hddm_example.ipynb

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  {
   "cell_type": "markdown",
   "id": "77325aaa-d081-476d-b4d2-092dece4ae8f",
   "metadata": {},
   "source": [
    "## Load Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "f014b512-eaf3-4b30-9721-c4f9072a3dc8",
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   "outputs": [],
   "source": [
    "import hddm\n",
    "from copy import deepcopy\n",
    "import pickle\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pathlib\n",
    "\n",
    "\n",
    "import ssms\n",
    "\n",
    "import arviz as az\n",
    "from time import time \n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import jax\n",
    "from jax import numpy as  jnp\n",
    "\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bbb1c17-301a-414b-8311-1570315805ac",
   "metadata": {},
   "source": [
    "## Single Subject"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "ab8c13fe-f615-4cad-bdee-0a21d604f31a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'name': 'ddm', 'params': ['v', 'a', 'z', 't'], 'param_bounds': [[-3.0, 0.3, 0.1, 0.0], [3.0, 2.5, 0.9, 2.0]], 'boundary': <function constant at 0x7f47a972fef0>, 'n_params': 4, 'default_params': [0.0, 1.0, 0.5, 0.001], 'hddm_include': ['z'], 'nchoices': 2}\n"
     ]
    }
   ],
   "source": [
    "# Model\n",
    "from copy import deepcopy\n",
    "model = \"ddm\" # for now only DDM (once we have choice probability models --> all models applicable)\n",
    "model_config = ssms.config.model_config[model].copy() # convenience\n",
    "n_chains = 2\n",
    "\n",
    "central_data_single_subject = pickle.load(open('data/single_subject/' + model + \\\n",
    "                                               '_nsamples_1000_nparams_200_stdfracdenom_6.pickle', 'rb'))\n",
    "\n",
    "subj_idx = 3\n",
    "data = central_data_single_subject['data'][subj_idx]['hddm']\n",
    "gt_params = central_data_single_subject['data'][subj_idx]['gt_params']\n",
    "n_samples = central_data_single_subject['data'][subj_idx]['hddm'].shape[0]\n",
    "\n",
    "print(ssms.config.model_config[model])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "939ca215-d511-4ea7-b455-0c9502f395fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make folder for arviz data if it doesn't already exist\n",
    "arviz_path = 'data/single_subject/' + \\\n",
    "             model + '_nsamples_1000_nparams_200_stdfracdenom_6'\n",
    "\n",
    "pathlib.Path(arviz_path).mkdir(parents = True, \n",
    "                               exist_ok = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "32da85c5-64dc-4a99-bae9-7f81f13246c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using default priors: Uninformative\n",
      "{'v': 1.5, 'v_std': 1, 'a': 1, 'a_std': 1, 'z': 0.1, 'z_trans': 0.2, 't': 0.01, 't_std': 0.15}\n",
      "Supplied model_config specifies params_std_upper for  z as  None.\n",
      "Changed to 10\n",
      " [-----------------100%-----------------] 2000 of 2000 complete in 29.3 secUsing default priors: Uninformative\n",
      "{'v': 1.5, 'v_std': 1, 'a': 1, 'a_std': 1, 'z': 0.1, 'z_trans': 0.2, 't': 0.01, 't_std': 0.15}\n",
      "Supplied model_config specifies params_std_upper for  z as  None.\n",
      "Changed to 10\n",
      " [-----------------100%-----------------] 2000 of 2000 complete in 29.2 sec"
     ]
    }
   ],
   "source": [
    "model_list = []\n",
    "start_t = time()\n",
    "\n",
    "for i in range(n_chains):\n",
    "    model_list.append(hddm.HDDMnn(data,\n",
    "                            model = model,\n",
    "                            include = hddm.model_config.model_config[model]['hddm_include']\n",
    "                            ))\n",
    "    model_list[i].sample(2000, burn = 500)\n",
    "\n",
    "end_t = time()\n",
    "\n",
    "run_time = (end_t - start_t) / n_chains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "94679896-6a91-42cb-bddf-17cf446c0de3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hddm_model.sample(2000, burn = 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "ff915e2f-6023-44e4-91dd-8017474191bd",
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   "outputs": [],
   "source": [
    "def traces_to_arviz_single_subject(traces = None, model = 'ddm'):\n",
    "    traces_dict = {}\n",
    "    \n",
    "    for key_ in traces.keys():\n",
    "        tmp_trace = traces[key_].values\n",
    "        \n",
    "        if '_trans' in key_:\n",
    "            key_tmp = key_[:key_.find('_trans')]\n",
    "            idx = hddm.model_config.model_config[model]['params'].index(key_tmp)\n",
    "            a = hddm.model_config.model_config[model]['param_bounds'][0][idx]\n",
    "            b = hddm.model_config.model_config[model]['param_bounds'][1][idx] #[exp(traces['z_trans'])\n",
    "            traces_dict[key_tmp] = ((b - a) * np.exp(traces[key_].values) / (1 + np.exp(traces[key_].values))) + a\n",
    "        else:\n",
    "            traces_dict[key_] = traces[key_].values\n",
    "    \n",
    "    return az.from_dict(traces_dict), traces_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "94e3b79c-7595-4533-8f82-a6f7816b66e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "traces_list = []\n",
    "traces_dict_list = []\n",
    "for i in range(2):\n",
    "    traces_list.append(traces_to_arviz_single_subject(traces = model_list[i].get_traces(), \n",
    "                                                     model = model)[0])\n",
    "    traces_dict_list.append(traces_to_arviz_single_subject(traces = model_list[i].get_traces(),\n",
    "                                                           model = model)[1])\n",
    "az_hddm = az.concat(traces_list, dim='chain')\n",
    "az_hddm.posterior.attrs['runtime'] = run_time\n",
    "traces_dicts_stacked = stack_traces_dicts(traces_dicts = traces_dict_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e4a75ed-19b9-4604-ab27-d3f8c933cb63",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make folder for arviz data if it doesn't already exist\n",
    "arviz_path = 'data/hierarchical/' + \\\n",
    "             model + '_nsamples_1000_nsubjects_20_nparams_200_stdfracdenom_6'\n",
    "\n",
    "pathlib.Path(arviz_path).mkdir(parents = True, \n",
    "                               exist_ok = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "189be169-ad51-4438-bd8b-8e74c5da5ef3",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(az_hddm, open(arviz_path + '/arviz_mcmc_hddm_' + \\\n",
    "                          str(dataset_idx) + '.pickle', 'wb'))\n",
    "pickle.dump(traces_dicts_stacked, open(arviz_parth + '/dict_mcmc_hddm_' + \\\n",
    "                                      str(dataset_idx) + '.pickle', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "2de2f3d9-6383-4666-aadc-bc79fdcf6b92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 1500)"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traces_dicts_stacked['a'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "b984e81a-aee8-4466-95d1-aba6cd2fbfc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function stack_traces_dicts in module __main__:\n",
      "\n",
      "stack_traces_dicts(traces_dicts=[])\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(stack_traces_dicts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d6c4d64b-7015-45e0-9968-5aea7c4b61f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "az_hddm.posterior.attrs['runtime'] = 10"
   ]
  },
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   "cell_type": "code",
   "execution_count": 130,
   "id": "22d4b123-ad7b-4f72-b6e9-d3cd6c5d5d3d",
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       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (chain: 1, draw: 1500)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0\n",
       "  * draw     (draw) int64 0 1 2 3 4 5 6 7 ... 1493 1494 1495 1496 1497 1498 1499\n",
       "Data variables:\n",
       "    v        (chain, draw) float64 0.9035 0.8946 0.8962 ... 0.867 0.8788 0.876\n",
       "    a        (chain, draw) float64 1.709 1.723 1.685 1.657 ... 1.69 1.683 1.665\n",
       "    z        (chain, draw) float64 0.4505 0.4536 0.4421 ... 0.4573 0.4573 0.4627\n",
       "    t        (chain, draw) float64 0.7499 0.7414 0.7571 ... 0.7648 0.7761 0.7851\n",
       "Attributes:\n",
       "    created_at:     2022-09-13T22:12:46.720379\n",
       "    arviz_version:  0.12.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8e23dd3c-445c-402f-a4a5-c59672ce5716' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8e23dd3c-445c-402f-a4a5-c59672ce5716' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 1500</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-14e211cb-0410-49f5-87ed-ed3b6a3961e7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14e211cb-0410-49f5-87ed-ed3b6a3961e7' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-d3f4ad3d-c478-4c8b-99f1-587de20505bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3f4ad3d-c478-4c8b-99f1-587de20505bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f53709a8-b69b-42ad-b0ac-a4d9f6499cde' class='xr-var-data-in' type='checkbox'><label for='data-f53709a8-b69b-42ad-b0ac-a4d9f6499cde' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1496 1497 1498 1499</div><input id='attrs-688a5a73-7949-4980-a416-a343fcace442' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-688a5a73-7949-4980-a416-a343fcace442' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99baeca2-5bdb-4de5-944a-58310ea3eabf' class='xr-var-data-in' type='checkbox'><label for='data-99baeca2-5bdb-4de5-944a-58310ea3eabf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 1497, 1498, 1499])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-13483618-d68a-48b1-8a8c-c0b5ec7ebecb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-13483618-d68a-48b1-8a8c-c0b5ec7ebecb' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9035 0.8946 ... 0.8788 0.876</div><input id='attrs-e6b17f69-297f-489d-87b9-bfd975e0bf0c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6b17f69-297f-489d-87b9-bfd975e0bf0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc4cea79-1cc6-43a2-912c-20929df811e1' class='xr-var-data-in' type='checkbox'><label for='data-dc4cea79-1cc6-43a2-912c-20929df811e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.90345213, 0.89462352, 0.89623161, ..., 0.86697235, 0.87881468,\n",
       "        0.87600004]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.709 1.723 1.685 ... 1.683 1.665</div><input id='attrs-9d72f1c5-c741-478b-ab77-58d284f323f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d72f1c5-c741-478b-ab77-58d284f323f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89e159e0-5ca4-4b50-a996-19822a22168f' class='xr-var-data-in' type='checkbox'><label for='data-89e159e0-5ca4-4b50-a996-19822a22168f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.70889352, 1.72256606, 1.68450406, ..., 1.68956231, 1.68301469,\n",
       "        1.66501756]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4505 0.4536 ... 0.4573 0.4627</div><input id='attrs-f91c444a-740d-4733-8f53-68dfcfed3d3d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f91c444a-740d-4733-8f53-68dfcfed3d3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8562cce-d5eb-4f40-8775-2629f8701979' class='xr-var-data-in' type='checkbox'><label for='data-f8562cce-d5eb-4f40-8775-2629f8701979' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.45053839, 0.45359668, 0.44208981, ..., 0.45734576, 0.4573413 ,\n",
       "        0.46274165]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7499 0.7414 ... 0.7761 0.7851</div><input id='attrs-db351aee-63d1-48eb-8e97-577c8febac88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db351aee-63d1-48eb-8e97-577c8febac88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-322a9db8-9e9d-4da9-a21e-f2f968f86279' class='xr-var-data-in' type='checkbox'><label for='data-322a9db8-9e9d-4da9-a21e-f2f968f86279' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.7499011 , 0.7414191 , 0.75713536, ..., 0.76475188, 0.77611155,\n",
       "        0.7851232 ]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9542539e-0c9f-460c-b77f-ead9a323f64a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9542539e-0c9f-460c-b77f-ead9a323f64a' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2022-09-13T22:12:46.720379</dd><dt><span>arviz_version :</span></dt><dd>0.12.1</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "              </ul>\n",
       "            </div>\n",
       "            <style> /* CSS stylesheet for displaying InferenceData objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-sections.group-sections {\n",
       "  grid-template-columns: auto;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
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       "\n",
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       "  padding-left: 25px !important;\n",
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       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
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       "\n",
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       "\n",
       ".xr-attrs dt {\n",
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       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traces_list[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b0ce73d-3213-4f56-ad06-c39920417133",
   "metadata": {},
   "source": [
    "## Hierarchical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "678b0822-aa02-4f8c-8edc-2497c7bd2b1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'name': 'ddm', 'params': ['v', 'a', 'z', 't'], 'param_bounds': [[-3.0, 0.3, 0.1, 0.0], [3.0, 2.5, 0.9, 2.0]], 'boundary': <function constant at 0x7f47a972fef0>, 'n_params': 4, 'default_params': [0.0, 1.0, 0.5, 0.001], 'hddm_include': ['z'], 'nchoices': 2}\n"
     ]
    }
   ],
   "source": [
    "model = 'ddm'\n",
    "model_config = ssms.config.model_config[model]\n",
    "n_chains = 2\n",
    "\n",
    "central_data_hierarchical = pickle.load(open('data/hierarchical/' + model + \\\n",
    "                                             '_nsamples_1000_nsubjects_20_nparams_200_stdfracdenom_6.pickle', 'rb'))\n",
    "\n",
    "dataset_idx = 0\n",
    "data = central_data_hierarchical['data'][dataset_idx]['hddm']\n",
    "gt_params = central_data_hierarchical['data'][dataset_idx]['gt_params']\n",
    "n_samples = central_data_hierarchical['data'][dataset_idx]['hddm'].shape[0]\n",
    "n_subjects = central_data_hierarchical['data'][dataset_idx]['hddm'].shape[1]\n",
    "\n",
    "print(ssms.config.model_config[model])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "650b4ae9-757b-4aae-b960-63c829cd6988",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make folder for arviz data if it doesn't already exist\n",
    "arviz_path = 'data/hierarchical/' + \\\n",
    "             model + '_nsamples_1000_nsubjects_20_nparams_200_stdfracdenom_6'\n",
    "\n",
    "pathlib.Path(arviz_path).mkdir(parents = True, \n",
    "                               exist_ok = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "06a72d8c-5382-442a-a58a-154fadfda00b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using default priors: Uninformative\n",
      "{'v': 1.5, 'v_std': 1, 'a': 1, 'a_std': 1, 'z': 0.1, 'z_trans': 0.2, 't': 0.01, 't_std': 0.15}\n",
      "Supplied model_config specifies params_std_upper for  z as  None.\n",
      "Changed to 10\n",
      " [-----------------100%-----------------] 200 of 200 complete in 78.4 secUsing default priors: Uninformative\n",
      "{'v': 1.5, 'v_std': 1, 'a': 1, 'a_std': 1, 'z': 0.1, 'z_trans': 0.2, 't': 0.01, 't_std': 0.15}\n",
      "Supplied model_config specifies params_std_upper for  z as  None.\n",
      "Changed to 10\n",
      " [-----------------100%-----------------] 201 of 200 complete in 79.2 sec"
     ]
    }
   ],
   "source": [
    "model_list = []\n",
    "start_t = time()\n",
    "\n",
    "for i in range(n_chains):\n",
    "    model_list.append(hddm.HDDMnn(data,\n",
    "                                  model = model,\n",
    "                                  include = hddm.model_config.model_config[model]['hddm_include'],\n",
    "                                  is_group_model = True,\n",
    "                                  p_outlier = 0.0\n",
    "                                  ))\n",
    "    model_list[i].sample(200, burn = 100)\n",
    "\n",
    "end_t = time()\n",
    "\n",
    "run_time = (end_t - start_t) / n_chains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "8488bbea-e49a-484d-b7a1-c4e1144c6d29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['v', 'v_std', 'v_subj.0', 'v_subj.1', 'v_subj.2', 'v_subj.3',\n",
       "       'v_subj.4', 'v_subj.5', 'v_subj.6', 'v_subj.7', 'v_subj.8', 'v_subj.9',\n",
       "       'v_subj.10', 'v_subj.11', 'v_subj.12', 'v_subj.13', 'v_subj.14',\n",
       "       'v_subj.15', 'v_subj.16', 'v_subj.17', 'v_subj.18', 'v_subj.19', 'a',\n",
       "       'a_std', 'a_subj.0', 'a_subj.1', 'a_subj.2', 'a_subj.3', 'a_subj.4',\n",
       "       'a_subj.5', 'a_subj.6', 'a_subj.7', 'a_subj.8', 'a_subj.9', 'a_subj.10',\n",
       "       'a_subj.11', 'a_subj.12', 'a_subj.13', 'a_subj.14', 'a_subj.15',\n",
       "       'a_subj.16', 'a_subj.17', 'a_subj.18', 'a_subj.19', 'z_trans', 'z_std',\n",
       "       'z_subj_trans.0', 'z_subj_trans.1', 'z_subj_trans.2', 'z_subj_trans.3',\n",
       "       'z_subj_trans.4', 'z_subj_trans.5', 'z_subj_trans.6', 'z_subj_trans.7',\n",
       "       'z_subj_trans.8', 'z_subj_trans.9', 'z_subj_trans.10',\n",
       "       'z_subj_trans.11', 'z_subj_trans.12', 'z_subj_trans.13',\n",
       "       'z_subj_trans.14', 'z_subj_trans.15', 'z_subj_trans.16',\n",
       "       'z_subj_trans.17', 'z_subj_trans.18', 'z_subj_trans.19', 't', 't_std',\n",
       "       't_subj.0', 't_subj.1', 't_subj.2', 't_subj.3', 't_subj.4', 't_subj.5',\n",
       "       't_subj.6', 't_subj.7', 't_subj.8', 't_subj.9', 't_subj.10',\n",
       "       't_subj.11', 't_subj.12', 't_subj.13', 't_subj.14', 't_subj.15',\n",
       "       't_subj.16', 't_subj.17', 't_subj.18', 't_subj.19'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_list[0].get_traces().keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "29c3694a-6f4c-44a2-bd90-7b23babe79d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def traces_to_arviz_hierarchical(traces = None, model = 'ddm', n_subjects = 20):\n",
    "    traces_dict = {}\n",
    "    \n",
    "    # clean up trans\n",
    "    trans_columns = []\n",
    "    for key_ in traces.keys():\n",
    "        tmp_trace = traces[key_].values\n",
    "        \n",
    "        if '_trans' in key_:\n",
    "            trans_columns.append(key_)\n",
    "            \n",
    "            if 'subj' in key_:\n",
    "                key_tmp = key_[:key_.find('_trans')] + key_[(key_.find('_trans') + 6):]\n",
    "            else:\n",
    "                key_tmp = key_[:key_.find('_trans')]\n",
    "            \n",
    "            key_param_isolated = key_[:key_.find('_')]\n",
    "            \n",
    "            idx = hddm.model_config.model_config[model]['params'].index(key_param_isolated)\n",
    "            a = hddm.model_config.model_config[model]['param_bounds'][0][idx]\n",
    "            b = hddm.model_config.model_config[model]['param_bounds'][1][idx] #[exp(traces['z_trans'])\n",
    "            traces[key_tmp] = ((b - a) * np.exp(traces[key_].values) / (1 + np.exp(traces[key_].values))) + a\n",
    "    \n",
    "    traces = traces.drop(trans_columns, axis = 1)\n",
    "    \n",
    "    # Deal with subject wise variables\n",
    "    print({param: param + '_mu_mu' for param in ssms.config.model_config[model]['params']})\n",
    "    traces = traces.rename(columns = {param: param + '_mu_mu' for param in ssms.config.model_config[model]['params']},\n",
    "                           inplace = False)\n",
    "    traces = traces.rename(columns = {param + '_std': param + '_mu_std' for param in ssms.config.model_config[model]['params']},\n",
    "                  inplace = False)\n",
    "    \n",
    "    for param in ssms.config.model_config[model]['params']:\n",
    "        traces_dict[param + '_subj'] = traces[[param + '_subj.' + str(i) for i in range(n_subjects)]].values #.swapaxes(0,1)\n",
    "        traces_dict[param + '_mu_mu'] = traces[param + '_mu_mu'].values\n",
    "        traces_dict[param + '_mu_std'] = traces[param + '_mu_std'].values\n",
    "    \n",
    "    for key_ in traces_dict.keys():\n",
    "        if traces_dict[key_].ndim > 1:\n",
    "            traces_dict[key_] = np.expand_dims(traces_dict[key_], axis = 0)\n",
    "            \n",
    "    # Now turn to arviz inference data\n",
    "    traces_inf = az.from_dict(traces_dict, \n",
    "                 coords = {param + \\\n",
    "                           '_subj_dim_0': np.arange(n_subjects) for param in ssms.config.model_config[model]['params']},\n",
    "                 dims = {param + \\\n",
    "                         '_subj': [param + '_subj_dim_0'] for param in ssms.config.model_config[model]['params']},\n",
    "                )\n",
    "    \n",
    "    traces_inf.add_groups({\"posterior_predictive\": traces_dict},\n",
    "                          coords = {param + \\\n",
    "                           '_subj_dim_0': np.arange(n_subjects) for param in ssms.config.model_config[model]['params']},\n",
    "                          dims = {param + \\\n",
    "                          '_subj': [param + '_subj_dim_0'] for param in ssms.config.model_config[model]['params']},\n",
    "                         )\n",
    "    \n",
    "    return traces_inf, traces_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "ea762d0c-ddc5-4167-a76c-d45862aa5e13",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'v': 'v_mu_mu', 'a': 'a_mu_mu', 'z': 'z_mu_mu', 't': 't_mu_mu'}\n",
      "{'v': 'v_mu_mu', 'a': 'a_mu_mu', 'z': 'z_mu_mu', 't': 't_mu_mu'}\n",
      "{'v': 'v_mu_mu', 'a': 'a_mu_mu', 'z': 'z_mu_mu', 't': 't_mu_mu'}\n",
      "{'v': 'v_mu_mu', 'a': 'a_mu_mu', 'z': 'z_mu_mu', 't': 't_mu_mu'}\n"
     ]
    }
   ],
   "source": [
    "traces_list = []\n",
    "traces_dict_list = []\n",
    "for i in range(2):\n",
    "    traces_list.append(traces_to_arviz_hierarchical(traces = model_list[i].get_traces(), \n",
    "                                                    model = model,\n",
    "                                                    n_subjects = n_subjects)[0])\n",
    "    traces_dict_list.append(traces_to_arviz_hierarchical(traces = model_list[i].get_traces(),\n",
    "                                                         model = model,\n",
    "                                                         n_subjects = n_subjects)[1])\n",
    "az_hddm = az.concat(traces_list, dim = 'chain')\n",
    "az_hddm.posterior.attrs['runtime'] = run_time\n",
    "traces_dicts_stacked = stack_traces_dicts(traces_dicts=traces_dict_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "4254bb96-6d64-4849-8425-c4d37a414585",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stack_traces_dicts(traces_dicts = []):\n",
    "    traces_dicts_stacked = {}\n",
    "    for key_ in traces_dicts[0].keys():\n",
    "        traces_dicts_stacked[key_] = np.stack([traces_dicts[i][key_] for i in range(len(traces_dicts))], axis = 0)\n",
    "    return traces_dicts_stacked"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "598566b7-e6cb-41f4-93b7-20ac43778770",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(az_hddm, open(arviz_path + '/arviz_mcmc_hddm_' + \\\n",
    "                          str(dataset_idx) + '.pickle', 'wb'))\n",
    "pickle.dump(traces_dict_stacked, open(arviz_path + '/dict_mcmc_hddm_' + \\\n",
    "                                      str(dataset_idx) + '.pickle', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "1b39f818-bfef-4e33-b917-e5bc29c2bfb7",
   "metadata": {},
   "outputs": [
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       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (chain: 2, draw: 100, v_subj_dim_0: 20, a_subj_dim_0: 20, z_subj_dim_0: 20, t_subj_dim_0: 20)\n",
       "Coordinates:\n",
       "  * chain         (chain) int64 0 1\n",
       "  * draw          (draw) int64 0 1 2 3 4 5 6 7 8 ... 91 92 93 94 95 96 97 98 99\n",
       "  * v_subj_dim_0  (v_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * a_subj_dim_0  (a_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * z_subj_dim_0  (z_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * t_subj_dim_0  (t_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "Data variables:\n",
       "    v_subj        (chain, draw, v_subj_dim_0) float64 1.103 1.304 ... 0.4589\n",
       "    v_mu_mu       (chain, draw) float64 0.9725 0.9272 1.073 ... 0.9124 0.9426\n",
       "    v_mu_std      (chain, draw) float64 0.2504 0.2984 0.2194 ... 0.2245 0.3149\n",
       "    a_subj        (chain, draw, a_subj_dim_0) float64 1.767 1.71 ... 1.912 1.89\n",
       "    a_mu_mu       (chain, draw) float64 1.84 1.794 1.796 ... 1.765 1.807 1.776\n",
       "    a_mu_std      (chain, draw) float64 0.1073 0.115 0.11 ... 0.1112 0.1243\n",
       "    z_subj        (chain, draw, z_subj_dim_0) float64 0.4771 0.5872 ... 0.5754\n",
       "    z_mu_mu       (chain, draw) float64 0.5654 0.5197 0.6141 ... 0.5689 0.5919\n",
       "    z_mu_std      (chain, draw) float64 0.3953 0.55 0.5823 ... 0.2862 0.3246\n",
       "    t_subj        (chain, draw, t_subj_dim_0) float64 1.063 1.139 ... 1.349\n",
       "    t_mu_mu       (chain, draw) float64 1.048 1.131 1.101 ... 1.123 1.066 1.083\n",
       "    t_mu_std      (chain, draw) float64 0.1074 0.1523 0.1534 ... 0.1169 0.1692\n",
       "Attributes:\n",
       "    created_at:           2022-09-14 13:58:40.027629\n",
       "    arviz_version:        0.12.1\n",
       "    previous_created_at:  [&#x27;2022-09-14T17:58:40.006250&#x27;, &#x27;2022-09-14T17:58:40...\n",
       "    runtime:              831589151.1741978</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-54074ebd-bf89-4968-a47b-9f08fba8b1fe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-54074ebd-bf89-4968-a47b-9f08fba8b1fe' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 2</li><li><span class='xr-has-index'>draw</span>: 100</li><li><span class='xr-has-index'>v_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>a_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>z_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>t_subj_dim_0</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c977661e-2675-4370-a072-9d21b010b511' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c977661e-2675-4370-a072-9d21b010b511' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1</div><input id='attrs-3e50ce86-11d1-4565-a456-3b38d4c100de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e50ce86-11d1-4565-a456-3b38d4c100de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2aa3e15-60bb-4af8-adf9-6846ec27b92f' class='xr-var-data-in' type='checkbox'><label for='data-a2aa3e15-60bb-4af8-adf9-6846ec27b92f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 94 95 96 97 98 99</div><input id='attrs-d0e20431-0812-47b4-90c2-5ac5db1bc3d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0e20431-0812-47b4-90c2-5ac5db1bc3d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d40bf76-8095-4d54-884e-ce600dabac83' class='xr-var-data-in' type='checkbox'><label for='data-4d40bf76-8095-4d54-884e-ce600dabac83' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,\n",
       "       36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53,\n",
       "       54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71,\n",
       "       72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89,\n",
       "       90, 91, 92, 93, 94, 95, 96, 97, 98, 99])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>v_subj_dim_0</span></div><div class='xr-var-dims'>(v_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-e189f902-4c00-4187-84ed-81bf094716a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e189f902-4c00-4187-84ed-81bf094716a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-402f1de4-16a9-47a6-a0d5-fc02f1d71715' class='xr-var-data-in' type='checkbox'><label for='data-402f1de4-16a9-47a6-a0d5-fc02f1d71715' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>a_subj_dim_0</span></div><div class='xr-var-dims'>(a_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-0306ede2-5512-40fe-88f7-3fd78069e5e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0306ede2-5512-40fe-88f7-3fd78069e5e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-147b44ac-5130-40e7-b32a-5b39ed4977a7' class='xr-var-data-in' type='checkbox'><label for='data-147b44ac-5130-40e7-b32a-5b39ed4977a7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>z_subj_dim_0</span></div><div class='xr-var-dims'>(z_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-8d63b434-5c52-4839-864a-c121a39b448c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d63b434-5c52-4839-864a-c121a39b448c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ed62834-2ee0-4e73-8aef-4263456d03d4' class='xr-var-data-in' type='checkbox'><label for='data-8ed62834-2ee0-4e73-8aef-4263456d03d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>t_subj_dim_0</span></div><div class='xr-var-dims'>(t_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-25738db4-ae34-40d0-a3b6-28b17a79b862' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25738db4-ae34-40d0-a3b6-28b17a79b862' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ccdfa02-2c2e-40ab-8b96-18db3a9e3987' class='xr-var-data-in' type='checkbox'><label for='data-7ccdfa02-2c2e-40ab-8b96-18db3a9e3987' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f50d7851-52ac-4cb4-bee8-ebbf2a263632' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f50d7851-52ac-4cb4-bee8-ebbf2a263632' class='xr-section-summary' >Data variables: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>v_subj</span></div><div class='xr-var-dims'>(chain, draw, v_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.103 1.304 1.139 ... 0.705 0.4589</div><input id='attrs-de248e96-c26f-4cc3-ba9a-fff746a9e136' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de248e96-c26f-4cc3-ba9a-fff746a9e136' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1df6ed6c-dae9-4458-b128-638c06d039c2' class='xr-var-data-in' type='checkbox'><label for='data-1df6ed6c-dae9-4458-b128-638c06d039c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[1.10320287, 1.3041696 , 1.13949268, ..., 1.24676672,\n",
       "         0.68629441, 0.55744226],\n",
       "        [1.08940263, 1.31338204, 1.24619553, ..., 1.22769451,\n",
       "         0.64070085, 0.5904592 ],\n",
       "        [1.09967705, 1.32574309, 1.23970825, ..., 1.25634243,\n",
       "         0.65639563, 0.5503461 ],\n",
       "        ...,\n",
       "        [0.99619844, 1.2163921 , 1.11270322, ..., 1.30776736,\n",
       "         0.61550575, 0.54918824],\n",
       "        [1.06377144, 1.26266004, 1.21341673, ..., 1.34827029,\n",
       "         0.65410597, 0.50301499],\n",
       "        [1.06229713, 1.23163277, 1.24293921, ..., 1.34356715,\n",
       "         0.65092588, 0.55019794]],\n",
       "\n",
       "       [[0.96372109, 1.33255518, 1.12970428, ..., 1.22699847,\n",
       "         0.72277803, 0.56266655],\n",
       "        [1.07386141, 1.33725965, 1.00682994, ..., 1.33604758,\n",
       "         0.73810251, 0.50679915],\n",
       "        [1.07722331, 1.32810269, 1.14079484, ..., 1.30452449,\n",
       "         0.71218122, 0.51423855],\n",
       "        ...,\n",
       "        [0.98246232, 1.34455444, 1.27693288, ..., 1.19327664,\n",
       "         0.67950184, 0.44331441],\n",
       "        [1.02065274, 1.26901183, 1.13267842, ..., 1.15377507,\n",
       "         0.7005899 , 0.46199354],\n",
       "        [1.00316854, 1.28867967, 1.20318197, ..., 1.15223126,\n",
       "         0.70498882, 0.45894186]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_mu_mu</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9725 0.9272 ... 0.9124 0.9426</div><input id='attrs-f0ea5cd3-3281-4f46-897a-f0721966ad3d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f0ea5cd3-3281-4f46-897a-f0721966ad3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c472c09-ca43-4071-849b-02ef36786504' class='xr-var-data-in' type='checkbox'><label for='data-7c472c09-ca43-4071-849b-02ef36786504' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.97246939, 0.92717049, 1.07321932, 1.04067942, 1.07232134,\n",
       "        0.95983874, 0.93920972, 0.96466116, 1.02889007, 1.07321385,\n",
       "        0.86644357, 1.06011875, 0.78052812, 0.94294864, 0.93906372,\n",
       "        0.95594366, 0.90998127, 1.02536746, 0.95571879, 0.94278454,\n",
       "        0.90662035, 1.01911823, 0.96119179, 0.96402363, 0.94268938,\n",
       "        0.89776588, 0.9047221 , 1.01473117, 1.04017939, 0.87620639,\n",
       "        0.90612641, 0.88247575, 0.98910807, 0.90680787, 0.97615987,\n",
       "        0.99391619, 0.9080243 , 1.10715361, 0.9240776 , 0.93260833,\n",
       "        0.96911564, 0.94721951, 0.98135088, 0.95462375, 0.96821487,\n",
       "        0.90989062, 0.91157546, 1.03893605, 0.97116751, 0.84864263,\n",
       "        0.8774463 , 0.94386479, 0.95935795, 0.95739976, 1.00832771,\n",
       "        0.96558318, 0.942581  , 0.93530115, 0.92369003, 0.92021324,\n",
       "        1.00382794, 0.93867447, 0.99026069, 0.989386  , 0.98647696,\n",
       "        0.99308609, 0.93112573, 0.86896057, 0.94454294, 0.95244021,\n",
       "        0.98597542, 0.8944014 , 1.0606622 , 0.83473302, 1.05867323,\n",
       "        1.02733354, 0.91759124, 0.90748192, 1.05318607, 0.96666463,\n",
       "        0.96231365, 0.89468828, 0.97823839, 0.91621444, 0.8917089 ,\n",
       "        1.041862  , 0.8629944 , 0.90623297, 1.00721516, 1.00452746,\n",
       "        0.909853  , 1.01498075, 0.86519409, 0.9040465 , 0.98826974,\n",
       "        0.97832201, 0.88605138, 0.95903855, 0.9123332 , 0.97537941],\n",
       "       [0.97551506, 0.99032392, 0.93001925, 0.96010785, 0.91378379,\n",
       "        0.95696105, 0.94318698, 1.00127078, 0.86849854, 1.08157105,\n",
       "        1.07054893, 0.79611631, 0.99833444, 0.99189536, 1.00715126,\n",
       "        0.89001835, 0.90406968, 0.98815309, 0.98557997, 0.96066413,\n",
       "        0.84637318, 0.89901865, 1.00871633, 0.97892507, 0.97275136,\n",
       "        0.94176621, 0.89930951, 0.9779316 , 0.94102744, 0.94878187,\n",
       "        0.8831236 , 1.03961612, 0.91089655, 0.94417959, 1.00224611,\n",
       "        1.011349  , 1.03544934, 1.03282197, 0.93673516, 0.9428205 ,\n",
       "        1.01645398, 0.96810464, 0.95941009, 1.02336585, 0.84928082,\n",
       "        1.07430537, 0.93039693, 0.90396451, 0.99324769, 0.91041352,\n",
       "        0.92346037, 1.03752541, 0.98450398, 0.93127725, 0.9024238 ,\n",
       "        0.9219208 , 0.95302421, 0.90445545, 0.88087592, 1.07047955,\n",
       "        1.0654    , 0.86331867, 0.93759136, 0.99466914, 0.9993    ,\n",
       "        0.96804387, 0.94966463, 0.96027668, 0.91924961, 0.88707314,\n",
       "        0.93908096, 0.94833297, 0.8584064 , 0.99705396, 0.95173643,\n",
       "        0.90360831, 0.90089064, 0.96454293, 0.92650112, 0.92521054,\n",
       "        0.96524547, 0.83901459, 0.86176785, 0.96407281, 0.99407569,\n",
       "        1.0471846 , 0.97448496, 0.96959032, 0.93508619, 0.97585898,\n",
       "        0.89030226, 0.99829698, 0.98018617, 0.94897923, 1.030241  ,\n",
       "        0.96064179, 0.95997104, 0.93296068, 0.91236693, 0.94256802]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_mu_std</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2504 0.2984 ... 0.2245 0.3149</div><input id='attrs-065bb1df-c87a-40fd-bfdb-bd146e3651fe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-065bb1df-c87a-40fd-bfdb-bd146e3651fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fc52887-dbb5-475b-b0f0-d6f1ea93d8d4' class='xr-var-data-in' type='checkbox'><label for='data-3fc52887-dbb5-475b-b0f0-d6f1ea93d8d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.25043357, 0.29837253, 0.21940876, 0.3327649 , 0.25097363,\n",
       "        0.21967433, 0.20531173, 0.31438449, 0.32794617, 0.3479032 ,\n",
       "        0.22404475, 0.27537986, 0.28396175, 0.2072961 , 0.30415373,\n",
       "        0.28748501, 0.25205249, 0.20469301, 0.24953154, 0.21519572,\n",
       "        0.29070778, 0.29177344, 0.17962011, 0.25116726, 0.21532869,\n",
       "        0.2890051 , 0.35746602, 0.26339161, 0.19752535, 0.25007533,\n",
       "        0.24215625, 0.31526161, 0.31978738, 0.23707337, 0.23396375,\n",
       "        0.20781017, 0.45269747, 0.44073511, 0.40244701, 0.37400872,\n",
       "        0.24974847, 0.17987952, 0.19497798, 0.22616868, 0.25862453,\n",
       "        0.22560378, 0.34411113, 0.33273824, 0.33144044, 0.23212532,\n",
       "        0.19872061, 0.29998558, 0.28832019, 0.18709675, 0.18440502,\n",
       "        0.22555895, 0.19369064, 0.22774789, 0.28010729, 0.26738217,\n",
       "        0.23422742, 0.21341467, 0.2147109 , 0.19497997, 0.27740903,\n",
       "        0.37458541, 0.22299193, 0.23853412, 0.25158458, 0.33220319,\n",
       "        0.26404121, 0.24563889, 0.26115701, 0.29743521, 0.25728601,\n",
       "        0.28023487, 0.32793588, 0.26652491, 0.38446722, 0.35761277,\n",
       "        0.41059246, 0.31230067, 0.30294664, 0.27812145, 0.30432274,\n",
       "        0.27652336, 0.23598142, 0.22611747, 0.2682872 , 0.27925401,\n",
       "        0.28064727, 0.30107386, 0.29168278, 0.4017923 , 0.31147972,\n",
       "        0.36846233, 0.20186663, 0.32230139, 0.25197767, 0.25519389],\n",
       "       [0.30763769, 0.26956954, 0.24766669, 0.25566464, 0.21602978,\n",
       "        0.22958268, 0.25317799, 0.16968092, 0.26338098, 0.27979499,\n",
       "        0.21841835, 0.31437829, 0.26710619, 0.25064004, 0.27123238,\n",
       "        0.27018109, 0.23203832, 0.28209846, 0.21459186, 0.2589598 ,\n",
       "        0.29673784, 0.30651019, 0.25935891, 0.26302625, 0.27390753,\n",
       "        0.27147695, 0.29140291, 0.27087982, 0.18946255, 0.23020993,\n",
       "        0.22605951, 0.31862029, 0.31524483, 0.36541504, 0.28874748,\n",
       "        0.25966076, 0.25191365, 0.2557386 , 0.22324067, 0.30379535,\n",
       "        0.24952532, 0.28749063, 0.27559722, 0.26815402, 0.26801005,\n",
       "        0.32179143, 0.35264334, 0.26983106, 0.33441251, 0.22561329,\n",
       "        0.29465144, 0.24708613, 0.21929011, 0.26854189, 0.28622764,\n",
       "        0.28338546, 0.25988084, 0.25968618, 0.24373097, 0.33000977,\n",
       "        0.27612372, 0.29176228, 0.29397141, 0.29361829, 0.25482109,\n",
       "        0.19630371, 0.29176396, 0.22058787, 0.22284503, 0.32855408,\n",
       "        0.28092177, 0.26138453, 0.26683927, 0.29425115, 0.31387679,\n",
       "        0.29326157, 0.24045594, 0.24876351, 0.25827301, 0.18011195,\n",
       "        0.29449172, 0.34870869, 0.24860596, 0.31763564, 0.34991022,\n",
       "        0.29401723, 0.29612014, 0.31099451, 0.41169959, 0.39478308,\n",
       "        0.3491635 , 0.24432832, 0.21153342, 0.25389802, 0.28265354,\n",
       "        0.22938184, 0.30447909, 0.23664683, 0.22454194, 0.31487962]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_subj</span></div><div class='xr-var-dims'>(chain, draw, a_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.767 1.71 1.85 ... 1.912 1.89</div><input id='attrs-1d19c9d2-f78b-43d1-8599-56f8b283bbf7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1d19c9d2-f78b-43d1-8599-56f8b283bbf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d06efae-dc5e-4e6c-8a88-7e32d5d2a4aa' class='xr-var-data-in' type='checkbox'><label for='data-2d06efae-dc5e-4e6c-8a88-7e32d5d2a4aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[1.76712491, 1.71030375, 1.84952503, ..., 1.73812208,\n",
       "         2.01655354, 1.95866406],\n",
       "        [1.7726359 , 1.65556635, 1.86011713, ..., 1.750467  ,\n",
       "         1.92501987, 1.95462107],\n",
       "        [1.79347274, 1.73213206, 1.86593646, ..., 1.85647031,\n",
       "         1.9344327 , 1.92271438],\n",
       "        ...,\n",
       "        [1.76979401, 1.73465489, 1.80770634, ..., 1.79248904,\n",
       "         1.83681478, 1.9770154 ],\n",
       "        [1.76906915, 1.73496727, 1.93596075, ..., 1.77669239,\n",
       "         1.8279401 , 1.99051651],\n",
       "        [1.78075214, 1.78519314, 1.80884721, ..., 1.77558131,\n",
       "         1.87439888, 1.99332736]],\n",
       "\n",
       "       [[1.65762441, 1.72026   , 1.77189309, ..., 1.88940115,\n",
       "         2.0284525 , 1.92037984],\n",
       "        [1.65165169, 1.7094551 , 1.85043652, ..., 1.95396906,\n",
       "         2.0037367 , 1.87031909],\n",
       "        [1.71741282, 1.69462976, 1.8773993 , ..., 1.96605568,\n",
       "         2.03615891, 1.90206345],\n",
       "        ...,\n",
       "        [1.65773417, 1.82461693, 1.78558509, ..., 1.79181963,\n",
       "         1.85623186, 1.93210542],\n",
       "        [1.68910826, 1.86102957, 1.7054812 , ..., 1.71042598,\n",
       "         1.87547523, 1.9608063 ],\n",
       "        [1.6958544 , 1.82694747, 1.66569677, ..., 1.73063883,\n",
       "         1.91201353, 1.89012185]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_mu_mu</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.84 1.794 1.796 ... 1.807 1.776</div><input id='attrs-b97408f0-3d42-4102-9d04-87f638a3d7ed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b97408f0-3d42-4102-9d04-87f638a3d7ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-911dacd4-37c3-40bf-8ae0-451a874166bc' class='xr-var-data-in' type='checkbox'><label for='data-911dacd4-37c3-40bf-8ae0-451a874166bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.84044484, 1.79392059, 1.79641727, 1.82030337, 1.83378458,\n",
       "        1.80006897, 1.79322939, 1.79215756, 1.73821176, 1.75021273,\n",
       "        1.83533275, 1.77939651, 1.81131746, 1.7766388 , 1.81795433,\n",
       "        1.81294198, 1.80814815, 1.85517814, 1.77856507, 1.78491429,\n",
       "        1.782964  , 1.80494745, 1.79899957, 1.82074433, 1.82558482,\n",
       "        1.84343162, 1.85757853, 1.82327652, 1.79343793, 1.85257753,\n",
       "        1.83737577, 1.77730326, 1.75319253, 1.74324824, 1.73754611,\n",
       "        1.82350239, 1.76418109, 1.82043615, 1.78161745, 1.76185399,\n",
       "        1.82029117, 1.78979898, 1.79040082, 1.73770816, 1.79314322,\n",
       "        1.77099198, 1.73765728, 1.73328925, 1.77569314, 1.83246691,\n",
       "        1.8110728 , 1.77994864, 1.78568654, 1.76263429, 1.74041271,\n",
       "        1.81837431, 1.79945136, 1.8439091 , 1.84154746, 1.74607066,\n",
       "        1.82939347, 1.76618362, 1.78068139, 1.81669557, 1.81987204,\n",
       "        1.83755161, 1.80894857, 1.81681292, 1.77404811, 1.79468875,\n",
       "        1.80097836, 1.7470778 , 1.80717365, 1.78494981, 1.79237135,\n",
       "        1.80850802, 1.8026439 , 1.82200326, 1.79458911, 1.81614858,\n",
       "        1.81773487, 1.82628525, 1.82030244, 1.77777762, 1.77057334,\n",
       "        1.82309398, 1.75901184, 1.7634062 , 1.7905362 , 1.78249533,\n",
       "        1.76345688, 1.79955099, 1.76533741, 1.7889631 , 1.81276424,\n",
       "        1.83344875, 1.81825377, 1.81389608, 1.78793796, 1.7862002 ],\n",
       "       [1.77327162, 1.82757812, 1.82270452, 1.84664343, 1.82427221,\n",
       "        1.78553503, 1.73659087, 1.73535996, 1.79005725, 1.79241027,\n",
       "        1.7624092 , 1.80152365, 1.7884217 , 1.78801585, 1.79474142,\n",
       "        1.78930686, 1.81278423, 1.83431899, 1.81948433, 1.77181201,\n",
       "        1.77348794, 1.77293395, 1.76783651, 1.74356253, 1.8359037 ,\n",
       "        1.78057675, 1.8704652 , 1.85417145, 1.83228635, 1.86236457,\n",
       "        1.89006246, 1.79164401, 1.84308229, 1.82781016, 1.81453425,\n",
       "        1.75359123, 1.80949846, 1.79486089, 1.82204467, 1.80668014,\n",
       "        1.83584704, 1.83691072, 1.87363066, 1.85574634, 1.86601792,\n",
       "        1.84987331, 1.81010548, 1.83324406, 1.75016303, 1.75783408,\n",
       "        1.79500659, 1.7851239 , 1.79270953, 1.80288034, 1.7420332 ,\n",
       "        1.81280153, 1.79178716, 1.76083973, 1.8019395 , 1.76114802,\n",
       "        1.78781153, 1.81603256, 1.87001147, 1.82044559, 1.80782508,\n",
       "        1.80670028, 1.80691751, 1.77567051, 1.7882648 , 1.76415925,\n",
       "        1.79169098, 1.79595345, 1.78486727, 1.78085848, 1.73598197,\n",
       "        1.80835166, 1.82137661, 1.80568235, 1.77510417, 1.78507148,\n",
       "        1.81420095, 1.78404873, 1.80971008, 1.79091045, 1.77991445,\n",
       "        1.75447514, 1.71126607, 1.7060974 , 1.81039382, 1.74009121,\n",
       "        1.7689263 , 1.7602779 , 1.75177574, 1.83431211, 1.73278534,\n",
       "        1.79433761, 1.77370765, 1.76538006, 1.80696212, 1.77614325]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_mu_std</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1073 0.115 0.11 ... 0.1112 0.1243</div><input id='attrs-42acf07a-c54e-4d5e-992a-e90e320e9eff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-42acf07a-c54e-4d5e-992a-e90e320e9eff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd9136ce-1b51-4a78-bd32-c57b516255bd' class='xr-var-data-in' type='checkbox'><label for='data-bd9136ce-1b51-4a78-bd32-c57b516255bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.10728785, 0.11504301, 0.11001875, 0.11686486, 0.10064472,\n",
       "        0.09214072, 0.08454127, 0.13005042, 0.12001897, 0.11334675,\n",
       "        0.10513963, 0.10083031, 0.1190549 , 0.14109729, 0.11637688,\n",
       "        0.1172866 , 0.11977636, 0.1320906 , 0.08458938, 0.11962275,\n",
       "        0.11573618, 0.13308686, 0.15734558, 0.12903553, 0.14455802,\n",
       "        0.18186548, 0.16718105, 0.1336391 , 0.13278255, 0.13754171,\n",
       "        0.15626455, 0.15576622, 0.21634716, 0.20342146, 0.16571567,\n",
       "        0.17629603, 0.16436171, 0.13365455, 0.12936177, 0.12462466,\n",
       "        0.12073971, 0.11099488, 0.14919715, 0.12488478, 0.1298185 ,\n",
       "        0.13641496, 0.13657718, 0.14137051, 0.1973084 , 0.193267  ,\n",
       "        0.19657142, 0.11024036, 0.10168008, 0.15907943, 0.11968475,\n",
       "        0.12990452, 0.1383761 , 0.15088554, 0.16836575, 0.17857434,\n",
       "        0.19775016, 0.22640413, 0.20659087, 0.17465905, 0.16736777,\n",
       "        0.16190505, 0.12821462, 0.17351393, 0.14196073, 0.1273038 ,\n",
       "        0.11702582, 0.11968039, 0.12814631, 0.11488129, 0.10099435,\n",
       "        0.09388494, 0.1060124 , 0.0949742 , 0.12001663, 0.0934908 ,\n",
       "        0.09453191, 0.1236001 , 0.09439506, 0.13656259, 0.12883439,\n",
       "        0.14259626, 0.12961506, 0.13801949, 0.11933383, 0.11374489,\n",
       "        0.12633712, 0.1424545 , 0.10914132, 0.11532676, 0.13211203,\n",
       "        0.10360082, 0.12690584, 0.11695701, 0.13741889, 0.15731338],\n",
       "       [0.09963437, 0.10351638, 0.1254151 , 0.11962374, 0.12396835,\n",
       "        0.11449199, 0.13583023, 0.14785479, 0.10990088, 0.10736377,\n",
       "        0.15769302, 0.12655295, 0.10633563, 0.09306309, 0.09187436,\n",
       "        0.10325569, 0.10937517, 0.09693784, 0.12151466, 0.11705502,\n",
       "        0.0887719 , 0.13330075, 0.14419536, 0.1918836 , 0.13394906,\n",
       "        0.18044161, 0.13539871, 0.17168216, 0.09088551, 0.14086189,\n",
       "        0.15718234, 0.21114238, 0.14196598, 0.13701148, 0.12442398,\n",
       "        0.12953634, 0.09794077, 0.12998948, 0.09563623, 0.13908278,\n",
       "        0.10700786, 0.11550484, 0.13603353, 0.13619411, 0.08484604,\n",
       "        0.11673848, 0.10703658, 0.14790673, 0.17227861, 0.14748441,\n",
       "        0.10063582, 0.11021892, 0.15397546, 0.11443103, 0.15219497,\n",
       "        0.1956936 , 0.1493062 , 0.13680486, 0.12219591, 0.11669142,\n",
       "        0.17919147, 0.20577713, 0.18267665, 0.12214334, 0.09388835,\n",
       "        0.07934942, 0.08788921, 0.10305379, 0.10313315, 0.13476083,\n",
       "        0.09154377, 0.09081747, 0.09960488, 0.12137732, 0.1184633 ,\n",
       "        0.12004877, 0.11995829, 0.14216265, 0.15093583, 0.1462458 ,\n",
       "        0.14529421, 0.15379776, 0.14490942, 0.14117638, 0.14361162,\n",
       "        0.14899564, 0.13222428, 0.1716461 , 0.18846571, 0.14234117,\n",
       "        0.13882104, 0.13770156, 0.16359462, 0.13803599, 0.13392574,\n",
       "        0.10282019, 0.10021125, 0.10909634, 0.11117588, 0.12434097]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_subj</span></div><div class='xr-var-dims'>(chain, draw, z_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4771 0.5872 ... 0.6757 0.5754</div><input id='attrs-5c1937ad-72a4-45bb-9c30-4cdaadda7cdb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c1937ad-72a4-45bb-9c30-4cdaadda7cdb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a29e8aaf-48db-45f0-853d-9cbeae08e521' class='xr-var-data-in' type='checkbox'><label for='data-a29e8aaf-48db-45f0-853d-9cbeae08e521' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.47706092, 0.58721941, 0.6322261 , ..., 0.5540649 ,\n",
       "         0.68815517, 0.52626694],\n",
       "        [0.48005702, 0.55579323, 0.63416159, ..., 0.5495816 ,\n",
       "         0.68877269, 0.51966864],\n",
       "        [0.50599866, 0.56691354, 0.62731012, ..., 0.57509729,\n",
       "         0.6900877 , 0.52278473],\n",
       "        ...,\n",
       "        [0.50192822, 0.5834653 , 0.63302171, ..., 0.53348058,\n",
       "         0.68754488, 0.54156643],\n",
       "        [0.50200037, 0.57471735, 0.63474831, ..., 0.50730834,\n",
       "         0.68244666, 0.54535141],\n",
       "        [0.49533852, 0.57568411, 0.6359916 , ..., 0.50254756,\n",
       "         0.67607026, 0.54606813]],\n",
       "\n",
       "       [[0.52350353, 0.54048115, 0.67376399, ..., 0.55085289,\n",
       "         0.69752221, 0.5354989 ],\n",
       "        [0.51116456, 0.53366949, 0.67955403, ..., 0.55259516,\n",
       "         0.69002442, 0.54642265],\n",
       "        [0.47605377, 0.52944031, 0.63036435, ..., 0.58688188,\n",
       "         0.69497823, 0.53447094],\n",
       "        ...,\n",
       "        [0.51902505, 0.57474147, 0.60909221, ..., 0.60713378,\n",
       "         0.66702402, 0.56459091],\n",
       "        [0.52566276, 0.57596465, 0.61306285, ..., 0.59202053,\n",
       "         0.67450961, 0.56736235],\n",
       "        [0.5209895 , 0.58950412, 0.61453272, ..., 0.59985248,\n",
       "         0.67569214, 0.57536626]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_mu_mu</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5654 0.5197 ... 0.5689 0.5919</div><input id='attrs-a4e99449-8368-4b15-af2e-552298861f9c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a4e99449-8368-4b15-af2e-552298861f9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6745156b-9e48-4a48-b95b-38d4de7c77f1' class='xr-var-data-in' type='checkbox'><label for='data-6745156b-9e48-4a48-b95b-38d4de7c77f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.56543847, 0.51973904, 0.61409655, 0.58991601, 0.60114326,\n",
       "        0.59506654, 0.60818283, 0.59936383, 0.500887  , 0.61271803,\n",
       "        0.58309448, 0.59008622, 0.58543766, 0.57003169, 0.63056072,\n",
       "        0.61501932, 0.5828321 , 0.55750831, 0.58651034, 0.60900491,\n",
       "        0.60929537, 0.57029936, 0.58178097, 0.56154579, 0.57988696,\n",
       "        0.58151428, 0.56683815, 0.58510698, 0.58847737, 0.61050464,\n",
       "        0.58457549, 0.60146132, 0.57209056, 0.58972788, 0.58685921,\n",
       "        0.60244719, 0.61080443, 0.62083834, 0.56268503, 0.60071976,\n",
       "        0.61379244, 0.5785744 , 0.5985571 , 0.54098717, 0.55234701,\n",
       "        0.55522645, 0.57475441, 0.5669361 , 0.58198392, 0.58967378,\n",
       "        0.5748401 , 0.54709382, 0.56889843, 0.57917039, 0.59083939,\n",
       "        0.53058161, 0.59106904, 0.56277984, 0.5827183 , 0.57078353,\n",
       "        0.57154549, 0.59587861, 0.5719263 , 0.60489958, 0.57036119,\n",
       "        0.59631587, 0.54835699, 0.5859823 , 0.60717512, 0.5898259 ,\n",
       "        0.56487956, 0.60651801, 0.59097798, 0.56776158, 0.60007107,\n",
       "        0.5460308 , 0.57712577, 0.58394371, 0.57961578, 0.58639078,\n",
       "        0.57715636, 0.58255246, 0.59433706, 0.56405098, 0.56657766,\n",
       "        0.56454361, 0.58124271, 0.56952276, 0.59032312, 0.55954445,\n",
       "        0.59175675, 0.52926137, 0.58780223, 0.59434727, 0.57094464,\n",
       "        0.56099403, 0.57473592, 0.57512744, 0.57704477, 0.58154723],\n",
       "       [0.56026967, 0.60421478, 0.59460577, 0.58316189, 0.56637071,\n",
       "        0.57583077, 0.56856334, 0.59149442, 0.58170031, 0.56919688,\n",
       "        0.55973305, 0.57220702, 0.568756  , 0.60092655, 0.57602155,\n",
       "        0.59702325, 0.59315063, 0.58455176, 0.57259934, 0.58597604,\n",
       "        0.57281129, 0.5682416 , 0.56066529, 0.5561944 , 0.56781598,\n",
       "        0.57040794, 0.55784613, 0.58729391, 0.59462005, 0.57606135,\n",
       "        0.56008923, 0.57895395, 0.58314508, 0.563309  , 0.57044113,\n",
       "        0.58034081, 0.57354068, 0.55859146, 0.59089065, 0.56695399,\n",
       "        0.57814502, 0.58237677, 0.58259711, 0.58153079, 0.56583786,\n",
       "        0.56709046, 0.55974444, 0.55696074, 0.55002127, 0.56401805,\n",
       "        0.56286607, 0.59193195, 0.54175438, 0.55630308, 0.57202767,\n",
       "        0.58969256, 0.55106106, 0.56924468, 0.5935928 , 0.55441589,\n",
       "        0.56218694, 0.55421912, 0.59877151, 0.59513049, 0.62444051,\n",
       "        0.57997225, 0.57186607, 0.56350418, 0.57968885, 0.56725359,\n",
       "        0.57058233, 0.57566155, 0.57614249, 0.58049647, 0.58472155,\n",
       "        0.58570098, 0.59425961, 0.61039292, 0.56989997, 0.56081905,\n",
       "        0.6069125 , 0.58812034, 0.59998004, 0.55350426, 0.5830954 ,\n",
       "        0.53489543, 0.56832832, 0.55128744, 0.59126823, 0.5924113 ,\n",
       "        0.59056109, 0.57869309, 0.52734555, 0.57652152, 0.58250124,\n",
       "        0.56992139, 0.54944628, 0.59190618, 0.56889167, 0.59188898]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_mu_std</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3953 0.55 ... 0.2862 0.3246</div><input id='attrs-1ef68aa5-59b8-41e5-9263-0f1cc5b116b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1ef68aa5-59b8-41e5-9263-0f1cc5b116b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3c2bdcc-a914-42cd-9670-b03020208260' class='xr-var-data-in' type='checkbox'><label for='data-d3c2bdcc-a914-42cd-9670-b03020208260' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.39531244, 0.55003442, 0.58230837, 0.45050996, 0.39996615,\n",
       "        0.35159862, 0.53297291, 0.57200752, 0.51873397, 0.41462023,\n",
       "        0.36621341, 0.6075964 , 0.5761343 , 0.51678626, 0.52627914,\n",
       "        0.47148053, 0.43514397, 0.48360324, 0.50414177, 0.31910908,\n",
       "        0.58007982, 0.32540992, 0.35060778, 0.47298922, 0.41387542,\n",
       "        0.37458779, 0.40705521, 0.36822825, 0.40210561, 0.35978101,\n",
       "        0.43795767, 0.27129087, 0.35737006, 0.38695263, 0.37234964,\n",
       "        0.39777602, 0.50611278, 0.46394074, 0.33981681, 0.37996244,\n",
       "        0.26991687, 0.45168007, 0.5529258 , 0.46724712, 0.41918091,\n",
       "        0.3352222 , 0.352187  , 0.42505913, 0.41161343, 0.38713674,\n",
       "        0.43542845, 0.47687755, 0.46411151, 0.42213541, 0.40805715,\n",
       "        0.44394635, 0.33571653, 0.32952349, 0.35554426, 0.36750766,\n",
       "        0.32901412, 0.43150264, 0.36620984, 0.47018566, 0.54792539,\n",
       "        0.58558798, 0.31985734, 0.32826424, 0.37723428, 0.19885815,\n",
       "        0.46032899, 0.38966872, 0.34429647, 0.41307547, 0.40834285,\n",
       "        0.43090179, 0.43554509, 0.30612067, 0.32241731, 0.36839929,\n",
       "        0.409503  , 0.24849041, 0.3531385 , 0.26399807, 0.38136901,\n",
       "        0.28916406, 0.27570639, 0.34924627, 0.32119971, 0.3874715 ,\n",
       "        0.38691128, 0.61479912, 0.41452788, 0.33224751, 0.29776274,\n",
       "        0.4115939 , 0.34638774, 0.26995361, 0.36937189, 0.39661984],\n",
       "       [0.41222842, 0.41549271, 0.39536011, 0.33903396, 0.34533473,\n",
       "        0.43534461, 0.38017667, 0.30386715, 0.30931534, 0.2970247 ,\n",
       "        0.28066032, 0.32861186, 0.3719686 , 0.32994264, 0.42291765,\n",
       "        0.37252929, 0.48914341, 0.45389695, 0.49167377, 0.25404437,\n",
       "        0.32783628, 0.32805561, 0.29778291, 0.34646145, 0.40091122,\n",
       "        0.35420974, 0.35417431, 0.44969269, 0.37832032, 0.31224385,\n",
       "        0.30630789, 0.30704289, 0.36709142, 0.33191205, 0.33535651,\n",
       "        0.32104653, 0.56209578, 0.32456174, 0.51811845, 0.4187815 ,\n",
       "        0.36397016, 0.37737889, 0.36641044, 0.41052277, 0.39166484,\n",
       "        0.35587409, 0.36709108, 0.34847054, 0.32475266, 0.32756047,\n",
       "        0.29580592, 0.35398097, 0.33698449, 0.30383971, 0.26290439,\n",
       "        0.49412928, 0.45930344, 0.41235387, 0.36490812, 0.30482988,\n",
       "        0.35818135, 0.33773707, 0.34975159, 0.31482031, 0.50072229,\n",
       "        0.44343396, 0.36880627, 0.35625784, 0.40267974, 0.29661703,\n",
       "        0.35045484, 0.3154905 , 0.31594189, 0.38571571, 0.30511345,\n",
       "        0.2596117 , 0.3434155 , 0.45674119, 0.37435323, 0.29525658,\n",
       "        0.30489769, 0.4039492 , 0.31623365, 0.35079871, 0.34734189,\n",
       "        0.35103053, 0.30195392, 0.29667686, 0.50782971, 0.4863226 ,\n",
       "        0.45812128, 0.31162078, 0.34079336, 0.57270291, 0.31977454,\n",
       "        0.4104282 , 0.37706472, 0.33269699, 0.28621412, 0.32460783]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_subj</span></div><div class='xr-var-dims'>(chain, draw, t_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.063 1.139 1.145 ... 1.086 1.349</div><input id='attrs-53357696-5a6a-449f-9428-1ceb7442592a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53357696-5a6a-449f-9428-1ceb7442592a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48481099-07bb-4080-8dc4-ab1c3f1fa1f5' class='xr-var-data-in' type='checkbox'><label for='data-48481099-07bb-4080-8dc4-ab1c3f1fa1f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[1.06349785, 1.13935308, 1.14541147, ..., 1.13409654,\n",
       "         1.11552827, 1.28284758],\n",
       "        [1.03843934, 1.14339957, 1.14712672, ..., 1.13740539,\n",
       "         1.08287757, 1.28515019],\n",
       "        [1.07046496, 1.1460193 , 1.1412779 , ..., 1.13960732,\n",
       "         1.1441897 , 1.27518257],\n",
       "        ...,\n",
       "        [1.03874356, 1.12227772, 1.13187167, ..., 1.07630604,\n",
       "         1.12883667, 1.2849993 ],\n",
       "        [1.04149682, 1.11221366, 1.12837823, ..., 1.09591202,\n",
       "         1.1583339 , 1.27834905],\n",
       "        [1.04150565, 1.06749793, 1.15425008, ..., 1.07093132,\n",
       "         1.14727658, 1.30928955]],\n",
       "\n",
       "       [[1.1440752 , 1.08740625, 1.17672109, ..., 1.09099995,\n",
       "         1.12269159, 1.38973909],\n",
       "        [1.10298398, 1.08644588, 1.15281424, ..., 1.10367206,\n",
       "         1.11538943, 1.32991022],\n",
       "        [1.0494748 , 1.09731084, 1.14051053, ..., 1.10733771,\n",
       "         1.11393338, 1.34070298],\n",
       "        ...,\n",
       "        [1.13055797, 1.0903821 , 1.11880526, ..., 1.19352007,\n",
       "         1.11776949, 1.32369345],\n",
       "        [1.13122898, 1.09788635, 1.16167532, ..., 1.17772635,\n",
       "         1.12217388, 1.29235126],\n",
       "        [1.09893079, 1.10654356, 1.1496737 , ..., 1.1997197 ,\n",
       "         1.0855793 , 1.34858917]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_mu_mu</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.048 1.131 1.101 ... 1.066 1.083</div><input id='attrs-9470d6a9-c6a3-463a-b7af-2fe8c82f2ea2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9470d6a9-c6a3-463a-b7af-2fe8c82f2ea2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3dfbfa22-9076-47aa-95ae-13cdf151084b' class='xr-var-data-in' type='checkbox'><label for='data-3dfbfa22-9076-47aa-95ae-13cdf151084b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.04797182, 1.13090824, 1.10147646, 1.15272543, 1.14144059,\n",
       "        1.1300636 , 1.11057793, 1.11420732, 1.11679053, 1.11960686,\n",
       "        1.09902062, 1.09083476, 1.09080569, 1.12962104, 1.10525915,\n",
       "        1.08713736, 1.10212691, 1.09255257, 1.10243242, 1.06906525,\n",
       "        1.13884903, 1.14468496, 1.15793229, 1.05105644, 1.07323328,\n",
       "        1.11028579, 1.10122427, 1.09771382, 1.10731344, 1.05182882,\n",
       "        1.0977787 , 1.13950771, 1.14237246, 1.14240572, 1.15225421,\n",
       "        1.15927436, 1.15893904, 1.06777035, 1.12531357, 1.12338134,\n",
       "        1.09125532, 1.12083361, 1.092571  , 1.15013353, 1.13567423,\n",
       "        1.10347632, 1.12439747, 1.11960308, 1.11501352, 1.0573547 ,\n",
       "        1.05573315, 1.11955439, 1.09481754, 1.07138443, 1.12765345,\n",
       "        1.0806529 , 1.15949787, 1.12944132, 1.09095196, 1.15467274,\n",
       "        1.0616428 , 1.06937997, 1.06585238, 1.07326408, 1.10175224,\n",
       "        1.10403652, 1.11059623, 1.10927588, 1.0841371 , 1.11809084,\n",
       "        1.10750217, 1.11055348, 1.08858802, 1.11547777, 1.10975681,\n",
       "        1.11014846, 1.14539989, 1.14020281, 1.13698642, 1.10499575,\n",
       "        1.09019803, 1.12382086, 1.135557  , 1.08379876, 1.12043074,\n",
       "        1.12685465, 1.07371426, 1.12894661, 1.12331585, 1.14461109,\n",
       "        1.10625884, 1.12441599, 1.13828786, 1.10482007, 1.08391605,\n",
       "        1.13136191, 1.12649471, 1.09565454, 1.12519587, 1.10465816],\n",
       "       [1.08146208, 1.0983756 , 1.10456221, 1.10232056, 1.11915193,\n",
       "        1.10800205, 1.11213131, 1.12257028, 1.0784836 , 1.08421   ,\n",
       "        1.13098926, 1.0725538 , 1.1426698 , 1.06680142, 1.09177264,\n",
       "        1.09357052, 1.12515077, 1.12845351, 1.10499409, 1.10115046,\n",
       "        1.11414101, 1.10828335, 1.08656886, 1.09339857, 1.09050635,\n",
       "        1.15349945, 1.15018938, 1.05585656, 1.13954807, 1.07112709,\n",
       "        1.12075965, 1.13067121, 1.09996685, 1.05322817, 1.05353247,\n",
       "        1.12890448, 1.06231111, 1.11115833, 1.11186006, 1.06260179,\n",
       "        1.08789373, 1.08517924, 1.10149075, 1.05929638, 1.08647327,\n",
       "        1.0842698 , 1.09721454, 1.09846683, 1.05506179, 1.10530074,\n",
       "        1.04591226, 1.07231962, 1.05826782, 1.15679365, 1.06675104,\n",
       "        1.07691426, 1.06444404, 1.06509717, 1.11904536, 1.04067705,\n",
       "        1.07926308, 1.09565587, 1.08933854, 1.09747585, 1.07472665,\n",
       "        1.10924826, 1.05970097, 1.15452261, 1.15415509, 1.2118237 ,\n",
       "        1.11767198, 1.07438756, 1.04123233, 1.11048004, 1.11494406,\n",
       "        1.09359188, 1.1249299 , 1.10846611, 1.1134049 , 1.09382367,\n",
       "        1.11453764, 1.11514879, 1.10280374, 1.13244639, 1.14384654,\n",
       "        1.10080129, 1.106353  , 1.12934708, 1.09505519, 1.12125286,\n",
       "        1.08812063, 1.10086989, 1.10703207, 1.09993997, 1.13263076,\n",
       "        1.11867232, 1.09982497, 1.12303367, 1.0659417 , 1.08325024]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_mu_std</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1074 0.1523 ... 0.1169 0.1692</div><input id='attrs-8eb72e65-f996-4351-8b5f-16e9ece4e7f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8eb72e65-f996-4351-8b5f-16e9ece4e7f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4ef7f4d-8ae0-45a9-b5e6-56be6c5b753b' class='xr-var-data-in' type='checkbox'><label for='data-f4ef7f4d-8ae0-45a9-b5e6-56be6c5b753b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.10740084, 0.15231928, 0.15342201, 0.10843361, 0.12202784,\n",
       "        0.11304684, 0.1524313 , 0.18235627, 0.08784449, 0.14538779,\n",
       "        0.12065064, 0.11113779, 0.13818497, 0.17070027, 0.10725905,\n",
       "        0.13322058, 0.10736098, 0.12040038, 0.12182976, 0.08601976,\n",
       "        0.16985973, 0.14182474, 0.13284079, 0.13236594, 0.13229389,\n",
       "        0.11411999, 0.15049742, 0.14645443, 0.14995101, 0.13237753,\n",
       "        0.10625089, 0.13613168, 0.1023072 , 0.12405483, 0.1805872 ,\n",
       "        0.16506406, 0.1494981 , 0.13451047, 0.1463912 , 0.10053877,\n",
       "        0.12015359, 0.09786477, 0.08953402, 0.09581466, 0.09722323,\n",
       "        0.10639216, 0.1177769 , 0.11345698, 0.14976346, 0.12652287,\n",
       "        0.12008577, 0.13036423, 0.10656396, 0.12784165, 0.13843765,\n",
       "        0.12541134, 0.15299973, 0.13438571, 0.16937924, 0.0935656 ,\n",
       "        0.11805256, 0.13548319, 0.10840573, 0.09216823, 0.09260428,\n",
       "        0.09768994, 0.0798429 , 0.16207217, 0.15594947, 0.08638206,\n",
       "        0.08584471, 0.12942229, 0.11750201, 0.13744527, 0.14833476,\n",
       "        0.12363661, 0.10906753, 0.12519868, 0.14343498, 0.10441704,\n",
       "        0.15838287, 0.13838306, 0.13572552, 0.11934485, 0.1044863 ,\n",
       "        0.0881696 , 0.10795622, 0.12259484, 0.11350119, 0.10928121,\n",
       "        0.0972054 , 0.09256783, 0.11197381, 0.14378165, 0.09945344,\n",
       "        0.11037412, 0.12301097, 0.15116185, 0.08651414, 0.10107091],\n",
       "       [0.10301655, 0.09407754, 0.12002888, 0.09663301, 0.0931184 ,\n",
       "        0.10505613, 0.12947915, 0.08796258, 0.17957574, 0.17136673,\n",
       "        0.13156098, 0.14675701, 0.11388243, 0.10688389, 0.10437496,\n",
       "        0.11258777, 0.13519234, 0.10720566, 0.12905384, 0.09141627,\n",
       "        0.1281798 , 0.10774736, 0.12593231, 0.08562801, 0.10549548,\n",
       "        0.11018552, 0.10904168, 0.11784014, 0.13613417, 0.10881688,\n",
       "        0.14355322, 0.14278473, 0.09457693, 0.14022993, 0.10528682,\n",
       "        0.09576304, 0.10854277, 0.13585519, 0.09505597, 0.08710534,\n",
       "        0.12687042, 0.08937061, 0.11364394, 0.09868285, 0.1281037 ,\n",
       "        0.13784428, 0.10957532, 0.12095077, 0.14453369, 0.09186907,\n",
       "        0.14058847, 0.15365038, 0.1422113 , 0.1486551 , 0.12360394,\n",
       "        0.10388866, 0.14525567, 0.1142685 , 0.11485292, 0.15695763,\n",
       "        0.10914209, 0.14594694, 0.12889201, 0.1066425 , 0.10648587,\n",
       "        0.15693617, 0.13622631, 0.22014907, 0.24580646, 0.27291172,\n",
       "        0.29908722, 0.14375694, 0.14668505, 0.15605751, 0.13988068,\n",
       "        0.11857422, 0.15156226, 0.12194548, 0.09454705, 0.12988246,\n",
       "        0.11279065, 0.08999721, 0.13479085, 0.10614966, 0.0987095 ,\n",
       "        0.10532381, 0.12799666, 0.12845717, 0.08842001, 0.12147716,\n",
       "        0.12125627, 0.10154125, 0.08694337, 0.08591875, 0.15042102,\n",
       "        0.10776257, 0.10829895, 0.10277939, 0.1168819 , 0.16919389]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-beca6543-c127-4a4d-824c-1461b29a566c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-beca6543-c127-4a4d-824c-1461b29a566c' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2022-09-14 13:58:40.027629</dd><dt><span>arviz_version :</span></dt><dd>0.12.1</dd><dt><span>previous_created_at :</span></dt><dd>[&#x27;2022-09-14T17:58:40.006250&#x27;, &#x27;2022-09-14T17:58:40.024955&#x27;]</dd><dt><span>runtime :</span></dt><dd>831589151.1741978</dd></dl></div></li></ul></div></div><br></div>\n",
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      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior"
      ]
     },
     "execution_count": 217,
     "metadata": {},
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   ],
   "source": [
    "az_hddm\n"
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  },
  {
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
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       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (v_subj_dim_0: 20, a_subj_dim_0: 20, z_subj_dim_0: 20, t_subj_dim_0: 20)\n",
       "Coordinates:\n",
       "  * v_subj_dim_0  (v_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * a_subj_dim_0  (a_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * z_subj_dim_0  (z_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * t_subj_dim_0  (t_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "Data variables:\n",
       "    v_subj        (v_subj_dim_0) float64 41.2 35.2 7.848 ... 38.46 54.81 53.62\n",
       "    v_mu_mu       float64 290.5\n",
       "    v_mu_std      float64 125.3\n",
       "    a_subj        (a_subj_dim_0) float64 35.67 23.07 27.93 ... 46.63 40.4 64.42\n",
       "    a_mu_mu       float64 72.77\n",
       "    a_mu_std      float64 44.52\n",
       "    z_subj        (z_subj_dim_0) float64 38.66 9.675 4.84 ... 22.09 34.08 27.98\n",
       "    z_mu_mu       float64 127.5\n",
       "    z_mu_std      float64 22.56\n",
       "    t_subj        (t_subj_dim_0) float64 33.98 12.48 6.827 ... 33.79 39.55 24.49\n",
       "    t_mu_mu       float64 99.37\n",
       "    t_mu_std      float64 73.13</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-83380534-d340-4846-9d84-03e786572def' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-83380534-d340-4846-9d84-03e786572def' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>v_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>a_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>z_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>t_subj_dim_0</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7e19de08-6303-4e2a-a3a1-2c594ddf748a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e19de08-6303-4e2a-a3a1-2c594ddf748a' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>v_subj_dim_0</span></div><div class='xr-var-dims'>(v_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-80296eb8-c691-4003-98c4-60387ce906f8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80296eb8-c691-4003-98c4-60387ce906f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a30bf94-7817-44c3-87a3-dbcbb6dd8dfb' class='xr-var-data-in' type='checkbox'><label for='data-3a30bf94-7817-44c3-87a3-dbcbb6dd8dfb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>a_subj_dim_0</span></div><div class='xr-var-dims'>(a_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-86cb9220-9f24-4aca-a70c-3ca21698f0f9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-86cb9220-9f24-4aca-a70c-3ca21698f0f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83235a57-9581-4425-a88f-72a696fbd367' class='xr-var-data-in' type='checkbox'><label for='data-83235a57-9581-4425-a88f-72a696fbd367' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>z_subj_dim_0</span></div><div class='xr-var-dims'>(z_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-e3a000c3-6320-45d1-bd39-06a4d2407a13' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3a000c3-6320-45d1-bd39-06a4d2407a13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dae96b0-4af2-4d9c-bb5a-daa06ba4e783' class='xr-var-data-in' type='checkbox'><label for='data-6dae96b0-4af2-4d9c-bb5a-daa06ba4e783' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>t_subj_dim_0</span></div><div class='xr-var-dims'>(t_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-ae5aa88b-53f8-4c8c-9e33-9986fb9a1398' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ae5aa88b-53f8-4c8c-9e33-9986fb9a1398' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34bdb4cb-39e6-482f-9485-7f4cf3e59a1a' class='xr-var-data-in' type='checkbox'><label for='data-34bdb4cb-39e6-482f-9485-7f4cf3e59a1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f42c8de6-fd4f-4e95-839b-8fc5254c468f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f42c8de6-fd4f-4e95-839b-8fc5254c468f' class='xr-section-summary' >Data variables: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>v_subj</span></div><div class='xr-var-dims'>(v_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>41.2 35.2 7.848 ... 54.81 53.62</div><input id='attrs-d1dd1c3e-c30f-4eca-9768-466019c989bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1dd1c3e-c30f-4eca-9768-466019c989bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec6ef512-cb46-41d5-9492-689806fa0e35' class='xr-var-data-in' type='checkbox'><label for='data-ec6ef512-cb46-41d5-9492-689806fa0e35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([41.2026836 , 35.20488395,  7.84829142, 22.13660075, 23.88872953,\n",
       "       62.27737459, 16.5342725 , 39.37628242, 60.60761821, 45.57824148,\n",
       "       11.63670637, 49.23521494, 39.13611369, 30.3249801 ,  8.86981107,\n",
       "       59.59030836,  7.17287475, 38.45882295, 54.81074086, 53.61604304])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>290.5</div><input id='attrs-e19d9414-47cc-4f0b-b841-cccad864f21a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e19d9414-47cc-4f0b-b841-cccad864f21a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4478ee47-8e49-4be9-989d-98816e911efd' class='xr-var-data-in' type='checkbox'><label for='data-4478ee47-8e49-4be9-989d-98816e911efd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(290.49858103)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>125.3</div><input id='attrs-87b5b696-d732-493e-b2c1-fcfad75da97d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-87b5b696-d732-493e-b2c1-fcfad75da97d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51668b5f-ecd4-4176-9b28-c416320bff27' class='xr-var-data-in' type='checkbox'><label for='data-51668b5f-ecd4-4176-9b28-c416320bff27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(125.27100246)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_subj</span></div><div class='xr-var-dims'>(a_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>35.67 23.07 27.93 ... 40.4 64.42</div><input id='attrs-a88f3f90-24af-446b-9112-547e0e696b3d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a88f3f90-24af-446b-9112-547e0e696b3d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-785362e6-fca0-48d3-8ce0-bcc73a7a2f24' class='xr-var-data-in' type='checkbox'><label for='data-785362e6-fca0-48d3-8ce0-bcc73a7a2f24' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([35.66781977, 23.06881602, 27.932582  , 56.26440752, 77.15814802,\n",
       "       43.8525463 , 42.73342917, 99.98321212, 62.99121207, 95.5293472 ,\n",
       "       36.99074454, 42.26515554, 45.4205129 , 71.34821426, 44.80684345,\n",
       "       90.74193178, 24.53503332, 46.6297594 , 40.39590717, 64.41719214])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>72.77</div><input id='attrs-53ab0db3-ffe7-4771-83bf-a6f6639ff8d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53ab0db3-ffe7-4771-83bf-a6f6639ff8d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f21c9c77-1b20-4c94-bfb3-9aeab4073c8a' class='xr-var-data-in' type='checkbox'><label for='data-f21c9c77-1b20-4c94-bfb3-9aeab4073c8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(72.76782728)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>44.52</div><input id='attrs-749e9d9f-e303-4739-a364-c84c814fff51' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-749e9d9f-e303-4739-a364-c84c814fff51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa9a1915-231b-4f47-a50c-c899ae82993f' class='xr-var-data-in' type='checkbox'><label for='data-aa9a1915-231b-4f47-a50c-c899ae82993f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(44.52420487)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_subj</span></div><div class='xr-var-dims'>(z_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.66 9.675 4.84 ... 34.08 27.98</div><input id='attrs-168cdd6b-dd32-471c-b5bc-3a665af089d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-168cdd6b-dd32-471c-b5bc-3a665af089d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-130fbd1e-be37-4042-acca-b9cffb4b64d7' class='xr-var-data-in' type='checkbox'><label for='data-130fbd1e-be37-4042-acca-b9cffb4b64d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([38.65687778,  9.67511819,  4.83970392, 27.30462264, 13.32175456,\n",
       "       40.93208958,  8.80480969, 31.41732439, 26.67302394, 15.35810563,\n",
       "        8.49365336, 22.54049542,  9.84501345, 38.23041266,  9.52025947,\n",
       "       39.16333614,  4.41196397, 22.0903605 , 34.07531206, 27.98400687])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>127.5</div><input id='attrs-95784644-56d6-4b2c-a6a4-e4af5a827ad8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95784644-56d6-4b2c-a6a4-e4af5a827ad8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9191770-390a-4d10-a248-5345f6f74754' class='xr-var-data-in' type='checkbox'><label for='data-e9191770-390a-4d10-a248-5345f6f74754' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(127.51156497)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>22.56</div><input id='attrs-6e5d0f84-08fe-4160-8278-093d056c1037' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e5d0f84-08fe-4160-8278-093d056c1037' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a50862d-05e3-434f-a5d6-ea00ab760a38' class='xr-var-data-in' type='checkbox'><label for='data-5a50862d-05e3-434f-a5d6-ea00ab760a38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(22.56218035)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_subj</span></div><div class='xr-var-dims'>(t_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>33.98 12.48 6.827 ... 39.55 24.49</div><input id='attrs-609f7c9a-3c74-4b39-9fd7-ff996d0a06dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-609f7c9a-3c74-4b39-9fd7-ff996d0a06dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3361b466-a672-4d64-99f4-742324902d35' class='xr-var-data-in' type='checkbox'><label for='data-3361b466-a672-4d64-99f4-742324902d35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([33.97869295, 12.47895475,  6.82684471, 25.20503121, 40.08062739,\n",
       "       21.80050685,  7.46752024, 22.74293829, 53.7228037 , 11.08027558,\n",
       "        7.0190438 , 43.66207558,  8.16279254, 48.316788  , 12.73222171,\n",
       "       28.05540556,  6.06505284, 33.79234623, 39.54884705, 24.48801716])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>99.37</div><input id='attrs-26d8f913-e15a-4dbd-9337-ecde182c48da' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-26d8f913-e15a-4dbd-9337-ecde182c48da' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bb2b672-c1ca-4b21-b531-b77a14ee46ad' class='xr-var-data-in' type='checkbox'><label for='data-8bb2b672-c1ca-4b21-b531-b77a14ee46ad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(99.3702963)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>73.13</div><input id='attrs-f5105cd5-f5c8-4f71-8821-c5d8da77ad52' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f5105cd5-f5c8-4f71-8821-c5d8da77ad52' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b96a948e-92cc-4fe3-94ab-031a6d53cec9' class='xr-var-data-in' type='checkbox'><label for='data-b96a948e-92cc-4fe3-94ab-031a6d53cec9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(73.13063102)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7b5d77eb-c164-4a1f-93b1-134d5ee9f83d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7b5d77eb-c164-4a1f-93b1-134d5ee9f83d' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:       (v_subj_dim_0: 20, a_subj_dim_0: 20, z_subj_dim_0: 20, t_subj_dim_0: 20)\n",
       "Coordinates:\n",
       "  * v_subj_dim_0  (v_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * a_subj_dim_0  (a_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * z_subj_dim_0  (z_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * t_subj_dim_0  (t_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "Data variables:\n",
       "    v_subj        (v_subj_dim_0) float64 41.2 35.2 7.848 ... 38.46 54.81 53.62\n",
       "    v_mu_mu       float64 290.5\n",
       "    v_mu_std      float64 125.3\n",
       "    a_subj        (a_subj_dim_0) float64 35.67 23.07 27.93 ... 46.63 40.4 64.42\n",
       "    a_mu_mu       float64 72.77\n",
       "    a_mu_std      float64 44.52\n",
       "    z_subj        (z_subj_dim_0) float64 38.66 9.675 4.84 ... 22.09 34.08 27.98\n",
       "    z_mu_mu       float64 127.5\n",
       "    z_mu_std      float64 22.56\n",
       "    t_subj        (t_subj_dim_0) float64 33.98 12.48 6.827 ... 33.79 39.55 24.49\n",
       "    t_mu_mu       float64 99.37\n",
       "    t_mu_std      float64 73.13"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.ess(az_hddm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "70053cab-5f5e-4fa9-a35e-266ca2c07977",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (v_subj_dim_0: 20, a_subj_dim_0: 20, z_subj_dim_0: 20, t_subj_dim_0: 20)\n",
       "Coordinates:\n",
       "  * v_subj_dim_0  (v_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * a_subj_dim_0  (a_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * z_subj_dim_0  (z_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * t_subj_dim_0  (t_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "Data variables:\n",
       "    v_subj        (v_subj_dim_0) float64 1.045 1.081 1.223 ... 0.9984 1.031\n",
       "    v_mu_mu       float64 0.9955\n",
       "    v_mu_std      float64 1.044\n",
       "    a_subj        (a_subj_dim_0) float64 1.048 1.088 1.089 ... 1.021 1.017 1.026\n",
       "    a_mu_mu       float64 1.035\n",
       "    a_mu_std      float64 0.9974\n",
       "    z_subj        (z_subj_dim_0) float64 1.022 1.178 1.394 ... 1.115 1.004 1.078\n",
       "    z_mu_mu       float64 1.026\n",
       "    z_mu_std      float64 1.074\n",
       "    t_subj        (t_subj_dim_0) float64 1.057 1.137 1.243 ... 1.056 1.03 1.065\n",
       "    t_mu_mu       float64 1.016\n",
       "    t_mu_std      float64 1.025</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-7f1951f4-b4f7-4a4b-b366-eb1c1baa5b9e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7f1951f4-b4f7-4a4b-b366-eb1c1baa5b9e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>v_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>a_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>z_subj_dim_0</span>: 20</li><li><span class='xr-has-index'>t_subj_dim_0</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2e0a2549-114f-443e-b5ad-ebd38029bbb2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2e0a2549-114f-443e-b5ad-ebd38029bbb2' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>v_subj_dim_0</span></div><div class='xr-var-dims'>(v_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-099d37ba-c354-45f0-acf1-4957d78f6c32' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-099d37ba-c354-45f0-acf1-4957d78f6c32' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f8fcd61-fe63-4ef6-9583-e4d8b937dd33' class='xr-var-data-in' type='checkbox'><label for='data-8f8fcd61-fe63-4ef6-9583-e4d8b937dd33' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>a_subj_dim_0</span></div><div class='xr-var-dims'>(a_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-e93a7ec7-d020-43dc-9b86-2d49760fe4b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e93a7ec7-d020-43dc-9b86-2d49760fe4b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15114e57-8681-4751-ae0d-3395d3cbfc9b' class='xr-var-data-in' type='checkbox'><label for='data-15114e57-8681-4751-ae0d-3395d3cbfc9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>z_subj_dim_0</span></div><div class='xr-var-dims'>(z_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-1e52502a-6afd-4ec1-91d2-3cebdaca4359' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e52502a-6afd-4ec1-91d2-3cebdaca4359' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec02aa27-9a41-41ce-832b-06bb0fa50d2b' class='xr-var-data-in' type='checkbox'><label for='data-ec02aa27-9a41-41ce-832b-06bb0fa50d2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>t_subj_dim_0</span></div><div class='xr-var-dims'>(t_subj_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-11bf65de-afbd-413a-9a6b-4f6e7028fa24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-11bf65de-afbd-413a-9a6b-4f6e7028fa24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36ea42f3-61d4-42d2-96d7-e59f6dbd792f' class='xr-var-data-in' type='checkbox'><label for='data-36ea42f3-61d4-42d2-96d7-e59f6dbd792f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a8800ecc-d9b2-4b8b-87ce-70d80e4684f7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a8800ecc-d9b2-4b8b-87ce-70d80e4684f7' class='xr-section-summary' >Data variables: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>v_subj</span></div><div class='xr-var-dims'>(v_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.045 1.081 1.223 ... 0.9984 1.031</div><input id='attrs-6fa60406-3e86-4248-8ebc-ef21c950feb6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6fa60406-3e86-4248-8ebc-ef21c950feb6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5138f4f0-99a3-4454-a3c1-9f7a7d9192a1' class='xr-var-data-in' type='checkbox'><label for='data-5138f4f0-99a3-4454-a3c1-9f7a7d9192a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.04459926, 1.08144442, 1.2225784 , 1.07479574, 1.08989701,\n",
       "       1.00583113, 1.10795717, 1.03064783, 1.0443355 , 1.03054656,\n",
       "       1.14016568, 1.03400572, 1.06070428, 1.08107612, 1.1720498 ,\n",
       "       1.01738555, 1.24273695, 1.03150981, 0.99840837, 1.03138404])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9955</div><input id='attrs-93ca96eb-4b09-4476-ab79-0ff7d21bddf9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93ca96eb-4b09-4476-ab79-0ff7d21bddf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-907f8bba-c218-4cba-b94e-56700e035a30' class='xr-var-data-in' type='checkbox'><label for='data-907f8bba-c218-4cba-b94e-56700e035a30' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.9955374)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.044</div><input id='attrs-80650434-635f-4e34-bdc4-04a85c7d6f36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80650434-635f-4e34-bdc4-04a85c7d6f36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a01010a-1091-44f3-b9c5-3f5c52eeaf0b' class='xr-var-data-in' type='checkbox'><label for='data-8a01010a-1091-44f3-b9c5-3f5c52eeaf0b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.04437408)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_subj</span></div><div class='xr-var-dims'>(a_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.048 1.088 1.089 ... 1.017 1.026</div><input id='attrs-603725ba-3165-4d93-befa-ca6d1af1f24f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-603725ba-3165-4d93-befa-ca6d1af1f24f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-219361e9-3114-402e-beb5-6294a2baa63b' class='xr-var-data-in' type='checkbox'><label for='data-219361e9-3114-402e-beb5-6294a2baa63b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.04818928, 1.08793312, 1.08857948, 1.0336917 , 1.02541426,\n",
       "       1.03189002, 1.03347569, 1.04070762, 1.03646263, 1.01616929,\n",
       "       1.02414307, 1.02311608, 1.0280222 , 1.00336211, 1.0359345 ,\n",
       "       1.02997664, 1.08284908, 1.02073465, 1.01654808, 1.02608252])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.035</div><input id='attrs-472684c2-c24d-4cf8-a20f-1480a075bb6c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-472684c2-c24d-4cf8-a20f-1480a075bb6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a81eca5c-45d2-4bb3-927b-345ed5670200' class='xr-var-data-in' type='checkbox'><label for='data-a81eca5c-45d2-4bb3-927b-345ed5670200' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.03471395)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9974</div><input id='attrs-9414c97c-ee54-47ca-a90c-5bc320208b33' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9414c97c-ee54-47ca-a90c-5bc320208b33' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc44f0fc-0da9-4dfe-9653-9ea4a378249c' class='xr-var-data-in' type='checkbox'><label for='data-dc44f0fc-0da9-4dfe-9653-9ea4a378249c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.9973763)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_subj</span></div><div class='xr-var-dims'>(z_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.022 1.178 1.394 ... 1.004 1.078</div><input id='attrs-2081dab6-ba82-4a4e-b1b2-f5e768875a30' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2081dab6-ba82-4a4e-b1b2-f5e768875a30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60ade5e1-61cf-40d2-85a9-84327c7af0b9' class='xr-var-data-in' type='checkbox'><label for='data-60ade5e1-61cf-40d2-85a9-84327c7af0b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.02159276, 1.17822191, 1.39403189, 1.05748922, 1.13953932,\n",
       "       1.04435265, 1.18960622, 1.0146904 , 1.09488961, 1.10845075,\n",
       "       1.20695926, 1.10384173, 1.17791007, 1.05609407, 1.17608798,\n",
       "       1.0317916 , 1.48667279, 1.11519933, 1.00370351, 1.07844428])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.026</div><input id='attrs-33c2d28a-7915-438b-b700-cc44b0b2a067' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-33c2d28a-7915-438b-b700-cc44b0b2a067' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-928965e9-88a9-42b0-8d4c-1d02a81abee5' class='xr-var-data-in' type='checkbox'><label for='data-928965e9-88a9-42b0-8d4c-1d02a81abee5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.02592131)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>z_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.074</div><input id='attrs-9276fe83-4ba9-45bf-9f1a-ab27fb83ad41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9276fe83-4ba9-45bf-9f1a-ab27fb83ad41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39b4cb38-b371-40ac-b4f4-cfaa5bdb9478' class='xr-var-data-in' type='checkbox'><label for='data-39b4cb38-b371-40ac-b4f4-cfaa5bdb9478' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.07399747)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_subj</span></div><div class='xr-var-dims'>(t_subj_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.057 1.137 1.243 ... 1.03 1.065</div><input id='attrs-71a2f6f5-96dd-4c80-8ed3-d9cf99ebb03e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71a2f6f5-96dd-4c80-8ed3-d9cf99ebb03e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbd4099e-9a05-4703-93ac-071ed67aa5f5' class='xr-var-data-in' type='checkbox'><label for='data-bbd4099e-9a05-4703-93ac-071ed67aa5f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1.05692075, 1.13688896, 1.24271995, 1.06717599, 1.04632516,\n",
       "       1.07240855, 1.23555286, 1.07240937, 1.01049879, 1.14557194,\n",
       "       1.24281517, 1.03541955, 1.2230419 , 1.02508559, 1.12408953,\n",
       "       1.06448935, 1.30692089, 1.05588351, 1.03048553, 1.06505678])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_mu_mu</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.016</div><input id='attrs-0aa00939-c6ba-4bf4-8a88-de7fc59d6042' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0aa00939-c6ba-4bf4-8a88-de7fc59d6042' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6eaf8be-98eb-496d-90ad-862f426f069f' class='xr-var-data-in' type='checkbox'><label for='data-e6eaf8be-98eb-496d-90ad-862f426f069f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.01622689)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_mu_std</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.025</div><input id='attrs-67e4e6e6-2a2c-4027-91e9-4e02c35a0b7a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67e4e6e6-2a2c-4027-91e9-4e02c35a0b7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-706ec19d-af71-44c0-81f4-b6522919fe9b' class='xr-var-data-in' type='checkbox'><label for='data-706ec19d-af71-44c0-81f4-b6522919fe9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.02484022)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ea59abee-3e1b-41bb-a83f-02858f775dab' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ea59abee-3e1b-41bb-a83f-02858f775dab' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:       (v_subj_dim_0: 20, a_subj_dim_0: 20, z_subj_dim_0: 20, t_subj_dim_0: 20)\n",
       "Coordinates:\n",
       "  * v_subj_dim_0  (v_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * a_subj_dim_0  (a_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * z_subj_dim_0  (z_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "  * t_subj_dim_0  (t_subj_dim_0) int64 0 1 2 3 4 5 6 7 ... 13 14 15 16 17 18 19\n",
       "Data variables:\n",
       "    v_subj        (v_subj_dim_0) float64 1.045 1.081 1.223 ... 0.9984 1.031\n",
       "    v_mu_mu       float64 0.9955\n",
       "    v_mu_std      float64 1.044\n",
       "    a_subj        (a_subj_dim_0) float64 1.048 1.088 1.089 ... 1.021 1.017 1.026\n",
       "    a_mu_mu       float64 1.035\n",
       "    a_mu_std      float64 0.9974\n",
       "    z_subj        (z_subj_dim_0) float64 1.022 1.178 1.394 ... 1.115 1.004 1.078\n",
       "    z_mu_mu       float64 1.026\n",
       "    z_mu_std      float64 1.074\n",
       "    t_subj        (t_subj_dim_0) float64 1.057 1.137 1.243 ... 1.056 1.03 1.065\n",
       "    t_mu_mu       float64 1.016\n",
       "    t_mu_std      float64 1.025"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.rhat(az_hddm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "806f5fe1-6264-4674-9d1c-74550777945d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:title={'center':'94.0% HDI'}>,\n",
       "       <AxesSubplot:title={'center':'r_hat'}>], dtype=object)"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(az_hddm,\n",
    "              rope={'v_subj': [{'v_subj_dim_0': i, 'rope': (gt_params['v_subj'][i] - 0.01, gt_params['v_subj'][i] + 0.01)} for i in range(20)]},\n",
    "              kind = 'forestplot',\n",
    "              var_names=[\"v_subj\"],\n",
    "              combined = True,\n",
    "              figsize = (9, 7),\n",
    "              r_hat = True\n",
    "              )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "2dfd7a1f-f375-4c1b-9637-445d02286345",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = az.load_arviz_data('radon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "d6e9d9ef-4f0a-444b-b566-4602ebd4c78e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (chain: 4, draw: 500, g_coef: 2, County: 85)\n",
       "Coordinates:\n",
       "  * chain      (chain) int64 0 1 2 3\n",
       "  * draw       (draw) int64 0 1 2 3 4 5 6 7 ... 492 493 494 495 496 497 498 499\n",
       "  * g_coef     (g_coef) object &#x27;intercept&#x27; &#x27;slope&#x27;\n",
       "  * County     (County) object &#x27;AITKIN&#x27; &#x27;ANOKA&#x27; ... &#x27;WRIGHT&#x27; &#x27;YELLOW MEDICINE&#x27;\n",
       "Data variables:\n",
       "    g          (chain, draw, g_coef) float64 1.499 0.5436 1.469 ... 1.506 0.6087\n",
       "    za_county  (chain, draw, County) float64 ...\n",
       "    b          (chain, draw) float64 -0.5965 -0.5848 -0.5936 ... -0.7949 -0.5402\n",
       "    sigma_a    (chain, draw) float64 0.2061 0.1526 0.2201 ... 0.1764 0.1121\n",
       "    a          (chain, draw, County) float64 ...\n",
       "    a_county   (chain, draw, County) float64 ...\n",
       "    sigma      (chain, draw) float64 0.7271 0.7161 0.7189 ... 0.7267 0.7324\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.191355\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2\n",
       "    sampling_time:              18.096983432769775\n",
       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-719e5dbc-1a6b-496e-a4a4-cd9353f9a6eb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-719e5dbc-1a6b-496e-a4a4-cd9353f9a6eb' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>g_coef</span>: 2</li><li><span class='xr-has-index'>County</span>: 85</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e58128c1-52a7-42a1-96b5-84c1307dfa3f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e58128c1-52a7-42a1-96b5-84c1307dfa3f' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-81002128-edf0-4bde-ab97-8d0c5625eb3b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81002128-edf0-4bde-ab97-8d0c5625eb3b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84001b9e-b454-4c83-ba9b-4de5f69c6da7' class='xr-var-data-in' type='checkbox'><label for='data-84001b9e-b454-4c83-ba9b-4de5f69c6da7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-58a6f06d-6040-420b-8d7b-c5dce3029b9c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-58a6f06d-6040-420b-8d7b-c5dce3029b9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa1977df-4e2c-4f40-8a51-329060ee9439' class='xr-var-data-in' type='checkbox'><label for='data-fa1977df-4e2c-4f40-8a51-329060ee9439' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>g_coef</span></div><div class='xr-var-dims'>(g_coef)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;intercept&#x27; &#x27;slope&#x27;</div><input id='attrs-6c150ecb-4432-424b-b643-075815a5387e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c150ecb-4432-424b-b643-075815a5387e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8b8c1f9-76e4-4a97-86a2-f91f5de273cd' class='xr-var-data-in' type='checkbox'><label for='data-f8b8c1f9-76e4-4a97-86a2-f91f5de273cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;intercept&#x27;, &#x27;slope&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>County</span></div><div class='xr-var-dims'>(County)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;AITKIN&#x27; ... &#x27;YELLOW MEDICINE&#x27;</div><input id='attrs-3b8c4a0f-41ba-4b5e-bdb4-47483e811287' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3b8c4a0f-41ba-4b5e-bdb4-47483e811287' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53053185-843c-48f6-b737-340cda1ac53e' class='xr-var-data-in' type='checkbox'><label for='data-53053185-843c-48f6-b737-340cda1ac53e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;AITKIN&#x27;, &#x27;ANOKA&#x27;, &#x27;BECKER&#x27;, &#x27;BELTRAMI&#x27;, &#x27;BENTON&#x27;, &#x27;BIG STONE&#x27;,\n",
       "       &#x27;BLUE EARTH&#x27;, &#x27;BROWN&#x27;, &#x27;CARLTON&#x27;, &#x27;CARVER&#x27;, &#x27;CASS&#x27;, &#x27;CHIPPEWA&#x27;,\n",
       "       &#x27;CHISAGO&#x27;, &#x27;CLAY&#x27;, &#x27;CLEARWATER&#x27;, &#x27;COOK&#x27;, &#x27;COTTONWOOD&#x27;, &#x27;CROW WING&#x27;,\n",
       "       &#x27;DAKOTA&#x27;, &#x27;DODGE&#x27;, &#x27;DOUGLAS&#x27;, &#x27;FARIBAULT&#x27;, &#x27;FILLMORE&#x27;, &#x27;FREEBORN&#x27;,\n",
       "       &#x27;GOODHUE&#x27;, &#x27;HENNEPIN&#x27;, &#x27;HOUSTON&#x27;, &#x27;HUBBARD&#x27;, &#x27;ISANTI&#x27;, &#x27;ITASCA&#x27;,\n",
       "       &#x27;JACKSON&#x27;, &#x27;KANABEC&#x27;, &#x27;KANDIYOHI&#x27;, &#x27;KITTSON&#x27;, &#x27;KOOCHICHING&#x27;,\n",
       "       &#x27;LAC QUI PARLE&#x27;, &#x27;LAKE&#x27;, &#x27;LAKE OF THE WOODS&#x27;, &#x27;LE SUEUR&#x27;, &#x27;LINCOLN&#x27;,\n",
       "       &#x27;LYON&#x27;, &#x27;MAHNOMEN&#x27;, &#x27;MARSHALL&#x27;, &#x27;MARTIN&#x27;, &#x27;MCLEOD&#x27;, &#x27;MEEKER&#x27;,\n",
       "       &#x27;MILLE LACS&#x27;, &#x27;MORRISON&#x27;, &#x27;MOWER&#x27;, &#x27;MURRAY&#x27;, &#x27;NICOLLET&#x27;, &#x27;NOBLES&#x27;,\n",
       "       &#x27;NORMAN&#x27;, &#x27;OLMSTED&#x27;, &#x27;OTTER TAIL&#x27;, &#x27;PENNINGTON&#x27;, &#x27;PINE&#x27;, &#x27;PIPESTONE&#x27;,\n",
       "       &#x27;POLK&#x27;, &#x27;POPE&#x27;, &#x27;RAMSEY&#x27;, &#x27;REDWOOD&#x27;, &#x27;RENVILLE&#x27;, &#x27;RICE&#x27;, &#x27;ROCK&#x27;,\n",
       "       &#x27;ROSEAU&#x27;, &#x27;SCOTT&#x27;, &#x27;SHERBURNE&#x27;, &#x27;SIBLEY&#x27;, &#x27;ST LOUIS&#x27;, &#x27;STEARNS&#x27;,\n",
       "       &#x27;STEELE&#x27;, &#x27;STEVENS&#x27;, &#x27;SWIFT&#x27;, &#x27;TODD&#x27;, &#x27;TRAVERSE&#x27;, &#x27;WABASHA&#x27;, &#x27;WADENA&#x27;,\n",
       "       &#x27;WASECA&#x27;, &#x27;WASHINGTON&#x27;, &#x27;WATONWAN&#x27;, &#x27;WILKIN&#x27;, &#x27;WINONA&#x27;, &#x27;WRIGHT&#x27;,\n",
       "       &#x27;YELLOW MEDICINE&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ae77981f-b516-4025-bab9-1dd099189e0e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ae77981f-b516-4025-bab9-1dd099189e0e' class='xr-section-summary' >Data variables: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>g</span></div><div class='xr-var-dims'>(chain, draw, g_coef)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d1a7a357-dd4d-4dd4-bb8c-989dfe5f1a9f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1a7a357-dd4d-4dd4-bb8c-989dfe5f1a9f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3162ae5e-c5d6-4cd8-ab40-72593ec6682e' class='xr-var-data-in' type='checkbox'><label for='data-3162ae5e-c5d6-4cd8-ab40-72593ec6682e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[1.499182, 0.543647],\n",
       "        [1.468924, 0.647096],\n",
       "        ...,\n",
       "        [1.47847 , 0.484735],\n",
       "        [1.489155, 0.57542 ]],\n",
       "\n",
       "       [[1.484451, 0.99103 ],\n",
       "        [1.547628, 0.738719],\n",
       "        ...,\n",
       "        [1.450935, 0.672616],\n",
       "        [1.505473, 0.67952 ]],\n",
       "\n",
       "       [[1.447203, 0.780061],\n",
       "        [1.495437, 0.75989 ],\n",
       "        ...,\n",
       "        [1.473912, 0.604781],\n",
       "        [1.548502, 0.755004]],\n",
       "\n",
       "       [[1.474525, 0.763851],\n",
       "        [1.511727, 0.872679],\n",
       "        ...,\n",
       "        [1.501151, 0.880044],\n",
       "        [1.506491, 0.608711]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>za_county</span></div><div class='xr-var-dims'>(chain, draw, County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f7a298d8-e6b6-4b67-b02b-96f446bc6d73' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f7a298d8-e6b6-4b67-b02b-96f446bc6d73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5de77753-c6ea-4d52-94a7-2b9a8ee4b3f8' class='xr-var-data-in' type='checkbox'><label for='data-5de77753-c6ea-4d52-94a7-2b9a8ee4b3f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[170000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>b</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-505ff019-58c0-4272-9d62-913f8b76b339' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-505ff019-58c0-4272-9d62-913f8b76b339' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3546dea5-75ca-452d-a343-0262d1beab76' class='xr-var-data-in' type='checkbox'><label for='data-3546dea5-75ca-452d-a343-0262d1beab76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.596478, -0.584755, -0.593613, ..., -0.57224 , -0.640129, -0.721395],\n",
       "       [-0.665642, -0.696652, -0.512868, ..., -0.626958, -0.616887, -0.664136],\n",
       "       [-0.634431, -0.6546  , -0.545406, ..., -0.542192, -0.632991, -0.704424],\n",
       "       [-0.684179, -0.658339, -0.570134, ..., -0.488763, -0.794888, -0.540182]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_a</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5c19f2eb-ff09-4748-8902-dff7cede8b58' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c19f2eb-ff09-4748-8902-dff7cede8b58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a2b2bea-21a3-4958-bb06-dc26fe37725f' class='xr-var-data-in' type='checkbox'><label for='data-9a2b2bea-21a3-4958-bb06-dc26fe37725f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.206076, 0.152604, 0.220095, ..., 0.110586, 0.173843, 0.142675],\n",
       "       [0.155506, 0.131196, 0.111168, ..., 0.259368, 0.176735, 0.085373],\n",
       "       [0.033202, 0.052631, 0.112308, ..., 0.192696, 0.202346, 0.168516],\n",
       "       [0.108717, 0.112557, 0.145554, ..., 0.155549, 0.176441, 0.112109]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a</span></div><div class='xr-var-dims'>(chain, draw, County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b38b9698-fa38-4b8a-8750-b601dd96f1ac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b38b9698-fa38-4b8a-8750-b601dd96f1ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a602da6c-1efb-4512-9abf-5a8f9417069f' class='xr-var-data-in' type='checkbox'><label for='data-a602da6c-1efb-4512-9abf-5a8f9417069f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[170000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a_county</span></div><div class='xr-var-dims'>(chain, draw, County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-34eb7ee1-83c4-4614-9e08-e01a5e65a4c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34eb7ee1-83c4-4614-9e08-e01a5e65a4c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd6735c5-1c76-44ab-9ef8-e6afff15d8f4' class='xr-var-data-in' type='checkbox'><label for='data-fd6735c5-1c76-44ab-9ef8-e6afff15d8f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[170000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1e0e394b-be74-4719-b0d8-e850a0068f7d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e0e394b-be74-4719-b0d8-e850a0068f7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44491f65-9b9c-4eab-b03b-9b8043aa37bd' class='xr-var-data-in' type='checkbox'><label for='data-44491f65-9b9c-4eab-b03b-9b8043aa37bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.727126, 0.716076, 0.718885, ..., 0.736988, 0.719409, 0.706907],\n",
       "       [0.720298, 0.719041, 0.752979, ..., 0.722316, 0.714444, 0.740726],\n",
       "       [0.712482, 0.727193, 0.752558, ..., 0.725702, 0.728779, 0.751825],\n",
       "       [0.750239, 0.718825, 0.713519, ..., 0.718504, 0.72665 , 0.732404]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-142f9d6c-249b-4a9f-9088-be5de25ed1b4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-142f9d6c-249b-4a9f-9088-be5de25ed1b4' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.191355</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd><dt><span>sampling_time :</span></dt><dd>18.096983432769775</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_posterior_predictive9fbaea05-687a-4c4d-a154-7dcf471fbd9b\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_posterior_predictive9fbaea05-687a-4c4d-a154-7dcf471fbd9b\" class = \"xr-section-summary\">posterior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "\n",
       "html[theme=dark],\n",
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       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
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       "\n",
       ".xr-wrap {\n",
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       "  min-width: 300px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
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       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
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       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
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       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-sections {\n",
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       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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       "\n",
       ".xr-section-item {\n",
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       ".xr-section-item input {\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       "\n",
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       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
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       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
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       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
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       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (chain: 4, draw: 500, obs_id: 919)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0 1 2 3\n",
       "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n",
       "  * obs_id   (obs_id) int64 0 1 2 3 4 5 6 7 ... 911 912 913 914 915 916 917 918\n",
       "Data variables:\n",
       "    y        (chain, draw, obs_id) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.449843\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-10989c10-afec-4cd5-a6a7-c0123eba1edd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-10989c10-afec-4cd5-a6a7-c0123eba1edd' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>obs_id</span>: 919</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-61b7e8c7-049a-4038-a9cc-78b9f6d963c5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-61b7e8c7-049a-4038-a9cc-78b9f6d963c5' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-c5852444-953d-480c-8e66-63155fcb49d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c5852444-953d-480c-8e66-63155fcb49d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec05157e-0a64-4ba9-8539-798dac8eb468' class='xr-var-data-in' type='checkbox'><label for='data-ec05157e-0a64-4ba9-8539-798dac8eb468' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-d859a316-6d90-4a62-a90c-c5a69148fa37' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d859a316-6d90-4a62-a90c-c5a69148fa37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e61f0c7d-a95d-40a7-b07d-8072de21eab7' class='xr-var-data-in' type='checkbox'><label for='data-e61f0c7d-a95d-40a7-b07d-8072de21eab7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_id</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 914 915 916 917 918</div><input id='attrs-0285aec7-cf2c-41f3-8aee-21b2057d9526' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0285aec7-cf2c-41f3-8aee-21b2057d9526' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ee5d61a-9a52-4475-98dc-663fc966a30a' class='xr-var-data-in' type='checkbox'><label for='data-4ee5d61a-9a52-4475-98dc-663fc966a30a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 916, 917, 918])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3242a0e1-9676-442c-a570-48a7208bef5f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3242a0e1-9676-442c-a570-48a7208bef5f' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(chain, draw, obs_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5216f376-ad83-4fda-99bc-539e53db8e9e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5216f376-ad83-4fda-99bc-539e53db8e9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-777cb6bd-b858-48e5-b6f7-bcc4c64f5a64' class='xr-var-data-in' type='checkbox'><label for='data-777cb6bd-b858-48e5-b6f7-bcc4c64f5a64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1838000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8edbe62b-9984-4609-9b57-0c1bc321486e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8edbe62b-9984-4609-9b57-0c1bc321486e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.449843</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_log_likelihood30bf9732-0e32-471b-9219-c07ccbfe53f0\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_log_likelihood30bf9732-0e32-471b-9219-c07ccbfe53f0\" class = \"xr-section-summary\">log_likelihood</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (chain: 4, draw: 500, obs_id: 919)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0 1 2 3\n",
       "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n",
       "  * obs_id   (obs_id) int64 0 1 2 3 4 5 6 7 ... 911 912 913 914 915 916 917 918\n",
       "Data variables:\n",
       "    y        (chain, draw, obs_id) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.448264\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c841e8f8-013b-42b2-a5ac-c01762d52265' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c841e8f8-013b-42b2-a5ac-c01762d52265' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>obs_id</span>: 919</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-90f61643-ac0c-4f0d-907a-16a75b0482fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-90f61643-ac0c-4f0d-907a-16a75b0482fd' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-56a50ca0-3a2e-4d85-ae6c-f4c726a1b2c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-56a50ca0-3a2e-4d85-ae6c-f4c726a1b2c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d6acd90-893b-41fe-a089-9549a8fd9393' class='xr-var-data-in' type='checkbox'><label for='data-0d6acd90-893b-41fe-a089-9549a8fd9393' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-13e2abfb-c26b-40b3-9596-6e12b4400b11' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13e2abfb-c26b-40b3-9596-6e12b4400b11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-645791d6-1086-4688-bfc3-ee639a18053c' class='xr-var-data-in' type='checkbox'><label for='data-645791d6-1086-4688-bfc3-ee639a18053c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_id</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 914 915 916 917 918</div><input id='attrs-8aa8d655-adf9-4716-9d2c-9ba115c27015' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8aa8d655-adf9-4716-9d2c-9ba115c27015' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7330d757-6a57-4053-b080-cfadedfab044' class='xr-var-data-in' type='checkbox'><label for='data-7330d757-6a57-4053-b080-cfadedfab044' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 916, 917, 918])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3a97d84a-a01f-4e3c-a146-12dfb2cbcc0e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3a97d84a-a01f-4e3c-a146-12dfb2cbcc0e' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(chain, draw, obs_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-25d48a6d-00e9-4b64-a842-4ed3a049206e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25d48a6d-00e9-4b64-a842-4ed3a049206e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49f3b772-b968-4a7d-bef6-193f608a1191' class='xr-var-data-in' type='checkbox'><label for='data-49f3b772-b968-4a7d-bef6-193f608a1191' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1838000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4216c671-b7e3-4ed0-907f-a463528625a6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4216c671-b7e3-4ed0-907f-a463528625a6' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.448264</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_sample_stats462ed470-c770-4e19-b0e8-c500b50e0779\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_stats462ed470-c770-4e19-b0e8-c500b50e0779\" class = \"xr-section-summary\">sample_stats</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:           (chain: 4, draw: 500)\n",
       "Coordinates:\n",
       "  * chain             (chain) int64 0 1 2 3\n",
       "  * draw              (draw) int64 0 1 2 3 4 5 6 ... 493 494 495 496 497 498 499\n",
       "Data variables:\n",
       "    step_size_bar     (chain, draw) float64 0.1102 0.1102 ... 0.1193 0.1193\n",
       "    diverging         (chain, draw) bool False False False ... False False False\n",
       "    energy            (chain, draw) float64 1.186e+03 1.184e+03 ... 1.189e+03\n",
       "    tree_size         (chain, draw) float64 31.0 31.0 31.0 ... 31.0 31.0 31.0\n",
       "    mean_tree_accept  (chain, draw) float64 0.9877 0.9969 1.0 ... 0.9996 0.9872\n",
       "    step_size         (chain, draw) float64 0.1006 0.1006 0.1006 ... 0.117 0.117\n",
       "    depth             (chain, draw) int64 5 5 5 5 5 5 5 5 5 ... 5 5 5 5 5 5 5 5\n",
       "    energy_error      (chain, draw) float64 0.0289 -0.02917 ... 0.04322\n",
       "    lp                (chain, draw) float64 -1.145e+03 -1.133e+03 ... -1.152e+03\n",
       "    max_energy_error  (chain, draw) float64 -0.05888 -0.07148 ... 0.04451\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.197697\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2\n",
       "    sampling_time:              18.096983432769775\n",
       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-124d76f0-abfe-4e4b-b587-f0c4c88287b0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-124d76f0-abfe-4e4b-b587-f0c4c88287b0' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b4726d03-33d5-4e84-90ac-c89f33b5be88' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b4726d03-33d5-4e84-90ac-c89f33b5be88' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-207bfc63-45e0-46f9-bb07-8c86a4030247' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-207bfc63-45e0-46f9-bb07-8c86a4030247' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51c3290b-a6df-4973-8bed-4281e9823268' class='xr-var-data-in' type='checkbox'><label for='data-51c3290b-a6df-4973-8bed-4281e9823268' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-f393f930-c719-42d0-84b6-463368470ab6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f393f930-c719-42d0-84b6-463368470ab6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84c48cc0-0e44-4090-91e5-7ce0e266b5d1' class='xr-var-data-in' type='checkbox'><label for='data-84c48cc0-0e44-4090-91e5-7ce0e266b5d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9a580388-a48b-485b-b57f-7b6504ee0534' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9a580388-a48b-485b-b57f-7b6504ee0534' class='xr-section-summary' >Data variables: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>step_size_bar</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fdababa4-aead-4484-9011-403981974ece' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdababa4-aead-4484-9011-403981974ece' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e8cae81-c79c-492b-9155-f0f98f992727' class='xr-var-data-in' type='checkbox'><label for='data-7e8cae81-c79c-492b-9155-f0f98f992727' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.110248, 0.110248, 0.110248, ..., 0.110248, 0.110248, 0.110248],\n",
       "       [0.114093, 0.114093, 0.114093, ..., 0.114093, 0.114093, 0.114093],\n",
       "       [0.11341 , 0.11341 , 0.11341 , ..., 0.11341 , 0.11341 , 0.11341 ],\n",
       "       [0.119259, 0.119259, 0.119259, ..., 0.119259, 0.119259, 0.119259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diverging</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0e393465-c2b5-4603-b1ca-f522ac2e1088' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0e393465-c2b5-4603-b1ca-f522ac2e1088' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12b38a9e-1516-4e21-807e-8e71a8174977' class='xr-var-data-in' type='checkbox'><label for='data-12b38a9e-1516-4e21-807e-8e71a8174977' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f9e774ec-d6d4-4cbc-978d-08c788ccb759' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9e774ec-d6d4-4cbc-978d-08c788ccb759' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f75d9504-7bd1-4707-896b-99f96b463938' class='xr-var-data-in' type='checkbox'><label for='data-f75d9504-7bd1-4707-896b-99f96b463938' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1185.919383, 1184.077515, 1170.830539, ..., 1184.451872, 1199.60514 ,\n",
       "        1189.923137],\n",
       "       [1183.059106, 1196.320159, 1201.807046, ..., 1201.835304, 1174.293495,\n",
       "        1196.067455],\n",
       "       [1192.032734, 1195.659017, 1186.771536, ..., 1194.239956, 1182.508993,\n",
       "        1180.396493],\n",
       "       [1197.198321, 1192.578517, 1195.977774, ..., 1184.748321, 1188.757837,\n",
       "        1188.921716]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tree_size</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-08d0b03e-5875-4a17-8317-c320a962efe6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08d0b03e-5875-4a17-8317-c320a962efe6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb67de43-2a08-454f-bca4-8ae52ea9ccde' class='xr-var-data-in' type='checkbox'><label for='data-cb67de43-2a08-454f-bca4-8ae52ea9ccde' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[31., 31., 31., ..., 31., 31., 31.],\n",
       "       [31., 31., 31., ..., 31., 31., 31.],\n",
       "       [31., 31., 31., ..., 31., 31., 31.],\n",
       "       [31., 31., 31., ..., 31., 31., 31.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mean_tree_accept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e0c3c8fb-3400-46ea-9be2-196c9b689be0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e0c3c8fb-3400-46ea-9be2-196c9b689be0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9cffc2c0-2ac3-497f-9651-2248f8371b54' class='xr-var-data-in' type='checkbox'><label for='data-9cffc2c0-2ac3-497f-9651-2248f8371b54' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.987692, 0.99693 , 0.999999, ..., 0.97467 , 0.975585, 0.982974],\n",
       "       [0.986198, 0.968969, 0.998852, ..., 0.994664, 0.999891, 0.961472],\n",
       "       [0.976379, 0.986114, 0.995871, ..., 0.997253, 1.      , 0.97814 ],\n",
       "       [0.998682, 0.999925, 0.999809, ..., 1.      , 0.999624, 0.98724 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>step_size</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7f711856-8a2c-4b9a-b6f0-580a69c7b00e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f711856-8a2c-4b9a-b6f0-580a69c7b00e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b926b6c7-97ab-4c06-8cd3-ee451c2c4ad4' class='xr-var-data-in' type='checkbox'><label for='data-b926b6c7-97ab-4c06-8cd3-ee451c2c4ad4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.100579, 0.100579, 0.100579, ..., 0.100579, 0.100579, 0.100579],\n",
       "       [0.120178, 0.120178, 0.120178, ..., 0.120178, 0.120178, 0.120178],\n",
       "       [0.124708, 0.124708, 0.124708, ..., 0.124708, 0.124708, 0.124708],\n",
       "       [0.116962, 0.116962, 0.116962, ..., 0.116962, 0.116962, 0.116962]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-872e7de1-8560-4a4b-a26c-49e735827923' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-872e7de1-8560-4a4b-a26c-49e735827923' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea7a7852-1c85-4049-9f52-9f5042c11f0a' class='xr-var-data-in' type='checkbox'><label for='data-ea7a7852-1c85-4049-9f52-9f5042c11f0a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[5, 5, 5, ..., 5, 5, 5],\n",
       "       [5, 5, 5, ..., 5, 5, 5],\n",
       "       [5, 5, 5, ..., 5, 5, 5],\n",
       "       [5, 5, 5, ..., 5, 5, 5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-57aa24e5-d3ac-40a2-946a-a17e33cacaf9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-57aa24e5-d3ac-40a2-946a-a17e33cacaf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e9928a9-d708-4fe5-aa05-7cde01bee1ff' class='xr-var-data-in' type='checkbox'><label for='data-7e9928a9-d708-4fe5-aa05-7cde01bee1ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.028895, -0.02917 , -0.003673, ...,  0.025767,  0.003506,  0.034778],\n",
       "       [ 0.038317,  0.073749, -0.042081, ..., -0.064664, -0.079109,  0.066645],\n",
       "       [ 0.01635 ,  0.000573,  0.007805, ..., -0.038538, -0.05603 ,  0.027093],\n",
       "       [ 0.003654, -0.002015, -0.038562, ..., -0.009363, -0.001725,  0.04322 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lp</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-be48c4d4-b3ca-420e-8bf0-01b8096e3193' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be48c4d4-b3ca-420e-8bf0-01b8096e3193' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6407068-000e-4cd1-9087-844f82ff6cd8' class='xr-var-data-in' type='checkbox'><label for='data-d6407068-000e-4cd1-9087-844f82ff6cd8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-1145.248849, -1132.559558, -1134.092128, ..., -1143.267422,\n",
       "        -1145.077319, -1145.200013],\n",
       "       [-1145.855897, -1155.94913 , -1154.221723, ..., -1144.685294,\n",
       "        -1137.303178, -1159.708401],\n",
       "       [-1149.009952, -1149.862323, -1149.002544, ..., -1143.796115,\n",
       "        -1135.566078, -1140.154244],\n",
       "       [-1154.846199, -1152.166895, -1151.032285, ..., -1143.92768 ,\n",
       "        -1146.221363, -1151.879718]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-de82f14d-5849-4bd1-80a6-34b952c841bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de82f14d-5849-4bd1-80a6-34b952c841bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9dc011d0-5523-48b3-a341-85055ac08eda' class='xr-var-data-in' type='checkbox'><label for='data-9dc011d0-5523-48b3-a341-85055ac08eda' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.058878, -0.071482, -0.022817, ...,  0.050898,  0.056497,  0.067214],\n",
       "       [-0.084359,  0.104906, -0.097824, ..., -0.096562, -0.15482 ,  0.094925],\n",
       "       [ 0.049929,  0.049188,  0.012895, ..., -0.052203, -0.05603 ,  0.043076],\n",
       "       [-0.068504, -0.081574, -0.055777, ..., -0.040145, -0.061979,  0.044507]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3466b1a1-3afe-47ca-848a-9003d73f8557' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3466b1a1-3afe-47ca-848a-9003d73f8557' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.197697</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd><dt><span>sampling_time :</span></dt><dd>18.096983432769775</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
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       "            \n",
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       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:        (chain: 1, draw: 500, County: 85, g_coef: 2)\n",
       "Coordinates:\n",
       "  * chain          (chain) int64 0\n",
       "  * draw           (draw) int64 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * County         (County) object &#x27;AITKIN&#x27; &#x27;ANOKA&#x27; ... &#x27;YELLOW MEDICINE&#x27;\n",
       "  * g_coef         (g_coef) object &#x27;intercept&#x27; &#x27;slope&#x27;\n",
       "Data variables:\n",
       "    a_county       (chain, draw, County) float64 8.536 5.285 ... 1.061 6.237\n",
       "    sigma_log__    (chain, draw) float64 -0.9709 -1.344 ... -0.8501 -2.235\n",
       "    sigma_a        (chain, draw) float64 2.991 2.237 0.3554 ... 0.4417 0.1448\n",
       "    a              (chain, draw, County) float64 6.139 4.951 ... 0.9329 6.152\n",
       "    b              (chain, draw) float64 0.5647 1.237 -0.6316 ... -0.01409 0.197\n",
       "    za_county      (chain, draw, County) float64 0.8012 0.1114 ... 0.8862 0.5826\n",
       "    sigma          (chain, draw) float64 0.3787 0.2608 0.6214 ... 0.4274 0.107\n",
       "    g              (chain, draw, g_coef) float64 11.31 7.504 ... 1.988 11.72\n",
       "    sigma_a_log__  (chain, draw) float64 1.096 0.805 -1.035 ... -0.8171 -1.932\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.454586\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-cbeb1113-2d58-4e79-8332-e4a6b8498b17' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cbeb1113-2d58-4e79-8332-e4a6b8498b17' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>County</span>: 85</li><li><span class='xr-has-index'>g_coef</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-03689031-e8e2-482f-8cc2-a242725ef2e8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-03689031-e8e2-482f-8cc2-a242725ef2e8' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-236a0fab-461a-41dc-ba45-b3c6381529cf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-236a0fab-461a-41dc-ba45-b3c6381529cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8fe746d-759c-449e-adde-c232b6ff4c8e' class='xr-var-data-in' type='checkbox'><label for='data-b8fe746d-759c-449e-adde-c232b6ff4c8e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-2a012de7-b826-4938-86d7-3419b7c7fdff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a012de7-b826-4938-86d7-3419b7c7fdff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dffe74fd-0ee4-474c-b368-91455b70a826' class='xr-var-data-in' type='checkbox'><label for='data-dffe74fd-0ee4-474c-b368-91455b70a826' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>County</span></div><div class='xr-var-dims'>(County)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;AITKIN&#x27; ... &#x27;YELLOW MEDICINE&#x27;</div><input id='attrs-e6e2935e-34b1-4a1b-b443-479066ef1421' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6e2935e-34b1-4a1b-b443-479066ef1421' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3a39746-2be1-4110-b19b-ed1b844ce84d' class='xr-var-data-in' type='checkbox'><label for='data-e3a39746-2be1-4110-b19b-ed1b844ce84d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;AITKIN&#x27;, &#x27;ANOKA&#x27;, &#x27;BECKER&#x27;, &#x27;BELTRAMI&#x27;, &#x27;BENTON&#x27;, &#x27;BIG STONE&#x27;,\n",
       "       &#x27;BLUE EARTH&#x27;, &#x27;BROWN&#x27;, &#x27;CARLTON&#x27;, &#x27;CARVER&#x27;, &#x27;CASS&#x27;, &#x27;CHIPPEWA&#x27;,\n",
       "       &#x27;CHISAGO&#x27;, &#x27;CLAY&#x27;, &#x27;CLEARWATER&#x27;, &#x27;COOK&#x27;, &#x27;COTTONWOOD&#x27;, &#x27;CROW WING&#x27;,\n",
       "       &#x27;DAKOTA&#x27;, &#x27;DODGE&#x27;, &#x27;DOUGLAS&#x27;, &#x27;FARIBAULT&#x27;, &#x27;FILLMORE&#x27;, &#x27;FREEBORN&#x27;,\n",
       "       &#x27;GOODHUE&#x27;, &#x27;HENNEPIN&#x27;, &#x27;HOUSTON&#x27;, &#x27;HUBBARD&#x27;, &#x27;ISANTI&#x27;, &#x27;ITASCA&#x27;,\n",
       "       &#x27;JACKSON&#x27;, &#x27;KANABEC&#x27;, &#x27;KANDIYOHI&#x27;, &#x27;KITTSON&#x27;, &#x27;KOOCHICHING&#x27;,\n",
       "       &#x27;LAC QUI PARLE&#x27;, &#x27;LAKE&#x27;, &#x27;LAKE OF THE WOODS&#x27;, &#x27;LE SUEUR&#x27;, &#x27;LINCOLN&#x27;,\n",
       "       &#x27;LYON&#x27;, &#x27;MAHNOMEN&#x27;, &#x27;MARSHALL&#x27;, &#x27;MARTIN&#x27;, &#x27;MCLEOD&#x27;, &#x27;MEEKER&#x27;,\n",
       "       &#x27;MILLE LACS&#x27;, &#x27;MORRISON&#x27;, &#x27;MOWER&#x27;, &#x27;MURRAY&#x27;, &#x27;NICOLLET&#x27;, &#x27;NOBLES&#x27;,\n",
       "       &#x27;NORMAN&#x27;, &#x27;OLMSTED&#x27;, &#x27;OTTER TAIL&#x27;, &#x27;PENNINGTON&#x27;, &#x27;PINE&#x27;, &#x27;PIPESTONE&#x27;,\n",
       "       &#x27;POLK&#x27;, &#x27;POPE&#x27;, &#x27;RAMSEY&#x27;, &#x27;REDWOOD&#x27;, &#x27;RENVILLE&#x27;, &#x27;RICE&#x27;, &#x27;ROCK&#x27;,\n",
       "       &#x27;ROSEAU&#x27;, &#x27;SCOTT&#x27;, &#x27;SHERBURNE&#x27;, &#x27;SIBLEY&#x27;, &#x27;ST LOUIS&#x27;, &#x27;STEARNS&#x27;,\n",
       "       &#x27;STEELE&#x27;, &#x27;STEVENS&#x27;, &#x27;SWIFT&#x27;, &#x27;TODD&#x27;, &#x27;TRAVERSE&#x27;, &#x27;WABASHA&#x27;, &#x27;WADENA&#x27;,\n",
       "       &#x27;WASECA&#x27;, &#x27;WASHINGTON&#x27;, &#x27;WATONWAN&#x27;, &#x27;WILKIN&#x27;, &#x27;WINONA&#x27;, &#x27;WRIGHT&#x27;,\n",
       "       &#x27;YELLOW MEDICINE&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>g_coef</span></div><div class='xr-var-dims'>(g_coef)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;intercept&#x27; &#x27;slope&#x27;</div><input id='attrs-6b1b2f15-58ae-4949-b24b-eda4eeb5a650' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b1b2f15-58ae-4949-b24b-eda4eeb5a650' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23ccb338-34b0-4806-b540-0de3c32ba25b' class='xr-var-data-in' type='checkbox'><label for='data-23ccb338-34b0-4806-b540-0de3c32ba25b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;intercept&#x27;, &#x27;slope&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ef53663-c609-40a0-9fa9-0cdded124df5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3ef53663-c609-40a0-9fa9-0cdded124df5' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>a_county</span></div><div class='xr-var-dims'>(chain, draw, County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5ceb8590-072b-46ee-9d1e-62e176591f95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ceb8590-072b-46ee-9d1e-62e176591f95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c3c473e-3288-4d79-91a7-61b59b92552b' class='xr-var-data-in' type='checkbox'><label for='data-5c3c473e-3288-4d79-91a7-61b59b92552b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 8.535556,  5.284608, ..., 10.379827, 18.174108],\n",
       "        [ 0.141016,  4.922292, ...,  3.12067 , -3.460489],\n",
       "        ...,\n",
       "        [-7.980271, -7.559327, ..., -6.51764 , -4.480575],\n",
       "        [-5.985271, -8.07112 , ...,  1.061242,  6.236603]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_log__</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8fd55533-2d2c-489c-9579-0b6e27a0363f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8fd55533-2d2c-489c-9579-0b6e27a0363f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcd36b3c-420a-4707-b4ab-9ae1bb9cc78f' class='xr-var-data-in' type='checkbox'><label for='data-fcd36b3c-420a-4707-b4ab-9ae1bb9cc78f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.970883, -1.343955, -0.475785, ...,  0.087108, -0.850116, -2.235268]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_a</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-edebac99-21d8-4dfc-b160-1e8a4c844298' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-edebac99-21d8-4dfc-b160-1e8a4c844298' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a53e3da6-3486-488b-9758-0010a3b8d6aa' class='xr-var-data-in' type='checkbox'><label for='data-a53e3da6-3486-488b-9758-0010a3b8d6aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2.991045, 2.236645, 0.355397, ..., 0.016371, 0.44173 , 0.144819]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>a</span></div><div class='xr-var-dims'>(chain, draw, County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-3c945c7e-ed2f-4fc1-8672-4e800dec83e6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c945c7e-ed2f-4fc1-8672-4e800dec83e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc8e99bd-52ad-473b-bd6b-d9f479cd20a9' class='xr-var-data-in' type='checkbox'><label for='data-bc8e99bd-52ad-473b-bd6b-d9f479cd20a9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 6.139055,  4.951408, ..., 10.634218, 13.975903],\n",
       "        [ 3.408151,  4.36252 , ..., -0.204072, -2.889382],\n",
       "        ...,\n",
       "        [-7.399369, -7.84476 , ..., -5.713594, -4.460397],\n",
       "        [-6.088037, -7.943006, ...,  0.932899,  6.152231]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>b</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a598324d-b512-4c72-9595-f74a769c1d22' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a598324d-b512-4c72-9595-f74a769c1d22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f89fa987-2fd6-4c11-ab96-3ed9b0503bfa' class='xr-var-data-in' type='checkbox'><label for='data-f89fa987-2fd6-4c11-ab96-3ed9b0503bfa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.564689,  1.237345, -0.631597, ...,  0.050973, -0.014089,  0.197036]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>za_county</span></div><div class='xr-var-dims'>(chain, draw, County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7461f5ef-828f-4528-a902-4366b883e626' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7461f5ef-828f-4528-a902-4366b883e626' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ab9ec25-59da-4324-8b8f-ceb0d2c67643' class='xr-var-data-in' type='checkbox'><label for='data-9ab9ec25-59da-4324-8b8f-ceb0d2c67643' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.801225,  0.111399, ..., -0.085051,  1.403591],\n",
       "        [-1.460731,  0.250273, ...,  1.486486, -0.255341],\n",
       "        ...,\n",
       "        [-1.315062,  0.646171, ..., -1.82022 , -0.045681],\n",
       "        [ 0.709616, -0.884646, ...,  0.886228,  0.582599]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-10d3e09e-a97c-43f5-9417-1b7e0d363111' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-10d3e09e-a97c-43f5-9417-1b7e0d363111' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29871b4b-23ed-44f7-9c37-b3f2166965a4' class='xr-var-data-in' type='checkbox'><label for='data-29871b4b-23ed-44f7-9c37-b3f2166965a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.378748, 0.260812, 0.621397, ..., 1.091014, 0.427366, 0.106963]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>g</span></div><div class='xr-var-dims'>(chain, draw, g_coef)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d733af75-33dc-416d-958b-d23c638dfc2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d733af75-33dc-416d-958b-d23c638dfc2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-533790df-d6ba-4653-9466-d9425aebe376' class='xr-var-data-in' type='checkbox'><label for='data-533790df-d6ba-4653-9466-d9425aebe376' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[11.309774,  7.504154],\n",
       "        [-0.746935, -6.030187],\n",
       "        ...,\n",
       "        [-5.460247,  2.814206],\n",
       "        [ 1.988041, 11.720638]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma_a_log__</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ee04982d-0997-452a-b5a2-f8b6161e87f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee04982d-0997-452a-b5a2-f8b6161e87f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43700aaa-3546-45b0-85eb-f5784e33e435' class='xr-var-data-in' type='checkbox'><label for='data-43700aaa-3546-45b0-85eb-f5784e33e435' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 1.095623,  0.804977, -1.034521, ..., -4.112273, -0.817057, -1.93227 ]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-81acbc8b-9451-404e-94b2-1e13960e0207' class='xr-section-summary-in' type='checkbox'  checked><label for='section-81acbc8b-9451-404e-94b2-1e13960e0207' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.454586</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_prior_predictive40311c49-3722-4812-9303-77a0a2c7e887\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_prior_predictive40311c49-3722-4812-9303-77a0a2c7e887\" class = \"xr-section-summary\">prior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (chain: 1, draw: 500, obs_id: 919)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0\n",
       "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n",
       "  * obs_id   (obs_id) int64 0 1 2 3 4 5 6 7 ... 911 912 913 914 915 916 917 918\n",
       "Data variables:\n",
       "    y        (chain, draw, obs_id) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.457652\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-421a4529-ef18-409a-a3eb-9c10b39a2160' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-421a4529-ef18-409a-a3eb-9c10b39a2160' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>obs_id</span>: 919</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f36fdf80-c75e-4fec-b96e-8cd9e8aa9f72' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f36fdf80-c75e-4fec-b96e-8cd9e8aa9f72' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-e92c2581-c266-47ba-a166-f51dcb25ca1c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e92c2581-c266-47ba-a166-f51dcb25ca1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e7f6fdc-4681-49ed-b944-6feaaaf71cbc' class='xr-var-data-in' type='checkbox'><label for='data-4e7f6fdc-4681-49ed-b944-6feaaaf71cbc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-429fe9fc-c70a-4da1-8432-ef525853d6b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-429fe9fc-c70a-4da1-8432-ef525853d6b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1fcefa51-74ec-47a9-9ef9-e89ddc336fb2' class='xr-var-data-in' type='checkbox'><label for='data-1fcefa51-74ec-47a9-9ef9-e89ddc336fb2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_id</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 914 915 916 917 918</div><input id='attrs-0c58b0c3-b3be-4999-ae1f-c8b59a0d07d7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c58b0c3-b3be-4999-ae1f-c8b59a0d07d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cdca9074-be41-4e73-b5d0-a3b5378d04fd' class='xr-var-data-in' type='checkbox'><label for='data-cdca9074-be41-4e73-b5d0-a3b5378d04fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 916, 917, 918])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-edfb9ddc-04fd-4343-bbba-318746296fbd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-edfb9ddc-04fd-4343-bbba-318746296fbd' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(chain, draw, obs_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cc65b03b-b776-439d-93bf-3d15ca49c938' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc65b03b-b776-439d-93bf-3d15ca49c938' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b750c43e-54bb-4986-92b8-11668dce29e4' class='xr-var-data-in' type='checkbox'><label for='data-b750c43e-54bb-4986-92b8-11668dce29e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[459500 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-03e1838c-fb4c-476e-8f48-86603db1c5df' class='xr-section-summary-in' type='checkbox'  checked><label for='section-03e1838c-fb4c-476e-8f48-86603db1c5df' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.457652</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
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       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_observed_datae9719e01-af85-4839-bc15-cb0e93fb42a8\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_datae9719e01-af85-4839-bc15-cb0e93fb42a8\" class = \"xr-section-summary\">observed_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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       "\n",
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       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
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       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (obs_id: 919)\n",
       "Coordinates:\n",
       "  * obs_id   (obs_id) int64 0 1 2 3 4 5 6 7 ... 911 912 913 914 915 916 917 918\n",
       "Data variables:\n",
       "    y        (obs_id) float64 0.8329 0.8329 1.099 0.09531 ... 1.629 1.335 1.099\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.458415\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c126e61a-0575-43a6-bbf1-93d16689cc53' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c126e61a-0575-43a6-bbf1-93d16689cc53' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>obs_id</span>: 919</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-09f44362-c263-4bd5-a20d-614afcd31f28' class='xr-section-summary-in' type='checkbox'  checked><label for='section-09f44362-c263-4bd5-a20d-614afcd31f28' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_id</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 914 915 916 917 918</div><input id='attrs-6983f8f2-d918-4d34-8cc8-35d3f4722248' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6983f8f2-d918-4d34-8cc8-35d3f4722248' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f679de5-4089-4e83-baea-c1252e5b8cc3' class='xr-var-data-in' type='checkbox'><label for='data-3f679de5-4089-4e83-baea-c1252e5b8cc3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 916, 917, 918])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b590f268-6afc-4889-90fd-d3e94f96ea83' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b590f268-6afc-4889-90fd-d3e94f96ea83' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-bb1376eb-ef95-41c1-84e6-bb7f64ba5102' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb1376eb-ef95-41c1-84e6-bb7f64ba5102' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cec2177-6a6b-4bfd-826a-903a70529f1a' class='xr-var-data-in' type='checkbox'><label for='data-0cec2177-6a6b-4bfd-826a-903a70529f1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.832909, 0.832909, 1.098612, ..., 1.629241, 1.335001, 1.098612])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b3cdbda-63d0-43f7-9dad-01a882befd14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b3cdbda-63d0-43f7-9dad-01a882befd14' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.458415</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
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       "                  <input id=\"idata_constant_data4a25da78-1f51-41cf-a173-4e5098cbf109\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_constant_data4a25da78-1f51-41cf-a173-4e5098cbf109\" class = \"xr-section-summary\">constant_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (obs_id: 919, County: 85)\n",
       "Coordinates:\n",
       "  * obs_id      (obs_id) int64 0 1 2 3 4 5 6 7 ... 912 913 914 915 916 917 918\n",
       "  * County      (County) object &#x27;AITKIN&#x27; &#x27;ANOKA&#x27; ... &#x27;WRIGHT&#x27; &#x27;YELLOW MEDICINE&#x27;\n",
       "Data variables:\n",
       "    floor_idx   (obs_id) int32 1 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 1 0 0 0 0 0 0 0\n",
       "    county_idx  (obs_id) int32 0 0 0 0 1 1 1 1 1 ... 83 83 83 83 83 83 83 84 84\n",
       "    uranium     (County) float64 -0.689 -0.8473 -0.1135 ... -0.09002 0.3553\n",
       "Attributes:\n",
       "    created_at:                 2020-07-24T18:15:12.459832\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.2</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-88deb1d9-c740-4c07-ab15-ee1eaa141ffc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-88deb1d9-c740-4c07-ab15-ee1eaa141ffc' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>obs_id</span>: 919</li><li><span class='xr-has-index'>County</span>: 85</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-547fd3fd-75b5-478d-b468-90fdc7107038' class='xr-section-summary-in' type='checkbox'  checked><label for='section-547fd3fd-75b5-478d-b468-90fdc7107038' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_id</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 914 915 916 917 918</div><input id='attrs-a6de4e17-55dc-4c90-98cb-cbe4e064ff01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6de4e17-55dc-4c90-98cb-cbe4e064ff01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-895ef0a1-dc4e-4b80-abf2-ccd921c2e1b3' class='xr-var-data-in' type='checkbox'><label for='data-895ef0a1-dc4e-4b80-abf2-ccd921c2e1b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 916, 917, 918])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>County</span></div><div class='xr-var-dims'>(County)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;AITKIN&#x27; ... &#x27;YELLOW MEDICINE&#x27;</div><input id='attrs-e3b0159c-dbc0-410f-b079-ba8679f0ef74' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3b0159c-dbc0-410f-b079-ba8679f0ef74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f51ab2f4-e8f2-45fd-8d05-805ad72e33aa' class='xr-var-data-in' type='checkbox'><label for='data-f51ab2f4-e8f2-45fd-8d05-805ad72e33aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;AITKIN&#x27;, &#x27;ANOKA&#x27;, &#x27;BECKER&#x27;, &#x27;BELTRAMI&#x27;, &#x27;BENTON&#x27;, &#x27;BIG STONE&#x27;,\n",
       "       &#x27;BLUE EARTH&#x27;, &#x27;BROWN&#x27;, &#x27;CARLTON&#x27;, &#x27;CARVER&#x27;, &#x27;CASS&#x27;, &#x27;CHIPPEWA&#x27;,\n",
       "       &#x27;CHISAGO&#x27;, &#x27;CLAY&#x27;, &#x27;CLEARWATER&#x27;, &#x27;COOK&#x27;, &#x27;COTTONWOOD&#x27;, &#x27;CROW WING&#x27;,\n",
       "       &#x27;DAKOTA&#x27;, &#x27;DODGE&#x27;, &#x27;DOUGLAS&#x27;, &#x27;FARIBAULT&#x27;, &#x27;FILLMORE&#x27;, &#x27;FREEBORN&#x27;,\n",
       "       &#x27;GOODHUE&#x27;, &#x27;HENNEPIN&#x27;, &#x27;HOUSTON&#x27;, &#x27;HUBBARD&#x27;, &#x27;ISANTI&#x27;, &#x27;ITASCA&#x27;,\n",
       "       &#x27;JACKSON&#x27;, &#x27;KANABEC&#x27;, &#x27;KANDIYOHI&#x27;, &#x27;KITTSON&#x27;, &#x27;KOOCHICHING&#x27;,\n",
       "       &#x27;LAC QUI PARLE&#x27;, &#x27;LAKE&#x27;, &#x27;LAKE OF THE WOODS&#x27;, &#x27;LE SUEUR&#x27;, &#x27;LINCOLN&#x27;,\n",
       "       &#x27;LYON&#x27;, &#x27;MAHNOMEN&#x27;, &#x27;MARSHALL&#x27;, &#x27;MARTIN&#x27;, &#x27;MCLEOD&#x27;, &#x27;MEEKER&#x27;,\n",
       "       &#x27;MILLE LACS&#x27;, &#x27;MORRISON&#x27;, &#x27;MOWER&#x27;, &#x27;MURRAY&#x27;, &#x27;NICOLLET&#x27;, &#x27;NOBLES&#x27;,\n",
       "       &#x27;NORMAN&#x27;, &#x27;OLMSTED&#x27;, &#x27;OTTER TAIL&#x27;, &#x27;PENNINGTON&#x27;, &#x27;PINE&#x27;, &#x27;PIPESTONE&#x27;,\n",
       "       &#x27;POLK&#x27;, &#x27;POPE&#x27;, &#x27;RAMSEY&#x27;, &#x27;REDWOOD&#x27;, &#x27;RENVILLE&#x27;, &#x27;RICE&#x27;, &#x27;ROCK&#x27;,\n",
       "       &#x27;ROSEAU&#x27;, &#x27;SCOTT&#x27;, &#x27;SHERBURNE&#x27;, &#x27;SIBLEY&#x27;, &#x27;ST LOUIS&#x27;, &#x27;STEARNS&#x27;,\n",
       "       &#x27;STEELE&#x27;, &#x27;STEVENS&#x27;, &#x27;SWIFT&#x27;, &#x27;TODD&#x27;, &#x27;TRAVERSE&#x27;, &#x27;WABASHA&#x27;, &#x27;WADENA&#x27;,\n",
       "       &#x27;WASECA&#x27;, &#x27;WASHINGTON&#x27;, &#x27;WATONWAN&#x27;, &#x27;WILKIN&#x27;, &#x27;WINONA&#x27;, &#x27;WRIGHT&#x27;,\n",
       "       &#x27;YELLOW MEDICINE&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d65b41dc-ef19-41e7-8121-0c00117b2920' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d65b41dc-ef19-41e7-8121-0c00117b2920' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>floor_idx</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2adb1e42-4677-4e52-a0ac-e9dae1f8ace4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2adb1e42-4677-4e52-a0ac-e9dae1f8ace4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d965fa42-4e36-47ba-ab6b-9adf550770b8' class='xr-var-data-in' type='checkbox'><label for='data-d965fa42-4e36-47ba-ab6b-9adf550770b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([1, 0, 0, ..., 0, 0, 0], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>county_idx</span></div><div class='xr-var-dims'>(obs_id)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4b5c2421-7e96-4cb0-82c1-e18b256eda64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b5c2421-7e96-4cb0-82c1-e18b256eda64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-03402257-7792-4aad-a322-62ca0c946451' class='xr-var-data-in' type='checkbox'><label for='data-03402257-7792-4aad-a322-62ca0c946451' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  0,  0, ..., 83, 84, 84], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uranium</span></div><div class='xr-var-dims'>(County)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-faa62c63-1fbd-4b0f-81ff-3f0e2f31e658' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-faa62c63-1fbd-4b0f-81ff-3f0e2f31e658' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21c93f1a-005e-4811-8366-05767a6a12fb' class='xr-var-data-in' type='checkbox'><label for='data-21c93f1a-005e-4811-8366-05767a6a12fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.689048, -0.847313, -0.113459, -0.593353, -0.14289 ,  0.387057,\n",
       "        0.271614,  0.277579, -0.332315,  0.095865, -0.60822 ,  0.273685,\n",
       "       -0.73532 ,  0.343781, -0.05986 , -0.504996,  0.33956 , -0.633391,\n",
       "       -0.024145,  0.263855,  0.155712,  0.295025,  0.414914,  0.224207,\n",
       "        0.196611, -0.096521,  0.503529, -0.400597, -0.751872, -0.663348,\n",
       "        0.30902 , -0.053386,  0.109733, -0.007803, -0.881829,  0.31103 ,\n",
       "       -0.691596, -0.681709,  0.194448,  0.444904,  0.394734,  0.1496  ,\n",
       "        0.013765,  0.165862,  0.140423,  0.023951, -0.21006 , -0.093227,\n",
       "        0.260932,  0.39885 ,  0.248047,  0.405452,  0.265222,  0.24315 ,\n",
       "       -0.20473 , -0.074028, -0.163292,  0.478604,  0.266111,  0.281148,\n",
       "       -0.418054,  0.366322,  0.380578,  0.193146,  0.528025, -0.212045,\n",
       "        0.063116, -0.683436,  0.237212, -0.474674,  0.116395,  0.269806,\n",
       "        0.470778,  0.316029, -0.04684 ,  0.497594,  0.150082, -0.67203 ,\n",
       "        0.212414, -0.147484,  0.183238,  0.236036,  0.463212, -0.090024,\n",
       "        0.355287])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55e00ce9-9a8d-42f7-a1e4-c316c5c6a727' class='xr-section-summary-in' type='checkbox'  checked><label for='section-55e00ce9-9a8d-42f7-a1e4-c316c5c6a727' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-07-24T18:15:12.459832</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.2</dd></dl></div></li></ul></div></div><br></div>\n",
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      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> posterior_predictive\n",
       "\t> log_likelihood\n",
       "\t> sample_stats\n",
       "\t> prior\n",
       "\t> prior_predictive\n",
       "\t> observed_data\n",
       "\t> constant_data"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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    "data"
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   "id": "a293bf92-b6e3-49ae-bbc8-7eeb205b2a43",
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   "outputs": [],
   "source": [
    "\n",
    "pathlib.Path('data/hierarchical/' + \\\n",
    "             'ddm_nsamples_1000_nsubjects_20_nparams_200_stdfracdenom_6').mkdir(parents = True, \n",
    "                                                                                exist_ok = True)"
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