIGguRX442/+VidMUNl075zrby6HzmtirFl24+Z+aqnHRjtlVFMzCDuY/Zhg5qxwa0oy63V8hl1ZYX11aWAQDe+/hU34guemMvya6WYi79q+uK/vujru/eWVFbXvznA++tqK/Cfd7Ozk6NRjPZj2m2HGkZ+s673agnCAA4MdQ6w157TJkYm80WiURnLlzuHdHfd8dGHne+Nckxw06mw2g0MhiM+Q+snQOkmRtsM4u1a9eePn16bq9t0aJ7/noxOn0kZNMzaD9pbvj9fqPRSKfT950zFko4j6zSRJ768NOzVSUFBbmq1EW3sLxyfrhbj31nU57dbj95pXPX5tVZbIZwps98owGDTv753SVLcpCYcVLR59Ao5L89uixmZlGaEx0/YeQ7t/g/PHa2ubsn2tzHaLFJhQIewmHQaQW5qsJcddDvpdPpkeSq3YFNWWuT5Gnht//q1L6HGkrlSHNnL+ZyrV1WHwqFiO1emSyuleVkQqHQJ1f7/v3DAdR74xZhus/G6GWJkMMgpPfE+atmi3Xdsto5xzBbUBR1OBy5uakZBDJHD/3JWK3W6WYvZATzHKyYodBoNIFAYDQaN5XLXjozGK2pconQYLZlsaa26NDlGiGKoh48wGYxs1hQwc0VN1zn6JJ8kdVkkEgk0fUjkXN8gdC7TbrMElRwPf5d/3PmsbWFM1cVxYnH67M7MJfbSyKTchXyiGOlwWCgUqnRu5VxLp4Wml/cX/ftN1vef2pNfWXJH157Z2V9NY1GLSwsNBqNAwMDBQUFk0fIgRkbqIhapBNDvmhBBQDY3Pjrl7QlMoRJm/j9saHYq0ev/qHF5fTf8CJ+8tWrXywNbW8s2bCyMZ7umoTg8/mMRmNJyYJ4bsTDfDXV5XJ98sknH330EZVK/d3vfpeQmCDJhMPheDyeteX5e/ZfCoXDkQYAmVjU0tWb2tgWlFat/bG1BQ7ziM7irM7GttQYIhU3LnfB6weP7d66Znx8PCcnZ8pzeozOCwOWWzr5pRtjdu+2auUzOxNQr2402wKhIMJhy6Vip8utkksIQTWZTACAeAwNkk9tDr8hT/i3z4YeWaVZVltxqbVr1ZIaAIBMJuNyuZ2dnXl5eTGOB9M1UBG1SONuYPTzm8cGJ1/rzcu6t66Mev1BoswtHAy4fEE8fJNmox4/SlPVlBUBAHJycvr7+xkMxgw9mQmhr68vnvqphWOOmhoOh5uamg4ePHjy5EmfzyeVSh944IHERpZkErgfk3HweDyHw7G5Qnasy7i1ciIfKJMIjeasLVPyBUJDFpeSFbZyuP1N3dvWpcbRLSVw2KxltRXN3QM5Et50gyK2VcmPdBgyTlOPdOi3VSnm+SZ2BzZqMKmkUhkv1iLAbDYHg0GFYr6XWDieu6uq6j+PfG5JzpLq8hdf+eeK+koiFcFms6uqqoaHhzEMU6kmkk+TG5CeeOXqI6vzR01o5zjWb8ULJJxqNW91kXjE6nZ6/ZGr8Fn01x5bTmQCiDK3gycu/O2qsc8V+7s0ZMMxbwBhUgEARUVFke6aBXIX6e3tLS4unu1yPLHMWlP1ev1HH3106NAhvV4PACguLv7GN75RV1c35Y+RQcR0efOY1Jm7vLMJLpfrdDo3lsuOd9/QVBaDQaVSMJc7OwzlYyDcHhwOx5jZVl266OZ115QVvffJaYVYoNfrNRrN5BPuqFbsfvHcD3dlWIPy4Xb98/fMqwHh2NnL2nEDH0HI5BtmAkTBkdVqxXE8Ikhpyy8fqPvWGy1//NISYqm6suFGk1x+fr7Vau3t7ZXL5Var9eWz+pgNL4fX/8GV4QeX5Ty8trRKxaNdL35eXyadzgGDRaOwaBQhk1yNeHReZnSSmEEhIyzqqp8ca8wT3lWvuqtOVVJS0tvbayQLF8JdRKfTSaVSBmMKX4Fk+pnEq6k+n+/kyZMHDx5samoikUhLly796le/+v7778tksvr6+gUKLslE9pMcDsfnluYtz7T9pDnD4/HGxsY2lRf+zyc3JXvlUpHBZM1OTdXZ63IEKIoOjRm3pch2PLXs3Lj6j/94Z8fapRiGTXZAVfJZUoTeqkPj951POad7TUvyRWz6HP0WhnTjh0+eX7ei/vEv7p5ccNRQUeB2u2NS5enJtirFW1d0RzsNW2sr9r381or6qugFj0gk4nA4bW1tY2NjLtcUVbibq9Rf2xx7LxWPA4aE5l+DmE+hQjxMAQDQSaGv1XO+df8SAMDJHtP7zWP/8XbbpnJZhYyz/1xTZIN2/u4ixALU7XbfWSlenzPFmyTZzyQuTb148eIPf/hDl8tVUFDw9a9//fbbb5dIJACAw4cPL0RMKYTYT+rp6dFoFougAgDIZDKLxUIoQSGHHhlRDgCQi0UGi7VYkwGfI7OlRYuuL+J5/S4alSoWZoxsJBAKhbx1zfK2vuGyPHxKV/FtVYojHfoM0tTD7Ybt1XMcr/bx6Qs+3P/lz++iUalgkrmPw+Gw2+25iev1XGheuL9uzc+Ot/7n7cRSNcYQjcFgVNY2vHTFcmTIS6eQ8WAo8hSfRd/dOPX/95kdMMYMZt24MV8ue0CId6FUAEA+DSu9XrW6vlS6vlT6wgN1Rzr0PznUPbniac7VoNEL0I977L9lITEL0BGre9/xvmTWn8alqUaj0eVyVVZWPvXUU9nh7TAZYlQL8Vir1dLp9HA4rFQqs3uEagQi/UtsqUY0VSoWXGm7ltrAFohWnf3hev7oqC372lLjp0ST2z88arJjEpttsr349mrFV1++8u/bylIS2xw43DH+ra2zG9sJAOgf1h0+dWHL6mVlhVNLJoZhNpstP39eTgVJhsei7d1S8q+vNYsRektX73OSGzuIVhe+79O+A5dGvro6b3fRWKsRf6mb5MTDIA5b4ykZ0o2fvNjk8XpFAj6ZTGIFnI0cAKbp0N1WpTg/YB00T1H0NAcmL0Aff+Xqo6vz8WB4wOQaMDkHzS6VgBVMbr9oXJq6dOnS++677+jRo0888YRard6+ffu2bduUSuVCB5dMIqNaAoGA0+nU6/UYholEokWiqQiC6HS6TeWy5z/siowol4lFRos1tYEtBHa33+H1s0PukXHTXVvXpzqcVLJ9/crf/f0tHosxWVOLpFwSCfQZnQs6JS1RXB62FYg5Yu4sTG7D4fDhU+fDYfD4v9w75RRLAIDT6bRYLFNuOac5xVL2f33UFQyGAaA+9Kfzv//SkkIJ57ef9h3p0D+1qbjzR9sBAG1twbV8r1zouWQAEolktg1IKOY8dbEZAHDv1vWhcCgeN3yQ0GrQyQ2QmNd/qE1/b2PO7kZ1oZRbIOFQyaS2UTSZfiZxaapCodi7d++TTz556tSpjz76aP/+/S+99FJtba3JZEoT+6T5ExnVQqFQEASh0WgKhSIlNhwpgclkBgKBWg0SPaKcQacxGQwUc2aZs3yrzl6p4OqtjsW8SI2wa9Oa05eaZDLp5Jb87dWKw+36yD1WOnOkXb+teopy3OmMBg1m29EzF7evWxnZ2ojOVBF4PB4SiVReXr6gkS8ExAIueH2sOuYLPLr/Ep9N/dbWsv/efSPRqNFoWltbNTzKXWtmPab71MXmId34uuX1mpyJxVWcHbox1aAsGiWx1aDrSqWPb7ip6nC2U4bmCeXZZ5+N91QKpbCwcNu2bTt37kQQpLW1dWxsbGRkpLe3l0KhqNXqmWfXJIH9+/c/+uijc345i8UaGxsLhUIkEikYDJaVlU1ZQpat4DgeDAZ1WCAYApH077jRwqDTxIKsurd4r3mMQwmSMOPaZfVs1qLIQ8wAn8e12rHB4ZHigvyY6n2ESfvTqYGHVmTAPuL3323/v9vLiXvBaD4+deF8a4cVRfVmC/HVr9N19A6xmPQH77pdJOBFznS5XG1tbX6/3+l0Op1Om83W29vb0NCQiZmqP54aONdviT4SDIdXKqj1iLtnUNvdNyyXipgMBoPBMJlMZDK5oGAW/dlt1/rfPHistDBv27oVc3NKyROxVxeLOXRqfa7g6rDtp7trpssTzEzQbT854PAFbtoPfmZHhYwX+08WuWJjnvCZHRVL8hfQnmgu/alSqfSRRx55+OGHW1paDh48eOLEiZMnTzY2Nv7mN79JeHyz5fjx48SDjRs3zva1xKgWm81GpVIRBFnocfDpBjGmZlO57HC7YXfjRGJELhEZzNYSTWpcvhaIVh1ax/ew6SyJKEuyLPNkw8rG37/y9uDQcFHhTZ+tNWq+xYWP2T2znemdZDrHHAiTmiuaokCdQqFwWMyI0SCKOR0Od2Vh4e2Tir0jmSo6nR4IBMxmc1VVVTZlqkxWW3O3FkTZF4OoiafRTLe4x1zuUxeb1XLpk4/cP8/WyUjFk0rA/Par53/18OrZvoPJZKpW8b57Z/n33mkPhW69HxzPlKGEMHcfJRKJVF9fX19f/81vfvPYsWNDQ0OJi2ruzEFKo9FoNA6HIxwOZ+IOyjzhcrkjIyMby8v+71ttkYMyifBC01gKo1oImrW2VUi4ujQDUppJY/f2je8cOpajVsXkZoj076Nr0tpnKh6rh1AoNGa00KgUtUIavTyNhhgq7PP5XC6XUCjM3A+ByXuWdFK4iOUh7i1IgBSxS5tyTPfkKQIOl6trcLisIO+O9bdN97c3Nx5bW7Tpgvb4lc6NS2bRDI1hmNvtzs/Pf+WNM7+8v7Z91AFuNeY2acxlxR0Dm83etWvX008/Pf+3SjkIgjCZTDqdvtgWqQAAEonE4XDCuLc6h39hYCJxJBMLjdk19G0c9ZJB2GYxVcHN1CjkElF5ccEnp8/HHN9epTjcoU9JSPFzuF2/farN1Ago5tSNG0V8RC6ZKenHYDDcbrfD4RAKhUTWKtGRJgliB1HImajYopNCu3K8YafF7fF6vD7cH3B7vQ6ny+Xx+nB/MBSKeXlkcU984XjA7fIqJeJ7bl+XWEEl+O/dNfsuWLVabZzn4zg+Pj6en5//0pnB5QWiexpyntlZ+czOynQQVJBAD/2sYcpkyCKBMCncVC77tNtI+NLRqFSEy7baHQvxfykltOrsSlaovipjWkSSxobblr748hu6MX2O6oY+LS8Q9RqcNjcuZM+ipDaZDJpdeDBUJp9a/4LBkMlqR9jsPPVMohsOh8fHx10uV21tbW9vr9frLS2ddVtOWhFxaRgYGeP7xjVcppsisdhRAIDXh3f3DXu8vmAwGAgGA4FgKBSi0qhUCoVKpVDIlCHduMlmw5xuEonk8frEAp5SJlm4T4AVhWKVkHNqyLWVYYxndk1vb29lZaXd7f+fT3ubf3j7AkU1Z6CmxjJlMmSRwOVyzWbzpnLVE69ciYwoJ5aqWaOpF/uNIoqvZvH5EcbD/Tu2/OO9I//66IPRB4n074PL07RSaYbEb1f/0IWWdhqVymIyYowGo0+zWq3j4+NKpZLwHdRqtaFQKHMXqRGIHcQPj9mauwMAADaLSVTkOZyuuvKSnZtvbGGGAQj4A4S+BkPBIycv+AN+DosVDodVMgmJRIoeDbsQ/PjemlU/Oba+gHvL2TX9/f2FhYUkEumbrzf/6vPpaOEHNRVyAzqdTiKR8vi06BHlhKaWF2VSz/sMXB401yJkmSS2HRMCAJCKRflqxQt/fLWsWBM5KMDxD5qxtNXUw+36Z++qijkYDAY/OnGOxWB852tfnKFv0uVyjY2NcTicqqob75BlmapgMOj2+EjgRlHR5LsKEgA0GpVGm5ADDptFp9OSWRKPMKlPbCx+tc35uVLfDLNrdDqdWCxmsVgfto5xGNSNZUkayDorUqmpwWAQwzAymczjxbUGQlHUbDZTqVSVSrWYV5MLCoIgGIZtrpAf6zIQ41RlYmHvkC7VcSWMbqPnuxszO623oITCpK6hYbvbyaBPJHtdHs8la74vEGJQE1B+kVgMDu846q3PvWllc21g5Nhnl+/ccBvROjll36Tf7x8fHw8Gg3l5eTFlWVn22bJ+ZQMggXjcGCLEI8MJ5/H1RWt++um/rLxtaGiImF0TcwLx4U+sYr/5ekvnj7YtaDxzJjWa2tHR0dXVZbFYQqEQh8N5+OGHb/mSU6dOdXR0kMnkUCjEYDC2bNmSlzn2mxkEgiAxI8plEpHRnCVuSh0jJiYpuLw6ZfOK0x8ajaaUimx2rKxwIjNBAqQ6Ge1wu/7u+rQbyRJTnRQG4NDxz6hUyhNf3D3DqwwGg91uVyqVcd7NZzRzmJc+BxlOCD++t+Z777Ttf2RJa2trjLGXy+Wi0+nEpPH/+3br8/dU0yhpd4dHkBpNRVGUw+FoNJq+vj4cx295fltbW0dHx4oVK+rr630+35EjRz7++OMHH3yQw5lirgJkPkweUU4hkwU8xGJHM9T5Idof58DxrnweaXh4ePE4Oc8BBoPBYwdH9Sa1YmLydr2cfrh9PA019UiH/qlNE3dIvUPaIyfP37FxVVHetLZzKIqOjo5KpdKyMlikNi1zkOGEsK5U+sqFkWPdplql8sSJE5FepkAgoNVq77zzTgDAxUHroNn10/vSNz+fGqlftWrVHXfcsXTp0jhFsbm5WSaTNTY2EhNUNmzY4Pf7Ozo6FjrOxUm0nz5xJKPnkxNOznq9Xq/XXx2xl4npfX19Pp8v1XGlNWKRgE6j9A3rrHZHOByuk1GPdBhSHVQsmDfQNoquKhIDAA6dONc/PPrUI/dPJ6gej2dgYMDhcJSXl0ul0uRGComXH99b/b132hUKRX5+PoZhXC6Xy+VaLJaI/8be15t/nZalSREyoEbJbrc7nc7KyhsdwQKBQCAQ6HS65cuXpzCwbIXoqIkeUU64KVVE1a1kEBF/HBRzmYPMhlyeQsHNJn+chYBOpzPpNIFKjjrdeoOJy2avK84/2mmIjKxPPpPNfc7pvJvKJP0jo4eOf7Z9w23F+VMPKQuHw2NjY16vV6lUstlZOAw4m5BwGV9cmf/rT3oeXV517tw5FEXdbjefzyfcE1/4+NqDy/PS3NUrTVPS0aAoCgCIKbDm8/l2uz1FEWU5RJkS0aVKHMl05weNRuP1evu142Y/PYcdylx/nCRA1Kc4nK5AKGxDHXQaVchH2CyGOGT789GW4dGU+T+cutB0rrW9ubsn8nWi3xYw9F/rH37ykfunE1Sz2dzZ2clms4uKiqCgZgR7t5S8emHER2KoVKpgMIggiFgsRhBk0Oz6sHX86bSf6JAB61Riw5VOv6nlnE6nT7kRu3bt2pgjp0+fXrjYshIKhUKn0/m0MItO/caBZhGHfm+DKqM1lfDEuTxkyeXzhfwM9sdJAtH1KRaLhcfjUajU9SvqqAzWsv/3SUtX7+lLzfWVpckf6RPj3Iu5PeM48zEV6c6Nq6Y8H8Ow8fFxHo8X3ScDyQiIYqVf3lvmcDiCwSBxE5y2DakxZICmEoTjmysLFTQhIAhytG1k3OEZbHYCAN5tHruvgGe02GTiTG3rtLt8OINfyKXARerMRNeneDyesbGxoqIJf4zGfKFIU7RWymju7HnxlbcbKsvqK0tYTMZ0lutzG1oSD0aLrd/N0LB8FBI92mk8HA4rlUoymTw+Pg4A0Gg0MffikIxga6X8lfPDV8e9XCaT8N94+dxwbQ4/pmkqPckATSW6x2KKSnw+H6zbXDiGHOAHHw168YmONJvLd6CHXFM0dvdtmaqp1wa1PrqwRsKAi9T4YbFYDAYjYm1DGCqtuad6421L1i1vaOq89up7R3KVcrPF3t4/EG25Hj35JLGEw2B4dFws5Fu8wjwqZjY79Pob6WgMwwKBAKGs8B86o/nxvTX3vvjZHdVyAEB40PrTw90dz6VpQ2oMGaCpRKOSzXZT7tFms8U0MEESyKEuM+q9qcXbiYcOthvvvi1j0mjRiyeny90/PDoYKHqyWpPquDIJt9vt8/n6+/vz8/MBAFX8wAtHRp/ZXsxkMikU8tKaiqU1FT2DI5dbu1xuD8JmI5yJDcvoyScJBPf7+4a1+SoFnU7r1VLW5PgRBKHT6cRi1Gq1+v1+oVAokUgSfmlIkuk3ORw+/9/ODQMAXruke2pjxpiJpmmNEo7jfr+feIwgiFAoHBgYiKR/TSYThmHQ8yHJeDzeVIcwC6JLWs63tPuCoXFX0Dw6nOq4MgkcxwcGBrxeb19fn16v96FmET10ccAUfU5pQV5dRQkf4Tpd7uFRvdPtWaBgxoxmkwWVS0ReHG83+XOYuMfj4Qv4Xq+XcMDHMGz16tVQULOAFi269/XWSJ7MHwj+9exQ22hmFKWmRlNtNltXV1dXV5fL5QoEAsRjg+FGA9zf//73Dz/8MPLtkiVLbDbbqVOnHA6HwWA4duwYi8WK7q6BJJbdjWo+6yaHNj6LXkB3xbWnnR5Ez6vy+XCqQCWjBxZi8ZTFEG1IUqkUx3EOh0Oj0dYV8s4MOSefyaDTlDJJjkKKYs5xoznhkZy80KSSi7evW1FXXlJXXuJgSNcWCFbW12xbv5LL5Q4MDHC53Ly8PNgilR282zxqdd1Ugmpz4+9lyCDn1DKPqgIAACAASURBVOR+R0dHo4uJTpw4AQCorq6Wy6fufispKXE6nZcvX+7s7AQA8Pn8HTt2xLh0QhIIMX/xyVevOLxBAACfRfv9FxtGr7UaTBaFVJzq6GaHHXXwuGwDTpHSAqmOJfMgxnQLhUIURUkk0gOrSr/2j/bvXZ9ZFAOFQlHLpZjLPTJmUMsS5qvw9qHjJQW561c0RI58/8zHf3hsDXHbFwqFBAJBKARbpCBpQWo0tbq6urq6eoYTvvzlL8ccaWhoqK6uttlsVCpVJJppsDAkIawtkf58R96xQe8HbcbXHltRpeafNAuNFlvGaSrmcrNYTIObrGBA76RZQ7Qh4ThutVq5XG5FrpTDoHaNOyqUN5xyJ1uuiwSIyWr78NOz29evpE4yQ48fh9P12nsf37V1rUp2I6N7fsBSoeQRgjoyMlJYWNjb25sd09kgBLsb1e80jdrdN5aqfBb93oZpLSfTigyoUYpAo9HimVgLSRRLCmR1uYGTfTYJwgAAyCTC0XHTLV+VVoRCIR+OS8VCvZVSw/GnOpyMRKPRtLa2stlsBEHcbve2KsWRDn20pk5nuW61Y3/+x3sbVjbOzYGrf2T0zKWWL39+F41608dUZGCq0WhkMpk8Hi/LprNBiDzZ0/9osrlwcD1PVqXOjMR+JmkqJMnweLyhoaEaNb9tFJXzmDKRsKmjJ9VBxQuxePLjfq/P7/SFXIEw1e9c6HlVWQmCIEwmMxQKVVdXd3d3b61Q/NubrXu33JiXN53lOh9BHv/i7k/OXuoZ0m5bu4LJmEWr6MWWTrPV/sh9d05+6nC7/p9PrMYwzOPxEAXJWTadDQIAWFMsefnRZcQe6r0N6kwRVAA1FTIDRItChYLbPopuqZCLhXy7wxkMBiePNkxDiMWTbnScSqGxFPmFHu/K+pokzKvKSiILwdLS0u7ubq8/NGRxacRxDcDYsnrZyKj+7+8cWtlQXVMWV0fEweOfSYT8KQ2SWnR2GcKUcqh9fUPl5eXx/wiQjKNGLahRZ4DJQwxp2ksDSRMQBCkS0tpGUeJbmVhgtGRGRbuAh2xa2VBWmLt2eR1bot5Up7lryxo+3HKbEzQajVgLksnkgoKCEiH122+2PvdBZ+QXY2by1IqvfOFuiw19+/CJmZttcL//b29/VFGUv6J+6k7oIx2GbVXy3t5eYpQmBJJuZNs69fjx48SDjRs3pjaS7ABBkByOs33UQXwrE4uMFqtSlhllSjabzYsHi9Sif3xm2d2YGQUO6c8lreP8qAvzBC4PWd9tHvvtg/VriuNqCd2wsnHMYHrz4LH6ylJNjnKynWFZUe6JC80P3rWVx51iBdyiRd9tHn37qu7b65S5uQUZkSyBLEKyTVOhlCYWLpfLDPtC4bAJ80kRhlwiHB5NuzmaUxIMBl0uF+p0yyWiFm3/c3dnjANUOkM042Oeia4km8v39GtNL395WZw5OpVcuuf+nWcut+x7+U3M7eFx2QAAE07vczE8Pl9dp/ZXex+a8oWnegx732i1OnEAwAunxgtzlWuKuQn6mSCQRAJzv5BbwOPxKuQcIstHDFJNdURxYbPZEISHud0BMiMUDit40B06ASSkGX/N0rqS/DyX2xMMBO0k5GMLv8PJGvALPrYKz/RN4RdBCDkhqAAA1ON/+rWmTHHVgSw2oKZCbgGCIMUiOqGpAh7i8nj8/gwwT7Barf4QkEtELVp7XSaMs1hUcDkspUxsxOnva+mewERjqwsPRcTS4fF367Hj14yvXRj54fvtmeuqA1lsZFvuF5JwEATJ5YLPrlejyMUig8Wao0jrRmGXy0Wj0awoJpeIzunstTlQUxPD5GZ8MonUkDvHPofxMB8P37QtanPjX/rfi/5gmEIhqfhMJZ+lFDAp0FESkjlATYXcAiqVWqHg/vGylvhWJhEazbY011RibFHXUGdZUX5L8+hjawpSHVGWMLkZ/+mNhT/5qOPSsP3ZuxKzY72lQv7cPVUc+o2PprZR9KE/ncN8N3qLM8hVB7LYgLlfyK0pkAt8gaDFiQMApCKhyWq75UtSSCgUcjgcAoHg6rBt/xXL+QErjQp/zxMG0Yz/2JqCx9YUvPbYisfWFR/+19UIyVv8vY8OXNLG+SbBYLDJSu9CyeSbl6B8Fn3Pak20oAIAhGHs5/eWCzn06+dkkqsOZLEB16mQW4MgSImY0TaKbiiTyiXC803tqY5oJohF6pE27Wv9wO3XAgCeeLUp/pYPyC2JacbncDiPrin8XL389xetr5wf/q97qokNbKL7BQCwu1Fdc10Cnb7AH072//Gka5VK+j0Ny+AO7W9zufAwAIDHpE4WS4vFQqFQttfnqKWCTHTVgSw2oKZCbg2bzS4S0lq0tg1lUj7C9fh8OO6n09PUEM5qtdrJgu/8s9V93d93ti0fkNkiFApxHP+3dUoDnv/9d9tLZNw7quX//nYbUaxLtLHmCFl/OjnwfsvY19cXdf5oG+16c+q2VfbpxNLlcjkcjoKCApCxrjqQxQbUVEhc1OQIPumb6KKRi4UGiy1XmY5bqh6Ph0wmf9RpQj03FScTlaLwQ3nhkMvlWq02l0d/78nVvzra++W/XYk8ZXP59uy/JOHSn95c8uPdNTEvnE4sg8HgyMhIRcXUc+UgkPQE7jNB4mJJgbRjHCMeyyVig9mS2nimg0j8pjqKRUpubq7JZPJ6vQ5v7AggfzC0o0b50PK8+N+tr6+vuLg4oQFCIAsO1FRIXJSoJV5/kGgTJEp/Ux3R1FitVpFItLtRzbzZug5WiiaH4uLi/v7++b/P8PCwSqWCA2cgGQfUVEhckMnkUinryoARACATCY1pWfobWaSquaS1anJkxw5WiiaTsrKyRpFfwL5pstus7mkMBgMxrnUBooNAFpZs20/dv39/5PGePXtSGEn2Ua3mXx00ba3JQbjsQCDo8fpYTEaqg7oJq9WqUqkAAAaz9YQudODrtx1q1QNYKZpcqFTqxrqiHwDq85+OzWGmNIqiOI7n5uYucJgQyIKQbZoKdXThaMgXv3lhgHhMGP9qcpSpDSkar9cbDodZLBYA4LlD/d9Yq1qSJ1qSJ0p1XIsRLpe7sUIp5NA/0/nBbO5pcBw3GAylpaW3PhUCSUuyTVMhC0ejRvJfBzv9fj+NRpOKBCarPa00NZL4PdSud3nwB5ZrUh3RokYkElXieG0OVSKZRVtwX18fnDQOyWjgfiokXnKELE8grDVYAQAyiciYZgNqiOqkcBg88eqVbXKXTAyrf1OMQqFwuVwYhsV5/sDAgEajIZPhhxIkg4G/vpBZUKXkNQ2bwfUW1VSHcwO73c7n80kk0tdeufLTu0rlEpjyTQvy8/P1er3P57vlmePj43w+n81mJyEqCGThgJoKmQX1eSJi6BuHzQIAuNyeVEc0AbFI/efVUS6DUiYAUFPTh5KSkt7e3pnPsdlsoVBILBYnJyQIZOGAmgqZBdU5/GE0RGTz0mepiuN4IBAAVMYz77b98oF6vcmqkEJNTSNKS0t7enqme9bj8VitVrUadg9DsgGoqZBZUKPm91p8hKamz5YqsUj9+itX/vDFJQAAg9kK16lpBZ1OVyqVw8PDk58Kh8MDAwNFRUXJjwoCWQhg3S9kFuSJ2Kg3oLegKpVKKhK0XUuAY878sVqtTRgnR8BaVyr1+nAfjvMRbqqDgtwEgiAoil6+fDm6DDgcDrvdbmhACMkmoKZCZkeNmt9v81f5fHKJ6JOzl1IdDnA4HAEK84WPe67+YCuAi9Q0hsvljoyM2O12Lnfijken061cuZLBSC/nEAhkPsDcL2R21Kj5w1gYwzAWk0GlUjCnO7XxWK3W546NEVlfAIDeZFFIYalLOiIQCIqLi4PBIJVK5XK5Ho9HLpfn5OSkOi4IJJFATYXMjpocfr/V73A4QBoY//r9/gNXDXV5ouUFE2tTuE5NZzQaDYIgFosFwzAMw+rr61MdEQSSYLIt93v8+HHiwcaNG1MbSbZSreb/4kiP18sOhULEgJqivGRXbLZo0XebRwEANVLqu93Y+e+tiDxlNNtkEuj2kKbweDwEQWg0mtFoLCgogC75kOwj2zQVSulCoxFzTE4fhcHGMEwuEV9p60pyAKd6DHvfaLU6cQAAmUz+4Y4bVnYOp4tGo7Lg/lwao9FoWltbBQKBRqNJdSwQSOKBuV/IrKlR83VussPhSH6LaosW3fv6hKACAEKh0G+O9bWN2olvYeI3/UEQhMlk0ul0uEiFZCVQUyGzpkbN77PiTqeTTqexGAwUcybt0u82jxJz0SPY3Ph7TWPEY6ipGUFtbS3cSYVkK1BTIbOmJoffMYYxGAy32y2XCA3mtHBTArDoN0Og0Wg0Gi3VUUAgCwLUVMisqVbx28dQLpfrdDqlIqEpiaW/uxvVAjY9+gifRb+3YaJICq5TIRBIaoGaCpk1hVKOHvVSmRyHw0GU/ibt0jVq/r6HGrjMido6Pov2+y82EPOuzVa7SMAnk0lJCwYCgUBiyLa6X0hyqFbz+yw+fjAo4iEGS1Jdf9cUS1YVCsx2T2Oh7N4GNSGoAAC92aqAi1QIBJJSoKZC5kKNmt82im4v4Pp8Xg6LZXdgAl7yyjibhtHXHm0oUUujDxrMViXcTIVAICkF5n4hc6FazW8fRREEwTBMLhEZkjigplVr4zPJMYIK4GYqBAJJA6CmQuYCsU7l8XgOhyPJpb8fXB3eWBq7Hg0Eg6jDKRbykxYGBAKBTAZqKmQuFMu4OpvH6w9yuVwui2lM4pbqsWvmnfW5MQdhFw0EAkkHsm0/df/+/ZHHe/bsSWEkWQ+xVC1EEI/HY7TYk3PRvjGryx+qy5fEHIeJXwgEkg5km6ZCHU0a1WrexT6Tzj9uR+0WK/rGh8fYLGYoGFq3sn7h6pU+bNZuLosVVACAwWwrK4hdvEIgEEiSyTZNhSSNajX/9VOdRYF+Ujjk8fmbuns4LKbL4wFk0l1b1izQRY/3mL+zs27ycaPZunbZFMchEAgkmcD9VMgcqVHztc4Qh8UU8ngIm0UlU/hcLpfFJpMWynVh1GDuseCri2PXqW6PNxgKIRz2Al0XAoFA4gRqKmSOlMoRkzsYDJOoVCqFTHa5PQt9xYPN2s3lsS00AG6mQiCQtAFqKmTu5PGoZpxKpVIpZBIf4Tow18Jdy+PxfDaMba+ZYv45LPqFQCBpAtRUyNzJ5VEsOBUAQKPREA7L7fVhLvcCXctms3024rq9Uj75KbhOhUAgaQLUVMjcyeGQ9B6yw+ny4n67A2OzGG6vd1A3thDXOtYxuqJATKdO8RurN1kVUqipEAgk9cC6X8jcuWd11XFtU125OhQKmc1mmUwWCof5CPvUxaZ1yxsSeCGbzdZkCt1eqZjiKRTjclg0KvxNhkAgqQd+EkHmzrJihdET3r5hFZVC6uvry8nJYTKZAICWrr6jZy5uXbM8URey2+1nB7Epu2hg4hcCgaQPMPcLmRfEfHIAAOH9SxysqyjOVco//PRsQi7h8/k69U4Zj6ngMSc/CzUVAoGkD3CdCpkXNTn8KwMmQdDu8/nMZrPb7QYAhMNhjVrJoNPePnT8vjs2zvMSNputyRjcOlV1EgDAYLaWF+XP8xIQCASSELJNU48fP0482Lhxvh/lkHioUfM/6zHk4TYEQQwGA4lEIpPJGIaJRKKCXBWDQX/t/Y8fuuv2+VzCarWeHcJ++UDh5KfC4bDRYoPrVAgEkiZkW+5343VSHchioUbNv2byyOVyOp0uFovJZDKNRlMoFHw+HwCgkkm2rV2x/80P5/z+KIq6AdPh9VcoeZOfhYlfCASSVmSbpkKSTIWSd02P5eXne71eLpdrtVrHxsaYTKbZbLbb7W63G+Gw7t+x+Q+vvRMKheJ8T7fbPXSdzs7OT7pNK3NYXq938pkGs00uESb0B4JAIJC5k225X0jyqVHzh7EwgiA4jotEIhKJJBaLcRz3er04jgcCARzH19SW/uwPL9+3bS2HxaLT6VQqNfLn5DfEcby3txdBkEAgYDabzwyyt+UCn89HFBVHYzBb89VT77NCIBBI8oGaCpkvSj7rJ4euFYoYFSxXAZ9SW1uLILGz3gKBQFFR4f43D+7YuJIcCETLLZVKpdFoNBotWmjFYjHxKkQk6b+Mbbg9h0gmx2AwW5bXVSbjh4RAIJA4gJoKmRenegyn+00ub+BcP0AYlL3LkdWTBBUAQKVSqVTqEw9/7uV/Hrqtoaard5BMmdh3CIVCfty/vL6cyWRGVrdkMrm3t5fL5fYHRA1yikajmfyeOO53e30CHndBf0AIBAKJH6ipkLnTokX3vt7q8gaIbzFfcN8V9/J6e41aMN1LHt59x//77Ut2p1MYNbfc5fHQGPSYqasUCsXn871yAV1TwJ+88AXQOh8CgaQfsEYJMnfebR61uvDoIzY3/l7TLfx+GyrLAoEgmUTmc7nE15RTVzUajc/nuzDq/fzq8infx2CxysWw6BcCgaQRUFMhKUAqEjhdbrdnilLeCAiCdNtJVVK6WDjFTiqA1vkQCCT9gJoKmTu7G9UC9k2Fu3wW/d6GKUacTkYpk1hRx8yTzPt93N3Li6Z7FjanQiCQdANqKmTu1Kj5+x5qEHImZJVGIf/+iw1V6qmXlZPJUcgwl2eGSeafdpu21aimfApzuakUCovJmG3MEAgEsnDAGiXIvFhTLHn50WXEHuqhtnEln3XLlwSDQbfHRwIkAACbxbDYUBIZBEPBmNPaRlEpwpjSNx/ARSoEAklLsk1T9+/fH3m8Z8+eFEayeKhRC4hC39uKJM8f7PzLI8tmPn/9ygZAAhQyJXKks29Ik6uMOe1op2E633wAi34hEEhakm2aCnU0hWyukP359MD5AcvKwpnUTsBD7t66LvrIzs2rPzh2hs/lanJuKOvHnYZfPzDFwFQCg9l2W8PUaWEIBAJJFXA/FZJIntlR8fzBrjm8cNfmNc2dPdpxI/GtzuZxev3lU/nmE8DcLwQCSUOgpkISSbWaXyjhvN9yixbVKbnn9vUXWzrHDCZwq8Sv2YYKeVwKhTLdCRAIBJISoKZCEswzOyuf/7Bzbq+9b/uGM5dbDWbr0U791krFdKfBRSoEAklPoKZCEowMYdxdr/7z6YG5vfyBHZsPnb3cPGJfVTTtpqzBZJHDAiXI/2/v3qOauvI9gO8T8pAGCIQ3KEKUUXn4QJDH+ITaEnFQ66q1zoytOvX6R207uta0M+2o11ZvOzO0ndWu1XamV9QuR9ounyDo8FBjkCXFggJSMaCAPIQQEgKSB0nuH6c3zYSHSciDku/nL7PPzjm//NYxP84+J3sDTD6oqWB/b2fNO2TTXdVbbYr/zr9T1us7w8sgk/eP1Q3XqQAwOaGmgkPYUFZFjY+2HavMLb8vaux5+Njj47PiUaeD0Ol0ff0DAWNMWAgA4EKoqeAQrywTnKtp71aqLexPL3EjG/hxRv5BtTa/lfXJ6bKBEZMX4iIVACYt1FRwlLezYg5dsPRhpVGXuDH4z8o7Xzyk/o/CjKnzAWDSQk0FR1m3MKypZ7CuXTGRnfxuc/bxU0UardbYgutUAJi0pto8SjCp0FNA5O1MeWLPhAjfo9cpg8FgbDEucfNfW9Z/fOTryLAQJotJCKm63fB4SH3n7v3lKQt9fUZZqxwAwFWmWk29fPky/Y9Vq1a5NhIghKQI/Lmc5tKG7ox5QeN0+0LUfKa6/dMti945W9c3qCGE8DxZpkvcRE0PPX9ZHDU9VK/Xd/f1NTTfHxwaIgwq++mlzvgYAACWmWo1FaV0snl7Tczvjn83Vk3VGwxb/7cyNszn4uvLCCERfE96iZsNi8JN14zz8PCIDA/plvaFBgX4eHF5Xl4UoRgU5ZyPAABgoalWU2GyEQRyk6P8T1a2vrgkwmzT1caebbnfHd+xZOnsALrFuMTNSBRFzZo5/QfJg5AgzPYAAJMUaio43DtZ8xLfK218NEAIeS4hPD6cRwg5WHCnqXug+X/WWL4fBkXFREc5KkoAgAlDTQWHu9nSSyhDbvl9QsjZmo7/zo75pPTei0si9q2NcXVoAAD2hJoKjkVP5jCk0dEv+wbVr+fVfLplYVa8Fauf6nS6x0Nqivx0A3VwaEin19k5VgCAiUFNBccaOZmDwWCobpFbVVNXpCwiFPFg/LS4m95gWJE85orlAAAugZoKPwO+Pt7rVi93dRQAAE+AeZTAsZ5LCPd9im3aYpzMAQBgikFNBceKD+d9umWRH/fHsmo2mQMAwFSCsV9wuKWzA45vTxp1MgcAgKkENRWcYZzJHAAApoypVlNzc3ON/962bZsLIwEAAHcz1Woq6igAALgKnlECAACwD9RUAAAA+0BNBQAAsA/UVAAAAPtATQUAALAP1FRzy5Ytc3UIPxvIleWQK8shV5ZDriznnFyhpgIAANgHaurPg+lcFjA+5MpyyJXlkCvLuXOupmZNvXz5ss1bHbdnROWcreNDVJZDVJZDVJabelGZmpo1FQAAwPmmWk29fPny5cuX6+vrXR0IAAC4HcpgMLg6BrvBI3AAAOBo165dG2vTlKqpAAAALjTVxn4BAABcBTUVAADAPlBTAQAA7GOqrUk+QQqFQiqVMpnMsLAwFovl6nAmBatyMjg4KJPJNBqNj49PQEAARVHOCXKSsO38GRwc1Gq1np6eHA7HoeFNKjbkqru7u7+/n8ViBQYGPvXUU46OcPKwNldSqbS/v5/JZPr7+3O5XCdEOHnodDqlUslgMHx8fCzpb/fvfNTUn4hEovr6egaDodfrORzO008/HRER4eqgXMzynAwMDFy8eLGnp8fYwufzV65cGRwc7KxgXcy282dwcPDrr79Wq9WpqakLFy50QpyTgbW56u3tLSkpkclkxpbs7Ozw8HDHR+p6VuVKoVCUlJR0d3fT/RkMRmxs7C9/+Ut3+Ou2vr6+oaGht7dXr9dzudytW7c+8S2O+M73OHDgwAR3MTXU1tbevHkzOTk5KysrPj6+o6OjtrZ2zpw5bDbb1aG5jFU56e/vb29vT05OXrp0aWJiYnBwcGNjo0QiiY2N9fDwcH7wTmbz+VNaWqrX61Uq1YwZM0JCQpwTrWtZm6uBgYEzZ84wmczVq1cvX748NjY2JCSEx+NNmzbNyZE7n7W5Kiws7O3tXbNmTXp6+sKFC1UqVV1dHZfLDQwMdHLkzieRSPR6/ezZs4eGhnQ63YIFC8bv76DvfNxP/VFNTU1QUFBCQgKDwfD09Fy5cqVWq3XzuSOsyom/v/+6deuio6O5XC6bzY6KikpKSlKpVA8fPnRy2C5h2/lz7969zs7OtLQ05wQ5SVibqxs3bgwPD69du3b69OksFsvLy2vWrFm+vr7OjNlVrMqVTqd79OhRVFRUREQERVEsFou+Qm1vb3dy2C6RlpYmFAoTExMtHO520Hc+aiohhMjl8oGBgcjISGOLr6+vr6+vm9SDUVmbk5GDS15eXoQQvV7vsBgnC9vOn6GhIbFYnJqa6la3Bq3NlU6na2pqEggE7nM6GVmbKw8PDw6Ho9PpjC06nc5gMLjVCWYhx33n434qIYQoFApCiNlfvjwer6ury0URud7EcyKRSBgMRmhoqP2Dm2Rsy5VIJPL39583b55UKnVsfJOJtbmSyWQ6nY7P51+5cuXevXvDw8N8Pj8pKUkgEDgjXJey4bxKSkoqLy+vq6uLjIzUaDSVlZXTpk2Lj493eKw/N477zkdNJYQQjUZDCDEbRmez2XS7e5pgTiQSiUQiWbx4sTs8dmhDrpqbm1tbWzdt2uTw4CYZa3M1NDRECKmurvby8lqxYgUh5Pbt25cuXcrMzIyKinJ8vK5kw3kVHx+v0+nEYjE9eZ6Xl9fatWstfALWrTjuOx819SeYpnEk23LS3t5eVlYWGRmZlJRk95AmLctzpVarRSJRYmIij8dzaEiTlrXnlcFgyM7Oph9KioyMPHHiRFVV1ZSvqTSrclVZWfn999/Pnz8/IiJCo9HU1tbm5+f/6le/codnlGzgiO983E8lhBD6d4Fqtdq0Ua1Wu8ODhWOxOSednZ1FRUWhoaHPPPOMOzzBT6zP1XfffUcICQ4O7uzs7OzspMd+lUplZ2enVqt1fLyuZG2u6P6hoaHGDmw2Ozw8XCqVTvl7q9bmqr+///vvv4+Li0tLS5s+fbpAIMjKymIymeXl5c4I92fFcd/5uE4lhBA/Pz9CSF9fn2ljX18f3e6ebMtJV1fXhQsXgoKChEKhO/yEhmZtrgYHB4eGhs6dO2faWFdXV1dX9/zzzwcEBDguVJezNld+fn4URTEY//HXP31qTfmBJWtz1dvbazAYTH+RxWQyAwICOjo6HBrnz5HjvvNxnUoIId7e3n5+fs3Nzcb/pT09PUql0p3nfLAkJxqNxvS66tGjRwUFBQEBAUKhkMl0oz/XrM3VsmXLtpgQCoWEkEWLFm3ZsoXP5zs/fmeyNldsNjs0NLS7u9v4OKter+/q6uLxeFP+jzZrc0VfY5nWCYPBIJfL3Xm8zZRprhz3nY85H37E4XDu3Lnz+PFjPp8vl8vLysooikpPT3er2mDmiTk5evRoW1vbvHnzCCH9/f1nz541GAzx8fH0dF80BoPhDo/yW5UrFos1zcTw8PCdO3eioqIiIyPdYbTcqlwRQry9vevr6+VyuZ+f39DQ0PXr1zs7O1NSUtzhHqFVueJyuRKJpK2tjZ7ncmBgoKKioqOjIz4+3h3mnOrr63vw4IFUKm1ra6NHcekbBPSvsMiI88pB3/nuWzDMREdHDwwMVFVV3blzhxDC4/GysrLcav7VkazKSX9/P/3InNnNm9TUVH9/fydE61o4fyxnba7Cw8PT09PFYnFTUxMhhMlkpqSkxMTEOC9i17EqVwwGIysr69q1a1evXqVbmEzm4sWLExMTnRex67S3t5suFX7lyhVCSFxc3FjTozro/yzWJP8PWq22AjE0vwAACy5JREFUr6+PyWRO+SE4yyEnlkOuLGdtrnQ6nUwmMxgMfD7f3UaPrM2VWq2m59D38fGZ8iPkE2T3/7OoqQAAAPaBZ5QAAADsAzUVAADAPlBTAQAA7AM1FQAAwD5QUwEAAOwDNRUAAMA+UFMBnkCv17f8v4cPH8rlcrv/Aq2qqurAgQODg4P23e1ko1AoxGLx1atXe3p6LOlfWlp69OjRke2tra0j147WarUffPBBQ0PDxOMEsJl7/XQawAZyufw3v/mNaQuXy42Pj9+wYUNaWppdDvHw4cPS0tLXXnttCi83W1hYmJOTMzw8TFGUwWDYsWPH1q1bx+mvUChycnL27Nlj1l5fX79r1y5CyIkTJ0xnZ2WxWBwO56OPPvriiy/cYYpHmJxwnQpgkczMzCNHjhw5cuTvf//79u3bu7u733zzzQ8//NAuO1+xYsXnn38+hdeObmxs/OCDD1JSUgoLC4uLi5977rl//vOfYrF4nLfk5eVxudz09HSz9gsXLnh7e3M4nAsXLpht+vWvf3337t3xdwvgUKipABbx9fWNjo6Ojo5OSEjYtGnTkSNHMjIyzpw5U1paatpNo9HcunVLJBI1NjYah4i1Wm1PT49KpTLbJ70UBiHE09MzKCjIbEUzpVJZWVkpFoslEonZaPOoRxmLTCarrq4WiUR37941W3NUoVDQy5h0dXWJxWLTgdO2tjaxWNzS0jJq/46ODrFYXFdXZ+Eipt988w2TyXzzzTe5XC6Lxdq9e3dQUNDJkyfH6q/VavPz85999lmznKhUqrKysoyMjKVLl166dMns6IGBgYsWLTpz5owlIQE4AsZ+AWzh4eHx+9///tq1a6dPn87IyKAbr1y58re//U2hULDZbI1GExsbe+jQIX9//+Hh4S1btmRlZb3xxhvGPTQ1Nb388st79+5dv379xYsXc3Jyzp07R086qtfrv/zyy7y8PK1Wy+Fw1Gq1QCA4duzY+EcZNc4///nPV69epSiKyWRqNBqBQPD++++HhobSWw8ePKhQKFJTU48dO0ZRlF6vX7p06cGDBz/88MOCggIGg6HX6zdu3GgMm+6fkJCQl5fHZrPVavXcuXP/+te/+vr6jp+uqqqq+Ph444U4g8FISUkpKChQqVSjrkRWVVVFB2bWfuXKlcHBQaFQqFQqS0tLb9y4YdYnLS3t008/lcvlTwwJwBFwnQpgIx6PFxsb29DQQF8t3b59e//+/cnJyefPny8tLf3HP/4hlUrptRQ9PT1XrFhRUlJiutxsUVERi8Uy1mNTubm5X3311YYNGwoKCkpKSk6fPr1x40Z60zhHGVVCQsLRo0fLyspKSko+++wzpVJ56NAh0w7379+vra395ptvSktLd+3aJRaL33jjDXrJ9JKSkueff/7UqVP0wh205ubm6urqb7/9tri4+C9/+Utra+vhw4fHT9TQ0FBvb++MGTNMG2fMmKHX69vb20d9S3V1NZPJ/MUvfmHWXlhYGBERERMTk5SU5O/vP3L4NzY21mAw1NTUjB8SgIOgpgLYLjAwUKvV0uO3R48eDQsL++Mf/+jn50cImTdv3q5du2pqapqbmwkha9asUSgUFRUV9Bt1Ol1xcfHy5cu9vb3N9qlSqfLy8pYsWbJ7924ej0cfJTs7m946/lFG2rBhg0Ag8PDwoCgqLi7upZdeunXrllwuN3bQ6/X79u0LCQlhMpkvvviil5dXS0vLW2+9xefzWSzWjh07CCE3b9409tdqtW+99VZwcDBFUampqS+88EJFRUVbW9s4WRoYGCCEGJexpNEv6U0jtba20gGYNnZ0dNTU1GRmZhJCGAzGM888U15erlAoTPvQl+BmQ9YAToOxXwDb0VeoHh4eBoPh1q1bc+fOLS4uNm6VSqWEkPv37wsEgkWLFoWEhBQVFS1fvpwQcuPGDZlMJhQKR+6zsbFRpVKtWrVq5KYnHmXkWx4/fnz+/Pm6ujq5XK7X6+ny393dbRwaDQsLM65yxWAwAgMD+Xy+cTyWy+VyuVz6EDQ+nz9r1izjyyVLluTm5jY0NJhdhpqin8I1u+9Lp26sB3QVCsXIvzYKCwspinr22Wfpl5mZmSdPnrx06dKmTZuMfejhZbNCC+A0qKkAtuvo6Jg2bRqXy1Wr1RqN5uHDh6dOnTLtMGfOHHqVY4qiMjMzv/rqq76+Pj8/v6KiooCAgKSkpJH7pH+lOupqjk88ihmVSrVz5065XL569eoFCxawWKz79+8/ePDAdAja09PT9C0eHh5mLUwmU6fTGV+a3aekL5fHutykeXt7UxTV399v2khX97EedeZwOGb99Xp9UVERj8crKioyNnK53MLCQtOaqlar6bePEw+A46CmAtioq6vrhx9+SE5OpiiKw+Gw2eyEhIT9+/eP1V8oFB47dqy4uFgoFJaXl2/atMnsoVYaXbS6u7tHbrLkKKauXbvW0tLy2WefxcXF0S0FBQUWfbaxyWSykS/pMeqxcDic4OBgs/HYlpYWJpMZHh4+6lv8/f0lEolpS1VVVXd3N5/PN/0IHA6nqampsbHReOeVvkLFmvDgKqipALZQKpXvvvuuwWDYvHkzIYSiqMWLF1dWVo7zxGlYWNj8+fPpR5O0Wu2oA7+EkNmzZ/v4+Fy6dGn9+vVmmyw5iin6Us90YgSRSGThBxyLXC6vr6+PjY017pCiKOPLsaSkpOTn5/f09AQGBhJC1Gp1RUXF4sWLze6YGsXExPz73/+WSqUBAQF0S2FhIZvN/te//mU6LYZCoVi3bt2FCxeMNZWuxE+MB8BB8IwSgEVaW1tLS0tLSkrOnj2bk5OzefPm+vr61157LSEhge7wyiuvqFSqPXv2VFZWymSyjo6O8vLyd955x3Sgdc2aNRKJ5Pjx4zExMTNnzhz1QCwWa/v27XV1dQcOHLh37x5dw3Jzcy0/itHcuXMJIZ9//nlvb29HR8cnn3xy+/btCeZh2rRphw4dqq2tlclk58+fP3XqVHp6ekhIyPjveuGFF5hM5v79+yUSSVtb27vvvtvf3//b3/52rP5LliwhhNTV1dEvlUqlSCRKS0szm2eKx+MlJiYWFxcbP/7t27d9fHzmzJkzoQ8JYCtcpwJY5Pr169evX2cwGFwuNywsLDMzMzs727QuRkdHf/zxxzk5OXv37qVbWCxWYmKi6QDvqlWrPvroI6lU+tJLL41zrI0bN+r1+iNHjhgnlKBrjIVHMYqNjX355ZePHz+en59PCImLi9u9e/f7779vexYImTlzZkZGxuuvv06XsZSUlD/84Q9PfNf06dMPHz58+PDhbdu2EUK4XO6f/vSnBQsWjNV/xowZCxYsKCkpWblyJSGErpqrV68e2XP16tU3btwQiUQZGRl6vb6srEwoFHp4eNj8AQEmgrL7bOAAbq6rq0sqlXp7e4eEhEzkYRmtVvvgwYPh4eGQkBD6USDbjqJQKNrb23k83lg3Ly23d+9ehULx5ZdfKpXK1tZWPz+/sLAwy9+u0+mam5t1Op1AIGCz2eN3FovF+/bt+/bbb8eazmKkioqKt99++8SJE8ZJLQCcDDUVACxlrKnOOdyrr746e/Zs08mnxrdz58758+e/+uqrDo0KYBwY+wUAO2hra6OnAh5p/vz5tu3zvffe6+3ttbDz8PDwnj17IiMjbTsWgF2gpgKApbKysugfgI6Ul5dntpyAUWFh4ai3e5/I19fX8ml7mUwm/UwWgAth7BcAAMA+8FsaAAAA+0BNBQAAsA/UVAAAAPtATQUAALAP1FQAAAD7QE0FAACwD9RUAAAA+0BNBQAAsA/UVAAAAPtATQUAALCP/wOhmKflsSXhhwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7d7e86510f40>"
      ]
     },
     "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": "491cc25e26664fac9aac9e19de77874d",
       "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 0x7d7e86510f40>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.main_QtPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "080175cd",
   "metadata": {},
   "source": [
    "Or we can disable the accumulation and plot a single dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "67a9a1eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7d7e86510f40>"
      ]
     },
     "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 0x7d7e86510f40>"
      ]
     },
     "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": "f82b7ff4b9cd439e99285437cf4a4fee",
       "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 0x7d7e86510f40>"
      ]
     },
     "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 0x7d7e86510f40>"
      ]
     },
     "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": "a8d2183824e44572b3da5957ef7dfae0",
       "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": "431ee73083a3475787e2d9d866c6788d",
       "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 0x7d7e86510f40>"
      ]
     },
     "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 0x7d7e86510f40>"
      ]
     },
     "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": [
       "['20250528-190614-522-a7212e']"
      ]
     },
     "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": "9c59a84895f542b5bf531a5d8cbbf682",
       "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 0x7d7e86510f40>"
      ]
     },
     "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": "44822cba9fc2414c99a5405d10c83cc3",
       "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 0x7d7e86510f40>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7d7e86510fa0>"
      ]
     },
     "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": "feb6b7b0820f4d9c97c2301638261779",
       "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 0x7d7e86510f40>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7d7e86510fa0>"
      ]
     },
     "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": "84c98277a8284d2dbb1851f7a1ad7680",
       "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 0x7d7e86510f40>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7d7e86510fa0>"
      ]
     },
     "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 0x7d7e86510f40>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7d7e86510fa0>"
      ]
     },
     "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": "3.9.22"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "005af827e49840fabde9a097cf33fef3": {
      "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,
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       "padding": null,
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      }
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