{
 "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": "fb04d5f326ee4537bbc8bfa07653b403",
       "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 0x7f5301424ca0>"
      ]
     },
     "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": "b972eb7a2b7e461bbdd4413d0027d958",
       "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 0x7f5301424ca0>"
      ]
     },
     "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": "6e41af782e4c486da58b8ad9ab80fe22",
       "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 0x7f5301424ca0>"
      ]
     },
     "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": "8a95bfb5dda941c4ab2149df737ae77e",
       "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 0x7f5301424ca0>"
      ]
     },
     "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": "abb776dc19554190a00c06847be8c1a9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Completed:   0%|           [ elapsed time: 00:00 | time left: ? ] it"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can accumulate more datasets on the plot if we want to\n",
    "plotmon.tuids_max_num(4)\n",
    "n_pnts = 40\n",
    "\n",
    "meas_ctrl.settables(device.amp_0)\n",
    "meas_ctrl.setpoints(np.linspace(0, 1, n_pnts))\n",
    "meas_ctrl.gettables(device.adc)\n",
    "dset = meas_ctrl.run(\"ADC scan\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9d466e93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f5301424ca0>"
      ]
     },
     "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 0x7f5301424ca0>"
      ]
     },
     "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 0x7f5301424ca0>"
      ]
     },
     "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": "13f039dfb3664e04ba941e4164ec1308",
       "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 0x7f5301424ca0>"
      ]
     },
     "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 0x7f5301424ca0>"
      ]
     },
     "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": "622ec3db86974978a391bb5ba0abbba7",
       "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": "cca3c41896514401bc8120e0eeb75825",
       "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 0x7f5301424ca0>"
      ]
     },
     "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 0x7f5301424ca0>"
      ]
     },
     "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": [
       "['20231215-162730-801-61af2a']"
      ]
     },
     "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": "b1c4b515471d4fa1b427c8787a0c25e6",
       "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 0x7f5301424ca0>"
      ]
     },
     "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": "054d23b762b141bc922a878296a7e307",
       "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 0x7f5301424ca0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f53013f76a0>"
      ]
     },
     "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": "6b57072f1867474b9d177e05461fc41f",
       "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 0x7f5301424ca0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f53013f76a0>"
      ]
     },
     "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": "b2e8ef36c68443dd93437ef923738ee9",
       "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 0x7f5301424ca0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f53013f76a0>"
      ]
     },
     "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 0x7f5301424ca0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<quantify_core.visualization.pyqt_plotmon.QtPlotObjForJupyter at 0x7f53013f76a0>"
      ]
     },
     "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": "3.9.18"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "04b2bd6608a34baf884b366f1d79cfe8": {
      "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_571b41b46e6c45ed8fbadbecb48523db",
       "placeholder": "​",
       "style": "IPY_MODEL_d23c648558a0422498c77e2863217a27",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "054d23b762b141bc922a878296a7e307": {
      "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_e522b909533f41adb5b0fdf5722cc8b4",
        "IPY_MODEL_8c49d52c90ad4581ac05016079d4a26a",
        "IPY_MODEL_f304de89c9d64b91a16c937f8a4db485"
       ],
       "layout": "IPY_MODEL_3e5a9968ff714721b283d91386a292ea",
       "tabbable": null,
       "tooltip": null
      }
     },
     "0b1123d9b2f54b70b845006706b4756a": {
      "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_5e77a08943f345f4a4eb8b437aa2697f",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_7aaf826dbd6a460693a40ee7913331c4",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "0bb49b8861a448eaa8f9d976c14cc871": {
      "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
      }
     },
     "0cbd1a76143b447a8b67879ec3f12cd1": {
      "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_a22e179e832341fdb6c35d8fccea7239",
       "placeholder": "​",
       "style": "IPY_MODEL_4c4f0bb4693247cdb1d79b706337f3c2",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "0eb7842eb2c14e08bb011ae43bd70179": {
      "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_a15d8ae3b09447f787c1addaf3d4714d",
       "placeholder": "​",
       "style": "IPY_MODEL_cc12d1ddc5f5475e8fdc2a940e12a81b",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "103bfa6d62964eb29ac473fe2130e5d9": {
      "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
      }
     },
     "10b824d266704f4b96052b49355a181c": {
      "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
      }
     },
     "12ed4cae4ef646e6b5565263e5644a7e": {
      "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
      }
     },
     "13f039dfb3664e04ba941e4164ec1308": {
      "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_0eb7842eb2c14e08bb011ae43bd70179",
        "IPY_MODEL_87e01842365c481486d9471990233e2f",
        "IPY_MODEL_9e1b4479337f44c3a3899e28fff5a0db"
       ],
       "layout": "IPY_MODEL_a1902fed0d1847ea91054280b592edd9",
       "tabbable": null,
       "tooltip": null
      }
     },
     "1476239cee6540a3ae3f6d0e07fc8aeb": {
      "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
      }
     },
     "192f18aeb0b743da93808a7b09eec503": {
      "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_588c9afae4304c8fae4cb3f7e9ad0aa5",
       "placeholder": "​",
       "style": "IPY_MODEL_effe2ec3900043d385bef575364fc8fc",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "19f51cd4c1044be8b9370a30957744bb": {
      "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": ""
      }
     },
     "1c0016cae8bc4435808eefaf93e5dfee": {
      "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
      }
     },
     "1c696521c38745daa03cd41298127a3e": {
      "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_f1b72cf69e9947729e28192423f057a3",
       "placeholder": "​",
       "style": "IPY_MODEL_103bfa6d62964eb29ac473fe2130e5d9",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "1d5f28a5b3664fb494072d77db19ac3d": {
      "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
      }
     },
     "2022c6fd385c4a78a1f89186557fb585": {
      "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
      }
     },
     "245b4f34a1264f5a847c0e39c508a159": {
      "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_60e7140194714a64849361976fcc8e0a",
       "placeholder": "​",
       "style": "IPY_MODEL_c9873200766d4d8d81057b602f203e57",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "24ce64791a02410e96715e2cca40395d": {
      "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
      }
     },
     "25c0b996597f4c78b11286208ca33197": {
      "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
      }
     },
     "2e54c3bc03c04161820af867a9d298df": {
      "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
      }
     },
     "2fde596d8eb04bd6ab47a4ade4679c1f": {
      "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
      }
     },
     "34c97f013db64644a05fa5edfe5860e8": {
      "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
      }
     },
     "3e5a9968ff714721b283d91386a292ea": {
      "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
      }
     },
     "4644961627264bccb25d41fb14fc89f8": {
      "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
      }
     },
     "46b431452e8948a1bc266b0cee2e588b": {
      "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
      }
     },
     "4807f8f97c5a4fe0a1ec43c174335fc9": {
      "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_932907680d4d450d82439f1430d35edd",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b19e3f267e594ed28a03f1b21accb1a3",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "4813c953c35a440e88853e0e850c0a1a": {
      "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
      }
     },
     "4c4f0bb4693247cdb1d79b706337f3c2": {
      "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
      }
     },
     "4d919ef4e6c649049ec6d1e67c482e9e": {
      "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_cd5b23c4f42946ad974ee891ec01d81a",
       "placeholder": "​",
       "style": "IPY_MODEL_10b824d266704f4b96052b49355a181c",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "4e7446944fa44cffb3d483cba7a30749": {
      "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": ""
      }
     },
     "50684c1d7f0948d0a6d9867b220cf71a": {
      "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
      }
     },
     "51a7492d6f0243dea4c1613ab1aaa487": {
      "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_f6b2a16d528e470596e3448aab22b4dc",
       "placeholder": "​",
       "style": "IPY_MODEL_df37b9a0c4814001ac1aaa498bfd5141",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "526a6951d14643c5aadea8d68af557d4": {
      "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_1d5f28a5b3664fb494072d77db19ac3d",
       "placeholder": "​",
       "style": "IPY_MODEL_8cd992ac9935455995054248e90c968c",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "52b8cba1959644ee9b34419a9c76dddc": {
      "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": ""
      }
     },
     "5331696ab20b42919811b3fb3fa981a4": {
      "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
      }
     },
     "53c66d57794544488538b6132aee3946": {
      "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_df0f57419520425896d5d09b34d42a5c",
       "placeholder": "​",
       "style": "IPY_MODEL_6e4d34bf69674afb9d4d3770e9994d70",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "54be04e1c10446d296be1dc4839584e3": {
      "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": ""
      }
     },
     "571b41b46e6c45ed8fbadbecb48523db": {
      "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
      }
     },
     "588c9afae4304c8fae4cb3f7e9ad0aa5": {
      "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
      }
     },
     "58ca740f5220458fb68e233a461e4383": {
      "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_698933172f584e44a406c0a673f90bec",
       "placeholder": "​",
       "style": "IPY_MODEL_d5e1b87938f34450bab2311276f4c21e",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "5e77a08943f345f4a4eb8b437aa2697f": {
      "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
      }
     },
     "5ee7cf7fd90e40c291032ecd0841fd9b": {
      "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
      }
     },
     "60e7140194714a64849361976fcc8e0a": {
      "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
      }
     },
     "622ec3db86974978a391bb5ba0abbba7": {
      "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_58ca740f5220458fb68e233a461e4383",
        "IPY_MODEL_8dc889fc5e7b416db4e8a831a1ade63a",
        "IPY_MODEL_0cbd1a76143b447a8b67879ec3f12cd1"
       ],
       "layout": "IPY_MODEL_e97e494dc2244407bb486381ba8338b6",
       "tabbable": null,
       "tooltip": null
      }
     },
     "649274b7f0c84f29ab8959b1274fd3fe": {
      "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
      }
     },
     "67d65b164abe42158f0321964186d578": {
      "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
      }
     },
     "698933172f584e44a406c0a673f90bec": {
      "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
      }
     },
     "6b57072f1867474b9d177e05461fc41f": {
      "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_e91d52b14a6a4a45bf8a7e6dfaf47887",
        "IPY_MODEL_f6597ad64b154e09b98f07f70d1991c7",
        "IPY_MODEL_c96cf3171914412ea42f9fb840f0b846"
       ],
       "layout": "IPY_MODEL_a087119d45f140d3802b4cab35ce8952",
       "tabbable": null,
       "tooltip": null
      }
     },
     "6cc4fb2ef13e4291ab883cacba977565": {
      "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
      }
     },
     "6e41af782e4c486da58b8ad9ab80fe22": {
      "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_04b2bd6608a34baf884b366f1d79cfe8",
        "IPY_MODEL_b6ea278471994a8a879690ff4236e4ce",
        "IPY_MODEL_526a6951d14643c5aadea8d68af557d4"
       ],
       "layout": "IPY_MODEL_50684c1d7f0948d0a6d9867b220cf71a",
       "tabbable": null,
       "tooltip": null
      }
     },
     "6e4d34bf69674afb9d4d3770e9994d70": {
      "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
      }
     },
     "706274e6bea84f19b501a3c64c3b9970": {
      "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
      }
     },
     "72122148cb6844c88312b743a9eefc5a": {
      "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
      }
     },
     "768e4fdccdb148d7909951caa0fa6728": {
      "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": ""
      }
     },
     "77235e8f9f7c4d718525c2e814917042": {
      "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
      }
     },
     "7aaf826dbd6a460693a40ee7913331c4": {
      "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": ""
      }
     },
     "7c3e7dd05d3e4ecfbd88c6a64b2525e7": {
      "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
      }
     },
     "7eb8486564934fcc92d9fa248c5a2121": {
      "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_9943285b823042d48b8aacdb070a48b4",
       "placeholder": "​",
       "style": "IPY_MODEL_aa7c6e0a9181449fb78e28ebc73514a3",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "8214da546c674f89b654072c9491bad2": {
      "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
      }
     },
     "83e35816cabd4c4a83a5ddb66f549302": {
      "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": ""
      }
     },
     "8465e0ee01ea43d6ae71fc03d982e03e": {
      "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
      }
     },
     "84f0b0ed05954687bc75e4f6b137533f": {
      "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": ""
      }
     },
     "87e01842365c481486d9471990233e2f": {
      "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_d61de27c0551497f90c7168d4198910c",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_84f0b0ed05954687bc75e4f6b137533f",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "89cf689cb9034f7a879fed7dc27ca5b8": {
      "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_94f636f3ed8c40efab5fc425fd69ea24",
       "placeholder": "​",
       "style": "IPY_MODEL_67d65b164abe42158f0321964186d578",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "8a95bfb5dda941c4ab2149df737ae77e": {
      "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_53c66d57794544488538b6132aee3946",
        "IPY_MODEL_b0be1872aa64473d9612d4b950402903",
        "IPY_MODEL_a9b1d39f9f504805b8da70b8d85cd7ef"
       ],
       "layout": "IPY_MODEL_dfe95c87cd8e454591a990a24cbc5734",
       "tabbable": null,
       "tooltip": null
      }
     },
     "8aeb559e0e894442b43b63d253f13fd9": {
      "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
      }
     },
     "8c49d52c90ad4581ac05016079d4a26a": {
      "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_4813c953c35a440e88853e0e850c0a1a",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_b74415128a6c450385149bd0d11402f0",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "8cd992ac9935455995054248e90c968c": {
      "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
      }
     },
     "8dc889fc5e7b416db4e8a831a1ade63a": {
      "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_25c0b996597f4c78b11286208ca33197",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_fa074db8bf9e4b18b464d20280b6a912",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "908998fa18a44e7887f58ef6140ff427": {
      "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": ""
      }
     },
     "932907680d4d450d82439f1430d35edd": {
      "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
      }
     },
     "94f636f3ed8c40efab5fc425fd69ea24": {
      "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
      }
     },
     "9943285b823042d48b8aacdb070a48b4": {
      "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
      }
     },
     "9c778dd2fd844c06b342ebdbe992eb1c": {
      "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_8aeb559e0e894442b43b63d253f13fd9",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_52b8cba1959644ee9b34419a9c76dddc",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "9e1b4479337f44c3a3899e28fff5a0db": {
      "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_8465e0ee01ea43d6ae71fc03d982e03e",
       "placeholder": "​",
       "style": "IPY_MODEL_8214da546c674f89b654072c9491bad2",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "9fc5d92fd1634ed0969e2da804981a4d": {
      "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_2fde596d8eb04bd6ab47a4ade4679c1f",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_19f51cd4c1044be8b9370a30957744bb",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "a087119d45f140d3802b4cab35ce8952": {
      "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
      }
     },
     "a15d8ae3b09447f787c1addaf3d4714d": {
      "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
      }
     },
     "a1902fed0d1847ea91054280b592edd9": {
      "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
      }
     },
     "a22e179e832341fdb6c35d8fccea7239": {
      "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
      }
     },
     "a26921c2154947b28661c40570f38da5": {
      "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
      }
     },
     "a451d7947da34cbba5d91023baf87065": {
      "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
      }
     },
     "a6a3858192644e0181e6698b2022a37d": {
      "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_e948dda783e048478047345b4dc1a541",
       "placeholder": "​",
       "style": "IPY_MODEL_dceae3fa59724f788aba3febb0ef4c4a",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "a7664ac7671a41519116963779b06d52": {
      "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_b020605fb876453fb2ef498745c2bf0e",
       "placeholder": "​",
       "style": "IPY_MODEL_ad28546660e348a5818aafa76a6aa77d",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "a9b1d39f9f504805b8da70b8d85cd7ef": {
      "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_f903794c68194d26bc8e92d8aac3e77c",
       "placeholder": "​",
       "style": "IPY_MODEL_b6d3b9b954fa4928ad97c0f7fd3601df",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "aa7c6e0a9181449fb78e28ebc73514a3": {
      "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
      }
     },
     "abb776dc19554190a00c06847be8c1a9": {
      "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_1c696521c38745daa03cd41298127a3e",
        "IPY_MODEL_fb6cd4cab6774eb28ff29bab37b284e9",
        "IPY_MODEL_a7664ac7671a41519116963779b06d52"
       ],
       "layout": "IPY_MODEL_12ed4cae4ef646e6b5565263e5644a7e",
       "tabbable": null,
       "tooltip": null
      }
     },
     "aca53e11e5964847bf8816fc588e9bb4": {
      "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_ebd18d67df464e4b8eaaba65e1c9980f",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_768e4fdccdb148d7909951caa0fa6728",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "acd8ca80098042158f6c6cfbe50cc56c": {
      "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
      }
     },
     "ad28546660e348a5818aafa76a6aa77d": {
      "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
      }
     },
     "b020605fb876453fb2ef498745c2bf0e": {
      "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
      }
     },
     "b028c2a63ff840c2bf47aa7fb335b16f": {
      "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
      }
     },
     "b0be1872aa64473d9612d4b950402903": {
      "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_46b431452e8948a1bc266b0cee2e588b",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_4e7446944fa44cffb3d483cba7a30749",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "b19e3f267e594ed28a03f1b21accb1a3": {
      "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": ""
      }
     },
     "b1c4b515471d4fa1b427c8787a0c25e6": {
      "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_192f18aeb0b743da93808a7b09eec503",
        "IPY_MODEL_4807f8f97c5a4fe0a1ec43c174335fc9",
        "IPY_MODEL_d89c15a9106c459eb2ed21b8430fda41"
       ],
       "layout": "IPY_MODEL_5331696ab20b42919811b3fb3fa981a4",
       "tabbable": null,
       "tooltip": null
      }
     },
     "b2e8ef36c68443dd93437ef923738ee9": {
      "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_245b4f34a1264f5a847c0e39c508a159",
        "IPY_MODEL_9c778dd2fd844c06b342ebdbe992eb1c",
        "IPY_MODEL_7eb8486564934fcc92d9fa248c5a2121"
       ],
       "layout": "IPY_MODEL_1c0016cae8bc4435808eefaf93e5dfee",
       "tabbable": null,
       "tooltip": null
      }
     },
     "b6d3b9b954fa4928ad97c0f7fd3601df": {
      "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
      }
     },
     "b6ea278471994a8a879690ff4236e4ce": {
      "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_649274b7f0c84f29ab8959b1274fd3fe",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_83e35816cabd4c4a83a5ddb66f549302",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "b74415128a6c450385149bd0d11402f0": {
      "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": ""
      }
     },
     "b8f434e4d2af44e1980e7cec61659b12": {
      "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_706274e6bea84f19b501a3c64c3b9970",
       "placeholder": "​",
       "style": "IPY_MODEL_0bb49b8861a448eaa8f9d976c14cc871",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "b972eb7a2b7e461bbdd4413d0027d958": {
      "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_4d919ef4e6c649049ec6d1e67c482e9e",
        "IPY_MODEL_9fc5d92fd1634ed0969e2da804981a4d",
        "IPY_MODEL_a6a3858192644e0181e6698b2022a37d"
       ],
       "layout": "IPY_MODEL_6cc4fb2ef13e4291ab883cacba977565",
       "tabbable": null,
       "tooltip": null
      }
     },
     "c96cf3171914412ea42f9fb840f0b846": {
      "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_4644961627264bccb25d41fb14fc89f8",
       "placeholder": "​",
       "style": "IPY_MODEL_a26921c2154947b28661c40570f38da5",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "c9873200766d4d8d81057b602f203e57": {
      "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
      }
     },
     "cc12d1ddc5f5475e8fdc2a940e12a81b": {
      "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
      }
     },
     "cca3c41896514401bc8120e0eeb75825": {
      "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_b8f434e4d2af44e1980e7cec61659b12",
        "IPY_MODEL_0b1123d9b2f54b70b845006706b4756a",
        "IPY_MODEL_e047c4c88f954d76866d9a710c89fb1d"
       ],
       "layout": "IPY_MODEL_2e54c3bc03c04161820af867a9d298df",
       "tabbable": null,
       "tooltip": null
      }
     },
     "cd5b23c4f42946ad974ee891ec01d81a": {
      "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
      }
     },
     "d23c648558a0422498c77e2863217a27": {
      "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
      }
     },
     "d5e1b87938f34450bab2311276f4c21e": {
      "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
      }
     },
     "d61de27c0551497f90c7168d4198910c": {
      "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
      }
     },
     "d89c15a9106c459eb2ed21b8430fda41": {
      "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_77235e8f9f7c4d718525c2e814917042",
       "placeholder": "​",
       "style": "IPY_MODEL_1476239cee6540a3ae3f6d0e07fc8aeb",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "dceae3fa59724f788aba3febb0ef4c4a": {
      "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
      }
     },
     "df0f57419520425896d5d09b34d42a5c": {
      "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
      }
     },
     "df37b9a0c4814001ac1aaa498bfd5141": {
      "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
      }
     },
     "dfe95c87cd8e454591a990a24cbc5734": {
      "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
      }
     },
     "e047c4c88f954d76866d9a710c89fb1d": {
      "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_b028c2a63ff840c2bf47aa7fb335b16f",
       "placeholder": "​",
       "style": "IPY_MODEL_7c3e7dd05d3e4ecfbd88c6a64b2525e7",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "e463006b9303465aaa176bbe1279bded": {
      "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
      }
     },
     "e522b909533f41adb5b0fdf5722cc8b4": {
      "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_2022c6fd385c4a78a1f89186557fb585",
       "placeholder": "​",
       "style": "IPY_MODEL_72122148cb6844c88312b743a9eefc5a",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "e91d52b14a6a4a45bf8a7e6dfaf47887": {
      "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_e463006b9303465aaa176bbe1279bded",
       "placeholder": "​",
       "style": "IPY_MODEL_f92a625d35cb4ac5abd9452928bc9ef5",
       "tabbable": null,
       "tooltip": null,
       "value": "Completed: 100%"
      }
     },
     "e948dda783e048478047345b4dc1a541": {
      "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
      }
     },
     "e97e494dc2244407bb486381ba8338b6": {
      "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
      }
     },
     "ebd18d67df464e4b8eaaba65e1c9980f": {
      "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
      }
     },
     "effe2ec3900043d385bef575364fc8fc": {
      "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
      }
     },
     "f1b72cf69e9947729e28192423f057a3": {
      "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
      }
     },
     "f304de89c9d64b91a16c937f8a4db485": {
      "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_24ce64791a02410e96715e2cca40395d",
       "placeholder": "​",
       "style": "IPY_MODEL_a451d7947da34cbba5d91023baf87065",
       "tabbable": null,
       "tooltip": null,
       "value": " [ elapsed time: 00:00 | time left: 00:00 ] "
      }
     },
     "f6597ad64b154e09b98f07f70d1991c7": {
      "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_acd8ca80098042158f6c6cfbe50cc56c",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_54be04e1c10446d296be1dc4839584e3",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     },
     "f6b2a16d528e470596e3448aab22b4dc": {
      "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
      }
     },
     "f903794c68194d26bc8e92d8aac3e77c": {
      "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
      }
     },
     "f92a625d35cb4ac5abd9452928bc9ef5": {
      "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
      }
     },
     "fa074db8bf9e4b18b464d20280b6a912": {
      "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": ""
      }
     },
     "fb04d5f326ee4537bbc8bfa07653b403": {
      "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_51a7492d6f0243dea4c1613ab1aaa487",
        "IPY_MODEL_aca53e11e5964847bf8816fc588e9bb4",
        "IPY_MODEL_89cf689cb9034f7a879fed7dc27ca5b8"
       ],
       "layout": "IPY_MODEL_5ee7cf7fd90e40c291032ecd0841fd9b",
       "tabbable": null,
       "tooltip": null
      }
     },
     "fb6cd4cab6774eb28ff29bab37b284e9": {
      "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_34c97f013db64644a05fa5edfe5860e8",
       "max": 100.0,
       "min": 0.0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_908998fa18a44e7887f58ef6140ff427",
       "tabbable": null,
       "tooltip": null,
       "value": 100.0
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}