{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "50ae2523",
   "metadata": {},
   "source": [
    "```{try_on_binder}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f0eb7fa7",
   "metadata": {
    "load": "myst_code_init.py",
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The pymor.discretizers.builtin.gui.jupyter extension is already loaded. To reload it, use:\n",
      "  %reload_ext pymor.discretizers.builtin.gui.jupyter\n"
     ]
    }
   ],
   "source": [
    "from IPython import get_ipython\n",
    "ip = get_ipython()\n",
    "if ip is not None:\n",
    "    ip.run_line_magic('load_ext', 'pymor.discretizers.builtin.gui.jupyter')\n",
    "    ip.run_line_magic('matplotlib', 'inline')\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning, module='torch')\n",
    "import pymor.tools.random\n",
    "pymor.tools.random._default_random_state = None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4234d843",
   "metadata": {},
   "source": [
    "# Tutorial: Reducing an LTI system using balanced truncation\n",
    "\n",
    "\n",
    "Here we briefly describe the balanced truncation method,\n",
    "for asymptotically stable LTI systems with an invertible {math}`E` matrix,\n",
    "and demonstrate it on the heat equation example from\n",
    "{doc}`tutorial_lti_systems`.\n",
    "First, we import necessary packages, including\n",
    "{class}`~pymor.reductors.bt.BTReductor`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e9b9ada4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.sparse as sps\n",
    "from pymor.models.iosys import LTIModel\n",
    "from pymor.reductors.bt import BTReductor\n",
    "\n",
    "plt.rcParams['axes.grid'] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42383609",
   "metadata": {},
   "source": [
    "Then we build the matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5a82ffb2",
   "metadata": {
    "load": "heat_equation.py"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.sparse as sps\n",
    "\n",
    "k = 50\n",
    "n = 2 * k + 1\n",
    "\n",
    "E = sps.eye(n, format='lil')\n",
    "E[0, 0] = E[-1, -1] = 0.5\n",
    "E = E.tocsc()\n",
    "\n",
    "d0 = n * [-2 * (n - 1)**2]\n",
    "d1 = (n - 1) * [(n - 1)**2]\n",
    "A = sps.diags([d1, d0, d1], [-1, 0, 1], format='lil')\n",
    "A[0, 0] = A[-1, -1] = -n * (n - 1)\n",
    "A = A.tocsc()\n",
    "\n",
    "B = np.zeros((n, 2))\n",
    "B[:, 0] = 1\n",
    "B[0, 0] = B[-1, 0] = 0.5\n",
    "B[0, 1] = n - 1\n",
    "\n",
    "C = np.zeros((3, n))\n",
    "C[0, :n//3] = C[1, n//3:2*n//3] = C[2, 2*n//3:] = 1\n",
    "C /= C.sum(axis=1)[:, np.newaxis]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f54018b0",
   "metadata": {},
   "source": [
    "and form the full-order model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cf9f351f",
   "metadata": {},
   "outputs": [],
   "source": [
    "fom = LTIModel.from_matrices(A, B, C, E=E)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb04c690",
   "metadata": {},
   "source": [
    "## Balanced truncation\n",
    "\n",
    "As the name suggests,\n",
    "the balanced truncation method consists of\n",
    "finding a *balanced* realization of the full-order LTI system and\n",
    "*truncating* it to obtain a reduced-order model.\n",
    "\n",
    "The balancing part is based on the fact that a single LTI system has many\n",
    "realizations.\n",
    "For example, starting from a realization\n",
    "\n",
    "```{math}\n",
    "\\begin{align}\n",
    "    E \\dot{x}(t) & = A x(t) + B u(t), \\\\\n",
    "    y(t) & = C x(t) + D u(t),\n",
    "\\end{align}\n",
    "```\n",
    "\n",
    "another realization can be obtained by replacing {math}`x(t)` with\n",
    "{math}`T \\tilde{x}(t)` or by pre-multiplying the differential equation with an\n",
    "invertible matrix.\n",
    "In particular, there exist invertible transformation matrices\n",
    "{math}`T, S \\in \\mathbb{R}^{n \\times n}` such that the realization with\n",
    "{math}`\\tilde{E} = S^{\\operatorname{T}} E T = I`,\n",
    "{math}`\\tilde{A} = S^{\\operatorname{T}} A T`,\n",
    "{math}`\\tilde{B} = S^{\\operatorname{T}} B`,\n",
    "{math}`\\tilde{C} = C T`\n",
    "has Gramians {math}`\\tilde{P}` and {math}`\\tilde{Q}` satisfying\n",
    "{math}`\\tilde{P} = \\tilde{Q} = \\Sigma = \\operatorname{diag}(\\sigma_i)`,\n",
    "where {math}`\\sigma_i` are the Hankel singular values\n",
    "(see {doc}`tutorial_lti_systems` for more details).\n",
    "Such a realization is called balanced.\n",
    "\n",
    "The truncation part is based on the controllability and observability energies.\n",
    "The controllability energy {math}`E_c(x_0)` is the minimum energy (squared\n",
    "{math}`\\mathcal{L}_2` norm of the input) necessary to steer the system from the\n",
    "zero state to {math}`x_0`.\n",
    "The observability energy {math}`E_o(x_0)` is the energy of the output (squared\n",
    "{math}`\\mathcal{L}_2` norm of the output) for a system starting at the state\n",
    "{math}`x_0` and with zero input.\n",
    "It can be shown for the balanced realization\n",
    "(and same for any other realization)\n",
    "that,\n",
    "if {math}`\\tilde{P}` is invertible,\n",
    "then\n",
    "\n",
    "```{math}\n",
    "E_c(x_0) = x_0 \\tilde{P}^{-1} x_0, \\quad\n",
    "E_o(x_0) = x_0 \\tilde{Q} x_0.\n",
    "```\n",
    "\n",
    "Therefore, states corresponding to small Hankel singular values are more\n",
    "difficult to reach (they have a large controllability energy) and are difficult\n",
    "to observe (they produce a small observability energy).\n",
    "In this sense, it is then reasonable to truncate these states.\n",
    "This can be achieved by taking as basis matrices\n",
    "{math}`V, W \\in \\mathbb{R}^{n \\times r}` the first {math}`r` columns of\n",
    "{math}`T` and {math}`S`,\n",
    "possibly after orthonormalization,\n",
    "giving a reduced-order model\n",
    "\n",
    "```{math}\n",
    "\\begin{align}\n",
    "    \\hat{E} \\dot{\\hat{x}}(t)\n",
    "    & = \\hat{A} \\hat{x}(t) + \\hat{B} u(t), \\\\\n",
    "    \\hat{y}(t)\n",
    "    & = \\hat{C} \\hat{x}(t) + D u(t),\n",
    "\\end{align}\n",
    "```\n",
    "\n",
    "with\n",
    "{math}`\\hat{E} = W^{\\operatorname{T}} E V`,\n",
    "{math}`\\hat{A} = W^{\\operatorname{T}} A V`,\n",
    "{math}`\\hat{B} = W^{\\operatorname{T}} B`,\n",
    "{math}`\\hat{C} = C V`.\n",
    "\n",
    "It is known that the reduced-order model is asymptotically stable if\n",
    "{math}`\\sigma_r > \\sigma_{r + 1}`.\n",
    "Furthermore, it satisfies the {math}`\\mathcal{H}_\\infty` error bound\n",
    "\n",
    "```{math}\n",
    "\\lVert H - \\hat{H} \\rVert_{\\mathcal{H}_\\infty}\n",
    "\\leqslant 2 \\sum_{i = r + 1}^n \\sigma_i.\n",
    "```\n",
    "\n",
    "Note that any reduced-order model (not only from balanced truncation) satisfies\n",
    "the lower bound\n",
    "\n",
    "```{math}\n",
    "\\lVert H - \\hat{H} \\rVert_{\\mathcal{H}_\\infty}\n",
    "\\geqslant \\sigma_{r + 1}.\n",
    "```\n",
    "\n",
    "## Balanced truncation in pyMOR\n",
    "\n",
    "To run balanced truncation in pyMOR, we first need the reductor object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5abfb8f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "bt = BTReductor(fom)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f53d486a",
   "metadata": {},
   "source": [
    "Calling its {meth}`~pymor.reductors.bt.GenericBTReductor.reduce` method runs the\n",
    "balanced truncation algorithm. This reductor additionally has an `error_bounds`\n",
    "method which can compute the a priori {math}`\\mathcal{H}_\\infty` error bounds\n",
    "based on the Hankel singular values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c3b5967c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "error_bounds = bt.error_bounds()\n",
    "hsv = fom.hsv()\n",
    "fig, ax = plt.subplots()\n",
    "ax.semilogy(range(1, len(error_bounds) + 1), error_bounds, '.-')\n",
    "ax.semilogy(range(1, len(hsv)), hsv[1:], '.-')\n",
    "ax.set_xlabel('Reduced order')\n",
    "_ = ax.set_title(r'Upper and lower $\\mathcal{H}_\\infty$ error bounds')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3be7ec0",
   "metadata": {},
   "source": [
    "To get a reduced-order model of order 10, we call the `reduce` method with the\n",
    "appropriate argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0342505a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "36c28a7c1d5842c684c8f31da000e842",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(HTML(value='', layout=Layout(height='16em', overflow_y='auto', width='100%')),), selected_…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rom = bt.reduce(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "792f2315",
   "metadata": {},
   "source": [
    "Instead, or in addition, a tolerance for the {math}`\\mathcal{H}_\\infty` error\n",
    "can be specified, as well as the projection algorithm (by default, the\n",
    "balancing-free square root method is used).\n",
    "The used Petrov-Galerkin bases are stored in `bt.V` and `bt.W`.\n",
    "\n",
    "We can compare the magnitude plots between the full-order and reduced-order\n",
    "models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fb2700aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = (1e-2, 1e3)\n",
    "fig, ax = plt.subplots()\n",
    "fom.transfer_function.mag_plot(w, ax=ax, label='FOM')\n",
    "rom.transfer_function.mag_plot(w, ax=ax, linestyle='--', label='ROM')\n",
    "_ = ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78dbe4e4",
   "metadata": {},
   "source": [
    "as well as Bode plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bf507f7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x1000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(6, 2, figsize=(8, 10), sharex=True, constrained_layout=True)\n",
    "fom.transfer_function.bode_plot(w, ax=axs)\n",
    "_ = rom.transfer_function.bode_plot(w, ax=axs, linestyle='--')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "779f83c2",
   "metadata": {},
   "source": [
    "Also, we can plot the magnitude plot of the error system,\n",
    "which is again an LTI system.\n",
    "\n",
    "```{math}\n",
    "\\begin{align}\n",
    "    \\begin{bmatrix}\n",
    "        E & 0 \\\\\n",
    "        0 & \\hat{E}\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix}\n",
    "        \\dot{x}(t) \\\\\n",
    "        \\dot{\\hat{x}}(t)\n",
    "    \\end{bmatrix}\n",
    "    & =\n",
    "    \\begin{bmatrix}\n",
    "        A & 0 \\\\\n",
    "        0 & \\hat{A}\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix}\n",
    "        x(t) \\\\\n",
    "        \\hat{x}(t)\n",
    "    \\end{bmatrix}\n",
    "    +\n",
    "    \\begin{bmatrix}\n",
    "        B \\\\\n",
    "        \\hat{B}\n",
    "    \\end{bmatrix}\n",
    "    u(t), \\\\\n",
    "    y(t) - \\hat{y}(t)\n",
    "    & =\n",
    "    \\begin{bmatrix}\n",
    "        C & -\\hat{C}\n",
    "    \\end{bmatrix}\n",
    "    \\begin{bmatrix}\n",
    "        x(t) \\\\\n",
    "        \\hat{x}(t)\n",
    "    \\end{bmatrix}.\n",
    "\\end{align}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f4d90774",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "err = fom - rom\n",
    "_ = err.transfer_function.mag_plot(w)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "968aeab1",
   "metadata": {},
   "source": [
    "and its Bode plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a899c89c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x1000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(6, 2, figsize=(8, 10), sharex=True, constrained_layout=True)\n",
    "_ = err.transfer_function.bode_plot(w, ax=axs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7f8a9e4",
   "metadata": {},
   "source": [
    "Finally, we can compute the relative errors in different system norms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8f7d8003",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relative Hinf error:   1.236e-06\n",
      "Relative H2 error:     6.797e-05\n",
      "Relative Hankel error: 2.377e-06\n"
     ]
    }
   ],
   "source": [
    "print(f'Relative Hinf error:   {err.hinf_norm() / fom.hinf_norm():.3e}')\n",
    "print(f'Relative H2 error:     {err.h2_norm() / fom.h2_norm():.3e}')\n",
    "print(f'Relative Hankel error: {err.hankel_norm() / fom.hankel_norm():.3e}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4426fcfb",
   "metadata": {},
   "source": [
    "Download the code:\n",
    "{download}`tutorial_bt.md`,\n",
    "{nb-download}`tutorial_bt.ipynb`."
   ]
  }
 ],
 "metadata": {
  "jupyter": {
   "jupytext": {
    "cell_metadata_filter": "-all",
    "formats": "ipynb,myst",
    "main_language": "python",
    "text_representation": {
     "extension": ".md",
     "format_name": "myst",
     "format_version": "1.3",
     "jupytext_version": "1.11.2"
    }
   }
  },
  "jupytext": {
   "text_representation": {
    "format_name": "myst"
   }
  },
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.9.16"
  },
  "source_map": [
   18,
   23,
   28,
   40,
   48,
   52,
   56,
   60,
   62,
   161,
   163,
   170,
   178,
   183,
   185,
   195,
   201,
   205,
   209,
   251,
   254,
   258,
   261,
   265,
   269
  ],
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "040b2733fe4a44f68271cfd041e64098": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_4888c8908fc344efb2a04d2f27f70683"
       ],
       "layout": "IPY_MODEL_0f6ddf0bdde547b189f8ad4bfca54969",
       "selected_index": null
      }
     },
     "045d31e598804614bc9f4824e680f81b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_24e0f9b721dd47f8aad67582989cd97a"
       ],
       "layout": "IPY_MODEL_28c47d3db18443a387045e5c6cb1a477",
       "selected_index": null
      }
     },
     "045ddd29898f46208781dc0a84187a3a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_6493eb666e304e80a8a641d8288258f0"
       ],
       "layout": "IPY_MODEL_310ded77a5ea47d594dd37c965d08611",
       "selected_index": null
      }
     },
     "07f351558113469a8b10abf2a3abacd3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "0a126748f1934223bc9b7fa52cfdee4e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_77f9af22f7ba4cf19177765f1b854c8b",
       "placeholder": "​",
       "style": "IPY_MODEL_a8bd11ba14564af78755724b621eb484",
       "value": ""
      }
     },
     "0a856144d1574108a78f75ae617cedbc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "0f6ddf0bdde547b189f8ad4bfca54969": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "18cc345e7cc343eaa03b059abfb3401e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_0a126748f1934223bc9b7fa52cfdee4e"
       ],
       "layout": "IPY_MODEL_0a856144d1574108a78f75ae617cedbc",
       "selected_index": null
      }
     },
     "1b1da983fb604325818b8b8879f1e454": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "1c9b37d28675473d8ca9e1b8191ebec1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_998c1e6033374474a1dadf66331aa91e"
       ],
       "layout": "IPY_MODEL_c268bb5327ae46d1808874fb0275e103",
       "selected_index": null
      }
     },
     "24e0f9b721dd47f8aad67582989cd97a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2c76fc96cd544bf2a819ae5fb5b69161",
       "placeholder": "​",
       "style": "IPY_MODEL_a425f71dc2ba4afeb2833a90f49ac2fb",
       "value": ""
      }
     },
     "28b742ab2cc24a24a05ca90642e2af0b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "28c47d3db18443a387045e5c6cb1a477": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "2c76fc96cd544bf2a819ae5fb5b69161": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "2ff87fd214914eaa82206a606dad2ef7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "310ded77a5ea47d594dd37c965d08611": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "32b97661aa614f6e9801befb55fe7511": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "334eeca6df3b476f851cafe2d195ddbb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "3535f7282ce148ffb431f487b3164927": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_bc4332f528a04fdf822d65eeb8286db7",
       "placeholder": "​",
       "style": "IPY_MODEL_9fb629289e0944cc84631f330ece84ff",
       "value": ""
      }
     },
     "36c28a7c1d5842c684c8f31da000e842": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_48d6dbbe248444ce93743cb7cd62f063"
       ],
       "layout": "IPY_MODEL_8b204c32255245e0ab336dc7c6cfc453",
       "selected_index": null
      }
     },
     "3fda3e15ea8f48b89b474e1262ba6434": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "43634620b2c34edaae12ef3c3cff9918": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "4689829e0d814f77966c7373524128cd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_884c5e1e5b574c7a88910a983f872c9a"
       ],
       "layout": "IPY_MODEL_de59b99dc57d4d299646a596878a22e0",
       "selected_index": null
      }
     },
     "4888c8908fc344efb2a04d2f27f70683": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_28b742ab2cc24a24a05ca90642e2af0b",
       "placeholder": "​",
       "style": "IPY_MODEL_815d0e1a0e66420bab1fadf84626568b",
       "value": ""
      }
     },
     "48d6dbbe248444ce93743cb7cd62f063": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d47cb8b5bd434bf08ea3299ce91de695",
       "placeholder": "​",
       "style": "IPY_MODEL_ba27ce703b294f0cbc4187fa193449c5",
       "value": "<p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 2 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 3 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 4 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 5 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 6 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 7 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 8 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 9 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 3 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 4 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 5 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 6 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 7 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 8 again</p><p style=\"line-height:120%\">00:02 <bold>gram_schmidt</bold>: Orthonormalizing vector 9 again</p><p style=\"line-height:120%\">00:02 <bold>LTIPGReductor</bold>: Operator projection ...</p><p style=\"line-height:120%\">00:02 <bold>LTIPGReductor</bold>: Building ROM ...</p>"
      }
     },
     "50865a91369e498a8f970ce00e5aa1c3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "5e6b58e87b9048819f4e646ba7e9e9ee": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "6493eb666e304e80a8a641d8288258f0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c7c1824745a84c9f8633ed272b1b8025",
       "placeholder": "​",
       "style": "IPY_MODEL_bb620bec0b8a451b95fad9a7de41f743",
       "value": ""
      }
     },
     "64b6653b510942169f9bcb405864e465": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "6b6d31c30f7041528ac5eb40130455d6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "6e21f77dca4a4fb6ade9284099a3467f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_1b1da983fb604325818b8b8879f1e454",
       "placeholder": "​",
       "style": "IPY_MODEL_5e6b58e87b9048819f4e646ba7e9e9ee",
       "value": ""
      }
     },
     "77f9af22f7ba4cf19177765f1b854c8b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "7ba350c56bba4b708078330d219ac147": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_3535f7282ce148ffb431f487b3164927"
       ],
       "layout": "IPY_MODEL_b68ab4031d3d4a508fc5c3970bc99ac8",
       "selected_index": null
      }
     },
     "7d659f3c785d4fb7918ebc35fd5556dd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_6e21f77dca4a4fb6ade9284099a3467f"
       ],
       "layout": "IPY_MODEL_3fda3e15ea8f48b89b474e1262ba6434",
       "selected_index": null
      }
     },
     "7f2f9055b6024f1984a8aa6dd8a3ca9f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_32b97661aa614f6e9801befb55fe7511",
       "placeholder": "​",
       "style": "IPY_MODEL_50865a91369e498a8f970ce00e5aa1c3",
       "value": ""
      }
     },
     "815d0e1a0e66420bab1fadf84626568b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "884c5e1e5b574c7a88910a983f872c9a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_07f351558113469a8b10abf2a3abacd3",
       "placeholder": "​",
       "style": "IPY_MODEL_cea75408f4d3435c8ade030db88547c2",
       "value": ""
      }
     },
     "8b204c32255245e0ab336dc7c6cfc453": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8e1ee2f221be42429d79efefcfa4fbd4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "90363597fb6c4ccba183da9e15a01f34": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_ff4712522d5a4879b0086cfc72ace1bd"
       ],
       "layout": "IPY_MODEL_8e1ee2f221be42429d79efefcfa4fbd4",
       "selected_index": null
      }
     },
     "998c1e6033374474a1dadf66331aa91e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2ff87fd214914eaa82206a606dad2ef7",
       "placeholder": "​",
       "style": "IPY_MODEL_334eeca6df3b476f851cafe2d195ddbb",
       "value": ""
      }
     },
     "9fb629289e0944cc84631f330ece84ff": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "a425f71dc2ba4afeb2833a90f49ac2fb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "a53f3217ae964987bb1f8b1b0d26d129": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "a8bd11ba14564af78755724b621eb484": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "b46e5c4320b5431b9b9e3ba1f5ac05bc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_6b6d31c30f7041528ac5eb40130455d6",
       "placeholder": "​",
       "style": "IPY_MODEL_64b6653b510942169f9bcb405864e465",
       "value": ""
      }
     },
     "b68ab4031d3d4a508fc5c3970bc99ac8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ba27ce703b294f0cbc4187fa193449c5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "bb620bec0b8a451b95fad9a7de41f743": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "bc4332f528a04fdf822d65eeb8286db7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "c268bb5327ae46d1808874fb0275e103": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "c7c1824745a84c9f8633ed272b1b8025": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "c8693edd391d4174b378896cb6a6de5d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "cea75408f4d3435c8ade030db88547c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "d47cb8b5bd434bf08ea3299ce91de695": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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": "16em",
       "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,
       "overflow_x": null,
       "overflow_y": "auto",
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": "100%"
      }
     },
     "db654ccb09ec46ad80179ba002af3e19": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_b46e5c4320b5431b9b9e3ba1f5ac05bc"
       ],
       "layout": "IPY_MODEL_a53f3217ae964987bb1f8b1b0d26d129",
       "selected_index": null
      }
     },
     "de59b99dc57d4d299646a596878a22e0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "1.2.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border": 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,
       "overflow_x": null,
       "overflow_y": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "ebd200eeb93745e9978b699ff8f32576": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "AccordionModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "AccordionModel",
       "_titles": {
        "0": "Log Output"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "AccordionView",
       "box_style": "",
       "children": [
        "IPY_MODEL_7f2f9055b6024f1984a8aa6dd8a3ca9f"
       ],
       "layout": "IPY_MODEL_c8693edd391d4174b378896cb6a6de5d",
       "selected_index": null
      }
     },
     "f0bfd65f3f9b4e6cb6da24b2f32db3d9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "DescriptionStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "description_width": ""
      }
     },
     "ff4712522d5a4879b0086cfc72ace1bd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HTMLModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HTMLModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HTMLView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_43634620b2c34edaae12ef3c3cff9918",
       "placeholder": "​",
       "style": "IPY_MODEL_f0bfd65f3f9b4e6cb6da24b2f32db3d9",
       "value": ""
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}