{
 "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": "9bb441a4a69e4318b273352edd4e865a",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "e0022127d8e24c268d34dfc6166d39d4",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "717ebc39cd4d485f8f001da1c9f5cd2a",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "a2feb84742bb486591709de2ca215070",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "cafab0923bba4092a371d018b871d84b",
       "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": "iVBORw0KGgoAAAANSUhEUgAAAnEAAAGhCAIAAACBOXXdAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAgAElEQVR4nOzdeXAbZ34n/F/jbtwAARIkwfvSQR2UZZoSRUmkbNoajyxronez47HHr7zeSt63MvVO3qqtbI73rd3aZCvJZrfybrKZHJvIjify2s54LDmWNLJpHRRJ0TRNUgcJUhQJiuCJ+2gAjW50v388MgTz0EGJBCT+PjU1BTT6eADK+OI5+nkoURQBIYQQQo9MkukCIIQQQk8JzFSEEELo8cBMRQghhB4PzFSEEELo8cBMRQghhB4PzFSEEELo8cBMRQghhB4PzFSEEELo8ciWTG1qasp0ERBCCKFHki2ZihBCCD3pMFMRQgihxwMzFSGEEHo8ZJkuwF3nz59PPW5ubs5gSRBCCKEVyKJMxRxFCCH0RMO2X4QQQujxwExFCCGEHg/MVIQQQujxWEl/qiAIHo8nHA4rlcqcnByapu97SDKZnJmZicfjJpMpJydnBRdFCCGEstxDZ+o333zT39/Psix5KpFItmzZsmvXLoqiljvE7XafOXOGYRipVJpMJsvKyl544QWpVLryUiOEEELZ56EzNRAIbNq0qaKiwmg0xmKx7u7ugYEBpVL5zDPPLLk/z/NnzpyRy+WvvfaawWC4efNmW1tbd3f37t27H7nwCCGEUBZ56P7U5ubmhoYGq9Uql8v1ev2BAwdomr5169Zy+4+OjjIM09jYaDAYAKCqqqqysvL69escxz1SwRFCCKEs89CZuqCNVyKRqNXqZDK53P4ul0smk9nt9tSWkpIS0r36sJdGCCGEstmjjvv1+/1erzc9MhcIBAI6nU4iuXsho9EIAMFg8BEvjRBCCGWVR8pUnue/+OILmqaX60wFgEQioVAo0reQp6lRTgghhNDTYeVzEwqCcO7cOb/f//3vf1+tVj/4gaIowqI2ZFhmCdX29vYVl3DNDEwGP+mfAoAf7CjcUmjIdHEQQghlxgozVRCEzz//fHJy8uDBgwUFBffYU6VSxePx9C2khqpUKhfs+UTE52KXRuZ++uFVXyQBAJ/0T//FD7fvqbRkulAIIYQyYCVtv4IgfPHFF06n88UXXywuLr73ziaTKRwO8zyf2uL3+8n2FVw62wxMBn/6wZ1ABQA/w/7kRN+1qUBmS4UQQigjHjpTRVFsa2sbHx9/4YUXSktLF++QTCZZlhUEgTwtLi4WBMHpdKZ2GBsbUygUNptthUXOJp/0T/mYRPoWfzRxsm86U+VBCCGUQQ/d9nv58uXR0dGSkhKWZYeGhshGiURSU1NDHt+4caOjo+PQoUNkMHBZWZnJZOro6FAqlSaTaXh4eGJi4rnnnsN5lBBCCD1lHjpTPR4PAExMTExMTKQ2yuXyVKYuIJFIvve97507d+5f/uVfyNOtW7fW1dWttMDZ5Qc7Cn/ZNxWI3q2qGmjFkbrCDBYJIYRQplBkFO4aCAQCLMsaDAaVSrX41aampid0jNLlUc+bx79KJkUA0Chlf/fjZ3ZX4BglhBBaj1Z+L83DIlM9PH2iLP9sqak239A74d9coMdARQihdWvtMvVp9cdnHf/zx8+WWzVXxrx//sXNTBcHIYRQxuCa5I/kn3tdO4pN5VYNADSU53w17hPWqi0dIYRQtsFMfSR/ctbxOy9tSD1trMzpGPVmsDwIIYQyCDN15f6hY/zQ1gKr7u6EULsrLZ2jngwWCSGEUAZlUX/q+fPnU4+bm5szWJIH9Kdnh/v/3xfI40A4KghCY4XlDz65ltlSIYQQypQsytQnIkdT/r+2m7+xt1wlvzNzxR+9c4qiqD/9rV8fczMRltcqs+iDRQghtDaw7XcluKTwl1+O/vYL1eTptVuuCBMPM/Fro5ONlZYObP5FCKF1CTN1Jf7k7PDvvHR33qgPPu+WyWVSKfVhW8/uipzOWzhMCSGE1iPM1IfmYxIff+N6u6mcPL06OukLRSLReIiJewLhXCWP9VSEEFqfMFMf2oL7Zz5s65FKJCEmFmcTMomks/dqKMbNh9kMlhAhhFBGYKY+HKeX6R7z/fqzReRpr8M5OecNMjG5TJoUxCibuD3r25hLY1UVIYTWIRye+nD+5Izjdw7eraTarcb9dTW9DmdNiW3aE9DSygKrCfS5HaMeXJ0GIYTWG8zUh3BtKujyxw7W3l1NPS/HeKB+c4iJ/+RftV4fm+q5cevY9/fOBGN/+1ddGSwnQgihjMC234ewoJJKdAzcbNxWBQDVRXkjk3MAkG+glTKJ08tkoIgIIYQyBzP1QXXe8gqiuKfyO0u5xRPc9VuunRvLAEAhl+XnGCdmPQCwuzKnEyf+RQihdQYz9UEtWUm9PDCyZ1t16mlVcd7N23MAgDM/IITQOpRF/anHjx9Pf3rs2LFMlWSxs9dn842qbfaFy6p3DNz87R++mHpaXWz7Vde15+s3N1ZYfv+XOPEvQgitL1mUqVkVosTAZPCT/ikAODc4+/N/89yCV6+OTpbmW/QaOrWlojB3YtbDJwWjWl5gpAenQ5sK9GtaYoQQQpmTRZmabS6NzP30w6u+SAIAFDLpVCBWZtGk73B5YOTF57YsOKqqyHZzcnZjaUFjhaXjlgczFSGE1g/sT13awGTwpx/cCVQASPDJn5zouzYVSO0w6w0yMbbCnrvgwOpi28jtWcAuVYQQWn8wU5f2Sf+Uj0mkb/FHEyf7plNPF4xOSkkNU8LJ9BFCaL3BTH1o4TBzsbP78yv9QtTf0d3T0d1zqas7HLlzN2p+jjESi4ejcYVMsrXQ8PWEP7OlRQghtGYwU5f2gx2FRrUifYuBVpDpBvuuX//V5T6zkhoeuUX+19d/feDajdSe2PyLEELrE2bq0rYUGv7ytTo9LSdPDbT8Z6/XbS40AIBUInHHhI1FVr1eR/6n0ail0rufJGYqQgitTzjud1l7Ki0/fb7y+GXni5ttR+oKSaACwJQnrFZI1EqZIAixWFyjUS84sLrY9lnHAADUl5m/mfDzgiiTUGtdeoTQA0gmkxzHpW+RSCQKhWK5/RG6N8zUexFFqnWz7Q++vyl949Ck225SA8D0zBzLcfwMJ6EkHm9OguMUcjkA6DU0rZTP+UJ5Zv3uSkvnqGdvtTUzbwAhdE9DQ0OBQEAiudvOJIris88+u7JY5TiOZVmtVpu+kWGYUCgklUpNJpNcLr/H4aIoMgyjVCrJbuRs6TukXlqAYZhgMGg0GtXq7/zED4VCkUjEbDarVKp7XDcajcpksvS3HIvFkskkRVEymUypVC55FDk5TdMGgyH9A1znMFPvZdzDbLDp0rd4g5FgNF5kVQJANBarqiijKGp6Zi4ciZz9/Lxeryuw5eXbcknzb55ZT0b/YqYilJ0KCwtDoZBef+c+8ng8rtVqVxCoLpervb09EAgAwNtvv51Kvt7e3v7+fr1ez3FcPB4/cOBASUnJcifp7e3t6elpaGioq6sDgOHh4Z6eHvKSKIosy7a2tlZUVCw4amBgoKenx2w2+3y+hoaG2tpaABAE4YsvvpienjaZTB6PZ+/evVVVVUteNBgMnjhxwm63Hzp0KLXx7NmzPp9PLpfzPC+KYlFRUX19vdF4ZyK5QCDQ1tbm9/tNJhPP8yzL7tmzp7y8/GE/tKcSZuq9jHuY9JXdAKBj4GZ1YU7YNxdjWUEQg6EwACQFoaTI3thQ7/H6pmfnOrt7fb6I49bExiJLY6Xl9z6+BgDhMNN3/bo07ddcUhDqttTqtBpACGWIyWRSqVQ8z8tkMgBgWXbTpk33PWoxrVbb2NgolUpPnTqVvr22tnbHjh0URQFAb29ve3v7cpnq8/lu3bpltVrTjyUBCQBOp7OtrW3xsYFAoKur68iRI3l5ebOzsydPniwpKdHpdIODg3Nzc6+99ppCoZiamjpz5ozdbqdpGhZxOBx2u31mZiYSiaTXsHfs2EGinWGYr7766uOPPz569Kher2dZ9tSpU3a7/fDhw+RD8/v9c3NzK/jQnkpZlKnnz59PPW5ubs5gSVLG3Ey5deHcSb/35vduDA7NzbtzLWZ7QT4AJJPC1i2bAcCSY7bkmLdu3hgMhn//b39xfWg4FArfmudHnFMz05NXrw6md76GI4wEqD276tf4TSG0PomiuOT20tLSoaEhvV4fj8fNZjNN00vuSXJxOUaj0Wg0+ny+BdvTG04tFkuq7zYcDo+OjpLQImW7cOFCU1NTd3f3kud3OByVlZUkw9KPdTqdFoslLy8PAGw2m8lkGh8f37p16+zsbHFxMalwFxYWymSyiYmJDRsWrgIiiuLw8HBzc7NcLnc4HDt37lx8aY1Gs3//frfb3dfXt2/fvqGhIYqi9u3bJ5VKyQ4mk8lkMi04yuVydXZ2kkbvioqKvXv3AkAgEOjo6JifnxdFsbS0tKWlJRQKXbhwwev1iqJos9n27t1Lcr23txcAfD6f0+nUarX79u0rKCi4x+efPbIoU7MkR1MSvOBl2HzD3V92XddG6zeXG/W6xob69s7u6qqKPKtlyWMNBt3GMntxWaU91/jPru4z/U6YdcSiMVpN67Qa8m9REMX00cIIodXDMIzT6VzuVa/X6/P54vF4RUXF4ODgkvuYzeb8/PwVXDoWi01MTMTjcYfDsWvXLrIxGAxeuXJl27ZtpCdyYGDAbDYvFxvkDEeOHFl8bCAQSDXJAoDRaCTtz3K5PJG4M2uNIAg8z5PtC0xOToqiaLfbOY7r6upaMlMBgKKo4uLiiYkJAJiZmSkoKEgF6nK+/PLLxsbGiooKjuO8Xi8AJBKJkydP1tbWvvjiixRFzczMAIBEIqmvr8/NzRUEobu7++LFiy+//DIARCKR0dHR1tbWlpaWa9eutbW1vfHGG/e+YpbIokzNNmMepvy7E/x2DNz80cE7/0m4vb7GhmfvcTiZ+Le80PrClqKR+fBLdVv7B26wLDvv8ZTYC5fr9kcIrQaNRrN58+blXi0oKOjv76+qqlpck3t0HMe5XC4y6ic1VqigoODYsWMkUIPB4I0bN44ePbrcGYaHh41GY25u7uJjeZ5PH7VEekABoKKi4vTp006nMzc3d2BggOf5BcObiaGhoerqaoqiSktLL168ODU1VVhYuGQZaJomIc2yrMFguO+7JuOtOI6Ty+U2mw0AxsbGVCrVM888Q3aw2+0AoNVqaZp2u92xWMxkMqX/oCktLS0qKgKA2trarq6uWCy2ZNt1tsF60rKcHqY0LVPHpuZplSI/xwgAXp/fZLzPULfFd6nStCov15prsQRCoVUuO0LoIZhMJqvVeo/RQ49Cr9c///zzhw4d2rNnz+eff06G8kokklS+tre319TUMAzj8/l4no9Go6HvfkU4HI70sE8/Nr0+CgCJRIJErN1ub25u/uabb375y1/yPJ+Xl7d46G88Hnc6nRKJxOFwjIyMGAwGh8Ox3LtgGIacQaVSRaPR+77rAwcO3Lx58/jx46dOnZqcnASAUCiUXqUmvF7viRMnent7Jycn3W53evZrNHe+fmUyGUVR6W8zm2E9dVnjHiZ9IZrLAzf3bLszcG7e48215Nz78NJ8y7QnkOD4cqsmyiZ9cYFsVyoVoXB4lcqMEFqZ1Gig1ZOfn08ic0EzlSAIw8PDw8PDAMAwTCQSYRimtbWVvDo7OxsMBmtqapY8p8lkGhoaSj31+Xyk/gcAVVVVZKwvx3Hvvffe4nbdkZERmqZDoRCJcLVaPTY21tTUtHjYczKZHB8fLysrAwC73f7111+TCug93qzdbrfb7SzLDg8Pnzlz5s0339RoNC6Xa8Fu/f39NTU19fX1AOD1epdreH+CYD11WemZGo7Gx6bmt1UVk6dut8e6TE9qulRVdXdlzvU5NhxhAsFQPM4GgqFAMBSOMIIgrF75EUJrRhRFjuNIu2t6ZWt6ejqZTAKAIAj9/f3kbk4ACAaDnZ2dZDDUK6+88qNvWa3W7du3pwIVABwOR1lZWXotM/3Y8vLyQCBw+/ZtAJiYmAiHwyT5SHgDQDKZvHz5sl6vT2Vt+pm3bdv2wrdeeukljUYzOjqaekeCIHAcNzc3d/bsWUEQyKiompoapVLZ1tYWj8fJni6Xa2BgIP3MgiB4PB4AUCqV5eXlyWRSEISSkhKfzzc+Pk72iUQi5CqkAiqKYl9f3yP/HTIP66nLGvcw/9vOO/8KF6xC4/b6mnLM9z0DydTaCntjheXiSPLX67aQ5mJRFCpKi+VyORktjBB60nm93o8++og8fueddwDgrbfeUiqVg4ODn376qVqtjsfjBoPh4MGD5EsgHA4PDAw0NDTcezgxx3FkqE76xvRjtVrt/v37z507R9N0PB5vaWkh0z6wLPv+++8rFIpYLGaz2Q4ePLjgQm632+fzVVZWpm+sqqpyOBzkbqLu7u7u7m6ZTKbT6YqLi1taWkh3plwuP3z48KVLl959912NRsNxnE6n2717d/p5BEE4ffo0RVFqtTocDjc0NJBjW1tbL1y40NnZSV569dVXt2/f/tlnn7lcrmQyWV29xEpfTxxqufHla6ypqam9vT3TpfiOnX/4xdmfNlm0SgD4g7/+xe8fO0QrFQDg9ngHh2/ua2y47xnm/aHjn7b/zo9fngnGf/BXHV2/e4Bs7/66ryA/r6jwyRgajhB6FBzHRaNRlUq1eiMTeZ5nGEaj0ZCbbYhkMhmJRBQKxSoN7SHvS61WL9cIHI1GOY5bUCoAiEQiFEWluksFQSDzMd27MflJgfXUpUVYPs4lLVplIBztH5nYVFZAAhUA3F6f9QEqqQCQa9InOD4QieYb1Cq5NNWYbDIa/IEgZipC64FcLn+QgbKPQiaTLb6EVCpd1eve930tmCgxZcHcjRKJJDWP1VMA+1OXlprt4Y/eOfV3py6mN/zOuz25D9CZSlSX2EYmFq5RYzToA0Ec+osQQk8bzNSlOb1MaY7m2i2XP8gkEslg5M7YcVEUvT6/5cHqqbDMum9GoyEQCK5GsRFCCGUQZurSSD31g8+74xyv0yo/bLszk/WDN/wSdzO1IqfjlpdsVMjlcrmceYB7vBBCCD1Bsqg/9fjx4+lPjx07lqmSAIDTy5QbJL5QJJ7grCadJxC+fstVW2F/wLtoUjQqpUFLT3sCBRZjkYm+MR3aXKCHb5t/Ncv0NyCEEHoSZVGmZjZEFxh3M/G5eRBEmVQioSiZRPJB21e1FfZ5j3fr5o0PdSpSVS2wGEnzL8lUg0EfDIYK8233PRwhhNCTAtt+lzY6Hw77vUycBYBwNM7y/O1Z3zcOpz8QzDEvXIHh3qqKbTcXd6niMCWEEHrqYKYuwcckZFLq2Yo8k0ZZXZhTW2KtLbFuL8+VCuxDdaYSqS5VnVJ+6abnP346eG0qaDYafDhMCSGEni5Z1PabPcY9TKmZ3pwnmZyDpg35OloBAOFwOM5EHqozlZBQVHlh7v/qdPzpl5OiKB7vGP+kf/ovfrgdRDHOsipcoAYhhJ4WWE9dwriHqbIZdEazIEK+1azVaslyRUwsft+p85ck15r/8Oy4L3JnXQU/w/7kRJ9fpLH5FyGEniaYqUu4s3KqUmvRqQCA5/l4PF5UVBQMhc2mhWsVPQhHQIgkvjNdvj+a6J0XMVMRQuhpgpm6BLJy6nwgWmwzR6PR8fHxeDzu8wesK6qkAoBOvXDlQgBQKpU48wNCCD1NMFOXQOqp4zPunbUbwuGwTCbbvHnzrXEnn2BDK1pO/Ac7CmnZdz5qA604urM4EMRMRSiT4nHW5w+k/y8UjmS6UOgJhmOUluD0MMVmtWvet7GiePb2LZqmbTbbjeFbNdUVgUBgdnbWarWaTA9xR82WQsNv7yv88/apaEIAAKVM8rPX656tsHzi6OOTSZlUumpvBSF0L5989qtQKCyR3F0HjUsmf/3IoZX18nAcx7LsgjniGYYJhUJSqdRkMt176RVRFBmGUSqVZDdytvQdUi8twDBMMBg0Go0Lpq0PhUKRSMRsNqcvv7pYNBqVyWTpS5HHYrFkMklRlEwmW245HXJysiIsWcAOAWbqYjPBuEktn/X4SvOtAFBWVqbRaPhkMhwO59tsAJBIJNxuN0lWi+VBhwH/Wn350C1njr1yNhh3epndFRb4duLfB589GCH0eMViMYNRL02LBH8gGPt2te0H53K52tvbA4EAALz99tup5Ovt7e3v79fr9RzHxePxAwcOlJSULHeS3t7enp6ehoYGsvr38PBwT8+dWVFFUWRZtrW1taKiYsFRAwMDPT09ZrPZ5/M1NDTU1tYCgCAIX3zxxfT0tMlk8ng8e/furaqqWvKiwWDwxIkTdrv90KFDqY1nz571+XxyuZzneVEUi4qK6uvrjcY7vzMCgUBbW5vf7zeZTDzPsyy7Z8+e8vLyh/3QnkpZlKnnz59PPW5ubs5UMUhn6ti0u7zACgDJZFKr1aZPSahQKAoLC202m9vtvn79utVqtVqt9/2ZlmPQWlXUbzQV5xi0pf/+M7KRzPyAmYrQk06r1TY2Nkql0lOnTqVvr62t3bFjB1kPvLe3t729fblM9fl8t27dslqt6ceSgAQAp9PZ1ta2+NhAINDV1XXkyJG8vLzZ2dmTJ0+WlJTodLrBwcG5ubnXXntNoVBMTU2dOXPGbrcvuZCqw+Gw2+0zMzORSCS9hr1jxw4S7QzDfPXVVx9//PHRo0f1ej3LsqdOnbLb7YcPHyYLo/r9/rm5uRV8aE+lLMrUDOZoOrLKqXPa07itCgBYllUqlfMe74K7aKRSqc1mI8nqcDiMRqPVar13w05VUd7Nybkcg/a58pzuMe9z5TlGg8Hj9a7u+0EIAYiimEwKS24XBJEC8e4WQUwmBZ5PLthTIqHu8dPZaDQajUafz7dge3rDqcVi4TiOPA6Hw6OjoyS0SDEuXLjQ1NTU3d295PkdDkdlZSXJsPRjnU6nxWLJy8sDAJvNZjKZxsfHt27dOjs7W1xcTJpzCwsLZTLZxMTEhg0bFr/94eHh5uZmuVzucDh27ty5+NIajWb//v1ut7uvr2/fvn1DQ0MURe3bt0/6baeVyWRa3Bfmcrk6OztJo3dFRcXevXsBIBAIdHR0zM/Pi6JYWlra0tISCoUuXLjg9XpFUbTZbHv37iW53tvbCwA+n8/pdGq12n379hUUPBkLTmdRpmaJO5l6Y+RHL+3ieV4ikUgkErfHt7Nuy5L7k3qqz+cbGxvTaDRWq3W57ofqYtvAzcmG2oqGMvOVcd9z5Tkmo+HmrbHVfDcIIQAAfyB4qfPK4u2TU9MyuUxC3e1PjcfZCx2d+u/2iQJAaXHR9i2bV3DpWCw2MTERj8cdDseuXbvIxmAweOXKlW3btpGcHhgYMJvNy8UGOcORI0cWHxsIBFJNsgBgNBpJ+7NcLk8k7twQLwgCz/Nk+8K3PzkpiqLdbuc4rqura8lMBQCKooqLiycmJgBgZmamoKBAer9RIF9++WVjY2NFRQXHcV6vFwASicTJkydra2tffPFFiqJmZmYAQCKR1NfX5+bmCoLQ3d198eLFl19+GQAikcjo6Ghra2tLS8u1a9fa2treeOONe18xS2CmLjTuYaqtqoCWppWKSCSiUqkSHBeNRo33XNHebDabzeZAIHD79m2FQmG1WhevcV9dnP/+r674gpH6MvNfXbgFAAa9LhSOiKJIpf0njRB67Mwm46svv7R4u98fVGvUC/pTD+zd8xjXt+A4zuVykVE/qbFCBQUFx44dI4EaDAZv3Lhx9OjR5c4wPDxsNBpzc3MXH8vzfHrzGOkBBYCKiorTp087nc7c3NyBgQGe51NV5HRDQ0PV1dUURZWWll68eHFqaqqwsHDJMtA0TUKaZVnDPb8MCTLeiuM4MmEOAIyNjalUqmeeeYbsYLfbAUCr1dI07Xa7Y7GYyWQaHBxMnaG0tLSoqAgAamtru7q6YrHYkm3X2QYzdaExT0TGa0rzLfBtw6/H47U82J2ppP0nHA7Pzs4CgNVq1el0qVdppfz2vPc//v3J//rT1978h6/uHGIwBIJBk3ElgwwRQo/IbDLOzM0B3P1RK5VKF1dSH4Ver3/++ecBYGJi4ty5cz/+8Y+VSqVEIknla3t7e01NDcMwDMPwPB+NRkOhkF6vT53B4XBs3Hh3Oaz0Y9ProwCQSCTIr3m73d7c3PzNN9/EYrHi4uK8vLzFQ3/j8bjT6dy+fbvD4QAAg8HgcDiWy1SGYcgZVCpV9AHWfj5w4EB3d/eVK1dsNltdXV1RUVEoFDIu+qLzer2nT5/OycnR6XSkPk1iGAA0Gg3ZRyaTURSVSCQwU59ITk80FglUF9kAgGVZlUo1OTVrtTzEMCKdTqfT6aLRqNvtnpubs1gs5F9Sz41RgU+6fcHznV9vyKX/5crg5jxao6YDwRBmKkIZ8cr3WkVRXLBxle4Myc/PJ5G5oHtIEITh4eHh4WEAYBgmEokwDNPa2kpenZ2dDQaDNTU1S57TZDINDQ2lnvp8PlL/A4Cqqioy1pfjuPfee29xu+7IyAhN06FQiNx2r1arx8bGmpqa0m+qIZLJ5Pj4eFlZGQDY7favv/46lXzLsdvtdrudZdnh4eEzZ868+eabGo3G5XIt2K2/v7+mpqa+vh4AvF5vej31CYU3FX3HhDdaZKad056yAivcHaDkyX3ge2ZS1Gp1SUmJ3W6PRCLDw8M+n++fv/xaKgGWS5zquFahFztG5kZHR9W0yo+zKSGUIRRFSRZZwXlEUeQ4jrS7pje0Tk9PJ5NJABAEob+/n9zNCQDBYLCzs5PE+SuvvPKjb1mt1u3bt6cCFQAcDkdZWVl6LTP92PLyctLlBAATExPhcJgkHwlvAEgmk5cvX9br9amsTT/ztm3bXvjWSy+9pNFoRkdHU+9IEASO4+bm5s6ePSsIAhkVVVNTo1Qq29ra4t/eceRyuQYGBtLPLAiCx+MBAKVSWV5enkwmBUEoKSnx+Xzj4+Nkn0gkQq5C6tmiKPb19a3gk882WE/9DqeXKTLSLBfIMWgBgGVZipLE4nGDXnffYyt2lGcAACAASURBVJekUqlI/39773W3P6hWyllOiMS5jRqqcyb5Wp2tsLCg/9qNx/omEEJrzev1fvTRR+TxO++8AwBvvfWWUqkcHBz89NNP1Wp1PB43GAwHDx4kmR0OhwcGBhoaGu49loLjODJUJ31j+rFarXb//v3nzp2jaToej7e0tJC2X5Zl33//fYVCEYvFbDbbwYMHF1zI7Xb7fL7Kysr0jVVVVQ6HY9OmTQDQ3d3d3d0tk8l0Ol1xcXFLSwtpepXL5YcPH7506dK7776r0Wg4jtPpdLt3704/jyAIp0+fpihKrVaHw+GGhgZybGtr64ULFzo7O8lLr7766vbt2z/77DOXy5VMJqurq1f24WcVanG7R0Y0NTW1t7dnuhRwvMPZNz63w5j437/flEwmR0ZGdAaja2qm4dkdj3jmP/ibj4NhRkjyc96gUi7LMevPeHO++d29Go3mk89+9YNDBx9L+RFC2YbjuGg0qlKplrsj4NHxPM8wjEajITfbEMlkMhKJKBSKVeqGJO9LrVYv1wgcjUY5jltQKgCIRCIURaW6SwVBIPMx3bsx+UmB9dTvcHoZhciRht94PK5Sqdwe30N1pi6p1+GcnPMq5TIAkCvkUTbBe0P5WutYILlNJ9FqNKFwWK9bYVUYIZTN5HL5gwyUfRQymWzxJaRS6ape977va/G9D8SCuRslEkn6gKwnHWbqd4y5mVyRKS3YAACJREKhULg9tyvKlp1L7AHZrcb9dTVkTtFEIvF59/WqPE2ZzXJl3LetyGgyGvyBIGYqQgg96TBTv8PpZXSyQIntzo00FCVhEwm97lEH1uflGI8d2pt66nZ7cmiqalvJz69M/MbecjJDYUnRI14EIYRQhmVRph4/fjz96bFjx9a4ALwgTgdi/3rHnVtRWZaNsYkVjPi9rxf27Lz01dXnysw/eb8PAIwG/fQszpaJEEJPvCzK1LUP0QWcHiZXKyPL0QAAy7KhMLPidcjvoa6m7L3P2mWQLM1R35gO1eQa8HYahBB6CuD9qXeNexidTCADlMjdZr5AMHcVMlUmlZQXWAdGnGQyfZlMplQomAeYmgQhhFA2w0y9a8zDyHi2rMACAPF4nJJIknxSq9WsxrW2VNqv3pwkk+nDt4u+rcaFEEIIrRnM1LuGpvy5WhmtVAAAy7IME7NaH38lldhRU3p9fJrUUwGADP1dpWshhBBaG5ipdw3PhjYU3LndimXZSDRqzVmtTNXrtPkm7cy8J9+gcsyGsZ6KEEJPAczUu6YC8brSOwOUEolEIBjOXbV6qlQqrbJb+ocnSFWVrE6zStdCCCG0NjBT74gmkjFOeKbyzjpHwVBIKpVqlpkH5LGoLbcP3Jx4rszcPe5TqZQgQpxlV+9yCCGEVhtm6h1DU36dXLQY70zvMDfvKcjPW9UrGvVai0FjU4lXxryAw5QQQujJh5l6x1ejc/m6OzM4sywbjcUsq9aZStA0XZFvdrqmzRrF6HzEZDL6/YFVvSJCCKFVhZl6x41JX3nunRl3WZaNMLFHnzr/3miaLrboro5O1peZvxr3GfX6QAjrqQhlxv/13/5pyDn9iCfhOI4sC5qOYZiZmZn5+fnUoqrLEUUxEomkdiNnS7fcGRiGmZ6eji66xz0UCk1PT6cWOl1ONBoli5imxGIxsjQ6u3yHFDm53+8XBOHe519Xsmgepcwa9zKvPHNnrny/PyCTy1a1MxUAZDKZWik36TVak/zKmPdwbc3VwaFVvSJCaElffj0YjbL/dLbrD3/z11Z2BpfL1d7eHggEAODtt99OLVvW29vb39+v1+s5jovH4wcOHCgpWXZNjt7e3p6enoaGBrL69/DwcE9PD3lJFEWWZVtbWysqKhYcNTAw0NPTYzabfT5fQ0NDbW0tAAiC8MUXX0xPT5tMJo/Hs3fv3qqqqiUvGgwGT5w4YbfbDx06lNp49uxZn88nl8t5nhdFsaioqL6+3mg0klcDgUBbW5vf7zeZTDzPsyy7Z8+e8vLylX10T5ksytTz58+nHjc3N6/x1WfCbH1lPnk853avxjS/iymVyo0leXOhSPd4UKNRJxIJjuPl8iz6oyC0Hvzzlz1arcobYq7evL21qngFZ9BqtY2NjVKp9NSpU+nba2trd+zYQdYD7+3tbW9vXy5TfT7frVu3rFZr+rEkIAHA6XS2tbUtPjYQCHR1dR05ciQvL292dvbkyZMlJSU6nW5wcHBubu61115TKBRTU1Nnzpyx2+1LLqTqcDjsdvvMzEwkEklfhW3Hjh0k2hmG+eqrrz7++OOjR4/q9XqWZU+dOmW32w8fPkwWRvX7/XNzOGP5HVn09b32OZrinPHEBHmp5U7FdHbOvWljzRpcl6bpinz5V4O9tNzg9DImg8EfXJXZEBFa55KCEI0nlnzpUv8wzwsKuSihxBOfd5cV5i65m0ImVSqWXTTbaDQajUafz7dge/o65BaLJdV4Gw6HR0dHSWgBgCiKFy5caGpq6u7uXvL8DoejsrKSZFj6sU6n02Kx5OXlAYDNZjOZTOPj41u3bp2dnS0uLlYoFABQWFgok8kmJiY2bNiw4LSiKA4PDzc3N8vlcofDsXPnzsWX1mg0+/fvd7vdfX19+/btGxoaoihq3759UqmU7GAymUwm04KjXC5XZ2dnKBSSSqUVFRV79+4FgEAg0NHRMT8/L4piaWlpS0tLKBS6cOGC1+sVRdFms+3du5fkem9vLwD4fD6n06nVavft21dQULDch59VsihTM+ja+JxEQpnUCvLU4/MX2FZ30C+hUql4PqJVq2oVmu4x30ajIbA6MwwjtM5Nzfv/4dNLS750bXSSkkr8EQYAZryh//A3v9Bpl+j3eXZT2cuN21dw6VgsNjExEY/HHQ7Hrl27yMZgMHjlypVt27ZJJBIAGBgYMJvNy8UGOcORI0cWHxsIBFJNsgBgNBpJ+7NcLk91kQqCwPM82b7A5OSkKIp2u53juK6uriUzFQAoiiouLp6YmACAmZmZgoKCVKAu58svv2xsbKyoqOA4zuv1AkAikTh58mRtbe2LL75IUdTMzAwASCSS+vr63NxcQRC6u7svXrz48ssvA0AkEhkdHW1tbW1pabl27VpbW9sbb7xx7ytmCcxUAID+iXm7UUUe+/0BuVy23Ar1jxdN0263e2tlke9WsHvcu2u3dXbOvQbXRWi9Kbbl/Id/e2Tx9raeG3PekJq+83s6wfEqWrXknivGcZzL5YrFYslkUqW68z1TUFBw7NgxEqjBYPDGjRtHjx5d7gzDw8NGozE3N3fxsTzPp/puAYD0gAJARUXF6dOnnU5nbm7uwMAAz/NLjm8aGhqqrq6mKKq0tPTixYtTU1OFhYVLloGmaRLSLMsaDIb7vmtRFBmG4ThOLpfbbDYAGBsbU6lUzzzzDNnBbrcDgFarJV+DsVjMZDINDg6mzlBaWlpUVAQAtbW1XV1dsVhsybbrbIOZCgDgmA7VFNjJ45m5OYt5dUf8piiVykQisaWiqK1/7IpHbTpYOTQyujaXRggBwNXRyQTPJyJ8aotEIpn3h3JN+sd1Cb1e//zzzwPAxMTEuXPnfvzjHyuVSolEksrX9vb2mpoahmEYhuF5PhqNhkIhvf5uARwOx8aNG9NLmDo2vT4KAIlEgtQH7HZ7c3PzN998E4vFiouL8/LyUoekxONxp9O5fft2h8MBAAaDweFwLJepDMOQM6hUqsUDjBc7cOBAd3f3lStXbDZbXV1dUVFRKBRKr1ITXq/39OnTOTk5Op2O1KdJDAOARnNn/RKZTEZRVCKRwEx9Msz7QyzIKnPv/AuemZ235VnvfchjpFKptCq5iZaKghDkpQwTFQSB/AJFCK223/7hS2t2rfz8fBKZ6Z2sACAIwvDw8PDwMAAwDENuYmltbSWvzs7OBoPBmpqlR3iYTKahobv3C/h8PlL/A4Cqqioy1pfjuPfee29xu+7IyAhN06FQKBQKAYBarR4bG2tqaiK9sOmSyeT4+HhZWRkA2O32r7/+OpV8y7Hb7Xa7nWXZ4eHhM2fOvPnmmxqNxuVyLditv7+/pqamvr4eALxeb3o99QmF393gnPEkKGW59c5votn5+QKbbc2uTtN0LBbbWllUapR1j3lxNiWEnkRkxWXS7pre0Do9PZ1MJgFAEIT+/n6apknDaTAY7OzsFEURAF555ZUffctqtW7fvj0VqADgcDjKysrSa5npx5aXlwcCgdu3bwPAxMREOBwmyUfCGwCSyeTly5f1en0qa9PPvG3bthe+9dJLL2k0mtHR0dQ7EgSB47i5ubmzZ88KgkBGRdXU1CiVyra2ttRtry6Xa2BgIP3MgiB4PB4AUCqV5eXlyWRSEISSkhKfzzc+Pk72ITfyiqJI6tmiKPb19T3y3yHzsJ4K41PucJIqzdEAQDjCUAA6nfa+Rz0uNE1Ho9FtVcWqrya6x30/rDb4A0GzaWELCUIom3m93o8++og8fueddwDgrbfeUiqVg4ODn376qVqtjsfjBoPh4MGDpBUqHA4PDAw0NDSQ22yWw3EcGaqTvjH9WK1Wu3///nPnztE0HY/HW1paSNsvy7Lvv/++QqGIxWI2m+3gwYMLLuR2u30+X2VlZfrGqqoqh8OxadMmAOju7u7u7pbJZDqdrri4uKWlhTS9yuXyw4cPX7p06d1339VoNBzH6XS63bt3p59HEITTp09TFKVWq8PhcENDAzm2tbX1woULnZ2d5KVXX311+/btn332mcvlSiaT1dXVK/vwswpFfuxkXFNTU3t7e0Yu/Sf/+Nm7N6U9/8/zGoXs1vjE4NDQ91584b6j2h6XWCw2PT1dUVHxe3//2SWP6r1/XeXzB5/ZvmVtro4QWm0cx0WjUZVKtaDJ9zHieZ5hGI1GQ262IZLJZCQSUSgUq9QNSd6XWq1erhE4Go1yHLegVAAQiUQoikp1lwqCEIlEaJq+d2Pyk2K911OZGOthElqVTqOQAcDcvNug161ZoMK3bb8A0LSp6MyvphNSOhC8vWZXRwitNrlc/iADZR+FTCZbfAmpVLqq173v+1ru7on0mSUAQCKRpA/IetKt9/5U54xHozeWWu52pq7NDErpVCpVPB7fWlGUSwtD7gT2pyKE0BMKM9UNCk25RQMAoXBEKpGsZWcqQTK1MNeUqxQuDc8Z9DqMVYQQehJlUdvv8ePH058eO3ZsDS46NuVmKQupp867PXqddvFdXKuNZCoANG+w/W2v54c1ecFgyGh4ehpDEEJonciiTF2bEF3AOeMJm83NJFM9Xq2aXr1xBMtRqVRk3Pnz28v+7PK8qFAHgqFll65ACCGUrdZ1269z2l1aYHV6GFJP9Xi8NL2KY/OWkxqmVGzLsdHJa3NcIBhc4zIghBB6dOs7U2e9pbacMU+k3KINBIM0TUsoau3Hc0ulUolEQm4S31Fk7Bjz+jFTEULoCbSuM3V8al6jN+bpVTIp5fb4jAbd2ldSiVRV9Xt1JVenIiqVKhJhMlIShBBCK5ZF/alr7+bkXIgTzfJkR3fP6JhTq1ZPzUhy82w6rWaNS0KGKen1+pYtxeH/dTUppQPBkHbNi4EQQuhRrN96qicQiceZq7dmVHxkeOTWuHNyZnbu5qhz4NqNtS9MaugvAFTnqL6aYvwBbP5FCKEnzDrN1EA4evXmRJ5RFwFVgV6hUCp0Oo1aTWu1Gqk0A59Jqu0XAPbU5F6dieMwJYQQeuKs00z9o3dOvXe2K8+o8bKUlYZoNKZW0clkMlOLrMnlckEQyPoVh+pKnaHk7Rm3LxjJSGEQQgitzHrM1Gu3XBEmHo7GE3zSl5BaVBCLx1W0iuf5tZzpd4FUVXVTgT6alH7af/s/v/tppgqD0LoSiCY6Rj3jHhwYiB7Vehyj9MHn3RKZVBCFq2Pzfi7XooIxNiE3SXlZJj8N0qVKZpeutqjcswpdOHptdHJLZVEGS4XQU69j1PPvP74WTfB8UtxVmfPXP3pmxafiOI5l2QVzxDMMEwqFpFKpyWS69616oigyDKNUKslu5GzpO6ReWkAQhFgsplKpFtQKGIYJBoNGo3G56eyJaDQqk8nSlyKPxWLJZJKiKJlMttzdEKFQiKwnYzAYMtXCl4XWXaZeHZ30hSIURdEKxVw0qZPwPj/DRKPhCJNIJAQRBEHISMFomg6F7kzzy8ci02BOxPm/PtP7P36CmYrQarl80/ObP++NsDx5+qvrs//Hz3t/9vpDx6rL5Wpvbw8EAgDw9ttvp5Kvt7e3v79fr9dzHBePxw8cOFBSsuwkab29vT09PQ0NDWT17+Hh4Z6eHvKSKIosy7a2tlZUVKQfEovFPvvsM6/XKwjC9773vfSTDwwM9PT0mM1mn8/X0NBQW1u75EWDweCJEyfsdvuhQ4dSG8+ePevz+eRyOc/zoigWFRXV19cbjXfWdQ4EAm1tbX6/32Qy8TzPsuyePXvKy8sf9kN7KmVRpp4/fz71uLm5eZWu8mFbj1QiSfBJqVQiSjQ0JEuKChRyaX6eFQA0Gu3WLZtX6dL3plQqyW/Sdy9cvxmR8JRyklPOzsDPLw29vndjRoqE0FPvj886UoEKAKIInbd8t9yRCuvDraWh1WobGxulUumpU6fSt9fW1u7YsYOsB97b29ve3r5cpvp8vlu3blmt1vRjU0HodDrb2toWHyuVSuvq6qxW6y9+8Yv07YFAoKur68iRI3l5ebOzsydPniwpKdHpdIuv63A47Hb7zMxMJBJJr2Hv2LGDRDvDMF999dXHH3989OhRvV7PsuypU6fsdvvhw4fJwqh+v39ubu6BP6qnXBZl6urlaEqvwzk551XKZUyMFQHCIJELfIJS7di+1WzQabXa1A+xtUfafgcmg//5cycvUGQjJ8B/Oju2rSJ/S2HGCobQU4DlhdlgfPH2cJxbsIUCsf+2X7aoMVOnkpk1CliG0Wg0Go0+n2/B9vSGU4vFQqZLA4BwODw6OkpCCwBEUbxw4UJTU1N3d/eS53c4HJWVlSTD0o9VKBQLaq6E0+m0WCx5eXkAYLPZTCbT+Pj41q1bF+wmiuLw8HBzc7NcLnc4HDt37lx8Ko1Gs3//frfb3dfXt2/fvqGhIYqi9u3bl2pnNplMJpNpwVEul6uzs5M0eldUVOzduxcAAoFAR0fH/Py8KIqlpaUtLS2hUOjChQter1cURZvNtnfvXpLrvb29AODz+ZxOp1ar3bdvX0FBwZKfTLbJokxdA3arcX9djURCDTmnDRq6N0BXaSlaJhoNepaN5+TkZLZ4NE3/ly+us0kqfSMrwN996fjvbzRkqlQIPQVG5sK/deKbxds9YXbBFibB/3nbTQk1umD74e2F//cL1Su4dCwWm5iYiMfjDodj165dZGMwGLxy5cq2bdtIT+TAwIDZbF4uNsgZjhw5suSxSwoEAuk1BKPRSNqlF5icnBRF0W63cxzX1dW1ZKYCAEVRxcXFExMTADAzM1NQUHDf4ZxffvllY2NjRUUFx3FerxcAEonEyZMna2trX3zxRYqiZmZmAEAikdTX1+fm5gqC0N3dffHixZdffhkAIpHI6Ohoa2trS0vLtWvX2tra3njjjXtfMUusr0zNyzEeO7QXAP72kwv76mqunZt4rbkqMnHDaNC7JoOZmpgwRaVSqeRL/EV0dIYLhtCTbkuh4eK/W6IljEsK+//L+anAnSosLZf+zRvP7K22Lt5zxTiOc7lcZNRPainJgoKCY8eOkVAMBoM3btw4evTocmcYHh42Go25ubmLj10Oz/Ppo5lIz+ji3YaGhqqrqymKKi0tvXjx4tTUVGFh4ZInpGk6kUgAAMuyBoPhPu/52/FWHMfJ5XKbzQYAY2NjKpXqmWfu9FXb7XYA0Gq1NE273e5YLGYymQYHB1NnKC0tLSoqAoDa2tqurq5YLEbT9H2vm3HrdLCWP8SY9JpxT7TErIowDK1SkYnsM1sqmqZfqc0xqr/TvmSgFa/tws5/hFaFXCq58O+aD27JL7Voamzan73+mAMVAPR6/fPPP3/o0KE9e/Z8/vnnZNiERCJJ5Wt7e3tNTQ3DMD6fj+f5aDSaGq5IOByODRs2pJ6mH7vs+5LLSQQSiURi8YDheDzudDolEonD4RgZGTEYDA6HY7kTMgxDLqpSqaLR6H3f9YEDB27evHn8+PFTp05NTk4CQCgUWty55vV6T5w40dvbOzk56Xa7eZ5PNY9rNHcmZ5XJZBRFpb+dbLbyemo0Gk0kEmq1On0E9mKCICz49wEAWq1WltEbV3whRqOmfQxLA2c06FmWzXglFQBUKlWpXvKXr9X95P0+P5MAAI2c+tnrdZsL7/+rECG0MnKp5Gc/2rEGF8rPzyeRueDbRhCE4eHh4eFhAGAYJhKJMAzT2tpKXp2dnQ0GgzU1NQ91LZPJNDQ0lHrq8/lIvTDdyMgIud2AfEWr1eqxsbGmpqbFX+nJZHJ8fLysrAwA7Hb7119/TSqg9yiA3W632+0syw4PD585c+bNN9/UaDQul2vBbv39/TU1NfX19QDg9XrT66lPqIcOtlgsdv78ebfbTX6q7N+/f+PGe41KDQQCH3zwwYKNhw4dWvwHXjORaFyllE/642UWTSAYMhr08Xj8vr/71gCZ9mHP5vJ/fOvZk33Txy+PvV5D7a6wZLpcCKH7EEWR53nSvkr+n0TO9PR0Xl6eVCoVBKG/v5/czQnftvfu2rWLoqhXXnkldZ5f/vKXpaWlqbFLAOBwOMrKytK/oNKPBYBUxY5U8kitrry8vKur6/bt26QfNBwOk0RM53A4tm3btm3bttSWEydOjI6Obtq0ibwjMrmbz+f7+uuvBUEgpaqpqSEdnPv37yelcrlcXq83/TyCIPh8PovFolQqy8vLOzo6BEEoKSnp6upKZTMZZiyKIqmAiqLY19f3OP4UGfbQmUp+Z5WWlsrl8oGBgQc8qqGhIb37ffEgsbXkD0dNOvW4hymzaPyBoNlkYFn23vdErw2KohQKBcuyWwqNWwqNX1ybDEaYZDKZwdmdEEIPwuv1fvTRR+TxO++8AwBvvfWWUqkcHBz89NNP1Wp1PB43GAwHDx4kfUzhcHhgYKChoYHk4nI4jiNDddI3Ljj2H//xH0ksnTt3DgBeeumlsrIyrVa7f//+c+fO0TQdj8dbWloWfMW53W6fz1dZWZm+saqqyuFwkEzt7u7u7u6WyWQ6na64uLilpYV0Z8rl8sOHD1+6dOndd9/VaDQcx+l0ut27d6efRxCE06dPUxSlVqvD4XBDQwM5trW19cKFC52dneSlV199dfv27Z999pnL5Uomk9XVKxkClm0oURRXduTMzMwnn3xy33qqz+f74IMPyJ/5Hrs1NTW1t7evrCQP6+roZN/wRFSTH4pzO2nvjm2b/T6fzWbLhlh1uVypW3re+ttLYizwZ2805Zgz+RMEIfQoOI6LRqMqlWrtO5h4nmcYRqPRrEZfG3lfarV6uUbgaDTKcdziq0ciEYqiUt2lgiCQ+Zju3Zj8pFi7UTmZmp9osV6n78vJ5C++mVLIJIFg0GgwJBKJe/cKr5n0Rd82FujnohQu+obQE00ulxsMhoyM2JDJZAaDYZUGr5D3dY8gVKvVS15dq9WmAhUAJBKJXq9/OgIV1uxemosXL8ZiMYlEkpeXt3Pnzgx2pl4amfuz9mmGFQDg7y/H/20tLQiCKIqZHTOVQtP0/Pw8eVxXYv6gxxUILhzhhRBCKDutej1VIpEUFRVt27atubm5rq7O7/d/+umn4+Pjq33dJQ1MBn/6wVUSqAAQiXP/82r8G6c7Gwb9EqkZCgFgd1W+J0FhpiKE0JNi1StnRqPx+9//furp5s2bP/zww87OzsXdq01NTYsPf7ydrJ/0T/mY79zkFE4IJ/um/8/dtsd4lUdBqss8z8tkMrVKblKIVyf9z2e6VAghhB7EWjd4ajSa8vLywcFB0nOe/tKajVFaIJlMZk89Fb69o4bMdl2glc2wIrnhJ9PlQgghdB8ZmDmIVMVWPN74UfxgR+HiWYpayrVZmKnkcblZNR2T4DAlhBB6Ijz+TE0mkyzLLjfKl+f5iYkJpVK5oJK6NrYUGv7ToRrVt5VztQx+9npdsV6SVZmaPvR3Q75uKiIGgpipCCH0BFhJ2+/IyEgymQwGgwBA1hYAgOrqajI1wY0bNzo6OlIzJXV0dKjVaqvVqlKpQqFQf39/MBi8753Oq6fKJH9tk+ryrMyoon5QqWwoMzsc81k1jDs9U3eUWP57xywOU0IIoSfCSjK1o6Mj9aWfmqayrKxsyel+KIrq6elJJpPkqVKp3LVr1/bt21da4EflCzObbfobkeSRKtX2Qm323JmaolAokskkmT6pOFevlMKtueCqLy2LEELoka0kU48dO3aPV7du3Zq+8u3u3bufe+65UCjEsqxCoTCZTJmqoRKBMGPUaW57Z+hKMBkLs2Sm3wVIVVWj0VhNer006eWU4Qij02agtRwhhNCDW4sxSlKp1GQy2Ww2s9mc2UAFAH+I0WnVnkhCkggbDYYsWZFmgdQwJYVMaqWp6ZgUu1QRQij7ZcXkQWvJF2JigrTYTFPAK5UKlmUXL+mXcSqVKhKJkMelZqUzLPgDwaLCgnsfhbJKNBpNTYlFiKKYn5+fhe0iCKHHZd1laiASDbKQr5OZjBoAyNp6qtvtBoBwmNEKkVse5df9V8ORCAAkBaFuSy22A2etQDgqCILZoE0kEjdv3iT3GRPhcNhsNmOmIvQUW1+ZKopiMBLzxHiLSkJmUcjOTFUqlYlEQhTFvuvXOf88mywcnZgFQQSAcISRALVnV32my4iW9kfvnKIo6k9/69eNRmNeXh7P82QQHMuyNpuNrJ2JEHpaZWDOhwzyhxmTTnPbGzUokkaDITsHKBFk4l+pRGLSq41SnpHraVql1+s0GrVUur7+ak+Qa7dcESYeZuLXRicBoLS0NDVCPh6Pl5aWZrJw3dk8QAAAIABJREFUCKHVl0X11PPnz6ceNzevys0jgXDUqFP3+qIbVKzRoM/CG2lSUsOU1HKJlkoERJpNcFl1Hy1a7IPPu6UyKZ/kP2zr2VJZpNfrtVrtyMhIUVGRXq9PbwdGCD2VsihTVylH0/lCjFmvcTqZXWVJjUbtdmfRijQLpGZ+oBUypRj38vpYLKzVZH7VdLScq6OTvlAkEmNj8YTbH/mrX7Tt37GB53m1Wu31ehsbG9N3TnW7Zqq0CKHVkEWZugZIPfW231f5nBkAWJbVarP0S42maTJTlYQCsyI5zMpi37YiorU3MBn8pH8KAH6wo3BL4dJ9oh+29YgisAmu2JYTjSVujE2Fg0F3JGFSURoJ3wDfmREl1e26FqVHCK2V9ZWpvjCj1elNKlmO2QAA8XjcYrFkulBLI/XUpCCEI4xRkvCyEm8grNeFwhFmubmU0Sq5NDL30w+v+iIJAPikf/ovfrh9T+XCfza9DufknDfB8XKZLByNA0AwFH/7lX3bq4uv3rzdfdXx306c1ms1m8oKNpUVhqPxCBMHiro2OrmlsigDbwkhtDrWV6b6Q4xEY7Kqs3rQLyGRSORy+eaaailFJYenbLdBnVtcbM9V0/TWLZszXbp1hKxjn1p218+wPznR94//5tkthd+5rdluNe6vq7nY59hXt4GiwOv1mnNy7LlGiqK2VZdU2a2zs7O03jw4Pv1pe197/4hcJtVrVaTbNRNvCyG0KtZdpkrNYFIIJoMhkUjI5fKMz+t0DyqVSiaVNDbU80rH15FZZa612G7eUF2Z6XKtL4vXsfdHEyf7phdkal6OsbayiFYq/tXz9Q6HY9P396a/qlarBUEwaVUHnt1kNekGx6eSgujxR0Ckrt9y1VbY1+KdIIRW3/q6K8MfjrqjvFHG63TabK6kEqmhv1ajziBLzkQpj8+f6UKhZXVevblrS+XQ0NCmTZsWv2oymfx+PwB82NYjk0p1apVSIeP55AdtX615SRFCq2UdZWokGlcp5eNzoSKzGrK74ZdIDf21mvRKMTbuT3g83kwXat1Zch37I3WFC3abmvcnBSHim9u8eemW+ZycHK/XS7pdWY4PR+MSiSQci9+e9fUNT6xW6RFCa2sdZaovzJh1GqeXqcjVAUA235xKpOqpFoOWYiODM2GNRhMM4Vqqa2pLoeEvX6tTyO78l2Kg5T97vW7zoqG/nddGC/Xy5QKVMJvNWjnsr6tp3FrZuLXywM6NCpl0/45qe27WzTiNEFqZddSfSm6kmQqGNxSaASAej2fh7PnppFKpRCLhOE4ul1sNmlxWkVDoPF6/Qa/PdNHWlz2VFgMtO7Ah79pUcE+FZXfFwkG/oiie77n2P37nXmsgAkBOTg5z+/axQ3e7WqUS6eaKQqsJJyxE6CmxjjLVH2KUKhogZM81wZPQ9gvfNv/K5XKrSVfGKTycwu31VpSVZLpc68uYm9Gp5H/8a1tH5yO/+fPe331544Id3v+07YVd2yiKCoeZvuvXpZK7zT/pax4olUqZTMYwjEZzZwmEHRtKuq7dqqvGPyhCT4n1lKnhKEvJchRgNBh4nqcoSiqV3v+wjCKZqtPprEa9LZpwRYQcFocprbVLN917q6wAUJmrzdEqu8e8z5XnpF69ceOGK5h4c08lAPRdvz4wcEOTNt3VgjUPyEilVKZuKis88asrMTZBK7O6GwIh9ICyKFOPHz+e/vTYsfu0pD0sf5gJiOo8nYyiqCeikgoAKpUqFAoBgMWoNbo9jvloXREVjcbUajrTRVtH2m+6X6u/U5V8/bnin3ffTmXq4OCgUp+joWfzzAYAkEokGo1ar787r68giulrHhiNxunpaUEQJN/WZetqSvqGJ3ZvrVqjN4MQWk1ZlKmPPUQX8IcZtygrMqngCWn4BQCapufm5gDAYtTR4tSN6ah1u9Xt9Zao8Y7GtXNpxPPXrz9DHh/aVvD7n1wPxTg9LR8cHNywYcM//aqrcVEiTs/O5+dZl7z7mQwAtlqt5OkzG0o/be/DTEXo6bCOxv36Q8xMmK2w6gAgm1d5S6dQKHieFwQh16RnImGKAgmt83ix+XftdI95d5SY5Gl1zdcbSn5+ZWJoaKimpobl+OGJ2e3VxalXOY6/NT6hUMhdU9NLntBsNvt8vtTT0nxLkIn5Q8zqvQWE0JpZL5ma4Hg+KUwH2eqCJ2aAEkG6VM16jT8c3ZSvdydknrRvZLTaLt707Kv6zkDf158rPn75VlVVlVQq7Ri42bjtbhVzbt7t9nhLigotZpNcoVjyxie5XK5S/f/snXd8G/X9/z83tPeybMu25L1nnDh7B8iAEAqhBX5QaEt3S3d/318HlJbu9aX98v3ypQQoARJWGCGBEEISMh3H8YwteQ/tdTrN0+nu98c5irxH7NiW9Xz4D9357vSRLOt97/V6c3Ecj+5Zlq+ra++Zs1eQIEGCm8dSsanMlDerlyxMV4LF0Jwa5bqakkyUKed2OYlQiCAIYtITE8wKp/W2dXmq2D0ec2+xRna60wkAONvUsbp0SC3y9LmLgVBIJBJ6fX435uFyOL39gx7cO3rmwQhXtapAd7mtZ25fRoIECW4KCyifOqe4cT+XzfKSRJpcSFFUJBJZLPO9eTye1+sFAKikohAXaTF5KnJkdocrNUU930uLf9z+cL/LHzvcra2tLScn5wHasf98n5od1qhkEiHfarOfPndx7crlFaXFjc0t0fojTXKSxe4cPfOgy03tOzkgkeB3V6eXaiRquRhFkEGbS6OS3bzXliBBgjlgqdhUJ+7zR6BkAQoWVeAXAMDlcu12OwBAKRUFKKrF6FGuyLA7nQmbehM4bbCty73upDIGFUXRrYXqn73dfPQSvmN5QWPLVTfmuev27UxF0pqVK2KvcK62zoPhomvNM2DY5Dj3u41mZnIcU/2bsKkJEix2lkrs1+XxYQSVtqiKfhmuq/5KRUgkaMaCQonU7kikVG8Gpwz29deSqe3t7dnZ2Sg6dBt6V2XKyS58oKeDy+GsX10z3oCjmmWVF+rqo5tDk+O8wybHNQ26lxXo6hLh3wQJFj9LyKa6/BGdUggWT9FvFCalqpSK7G68KFVs8kMuN0bT9HyvK/6JJlP1en1mZmZsvkActOg9SHVleV5O1gRXgGG4sqyk7kojszne5DixgKeSiToHrHPwIhIkSHDzWDI2Ffc5A5HcZClYbH4quGZTVVKRzY0Xp4pbjB6lQp5wVecag9Ur4qLJYq5er9fpdLFFbRfr6pv1PRsK1Gf7Ju+BydSme31+22QzhRLVvwkSxAFLxaY6MBwLw9lqMViENpUJ/0pFfK8/VJAsajViCZt6E2CcVIPBoNVqowbV5cbeO3rMGaBWVRQ8uDrz5fNTGtO2oqri4uUrYKzJcSIOi5kcl6j+TZAgDlgSNpWiaRfmc4dhrYJP03Q4HF4sjTQMHA4nFAoBAFQyUbIAaTV5FHKZIzGffC7Bcd+hWgPq7B602C5daTxzofbUuQuXG1suNzTdsmmDwehcU5a7OlthwoLd9sldVR6Pm52pa25tK9VIfnF7EQwPJV9FXDRIkszkOBaK5GckN3cNzu0LS5AgwVyygOp+T5w4EX28adOmWbyyG/dz2YjVSWXI+YuoMzXK9UGqUpGCTbUYPUq5/Hxt3XyvK37w+/1W67Bc5uWmlmYr2Cl1d3XjAACapnsHjMX5Ofd+brfJ7g6FSV2KElzTVPr5rqJJn6IgN/ujT05lpGv+9GH7cw8uO9vhAADsqdR0d3dt//vpI99dB665qiVZIweeJ0iQYLGwgGzq7NrRWNy4LwzQJCELgSHfYgv8AgBgGEZRlCAIlVTk8HhzVMJOh18oELoxTCpJjN6cBQiCMBgMItF17fvP2szpXLlCLgUAeH0+o8mSpFJkpGvAcJ2H+2syKn51bCo2FQCwYln51/ad/8EthZsL1JsLhlqhZJD6i4jwm/sv//P+qvLcjFc+PEdGKBRZEgGkBAnijyXxr+v0+PwRoJULwCIs+mUYKlOSiWwuvFgjbhn0KBWyhPDvjePG/U7MK5VK1Wo1m80WCoVCodDpdDoQRY6YBgD4/H6XC8vLyeJeuxU722iISt5zWcjOspQ36wam8lwfd+A8LrtUEo7dqVAoqpSgMEX8p4/aQSKrmiDBImdJ2FSb2xOIIFlJIrAIC5QYmDIlpURkx/CiFHGryaOUyxPCvzfOb15493f/PgwA0Ol0TB+wyWTi8/ldQW62MEJR9IDRlJ6WGj0+1qAyPFCjffnC5JVKg67AXz/W/+vRDe2GjlDoejsNM6j84ZoUkzv45uWBqnxdvX5KdU8JEiRYgCwJm2qyOsMoL0POB4vWpsb6qUWpklYjplDIHAk/9cZo6hzw+oK4L9jU0S8Wi0UikdVqZbFYLKHMHaSTuRE3hsml0thTYgO/DJUZ0hBJtRrHkMuP5d5nzx14dBUYpQIBrk1/+/Pe8pfP93ppjsnuxv3BWXqJCRIkuKksCZtqdWJBwMpQLGKbyvipIj6XICM5Sl6L0cPjcmEE9vn88720RcyBYxdQFkpGyNc+vggA0Ol0brcbhuH+sLBUzcK9PpPFCkGQG/O4MQ/u9ZldXg4LTVFKR1xnUlf1R280fndLbpqMBwBIUin5PG5P3/VwsVgs9vv9JEm+/Y01D79wsSAz43KiUTVBgsXJkrCpDjeOhWGtnE8QBIvFGk9GbiHDSOKRJKmUCMNESMBBje5AIvx7IzR29Ds93mCIwH2h1q7Bx//30PG6Nl8E5vF4tf3enZWZedmZ2vTU8pLC4oLc4oLcosJCEx4ePX4cAHBfTcarF/vGE7Z68/IARdH3VKdH91RXltddaYxVwpLJZC6XCwDw6Q83PfWZ/XJbIvybIMGiZEnYVJfXb/GGtQrBInVSGYaVKQ2pKSXKlGbOweO1CAzj/qBKJkpTybzBIEkQlgDy+vnOD5sHJTBBszjbNm5YtaKa+fmoqe/E5faqAt2YV7u/Rrt/LFfVhAX+9KH+z3vLR+xfsaziYt2V6CYT/gUASPmsFx+peU1PWl2TBJMTJEiwAIl/m+rx+iMAZiGIiIsuapvKhH9VUrHN7WFsqkIudyT81BlR19bTb3H4gkSYjITCZIgkbS4vC6K+d/+Ohz63XSXkBP34h7Vtz31w/tWPzte19Vxo6bI5PByU1dTRP+YFmUbV0fs//+z51x5dOXp/uiaVJEmTZagpFkVRPp/v8XgAAJUZ0h3Fiu+8cnn2Xm6CBAluEvFvU3tNVpQrXNTJVIZhZUop4laTRywSBkMhgghPfnKC4aSppBsr89NU0tIczZqynDVlOatLdBnJcgRBznY6thanFmtkj96x7ntfuDU3Xd3ea/rrK0cDYVIs5B48XjvmBQuSRQIOWtc7LGzwkzcbv7ExR6vgj3nK8mUVtTGuauyg8m9tKwkFvP/4pKOhH3vivdYn3mttGsRm6aUnSJBgDol/mzpotgMOX7uYi34ZhtpppEK721ucKmkxYgCAREp1ZqgV0odvX89hs76z99aHdq57aOe6XTWFurRUAMApvX19nrKzuzc7UysW8KoLM0uy0+QSgUYl5XHYdjfe3Dl2N+oIV/VQ/WCIpO5dnj7mwQAANotVVJB3pamF2RQKhQRBEAQBAFBIhBvT2R+3DN7/r/P7znTvO9P94PO1n3XYZ/MtSLAwYDqk53sVCWaN+LepZruLRHjaxe+nstlskiTlIoEdwzUyHh4kPYFwQkx/xvSa7SI+Ty4emhbudrulUikA4LTBli2k5HJpVOSBybwiMAwAQGH4wPGLY15wT6XmaLPlZ4ean3iv9VO97XdH2v52b8XEa8jJ0jldbqfLzWzGuqoyZYrB5vcGSWYzOmn1hl5zgoVHtEM6QXywgLQJ9+3bF7v58MMPz8plrU5PEMi0CgFJkhAEIQgyK5edF7hcLgLRNE37gwQT/s1TyKOOToJpcbm9typfyzz2eDwikQiCoNMG+7pcZWdPb152JvMrJvPKYaGh8JB56zM769t7K6+dG+WU3kJDNOOqvniu9w+fK53KMlYsq/jsXO1tWzcCABQKRWtra3JyMgDAgAMfQcUeyUxaLdWM7ORJsHhhOqQBBDV19JfmjBvSSLCIWEA2dbaM6AicHtwDKTLk/EXtpDJcC/+K7NcGqa7MymTmky/GBqH5pb6t9ycP7WQexzqpNTqp12tUJ6mYXzGZ1+gkGQAARdNpSSMNW0M/9tiBxiARGTqGon5z+Gp+snBSEygUCDLSUlvbDUX5uRAESaVSl8slk8nQxXzzl2CKMB3SESpy8HhtwqbGBwvIps4FmAcnacjiC2sV/GDQtxiVfmPh8Xh+v58ZTl6UKmZmmzDhX5VSMd+rW0zo+8yaJJmAO3SP5fF4MjIyAACnDPZvLhNnJWdEj2Qyr5Ne8NCVQaePiN0zdbcyXaP59+tvmC1WDodNEITb7VYolbcVaF+/1O8NkdHDJDw2M2k1wWIEx331zc1MBoGhy+wy2V0ef1DA5dAU3tw5UJKdNo8rTDArxHk+1eXGAiTAg6RazI0DP3V4i+pQmZJKIbclUqrTJDbwG3VS7d6QHQ9RHnOWdmRcd06pb24O+oLnLta16zu7e/r7+o11lxvD9r5nHqhiw0O6EHw28swDlcyk1QSLkfrm5oaGlnZ9Z/TnnbOtLo8vRSH1BUMQAOPl6RMsLuLcptqdLj+NahUCAMBinJw6glgl/YJkkd7ipWhaoZA7EjZ1mlxu76nK1zGPMQyTSCQAgJN6W3WaIDkpicWadvzmriqNlD/s0zV1txKBYalUIpNKIhQlFosUCjmCwAgCr8tVfalSrOP407jhgmTR6mzldFeVYOGAwLBAwBeLRWKxKEAjJ/T2cIQWcNlBIsxCEI8/yOTp53uZCW6UOLepAxY7yhXGQdFvFC6XK+azbS4cAFCUKm41epRymd2ZUFOaBk0d/UWZGgSBAQAURfl8PmZy6mmDXcsNZWfOxEkt1Uj+cV+lTDBkViU81nTdyiSV0o15IhTF5XIJgmCUC4tSxMlhaykPG3D5Bl2BGSwswYKCpum6bluvzbuhMDVTwStMVzDt0WI+Z2NV3ug8fYJFR5zbVIvDTbP5GXI+RVGRSITFYs33im4UHo8n4KB2Nw4AYMqUEAQRCQVuLCFlN1Xq9X2VeUMZ02jgFwBwst2aLwVKhXxml12bo3zpkeVfXpv55bWZr3y5ZgZupUwqsTscAAAOh+P1egEAF5o7KQjAMEhDg1OZKJdgIWNyBz+40hfG3aUasVTAKdFINpVnPbRz3Tfv2ZaVpr5tZZlKlojtL3ri2aZ6fX6SAgEa0SoEi3QU+Wi4XC4dIVkogvuDTDsNAEClUNgcjvle2uIgQlHNnQPluSNtaqvRI+VCpXk3lEkt1Uh/tqvoZ7uKZpb4lErEHo+XoigOh+Pz+RiVfx6bHSYpOeV+6VzPjawtwU0mVszB5fEduWTAguFVOkl2qtxktY6QP6vK1yWGEcUH8WxT3RhGwygWAlpFPDTSMDBlSkw7DRP7BQAkZqlOndjqpHA4HA6H+Xw+AOCUwZbJC2frbmp1EkOEonCvj5kox2az+waMPn8AhuFXPzqPwLCAx/EFQjwUUrGI9xtNN395CWZGVMzh44st/3zzeHlWskYID5rMCILIpdKr+g7c66OooRbk6kLdpas987ncBLNEPPfSuDEPSUHOAJUh54dCeHzY1CElfZnI5sJpnqy+z/3Ee627SlQJNaUpcqW9d11lPvM4Wp0EADjWNLArVwnD83CXWVlagkBQ9KlrLzdUlZf6Aavv4nkBjwsA8IcIHpctCbv/50T7rrKUm7/CBNOFEXMIR6if/OPAxmWFP3v4Dtzr+4QiVEp5pjYdAJClTevo6i0rLWaOFwt4arnY0G/JTVfP68IT3CjxbFNdboygaDNOaBX8/j67QCCY7xXNAjAMoygqFfBOGyz7mztJitp3pvvQFeOD+ZDX5xPGxWucO/xBos/iKNAOmSUMw1JTUwEAFE1fHvQ998DIiWw3B5FQsGbliphNIcpiyeSKyvYehUIOw3Bbr0nI46xRyfa1kt12X6Yy8Vde6Bw4dsFPhAOhkEIi2r6qDAAgEgq4XO7mDetEwqE/X25OdutVfU11JbO5rEBX19aTsKmLnXiO/WKYx+KLJIs5MATFTewXAMDlcu1B8K86l9M7JDLg8oWebybOtA3O78IWPrEtNARBRCIRHo8HADhypbdYgcikC6LqsiAvp03foVZIH9yxZmdN4UM7131l90apSPjwrvUPrtLtv9A33wtMMAmNHf0dA2Y2iqQnKTw+PzN0wWi2iITCqEEFAKRrUoVCwdV2A7O5rCCzrq17flacYPZYQDb1RAw3frVAMAggyO4NZ6qEIC6aU6PweLzz/V5/mI7diRNUItk2KeNV/B650rchP2n+1jUMFEW16Wmd3T3RQeVZmiSry+P1B+9fqd0/1pTWBAsHjy/w1Avvi/g8sYAHYoYuGDq6cnOyRhxcXJDnxjyDJjMAAIah8tyMRIvqYmcB2dRNMdz41dyYh8XmRlhcrZwfN0W/DFwulzVW2i8QCN38xSwiXB4f5vXrUoeEfKPJVJqmL/V7d6/ImdfVDaMgN7vN0IkgiEAgYAaVV+RlXNH38VjIbSXJb9cnAhILlLYe0y+ffZvFQiAIwv1B3B8MkWSf2XnqUkuEolRjtWmtWrGsqbXN6/WBa+Hfm73oBLPKArKps4sb80AoKwyxM+Ko6JeBx+NtyuRxhkusS3jsZSo6FCLGOSkBqNf3Vl5rlQkGgxAEMZ+Ki80dBI3kqUXzurph8HhclULRNzAYdVUrcjOuGPoAAAlXdcFyvLb1dEP7Tx/csbmqgFFyYH42VuUFvK78nOzxTrxl0/qPTpwCABTqUntM9kDiv3gxE8c2FaMh1EfCWoUgzmwqiqK5Cs7ubJaYN1RiJuCgzzxQWaFVJuaTT8Bojd+GfuyJ91ofP9pVlrbgeu0L8rLb9J0CgYAkyVAolJmqcmBejy9QrZXhQbLdgs/3AhMM46UPzoTC4a/s3sgMXagoK+uhFD2UoqqibO/maioc1qQmj3cuDMNbNqw5duI0AKC6MPPS1URWdRETt3W/LjdG86RuAmjl/FAIE4vF872i2YTL5Zan8CtypF0euL7PnZskWJ2t1NMeh9OlSRn3X3cpY3K4AQ1SlEMJVAzDBiPCH75Vz9R59Xk9n3XY1+YsIEFdsUgkEPBNZgvjqqampjLh3/WV+ffVZLxyoe+JO4rne40JAAAgTEb+vP/I9tVlUSGRU3rLYwcbmY/WoSvG79RINuSN66QySMTi/Nzsi3X1VQXat0/UravIn/N1J5gb4tNPJcJhMkz6gmG7n9Qq4i2fCgDg8XgiHlsEhX+2q+j/7SrUW33g2tC3+V7aAuVKe19F/tBXnt/v73RFfvhma7Rw2hcKf/uV+qZB9/wtcAwK83Ku6jtkMpnL5QLXUqogEf5dSPQYbT//nze/tHtD1KAyk3Rja/L/dMrqY01+T5+Rlsrn8/2YK0iEra6E1OhiJT5tqhvzSCXiQaeXg8ICDhpnsV8AAJfLFXFZNjcOAKjKkF01eQLhiFwmdWOeqDJLglhiA78Yhp3uD4457nQ+ljYucpkUQRC7w8kMKtcmKzGv3+31ozD0uWVpB2r753uBS5FYxcGzjYb3zjT87pt7VdLryfjRk3R9JJjiR6ukMN/pcmenyBOVSouXOLWpbkwqlfQ5g+kyXjx10UTh8Xg8FmR3D/1vr8lRnumwAwASM2rGpMdkFwu4crGQ2XS73YvlHis/N7vd0Hm9Uumaq8qEf+d7dfEDk1l/4r3WpkFs4iOjioOvH681ObBv37N1dleyuqYaDuEXmjtn97IJbhpxalM9HqlYbPQEs5NE8eekAgDYbLaQw7K5hwJEUZuamKU6JrEVv16vl8fjfW5Z2ozHnd5MkpNUwVAoGCJgGPb7/eV5GQ36PgBAeZo0QtPNkxmABFPhlN7y8IsX953p3nem+8Hnaz/rsI93JKM4iPuCv/yft9LVss9tqh59zI1M0mW4c8dWj9vVbbRN/ZQEC4f4tKkuN8bicAnAir+i3ygCAV/I5Tg9XgDAmhzFmQ4HAEAplydKf0dT395bObzit1Qj+f7GNAgaOmAG405vGoysklwudzqdGWqFNxB0enwAgPtrMhKaSjfO6PTnBJn1A8cuoCzU4cF9ofDKkrEbmks1kt/eVQpd+2yxEHi6Hy0YhnduWP7q4VmQvklw84lDm0pRlM/nD1MgBLG08nhrTo3C4XBkIh4znDxPLXL5CRseUipk9sSAmuHo+8walUzAG/oMRKUenvus7/HbMm9k3OnNIS01xY15UBbL4/FQFFWem9Fg6AMAfGFFxmu1fTQ96QUSTMTo9Od4mXVm9J4T8yolIl8gyCgOjsnJduu3NmffW6HamSsQcZCcpGm3Pq+rLLThxMXLV6Z7YoJ5Jw5tKlOg5MJ9PhLOiMeiXwYulyvmse3YsJQqgiBikdDlToQErxNbneTxeEQiEQRBTx1uqVDSD20oupFxpzcNJqvKuKqVedp6/VDR7/012v2JQeU3i4PHa4OhMIogPA47qjg4mn6n/0yn4wfb8rclh35zd9VPdxT+6cP26T4Xm4WW5+vMLn+bvuOGF57gprKA+lP37dsXu/nwww/P7DouNyaTSty43xWktAqBvd8cl34qj8cTclm2azX3a3OUn3XY76zUKOQyh9Mlky5oI3EzqW/vuXvzcuYxE/it7XGe0Vv+uH2k+OqCJVOb3tzalpeTZTIa8/LyQgRpd+NKqeiBmozHDjY8sHIeZr7GDXdVad6uH3T7r7uqY6Y/69p6+sx23B9USUW4PwgA6DM7Y3MKUX5/tP0nt+VbbXY2my2ViPdWi5/+pKPf6U+X86e1sGUFurqr3UaTRd/VrZBdn+4QoajK0pJYLf48Ky8+AAAgAElEQVQEC4oFZFNnbERH4MY8cpnE0GkNkkDGhV0IMi9DMecaHo/HZ8GD7iE9nTU5ij9/pAcAKBXygUFTTpZuPhe3YGjq6C/M1KDI0AfA4/FkZGQ88pcPf1ENZ2fq5nNl06QgL6erp08qEuA4zlT/bl1RXJAi5rHg+j53ZcaCmKizGCnVSErTJHW9Ln+IBAAgMPSNTZmj4xZpKqmEz63Kz5CJhowZRdNpSSPf9jaTp8Pm3VVWefrshfzcIZ2HH96S/6eP2v/++crpLSw77ZWjZzMqMi5dupKmSUHRoe9q3OuDAbR21YqJT08wXywgm3oj4LivvrkZgWEAQGu7QZuuOdtiSRbJ4zWZypAkF1/u6WIep0h4XBbcbfelKhT1jc3zu7CFw2g9wu++Vv+DjekafoDDWUwdVrnZmW+9d2TL+tVOp7MiN2P/h+e2rigGADxQo335Qm/Cps6YN+sGkkScA4/WMDnUdbmqn77V+NX1I+uP9P3WLSuK79ywbOKrMU4q5vEEQ4RaNZSh312R+vQnhg6rNydJOK21VRdm9pgd2ow0i82ed22mDUXTCBKHTkLcECd/m/rm5oaGlnZ9Z7u+c2DAODBg6rZ4JSgZl82pUZKVMluM3gqTUuVw2CwU9fr887iwBQIZoVq7B8ty0plNDMPODBAAgGw2np25+OKlmdr0y1cae3p6/JjDg+OXG1u7u7t3FivfbzCGyITQx0wwugN/Pqb/8z3lpRopk1nfkK+6d3nG3z7Wxx7mwv0nL1+d1KBe6nXhwfCm/KT2jq784WPdfnBL/p8/mnZWdVlhZqfJAUGQNj2tbyAxjGhxECc2FYFhgYAvFos4HLZIJBKLRT4a1UjY8e2n8ng8AYfV0W9hNpmUKkh0qQIAAHDj/lP1bdG2VIqirC7810cNT92e7/X7oz7EIiIjLbW+oYkgiM7OzhQx50KzoaOjIxQKJSqVZsy9z54/8OjKETsf25p78NKA0R2I7nnh/dNf3LVu0qv94Wjbj28rCASDNpsjI31YRnZ7SXKv099qnJ7ioC5FGQiRwTDF4bBdtPBAO3GoB5iCyORnTsbUNS4STJc4salRgiGCy2GTEcoPWKlCVrwW/TJwudxus+NvBz5kNmPUlBJdquA3L7y77/3TsW2pT56073t4RWdPb7Zu8TmpAACFXJ6dpQuFI5FIpCRL02vzJCcnSySS+1dm7D+faFSdNj9+o/Hbm3PGLB36w91lP36jkXn8cW1LgTYlLWmM0aexnNTbeCxkRaZc39GVN2r2OLiWVZ3uIrNS5GZPQO+m3rJIap3sz0zglT5Bk/WGhsFNXeMiwQyIN5tKEASHw/GHSQKw1UI4vv3UDqODilAeb7Cpox8AIOKimUpB4wCmUshtS9tPbeoc8HgDvkCICJPMnmc+7VyRpajWyrp6+rJ0GfO7vBmzZlVNb/8gn89nQxGKovgSBQAgWyXksdGvv3w54XZMnbcuD5IUtbc6fczfrs1RygXsdxuMVqenrq1n++qyia/m9/uffLfx/5SJu7u76+obWAjU3d0dDAZjj9lckOTyE/V905vTkKmWttojL+shX3hoT4AE/3kRm/G8h2lpXCSYAfFmU1VKhUwqCRKRII0q+TBN09F6ufjj9eO1LDYaoSMHj9cyexhXVSgUhIlwiFi6k40PHLtARCJ8Lvvg8Voc97105PT7zZZNScF3jx7DvfjZ2jrc65vvNc4EpUKRmqL2eP02m61QqzYMOgAAp/SWHof3SLMp4XaMSazqPYMJC/zxw/a/7K2Y4CzGVX3h8Gdf3Ll20qd4v9EohQkh6a5vaBIL+WazmQnLjzhsBq7q+poqnKv0R6DYnV6CmvG8h6lrXCSYGXFiUyMUhXt9bszD/NhdHi+NytBIHDupjKoLn8MGNLC7cUbVJSH8C669MyQZkQj5djf+7okzfzjt2q1ytOs7m1vavLiv/kpzQ1PLfC9zhqyqWT5osiAIUpGnbTD0MW6HNzjkjifcjtFEVe+jfP7Z86+NSqOOgMtC7iwQXw0K1fLJW73/ebr/KzVqNpvtdHtysnQsFosJy484bE2OMkLR57scU1+8SCjQadRTPz7BvBMnNrWytKS6srS4IJf5gYQKKRvk5mTGsU09eLwWgWEumxUiSAgARtUlWqa0lMO/zDvjDxIcForC8LN1nhoprkuScrgcFoulUikFAv7i7UZIVqslYhGEoByYRmBo/7muhNsxAVHVeyY/AgD4yZuN39iYo1VMosAwYHWqYdwagFomKyw6eKm/JlOxqjSnf9CokMvCBOHz+XQ63ZgH//DW/OnKKn1lYwEyzE29oXkPoyX+xQtyesQsguO+U+cunLlQG/05de7C3EWq4iQuKhIK1qy83gT9UadPqwAsBInXwG9dW0+/xcFhoRRFwRCEB4K+UJhRdVmdrTjb6ShUyC83NM33MucB5p3x0Zx+oLQ5WXwk4iHoFAGGolKn3REf8lLbtmyqu9KYkpKiS3K19ODzvZwFzYFjFwIEyWEjB4/XluakH6ofDJHUvcvHTqPG8sL7p795z7ZbcPLHbzQc/s5ERb+/P9r20WMbxEK2E8OTFTKn00nTdG9vL5vNZl0j+rgqXcLnoKf0tvV5qokX4Pf7rVYrAODgeUuehO73I16CAgCgMPTjtYoZq2mWaiT/uK/ywecvUhQNAJDwWL5QeIFrc94gTKelQHD9LmpOdTPi0+QMuIIZcnkoFBII4lPBK00l3ViZD8MQRVE9AyZPMFKWm86oujCu6ursfMyDUxQVlxpSE5CmkqZnZr3RHgwCAAhAA2ibCpPzOAAAl9udn5M93wucBZQKuYDPD4XJrGSpuKNDyudPKq23NGns6O8x2XgcNuYNuPHA66ca//yZ7fx/bJn0xHdOXV5fWSAT8WUiUK2Tv3i256HVujGPfP5M9+5yjULIHjSZ5VIpBAGhUFhWViYSiQiCCF/D7/dHH38ul/2b9xp19+RGLS6Hw0FRdIQDQBCEwWA40AmnCOEHC1m1/ZiLEqhUqj5PpHvQQkYiKDLDpprabufnl6fxWSgAYE+lJlnCW/brY3U/2zazqy18IiRJ0xRNX+/hpmmKoiJz9HQLyKaeOHF9ttGmTZtu5FJmnNiaJ47jol+1Qvrw7euZx1evXn3+WMODO9YyMlJrcpS/eLcF3JqvVMjtDmfSImzEvBHMfuiDHupaehFAgD7nEmcIhiYrzOvSZpP83OzWdsOKqnLF+au/3JHzqyMdLh8BABBw0DQZJ77djqnzt9eOoQgiFvDEAp7HG/jF0e77i/jtvaZ8bcoEZ3UN2gaszt3rq5jNJ+4oLvj50XuXp3NZY9iwPxxtv/KLbQCAS5evFBXkeTA3RVEikQgAwGazxxScyY9E3um4VG+NrM0UhMPhQCAQCoVIkoxEIiOc2pcNcJ4Cvb1QBsPwqZZ+HowDh/ffX7+n8OdHd7W2VZQWz+A9abfgR5vNH35vfezO17+6evOfP/3kBxune7WoMx2FpumUlJRJOxhjle8Y5k7HmCRJj8dD0VQwGOTzeAAAHMdJkpz0xJmxgGzqDdrRKDRNO4NUnlocDjvjWEQpCo/Hy89QN3cOlOdmAADK06UGC/7R6fOY026xWlNTksFS0t0eXdboI8EVBwI8RpVC7sY8AADc66OoxS08pFIqqNZ2fzBYnJlKukwvPbKcyaHuqdR8qrf98cP2H92aP99rnGeeeO5QIBSiOeJaBwsAEALcdNRXlZl5sr798NmGLdXF5bnDIsBu3E9RlFwifOHw6Z/8n52xv/rj3WU/eqPx6S+MFOz9z+OGR9dncVlIW7sehuHcnOxwOAwmA0GQn+wo+s4r9burhxk2mqYZR5ZxcL//ZuuydGE6aTQaAxKJRCbgDDh9NBRs6x780z3lv/m48eX8XM70v9++8fLlZx8cKQiVpRL8ZW/Fnf88c+iba6Z1NcaZZu4hGHAcl8vlk9rUmxmPDYWIUJgM2J1CAZ/FYkUiES6Xy+PxZv2JGBaQTZ0tXLg/QKEpIpRDxqeTOgIul5udIm/uGmRsKgCgUIEeru3MF5GYB8dxH1jyuttymThdQhdc0zSPRKiyGd3jLyiYAXAbl5f+/sV37tm2ulQzJPlbrJF8+cVLH1+1bC1cuvWif/j34e2rSsIc0VuGkJ+gAQAIDN9SJF1epN0hKxu0uo5favngbMOW6qIVxUP6DL954V0IgpYXZu1YXRadtstwe3nqgdr+zzrsa3OuR30iFP3344bOp3aYTKbe/sFlleUAABaLNZXl5atFuWrR+43GXWWp0Z0QBDGurUAgeHhf7T01WTtKU5qamgiCcLvdZreXiAAxAh08XvvkV+96/WLXvmNXvrZzev/Rfzmm312Rmq0aQ3a4Il36/W15Dz5/8aVHpnFNqVSqVqtJkmS8l1AoNGbB82iiynfRPbOuY2yx2fv6B/sGBn0Bv0IugwDN/HVIkhQKpye8PC3i0aZ6fN4wpBYiZGBJ2FQej6dNknxUd12htDSJ3dLPX6tiuT0e5lO7dHS376rSvFHXjwevB3YkPPbWHPHakvK01IkifouO1BR109U2NgIppOLLze1VJdcd0+ceqq568tjH398gF8R/nGYEEYp6/H/f/tY928w++oOebsagMvvf7yL3+mmVDGiSZA/uWGt348cvtX5wtmHL8iKpSOD1BUNkxNBnvmfL8tGX/eM9ZXf917lz/3dzdA+jRGgymcJhkoag1OTp3cH88Na8Lz5fG2tTo3z+2fNf3ZC1KT8JAKDT6RobGy04gbLYdChAUzTTOLfvS2uKfnHkoc1BHm+qOnFtZvyjFvPRx9aPd8D6PJUnGP7WK/X/uG8aI3R0Ol1zczOCIAiCBIPBvLy8qZ87XaYSMXa5sd7+gf5Bo1QszkjXVFeWnT5/0eXEvF4cAICiKAzDdIiYu0hVHNrUHpuHhQKEIpE4TaaOgMvlRsiwLkVp6LfkpqsBAMVJrPevohAEcTjsYCjEXRrvA0OpRvKlZfJnLtgZWXkRB/n7vSXenpY4M6gAABz3BYLBQx98KONx3z95EcecEAxHv18OfXPNnf88c+rHs5NPWSy4cf9TL7z3+Ff28Lns/z7TOmaXUdShV0pF926twf3B47WtTx/8mMdle3x+f2jsCT8pEt69y9P+75vNXDYMALi1WP1qbf+RLxez2WyjxTaD2jedQrBMK3vz8sDnqtJi99/5zzM/3V6wMkvBbIpEIi6Xe06v57DZagXHZHfJhfwDxy8++ehdP96c8bUXz734tan+ib+xv+65B8e4XYhlV1kqFgj/v7ebf7OnZIqXFYvF4XC4p6cnKSlJLBbHxoEnxecPWG02GgAOmx0Okw6nG/N4RELheJWVoyPGHY7w/iZfakrybYUKEYn1DRpZKKpNT7tl04bo4KnK0pKAzxcMBjEMAwCkp6ezWOy5i1TFoU01mDG1gB0MBqXSJTEAi8PhEARRpEtt7hpgbGqqECUoCCMAn8cLBpeWTQUA8CO+AjVfJearuOD2UrUE4OpFOIVmUuqbm/v7Bl0YJpcre6xuaWMLDaBohD9Dzv/BLfnffa1+umM7Fy/9FucLh0//4dv3TussEZ+bpVEpJAJ/kNCqlQ7M29w5UJKdNvrIqgzJF1+4xLg3L5/vXZMCWtoNHC63qeVqWUmRUiGfbr3CD2/Nu/3ps82DHgDAXVWaUo3ktr+d+t3nyirSh31xkRwJFghz2QAAwGaxPMGQp898pv7qo1tL3284eri+b2fl5Fqbf/6ofU9lWpZq8hXeX6N95tPO3x9t+8ltBZMe7HK5BgcHs7Ky+vr6LBZLTs7IGXkTnet2IwiSqc0giHCIIJwuN+bBLtY14F4vn8+TiEQikVAsEknEQrFIBEEQGBUx1rupQ3bITwZAV/fB2t7/2JS6u2a5cNRfgYqQRfm56enpdXV1FEUtXz7JjcUNEoc2tcfh00i5cVz0GyVadOd2u7l84cVGfUWGPCUlBQCQKYwYMDSPy/H5fPFU7zoVek12g0346lfX9nbq8/I0hz86ftuWOHTXmO8XHp8bIsISIT9AIWxkWIR/d0VqfZ/rhbM9XxynDySeaO0e/OhC888f2R3dc1eV5u36wal0GR08XosiiFIqAgCgEfjA8YujbSqjVxWNF4Yj1AUjncux8kIuCILrrzTPoF7BYPHgIWLfmW4AwKErRhYCXnqkpiB5pJ+nS1FuqiqA4SHdh/PNHcXZaQIWbTQa/7a37NZn6ie1qW0mz7Gr1qPfnXy0DsPXN2b//kjbMyc7v74hu6EfO3RlEFyz+tFjAoGA0WjkcrklJSUAAKvVqtFonE6nVCqdNKkcDAYbW9tCRDhJJWHKBgEAMAzrMtIZmQGv14fhOI57zRZLu6HTg+MCAV8iEg2azD6/n8NhczicNktgfw8nQA29LT6C+tNpa1metnR4qtTv9zscjqysLABAWdkkus2zQhza1AFXMEujiu/JqQzRojscx9FAANBk7ZWWW+XyCEUlI75WO1+XRDjdGI/Hi4NK1ylicWIBmF+YIqaIAI/HM5mtSSolmz2lypHFiFQi6ezuS5FIL3VZUYheWTXst4/fUbz7H2cqM6TlaUOuT7S6dR7WOqvEvpALLV3NnQOPff7W2ANGixs880Dl6C6jqHxK6Nq4hT6zk5FPiT1sdD15gILa/fx80pyfk+3GPNOtV2CMdCg89F/p8oUkPFY4MkbTZGzjHADglpWl+4+cqygpcjqdHqv1vgLWt1++9PQD1RM819f3X37+i9Nzzn6yveA/3m564r2mdxrMjOD+oSvGp79QsTZHSdO00WgMBoOpqanR6lnGXLFYrObmZsbKjkd3b39Lm3739lu6e3pjY7yxlYNCoUAoFICYdA1jZQdMpkAgaCJsFEVd9qsC1LD3fERsHwBAkmRfX19BwZDDPcUKshskDm2q1UtsVghYLMCEC+KYaNGdVCoNhUKZapmXQiUSSWVpiSdE//xTd3lJWn1Tc35OJgTBcVDpOhV6TQ4c4q3LVbndbqlU2tB8tagwzrtK1EkK/aAzSES4LPhqt3GEs/TWN1bn/exI51M7mE2muvUP35pegHQBEn0hH19scXq8X7pjjNKbZDFXI+XeWpQMANhTqRmzbTcqnxLdQ9E0I58yKcFgSKaYYSvwaCONBcIjTMKYpCikJdlpxy42b1tRIhaLd+LeJ0/aP2mzbi5IGvP4P33U/rmqtEzltPvo7q3OuOd/zhLkdav/7Vfqn747T0Z7U1NTNZphHn/UXBUUFLS1tUXN2AjO115msdBdt24BAEyrqouxsqnJatzjZWK/jT0AjBrCVNfrMmHBFMlQ3VZbW9vEBn4uiEOb6gxQWUoeh7Mk3DKm6I7L5fr9/hQpr8XkAwCIhIJdG1f+7fJJla6gnKKzMrUp6rH/3+KPXrOjF6e/lqvEMKNAKAqTpEoxyeTLxY5QIBjAzBAMUYA+c3XwC8EQh82OGgkEhg58ddXdz5x94+urGfFbAEFNHf2lOZPr8y1Yoi/kv974OFOTtHdrzZiHfdBk2lOZ9v1tE1WijvACx2N0JJkD0zrYqVLOQ+3bbatKf/fi+xV5WpVUtGJ59YPmo1//96WmX24dHZm7avIcv2o9MuWobyyHrgxGDSqDy08cbrL+9t6JXF4URXU6XUdHx4jcqtPlPnX2QnVl2Y1UCzKzUiiaBgDk85A6hB+Imdgj5rJLNJK7/utMQbL4vpoMLYrFFiGPF8SedeLNpg5YXV4SThWhHHacO6kMTKEdQRA+ny89Pb3B6HN5fDKxAFybUbNcIXW53EvHpnYY7f1ukCtD3JCoq6cvOx6rkxii3y82PEREaBZEhcLAHgl+76/7RUI+AICFoiwUYSEwC0W5YejuvxwV4H0EGeFxUEb8dr5fwcw5cOwCykI9Xn9rt+kbd28d77APms1/21s+K89YqpE8ViP501mHN0QBADgQ9YXMcEnSGJ0wU2Tq6d4xeXDn2pcOf/aD+7cDADasrH4Ab/rWvy/89s4ihUIRe9jXX778wiOzWZIzFbVXLpebnJzc09MTHSTQ2m4wW6y7bt1ygwLslaUlCAQxEeNiAFSpxO8+czG/YmL7q7OVT95ZcqLd+tyJtnZ76IGV0P01GSoR55Te8tjBxhFB7BtZyQTElU1t6Me++/yJEMXpd3iXZU4iUR03MB1sCILI5fKSrEhz1+C6ijwAwNoc5cFL/bfl6vSGzvle402CCJOt1sD6PC2GYWKxuPZK87KK0vle1FwR/X7Z/2kTn8uFYSgQCEgkUh4H+dWXd3M43DBJhslIOEIxD77zWsMgJQnDaNBL+CH/eNWtCx9mll+EosgIFaGo8V5It90XCkcKUiYq0Ju039Hn95stVrPF1m7oSNOk/mGn9oKRtNhsCt9AGoftxoYmpM6gXoFJ93771XpGVHK8dO94pCqlhZmpx2tbtywvSlIp12t5zzZHPtXbqpI9Wq2WsTp/+LB9b3WaTjFD9bTpWv3YDLdQKCRJcmBgQK1OPn3uQnKSavP66Sk0jcmIWSmHDzV/faMsTNJgeGw/X0Q+vbckwhLsv9C74z9PZymFrSYMHz4P8aUvLZ80zD4zFpBN3bdvX+zmww8/PK3TT+kt33r1iifAAQB85+3O/7yXv2Vp9NIwHWwURVEUVZKdduxCC2NT1+Qov/tavVxa4XQvlWmavWaHFxLclqfEMCwUjsSxkwqufb/UtfXgQZLRqGNzgdcf8AaR4+fqd21ezWGzODHFWdKIs44QAhoAwHV46b+9f+m57y5Km8rM8sO8AYmQh0Bjl+kCAI42m28rSZ74UuMp5OXnZpssVpPFSkWoZHUSh43evXunWCwGAOwAAPf6GptbxquvmTprc5SxopLTVWnesbr8qRfeq8jLUEiExQV5D5Jt3zvS8/wDFX/791mBQFCToz7Zbp14os7E6MTwT9Ypf3fKigVIMAWrPyJVL5VKBwZNJ89e2L5ti1w2+1/FnTbvuU7H8R9sGLHfZrMxDgYA4LGteY9tzfvSi5diRWDAWNVMs8gCsqnTNaKxMEV0nsDQG+cjIj98s/UlqWCO3rWFBlN0p9fri4q0+6yng0SYy2bx2UieWtRi9nI5XNzrFc2lHNcCoddsH/CBsiSOlIU0t3esrZnbRrSFwIgSm0GTWSgUaFMULpdLJpNFDztwuu2UhQWGNIUASUOfmpA3zl69e3XhzV/zjcCU6bJRxB8kBDwOCagxy3QBAB80mZ66a5IoRWy/YyQS8fp8/kDgSlNLhKJS1Emrly8TiYTd3d0qlTZWzW6Et3QjlGqkN/Id9eCONS99cOZ7X7hVqZDz2eieUsVD/64PhSkAsNcum/9490StIxNUgIfDYaPRCAC4e20Jl9/998MN1jBnb3nK6uwx4qWMrz9gx602F4CgV949lqYSV5aWtBs6yQi5ed1qem4mwDz+bsvjd4y8j3G73aFQKC1t2D1WhnySWbmzywKyqTfC6CK6Ob0TWWgwRXdisdjj8RRnaVq6BpcV6AAAa3OVnxnsNTKp0+VeCjb1SrcVQRARFAxHYAGPN7r7O/4YXWLzzgcf5mVldnZ2xNrUy+ZAmB7WeEACuN4YvPsmLXPWYO4hTA63QiIs1KWAccp0B1wBl5+YYilKOBy22OzBYEgoEAgE/Mqy4qjJ7O7uTkpKWrAjI9OS5Lnp6hN1VzctK4QkmneONITCQ/dNFEU98U5TmgiqyR076TteBbjFYnG73ampqSib2291fXzyfDoS5FHsd+oiFSqYhaIogrBRhIUiLBbKQpGWq21dnV2t1lCYomGIPnZJX6JCm5vbdty6WZeRDgDo7+9HUXQqIsBT5/hVKxuF1+UOs/F+v9/pdDKtqLHcYOp6usSJTU0AAGAaVUuz0+raexmbuiZb+Z+fGLZvTXa6MG36ogz0TYtLfdi6XF0gEHDhvuxM3XwvZ35Yv3rlZ+cvlhcXmM3m5OSh4CefO4b+CW+snQsc5h7iv9/65J4tNYxq2Jh80GTaUTql+lI3htmdrpTkJB6XCwBwY55oULerq0utVi9Yg8qwa23Fr/e9W5GbcbwT814TN2bwhCJv1valC0Bq6kizOmYFeFffYIuhOxiB8RBpPNMWJMIsFgvz+YU8Lo9NGzysQbtXq5YEQiHMFwmTkXCYDJORnn57vzPsJUgIQBGKChBUh42495ZSxqACANLT07u7u1EUncV38vH3Wl758rBi73A43N/fn58/RuPcDaaup0uc2NRCOYxCFBlzJ44CulC2JFTjo4jFYqPRWFJY+OIHZ5g9q7IV9z93QSot6OkbmN+13QQcmNccYt2TIeRyUVe/cfWKibrg4xiZVJKarLbYnSwYyOVypr9ijFYQBFqko8sDIWLA6prAoAIAjjSbfrFrkgSn1WZvaG6FIDhLN8btZldXV3JyMp9/U8OGM+PB7WteOnIG8Md4FWKxmMvltrW1abXa2OlmTOF0iCCePXRy47KCfoujZ8AsEvCy01M0SeIipSxVJZOJ+D/7n7dkIgGbhQIAMojQR3rHG7vXjniKMxdq//cDh5DDQmCIIMLhCG0LQa+ebO3BqPLc9LKcdASGMzMzDQZDRkYGh8O5cdWR5z/r3lakTh8e0W1vb5+gFZVJXf/g+RMAAn99eO2cDhiOE5u6oSD5C92mN9sD/jANAOAiYG8Rf31RvMmmTwwMw3w+3+fzFepSW7sHizI1AIA1OYpWO+nGPDRNx7cIRq/JbvJDBTLgdGNL1kllKMzP/fSzc5kZaSaTSavVglG36jAErUiiVPxF+Xmo1/dV5k2kxmf2BE3uYGXGuHkfiqIu1TcEQ0R+bnZzS3tUHg9cq+Dt7OxMSUlZFAYVAJCRrMhMVbmIsJTPHh3hlMslYrG4t7cXQYZmqusHbD1GayhMogiMQyGHw1mlU35xx2qpeJgs4giFqWSUbHCKR6euO00uPBCGIUBRFAPQvWgAACAASURBVIoiKAshSGp9ibYsX9tg6H/1w/MFupTy3IyynCyDvr2goOAGVUcomv714atdv90R3ePG/QaDoaK0aJIzg95sFgYgiAp4AEjY1MlQK6RPPrBp76D7nXojhmH31mRW50xS8heXMOHfkixNc1fUpirPdAylVBVy2aRXWLycbDOlSzkoHek3mhmhlqXMutU17x7+sKqsCMdxZlRIbJVpioT7bl1Pg6Fv24qbrTJz4zTo+7bVTOSDThz47e7tq29sqa4sz0hLxb0+Lps9ooJXLBLEqu4tCu5YV/mrf73z+z3VP3m7xe0Pg+ERThRFs7OzOzs7L168iNG8Y419CAAiHpumIhAEdVlcj959y+hrjlaY6q33YRQy4jAoEpSipFAo4F+bOhcIhZQSbmlOOhNVbukabDD0vX78YrYmaf/Z7os2FEDQ2+f1e1bOZCrc6NKkn//3QTabvbxqkkbkl4+cJWmag8Jz3ZwdJzaVgSmia2try9HNVT/vAkcikXR0dJRkZx4+27B3ywoAwJoc5X+81bR9kzzuber5bveKDLkvENSkJN9ga3kcgMBwzfKqzq6eYDAYTTLFVpnuv9B7omnx2VRfMGSyu3PSJgz8Npl/fNsYeTXc67t0uUEsFt11+3Zmz+gKXoPBkJaWtrgMKsODO9a8d7r+319a8c/D9RwO+9GtJbERTq8/2Gr0fNrllXD9KAxxWGiQCMMwzOdzTA58zMLp0eVviKL343b3xsKhILPRbGlquQoi4ZI0aexMHtwbEcak6ouzNMVZmvtuXbX/dOvBi51higcA+Ol7HSqlfLrCC91232mD/Ve7r39oPzlfHyIiJBWOTQzb3bgD89pcuB3z2tweuxvvNTnsGM5lscR8CTOAdu6as+Pkqyc6oYWiKLPZzOVyaZpOSUnhcqc6sDc+QFGUxWLBgFLJxD1Gmy5VVaqR9Dr9HL7O4bTmgsz5XuBcQVF0hyt8f43A5rAvr6qY7+UsCFKT1Vab3e3x2u12pXLkl9dj2/Kf/qDe4sTU8jmMg806Dfq+8gkDvw4v0WX3LteNFKRsam0zmszVVeUK2bh3ltGc3+ys9eaiS1GmqxVum0UQMLnNnmLNkMaCyeH+tK6trde0aVnhH79975kLl2oNJpqmIAhKSUlhs9lT1zfeW51e8viHv76zxOXGGluuslB0dc1yAMBUunUb+rHfH+8PX1O9D0Xob/y7bv+jNdNqzfjluy1PxDipFovl6MU2DpfjCwSffv3j5UWZdrfX7saVUpFCIlTJREqJsECbopSK/nbgIxaKMIlhFB63p3lWiBObGp3QEgqFcBw3m804jsvl8qVmU8G18G9xpqale1CXqgIArMlWtLkotiuelR/aB6weEtFwCXeYNRcN5ouUitLiD4+f7OntlcvlI+Y831Ge+qt3mz6u77p/y2IasFqv79u+aqKu09GBX7PVdulyQ2525q1bNjJ7orfgUWia9vl8ubm5i9SgMty5oer7f3/V5wtFaOjD07VZuowTdVc93sDGZQVfuGUlc0xasipJLqFpmsPhlJZOT2WMjcLbClR/eftMuZwuKy5UKYd0EKfSrXvoyqBnuPCCJ0ROq93xRLsVgaD1eUMCeS6Xq6Xb6A0SgVA4TJJkhNIoZXs2LGNm9sUyxdFDs0Wc2NTohBYAgFgsZrFYycnJs9sRtVgQi8UDAwOlOWn/eufkzjUVAIC1ucraPs8qHhUMxe188iMNA7lylsvjzR3VnbbEWbd6xdFjJ5LVxhGN8ACAr67LfPmCYRHZVK8/aHV5sjRjiFdHVQZfPevaky88c6E2QlGlRYXt+g6SJLduWhf7yY/egkf3dHd3b9u2bVEb1CFogPmDfC76v4fPbV2Bb1pWmK8ddofBSJkCAMZsO5mACEU1tVzNZrnPGdnf3zP51IERWF2eKe4cj1++0/Lytf4Zr9eLYdgnDd3hcCRMRtRyCUGQ51o6d6wZI6t6I6OHZkCc2FRwbUJLJBJhsVjBYDB2IsGSgtEplPA5EAxZnZ4kuXh1tvK509071kldLnfKdOYrLSLOdTnLklhuDNdmxH8b7rTg83iV5aUNza0KhWJEmvArG/P++rGhuc9WkrE4xLGv6Psqxgn8MiqDMFfQ7RQgrr52FzBb7Q0NLXvu2D56EEr0FpxpNOru7i4oKBgdHl90NHb0BwlCKuR5fAEEAhGv024esJsHQIyOcVTKNPaWgmEC9eOr7YY2fUdpceH379266rfHY+epTZG91Wmf6J0B8noHLQRAi9FDUjQKT15//vyZ7q2FakYRiSAIo9GIU+x+iwPz+lUyMe4PgvG9zymOHpotFpBNPXHiRPTxpk2bpns6M6ElFApBEMRms0d/YpYO16p/05q7BjbLizKVAm8w8mJzkNve8ZUt3DmdczRftNlDt2eiedkJJ3UMMrXp/YODVxqaVo2K0e0ulv/56NV9jy4Sm2ro2zmWIwKuqQy2BoTlSsDhsM1WG4oi1VXjThZjbsFZLJbRaJRIJCMGky1SGCVkHgeNkIQnFDrd0suDhqKdjI7x2lUrwDUp09GMqX7sdLggGMrJytxzrbBrb3X6wUv9392SO621bShK+98vch/adzESGRoR//s9ha9/fLHgZ0eeeWDZtqKJ7vVpGjz5fmv3b3cym3q9vqSkxOJwJ0mFRbqU5GsjbOfU+5w6C8imzsCOjiAa1liyTiqDWCy2Wq0l2Zp3TtZvri46pbd4QsRHhiAA4HRv7ZzOOZoXmgccNE3zIt6cLN18r2WBsn71ypdfeyM7OzNJNcx8fu+24jV/PO0NkULOAvoqGBOPL+DAvJmpE5n/RgeoFOEmC5asVgWDoQmOFIvFNE339PSo1WoejxcHt+CxWcMgQdIwFKaQQaevUJcMAKBoGkGGHNDo/PARxKofAwC8Xp/b40kKKu7evYvFuv7xuKc6/fPPnpuuTQUAeALhlZnywmQxuDYzgPa5bnG7XznffaLd+tSecZO7j7/X8vjtQ6VJ7e3tTNTajvkKMzWP3EQHdIos9H+kaTFBWGNJIRAIAoFAgVbr8HjPG2yPHWgMhYcGUc31nKN54YP6gTR+JFmdwl+ELRA3je23bDl67Pj99w6T+E2SiZcnQb873PLru2Znzujc0WDoL8+dqK0Q84e6PcK9GloqSQMATGBTnU6n2WxOSUkBAITD4cLCRTZIYExis4YDRpPD6WKx2TTp6+kbgCEoEAyyWCgNIBSBYRhBEASBIQRFYQhCUBSBIQRBnC63PxBAEARGELvdDiOIWqXUZaTFGlQAQJqMly7nn+t0rMpWjLOWsXny/da3vrEmNmi8fVXZk/965zsrchox7qrffvLCI8vz1SO/urvtvlN6G1Pu29XVlZ6eztwTvHj4s99+856ZvVdzSlzZVDB+WGOpERV/ePFMR9xPFzhtsGbyyLycROB3IhRyWU5W5umz59etXhm7/5E12q++1fP4nWVTSWvNI1cMfbePE/ilabqrp7fBTpcrgVQy8cBU3Gw2CwSCgoICGIZdLlfc3ILHZg3PXKht11NisShCUWQ4TNE05sHVSoUuXUNGKIqKRCKRCEVHSJKi6XAgEKHoSCTixjCvz09GIhAEKxQKPo8bqzAVCxP+nZZNfe50186y1NFZ2M/fsvJ4bcvGotTNjy7/8kv1e6o0X9uQDQBo6McOXRkEADQOuBmRh4GBAblczohb7T969vO3rETghag+G282dbywxlKDmVFTkp12sLllvtcy57TZiO1FkDppcSQF55Ga5csOvvWO0WROTbmuMlaRm1Gp7P7HJx2PbZ12NO+mgXn9Lo9PN1bgt7d/4FJ9o0gk6iXhGl7AjV3PIMbOCQ8Gg2azGYKg2A7UuL8FR2AY4XAAAKEQIZGIY//uowkRoTBBisWT32HsqdT86PWGP95TPsX7MJoGv/ngajQhGktuuvrS1W4vzSFNvR9+b/3vjrR9/tnzX16r/fFbzU4vAQBAEQSBIYvFwuFwpFIpAKCpcyBMRqrmphPmxpm5TfX7/QRB8Pl8pnZuYiKRiMlkCgaDMplMoZhexCDBDJBIJP39/SUlJdLIWSlfctPmHN18Lve5+BCxaUWcfznOFmtX1rz42hvrV1+f6RGhqGVK8I9PDAvBpka9k7uqNLHFdGNW/AaDoYuXr/C43M/dscPuxn/02amnqq+XukSVB0iSNJlMoVAoOTlZOHziYbzegkcoCvf6KPp6ke2IO4wbP4txVe9bMZH+RpQn32/9+a5x9Xg/v63mR08f+P0377l69epPtxfuP9/35ZcuR39LRiLf2n/5L7szN1cMfT5fOvzZ7789Q7ngm8C0bWogEDhx4oTNZvP7/QCAjRs3TpqNsNlsR44c8fl8CIJEIpHMzMxt27ZFBZ0TzBFM+HddQco6geyvpwYZ8XQ+Cs3pnKObz9sXO5PQQH5u9nwvZHHQ0dsbIcKfnj6Xoh7q8sS9PpksaVOW8L9PdjJht/nilN7y2MFGxjs5dMUYW0x3xdC3Z8Oy2IP1HV36zq4VVRVJKiUA4HS3Z1e5ZtWKkRJaZrPZ7XanpKQsqW71ytISBIIm1Ta6kbPuqU7/1fstU7GpRnfgaIv57E83j3cABEH3bl3x+ieX9qyvMBgMHbbwiAPcgfDZgfDmCgAA+PeRM/ffthpewONApm1TSZL0+/06nY7FYjU0NEzl+CNHjrBYrPvuu08ikRgMhuPHj1+4cGH16tUzWnCCqTIU/s3SXO01vfTI8udOdZ/ptD+UHV6ZOVK2bdERq4NzvMVYKYN7e3uXoBTlDEBgODlZ7XC6SCoil0oBABRNZ6TILZ3Of3wSmEeb2tCPPXagMZr7jy2mc+F+3BfISB6Kb2Eez8W6K+ok1a5bt0ZP/6DJtLd6WAWTw+Ewm81qtbqgoOCmvYoFwmgd41k/qzJDigfJDqs3J2mSqW2/er/1F+M7qQzLi7IutnYP2jGZTGYyjWtWGgx9NA3G61FeIEw7xysSie6+++4NGzZkZk5JPLajo8Pn861Zs4a5T8zNzc3JyWlubg6HR96MJJhdhsqUstOaOwdKNdK/f6HS6QsXp0mdi1+kkNHBMZvNvYMmSwCu1vA6OjpCoYl6JxJEgWE4Wa3CMNxoMjNvmojHkfDZtxYqXzzbM1+rOnRlcMxiOgBAg6GvPHfoa7SxufViXcOKZZVlxdfDYyRFn2izRnscPR5Pe3s7QRBFRUVxoOSwYLmnOv31S/0TH1Pb43R4idtKJp8S9oVbal796AKKomXiAH+4ryfmsph01UsfnHlwx5obWPLNYM7rpgYGBlAUjdVF02q1THp1rp96icPo6UfIsC5Faei3AAAq0qX2CNfpxuZ7aTcKo4PDZrNr+71y2J+ZmrRkpShnhkAgEAl4fD7fZLGZLVaH01Wem7FMBf3jRMe0rtPQjz3xXusT77U2Dc7Jh8poMp+5UPvhZ5dy0lQWm/39ox////buPDqK60wU+O193yW1pF61IYF2gQAhNsmAMZtt7Dixx05C4hdP3rNnJjPJmZkkJy8zk+R5PDkz85LMyTjJC4kTLxCb2NiAwQZhgcAIgfalpW7tS0u971t19fujRNMIIbT1pv5+x8dHVV3Vdbvo7q/r1r3fx2Sx9tbtENw7jubjrqn9JVkIIZfLpdPprFZrbm5uVlbW2i4YHHfPbJKfbBlfeJuF76RGEvO5m9armzXj2zcoX65icemz/3ZcOvm/X6gqlgmSIqCiGMRUq9XK4/Ei++iJsVs2W9J/syc+ovu3OEfWNTiOEKpQCsddFLPZEu92rQK1Wu31eq+P2DNoARoJV6vV8W5RkuHxeBQySa2Ui0RCm92hHx1s6+7dmS85+bArj7DG/uljv28+3jR0vGnoy7+9eVVrXEl7jlbJhOx7RjvSyUgeMrZ390/NmFtu3Ogf0O2p27Eub57usbOd+n3r00ZHR2dmZrKzs5VK5VodfJRQRGz6RpXo097pB23wQdtkThqnTL7YH7uPbi292TMkkKRXZDK/VUk9mMc8kMv47fPl2/LS2vpHSSQU7q5IZFGPqX6/f87AYGIReupiYDam5sm7deNWh7tAwtRaAmug7xchxOfzmSxWv41Smskg0lLGu0XJgRjbabXZPV6f1WY3mS1+f0CtlD996FEOk6EKTv7bue5pw8Oj4+ztT+c9tz87J5b/1iqVCX7xXCWNOvuNxKIgKTvkpnJmnD4G8gmFvB3btsxbASIUCp3tnCrieIRCYU5OTjKWPk1eC1+q/vNH3T849JCBUXN8ad+WM9d7eDxehVLytSrhN2ukm9dl46HQmx9fe+GxJLhIRXGZnxoKhRBC93fL7Nix4/6Nr1y5Eos2rVEMBiMUCnEYVDaL8YNfnwqS6Z3+9APpuNfrYzKTvgSHdtoRIpHVAipcpC5e5NhOv99vtVolkrSy0mIajbp7U4nN5anwen9/uadMhOflqHJzVMS0+vuzq/++3bHquUTWZ/LZdHKtimG22GpktExW6P91eSl+8o50PsLx4eFhYrPI0sgzMzPv3xp5ZJ04xdORxsu+4sxvv9th9wT4rLkdA7+8rHtmk0LCffhMy0h5sgyJkGv2kak+L7qTZfaNM1e/fHD7arU52qIeU5lMptfrjVxDXKHeX1YJwmc0EJeqAi7bYnVyOSybx09ji8xWa3byF6i5MmDMYqJsiQguUhdvztjOiYkJNpvN43AQQuUFyp//6ZPvHKx/+a3W/3mgWjc0cvrMeaVClqtWdfb2zcmubjBQEGLPc4AVeLt59IWt6hqBXdM/QyZhYxOmoyrRHwdY7daQ0mbT6/XEZkRpZI/Ho9frJRJJl5X6+Ma1M9866RATVV/ccU8Ws0AQ//dP+gd+/NgynvCLe7Z8+2fvfGlbvtPjD+Ck1v4RKoVSGrUS4qsu6jFVJBL19/djGEalzh7LYrEQ66N9aIAQ4vP5er2+b2jSFwwKKCQ+2a/3MWSWpIypkVdL+ukZjTXExj1bN+6Kd7uSFZG2RaPR5N4pOksJBUMeu0rCvj7i3Fuyobxkw9DI2O32zqGRsRBC4Qw7rSY0jQVJJFIoIj/AynOJvH1z9OQ3aob7u6w2G5lCUSsVWr1tvwxvMbIuzzAqSrkIIZ/PJxQKDQYDi8Vat24dhUI529Xy78/MnZYKYuYLm+R/9VbrnJi6mPkzC3h239aewfF27diZ9jFSCL2WwBke7rf691ODwaDP5wtn31AqlXhEvw1CaHBwkE6nZ2Y+fHQ1WDk2m909NOn0eKlkMpVMYePe25POJB2mRNSi0vTrNP26zq7eITdDHLT1D+ji3a5k5ff7tVotjuMajUav1+v1ej412KoZfrk+/7WPNcSAXieV/8iu7Qp5ltfrbe6feKfP+91m1GNC9Rm+f6wVijizPXs0CnmFuUSuDBhz0zgyEau3X+vx+rgcjtVmH56xcqmhWoEVC+K/uWXBMGxiYoLD4cjlcplMRqFQPumZrivMoFJgfG/cFEp5TBqlffzurfRhk+tKv/GFmuXnDtxYpB6ZNpttrrEp0/byJOvVX851an9/fzAYJAbuhqfEEL8ZEULd3d1NTU2HDx8m5s/k5OSIRKKmpiYGgyESiTQazcjIyJYtWyCPUsx81jVKQohMJvsCmJhOaR4y7xYn5ajIcC0qj9drxNkSBp7OoYUrWIGlCpfmNhgMTCYzGAxWF+d93DaaneMbNrsGmhzoTj6jViPljE3uR+Ryvu958YgiUxIM4sUZ9De+toGYQvp+60RO2kPm/i/snebRw8WSUx+e27Nrx8TkJJlMtrl9fcbAlvL1wSC+i0b+SON89dL43+3I2rDh7gXQua6px0rmr5AKYuYLm+R/ahkvl8/eSl/8/JkFOFxei9PNYtBu9g4d2Vm54jbGznJialNTU/gWqUaj0Wg0CKGcnJx5wySZTD5w4MCFCxc++ugjYrGsrKyyMpnOUVK71Tc8bXFQyaRQKGRzeTjM0IyXa3QG7A4nn7eiL8E4MhpNFnpaBvLdPzICLAlRmlssFpvNZgaDUVZW9mGX6ZW32wLY3eKAz//mRmUWbU+Wr1jKRoiJ4wr9tMHpcq3LzymVCYlBSTIR+1eNuv99eGmDPMMcXuyyZvqo3FN38FEymaxWyhFCnzZ3P1JTUbO5DCFksVjKRy4xs8W/7glVV99NC3ymU79A3U0QG89sUpT88PyPnihBCF3TmTz+4CPrM1byhB3aMYfbo5RKKGSS0ero0o2XrO37qceOHVvg0bKysjnVHvh8/tNPP221Wn0+n0AggARysSRPF9ZvXG8yGSkM9siUsbJQ1X7LyRYKTGZL8sZUm90+jmXJkJnPXGuFlWKMmIbk9/uJm6M8Hs+As22euVNipGyKELOHS76w2Sy319vV3SfNSC/Mz0MIHatVF3zv3HcPrKctq9vg1VPX9+XzHtl1z2SJtoHRv3i0hvh7ampKpVIpQyEDU374540TNl+4aEnLiCWcFhjEBZ1K3poj+crxm7lpnMv9M798rmqFT3jy4k0KmUylkBFCVDL5xMXmNR5Tl4dI9QBijKiqODo6ymRzf/bupa8c3NHpbreTkdlizVEtVOE5YbncbhxRJj3kdUw3mw5vqpVSq9UdHR10Oj09Pd1isaSJ+AjNjakZaWmbsnhzsquXlxUPD4+dv/jZpsoyiVj00q7c1z8bfLk+f0lH93i8l640NY6G3nixJnL9jNkexPGsNCFCSKvV5ubmEt1gPXr3sMnj8M5GdywYDKcFXsZrB6uisX+6ddzi8GCfaRCdSjHeO8lqqW71DY9Nmxg0qi8w+688qje3akYqE7W42xzwMz8l8Hg8t9vNYTGMVmelUtg6bCqgz19tOJER+Qo8Hs9UiC9j+Fk00mIqWIGF8Xg8JpOJ4/i6detGRkaOlKS9d2vMi90zoPeLm9Xzjj8qLS5Sq+QtrR18HvelnRu2vXpxSTF1fGKqvbuHryzOGhrKSeNEPtQ2MFpRoEQIjY2Npaenhzu33m+bCAdUwsrnxYKVILJ/ODyz/yh+bKW/cuTpwt2VheSIyqx4KCTPSJp/X4ipKYGYUaOUSkanTRUK0Vs3RrexnTiOR155JL7K0hIcwwa0uk67pIAcWp8uL1VlPLSCFXio8M0alUqF6XQvb8v45ecGlx9HCAlYtIUH9PK43Lod24ZGxi5cuLArV/TOzbEvVS+q/6Ots9vr8x3c98i3TrQ9e1/JsPaB0Rceq9Xr9SwWCzI5J7IHFT9YdkwlutZWo2nxATE1JVAoFAaDIRXxRvXGJwpVmmmHsFJsMlvS05KpPjyPyynIVbs93tFpdFBNqq9ZX6iCMZ+rIDI7bl5e3nZ3V4/Wk51bhBB6slK2mBkyOSqFWimnNd7+ycfdR4rT2OyFEgTiON5w5ZpKIa8oLfZh+NnOqf/44j0TTPUmG0KIQcbdweCcSXdHq2R/bp2wuu9+ia98XiwAqwhiaqrg8/lCp693dBohVKkQGYIMs8WaXDG1dcTyu8tDkyafH6c7LBZVFoxMiYqK0pLs670H13FUUolYsNiBbCQS6ciuje8OXPvZ+1cPV6mKi9bdn9EwiONKmex2e2fdjm0ioQAh9Hbz6JyLVKvDfa29v0gptVqt9xeUJNICv/J2q8XlR4u4jAbRBr9y5kigmNrQ0BD+u66uLo4tWZP4fD7XaBrVGxFCFQrhmMuvtCZTMv3G/um/eqfN6sYQQnQqZhezmXSYSBMtuzaX/fSPZ2QZktdeXloKm1f2FL32seZxEunMhYsIocHBkXBGQ18A188YlDLp11/4Unj7d5pH//NL98ys+/HvTo/NmP/6SM2DKjRvz09742vVxLzYRV5Gg+iBXzlzJFBMhTgaVXQ6nUqlZIh4EzOWCqXww9bxImrSDFMixkEQARUh5MeCFyfInRNWGJkSJUwG3e0JmCz2Tu1Yaf4SxodXq8UYjntZ6fU7FG+f+sDj9WZmZhAFM059PhBCaH/EIKa2MSuTRinKvJuuuVM3brW5/L4AR7hQD0p4XixIBPArJ1IyDVEBK8Tj8dL57LEZc6VC2DHpQAjNKW+QsO4fB+EO4MRnGETDB5/d5nHZbn/g9x81LnXfl3bmvd6oY7GYhfm5LCZzQDfkdLpaenR4iISHSCPTd3tH3m4e/eImhcnmHJyYua0ZudTS+7MTn5idbj6P9adLLav6gkB0lcqE3z+04fuHNqR4QEUJdZ0Koo3P5wvZ9FG9cWtJXiCIU9gCk9kqy4bEy+AeHdoxs92ZLuTanB7thPG//3T+L7/w6OJ331+S+ZOzvaNmN0KIw2FnZUn10waDn4YoGIZh525pKWy+zemxOtwnuvHQVO9QL1vAZQu5LJfX5/Z60gRcLpuZdNlzACBATE0hLBYrjce8PjCNEKpQCKd9NLM1OWLq4+WZ77aMOnzB8JoUHwcRVUQWG4SQgMti0WnNmrHJ/373mX01JbmLPeHf2Jn7q8bBx+4MytZ7SEaHl04loxDy+AJ4KFRbXtAwaH+G7n0toqTMd372Np/NYrOYKAmz5wBAgL7f1JKryJo0mINBvFIhHHaGzJbkGKaUxQi8eqRAwJr9CcikoBQfBxE9RBYbXwBzuL0Ot9eHYUEcbVwnu3Kr+7/evTgxs6iKRs9vVZ26PW5y+bvHzadbBjVTViaVzKCQ6GQSh0HrGpxYr87+uMf4/La7o5Au3+ycMtmCIRQ+LpE9J2ovFICogOvU1MLj8TIEnNFpU4VS9POLhjJKcsRUk8n0WGXRtYHpDzoMEqrvL2pyt+XBRJqomDeLzbbKDW671e7DT1y8kSkWPL6zisNiEI9aHW4cx+dMuRmeMm7Jov2m2XAgR1HGoJ9rGaBRKAghCiVEodFG9eZT1zQYHiqTz/4qcjqdPDrpkU0bkjd7DgAEiKmphcfjibmMUb2puqSgfdz29XVcq80uFPDj3a6FWK1WPp9PJpM/H7IVMu00nyOLWxDvRq1ZD8xisTYT4AAAIABJREFUIxLodLpvPrGrZ2T6X/9wpqY0/7GaMoTQj393mkQihafc3O4bvtLWTyaT/nJXwVff7vvLL+2fNllxKmtOsLw27nq2enZaaiAQmJiY2FhesrE86q8OgGiDmJpy1Fnp2rGpXVVFchHbSeJYrNYEj6lmszkzM9Pk9I/ZAxvSSJNu7HqX7vAOKBcYa3l5eRqNpiwvd2OR+tPm7n/8r5MVhSqny4tIpNu9Q2aHu7FVU6jOerJuo1IqQQg9vcn5h+sjL9So7g/S+d87++pTs/+CGo2mpKQk1i8GgOiA+6kppzBHPjQxgxCqUAgnvZQEv6Xq9XpxHGez2T/98HYG2RXCcTaTYbG7unTj8W5aKiosLOzv7w+FQns2F//TS099cqPbaHc5Pd5//eO5QDD49185+BeP1hABFd2ZVHP/k7x3a/zxChmVQkIIDQwMFBRArwNYOyCmphxlttTt9bk8vgqlcNAaNJkXNeokXkwmk0QiQQid6THI6J4pky1DxCcGhca7aSmqsLBQo9EghPqGJ+k0SpZEwGLQxXyOIkPMYTIit5SLWGVy4dnOqTnPEM5HODIykpmZyWAwEABrBcTUlEMmk7PThAMjE5UKYbfe5XJ7gsHgw3eLE4vFIhKJTl3rw7Bg0OPisZkwKDS+qFSqWq3WarXElBsalcJjMx/0K+elnbmvNw5GrtHOOK2ewCaVaGpqisvl8ni8+/cCIHkl0P3U48ePRy4eO3YsXi1Z83Ky0wdGp76wL1dncAqqRCaLNSMhk+mHL1JvTXpVDE9+Wsb6nGziIRgUGkdMJlPvCAxNTHNYzIULR5crhAwquXnIvDlHTKwhLlJNJhNCiPjHBWAtSaCYCkE0ZgpUsvNNtxBCFQqhAWOaEzimqtVqhNDZnunNDO+rL8M7JFEUKLO2l+bheJDLnZ1F86BfOUT+h3BMfad5rOFbWx02C/EvC8Aak0AxFcRMrixj2uryer2VCuGIy69MyGFKTqeTTqfT6fQrAwYm7n+6tijeLQJ3SSXCb35hn8FgwHFcKpUusOWe9dKfnO0dNLhy0zkftk/uLkyzGqbXrVsXs6YCEEtwPzUVcdlMFoM+NjVToRRpzf7EHKZkNpvFYjFC6D/PdW5XMlXZC31xg7hIT08PBoNms3nhzV7amfd/zvX904c9Pznbp2YHIKCCNQxiaorKkUm1o5MVCmHnhJ1EJnk8iVWgBsMwt9vN5/O7ByduT3key2enScTxbhSYR3Z2ttPptNsXqhuYJaB/2qc/3jQ0ZfO81eW8qjXGrHkAxBjE1BSVI8uYNNrSOVQ8hMhMvsmSWJeqxOgkPBT64Z+uH62Umy1WsQhGJCUopVJpMBg8Hs+8jxK1b0P47KLF5XvlrdbOiUS83QDAykFMTVFKqcTs8tnt9gqFUO+nJ1rmB2IKzW8++AzjZOwtEEBATXB5eXmjo6OBQOD+h+6vfWtx+6H2LVirIKamKIVUbLC5bTZbhVI4bA9ZEimm2mw2DofT1Kllc3gTNn8uD4eO38QXTrEU74YAEE8w7jdF0WnUNCFvYsZcLlNe7psppyVQTDWZTBQG5/OuDoGy6GgVx2yxymVZD98NxFtRUVFbW5tIJIpcWSH08RgUqH0LUgRcp6YuZWaawxfME1Lax218Hs9qs8W7RQjdSfD7hws3vvH47lO3J45WyYxmS5pY9PA9QbxRKJTs7OzPP/9cf8f4+Lh7vO+nR9eLOHRiGwGLBrVvwRoG16mpSykVD01M+z0utYTtILHNFptQEP9vOovFcr1von7ThklnkEYhyflULYnEZDLj3S6wKFKpNDc312KxyGSyUCg0ODhYUlJSWqrKThMQ91CfrJRBQAVrGMTU1KWQSpp7Bu12e6VSNOEJKizWXLUy3o1CLd3aQIi0rTT/Xz7qOVolN5utYjEMUEomRUVFzc3NJpPJ6/UKhUIiX1KpTFgqg39HsPYlUExtaGgI/11XVxfHlqQIhVQ8Nm3mbC1cn4G1jdvW0ePZ92t1uHEcD/g8lzqG/+NvX0AInbo9cenbu0Z0A2liGKCUTPh8vlQqNZvNXC6Xz+dDlnyQUhIopkIcjT1lpsThw3MEpDdvunbyvBiGUanxeUv8+HenSSSSmE178fHdCKHLGkO5QiBi01stVqUcxrMkGbVaTWSBgKS+INXAGKWURsxSzaBjo2Y3hy+I1yzVTt240+WdNFjJJFJxngIhdOr2+NEqeSgUslhtMDk16fB4PCaTSafT4SIVpBqIqSlNIRVPGm0UCqVMzjdirHgl/j3xyY0QieT1+yzuAEIoiIfOdE4dKc82mS0SGPGbnMrKyioqKuLdCgBiDWJqSlNKJaPTJoFAUJjGGHMiszUOt1Q7tGNmu9Pl8fKYDKvT06UbJy5SEUKQkjB50Wg0Go0W71YAEGsQU1NahphvdbiZLHaegKwx++OSTenkxZsUMtnl8XHZTCqZfOJi86nWiaOVMoQQzEwFACQXiKmpTpUp0VuchenMjjErmUJ2u+fPhB4lt/qGx6ZNdreXhJA3EPRh2MCUrX/KXpMnQQiZLRaxCGIqACBpJNC4XxAX8gzx+Ix5vUxEJk2EmDyzxcpms2J39HTh7srCbt2YKp2fp8xGCDWOeg9nSxFCLpebQqEwmYyYNQYAAFYIrlNTnSpTMqI38Xi8onSG3kePcdE3qUR47PBOLBj8my89+pWDO75ycMeIh/58TS5CyGSxSuBmKgAgqUBMTXUKqWRs2sThcPJF1CFbMPbTabq0o1liHjEWqXPCxqJR8jO4CDp+AQBJCGJqqhPy2MEg7nB7q1TiHr0r9jG1uWugqiiH+Ds84hchBBNpAABJB2IqQMpMyajetLVA2jHhEAr4ltjOqOnQjtVWbiD+JgrRIIRwHLfZHSIhJFsHACSTBBqjdPz48cjFY8eOxaslqYaYpbohJ1sppNkQx2yxxCyYtfZoZRniAYPn/TbtmMW9LpMnYNEQXKQCAJJTAsVUCKLxopCKP2vVOJ1uKd3fpJlwTw/pZwwIoSCOV5aW8Lic6B26pUfHlGQe+32z2elHCHEYtKta4/b8NBigBABIRgkUU0G8EH2/rV1dQaejwcTqm/Rusw1nMYMOp4uMSNtrNkfpuG63u3nY1uImESkJEUIuX+CVt1rf+Hq1w2JRKxRROi4AAEQJ3E8FiMWgc1iMlnFXh5drDlC7vYI3Rzn6EI/DYVMoUXyHdPYPzYQ44YBKsLj9H7ROmkwWiQT6fgEASQZiKkAIIRJT8JsOjxcjEYvuQOiP/WjKG8W3B47j7QOj0vnqjQcCARqNxqDTo3d0AACIBoipACGEBl3key8XkRtDXdYo5kA3mUxjJudXduQJ2ffETgGLvkPFggFKAIBkBDEVIIQQj828fyWGYdE7Yq9uRMjj1q7L/MVzlXzWbPAWsGi/fL5SQvVDORoAQDKCmAoQQujLtbk0Eh65hklG2cGZKf1MNA7ncDhGjY6KdSqE0Pb8tKeqZKUywYvbc956ccu2vDST2SqZr08YAAASHIz7BQghVK4Q7VeQLulJLn8IIUQmoW/XCovEm6k0antXT3nJhtU9nMlkGp62Pbp9E7E4ZHT93b7C3YXpCCEcx+0Oh1AA2R4AAMkHYiqYtbNQWlPCHLRTMAzrHjNnKnK3l2UhhAZ0Q5/fvL21umq1DuT3+yeNFiaDkS7kEWuatKZff3k2vkLNVABA8oKYCmYppeKRadPf1pfMzMx0cUzffa+9hO9DCFHJKD1NfKmxqX5n7aocyGw2622+0vzZvL43h80VCiHtzqQdk8kskYhX5UAAABBjCXQ/tSFCvNuSihSZkjG9ye/3DwwMUIO+ejnp55eH9Hq9VqtNE4sqSovPnL8YCoVWfiCz2aybNJcVzKZ0aNKaavMldx+1WGGAEgAgSSXQdWpdXV28m5DSstOEMxY7l8eXSqUOh+NInu/vrvgOFHAzMzMFAgFCqH5X7akPz+3fs5vDZi/7KBaLJUimBXE8SzIbOK/pjN/eVxjewGSxVleVr/C1AABAXCTQdSqIO6KWqlqtJpFIHo/npY2CX960qNVq4lEWk/nUkQONTTeMJvPin9Ptdg9H6O7ubu8fXa/OJB7FgqHbo5bNObOdvU6ni06n0SHbAwAgOSXQdSqIO6JATU52EY/HwzAs22pweikf3hyoVvBoNBqNRqNSqVs2ljffbs/PVauVCir14e8fojOZx+MRf1ut1rZ+49effIR4tElnrM1LC28M5WgAAEkNYiq4SyEV3+obLs2Vq9Vqu90ukUh++mzBK3/qeaq2OBAIBAIBDMO8Xu/6gtz2rt7h4ZEsaTqVSg2H2/D/iT/IZDJCSCgUSqVSDMPodLrJZKIy2WQqfX2eijhik9ZYm383psKgXwBAUoOYCu5SZkpe/cNH/WP6117+IpPJxHG8RJVRV2R88+bk17bnRG6pUqk6unv9weC6dbnhcBsIBLxeb3gRIUSn06lUKoPBmJyc5PF4Lpdr3BaoLskPP0+T1vja03fvnpotlvxcdaxeLgAArDKIqeCuSaM14MdsTk+ndqysrIxY+YNDGwq+d+6FGhXt3ho1ZcXrtYPDV6/fpNAoFPLdh8JVV3Ec9/v9GIZhGGY0Gt1ut0gkujk6um/3bEy1ewJjFk9xNp9YxLCgy+0W8Hkxea0AALD6YIwSuOvEJzcYDHoQD568eJPowiXW/+iJku+/33X/9vm5aofbefHSFU2/Lvxfa1tXe2c3QohMJjOZTC6XKxQKy8rK2Gy20+PDEEWdNdvZ26Qz1eZFzqKxiEXQ8QsASGIQU8GsDu2Y2e7ks5nBYMhodXTpxsMPfbFa0TNp75yw3b+XRCTKyswwGE08HpfP5/H581dd5fF4TCZzwuKuKrrbhzznZioMUAIAJDuIqWDWyYs3KWQyl830+vwhPHTiYnPkow+6VEUI0el0lUoxODwSDAYXeP6ysjJHkFZ+J9UDggFKAIA1B2IqQAihW33DY9MmXwBzuL1MBt1od47qza2akfAG5Qphfgb3vVvj8+5OpVDyctRDI2MLlIfzY7jB6siVZRCLUzavNxDMSeOEN4C+XwBAsoMxSgAhhOTpwt2VhWQyiVjsGhwXC7jyjHtyBP7oiZKqf/7kqY3yBz1Jfq5aNzTyoEFGnbrx0ry7+17TGrdFXKTaHU4Wk0mjwRsSAJDEEugr7Pjx45GLx44di1dLUpBUIjx2eGd40ePz//j4h+miewqusWiUb+1d95Ozvd89sD68MojjDqcLv5MHWCIWDQ6PzjsfpkM7tqvybg7CJp1xe356eBEuUgEAa0ACxVQIoomDxaDvrio6d73jsZqyyPXf2Jm747WGF7aqFOLZlL+VpSUUEokcMZemqCDPbLNZbbbIGqj+ADY0afjGE7vDa5q0pr/fXxRehAFKAIA1IIFiKkgoezYX//DXf95evo7HZkau/9ETJX/9Tlu5QogQOlolK5UJarduvn/3Ty9frSovCVeYaR8YLS9Qhh/VGZxcBlXKv/vMRrNlXV5uVF4JAADECoxRAg/05O6Nf758a85KEsI7J23Hm4aONw19+bc3r2qN8+67Z/f2ts7ucLb9Du1YWf7dEb/XtKZtEfXdMAzzeLw8Hne1XwEAAMQUxFTwQOUFSqfHqxufCa9pH7P9zYmOAIYTixaX75W3WjsnrPPuXr+ztqtXM2MwYkG8f1S/ISc7/NCc1PkwiwYAsDZATAULObp706nLLeHF99smzC5/5AYWt/+D1skH7b57e03fgO6zls7SPEXk+jkzU6EOOQBgbYCYChaSKRHkyjKudQws+xnKSksbW7qzxXfnoXZO2NQSDo95916+yWyWiMUraigAACQAiKngISLvqh6tkgnZ9xQMF7DoT1bKFtj9x7873TVuYpGxsYnZy9k5F6kIIZPJIpFA3y8AIOlBTAUPQSaRHt9Z9efPbiGESmWCXzxXKeLcDas//UJpsUzwoH07deNGi4NGoXBFGZNT0yOj4wihJq2pNmKAkt3hZLNZVAolmi8CAABiAWIqeLjtFes0w1MGqwMhtD0/7Y2vVb+4PefF7Tn/a3feZ/3zj/slnPjkhtsfYLPoJy/e3LKpcsZkGhwevaYzbsuLTJ0PHb8AgDUCYipYlKfqq9+7dJP4u1Qm/P6hDd8/tOE7+4s+6Zmetnvn3aVDOzY4McNlMURcDlHoprqyvGlgujiTTbmTBBHBoF8AwBoCMRUsSoFCyqDTIgvAEb7zaOG/ndfcv71mZOpHxz9kMehCLhshRCWTiUI3BiQoSaO3dfQ0Xr/RdONm042bt9s6tcPDjddvOJyuGLwQAACIngTKo9TQ0BD+u66uLo4tAfM6unvj/z3xSUnePTn0n94o/8Ul7bDJpZbcHdn7XkNLz9Akk06jUMgO9+xVLFHo5prW+A8H1ve0fDYyPCbNSMdxXK+foVGpDqeLjEjba+ZJyQQAAMkigWIqxNEEJ+CyNxapL7X01G/aELn+24+u++n5/l88V4kQGtWbjn90Ze/m4u1l+WevdZAj+njxUEgq5ndM9GxSiXx6mX5q2h8IsFhMgYDP5/PwUOj+SuYAAJBcEiimgsR3sLb8u798t7asgEGnhVceKsv+xSVtn94xODg4MDb9rWcf5XNYCKHIQjeEBs1MOH2SUCAIYJjBYIKUhACANQOuDMDSHN298dTlW1aH22xzhle+uE3xzd82Mmi0v/7iPiKgzmvOLBqJWMThsIXCB07FAQCA5AIxFSzNpvU5Mxb7D3713qt/OEOsabjVq+vrYXF4aZnZC+97f7aH9DQJhQxvQgDAGgF9v2DJivPkV1v700S8G126G92DubL0v//ywVqt8d/Oa/744pYH7WVx+/U27/osPrqvkjlCyOF04Tgei9YDAEDUQEwFS3a5pZfOoDk8nv9458K/vvwFVWYaQmh7ftrPL2lvDJq25Erm3Suy4/f+SubBIF5WWhyDxgMAQPRATAVL06EdM9udmWK+2e7ksegO192ED995tPDVs73vfnPbvDte0xq33en45XE581YyBwCApAa3ssDSnLx4k7gDKuZzw5kcCJtUIi6TelljmHfHOTVTAQBg7YGYCpbgVt/w2LTJF8Acbq/D7fVhGJHJIbzBt/cV/vTCPGmVJiweDA+pJOwYNhYAAGIN+n7BEsjThbsrC+dkcpBn3C0nXiITyEWsj7v0+0syI3eckzcfAADWJIipYAmkEuH9mRzm+M6jhd9449acmNqkM+1elx7NpgEAQPwlUEw9fvx45OKxY8fi1RKwEnnp3FK54P3WiSciapU3aY3fO7A+jq0CAIAYSKCYCkF0zfjOvsJnfnU9HFMHZpxCFi2dx4hvqwAAINpgjBJYfTIRa2dB+tvNo8Ti/emTAABgTYKYCqIicgAwxFQAQIpIoL5fsJZIuPQj5dk//qgPC+ENfYb/sTM33i0CAICog+tUEC01eaJfN+mONw1hOP7SH25f1Rrj3SIAAIguiKkgKtrHbP/wXje6kyTf4vK98lZr54Q1ro0CAIDogpgKouL9tgmzyx+5xuL2f9A6Ga/2AABADEBMBQAAAFYHxFQQFUerZEI2PXKNgEV/MiILBAAArD0QU0FUlMoEv3iuUsSZDasCFu2Xz1cWywTxbRUAAEQVzKUB0bI9P+2Nr1UT91CfrJRBQAUArHkJFFMbGhrCf9fV1cWxJWC1lMqEpTLhw7cDAIA1IYFiKsRRAAAASQ3upwIAAACrA2IqAAAAsDogpgIAAACrY5n3U4PB4NTUlNfrFYlEEolkgS1xHLfb7XNWcrlcKjWBbuUCAAAAK7ecwGYwGM6dO+dyuSgUSjAYzMnJ2bt3L4VCmXdjq9V64sSJOSsPHz4sl8uXcWgAAAAgYS05pmIYdu7cORqN9txzzwkEgoGBgYsXL964cWPbtm0L7LV169bs7OzwokgkWk5jAQAAgAS25Jiq1WpdLtfBgwcFAgFCqKCgYGRkpKurq7q6mkajPWgvoVAolUpX1FIAAAAgsS15jNL4+DiVSo3suVWpVMTt1YV3xHF8ya1buh07dsTgKGsSnLrlgfO2PHDelg1O3fLE5rwtOaZarVYej0cm391RKBQihGw22wJ7ffbZZ6+//vrrr7/+/vvvj4+PL6Oha8Px48fj3YSkBOdteeC8LRucuuWB87bkmOr3++n0e+qNEIs+n2/+A5DJCoWivLy8rq6usrLSYrF8+OGHQ0NDCxwiMknhUh99qBU+ObQtGkdP5LYtZoPoHT2R27by3aP65NC2aBw9kdu2mA1i8OSrMKElFAohhEgk0ryPCoXCQ4cOhReLi4tPnjx57dq1nJycOVvOe2F+5cqVlbcQAAAAiIElx1Qmk+n1eiPXEFeoDAZjMbtzOJzc3Nyenh6Xy8XhcCIfCofPhoYGyP0LAAAg6Sy571ckEjkcDgzDwmssFgtayvQYItsDcXULAAAArBmkpcY2nU534cKFvXv35ufnE2vOnj07NTX11a9+lUj7EAwGMQyj0WiR45jCMAw7efKk1+s9duxYZHcxjGQDAACQFBa4Kbnkvt+cnByRSNTU1MRgMEQikUajGRkZ2bJlSziPUnd3d1NTUzhTUlNTE5vNTk9PZzKZdru9ra3NZrNt3bp1zv1XuG8KAAAg2S05ppLJ5AMHDly4cOGjjz4iFsvKyiorKx+0PYlEunnzZjAYJBYZDEZNTU1FRcWyWwwAAAAkpiX3/YZZrVafzycQCJhM5sJbBoNBu93u8/nodLpIJHrQCGEAAAAgqS0/piYgm81mNBqpVGp2dvYCiRJT1uKrCSGE/H6/0Wh0u90cDictLS3Fz+f09LTD4WCz2VlZWYv8URiuyEQkRUlNy/hIzszM2O12Go2Wnp7OZrOj3cLE5PV6p6amQqFQRkYGl8t96PZ2u91iseA4LhQKUzybutvt9vv9bDZ7Th6FeS3pK3GR1k7BtcbGxu7ubjKZjOM4g8HYs2ePUqmMd6MSyJKqCX388ccjIyPhdJIsFqumpqawsDCG7U0UXq/33Llzer2eOG8ikejAgQN8Pv+hO964caOtrY1Go7344osxaGcCWupH0mQyffrpp2azObzmyJEjMpks+i1NLH19fY2NjTiOk0ikUChUXV29cePGB22MYdjly5cHBgZIJBKJRMJxXC6X79mzh8VixbLNcefxeBoaGgwGg9vtRgjt3r17/fr1C++ypK/ExVsjMbWzs7O7u3vLli0VFRU+n+/8+fMXLlx49tln50yBTVlLrSbkdDprampUKhWbzTabzY2NjZcuXeLz+VlZWTFuedxdvnzZaDQeOnRIoVAYjcYzZ85cuHDh6aefXnivmZmZzs5OgUBAfMJT0FI/kk6n8/Tp0ywW6/Dhw1Kp1OfzTU9Pp+Dn12AwXL58Wa1W19fXUyiU69evNzc3SyQStVo97/YtLS0DAwObN2+uqKggkUj9/f0NDQ1Xr17du3dvbBseZxiGud1utVpNo9Ha29sXs/0yCqwtxpLnpyamtra2jIyMqqoqMpnMYrF2794dCAS6u7vj3a5EQVQTqq2tDVcTys/P7+rqCgQC827/1FNPlZWVCQQCGo0mlUrr6+sRQjqdLqaNTgB2u31oaKi0tFShUCCE0tLSqqurDQbDwjmrcRxvaGgoKysTi8WxamnCWepH8saNGxiGHTp0SC6X02g0Lpebl5eXgt3mHR0dZDK5rq6OTqdTKJTa2loul9vW1vag7ScnJ9ls9saNGykUCplMLioqyszMnJycjGWbEwGPx3v66ad37dp1f4a+eS31K3Hx1kJMtVqtTqcz8necUCgUCoWpnKx/jqVWE5pzy5C4oxMevJ06iLeQSqUKryHeZgu/tVpaWoLBYHV1dZRbl7iW+pEMBoM6nS43N5d4p8WmhlViGh8fz8rKCqelI5FISqVSr9c/6LuezWbjOB45LCYYDKbsfejFW3aBtYdaC32/REmcOT9pBQKBXq+PU4sSzvKqCYVptVqEUOT7L0VYrVZ071uLzWbTaDRi/byMRmNra+vhw4dXfmMmeS31I2k2m4PBoFgsJm4NYhgmFourq6tzc3Nj0dyEEQgE3G73nCstoVAYCoXsdvu8g2gqKyvHxsYaGxsrKirIZHJfX5/RaNy3b1+smpysVviVuIC1EFP9fj+6Ux4njE6nE+sBQsjv98+Z8rRwNaFIVqv1888/z87OTrUvOLT0txbR61tYWJidnR2L9iWqpZ43j8eDEGptbeVyubt27UIIdXR0nD9/fv/+/YvsylsbHnTe0IM/qlKp9LHHHrtw4UJPTw9CiEKh1NfXp+BHdalW8pW4sLUQUwlraVJQDCxcTSjM5XKdOXOGyWTu3bs3BScWz/uSQ6HQg05Fa2ur2+2uqamJcruSw1I/kqFQ6MiRI8Q3nVqtfvPNN1taWlIqps5r4Y/qyMjI+fPnFQrF+vXryWTy0NDQpUuXMAzbsGFDbJuZ9Bb5lfhQayGmEvce5vy+8Pl8D01GkTqWV03I7XafPn0ax/EnnngiNe/QEOfH6/VGDkD1+/3znje3293S0lJWVhaeDeL1ekOh0NTUFJPJTKlZg0v9SBLbZ2VlhTeg0+kymUyn0+E4Pm/m8DXpQecNIfSgU9fY2CgSifbv308EA6VS6fV6m5qa8vPzFzNBM2WtsMDaAtZCTCW+rYjyOGEWiyWlvsUWJhKJ+vv7MQwjigKhRVQT8ng8p0+fDgQCTzzxBI/Hi1FDE0z4rRWOqURRpnnPm9frxXG8ra1tzijN999/PycnZ//+/TFocIJY6keSSK82J3YSN6RTqv+JSqXyeLz7zxuZTJ53SrTf73c6nSqVKvLqKjMzc3Bw0GazpaenR73FSWsZX4mLtBZiKo/HE4lEg4OD1dXVxHvLYDA4HI7i4uJ4Ny1RKJXKvr6+4eHhcDWhwcFBOp2emZlJLAYCAWJiPrHo8Xg++OADn8/3+OOPLyYeq2IIAAAC+klEQVS/wVqlUChIJNLg4GB4fBYxoSicuyCyCpNQKHzuuecid29sbNTr9c8880yqZaF66EcyFAr5/X4qlUoETjqdnpWVNTMzEwwGiTU4juv1eoFAkGpDvZRKZW9vr9PpJIZAYxg2Ojoql8vD5yHyo0qcwDkxmOgmgV66OeYUTHvoV+KyUX74wx+u8CkSAYPB6OnpcbvdYrHYarVeunSJRCLV19eHf4OkOKFQODg4ODQ0JJFIKBRKZ2dnT0/Ppk2bwklqPvnkk4aGho0bNxLfgKdOnbJYLBs2bMAwzHiH1+sl5nKlDhqN5nK5ent7WSwWh8MZHx9vamrKzs6uqqoiNujq6jp9+nR2djafzyeRSMx7DQ0NORyObdu2pVpMRQ/7SJpMpjfffBMhFH4H8ni87u5uq9UqEok8Hs+1a9empqa2bt2aahdbQqGwp6dHr9dnZGT4/f4rV64Yjca6urpwX1HkR5VEItlstuHhYb/fz+Px/H5/b29ve3t7VlZWeXl5fF9I7PX398/MzExPT+v1egaD4fV6jUajWCwmgmjkRxUt4itx2dZIyCkoKHA6nS0tLcTgN4FAcPDgwZX3jK8ZS6omhOM48VN3TjoSlUpFpD5IKbW1tYFAoLGxsbGxESEkl8tTLUPN8iz1IymTyerr669evUr0BFCp1K1bt6bgQBuBQLB///5Lly6dPHkSIUSn0+vr6xfIX7Zjxw4qldrV1dXR0UGsyc/P3759e4yam0iamprCt0g1Go1Go0EI5eTkzNvVsdQCa4u3pnLoBwIBi8VCpVJTOX/NwhZfTQhEcrvdRA79lL21vDxL/UgGg0Gz2RwKhcRicSp3MhG/a4nzsJje70AgYLfbQ6EQn8+HoUlLsupfiWsqpgIAAABxlCqD1AEAAIBog5gKAAAArA6IqQAAAMDqgJgKAAAArA6IqQAAAMDqgJgKAAAArA6IqQAAAMDqgJgKAAAArA6IqQAAAMDqgJgKAAAArA6IqQAAAMDqgJgKAAAArI7/D0Ai4ts2JEgKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7e1f68b84ca0>"
      ]
     },
     "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 0x7e1f68b84ca0>"
      ]
     },
     "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "13a0c3dab84b48de8c538ccc3d9bee04",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "5b7e51323c20422e9d2fbb94c4d90345",
       "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": "a602c105994640e4b5d4c31d09ad3585",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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 0x7e1f68b84ca0>"
      ]
     },
     "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": [
       "['20250723-134711-472-041d29']"
      ]
     },
     "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": "87f34525ebed4c568abf1ab519cfaa43",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "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": "624fdedb63eb40768304064cea6b7104",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7e1f68b84d00>"
      ]
     },
     "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": "d0ef6fe832ec4527ac977182a6f314e2",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7e1f68b84d00>"
      ]
     },
     "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": "955336a8c1a54e419bf92ab4cc28f4c3",
       "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 0x7e1f68b84ca0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7e1f68b84d00>"
      ]
     },
     "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 0x7e1f68b84ca0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7e1f68b84d00>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids([])\n",
    "plotmon.tuids_extra([reference_tuid_2D])\n",
    "plotmon.main_QtPlot\n",
    "plotmon.secondary_QtPlot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "215bcf9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotmon.tuids()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca421487",
   "metadata": {},
   "source": [
    "Now your life will never be the same again ;)"
   ]
  }
 ],
 "metadata": {
  "file_format": "mystnb",
  "jupytext": {
   "text_representation": {
    "extension": ".md",
    "format_name": "myst"
   }
  },
  "kernelspec": {
   "display_name": "python3",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.23"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "031092f9405e4dc4919143b60b3202e2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_74a924edcda04dffb174690ec1bac523",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_2bece132d8024089b9958102ed2bb228",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "036ba371bfe44282baa0c8b3f04495b7": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "03b2a70d4d2b48a1ad56990de9f63596": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_e4ea77595f784647b716f3f4138092a3",
       "placeholder": "​",
       "style": "IPY_MODEL_199acfe2d2224740bfacea0cb3c123de",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "04699f4015624aeb82cdeece9937f699": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "0479e60b3f2843aa8081e0a8dca83721": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "04caa5cd4b0c4bbfa4ee89c41efe0f6b": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0540558801e34eaa819193d420235758": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_0e56cfc78fd94c149cacf189c113071a",
       "placeholder": "​",
       "style": "IPY_MODEL_c31fd2666da64757928c83b5ed510ec8",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "0557d8e1d0514acc8d1b1e164eafcd05": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_9c0d597482e14eabbf73dcdff8d97b68",
       "placeholder": "​",
       "style": "IPY_MODEL_5c66a4135bf54046886b32a367d99dbf",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "06fe59ba020b4888b405128806fd8bac": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "07ee74e55ca342ca9a576194a60c4226": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_34d8b3574c49463ea4542b77e656ff42",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_99104b2066234ee59de2c2cc5da5494a",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "0a83bab4f65149638ddd2647bcdfdab4": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0d94a0f9c5ce40bbadb6da6d83d1fc66": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_1d451f911819438cb9f16b9122677cf2",
       "placeholder": "​",
       "style": "IPY_MODEL_15600a0cc545449cbe469aba70a30970",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "0e3d820e9f124b91b475a91fa0658389": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_62a7ecb9b2254994aff2f785648e7a69",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_f67205cc87fb48b28443785df8a6be9e",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "0e4b5e092834458babb0469b3cd72c1d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_46df8a2780ed4027963c69135c045f3e",
       "placeholder": "​",
       "style": "IPY_MODEL_54f8f90dab0d49ad9865c07f816635a5",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "0e56cfc78fd94c149cacf189c113071a": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0f2c67c518f645569a52f63d988e4a42": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "10a0ebeb136a400c90162b25767237ce": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "1207a22f3b284677b1089bbae215f70d": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "13a0c3dab84b48de8c538ccc3d9bee04": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_03b2a70d4d2b48a1ad56990de9f63596",
        "IPY_MODEL_bf354a3f9955414eada1d9ab4194d575",
        "IPY_MODEL_41567f9227d64809921b520a28b220ea"
       ],
       "layout": "IPY_MODEL_72e63266ca0b4b0d9659dc065d42e025",
       "tabbable": null,
       "tooltip": null
      }
     },
     "142341bf4a9e4935b27bbec5fffd0efa": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "15600a0cc545449cbe469aba70a30970": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "165a6ce535bf4598a3728c6597599393": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "16da17842de549139f2e93b1e0a1050e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_0a83bab4f65149638ddd2647bcdfdab4",
       "placeholder": "​",
       "style": "IPY_MODEL_0479e60b3f2843aa8081e0a8dca83721",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "18164e28ad224e7a86a8bce41e0528b0": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "18c812250df74deeb104e25eb61d38bf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "199acfe2d2224740bfacea0cb3c123de": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "1aa51aaaa47d4f44abb3367b26d0108d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_c0a7d990e5ab4bc393cfa784e72a0d82",
       "placeholder": "​",
       "style": "IPY_MODEL_4cfc3129325643b18bdaf309739fdfe2",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "1d451f911819438cb9f16b9122677cf2": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "1f4063384ec545f182f5c3ea529f3273": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "22f5933e188042cbbb5ad11124ce4218": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "2536fe92d77748e5a903b0dfac62e2ff": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_40ef1af77f8c42438f00abaa050e48b9",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_389bc0265b234836a73db854950fa158",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "28c7978ca48b4830a5265672b65bc46b": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2bece132d8024089b9958102ed2bb228": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "2e0b46af76e0459b8f5e79c0bba29e46": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2e78c5f76eb64396843110430eda2fe1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_81d3c4083b534b2e9f5765baf01dab62",
       "placeholder": "​",
       "style": "IPY_MODEL_a8182392458147b888c9f3e9689d7867",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "31473c76e04141e89f3f19364071caf4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_c3862bc7d1614ac7b99c8eade8e17ded",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_f110269d556c47bb8f6ce08f269cea7b",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "34d8b3574c49463ea4542b77e656ff42": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "374a27f3fc454d80aed12e0c1514c048": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "389bc0265b234836a73db854950fa158": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "3a9772188f2b4a29bc4a1d274e12371c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "3af0b88911dc45c197ba771bcaa3ca4d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "3d90a9678d004392b5ddb20db8a4fd0f": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3e53e8a7588d4fa29ad39aef01fba5ed": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "3eae015b07354a6da98bc15a9514a8d3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_55c7ec1c8e80499790e544fe0534d07e",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_53fb26bfca4c476f8b06c3d50c80190a",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "40ef1af77f8c42438f00abaa050e48b9": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "41567f9227d64809921b520a28b220ea": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_18164e28ad224e7a86a8bce41e0528b0",
       "placeholder": "​",
       "style": "IPY_MODEL_b5ac04aa632d493d8737f17a64bf2bcb",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "4329afbb91ba4470a55cb64e09b9d09c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_f8706bb0793b487ea6c5cbbcd9d0320c",
       "placeholder": "​",
       "style": "IPY_MODEL_aa87d05591094f54afa95d2b11e72748",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "4537678997384cb1bdf3c0e8f73b5b4a": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "45724e04c5c84193a545fb1d41c39956": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_56f7b86b281b4053831a0f7829207143",
       "placeholder": "​",
       "style": "IPY_MODEL_5208f7f924cb4784a05c9883cfbb6543",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "46df8a2780ed4027963c69135c045f3e": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4cbc1be1f63a4952a9645e032ec76574": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "4cfc3129325643b18bdaf309739fdfe2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5208f7f924cb4784a05c9883cfbb6543": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "53fb26bfca4c476f8b06c3d50c80190a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "5428c3803d7143b8b9b5ac248a4beee4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_3e53e8a7588d4fa29ad39aef01fba5ed",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_e90be46b4ecf4529ae577c663b7bb482",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "54f8f90dab0d49ad9865c07f816635a5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5590bfd323674f1fadbd892a4f3d6d49": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_740a89596dca45609fb112fc97755004",
       "placeholder": "​",
       "style": "IPY_MODEL_165a6ce535bf4598a3728c6597599393",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "55c7ec1c8e80499790e544fe0534d07e": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "56f7b86b281b4053831a0f7829207143": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "570d48de4a564b14a8e44a99afdf19b5": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5adb47eda57e45db9ff977a285d3c2e7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5b279ad982534cc88498d46b13846c48": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5b7e51323c20422e9d2fbb94c4d90345": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_45724e04c5c84193a545fb1d41c39956",
        "IPY_MODEL_d29966561f8849ffa31237fd0e90f40e",
        "IPY_MODEL_bff4fe6a1b47404da49077b693e02be3"
       ],
       "layout": "IPY_MODEL_ac3049728cc54f6aa6bc41301fff097f",
       "tabbable": null,
       "tooltip": null
      }
     },
     "5c66a4135bf54046886b32a367d99dbf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5f7ada4b6daa48a0ad9fd8f49bb8c774": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_9fdc6d5ba0fc41f09f85f325557c365d",
       "placeholder": "​",
       "style": "IPY_MODEL_ddc26eb04bad4d3986a1d15ee1ea3739",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "624fdedb63eb40768304064cea6b7104": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_5590bfd323674f1fadbd892a4f3d6d49",
        "IPY_MODEL_031092f9405e4dc4919143b60b3202e2",
        "IPY_MODEL_2e78c5f76eb64396843110430eda2fe1"
       ],
       "layout": "IPY_MODEL_4537678997384cb1bdf3c0e8f73b5b4a",
       "tabbable": null,
       "tooltip": null
      }
     },
     "62a7ecb9b2254994aff2f785648e7a69": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "63f2c8f1cfab4f69a3fc89645a929cf1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "705f26f9dae842f3ace702fc717090a2": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "70e6729044814b7285fd50093db313d9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "717ebc39cd4d485f8f001da1c9f5cd2a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_16da17842de549139f2e93b1e0a1050e",
        "IPY_MODEL_2536fe92d77748e5a903b0dfac62e2ff",
        "IPY_MODEL_1aa51aaaa47d4f44abb3367b26d0108d"
       ],
       "layout": "IPY_MODEL_570d48de4a564b14a8e44a99afdf19b5",
       "tabbable": null,
       "tooltip": null
      }
     },
     "72e63266ca0b4b0d9659dc065d42e025": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "73aad50e8fc74f3c9fc4bce8e64fe1c8": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "73ca1764cbb24bfaa08196b1bc700950": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_705f26f9dae842f3ace702fc717090a2",
       "placeholder": "​",
       "style": "IPY_MODEL_3a9772188f2b4a29bc4a1d274e12371c",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "740a89596dca45609fb112fc97755004": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "74a924edcda04dffb174690ec1bac523": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "74f78d51f9b14a118e438f31f38fcf2c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_f590715e45914870b68bbf5fa7605968",
       "placeholder": "​",
       "style": "IPY_MODEL_be7b16932bc64ea59a32f2c6bf3e0123",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "763931d6c46d444b93f0c6cee089b7fd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "7c5cb160c6624d38afc25ac42f82e50d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_374a27f3fc454d80aed12e0c1514c048",
       "placeholder": "​",
       "style": "IPY_MODEL_beca26f7e2974bb5ae0c3c0dfaad275a",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "81d3c4083b534b2e9f5765baf01dab62": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "87f34525ebed4c568abf1ab519cfaa43": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_4329afbb91ba4470a55cb64e09b9d09c",
        "IPY_MODEL_31473c76e04141e89f3f19364071caf4",
        "IPY_MODEL_9e11ab1c999e45259d8e797ef6699937"
       ],
       "layout": "IPY_MODEL_28c7978ca48b4830a5265672b65bc46b",
       "tabbable": null,
       "tooltip": null
      }
     },
     "93223a7a349844cb92026f94ee374098": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "955336a8c1a54e419bf92ab4cc28f4c3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_7c5cb160c6624d38afc25ac42f82e50d",
        "IPY_MODEL_9ff7a1dc1dbe414ab96b336323820af4",
        "IPY_MODEL_0557d8e1d0514acc8d1b1e164eafcd05"
       ],
       "layout": "IPY_MODEL_1207a22f3b284677b1089bbae215f70d",
       "tabbable": null,
       "tooltip": null
      }
     },
     "99104b2066234ee59de2c2cc5da5494a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "9bb441a4a69e4318b273352edd4e865a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_f513c11088fb484aa2218ffa13c9df32",
        "IPY_MODEL_3eae015b07354a6da98bc15a9514a8d3",
        "IPY_MODEL_0d94a0f9c5ce40bbadb6da6d83d1fc66"
       ],
       "layout": "IPY_MODEL_e9d9b63de32a48daa7c2d2d154b3bad8",
       "tabbable": null,
       "tooltip": null
      }
     },
     "9c0d597482e14eabbf73dcdff8d97b68": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9cddd476af184f62997acac6ec0f36b9": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9e11ab1c999e45259d8e797ef6699937": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_73aad50e8fc74f3c9fc4bce8e64fe1c8",
       "placeholder": "​",
       "style": "IPY_MODEL_5adb47eda57e45db9ff977a285d3c2e7",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "9f9b6c9713a44978a2886be9ecfdef8a": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9fdc6d5ba0fc41f09f85f325557c365d": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9fe697670fe944ed974ca1fbd653358c": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9ff7a1dc1dbe414ab96b336323820af4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_c6554ae7208b4570bb755ed6936f2de9",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_93223a7a349844cb92026f94ee374098",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "a2feb84742bb486591709de2ca215070": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_a4d46f00706f4d178aa7dd45c4fbd327",
        "IPY_MODEL_c9a85dfe99bd46fba6109eb7f3ccf63d",
        "IPY_MODEL_73ca1764cbb24bfaa08196b1bc700950"
       ],
       "layout": "IPY_MODEL_0f2c67c518f645569a52f63d988e4a42",
       "tabbable": null,
       "tooltip": null
      }
     },
     "a4d46f00706f4d178aa7dd45c4fbd327": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_9f9b6c9713a44978a2886be9ecfdef8a",
       "placeholder": "​",
       "style": "IPY_MODEL_bcd12729699f4e808bd91a4e307042c6",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "a602c105994640e4b5d4c31d09ad3585": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_0540558801e34eaa819193d420235758",
        "IPY_MODEL_0e3d820e9f124b91b475a91fa0658389",
        "IPY_MODEL_f1c3b65f9b164dc68f53001af0cf8fdf"
       ],
       "layout": "IPY_MODEL_1f4063384ec545f182f5c3ea529f3273",
       "tabbable": null,
       "tooltip": null
      }
     },
     "a6f084f4e0fd49b4a8111611ba2be649": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_2e0b46af76e0459b8f5e79c0bba29e46",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_18c812250df74deeb104e25eb61d38bf",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "a8182392458147b888c9f3e9689d7867": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "aa87d05591094f54afa95d2b11e72748": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "ac3049728cc54f6aa6bc41301fff097f": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ae33ea4253444b3c89c7570887ab94b4": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "b5ac04aa632d493d8737f17a64bf2bcb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "bcd12729699f4e808bd91a4e307042c6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "be7b16932bc64ea59a32f2c6bf3e0123": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "beca26f7e2974bb5ae0c3c0dfaad275a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "bf354a3f9955414eada1d9ab4194d575": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_3d90a9678d004392b5ddb20db8a4fd0f",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_10a0ebeb136a400c90162b25767237ce",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "bff4fe6a1b47404da49077b693e02be3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_e2181972824b43b9905f766a1a5dd6e5",
       "placeholder": "​",
       "style": "IPY_MODEL_70e6729044814b7285fd50093db313d9",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "c0a7d990e5ab4bc393cfa784e72a0d82": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c31fd2666da64757928c83b5ed510ec8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "c3862bc7d1614ac7b99c8eade8e17ded": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c538b70ba42e4b67b0db7d288f5da9b3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "c6554ae7208b4570bb755ed6936f2de9": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c9a85dfe99bd46fba6109eb7f3ccf63d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_142341bf4a9e4935b27bbec5fffd0efa",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_06fe59ba020b4888b405128806fd8bac",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "ca4e01edf5134d3189d74d8c12952d3b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_4cbc1be1f63a4952a9645e032ec76574",
       "placeholder": "​",
       "style": "IPY_MODEL_63f2c8f1cfab4f69a3fc89645a929cf1",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "cafab0923bba4092a371d018b871d84b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_0e4b5e092834458babb0469b3cd72c1d",
        "IPY_MODEL_07ee74e55ca342ca9a576194a60c4226",
        "IPY_MODEL_5f7ada4b6daa48a0ad9fd8f49bb8c774"
       ],
       "layout": "IPY_MODEL_ae33ea4253444b3c89c7570887ab94b4",
       "tabbable": null,
       "tooltip": null
      }
     },
     "d0ef6fe832ec4527ac977182a6f314e2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_f4c66ddad0c3434ab4c5e408434e62b1",
        "IPY_MODEL_a6f084f4e0fd49b4a8111611ba2be649",
        "IPY_MODEL_74f78d51f9b14a118e438f31f38fcf2c"
       ],
       "layout": "IPY_MODEL_04caa5cd4b0c4bbfa4ee89c41efe0f6b",
       "tabbable": null,
       "tooltip": null
      }
     },
     "d29966561f8849ffa31237fd0e90f40e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_5b279ad982534cc88498d46b13846c48",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_3af0b88911dc45c197ba771bcaa3ca4d",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "ddc26eb04bad4d3986a1d15ee1ea3739": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "background": null,
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "e0022127d8e24c268d34dfc6166d39d4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_e9493494aade4995a746cedb2d00957f",
        "IPY_MODEL_5428c3803d7143b8b9b5ac248a4beee4",
        "IPY_MODEL_ca4e01edf5134d3189d74d8c12952d3b"
       ],
       "layout": "IPY_MODEL_9fe697670fe944ed974ca1fbd653358c",
       "tabbable": null,
       "tooltip": null
      }
     },
     "e2181972824b43b9905f766a1a5dd6e5": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e4ea77595f784647b716f3f4138092a3": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e90be46b4ecf4529ae577c663b7bb482": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "e9493494aade4995a746cedb2d00957f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_036ba371bfe44282baa0c8b3f04495b7",
       "placeholder": "​",
       "style": "IPY_MODEL_22f5933e188042cbbb5ad11124ce4218",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "e9d9b63de32a48daa7c2d2d154b3bad8": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f01660950d0d4b8ab6666976d7a1b231": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f110269d556c47bb8f6ce08f269cea7b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "f1c3b65f9b164dc68f53001af0cf8fdf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_f01660950d0d4b8ab6666976d7a1b231",
       "placeholder": "​",
       "style": "IPY_MODEL_c538b70ba42e4b67b0db7d288f5da9b3",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "f4c66ddad0c3434ab4c5e408434e62b1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_9cddd476af184f62997acac6ec0f36b9",
       "placeholder": "​",
       "style": "IPY_MODEL_763931d6c46d444b93f0c6cee089b7fd",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "f513c11088fb484aa2218ffa13c9df32": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "2.0.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_allow_html": false,
       "layout": "IPY_MODEL_f5a34ca0e6784ce2ae31b00642cbca5c",
       "placeholder": "​",
       "style": "IPY_MODEL_04699f4015624aeb82cdeece9937f699",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "f590715e45914870b68bbf5fa7605968": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f5a34ca0e6784ce2ae31b00642cbca5c": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "f67205cc87fb48b28443785df8a6be9e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "2.0.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "f8706bb0793b487ea6c5cbbcd9d0320c": {
      "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,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}