docs/notebooks/alternative_samplers.ipynb

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    "# Alternative sampling backends\n",
    "\n",
    "In Bambi, the sampler used is automatically selected given the type of variables used in the model. For inference, Bambi supports both MCMC and variational inference. By default, Bambi uses PyMC's implementation of the adaptive Hamiltonian Monte Carlo (HMC) algorithm for sampling. Also known as the No-U-Turn Sampler (NUTS). This sampler is a good choice for many models. However, it is not the only sampling method, nor is PyMC the only library implementing NUTS. \n",
    "\n",
    "To this extent, Bambi supports multiple backends for MCMC sampling such as NumPyro and Blackjax. This notebook will cover how to use such alternatives in Bambi.\n",
    "\n",
    "_Note_: Bambi utilizes [bayeux](https://github.com/jax-ml/bayeux) to access a variety of sampling backends. Thus, you will need to install the optional dependencies in the Bambi [pyproject.toml](https://github.com/bambinos/bambi/blob/main/pyproject.toml) file to use these backends."
   ]
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import bambi as bmb\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bayeux\n",
    "\n",
    "Bambi leverages [`bayeux`](https://jax-ml.github.io/bayeux/) to access different sampling backends. In short, `bayeux` lets you write a probabilistic model in JAX and immediately have access to state-of-the-art inference methods.\n",
    "\n",
    "Since the underlying Bambi model is a PyMC model, this PyMC model can be \"given\" to `bayeux`. Then, we can choose from a variety of MCMC methods to perform inference.\n",
    "\n",
    "To demonstrate the available backends, we will fist simulate data and build a model."
   ]
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   "cell_type": "code",
   "execution_count": 2,
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   "outputs": [],
   "source": [
    "num_samples = 100\n",
    "num_features = 1\n",
    "noise_std = 1.0\n",
    "random_seed = 42\n",
    "\n",
    "rng = np.random.default_rng(random_seed)\n",
    "\n",
    "coefficients = rng.normal(size=num_features)\n",
    "X = rng.normal(size=(num_samples, num_features))\n",
    "error = rng.normal(scale=noise_std, size=num_samples)\n",
    "y = X @ coefficients + error\n",
    "\n",
    "data = pd.DataFrame({\"y\": y, \"x\": X.flatten()})"
   ]
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  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = bmb.Model(\"y ~ x\", data)\n",
    "model.build()"
   ]
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can call `bmb.inference_methods.names` that returns a nested dictionary of the backends and list of inference methods."
   ]
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   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pymc': {'mcmc': ['mcmc'], 'vi': ['vi']},\n",
       " 'bayeux': {'mcmc': ['tfp_hmc',\n",
       "   'tfp_nuts',\n",
       "   'tfp_snaper_hmc',\n",
       "   'blackjax_hmc',\n",
       "   'blackjax_chees_hmc',\n",
       "   'blackjax_meads_hmc',\n",
       "   'blackjax_nuts',\n",
       "   'blackjax_hmc_pathfinder',\n",
       "   'blackjax_nuts_pathfinder',\n",
       "   'flowmc_rqspline_hmc',\n",
       "   'flowmc_rqspline_mala',\n",
       "   'flowmc_realnvp_hmc',\n",
       "   'flowmc_realnvp_mala',\n",
       "   'numpyro_hmc',\n",
       "   'numpyro_nuts',\n",
       "   'nutpie']}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "methods = bmb.inference_methods.names\n",
    "methods"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the PyMC backend, we have access to their implementation of the NUTS sampler and mean-field variational inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mcmc': ['mcmc'], 'vi': ['vi']}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "methods[\"pymc\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`bayeux` lets us have access to Tensorflow probability, Blackjax, FlowMC, and NumPyro backends."
   ]
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   "cell_type": "code",
   "execution_count": 6,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mcmc': ['tfp_hmc',\n",
       "  'tfp_nuts',\n",
       "  'tfp_snaper_hmc',\n",
       "  'blackjax_hmc',\n",
       "  'blackjax_chees_hmc',\n",
       "  'blackjax_meads_hmc',\n",
       "  'blackjax_nuts',\n",
       "  'blackjax_hmc_pathfinder',\n",
       "  'blackjax_nuts_pathfinder',\n",
       "  'flowmc_rqspline_hmc',\n",
       "  'flowmc_rqspline_mala',\n",
       "  'flowmc_realnvp_hmc',\n",
       "  'flowmc_realnvp_mala',\n",
       "  'numpyro_hmc',\n",
       "  'numpyro_nuts',\n",
       "  'nutpie']}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "methods[\"bayeux\"]"
   ]
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   "source": [
    "The values of the MCMC and VI keys in the dictionary are the names of the argument you would pass to `inference_method` in `model.fit`. This is shown in the section below."
   ]
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   "cell_type": "markdown",
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   "source": [
    "## Specifying an `inference_method`"
   ]
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, Bambi uses the PyMC NUTS implementation. To use a different backend, pass the name of the `bayeux` MCMC method to the `inference_method` parameter of the `fit` method."
   ]
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  {
   "cell_type": "markdown",
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   "source": [
    "### Blackjax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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     "text": [
      "WARNING:2024-12-21 13:43:24,702:jax._src.xla_bridge:969: An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
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       "  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; Size: 100kB\n",
       "Dimensions:    (chain: 8, draw: 500)\n",
       "Coordinates:\n",
       "  * draw       (draw) int64 4kB 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * chain      (chain) int64 64B 0 1 2 3 4 5 6 7\n",
       "Data variables:\n",
       "    Intercept  (chain, draw) float64 32kB -0.02658 0.09092 ... 0.06874 0.01924\n",
       "    sigma      (chain, draw) float64 32kB 1.083 0.9101 0.9074 ... 0.9316 1.088\n",
       "    x          (chain, draw) float64 32kB 0.2574 0.5978 0.2478 ... 0.5018 0.6094\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:32.789194+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-f396e17f-3d54-48ef-9b33-1e633cae4be7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f396e17f-3d54-48ef-9b33-1e633cae4be7' 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>: 8</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-397aab82-b83a-4fa8-8a1e-4fb8b096f037' class='xr-section-summary-in' type='checkbox'  checked><label for='section-397aab82-b83a-4fa8-8a1e-4fb8b096f037' 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'>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-d8a012be-92bd-416b-8920-512207df1f19' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8a012be-92bd-416b-8920-512207df1f19' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44579ed9-a26d-4a64-b4fb-4515fe29a42d' class='xr-var-data-in' type='checkbox'><label for='data-44579ed9-a26d-4a64-b4fb-4515fe29a42d' 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'>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 4 5 6 7</div><input id='attrs-3c4a2a2a-5ffc-49af-b6d6-f7ae0a3bdf22' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c4a2a2a-5ffc-49af-b6d6-f7ae0a3bdf22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e507559-a6f1-4d54-b810-a7b3bf30bb6f' class='xr-var-data-in' type='checkbox'><label for='data-8e507559-a6f1-4d54-b810-a7b3bf30bb6f' 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])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-44270f29-aab4-4442-a7cd-17d70849b085' class='xr-section-summary-in' type='checkbox'  checked><label for='section-44270f29-aab4-4442-a7cd-17d70849b085' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.02658 0.09092 ... 0.01924</div><input id='attrs-f3dcc7c2-8db4-43ef-9f00-66c7597c3b24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3dcc7c2-8db4-43ef-9f00-66c7597c3b24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13329ba1-4416-4414-af9b-c0526d9bd497' class='xr-var-data-in' type='checkbox'><label for='data-13329ba1-4416-4414-af9b-c0526d9bd497' 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([[-0.02658111,  0.09092311,  0.11795115, ..., -0.06640127,\n",
       "        -0.07304943, -0.07304943],\n",
       "       [ 0.01155273,  0.05560022,  0.05645374, ..., -0.11902965,\n",
       "         0.15598449,  0.05305681],\n",
       "       [ 0.01325056, -0.09258721, -0.12564707, ..., -0.1270452 ,\n",
       "         0.0226572 , -0.13311911],\n",
       "       ...,\n",
       "       [ 0.00654733,  0.1162016 ,  0.1162016 , ...,  0.17542573,\n",
       "        -0.10504741,  0.13413861],\n",
       "       [-0.07104718, -0.08145941,  0.09747892, ..., -0.11062677,\n",
       "        -0.14297176, -0.13000677],\n",
       "       [ 0.0647134 , -0.02805274, -0.05086112, ...,  0.06960474,\n",
       "         0.06874382,  0.01924388]])</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'>1.083 0.9101 ... 0.9316 1.088</div><input id='attrs-d824fcfc-bc5f-4401-8244-59ef592104f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d824fcfc-bc5f-4401-8244-59ef592104f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a43982b-e159-4c7f-b270-11fd06695c01' class='xr-var-data-in' type='checkbox'><label for='data-0a43982b-e159-4c7f-b270-11fd06695c01' 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([[1.08286755, 0.91009683, 0.90740154, ..., 1.04084804, 0.9122751 ,\n",
       "        0.9122751 ],\n",
       "       [0.94534918, 1.13671854, 0.96041739, ..., 0.87811556, 1.09079128,\n",
       "        0.94423378],\n",
       "       [0.90816757, 1.04812487, 1.06399674, ..., 1.03973046, 1.01010142,\n",
       "        0.87700991],\n",
       "       ...,\n",
       "       [1.12654384, 0.86851728, 0.86851728, ..., 1.07861895, 0.92485308,\n",
       "        1.00014413],\n",
       "       [0.91526758, 0.89551954, 1.04980028, ..., 0.94360289, 0.95889818,\n",
       "        1.007102  ],\n",
       "       [0.96186467, 1.02626141, 0.99183226, ..., 0.97610033, 0.93160127,\n",
       "        1.08782709]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2574 0.5978 ... 0.5018 0.6094</div><input id='attrs-e6e616d8-5c80-403c-88c2-5424b07ba7f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6e616d8-5c80-403c-88c2-5424b07ba7f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce2b5b88-0b84-47b2-b7d7-ce1935829982' class='xr-var-data-in' type='checkbox'><label for='data-ce2b5b88-0b84-47b2-b7d7-ce1935829982' 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([[0.25738559, 0.59783036, 0.24779006, ..., 0.25177696, 0.4307542 ,\n",
       "        0.4307542 ],\n",
       "       [0.65370905, 0.40586643, 0.41765398, ..., 0.55844874, 0.4797765 ,\n",
       "        0.40513045],\n",
       "       [0.56860133, 0.36653944, 0.36446413, ..., 0.19247187, 0.48895635,\n",
       "        0.52891685],\n",
       "       ...,\n",
       "       [0.26910199, 0.5794493 , 0.5794493 , ..., 0.0794695 , 0.57235876,\n",
       "        0.25527193],\n",
       "       [0.36526813, 0.45110655, 0.46746077, ..., 0.28122244, 0.39524775,\n",
       "        0.4660637 ],\n",
       "       [0.6341404 , 0.34837756, 0.56736688, ..., 0.3739496 , 0.501771  ,\n",
       "        0.60940309]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b7c17fe3-b8ef-474b-b5d8-13635a6689e9' class='xr-section-summary-in' type='checkbox'  ><label for='section-b7c17fe3-b8ef-474b-b5d8-13635a6689e9' class='xr-section-summary' >Indexes: <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-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4d4a4bee-dc65-4a0e-b939-89fbe33b93c2' class='xr-index-data-in' type='checkbox'/><label for='index-4d4a4bee-dc65-4a0e-b939-89fbe33b93c2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bf6ca796-775c-4590-bfec-0b515ce72732' class='xr-index-data-in' type='checkbox'/><label for='index-bf6ca796-775c-4590-bfec-0b515ce72732' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1b790d17-f87f-4fd8-86c4-71dc38dbd694' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1b790d17-f87f-4fd8-86c4-71dc38dbd694' 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>2024-12-21T16:43:32.789194+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_stats6cbe8b7a-378d-46c7-954d-5c9c117bcb1d\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_stats6cbe8b7a-378d-46c7-954d-5c9c117bcb1d\" 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",
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       "</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",
       "html[data-theme=dark],\n",
       "body[data-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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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",
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       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
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       "  font-weight: 500;\n",
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       "\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",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
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       "}\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",
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       "\n",
       ".xr-section-summary,\n",
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       "  padding-bottom: 4px;\n",
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       "\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 200kB\n",
       "Dimensions:          (chain: 8, draw: 500)\n",
       "Coordinates:\n",
       "  * chain            (chain) int64 64B 0 1 2 3 4 5 6 7\n",
       "  * draw             (draw) int64 4kB 0 1 2 3 4 5 6 ... 494 495 496 497 498 499\n",
       "Data variables:\n",
       "    acceptance_rate  (chain, draw) float64 32kB 1.0 0.9701 ... 0.9816 0.8413\n",
       "    diverging        (chain, draw) bool 4kB False False False ... False False\n",
       "    energy           (chain, draw) float64 32kB 146.2 146.9 ... 144.5 146.6\n",
       "    lp               (chain, draw) float64 32kB -145.5 -145.6 ... -144.3 -145.8\n",
       "    n_steps          (chain, draw) int64 32kB 7 7 7 1 7 1 7 3 ... 3 23 1 3 3 7 7\n",
       "    step_size        (chain, draw) float64 32kB 0.6587 0.6587 ... 0.8076 0.8076\n",
       "    tree_depth       (chain, draw) int64 32kB 3 3 3 1 3 1 3 2 ... 2 5 1 2 2 3 3\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:32.791248+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-9f84f087-0b3d-40b2-8568-1deeb02e7420' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9f84f087-0b3d-40b2-8568-1deeb02e7420' 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>: 8</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-ad603ab6-fa24-4385-9304-cfea6c402e39' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ad603ab6-fa24-4385-9304-cfea6c402e39' 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 4 5 6 7</div><input id='attrs-beee5f4a-3491-421e-8ed8-cb59e450387b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-beee5f4a-3491-421e-8ed8-cb59e450387b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-52fd3aca-294a-42cf-9ed5-7dfe7bfa86b9' class='xr-var-data-in' type='checkbox'><label for='data-52fd3aca-294a-42cf-9ed5-7dfe7bfa86b9' 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])</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-dd8ccca6-0b7e-469e-a23d-571c30593fae' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd8ccca6-0b7e-469e-a23d-571c30593fae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d483a9bb-67fc-4acf-ad2a-e21cd6351579' class='xr-var-data-in' type='checkbox'><label for='data-d483a9bb-67fc-4acf-ad2a-e21cd6351579' 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-e6f2d0bb-5974-436d-be3b-deb9c1d179fc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e6f2d0bb-5974-436d-be3b-deb9c1d179fc' 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>acceptance_rate</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 0.9701 0.9571 ... 0.9816 0.8413</div><input id='attrs-d56e7733-40a3-4869-8da5-0905c73385d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d56e7733-40a3-4869-8da5-0905c73385d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f99fa3b6-c39c-4f97-875d-3267dc6695d9' class='xr-var-data-in' type='checkbox'><label for='data-f99fa3b6-c39c-4f97-875d-3267dc6695d9' 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.        , 0.97006468, 0.95707146, ..., 0.97826123, 0.99044162,\n",
       "        0.74222495],\n",
       "       [0.95762025, 0.93924226, 0.96338533, ..., 0.73056644, 0.99394205,\n",
       "        0.86765568],\n",
       "       [0.98994354, 0.96667462, 0.92877089, ..., 0.82934201, 1.        ,\n",
       "        0.80614085],\n",
       "       ...,\n",
       "       [1.        , 0.95773634, 0.62150145, ..., 0.69859751, 0.96819032,\n",
       "        1.        ],\n",
       "       [0.98803911, 0.97905407, 0.99832213, ..., 0.99941531, 1.        ,\n",
       "        1.        ],\n",
       "       [0.95319494, 0.98840345, 0.84058548, ..., 0.90845327, 0.9815987 ,\n",
       "        0.84128627]])</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'>False False False ... False False</div><input id='attrs-0f70ce6e-a672-4481-878a-30919147f40d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f70ce6e-a672-4481-878a-30919147f40d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3df652ad-c79a-4033-9aaf-d9d003738bbd' class='xr-var-data-in' type='checkbox'><label for='data-3df652ad-c79a-4033-9aaf-d9d003738bbd' 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",
       "       ...,\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'>146.2 146.9 147.6 ... 144.5 146.6</div><input id='attrs-ec4dd0de-5755-415e-b191-50cb7a9664ac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ec4dd0de-5755-415e-b191-50cb7a9664ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d926c0a2-46e9-4225-b1b5-38d3f9835baf' class='xr-var-data-in' type='checkbox'><label for='data-d926c0a2-46e9-4225-b1b5-38d3f9835baf' 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([[146.20853009, 146.92917848, 147.6360811 , ..., 145.24207867,\n",
       "        145.87623618, 147.13081329],\n",
       "       [145.59278885, 147.44713994, 146.86936261, ..., 147.43697811,\n",
       "        148.16186623, 148.16903208],\n",
       "       [145.35673415, 145.6494305 , 145.31892996, ..., 146.61776123,\n",
       "        146.06678407, 146.9496078 ],\n",
       "       ...,\n",
       "       [147.87081823, 148.37233119, 148.61259875, ..., 151.36525088,\n",
       "        148.99423831, 146.71758754],\n",
       "       [144.87253755, 145.2217807 , 145.34049789, ..., 146.79512891,\n",
       "        145.82846494, 145.50485403],\n",
       "       [149.3085002 , 145.7621817 , 146.20656758, ..., 147.12749679,\n",
       "        144.52686547, 146.60129266]])</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'>-145.5 -145.6 ... -144.3 -145.8</div><input id='attrs-4993cc39-8565-4653-ba69-53a4461f5a7a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4993cc39-8565-4653-ba69-53a4461f5a7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb1e3f7f-1e0f-474c-a4a0-7808e57eb86d' class='xr-var-data-in' type='checkbox'><label for='data-bb1e3f7f-1e0f-474c-a4a0-7808e57eb86d' 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([[-145.54158492, -145.58663675, -146.23973644, ..., -145.14591989,\n",
       "        -144.45271634, -144.45271634],\n",
       "       [-145.53580082, -146.08481967, -143.86213268, ..., -146.57279016,\n",
       "        -145.98872165, -143.92837743],\n",
       "       [-144.91890886, -144.74108265, -145.28654516, ..., -146.26457691,\n",
       "        -143.98828585, -146.55042464],\n",
       "       ...,\n",
       "       [-146.2949621 , -146.70927775, -146.70927775, ..., -149.36892616,\n",
       "        -145.50706965, -145.61839596],\n",
       "       [-144.47776232, -144.87493115, -144.7184633 , ..., -145.0868909 ,\n",
       "        -144.87527493, -144.79194767],\n",
       "       [-145.26549283, -144.19282923, -144.56709736, ..., -144.02660067,\n",
       "        -144.29201224, -145.78638496]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_steps</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>7 7 7 1 7 1 7 3 ... 3 23 1 3 3 7 7</div><input id='attrs-3cd9de04-31e7-499a-84b6-f437a459d2ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3cd9de04-31e7-499a-84b6-f437a459d2ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbaf551c-bf65-438e-a9bf-083408c411ef' class='xr-var-data-in' type='checkbox'><label for='data-cbaf551c-bf65-438e-a9bf-083408c411ef' 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([[ 7,  7,  7, ...,  3,  7,  3],\n",
       "       [ 3,  7,  3, ...,  3,  7,  3],\n",
       "       [15,  3,  1, ...,  3,  3,  3],\n",
       "       ...,\n",
       "       [ 7,  7,  1, ...,  7,  5,  7],\n",
       "       [ 7,  3,  7, ...,  7,  7,  7],\n",
       "       [ 3,  3,  3, ...,  3,  7,  7]])</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'>0.6587 0.6587 ... 0.8076 0.8076</div><input id='attrs-c370fc16-d5cb-4374-bae4-b8a1c8476120' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c370fc16-d5cb-4374-bae4-b8a1c8476120' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38a4404f-3058-49a7-b962-71fbc69c1d38' class='xr-var-data-in' type='checkbox'><label for='data-38a4404f-3058-49a7-b962-71fbc69c1d38' 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([[0.65866895, 0.65866895, 0.65866895, ..., 0.65866895, 0.65866895,\n",
       "        0.65866895],\n",
       "       [0.81360467, 0.81360467, 0.81360467, ..., 0.81360467, 0.81360467,\n",
       "        0.81360467],\n",
       "       [0.92484756, 0.92484756, 0.92484756, ..., 0.92484756, 0.92484756,\n",
       "        0.92484756],\n",
       "       ...,\n",
       "       [0.78804737, 0.78804737, 0.78804737, ..., 0.78804737, 0.78804737,\n",
       "        0.78804737],\n",
       "       [0.66485663, 0.66485663, 0.66485663, ..., 0.66485663, 0.66485663,\n",
       "        0.66485663],\n",
       "       [0.80764974, 0.80764974, 0.80764974, ..., 0.80764974, 0.80764974,\n",
       "        0.80764974]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tree_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'>3 3 3 1 3 1 3 2 ... 2 2 5 1 2 2 3 3</div><input id='attrs-d1fde7cc-ca97-4ff2-b554-ecfe536b6609' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1fde7cc-ca97-4ff2-b554-ecfe536b6609' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04597e0d-d965-4b2e-8854-6a5465f8a2f1' class='xr-var-data-in' type='checkbox'><label for='data-04597e0d-d965-4b2e-8854-6a5465f8a2f1' 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([[3, 3, 3, ..., 2, 3, 2],\n",
       "       [2, 3, 2, ..., 2, 3, 2],\n",
       "       [4, 2, 1, ..., 2, 2, 2],\n",
       "       ...,\n",
       "       [3, 3, 1, ..., 3, 3, 3],\n",
       "       [3, 2, 3, ..., 3, 3, 3],\n",
       "       [2, 2, 2, ..., 2, 3, 3]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-93c0dfab-ca99-40b1-bdf7-fef10eaa6c3b' class='xr-section-summary-in' type='checkbox'  ><label for='section-93c0dfab-ca99-40b1-bdf7-fef10eaa6c3b' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0a0b106f-7f62-4224-a17c-655c63e72efe' class='xr-index-data-in' type='checkbox'/><label for='index-0a0b106f-7f62-4224-a17c-655c63e72efe' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b1bda3c1-ce4a-42b2-b9cb-ffee106aa587' class='xr-index-data-in' type='checkbox'/><label for='index-b1bda3c1-ce4a-42b2-b9cb-ffee106aa587' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-02ab06a1-41ec-441c-bf15-c772c2cf88b3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-02ab06a1-41ec-441c-bf15-c772c2cf88b3' 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>2024-12-21T16:43:32.791248+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_observed_dataab1cc0dd-34d6-4c80-8cd8-e4c229fd8019\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_dataab1cc0dd-34d6-4c80-8cd8-e4c229fd8019\" 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",
       "<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",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
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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",
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       "\n",
       "html[theme=dark],\n",
       "html[data-theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
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       "  --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",
       "  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",
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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",
       "}\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 0 20px 0 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
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       "\n",
       ".xr-section-item input + label {\n",
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       "\n",
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       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
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       "  font-weight: 500;\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  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",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
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       "  padding-bottom: 4px;\n",
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       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
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       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
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       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
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       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
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       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
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       "\n",
       ".xr-array-preview,\n",
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       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
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       "  display: none;\n",
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       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
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       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
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       "\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",
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       "\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",
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       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
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       "\n",
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       "\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
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       "\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\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",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
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       "\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",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
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       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 2kB\n",
       "Dimensions:  (__obs__: 100)\n",
       "Coordinates:\n",
       "  * __obs__  (__obs__) int64 800B 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    y        (__obs__) float64 800B 0.9823 -0.1276 1.024 ... -0.4394 0.2223\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:32.789194+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-f8288a10-39ec-465b-9dd3-3d4286cd4891' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f8288a10-39ec-465b-9dd3-3d4286cd4891' 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__</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-da2e6d53-97b0-469e-88ed-579142b916e4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-da2e6d53-97b0-469e-88ed-579142b916e4' 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__</span></div><div class='xr-var-dims'>(__obs__)</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-051eeadb-d387-430b-a280-538dcf62f821' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-051eeadb-d387-430b-a280-538dcf62f821' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f6042bf-09b4-43bd-a7bd-518ccb97a8ad' class='xr-var-data-in' type='checkbox'><label for='data-5f6042bf-09b4-43bd-a7bd-518ccb97a8ad' 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></ul></div></li><li class='xr-section-item'><input id='section-47dab764-dd2e-4a65-a394-36c4e09094d5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-47dab764-dd2e-4a65-a394-36c4e09094d5' 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__)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9823 -0.1276 ... -0.4394 0.2223</div><input id='attrs-0e7008cd-ed1c-41c5-92de-39495e1024de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0e7008cd-ed1c-41c5-92de-39495e1024de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6926b84-8f59-4aa6-81e4-c956e9f44571' class='xr-var-data-in' type='checkbox'><label for='data-a6926b84-8f59-4aa6-81e4-c956e9f44571' 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([ 0.98232738, -0.12758867,  1.0241217 , -1.52813143, -0.60223389,\n",
       "       -0.9110669 , -0.4353976 ,  0.83518854, -1.98725748,  0.70239123,\n",
       "        0.47474209, -0.57402927, -1.10256821,  0.21458759, -0.7913338 ,\n",
       "        0.34504087, -0.27033576,  1.8694577 , -0.25456891, -1.07982821,\n",
       "       -0.02821523,  0.59252591,  1.3120998 ,  0.70459244,  0.24956995,\n",
       "        1.62550659, -1.07740601, -0.51398486, -0.79529742,  0.2627868 ,\n",
       "       -1.50052774,  0.47906184, -0.47019315, -1.28310684, -0.67156194,\n",
       "        0.27879211,  0.58211654,  1.74549738,  3.1121092 ,  0.64089167,\n",
       "       -0.82402974, -2.33483846,  0.33845498, -0.77738494, -0.34871911,\n",
       "       -0.34655757, -0.0726575 ,  1.27285679,  0.17764106, -0.07053522,\n",
       "       -0.84328945, -2.11870321, -0.58371719, -0.19711313,  1.57325292,\n",
       "        0.04643398,  1.43827366, -0.76312913, -0.88989281, -1.47791592,\n",
       "       -0.82727125,  2.17806337, -0.64275472,  1.05521209, -0.66118073,\n",
       "        0.82531053,  0.24406448,  0.10480201, -0.09905622, -1.04351111,\n",
       "        0.10074023, -0.7351563 , -1.07411239, -1.23453802,  0.3829906 ,\n",
       "        1.44890008,  0.20830137,  0.07198975,  0.19156297,  1.44518896,\n",
       "        0.01768236, -0.52155594,  0.98996665,  0.06436367,  1.68414482,\n",
       "        0.04019953, -1.22066186, -1.22166748,  1.78699361,  1.92641993,\n",
       "       -0.20952942, -0.51217355,  1.43715279, -1.6212053 , -1.33568691,\n",
       "        0.24027763, -0.69848326,  0.11669617, -0.43935783,  0.22234196])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3b3a4402-fdfd-424b-8cc0-13a322572fc2' class='xr-section-summary-in' type='checkbox'  ><label for='section-3b3a4402-fdfd-424b-8cc0-13a322572fc2' class='xr-section-summary' >Indexes: <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-index-name'><div>__obs__</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cd9de123-32d6-448e-829b-aeafde571abf' class='xr-index-data-in' type='checkbox'/><label for='index-cd9de123-32d6-448e-829b-aeafde571abf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 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],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;__obs__&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab76ce7a-1c74-4ff5-a7bd-c5970b5dd6de' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ab76ce7a-1c74-4ff5-a7bd-c5970b5dd6de' 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>2024-12-21T16:43:32.789194+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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> sample_stats\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blackjax_nuts_idata = model.fit(inference_method=\"blackjax_nuts\")\n",
    "blackjax_nuts_idata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Different backends have different naming conventions for the parameters specific to that MCMC method. Thus, to specify backend-specific parameters, pass your own `kwargs` to the `fit` method.\n",
    "\n",
    "The following can be performend to identify the kwargs specific to each method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{<function blackjax.adaptation.window_adaptation.window_adaptation(algorithm, logdensity_fn: Callable, is_mass_matrix_diagonal: bool = True, initial_step_size: float = 1.0, target_acceptance_rate: float = 0.8, progress_bar: bool = False, adaptation_info_fn: Callable = <function return_all_adapt_info at 0x7f164c18d120>, integrator=<function generate_euclidean_integrator.<locals>.euclidean_integrator at 0x7f164c15c680>, **extra_parameters) -> blackjax.base.AdaptationAlgorithm>: {'logdensity_fn': <function bayeux._src.shared.constrain.<locals>.wrap_log_density.<locals>.wrapped(args)>,\n",
       "  'is_mass_matrix_diagonal': True,\n",
       "  'initial_step_size': 1.0,\n",
       "  'target_acceptance_rate': 0.8,\n",
       "  'progress_bar': False,\n",
       "  'adaptation_info_fn': <function blackjax.adaptation.base.return_all_adapt_info(state, info, adaptation_state)>,\n",
       "  'algorithm': GenerateSamplingAPI(differentiable=<function as_top_level_api at 0x7f164c16a7a0>, init=<function init at 0x7f164c133380>, build_kernel=<function build_kernel at 0x7f164c169e40>)},\n",
       " 'adapt.run': {'num_steps': 500},\n",
       " <function blackjax.mcmc.nuts.as_top_level_api(logdensity_fn: Callable, step_size: float, inverse_mass_matrix: Union[blackjax.mcmc.metrics.Metric, jax.Array, Callable[[Union[jax.Array, numpy.ndarray, numpy.bool_, numpy.number, bool, int, float, complex, Iterable[ForwardRef('ArrayLikeTree')], Mapping[Any, ForwardRef('ArrayLikeTree')]]], jax.Array]], *, max_num_doublings: int = 10, divergence_threshold: int = 1000, integrator: Callable = <function generate_euclidean_integrator.<locals>.euclidean_integrator at 0x7f164c15c680>) -> blackjax.base.SamplingAlgorithm>: {'max_num_doublings': 10,\n",
       "  'divergence_threshold': 1000,\n",
       "  'integrator': <function blackjax.mcmc.integrators.generate_euclidean_integrator.<locals>.euclidean_integrator(logdensity_fn: Callable, kinetic_energy_fn: blackjax.mcmc.metrics.KineticEnergy) -> Callable[[blackjax.mcmc.integrators.IntegratorState, float], blackjax.mcmc.integrators.IntegratorState]>,\n",
       "  'logdensity_fn': <function bayeux._src.shared.constrain.<locals>.wrap_log_density.<locals>.wrapped(args)>,\n",
       "  'step_size': 0.5},\n",
       " 'extra_parameters': {'chain_method': 'vectorized',\n",
       "  'num_chains': 8,\n",
       "  'num_draws': 500,\n",
       "  'num_adapt_draws': 500,\n",
       "  'return_pytree': False}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bmb.inference_methods.get_kwargs(\"blackjax_nuts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can identify the kwargs we would like to change and pass to the `fit` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-2a1d15a3-fb28-4aa6-8eec-5ad588ec83b8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2a1d15a3-fb28-4aa6-8eec-5ad588ec83b8' 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>: 250</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8522ad48-5644-4a02-865d-f463ac2b7991' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8522ad48-5644-4a02-865d-f463ac2b7991' 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'>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 ... 245 246 247 248 249</div><input id='attrs-6280a3b1-8299-40ae-825a-c4d43006fbe1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6280a3b1-8299-40ae-825a-c4d43006fbe1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4b734b4-d5be-4f35-bdf2-75271d24a1c6' class='xr-var-data-in' type='checkbox'><label for='data-f4b734b4-d5be-4f35-bdf2-75271d24a1c6' 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, ..., 247, 248, 249])</pre></div></li><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-0b98b4e8-4a8c-4d3e-bf65-7c47a34c01aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b98b4e8-4a8c-4d3e-bf65-7c47a34c01aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f7f3205-1540-409e-a5b3-558ba0a5d48e' class='xr-var-data-in' type='checkbox'><label for='data-7f7f3205-1540-409e-a5b3-558ba0a5d48e' 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></ul></div></li><li class='xr-section-item'><input id='section-804fb5fd-a7cc-4289-a3c0-42eafbe866b3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-804fb5fd-a7cc-4289-a3c0-42eafbe866b3' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1701 0.1002 ... 0.09008 -0.07872</div><input id='attrs-d400055f-4292-4766-ac03-87d43ea5c19f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d400055f-4292-4766-ac03-87d43ea5c19f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6808b81d-4fc7-49ce-8256-f8825907bea2' class='xr-var-data-in' type='checkbox'><label for='data-6808b81d-4fc7-49ce-8256-f8825907bea2' 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([[-1.70069061e-01,  1.00151717e-01, -9.48571933e-03,\n",
       "        -5.66264519e-02, -7.66510611e-03,  5.39426100e-02,\n",
       "        -1.09270112e-02,  6.56760967e-02, -1.34513509e-01,\n",
       "         4.93264686e-02, -9.91200889e-03, -2.24930661e-02,\n",
       "        -2.30427571e-02,  8.76013277e-02,  1.42677165e-01,\n",
       "        -2.08639782e-02,  1.04208094e-01, -4.39398906e-02,\n",
       "        -1.07140992e-01,  3.19942450e-02,  6.86301614e-02,\n",
       "         2.51698739e-01, -9.42185626e-02, -6.04145532e-02,\n",
       "         6.97358772e-02,  1.10177123e-01, -2.32385340e-02,\n",
       "         2.21802887e-02, -7.76058326e-03,  3.92096624e-02,\n",
       "        -6.87456028e-02,  8.80249035e-02,  8.73124503e-02,\n",
       "        -1.41811769e-02, -1.10359746e-01,  1.44491167e-01,\n",
       "         1.96460999e-01,  1.33850437e-02, -3.27182929e-02,\n",
       "         5.62014630e-02, -1.10907295e-01,  1.21171584e-01,\n",
       "         1.36654035e-01, -6.21069028e-02, -5.59068694e-02,\n",
       "        -1.63455765e-01,  1.68612503e-01, -2.16739685e-01,\n",
       "        -2.00362815e-02, -4.02794947e-02, -4.84263601e-02,\n",
       "         1.60954315e-01, -1.55422612e-02, -1.99040695e-01,\n",
       "        -1.30941126e-01, -5.41326918e-04, -1.30929429e-02,\n",
       "         3.84735942e-02,  5.94728562e-02, -6.48670121e-02,\n",
       "...\n",
       "        -5.41033762e-02,  1.36199040e-02,  6.18837870e-02,\n",
       "         1.49949824e-01, -1.67486676e-01, -1.70986979e-01,\n",
       "         4.16211973e-02, -1.21679214e-01,  8.47262737e-02,\n",
       "        -1.02449823e-01, -7.48811099e-02, -1.31527361e-01,\n",
       "         7.37864764e-02, -5.26510000e-02, -6.78089625e-02,\n",
       "         5.36730538e-02, -5.18914219e-03, -6.60723995e-02,\n",
       "         1.91736086e-01,  1.53911781e-01, -2.55052091e-01,\n",
       "        -3.98374120e-02,  5.85495651e-02, -7.49019017e-02,\n",
       "         2.27165332e-02,  3.03672899e-02, -1.56537015e-02,\n",
       "         7.56850084e-02,  4.75837954e-03, -6.83049512e-02,\n",
       "        -2.85313144e-02, -1.64067667e-01, -2.08476638e-01,\n",
       "        -2.26712429e-01,  2.04192317e-01,  1.82469636e-01,\n",
       "        -8.81434188e-02, -8.02606217e-02, -5.01482267e-02,\n",
       "         2.90771939e-02, -4.98103239e-02, -9.61837158e-02,\n",
       "        -2.98989363e-02, -6.24376661e-03, -4.07107749e-02,\n",
       "        -3.90179504e-03, -1.02480442e-01, -8.74778894e-02,\n",
       "        -3.71899115e-03,  1.60236331e-01,  5.96701113e-02,\n",
       "        -1.54265715e-01,  1.21419988e-01,  1.04888537e-01,\n",
       "         7.00015952e-02, -1.30581971e-01,  9.00761635e-02,\n",
       "        -7.87242665e-02]])</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'>1.024 0.9962 ... 0.9153 1.042</div><input id='attrs-81844540-4a8a-46e4-8531-3990d596fb60' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81844540-4a8a-46e4-8531-3990d596fb60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-044c86ae-649d-4b12-8707-13d9eff19d53' class='xr-var-data-in' type='checkbox'><label for='data-044c86ae-649d-4b12-8707-13d9eff19d53' 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([[1.02399554, 0.99618345, 0.98263019, 0.99740166, 0.9624323 ,\n",
       "        0.99195017, 0.90995056, 1.12153711, 0.96724986, 0.92496777,\n",
       "        0.89158961, 1.0234767 , 0.97485344, 0.94890488, 0.94470273,\n",
       "        1.07659094, 1.0459875 , 0.96642688, 0.98858994, 0.98950078,\n",
       "        0.99893284, 1.03758011, 1.12455104, 1.12560157, 0.89151676,\n",
       "        0.85577524, 1.12327744, 0.89833972, 1.10025857, 0.91364742,\n",
       "        1.05514578, 1.07917937, 1.13084916, 1.15463615, 0.92235556,\n",
       "        1.03771077, 1.09613145, 0.9748313 , 0.99577541, 0.95290407,\n",
       "        1.01991248, 0.98370166, 0.86606544, 1.09522386, 1.07838295,\n",
       "        1.0400244 , 0.95386411, 1.01687705, 1.06060157, 1.00644701,\n",
       "        0.89890209, 0.89654922, 0.96861677, 0.94053149, 1.00249698,\n",
       "        0.88857924, 0.8355495 , 1.16944166, 1.15127614, 0.9492957 ,\n",
       "        0.94470807, 0.89529218, 0.85104904, 0.82031253, 0.82573236,\n",
       "        1.0721279 , 1.08112977, 1.02147852, 1.02240714, 0.8839768 ,\n",
       "        0.8839768 , 0.92113385, 0.96852991, 1.05534858, 0.98716332,\n",
       "        1.0632634 , 0.94571803, 1.02629484, 1.09395491, 0.94150007,\n",
       "        0.899342  , 1.07483519, 0.94423974, 1.03590878, 0.95174486,\n",
       "        0.88754929, 1.04345059, 0.96778658, 0.96002373, 0.93763471,\n",
       "        1.04903538, 1.05152944, 1.06395446, 0.97025949, 0.96482176,\n",
       "        0.98567836, 0.97371753, 0.95944523, 1.0216735 , 1.00287471,\n",
       "...\n",
       "        0.95897003, 0.9680127 , 1.02185514, 1.07143328, 0.99661839,\n",
       "        0.99715746, 0.8981794 , 1.09983336, 0.90285392, 1.09519883,\n",
       "        1.03580205, 0.94549069, 0.93962845, 0.95641947, 0.90504108,\n",
       "        0.93842995, 0.95207231, 0.95612619, 0.9902147 , 0.98172805,\n",
       "        1.06561426, 0.96642849, 1.09698447, 0.93227248, 0.96928407,\n",
       "        1.00240463, 0.92921373, 0.95040303, 1.03173147, 0.93158648,\n",
       "        1.14204583, 0.88253619, 0.93251834, 1.0283527 , 0.93452874,\n",
       "        0.97159728, 0.94509273, 0.97599144, 0.96810784, 1.02546515,\n",
       "        1.00607533, 0.89456675, 0.86131561, 0.96695929, 1.06079086,\n",
       "        0.90904656, 1.07446648, 1.0394921 , 0.96964756, 0.90374939,\n",
       "        0.90679797, 1.05227513, 0.97423313, 0.96706764, 1.00271252,\n",
       "        0.96229385, 0.92194917, 1.07628351, 0.90818296, 1.03344632,\n",
       "        0.96717024, 0.9147238 , 1.03448556, 0.95193652, 1.01246045,\n",
       "        0.85323302, 1.10845644, 0.98895879, 0.92933126, 0.99654285,\n",
       "        1.04932968, 0.94563071, 0.93945178, 0.98790823, 1.06480279,\n",
       "        1.09379232, 0.95675793, 0.96219281, 1.09095606, 0.99714155,\n",
       "        0.9193868 , 0.90923137, 1.09562631, 0.94774449, 0.93792541,\n",
       "        0.96879722, 1.00595223, 0.8656108 , 1.18189528, 0.96664037,\n",
       "        1.03078492, 0.92146894, 0.96430373, 1.00066357, 0.96329536,\n",
       "        0.95989397, 1.00750482, 1.01051458, 0.9152898 , 1.04203015]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.468 0.5335 ... 0.5823 0.2556</div><input id='attrs-c7a455c0-bba5-4fc8-8eae-7342cacc984f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c7a455c0-bba5-4fc8-8eae-7342cacc984f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec683ded-99c2-4443-87a8-a626ffbe92a4' class='xr-var-data-in' type='checkbox'><label for='data-ec683ded-99c2-4443-87a8-a626ffbe92a4' 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([[0.46800586, 0.53349183, 0.4088409 , 0.37521013, 0.43717575,\n",
       "        0.3832035 , 0.21140898, 0.55448817, 0.1711821 , 0.35688661,\n",
       "        0.43822726, 0.33735265, 0.16561344, 0.67699918, 0.45422667,\n",
       "        0.47178428, 0.46508591, 0.40837796, 0.2101566 , 0.47458809,\n",
       "        0.48962153, 0.70202638, 0.37017146, 0.34851642, 0.51916013,\n",
       "        0.35651803, 0.4381548 , 0.45203473, 0.48434229, 0.29749362,\n",
       "        0.515871  , 0.46371454, 0.46856633, 0.43580705, 0.28317073,\n",
       "        0.5385999 , 0.53054664, 0.49125902, 0.34369147, 0.49371215,\n",
       "        0.46446401, 0.42732375, 0.36155887, 0.42573094, 0.44892402,\n",
       "        0.41812373, 0.5626904 , 0.52362686, 0.54207493, 0.52779595,\n",
       "        0.37978216, 0.36241897, 0.39519959, 0.18887748, 0.45953421,\n",
       "        0.37953675, 0.12676415, 0.80772978, 0.56050793, 0.35300676,\n",
       "        0.36029395, 0.43004195, 0.50086254, 0.50316126, 0.50700983,\n",
       "        0.44730184, 0.46993672, 0.16229443, 0.4708801 , 0.45681139,\n",
       "        0.45681139, 0.41432321, 0.55174925, 0.67505524, 0.58785653,\n",
       "        0.30591471, 0.37007726, 0.44209737, 0.37308069, 0.38768251,\n",
       "        0.40982001, 0.49554139, 0.33027965, 0.44829602, 0.29485496,\n",
       "        0.24089589, 0.57888589, 0.32744555, 0.22130569, 0.54324738,\n",
       "        0.56193907, 0.54501603, 0.55910209, 0.32386995, 0.54059668,\n",
       "        0.31615273, 0.54903698, 0.51587335, 0.36294404, 0.51472186,\n",
       "...\n",
       "        0.47098906, 0.57807822, 0.41782348, 0.38082894, 0.598839  ,\n",
       "        0.28582131, 0.43897772, 0.47030186, 0.49756787, 0.50881817,\n",
       "        0.49218722, 0.31837187, 0.49070988, 0.36480284, 0.36048507,\n",
       "        0.43283685, 0.28792998, 0.54390732, 0.2560028 , 0.30281095,\n",
       "        0.28430704, 0.3409292 , 0.464392  , 0.33323525, 0.48930828,\n",
       "        0.37404571, 0.19651709, 0.61334568, 0.24632981, 0.64574153,\n",
       "        0.34629601, 0.53377864, 0.41677576, 0.4450463 , 0.48055301,\n",
       "        0.3773017 , 0.39729327, 0.44056334, 0.3974933 , 0.51845204,\n",
       "        0.54942556, 0.4265995 , 0.56770408, 0.54392126, 0.2638794 ,\n",
       "        0.59291187, 0.28143342, 0.43882727, 0.49052401, 0.37245527,\n",
       "        0.47884013, 0.36824753, 0.35245361, 0.34835847, 0.65365594,\n",
       "        0.18200426, 0.1229928 , 0.73104394, 0.28958726, 0.50304965,\n",
       "        0.38370283, 0.40925073, 0.37520302, 0.31518738, 0.31079615,\n",
       "        0.19531552, 0.46179129, 0.47102367, 0.39390833, 0.54685681,\n",
       "        0.54344871, 0.1425032 , 0.29892226, 0.27632147, 0.42930704,\n",
       "        0.42375233, 0.28049368, 0.46458036, 0.5612849 , 0.37934858,\n",
       "        0.23479622, 0.59712043, 0.3248167 , 0.32381177, 0.35358029,\n",
       "        0.51104295, 0.22102055, 0.52387545, 0.3960171 , 0.64140278,\n",
       "        0.38078932, 0.33168525, 0.35080479, 0.49506784, 0.46573925,\n",
       "        0.5437958 , 0.4413925 , 0.38373482, 0.58225231, 0.25562624]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5811b74d-3a50-45df-9aa8-9c56bf195748' class='xr-section-summary-in' type='checkbox'  ><label for='section-5811b74d-3a50-45df-9aa8-9c56bf195748' class='xr-section-summary' >Indexes: <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-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7736f540-3bed-4929-a008-0b53b9a8d9d3' class='xr-index-data-in' type='checkbox'/><label for='index-7736f540-3bed-4929-a008-0b53b9a8d9d3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       240, 241, 242, 243, 244, 245, 246, 247, 248, 249],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=250))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-87465b65-b0b5-4949-a505-5bb83ad7bba5' class='xr-index-data-in' type='checkbox'/><label for='index-87465b65-b0b5-4949-a505-5bb83ad7bba5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fe147a90-9508-452a-91d6-8b9779105b6d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fe147a90-9508-452a-91d6-8b9779105b6d' 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>2024-12-21T16:43:38.392870+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
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       "\n",
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       "\n",
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       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\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",
       "  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",
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       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 51kB\n",
       "Dimensions:          (chain: 4, draw: 250)\n",
       "Coordinates:\n",
       "  * chain            (chain) int64 32B 0 1 2 3\n",
       "  * draw             (draw) int64 2kB 0 1 2 3 4 5 6 ... 244 245 246 247 248 249\n",
       "Data variables:\n",
       "    acceptance_rate  (chain, draw) float64 8kB 0.972 0.993 0.9295 ... 0.94 1.0\n",
       "    diverging        (chain, draw) bool 1kB False False False ... False False\n",
       "    energy           (chain, draw) float64 8kB 145.9 145.9 145.6 ... 146.0 145.4\n",
       "    lp               (chain, draw) float64 8kB -145.5 -144.5 ... -145.3 -145.2\n",
       "    n_steps          (chain, draw) int64 8kB 7 3 3 3 3 3 7 7 ... 7 3 3 3 3 3 3 7\n",
       "    step_size        (chain, draw) float64 8kB 0.8512 0.8512 ... 0.8232 0.8232\n",
       "    tree_depth       (chain, draw) int64 8kB 3 2 2 2 2 2 3 3 ... 3 2 2 2 2 2 2 3\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:38.394782+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-862200f4-f8d3-4d24-8c15-db98ed350601' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-862200f4-f8d3-4d24-8c15-db98ed350601' 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>: 250</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1987ce21-a01f-457c-806a-b83f830e1457' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1987ce21-a01f-457c-806a-b83f830e1457' 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-5deac50f-bd7c-42e5-a473-3fb9df10b6c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5deac50f-bd7c-42e5-a473-3fb9df10b6c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0b354c5-7939-4e39-886e-2abe5d770349' class='xr-var-data-in' type='checkbox'><label for='data-d0b354c5-7939-4e39-886e-2abe5d770349' 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 ... 245 246 247 248 249</div><input id='attrs-188ac8f5-87c5-45da-b4a7-8b4e89a2758b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-188ac8f5-87c5-45da-b4a7-8b4e89a2758b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6631dd9c-2f89-49ce-a191-d47f83184d28' class='xr-var-data-in' type='checkbox'><label for='data-6631dd9c-2f89-49ce-a191-d47f83184d28' 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, ..., 247, 248, 249])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-00ecbea0-b360-44ed-9a0f-0c810712070f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-00ecbea0-b360-44ed-9a0f-0c810712070f' 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>acceptance_rate</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.972 0.993 0.9295 ... 0.94 1.0</div><input id='attrs-20400001-08ac-4b65-9d7f-aa703a95c538' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20400001-08ac-4b65-9d7f-aa703a95c538' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-591fc0fc-57b9-4ffd-8721-3a276438a9a6' class='xr-var-data-in' type='checkbox'><label for='data-591fc0fc-57b9-4ffd-8721-3a276438a9a6' 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([[0.9720433 , 0.99303478, 0.9295272 , 0.92986998, 0.97901831,\n",
       "        0.96581174, 0.90383675, 0.97116927, 0.98724624, 1.        ,\n",
       "        0.9690074 , 0.9755437 , 0.89704634, 0.98685252, 0.94992695,\n",
       "        0.97890341, 0.98846335, 1.        , 0.83486528, 0.9993348 ,\n",
       "        0.90529922, 0.5741795 , 0.98243449, 1.        , 0.98139272,\n",
       "        0.74795716, 0.99654441, 0.99482358, 0.89329045, 0.99927984,\n",
       "        0.98997529, 0.97672318, 0.96394141, 0.9786796 , 0.98751797,\n",
       "        0.97848863, 0.93229617, 0.9555814 , 0.8877351 , 0.98180158,\n",
       "        0.90618543, 0.9763756 , 0.74380358, 1.        , 1.        ,\n",
       "        0.95470967, 0.95775845, 0.94137267, 0.99470761, 0.99809095,\n",
       "        0.96232196, 0.80277833, 1.        , 0.704677  , 0.98746569,\n",
       "        0.81493283, 0.51930375, 1.        , 0.92616214, 0.98819177,\n",
       "        0.97529459, 0.92422593, 0.72827975, 0.93264438, 1.        ,\n",
       "        0.87992617, 0.99404592, 0.86031603, 0.98558005, 0.90021857,\n",
       "        0.47290181, 0.9765392 , 0.8391316 , 0.91941677, 1.        ,\n",
       "        0.86539454, 0.97566959, 0.97605092, 0.90341389, 1.        ,\n",
       "        0.9803974 , 0.89206904, 0.73603399, 1.        , 0.79677445,\n",
       "        0.99068062, 0.90256535, 0.91019282, 0.98342346, 0.97818158,\n",
       "        0.77228611, 1.        , 0.99869603, 0.99092063, 0.7137078 ,\n",
       "        0.9728895 , 0.97314328, 0.97850007, 0.88820915, 1.        ,\n",
       "...\n",
       "        0.99431701, 0.91674077, 0.9091222 , 0.94089423, 0.92084418,\n",
       "        0.7375471 , 0.96985072, 0.96330501, 1.        , 0.87310539,\n",
       "        0.97512529, 0.99480611, 1.        , 0.87350268, 0.92078778,\n",
       "        0.99790025, 0.91490546, 0.97240355, 0.96107284, 0.9941977 ,\n",
       "        0.89998592, 0.80240597, 0.99535414, 0.94061673, 1.        ,\n",
       "        0.72650835, 0.78398942, 1.        , 0.94325819, 0.88799857,\n",
       "        0.90477998, 0.96667412, 1.        , 0.9017629 , 0.97138839,\n",
       "        0.99029645, 0.93946412, 0.99742733, 0.99609774, 0.60428783,\n",
       "        0.97446119, 0.96015555, 0.75938424, 0.94223928, 0.84103807,\n",
       "        0.82199603, 1.        , 1.        , 1.        , 0.90426692,\n",
       "        0.99876509, 0.9844627 , 0.99487014, 0.95889242, 0.80693499,\n",
       "        0.99331301, 0.68126783, 0.98251729, 0.98048657, 0.94670271,\n",
       "        0.87281639, 0.99386622, 0.80497022, 1.        , 0.9708809 ,\n",
       "        0.67042334, 0.99111389, 0.96220115, 0.98371599, 0.73690286,\n",
       "        0.88006246, 0.81505355, 1.        , 0.82647808, 0.9112207 ,\n",
       "        0.93830167, 0.88548941, 1.        , 0.90949821, 0.944067  ,\n",
       "        0.84503657, 0.73559992, 0.92898106, 0.8933631 , 1.        ,\n",
       "        0.91003842, 0.86277041, 0.94861289, 0.84530157, 0.96950238,\n",
       "        0.7543196 , 0.88983454, 0.95395081, 0.58772853, 0.99200676,\n",
       "        0.9889097 , 0.98534041, 0.88202601, 0.93997294, 1.        ]])</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'>False False False ... False False</div><input id='attrs-a7e8bf06-a399-49c6-b4e9-77e2f2a3dacf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a7e8bf06-a399-49c6-b4e9-77e2f2a3dacf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dab23743-079e-40b0-a953-26945df9d502' class='xr-var-data-in' type='checkbox'><label for='data-dab23743-079e-40b0-a953-26945df9d502' 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, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "...\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, False, False, False, False, False, False, False, False,\n",
       "        False, 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'>145.9 145.9 145.6 ... 146.0 145.4</div><input id='attrs-66b18fa9-c05e-4205-ba07-a28c0333f012' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-66b18fa9-c05e-4205-ba07-a28c0333f012' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f9a836b-9519-4e60-a9a7-d73f5536dfd6' class='xr-var-data-in' type='checkbox'><label for='data-5f9a836b-9519-4e60-a9a7-d73f5536dfd6' 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([[145.91772704, 145.91883587, 145.58143403, 144.40337055,\n",
       "        144.36974872, 144.04406778, 145.91605242, 148.11161033,\n",
       "        148.19347032, 146.70797434, 144.95316733, 145.01236326,\n",
       "        145.96126427, 147.00481142, 147.35457438, 146.50356288,\n",
       "        145.43292515, 144.7314781 , 146.76377146, 145.69947555,\n",
       "        144.85961646, 151.57981171, 150.33384151, 146.37510938,\n",
       "        147.03432717, 148.50654397, 147.48051466, 145.55058968,\n",
       "        146.28281033, 146.23485176, 145.56719232, 145.81714488,\n",
       "        146.28924297, 147.29064021, 147.68928723, 145.94598641,\n",
       "        147.05988736, 147.69703615, 145.29908406, 144.34429562,\n",
       "        145.35631333, 145.54803578, 148.39377431, 147.11213505,\n",
       "        145.28019303, 146.23983754, 147.32897508, 147.98840563,\n",
       "        146.95852787, 145.0691263 , 145.20401136, 146.8799089 ,\n",
       "        145.77094868, 147.86647334, 148.70329979, 148.15932753,\n",
       "        151.66278519, 151.76839145, 152.48402924, 147.29835162,\n",
       "        144.58885   , 145.85631312, 147.61644847, 148.21038457,\n",
       "        148.5591529 , 149.46950883, 145.10488352, 147.97950943,\n",
       "        147.20698232, 145.89314732, 152.63892764, 146.83581065,\n",
       "        146.42231815, 146.88570122, 146.53130249, 146.78365731,\n",
       "        147.98503747, 145.7452399 , 145.70769099, 145.54740687,\n",
       "...\n",
       "        147.45548501, 146.83407801, 145.92723882, 146.67244693,\n",
       "        147.31926775, 146.77702603, 146.01406677, 147.16635779,\n",
       "        147.97434509, 147.14810844, 145.36972994, 145.15433309,\n",
       "        144.84625113, 144.7768379 , 144.60706204, 143.93720862,\n",
       "        143.86303629, 148.83474176, 144.76648764, 145.27320396,\n",
       "        147.78080305, 147.15315762, 145.87225857, 148.83257242,\n",
       "        147.27851834, 147.18452807, 145.47961258, 145.36414792,\n",
       "        146.00391405, 145.12152786, 145.11394721, 144.82662392,\n",
       "        147.63012865, 146.01007151, 147.48621524, 148.89046776,\n",
       "        147.50239657, 146.03455429, 146.43060907, 147.00829367,\n",
       "        149.1757429 , 147.34321079, 144.87592362, 150.82948882,\n",
       "        148.59157317, 146.0499724 , 144.09389628, 147.03464404,\n",
       "        146.21292494, 147.62647473, 146.41985609, 146.60151842,\n",
       "        147.94423624, 147.38321269, 151.34090195, 147.53438733,\n",
       "        147.22948968, 147.11826796, 145.91995947, 149.70053853,\n",
       "        147.38514828, 147.44150499, 144.62859758, 145.09094516,\n",
       "        145.50349569, 146.54998256, 148.20815365, 149.34747541,\n",
       "        148.16991633, 146.05970861, 146.32358621, 148.52740743,\n",
       "        145.81575221, 144.95519911, 145.02048293, 145.35047359,\n",
       "        146.02587089, 145.44887936]])</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'>-145.5 -144.5 ... -145.3 -145.2</div><input id='attrs-f3f5a64c-be7e-456c-9c82-af8773bcb280' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3f5a64c-be7e-456c-9c82-af8773bcb280' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09aa6768-c62a-443e-bd48-fb891b6ef003' class='xr-var-data-in' type='checkbox'><label for='data-09aa6768-c62a-443e-bd48-fb891b6ef003' 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([[-145.5084443 , -144.53929191, -143.72417165, -144.00347398,\n",
       "        -143.71502073, -143.934253  , -145.75877746, -146.14137985,\n",
       "        -146.54795923, -144.23617   , -144.48149358, -144.20227724,\n",
       "        -145.79843417, -146.14710436, -144.86269727, -144.79868676,\n",
       "        -144.72369825, -143.81924668, -145.61747478, -143.84503074,\n",
       "        -144.09732777, -148.79212392, -146.10267782, -145.97829011,\n",
       "        -145.03888713, -146.45148457, -145.68767272, -144.37571595,\n",
       "        -145.25637452, -144.75888247, -144.85878585, -145.08673494,\n",
       "        -146.13528712, -146.42886007, -145.31551219, -145.33636793,\n",
       "        -146.8168436 , -143.84225906, -144.00268552, -144.02188135,\n",
       "        -144.63668916, -144.42936233, -146.5084853 , -145.23475179,\n",
       "        -144.91403424, -145.4387337 , -145.72229782, -146.66475767,\n",
       "        -144.85697931, -144.26599567, -144.53898228, -146.11871324,\n",
       "        -143.73669152, -147.68001862, -144.76223619, -144.59965661,\n",
       "        -149.96949534, -150.03859599, -146.83959537, -144.1389861 ,\n",
       "        -144.54787836, -144.48104832, -146.6483268 , -147.85824709,\n",
       "        -147.72516603, -144.845782  , -144.89568586, -146.97420856,\n",
       "        -144.14878426, -145.56175333, -145.56175333, -144.14973997,\n",
       "        -144.77478786, -146.26419733, -144.75745707, -145.98434854,\n",
       "        -145.09629025, -144.00757721, -145.13921826, -144.40197073,\n",
       "...\n",
       "        -145.27175917, -145.78576118, -143.98425046, -144.58320035,\n",
       "        -145.86141507, -145.15346915, -144.94100192, -146.09912375,\n",
       "        -146.23976638, -145.24906103, -143.99423569, -144.17118272,\n",
       "        -144.41558012, -144.00985162, -143.83256805, -143.78035095,\n",
       "        -143.78209626, -144.26834705, -144.31656292, -144.7739249 ,\n",
       "        -146.37365001, -144.15872782, -145.32770818, -146.31617929,\n",
       "        -146.3416362 , -145.57696561, -143.90004435, -145.24066775,\n",
       "        -144.66350549, -144.87820377, -144.14575514, -144.78965811,\n",
       "        -145.53628622, -145.68361419, -147.32103649, -147.18919701,\n",
       "        -144.81065027, -144.50888214, -145.693528  , -145.44102051,\n",
       "        -147.21085806, -144.19662696, -144.42698962, -147.95121443,\n",
       "        -145.37441741, -143.8287251 , -143.93752843, -144.43602194,\n",
       "        -144.6693352 , -146.57983153, -144.36561704, -145.68754173,\n",
       "        -146.4978727 , -147.24257259, -146.77536963, -145.44691559,\n",
       "        -145.86386805, -144.15683987, -145.37054438, -145.24370133,\n",
       "        -145.39996683, -144.57479704, -144.03050776, -143.94924548,\n",
       "        -145.08595998, -145.52774857, -147.54798815, -145.78351401,\n",
       "        -144.09844833, -145.82381246, -144.06671543, -145.2461415 ,\n",
       "        -144.47951699, -144.66225608, -144.05405028, -144.75064556,\n",
       "        -145.31097232, -145.19928554]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_steps</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>7 3 3 3 3 3 7 7 ... 7 3 3 3 3 3 3 7</div><input id='attrs-e4076eee-0b05-47ee-9d77-14093c0bc748' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4076eee-0b05-47ee-9d77-14093c0bc748' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cefb3b8c-8c66-415f-873b-d99530e592c3' class='xr-var-data-in' type='checkbox'><label for='data-cefb3b8c-8c66-415f-873b-d99530e592c3' 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([[ 7,  3,  3,  3,  3,  3,  7,  7,  7,  3,  3,  7,  3,  7,  3,  7,\n",
       "         3,  3,  7,  3,  3,  5,  7,  3,  7,  7,  7,  5,  7,  7,  7,  7,\n",
       "         7,  7,  7,  7,  3,  3,  3,  7,  7,  7,  3,  7,  1,  7,  7,  7,\n",
       "         7,  3,  7,  3,  3,  3,  7,  3,  3,  7,  7,  3,  3,  7,  3,  3,\n",
       "         1,  3,  7,  3,  3,  7,  3,  7,  3,  3,  3,  7,  7,  7,  3,  7,\n",
       "         3,  5,  3,  3,  3,  7,  7,  7,  7,  3,  3,  3,  7,  7,  3,  7,\n",
       "         7,  3,  7,  3,  3,  7,  7,  3,  3,  3,  3,  3,  3,  7,  3,  7,\n",
       "         3,  7,  3,  7,  7,  7,  3,  7,  7,  7,  7,  7,  7,  7,  7,  3,\n",
       "         3,  3,  7,  7,  7,  3,  3,  3,  3,  7,  3,  3,  7,  3,  3,  7,\n",
       "         7,  3,  3,  7,  3,  3,  3,  7,  7,  3,  3,  3,  3,  7,  3,  7,\n",
       "         3,  3,  7,  3,  7,  7,  7,  3,  7,  7,  3,  7,  3,  3,  3,  7,\n",
       "         7,  7,  3,  7,  3,  7,  7,  7,  3,  3,  3,  7,  7,  3,  7,  3,\n",
       "         7,  7,  3,  7,  7,  5,  3,  3,  3,  3,  7,  7,  3,  3,  7,  7,\n",
       "         3,  7,  7,  7,  7,  3,  7,  7,  3,  3,  3,  7,  7,  7,  7,  3,\n",
       "         7,  7,  3,  7,  3,  7,  7,  3,  7,  7,  7,  3,  7,  3,  3,  3,\n",
       "         3,  7,  7,  7,  7,  3,  3,  7,  7,  3],\n",
       "       [ 3,  7,  3,  7,  3,  3,  7,  3,  7,  7,  7,  7,  7,  7,  3,  7,\n",
       "         7,  3,  7,  7,  3,  3,  3,  7,  7,  3,  3,  7,  3,  7,  3,  7,\n",
       "         3,  3,  7,  3,  7,  1,  7,  7,  7,  7,  7,  3,  3,  3,  7,  7,\n",
       "         7,  7,  3,  7,  7,  7,  3,  7,  7,  7,  3,  3,  7,  7,  7,  7,\n",
       "...\n",
       "         7,  7,  3,  3,  3,  7,  7,  3,  3,  3,  3,  7,  3,  7,  3,  7,\n",
       "         3,  7,  7,  3,  7,  7,  3,  7,  3,  3,  7,  3,  3,  7,  3,  7,\n",
       "         3,  3,  7,  7,  3,  7,  7,  7,  7,  3,  3,  3,  3,  3,  7,  1,\n",
       "         3,  3,  3,  7,  3,  7,  3,  7,  3,  3],\n",
       "       [ 3,  3,  7,  3,  3,  3,  3,  3,  7,  3,  7,  7,  3,  3,  3,  3,\n",
       "         3,  3,  3,  7,  7,  3,  7,  7,  7,  7,  3,  3,  7,  7,  3,  3,\n",
       "         3,  1,  3,  3,  3,  3,  3,  3,  3,  3,  3,  7,  3,  3,  3,  3,\n",
       "         3,  3,  7,  3,  3,  3,  7,  7,  7,  3,  7,  3,  7,  3,  3,  7,\n",
       "         3,  7,  7,  7,  3,  3,  7,  3,  1,  7,  7,  7,  3,  3,  3,  7,\n",
       "         7,  7,  3,  3,  7,  7,  7,  3,  7,  7,  3,  7,  7,  7,  7,  3,\n",
       "         7,  7,  3,  3,  3,  3,  3,  3,  3,  3,  3,  7,  7,  7,  3,  3,\n",
       "         7,  7,  3,  3,  3,  3,  3,  3,  3,  3,  3,  7,  7,  7,  3,  7,\n",
       "         3,  7,  7,  3,  3,  3,  3,  3,  3,  3,  3,  7,  3,  7,  7,  7,\n",
       "         7,  3,  3,  3,  3,  7,  3,  3,  3,  7,  7,  3,  7,  7,  7,  7,\n",
       "         7,  7,  3,  7,  3,  3,  3,  3,  3,  7,  3,  3,  7,  3,  3,  3,\n",
       "         3,  3,  3,  7,  3,  3,  3,  7,  3,  3,  7,  3,  3,  7,  3,  3,\n",
       "         3,  3,  3,  7,  7,  7,  3,  3,  7,  7,  3,  3,  3,  7,  1,  7,\n",
       "         3,  3,  3,  7,  3,  3,  7,  3,  7,  3,  3,  3,  7,  3,  3,  3,\n",
       "         3,  1,  7,  3,  7,  7,  3,  3,  7,  3,  3,  3,  7,  3,  7,  7,\n",
       "         3,  3,  7,  3,  3,  3,  3,  3,  3,  7]])</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'>0.8512 0.8512 ... 0.8232 0.8232</div><input id='attrs-890caf67-5ab4-4e5f-bb61-999448fcbd31' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-890caf67-5ab4-4e5f-bb61-999448fcbd31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-deb9a9f8-9a1f-4577-82dc-6c67a4cd7826' class='xr-var-data-in' type='checkbox'><label for='data-deb9a9f8-9a1f-4577-82dc-6c67a4cd7826' 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([[0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "        0.85120724, 0.85120724, 0.85120724, 0.85120724, 0.85120724,\n",
       "...\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403,\n",
       "        0.82316403, 0.82316403, 0.82316403, 0.82316403, 0.82316403]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tree_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'>3 2 2 2 2 2 3 3 ... 3 2 2 2 2 2 2 3</div><input id='attrs-9f0120a4-66fa-4231-9acb-2527b928dd3e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9f0120a4-66fa-4231-9acb-2527b928dd3e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-217f1d0d-33ea-4c78-822f-cab6525395f3' class='xr-var-data-in' type='checkbox'><label for='data-217f1d0d-33ea-4c78-822f-cab6525395f3' 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([[3, 2, 2, 2, 2, 2, 3, 3, 3, 2, 2, 3, 2, 3, 2, 3, 2, 2, 3, 2, 2, 3,\n",
       "        3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3, 3, 2, 3,\n",
       "        1, 3, 3, 3, 3, 2, 3, 2, 2, 2, 3, 2, 2, 3, 3, 2, 2, 3, 2, 2, 1, 2,\n",
       "        3, 2, 2, 3, 2, 3, 2, 2, 2, 3, 3, 3, 2, 3, 2, 3, 2, 2, 2, 3, 3, 3,\n",
       "        3, 2, 2, 2, 3, 3, 2, 3, 3, 2, 3, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 3,\n",
       "        2, 3, 2, 3, 2, 3, 3, 3, 2, 3, 3, 3, 3, 3, 3, 3, 3, 2, 2, 2, 3, 3,\n",
       "        3, 2, 2, 2, 2, 3, 2, 2, 3, 2, 2, 3, 3, 2, 2, 3, 2, 2, 2, 3, 3, 2,\n",
       "        2, 2, 2, 3, 2, 3, 2, 2, 3, 2, 3, 3, 3, 2, 3, 3, 2, 3, 2, 2, 2, 3,\n",
       "        3, 3, 2, 3, 2, 3, 3, 3, 2, 2, 2, 3, 3, 2, 3, 2, 3, 3, 2, 3, 3, 3,\n",
       "        2, 2, 2, 2, 3, 3, 2, 2, 3, 3, 2, 3, 3, 3, 3, 2, 3, 3, 2, 2, 2, 3,\n",
       "        3, 3, 3, 2, 3, 3, 2, 3, 2, 3, 3, 2, 3, 3, 3, 2, 3, 2, 2, 2, 2, 3,\n",
       "        3, 3, 3, 2, 2, 3, 3, 2],\n",
       "       [2, 3, 2, 3, 2, 2, 3, 2, 3, 3, 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 2, 2,\n",
       "        2, 3, 3, 2, 2, 3, 2, 3, 2, 3, 2, 2, 3, 2, 3, 1, 3, 3, 3, 3, 3, 2,\n",
       "        2, 2, 3, 3, 3, 3, 2, 3, 3, 3, 2, 3, 3, 3, 2, 2, 3, 3, 3, 3, 2, 3,\n",
       "        3, 2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 3, 2, 3, 3, 2, 3, 3, 3, 3, 3, 2,\n",
       "        3, 3, 2, 2, 3, 2, 2, 2, 3, 2, 3, 3, 2, 2, 3, 3, 3, 2, 3, 3, 2, 3,\n",
       "        2, 3, 2, 3, 2, 3, 2, 2, 3, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 2, 3, 2,\n",
       "        2, 3, 2, 2, 3, 2, 2, 3, 3, 3, 2, 3, 2, 3, 2, 2, 3, 2, 2, 2, 2, 2,\n",
       "        3, 3, 2, 2, 3, 3, 3, 3, 3, 3, 2, 3, 3, 3, 3, 3, 2, 2, 3, 2, 3, 2,\n",
       "...\n",
       "        3, 2, 2, 3, 3, 2, 2, 3, 3, 3, 3, 2, 2, 3, 2, 2, 2, 2, 3, 2, 3, 3,\n",
       "        2, 2, 2, 2, 3, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 2, 3, 3, 2, 2, 2, 2,\n",
       "        1, 1, 2, 2, 2, 3, 2, 3, 2, 2, 2, 3, 2, 2, 3, 3, 3, 2, 2, 2, 2, 3,\n",
       "        3, 2, 2, 2, 2, 3, 2, 3, 2, 2, 2, 3, 2, 3, 2, 2, 3, 3, 2, 3, 3, 3,\n",
       "        3, 3, 3, 3, 3, 2, 2, 3, 3, 3, 4, 1, 3, 3, 3, 2, 3, 3, 2, 2, 2, 3,\n",
       "        3, 2, 2, 2, 2, 3, 2, 3, 2, 3, 2, 3, 3, 2, 3, 3, 2, 3, 2, 2, 3, 2,\n",
       "        2, 3, 2, 3, 2, 2, 3, 3, 2, 3, 3, 3, 3, 2, 2, 2, 2, 2, 3, 1, 2, 2,\n",
       "        2, 3, 2, 3, 2, 3, 2, 2],\n",
       "       [2, 2, 3, 2, 2, 2, 2, 2, 3, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2,\n",
       "        3, 3, 3, 3, 2, 2, 3, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3,\n",
       "        2, 2, 2, 2, 2, 2, 3, 2, 2, 2, 3, 3, 3, 2, 3, 2, 3, 2, 2, 3, 2, 3,\n",
       "        3, 3, 2, 2, 3, 2, 1, 3, 3, 3, 2, 2, 2, 3, 3, 3, 2, 2, 3, 3, 3, 2,\n",
       "        3, 3, 2, 3, 3, 3, 3, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3,\n",
       "        2, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 2, 3, 2, 3, 3, 2,\n",
       "        2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 3, 3, 3, 2, 2, 2, 2, 3, 2, 2, 2, 3,\n",
       "        3, 2, 3, 3, 3, 3, 3, 3, 2, 3, 2, 2, 2, 2, 2, 3, 2, 2, 3, 2, 2, 2,\n",
       "        2, 2, 2, 3, 2, 2, 2, 3, 2, 2, 3, 2, 2, 3, 2, 2, 2, 2, 2, 3, 3, 3,\n",
       "        2, 2, 3, 3, 2, 2, 2, 3, 1, 3, 2, 2, 2, 3, 2, 2, 3, 2, 3, 2, 2, 2,\n",
       "        3, 2, 2, 2, 2, 1, 3, 2, 3, 3, 2, 2, 3, 2, 2, 2, 3, 2, 3, 3, 2, 2,\n",
       "        3, 2, 2, 2, 2, 2, 2, 3]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-25293ce7-a9e4-4572-b8a0-cb4c168cdbb9' class='xr-section-summary-in' type='checkbox'  ><label for='section-25293ce7-a9e4-4572-b8a0-cb4c168cdbb9' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5bd5149f-169e-4c87-a6ed-87ffeeb9d2ab' class='xr-index-data-in' type='checkbox'/><label for='index-5bd5149f-169e-4c87-a6ed-87ffeeb9d2ab' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4d5bf4b4-5126-4356-94d1-dd127387be39' class='xr-index-data-in' type='checkbox'/><label for='index-4d5bf4b4-5126-4356-94d1-dd127387be39' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       240, 241, 242, 243, 244, 245, 246, 247, 248, 249],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=250))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1fe7bbb4-b0d5-4bf5-9601-6872245beaef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1fe7bbb4-b0d5-4bf5-9601-6872245beaef' 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>2024-12-21T16:43:38.394782+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_observed_dataf52c334d-ae90-43c8-985b-51fef9678ce8\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_dataf52c334d-ae90-43c8-985b-51fef9678ce8\" 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",
       "<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",
       "html[data-theme=dark],\n",
       "body[data-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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 2kB\n",
       "Dimensions:  (__obs__: 100)\n",
       "Coordinates:\n",
       "  * __obs__  (__obs__) int64 800B 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    y        (__obs__) float64 800B 0.9823 -0.1276 1.024 ... -0.4394 0.2223\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:38.392870+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-158b476c-615a-4ed0-b6c0-db792e4ed067' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-158b476c-615a-4ed0-b6c0-db792e4ed067' 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__</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1e9c7f6f-0728-45de-86f0-8b5a6a5496ae' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1e9c7f6f-0728-45de-86f0-8b5a6a5496ae' 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__</span></div><div class='xr-var-dims'>(__obs__)</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-67ae5343-680e-4b04-8fea-bebcf3c6e487' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67ae5343-680e-4b04-8fea-bebcf3c6e487' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0baf628-b99a-4b74-b1fc-11ce6336c989' class='xr-var-data-in' type='checkbox'><label for='data-b0baf628-b99a-4b74-b1fc-11ce6336c989' 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></ul></div></li><li class='xr-section-item'><input id='section-330ed5e2-5dd6-4237-8fce-991de978e452' class='xr-section-summary-in' type='checkbox'  checked><label for='section-330ed5e2-5dd6-4237-8fce-991de978e452' 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__)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9823 -0.1276 ... -0.4394 0.2223</div><input id='attrs-731ce028-06e5-4642-990b-7995669f3015' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-731ce028-06e5-4642-990b-7995669f3015' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0a609aa-6de2-499d-a99c-f39c6210f0cd' class='xr-var-data-in' type='checkbox'><label for='data-e0a609aa-6de2-499d-a99c-f39c6210f0cd' 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([ 0.98232738, -0.12758867,  1.0241217 , -1.52813143, -0.60223389,\n",
       "       -0.9110669 , -0.4353976 ,  0.83518854, -1.98725748,  0.70239123,\n",
       "        0.47474209, -0.57402927, -1.10256821,  0.21458759, -0.7913338 ,\n",
       "        0.34504087, -0.27033576,  1.8694577 , -0.25456891, -1.07982821,\n",
       "       -0.02821523,  0.59252591,  1.3120998 ,  0.70459244,  0.24956995,\n",
       "        1.62550659, -1.07740601, -0.51398486, -0.79529742,  0.2627868 ,\n",
       "       -1.50052774,  0.47906184, -0.47019315, -1.28310684, -0.67156194,\n",
       "        0.27879211,  0.58211654,  1.74549738,  3.1121092 ,  0.64089167,\n",
       "       -0.82402974, -2.33483846,  0.33845498, -0.77738494, -0.34871911,\n",
       "       -0.34655757, -0.0726575 ,  1.27285679,  0.17764106, -0.07053522,\n",
       "       -0.84328945, -2.11870321, -0.58371719, -0.19711313,  1.57325292,\n",
       "        0.04643398,  1.43827366, -0.76312913, -0.88989281, -1.47791592,\n",
       "       -0.82727125,  2.17806337, -0.64275472,  1.05521209, -0.66118073,\n",
       "        0.82531053,  0.24406448,  0.10480201, -0.09905622, -1.04351111,\n",
       "        0.10074023, -0.7351563 , -1.07411239, -1.23453802,  0.3829906 ,\n",
       "        1.44890008,  0.20830137,  0.07198975,  0.19156297,  1.44518896,\n",
       "        0.01768236, -0.52155594,  0.98996665,  0.06436367,  1.68414482,\n",
       "        0.04019953, -1.22066186, -1.22166748,  1.78699361,  1.92641993,\n",
       "       -0.20952942, -0.51217355,  1.43715279, -1.6212053 , -1.33568691,\n",
       "        0.24027763, -0.69848326,  0.11669617, -0.43935783,  0.22234196])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37179e06-4886-47ae-ae07-1736ae77944f' class='xr-section-summary-in' type='checkbox'  ><label for='section-37179e06-4886-47ae-ae07-1736ae77944f' class='xr-section-summary' >Indexes: <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-index-name'><div>__obs__</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bf7be8d8-4398-4811-b52a-12ea2f8bda0d' class='xr-index-data-in' type='checkbox'/><label for='index-bf7be8d8-4398-4811-b52a-12ea2f8bda0d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 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],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;__obs__&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b997909-e629-4d87-a77c-cbf8e832d711' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8b997909-e629-4d87-a77c-cbf8e832d711' 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>2024-12-21T16:43:38.392870+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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",
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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",
       "}\n",
       "\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-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",
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       "\n",
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       "}\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",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
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       "\n",
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       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
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       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> sample_stats\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kwargs = {\n",
    "    \"adapt.run\": {\"num_steps\": 500},\n",
    "    \"num_chains\": 4,\n",
    "    \"num_draws\": 250,\n",
    "    \"num_adapt_draws\": 250,\n",
    "}\n",
    "\n",
    "blackjax_nuts_idata = model.fit(inference_method=\"blackjax_nuts\", **kwargs)\n",
    "blackjax_nuts_idata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tensorflow probability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 200kB\n",
       "Dimensions:    (chain: 8, draw: 1000)\n",
       "Coordinates:\n",
       "  * draw       (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n",
       "  * chain      (chain) int64 64B 0 1 2 3 4 5 6 7\n",
       "Data variables:\n",
       "    Intercept  (chain, draw) float64 64kB -0.06265 -0.06601 ... 0.08766 0.08766\n",
       "    sigma      (chain, draw) float64 64kB 0.9457 0.9487 0.9521 ... 0.9434 0.9434\n",
       "    x          (chain, draw) float64 64kB 0.3832 0.3474 0.276 ... 0.395 0.395\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:45.717159+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-3434486c-5c1d-4be8-a53d-3c8bf0fff7b1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3434486c-5c1d-4be8-a53d-3c8bf0fff7b1' 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>: 8</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0abc2b23-2605-4442-8dc5-560304156a47' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0abc2b23-2605-4442-8dc5-560304156a47' 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'>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 ... 995 996 997 998 999</div><input id='attrs-6ea78a90-783c-49c1-a698-2138c8fc9eaa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ea78a90-783c-49c1-a698-2138c8fc9eaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a9fabb4-797a-40c5-af6d-f4386f2b6679' class='xr-var-data-in' type='checkbox'><label for='data-9a9fabb4-797a-40c5-af6d-f4386f2b6679' 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, ..., 997, 998, 999])</pre></div></li><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 4 5 6 7</div><input id='attrs-c6680a61-eafd-4f22-940b-16d723ce9172' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6680a61-eafd-4f22-940b-16d723ce9172' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ded52b1f-5076-469a-9cdc-603a6610a1c1' class='xr-var-data-in' type='checkbox'><label for='data-ded52b1f-5076-469a-9cdc-603a6610a1c1' 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])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-be35eec9-db67-47c8-a1d4-2927b2e8c7fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-be35eec9-db67-47c8-a1d4-2927b2e8c7fa' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.06265 -0.06601 ... 0.08766</div><input id='attrs-5ecc32f2-ef88-4d2f-8608-8e31f8a8f068' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ecc32f2-ef88-4d2f-8608-8e31f8a8f068' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f75743b-2fff-49a9-82c1-d64bd3cad0a4' class='xr-var-data-in' type='checkbox'><label for='data-0f75743b-2fff-49a9-82c1-d64bd3cad0a4' 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([[-0.06264747, -0.0660125 , -0.01700844, ..., -0.08872791,\n",
       "         0.0941666 ,  0.01386138],\n",
       "       [-0.18189931, -0.06907472,  0.07860264, ..., -0.07688109,\n",
       "         0.21829021, -0.2126967 ],\n",
       "       [-0.03662729,  0.19079907,  0.23640799, ...,  0.08294682,\n",
       "         0.00513439,  0.02323765],\n",
       "       ...,\n",
       "       [ 0.01011986,  0.01753744, -0.03716693, ...,  0.02074494,\n",
       "         0.0848427 ,  0.08626771],\n",
       "       [ 0.17615389,  0.19552985,  0.11106452, ..., -0.08082757,\n",
       "         0.18760393, -0.14670461],\n",
       "       [-0.18970417,  0.02871667,  0.08781545, ..., -0.03420375,\n",
       "         0.08766422,  0.08766422]])</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'>0.9457 0.9487 ... 0.9434 0.9434</div><input id='attrs-c26c3ac2-423a-41db-a43d-e3ac4881568b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c26c3ac2-423a-41db-a43d-e3ac4881568b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-433b334d-475d-4184-87a9-2f006146461b' class='xr-var-data-in' type='checkbox'><label for='data-433b334d-475d-4184-87a9-2f006146461b' 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([[0.94569485, 0.94870284, 0.95213973, ..., 0.93440049, 1.01812406,\n",
       "        1.04291367],\n",
       "       [1.04315269, 0.99276636, 1.01059094, ..., 1.14475339, 1.02881064,\n",
       "        1.04892393],\n",
       "       [0.93984991, 1.10522002, 1.06861672, ..., 0.92906162, 1.02390631,\n",
       "        0.92916676],\n",
       "       ...,\n",
       "       [1.03252984, 0.94501844, 0.91377664, ..., 0.89307866, 1.06423366,\n",
       "        0.89421931],\n",
       "       [1.13593225, 1.15496002, 0.97117364, ..., 0.89220192, 1.11541603,\n",
       "        0.91919422],\n",
       "       [1.01651393, 1.07249994, 0.92996479, ..., 0.99630479, 0.94338243,\n",
       "        0.94338243]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3832 0.3474 0.276 ... 0.395 0.395</div><input id='attrs-810abc0b-54f3-4027-9a22-24d8db379bf1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-810abc0b-54f3-4027-9a22-24d8db379bf1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c7b36af-7d0c-4af0-8f7c-9b08a07bbeae' class='xr-var-data-in' type='checkbox'><label for='data-4c7b36af-7d0c-4af0-8f7c-9b08a07bbeae' 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([[0.38316677, 0.34740813, 0.27595292, ..., 0.44392909, 0.47445609,\n",
       "        0.1554849 ],\n",
       "       [0.47191021, 0.53930882, 0.31983663, ..., 0.28736472, 0.64850478,\n",
       "        0.19784962],\n",
       "       [0.385989  , 0.64137192, 0.56873759, ..., 0.38337526, 0.3505215 ,\n",
       "        0.48127725],\n",
       "       ...,\n",
       "       [0.44651539, 0.43971577, 0.38104135, ..., 0.4976736 , 0.44335065,\n",
       "        0.31018728],\n",
       "       [0.29970792, 0.26045941, 0.33981284, ..., 0.49286072, 0.63469791,\n",
       "        0.21232564],\n",
       "       [0.30200621, 0.46201128, 0.48143039, ..., 0.37886645, 0.39497688,\n",
       "        0.39497688]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-911dc0c4-6519-4a70-a40a-16e6102c4429' class='xr-section-summary-in' type='checkbox'  ><label for='section-911dc0c4-6519-4a70-a40a-16e6102c4429' class='xr-section-summary' >Indexes: <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-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b7791139-a71d-4747-84ab-67fcd7200a12' class='xr-index-data-in' type='checkbox'/><label for='index-b7791139-a71d-4747-84ab-67fcd7200a12' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       990, 991, 992, 993, 994, 995, 996, 997, 998, 999],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=1000))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-70c4ad5e-0b2a-4770-9e87-0559ad30e92d' class='xr-index-data-in' type='checkbox'/><label for='index-70c4ad5e-0b2a-4770-9e87-0559ad30e92d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3d6a7b7b-d6ff-483d-9251-c96f7af1a1f2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3d6a7b7b-d6ff-483d-9251-c96f7af1a1f2' 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>2024-12-21T16:43:45.717159+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_stats91890943-75ee-41ca-ae07-244c309f4091\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_stats91890943-75ee-41ca-ae07-244c309f4091\" 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",
       "html[data-theme=dark],\n",
       "body[data-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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 312kB\n",
       "Dimensions:          (chain: 8, draw: 1000)\n",
       "Coordinates:\n",
       "  * chain            (chain) int64 64B 0 1 2 3 4 5 6 7\n",
       "  * draw             (draw) int64 8kB 0 1 2 3 4 5 6 ... 994 995 996 997 998 999\n",
       "Data variables:\n",
       "    accept_ratio     (chain, draw) float64 64kB 0.9721 0.9725 ... 0.9694 0.8617\n",
       "    diverging        (chain, draw) bool 8kB False False False ... False False\n",
       "    is_accepted      (chain, draw) bool 8kB True True True ... True True False\n",
       "    n_steps          (chain, draw) int32 32kB 7 3 7 3 7 7 7 7 ... 7 3 3 3 3 3 7\n",
       "    step_size        (chain, draw) float64 64kB 0.563 0.563 0.563 ... nan nan\n",
       "    target_log_prob  (chain, draw) float64 64kB -144.0 -144.2 ... -144.2 -144.2\n",
       "    tune             (chain, draw) float64 64kB 0.0 0.0 0.0 0.0 ... nan nan nan\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:45.718997+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-1214df02-cbc1-4123-8d70-ff4c9a6a1901' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1214df02-cbc1-4123-8d70-ff4c9a6a1901' 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>: 8</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-445c1f2c-9eed-44bb-a351-9c53cb1f0eba' class='xr-section-summary-in' type='checkbox'  checked><label for='section-445c1f2c-9eed-44bb-a351-9c53cb1f0eba' 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 4 5 6 7</div><input id='attrs-289dc71e-e1f2-426b-931c-437e893837ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-289dc71e-e1f2-426b-931c-437e893837ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eeaff74-60f2-4788-9bf5-43ade0e0ba64' class='xr-var-data-in' type='checkbox'><label for='data-0eeaff74-60f2-4788-9bf5-43ade0e0ba64' 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])</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 ... 995 996 997 998 999</div><input id='attrs-edc07978-da66-4d88-8a22-dfb87c8e8062' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-edc07978-da66-4d88-8a22-dfb87c8e8062' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cad5d282-3a66-460f-9af0-17db80cc1208' class='xr-var-data-in' type='checkbox'><label for='data-cad5d282-3a66-460f-9af0-17db80cc1208' 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, ..., 997, 998, 999])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1ccdaf18-611e-4fea-a3e6-9da8aea307ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1ccdaf18-611e-4fea-a3e6-9da8aea307ef' 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>accept_ratio</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9721 0.9725 ... 0.9694 0.8617</div><input id='attrs-309098de-03da-4f98-8a14-b6fc299e71b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-309098de-03da-4f98-8a14-b6fc299e71b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c61de3f-e564-4cf9-a2c9-cc0e90d0c9ed' class='xr-var-data-in' type='checkbox'><label for='data-4c61de3f-e564-4cf9-a2c9-cc0e90d0c9ed' 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([[0.97205693, 0.97247584, 0.96821983, ..., 1.        , 0.99997408,\n",
       "        0.89420381],\n",
       "       [0.95607167, 0.98035862, 0.88295863, ..., 0.98237237, 0.90617221,\n",
       "        0.8622873 ],\n",
       "       [1.        , 0.75172571, 0.97348348, ..., 0.99137916, 0.99708924,\n",
       "        0.924119  ],\n",
       "       ...,\n",
       "       [0.9407456 , 1.        , 0.92484625, ..., 0.97215578, 0.99863597,\n",
       "        0.94694559],\n",
       "       [0.9799534 , 0.97789566, 0.96244261, ..., 0.9141886 , 0.84339419,\n",
       "        0.92260937],\n",
       "       [0.93528097, 0.91592569, 0.99518055, ..., 0.93995238, 0.96942414,\n",
       "        0.86173663]])</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'>False False False ... False False</div><input id='attrs-5c6a635c-b9ed-4427-8a03-6e9e5c5300ac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c6a635c-b9ed-4427-8a03-6e9e5c5300ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92234a88-3689-4935-8323-fb5ad8e1a211' class='xr-var-data-in' type='checkbox'><label for='data-92234a88-3689-4935-8323-fb5ad8e1a211' 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",
       "       ...,\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>is_accepted</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>True True True ... True True False</div><input id='attrs-b903a98d-4300-4e69-8f8a-b41eeeb74e85' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b903a98d-4300-4e69-8f8a-b41eeeb74e85' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41fde931-dfba-48d8-9c2e-da2d689dc5b8' class='xr-var-data-in' type='checkbox'><label for='data-41fde931-dfba-48d8-9c2e-da2d689dc5b8' 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([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_steps</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>7 3 7 3 7 7 7 7 ... 3 7 3 3 3 3 3 7</div><input id='attrs-b8ff91ea-c408-4c83-9144-8754c533d5cd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b8ff91ea-c408-4c83-9144-8754c533d5cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df0ba76c-1018-4622-933b-f3259ec8fcd5' class='xr-var-data-in' type='checkbox'><label for='data-df0ba76c-1018-4622-933b-f3259ec8fcd5' 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([[7, 3, 7, ..., 7, 7, 7],\n",
       "       [7, 7, 7, ..., 7, 7, 7],\n",
       "       [3, 7, 3, ..., 7, 3, 7],\n",
       "       ...,\n",
       "       [3, 3, 5, ..., 7, 7, 7],\n",
       "       [7, 3, 3, ..., 7, 3, 7],\n",
       "       [7, 7, 3, ..., 3, 3, 7]], dtype=int32)</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'>0.563 0.563 0.563 ... nan nan nan</div><input id='attrs-45afcb21-e0ce-4b31-b182-355c4ffb4dce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45afcb21-e0ce-4b31-b182-355c4ffb4dce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-935122b6-d6ce-41fa-9375-ddac519f4041' class='xr-var-data-in' type='checkbox'><label for='data-935122b6-d6ce-41fa-9375-ddac519f4041' 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([[0.56300945, 0.56300945, 0.56300945, ..., 0.56300945, 0.56300945,\n",
       "        0.56300945],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       ...,\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan],\n",
       "       [       nan,        nan,        nan, ...,        nan,        nan,\n",
       "               nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>target_log_prob</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-144.0 -144.2 ... -144.2 -144.2</div><input id='attrs-0ae51ab7-5adc-4175-8af3-3f9f1f7fa570' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ae51ab7-5adc-4175-8af3-3f9f1f7fa570' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6429221f-d26e-4c1e-8778-8a8893d23521' class='xr-var-data-in' type='checkbox'><label for='data-6429221f-d26e-4c1e-8778-8a8893d23521' 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([[-144.04512961, -144.17562995, -144.45945005, ..., -144.35517824,\n",
       "        -144.36652737, -146.19839882],\n",
       "       [-145.88522923, -144.46827215, -144.49383644, ..., -146.78685305,\n",
       "        -147.38609161, -147.5349841 ],\n",
       "       [-143.92977045, -147.67713931, -147.34003549, ..., -144.33785214,\n",
       "        -144.12740038, -144.02173211],\n",
       "       ...,\n",
       "       [-144.08161023, -143.78573543, -144.22702771, ..., -144.64604162,\n",
       "        -144.79653201, -145.39035949],\n",
       "       [-147.56032147, -148.54226605, -144.589887  , ..., -145.11571835,\n",
       "        -147.74366413, -146.71150101],\n",
       "       [-146.00994179, -144.69852178, -144.38002703, ..., -143.88469791,\n",
       "        -144.22077796, -144.22077796]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tune</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... nan nan nan nan</div><input id='attrs-df6fdd69-f0b0-4625-a6de-aed81417bdd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-df6fdd69-f0b0-4625-a6de-aed81417bdd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50be7db6-aee3-431e-b575-e1fd29327ca9' class='xr-var-data-in' type='checkbox'><label for='data-50be7db6-aee3-431e-b575-e1fd29327ca9' 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., ...,  0.,  0.,  0.],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-971e9d60-12f4-40b6-926b-4c319ea312b6' class='xr-section-summary-in' type='checkbox'  ><label for='section-971e9d60-12f4-40b6-926b-4c319ea312b6' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7ad9b5a8-ff67-4b60-99e7-4a1cbf579515' class='xr-index-data-in' type='checkbox'/><label for='index-7ad9b5a8-ff67-4b60-99e7-4a1cbf579515' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4fb15b33-5b57-481a-9ff6-e972aef3865f' class='xr-index-data-in' type='checkbox'/><label for='index-4fb15b33-5b57-481a-9ff6-e972aef3865f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       990, 991, 992, 993, 994, 995, 996, 997, 998, 999],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=1000))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ef10a82e-694c-4461-9de2-00c29299d7d6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ef10a82e-694c-4461-9de2-00c29299d7d6' 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>2024-12-21T16:43:45.718997+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_observed_data88a89d30-b28c-406f-83e9-6afc67794e2b\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data88a89d30-b28c-406f-83e9-6afc67794e2b\" 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",
       "<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",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
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       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "\n",
       "html[theme=dark],\n",
       "html[data-theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
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       "  --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",
       "  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",
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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",
       "}\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 0 20px 0 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
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       "\n",
       ".xr-section-item input + label {\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
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       "\n",
       ".xr-section-summary {\n",
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       "\n",
       ".xr-section-summary > span {\n",
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       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  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",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
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       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
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       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
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       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
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       "\n",
       ".xr-array-wrap {\n",
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       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
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       "\n",
       ".xr-array-preview,\n",
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       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\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",
       "  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",
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       "\n",
       ".xr-has-index {\n",
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       "\n",
       ".xr-var-list,\n",
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       "\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",
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       "\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       "  background-color: var(--xr-background-color-row-odd);\n",
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       "\n",
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       "\n",
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       "\n",
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       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
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       ".xr-var-dims,\n",
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       "\n",
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       ".xr-var-attrs,\n",
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       "\n",
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       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 2kB\n",
       "Dimensions:  (__obs__: 100)\n",
       "Coordinates:\n",
       "  * __obs__  (__obs__) int64 800B 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    y        (__obs__) float64 800B 0.9823 -0.1276 1.024 ... -0.4394 0.2223\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:45.717159+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-8c63c968-9a7c-4925-b812-e4cf1b44c26b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8c63c968-9a7c-4925-b812-e4cf1b44c26b' 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__</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6dd69625-bb42-4505-a853-85f3902a388b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6dd69625-bb42-4505-a853-85f3902a388b' 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__</span></div><div class='xr-var-dims'>(__obs__)</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-82fc9ce6-2708-4aa1-befe-13b1ad177878' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82fc9ce6-2708-4aa1-befe-13b1ad177878' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82f6dc14-59f7-4e2d-9c6a-3bf3b396ddb9' class='xr-var-data-in' type='checkbox'><label for='data-82f6dc14-59f7-4e2d-9c6a-3bf3b396ddb9' 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></ul></div></li><li class='xr-section-item'><input id='section-d4ac48cc-a0d2-4392-bfdd-2db9d584fbd8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d4ac48cc-a0d2-4392-bfdd-2db9d584fbd8' 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__)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9823 -0.1276 ... -0.4394 0.2223</div><input id='attrs-64916b46-ee5d-45f3-99c9-41cf9a4c6e2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64916b46-ee5d-45f3-99c9-41cf9a4c6e2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69e27501-b4cc-4b00-b291-71137683dd1c' class='xr-var-data-in' type='checkbox'><label for='data-69e27501-b4cc-4b00-b291-71137683dd1c' 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([ 0.98232738, -0.12758867,  1.0241217 , -1.52813143, -0.60223389,\n",
       "       -0.9110669 , -0.4353976 ,  0.83518854, -1.98725748,  0.70239123,\n",
       "        0.47474209, -0.57402927, -1.10256821,  0.21458759, -0.7913338 ,\n",
       "        0.34504087, -0.27033576,  1.8694577 , -0.25456891, -1.07982821,\n",
       "       -0.02821523,  0.59252591,  1.3120998 ,  0.70459244,  0.24956995,\n",
       "        1.62550659, -1.07740601, -0.51398486, -0.79529742,  0.2627868 ,\n",
       "       -1.50052774,  0.47906184, -0.47019315, -1.28310684, -0.67156194,\n",
       "        0.27879211,  0.58211654,  1.74549738,  3.1121092 ,  0.64089167,\n",
       "       -0.82402974, -2.33483846,  0.33845498, -0.77738494, -0.34871911,\n",
       "       -0.34655757, -0.0726575 ,  1.27285679,  0.17764106, -0.07053522,\n",
       "       -0.84328945, -2.11870321, -0.58371719, -0.19711313,  1.57325292,\n",
       "        0.04643398,  1.43827366, -0.76312913, -0.88989281, -1.47791592,\n",
       "       -0.82727125,  2.17806337, -0.64275472,  1.05521209, -0.66118073,\n",
       "        0.82531053,  0.24406448,  0.10480201, -0.09905622, -1.04351111,\n",
       "        0.10074023, -0.7351563 , -1.07411239, -1.23453802,  0.3829906 ,\n",
       "        1.44890008,  0.20830137,  0.07198975,  0.19156297,  1.44518896,\n",
       "        0.01768236, -0.52155594,  0.98996665,  0.06436367,  1.68414482,\n",
       "        0.04019953, -1.22066186, -1.22166748,  1.78699361,  1.92641993,\n",
       "       -0.20952942, -0.51217355,  1.43715279, -1.6212053 , -1.33568691,\n",
       "        0.24027763, -0.69848326,  0.11669617, -0.43935783,  0.22234196])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7bebc7c9-548d-4ebe-bc7d-139d784e84f9' class='xr-section-summary-in' type='checkbox'  ><label for='section-7bebc7c9-548d-4ebe-bc7d-139d784e84f9' class='xr-section-summary' >Indexes: <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-index-name'><div>__obs__</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-027e2a82-a470-4267-ae00-05a012a43b17' class='xr-index-data-in' type='checkbox'/><label for='index-027e2a82-a470-4267-ae00-05a012a43b17' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 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],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;__obs__&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9000dc41-26b2-4bcd-9a00-380885e55718' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9000dc41-26b2-4bcd-9a00-380885e55718' 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>2024-12-21T16:43:45.717159+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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> sample_stats\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfp_nuts_idata = model.fit(inference_method=\"tfp_nuts\")\n",
    "tfp_nuts_idata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NumPyro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "sample: 100%|██████████| 1500/1500 [00:03<00:00, 386.97it/s]\n"
     ]
    },
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       "                  <input id=\"idata_posterior5b159e75-7fc8-4da2-b631-317923c67fe4\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
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       "                  <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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       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "\n",
       "html[theme=dark],\n",
       "html[data-theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
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       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
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       "\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",
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       "\n",
       ".xr-header {\n",
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       "  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",
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       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
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       "\n",
       ".xr-section-item input + label {\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-section-summary > span {\n",
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       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
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       "\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 200kB\n",
       "Dimensions:    (chain: 8, draw: 1000)\n",
       "Coordinates:\n",
       "  * draw       (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n",
       "  * chain      (chain) int64 64B 0 1 2 3 4 5 6 7\n",
       "Data variables:\n",
       "    Intercept  (chain, draw) float64 64kB 0.04368 -0.1021 ... -0.00282 0.1476\n",
       "    sigma      (chain, draw) float64 64kB 0.9309 0.9906 0.9233 ... 0.9424 0.9128\n",
       "    x          (chain, draw) float64 64kB 0.6003 0.3584 0.5494 ... 0.3202 0.2671\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:50.477087+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    inference_library:           numpyro\n",
       "    inference_library_version:   0.15.3\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-8e3558b3-0b67-4d47-8318-00b2a154a354' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8e3558b3-0b67-4d47-8318-00b2a154a354' 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>: 8</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fa420a6a-8337-4051-855e-6aedce58414d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fa420a6a-8337-4051-855e-6aedce58414d' 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'>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 ... 995 996 997 998 999</div><input id='attrs-b7b098d6-032a-468c-b104-9ebfeaf8bd6d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7b098d6-032a-468c-b104-9ebfeaf8bd6d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f8e3deb2-24df-4356-a98e-db95ef754b39' class='xr-var-data-in' type='checkbox'><label for='data-f8e3deb2-24df-4356-a98e-db95ef754b39' 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, ..., 997, 998, 999])</pre></div></li><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 4 5 6 7</div><input id='attrs-f1bb1f72-ab52-47b4-b6a2-543842680284' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f1bb1f72-ab52-47b4-b6a2-543842680284' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-422afb55-b211-4924-a9a6-d05d51f326b5' class='xr-var-data-in' type='checkbox'><label for='data-422afb55-b211-4924-a9a6-d05d51f326b5' 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])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5f9e21cb-94f7-4732-a77c-d419a5d1e6de' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5f9e21cb-94f7-4732-a77c-d419a5d1e6de' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.04368 -0.1021 ... -0.00282 0.1476</div><input id='attrs-bd681ea1-fde8-4a25-84cc-ae18d0006503' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd681ea1-fde8-4a25-84cc-ae18d0006503' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2798c0b6-4d7a-41b5-b466-70f704a65f95' class='xr-var-data-in' type='checkbox'><label for='data-2798c0b6-4d7a-41b5-b466-70f704a65f95' 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([[ 4.36780278e-02, -1.02060312e-01, -1.21861930e-02, ...,\n",
       "         8.30274083e-02,  5.10005372e-02,  1.74599096e-01],\n",
       "       [ 7.82617979e-02, -2.27029421e-02,  6.36873908e-02, ...,\n",
       "        -1.66003675e-01,  2.02171570e-02, -5.17846611e-02],\n",
       "       [ 8.80685267e-02, -5.44188543e-02, -3.85344553e-02, ...,\n",
       "         7.00181050e-02, -4.62349285e-02, -1.52577362e-01],\n",
       "       ...,\n",
       "       [-2.17430039e-01, -2.71966853e-01,  8.51352582e-02, ...,\n",
       "         5.63802528e-02,  1.25022945e-01, -1.35365289e-01],\n",
       "       [-4.66478338e-02, -2.42427856e-01, -3.74597633e-02, ...,\n",
       "        -8.64507662e-02,  9.29543008e-02,  2.69365668e-02],\n",
       "       [ 1.12906738e-01, -1.01347091e-04, -3.65058149e-02, ...,\n",
       "        -1.82585997e-01, -2.82035114e-03,  1.47629599e-01]])</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'>0.9309 0.9906 ... 0.9424 0.9128</div><input id='attrs-8b1c927c-eefd-4111-b79e-7fd5ce3ea618' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8b1c927c-eefd-4111-b79e-7fd5ce3ea618' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14929696-8a8d-46ff-8846-eff248f3738f' class='xr-var-data-in' type='checkbox'><label for='data-14929696-8a8d-46ff-8846-eff248f3738f' 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([[0.93087713, 0.9905813 , 0.92325779, ..., 1.01290249, 1.03051213,\n",
       "        1.08534419],\n",
       "       [0.98206922, 1.01252744, 1.01145341, ..., 0.93090174, 0.96102381,\n",
       "        1.00969021],\n",
       "       [1.02077691, 0.9220789 , 0.94240637, ..., 1.005969  , 0.93181947,\n",
       "        0.99773282],\n",
       "       ...,\n",
       "       [1.21197842, 1.1400143 , 0.9979225 , ..., 1.02456416, 1.00217482,\n",
       "        1.08937599],\n",
       "       [0.93834408, 1.00056445, 1.16074408, ..., 1.04277486, 0.92320912,\n",
       "        1.03921296],\n",
       "       [0.93827366, 1.04881833, 1.05123346, ..., 0.97864129, 0.94240964,\n",
       "        0.91278738]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6003 0.3584 ... 0.3202 0.2671</div><input id='attrs-0ba906cb-5e69-4528-b649-439551caf1eb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ba906cb-5e69-4528-b649-439551caf1eb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62708ded-0881-47c3-a07b-4956b5dea10a' class='xr-var-data-in' type='checkbox'><label for='data-62708ded-0881-47c3-a07b-4956b5dea10a' 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([[0.60033335, 0.35843027, 0.54943257, ..., 0.44116516, 0.42984065,\n",
       "        0.42538742],\n",
       "       [0.4320444 , 0.45089492, 0.22009901, ..., 0.32191115, 0.23913126,\n",
       "        0.44003533],\n",
       "       [0.19131094, 0.67575404, 0.62492441, ..., 0.59740821, 0.33966004,\n",
       "        0.2793921 ],\n",
       "       ...,\n",
       "       [0.28354421, 0.49746466, 0.26458896, ..., 0.24744114, 0.76819194,\n",
       "        0.10381864],\n",
       "       [0.47337232, 0.46249374, 0.41401117, ..., 0.48912723, 0.28341635,\n",
       "        0.24593964],\n",
       "       [0.2667943 , 0.64555162, 0.61529558, ..., 0.3428897 , 0.3202273 ,\n",
       "        0.26705966]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-29c00f72-e785-4905-aa15-6a343e86fcbf' class='xr-section-summary-in' type='checkbox'  ><label for='section-29c00f72-e785-4905-aa15-6a343e86fcbf' class='xr-section-summary' >Indexes: <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-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-05a4788a-c420-468c-a8bd-0062d515c675' class='xr-index-data-in' type='checkbox'/><label for='index-05a4788a-c420-468c-a8bd-0062d515c675' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       990, 991, 992, 993, 994, 995, 996, 997, 998, 999],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=1000))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-edfc23aa-8767-4a1e-bd3e-a1201ae0a9cd' class='xr-index-data-in' type='checkbox'/><label for='index-edfc23aa-8767-4a1e-bd3e-a1201ae0a9cd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f865631f-4ff9-43e2-8471-e4062e43bf52' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f865631f-4ff9-43e2-8471-e4062e43bf52' 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>2024-12-21T16:43:50.477087+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>numpyro</dd><dt><span>inference_library_version :</span></dt><dd>0.15.3</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_statsa8df7aaa-c458-4975-865e-d3893938edb0\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_statsa8df7aaa-c458-4975-865e-d3893938edb0\" 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",
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       "  --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",
       "html[data-theme=dark],\n",
       "body[data-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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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",
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       "\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",
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       "\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",
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       "\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
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       "\n",
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       "  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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
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       ".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",
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       "\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",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
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       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 400kB\n",
       "Dimensions:          (chain: 8, draw: 1000)\n",
       "Coordinates:\n",
       "  * chain            (chain) int64 64B 0 1 2 3 4 5 6 7\n",
       "  * draw             (draw) int64 8kB 0 1 2 3 4 5 6 ... 994 995 996 997 998 999\n",
       "Data variables:\n",
       "    acceptance_rate  (chain, draw) float64 64kB 0.9297 0.9775 ... 0.9538 0.7392\n",
       "    diverging        (chain, draw) bool 8kB False False False ... False False\n",
       "    energy           (chain, draw) float64 64kB 145.1 146.0 ... 147.0 147.1\n",
       "    lp               (chain, draw) float64 64kB 145.0 144.4 ... 144.1 146.4\n",
       "    n_steps          (chain, draw) int64 64kB 7 7 7 7 3 7 7 7 ... 3 3 3 7 7 3 3\n",
       "    step_size        (chain, draw) float64 64kB 0.7792 0.7792 ... 0.703 0.703\n",
       "    tree_depth       (chain, draw) int64 64kB 3 3 3 3 2 3 3 3 ... 2 2 2 3 3 2 2\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:50.504626+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    inference_library:           numpyro\n",
       "    inference_library_version:   0.15.3\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-8932d619-ff8b-4984-972b-13e789d525e1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8932d619-ff8b-4984-972b-13e789d525e1' 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>: 8</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-394868ad-9e2e-4232-9c26-e640812ca8d2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-394868ad-9e2e-4232-9c26-e640812ca8d2' 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 4 5 6 7</div><input id='attrs-c552ae86-8dca-4d41-9836-6d131420edeb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c552ae86-8dca-4d41-9836-6d131420edeb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e66657a6-2f64-4488-89d9-98fae52da738' class='xr-var-data-in' type='checkbox'><label for='data-e66657a6-2f64-4488-89d9-98fae52da738' 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])</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 ... 995 996 997 998 999</div><input id='attrs-237d03e3-a895-4fa5-adb1-024ccd9fab01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-237d03e3-a895-4fa5-adb1-024ccd9fab01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7781667-ac77-4b76-9cec-3b6d76f49d85' class='xr-var-data-in' type='checkbox'><label for='data-e7781667-ac77-4b76-9cec-3b6d76f49d85' 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, ..., 997, 998, 999])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-deedea54-6ec7-4952-84cc-f9bf725f2979' class='xr-section-summary-in' type='checkbox'  checked><label for='section-deedea54-6ec7-4952-84cc-f9bf725f2979' 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>acceptance_rate</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9297 0.9775 ... 0.9538 0.7392</div><input id='attrs-0976f07c-6ac0-4379-8724-e4b4020d001e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0976f07c-6ac0-4379-8724-e4b4020d001e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cf9c0a7-8c41-4ddc-9c6c-a0ecc5cc8866' class='xr-var-data-in' type='checkbox'><label for='data-6cf9c0a7-8c41-4ddc-9c6c-a0ecc5cc8866' 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([[0.92971165, 0.97745798, 0.89489526, ..., 0.95775213, 1.        ,\n",
       "        0.79216766],\n",
       "       [0.96467116, 0.93659304, 0.77369566, ..., 0.98275057, 0.99997745,\n",
       "        1.        ],\n",
       "       [1.        , 0.97252342, 1.        , ..., 0.9247111 , 0.98048194,\n",
       "        0.77570052],\n",
       "       ...,\n",
       "       [0.71790695, 1.        , 0.9043856 , ..., 0.89367335, 0.73467986,\n",
       "        0.68563792],\n",
       "       [0.94285325, 0.60290422, 0.92352065, ..., 0.93394489, 0.96653036,\n",
       "        0.88048454],\n",
       "       [1.        , 0.99950217, 1.        , ..., 0.78672705, 0.95375978,\n",
       "        0.73921353]])</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'>False False False ... False False</div><input id='attrs-2952db4c-64ae-4b33-bebf-83c3fbfc2c2a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2952db4c-64ae-4b33-bebf-83c3fbfc2c2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c258f074-1c69-4e1e-85b8-4d20c7a1b3f8' class='xr-var-data-in' type='checkbox'><label for='data-c258f074-1c69-4e1e-85b8-4d20c7a1b3f8' 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",
       "       ...,\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'>145.1 146.0 146.1 ... 147.0 147.1</div><input id='attrs-3c4abb5d-1b7a-4caa-a1dd-625897a5049a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c4abb5d-1b7a-4caa-a1dd-625897a5049a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb3f3bc0-64f5-4a37-92e8-63c3bbc85ff0' class='xr-var-data-in' type='checkbox'><label for='data-fb3f3bc0-64f5-4a37-92e8-63c3bbc85ff0' 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([[145.11704181, 146.03433653, 146.08556601, ..., 147.74680129,\n",
       "        144.35818509, 147.34553867],\n",
       "       [145.61192107, 144.57386766, 148.1365559 , ..., 147.20510508,\n",
       "        146.64076565, 145.15219525],\n",
       "       [148.69622366, 146.8008191 , 146.33758151, ..., 144.87943283,\n",
       "        145.24254021, 146.4411324 ],\n",
       "       ...,\n",
       "       [151.56038646, 151.72756949, 149.1285552 , ..., 145.15314433,\n",
       "        148.36866062, 154.6806734 ],\n",
       "       [145.90196458, 150.09643704, 149.68978029, ..., 147.04933693,\n",
       "        146.12668161, 148.17662838],\n",
       "       [147.74793365, 146.37445968, 145.81906659, ..., 147.69766753,\n",
       "        147.01705089, 147.05161145]])</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'>145.0 144.4 144.5 ... 144.1 146.4</div><input id='attrs-155d4c25-4713-4fdc-9bc0-30e11f708dbc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-155d4c25-4713-4fdc-9bc0-30e11f708dbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bce40cff-c134-4271-8a92-c119dc8eadaf' class='xr-var-data-in' type='checkbox'><label for='data-bce40cff-c134-4271-8a92-c119dc8eadaf' 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([[145.00325495, 144.39310937, 144.53809961, ..., 144.18479864,\n",
       "        144.14959111, 146.11171705],\n",
       "       [143.99864661, 143.9292147 , 145.32604251, ..., 145.77657844,\n",
       "        144.8476512 , 144.01029553],\n",
       "       [145.95299145, 146.50645417, 145.30612683, ..., 144.87268293,\n",
       "        144.22464547, 145.49185334],\n",
       "       ...,\n",
       "       [149.9532268 , 149.18470347, 144.9461866 , ..., 145.05396377,\n",
       "        147.84864272, 148.12910411],\n",
       "       [144.05383368, 146.90683621, 146.63334906, ..., 144.71077891,\n",
       "        145.20505778, 145.07149705],\n",
       "       [145.44745093, 145.62173116, 145.41577479, ..., 145.62356323,\n",
       "        144.14371798, 146.38098161]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_steps</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>7 7 7 7 3 7 7 7 ... 7 3 3 3 7 7 3 3</div><input id='attrs-765a46ca-bfc9-4403-a393-e42de08081f9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-765a46ca-bfc9-4403-a393-e42de08081f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-af075571-b6b2-471d-8315-9a23f2dde5d8' class='xr-var-data-in' type='checkbox'><label for='data-af075571-b6b2-471d-8315-9a23f2dde5d8' 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([[7, 7, 7, ..., 3, 7, 3],\n",
       "       [3, 7, 7, ..., 7, 3, 3],\n",
       "       [7, 7, 1, ..., 1, 3, 3],\n",
       "       ...,\n",
       "       [3, 7, 7, ..., 3, 7, 7],\n",
       "       [7, 3, 7, ..., 3, 7, 7],\n",
       "       [3, 7, 3, ..., 7, 3, 3]])</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'>0.7792 0.7792 ... 0.703 0.703</div><input id='attrs-faddd38d-ddd4-4c90-b193-78cdcd65a625' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-faddd38d-ddd4-4c90-b193-78cdcd65a625' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3a06d5b-a86e-44cf-b582-07d4ee3fae3e' class='xr-var-data-in' type='checkbox'><label for='data-a3a06d5b-a86e-44cf-b582-07d4ee3fae3e' 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([[0.77915884, 0.77915884, 0.77915884, ..., 0.77915884, 0.77915884,\n",
       "        0.77915884],\n",
       "       [0.83435803, 0.83435803, 0.83435803, ..., 0.83435803, 0.83435803,\n",
       "        0.83435803],\n",
       "       [0.81351828, 0.81351828, 0.81351828, ..., 0.81351828, 0.81351828,\n",
       "        0.81351828],\n",
       "       ...,\n",
       "       [1.0486959 , 1.0486959 , 1.0486959 , ..., 1.0486959 , 1.0486959 ,\n",
       "        1.0486959 ],\n",
       "       [0.7171523 , 0.7171523 , 0.7171523 , ..., 0.7171523 , 0.7171523 ,\n",
       "        0.7171523 ],\n",
       "       [0.7030038 , 0.7030038 , 0.7030038 , ..., 0.7030038 , 0.7030038 ,\n",
       "        0.7030038 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tree_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'>3 3 3 3 2 3 3 3 ... 3 2 2 2 3 3 2 2</div><input id='attrs-944cd30f-80a6-40bd-95e0-711d2519015e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-944cd30f-80a6-40bd-95e0-711d2519015e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ee9003d-16c7-4936-ace2-7cae8af9471d' class='xr-var-data-in' type='checkbox'><label for='data-8ee9003d-16c7-4936-ace2-7cae8af9471d' 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([[3, 3, 3, ..., 2, 3, 2],\n",
       "       [2, 3, 3, ..., 3, 2, 2],\n",
       "       [3, 3, 1, ..., 1, 2, 2],\n",
       "       ...,\n",
       "       [2, 3, 3, ..., 2, 3, 3],\n",
       "       [3, 2, 3, ..., 2, 3, 3],\n",
       "       [2, 3, 2, ..., 3, 2, 2]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d385c9fa-1979-4887-b248-a076539e3b2b' class='xr-section-summary-in' type='checkbox'  ><label for='section-d385c9fa-1979-4887-b248-a076539e3b2b' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f85c2754-e557-4bf7-9838-46611ee03a72' class='xr-index-data-in' type='checkbox'/><label for='index-f85c2754-e557-4bf7-9838-46611ee03a72' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-82219172-9c76-4807-a5a9-f7f791373627' class='xr-index-data-in' type='checkbox'/><label for='index-82219172-9c76-4807-a5a9-f7f791373627' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       990, 991, 992, 993, 994, 995, 996, 997, 998, 999],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=1000))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a57022f5-9427-4cf2-806b-b2d6b2ca62d6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a57022f5-9427-4cf2-806b-b2d6b2ca62d6' 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>2024-12-21T16:43:50.504626+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>numpyro</dd><dt><span>inference_library_version :</span></dt><dd>0.15.3</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_observed_data776a2c31-8b40-40f0-be32-304c4c6b75bf\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data776a2c31-8b40-40f0-be32-304c4c6b75bf\" 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",
       "<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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       ".xr-var-data > table {\n",
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       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
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       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
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       "\n",
       "dl.xr-attrs {\n",
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       "  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",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\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; Size: 2kB\n",
       "Dimensions:  (__obs__: 100)\n",
       "Coordinates:\n",
       "  * __obs__  (__obs__) int64 800B 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    y        (__obs__) float64 800B 0.9823 -0.1276 1.024 ... -0.4394 0.2223\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:43:50.477087+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    inference_library:           numpyro\n",
       "    inference_library_version:   0.15.3\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-c5531ad2-7625-470f-ba05-145831e31eb9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c5531ad2-7625-470f-ba05-145831e31eb9' 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__</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6bc0b4d5-2c43-4bc9-9456-381ea7d3bf11' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6bc0b4d5-2c43-4bc9-9456-381ea7d3bf11' 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__</span></div><div class='xr-var-dims'>(__obs__)</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-d7e7cada-215c-48c0-90f6-304c3c19cee6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7e7cada-215c-48c0-90f6-304c3c19cee6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b40a27c7-1583-4ae7-a28b-9596846ec9bc' class='xr-var-data-in' type='checkbox'><label for='data-b40a27c7-1583-4ae7-a28b-9596846ec9bc' 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></ul></div></li><li class='xr-section-item'><input id='section-86d71680-78db-4e85-a337-4be49209b4c4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-86d71680-78db-4e85-a337-4be49209b4c4' 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__)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9823 -0.1276 ... -0.4394 0.2223</div><input id='attrs-ab34ace2-b5b2-42c2-b51c-d846b3f6b61d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab34ace2-b5b2-42c2-b51c-d846b3f6b61d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9df932a7-ba20-4580-9978-cb0332c35860' class='xr-var-data-in' type='checkbox'><label for='data-9df932a7-ba20-4580-9978-cb0332c35860' 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([ 0.98232738, -0.12758867,  1.0241217 , -1.52813143, -0.60223389,\n",
       "       -0.9110669 , -0.4353976 ,  0.83518854, -1.98725748,  0.70239123,\n",
       "        0.47474209, -0.57402927, -1.10256821,  0.21458759, -0.7913338 ,\n",
       "        0.34504087, -0.27033576,  1.8694577 , -0.25456891, -1.07982821,\n",
       "       -0.02821523,  0.59252591,  1.3120998 ,  0.70459244,  0.24956995,\n",
       "        1.62550659, -1.07740601, -0.51398486, -0.79529742,  0.2627868 ,\n",
       "       -1.50052774,  0.47906184, -0.47019315, -1.28310684, -0.67156194,\n",
       "        0.27879211,  0.58211654,  1.74549738,  3.1121092 ,  0.64089167,\n",
       "       -0.82402974, -2.33483846,  0.33845498, -0.77738494, -0.34871911,\n",
       "       -0.34655757, -0.0726575 ,  1.27285679,  0.17764106, -0.07053522,\n",
       "       -0.84328945, -2.11870321, -0.58371719, -0.19711313,  1.57325292,\n",
       "        0.04643398,  1.43827366, -0.76312913, -0.88989281, -1.47791592,\n",
       "       -0.82727125,  2.17806337, -0.64275472,  1.05521209, -0.66118073,\n",
       "        0.82531053,  0.24406448,  0.10480201, -0.09905622, -1.04351111,\n",
       "        0.10074023, -0.7351563 , -1.07411239, -1.23453802,  0.3829906 ,\n",
       "        1.44890008,  0.20830137,  0.07198975,  0.19156297,  1.44518896,\n",
       "        0.01768236, -0.52155594,  0.98996665,  0.06436367,  1.68414482,\n",
       "        0.04019953, -1.22066186, -1.22166748,  1.78699361,  1.92641993,\n",
       "       -0.20952942, -0.51217355,  1.43715279, -1.6212053 , -1.33568691,\n",
       "        0.24027763, -0.69848326,  0.11669617, -0.43935783,  0.22234196])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-69c18634-308d-4c48-b870-e918069191c3' class='xr-section-summary-in' type='checkbox'  ><label for='section-69c18634-308d-4c48-b870-e918069191c3' class='xr-section-summary' >Indexes: <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-index-name'><div>__obs__</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b104cc72-b3a5-4915-9a77-20c7ec81ad80' class='xr-index-data-in' type='checkbox'/><label for='index-b104cc72-b3a5-4915-9a77-20c7ec81ad80' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 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],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;__obs__&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f109b379-7e8a-4aef-a1a9-054865adb996' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f109b379-7e8a-4aef-a1a9-054865adb996' 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>2024-12-21T16:43:50.477087+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>numpyro</dd><dt><span>inference_library_version :</span></dt><dd>0.15.3</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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> sample_stats\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numpyro_nuts_idata = model.fit(inference_method=\"numpyro_nuts\")\n",
    "numpyro_nuts_idata"
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   "metadata": {},
   "source": [
    "### flowMC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['n_dim', 'n_chains', 'n_local_steps', 'n_global_steps', 'n_loop', 'output_thinning', 'verbose']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global Tuning: 100%|██████████| 5/5 [00:20<00:00,  4.05s/it]\n",
      "Global Sampling: 100%|██████████| 5/5 [00:00<00:00, 26.22it/s]\n"
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       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 244kB\n",
       "Dimensions:    (chain: 20, draw: 500)\n",
       "Coordinates:\n",
       "  * draw       (draw) int64 4kB 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * chain      (chain) int64 160B 0 1 2 3 4 5 6 7 8 ... 12 13 14 15 16 17 18 19\n",
       "Data variables:\n",
       "    Intercept  (chain, draw) float64 80kB 0.2975 0.2975 ... 0.08134 0.03252\n",
       "    sigma      (chain, draw) float64 80kB 0.97 0.97 1.024 ... 0.9849 0.9851\n",
       "    x          (chain, draw) float64 80kB 0.5371 0.5371 0.5067 ... 0.4151 0.4007\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:12.534363+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-a40efaf9-aded-4811-8a59-2967044d3cd4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a40efaf9-aded-4811-8a59-2967044d3cd4' 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>: 20</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-8eff0a43-e6a0-4fb4-ab78-f95b3bb09895' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8eff0a43-e6a0-4fb4-ab78-f95b3bb09895' 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'>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-773a50b8-7370-4391-aafa-f1a78dd141e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-773a50b8-7370-4391-aafa-f1a78dd141e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c0c5089-80e8-41fc-8a03-d6c1c22c608b' class='xr-var-data-in' type='checkbox'><label for='data-3c0c5089-80e8-41fc-8a03-d6c1c22c608b' 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'>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 4 5 6 ... 14 15 16 17 18 19</div><input id='attrs-2dda2e42-2f25-4fc9-bab4-f43ba4f0071a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2dda2e42-2f25-4fc9-bab4-f43ba4f0071a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1985399c-3a19-47a1-ba4b-9d0d60541f08' class='xr-var-data-in' type='checkbox'><label for='data-1985399c-3a19-47a1-ba4b-9d0d60541f08' 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-3d974518-0899-49d9-9337-64d7f44cc783' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3d974518-0899-49d9-9337-64d7f44cc783' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2975 0.2975 ... 0.08134 0.03252</div><input id='attrs-8117f2a5-5119-4d39-a551-a2885fd7933a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8117f2a5-5119-4d39-a551-a2885fd7933a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0df5fa23-f5d3-4c2c-85ea-a52b1763399a' class='xr-var-data-in' type='checkbox'><label for='data-0df5fa23-f5d3-4c2c-85ea-a52b1763399a' 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([[ 0.29748287,  0.29748287,  0.20412874, ...,  0.10651059,\n",
       "         0.05002103,  0.05002103],\n",
       "       [-0.04345766, -0.07033399, -0.01827809, ..., -0.03357111,\n",
       "        -0.17953483,  0.04185628],\n",
       "       [ 0.06892281, -0.04278841, -0.04278841, ..., -0.00819138,\n",
       "        -0.00325469, -0.00325469],\n",
       "       ...,\n",
       "       [ 0.08476461,  0.05130198, -0.10595857, ...,  0.03469424,\n",
       "         0.16852237,  0.16852237],\n",
       "       [ 0.1015814 , -0.02613308,  0.05469311, ...,  0.02302198,\n",
       "         0.01975509,  0.01975509],\n",
       "       [ 0.09287518,  0.15573112,  0.05726772, ..., -0.01643258,\n",
       "         0.0813396 ,  0.03252254]])</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'>0.97 0.97 1.024 ... 0.9849 0.9851</div><input id='attrs-968e0b38-39a8-4495-8c9e-586ee29f777e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-968e0b38-39a8-4495-8c9e-586ee29f777e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a0fe496-1214-4c19-b20e-357144f8dbfc' class='xr-var-data-in' type='checkbox'><label for='data-8a0fe496-1214-4c19-b20e-357144f8dbfc' 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([[0.9700181 , 0.9700181 , 1.02416881, ..., 0.88390633, 1.01198967,\n",
       "        1.01198967],\n",
       "       [0.97172339, 0.87943515, 0.8616251 , ..., 1.00571692, 1.0400462 ,\n",
       "        0.91472018],\n",
       "       [1.20472422, 1.01106339, 1.01106339, ..., 0.90243256, 0.97105588,\n",
       "        0.97105588],\n",
       "       ...,\n",
       "       [1.0080265 , 1.08869221, 0.972042  , ..., 1.01279497, 0.88843012,\n",
       "        0.88843012],\n",
       "       [0.91507692, 0.88823903, 0.93696671, ..., 1.00124152, 0.87947138,\n",
       "        0.87947138],\n",
       "       [0.99197532, 0.95891627, 1.13475845, ..., 0.99780621, 0.98489472,\n",
       "        0.98512528]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5371 0.5371 ... 0.4151 0.4007</div><input id='attrs-de6083fc-d230-48ea-bcf9-bd6cec36f556' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de6083fc-d230-48ea-bcf9-bd6cec36f556' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43bf195d-f774-407c-99c5-54a94507bcfd' class='xr-var-data-in' type='checkbox'><label for='data-43bf195d-f774-407c-99c5-54a94507bcfd' 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([[0.53709486, 0.53709486, 0.506732  , ..., 0.38066196, 0.14042814,\n",
       "        0.14042814],\n",
       "       [0.06227666, 0.69916906, 0.15148096, ..., 0.24080569, 0.52297111,\n",
       "        0.43349179],\n",
       "       [0.64481472, 0.29151227, 0.29151227, ..., 0.33492639, 0.38543645,\n",
       "        0.38543645],\n",
       "       ...,\n",
       "       [0.4253746 , 0.42098853, 0.54155206, ..., 0.725751  , 0.36908541,\n",
       "        0.36908541],\n",
       "       [0.44289334, 0.38795698, 0.57891486, ..., 0.34892792, 0.59045615,\n",
       "        0.59045615],\n",
       "       [0.31498303, 0.42620002, 0.42355745, ..., 0.24562306, 0.41513847,\n",
       "        0.40065697]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e4d69021-9e4f-4f5e-92c4-dac1ca52fdd1' class='xr-section-summary-in' type='checkbox'  ><label for='section-e4d69021-9e4f-4f5e-92c4-dac1ca52fdd1' class='xr-section-summary' >Indexes: <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-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e1213e6b-eb24-4fe6-a402-ff5149097522' class='xr-index-data-in' type='checkbox'/><label for='index-e1213e6b-eb24-4fe6-a402-ff5149097522' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a4619f8b-44ce-4fb5-90d6-43c4cdb55b38' class='xr-index-data-in' type='checkbox'/><label for='index-a4619f8b-44ce-4fb5-90d6-43c4cdb55b38' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fea6a356-cf5c-4a70-95af-887f7293ab8b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fea6a356-cf5c-4a70-95af-887f7293ab8b' 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>2024-12-21T16:44:12.534363+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_observed_data2fc0331f-6e67-4fb3-ab6b-a245d0f02814\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data2fc0331f-6e67-4fb3-ab6b-a245d0f02814\" 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",
       "<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",
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       "  --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",
       "html[data-theme=dark],\n",
       "body[data-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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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",
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       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 2kB\n",
       "Dimensions:  (__obs__: 100)\n",
       "Coordinates:\n",
       "  * __obs__  (__obs__) int64 800B 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    y        (__obs__) float64 800B 0.9823 -0.1276 1.024 ... -0.4394 0.2223\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:12.534363+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-dfae40ae-2c6e-428e-8a05-fe9ac38227e7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dfae40ae-2c6e-428e-8a05-fe9ac38227e7' 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__</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e707f45f-ed9e-46c1-a5c9-5877999570f3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e707f45f-ed9e-46c1-a5c9-5877999570f3' 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__</span></div><div class='xr-var-dims'>(__obs__)</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-08d086f4-c630-4c60-8d77-d0afad8e2c88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08d086f4-c630-4c60-8d77-d0afad8e2c88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae0fa3e5-5cd1-43b5-b3ca-de5a690f66b8' class='xr-var-data-in' type='checkbox'><label for='data-ae0fa3e5-5cd1-43b5-b3ca-de5a690f66b8' 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></ul></div></li><li class='xr-section-item'><input id='section-dcdffd8f-236d-4868-8443-e652fdb1bfc4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dcdffd8f-236d-4868-8443-e652fdb1bfc4' 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__)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9823 -0.1276 ... -0.4394 0.2223</div><input id='attrs-0abcbfbc-2763-4375-9814-c8fe96e37d35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0abcbfbc-2763-4375-9814-c8fe96e37d35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78be31b5-613c-4b50-ac0a-716dae33ccc8' class='xr-var-data-in' type='checkbox'><label for='data-78be31b5-613c-4b50-ac0a-716dae33ccc8' 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([ 0.98232738, -0.12758867,  1.0241217 , -1.52813143, -0.60223389,\n",
       "       -0.9110669 , -0.4353976 ,  0.83518854, -1.98725748,  0.70239123,\n",
       "        0.47474209, -0.57402927, -1.10256821,  0.21458759, -0.7913338 ,\n",
       "        0.34504087, -0.27033576,  1.8694577 , -0.25456891, -1.07982821,\n",
       "       -0.02821523,  0.59252591,  1.3120998 ,  0.70459244,  0.24956995,\n",
       "        1.62550659, -1.07740601, -0.51398486, -0.79529742,  0.2627868 ,\n",
       "       -1.50052774,  0.47906184, -0.47019315, -1.28310684, -0.67156194,\n",
       "        0.27879211,  0.58211654,  1.74549738,  3.1121092 ,  0.64089167,\n",
       "       -0.82402974, -2.33483846,  0.33845498, -0.77738494, -0.34871911,\n",
       "       -0.34655757, -0.0726575 ,  1.27285679,  0.17764106, -0.07053522,\n",
       "       -0.84328945, -2.11870321, -0.58371719, -0.19711313,  1.57325292,\n",
       "        0.04643398,  1.43827366, -0.76312913, -0.88989281, -1.47791592,\n",
       "       -0.82727125,  2.17806337, -0.64275472,  1.05521209, -0.66118073,\n",
       "        0.82531053,  0.24406448,  0.10480201, -0.09905622, -1.04351111,\n",
       "        0.10074023, -0.7351563 , -1.07411239, -1.23453802,  0.3829906 ,\n",
       "        1.44890008,  0.20830137,  0.07198975,  0.19156297,  1.44518896,\n",
       "        0.01768236, -0.52155594,  0.98996665,  0.06436367,  1.68414482,\n",
       "        0.04019953, -1.22066186, -1.22166748,  1.78699361,  1.92641993,\n",
       "       -0.20952942, -0.51217355,  1.43715279, -1.6212053 , -1.33568691,\n",
       "        0.24027763, -0.69848326,  0.11669617, -0.43935783,  0.22234196])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-be423363-afc8-40fb-a11a-2fb79110a2db' class='xr-section-summary-in' type='checkbox'  ><label for='section-be423363-afc8-40fb-a11a-2fb79110a2db' class='xr-section-summary' >Indexes: <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-index-name'><div>__obs__</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-96b23308-770c-4e54-8386-916dbc0ef425' class='xr-index-data-in' type='checkbox'/><label for='index-96b23308-770c-4e54-8386-916dbc0ef425' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 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],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;__obs__&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2f7cfa4c-1d63-4ac7-b930-61f3177e303a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2f7cfa4c-1d63-4ac7-b930-61f3177e303a' 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>2024-12-21T16:44:12.534363+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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",
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       "  --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",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flowmc_idata = model.fit(inference_method=\"flowmc_realnvp_hmc\")\n",
    "flowmc_idata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### nutpie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{<function nutpie.compiled_pyfunc.from_pyfunc(ndim: int, make_logp_fn: Callable, make_expand_fn: Callable, expanded_dtypes: list[numpy.dtype], expanded_shapes: list[tuple[int, ...]], expanded_names: list[str], *, initial_mean: numpy.ndarray | None = None, coords: dict[str, typing.Any] | None = None, dims: dict[str, tuple[str, ...]] | None = None, shared_data: dict[str, typing.Any] | None = None)>: {'ndim': 1,\n",
       "  'make_logp_fn': <function bayeux._src.mcmc.nutpie._NutpieSampler._get_aux.<locals>.make_logp_fn()>,\n",
       "  'make_expand_fn': <function bayeux._src.mcmc.nutpie._NutpieSampler.get_kwargs.<locals>.make_expand_fn(*args, **kwargs)>,\n",
       "  'expanded_shapes': [(1,)],\n",
       "  'expanded_names': ['x'],\n",
       "  'expanded_dtypes': [numpy.float64]},\n",
       " <function nutpie.sample.sample(compiled_model: nutpie.sample.CompiledModel, *, draws: int = 1000, tune: int = 300, chains: int = 6, cores: Optional[int] = None, seed: Optional[int] = None, save_warmup: bool = True, progress_bar: bool = True, low_rank_modified_mass_matrix: bool = False, init_mean: Optional[numpy.ndarray] = None, return_raw_trace: bool = False, blocking: bool = True, progress_template: Optional[str] = None, progress_style: Optional[str] = None, progress_rate: int = 100, **kwargs) -> arviz.data.inference_data.InferenceData>: {'draws': 1000,\n",
       "  'tune': 300,\n",
       "  'chains': 8,\n",
       "  'cores': 8,\n",
       "  'seed': None,\n",
       "  'save_warmup': True,\n",
       "  'progress_bar': True,\n",
       "  'low_rank_modified_mass_matrix': False,\n",
       "  'init_mean': None,\n",
       "  'return_raw_trace': False,\n",
       "  'blocking': True,\n",
       "  'progress_template': None,\n",
       "  'progress_style': None,\n",
       "  'progress_rate': 100},\n",
       " 'extra_parameters': {'flatten': <function bayeux._src.mcmc.nutpie._NutpieSampler._get_aux.<locals>.flatten(pytree)>,\n",
       "  'unflatten': <jax._src.util.HashablePartial at 0x7f1545283cd0>,\n",
       "  'return_pytree': False}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bmb.inference_methods.get_kwargs(\"nutpie\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    :root {\n",
       "        --column-width-1: 40%; /* Progress column width */\n",
       "        --column-width-2: 15%; /* Chain column width */\n",
       "        --column-width-3: 15%; /* Divergences column width */\n",
       "        --column-width-4: 15%; /* Step Size column width */\n",
       "        --column-width-5: 15%; /* Gradients/Draw column width */\n",
       "    }\n",
       "\n",
       "    .nutpie {\n",
       "        max-width: 800px;\n",
       "        margin: 10px auto;\n",
       "        font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;\n",
       "        //color: #333;\n",
       "        //background-color: #fff;\n",
       "        padding: 10px;\n",
       "        box-shadow: 0 4px 6px rgba(0,0,0,0.1);\n",
       "        border-radius: 8px;\n",
       "        font-size: 14px; /* Smaller font size for a more compact look */\n",
       "    }\n",
       "    .nutpie table {\n",
       "        width: 100%;\n",
       "        border-collapse: collapse; /* Remove any extra space between borders */\n",
       "    }\n",
       "    .nutpie th, .nutpie td {\n",
       "        padding: 8px 10px; /* Reduce padding to make table more compact */\n",
       "        text-align: left;\n",
       "        border-bottom: 1px solid #888;\n",
       "    }\n",
       "    .nutpie th {\n",
       "        //background-color: #f0f0f0;\n",
       "    }\n",
       "\n",
       "    .nutpie th:nth-child(1) { width: var(--column-width-1); }\n",
       "    .nutpie th:nth-child(2) { width: var(--column-width-2); }\n",
       "    .nutpie th:nth-child(3) { width: var(--column-width-3); }\n",
       "    .nutpie th:nth-child(4) { width: var(--column-width-4); }\n",
       "    .nutpie th:nth-child(5) { width: var(--column-width-5); }\n",
       "\n",
       "    .nutpie progress {\n",
       "        width: 100%;\n",
       "        height: 15px; /* Smaller progress bars */\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    progress::-webkit-progress-bar {\n",
       "        background-color: #eee;\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    progress::-webkit-progress-value {\n",
       "        background-color: #5cb85c;\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    progress::-moz-progress-bar {\n",
       "        background-color: #5cb85c;\n",
       "        border-radius: 5px;\n",
       "    }\n",
       "    .nutpie .progress-cell {\n",
       "        width: 100%;\n",
       "    }\n",
       "\n",
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 40kB\n",
       "Dimensions:    (chain: 3, draw: 500)\n",
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       "  * draw       (draw) int64 4kB 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
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       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:15.471804+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-caf43736-e1ab-4a00-9ac3-0754c010abad' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-caf43736-e1ab-4a00-9ac3-0754c010abad' 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>: 3</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-5946b66f-9721-4b92-9c23-a3e5973bafde' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5946b66f-9721-4b92-9c23-a3e5973bafde' 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'>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-8251d08b-e2f1-486c-b721-ac8ed1248c78' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8251d08b-e2f1-486c-b721-ac8ed1248c78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-765ee057-554f-4f07-9d38-248c1eff852f' class='xr-var-data-in' type='checkbox'><label for='data-765ee057-554f-4f07-9d38-248c1eff852f' 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'>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</div><input id='attrs-e4842f2a-1d3d-42aa-ab8e-b510c16244c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4842f2a-1d3d-42aa-ab8e-b510c16244c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-831e32ba-8238-4d9c-822b-a0ea857eb1c5' class='xr-var-data-in' type='checkbox'><label for='data-831e32ba-8238-4d9c-822b-a0ea857eb1c5' 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])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f3d2d80b-2486-45de-bcb4-f2ca6cd8cccb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f3d2d80b-2486-45de-bcb4-f2ca6cd8cccb' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08496 -0.02695 ... 0.1237</div><input id='attrs-a3bb2075-3012-4e5d-8b6a-9ce3ae7164d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a3bb2075-3012-4e5d-8b6a-9ce3ae7164d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cafca39c-dbfd-43d3-8809-48966e86a04b' class='xr-var-data-in' type='checkbox'><label for='data-cafca39c-dbfd-43d3-8809-48966e86a04b' 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([[ 0.08495626, -0.02694756,  0.04761813, ...,  0.04826587,\n",
       "        -0.09547644,  0.06003909],\n",
       "       [-0.13172872, -0.13172872, -0.05732306, ..., -0.18458876,\n",
       "        -0.00783365,  0.03139188],\n",
       "       [-0.22804196, -0.34280014, -0.12318322, ..., -0.01801746,\n",
       "         0.00535721,  0.12368312]])</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'>1.116 0.89 0.8934 ... 0.9256 0.926</div><input id='attrs-25b259a6-d990-4568-b809-7a644581e532' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25b259a6-d990-4568-b809-7a644581e532' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa4ff3c8-32f1-4216-8588-4afa8df4f580' class='xr-var-data-in' type='checkbox'><label for='data-aa4ff3c8-32f1-4216-8588-4afa8df4f580' 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([[1.1158858 , 0.89004725, 0.89339945, ..., 0.97595951, 1.05256256,\n",
       "        0.94768055],\n",
       "       [0.83622004, 0.83622004, 0.86356507, ..., 1.0728143 , 1.00178262,\n",
       "        0.98924715],\n",
       "       [1.11326286, 1.10151602, 1.05993273, ..., 0.90649939, 0.92558011,\n",
       "        0.92597358]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3081 0.4959 ... 0.4546 0.638</div><input id='attrs-8dfa7903-3607-413e-bf04-d033ebf816f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8dfa7903-3607-413e-bf04-d033ebf816f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df6e82d3-db1c-4461-88d9-0b3f681cdaf5' class='xr-var-data-in' type='checkbox'><label for='data-df6e82d3-db1c-4461-88d9-0b3f681cdaf5' 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([[0.30810182, 0.49586739, 0.34773315, ..., 0.17061409, 0.48942307,\n",
       "        0.21031244],\n",
       "       [0.37021344, 0.37021344, 0.39552654, ..., 0.49092085, 0.60398507,\n",
       "        0.30793672],\n",
       "       [0.37326579, 0.23681376, 0.37573066, ..., 0.54655074, 0.45460335,\n",
       "        0.63799263]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5075cac2-f21e-40bb-88a5-1979ec8050fa' class='xr-section-summary-in' type='checkbox'  ><label for='section-5075cac2-f21e-40bb-88a5-1979ec8050fa' class='xr-section-summary' >Indexes: <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-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9f332cdb-c10a-411a-be57-73eff9a6d615' class='xr-index-data-in' type='checkbox'/><label for='index-9f332cdb-c10a-411a-be57-73eff9a6d615' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dc91395b-e9aa-4ff3-9ae0-3f411271dc4b' class='xr-index-data-in' type='checkbox'/><label for='index-dc91395b-e9aa-4ff3-9ae0-3f411271dc4b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0cfe9985-4fa7-4f73-8ab0-45ab1312385e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0cfe9985-4fa7-4f73-8ab0-45ab1312385e' 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>2024-12-21T16:44:15.471804+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_statsade189e3-fef0-4d3f-a8c9-3b100f3e027b\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_statsade189e3-fef0-4d3f-a8c9-3b100f3e027b\" 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",
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       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
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       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "  --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",
       "  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",
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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",
       "}\n",
       "\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",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-section-summary {\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
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       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
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       "\n",
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       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
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       "  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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 127kB\n",
       "Dimensions:               (chain: 3, draw: 500)\n",
       "Coordinates:\n",
       "  * chain                 (chain) int64 24B 0 1 2\n",
       "  * draw                  (draw) int64 4kB 0 1 2 3 4 5 ... 495 496 497 498 499\n",
       "Data variables:\n",
       "    depth                 (chain, draw) uint64 12kB 2 2 2 2 2 2 ... 2 2 2 2 2 2\n",
       "    diverging             (chain, draw) bool 2kB False False ... False False\n",
       "    energy                (chain, draw) float64 12kB 146.6 147.2 ... 144.6 146.6\n",
       "    energy_error          (chain, draw) float64 12kB 0.5871 -0.6172 ... 0.704\n",
       "    index_in_trajectory   (chain, draw) int64 12kB 2 3 1 -2 -1 ... -2 -1 3 1 -1\n",
       "    logp                  (chain, draw) float64 12kB -146.1 -144.8 ... -146.2\n",
       "    maxdepth_reached      (chain, draw) bool 2kB False False ... False False\n",
       "    mean_tree_accept      (chain, draw) float64 12kB 0.9476 0.5462 ... 1.0 1.0\n",
       "    mean_tree_accept_sym  (chain, draw) float64 12kB 0.8644 0.7061 ... 0.8824\n",
       "    n_steps               (chain, draw) uint64 12kB 3 3 3 3 3 3 ... 3 3 3 3 3 3\n",
       "    step_size             (chain, draw) float64 12kB 1.039 1.039 ... 0.9917\n",
       "    step_size_bar         (chain, draw) float64 12kB 1.039 1.039 ... 0.9917\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:15.348609+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-b849f643-6ee6-4189-b455-f06787f43a77' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b849f643-6ee6-4189-b455-f06787f43a77' 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>: 3</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-160264ef-6f98-4d62-9982-522c5cf2daf3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-160264ef-6f98-4d62-9982-522c5cf2daf3' 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</div><input id='attrs-a22d44f7-8aa6-45f3-ad20-07ffac531f2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a22d44f7-8aa6-45f3-ad20-07ffac531f2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3784c5d7-bc7b-462b-b6d2-f8d8007ddac7' class='xr-var-data-in' type='checkbox'><label for='data-3784c5d7-bc7b-462b-b6d2-f8d8007ddac7' 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])</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-50978252-3f7c-4dd1-b3ac-949f534effc4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50978252-3f7c-4dd1-b3ac-949f534effc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d632972-6c25-4395-aa95-14129883cffd' class='xr-var-data-in' type='checkbox'><label for='data-2d632972-6c25-4395-aa95-14129883cffd' 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-12a243a3-071d-48ad-8e1b-7f5226b12045' class='xr-section-summary-in' type='checkbox'  checked><label for='section-12a243a3-071d-48ad-8e1b-7f5226b12045' 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>depth</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>uint64</div><div class='xr-var-preview xr-preview'>2 2 2 2 2 2 2 2 ... 2 2 2 2 2 2 2 2</div><input id='attrs-def2fba2-1956-44a7-ba37-743fb50d5a41' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-def2fba2-1956-44a7-ba37-743fb50d5a41' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65b9836b-5135-4d0c-9159-74ec4c546033' class='xr-var-data-in' type='checkbox'><label for='data-65b9836b-5135-4d0c-9159-74ec4c546033' 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, 2, 2, ..., 2, 2, 2],\n",
       "       [1, 1, 1, ..., 2, 2, 2],\n",
       "       [2, 2, 1, ..., 2, 2, 2]], dtype=uint64)</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'>False False False ... False False</div><input id='attrs-9670fb27-4da3-4111-81cd-682995e1c013' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9670fb27-4da3-4111-81cd-682995e1c013' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2530b780-d1cf-44d3-b444-a819cf874218' class='xr-var-data-in' type='checkbox'><label for='data-2530b780-d1cf-44d3-b444-a819cf874218' 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]])</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'>146.6 147.2 145.5 ... 144.6 146.6</div><input id='attrs-fdf14675-6f22-4321-b39f-661a83c5532c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdf14675-6f22-4321-b39f-661a83c5532c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e34550da-b2a5-41d5-978e-c37e97d06674' class='xr-var-data-in' type='checkbox'><label for='data-e34550da-b2a5-41d5-978e-c37e97d06674' 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([[146.57457058, 147.16046322, 145.46525944, ..., 146.10295554,\n",
       "        146.31953173, 146.06039968],\n",
       "       [150.18040459, 150.89710843, 147.15511258, ..., 147.10320246,\n",
       "        147.54078436, 145.82985208],\n",
       "       [150.23222404, 150.99925011, 150.16072831, ..., 145.41498474,\n",
       "        144.58431595, 146.57406298]])</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'>0.5871 -0.6172 ... -0.2539 0.704</div><input id='attrs-c9037f11-e3fe-4b37-bdd6-38d587421832' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9037f11-e3fe-4b37-bdd6-38d587421832' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47c0f626-d1c5-467d-b0af-5aafc887fa26' class='xr-var-data-in' type='checkbox'><label for='data-47c0f626-d1c5-467d-b0af-5aafc887fa26' 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([[ 0.58705761, -0.61716544,  0.01756805, ...,  0.26662658,\n",
       "        -0.25939973,  0.1748119 ],\n",
       "       [ 0.        ,  0.        , -0.85939224, ...,  0.52176795,\n",
       "        -0.3575971 , -0.23295732],\n",
       "       [-0.63405426,  0.50074249, -0.97294914, ..., -0.0021623 ,\n",
       "        -0.25392512,  0.70398259]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>index_in_trajectory</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 3 1 -2 -1 -2 ... 3 -2 -1 3 1 -1</div><input id='attrs-ff23bb53-acab-40aa-9906-bbe69a803068' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ff23bb53-acab-40aa-9906-bbe69a803068' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25e3d80e-76bc-4411-973f-cb0ca9ee69eb' class='xr-var-data-in' type='checkbox'><label for='data-25e3d80e-76bc-4411-973f-cb0ca9ee69eb' 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,  3,  1, ..., -2,  2,  2],\n",
       "       [ 0,  0,  1, ...,  2,  2, -3],\n",
       "       [-2, -1,  1, ...,  3,  1, -1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>logp</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-146.1 -144.8 ... -144.0 -146.2</div><input id='attrs-5557de3f-37b7-4497-b3db-9b5c6edd271c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5557de3f-37b7-4497-b3db-9b5c6edd271c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2ceae68b-6513-4ea1-9d10-215c167dd8e6' class='xr-var-data-in' type='checkbox'><label for='data-2ceae68b-6513-4ea1-9d10-215c167dd8e6' 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([[-146.12027613, -144.76450443, -144.7888524 , ..., -145.89294843,\n",
       "        -144.91590252, -145.53285154],\n",
       "       [-147.53415198, -147.53415198, -145.44505253, ..., -146.3599338 ,\n",
       "        -144.78543012, -144.20152907],\n",
       "       [-147.60083721, -150.68646907, -145.17676015, ..., -144.7825173 ,\n",
       "        -143.96135853, -146.20666379]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>maxdepth_reached</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-2dd8f676-063a-4f88-ac5a-aa9292335328' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2dd8f676-063a-4f88-ac5a-aa9292335328' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-431f4c5b-3a38-4e8f-91ee-d7e91efa1c26' class='xr-var-data-in' type='checkbox'><label for='data-431f4c5b-3a38-4e8f-91ee-d7e91efa1c26' 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]])</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'>0.9476 0.5462 0.8713 ... 1.0 1.0</div><input id='attrs-4d9a698b-6e16-40f9-801a-95c8f6c30424' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d9a698b-6e16-40f9-801a-95c8f6c30424' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6b422a0-70f7-4efc-915a-6cb767ca00ee' class='xr-var-data-in' type='checkbox'><label for='data-e6b422a0-70f7-4efc-915a-6cb767ca00ee' 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([[0.94764595, 0.54620639, 0.87128658, ..., 0.9648549 , 0.83409475,\n",
       "        1.        ],\n",
       "       [0.83802168, 0.3704865 , 0.18084125, ..., 0.97002184, 0.59839596,\n",
       "        0.93075336],\n",
       "       [1.        , 1.        , 0.8686935 , ..., 0.96619102, 1.        ,\n",
       "        1.        ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mean_tree_accept_sym</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8644 0.7061 ... 0.9765 0.8824</div><input id='attrs-d2c73ab2-c6bc-42e6-8787-07c8b516de2e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d2c73ab2-c6bc-42e6-8787-07c8b516de2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5615e14f-7ad8-4154-8918-51a1407a7b91' class='xr-var-data-in' type='checkbox'><label for='data-5615e14f-7ad8-4154-8918-51a1407a7b91' 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([[0.86437128, 0.70610338, 0.7505567 , ..., 0.74232527, 0.8776042 ,\n",
       "        0.91234673],\n",
       "       [0.91187355, 0.54066421, 0.30629223, ..., 0.9240494 , 0.74872853,\n",
       "        0.81208005],\n",
       "       [0.73145203, 0.66268928, 0.74498843, ..., 0.97871722, 0.9764874 ,\n",
       "        0.88242094]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_steps</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>uint64</div><div class='xr-var-preview xr-preview'>3 3 3 3 3 3 3 3 ... 3 3 3 3 3 3 3 3</div><input id='attrs-c693325d-f262-4e45-8cd0-19d0c3e36847' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c693325d-f262-4e45-8cd0-19d0c3e36847' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a5b9af78-0f8c-4ce6-b977-922e2894963d' class='xr-var-data-in' type='checkbox'><label for='data-a5b9af78-0f8c-4ce6-b977-922e2894963d' 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([[3, 3, 3, ..., 3, 3, 3],\n",
       "       [1, 1, 1, ..., 3, 3, 3],\n",
       "       [3, 3, 3, ..., 3, 3, 3]], dtype=uint64)</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'>1.039 1.039 1.039 ... 0.9917 0.9917</div><input id='attrs-3f8b5e96-5663-4834-b562-f6aca02382cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3f8b5e96-5663-4834-b562-f6aca02382cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4b5579d-2ec4-4eab-a054-aee255133a10' class='xr-var-data-in' type='checkbox'><label for='data-e4b5579d-2ec4-4eab-a054-aee255133a10' 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([[1.03932607, 1.03932607, 1.03932607, ..., 1.03932607, 1.03932607,\n",
       "        1.03932607],\n",
       "       [1.02168617, 1.02168617, 1.02168617, ..., 1.02168617, 1.02168617,\n",
       "        1.02168617],\n",
       "       [0.99174921, 0.99174921, 0.99174921, ..., 0.99174921, 0.99174921,\n",
       "        0.99174921]])</pre></div></li><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'>1.039 1.039 1.039 ... 0.9917 0.9917</div><input id='attrs-7044c20a-5fa7-4731-b7f0-e0b496a10617' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7044c20a-5fa7-4731-b7f0-e0b496a10617' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94dffc12-1963-496f-8391-804e4d7caba3' class='xr-var-data-in' type='checkbox'><label for='data-94dffc12-1963-496f-8391-804e4d7caba3' 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([[1.03932607, 1.03932607, 1.03932607, ..., 1.03932607, 1.03932607,\n",
       "        1.03932607],\n",
       "       [1.02168617, 1.02168617, 1.02168617, ..., 1.02168617, 1.02168617,\n",
       "        1.02168617],\n",
       "       [0.99174921, 0.99174921, 0.99174921, ..., 0.99174921, 0.99174921,\n",
       "        0.99174921]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d65f4e98-dc13-4cc3-9dc3-996bd8463084' class='xr-section-summary-in' type='checkbox'  ><label for='section-d65f4e98-dc13-4cc3-9dc3-996bd8463084' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-12e24b48-4f3d-42b9-aa71-6fb2682f86c5' class='xr-index-data-in' type='checkbox'/><label for='index-12e24b48-4f3d-42b9-aa71-6fb2682f86c5' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-18032a2a-2712-4cd5-a790-94014afaf258' class='xr-index-data-in' type='checkbox'/><label for='index-18032a2a-2712-4cd5-a790-94014afaf258' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-74bdeaff-24b8-49af-9e38-940ca4047385' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74bdeaff-24b8-49af-9e38-940ca4047385' 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>2024-12-21T16:44:15.348609+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_observed_databd169414-26c7-4817-be47-31c94cd139c9\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_databd169414-26c7-4817-be47-31c94cd139c9\" 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",
       "<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",
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       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
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       "  --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",
       "html[data-theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
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       "  --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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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",
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       ".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",
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       "}\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
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       "\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",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
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       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 2kB\n",
       "Dimensions:  (__obs__: 100)\n",
       "Coordinates:\n",
       "  * __obs__  (__obs__) int64 800B 0 1 2 3 4 5 6 7 8 ... 92 93 94 95 96 97 98 99\n",
       "Data variables:\n",
       "    y        (__obs__) float64 800B 0.9823 -0.1276 1.024 ... -0.4394 0.2223\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:15.471804+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-a062d69c-1ef3-4bc6-b08a-849be417fa8d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a062d69c-1ef3-4bc6-b08a-849be417fa8d' 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__</span>: 100</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-384237f6-ed75-4cae-9616-fa1cb4611801' class='xr-section-summary-in' type='checkbox'  checked><label for='section-384237f6-ed75-4cae-9616-fa1cb4611801' 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__</span></div><div class='xr-var-dims'>(__obs__)</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-102559ed-78b9-4c9d-a74e-9eee98f3c20b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-102559ed-78b9-4c9d-a74e-9eee98f3c20b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d77ef050-cd73-4038-a1d6-7ca17f7fb988' class='xr-var-data-in' type='checkbox'><label for='data-d77ef050-cd73-4038-a1d6-7ca17f7fb988' 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></ul></div></li><li class='xr-section-item'><input id='section-df90d4dc-5922-4480-831b-b379f8225a50' class='xr-section-summary-in' type='checkbox'  checked><label for='section-df90d4dc-5922-4480-831b-b379f8225a50' 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__)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9823 -0.1276 ... -0.4394 0.2223</div><input id='attrs-d85ee4f8-27a1-46dd-97cd-1f778ab6908b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d85ee4f8-27a1-46dd-97cd-1f778ab6908b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8850effa-b5a8-450a-85c6-03700020bdaf' class='xr-var-data-in' type='checkbox'><label for='data-8850effa-b5a8-450a-85c6-03700020bdaf' 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([ 0.98232738, -0.12758867,  1.0241217 , -1.52813143, -0.60223389,\n",
       "       -0.9110669 , -0.4353976 ,  0.83518854, -1.98725748,  0.70239123,\n",
       "        0.47474209, -0.57402927, -1.10256821,  0.21458759, -0.7913338 ,\n",
       "        0.34504087, -0.27033576,  1.8694577 , -0.25456891, -1.07982821,\n",
       "       -0.02821523,  0.59252591,  1.3120998 ,  0.70459244,  0.24956995,\n",
       "        1.62550659, -1.07740601, -0.51398486, -0.79529742,  0.2627868 ,\n",
       "       -1.50052774,  0.47906184, -0.47019315, -1.28310684, -0.67156194,\n",
       "        0.27879211,  0.58211654,  1.74549738,  3.1121092 ,  0.64089167,\n",
       "       -0.82402974, -2.33483846,  0.33845498, -0.77738494, -0.34871911,\n",
       "       -0.34655757, -0.0726575 ,  1.27285679,  0.17764106, -0.07053522,\n",
       "       -0.84328945, -2.11870321, -0.58371719, -0.19711313,  1.57325292,\n",
       "        0.04643398,  1.43827366, -0.76312913, -0.88989281, -1.47791592,\n",
       "       -0.82727125,  2.17806337, -0.64275472,  1.05521209, -0.66118073,\n",
       "        0.82531053,  0.24406448,  0.10480201, -0.09905622, -1.04351111,\n",
       "        0.10074023, -0.7351563 , -1.07411239, -1.23453802,  0.3829906 ,\n",
       "        1.44890008,  0.20830137,  0.07198975,  0.19156297,  1.44518896,\n",
       "        0.01768236, -0.52155594,  0.98996665,  0.06436367,  1.68414482,\n",
       "        0.04019953, -1.22066186, -1.22166748,  1.78699361,  1.92641993,\n",
       "       -0.20952942, -0.51217355,  1.43715279, -1.6212053 , -1.33568691,\n",
       "        0.24027763, -0.69848326,  0.11669617, -0.43935783,  0.22234196])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-605ccd84-22ed-420d-b40c-d0a6cb48743e' class='xr-section-summary-in' type='checkbox'  ><label for='section-605ccd84-22ed-420d-b40c-d0a6cb48743e' class='xr-section-summary' >Indexes: <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-index-name'><div>__obs__</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-85cbe9cc-6760-4268-a8ff-4058dcf45a48' class='xr-index-data-in' type='checkbox'/><label for='index-85cbe9cc-6760-4268-a8ff-4058dcf45a48' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 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],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;__obs__&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4bd5d17e-4ae8-4128-a886-69f9bd8eff8b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4bd5d17e-4ae8-4128-a886-69f9bd8eff8b' 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>2024-12-21T16:44:15.471804+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</dd></dl></div></li></ul></div></div><br></div>\n",
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       "}\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 32kB\n",
       "Dimensions:    (chain: 3, draw: 400)\n",
       "Coordinates:\n",
       "  * chain      (chain) int64 24B 0 1 2\n",
       "  * draw       (draw) int64 3kB 0 1 2 3 4 5 6 7 ... 393 394 395 396 397 398 399\n",
       "Data variables:\n",
       "    Intercept  (chain, draw) float64 10kB 0.4285 0.4285 ... 0.05143 0.1415\n",
       "    sigma      (chain, draw) float64 10kB 1.157 1.157 0.9778 ... 0.7789 0.8057\n",
       "    x          (chain, draw) float64 10kB -0.1518 -0.1518 ... 0.5574 0.378\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:15.473126+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-dc7c92dc-f82c-4d88-85ef-5764c35e7af5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-dc7c92dc-f82c-4d88-85ef-5764c35e7af5' 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>: 3</li><li><span class='xr-has-index'>draw</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-eac0f250-6546-4a39-8dfc-8f01b8961af6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eac0f250-6546-4a39-8dfc-8f01b8961af6' 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</div><input id='attrs-cba6f84b-641b-458f-8239-5c9e0167c472' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cba6f84b-641b-458f-8239-5c9e0167c472' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-722b24a9-3b43-4c20-ab8f-1fbf3d9db0ef' class='xr-var-data-in' type='checkbox'><label for='data-722b24a9-3b43-4c20-ab8f-1fbf3d9db0ef' 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])</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 ... 395 396 397 398 399</div><input id='attrs-4d81bf2b-57fa-40f3-afea-aa4c29c26ceb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d81bf2b-57fa-40f3-afea-aa4c29c26ceb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8633c7c0-d74a-4216-9a94-f8d0956b02e3' class='xr-var-data-in' type='checkbox'><label for='data-8633c7c0-d74a-4216-9a94-f8d0956b02e3' 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, ..., 397, 398, 399])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2262ed12-97fb-4f32-a5a5-1ed8eaabb5fe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2262ed12-97fb-4f32-a5a5-1ed8eaabb5fe' 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>Intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4285 0.4285 ... 0.05143 0.1415</div><input id='attrs-1216c941-36c0-4240-a58f-7621f6f10cf0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1216c941-36c0-4240-a58f-7621f6f10cf0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97fe1600-86f6-473f-923f-5a052cba82ca' class='xr-var-data-in' type='checkbox'><label for='data-97fe1600-86f6-473f-923f-5a052cba82ca' 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([[ 0.42849679,  0.42849679, -0.04319102, ...,  0.04280365,\n",
       "        -0.0528834 ,  0.00821877],\n",
       "       [ 0.35478091,  0.35478091,  0.52491017, ..., -0.07888933,\n",
       "        -0.1471584 , -0.15286732],\n",
       "       [ 0.31884203,  0.31884203,  0.22916411, ..., -0.11524172,\n",
       "         0.05142929,  0.14154391]])</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'>1.157 1.157 ... 0.7789 0.8057</div><input id='attrs-3d9a0ec2-194a-40c8-b790-9a944ec8d057' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d9a0ec2-194a-40c8-b790-9a944ec8d057' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9dbac864-6bb8-4fb4-afa0-ccc0fa826175' class='xr-var-data-in' type='checkbox'><label for='data-9dbac864-6bb8-4fb4-afa0-ccc0fa826175' 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([[1.15651645, 1.15651645, 0.97782966, ..., 1.0874357 , 0.86157526,\n",
       "        0.97983836],\n",
       "       [3.01888666, 3.01888666, 2.43705693, ..., 0.96097428, 0.85124373,\n",
       "        0.83622004],\n",
       "       [0.62135292, 0.62135292, 0.65925529, ..., 1.23943536, 0.77891832,\n",
       "        0.80567313]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1518 -0.1518 ... 0.5574 0.378</div><input id='attrs-5c80026a-f79a-4387-a302-5bd24276e443' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c80026a-f79a-4387-a302-5bd24276e443' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c9d2176-b7fb-467f-9c92-e4746bb5d8a1' class='xr-var-data-in' type='checkbox'><label for='data-3c9d2176-b7fb-467f-9c92-e4746bb5d8a1' 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([[-0.15181112, -0.15181112,  0.13161593, ...,  0.6723258 ,\n",
       "         0.50461942,  0.46713512],\n",
       "       [-0.48976299, -0.48976299, -0.65443773, ...,  0.51419381,\n",
       "         0.37448973,  0.37021344],\n",
       "       [ 1.19734819,  1.19734819,  1.17977961, ...,  0.24801949,\n",
       "         0.55737312,  0.37795235]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eacc8ea0-420f-4e4e-87bb-3d05edb4ce63' class='xr-section-summary-in' type='checkbox'  ><label for='section-eacc8ea0-420f-4e4e-87bb-3d05edb4ce63' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-57e7ac5e-5d47-4a55-8864-836648113083' class='xr-index-data-in' type='checkbox'/><label for='index-57e7ac5e-5d47-4a55-8864-836648113083' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-617516b7-7d49-47db-b527-fe139010cf62' class='xr-index-data-in' type='checkbox'/><label for='index-617516b7-7d49-47db-b527-fe139010cf62' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       390, 391, 392, 393, 394, 395, 396, 397, 398, 399],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5df7462f-a5a3-4ff5-80e4-8d0fe9da9f60' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5df7462f-a5a3-4ff5-80e4-8d0fe9da9f60' 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>2024-12-21T16:44:15.473126+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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_warmup_sample_stats57731bc4-bffe-4d0b-8349-03cdb8d2dd3e\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_warmup_sample_stats57731bc4-bffe-4d0b-8349-03cdb8d2dd3e\" class = \"xr-section-summary\">warmup_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",
       "html[data-theme=dark],\n",
       "body[data-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 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\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",
       ".xr-index-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",
       ".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-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",
       ".xr-no-icon {\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; Size: 102kB\n",
       "Dimensions:               (chain: 3, draw: 400)\n",
       "Coordinates:\n",
       "  * chain                 (chain) int64 24B 0 1 2\n",
       "  * draw                  (draw) int64 3kB 0 1 2 3 4 5 ... 395 396 397 398 399\n",
       "Data variables:\n",
       "    depth                 (chain, draw) uint64 10kB 2 0 2 1 1 3 ... 2 2 2 2 3 2\n",
       "    diverging             (chain, draw) bool 1kB False True ... False False\n",
       "    energy                (chain, draw) float64 10kB 191.2 163.4 ... 151.0 153.1\n",
       "    energy_error          (chain, draw) float64 10kB -0.388 0.0 ... -0.1098\n",
       "    index_in_trajectory   (chain, draw) int64 10kB -3 0 -1 0 0 3 ... -1 -2 2 4 1\n",
       "    logp                  (chain, draw) float64 10kB -161.4 -161.4 ... -149.8\n",
       "    maxdepth_reached      (chain, draw) bool 1kB False False ... False False\n",
       "    mean_tree_accept      (chain, draw) float64 10kB 0.0 0.9011 ... 0.8973\n",
       "    mean_tree_accept_sym  (chain, draw) float64 10kB 0.0 0.8825 ... 0.7341\n",
       "    n_steps               (chain, draw) uint64 10kB 0 3 1 3 3 2 ... 3 3 3 3 3 7\n",
       "    step_size             (chain, draw) float64 10kB 0.4 4.807 ... 0.8206 0.7726\n",
       "    step_size_bar         (chain, draw) float64 10kB 0.4 4.807 ... 0.9982 0.9953\n",
       "Attributes:\n",
       "    created_at:                  2024-12-21T16:44:15.351287+00:00\n",
       "    arviz_version:               0.19.0\n",
       "    modeling_interface:          bambi\n",
       "    modeling_interface_version:  0.14.1.dev17+g25798ce7</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-c54f2b42-3b04-4b26-8523-8dfb25794295' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c54f2b42-3b04-4b26-8523-8dfb25794295' 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>: 3</li><li><span class='xr-has-index'>draw</span>: 400</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e643e9e4-e31e-476a-ae91-ffd13a9db31a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e643e9e4-e31e-476a-ae91-ffd13a9db31a' 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</div><input id='attrs-8d0e89fa-43d7-447b-9547-9f5d9d2c5b5b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d0e89fa-43d7-447b-9547-9f5d9d2c5b5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2fac510-a835-4172-bdc9-4a9588ae8999' class='xr-var-data-in' type='checkbox'><label for='data-c2fac510-a835-4172-bdc9-4a9588ae8999' 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])</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 ... 395 396 397 398 399</div><input id='attrs-87f8b173-1319-4979-bd84-8280be4c125f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-87f8b173-1319-4979-bd84-8280be4c125f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9b6d13e-805b-48e7-a496-c425dd7c09d4' class='xr-var-data-in' type='checkbox'><label for='data-d9b6d13e-805b-48e7-a496-c425dd7c09d4' 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, ..., 397, 398, 399])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b64e57ed-5dcd-4823-bdda-b2333cf2d7b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b64e57ed-5dcd-4823-bdda-b2333cf2d7b5' 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>depth</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>uint64</div><div class='xr-var-preview xr-preview'>2 0 2 1 1 3 3 4 ... 2 2 2 2 2 2 3 2</div><input id='attrs-47a37f95-2a47-4cf0-9b1f-efa182f1ed96' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-47a37f95-2a47-4cf0-9b1f-efa182f1ed96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf538617-a1dc-4274-9ab2-2b25369f41e9' class='xr-var-data-in' type='checkbox'><label for='data-bf538617-a1dc-4274-9ab2-2b25369f41e9' 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, 0, 2, ..., 3, 2, 2],\n",
       "       [0, 0, 1, ..., 2, 2, 1],\n",
       "       [1, 0, 1, ..., 2, 3, 2]], dtype=uint64)</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'>False True False ... False False</div><input id='attrs-5013021f-1904-4f00-9ff1-5e3401b2798a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5013021f-1904-4f00-9ff1-5e3401b2798a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6787fc0b-add6-4f05-80d6-2dd2fbcfc24b' class='xr-var-data-in' type='checkbox'><label for='data-6787fc0b-add6-4f05-80d6-2dd2fbcfc24b' 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,  True, False, ..., False, False, False],\n",
       "       [ True,  True, False, ..., False, False, False],\n",
       "       [False,  True, 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'>191.2 163.4 155.9 ... 151.0 153.1</div><input id='attrs-80cd508a-fed3-44ec-8702-3f401160bf69' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80cd508a-fed3-44ec-8702-3f401160bf69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac6d999a-6226-48c3-8749-74749cec31ad' class='xr-var-data-in' type='checkbox'><label for='data-ac6d999a-6226-48c3-8749-74749cec31ad' 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([[191.23157185, 163.3622523 , 155.87676243, ..., 147.95216505,\n",
       "        149.01916812, 146.06499744],\n",
       "       [218.45924595, 218.435218  , 219.06354018, ..., 148.14110864,\n",
       "        147.31396984, 148.00554111],\n",
       "       [233.61446821, 235.48970689, 230.77783113, ..., 152.31433507,\n",
       "        150.97707215, 153.05072682]])</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'>-0.388 0.0 ... 0.4326 -0.1098</div><input id='attrs-54297c49-93e3-407d-83ca-35164f5fd5cd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54297c49-93e3-407d-83ca-35164f5fd5cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00b72edf-5ce8-4d77-aa2d-026ce0072cb9' class='xr-var-data-in' type='checkbox'><label for='data-00b72edf-5ce8-4d77-aa2d-026ce0072cb9' 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([[-0.38801388,  0.        , -6.0389153 , ...,  0.18876166,\n",
       "        -0.39400422, -0.35352363],\n",
       "       [ 0.        ,  0.        , -0.15060317, ...,  0.        ,\n",
       "         0.38532503,  0.17671131],\n",
       "       [ 0.        ,  0.        , -2.96359591, ...,  0.80505119,\n",
       "         0.43263433, -0.10980533]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>index_in_trajectory</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-3 0 -1 0 0 3 -2 ... 1 -1 -2 2 4 1</div><input id='attrs-b18cbbbb-7531-45ae-b4d0-477cb8bda552' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b18cbbbb-7531-45ae-b4d0-477cb8bda552' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-761f4af5-5095-42d1-95f0-e74e5c117c11' class='xr-var-data-in' type='checkbox'><label for='data-761f4af5-5095-42d1-95f0-e74e5c117c11' 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([[-3,  0, -1, ..., -2,  2,  2],\n",
       "       [ 0,  0, -1, ...,  0,  2,  1],\n",
       "       [ 0,  0,  1, ...,  2,  4,  1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>logp</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-161.4 -161.4 ... -150.7 -149.8</div><input id='attrs-36f143cc-606d-4d98-b859-f38fb7d45896' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36f143cc-606d-4d98-b859-f38fb7d45896' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0eee069f-37ca-4800-9cf7-30b271679e5c' class='xr-var-data-in' type='checkbox'><label for='data-0eee069f-37ca-4800-9cf7-30b271679e5c' 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([[-161.42484484, -161.42484484, -146.39296452, ..., -146.64178206,\n",
       "        -145.5727059 , -143.8066867 ],\n",
       "       [-217.149765  , -217.149765  , -202.89830219, ..., -144.15207791,\n",
       "        -146.78757092, -147.53415198],\n",
       "       [-232.39901681, -232.39901681, -209.91185471, ..., -149.74368692,\n",
       "        -150.66260921, -149.78491734]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>maxdepth_reached</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-0908c1d3-2171-4d94-9f26-d4bae9a0ff91' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0908c1d3-2171-4d94-9f26-d4bae9a0ff91' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ed967d8-47ce-4f43-9317-c371573777ac' class='xr-var-data-in' type='checkbox'><label for='data-6ed967d8-47ce-4f43-9317-c371573777ac' 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]])</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'>0.0 0.9011 0.0 ... 0.4232 0.8973</div><input id='attrs-8aa58801-d264-4a2c-95f5-ba14eff75c2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8aa58801-d264-4a2c-95f5-ba14eff75c2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf876fba-2d80-4799-801d-80b78f0423c9' class='xr-var-data-in' type='checkbox'><label for='data-bf876fba-2d80-4799-801d-80b78f0423c9' 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([[0.00000000e+00, 9.01129289e-01, 0.00000000e+00, ...,\n",
       "        9.35045146e-01, 8.85736802e-01, 7.31982468e-01],\n",
       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
       "        9.79423660e-01, 7.90367614e-03, 8.01897720e-01],\n",
       "       [0.00000000e+00, 1.86789958e-17, 0.00000000e+00, ...,\n",
       "        8.69324456e-01, 4.23218032e-01, 8.97311135e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mean_tree_accept_sym</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.8825 0.0 ... 0.5942 0.7341</div><input id='attrs-399adf69-7b8a-4f5b-8e38-9e106d220f86' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-399adf69-7b8a-4f5b-8e38-9e106d220f86' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c3be6fd-a644-4348-9d32-7816834ad49a' class='xr-var-data-in' type='checkbox'><label for='data-2c3be6fd-a644-4348-9d32-7816834ad49a' 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([[0.00000000e+00, 8.82472320e-01, 0.00000000e+00, ...,\n",
       "        9.50707393e-01, 9.35390284e-01, 7.66685919e-01],\n",
       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
       "        9.80937861e-01, 1.54448797e-02, 8.85984744e-01],\n",
       "       [0.00000000e+00, 3.73579915e-17, 0.00000000e+00, ...,\n",
       "        8.95015782e-01, 5.94161001e-01, 7.34086855e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>n_steps</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>uint64</div><div class='xr-var-preview xr-preview'>0 3 1 3 3 2 7 15 ... 3 3 3 3 3 3 7</div><input id='attrs-60a90616-ad2c-4c93-87c8-c057d13e1ca9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-60a90616-ad2c-4c93-87c8-c057d13e1ca9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4af614fe-f825-4b3e-9568-456892d118db' class='xr-var-data-in' type='checkbox'><label for='data-4af614fe-f825-4b3e-9568-456892d118db' 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, 3, 1, ..., 3, 7, 3],\n",
       "       [0, 1, 1, ..., 3, 3, 3],\n",
       "       [0, 1, 1, ..., 3, 3, 7]], dtype=uint64)</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'>0.4 4.807 0.7703 ... 0.8206 0.7726</div><input id='attrs-d456b70f-c584-46d2-a0be-1d8acab8a20b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d456b70f-c584-46d2-a0be-1d8acab8a20b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-467c0a07-106a-4759-961c-40fb83400053' class='xr-var-data-in' type='checkbox'><label for='data-467c0a07-106a-4759-961c-40fb83400053' 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([[0.4       , 4.80744519, 0.77031196, ..., 0.85196682, 0.97567021,\n",
       "        0.94671178],\n",
       "       [3.2       , 7.47220733, 0.73675471, ..., 1.50641701, 0.69882598,\n",
       "        0.76323218],\n",
       "       [1.6       , 3.73610367, 0.36837736, ..., 1.00034356, 0.82058261,\n",
       "        0.77257902]])</pre></div></li><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'>0.4 4.807 1.618 ... 0.9982 0.9953</div><input id='attrs-db9ec443-40b0-46ec-a147-8714a11a8cea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db9ec443-40b0-46ec-a147-8714a11a8cea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5677e72-720e-41f1-9afc-2d7a411a81fe' class='xr-var-data-in' type='checkbox'><label for='data-f5677e72-720e-41f1-9afc-2d7a411a81fe' 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([[0.4       , 4.80744519, 1.61829328, ..., 1.04153154, 1.04076395,\n",
       "        1.03965408],\n",
       "       [3.2       , 7.47220733, 1.88452898, ..., 1.03173717, 1.02720186,\n",
       "        1.02376404],\n",
       "       [1.6       , 3.73610367, 0.94226449, ..., 1.00040703, 0.99816802,\n",
       "        0.99528607]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d7790fdf-512e-4eb1-9925-be8c15382676' class='xr-section-summary-in' type='checkbox'  ><label for='section-d7790fdf-512e-4eb1-9925-be8c15382676' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1f1aba96-3d04-4574-87e4-2dfa2928f6f9' class='xr-index-data-in' type='checkbox'/><label for='index-1f1aba96-3d04-4574-87e4-2dfa2928f6f9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2], dtype=&#x27;int64&#x27;, name=&#x27;chain&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>draw</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-88760d0e-a380-4ddc-9afe-222ea7398d34' class='xr-index-data-in' type='checkbox'/><label for='index-88760d0e-a380-4ddc-9afe-222ea7398d34' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       390, 391, 392, 393, 394, 395, 396, 397, 398, 399],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=400))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c4fb5ce5-4c98-41ca-a29e-bea14c2e955a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c4fb5ce5-4c98-41ca-a29e-bea14c2e955a' 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>2024-12-21T16:44:15.351287+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>modeling_interface :</span></dt><dd>bambi</dd><dt><span>modeling_interface_version :</span></dt><dd>0.14.1.dev17+g25798ce7</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",
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       "\n",
       ".xr-sections.group-sections {\n",
       "  grid-template-columns: auto;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\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",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
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       "\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",
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       "\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",
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       "}\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",
       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> sample_stats\n",
       "\t> observed_data\n",
       "\n",
       "Warmup iterations saved (warmup_*)."
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nutpie_idata = model.fit(inference_method=\"nutpie\", tune=400, draws=500, chains=3)\n",
    "nutpie_idata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampler comparisons\n",
    "\n",
    "With ArviZ, we can compare the inference result summaries of the samplers. _Note:_ We can't use `az.compare` as not each inference data object returns the pointwise log-probabilities. Thus, an error would be raised."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Intercept</th>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.097</td>\n",
       "      <td>-0.180</td>\n",
       "      <td>0.183</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.003</td>\n",
       "      <td>938.0</td>\n",
       "      <td>752.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>0.987</td>\n",
       "      <td>0.073</td>\n",
       "      <td>0.859</td>\n",
       "      <td>1.126</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.002</td>\n",
       "      <td>913.0</td>\n",
       "      <td>739.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>0.423</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.151</td>\n",
       "      <td>0.629</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>820.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "Intercept -0.000  0.097  -0.180    0.183      0.003    0.003     938.0   \n",
       "sigma      0.987  0.073   0.859    1.126      0.002    0.002     913.0   \n",
       "x          0.423  0.125   0.151    0.629      0.004    0.003    1044.0   \n",
       "\n",
       "           ess_tail  r_hat  \n",
       "Intercept     752.0    1.0  \n",
       "sigma         739.0    1.0  \n",
       "x             820.0    1.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(blackjax_nuts_idata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Intercept</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.099</td>\n",
       "      <td>-0.183</td>\n",
       "      <td>0.190</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>6775.0</td>\n",
       "      <td>5598.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>0.987</td>\n",
       "      <td>0.071</td>\n",
       "      <td>0.848</td>\n",
       "      <td>1.114</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>8338.0</td>\n",
       "      <td>5715.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>0.424</td>\n",
       "      <td>0.127</td>\n",
       "      <td>0.186</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>6244.0</td>\n",
       "      <td>5267.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "Intercept  0.002  0.099  -0.183    0.190      0.001    0.001    6775.0   \n",
       "sigma      0.987  0.071   0.848    1.114      0.001    0.001    8338.0   \n",
       "x          0.424  0.127   0.186    0.661      0.002    0.001    6244.0   \n",
       "\n",
       "           ess_tail  r_hat  \n",
       "Intercept    5598.0    1.0  \n",
       "sigma        5715.0    1.0  \n",
       "x            5267.0    1.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(tfp_nuts_idata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Intercept</th>\n",
       "      <td>0.005</td>\n",
       "      <td>0.098</td>\n",
       "      <td>-0.180</td>\n",
       "      <td>0.188</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>9065.0</td>\n",
       "      <td>6523.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>0.988</td>\n",
       "      <td>0.074</td>\n",
       "      <td>0.856</td>\n",
       "      <td>1.127</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>7217.0</td>\n",
       "      <td>5477.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>0.423</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.179</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>7449.0</td>\n",
       "      <td>6203.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "Intercept  0.005  0.098  -0.180    0.188      0.001    0.001    9065.0   \n",
       "sigma      0.988  0.074   0.856    1.127      0.001    0.001    7217.0   \n",
       "x          0.423  0.130   0.179    0.661      0.002    0.001    7449.0   \n",
       "\n",
       "           ess_tail  r_hat  \n",
       "Intercept    6523.0    1.0  \n",
       "sigma        5477.0    1.0  \n",
       "x            6203.0    1.0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(numpyro_nuts_idata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Intercept</th>\n",
       "      <td>0.004</td>\n",
       "      <td>0.101</td>\n",
       "      <td>-0.184</td>\n",
       "      <td>0.193</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>2352.0</td>\n",
       "      <td>3365.0</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>0.987</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.861</td>\n",
       "      <td>1.123</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>4252.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>0.425</td>\n",
       "      <td>0.129</td>\n",
       "      <td>0.171</td>\n",
       "      <td>0.656</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>7504.0</td>\n",
       "      <td>3764.0</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "Intercept  0.004  0.101  -0.184    0.193      0.002    0.001    2352.0   \n",
       "sigma      0.987  0.070   0.861    1.123      0.001    0.001    4252.0   \n",
       "x          0.425  0.129   0.171    0.656      0.001    0.001    7504.0   \n",
       "\n",
       "           ess_tail  r_hat  \n",
       "Intercept    3365.0   1.01  \n",
       "sigma        4034.0   1.01  \n",
       "x            3764.0   1.01  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(flowmc_idata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Intercept</th>\n",
       "      <td>0.002</td>\n",
       "      <td>0.098</td>\n",
       "      <td>-0.179</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.003</td>\n",
       "      <td>2288.0</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>0.989</td>\n",
       "      <td>0.072</td>\n",
       "      <td>0.857</td>\n",
       "      <td>1.118</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>2199.0</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x</th>\n",
       "      <td>0.423</td>\n",
       "      <td>0.128</td>\n",
       "      <td>0.176</td>\n",
       "      <td>0.657</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.002</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>1287.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "Intercept  0.002  0.098  -0.179    0.181      0.002    0.003    2288.0   \n",
       "sigma      0.989  0.072   0.857    1.118      0.002    0.001    2199.0   \n",
       "x          0.423  0.128   0.176    0.657      0.003    0.002    1956.0   \n",
       "\n",
       "           ess_tail  r_hat  \n",
       "Intercept    1040.0    1.0  \n",
       "sigma        1155.0    1.0  \n",
       "x            1287.0    1.0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(nutpie_idata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "Thanks to `bayeux`, we can use three different sampling backends and 10+ alternative MCMC methods in Bambi. Using these methods is as simple as passing the inference name to the `inference_method` of the `fit` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Sat Dec 21 2024\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.11.9\n",
      "IPython version      : 8.27.0\n",
      "\n",
      "bambi : 0.14.1.dev17+g25798ce7\n",
      "arviz : 0.19.0\n",
      "pandas: 2.2.3\n",
      "numpy : 1.26.4\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bambi-dev",
   "language": "python",
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    "name": "ipython",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
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