notebooks/tutorials/3 - Creating your own inverse problem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hmclab\n",
    "from hmclab.Samplers import HMC\n",
    "import numpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating your own inverse problem"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook will show the steps required to implement (HMC) sampling of your own defined inverse problem.\n",
    "\n",
    "To illustrate the process we will implement the Styblisnky-Tang function in arbitrary dimensions. The class will be built piece by piece, to indicate all required objects.\n",
    "\n",
    "To implement any distribution / likelihood / target, we need to inherit from `hmclab.Distributions._AbstractDistribution`. By doing this, we can make the sampler understand that we passed a distribution, as well as providing checks on all required methods and attributes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">    \n",
    "<b>**Note:**</b> We will now go through the process of illustrating what happens when you implement a distribution yourself, in steps. I'll do this in a trial-and-error fashion, to show what happens if you omit required parts. For the shorter technical version, I refer to the documentation of the abstract class <span style=\"display:none\">[hmclab.Distributions._AbstractDistribution](../../api/distributions/_autosummary/hmclab.Distributions._AbstractDistribution.rst)</span>, which illustrates the required abstract methods and attributes.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gathering all the ingredients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can create a class that defines nothing (yet) and only inherits from the abstract base class the following way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class my_inverse_problem_class(hmclab.Distributions._AbstractDistribution):\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have a class of this distribution, e.g. a template on how to construct it. To actually use it, we need an instance. Instances of classes are created in the following way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Can't instantiate abstract class my_inverse_problem_class with abstract methods generate, gradient, misfit\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    target = my_inverse_problem_class()\n",
    "except Exception as e:\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oops, that didn't work! If we try to decipher the Python error we can actually understand why: the class is missing 'abstract' functions. **Abstract functions are functions that we have to implement ourselves.** The abstract base class is asking for the following functions:\n",
    "\n",
    "1. `gradient` : A function to compute the gradient of the misfit function.\n",
    "2. `misfit`   : A function to compute the misfit function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The required input of `misfit` and `gradient` is a numpy vector of shape (dimensions, 1). The outputs are respectively a float and a numpy vector of shape (dimensions, 1). This can also be found when printing the documentation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Function: gradient\n",
      "Compute gradient of distribution.\n",
      "\n",
      "        Parameters\n",
      "        ----------\n",
      "        coordinates : numpy.ndarray\n",
      "            Numpy array shaped as (dimensions, 1) representing a column vector\n",
      "            containing the coordinates :math:`\\mathbf{m}`.\n",
      "\n",
      "        Returns\n",
      "        -------\n",
      "        gradient : numpy.ndarray\n",
      "            The distribution misfit gradient :math:`\\nabla_\\mathbf{m}\\chi`.\n",
      "\n",
      "\n",
      "        The distribution misfit gradient is related to the distribution probability\n",
      "        density as:\n",
      "\n",
      "        .. math::\n",
      "\n",
      "            \\nabla_\\mathbf{m} \\chi_\\text{distribution} (\\mathbf{m}) = -\n",
      "            \\nabla_\\mathbf{m} \\log p(\\mathbf{m}).\n",
      "\n",
      "\n",
      "        This method is called many times in an HMC appraisal. It is therefore\n",
      "        beneficial to optimize the implementation.\n",
      "        \n",
      "Function: misfit\n",
      "Compute misfit of distribution.\n",
      "\n",
      "        Misfit computation (e.g. log likelihood) of the distribution. This method is\n",
      "        present in all implemented derived classes, and should be present, with this\n",
      "        exact signature, in all user-implemented derived classes.\n",
      "\n",
      "        Parameters\n",
      "        ----------\n",
      "        coordinates : numpy.ndarray\n",
      "            Numpy array shaped as (dimensions, 1) representing a column vector\n",
      "            containing the coordinates :math:`\\mathbf{m}`.\n",
      "\n",
      "        Returns\n",
      "        -------\n",
      "        misfit : float\n",
      "            The distribution misfit :math:`\\chi`.\n",
      "\n",
      "\n",
      "        The distribution misfit is related to the distribution probability density as:\n",
      "\n",
      "        .. math::\n",
      "\n",
      "            \\chi_\\text{distribution} (\\mathbf{m}) \\propto -\\log p(\\mathbf{m}).\n",
      "\n",
      "\n",
      "        This method is called many times in an HMC appraisal. It is therefore\n",
      "        beneficial to optimize the implementation.\n",
      "\n",
      "        Note that the distribution need not be normalized, except when using mixtures of\n",
      "        distributions. Therefore, distributions for which the normalization constant is\n",
      "        intractable should not be used in mixtures. These distributions can be combined\n",
      "        using Bayes' rule with other mixtures.\n",
      "        \n"
     ]
    }
   ],
   "source": [
    "print(f\"Function: {hmclab.Distributions._AbstractDistribution.gradient.__name__}\")\n",
    "print(hmclab.Distributions._AbstractDistribution.gradient.__doc__)\n",
    "\n",
    "print(f\"Function: {hmclab.Distributions._AbstractDistribution.misfit.__name__}\")\n",
    "print(hmclab.Distributions._AbstractDistribution.misfit.__doc__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<span style=\"display:none\">The API reference of these methods can be found at&#32;[_AbstractDistribution.gradient](../../api/distributions/_autosummary/hmclab.Distributions._AbstractDistribution.rst#hmclab.Distributions._AbstractDistribution.gradient)&#32;and&#32;[_AbstractDistribution.misfit](../../api/distributions/_autosummary/hmclab.Distributions._AbstractDistribution.rst#hmclab.Distributions._AbstractDistribution.misfit).</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## An empty target model: Brownian Motion\n",
    "\n",
    "To start, we can make a mock class, with zero misfit everywhere. This was the easiest implementation of *a* distribution that I could think of.\n",
    "\n",
    "This essentially is a uniform unbouded distribution. Because it is an unnormalizable distribution, it is actually an improper prior. However, that doesn't stop us from creating a Markov chain over it.\n",
    "\n",
    "A class based on this could look like the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class my_inverse_problem_class(hmclab.Distributions._AbstractDistribution):\n",
    "    def misfit(self, m):\n",
    "        return 0\n",
    "\n",
    "    def gradient(self, m):\n",
    "        return numpy.zeros((dimensions, 1))\n",
    "\n",
    "    def generate(self, m):\n",
    "        raise NotImplementedError()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating an instance of this class should work now we have implemented all the required functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Can't instantiate abstract class my_inverse_problem_class with abstract attributes: dimensions\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    target = my_inverse_problem_class()\n",
    "except Exception as e:\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The error changed!** No complaints about missing methods. We now have a complaint about a missing attribute; `dimensions`. It turns out, to do any sampling, we still have to define in what dimension model space we are operating. We can set this property in the constructor in the following way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class my_inverse_problem_class(hmclab.Distributions._AbstractDistribution):\n",
    "    def __init__(self):\n",
    "        self.dimensions = 2\n",
    "\n",
    "    def misfit(self, m):\n",
    "        return 0\n",
    "\n",
    "    def gradient(self, m):\n",
    "        return numpy.zeros((self.dimensions, 1))\n",
    "\n",
    "    def generate(self, m):\n",
    "        raise NotImplementedError()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    target = my_inverse_problem_class()\n",
    "except Exception as e:\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**No errors!!**\n",
    "\n",
    "Now that we have an instance of a distribution, we can supply it to a sampler. Let's give Hamiltonian Monte Carlo a try. The only thing we need other than the target is a mass matrix and a sampler instance. Creating these and starting the sampler:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " "
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ff7a31845aa467d9a664eb27353f4d8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tot. acc rate: 0.00. Progress:   0%|          | 0/3000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "26560d529b344091a792d9e165ae9e10",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(HBox(children=(VBox(children=(Label(value='local start time (not timezone aware)'), Label(value=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<hmclab.Samplers.HMC at 0x11f089bb0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HMC().sample(\n",
    "    \"bin_samples/tutorial_3_empty_distribution.npy\",\n",
    "    target,\n",
    "    proposals=3000,\n",
    "    overwrite_existing_file=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing the results shows how this empty class creates a Brownian motion. Brownian motion is simply a process that is independent of starting point and scale. Go ahead and change the time step of HMC or the amount of steps, histograms will always look similar (similarly random)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with hmclab.Samples(\"bin_samples/tutorial_3_empty_distribution.npy\") as samples:\n",
    "    hmclab.Visualization.marginal_grid(samples, [0, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Styblinsky-Tang Function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A more complete example would be to inplement some function as misfit and its derivative. One thing the following class implements is tempering, i.e. annealing. This changes a distribution to amplify or surpress local minima. This is a technique used in algorithms such as [parallel tempering](https://en.wikipedia.org/wiki/Parallel_tempering) and [simulated annealing](https://en.wikipedia.org/wiki/Simulated_annealing). Tempering is implemented simply by dividing the misfit (and gradient) by the temperature. \n",
    "\n",
    "You're completely free to do the implementation of the gradient in any way you want (analytical derivatives, backpropagation, finite differences), however the accuracy to which the gradient is computed has direct influence on the performance of HMC. Getting it right (and fast) is typically essential to performant sampling with HMC.\n",
    "\n",
    "The example demonstrated here is the n-dimensional tempered Styblinsky-Tang function. Its misfit is a sum of the same expression on every separate dimension, making the expression of the misfit and gradient rather simple. We don't implement a generate function (as I wouldn't know an effective way of generating samples), and we leave the dimensionality open to each instance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class StyblinskiTang(hmclab.Distributions._AbstractDistribution):\n",
    "    def __init__(self, dimensions=None, temperature=20.0):\n",
    "\n",
    "        # Default to 2 dimensions if not specified\n",
    "        if dimensions is None:\n",
    "            self.dimensions = 2\n",
    "        else:\n",
    "            self.dimensions = dimensions\n",
    "\n",
    "        # Default to temperature = 10 if not specified\n",
    "        self.temperature = temperature\n",
    "\n",
    "    def misfit(self, m):\n",
    "\n",
    "        # Check the shape of the passed model\n",
    "        assert m.shape == (self.dimensions, 1)\n",
    "\n",
    "        return 0.5 * numpy.sum(m**4 - 16 * (m**2) + 5 * m) / self.temperature\n",
    "\n",
    "    def gradient(self, m):\n",
    "\n",
    "        assert m.shape == (self.dimensions, 1)\n",
    "\n",
    "        return 0.5 * (4 * (m**3) - 32 * m + 5) / self.temperature\n",
    "\n",
    "    def generate(self, m):\n",
    "        raise NotImplementedError()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No errors is always good. Let's try sampling this distribution at a temperature of 20."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " "
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a81a77a74b58472ab9b2ba4758a5466d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tot. acc rate: 0.00. Progress:   0%|          | 0/20000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "665bdff39a9d49a98747a6fa33b3f042",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(HBox(children=(VBox(children=(Label(value='local start time (not timezone aware)'), Label(value=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<hmclab.Samplers.HMC at 0x15ab5a0a0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target = StyblinskiTang(temperature=20)\n",
    "\n",
    "HMC().sample(\n",
    "    \"bin_samples/tutorial_3_styblinski-tang.npy\",\n",
    "    target,\n",
    "    proposals=20000,\n",
    "    stepsize=1.0,\n",
    "    overwrite_existing_file=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with hmclab.Samples(\"bin_samples/tutorial_3_styblinski-tang.npy\") as samples:\n",
    "    hmclab.Visualization.marginal_grid(samples, [0, 1], bins=25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks great! Now you are ready to use the package on **your** interesting problems. Have fun!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a bonus, we can check what influence the tempering parameter has on the shape of the probability distribution. Reducing the temperature to 5 will 'cool' the distribution, sharpening it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " "
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2823105d00094870866b60949fc7b186",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tot. acc rate: 0.00. Progress:   0%|          | 0/20000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd8b86a493a64a2e93ab3617d641fa36",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(HBox(children=(VBox(children=(Label(value='local start time (not timezone aware)'), Label(value=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<hmclab.Samplers.HMC at 0x15afe4c10>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target = StyblinskiTang(temperature=5)\n",
    "\n",
    "HMC().sample(\n",
    "    \"bin_samples/tutorial_3_styblinski-tang_cool.npy\",\n",
    "    target,\n",
    "    proposals=20000,\n",
    "    stepsize=0.5,\n",
    "    overwrite_existing_file=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with hmclab.Samples(\"bin_samples/tutorial_3_styblinski-tang_cool.npy\") as samples:\n",
    "    hmclab.Visualization.marginal_grid(samples, [0, 1], bins=25)"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "01e836d014ea42de9f5a7abeedf5ef95": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "01f865b4824e42b0a3631bc49ad9713f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a71be89eb8bb41f287b94d5ff3a3d547",
       "placeholder": "​",
       "style": "IPY_MODEL_4d48c9dbfa6643c6a57e4706dbd7382c",
       "value": "bin_samples/tutorial_3_styblinski-tang_cool.h5"
      }
     },
     "02f29564f91e4f8589058598adbbb6b6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e764cd2a4bb14ec48cfd81513147099e",
       "placeholder": "​",
       "style": "IPY_MODEL_5c505bcd30704acd9176d615342d7ca6",
       "value": "diagnostic mode"
      }
     },
     "044b86fcead945dfa046106828f39eeb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e2c66fb4b4aa480f9b02e036b2c6374a",
       "placeholder": "​",
       "style": "IPY_MODEL_83545f000e6e45878e0ece02dfae20d2",
       "value": "proposals per seconds"
      }
     },
     "05b58ec2575347f584aacd45fabd7a30": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f4452456b0c946afb419a391441b9db2",
       "placeholder": "​",
       "style": "IPY_MODEL_14595d18c94a4036bb99baafe441a90d",
       "value": "online thinning (store every ...-th sample)"
      }
     },
     "05d1a322741c45d88a8f65262098b563": {
      "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
      }
     },
     "05dac4f6b7e0491c82916ebb15aa0277": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_131872e819e94dfd8fb257ae070537e7",
       "placeholder": "​",
       "style": "IPY_MODEL_09f2758e827744b5bb9c27401a9080dd",
       "value": "1"
      }
     },
     "069864cdbf9a42a089717fed24557154": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a9706a2c7e804e59953c5a7071883a74",
       "placeholder": "​",
       "style": "IPY_MODEL_baadbb0a0d03456b98fca3cb0ba4b42f",
       "value": "mass matrix type"
      }
     },
     "0709f67df9e84006adcc2cd1bc0b881c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_7b84d00e8cc241cea6f63be9db21e8c0",
       "placeholder": "​",
       "style": "IPY_MODEL_1e3838c6205343e5b6a25d4c0fdd89f8",
       "value": "None"
      }
     },
     "07169cd267dd4108a1080203cd80abc8": {
      "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": ""
      }
     },
     "082b9227c5074757850f637cc88b7345": {
      "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": ""
      }
     },
     "0833e87bac964dc0aefdbd28929a0f34": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_82c76f62ebb8411599d24da68ee97352",
       "placeholder": "​",
       "style": "IPY_MODEL_772b7418981844599a1dcc511a811463",
       "value": "0.55625"
      }
     },
     "08ca5ea67c2f4381b10d3da5f08a4fea": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_8af3b011c6a3489ebe7dd652c80654a8",
       "placeholder": "​",
       "style": "IPY_MODEL_fc0110678ce94ebea563f63164da1b9b",
       "value": "distribution"
      }
     },
     "08f0f4c88053472cb02bb1dd1004ebd2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f75c222324a744d2845301537f3edde0",
       "placeholder": "​",
       "style": "IPY_MODEL_657b67b1a7514e0d97d3c7b6f437dbfb",
       "value": "proposals made (excluding first position)"
      }
     },
     "09365371af6a4fed80fb59ceb1b27f9c": {
      "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": ""
      }
     },
     "09f2758e827744b5bb9c27401a9080dd": {
      "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": ""
      }
     },
     "0bb1f8fbe3194054b53299ca1be64a23": {
      "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
      }
     },
     "0dd88cc83f6341bea1064a9aa0d08065": {
      "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": ""
      }
     },
     "0f09550759844a318c85c7583ebc765c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b4281b2f49d040779d5db45743912dfc",
       "placeholder": "​",
       "style": "IPY_MODEL_697971b7998943cfad478044fa5f9653",
       "value": "False"
      }
     },
     "0fd92e4114e44cb4b5dd039444868003": {
      "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": ""
      }
     },
     "106447e5c78f4d43bc887c565eb67303": {
      "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": ""
      }
     },
     "10b136f239d344f99cdf5477e47d50d8": {
      "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
      }
     },
     "11ce59048b084c70891489d47217d43a": {
      "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
      }
     },
     "1203177319514d0da8d29f78348e1f57": {
      "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": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "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": "100%"
      }
     },
     "128fdf9818d64060a287121029964084": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_9c4c94d1221340caae1251795e80a82c",
        "IPY_MODEL_ec400cd34cbd4f548fd36550ea7bbf79",
        "IPY_MODEL_044b86fcead945dfa046106828f39eeb",
        "IPY_MODEL_38c26a5bfaed4758bab661047b8fe7c4",
        "IPY_MODEL_77914b36b21e428a818c54a3eb6ebd39",
        "IPY_MODEL_e1357ed60a134424a2e2bb8a00298431",
        "IPY_MODEL_6c04ee343f0d4d5cbe0fa548b8813cc8",
        "IPY_MODEL_9630c9cf0f9348f18448dbc2e3ded740",
        "IPY_MODEL_f35cda235d524418ada10bc10482facc",
        "IPY_MODEL_c14bf4483bcb4e559090486c3c89f6e7"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "131872e819e94dfd8fb257ae070537e7": {
      "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
      }
     },
     "1343e8191ea64a599fa9d4c6b7273bb2": {
      "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
      }
     },
     "139e3b09819d4bfd81265c9d8e93facb": {
      "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
      }
     },
     "142260241ef24544bf660db9ae3b7118": {
      "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
      }
     },
     "1426fbf5250e4b95a3d015766f613ed0": {
      "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
      }
     },
     "14595d18c94a4036bb99baafe441a90d": {
      "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": ""
      }
     },
     "155bded1c47e4be0bd2c96438b089e14": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_c6c4797433cd40c6b0064b8f425a7123",
        "IPY_MODEL_a1e2994bb4ef44298a232893603a2bb7",
        "IPY_MODEL_dcfce65d44b64972a57dd173e92e95af",
        "IPY_MODEL_ab631f9b440f4b28b8361ba7fbb0aa25",
        "IPY_MODEL_90abec64569e47a1a937b0aa7ac6e35a",
        "IPY_MODEL_08f0f4c88053472cb02bb1dd1004ebd2",
        "IPY_MODEL_42d58e5e45734034bbde22b7389e76a2",
        "IPY_MODEL_5d6f6e5bf90b4261a15764c770998fb1",
        "IPY_MODEL_785bda3ffbb143f3973f584eda026bc5",
        "IPY_MODEL_d2d8aded7c474db0a4f3013eb5882f4f"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "156c4f61b6394fd3a4b6a51337575a2f": {
      "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": ""
      }
     },
     "1592911676884cd9b34870698a1aab13": {
      "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": ""
      }
     },
     "15a338f3f8744926b4025efec54e4580": {
      "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
      }
     },
     "160d4e9a770d45108c59b715ea80ea5d": {
      "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": ""
      }
     },
     "162b86e2a6dc49da8566169a4b9468b6": {
      "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": ""
      }
     },
     "163a74cf899f486db88a1facd60b15cc": {
      "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
      }
     },
     "1681f087f449461ba1a9c96d81db02a0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f06f4300cf5443a3b2a8e639c3245caf",
       "placeholder": "​",
       "style": "IPY_MODEL_3d5d7a38ad814474bde7fa730c7f2884",
       "value": "0"
      }
     },
     "1790ed6bd92b4106b63da88e88528dae": {
      "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": ""
      }
     },
     "17f1133feebd40c39b4dd5411e55c7ca": {
      "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": ""
      }
     },
     "18a9676bd9a04d059b46952babd9a17e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e1d24e5978ff40bb93113fa2ff8d91d4",
       "placeholder": "​",
       "style": "IPY_MODEL_de7552c47ef241859c840384e4aa11a0",
       "value": "diagnostic mode"
      }
     },
     "1b9d4fafa6b94734a153bb97d5c9b8c8": {
      "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": ""
      }
     },
     "1c10ced929334b42baa37bda816fa5db": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2ff2d1b0c3fb465d85c68eeabb79f106",
       "placeholder": "​",
       "style": "IPY_MODEL_2c341752a1034b419c0eb1ca8abab288",
       "value": "local start time (not timezone aware)"
      }
     },
     "1c4354f924ec43a6acf27e221a9c44c4": {
      "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
      }
     },
     "1d7481b35f3f46a1a630ae959c9b7c15": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_503c6bbef6fb45daa3ceba00030748ac",
       "placeholder": "​",
       "style": "IPY_MODEL_ff840c255dd54dffb9fe88d0d53d8ad3",
       "value": "mass matrix type"
      }
     },
     "1dcd71ea56c34407b934797eb8376f5c": {
      "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": ""
      }
     },
     "1def62f3cfba4b36b9fe51b8ee2bf95c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4e4828a396584ae48d6d9b2b3570e2ad",
       "placeholder": "​",
       "style": "IPY_MODEL_7b96db98e70e4a058ba8c2c033d9e0e4",
       "value": "online thinning (store every ...-th sample)"
      }
     },
     "1e1582281af04467a7de7724b235a843": {
      "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": ""
      }
     },
     "1e3838c6205343e5b6a25d4c0fdd89f8": {
      "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": ""
      }
     },
     "1e65584059fb477eacdfb15077c816e3": {
      "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": ""
      }
     },
     "203a2af34a0d40fdb8a0002e50f2dce5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_53cff0bfe4d14c00877484e9d7a02611",
       "placeholder": "​",
       "style": "IPY_MODEL_72ef03617fd44ab3b52232fecba70d55",
       "value": "0.1"
      }
     },
     "205b500e64aa492c99613d3156ed6619": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_74a5d44f44de40c69867bc17bb2bcfa5",
       "placeholder": "​",
       "style": "IPY_MODEL_4365b1d67f3c45c885ccc0445d4123bc",
       "value": "acceptance rate"
      }
     },
     "21502ab1521247cd89ad718d8dee32b8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_462736eaf77e433f95e585c1afb096bf",
       "placeholder": "​",
       "style": "IPY_MODEL_1592911676884cd9b34870698a1aab13",
       "value": "this object has started sampling ... times"
      }
     },
     "217328a4d51f47dc99e0d78cd7698796": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_5704b4040fc34b3d8ee122848e967590",
       "placeholder": "​",
       "style": "IPY_MODEL_c8fab27c7de3409584f31035a504b0aa",
       "value": "algorithm used"
      }
     },
     "22df84ee164847b3b50b81418badddd8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f277c476e60e47e28b4d0a78829a32ff",
       "placeholder": "​",
       "style": "IPY_MODEL_92240df9029c4f6b9d2872ae86261cd4",
       "value": "Hamiltonian Monte Carlo"
      }
     },
     "22f7afd5108946f7894de25eed93fc5f": {
      "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": ""
      }
     },
     "2311924c93f74456810ecefe699f3d0b": {
      "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": ""
      }
     },
     "2357a21f8e784fa6b43e2bf1e90ade1e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_5dd62c1e9e414d2db696124a5699dd1c",
       "placeholder": "​",
       "style": "IPY_MODEL_1e65584059fb477eacdfb15077c816e3",
       "value": "step size"
      }
     },
     "2372376ee76c4b4c826cb94a08a95327": {
      "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
      }
     },
     "251b94ab7fa648afba8087e3b6b2cb93": {
      "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": ""
      }
     },
     "257f91887eba4b26a63466a10aaf48f4": {
      "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
      }
     },
     "260cfb3818f040a191bf5e599f2bc74c": {
      "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
      }
     },
     "26560d529b344091a792d9e165ae9e10": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TabModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "TabModel",
       "_titles": {
        "0": "Details of last run",
        "1": "Tuning settings",
        "2": "Algorithm"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "TabView",
       "box_style": "",
       "children": [
        "IPY_MODEL_31fe08056c094eac9283c4a97536ef66",
        "IPY_MODEL_abf5d35380fe4fdeb886efafbadf1299",
        "IPY_MODEL_8ccf46be82214d9483e20aa3ff3f1e0c"
       ],
       "layout": "IPY_MODEL_dd653b693e884f48aab3a8d4864f3c17",
       "selected_index": 0
      }
     },
     "274555db36304ac384e5fec9a5bb4f22": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c3ea708d5669449eac4d63c5a952fc9a",
       "placeholder": "​",
       "style": "IPY_MODEL_db6148ee10d842efbdc912b1a4480e91",
       "value": "unit mass matrix"
      }
     },
     "27ac834a100c42828cf6e7f49775edf0": {
      "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
      }
     },
     "2823105d00094870866b60949fc7b186": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_cdf838a8bf724177bfbece0de373012c",
        "IPY_MODEL_7830eb907f77444c8384c44ab2400af7",
        "IPY_MODEL_d14cd71b1f8c4129b47a84f3971ca202"
       ],
       "layout": "IPY_MODEL_1203177319514d0da8d29f78348e1f57"
      }
     },
     "28ffc16c6bd94edc9242f60e8a148a13": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e9031809169c4515b5389c6114a56c26",
       "placeholder": "​",
       "style": "IPY_MODEL_6a9f5adcca2449a0aa3337e9d76f97b5",
       "value": "10"
      }
     },
     "290f4d308d444c8f8aa96f54e6c1e8d5": {
      "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": ""
      }
     },
     "29c546cae2bf4d5083715b037fb7fe1a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b28650dc2d05483a8bf87e4ede81be8c",
       "placeholder": "​",
       "style": "IPY_MODEL_ae3c55404e5449c991c7d0265bced609",
       "value": "integrator"
      }
     },
     "2b42e46925fd45eb8f083c4232c3ec3c": {
      "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
      }
     },
     "2c341752a1034b419c0eb1ca8abab288": {
      "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": ""
      }
     },
     "2c68bc99b4784b0f9667937787e0eb5f": {
      "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
      }
     },
     "2ccde7fe41be4437b1362af00b11ef09": {
      "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
      }
     },
     "2cec28d4951e41dfb06efbb75c04903c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_ca2b4b07ac4543e790feb1e9cc1b7866",
        "IPY_MODEL_ea39e9c80b104d77b8af7056bcb67516"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "2e9c51abcf0f4141913ba3e93a828804": {
      "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
      }
     },
     "2fa13c71574e4ec59d6193db60e09752": {
      "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": ""
      }
     },
     "2ff2d1b0c3fb465d85c68eeabb79f106": {
      "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
      }
     },
     "30e0908a90e3452b808040b7317e7d49": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_48bff50c2bab41549e64cdb8a0f8ac60",
        "IPY_MODEL_32fbb44e4cbe4688bf6485152eaf43fc",
        "IPY_MODEL_944052e109ac4f1097bcd761095824f0",
        "IPY_MODEL_cd32f1e3f58d4c1faa4780c154558e2f",
        "IPY_MODEL_7ac8e8bfbe05469f925f8b3166fa1b04",
        "IPY_MODEL_884654258ced4e159ce2ed996848ae9f",
        "IPY_MODEL_0709f67df9e84006adcc2cd1bc0b881c",
        "IPY_MODEL_73af2a76852b4625b77357578fccbf8d",
        "IPY_MODEL_51d864e8c47b458da90414d9c695e001",
        "IPY_MODEL_715d6113119b4c329e736db402a42765"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "31fe08056c094eac9283c4a97536ef66": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_44eaf8ecb2bc481c805adc992ffb72b4",
        "IPY_MODEL_30e0908a90e3452b808040b7317e7d49"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "32a8b88c24e44d61b05cd84cef84eea0": {
      "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
      }
     },
     "32fbb44e4cbe4688bf6485152eaf43fc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d5f85dc929f74de093db085c9265109d",
       "placeholder": "​",
       "style": "IPY_MODEL_906f5ec07a1948bebc83f6692565e564",
       "value": "0.124188"
      }
     },
     "334e44532c7b4067b5a918241537ccc3": {
      "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
      }
     },
     "34f5a6da2b254c1885f0a9ea4c3ea0e9": {
      "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": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "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": "100%"
      }
     },
     "36c3a96c94724aa7a351b75111a21223": {
      "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
      }
     },
     "37e5bb3c909442d2bc7d36e343f17889": {
      "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
      }
     },
     "38c26a5bfaed4758bab661047b8fe7c4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_5d5dce6e9a6c44599c1074ddfb0df6fd",
       "placeholder": "​",
       "style": "IPY_MODEL_38d2ac1b7e9144d9ab7bd438d5fa053d",
       "value": "acceptance rate"
      }
     },
     "38d2ac1b7e9144d9ab7bd438d5fa053d": {
      "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": ""
      }
     },
     "396e209cab9a43179ef537070d823b10": {
      "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
      }
     },
     "3aca585bcf0448fe8b69608c9993cad9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f8d7dead047442c69b44404c58e6772f",
       "placeholder": "​",
       "style": "IPY_MODEL_2fa13c71574e4ec59d6193db60e09752",
       "value": "2022-12-05 17:34:26.235996"
      }
     },
     "3af2bdf005854d77ab089c1d17a3e430": {
      "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": ""
      }
     },
     "3bbe5411d90240e39f775ceb96f5096b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_1343e8191ea64a599fa9d4c6b7273bb2",
       "placeholder": "​",
       "style": "IPY_MODEL_475ce2c212d544aba32182b33f9738ca",
       "value": "this object has started sampling ... times"
      }
     },
     "3d5d7a38ad814474bde7fa730c7f2884": {
      "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": ""
      }
     },
     "402ec7341e1f4eaca0d7a87ea955aebd": {
      "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": ""
      }
     },
     "42d58e5e45734034bbde22b7389e76a2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e83e766563b74cc58821fabd3a7ae643",
       "placeholder": "​",
       "style": "IPY_MODEL_1e1582281af04467a7de7724b235a843",
       "value": "samples written (after online thinning)"
      }
     },
     "4365b1d67f3c45c885ccc0445d4123bc": {
      "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": ""
      }
     },
     "44ae41160f414a26acae50afa8d9c1b3": {
      "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
      }
     },
     "44eaf8ecb2bc481c805adc992ffb72b4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_1c10ced929334b42baa37bda816fa5db",
        "IPY_MODEL_ba407e9e63cb4716865b14bce0764965",
        "IPY_MODEL_b0cd9c79232e4c3684aa456ef9224680",
        "IPY_MODEL_205b500e64aa492c99613d3156ed6619",
        "IPY_MODEL_6fbdbd743f8b4f20b808a2542ba90aa2",
        "IPY_MODEL_d32bc462e7d9439c8746592e6fc60d47",
        "IPY_MODEL_fcbf17ce599a482f9d6c54ee04d9b7f8",
        "IPY_MODEL_897991fad27941789a4f8151bb49db74",
        "IPY_MODEL_4815dfb07fa04986be8624c6a133154e",
        "IPY_MODEL_08ca5ea67c2f4381b10d3da5f08a4fea"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "455749cd820e463098ac151b197153d2": {
      "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": ""
      }
     },
     "458e98ab1484427c8f0acc167842e904": {
      "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
      }
     },
     "459ff29623a34043a2fb5d2af807b9d3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_396e209cab9a43179ef537070d823b10",
       "placeholder": "​",
       "style": "IPY_MODEL_8942a299607c43b68e8912d3de85d9af",
       "value": "step size"
      }
     },
     "45a6c1c8619e49c289767191ca0592b4": {
      "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": ""
      }
     },
     "45bd6d8cc1644db2a301c19264789bde": {
      "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": ""
      }
     },
     "462736eaf77e433f95e585c1afb096bf": {
      "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
      }
     },
     "46f407188be7484990bece1ede79ee1c": {
      "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
      }
     },
     "475ce2c212d544aba32182b33f9738ca": {
      "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": ""
      }
     },
     "47e586dc7e3348e596c7c687d163455f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_1426fbf5250e4b95a3d015766f613ed0",
       "placeholder": "​",
       "style": "IPY_MODEL_da31003bdf014d4b8cebd98ee36178e6",
       "value": "19999"
      }
     },
     "4815dfb07fa04986be8624c6a133154e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_139e3b09819d4bfd81265c9d8e93facb",
       "placeholder": "​",
       "style": "IPY_MODEL_753e33f133fb483caba2c73d42cf896b",
       "value": "dimensions"
      }
     },
     "487157ebf27541229a0e97085e3dc731": {
      "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": ""
      }
     },
     "4886f22a76dd421d9b990ea7ec9177e0": {
      "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": ""
      }
     },
     "48bff50c2bab41549e64cdb8a0f8ac60": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b9a9fc46c6ad442597319a076f94ec4e",
       "placeholder": "​",
       "style": "IPY_MODEL_d2f7686ce95548658ae261073219e559",
       "value": "2022-12-05 17:34:25.686625"
      }
     },
     "491adc8e10314408bb140ea68a84ff9f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d02c6fe84ffa4ba48c1d456655b5fa37",
       "placeholder": "​",
       "style": "IPY_MODEL_0fd92e4114e44cb4b5dd039444868003",
       "value": "10"
      }
     },
     "4990d70b0faa476e90629ffbbcec3c38": {
      "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": "2",
       "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
      }
     },
     "4a3a5c5a537a403186b2edadfa8f0498": {
      "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
      }
     },
     "4ae986e97262483c9ba2d983d3537253": {
      "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": ""
      }
     },
     "4c139316dfc048c481655a1487a07ab8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c75ddcac1e374da6812ef82cb5500eb3",
       "placeholder": "​",
       "style": "IPY_MODEL_afe8e0335100475b815ba80ebadb9d00",
       "value": "unit mass matrix"
      }
     },
     "4c147b8dcbf44ee2a1db22aba46132a9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_0bb1f8fbe3194054b53299ca1be64a23",
       "placeholder": "​",
       "style": "IPY_MODEL_f5d757da6ab44455afb330e1707f35a9",
       "value": "None"
      }
     },
     "4cb63c80d4454fe3aaa80b5800315c2d": {
      "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
      }
     },
     "4cc86cbab9304a8da344b3c3e27f7dad": {
      "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": ""
      }
     },
     "4d48c9dbfa6643c6a57e4706dbd7382c": {
      "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": ""
      }
     },
     "4e175488b2be421abe6bac638fef6869": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_155bded1c47e4be0bd2c96438b089e14",
        "IPY_MODEL_dcc63dc870024ad78c5e232b4c4183f2"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "4e19bc40d5d947228d13a4cef5961a3a": {
      "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": ""
      }
     },
     "4e4828a396584ae48d6d9b2b3570e2ad": {
      "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
      }
     },
     "4ecdfa7be3e84104b745d63c786d1441": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_aa759c3910cb478aa2214637d887e58a",
       "placeholder": "​",
       "style": "IPY_MODEL_8de816fddab64509867b4b8fa1bee18e",
       "value": "1"
      }
     },
     "4f924dee88f34091a18eaa9fc3ce4fbc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9d2abad80e6b48d2abb3d0b12c411ee2",
       "placeholder": "​",
       "style": "IPY_MODEL_45bd6d8cc1644db2a301c19264789bde",
       "value": "amount of steps"
      }
     },
     "4fe17ab100a8422d88a04c3407004ec6": {
      "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": ""
      }
     },
     "503c6bbef6fb45daa3ceba00030748ac": {
      "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
      }
     },
     "50fa2639f4e64969a0f672a46cdcbc76": {
      "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
      }
     },
     "51d864e8c47b458da90414d9c695e001": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_458e98ab1484427c8f0acc167842e904",
       "placeholder": "​",
       "style": "IPY_MODEL_fcd8acbf82954d539ec53db55d6b5209",
       "value": "2"
      }
     },
     "522dcd390a5c405bbb2b499bbd33bfff": {
      "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
      }
     },
     "526952b4d049480ba8bf519ab48c5449": {
      "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
      }
     },
     "539c90845c304279b65276d364174b1c": {
      "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
      }
     },
     "53cff0bfe4d14c00877484e9d7a02611": {
      "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
      }
     },
     "53dafd6ef90e4fa1ab5f53c9297acebe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_6540b191f7bb4d36b698fed50a1cfe6a",
       "placeholder": "​",
       "style": "IPY_MODEL_dff64012c4d046bbb0c5871a3252ba54",
       "value": "Hamiltonian Monte Carlo"
      }
     },
     "540b5f25b757400d85fb524c46c3b62e": {
      "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
      }
     },
     "564342d7735f46179cd2e7cff3d48cf0": {
      "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": ""
      }
     },
     "5704b4040fc34b3d8ee122848e967590": {
      "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
      }
     },
     "570b507b45de438faf155d635136377d": {
      "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
      }
     },
     "59c93dee4b6c47f789253564aa6f6bd8": {
      "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": ""
      }
     },
     "5ac6c4cfefba418ea1a16bb30cd4722c": {
      "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": ""
      }
     },
     "5c505bcd30704acd9176d615342d7ca6": {
      "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": ""
      }
     },
     "5d5dce6e9a6c44599c1074ddfb0df6fd": {
      "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
      }
     },
     "5d6f6e5bf90b4261a15764c770998fb1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_36c3a96c94724aa7a351b75111a21223",
       "placeholder": "​",
       "style": "IPY_MODEL_de2d68fa56cb43ffad59123e324e5693",
       "value": "amount of writes"
      }
     },
     "5dd62c1e9e414d2db696124a5699dd1c": {
      "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
      }
     },
     "5ed99e4694dd40219ade0cc2bcb63488": {
      "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": ""
      }
     },
     "615af3da510f45a29d646e80469816d7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ca56cd1e475e4e978e75996ede0f6d64",
       "placeholder": "​",
       "style": "IPY_MODEL_71be169bb9f947d39bb6aef59e2ad4b8",
       "value": "unit mass matrix"
      }
     },
     "624704d26d5d41a5984bb59f51ac250c": {
      "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
      }
     },
     "62e43225f7ab46828757599426502547": {
      "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": ""
      }
     },
     "63664f7698664bac919608b8df6fd27f": {
      "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": ""
      }
     },
     "63b0a4fba8784a0bba1b98f04645fc46": {
      "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
      }
     },
     "642d8fe9c4ac4b5b86936b97ef0f8726": {
      "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
      }
     },
     "6500421069264a58ba08580a292904d4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_142260241ef24544bf660db9ae3b7118",
       "placeholder": "​",
       "style": "IPY_MODEL_f77f753781144bb991e6a0ad64ffa917",
       "value": "1.0"
      }
     },
     "6540b191f7bb4d36b698fed50a1cfe6a": {
      "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
      }
     },
     "657b67b1a7514e0d97d3c7b6f437dbfb": {
      "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": ""
      }
     },
     "665bdff39a9d49a98747a6fa33b3f042": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TabModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "TabModel",
       "_titles": {
        "0": "Details of last run",
        "1": "Tuning settings",
        "2": "Algorithm"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "TabView",
       "box_style": "",
       "children": [
        "IPY_MODEL_9da0ae91088b4fb5a3e4a397aeeeb44d",
        "IPY_MODEL_2cec28d4951e41dfb06efbb75c04903c",
        "IPY_MODEL_6948bc1b6836489c930c7caf60c9630d"
       ],
       "layout": "IPY_MODEL_a102317a9be540cd916576a906b59490",
       "selected_index": 0
      }
     },
     "677079af43e54c90a5fd0667fdf12e3d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_eb172daa17b441fd9276691747a12bac",
       "placeholder": "​",
       "style": "IPY_MODEL_156c4f61b6394fd3a4b6a51337575a2f",
       "value": "mass matrix type"
      }
     },
     "67dbf29b2ee64078a649335864af80c9": {
      "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
      }
     },
     "6948bc1b6836489c930c7caf60c9630d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_8fee44f12eca4d4a919c09ef69bb6077",
        "IPY_MODEL_80d90c0d8da7401b859497637901da30"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "697861c31616412aa2b110b09beb75cc": {
      "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": ""
      }
     },
     "697971b7998943cfad478044fa5f9653": {
      "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": ""
      }
     },
     "6a45a776b9024176a273e35bbcc6b07a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_8b53817b769444409748c499755039e8",
       "placeholder": "​",
       "style": "IPY_MODEL_750665730dd84f8dbe1c63a33de13367",
       "value": "2.026007"
      }
     },
     "6a9f5adcca2449a0aa3337e9d76f97b5": {
      "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": ""
      }
     },
     "6ad7e9a140704e05b27f02f7351b8f17": {
      "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": ""
      }
     },
     "6b3ba9d642c8470994f8e520e42c4eef": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_642d8fe9c4ac4b5b86936b97ef0f8726",
       "placeholder": "​",
       "style": "IPY_MODEL_f48b3a1f25844f198749e5c59d601a43",
       "value": "proposals"
      }
     },
     "6b9432ee5ce04b92a5993f4f8af97cd0": {
      "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
      }
     },
     "6c04ee343f0d4d5cbe0fa548b8813cc8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2e9c51abcf0f4141913ba3e93a828804",
       "placeholder": "​",
       "style": "IPY_MODEL_7fe5985ea4c24f25854ec90a294d6d98",
       "value": "samples written (after online thinning)"
      }
     },
     "6c6b98bdb65d4a9185e5216c71119317": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_22df84ee164847b3b50b81418badddd8",
        "IPY_MODEL_906ab3909b2a4d2db611eabafc844459",
        "IPY_MODEL_b4d3f4667aa64348aa56d00813f86e94"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "6ea94965f695452d90fdc011c9632730": {
      "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
      }
     },
     "6fbdbd743f8b4f20b808a2542ba90aa2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_05d1a322741c45d88a8f65262098b563",
       "placeholder": "​",
       "style": "IPY_MODEL_1dcd71ea56c34407b934797eb8376f5c",
       "value": "output file"
      }
     },
     "715864a3c20444369df252f89f078719": {
      "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
      }
     },
     "715d6113119b4c329e736db402a42765": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_37e5bb3c909442d2bc7d36e343f17889",
       "placeholder": "​",
       "style": "IPY_MODEL_b3c17e0ce3a7457ba4679ee1c595ef6e",
       "value": "<__main__.my_inverse_problem_class object at 0x11f089730>"
      }
     },
     "71be169bb9f947d39bb6aef59e2ad4b8": {
      "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": ""
      }
     },
     "7287b7bec2f4416b87921b3cf0948cac": {
      "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": "10px",
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "72ef03617fd44ab3b52232fecba70d55": {
      "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": ""
      }
     },
     "736c8608e2dc49228245a277239b7604": {
      "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": ""
      }
     },
     "73af2a76852b4625b77357578fccbf8d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_7de51ba532cf4e6f9ca1af8c1549b6cb",
       "placeholder": "​",
       "style": "IPY_MODEL_eb639649a57b4131a915971b283167f2",
       "value": "0"
      }
     },
     "73f975279a98425cba82ba8f04e9c300": {
      "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
      }
     },
     "740ddff10d9f405386a7336fdc7393a2": {
      "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": ""
      }
     },
     "747c8a50853440c499916e48fd56fe8f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_772019ca74ca492da02a4e67ae1409ff",
       "placeholder": "​",
       "style": "IPY_MODEL_aa9bfef752f84499b0dbc2495e5e80f9",
       "value": "2.060874"
      }
     },
     "74a5d44f44de40c69867bc17bb2bcfa5": {
      "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
      }
     },
     "750665730dd84f8dbe1c63a33de13367": {
      "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": ""
      }
     },
     "753e33f133fb483caba2c73d42cf896b": {
      "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": ""
      }
     },
     "755f6b1e52a44754b258d019274a483e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_950200fe3e414739804f0861141747f0",
       "placeholder": "​",
       "style": "IPY_MODEL_2311924c93f74456810ecefe699f3d0b",
       "value": "algorithm used"
      }
     },
     "7656c3ee78cb47008dc28d3074f6c631": {
      "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
      }
     },
     "76a99e9743274026b217c50ee443b49b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_7656c3ee78cb47008dc28d3074f6c631",
       "placeholder": "​",
       "style": "IPY_MODEL_487157ebf27541229a0e97085e3dc731",
       "value": "this object has started sampling ... times"
      }
     },
     "772019ca74ca492da02a4e67ae1409ff": {
      "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
      }
     },
     "772b7418981844599a1dcc511a811463": {
      "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": ""
      }
     },
     "7771d8e114f14fc2a8b87b7402986cd9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ceec1ec787fa459ca09b1b44b6b0d4e4",
       "placeholder": "​",
       "style": "IPY_MODEL_251b94ab7fa648afba8087e3b6b2cb93",
       "value": "online thinning (store every ...-th sample)"
      }
     },
     "77722bee9ed3417d94e99fd2db230308": {
      "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": ""
      }
     },
     "77914b36b21e428a818c54a3eb6ebd39": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_b0d60def97864822ac6cc5a2290a92ac",
       "placeholder": "​",
       "style": "IPY_MODEL_ecdfa84025144b0ca9b22bf3bcda5655",
       "value": "output file"
      }
     },
     "7830eb907f77444c8384c44ab2400af7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_aaa39fcf473844c48983e5823463f81f",
       "max": 20000,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_bafb50f4229f456a9e7f65f5661537af",
       "value": 20000
      }
     },
     "785bda3ffbb143f3973f584eda026bc5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_32a8b88c24e44d61b05cd84cef84eea0",
       "placeholder": "​",
       "style": "IPY_MODEL_c5f1f707dc9347cbace5b433a110f408",
       "value": "dimensions"
      }
     },
     "78eef1b895214865a5e57e5716cd06fc": {
      "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": ""
      }
     },
     "7a6ac9f99b6f4a388d0bea746a4eb6d3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_888d37439a1d4dd28ef074ef8da8a231",
        "IPY_MODEL_4ecdfa7be3e84104b745d63c786d1441",
        "IPY_MODEL_203a2af34a0d40fdb8a0002e50f2dce5",
        "IPY_MODEL_b19eb0e86cd1413b81fbfbf4c395435f",
        "IPY_MODEL_4c139316dfc048c481655a1487a07ab8",
        "IPY_MODEL_b727a11d42d44192b0533f872c3370a7"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "7ac8e8bfbe05469f925f8b3166fa1b04": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_cfe625a91a254527b159880ce358fe45",
       "placeholder": "​",
       "style": "IPY_MODEL_162b86e2a6dc49da8566169a4b9468b6",
       "value": "bin_samples/tutorial_3_empty_distribution.h5"
      }
     },
     "7b84d00e8cc241cea6f63be9db21e8c0": {
      "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
      }
     },
     "7b96db98e70e4a058ba8c2c033d9e0e4": {
      "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": ""
      }
     },
     "7c4839d5523c4584b02aea83407a2e52": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_954bb89b6d0e4c8998cf372acfb0ba74",
       "placeholder": "​",
       "style": "IPY_MODEL_4fe17ab100a8422d88a04c3407004ec6",
       "value": "2"
      }
     },
     "7c7a8c19f9ed487cbbfe9cdf7757fd95": {
      "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": ""
      }
     },
     "7ca4417a78574e9fbc1f7e8741445e53": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_bf1f27b5477b4f72ba5d36a96f271b9c",
       "placeholder": "​",
       "style": "IPY_MODEL_160d4e9a770d45108c59b715ea80ea5d",
       "value": "9704.135235827129"
      }
     },
     "7d7ece7e956a4b54be40853fe013b568": {
      "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
      }
     },
     "7de51ba532cf4e6f9ca1af8c1549b6cb": {
      "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
      }
     },
     "7fe5985ea4c24f25854ec90a294d6d98": {
      "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": ""
      }
     },
     "804b926b69094890992b41c6f95f4e3c": {
      "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": ""
      }
     },
     "80d90c0d8da7401b859497637901da30": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_53dafd6ef90e4fa1ab5f53c9297acebe",
        "IPY_MODEL_d1945ae7fcd64b91aa04d1bd0f57e071",
        "IPY_MODEL_05dac4f6b7e0491c82916ebb15aa0277"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "812938abb091453dae1de0ed0d55a374": {
      "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": ""
      }
     },
     "82c76f62ebb8411599d24da68ee97352": {
      "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
      }
     },
     "83545f000e6e45878e0ece02dfae20d2": {
      "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": ""
      }
     },
     "85166b44f5e84899b4ba3e1aacab89c5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4990d70b0faa476e90629ffbbcec3c38",
       "max": 3000,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_bc7922c200c24294b2055afa683f4f2d",
       "value": 3000
      }
     },
     "85a62458cbfe4d7885980febc1d9f186": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ab6934eea2da49578c50fa3880df0767",
       "placeholder": "​",
       "style": "IPY_MODEL_be5c782f01b84e098cb41571b72fbcd7",
       "value": "diagnostic mode"
      }
     },
     "869f9275861346f6817bb188f1a32e2d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_91448a3e2ebd46a58482e1b15a694252",
       "placeholder": "​",
       "style": "IPY_MODEL_697861c31616412aa2b110b09beb75cc",
       "value": "integrator"
      }
     },
     "875a3718b6314f95acd69498911e5c5a": {
      "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": "10px",
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "884654258ced4e159ce2ed996848ae9f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c2191b2e90104769a82330d358a686b8",
       "placeholder": "​",
       "style": "IPY_MODEL_9313524989a84241aef370d6ddd128b5",
       "value": "2999"
      }
     },
     "888d37439a1d4dd28ef074ef8da8a231": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_defb4cb645a04cbebaa19d3e1eb8a84c",
       "placeholder": "​",
       "style": "IPY_MODEL_77722bee9ed3417d94e99fd2db230308",
       "value": "3000"
      }
     },
     "8942a299607c43b68e8912d3de85d9af": {
      "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": ""
      }
     },
     "897991fad27941789a4f8151bb49db74": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d424cf25c93e414482ebb2ab98e1b491",
       "placeholder": "​",
       "style": "IPY_MODEL_e2e4e70e88e24da2a2adc5cee52c543f",
       "value": "amount of writes"
      }
     },
     "8aa3504f7b6546c09f0a5ffb57d5ec79": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_10b136f239d344f99cdf5477e47d50d8",
       "placeholder": "​",
       "style": "IPY_MODEL_812938abb091453dae1de0ed0d55a374",
       "value": "1"
      }
     },
     "8af3b011c6a3489ebe7dd652c80654a8": {
      "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
      }
     },
     "8b53817b769444409748c499755039e8": {
      "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
      }
     },
     "8cb16175b7a54776ab590d7ac8803ac2": {
      "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
      }
     },
     "8ccf46be82214d9483e20aa3ff3f1e0c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_f6a9169b2ba243498bb7f4418910be19",
        "IPY_MODEL_e7156f94ecd74084a6616fcf1111d4bf"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "8d81ee19f2704c109d921b4ba4fdda58": {
      "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
      }
     },
     "8dde2a0729fd4f9792c7ed3a2c1f68f2": {
      "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
      }
     },
     "8de0b50df26d45e99fee89a0dd4186b8": {
      "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": ""
      }
     },
     "8de816fddab64509867b4b8fa1bee18e": {
      "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": ""
      }
     },
     "8fee44f12eca4d4a919c09ef69bb6077": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_217328a4d51f47dc99e0d78cd7698796",
        "IPY_MODEL_85a62458cbfe4d7885980febc1d9f186",
        "IPY_MODEL_3bbe5411d90240e39f775ceb96f5096b"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "8ff7a31845aa467d9a664eb27353f4d8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_db43b86f46824cb3b70a527c9c15f1a6",
        "IPY_MODEL_85166b44f5e84899b4ba3e1aacab89c5",
        "IPY_MODEL_9dac630ba01e478c8a3f2a0400dd6e13"
       ],
       "layout": "IPY_MODEL_96c618fa9da7402793cc0f7782a8c696"
      }
     },
     "906ab3909b2a4d2db611eabafc844459": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_624704d26d5d41a5984bb59f51ac250c",
       "placeholder": "​",
       "style": "IPY_MODEL_736c8608e2dc49228245a277239b7604",
       "value": "False"
      }
     },
     "906f5ec07a1948bebc83f6692565e564": {
      "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": ""
      }
     },
     "90abec64569e47a1a937b0aa7ac6e35a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_efec8e2795db42f6ac1a8187509b36c6",
       "placeholder": "​",
       "style": "IPY_MODEL_d04dd18eebba4a2cbf5765c3637232d8",
       "value": "output file"
      }
     },
     "91448a3e2ebd46a58482e1b15a694252": {
      "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
      }
     },
     "92240df9029c4f6b9d2872ae86261cd4": {
      "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": ""
      }
     },
     "9313524989a84241aef370d6ddd128b5": {
      "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": ""
      }
     },
     "944052e109ac4f1097bcd761095824f0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_4a3a5c5a537a403186b2edadfa8f0498",
       "placeholder": "​",
       "style": "IPY_MODEL_aaf3eaf47ed44a25ae04f5f33252b112",
       "value": "24148.871066447642"
      }
     },
     "950200fe3e414739804f0861141747f0": {
      "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
      }
     },
     "954bb89b6d0e4c8998cf372acfb0ba74": {
      "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
      }
     },
     "9630c9cf0f9348f18448dbc2e3ded740": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f178c862b0924720b34c4b7330653e94",
       "placeholder": "​",
       "style": "IPY_MODEL_c640542f503f4bb1a03e652ccc28d3b7",
       "value": "amount of writes"
      }
     },
     "9642439d54af457086c771c06380b8c1": {
      "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": ""
      }
     },
     "965be8c760fe4f93ad0009c75618211c": {
      "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": "10px",
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "96c618fa9da7402793cc0f7782a8c696": {
      "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": "inline-flex",
       "flex": null,
       "flex_flow": "row wrap",
       "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": "100%"
      }
     },
     "993ea99c3c09414083754c23cdbf61a7": {
      "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": "2",
       "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
      }
     },
     "9a1555f118264a749e6f86dc54ea6a71": {
      "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
      }
     },
     "9adb32b520e54faa8f017c9d3c6fcd6c": {
      "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": ""
      }
     },
     "9af4684344ab436ba463055e6ad5de4d": {
      "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
      }
     },
     "9b1bb07ac5d24ccea0aca9c8916a804e": {
      "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
      }
     },
     "9c4c94d1221340caae1251795e80a82c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2b42e46925fd45eb8f083c4232c3ec3c",
       "placeholder": "​",
       "style": "IPY_MODEL_4e19bc40d5d947228d13a4cef5961a3a",
       "value": "local start time (not timezone aware)"
      }
     },
     "9d2abad80e6b48d2abb3d0b12c411ee2": {
      "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
      }
     },
     "9d4ea2325d51460c8d208a7fb77aff05": {
      "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": ""
      }
     },
     "9da0ae91088b4fb5a3e4a397aeeeb44d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_128fdf9818d64060a287121029964084",
        "IPY_MODEL_aa63546606fc4259b1303b4043651c62"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "9dac630ba01e478c8a3f2a0400dd6e13": {
      "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_6b9432ee5ce04b92a5993f4f8af97cd0",
       "placeholder": "​",
       "style": "IPY_MODEL_9d4ea2325d51460c8d208a7fb77aff05",
       "value": " 3000/3000 [00:00&lt;00:00, 21706.97it/s]"
      }
     },
     "9fc6947de8bd4432a607fcef539397cd": {
      "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
      }
     },
     "a102317a9be540cd916576a906b59490": {
      "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
      }
     },
     "a1cb33afa3fa4be9b0403f06b00c931c": {
      "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_4cb63c80d4454fe3aaa80b5800315c2d",
       "placeholder": "​",
       "style": "IPY_MODEL_290f4d308d444c8f8aa96f54e6c1e8d5",
       "value": "Tot. acc rate: 0.46. Progress: 100%"
      }
     },
     "a1e2994bb4ef44298a232893603a2bb7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c0ac4f36a62a4002b9751b7e9e68bd3c",
       "placeholder": "​",
       "style": "IPY_MODEL_ccadec1bfef14096ad6729c7dd47e0f7",
       "value": "runtime (seconds)"
      }
     },
     "a2fc3b4fb07f4adf9659da8ecabf1ef8": {
      "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
      }
     },
     "a331a401bf2b47d79da5d46dd89b00ef": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_8dde2a0729fd4f9792c7ed3a2c1f68f2",
       "placeholder": "​",
       "style": "IPY_MODEL_78eef1b895214865a5e57e5716cd06fc",
       "value": "leapfrog integrator"
      }
     },
     "a3c1b28f563d483b9ad90767bb1cedfd": {
      "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": ""
      }
     },
     "a5d33ced44af42c0a5e97827cefce697": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_522dcd390a5c405bbb2b499bbd33bfff",
       "placeholder": "​",
       "style": "IPY_MODEL_fce695899858436eb66183d93099358f",
       "value": "algorithm used"
      }
     },
     "a6abaa4456064303a8b3b87afc92315c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_539c90845c304279b65276d364174b1c",
       "placeholder": "​",
       "style": "IPY_MODEL_f8436aa6b76544f283f720885147297c",
       "value": "amount of steps"
      }
     },
     "a71be89eb8bb41f287b94d5ff3a3d547": {
      "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
      }
     },
     "a81a77a74b58472ab9b2ba4758a5466d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_a1cb33afa3fa4be9b0403f06b00c931c",
        "IPY_MODEL_f127ac47edbe4a15930a4f840d029c29",
        "IPY_MODEL_ca1b6a628e1249528690b7c0946e2d69"
       ],
       "layout": "IPY_MODEL_34f5a6da2b254c1885f0a9ea4c3ea0e9"
      }
     },
     "a9706a2c7e804e59953c5a7071883a74": {
      "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
      }
     },
     "aa1a9a6fa92b4724ac8fb30be5beb37f": {
      "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": ""
      }
     },
     "aa1cda7f0c4a4a8da93bcde0f0d6f8c9": {
      "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": ""
      }
     },
     "aa63546606fc4259b1303b4043651c62": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_3aca585bcf0448fe8b69608c9993cad9",
        "IPY_MODEL_6a45a776b9024176a273e35bbcc6b07a",
        "IPY_MODEL_c31cac36a7554c42986fb2978bf5a823",
        "IPY_MODEL_b4b98dac084d4c598a0a3281fcfabe59",
        "IPY_MODEL_aec30e38008b4eaca89957fc87dce3c5",
        "IPY_MODEL_47e586dc7e3348e596c7c687d163455f",
        "IPY_MODEL_d0cc8e537bf34841827677fde8295d06",
        "IPY_MODEL_c4ca44105baa40efbddd3e230ddbe23c",
        "IPY_MODEL_7c4839d5523c4584b02aea83407a2e52",
        "IPY_MODEL_fcb5512dd40f410e8f03fc71a4a1fc49"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "aa759c3910cb478aa2214637d887e58a": {
      "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
      }
     },
     "aa9bfef752f84499b0dbc2495e5e80f9": {
      "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": ""
      }
     },
     "aaa39fcf473844c48983e5823463f81f": {
      "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": "2",
       "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
      }
     },
     "aaf3eaf47ed44a25ae04f5f33252b112": {
      "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": ""
      }
     },
     "ab631f9b440f4b28b8361ba7fbb0aa25": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_715864a3c20444369df252f89f078719",
       "placeholder": "​",
       "style": "IPY_MODEL_1b9d4fafa6b94734a153bb97d5c9b8c8",
       "value": "acceptance rate"
      }
     },
     "ab6934eea2da49578c50fa3880df0767": {
      "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
      }
     },
     "abb4061bda4b40efb45888a5c9164623": {
      "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": ""
      }
     },
     "abf5d35380fe4fdeb886efafbadf1299": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_be6538195969478ca8d24e8ad8ad4f16",
        "IPY_MODEL_7a6ac9f99b6f4a388d0bea746a4eb6d3"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "ae3c55404e5449c991c7d0265bced609": {
      "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": ""
      }
     },
     "aec30e38008b4eaca89957fc87dce3c5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_15a338f3f8744926b4025efec54e4580",
       "placeholder": "​",
       "style": "IPY_MODEL_9642439d54af457086c771c06380b8c1",
       "value": "bin_samples/tutorial_3_styblinski-tang.h5"
      }
     },
     "af9ad7e7a5424ae69c4af282e29bd28a": {
      "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
      }
     },
     "afe8e0335100475b815ba80ebadb9d00": {
      "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": ""
      }
     },
     "b0cd9c79232e4c3684aa456ef9224680": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_af9ad7e7a5424ae69c4af282e29bd28a",
       "placeholder": "​",
       "style": "IPY_MODEL_106447e5c78f4d43bc887c565eb67303",
       "value": "proposals per seconds"
      }
     },
     "b0d60def97864822ac6cc5a2290a92ac": {
      "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
      }
     },
     "b0faf31d42fa4950b87ec5837b0931e6": {
      "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": ""
      }
     },
     "b11243d171bc4dc89128b24120488218": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_46f407188be7484990bece1ede79ee1c",
       "placeholder": "​",
       "style": "IPY_MODEL_740ddff10d9f405386a7336fdc7393a2",
       "value": "Hamiltonian Monte Carlo"
      }
     },
     "b149166dd3004a43ad3b4a0652ea7223": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9fc6947de8bd4432a607fcef539397cd",
       "placeholder": "​",
       "style": "IPY_MODEL_564342d7735f46179cd2e7cff3d48cf0",
       "value": "proposals"
      }
     },
     "b19eb0e86cd1413b81fbfbf4c395435f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ce8c964a566a4b9dab6e02bccca14943",
       "placeholder": "​",
       "style": "IPY_MODEL_e3acd8a8cfd54eda93dc9e53f876b008",
       "value": "10"
      }
     },
     "b23bd3f3ac08425ebacc246da830b0cc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_63b0a4fba8784a0bba1b98f04645fc46",
       "placeholder": "​",
       "style": "IPY_MODEL_a3c1b28f563d483b9ad90767bb1cedfd",
       "value": "20000"
      }
     },
     "b28650dc2d05483a8bf87e4ede81be8c": {
      "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
      }
     },
     "b3c17e0ce3a7457ba4679ee1c595ef6e": {
      "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": ""
      }
     },
     "b3e712576bda4ceebdcbbdd9e34f5d91": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_a2fc3b4fb07f4adf9659da8ecabf1ef8",
       "placeholder": "​",
       "style": "IPY_MODEL_b0faf31d42fa4950b87ec5837b0931e6",
       "value": "19999"
      }
     },
     "b4281b2f49d040779d5db45743912dfc": {
      "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
      }
     },
     "b47343f67b14491ab2d18bee6bcad76c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d6c2a28248554a1390b2338f09361add",
       "placeholder": "​",
       "style": "IPY_MODEL_b6e1196bd5e44119abb53980f40fbb5a",
       "value": "1"
      }
     },
     "b4b98dac084d4c598a0a3281fcfabe59": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e913fc2b7e1840568fa781ba14cc988f",
       "placeholder": "​",
       "style": "IPY_MODEL_9adb32b520e54faa8f017c9d3c6fcd6c",
       "value": "0.45675"
      }
     },
     "b4d3f4667aa64348aa56d00813f86e94": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_257f91887eba4b26a63466a10aaf48f4",
       "placeholder": "​",
       "style": "IPY_MODEL_62e43225f7ab46828757599426502547",
       "value": "1"
      }
     },
     "b6e1196bd5e44119abb53980f40fbb5a": {
      "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": ""
      }
     },
     "b727a11d42d44192b0533f872c3370a7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9af4684344ab436ba463055e6ad5de4d",
       "placeholder": "​",
       "style": "IPY_MODEL_4886f22a76dd421d9b990ea7ec9177e0",
       "value": "leapfrog integrator"
      }
     },
     "b9a9fc46c6ad442597319a076f94ec4e": {
      "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
      }
     },
     "ba407e9e63cb4716865b14bce0764965": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c8e67816917040a090b8a65a017a4991",
       "placeholder": "​",
       "style": "IPY_MODEL_8de0b50df26d45e99fee89a0dd4186b8",
       "value": "runtime (seconds)"
      }
     },
     "baadbb0a0d03456b98fca3cb0ba4b42f": {
      "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": ""
      }
     },
     "bafb50f4229f456a9e7f65f5661537af": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "bc717500d223438db5b25dc1f899e5cf": {
      "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": ""
      }
     },
     "bc7922c200c24294b2055afa683f4f2d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "ProgressStyleModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "1.2.0",
       "_view_name": "StyleView",
       "bar_color": null,
       "description_width": ""
      }
     },
     "bd8b86a493a64a2e93ab3617d641fa36": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TabModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "TabModel",
       "_titles": {
        "0": "Details of last run",
        "1": "Tuning settings",
        "2": "Algorithm"
       },
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "TabView",
       "box_style": "",
       "children": [
        "IPY_MODEL_4e175488b2be421abe6bac638fef6869",
        "IPY_MODEL_be02876354434bd3b65dd41e00105738",
        "IPY_MODEL_e895c699378c48ef93e1a89d834f4584"
       ],
       "layout": "IPY_MODEL_334e44532c7b4067b5a918241537ccc3",
       "selected_index": 0
      }
     },
     "be02876354434bd3b65dd41e00105738": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_e94098d804da4cc1bdfdd46851dd360d",
        "IPY_MODEL_ef9be12521d347f8b3bffb1eb686426c"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "be5c782f01b84e098cb41571b72fbcd7": {
      "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": ""
      }
     },
     "be6538195969478ca8d24e8ad8ad4f16": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_6b3ba9d642c8470994f8e520e42c4eef",
        "IPY_MODEL_7771d8e114f14fc2a8b87b7402986cd9",
        "IPY_MODEL_c0e0c5b5a44949baacd8184e879e1d0c",
        "IPY_MODEL_4f924dee88f34091a18eaa9fc3ce4fbc",
        "IPY_MODEL_1d7481b35f3f46a1a630ae959c9b7c15",
        "IPY_MODEL_e0185b03fb5b4429b4909b01bb8c3d2b"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "bf1f27b5477b4f72ba5d36a96f271b9c": {
      "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
      }
     },
     "c0ac4f36a62a4002b9751b7e9e68bd3c": {
      "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
      }
     },
     "c0e0c5b5a44949baacd8184e879e1d0c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e3750b60ea5a45e5ad8f140b2b226d37",
       "placeholder": "​",
       "style": "IPY_MODEL_59c93dee4b6c47f789253564aa6f6bd8",
       "value": "step size"
      }
     },
     "c14bf4483bcb4e559090486c3c89f6e7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_7d7ece7e956a4b54be40853fe013b568",
       "placeholder": "​",
       "style": "IPY_MODEL_7c7a8c19f9ed487cbbfe9cdf7757fd95",
       "value": "distribution"
      }
     },
     "c2191b2e90104769a82330d358a686b8": {
      "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
      }
     },
     "c31cac36a7554c42986fb2978bf5a823": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_27ac834a100c42828cf6e7f49775edf0",
       "placeholder": "​",
       "style": "IPY_MODEL_4cc86cbab9304a8da344b3c3e27f7dad",
       "value": "9871.14062290999"
      }
     },
     "c3b6f4c3f6bc45c8a17e4094f7edff9f": {
      "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": ""
      }
     },
     "c3ea708d5669449eac4d63c5a952fc9a": {
      "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
      }
     },
     "c4ca44105baa40efbddd3e230ddbe23c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_44ae41160f414a26acae50afa8d9c1b3",
       "placeholder": "​",
       "style": "IPY_MODEL_aa1cda7f0c4a4a8da93bcde0f0d6f8c9",
       "value": "0"
      }
     },
     "c5f1f707dc9347cbace5b433a110f408": {
      "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": ""
      }
     },
     "c640542f503f4bb1a03e652ccc28d3b7": {
      "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": ""
      }
     },
     "c6c4797433cd40c6b0064b8f425a7123": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2c68bc99b4784b0f9667937787e0eb5f",
       "placeholder": "​",
       "style": "IPY_MODEL_6ad7e9a140704e05b27f02f7351b8f17",
       "value": "local start time (not timezone aware)"
      }
     },
     "c725173fa32c4ec4b74fcca0b382a8e3": {
      "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
      }
     },
     "c75ddcac1e374da6812ef82cb5500eb3": {
      "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
      }
     },
     "c8e67816917040a090b8a65a017a4991": {
      "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
      }
     },
     "c8fab27c7de3409584f31035a504b0aa": {
      "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": ""
      }
     },
     "ca1b6a628e1249528690b7c0946e2d69": {
      "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_9b1bb07ac5d24ccea0aca9c8916a804e",
       "placeholder": "​",
       "style": "IPY_MODEL_455749cd820e463098ac151b197153d2",
       "value": " 20000/20000 [00:02&lt;00:00, 9934.92it/s]"
      }
     },
     "ca2b4b07ac4543e790feb1e9cc1b7866": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_b149166dd3004a43ad3b4a0652ea7223",
        "IPY_MODEL_05b58ec2575347f584aacd45fabd7a30",
        "IPY_MODEL_2357a21f8e784fa6b43e2bf1e90ade1e",
        "IPY_MODEL_fffc737c07164eeebe274ef355692036",
        "IPY_MODEL_069864cdbf9a42a089717fed24557154",
        "IPY_MODEL_29c546cae2bf4d5083715b037fb7fe1a"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "ca56cd1e475e4e978e75996ede0f6d64": {
      "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
      }
     },
     "ca621cc131c942639df411633db47095": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_260cfb3818f040a191bf5e599f2bc74c",
       "placeholder": "​",
       "style": "IPY_MODEL_bc717500d223438db5b25dc1f899e5cf",
       "value": "2"
      }
     },
     "ccadec1bfef14096ad6729c7dd47e0f7": {
      "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": ""
      }
     },
     "ccdbd255cc9e41e69ca81bab4b1e1e33": {
      "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
      }
     },
     "cd32f1e3f58d4c1faa4780c154558e2f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_526952b4d049480ba8bf519ab48c5449",
       "placeholder": "​",
       "style": "IPY_MODEL_09365371af6a4fed80fb59ceb1b27f9c",
       "value": "1.0"
      }
     },
     "cdb2dffff66f4eea96abe5667aa54d23": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_e3852f6912d048f78db4e0f6a700c09f",
       "placeholder": "​",
       "style": "IPY_MODEL_45a6c1c8619e49c289767191ca0592b4",
       "value": "<__main__.StyblinskiTang object at 0x15afe4c70>"
      }
     },
     "cdf838a8bf724177bfbece0de373012c": {
      "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_163a74cf899f486db88a1facd60b15cc",
       "placeholder": "​",
       "style": "IPY_MODEL_abb4061bda4b40efb45888a5c9164623",
       "value": "Tot. acc rate: 0.56. Progress: 100%"
      }
     },
     "ce8c964a566a4b9dab6e02bccca14943": {
      "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
      }
     },
     "ceec1ec787fa459ca09b1b44b6b0d4e4": {
      "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
      }
     },
     "cfe625a91a254527b159880ce358fe45": {
      "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
      }
     },
     "d02c6fe84ffa4ba48c1d456655b5fa37": {
      "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
      }
     },
     "d04dd18eebba4a2cbf5765c3637232d8": {
      "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": ""
      }
     },
     "d0cc8e537bf34841827677fde8295d06": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_67dbf29b2ee64078a649335864af80c9",
       "placeholder": "​",
       "style": "IPY_MODEL_0dd88cc83f6341bea1064a9aa0d08065",
       "value": "None"
      }
     },
     "d14cd71b1f8c4129b47a84f3971ca202": {
      "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_8cb16175b7a54776ab590d7ac8803ac2",
       "placeholder": "​",
       "style": "IPY_MODEL_804b926b69094890992b41c6f95f4e3c",
       "value": " 20000/20000 [00:02&lt;00:00, 9293.82it/s]"
      }
     },
     "d1945ae7fcd64b91aa04d1bd0f57e071": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_c725173fa32c4ec4b74fcca0b382a8e3",
       "placeholder": "​",
       "style": "IPY_MODEL_402ec7341e1f4eaca0d7a87ea955aebd",
       "value": "False"
      }
     },
     "d2d8aded7c474db0a4f3013eb5882f4f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_9a1555f118264a749e6f86dc54ea6a71",
       "placeholder": "​",
       "style": "IPY_MODEL_d851953c6c06445190466ffb37d827bd",
       "value": "distribution"
      }
     },
     "d2f7686ce95548658ae261073219e559": {
      "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": ""
      }
     },
     "d32bc462e7d9439c8746592e6fc60d47": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_11ce59048b084c70891489d47217d43a",
       "placeholder": "​",
       "style": "IPY_MODEL_aa1a9a6fa92b4724ac8fb30be5beb37f",
       "value": "proposals made (excluding first position)"
      }
     },
     "d368b9e994894faeb4a1fa2d33c67100": {
      "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
      }
     },
     "d4018c1c1a0f49efbcbd525a59e0b3f8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_8d81ee19f2704c109d921b4ba4fdda58",
       "placeholder": "​",
       "style": "IPY_MODEL_082b9227c5074757850f637cc88b7345",
       "value": "2022-12-05 17:34:28.547224"
      }
     },
     "d424cf25c93e414482ebb2ab98e1b491": {
      "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
      }
     },
     "d4a2fce9cf1f47718fe48ac07d353817": {
      "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": ""
      }
     },
     "d517aec9996e4c5fa743a8f69c3548db": {
      "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": ""
      }
     },
     "d53f295b4a5e4a78806262dfe3f86053": {
      "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
      }
     },
     "d5f85dc929f74de093db085c9265109d": {
      "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
      }
     },
     "d6c2a28248554a1390b2338f09361add": {
      "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
      }
     },
     "d7c38ffa0a7546aa8d63065dd697f208": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_570b507b45de438faf155d635136377d",
       "placeholder": "​",
       "style": "IPY_MODEL_ea2f64f8652943a8a343ce694954653b",
       "value": "0.5"
      }
     },
     "d851953c6c06445190466ffb37d827bd": {
      "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": ""
      }
     },
     "d8e2c8bb02234c9eacdfb6e2de9cdf05": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_1c4354f924ec43a6acf27e221a9c44c4",
       "placeholder": "​",
       "style": "IPY_MODEL_d4a2fce9cf1f47718fe48ac07d353817",
       "value": "leapfrog integrator"
      }
     },
     "da31003bdf014d4b8cebd98ee36178e6": {
      "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": ""
      }
     },
     "da5e4a058ecd4d608bb3d2e95a4f74f5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_f000cd831f714816a8f1f4368c716b83",
       "placeholder": "​",
       "style": "IPY_MODEL_17f1133feebd40c39b4dd5411e55c7ca",
       "value": "20000"
      }
     },
     "dac8fe7131714944a72c45549600dc11": {
      "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
      }
     },
     "db43b86f46824cb3b70a527c9c15f1a6": {
      "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_fd0682c4864343258baab751ac16bd97",
       "placeholder": "​",
       "style": "IPY_MODEL_22f7afd5108946f7894de25eed93fc5f",
       "value": "Tot. acc rate: 1.00. Progress: 100%"
      }
     },
     "db6148ee10d842efbdc912b1a4480e91": {
      "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": ""
      }
     },
     "dcc63dc870024ad78c5e232b4c4183f2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_d4018c1c1a0f49efbcbd525a59e0b3f8",
        "IPY_MODEL_747c8a50853440c499916e48fd56fe8f",
        "IPY_MODEL_7ca4417a78574e9fbc1f7e8741445e53",
        "IPY_MODEL_0833e87bac964dc0aefdbd28929a0f34",
        "IPY_MODEL_01f865b4824e42b0a3631bc49ad9713f",
        "IPY_MODEL_b3e712576bda4ceebdcbbdd9e34f5d91",
        "IPY_MODEL_4c147b8dcbf44ee2a1db22aba46132a9",
        "IPY_MODEL_1681f087f449461ba1a9c96d81db02a0",
        "IPY_MODEL_ca621cc131c942639df411633db47095",
        "IPY_MODEL_cdb2dffff66f4eea96abe5667aa54d23"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "dcfce65d44b64972a57dd173e92e95af": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2ccde7fe41be4437b1362af00b11ef09",
       "placeholder": "​",
       "style": "IPY_MODEL_3af2bdf005854d77ab089c1d17a3e430",
       "value": "proposals per seconds"
      }
     },
     "dd653b693e884f48aab3a8d4864f3c17": {
      "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
      }
     },
     "de2d68fa56cb43ffad59123e324e5693": {
      "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": ""
      }
     },
     "de7552c47ef241859c840384e4aa11a0": {
      "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": ""
      }
     },
     "dedc44c121f849f08b66a300d180821a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_50fa2639f4e64969a0f672a46cdcbc76",
       "placeholder": "​",
       "style": "IPY_MODEL_d517aec9996e4c5fa743a8f69c3548db",
       "value": "1"
      }
     },
     "defb4cb645a04cbebaa19d3e1eb8a84c": {
      "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
      }
     },
     "dff64012c4d046bbb0c5871a3252ba54": {
      "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": ""
      }
     },
     "e0185b03fb5b4429b4909b01bb8c3d2b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_ccdbd255cc9e41e69ca81bab4b1e1e33",
       "placeholder": "​",
       "style": "IPY_MODEL_f7c0cb39311447518acc08ead0d47cff",
       "value": "integrator"
      }
     },
     "e1357ed60a134424a2e2bb8a00298431": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_2372376ee76c4b4c826cb94a08a95327",
       "placeholder": "​",
       "style": "IPY_MODEL_07169cd267dd4108a1080203cd80abc8",
       "value": "proposals made (excluding first position)"
      }
     },
     "e1d24e5978ff40bb93113fa2ff8d91d4": {
      "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
      }
     },
     "e2c66fb4b4aa480f9b02e036b2c6374a": {
      "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
      }
     },
     "e2e4e70e88e24da2a2adc5cee52c543f": {
      "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": ""
      }
     },
     "e3750b60ea5a45e5ad8f140b2b226d37": {
      "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
      }
     },
     "e3852f6912d048f78db4e0f6a700c09f": {
      "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
      }
     },
     "e3acd8a8cfd54eda93dc9e53f876b008": {
      "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": ""
      }
     },
     "e7156f94ecd74084a6616fcf1111d4bf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_b11243d171bc4dc89128b24120488218",
        "IPY_MODEL_0f09550759844a318c85c7583ebc765c",
        "IPY_MODEL_8aa3504f7b6546c09f0a5ffb57d5ec79"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "e764cd2a4bb14ec48cfd81513147099e": {
      "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
      }
     },
     "e83e766563b74cc58821fabd3a7ae643": {
      "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
      }
     },
     "e895c699378c48ef93e1a89d834f4584": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "HBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "HBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "HBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_ee8834d25d5f47d19a42642c49d8d451",
        "IPY_MODEL_6c6b98bdb65d4a9185e5216c71119317"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "e9031809169c4515b5389c6114a56c26": {
      "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
      }
     },
     "e913fc2b7e1840568fa781ba14cc988f": {
      "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
      }
     },
     "e94098d804da4cc1bdfdd46851dd360d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_f99c3b56b9ed4621a22f62412c53f7ff",
        "IPY_MODEL_1def62f3cfba4b36b9fe51b8ee2bf95c",
        "IPY_MODEL_459ff29623a34043a2fb5d2af807b9d3",
        "IPY_MODEL_a6abaa4456064303a8b3b87afc92315c",
        "IPY_MODEL_677079af43e54c90a5fd0667fdf12e3d",
        "IPY_MODEL_869f9275861346f6817bb188f1a32e2d"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "ea2f64f8652943a8a343ce694954653b": {
      "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": ""
      }
     },
     "ea39e9c80b104d77b8af7056bcb67516": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_b23bd3f3ac08425ebacc246da830b0cc",
        "IPY_MODEL_dedc44c121f849f08b66a300d180821a",
        "IPY_MODEL_6500421069264a58ba08580a292904d4",
        "IPY_MODEL_491adc8e10314408bb140ea68a84ff9f",
        "IPY_MODEL_615af3da510f45a29d646e80469816d7",
        "IPY_MODEL_a331a401bf2b47d79da5d46dd89b00ef"
       ],
       "layout": "IPY_MODEL_7287b7bec2f4416b87921b3cf0948cac"
      }
     },
     "eb172daa17b441fd9276691747a12bac": {
      "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
      }
     },
     "eb639649a57b4131a915971b283167f2": {
      "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": ""
      }
     },
     "ec400cd34cbd4f548fd36550ea7bbf79": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_dac8fe7131714944a72c45549600dc11",
       "placeholder": "​",
       "style": "IPY_MODEL_5ac6c4cfefba418ea1a16bb30cd4722c",
       "value": "runtime (seconds)"
      }
     },
     "ecdfa84025144b0ca9b22bf3bcda5655": {
      "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": ""
      }
     },
     "ee8834d25d5f47d19a42642c49d8d451": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_a5d33ced44af42c0a5e97827cefce697",
        "IPY_MODEL_18a9676bd9a04d059b46952babd9a17e",
        "IPY_MODEL_21502ab1521247cd89ad718d8dee32b8"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "ef9be12521d347f8b3bffb1eb686426c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_da5e4a058ecd4d608bb3d2e95a4f74f5",
        "IPY_MODEL_b47343f67b14491ab2d18bee6bcad76c",
        "IPY_MODEL_d7c38ffa0a7546aa8d63065dd697f208",
        "IPY_MODEL_28ffc16c6bd94edc9242f60e8a148a13",
        "IPY_MODEL_274555db36304ac384e5fec9a5bb4f22",
        "IPY_MODEL_d8e2c8bb02234c9eacdfb6e2de9cdf05"
       ],
       "layout": "IPY_MODEL_875a3718b6314f95acd69498911e5c5a"
      }
     },
     "efec8e2795db42f6ac1a8187509b36c6": {
      "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
      }
     },
     "f000cd831f714816a8f1f4368c716b83": {
      "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
      }
     },
     "f06f4300cf5443a3b2a8e639c3245caf": {
      "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
      }
     },
     "f127ac47edbe4a15930a4f840d029c29": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatProgressModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "FloatProgressModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "ProgressView",
       "bar_style": "success",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_993ea99c3c09414083754c23cdbf61a7",
       "max": 20000,
       "min": 0,
       "orientation": "horizontal",
       "style": "IPY_MODEL_01e836d014ea42de9f5a7abeedf5ef95",
       "value": 20000
      }
     },
     "f178c862b0924720b34c4b7330653e94": {
      "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
      }
     },
     "f277c476e60e47e28b4d0a78829a32ff": {
      "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
      }
     },
     "f35cda235d524418ada10bc10482facc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_540b5f25b757400d85fb524c46c3b62e",
       "placeholder": "​",
       "style": "IPY_MODEL_4ae986e97262483c9ba2d983d3537253",
       "value": "dimensions"
      }
     },
     "f4452456b0c946afb419a391441b9db2": {
      "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
      }
     },
     "f48b3a1f25844f198749e5c59d601a43": {
      "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": ""
      }
     },
     "f5d757da6ab44455afb330e1707f35a9": {
      "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": ""
      }
     },
     "f6a9169b2ba243498bb7f4418910be19": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "VBoxModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "VBoxView",
       "box_style": "",
       "children": [
        "IPY_MODEL_755f6b1e52a44754b258d019274a483e",
        "IPY_MODEL_02f29564f91e4f8589058598adbbb6b6",
        "IPY_MODEL_76a99e9743274026b217c50ee443b49b"
       ],
       "layout": "IPY_MODEL_965be8c760fe4f93ad0009c75618211c"
      }
     },
     "f75c222324a744d2845301537f3edde0": {
      "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
      }
     },
     "f77f753781144bb991e6a0ad64ffa917": {
      "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": ""
      }
     },
     "f7c0cb39311447518acc08ead0d47cff": {
      "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": ""
      }
     },
     "f8436aa6b76544f283f720885147297c": {
      "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": ""
      }
     },
     "f8d7dead047442c69b44404c58e6772f": {
      "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
      }
     },
     "f99c3b56b9ed4621a22f62412c53f7ff": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_73f975279a98425cba82ba8f04e9c300",
       "placeholder": "​",
       "style": "IPY_MODEL_c3b6f4c3f6bc45c8a17e4094f7edff9f",
       "value": "proposals"
      }
     },
     "fc0110678ce94ebea563f63164da1b9b": {
      "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": ""
      }
     },
     "fcb5512dd40f410e8f03fc71a4a1fc49": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_6ea94965f695452d90fdc011c9632730",
       "placeholder": "​",
       "style": "IPY_MODEL_63664f7698664bac919608b8df6fd27f",
       "value": "<__main__.StyblinskiTang object at 0x15ab62c10>"
      }
     },
     "fcbf17ce599a482f9d6c54ee04d9b7f8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d53f295b4a5e4a78806262dfe3f86053",
       "placeholder": "​",
       "style": "IPY_MODEL_5ed99e4694dd40219ade0cc2bcb63488",
       "value": "samples written (after online thinning)"
      }
     },
     "fcd8acbf82954d539ec53db55d6b5209": {
      "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": ""
      }
     },
     "fce695899858436eb66183d93099358f": {
      "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": ""
      }
     },
     "fd0682c4864343258baab751ac16bd97": {
      "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
      }
     },
     "ff840c255dd54dffb9fe88d0d53d8ad3": {
      "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": ""
      }
     },
     "fffc737c07164eeebe274ef355692036": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "LabelModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/controls",
       "_model_module_version": "1.5.0",
       "_model_name": "LabelModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/controls",
       "_view_module_version": "1.5.0",
       "_view_name": "LabelView",
       "description": "",
       "description_tooltip": null,
       "layout": "IPY_MODEL_d368b9e994894faeb4a1fa2d33c67100",
       "placeholder": "​",
       "style": "IPY_MODEL_1790ed6bd92b4106b63da88e88528dae",
       "value": "amount of steps"
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}