diff --git a/docs/source/notebooks/mmm/mmm_multidimensional_example.ipynb b/docs/source/notebooks/mmm/mmm_multidimensional_example.ipynb
index 8f02136d..e710c01f 100644
--- a/docs/source/notebooks/mmm/mmm_multidimensional_example.ipynb
+++ b/docs/source/notebooks/mmm/mmm_multidimensional_example.ipynb
@@ -44,7 +44,28 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Object `MultiDimensionalMMM.VanillaMultiDimensionalMMM` not found.\n"
+      "\u001b[0;31mInit signature:\u001b[0m\n",
+      "\u001b[0mVanillaMultiDimensionalMMM\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mdate_column\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mchannel_columns\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mtarget_column\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0madstock\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpymc_marketing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmmm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcomponents\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madstock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAdstockTransformation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0msaturation\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mpymc_marketing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmmm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcomponents\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msaturation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSaturationTransformation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mtime_varying_intercept\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mtime_varying_media\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mdims\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mtuple\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mmodel_config\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0msampler_config\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdict\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mvalidate_data\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0mcontrol_columns\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0myearly_seasonality\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m    \u001b[0madstock_first\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
+      "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mDocstring:\u001b[0m      Docstring example.\n",
+      "\u001b[0;31mInit docstring:\u001b[0m Define the constructor method.\n",
+      "\u001b[0;31mFile:\u001b[0m           ~/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/MultiDimensionalMMM.py\n",
+      "\u001b[0;31mType:\u001b[0m           type\n",
+      "\u001b[0;31mSubclasses:\u001b[0m     "
      ]
     }
    ],
@@ -74,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -90,7 +111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -125,57 +146,57 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>2023-01-01</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>321</td>\n",
-       "      <td>373</td>\n",
-       "      <td>1056</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>293</td>\n",
+       "      <td>238</td>\n",
+       "      <td>849</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>2023-01-02</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>256</td>\n",
+       "      <td>Venezuela</td>\n",
        "      <td>374</td>\n",
-       "      <td>774</td>\n",
+       "      <td>241</td>\n",
+       "      <td>880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>2023-01-03</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>243</td>\n",
-       "      <td>385</td>\n",
-       "      <td>868</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>479</td>\n",
+       "      <td>380</td>\n",
+       "      <td>1348</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>2023-01-04</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>450</td>\n",
-       "      <td>234</td>\n",
-       "      <td>830</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>346</td>\n",
+       "      <td>315</td>\n",
+       "      <td>1084</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>2023-01-05</td>\n",
-       "      <td>USA</td>\n",
-       "      <td>354</td>\n",
-       "      <td>339</td>\n",
-       "      <td>950</td>\n",
+       "      <td>Venezuela</td>\n",
+       "      <td>411</td>\n",
+       "      <td>393</td>\n",
+       "      <td>1220</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "        date country    a    b  target\n",
-       "0 2023-01-01     USA  321  373    1056\n",
-       "1 2023-01-02     USA  256  374     774\n",
-       "2 2023-01-03     USA  243  385     868\n",
-       "3 2023-01-04     USA  450  234     830\n",
-       "4 2023-01-05     USA  354  339     950"
+       "        date    country    a    b  target\n",
+       "0 2023-01-01  Venezuela  293  238     849\n",
+       "1 2023-01-02  Venezuela  374  241     880\n",
+       "2 2023-01-03  Venezuela  479  380    1348\n",
+       "3 2023-01-04  Venezuela  346  315    1084\n",
+       "4 2023-01-05  Venezuela  411  393    1220"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -202,7 +223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -226,7 +247,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "03f86f4cf36c4bcfbf7c919427aff42c",
+       "model_id": "91da39d084814abc8345b437c66d1c9d",
        "version_major": 2,
        "version_minor": 0
       },
@@ -278,8 +299,8 @@
        "              <ul class=\"xr-sections group-sections\">\n",
        "              \n",
        "            <li class = \"xr-section-item\">\n",
-       "                  <input id=\"idata_posteriore4de57f3-67ef-4067-b985-367d9baa3d3b\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_posteriore4de57f3-67ef-4067-b985-367d9baa3d3b\" class = \"xr-section-summary\">posterior</label>\n",
+       "                  <input id=\"idata_posterior1dfa3797-1be4-454f-a7a5-4cff416736bb\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_posterior1dfa3797-1be4-454f-a7a5-4cff416736bb\" class = \"xr-section-summary\">posterior</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",
@@ -655,247 +676,257 @@
        "  * draw                   (draw) int64 8kB 0 1 2 3 4 5 ... 995 996 997 998 999\n",
        "  * channel                (channel) &lt;U1 8B &#x27;a&#x27; &#x27;b&#x27;\n",
        "  * date                   (date) datetime64[ns] 80B 2023-01-01 ... 2023-01-10\n",
-       "  * country                (country) &lt;U7 112B &#x27;Canada&#x27; &#x27;France&#x27; &#x27;Germany&#x27; &#x27;USA&#x27;\n",
+       "  * country                (country) &lt;U9 144B &#x27;Argentina&#x27; ... &#x27;Venezuela&#x27;\n",
        "Data variables:\n",
-       "    adstock_alpha          (chain, draw, channel) float64 64kB 0.4463 ... 0.4317\n",
+       "    adstock_alpha          (chain, draw, channel) float64 64kB 0.1011 ... 0.1591\n",
        "    channel_contributions  (chain, draw, date, country, channel) float64 3MB ...\n",
-       "    intercept              (chain, draw, country) float64 128kB 1.483 ... 5.046\n",
-       "    mu                     (chain, draw, date, country) float64 1MB 27.13 ......\n",
-       "    saturation_beta        (chain, draw, channel) float64 64kB 11.5 ... 13.82\n",
-       "    saturation_lam         (chain, draw, channel) float64 64kB 2.112 ... 3.732\n",
-       "    y_sigma                (chain, draw) float64 32kB 104.7 103.9 ... 105.9\n",
+       "    intercept              (chain, draw, country) float64 128kB 1.304 ... 1.994\n",
+       "    mu                     (chain, draw, date, country) float64 1MB 25.65 ......\n",
+       "    saturation_beta        (chain, draw, channel) float64 64kB 13.62 ... 12.13\n",
+       "    saturation_lam         (chain, draw, channel) float64 64kB 0.9982 ... 9.105\n",
+       "    y_sigma                (chain, draw) float64 32kB 106.1 107.1 ... 105.2\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:09:09.399748+00:00\n",
+       "    created_at:                 2024-09-05T14:26:26.195578+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
        "    inference_library_version:  5.15.1\n",
-       "    sampling_time:              2.983023166656494\n",
-       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d9b5b722-00da-4388-9000-d37ed0a67eb2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d9b5b722-00da-4388-9000-d37ed0a67eb2' 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>: 1000</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 10</li><li><span class='xr-has-index'>country</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9619fb55-e252-456d-a8b9-86300cf6920e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9619fb55-e252-456d-a8b9-86300cf6920e' class='xr-section-summary' >Coordinates: <span>(5)</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-378a9c28-0a90-44ab-a882-654eb42c7470' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-378a9c28-0a90-44ab-a882-654eb42c7470' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e5f07ee-f8db-4ac0-975b-d5a9f9587806' class='xr-var-data-in' type='checkbox'><label for='data-2e5f07ee-f8db-4ac0-975b-d5a9f9587806' 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 ... 995 996 997 998 999</div><input id='attrs-c7c9223a-18a2-4b3e-9d3f-4d6d9dbe414c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c7c9223a-18a2-4b3e-9d3f-4d6d9dbe414c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-275176b0-acd1-45ef-91d7-67a2ca762a0e' class='xr-var-data-in' type='checkbox'><label for='data-275176b0-acd1-45ef-91d7-67a2ca762a0e' 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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-b8f3d359-3a8b-41de-a47b-f92eb3ec8fb0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b8f3d359-3a8b-41de-a47b-f92eb3ec8fb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d90a9f8-77dd-4e35-86fc-ecfd85cc7676' class='xr-var-data-in' type='checkbox'><label for='data-0d90a9f8-77dd-4e35-86fc-ecfd85cc7676' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-3ce9294d-bd45-4fc4-9d7a-67596fce6e12' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3ce9294d-bd45-4fc4-9d7a-67596fce6e12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6274b4ed-398c-4223-b7b9-64a0174e59b1' class='xr-var-data-in' type='checkbox'><label for='data-6274b4ed-398c-4223-b7b9-64a0174e59b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
+       "    sampling_time:              3.0827558040618896\n",
+       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c6b025a9-41ae-4dd8-93e2-c2487279aeed' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c6b025a9-41ae-4dd8-93e2-c2487279aeed' 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>: 1000</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 10</li><li><span class='xr-has-index'>country</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-20751a9e-f2d9-49be-8f52-4ee14a0530f1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-20751a9e-f2d9-49be-8f52-4ee14a0530f1' class='xr-section-summary' >Coordinates: <span>(5)</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-9e1fbf2d-40e3-4ba8-b4ca-a52e0a029ad9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9e1fbf2d-40e3-4ba8-b4ca-a52e0a029ad9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f148694b-408f-42e1-88f7-ac2e372e7d04' class='xr-var-data-in' type='checkbox'><label for='data-f148694b-408f-42e1-88f7-ac2e372e7d04' 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 ... 995 996 997 998 999</div><input id='attrs-496d8453-a28a-417f-ab8e-ad877408b821' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-496d8453-a28a-417f-ab8e-ad877408b821' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9727092f-7eff-4fbb-b34f-e4864c8069de' class='xr-var-data-in' type='checkbox'><label for='data-9727092f-7eff-4fbb-b34f-e4864c8069de' 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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-f8358653-8869-43e3-80f2-8cf460a88526' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f8358653-8869-43e3-80f2-8cf460a88526' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61bae338-d4fc-4ce6-ae9c-80e05126022c' class='xr-var-data-in' type='checkbox'><label for='data-61bae338-d4fc-4ce6-ae9c-80e05126022c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-ec2e46de-3ebf-42b4-896c-16f47bf5ca1a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ec2e46de-3ebf-42b4-896c-16f47bf5ca1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-492f2574-f365-42f7-b521-d61433e3ed27' class='xr-var-data-in' type='checkbox'><label for='data-492f2574-f365-42f7-b521-d61433e3ed27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-03T00:00:00.000000000&#x27;, &#x27;2023-01-04T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-05T00:00:00.000000000&#x27;, &#x27;2023-01-06T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-07T00:00:00.000000000&#x27;, &#x27;2023-01-08T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-09T00:00:00.000000000&#x27;, &#x27;2023-01-10T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;Canada&#x27; &#x27;France&#x27; &#x27;Germany&#x27; &#x27;USA&#x27;</div><input id='attrs-d6952625-844b-4001-8250-7d3689adbb5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6952625-844b-4001-8250-7d3689adbb5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bef6676d-4537-47ae-92df-5d45aa46102a' class='xr-var-data-in' type='checkbox'><label for='data-bef6676d-4537-47ae-92df-5d45aa46102a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Canada&#x27;, &#x27;France&#x27;, &#x27;Germany&#x27;, &#x27;USA&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a6dee316-d116-4da5-b0dd-566471ab6684' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a6dee316-d116-4da5-b0dd-566471ab6684' 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>adstock_alpha</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4463 0.2426 ... 0.2523 0.4317</div><input id='attrs-5e3202a0-b3af-4597-850a-72d825a4f74d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5e3202a0-b3af-4597-850a-72d825a4f74d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d671472d-bbab-4a92-9358-5a099b2df409' class='xr-var-data-in' type='checkbox'><label for='data-d671472d-bbab-4a92-9358-5a099b2df409' 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([[[0.44631726, 0.24258645],\n",
-       "        [0.29544244, 0.11114674],\n",
-       "        [0.25588438, 0.27874371],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;Argentina&#x27; &#x27;Chile&#x27; ... &#x27;Venezuela&#x27;</div><input id='attrs-a509cf73-ad9c-45c7-b2e5-445ea0552350' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a509cf73-ad9c-45c7-b2e5-445ea0552350' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9004d728-9e6a-4755-bae2-244ef520d8c7' class='xr-var-data-in' type='checkbox'><label for='data-9004d728-9e6a-4755-bae2-244ef520d8c7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Argentina&#x27;, &#x27;Chile&#x27;, &#x27;Colombia&#x27;, &#x27;Venezuela&#x27;], dtype=&#x27;&lt;U9&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-06e7a337-8fa3-4225-90f6-6f59e18e4b94' class='xr-section-summary-in' type='checkbox'  checked><label for='section-06e7a337-8fa3-4225-90f6-6f59e18e4b94' 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>adstock_alpha</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1011 0.1328 ... 0.5633 0.1591</div><input id='attrs-67383e51-cd79-4b47-9cfd-f168d78d2d72' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67383e51-cd79-4b47-9cfd-f168d78d2d72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fdc0ef99-33ea-4dd0-8bdf-138028c055b7' class='xr-var-data-in' type='checkbox'><label for='data-fdc0ef99-33ea-4dd0-8bdf-138028c055b7' 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([[[0.10109015, 0.13281146],\n",
+       "        [0.46091192, 0.43532072],\n",
+       "        [0.17974657, 0.45311496],\n",
        "        ...,\n",
-       "        [0.11517976, 0.00653348],\n",
-       "        [0.67761975, 0.44923479],\n",
-       "        [0.0393595 , 0.14608815]],\n",
+       "        [0.47289957, 0.12086191],\n",
+       "        [0.50954184, 0.15092841],\n",
+       "        [0.03717091, 0.15103766]],\n",
        "\n",
-       "       [[0.60052243, 0.15872318],\n",
-       "        [0.06993439, 0.04525152],\n",
-       "        [0.55546765, 0.66755984],\n",
+       "       [[0.12167115, 0.07351036],\n",
+       "        [0.47163318, 0.0832049 ],\n",
+       "        [0.04656024, 0.46464899],\n",
        "        ...,\n",
-       "        [0.47415428, 0.23280894],\n",
-       "        [0.02283846, 0.18961099],\n",
-       "        [0.05234777, 0.0293312 ]],\n",
+       "        [0.19881341, 0.1278705 ],\n",
+       "        [0.0037826 , 0.54318179],\n",
+       "        [0.73382256, 0.51597829]],\n",
        "\n",
-       "       [[0.29567923, 0.35023906],\n",
-       "        [0.10266775, 0.80438191],\n",
-       "        [0.36281493, 0.6297592 ],\n",
+       "       [[0.51582754, 0.02415369],\n",
+       "        [0.02861982, 0.6689892 ],\n",
+       "        [0.07285973, 0.50119827],\n",
        "        ...,\n",
-       "        [0.35821939, 0.46213207],\n",
-       "        [0.3348003 , 0.57335819],\n",
-       "        [0.13295559, 0.13731157]],\n",
+       "        [0.08702048, 0.29620153],\n",
+       "        [0.17763882, 0.20676767],\n",
+       "        [0.3954391 , 0.20068571]],\n",
        "\n",
-       "       [[0.01025321, 0.14599827],\n",
-       "        [0.7175738 , 0.54744901],\n",
-       "        [0.51819301, 0.37872949],\n",
+       "       [[0.37084387, 0.08286241],\n",
+       "        [0.43206986, 0.03698049],\n",
+       "        [0.13672491, 0.07526917],\n",
        "        ...,\n",
-       "        [0.31699875, 0.05025832],\n",
-       "        [0.24395141, 0.13056052],\n",
-       "        [0.2522705 , 0.43173041]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, country, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.5 14.14 11.5 ... 13.99 13.82</div><input id='attrs-4231d74e-4b8a-4c4f-adc0-21a9eb208ba1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4231d74e-4b8a-4c4f-adc0-21a9eb208ba1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4212f742-7ea9-47a4-a2d6-9958a8fdfce5' class='xr-var-data-in' type='checkbox'><label for='data-4212f742-7ea9-47a4-a2d6-9958a8fdfce5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[[11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852]],\n",
-       "\n",
-       "         [[11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852]],\n",
-       "\n",
-       "         [[11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852]],\n",
+       "        [0.05935564, 0.28546336],\n",
+       "        [0.28919898, 0.06979252],\n",
+       "        [0.56325184, 0.15913768]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, country, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.62 10.72 13.62 ... 14.1 12.13</div><input id='attrs-c626c094-9ce5-4d21-b869-9d5199854ba7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c626c094-9ce5-4d21-b869-9d5199854ba7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b711b6f-4c64-4877-8476-84d9829e59d1' class='xr-var-data-in' type='checkbox'><label for='data-0b711b6f-4c64-4877-8476-84d9829e59d1' 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([[[[[13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871]],\n",
+       "\n",
+       "         [[13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871]],\n",
+       "\n",
+       "         [[13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871]],\n",
        "\n",
        "         ...,\n",
        "\n",
-       "         [[11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
-       "          [11.50132266, 14.14054852],\n",
+       "         [[13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
+       "          [13.62232824, 10.72289871],\n",
        "...\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596]],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046]],\n",
        "\n",
        "         ...,\n",
        "\n",
-       "         [[13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596]],\n",
-       "\n",
-       "         [[13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596]],\n",
-       "\n",
-       "         [[13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596],\n",
-       "          [13.99463539, 13.82498596]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw, country)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.483 5.24 2.03 ... 1.995 5.046</div><input id='attrs-48fba2a4-b912-4dfd-93a9-7fe25369fbf0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48fba2a4-b912-4dfd-93a9-7fe25369fbf0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-169bb328-5de1-463e-9f52-d3d8a08ce070' class='xr-var-data-in' type='checkbox'><label for='data-169bb328-5de1-463e-9f52-d3d8a08ce070' 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([[[ 1.48335009,  5.23979577,  2.02999582,  1.70086828],\n",
-       "        [ 2.77898614,  2.78051924,  2.85299568,  4.45321898],\n",
-       "        [ 1.10726186,  5.45176834,  2.4023551 ,  6.00180196],\n",
+       "         [[14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046]],\n",
+       "\n",
+       "         [[14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046]],\n",
+       "\n",
+       "         [[14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046],\n",
+       "          [14.10385166, 12.12621046]]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw, country)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.304 1.916 3.778 ... 1.979 1.994</div><input id='attrs-9a584a76-759b-4c17-aa25-775cb680195e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a584a76-759b-4c17-aa25-775cb680195e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de14146e-f880-466a-9ea0-75505a80ec15' class='xr-var-data-in' type='checkbox'><label for='data-de14146e-f880-466a-9ea0-75505a80ec15' 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([[[ 1.30364261e+00,  1.91583074e+00,  3.77765115e+00,\n",
+       "          5.14351391e+00],\n",
+       "        [ 4.22408100e+00,  3.35518829e+00,  2.56136977e+00,\n",
+       "          2.24087057e+00],\n",
+       "        [ 5.72864269e+00,  2.72619095e+00,  2.45948193e+00,\n",
+       "          4.22696769e+00],\n",
        "        ...,\n",
-       "        [ 0.56130604,  0.51996986,  4.24341222,  4.43516511],\n",
-       "        [ 0.97161433, -0.53604942, -0.37247261,  4.94765028],\n",
-       "        [ 2.3347861 ,  6.90557022,  7.21923762,  1.89237066]],\n",
-       "\n",
-       "       [[ 1.83039604,  3.06924859,  4.14374199,  0.65389984],\n",
-       "        [ 5.57548503,  3.96925947,  2.01885456,  4.04627534],\n",
-       "        [ 1.89829583,  1.85902121,  2.53856908,  2.62953192],\n",
-       "        ...,\n",
-       "        [ 3.18197165,  4.27496041,  0.76945009,  1.94371096],\n",
-       "        [ 3.59547751,  4.71448814,  5.21736736,  4.07461028],\n",
-       "        [ 4.02147648,  4.55997333,  3.35858709,  4.89920741]],\n",
-       "\n",
-       "       [[ 2.40903288,  2.98877815,  2.36592687,  3.22356541],\n",
-       "        [ 2.0813967 ,  4.06634897,  1.8584586 ,  4.33811966],\n",
-       "        [ 7.62893203,  3.05309025,  1.38898167,  4.33592931],\n",
-       "        ...,\n",
-       "        [ 1.81177655,  1.94949285,  5.34397004,  4.00019091],\n",
-       "        [ 4.01240762,  4.7438648 ,  2.96331338,  2.27393994],\n",
-       "        [ 2.11551058,  2.19647661,  2.6865235 ,  2.06417226]],\n",
-       "\n",
-       "       [[-0.52544881,  4.279195  ,  3.64192798,  2.93213615],\n",
-       "        [ 5.01004999,  6.34045066,  2.74956103,  3.56970673],\n",
-       "        [ 3.87287923,  5.54140098,  2.7366722 ,  3.01613637],\n",
+       "        [ 2.91424563e-01,  1.78097070e+00,  4.80313317e+00,\n",
+       "          4.72892396e+00],\n",
+       "        [ 2.02982377e+00,  3.75157311e+00,  6.09407913e+00,\n",
+       "          3.39283525e+00],\n",
+       "        [ 4.40568947e+00,  1.65210182e+00,  3.47002735e-02,\n",
+       "          3.39645651e+00]],\n",
+       "\n",
+       "       [[ 1.87910144e+00,  1.13691152e+00,  6.76574911e+00,\n",
+       "          3.78572686e+00],\n",
+       "        [ 6.30747041e+00,  4.95178111e+00,  2.65969196e+00,\n",
+       "          3.92151510e+00],\n",
+       "        [ 2.90644464e+00,  2.31793617e-01,  9.04675923e-01,\n",
+       "          5.09997694e+00],\n",
+       "...\n",
+       "        [ 3.72542652e+00,  2.56974816e+00,  2.37852287e+00,\n",
+       "          4.05170418e+00],\n",
+       "        [ 2.56140970e+00,  3.22003969e+00,  5.85917290e+00,\n",
+       "          3.55195339e+00],\n",
+       "        [ 3.79045893e+00, -2.89015926e-02,  6.45537553e+00,\n",
+       "          1.22584541e+00]],\n",
+       "\n",
+       "       [[ 4.89662477e+00,  4.36709961e-01,  4.64576935e+00,\n",
+       "          1.83476186e+00],\n",
+       "        [ 2.29536321e+00,  4.40835457e+00,  5.30643667e+00,\n",
+       "          5.16254107e+00],\n",
+       "        [ 1.12199910e+00,  5.01912204e+00,  3.83514307e+00,\n",
+       "         -9.88210429e-01],\n",
        "        ...,\n",
-       "        [ 3.679272  ,  4.27782311,  4.81916302,  3.30350378],\n",
-       "        [ 2.98365852,  4.23022762,  4.80332623,  0.16190229],\n",
-       "        [ 3.3523012 ,  3.22804709,  1.99514862,  5.04567374]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mu</span></div><div class='xr-var-dims'>(chain, draw, date, country)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>27.13 30.88 27.67 ... 29.81 32.87</div><input id='attrs-d6aaabff-d760-4a4d-89ba-be1bd2485d64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d6aaabff-d760-4a4d-89ba-be1bd2485d64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ba52b129-9326-477e-9178-02a993bb8fa3' class='xr-var-data-in' type='checkbox'><label for='data-ba52b129-9326-477e-9178-02a993bb8fa3' 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([[[[27.12522127, 30.88166694, 27.671867  , 27.34273945],\n",
-       "         [27.12522127, 30.88166694, 27.671867  , 27.34273945],\n",
-       "         [27.12522127, 30.88166694, 27.671867  , 27.34273945],\n",
+       "        [ 2.36831400e+00,  3.27646571e+00,  4.80996537e+00,\n",
+       "          3.43966041e+00],\n",
+       "        [ 4.55916950e+00,  2.55507362e+00,  7.58008007e-01,\n",
+       "          4.33934987e+00],\n",
+       "        [ 4.04239801e+00,  2.10577840e+00,  1.97947418e+00,\n",
+       "          1.99406645e+00]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mu</span></div><div class='xr-var-dims'>(chain, draw, date, country)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>25.65 26.26 28.12 ... 28.21 28.22</div><input id='attrs-e4eb99d0-c16e-4dfa-95aa-0597e09eb3bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4eb99d0-c16e-4dfa-95aa-0597e09eb3bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1bdfafcc-c0e0-4c08-81aa-bcc56f3ed548' class='xr-var-data-in' type='checkbox'><label for='data-1bdfafcc-c0e0-4c08-81aa-bcc56f3ed548' 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([[[[25.64886957, 26.26105769, 28.1228781 , 29.48874087],\n",
+       "         [25.64886957, 26.26105769, 28.1228781 , 29.48874087],\n",
+       "         [25.64886957, 26.26105769, 28.1228781 , 29.48874087],\n",
        "         ...,\n",
-       "         [27.12522127, 30.88166694, 27.671867  , 27.34273945],\n",
-       "         [27.12522127, 30.88166694, 27.671867  , 27.34273945],\n",
-       "         [27.12522127, 30.88166694, 27.671867  , 27.34273945]],\n",
+       "         [25.64886957, 26.26105769, 28.1228781 , 29.48874087],\n",
+       "         [25.64886957, 26.26105769, 28.1228781 , 29.48874087],\n",
+       "         [25.64886957, 26.26105769, 28.1228781 , 29.48874087]],\n",
        "\n",
-       "        [[22.15999618, 22.16152928, 22.23400572, 23.83422902],\n",
-       "         [22.15999618, 22.16152928, 22.23400572, 23.83422902],\n",
-       "         [22.15999618, 22.16152928, 22.23400572, 23.83422902],\n",
+       "        [[28.29274388, 27.42385117, 26.63003266, 26.30953346],\n",
+       "         [28.29274388, 27.42385117, 26.63003266, 26.30953346],\n",
+       "         [28.29274388, 27.42385117, 26.63003266, 26.30953346],\n",
        "         ...,\n",
-       "         [22.15999618, 22.16152928, 22.23400572, 23.83422902],\n",
-       "         [22.15999618, 22.16152928, 22.23400572, 23.83422902],\n",
-       "         [22.15999618, 22.16152928, 22.23400572, 23.83422902]],\n",
+       "         [28.29274388, 27.42385117, 26.63003266, 26.30953346],\n",
+       "         [28.29274388, 27.42385117, 26.63003266, 26.30953346],\n",
+       "         [28.29274388, 27.42385117, 26.63003266, 26.30953346]],\n",
        "\n",
-       "        [[25.58183016, 29.92633664, 26.8769234 , 30.47637026],\n",
-       "         [25.58183016, 29.92633664, 26.8769234 , 30.47637026],\n",
-       "         [25.58183016, 29.92633664, 26.8769234 , 30.47637026],\n",
+       "        [[31.39661921, 28.39416746, 28.12745845, 29.89494421],\n",
+       "         [31.39661921, 28.39416746, 28.12745845, 29.89494421],\n",
+       "         [31.39661921, 28.39416746, 28.12745845, 29.89494421],\n",
        "         ...,\n",
        "...\n",
        "         ...,\n",
-       "         [26.04433614, 26.64288726, 27.18422716, 25.66856792],\n",
-       "         [26.04433614, 26.64288726, 27.18422716, 25.66856792],\n",
-       "         [26.04433614, 26.64288726, 27.18422716, 25.66856792]],\n",
+       "         [24.21627565, 25.12442737, 26.65792702, 25.28762207],\n",
+       "         [24.21627565, 25.12442737, 26.65792702, 25.28762207],\n",
+       "         [24.21627565, 25.12442737, 26.65792702, 25.28762207]],\n",
        "\n",
-       "        [[25.99974628, 27.24631537, 27.81941399, 23.17799005],\n",
-       "         [25.99974628, 27.24631537, 27.81941399, 23.17799005],\n",
-       "         [25.99974628, 27.24631537, 27.81941399, 23.17799005],\n",
+       "        [[30.37133226, 28.36723637, 26.57017076, 30.15151262],\n",
+       "         [30.37133226, 28.36723637, 26.57017076, 30.15151262],\n",
+       "         [30.37133226, 28.36723637, 26.57017076, 30.15151262],\n",
        "         ...,\n",
-       "         [25.99974628, 27.24631537, 27.81941399, 23.17799005],\n",
-       "         [25.99974628, 27.24631537, 27.81941399, 23.17799005],\n",
-       "         [25.99974628, 27.24631537, 27.81941399, 23.17799005]],\n",
+       "         [30.37133226, 28.36723637, 26.57017076, 30.15151262],\n",
+       "         [30.37133226, 28.36723637, 26.57017076, 30.15151262],\n",
+       "         [30.37133226, 28.36723637, 26.57017076, 30.15151262]],\n",
        "\n",
-       "        [[31.17192254, 31.04766843, 29.81476996, 32.86529508],\n",
-       "         [31.17192254, 31.04766843, 29.81476996, 32.86529508],\n",
-       "         [31.17192254, 31.04766843, 29.81476996, 32.86529508],\n",
+       "        [[30.27246013, 28.33584053, 28.2095363 , 28.22412857],\n",
+       "         [30.27246013, 28.33584053, 28.2095363 , 28.22412857],\n",
+       "         [30.27246013, 28.33584053, 28.2095363 , 28.22412857],\n",
        "         ...,\n",
-       "         [31.17192254, 31.04766843, 29.81476996, 32.86529508],\n",
-       "         [31.17192254, 31.04766843, 29.81476996, 32.86529508],\n",
-       "         [31.17192254, 31.04766843, 29.81476996, 32.86529508]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_beta</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.5 14.14 11.19 ... 13.99 13.82</div><input id='attrs-7a21566a-de04-42b7-86cb-6501c82dc42a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a21566a-de04-42b7-86cb-6501c82dc42a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b969a6f-8a4c-405e-a342-cfb7e703fb9c' class='xr-var-data-in' type='checkbox'><label for='data-6b969a6f-8a4c-405e-a342-cfb7e703fb9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[11.50132266, 14.14054852],\n",
-       "        [11.19028238,  8.19072766],\n",
-       "        [11.06337052, 13.41119778],\n",
+       "         [30.27246013, 28.33584053, 28.2095363 , 28.22412857],\n",
+       "         [30.27246013, 28.33584053, 28.2095363 , 28.22412857],\n",
+       "         [30.27246013, 28.33584053, 28.2095363 , 28.22412857]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_beta</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>13.62 10.72 10.72 ... 14.1 12.13</div><input id='attrs-5899b19f-fa2f-4b77-9436-09ce3a31b460' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5899b19f-fa2f-4b77-9436-09ce3a31b460' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5b7ff3a-9eb3-4ccb-9142-78b1e8f5e41d' class='xr-var-data-in' type='checkbox'><label for='data-b5b7ff3a-9eb3-4ccb-9142-78b1e8f5e41d' 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([[[13.62232824, 10.72289871],\n",
+       "        [10.71504828, 13.3536146 ],\n",
+       "        [12.68432036, 12.98365616],\n",
        "        ...,\n",
-       "        [ 9.62815755, 10.1542881 ],\n",
-       "        [10.90846589, 13.91268971],\n",
-       "        [10.54727363,  9.11697496]],\n",
+       "        [10.51944175, 11.82958711],\n",
+       "        [11.30632656, 13.09879312],\n",
+       "        [14.0265059 , 12.04928804]],\n",
        "\n",
-       "       [[ 9.35621203, 13.56268125],\n",
-       "        [12.70358968, 10.88433058],\n",
-       "        [ 9.21149092, 15.42266536],\n",
+       "       [[10.86664693, 12.58128665],\n",
+       "        [ 8.69013662, 13.25379229],\n",
+       "        [ 8.55112455, 11.59717402],\n",
        "        ...,\n",
-       "        [14.84392013, 13.29150102],\n",
-       "        [13.0166242 , 10.23980652],\n",
-       "        [12.5296555 , 10.94403496]],\n",
+       "        [11.25986737, 13.45828579],\n",
+       "        [ 9.29067187, 14.46019467],\n",
+       "        [12.78031212, 12.2306692 ]],\n",
        "\n",
-       "       [[11.97311136, 13.2012412 ],\n",
-       "        [11.0378261 , 11.85570045],\n",
-       "        [12.53687071, 16.74557412],\n",
+       "       [[14.95293636, 10.77174364],\n",
+       "        [10.91096366, 11.98527948],\n",
+       "        [11.44269104, 12.93377878],\n",
        "        ...,\n",
-       "        [14.81649061, 10.78337261],\n",
-       "        [13.19572401, 10.23570898],\n",
-       "        [12.3577505 , 16.0877053 ]],\n",
+       "        [11.35734839, 11.81570762],\n",
+       "        [15.25554   , 14.05341638],\n",
+       "        [12.47896978, 15.13204701]],\n",
        "\n",
-       "       [[13.83745541, 12.26018022],\n",
-       "        [11.92623969, 11.39932749],\n",
-       "        [12.05348128, 12.38731029],\n",
+       "       [[12.79327594, 11.39749554],\n",
+       "        [10.72018174,  6.83614646],\n",
+       "        [14.5229281 ,  9.85567979],\n",
        "        ...,\n",
-       "        [10.69931128, 11.66575286],\n",
-       "        [11.04894874, 11.96713902],\n",
-       "        [13.99463539, 13.82498596]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_lam</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.112 1.569 2.628 ... 2.032 3.732</div><input id='attrs-722215fd-abec-4550-8d75-a3b9e3ace6df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-722215fd-abec-4550-8d75-a3b9e3ace6df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-daa17118-8bab-4c9b-8ad1-6f7783b6558c' class='xr-var-data-in' type='checkbox'><label for='data-daa17118-8bab-4c9b-8ad1-6f7783b6558c' 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([[[2.11184667, 1.568626  ],\n",
-       "        [2.62820555, 4.3630662 ],\n",
-       "        [2.52243563, 7.33987917],\n",
+       "        [10.65549523, 11.19246643],\n",
+       "        [11.97113234, 13.84103041],\n",
+       "        [14.10385166, 12.12621046]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_lam</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9982 4.477 5.519 ... 3.891 9.105</div><input id='attrs-dacbfd48-7076-4c90-b454-9727d5969cfb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dacbfd48-7076-4c90-b454-9727d5969cfb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5210ecf2-44d1-4c11-b678-663497155e20' class='xr-var-data-in' type='checkbox'><label for='data-5210ecf2-44d1-4c11-b678-663497155e20' 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([[[0.99819805, 4.47682539],\n",
+       "        [5.51914209, 1.74310034],\n",
+       "        [4.205129  , 5.62265664],\n",
        "        ...,\n",
-       "        [4.25113063, 4.69598664],\n",
-       "        [4.38681993, 5.72461426],\n",
-       "        [1.68306923, 1.85148301]],\n",
+       "        [1.88341865, 4.10764747],\n",
+       "        [1.83693612, 3.62846435],\n",
+       "        [3.94929839, 2.44996569]],\n",
        "\n",
-       "       [[0.88005065, 3.54335078],\n",
-       "        [1.38196982, 1.03803213],\n",
-       "        [5.29971268, 0.17484285],\n",
+       "       [[1.58259033, 3.35742548],\n",
+       "        [5.47838706, 2.91020595],\n",
+       "        [1.5778228 , 1.92816891],\n",
        "        ...,\n",
-       "        [3.86669449, 2.38796681],\n",
-       "        [2.89543159, 6.14704155],\n",
-       "        [2.07837028, 4.61500227]],\n",
+       "        [6.40563093, 3.4999019 ],\n",
+       "        [2.53290927, 2.02899395],\n",
+       "        [3.18470222, 2.81917834]],\n",
        "\n",
-       "       [[4.30680855, 1.43048888],\n",
-       "        [2.4158633 , 5.35257467],\n",
-       "        [2.39204368, 3.65815751],\n",
+       "       [[1.98937074, 2.33303469],\n",
+       "        [3.80294442, 4.1205966 ],\n",
+       "        [2.88188746, 3.77753928],\n",
        "        ...,\n",
-       "        [3.96761848, 2.87314138],\n",
-       "        [4.85215572, 1.58749109],\n",
-       "        [3.01335445, 4.44115343]],\n",
+       "        [4.02469206, 6.24673072],\n",
+       "        [2.22693891, 0.9744114 ],\n",
+       "        [2.96693099, 2.16032754]],\n",
        "\n",
-       "       [[3.11228639, 0.9993103 ],\n",
-       "        [2.88776643, 3.48845536],\n",
-       "        [2.79760045, 4.99951871],\n",
+       "       [[3.33053012, 4.0522471 ],\n",
+       "        [1.0082825 , 1.00179324],\n",
+       "        [5.07057639, 2.18391416],\n",
        "        ...,\n",
-       "        [4.36495517, 2.24194901],\n",
-       "        [1.71633235, 2.54786716],\n",
-       "        [2.03219396, 3.73161196]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_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'>104.7 103.9 103.0 ... 104.2 105.9</div><input id='attrs-a1ccf774-8c15-45e9-a319-d8bf3e7a48d4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a1ccf774-8c15-45e9-a319-d8bf3e7a48d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fba7a651-b308-4ec5-bd1d-29086c20e1b9' class='xr-var-data-in' type='checkbox'><label for='data-fba7a651-b308-4ec5-bd1d-29086c20e1b9' 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([[104.71142854, 103.89091924, 103.00498321, ..., 103.52811131,\n",
-       "        104.40333725, 106.93988403],\n",
-       "       [104.41937091, 103.24114813, 106.17433873, ..., 104.42277484,\n",
-       "        103.37813425, 103.08680816],\n",
-       "       [105.33811014, 104.61982008, 104.07121046, ..., 105.92680511,\n",
-       "        105.30479706, 103.47551378],\n",
-       "       [103.7367379 , 105.04350301, 104.57172158, ..., 104.04647912,\n",
-       "        104.2046516 , 105.85848902]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b740738c-2b57-45ee-880c-6ead84e99690' class='xr-section-summary-in' type='checkbox'  ><label for='section-b740738c-2b57-45ee-880c-6ead84e99690' class='xr-section-summary' >Indexes: <span>(5)</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-f97c54cd-f97c-463a-aaff-2dff155a3991' class='xr-index-data-in' type='checkbox'/><label for='index-f97c54cd-f97c-463a-aaff-2dff155a3991' 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-a335f895-6c47-41f4-965c-639d936592a8' class='xr-index-data-in' type='checkbox'/><label for='index-a335f895-6c47-41f4-965c-639d936592a8' 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",
+       "        [2.41600956, 1.63722035],\n",
+       "        [5.39019576, 4.98951209],\n",
+       "        [3.89065586, 9.10488404]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_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'>106.1 107.1 104.7 ... 105.7 105.2</div><input id='attrs-93acbe0d-ea7d-4b28-9688-d0c090e99d1c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93acbe0d-ea7d-4b28-9688-d0c090e99d1c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3548861c-4af5-4e1a-ae9a-002f15a8c59b' class='xr-var-data-in' type='checkbox'><label for='data-3548861c-4af5-4e1a-ae9a-002f15a8c59b' 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([[106.11319117, 107.12493199, 104.72888992, ..., 105.85826041,\n",
+       "        106.56136291, 106.51474315],\n",
+       "       [106.50736002, 106.66409239, 107.62469012, ..., 107.45219029,\n",
+       "        107.55732614, 105.47783332],\n",
+       "       [106.50570605, 107.67799966, 106.97703   , ..., 107.69123886,\n",
+       "        104.20002056, 105.35144508],\n",
+       "       [106.10768787, 106.09734897, 105.8755894 , ..., 107.0449591 ,\n",
+       "        105.69561119, 105.18234725]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-57528121-2d45-4dfb-832d-0e796d66e713' class='xr-section-summary-in' type='checkbox'  ><label for='section-57528121-2d45-4dfb-832d-0e796d66e713' class='xr-section-summary' >Indexes: <span>(5)</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-08623415-2e56-42c8-a6f1-ab00cf7716eb' class='xr-index-data-in' type='checkbox'/><label for='index-08623415-2e56-42c8-a6f1-ab00cf7716eb' 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-64df8ffc-6fb3-4511-9536-d5c3f10241eb' class='xr-index-data-in' type='checkbox'/><label for='index-64df8ffc-6fb3-4511-9536-d5c3f10241eb' 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>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0d0c3b97-2d82-4664-b6e7-baf789d65167' class='xr-index-data-in' type='checkbox'/><label for='index-0d0c3b97-2d82-4664-b6e7-baf789d65167' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0602634f-dbe1-4a47-ad63-7d24149a8a1d' class='xr-index-data-in' type='checkbox'/><label for='index-0602634f-dbe1-4a47-ad63-7d24149a8a1d' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\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>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a03bd34e-4749-4d4f-91e6-603b59f2f03c' class='xr-index-data-in' type='checkbox'/><label for='index-a03bd34e-4749-4d4f-91e6-603b59f2f03c' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4de3d174-b0e8-4b50-9a78-17c68a9d801f' class='xr-index-data-in' type='checkbox'/><label for='index-4de3d174-b0e8-4b50-9a78-17c68a9d801f' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
        "               &#x27;2023-01-05&#x27;, &#x27;2023-01-06&#x27;, &#x27;2023-01-07&#x27;, &#x27;2023-01-08&#x27;,\n",
        "               &#x27;2023-01-09&#x27;, &#x27;2023-01-10&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>country</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-af209b64-d6d1-434c-8283-6a37f99bfd48' class='xr-index-data-in' type='checkbox'/><label for='index-af209b64-d6d1-434c-8283-6a37f99bfd48' 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([&#x27;Canada&#x27;, &#x27;France&#x27;, &#x27;Germany&#x27;, &#x27;USA&#x27;], dtype=&#x27;object&#x27;, name=&#x27;country&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-838444e0-ec0e-480c-9b79-168c349bee6e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-838444e0-ec0e-480c-9b79-168c349bee6e' 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>2024-09-04T17:09:09.399748+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>2.983023166656494</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>country</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c3cb3a81-f393-496d-ae69-c05505d7dd8f' class='xr-index-data-in' type='checkbox'/><label for='index-c3cb3a81-f393-496d-ae69-c05505d7dd8f' 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([&#x27;Argentina&#x27;, &#x27;Chile&#x27;, &#x27;Colombia&#x27;, &#x27;Venezuela&#x27;], dtype=&#x27;object&#x27;, name=&#x27;country&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d13f24cb-6083-479f-a900-0cf5e9f1e2e6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d13f24cb-6083-479f-a900-0cf5e9f1e2e6' 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>2024-09-05T14:26:26.195578+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>3.0827558040618896</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
        "                      </ul>\n",
        "                  </div>\n",
        "            </li>\n",
        "            \n",
        "            <li class = \"xr-section-item\">\n",
-       "                  <input id=\"idata_sample_stats847c0431-4741-4e0c-a864-9ca17f18e4a9\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_sample_stats847c0431-4741-4e0c-a864-9ca17f18e4a9\" class = \"xr-section-summary\">sample_stats</label>\n",
+       "                  <input id=\"idata_sample_statsa04863c1-ad2a-4606-8a67-94d1af94b66f\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_sample_statsa04863c1-ad2a-4606-8a67-94d1af94b66f\" 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",
@@ -1269,123 +1300,123 @@
        "  * chain                  (chain) int64 32B 0 1 2 3\n",
        "  * draw                   (draw) int64 8kB 0 1 2 3 4 5 ... 995 996 997 998 999\n",
        "Data variables: (12/17)\n",
-       "    acceptance_rate        (chain, draw) float64 32kB 0.9102 0.703 ... 0.977\n",
+       "    acceptance_rate        (chain, draw) float64 32kB 0.8102 0.9797 ... 0.5644\n",
        "    diverging              (chain, draw) bool 4kB False False ... False False\n",
-       "    energy                 (chain, draw) float64 32kB 3.031e+03 ... 3.03e+03\n",
-       "    energy_error           (chain, draw) float64 32kB -0.01338 ... -0.02049\n",
-       "    index_in_trajectory    (chain, draw) int64 32kB -6 -5 7 -3 -1 ... 3 3 -2 1 3\n",
+       "    energy                 (chain, draw) float64 32kB 3.134e+03 ... 3.134e+03\n",
+       "    energy_error           (chain, draw) float64 32kB -0.1007 -0.1661 ... 0.906\n",
+       "    index_in_trajectory    (chain, draw) int64 32kB -3 -4 -6 6 2 ... 1 -5 2 5 -1\n",
        "    largest_eigval         (chain, draw) float64 32kB nan nan nan ... nan nan\n",
        "    ...                     ...\n",
-       "    process_time_diff      (chain, draw) float64 32kB 0.000659 ... 0.000782\n",
+       "    process_time_diff      (chain, draw) float64 32kB 0.000665 ... 0.000815\n",
        "    reached_max_treedepth  (chain, draw) bool 4kB False False ... False False\n",
        "    smallest_eigval        (chain, draw) float64 32kB nan nan nan ... nan nan\n",
-       "    step_size              (chain, draw) float64 32kB 0.8374 0.8374 ... 0.6495\n",
-       "    step_size_bar          (chain, draw) float64 32kB 0.7359 0.7359 ... 0.7366\n",
-       "    tree_depth             (chain, draw) int64 32kB 3 3 3 3 2 3 ... 3 3 3 2 2 3\n",
+       "    step_size              (chain, draw) float64 32kB 0.6943 0.6943 ... 0.7577\n",
+       "    step_size_bar          (chain, draw) float64 32kB 0.7292 0.7292 ... 0.7036\n",
+       "    tree_depth             (chain, draw) int64 32kB 3 3 3 3 3 3 ... 3 2 3 3 3 3\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:09:09.408031+00:00\n",
+       "    created_at:                 2024-09-05T14:26:26.203327+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
        "    inference_library_version:  5.15.1\n",
-       "    sampling_time:              2.983023166656494\n",
-       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-86fa54c9-37fd-4a8c-82a2-d2bdef6298aa' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-86fa54c9-37fd-4a8c-82a2-d2bdef6298aa' 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>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-34d02384-62bf-47fc-b29a-a031282f2aaf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-34d02384-62bf-47fc-b29a-a031282f2aaf' 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-b56282d9-29ac-4860-9fb3-93005f404390' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b56282d9-29ac-4860-9fb3-93005f404390' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c138cb66-c016-4295-8727-014d0a339ec9' class='xr-var-data-in' type='checkbox'><label for='data-c138cb66-c016-4295-8727-014d0a339ec9' 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 ... 995 996 997 998 999</div><input id='attrs-d215366a-138a-4196-8db5-cf7e5f08f62e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d215366a-138a-4196-8db5-cf7e5f08f62e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-856f6138-2b5b-4588-afcc-11b5625373bd' class='xr-var-data-in' type='checkbox'><label for='data-856f6138-2b5b-4588-afcc-11b5625373bd' 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-78362fe9-30b3-4df6-8508-055f8d79aa59' class='xr-section-summary-in' type='checkbox'  ><label for='section-78362fe9-30b3-4df6-8508-055f8d79aa59' class='xr-section-summary' >Data variables: <span>(17)</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'>0.9102 0.703 ... 0.7523 0.977</div><input id='attrs-ff83a613-91d1-4178-b47d-9e82083813c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ff83a613-91d1-4178-b47d-9e82083813c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0de6f89d-35d5-49e9-aefa-2c4dd05b4d3e' class='xr-var-data-in' type='checkbox'><label for='data-0de6f89d-35d5-49e9-aefa-2c4dd05b4d3e' 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([[0.91024621, 0.70299447, 0.804582  , ..., 0.74273745, 0.74506462,\n",
-       "        0.81322276],\n",
-       "       [0.99579235, 0.87393847, 0.80313531, ..., 0.87468795, 0.63163268,\n",
-       "        0.92882417],\n",
-       "       [0.76971939, 0.35860146, 0.71352857, ..., 0.85910035, 0.89991138,\n",
-       "        0.98383825],\n",
-       "       [0.82343858, 0.9299003 , 1.        , ..., 1.        , 0.75233895,\n",
-       "        0.97697219]])</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-e604df56-9992-477f-be84-d2c6929d1336' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e604df56-9992-477f-be84-d2c6929d1336' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ffac9841-1cea-432b-9647-391cb5067ddb' class='xr-var-data-in' type='checkbox'><label for='data-ffac9841-1cea-432b-9647-391cb5067ddb' 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",
+       "    sampling_time:              3.0827558040618896\n",
+       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9ceba1bc-fcd4-4aa8-ad3d-899c59857ca5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9ceba1bc-fcd4-4aa8-ad3d-899c59857ca5' 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>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7c444c9a-ece0-4ee1-a19d-cd34d4778ca8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7c444c9a-ece0-4ee1-a19d-cd34d4778ca8' 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-0e398fdc-c3e1-4969-a367-0ab3065de358' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0e398fdc-c3e1-4969-a367-0ab3065de358' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7bcc8ad-e6ff-4944-ac10-a5d4a1974d76' class='xr-var-data-in' type='checkbox'><label for='data-a7bcc8ad-e6ff-4944-ac10-a5d4a1974d76' 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 ... 995 996 997 998 999</div><input id='attrs-2fc31339-7af0-457b-83f0-43cab7cb6261' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2fc31339-7af0-457b-83f0-43cab7cb6261' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bc93bca-f994-4d98-b345-9b8cf748d3b4' class='xr-var-data-in' type='checkbox'><label for='data-6bc93bca-f994-4d98-b345-9b8cf748d3b4' 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-1047d888-aa3a-49fd-a6c4-fd5dbbe03aaf' class='xr-section-summary-in' type='checkbox'  ><label for='section-1047d888-aa3a-49fd-a6c4-fd5dbbe03aaf' class='xr-section-summary' >Data variables: <span>(17)</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'>0.8102 0.9797 ... 0.7603 0.5644</div><input id='attrs-5271deef-e177-4310-86d0-2665162c5b64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5271deef-e177-4310-86d0-2665162c5b64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35e2a28a-c32d-4fd9-8233-d85e9d5f8474' class='xr-var-data-in' type='checkbox'><label for='data-35e2a28a-c32d-4fd9-8233-d85e9d5f8474' 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([[0.81017376, 0.97967916, 0.79122123, ..., 1.        , 0.99786059,\n",
+       "        0.80308464],\n",
+       "       [0.93575086, 0.81897911, 0.81096461, ..., 0.79568903, 0.50341163,\n",
+       "        0.94658193],\n",
+       "       [0.95217167, 0.72796425, 1.        , ..., 0.89765411, 0.4719845 ,\n",
+       "        0.78706216],\n",
+       "       [0.99908587, 0.49618296, 0.94158163, ..., 1.        , 0.76029301,\n",
+       "        0.56440882]])</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-0596ffa2-5df7-4e75-9016-fc1f0a53bf15' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0596ffa2-5df7-4e75-9016-fc1f0a53bf15' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9441fe6-b880-4cf5-805a-56dcde1ca0ce' class='xr-var-data-in' type='checkbox'><label for='data-b9441fe6-b880-4cf5-805a-56dcde1ca0ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
-       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.031e+03 3.033e+03 ... 3.03e+03</div><input id='attrs-e6a4f206-96df-4316-ae07-8fb5e295ae2a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6a4f206-96df-4316-ae07-8fb5e295ae2a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51d09700-2b1c-4a9e-899c-595d4291c603' class='xr-var-data-in' type='checkbox'><label for='data-51d09700-2b1c-4a9e-899c-595d4291c603' 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([[3030.95257087, 3032.52465874, 3034.70845569, ..., 3036.15783701,\n",
-       "        3042.76025758, 3041.29542033],\n",
-       "       [3033.75654332, 3035.61351106, 3042.51619274, ..., 3031.3620594 ,\n",
-       "        3032.01902519, 3034.63133888],\n",
-       "       [3030.52907516, 3034.88992223, 3037.24854532, ..., 3034.30206703,\n",
-       "        3031.49224032, 3031.24380268],\n",
-       "       [3039.91163182, 3034.23464721, 3029.71127869, ..., 3034.34891335,\n",
-       "        3032.44226131, 3029.61021025]])</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'>-0.01338 0.3081 ... 0.1738 -0.02049</div><input id='attrs-a855275a-c114-4f32-a3f8-41097a387e6b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a855275a-c114-4f32-a3f8-41097a387e6b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f162aff-f15b-405b-b6fb-74027dede152' class='xr-var-data-in' type='checkbox'><label for='data-5f162aff-f15b-405b-b6fb-74027dede152' 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([[-1.33847517e-02,  3.08086998e-01,  1.64720646e-01, ...,\n",
-       "         4.04514075e-01, -6.41986957e-01,  5.28649700e-01],\n",
-       "       [-1.64293237e-01,  2.60053178e-01, -8.50969600e-02, ...,\n",
-       "        -4.69018206e-01,  6.78070412e-01, -2.93378093e-02],\n",
-       "       [-3.55295577e-01,  4.70747640e-01,  1.31335101e-02, ...,\n",
-       "        -3.33009529e-01,  3.02384145e-04, -2.83571897e-01],\n",
-       "       [-2.56886836e-01, -1.16667795e-04, -6.34627834e-01, ...,\n",
-       "        -8.81511855e-01,  1.73836109e-01, -2.04919624e-02]])</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'>-6 -5 7 -3 -1 4 -1 ... 4 3 3 -2 1 3</div><input id='attrs-6bb7b0a8-230f-4f3e-9632-a353c2cd1310' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6bb7b0a8-230f-4f3e-9632-a353c2cd1310' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d181ce3-5bbd-4339-9713-8ef0b24cfd16' class='xr-var-data-in' type='checkbox'><label for='data-3d181ce3-5bbd-4339-9713-8ef0b24cfd16' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-6, -5,  7, ..., -1, -2, -3],\n",
-       "       [-4,  5, -3, ..., -6, -2, -7],\n",
-       "       [-3, -1, -2, ...,  5, -6,  5],\n",
-       "       [-3, -5, -1, ..., -2,  1,  3]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>largest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-caf9d053-d893-43ce-a160-611d95aef0af' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-caf9d053-d893-43ce-a160-611d95aef0af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f5f17ec-ca84-463c-96f6-60a06be421f8' class='xr-var-data-in' type='checkbox'><label for='data-2f5f17ec-ca84-463c-96f6-60a06be421f8' 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([[nan, nan, nan, ..., nan, nan, nan],\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'>3.134e+03 3.13e+03 ... 3.134e+03</div><input id='attrs-f3e22a77-e88b-458f-b14e-10a0f51cf471' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3e22a77-e88b-458f-b14e-10a0f51cf471' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83e42512-3221-4ec9-8175-4b55be5322b7' class='xr-var-data-in' type='checkbox'><label for='data-83e42512-3221-4ec9-8175-4b55be5322b7' 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([[3134.1534868 , 3129.71489641, 3132.54222199, ..., 3131.60386004,\n",
+       "        3130.12257165, 3130.48036075],\n",
+       "       [3132.69622653, 3134.69169559, 3137.15508059, ..., 3136.4549215 ,\n",
+       "        3136.68550509, 3137.94489338],\n",
+       "       [3136.02480254, 3135.71347417, 3132.36252267, ..., 3132.01442265,\n",
+       "        3133.70244016, 3136.23952516],\n",
+       "       [3133.8137375 , 3137.47593911, 3139.00099299, ..., 3133.08903016,\n",
+       "        3132.04691007, 3133.57758712]])</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'>-0.1007 -0.1661 ... -0.3212 0.906</div><input id='attrs-c43b01ae-50a5-4c5c-a7b3-373a58954405' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c43b01ae-50a5-4c5c-a7b3-373a58954405' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65c999e1-73c4-425e-ba5f-e4a377fc378a' class='xr-var-data-in' type='checkbox'><label for='data-65c999e1-73c4-425e-ba5f-e4a377fc378a' 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([[-0.10067834, -0.16608879,  0.13420379, ..., -0.24718236,\n",
+       "        -0.11846664,  0.22806026],\n",
+       "       [-0.07895363,  0.08594847,  0.00790749, ..., -1.46440091,\n",
+       "         0.86041718, -0.35147041],\n",
+       "       [-0.18861592,  0.46269694, -0.38871953, ..., -0.10385776,\n",
+       "         0.83152997, -0.06507879],\n",
+       "       [-0.8731787 ,  0.98187202, -0.33960506, ..., -0.70758833,\n",
+       "        -0.3211887 ,  0.90602398]])</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 -4 -6 6 2 5 ... -2 1 -5 2 5 -1</div><input id='attrs-255168c1-31b7-4f9b-9c63-4e690fa6c8b6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-255168c1-31b7-4f9b-9c63-4e690fa6c8b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa781cbe-e999-4718-9a43-c5e9ef767b62' class='xr-var-data-in' type='checkbox'><label for='data-aa781cbe-e999-4718-9a43-c5e9ef767b62' 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, -4, -6, ..., -5,  7,  4],\n",
+       "       [-3,  3, -3, ...,  1,  2,  6],\n",
+       "       [-6, -3, -1, ...,  6, -3, -1],\n",
+       "       [ 6, -2, -2, ...,  2,  5, -1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>largest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-8d5f6284-d610-444c-bef4-8828adade17c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d5f6284-d610-444c-bef4-8828adade17c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e1e8cb5-0c58-4e70-86e6-9957817d31cf' class='xr-var-data-in' type='checkbox'><label for='data-8e1e8cb5-0c58-4e70-86e6-9957817d31cf' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
-       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>-3.027e+03 ... -3.027e+03</div><input id='attrs-604c6706-a250-4125-be45-97b7d606a4b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-604c6706-a250-4125-be45-97b7d606a4b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0fa38697-6c0b-4edd-97b7-084cde1ec581' class='xr-var-data-in' type='checkbox'><label for='data-0fa38697-6c0b-4edd-97b7-084cde1ec581' 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([[-3027.345497  , -3029.28307301, -3030.3491985 , ...,\n",
-       "        -3033.80692281, -3032.72667135, -3035.26025304],\n",
-       "       [-3030.23543475, -3031.00349237, -3037.4546121 , ...,\n",
-       "        -3026.93584262, -3030.08665855, -3029.96870899],\n",
-       "       [-3026.2854055 , -3029.74527232, -3031.64835704, ...,\n",
-       "        -3028.58414897, -3028.15193523, -3027.79191157],\n",
-       "       [-3030.81823316, -3029.55103539, -3026.8303183 , ...,\n",
-       "        -3027.60979049, -3027.59076339, -3027.39128471]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2929 0.4832 ... 0.5461 -0.1721</div><input id='attrs-ab9a7c27-f370-435b-9a25-0ea91b75e86f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab9a7c27-f370-435b-9a25-0ea91b75e86f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c542565-fbd3-4e47-b036-3f9b7559d4e8' class='xr-var-data-in' type='checkbox'><label for='data-3c542565-fbd3-4e47-b036-3f9b7559d4e8' 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([[ 0.29292812,  0.48317226,  0.44377716, ...,  0.57819239,\n",
-       "         1.3883395 ,  0.5286497 ],\n",
-       "       [-0.54969408,  0.40875603,  0.8930481 , ...,  0.69583098,\n",
-       "         0.67807041,  0.30097786],\n",
-       "       [ 0.7745348 ,  2.26488649,  0.61561693, ...,  0.57585024,\n",
-       "         0.41574949, -0.2835719 ],\n",
-       "       [ 0.86554447,  0.25575318, -0.72807077, ..., -0.88151186,\n",
-       "         0.54612987, -0.17212951]])</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'>float64</div><div class='xr-var-preview xr-preview'>7.0 7.0 7.0 7.0 ... 7.0 3.0 3.0 7.0</div><input id='attrs-c9b473be-07c0-47db-9ad8-26a0102428f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9b473be-07c0-47db-9ad8-26a0102428f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3667cf57-5477-4c0b-a755-9b3708e1433f' class='xr-var-data-in' type='checkbox'><label for='data-3667cf57-5477-4c0b-a755-9b3708e1433f' 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., 7.],\n",
-       "       [7., 7., 3., ..., 7., 3., 7.],\n",
-       "       [3., 3., 7., ..., 7., 7., 7.],\n",
-       "       [7., 7., 3., ..., 3., 3., 7.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0006592 0.0007185 ... 0.000793</div><input id='attrs-678e8431-d7fc-47f0-80a6-464695e2692b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-678e8431-d7fc-47f0-80a6-464695e2692b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09f8aec8-efc7-437f-96f3-9b67bfdddc70' class='xr-var-data-in' type='checkbox'><label for='data-09f8aec8-efc7-437f-96f3-9b67bfdddc70' 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([[0.00065925, 0.00071854, 0.00064671, ..., 0.00036363, 0.00068863,\n",
-       "        0.00069912],\n",
-       "       [0.00067108, 0.00067742, 0.00034667, ..., 0.00065817, 0.00033454,\n",
-       "        0.00065512],\n",
-       "       [0.00032562, 0.0003185 , 0.00069458, ..., 0.00072383, 0.00058867,\n",
-       "        0.0005865 ],\n",
-       "       [0.00066883, 0.00062746, 0.00032925, ..., 0.00033842, 0.00058262,\n",
-       "        0.000793  ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_start</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.006e+05 6.006e+05 ... 6.006e+05</div><input id='attrs-25f36068-d26a-46d6-9077-269809f9c19f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25f36068-d26a-46d6-9077-269809f9c19f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11485564-6823-4514-8e93-afd6f0d82cfd' class='xr-var-data-in' type='checkbox'><label for='data-11485564-6823-4514-8e93-afd6f0d82cfd' 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([[600578.046423  , 600578.04714212, 600578.04791979, ...,\n",
-       "        600578.71992679, 600578.72034204, 600578.72108533],\n",
-       "       [600578.06818754, 600578.06892367, 600578.06965829, ...,\n",
-       "        600578.73121346, 600578.73192204, 600578.73230638],\n",
-       "       [600578.12603821, 600578.12642087, 600578.12679008, ...,\n",
-       "        600578.80888704, 600578.80966683, 600578.81030825],\n",
-       "       [600578.05588779, 600578.05661667, 600578.05729204, ...,\n",
-       "        600578.73363512, 600578.73717667, 600578.73784183]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>process_time_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000659 0.000715 ... 0.000782</div><input id='attrs-3561879e-bfc9-42f9-b731-097beec7e3b6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3561879e-bfc9-42f9-b731-097beec7e3b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2299f2c9-4222-4ce0-9bf6-42b06d353496' class='xr-var-data-in' type='checkbox'><label for='data-2299f2c9-4222-4ce0-9bf6-42b06d353496' 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([[0.000659, 0.000715, 0.000647, ..., 0.000363, 0.000688, 0.000699],\n",
-       "       [0.000671, 0.000678, 0.000347, ..., 0.000658, 0.000334, 0.000656],\n",
-       "       [0.000325, 0.000319, 0.00068 , ..., 0.000717, 0.000588, 0.000586],\n",
-       "       [0.000669, 0.000627, 0.00033 , ..., 0.000339, 0.000577, 0.000782]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>reached_max_treedepth</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-196e2c27-7992-4801-8a29-e5e9e91d8568' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-196e2c27-7992-4801-8a29-e5e9e91d8568' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a3563403-2399-4d1e-9eae-e6211dbf0500' class='xr-var-data-in' type='checkbox'><label for='data-a3563403-2399-4d1e-9eae-e6211dbf0500' 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",
+       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>-3.128e+03 -3.127e+03 ... -3.13e+03</div><input id='attrs-8db257f4-d361-4521-ba44-285622dcc65e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8db257f4-d361-4521-ba44-285622dcc65e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1fbd9704-45d2-425f-bcf0-24ef6adc0197' class='xr-var-data-in' type='checkbox'><label for='data-1fbd9704-45d2-425f-bcf0-24ef6adc0197' 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([[-3127.913406  , -3127.08856924, -3128.01744834, ...,\n",
+       "        -3127.95224732, -3126.8800753 , -3127.53132539],\n",
+       "       [-3128.13050012, -3129.86899045, -3130.75394362, ...,\n",
+       "        -3126.97731629, -3133.76744862, -3129.83935594],\n",
+       "       [-3129.46607839, -3131.11864011, -3129.35668178, ...,\n",
+       "        -3126.97886994, -3129.88119217, -3128.83492474],\n",
+       "       [-3126.97549349, -3134.80124317, -3130.92050311, ...,\n",
+       "        -3126.81807533, -3127.55615621, -3129.70648327]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4959 -0.2068 ... 1.257 0.906</div><input id='attrs-4cf6990e-4bb5-4855-b9e7-004fe79a47c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4cf6990e-4bb5-4855-b9e7-004fe79a47c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92102feb-efd7-4fbd-adbb-b0e2706d6b1c' class='xr-var-data-in' type='checkbox'><label for='data-92102feb-efd7-4fbd-adbb-b0e2706d6b1c' 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([[ 0.49593313, -0.2067832 ,  0.5016389 , ..., -0.510249  ,\n",
+       "        -0.23296364,  0.42338433],\n",
+       "       [-0.41580355,  0.51553855,  0.71160095, ..., -1.46440091,\n",
+       "         0.86041718, -0.40225425],\n",
+       "       [-0.42360214,  0.4796559 , -0.6947031 , ...,  0.33799618,\n",
+       "         0.88158333,  0.93290937],\n",
+       "       [-0.8731787 ,  1.34361709, -0.49485706, ..., -0.7968198 ,\n",
+       "         1.25738072,  0.90602398]])</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'>float64</div><div class='xr-var-preview xr-preview'>7.0 7.0 7.0 7.0 ... 7.0 7.0 7.0 7.0</div><input id='attrs-54485287-fff0-40b5-b456-e9fbc93cfe02' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54485287-fff0-40b5-b456-e9fbc93cfe02' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff2c5faf-d047-420f-9fbd-9c2a035dd228' class='xr-var-data-in' type='checkbox'><label for='data-ff2c5faf-d047-420f-9fbd-9c2a035dd228' 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., ..., 7., 7., 7.],\n",
+       "       [7., 3., 7., ..., 3., 3., 7.],\n",
+       "       [7., 7., 7., ..., 7., 7., 7.],\n",
+       "       [7., 7., 7., ..., 7., 7., 7.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0006647 0.000667 ... 0.0008394</div><input id='attrs-6d6ec3d9-3123-4c23-baf5-cc7b02a9f1f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d6ec3d9-3123-4c23-baf5-cc7b02a9f1f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1686efb9-d8bb-45f8-bbbc-b1289e198822' class='xr-var-data-in' type='checkbox'><label for='data-1686efb9-d8bb-45f8-bbbc-b1289e198822' 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([[0.00066467, 0.000667  , 0.00067046, ..., 0.00071833, 0.00085383,\n",
+       "        0.00073296],\n",
+       "       [0.00070679, 0.00036137, 0.00067708, ..., 0.00032979, 0.00032804,\n",
+       "        0.00064646],\n",
+       "       [0.00067467, 0.00067046, 0.00066975, ..., 0.00066642, 0.00066538,\n",
+       "        0.00066492],\n",
+       "       [0.00066821, 0.00067071, 0.00067196, ..., 0.00067871, 0.0006905 ,\n",
+       "        0.00083942]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_start</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.227e+05 6.227e+05 ... 6.227e+05</div><input id='attrs-f3401901-6ed9-485e-b5a0-a087f382a30e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3401901-6ed9-485e-b5a0-a087f382a30e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7366aa3-dc27-4003-8a32-a063c90c909e' class='xr-var-data-in' type='checkbox'><label for='data-a7366aa3-dc27-4003-8a32-a063c90c909e' 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([[622695.65764683, 622695.65836458, 622695.659083  , ...,\n",
+       "        622696.3651225 , 622696.36589442, 622696.36688325],\n",
+       "       [622695.64212021, 622695.64288633, 622695.64329992, ...,\n",
+       "        622696.32435729, 622696.32473783, 622696.32511704],\n",
+       "       [622695.59499675, 622695.59572296, 622695.59644442, ...,\n",
+       "        622696.25690525, 622696.25762192, 622696.25833746],\n",
+       "       [622695.59228517, 622695.59300562, 622695.59372792, ...,\n",
+       "        622696.27918263, 622696.27991521, 622696.28075146]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>process_time_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000665 0.000667 ... 0.000815</div><input id='attrs-bb7e9524-4f4d-4ccd-b7ad-3b402bca8555' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb7e9524-4f4d-4ccd-b7ad-3b402bca8555' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cd5ab2a-bf3d-4876-9dbb-08b5a4225ba0' class='xr-var-data-in' type='checkbox'><label for='data-6cd5ab2a-bf3d-4876-9dbb-08b5a4225ba0' 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([[0.000665, 0.000667, 0.000671, ..., 0.000719, 0.00084 , 0.000714],\n",
+       "       [0.000707, 0.000361, 0.000677, ..., 0.000329, 0.000327, 0.000646],\n",
+       "       [0.000676, 0.000672, 0.00067 , ..., 0.000666, 0.000666, 0.000665],\n",
+       "       [0.000668, 0.000671, 0.000672, ..., 0.000679, 0.000691, 0.000815]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>reached_max_treedepth</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-d7ea1444-8978-40f2-b046-9ca345371ce2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7ea1444-8978-40f2-b046-9ca345371ce2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c209e0e4-2883-4dba-a34c-2ce68247d2bc' class='xr-var-data-in' type='checkbox'><label for='data-c209e0e4-2883-4dba-a34c-2ce68247d2bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
-       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>smallest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-ccd7d275-3359-4875-890b-f9c5334d8679' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ccd7d275-3359-4875-890b-f9c5334d8679' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d28ccffa-6a98-42a3-a6f2-e233c37c7c45' class='xr-var-data-in' type='checkbox'><label for='data-d28ccffa-6a98-42a3-a6f2-e233c37c7c45' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>smallest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-a38f8b0e-5609-40f1-8868-bf3806689e71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a38f8b0e-5609-40f1-8868-bf3806689e71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87a5f20c-5634-4de6-bdc8-8f59e4af4e61' class='xr-var-data-in' type='checkbox'><label for='data-87a5f20c-5634-4de6-bdc8-8f59e4af4e61' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
-       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>0.8374 0.8374 ... 0.6495 0.6495</div><input id='attrs-a42a07fa-add2-483e-8816-3c2ae0f66323' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a42a07fa-add2-483e-8816-3c2ae0f66323' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b43a575-d6f2-478b-a1e7-985d81cdb7b6' class='xr-var-data-in' type='checkbox'><label for='data-3b43a575-d6f2-478b-a1e7-985d81cdb7b6' 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([[0.83741633, 0.83741633, 0.83741633, ..., 0.83741633, 0.83741633,\n",
-       "        0.83741633],\n",
-       "       [0.99573692, 0.99573692, 0.99573692, ..., 0.99573692, 0.99573692,\n",
-       "        0.99573692],\n",
-       "       [0.69824403, 0.69824403, 0.69824403, ..., 0.69824403, 0.69824403,\n",
-       "        0.69824403],\n",
-       "       [0.6495322 , 0.6495322 , 0.6495322 , ..., 0.6495322 , 0.6495322 ,\n",
-       "        0.6495322 ]])</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'>0.7359 0.7359 ... 0.7366 0.7366</div><input id='attrs-80122cab-bfb5-46a5-b132-b9de8e019627' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80122cab-bfb5-46a5-b132-b9de8e019627' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a29d1b0-03fa-48d2-a515-d7bdc23ce51e' class='xr-var-data-in' type='checkbox'><label for='data-6a29d1b0-03fa-48d2-a515-d7bdc23ce51e' 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([[0.73587422, 0.73587422, 0.73587422, ..., 0.73587422, 0.73587422,\n",
-       "        0.73587422],\n",
-       "       [0.75682514, 0.75682514, 0.75682514, ..., 0.75682514, 0.75682514,\n",
-       "        0.75682514],\n",
-       "       [0.72551894, 0.72551894, 0.72551894, ..., 0.72551894, 0.72551894,\n",
-       "        0.72551894],\n",
-       "       [0.73664413, 0.73664413, 0.73664413, ..., 0.73664413, 0.73664413,\n",
-       "        0.73664413]])</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 2 ... 3 3 3 3 3 2 2 3</div><input id='attrs-85bb13ea-1947-4c2c-a402-9f4194a1f61a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85bb13ea-1947-4c2c-a402-9f4194a1f61a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a7f2542-f317-4b17-bf28-45aee783507b' class='xr-var-data-in' type='checkbox'><label for='data-4a7f2542-f317-4b17-bf28-45aee783507b' 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, 3],\n",
-       "       [3, 3, 2, ..., 3, 2, 3],\n",
-       "       [2, 2, 3, ..., 3, 3, 3],\n",
-       "       [3, 3, 2, ..., 2, 2, 3]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5501ef8e-327e-45f9-bfed-61b0b7d4348e' class='xr-section-summary-in' type='checkbox'  ><label for='section-5501ef8e-327e-45f9-bfed-61b0b7d4348e' 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-728d3893-a276-41d4-b965-e205a54e6a6b' class='xr-index-data-in' type='checkbox'/><label for='index-728d3893-a276-41d4-b965-e205a54e6a6b' 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-bee50fa9-1b78-4c59-95eb-e2e52cf40945' class='xr-index-data-in' type='checkbox'/><label for='index-bee50fa9-1b78-4c59-95eb-e2e52cf40945' 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",
+       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>0.6943 0.6943 ... 0.7577 0.7577</div><input id='attrs-e7202521-a1f2-4e12-ac75-3a295f96cff2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e7202521-a1f2-4e12-ac75-3a295f96cff2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de916cc0-c605-4d9a-8540-df220d6014a9' class='xr-var-data-in' type='checkbox'><label for='data-de916cc0-c605-4d9a-8540-df220d6014a9' 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([[0.69430442, 0.69430442, 0.69430442, ..., 0.69430442, 0.69430442,\n",
+       "        0.69430442],\n",
+       "       [0.71299097, 0.71299097, 0.71299097, ..., 0.71299097, 0.71299097,\n",
+       "        0.71299097],\n",
+       "       [0.85475669, 0.85475669, 0.85475669, ..., 0.85475669, 0.85475669,\n",
+       "        0.85475669],\n",
+       "       [0.75769933, 0.75769933, 0.75769933, ..., 0.75769933, 0.75769933,\n",
+       "        0.75769933]])</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'>0.7292 0.7292 ... 0.7036 0.7036</div><input id='attrs-f429fb7c-b104-4925-b080-41c62b347bfa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f429fb7c-b104-4925-b080-41c62b347bfa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3a4b7b4-2a06-41f9-a97d-534db1bc7ecb' class='xr-var-data-in' type='checkbox'><label for='data-c3a4b7b4-2a06-41f9-a97d-534db1bc7ecb' 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([[0.72915623, 0.72915623, 0.72915623, ..., 0.72915623, 0.72915623,\n",
+       "        0.72915623],\n",
+       "       [0.73931027, 0.73931027, 0.73931027, ..., 0.73931027, 0.73931027,\n",
+       "        0.73931027],\n",
+       "       [0.73402409, 0.73402409, 0.73402409, ..., 0.73402409, 0.73402409,\n",
+       "        0.73402409],\n",
+       "       [0.70357134, 0.70357134, 0.70357134, ..., 0.70357134, 0.70357134,\n",
+       "        0.70357134]])</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 3 3 2 3 ... 2 3 3 2 3 3 3 3</div><input id='attrs-b65fbdda-f52b-477b-b7a9-403990736124' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b65fbdda-f52b-477b-b7a9-403990736124' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11499f1b-e9c0-4fe0-b7ed-96bac55f488f' class='xr-var-data-in' type='checkbox'><label for='data-11499f1b-e9c0-4fe0-b7ed-96bac55f488f' 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",
+       "       [3, 2, 3, ..., 2, 2, 3],\n",
+       "       [3, 3, 3, ..., 3, 3, 3],\n",
+       "       [3, 3, 3, ..., 3, 3, 3]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-908c8dfb-6e88-4d29-a216-f560e98aa4b5' class='xr-section-summary-in' type='checkbox'  ><label for='section-908c8dfb-6e88-4d29-a216-f560e98aa4b5' 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-df77db5c-c702-4637-9f34-ea423c7f6496' class='xr-index-data-in' type='checkbox'/><label for='index-df77db5c-c702-4637-9f34-ea423c7f6496' 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-e8d7e1ec-c14b-4414-bd7c-4faff3b7e781' class='xr-index-data-in' type='checkbox'/><label for='index-e8d7e1ec-c14b-4414-bd7c-4faff3b7e781' 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-9d9151d2-1de4-41ea-93a5-ccd75fdb8113' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9d9151d2-1de4-41ea-93a5-ccd75fdb8113' 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>2024-09-04T17:09:09.408031+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>2.983023166656494</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\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-316e08e7-d4b2-47f3-9ea3-d6dea8919561' class='xr-section-summary-in' type='checkbox'  checked><label for='section-316e08e7-d4b2-47f3-9ea3-d6dea8919561' 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>2024-09-05T14:26:26.203327+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>3.0827558040618896</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
        "                      </ul>\n",
        "                  </div>\n",
        "            </li>\n",
        "            \n",
        "            <li class = \"xr-section-item\">\n",
-       "                  <input id=\"idata_observed_dataa354213e-2e3f-4531-b2aa-dd1c6c019d69\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_observed_dataa354213e-2e3f-4531-b2aa-dd1c6c019d69\" class = \"xr-section-summary\">observed_data</label>\n",
+       "                  <input id=\"idata_observed_dataef231823-bc2f-4ffc-995d-45cd6f8c17a2\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_observed_dataef231823-bc2f-4ffc-995d-45cd6f8c17a2\" 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",
@@ -1753,42 +1784,42 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 512B\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 544B\n",
        "Dimensions:  (date: 10, country: 4)\n",
        "Coordinates:\n",
        "  * date     (date) datetime64[ns] 80B 2023-01-01 2023-01-02 ... 2023-01-10\n",
-       "  * country  (country) &lt;U7 112B &#x27;Canada&#x27; &#x27;France&#x27; &#x27;Germany&#x27; &#x27;USA&#x27;\n",
+       "  * country  (country) &lt;U9 144B &#x27;Argentina&#x27; &#x27;Chile&#x27; &#x27;Colombia&#x27; &#x27;Venezuela&#x27;\n",
        "Data variables:\n",
-       "    y        (date, country) float64 320B 598.0 883.0 880.0 ... 904.0 1.094e+03\n",
+       "    y        (date, country) float64 320B 794.0 608.0 703.0 ... 609.0 536.0\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:09:09.410542+00:00\n",
+       "    created_at:                 2024-09-05T14:26:26.205763+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
-       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-95510691-2c5b-4411-b5c3-8e2c52c3c2e1' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-95510691-2c5b-4411-b5c3-8e2c52c3c2e1' 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'>date</span>: 10</li><li><span class='xr-has-index'>country</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f8ca6ac5-0ca1-47dc-8be9-833cc9c110b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f8ca6ac5-0ca1-47dc-8be9-833cc9c110b5' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-e6bb70fb-929f-4c23-a33d-30d885b4766c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6bb70fb-929f-4c23-a33d-30d885b4766c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96d636d4-a889-473f-8ec9-2b21621b400c' class='xr-var-data-in' type='checkbox'><label for='data-96d636d4-a889-473f-8ec9-2b21621b400c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
+       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-1edd25d5-f4fa-4b72-b04b-4fe5e69629a8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1edd25d5-f4fa-4b72-b04b-4fe5e69629a8' 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'>date</span>: 10</li><li><span class='xr-has-index'>country</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-99c69c23-b016-42f4-8e4d-b3b88cc8789e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-99c69c23-b016-42f4-8e4d-b3b88cc8789e' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-84fca882-1fa2-4c4d-b9d2-0b0c211b43f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84fca882-1fa2-4c4d-b9d2-0b0c211b43f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8ff1abb-141e-4bcb-80a9-0a8d93ad4e0d' class='xr-var-data-in' type='checkbox'><label for='data-c8ff1abb-141e-4bcb-80a9-0a8d93ad4e0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-03T00:00:00.000000000&#x27;, &#x27;2023-01-04T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-05T00:00:00.000000000&#x27;, &#x27;2023-01-06T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-07T00:00:00.000000000&#x27;, &#x27;2023-01-08T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-09T00:00:00.000000000&#x27;, &#x27;2023-01-10T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;Canada&#x27; &#x27;France&#x27; &#x27;Germany&#x27; &#x27;USA&#x27;</div><input id='attrs-9b31d42b-7f99-4519-8c53-910e0d1b6a17' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b31d42b-7f99-4519-8c53-910e0d1b6a17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85c3f4fc-94e9-47e9-b014-3019629ab08a' class='xr-var-data-in' type='checkbox'><label for='data-85c3f4fc-94e9-47e9-b014-3019629ab08a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Canada&#x27;, &#x27;France&#x27;, &#x27;Germany&#x27;, &#x27;USA&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5a838da5-06ec-4964-a9dd-33e3f098e91f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5a838da5-06ec-4964-a9dd-33e3f098e91f' 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'>(date, country)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>598.0 883.0 ... 904.0 1.094e+03</div><input id='attrs-b4176070-6564-4069-84a4-66f09b7b94f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b4176070-6564-4069-84a4-66f09b7b94f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de3f6809-62c4-47f3-8ecf-5553e35ba1d7' class='xr-var-data-in' type='checkbox'><label for='data-de3f6809-62c4-47f3-8ecf-5553e35ba1d7' 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([[ 598.,  883.,  880., 1056.],\n",
-       "       [1281.,  829.,  854.,  774.],\n",
-       "       [1063., 1033.,  718.,  868.],\n",
-       "       [ 753., 1197.,  846.,  830.],\n",
-       "       [ 508., 1137.,  884.,  950.],\n",
-       "       [ 647.,  930., 1154.,  471.],\n",
-       "       [ 468.,  912.,  684.,  868.],\n",
-       "       [1100., 1002.,  802.,  828.],\n",
-       "       [ 931.,  885.,  915.,  936.],\n",
-       "       [ 970.,  748.,  904., 1094.]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f0f05505-3c9b-4514-8072-cf4bc63da664' class='xr-section-summary-in' type='checkbox'  ><label for='section-f0f05505-3c9b-4514-8072-cf4bc63da664' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9584af3c-4a08-43ee-9b77-1f4d5248d845' class='xr-index-data-in' type='checkbox'/><label for='index-9584af3c-4a08-43ee-9b77-1f4d5248d845' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;Argentina&#x27; &#x27;Chile&#x27; ... &#x27;Venezuela&#x27;</div><input id='attrs-f8b81979-cd6c-46d8-b1fc-fe1adf96a2e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f8b81979-cd6c-46d8-b1fc-fe1adf96a2e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef63c43e-49fc-46fb-982c-c49e60022620' class='xr-var-data-in' type='checkbox'><label for='data-ef63c43e-49fc-46fb-982c-c49e60022620' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Argentina&#x27;, &#x27;Chile&#x27;, &#x27;Colombia&#x27;, &#x27;Venezuela&#x27;], dtype=&#x27;&lt;U9&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9cecaca3-f4a9-40e7-8b62-e3148613f8c6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9cecaca3-f4a9-40e7-8b62-e3148613f8c6' 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'>(date, country)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>794.0 608.0 703.0 ... 609.0 536.0</div><input id='attrs-e2ab0a72-c92c-4692-9b76-5de4809514ab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2ab0a72-c92c-4692-9b76-5de4809514ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c54ccc90-fba6-4cb2-809a-5fd1ba5b326a' class='xr-var-data-in' type='checkbox'><label for='data-c54ccc90-fba6-4cb2-809a-5fd1ba5b326a' 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([[ 794.,  608.,  703.,  849.],\n",
+       "       [ 687.,  445.,  852.,  880.],\n",
+       "       [ 899.,  561.,  938., 1348.],\n",
+       "       [ 836.,  573., 1117., 1084.],\n",
+       "       [1128., 1218., 1286., 1220.],\n",
+       "       [1098.,  980., 1086., 1002.],\n",
+       "       [1031.,  827.,  946.,  945.],\n",
+       "       [1015.,  968.,  951., 1070.],\n",
+       "       [ 666.,  693.,  704., 1045.],\n",
+       "       [ 823., 1134.,  609.,  536.]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a48c90b4-6f05-4765-aa63-fefd008627b4' class='xr-section-summary-in' type='checkbox'  ><label for='section-a48c90b4-6f05-4765-aa63-fefd008627b4' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2df88151-2b67-4659-b6b4-8bc83474974a' class='xr-index-data-in' type='checkbox'/><label for='index-2df88151-2b67-4659-b6b4-8bc83474974a' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
        "               &#x27;2023-01-05&#x27;, &#x27;2023-01-06&#x27;, &#x27;2023-01-07&#x27;, &#x27;2023-01-08&#x27;,\n",
        "               &#x27;2023-01-09&#x27;, &#x27;2023-01-10&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>country</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-74829724-c0c3-4809-8fc5-b8660254d49a' class='xr-index-data-in' type='checkbox'/><label for='index-74829724-c0c3-4809-8fc5-b8660254d49a' 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([&#x27;Canada&#x27;, &#x27;France&#x27;, &#x27;Germany&#x27;, &#x27;USA&#x27;], dtype=&#x27;object&#x27;, name=&#x27;country&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-763a9636-186c-4a85-9d37-db44edfa5f04' class='xr-section-summary-in' type='checkbox'  checked><label for='section-763a9636-186c-4a85-9d37-db44edfa5f04' 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>2024-09-04T17:09:09.410542+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>country</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f93dda0c-3b34-468e-9695-0be26b54c421' class='xr-index-data-in' type='checkbox'/><label for='index-f93dda0c-3b34-468e-9695-0be26b54c421' 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([&#x27;Argentina&#x27;, &#x27;Chile&#x27;, &#x27;Colombia&#x27;, &#x27;Venezuela&#x27;], dtype=&#x27;object&#x27;, name=&#x27;country&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2ba02866-a757-40f1-92f4-9f586afc1b91' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ba02866-a757-40f1-92f4-9f586afc1b91' 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>2024-09-05T14:26:26.205763+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</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_constant_data214906b6-15e5-4ce3-a983-f1b16a3429a3\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_constant_data214906b6-15e5-4ce3-a983-f1b16a3429a3\" class = \"xr-section-summary\">constant_data</label>\n",
+       "                  <input id=\"idata_constant_data24a7e89f-f9f5-4458-be12-e0daa158ea93\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_constant_data24a7e89f-f9f5-4458-be12-e0daa158ea93\" class = \"xr-section-summary\">constant_data</label>\n",
        "                  <div class=\"xr-section-inline-details\"></div>\n",
        "                  <div class=\"xr-section-details\">\n",
        "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
@@ -2156,77 +2187,77 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 680B\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 712B\n",
        "Dimensions:       (date: 10, country: 4, channel: 2)\n",
        "Coordinates:\n",
        "  * date          (date) datetime64[ns] 80B 2023-01-01 2023-01-02 ... 2023-01-10\n",
-       "  * country       (country) &lt;U7 112B &#x27;Canada&#x27; &#x27;France&#x27; &#x27;Germany&#x27; &#x27;USA&#x27;\n",
+       "  * country       (country) &lt;U9 144B &#x27;Argentina&#x27; &#x27;Chile&#x27; &#x27;Colombia&#x27; &#x27;Venezuela&#x27;\n",
        "  * channel       (channel) &lt;U1 8B &#x27;a&#x27; &#x27;b&#x27;\n",
        "Data variables:\n",
-       "    channel_data  (date, country, channel) int32 320B 295 143 226 ... 404 283\n",
-       "    target        (date, country) int32 160B 598 883 880 1056 ... 748 904 1094\n",
+       "    channel_data  (date, country, channel) int32 320B 202 246 100 ... 125 263\n",
+       "    target        (date, country) int32 160B 794 608 703 849 ... 1134 609 536\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:09:09.411481+00:00\n",
+       "    created_at:                 2024-09-05T14:26:26.206696+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
-       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f80e8d54-e34f-4f97-902d-8d531e432a7a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f80e8d54-e34f-4f97-902d-8d531e432a7a' 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'>date</span>: 10</li><li><span class='xr-has-index'>country</span>: 4</li><li><span class='xr-has-index'>channel</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2ab4f3c7-f38b-4dee-97fe-95b706e1f4ea' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ab4f3c7-f38b-4dee-97fe-95b706e1f4ea' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-eaa0ce8c-6613-4b27-ad99-553a1a1dd3bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eaa0ce8c-6613-4b27-ad99-553a1a1dd3bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1870bb0-f783-4d5c-abb8-f348a823cec1' class='xr-var-data-in' type='checkbox'><label for='data-e1870bb0-f783-4d5c-abb8-f348a823cec1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
+       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-30c1ba84-83f5-4576-a55c-28281f0cc37c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-30c1ba84-83f5-4576-a55c-28281f0cc37c' 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'>date</span>: 10</li><li><span class='xr-has-index'>country</span>: 4</li><li><span class='xr-has-index'>channel</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8c5b146c-9e9e-4c26-9095-38ec66b06f55' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c5b146c-9e9e-4c26-9095-38ec66b06f55' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-24ac6125-81a4-4676-8bfc-3c379f55384c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24ac6125-81a4-4676-8bfc-3c379f55384c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5648bddc-7c77-4f99-b6d2-ce5e7a125579' class='xr-var-data-in' type='checkbox'><label for='data-5648bddc-7c77-4f99-b6d2-ce5e7a125579' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-03T00:00:00.000000000&#x27;, &#x27;2023-01-04T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-05T00:00:00.000000000&#x27;, &#x27;2023-01-06T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-07T00:00:00.000000000&#x27;, &#x27;2023-01-08T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-09T00:00:00.000000000&#x27;, &#x27;2023-01-10T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;Canada&#x27; &#x27;France&#x27; &#x27;Germany&#x27; &#x27;USA&#x27;</div><input id='attrs-95f601ca-1986-4b77-b622-3a616de98979' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95f601ca-1986-4b77-b622-3a616de98979' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-086f2f56-b4d1-4e41-903b-d4e8f19f0765' class='xr-var-data-in' type='checkbox'><label for='data-086f2f56-b4d1-4e41-903b-d4e8f19f0765' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Canada&#x27;, &#x27;France&#x27;, &#x27;Germany&#x27;, &#x27;USA&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-c98ff7b4-3714-4e92-89f3-c283d1af6f93' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c98ff7b4-3714-4e92-89f3-c283d1af6f93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a47c84fb-e260-4b23-8ac3-d5401e637f51' class='xr-var-data-in' type='checkbox'><label for='data-a47c84fb-e260-4b23-8ac3-d5401e637f51' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c35be2dc-9414-49cd-ad4a-76a619561aa3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c35be2dc-9414-49cd-ad4a-76a619561aa3' class='xr-section-summary' >Data variables: <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>channel_data</span></div><div class='xr-var-dims'>(date, country, channel)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>295 143 226 174 ... 368 164 404 283</div><input id='attrs-d527cbaa-06db-4179-bd45-7b8d6a288095' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d527cbaa-06db-4179-bd45-7b8d6a288095' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e976d9d-61d9-4329-8f83-03395457e5e2' class='xr-var-data-in' type='checkbox'><label for='data-7e976d9d-61d9-4329-8f83-03395457e5e2' 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([[[295, 143],\n",
-       "        [226, 174],\n",
-       "        [205, 271],\n",
-       "        [321, 373]],\n",
-       "\n",
-       "       [[497, 305],\n",
-       "        [279, 372],\n",
-       "        [462, 259],\n",
-       "        [256, 374]],\n",
-       "\n",
-       "       [[220, 467],\n",
-       "        [282, 425],\n",
-       "        [164, 357],\n",
-       "        [243, 385]],\n",
-       "\n",
-       "       [[287, 101],\n",
-       "        [419, 292],\n",
-       "        [222, 328],\n",
-       "        [450, 234]],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>country</span></div><div class='xr-var-dims'>(country)</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;Argentina&#x27; &#x27;Chile&#x27; ... &#x27;Venezuela&#x27;</div><input id='attrs-1aec3150-3ea4-415a-97f1-3bafc1167ec5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1aec3150-3ea4-415a-97f1-3bafc1167ec5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ea4c27c-bbff-4050-a502-4f879df27a2b' class='xr-var-data-in' type='checkbox'><label for='data-0ea4c27c-bbff-4050-a502-4f879df27a2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Argentina&#x27;, &#x27;Chile&#x27;, &#x27;Colombia&#x27;, &#x27;Venezuela&#x27;], dtype=&#x27;&lt;U9&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-2d2b3530-5636-49dc-89e6-15d4ecbe5809' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d2b3530-5636-49dc-89e6-15d4ecbe5809' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71422b76-ac64-4b5b-9985-837ff5760bcf' class='xr-var-data-in' type='checkbox'><label for='data-71422b76-ac64-4b5b-9985-837ff5760bcf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d60547de-8077-476b-83ed-20ddf7b484b6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d60547de-8077-476b-83ed-20ddf7b484b6' class='xr-section-summary' >Data variables: <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>channel_data</span></div><div class='xr-var-dims'>(date, country, channel)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>202 246 100 280 ... 209 244 125 263</div><input id='attrs-bb839328-0f42-42ff-aa92-cc15accff54c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb839328-0f42-42ff-aa92-cc15accff54c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25ca1238-7a02-4410-b30d-7f5399f44f1a' class='xr-var-data-in' type='checkbox'><label for='data-25ca1238-7a02-4410-b30d-7f5399f44f1a' 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([[[202, 246],\n",
+       "        [100, 280],\n",
+       "        [159, 366],\n",
+       "        [293, 238]],\n",
+       "\n",
+       "       [[269, 298],\n",
+       "        [187, 124],\n",
+       "        [146, 306],\n",
+       "        [374, 241]],\n",
+       "\n",
+       "       [[313, 178],\n",
+       "        [270, 108],\n",
+       "        [453, 291],\n",
+       "        [479, 380]],\n",
+       "\n",
+       "       [[280, 456],\n",
+       "        [111, 350],\n",
+       "        [475, 277],\n",
+       "        [346, 315]],\n",
        "\n",
        "...\n",
        "\n",
-       "       [[145, 156],\n",
-       "        [311, 440],\n",
-       "        [299, 198],\n",
-       "        [140, 346]],\n",
-       "\n",
-       "       [[195, 468],\n",
-       "        [325, 278],\n",
-       "        [400, 277],\n",
-       "        [265, 404]],\n",
-       "\n",
-       "       [[329, 280],\n",
-       "        [484, 245],\n",
-       "        [149, 340],\n",
-       "        [420, 320]],\n",
-       "\n",
-       "       [[130, 369],\n",
-       "        [385, 245],\n",
-       "        [368, 164],\n",
-       "        [404, 283]]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>target</span></div><div class='xr-var-dims'>(date, country)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>598 883 880 1056 ... 748 904 1094</div><input id='attrs-6ca18a34-2da0-499a-b566-e021f036deb1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ca18a34-2da0-499a-b566-e021f036deb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f378af7-f447-4c76-a98b-f9ff3642c7e4' class='xr-var-data-in' type='checkbox'><label for='data-5f378af7-f447-4c76-a98b-f9ff3642c7e4' 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([[ 598,  883,  880, 1056],\n",
-       "       [1281,  829,  854,  774],\n",
-       "       [1063, 1033,  718,  868],\n",
-       "       [ 753, 1197,  846,  830],\n",
-       "       [ 508, 1137,  884,  950],\n",
-       "       [ 647,  930, 1154,  471],\n",
-       "       [ 468,  912,  684,  868],\n",
-       "       [1100, 1002,  802,  828],\n",
-       "       [ 931,  885,  915,  936],\n",
-       "       [ 970,  748,  904, 1094]], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f318a2b6-ac64-4e51-b340-1869e21a71db' class='xr-section-summary-in' type='checkbox'  ><label for='section-f318a2b6-ac64-4e51-b340-1869e21a71db' class='xr-section-summary' >Indexes: <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-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bae15823-fef5-4d78-b59f-88b12c91967c' class='xr-index-data-in' type='checkbox'/><label for='index-bae15823-fef5-4d78-b59f-88b12c91967c' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
+       "       [[493, 200],\n",
+       "        [118, 420],\n",
+       "        [121, 391],\n",
+       "        [341, 166]],\n",
+       "\n",
+       "       [[376, 231],\n",
+       "        [332, 322],\n",
+       "        [155, 474],\n",
+       "        [478, 176]],\n",
+       "\n",
+       "       [[239, 102],\n",
+       "        [232, 324],\n",
+       "        [195, 400],\n",
+       "        [296, 366]],\n",
+       "\n",
+       "       [[377, 316],\n",
+       "        [456, 304],\n",
+       "        [209, 244],\n",
+       "        [125, 263]]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>target</span></div><div class='xr-var-dims'>(date, country)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>794 608 703 849 ... 1134 609 536</div><input id='attrs-267b7822-7c77-4f7b-9683-b4e84a6fd275' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-267b7822-7c77-4f7b-9683-b4e84a6fd275' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4db20eb-db64-4f1c-8631-964b028512a2' class='xr-var-data-in' type='checkbox'><label for='data-f4db20eb-db64-4f1c-8631-964b028512a2' 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([[ 794,  608,  703,  849],\n",
+       "       [ 687,  445,  852,  880],\n",
+       "       [ 899,  561,  938, 1348],\n",
+       "       [ 836,  573, 1117, 1084],\n",
+       "       [1128, 1218, 1286, 1220],\n",
+       "       [1098,  980, 1086, 1002],\n",
+       "       [1031,  827,  946,  945],\n",
+       "       [1015,  968,  951, 1070],\n",
+       "       [ 666,  693,  704, 1045],\n",
+       "       [ 823, 1134,  609,  536]], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d928c75d-2ca5-4bfc-88dc-e894c56f7d4f' class='xr-section-summary-in' type='checkbox'  ><label for='section-d928c75d-2ca5-4bfc-88dc-e894c56f7d4f' class='xr-section-summary' >Indexes: <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-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cf46d20d-5f04-4c17-9e75-9643a2d2e1b2' class='xr-index-data-in' type='checkbox'/><label for='index-cf46d20d-5f04-4c17-9e75-9643a2d2e1b2' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
        "               &#x27;2023-01-05&#x27;, &#x27;2023-01-06&#x27;, &#x27;2023-01-07&#x27;, &#x27;2023-01-08&#x27;,\n",
        "               &#x27;2023-01-09&#x27;, &#x27;2023-01-10&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>country</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e11667f8-1409-48cd-80af-be682ecf8611' class='xr-index-data-in' type='checkbox'/><label for='index-e11667f8-1409-48cd-80af-be682ecf8611' 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([&#x27;Canada&#x27;, &#x27;France&#x27;, &#x27;Germany&#x27;, &#x27;USA&#x27;], dtype=&#x27;object&#x27;, name=&#x27;country&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-19960aca-890a-4788-b4d8-b277c24cd4fd' class='xr-index-data-in' type='checkbox'/><label for='index-19960aca-890a-4788-b4d8-b277c24cd4fd' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1a2b8d2-2796-4001-97a1-4465c5367b2f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d1a2b8d2-2796-4001-97a1-4465c5367b2f' 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>2024-09-04T17:09:09.411481+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>country</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-975dc66d-35d3-4910-9a71-a154690af6ed' class='xr-index-data-in' type='checkbox'/><label for='index-975dc66d-35d3-4910-9a71-a154690af6ed' 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([&#x27;Argentina&#x27;, &#x27;Chile&#x27;, &#x27;Colombia&#x27;, &#x27;Venezuela&#x27;], dtype=&#x27;object&#x27;, name=&#x27;country&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-590b3c61-4c49-4f51-bf03-a4b981a0bcfb' class='xr-index-data-in' type='checkbox'/><label for='index-590b3c61-4c49-4f51-bf03-a4b981a0bcfb' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6a85e352-4664-4b8a-96cd-799d82738984' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6a85e352-4664-4b8a-96cd-799d82738984' 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>2024-09-05T14:26:26.206696+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
        "                      </ul>\n",
        "                  </div>\n",
        "            </li>\n",
@@ -2583,18 +2614,18 @@
        "\t> constant_data"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "mmm.fit(X=df.drop(columns=\"target\"), y=df.drop(columnas=channels))"
+    "mmm.fit(X=df.drop(columns=\"target\"), y=df.drop(columns=channels))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -2606,10 +2637,10 @@
        "<!-- Generated by graphviz version 12.0.0 (0)\n",
        " -->\n",
        "<!-- Pages: 1 -->\n",
-       "<svg width=\"709pt\" height=\"608pt\"\n",
-       " viewBox=\"0.00 0.00 709.00 608.27\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<svg width=\"708pt\" height=\"608pt\"\n",
+       " viewBox=\"0.00 0.00 708.00 608.27\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
        "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 604.27)\">\n",
-       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-604.27 705,-604.27 705,4 -4,4\"/>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-604.27 704,-604.27 704,4 -4,4\"/>\n",
        "<g id=\"clust1\" class=\"cluster\">\n",
        "<title>clusterdate (10) x country (4) x channel (2)</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M20,-352.54C20,-352.54 211,-352.54 211,-352.54 217,-352.54 223,-358.54 223,-364.54 223,-364.54 223,-568.36 223,-568.36 223,-574.36 217,-580.36 211,-580.36 211,-580.36 20,-580.36 20,-580.36 14,-580.36 8,-574.36 8,-568.36 8,-568.36 8,-364.54 8,-364.54 8,-358.54 14,-352.54 20,-352.54\"/>\n",
@@ -2627,8 +2658,8 @@
        "</g>\n",
        "<g id=\"clust4\" class=\"cluster\">\n",
        "<title>clusterchannel (2)</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M243,-470.45C243,-470.45 681,-470.45 681,-470.45 687,-470.45 693,-476.45 693,-482.45 693,-482.45 693,-580.27 693,-580.27 693,-586.27 687,-592.27 681,-592.27 681,-592.27 243,-592.27 243,-592.27 237,-592.27 231,-586.27 231,-580.27 231,-580.27 231,-482.45 231,-482.45 231,-476.45 237,-470.45 243,-470.45\"/>\n",
-       "<text text-anchor=\"middle\" x=\"654.25\" y=\"-477.65\" font-family=\"Times,serif\" font-size=\"14.00\">channel (2)</text>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M243,-470.45C243,-470.45 680,-470.45 680,-470.45 686,-470.45 692,-476.45 692,-482.45 692,-482.45 692,-580.27 692,-580.27 692,-586.27 686,-592.27 680,-592.27 680,-592.27 243,-592.27 243,-592.27 237,-592.27 231,-586.27 231,-580.27 231,-580.27 231,-482.45 231,-482.45 231,-476.45 237,-470.45 243,-470.45\"/>\n",
+       "<text text-anchor=\"middle\" x=\"653.25\" y=\"-477.65\" font-family=\"Times,serif\" font-size=\"14.00\">channel (2)</text>\n",
        "</g>\n",
        "<!-- channel_data -->\n",
        "<g id=\"node1\" class=\"node\">\n",
@@ -2647,13 +2678,13 @@
        "<text text-anchor=\"middle\" x=\"147\" y=\"-392.24\" font-family=\"Times,serif\" font-size=\"14.00\">Deterministic</text>\n",
        "</g>\n",
        "<!-- channel_data&#45;&gt;channel_contributions -->\n",
-       "<g id=\"edge2\" class=\"edge\">\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
        "<title>channel_data&#45;&gt;channel_contributions</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M147,-514.56C147,-496.83 147,-473.65 147,-454.1\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"150.5,-454.29 147,-444.29 143.5,-454.29 150.5,-454.29\"/>\n",
        "</g>\n",
        "<!-- mu -->\n",
-       "<g id=\"node4\" class=\"node\">\n",
+       "<g id=\"node3\" class=\"node\">\n",
        "<title>mu</title>\n",
        "<polygon fill=\"none\" stroke=\"black\" points=\"260.12,-320.73 169.88,-320.73 169.88,-263.23 260.12,-263.23 260.12,-320.73\"/>\n",
        "<text text-anchor=\"middle\" x=\"215\" y=\"-303.43\" font-family=\"Times,serif\" font-size=\"14.00\">mu</text>\n",
@@ -2661,19 +2692,11 @@
        "<text text-anchor=\"middle\" x=\"215\" y=\"-270.43\" font-family=\"Times,serif\" font-size=\"14.00\">Deterministic</text>\n",
        "</g>\n",
        "<!-- channel_contributions&#45;&gt;mu -->\n",
-       "<g id=\"edge6\" class=\"edge\">\n",
+       "<g id=\"edge7\" class=\"edge\">\n",
        "<title>channel_contributions&#45;&gt;mu</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M162.94,-384.7C172.07,-368.63 183.63,-348.25 193.54,-330.78\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"196.52,-332.63 198.41,-322.21 190.43,-329.18 196.52,-332.63\"/>\n",
        "</g>\n",
-       "<!-- target -->\n",
-       "<g id=\"node3\" class=\"node\">\n",
-       "<title>target</title>\n",
-       "<path fill=\"lightgrey\" stroke=\"black\" d=\"M232,-98C232,-98 202,-98 202,-98 196,-98 190,-92 190,-86 190,-86 190,-52.5 190,-52.5 190,-46.5 196,-40.5 202,-40.5 202,-40.5 232,-40.5 232,-40.5 238,-40.5 244,-46.5 244,-52.5 244,-52.5 244,-86 244,-86 244,-92 238,-98 232,-98\"/>\n",
-       "<text text-anchor=\"middle\" x=\"217\" y=\"-80.7\" font-family=\"Times,serif\" font-size=\"14.00\">target</text>\n",
-       "<text text-anchor=\"middle\" x=\"217\" y=\"-64.2\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
-       "<text text-anchor=\"middle\" x=\"217\" y=\"-47.7\" font-family=\"Times,serif\" font-size=\"14.00\">Data</text>\n",
-       "</g>\n",
        "<!-- y -->\n",
        "<g id=\"node5\" class=\"node\">\n",
        "<title>y</title>\n",
@@ -2683,11 +2706,19 @@
        "<text text-anchor=\"middle\" x=\"217\" y=\"-153.11\" font-family=\"Times,serif\" font-size=\"14.00\">Normal</text>\n",
        "</g>\n",
        "<!-- mu&#45;&gt;y -->\n",
-       "<g id=\"edge9\" class=\"edge\">\n",
+       "<g id=\"edge8\" class=\"edge\">\n",
        "<title>mu&#45;&gt;y</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M215.49,-262.77C215.68,-251.94 215.9,-239.23 216.11,-226.91\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"219.6,-227.34 216.28,-217.28 212.61,-227.22 219.6,-227.34\"/>\n",
        "</g>\n",
+       "<!-- target -->\n",
+       "<g id=\"node4\" class=\"node\">\n",
+       "<title>target</title>\n",
+       "<path fill=\"lightgrey\" stroke=\"black\" d=\"M232,-98C232,-98 202,-98 202,-98 196,-98 190,-92 190,-86 190,-86 190,-52.5 190,-52.5 190,-46.5 196,-40.5 202,-40.5 202,-40.5 232,-40.5 232,-40.5 238,-40.5 244,-46.5 244,-52.5 244,-52.5 244,-86 244,-86 244,-92 238,-98 232,-98\"/>\n",
+       "<text text-anchor=\"middle\" x=\"217\" y=\"-80.7\" font-family=\"Times,serif\" font-size=\"14.00\">target</text>\n",
+       "<text text-anchor=\"middle\" x=\"217\" y=\"-64.2\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
+       "<text text-anchor=\"middle\" x=\"217\" y=\"-47.7\" font-family=\"Times,serif\" font-size=\"14.00\">Data</text>\n",
+       "</g>\n",
        "<!-- y&#45;&gt;target -->\n",
        "<g id=\"edge1\" class=\"edge\">\n",
        "<title>y&#45;&gt;target</title>\n",
@@ -2703,51 +2734,51 @@
        "<text text-anchor=\"middle\" x=\"284\" y=\"-392.24\" font-family=\"Times,serif\" font-size=\"14.00\">Normal</text>\n",
        "</g>\n",
        "<!-- intercept&#45;&gt;mu -->\n",
-       "<g id=\"edge7\" class=\"edge\">\n",
+       "<g id=\"edge6\" class=\"edge\">\n",
        "<title>intercept&#45;&gt;mu</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M263.48,-377.17C255.09,-362.6 245.37,-345.72 236.85,-330.91\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"239.95,-329.28 231.92,-322.36 233.88,-332.78 239.95,-329.28\"/>\n",
        "</g>\n",
-       "<!-- saturation_beta -->\n",
+       "<!-- adstock_alpha -->\n",
        "<g id=\"node7\" class=\"node\">\n",
-       "<title>saturation_beta</title>\n",
-       "<ellipse fill=\"none\" stroke=\"black\" cx=\"309\" cy=\"-543.61\" rx=\"69.65\" ry=\"40.66\"/>\n",
-       "<text text-anchor=\"middle\" x=\"309\" y=\"-555.06\" font-family=\"Times,serif\" font-size=\"14.00\">saturation_beta</text>\n",
-       "<text text-anchor=\"middle\" x=\"309\" y=\"-538.56\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
-       "<text text-anchor=\"middle\" x=\"309\" y=\"-522.06\" font-family=\"Times,serif\" font-size=\"14.00\">HalfNormal</text>\n",
+       "<title>adstock_alpha</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"305\" cy=\"-543.61\" rx=\"65.94\" ry=\"40.66\"/>\n",
+       "<text text-anchor=\"middle\" x=\"305\" y=\"-555.06\" font-family=\"Times,serif\" font-size=\"14.00\">adstock_alpha</text>\n",
+       "<text text-anchor=\"middle\" x=\"305\" y=\"-538.56\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
+       "<text text-anchor=\"middle\" x=\"305\" y=\"-522.06\" font-family=\"Times,serif\" font-size=\"14.00\">Beta</text>\n",
        "</g>\n",
-       "<!-- saturation_beta&#45;&gt;channel_contributions -->\n",
-       "<g id=\"edge3\" class=\"edge\">\n",
-       "<title>saturation_beta&#45;&gt;channel_contributions</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M272.21,-508.64C258.33,-496.26 242.22,-482.38 227,-470.45 217.92,-463.33 208,-456.06 198.33,-449.21\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"200.61,-446.54 190.41,-443.67 196.6,-452.27 200.61,-446.54\"/>\n",
+       "<!-- adstock_alpha&#45;&gt;channel_contributions -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>adstock_alpha&#45;&gt;channel_contributions</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M270.59,-508.85C257.33,-496.36 241.81,-482.36 227,-470.45 218.2,-463.38 208.55,-456.2 199.09,-449.47\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"201.17,-446.65 190.97,-443.77 197.14,-452.38 201.17,-446.65\"/>\n",
        "</g>\n",
-       "<!-- adstock_alpha -->\n",
+       "<!-- saturation_beta -->\n",
        "<g id=\"node8\" class=\"node\">\n",
-       "<title>adstock_alpha</title>\n",
-       "<ellipse fill=\"none\" stroke=\"black\" cx=\"463\" cy=\"-543.61\" rx=\"65.94\" ry=\"40.66\"/>\n",
-       "<text text-anchor=\"middle\" x=\"463\" y=\"-555.06\" font-family=\"Times,serif\" font-size=\"14.00\">adstock_alpha</text>\n",
-       "<text text-anchor=\"middle\" x=\"463\" y=\"-538.56\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
-       "<text text-anchor=\"middle\" x=\"463\" y=\"-522.06\" font-family=\"Times,serif\" font-size=\"14.00\">Beta</text>\n",
+       "<title>saturation_beta</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"459\" cy=\"-543.61\" rx=\"69.65\" ry=\"40.66\"/>\n",
+       "<text text-anchor=\"middle\" x=\"459\" y=\"-555.06\" font-family=\"Times,serif\" font-size=\"14.00\">saturation_beta</text>\n",
+       "<text text-anchor=\"middle\" x=\"459\" y=\"-538.56\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
+       "<text text-anchor=\"middle\" x=\"459\" y=\"-522.06\" font-family=\"Times,serif\" font-size=\"14.00\">HalfNormal</text>\n",
        "</g>\n",
-       "<!-- adstock_alpha&#45;&gt;channel_contributions -->\n",
+       "<!-- saturation_beta&#45;&gt;channel_contributions -->\n",
        "<g id=\"edge4\" class=\"edge\">\n",
-       "<title>adstock_alpha&#45;&gt;channel_contributions</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M435.1,-506.28C422.36,-492.51 406.08,-478.26 388,-470.45 355.12,-456.24 261.29,-472.81 227,-462.45 216.21,-459.19 205.35,-454.17 195.28,-448.59\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"197.2,-445.65 186.8,-443.63 193.66,-451.7 197.2,-445.65\"/>\n",
+       "<title>saturation_beta&#45;&gt;channel_contributions</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M429.62,-506.67C416.09,-492.77 398.85,-478.34 380,-470.45 348.59,-457.31 259.58,-472.34 227,-462.45 216.21,-459.18 205.36,-454.15 195.29,-448.56\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"197.21,-445.63 186.81,-443.6 193.67,-451.67 197.21,-445.63\"/>\n",
        "</g>\n",
        "<!-- saturation_lam -->\n",
        "<g id=\"node9\" class=\"node\">\n",
        "<title>saturation_lam</title>\n",
-       "<ellipse fill=\"none\" stroke=\"black\" cx=\"616\" cy=\"-543.61\" rx=\"68.59\" ry=\"40.66\"/>\n",
-       "<text text-anchor=\"middle\" x=\"616\" y=\"-555.06\" font-family=\"Times,serif\" font-size=\"14.00\">saturation_lam</text>\n",
-       "<text text-anchor=\"middle\" x=\"616\" y=\"-538.56\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
-       "<text text-anchor=\"middle\" x=\"616\" y=\"-522.06\" font-family=\"Times,serif\" font-size=\"14.00\">Gamma</text>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"615\" cy=\"-543.61\" rx=\"68.59\" ry=\"40.66\"/>\n",
+       "<text text-anchor=\"middle\" x=\"615\" y=\"-555.06\" font-family=\"Times,serif\" font-size=\"14.00\">saturation_lam</text>\n",
+       "<text text-anchor=\"middle\" x=\"615\" y=\"-538.56\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
+       "<text text-anchor=\"middle\" x=\"615\" y=\"-522.06\" font-family=\"Times,serif\" font-size=\"14.00\">Gamma</text>\n",
        "</g>\n",
        "<!-- saturation_lam&#45;&gt;channel_contributions -->\n",
        "<g id=\"edge5\" class=\"edge\">\n",
        "<title>saturation_lam&#45;&gt;channel_contributions</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M587.17,-506.43C573.84,-492.49 556.8,-478.09 538,-470.45 505.98,-457.43 260.21,-472.05 227,-462.45 216.05,-459.29 205.07,-454.25 194.89,-448.61\"/>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M586.63,-506.43C573.48,-492.5 556.64,-478.1 538,-470.45 506.02,-457.33 260.21,-472.05 227,-462.45 216.05,-459.29 205.07,-454.25 194.89,-448.61\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"196.73,-445.63 186.33,-443.59 193.18,-451.67 196.73,-445.63\"/>\n",
        "</g>\n",
        "<!-- y_sigma -->\n",
@@ -2759,7 +2790,7 @@
        "<text text-anchor=\"middle\" x=\"336\" y=\"-270.43\" font-family=\"Times,serif\" font-size=\"14.00\">HalfNormal</text>\n",
        "</g>\n",
        "<!-- y_sigma&#45;&gt;y -->\n",
-       "<g id=\"edge8\" class=\"edge\">\n",
+       "<g id=\"edge9\" class=\"edge\">\n",
        "<title>y_sigma&#45;&gt;y</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M302.54,-258.55C287.43,-243.91 269.54,-226.57 254.03,-211.55\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"256.88,-209.43 247.26,-204.98 252,-214.45 256.88,-209.43\"/>\n",
@@ -2768,10 +2799,10 @@
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x323e73100>"
+       "<graphviz.graphs.Digraph at 0x32dc96aa0>"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2782,7 +2813,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2800,7 +2831,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -2824,7 +2855,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "46ce03cb22ce4498a5a07e14cc19549e",
+       "model_id": "37cc1e5641e64bdbaa0f6c7d8408c9a9",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2876,8 +2907,8 @@
        "              <ul class=\"xr-sections group-sections\">\n",
        "              \n",
        "            <li class = \"xr-section-item\">\n",
-       "                  <input id=\"idata_posteriora942ff67-8927-4db2-8940-c47e1f94972a\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_posteriora942ff67-8927-4db2-8940-c47e1f94972a\" class = \"xr-section-summary\">posterior</label>\n",
+       "                  <input id=\"idata_posterior727642a7-3a4f-43a8-ac42-2f26e67912d0\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_posterior727642a7-3a4f-43a8-ac42-2f26e67912d0\" class = \"xr-section-summary\">posterior</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",
@@ -3253,222 +3284,222 @@
        "  * channel                (channel) &lt;U1 8B &#x27;a&#x27; &#x27;b&#x27;\n",
        "  * date                   (date) datetime64[ns] 80B 2023-01-01 ... 2023-01-10\n",
        "Data variables:\n",
-       "    adstock_alpha          (chain, draw, channel) float64 64kB 0.07005 ... 0....\n",
-       "    channel_contributions  (chain, draw, date, channel) float64 640kB 3.748 ....\n",
-       "    intercept              (chain, draw) float64 32kB 6.862 5.572 ... 5.809\n",
-       "    mu                     (chain, draw, date) float64 320kB 17.9 17.9 ... 17.39\n",
-       "    saturation_beta        (chain, draw, channel) float64 64kB 3.748 ... 4.177\n",
-       "    saturation_lam         (chain, draw, channel) float64 64kB 0.7242 ... 9.839\n",
-       "    y_sigma                (chain, draw) float64 32kB 73.75 74.76 ... 72.8 73.83\n",
+       "    adstock_alpha          (chain, draw, channel) float64 64kB 0.3763 ... 0.127\n",
+       "    channel_contributions  (chain, draw, date, channel) float64 640kB 6.78 .....\n",
+       "    intercept              (chain, draw) float64 32kB 5.516 4.885 ... 4.766\n",
+       "    mu                     (chain, draw, date) float64 320kB 21.27 ... 19.31\n",
+       "    saturation_beta        (chain, draw, channel) float64 64kB 6.78 ... 7.9\n",
+       "    saturation_lam         (chain, draw, channel) float64 64kB 4.565 ... 5.055\n",
+       "    y_sigma                (chain, draw) float64 32kB 79.41 78.06 ... 76.86\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:10:38.094544+00:00\n",
+       "    created_at:                 2024-09-05T14:26:35.956818+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
        "    inference_library_version:  5.15.1\n",
-       "    sampling_time:              2.7505319118499756\n",
-       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f520910f-6539-4042-a59a-8e058c1c20d6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f520910f-6539-4042-a59a-8e058c1c20d6' 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>: 1000</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dcfe8358-ebe8-4a5f-a5d1-c296139393ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dcfe8358-ebe8-4a5f-a5d1-c296139393ef' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-684ba3bd-eb96-444e-ae28-2b4efb95b92f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-684ba3bd-eb96-444e-ae28-2b4efb95b92f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80ca74de-126a-4165-8b7c-3da9c793ebe9' class='xr-var-data-in' type='checkbox'><label for='data-80ca74de-126a-4165-8b7c-3da9c793ebe9' 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 ... 995 996 997 998 999</div><input id='attrs-a82764fd-dbea-4022-a5a4-4ec6055b767b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a82764fd-dbea-4022-a5a4-4ec6055b767b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43487bdd-e680-4759-b415-3bc3d55ea1c0' class='xr-var-data-in' type='checkbox'><label for='data-43487bdd-e680-4759-b415-3bc3d55ea1c0' 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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-76beedfb-e71d-4c24-a729-5bc86f22769f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76beedfb-e71d-4c24-a729-5bc86f22769f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb679070-6744-4c84-884c-99bbed790a7c' class='xr-var-data-in' type='checkbox'><label for='data-fb679070-6744-4c84-884c-99bbed790a7c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-a3632830-39f6-431d-aedf-b2870d1b267c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a3632830-39f6-431d-aedf-b2870d1b267c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bd46fe0-8164-41aa-ab74-9433d6fdaef2' class='xr-var-data-in' type='checkbox'><label for='data-9bd46fe0-8164-41aa-ab74-9433d6fdaef2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
+       "    sampling_time:              2.6974968910217285\n",
+       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-40471476-e805-4433-ba36-0e9cff29549f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-40471476-e805-4433-ba36-0e9cff29549f' 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>: 1000</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5ca333d7-90b0-47b1-a864-95b1ffe3d1ea' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5ca333d7-90b0-47b1-a864-95b1ffe3d1ea' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-9c2180d4-db82-4127-b495-c5b00fb96e29' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c2180d4-db82-4127-b495-c5b00fb96e29' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d7593359-809f-4b8c-8ecb-675f3dc09df6' class='xr-var-data-in' type='checkbox'><label for='data-d7593359-809f-4b8c-8ecb-675f3dc09df6' 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 ... 995 996 997 998 999</div><input id='attrs-88e8db45-f9ac-45f5-af58-5904e8b4c13a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88e8db45-f9ac-45f5-af58-5904e8b4c13a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed40199b-3135-4fae-a835-65b155161c55' class='xr-var-data-in' type='checkbox'><label for='data-ed40199b-3135-4fae-a835-65b155161c55' 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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-c1ea3616-384a-473a-8fce-c41029a54173' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c1ea3616-384a-473a-8fce-c41029a54173' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11cf1251-bbae-4368-a380-aa5dda1fb4db' class='xr-var-data-in' type='checkbox'><label for='data-11cf1251-bbae-4368-a380-aa5dda1fb4db' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-517f05cc-99d5-4d24-809a-59a27e9d743b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-517f05cc-99d5-4d24-809a-59a27e9d743b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d820763-10bf-4186-8401-a5420f898878' class='xr-var-data-in' type='checkbox'><label for='data-9d820763-10bf-4186-8401-a5420f898878' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-03T00:00:00.000000000&#x27;, &#x27;2023-01-04T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-05T00:00:00.000000000&#x27;, &#x27;2023-01-06T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-07T00:00:00.000000000&#x27;, &#x27;2023-01-08T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-09T00:00:00.000000000&#x27;, &#x27;2023-01-10T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-17ef58d9-0ab4-4269-ac8b-3511f1e5ca52' class='xr-section-summary-in' type='checkbox'  checked><label for='section-17ef58d9-0ab4-4269-ac8b-3511f1e5ca52' 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>adstock_alpha</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.07005 0.1762 ... 0.01859 0.3929</div><input id='attrs-9544e2db-48b8-426b-a77f-68ac321b7e83' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9544e2db-48b8-426b-a77f-68ac321b7e83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6a6d4e2e-b989-4561-a2f3-78aaeaaa980f' class='xr-var-data-in' type='checkbox'><label for='data-6a6d4e2e-b989-4561-a2f3-78aaeaaa980f' 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([[[0.07005015, 0.176204  ],\n",
-       "        [0.01043976, 0.6822347 ],\n",
-       "        [0.6681236 , 0.57502689],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c2a59d91-ed39-4bce-a50a-b7df39ee810b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2a59d91-ed39-4bce-a50a-b7df39ee810b' 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>adstock_alpha</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3763 0.2344 ... 0.1202 0.127</div><input id='attrs-dae51441-7ec7-4d70-b0a1-c895a4ffca00' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dae51441-7ec7-4d70-b0a1-c895a4ffca00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e650e4bd-2e6d-4da7-8c71-923e2cc190f6' class='xr-var-data-in' type='checkbox'><label for='data-e650e4bd-2e6d-4da7-8c71-923e2cc190f6' 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([[[0.37625228, 0.2344234 ],\n",
+       "        [0.25854969, 0.33535867],\n",
+       "        [0.1743795 , 0.1971472 ],\n",
        "        ...,\n",
-       "        [0.37174308, 0.10567882],\n",
-       "        [0.3103456 , 0.45647437],\n",
-       "        [0.0648418 , 0.08233487]],\n",
+       "        [0.23535341, 0.02914586],\n",
+       "        [0.17464229, 0.09225176],\n",
+       "        [0.578791  , 0.32742232]],\n",
        "\n",
-       "       [[0.42946718, 0.46324985],\n",
-       "        [0.34990791, 0.18553779],\n",
-       "        [0.27916436, 0.54144157],\n",
+       "       [[0.11764456, 0.3112482 ],\n",
+       "        [0.40686889, 0.31660413],\n",
+       "        [0.82285346, 0.11682559],\n",
        "        ...,\n",
-       "        [0.02835824, 0.49882071],\n",
-       "        [0.02606641, 0.08486104],\n",
-       "        [0.05636145, 0.21215172]],\n",
+       "        [0.12117534, 0.35909181],\n",
+       "        [0.05415356, 0.04620205],\n",
+       "        [0.84486063, 0.15794603]],\n",
        "\n",
-       "       [[0.27096874, 0.08839591],\n",
-       "        [0.03013134, 0.1098797 ],\n",
-       "        [0.6438098 , 0.4345763 ],\n",
+       "       [[0.16147595, 0.16024196],\n",
+       "        [0.04073572, 0.38598026],\n",
+       "        [0.50654366, 0.24393491],\n",
        "        ...,\n",
-       "        [0.48545104, 0.43654148],\n",
-       "        [0.21152244, 0.79807337],\n",
-       "        [0.1208523 , 0.55304371]],\n",
+       "        [0.21738928, 0.49727658],\n",
+       "        [0.29856333, 0.00298847],\n",
+       "        [0.32113077, 0.00428582]],\n",
        "\n",
-       "       [[0.07204801, 0.16876124],\n",
-       "        [0.02947347, 0.37672543],\n",
-       "        [0.45882388, 0.16950465],\n",
+       "       [[0.25013264, 0.01607878],\n",
+       "        [0.04303775, 0.20087058],\n",
+       "        [0.20878293, 0.25141374],\n",
        "        ...,\n",
-       "        [0.03372005, 0.3898511 ],\n",
-       "        [0.08738429, 0.81737741],\n",
-       "        [0.01858774, 0.39293659]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.748 7.291 3.748 ... 7.405 4.177</div><input id='attrs-5b30d62f-c45a-480b-9e01-0d96ddade7fb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5b30d62f-c45a-480b-9e01-0d96ddade7fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f38f155-df33-42fa-a26e-478af96d1537' class='xr-var-data-in' type='checkbox'><label for='data-8f38f155-df33-42fa-a26e-478af96d1537' 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([[[[3.74840248, 7.2905211 ],\n",
-       "         [3.74840248, 7.2905211 ],\n",
-       "         [3.74840248, 7.2905211 ],\n",
+       "        [0.2226609 , 0.19461535],\n",
+       "        [0.20839922, 0.2774426 ],\n",
+       "        [0.12017446, 0.12701964]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.78 8.972 6.78 ... 7.9 6.639 7.9</div><input id='attrs-8fab5d0a-5cf7-4ce2-85da-4bfb5558ffc5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8fab5d0a-5cf7-4ce2-85da-4bfb5558ffc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22176588-9c18-489a-8a6e-dd2ab53abb98' class='xr-var-data-in' type='checkbox'><label for='data-22176588-9c18-489a-8a6e-dd2ab53abb98' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 6.78041382,  8.97169628],\n",
+       "         [ 6.78041382,  8.97169628],\n",
+       "         [ 6.78041382,  8.97169628],\n",
        "         ...,\n",
-       "         [3.74840248, 7.2905211 ],\n",
-       "         [3.74840248, 7.2905211 ],\n",
-       "         [3.74840248, 7.2905211 ]],\n",
+       "         [ 6.78041382,  8.97169628],\n",
+       "         [ 6.78041382,  8.97169628],\n",
+       "         [ 6.78041382,  8.97169628]],\n",
        "\n",
-       "        [[3.73672207, 4.42153376],\n",
-       "         [3.73672207, 4.42153376],\n",
-       "         [3.73672207, 4.42153376],\n",
+       "        [[ 6.37647464,  7.48966324],\n",
+       "         [ 6.37647464,  7.48966324],\n",
+       "         [ 6.37647464,  7.48966324],\n",
        "         ...,\n",
-       "         [3.73672207, 4.42153376],\n",
-       "         [3.73672207, 4.42153376],\n",
-       "         [3.73672207, 4.42153376]],\n",
+       "         [ 6.37647464,  7.48966324],\n",
+       "         [ 6.37647464,  7.48966324],\n",
+       "         [ 6.37647464,  7.48966324]],\n",
        "\n",
-       "        [[6.48689012, 8.30946045],\n",
-       "         [6.48689012, 8.30946045],\n",
-       "         [6.48689012, 8.30946045],\n",
+       "        [[ 7.48801333,  6.09286388],\n",
+       "         [ 7.48801333,  6.09286388],\n",
+       "         [ 7.48801333,  6.09286388],\n",
        "         ...,\n",
        "...\n",
        "         ...,\n",
-       "         [6.41345784, 5.4123632 ],\n",
-       "         [6.41345784, 5.4123632 ],\n",
-       "         [6.41345784, 5.4123632 ]],\n",
+       "         [ 3.83435503, 11.03750588],\n",
+       "         [ 3.83435503, 11.03750588],\n",
+       "         [ 3.83435503, 11.03750588]],\n",
        "\n",
-       "        [[9.15569089, 3.69553583],\n",
-       "         [9.15569089, 3.69553583],\n",
-       "         [9.15569089, 3.69553583],\n",
+       "        [[ 3.18713746,  5.87363485],\n",
+       "         [ 3.18713746,  5.87363485],\n",
+       "         [ 3.18713746,  5.87363485],\n",
        "         ...,\n",
-       "         [9.15569089, 3.69553583],\n",
-       "         [9.15569089, 3.69553583],\n",
-       "         [9.15569089, 3.69553583]],\n",
+       "         [ 3.18713746,  5.87363485],\n",
+       "         [ 3.18713746,  5.87363485],\n",
+       "         [ 3.18713746,  5.87363485]],\n",
        "\n",
-       "        [[7.40528399, 4.17727763],\n",
-       "         [7.40528399, 4.17727763],\n",
-       "         [7.40528399, 4.17727763],\n",
+       "        [[ 6.63934196,  7.90008043],\n",
+       "         [ 6.63934196,  7.90008043],\n",
+       "         [ 6.63934196,  7.90008043],\n",
        "         ...,\n",
-       "         [7.40528399, 4.17727763],\n",
-       "         [7.40528399, 4.17727763],\n",
-       "         [7.40528399, 4.17727763]]]])</pre></div></li><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'>6.862 5.572 7.572 ... 4.157 5.809</div><input id='attrs-6fbc28d4-0779-4f8e-8052-7ba366b62617' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6fbc28d4-0779-4f8e-8052-7ba366b62617' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a14f2efd-7fbe-43ea-b61e-8a85a2827344' class='xr-var-data-in' type='checkbox'><label for='data-a14f2efd-7fbe-43ea-b61e-8a85a2827344' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[6.86228254, 5.57249967, 7.57162187, ..., 9.28150909, 4.16617417,\n",
-       "        7.18201527],\n",
-       "       [6.06252838, 6.36230552, 6.14358014, ..., 7.85601751, 7.80424894,\n",
-       "        6.21506245],\n",
-       "       [6.28181849, 7.02480544, 4.4606164 , ..., 3.22626598, 2.47101159,\n",
-       "        6.24018868],\n",
-       "       [7.36152734, 6.40894983, 8.32127679, ..., 3.96505134, 4.15700271,\n",
-       "        5.80858928]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mu</span></div><div class='xr-var-dims'>(chain, draw, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>17.9 17.9 17.9 ... 17.39 17.39</div><input id='attrs-93368e69-71f4-41a1-849d-95fdfcb8bc09' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93368e69-71f4-41a1-849d-95fdfcb8bc09' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8bebb318-5b15-4779-a744-d54168564193' class='xr-var-data-in' type='checkbox'><label for='data-8bebb318-5b15-4779-a744-d54168564193' 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([[[17.90120613, 17.90120613, 17.90120613, ..., 17.90120613,\n",
-       "         17.90120613, 17.90120613],\n",
-       "        [13.7307555 , 13.7307555 , 13.7307555 , ..., 13.7307555 ,\n",
-       "         13.7307555 , 13.7307555 ],\n",
-       "        [22.36797245, 22.36797245, 22.36797245, ..., 22.36797245,\n",
-       "         22.36797245, 22.36797245],\n",
+       "         [ 6.63934196,  7.90008043],\n",
+       "         [ 6.63934196,  7.90008043],\n",
+       "         [ 6.63934196,  7.90008043]]]])</pre></div></li><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'>5.516 4.885 7.208 ... 7.934 4.766</div><input id='attrs-308b406d-1c77-43d7-9a2d-641a4b74a213' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-308b406d-1c77-43d7-9a2d-641a4b74a213' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-917f28e4-d64d-4929-94cb-3e29a0fd8fe9' class='xr-var-data-in' type='checkbox'><label for='data-917f28e4-d64d-4929-94cb-3e29a0fd8fe9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[5.51632558, 4.88525704, 7.20815566, ..., 6.09752647, 5.83594188,\n",
+       "        5.62098173],\n",
+       "       [7.1059777 , 8.33008479, 5.84243218, ..., 6.16164437, 6.43541613,\n",
+       "        5.75836035],\n",
+       "       [4.34514934, 3.97893763, 8.64354943, ..., 8.11866361, 4.84954681,\n",
+       "        5.52650795],\n",
+       "       [5.08185653, 6.03013695, 5.14392197, ..., 9.70884825, 7.93396165,\n",
+       "        4.76617961]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mu</span></div><div class='xr-var-dims'>(chain, draw, date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>21.27 21.27 21.27 ... 19.31 19.31</div><input id='attrs-b799e134-f7c2-42bb-a1ad-f4136a025b43' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b799e134-f7c2-42bb-a1ad-f4136a025b43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0d3ffa0-88b0-4ddd-b5ad-635b13bfc437' class='xr-var-data-in' type='checkbox'><label for='data-b0d3ffa0-88b0-4ddd-b5ad-635b13bfc437' 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([[[21.26843568, 21.26843568, 21.26843568, ..., 21.26843568,\n",
+       "         21.26843568, 21.26843568],\n",
+       "        [18.75139492, 18.75139492, 18.75139492, ..., 18.75139492,\n",
+       "         18.75139492, 18.75139492],\n",
+       "        [20.78903288, 20.78903288, 20.78903288, ..., 20.78903288,\n",
+       "         20.78903288, 20.78903288],\n",
        "        ...,\n",
-       "        [18.28386068, 18.28386068, 18.28386068, ..., 18.28386068,\n",
-       "         18.28386068, 18.28386068],\n",
-       "        [18.69852848, 18.69852848, 18.69852848, ..., 18.69852848,\n",
-       "         18.69852848, 18.69852848],\n",
-       "        [20.77879798, 20.77879798, 20.77879798, ..., 20.77879798,\n",
-       "         20.77879798, 20.77879798]],\n",
-       "\n",
-       "       [[22.55343329, 22.55343329, 22.55343329, ..., 22.55343329,\n",
-       "         22.55343329, 22.55343329],\n",
-       "        [16.21794684, 16.21794684, 16.21794684, ..., 16.21794684,\n",
-       "         16.21794684, 16.21794684],\n",
-       "        [17.17671611, 17.17671611, 17.17671611, ..., 17.17671611,\n",
-       "         17.17671611, 17.17671611],\n",
+       "        [16.82342001, 16.82342001, 16.82342001, ..., 16.82342001,\n",
+       "         16.82342001, 16.82342001],\n",
+       "        [18.77565474, 18.77565474, 18.77565474, ..., 18.77565474,\n",
+       "         18.77565474, 18.77565474],\n",
+       "        [21.41431745, 21.41431745, 21.41431745, ..., 21.41431745,\n",
+       "         21.41431745, 21.41431745]],\n",
+       "\n",
+       "       [[23.29989393, 23.29989393, 23.29989393, ..., 23.29989393,\n",
+       "         23.29989393, 23.29989393],\n",
+       "        [22.54193453, 22.54193453, 22.54193453, ..., 22.54193453,\n",
+       "         22.54193453, 22.54193453],\n",
+       "        [17.12086563, 17.12086563, 17.12086563, ..., 17.12086563,\n",
+       "         17.12086563, 17.12086563],\n",
        "...\n",
-       "        [12.59405324, 12.59405324, 12.59405324, ..., 12.59405324,\n",
-       "         12.59405324, 12.59405324],\n",
-       "        [12.42269175, 12.42269175, 12.42269175, ..., 12.42269175,\n",
-       "         12.42269175, 12.42269175],\n",
-       "        [12.46504179, 12.46504179, 12.46504179, ..., 12.46504179,\n",
-       "         12.46504179, 12.46504179]],\n",
-       "\n",
-       "       [[20.1170532 , 20.1170532 , 20.1170532 , ..., 20.1170532 ,\n",
-       "         20.1170532 , 20.1170532 ],\n",
-       "        [19.63656214, 19.63656214, 19.63656214, ..., 19.63656214,\n",
-       "         19.63656214, 19.63656214],\n",
-       "        [20.29404236, 20.29404236, 20.29404236, ..., 20.29404236,\n",
-       "         20.29404236, 20.29404236],\n",
+       "        [22.28418003, 22.28418003, 22.28418003, ..., 22.28418003,\n",
+       "         22.28418003, 22.28418003],\n",
+       "        [16.72341738, 16.72341738, 16.72341738, ..., 16.72341738,\n",
+       "         16.72341738, 16.72341738],\n",
+       "        [17.78867268, 17.78867268, 17.78867268, ..., 17.78867268,\n",
+       "         17.78867268, 17.78867268]],\n",
+       "\n",
+       "       [[17.17887443, 17.17887443, 17.17887443, ..., 17.17887443,\n",
+       "         17.17887443, 17.17887443],\n",
+       "        [16.19858671, 16.19858671, 16.19858671, ..., 16.19858671,\n",
+       "         16.19858671, 16.19858671],\n",
+       "        [ 9.45442114,  9.45442114,  9.45442114, ...,  9.45442114,\n",
+       "          9.45442114,  9.45442114],\n",
        "        ...,\n",
-       "        [15.79087238, 15.79087238, 15.79087238, ..., 15.79087238,\n",
-       "         15.79087238, 15.79087238],\n",
-       "        [17.00822943, 17.00822943, 17.00822943, ..., 17.00822943,\n",
-       "         17.00822943, 17.00822943],\n",
-       "        [17.3911509 , 17.3911509 , 17.3911509 , ..., 17.3911509 ,\n",
-       "         17.3911509 , 17.3911509 ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_beta</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.748 7.291 3.737 ... 7.405 4.177</div><input id='attrs-525c4c06-2f26-4c07-ada9-9de410e6c443' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-525c4c06-2f26-4c07-ada9-9de410e6c443' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-235fa138-5c31-44e4-9224-2e57664d88f8' class='xr-var-data-in' type='checkbox'><label for='data-235fa138-5c31-44e4-9224-2e57664d88f8' 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([[[3.74840248, 7.2905211 ],\n",
-       "        [3.73672207, 4.42153376],\n",
-       "        [6.48689012, 8.30946045],\n",
+       "        [24.58070915, 24.58070915, 24.58070915, ..., 24.58070915,\n",
+       "         24.58070915, 24.58070915],\n",
+       "        [16.99473395, 16.99473395, 16.99473395, ..., 16.99473395,\n",
+       "         16.99473395, 16.99473395],\n",
+       "        [19.305602  , 19.305602  , 19.305602  , ..., 19.305602  ,\n",
+       "         19.305602  , 19.305602  ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_beta</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.78 8.972 6.376 ... 6.639 7.9</div><input id='attrs-32ea5a97-a3d3-486e-9278-4a3d6f619cfc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32ea5a97-a3d3-486e-9278-4a3d6f619cfc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6f13181-a415-4de7-a76c-d867a607195f' class='xr-var-data-in' type='checkbox'><label for='data-a6f13181-a415-4de7-a76c-d867a607195f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 6.78041382,  8.97169628],\n",
+       "        [ 6.37647464,  7.48966324],\n",
+       "        [ 7.48801333,  6.09286388],\n",
        "        ...,\n",
-       "        [2.16245234, 6.83989925],\n",
-       "        [7.77281484, 6.75953948],\n",
-       "        [6.45877855, 7.13800416]],\n",
+       "        [ 4.51252278,  6.21337076],\n",
+       "        [ 5.91722323,  7.02248964],\n",
+       "        [ 7.93289719,  7.86043853]],\n",
        "\n",
-       "       [[8.95856355, 7.53234136],\n",
-       "        [4.20105862, 5.6545827 ],\n",
-       "        [2.8531008 , 8.18003517],\n",
+       "       [[ 8.47651717,  7.71739907],\n",
+       "        [ 7.30880835,  6.9030414 ],\n",
+       "        [ 7.30658544,  3.97184801],\n",
        "        ...,\n",
-       "        [7.2611682 , 8.49408009],\n",
-       "        [5.05786105, 5.41462386],\n",
-       "        [8.17936544, 5.40935721]],\n",
+       "        [ 7.34351385,  5.21880118],\n",
+       "        [ 7.21907762,  7.45548648],\n",
+       "        [ 6.8375347 ,  7.47016941]],\n",
        "\n",
-       "       [[4.44101312, 4.82906518],\n",
-       "        [7.01024644, 4.43676046],\n",
-       "        [5.93729255, 4.49818529],\n",
+       "       [[ 6.43084943,  6.84941001],\n",
+       "        [ 6.25656302,  7.14860117],\n",
+       "        [ 6.96029118,  7.06297342],\n",
        "        ...,\n",
-       "        [2.39481027, 6.97297699],\n",
-       "        [2.16344446, 7.7882357 ],\n",
-       "        [1.65202115, 4.57283197]],\n",
+       "        [ 6.77105217,  7.39446424],\n",
+       "        [ 5.66326849,  6.21060208],\n",
+       "        [ 6.16857912,  6.09358561]],\n",
        "\n",
-       "       [[5.7560686 , 6.99945726],\n",
-       "        [7.42160991, 5.80600241],\n",
-       "        [4.86819017, 7.1045754 ],\n",
+       "       [[ 3.99690021,  8.10011769],\n",
+       "        [ 7.98805836,  2.1803914 ],\n",
+       "        [ 2.50572685,  1.80477232],\n",
        "        ...,\n",
-       "        [6.41345784, 5.4123632 ],\n",
-       "        [9.15569089, 3.69553583],\n",
-       "        [7.40528399, 4.17727763]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_lam</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7242 1.744 1.208 ... 2.026 9.839</div><input id='attrs-588957ef-167e-419d-a895-156efd018c1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-588957ef-167e-419d-a895-156efd018c1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7e49281-52b8-45a8-a6d6-a0da02dedd79' class='xr-var-data-in' type='checkbox'><label for='data-e7e49281-52b8-45a8-a6d6-a0da02dedd79' 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([[[ 0.72421432,  1.74361895],\n",
-       "        [ 1.20788561,  2.54931236],\n",
-       "        [ 3.75828207,  4.79193465],\n",
+       "        [ 3.83435503, 11.03750588],\n",
+       "        [ 3.18713746,  5.87363485],\n",
+       "        [ 6.63934196,  7.90008043]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>saturation_lam</span></div><div class='xr-var-dims'>(chain, draw, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.565 4.772 1.926 ... 1.742 5.055</div><input id='attrs-d9c24e4c-22bd-4f92-8b45-e84211b8b9ff' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9c24e4c-22bd-4f92-8b45-e84211b8b9ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ea45fe1-e1ff-4a8c-a0e7-d5e8e976ec41' class='xr-var-data-in' type='checkbox'><label for='data-5ea45fe1-e1ff-4a8c-a0e7-d5e8e976ec41' 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([[[ 4.56459672,  4.77205483],\n",
+       "        [ 1.92554329,  2.42028534],\n",
+       "        [ 5.00859779,  4.54219355],\n",
        "        ...,\n",
-       "        [ 2.35029656,  3.65648663],\n",
-       "        [ 2.34884101,  2.81774777],\n",
-       "        [ 3.48823337,  2.87469873]],\n",
+       "        [12.56141214,  2.35195948],\n",
+       "        [ 5.46004424,  2.50119405],\n",
+       "        [ 2.42361405,  7.15667487]],\n",
        "\n",
-       "       [[ 1.14404036,  1.12700024],\n",
-       "        [ 2.64034405,  1.061004  ],\n",
-       "        [ 1.5327189 ,  2.06990061],\n",
+       "       [[ 4.80511774,  1.76310953],\n",
+       "        [ 1.45895806,  4.03092856],\n",
+       "        [ 1.95596926,  2.03266555],\n",
        "        ...,\n",
-       "        [ 6.92049119,  7.62462378],\n",
-       "        [ 2.61360087,  1.62349335],\n",
-       "        [ 1.65281358,  2.77692601]],\n",
+       "        [ 3.24334535,  4.21791456],\n",
+       "        [ 2.44809893,  1.85849668],\n",
+       "        [ 2.49588409,  2.2568997 ]],\n",
        "\n",
-       "       [[ 5.57215995,  5.29787267],\n",
-       "        [ 1.41093233,  6.71957565],\n",
-       "        [ 4.9529082 ,  0.93573868],\n",
+       "       [[ 3.97860532,  3.70739908],\n",
+       "        [ 3.50870766,  2.03027439],\n",
+       "        [ 2.57425841,  4.01570047],\n",
        "        ...,\n",
-       "        [ 2.13796146,  6.71582195],\n",
-       "        [ 1.77495318,  5.77813437],\n",
-       "        [ 0.7767797 ,  2.68871889]],\n",
+       "        [ 2.5126497 ,  1.81625298],\n",
+       "        [ 2.99139182,  4.33094906],\n",
+       "        [ 3.29969325,  2.52926658]],\n",
        "\n",
-       "       [[ 1.53342879,  2.04131223],\n",
-       "        [ 4.38579234,  3.8618084 ],\n",
-       "        [ 2.13642303,  3.58053382],\n",
+       "       [[ 5.28999028,  3.69953476],\n",
+       "        [ 1.88985187,  1.31944363],\n",
+       "        [ 2.37523811,  4.36800204],\n",
        "        ...,\n",
-       "        [ 3.00698445,  6.27131458],\n",
-       "        [ 4.08804326, 19.81752231],\n",
-       "        [ 2.0257075 ,  9.83853818]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_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'>73.75 74.76 71.71 ... 72.8 73.83</div><input id='attrs-8fc3548e-e76b-4266-875a-2c293ebff0c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8fc3548e-e76b-4266-875a-2c293ebff0c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-43344ee7-afe6-4daf-b786-a3155bb9b359' class='xr-var-data-in' type='checkbox'><label for='data-43344ee7-afe6-4daf-b786-a3155bb9b359' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[73.74857739, 74.75548226, 71.70959242, ..., 75.99499021,\n",
-       "        72.8038892 , 73.39123411],\n",
-       "       [73.21805493, 74.19401504, 74.21388704, ..., 72.94812245,\n",
-       "        73.5200473 , 72.96555589],\n",
-       "       [73.66934855, 73.14750815, 75.48386366, ..., 73.24439747,\n",
-       "        73.07148233, 75.2340034 ],\n",
-       "       [73.87409344, 75.00798223, 74.91164162, ..., 73.37454294,\n",
-       "        72.80367868, 73.82744933]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5925ba05-2b92-438e-b280-39b23e80c98b' class='xr-section-summary-in' type='checkbox'  ><label for='section-5925ba05-2b92-438e-b280-39b23e80c98b' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ef0708fd-2be0-4b13-9d54-046b9a7062fd' class='xr-index-data-in' type='checkbox'/><label for='index-ef0708fd-2be0-4b13-9d54-046b9a7062fd' 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-4364e717-9296-4fe5-b3f4-911896ef4eaa' class='xr-index-data-in' type='checkbox'/><label for='index-4364e717-9296-4fe5-b3f4-911896ef4eaa' 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",
+       "        [ 9.77862021,  2.79014168],\n",
+       "        [ 2.8340356 ,  1.61399527],\n",
+       "        [ 1.74226354,  5.05539733]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y_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'>79.41 78.06 80.96 ... 81.34 76.86</div><input id='attrs-e5dac3ad-103f-4dc9-9181-f1c0bc654b0c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5dac3ad-103f-4dc9-9181-f1c0bc654b0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50701279-a655-4686-ae5a-bd1c673c3f22' class='xr-var-data-in' type='checkbox'><label for='data-50701279-a655-4686-ae5a-bd1c673c3f22' 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([[79.41159775, 78.05734729, 80.95510035, ..., 79.90966341,\n",
+       "        79.81423126, 79.56229821],\n",
+       "       [79.45294977, 80.11192177, 79.94084313, ..., 80.37800146,\n",
+       "        79.20118245, 79.91315202],\n",
+       "       [79.5719822 , 78.98241813, 80.21787449, ..., 78.22526487,\n",
+       "        80.5029871 , 80.70306679],\n",
+       "       [79.94034442, 80.28104115, 79.10888123, ..., 78.94172325,\n",
+       "        81.34225834, 76.8634653 ]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37bc7d18-7b96-46a6-80d7-f157be6a3546' class='xr-section-summary-in' type='checkbox'  ><label for='section-37bc7d18-7b96-46a6-80d7-f157be6a3546' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5c1ff22b-6e77-4239-8a23-d2cb1c4641e3' class='xr-index-data-in' type='checkbox'/><label for='index-5c1ff22b-6e77-4239-8a23-d2cb1c4641e3' 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-97483aef-0533-4f0d-a450-62c1c1f368d4' class='xr-index-data-in' type='checkbox'/><label for='index-97483aef-0533-4f0d-a450-62c1c1f368d4' 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>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e679d465-6c1e-4898-b545-80b02705778b' class='xr-index-data-in' type='checkbox'/><label for='index-e679d465-6c1e-4898-b545-80b02705778b' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a45fd2b4-9926-4bda-98b9-f0c881200a15' class='xr-index-data-in' type='checkbox'/><label for='index-a45fd2b4-9926-4bda-98b9-f0c881200a15' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\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>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d63895da-33be-4386-a894-4ebb059b76d0' class='xr-index-data-in' type='checkbox'/><label for='index-d63895da-33be-4386-a894-4ebb059b76d0' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-48acad43-a8f0-4da2-9a0d-5aaf220eac43' class='xr-index-data-in' type='checkbox'/><label for='index-48acad43-a8f0-4da2-9a0d-5aaf220eac43' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
        "               &#x27;2023-01-05&#x27;, &#x27;2023-01-06&#x27;, &#x27;2023-01-07&#x27;, &#x27;2023-01-08&#x27;,\n",
        "               &#x27;2023-01-09&#x27;, &#x27;2023-01-10&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-18dbea3d-efdd-4b7f-ad1d-0b2f5e06cc5a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-18dbea3d-efdd-4b7f-ad1d-0b2f5e06cc5a' 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>2024-09-04T17:10:38.094544+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>2.7505319118499756</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-edcca223-811a-4ee4-a96c-d27f624935da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-edcca223-811a-4ee4-a96c-d27f624935da' 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>2024-09-05T14:26:35.956818+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>2.6974968910217285</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
        "                      </ul>\n",
        "                  </div>\n",
        "            </li>\n",
        "            \n",
        "            <li class = \"xr-section-item\">\n",
-       "                  <input id=\"idata_sample_statse22e08aa-ff31-470b-930c-ffdb33ef68dd\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_sample_statse22e08aa-ff31-470b-930c-ffdb33ef68dd\" class = \"xr-section-summary\">sample_stats</label>\n",
+       "                  <input id=\"idata_sample_stats2c18776b-501d-416f-a7ca-b9777a66013e\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_sample_stats2c18776b-501d-416f-a7ca-b9777a66013e\" 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",
@@ -3842,123 +3873,123 @@
        "  * chain                  (chain) int64 32B 0 1 2 3\n",
        "  * draw                   (draw) int64 8kB 0 1 2 3 4 5 ... 995 996 997 998 999\n",
        "Data variables: (12/17)\n",
-       "    acceptance_rate        (chain, draw) float64 32kB 0.8523 0.8063 ... 0.9581\n",
+       "    acceptance_rate        (chain, draw) float64 32kB 0.63 0.6504 ... 1.0 0.8477\n",
        "    diverging              (chain, draw) bool 4kB False False ... False False\n",
-       "    energy                 (chain, draw) float64 32kB 1.441e+03 ... 1.453e+03\n",
-       "    energy_error           (chain, draw) float64 32kB 0.1499 0.459 ... -4.925\n",
-       "    index_in_trajectory    (chain, draw) int64 32kB 3 -2 6 -2 -4 ... -4 -2 1 1 1\n",
+       "    energy                 (chain, draw) float64 32kB 1.657e+03 ... 1.659e+03\n",
+       "    energy_error           (chain, draw) float64 32kB -0.5834 0.1727 ... 0.2648\n",
+       "    index_in_trajectory    (chain, draw) int64 32kB 6 1 -5 -5 -6 ... 6 -1 1 7 -5\n",
        "    largest_eigval         (chain, draw) float64 32kB nan nan nan ... nan nan\n",
        "    ...                     ...\n",
-       "    process_time_diff      (chain, draw) float64 32kB 0.000644 ... 0.000797\n",
+       "    process_time_diff      (chain, draw) float64 32kB 0.000709 ... 0.000645\n",
        "    reached_max_treedepth  (chain, draw) bool 4kB False False ... False False\n",
        "    smallest_eigval        (chain, draw) float64 32kB nan nan nan ... nan nan\n",
-       "    step_size              (chain, draw) float64 32kB 0.7506 0.7506 ... 0.741\n",
-       "    step_size_bar          (chain, draw) float64 32kB 0.6607 0.6607 ... 0.6538\n",
-       "    tree_depth             (chain, draw) int64 32kB 3 3 3 3 3 3 ... 2 3 3 3 2 3\n",
+       "    step_size              (chain, draw) float64 32kB 0.7462 0.7462 ... 0.7011\n",
+       "    step_size_bar          (chain, draw) float64 32kB 0.6608 0.6608 ... 0.6301\n",
+       "    tree_depth             (chain, draw) int64 32kB 3 2 3 3 3 2 ... 3 3 3 2 3 3\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:10:38.102078+00:00\n",
+       "    created_at:                 2024-09-05T14:26:35.964194+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
        "    inference_library_version:  5.15.1\n",
-       "    sampling_time:              2.7505319118499756\n",
-       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-64c467f5-2c3c-400e-99fc-89bd1f889caa' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-64c467f5-2c3c-400e-99fc-89bd1f889caa' 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>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2fdcce19-ca4f-4efa-9c01-d29f65b87714' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2fdcce19-ca4f-4efa-9c01-d29f65b87714' 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-56300f01-33f4-4dbd-8c21-245952669cbf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-56300f01-33f4-4dbd-8c21-245952669cbf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66ec8660-a802-4b15-ba5e-36a7351e732d' class='xr-var-data-in' type='checkbox'><label for='data-66ec8660-a802-4b15-ba5e-36a7351e732d' 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 ... 995 996 997 998 999</div><input id='attrs-9047ece8-89b5-421a-ba8b-76b277d42b89' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9047ece8-89b5-421a-ba8b-76b277d42b89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d2d8a45-f3b9-410d-8e45-cf4f94a383bc' class='xr-var-data-in' type='checkbox'><label for='data-6d2d8a45-f3b9-410d-8e45-cf4f94a383bc' 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-acc8d3b5-dab6-4050-be1b-f6a727e08cc4' class='xr-section-summary-in' type='checkbox'  ><label for='section-acc8d3b5-dab6-4050-be1b-f6a727e08cc4' class='xr-section-summary' >Data variables: <span>(17)</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'>0.8523 0.8063 ... 0.1653 0.9581</div><input id='attrs-4835fcc5-b4cc-4a44-9f9c-ee5489ed699e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4835fcc5-b4cc-4a44-9f9c-ee5489ed699e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99739ef3-b167-455e-91b2-540b095c4a53' class='xr-var-data-in' type='checkbox'><label for='data-99739ef3-b167-455e-91b2-540b095c4a53' 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([[0.85225633, 0.80626532, 0.95956406, ..., 0.19587676, 0.90722422,\n",
-       "        0.99154364],\n",
-       "       [0.93799189, 0.87277839, 0.72946727, ..., 0.46212669, 1.        ,\n",
-       "        0.98115923],\n",
-       "       [0.85026476, 0.7700772 , 0.95099964, ..., 0.90416815, 0.70590955,\n",
-       "        0.95234371],\n",
-       "       [0.91797023, 0.95225989, 0.94245527, ..., 0.88015994, 0.16530044,\n",
-       "        0.95810606]])</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-76b1c6f1-3b10-467e-9784-60b644453e68' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76b1c6f1-3b10-467e-9784-60b644453e68' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e77621ea-8f28-4f41-8f7a-c4b56dfaaf88' class='xr-var-data-in' type='checkbox'><label for='data-e77621ea-8f28-4f41-8f7a-c4b56dfaaf88' 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",
+       "    sampling_time:              2.6974968910217285\n",
+       "    tuning_steps:               1000</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6ce3f17f-0396-440d-a2b8-2cc131331fad' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6ce3f17f-0396-440d-a2b8-2cc131331fad' 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>: 1000</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-216cef98-07ba-483d-bf34-c29275ea9abd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-216cef98-07ba-483d-bf34-c29275ea9abd' 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-61d8d248-514a-423e-9d11-81b08e3455f2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61d8d248-514a-423e-9d11-81b08e3455f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1c4636d-260c-46d6-a8a5-188ed6617470' class='xr-var-data-in' type='checkbox'><label for='data-d1c4636d-260c-46d6-a8a5-188ed6617470' 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 ... 995 996 997 998 999</div><input id='attrs-8bd724c2-0b36-44a5-ac7c-463bb82537f5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8bd724c2-0b36-44a5-ac7c-463bb82537f5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23d03132-1a27-4f92-be7e-901a364d1162' class='xr-var-data-in' type='checkbox'><label for='data-23d03132-1a27-4f92-be7e-901a364d1162' 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-8238d556-2fa5-4c53-b03d-618d0b7311a6' class='xr-section-summary-in' type='checkbox'  ><label for='section-8238d556-2fa5-4c53-b03d-618d0b7311a6' class='xr-section-summary' >Data variables: <span>(17)</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'>0.63 0.6504 0.9758 ... 1.0 0.8477</div><input id='attrs-e4c3bf7f-ab42-4fca-9b26-8f45bb18969e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4c3bf7f-ab42-4fca-9b26-8f45bb18969e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0153234-6580-4996-a819-effd98b5cdcc' class='xr-var-data-in' type='checkbox'><label for='data-e0153234-6580-4996-a819-effd98b5cdcc' 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([[0.62999932, 0.65042198, 0.97578242, ..., 0.83835139, 1.        ,\n",
+       "        0.84250198],\n",
+       "       [1.        , 0.88528086, 0.44057006, ..., 0.79696037, 0.82029184,\n",
+       "        0.94082809],\n",
+       "       [0.81610667, 0.68969426, 0.98389261, ..., 0.8720966 , 0.57535669,\n",
+       "        0.98532573],\n",
+       "       [0.93606573, 0.49909128, 0.31437128, ..., 0.62093145, 1.        ,\n",
+       "        0.84767007]])</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-c9e90c9a-2a71-41a0-bcda-d2494d5682ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9e90c9a-2a71-41a0-bcda-d2494d5682ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d143097-8f88-4079-a73a-00ccfb619c0a' class='xr-var-data-in' type='checkbox'><label for='data-2d143097-8f88-4079-a73a-00ccfb619c0a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
-       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.441e+03 1.443e+03 ... 1.453e+03</div><input id='attrs-bb13166f-833f-4abe-83dd-98a20cb250a6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb13166f-833f-4abe-83dd-98a20cb250a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62a9cfe9-1b1b-478e-bde3-83d58c6383a3' class='xr-var-data-in' type='checkbox'><label for='data-62a9cfe9-1b1b-478e-bde3-83d58c6383a3' 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([[1440.89640075, 1442.73595371, 1444.19558096, ..., 1443.82523643,\n",
-       "        1440.9347227 , 1435.60625365],\n",
-       "       [1440.63333065, 1437.99850096, 1441.03257345, ..., 1443.54827541,\n",
-       "        1440.67930869, 1439.28488329],\n",
-       "       [1439.55786663, 1440.889715  , 1441.9453423 , ..., 1441.84659627,\n",
-       "        1444.60037475, 1447.9293265 ],\n",
-       "       [1437.24025248, 1437.52474612, 1438.31394015, ..., 1438.60929029,\n",
-       "        1455.00065636, 1452.89677406]])</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'>0.1499 0.459 ... 4.552 -4.925</div><input id='attrs-0c7b5084-0cd7-4c7c-a0b2-8fceade2fee9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c7b5084-0cd7-4c7c-a0b2-8fceade2fee9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48e2016f-464c-4472-90cd-a9a1066131ba' class='xr-var-data-in' type='checkbox'><label for='data-48e2016f-464c-4472-90cd-a9a1066131ba' 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([[ 1.49908685e-01,  4.59004959e-01, -6.05271339e-01, ...,\n",
-       "         1.04789492e+00, -7.38482703e-01, -3.63907294e-03],\n",
-       "       [-7.20642381e-01,  1.84602078e-02, -1.34375676e-02, ...,\n",
-       "         1.31101175e-01, -2.24760090e-01, -2.66936633e-01],\n",
-       "       [ 9.56690915e-02,  2.88555963e-01,  1.36184294e-01, ...,\n",
-       "         7.61914655e-02,  4.24739197e-01, -2.61501752e-01],\n",
-       "       [ 2.34700921e-02,  1.20206234e-03, -1.23747672e-01, ...,\n",
-       "         1.62301517e-01,  4.55171599e+00, -4.92526829e+00]])</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 -2 6 -2 -4 3 2 ... 2 -4 -2 1 1 1</div><input id='attrs-7376a1e1-1089-4906-a255-7065dde4d3cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7376a1e1-1089-4906-a255-7065dde4d3cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bcb2d8d-a0b4-4e7d-a6cb-11b0eb295812' class='xr-var-data-in' type='checkbox'><label for='data-5bcb2d8d-a0b4-4e7d-a6cb-11b0eb295812' 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,  6, ...,  2, -3,  3],\n",
-       "       [ 7,  2,  1, ...,  1,  2,  6],\n",
-       "       [-3,  2, -5, ...,  3, -1, -2],\n",
-       "       [-4,  3, -2, ...,  1,  1,  1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>largest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-c18d775a-47bb-49d3-8f25-3151b154896d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c18d775a-47bb-49d3-8f25-3151b154896d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b9e982d-3e54-4bc8-a007-5b4f949aac55' class='xr-var-data-in' type='checkbox'><label for='data-3b9e982d-3e54-4bc8-a007-5b4f949aac55' 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([[nan, nan, nan, ..., nan, nan, nan],\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'>1.657e+03 1.656e+03 ... 1.659e+03</div><input id='attrs-dc135253-4b49-4a90-95be-404d2bc6629e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc135253-4b49-4a90-95be-404d2bc6629e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c94941a3-2686-4389-8ceb-4458a947007f' class='xr-var-data-in' type='checkbox'><label for='data-c94941a3-2686-4389-8ceb-4458a947007f' 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([[1657.14314271, 1656.0680167 , 1653.34352823, ..., 1659.54773419,\n",
+       "        1656.94433399, 1655.86933206],\n",
+       "       [1654.35088431, 1654.61696533, 1658.00904871, ..., 1656.05754408,\n",
+       "        1654.45197031, 1656.02122528],\n",
+       "       [1654.91433113, 1656.00264364, 1653.15838612, ..., 1655.70504649,\n",
+       "        1656.74926931, 1655.82942052],\n",
+       "       [1657.1688361 , 1659.62559622, 1663.51366264, ..., 1665.17082507,\n",
+       "        1660.30444993, 1658.81139405]])</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'>-0.5834 0.1727 ... -1.586 0.2648</div><input id='attrs-955d0191-9c8c-4700-8270-cafbdc098439' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-955d0191-9c8c-4700-8270-cafbdc098439' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10934c62-3d72-4da4-a2f7-f3de41c6f6fc' class='xr-var-data-in' type='checkbox'><label for='data-10934c62-3d72-4da4-a2f7-f3de41c6f6fc' 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([[-0.58343969,  0.17265015,  0.03966012, ...,  0.66348322,\n",
+       "        -1.80384836,  0.23251502],\n",
+       "       [-0.29483991, -0.08246386,  0.92403032, ..., -0.25293426,\n",
+       "         0.16416614,  0.07946787],\n",
+       "       [-0.05345851,  0.18221882, -0.07219231, ..., -0.21767035,\n",
+       "         0.6198868 ,  0.01840196],\n",
+       "       [-0.11876474,  0.38582499,  0.95410736, ..., -2.30026446,\n",
+       "        -1.58588431,  0.26480359]])</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'>6 1 -5 -5 -6 1 4 ... 5 6 -1 1 7 -5</div><input id='attrs-f24ba4fe-6c28-4fc3-9503-e67b07b85b75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f24ba4fe-6c28-4fc3-9503-e67b07b85b75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9d1a6b5-41d3-4763-81d4-4335562b6a4f' class='xr-var-data-in' type='checkbox'><label for='data-a9d1a6b5-41d3-4763-81d4-4335562b6a4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 6,  1, -5, ...,  2,  1,  6],\n",
+       "       [-2,  7, -2, ..., -1, -5,  7],\n",
+       "       [-3,  3, -5, ..., -4, -4, -1],\n",
+       "       [ 4, -3, -4, ...,  1,  7, -5]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>largest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-1a2f26ad-954c-455e-ae49-32eb2e18a5f9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a2f26ad-954c-455e-ae49-32eb2e18a5f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c993a96e-b16b-4c4d-82d6-6238b0d1949a' class='xr-var-data-in' type='checkbox'><label for='data-c993a96e-b16b-4c4d-82d6-6238b0d1949a' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
-       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>-1.437e+03 -1.44e+03 ... -1.439e+03</div><input id='attrs-4a519cac-97f6-420c-8aa2-59f6d5db9513' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a519cac-97f6-420c-8aa2-59f6d5db9513' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5dd0cd1b-1ba0-458a-b006-fd7a8023d855' class='xr-var-data-in' type='checkbox'><label for='data-5dd0cd1b-1ba0-458a-b006-fd7a8023d855' 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([[-1437.3953397 , -1440.27537356, -1438.23821981, ...,\n",
-       "        -1440.15515703, -1434.59625571, -1434.36343435],\n",
-       "       [-1436.47927828, -1435.4568404 , -1436.93224235, ...,\n",
-       "        -1439.04385023, -1436.44040632, -1435.04762887],\n",
-       "       [-1436.0683929 , -1437.66308726, -1438.75425742, ...,\n",
-       "        -1439.47359108, -1442.46973404, -1441.14174889],\n",
-       "       [-1434.68803874, -1435.73041049, -1435.3384209 , ...,\n",
-       "        -1436.50387935, -1450.99956369, -1439.42712017]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2396 0.6078 ... 4.552 -4.925</div><input id='attrs-f43ef6a8-1dc1-4478-99cd-002e59937c63' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f43ef6a8-1dc1-4478-99cd-002e59937c63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ac3ad01-99c0-4122-bb71-70136affb9a6' class='xr-var-data-in' type='checkbox'><label for='data-4ac3ad01-99c0-4122-bb71-70136affb9a6' 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([[ 0.23964374,  0.60781382, -0.64440059, ...,  3.45553586,\n",
-       "         1.04819619,  0.03731378],\n",
-       "       [-0.72064238,  0.36806169,  1.66917829, ...,  1.74809636,\n",
-       "        -0.48430726, -0.26693663],\n",
-       "       [ 0.43303422,  0.64082356, -0.24055121, ...,  0.2596255 ,\n",
-       "         0.4416925 , -0.26150175],\n",
-       "       [ 0.19925291,  0.18480028, -0.18134294, ...,  0.30595786,\n",
-       "         4.55171599, -4.92526829]])</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'>float64</div><div class='xr-var-preview xr-preview'>7.0 7.0 7.0 7.0 ... 7.0 7.0 3.0 7.0</div><input id='attrs-c0b8478b-3f86-4df8-8423-5dc8b52dd826' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c0b8478b-3f86-4df8-8423-5dc8b52dd826' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c932f1da-32a9-4423-96e9-c033784ad16c' class='xr-var-data-in' type='checkbox'><label for='data-c932f1da-32a9-4423-96e9-c033784ad16c' 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., ..., 7., 7., 7.],\n",
-       "       [7., 7., 3., ..., 3., 3., 7.],\n",
-       "       [7., 7., 7., ..., 7., 3., 7.],\n",
-       "       [7., 7., 7., ..., 7., 3., 7.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000644 0.0006145 ... 0.0008034</div><input id='attrs-fc7c3de0-37df-457f-a090-6b778f2285fa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fc7c3de0-37df-457f-a090-6b778f2285fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc672439-d953-4604-85c9-fdf789e3350c' class='xr-var-data-in' type='checkbox'><label for='data-dc672439-d953-4604-85c9-fdf789e3350c' 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([[0.000644  , 0.0006145 , 0.00061479, ..., 0.00061567, 0.00060817,\n",
-       "        0.00060912],\n",
-       "       [0.00062679, 0.00061642, 0.00031233, ..., 0.00031821, 0.00032121,\n",
-       "        0.00063121],\n",
-       "       [0.00062737, 0.00070792, 0.00061308, ..., 0.00060225, 0.00031075,\n",
-       "        0.00059604],\n",
-       "       [0.00063383, 0.00063212, 0.00063604, ..., 0.00061779, 0.00030871,\n",
-       "        0.00080337]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_start</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.007e+05 6.007e+05 ... 6.007e+05</div><input id='attrs-8153a5ec-5eab-460f-bc09-d36a812e2ec8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8153a5ec-5eab-460f-bc09-d36a812e2ec8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-854b3894-efae-424f-ae44-abbe7f540556' class='xr-var-data-in' type='checkbox'><label for='data-854b3894-efae-424f-ae44-abbe7f540556' 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([[600667.085748  , 600667.08645112, 600667.08712775, ...,\n",
-       "        600667.72316546, 600667.72383562, 600667.72450171],\n",
-       "       [600666.96579621, 600666.966484  , 600666.96715596, ...,\n",
-       "        600667.58855125, 600667.58892042, 600667.58929233],\n",
-       "       [600667.11680208, 600667.11749487, 600667.11825663, ...,\n",
-       "        600667.79016792, 600667.79081904, 600667.79117858],\n",
-       "       [600667.06999004, 600667.07068921, 600667.07137792, ...,\n",
-       "        600667.73810687, 600667.73878087, 600667.73914863]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>process_time_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000644 0.000615 ... 0.000797</div><input id='attrs-ce1e7dae-c3d6-409b-a248-39b2026a236a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce1e7dae-c3d6-409b-a248-39b2026a236a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e4a8c7c-2246-4ee6-b680-75294b703025' class='xr-var-data-in' type='checkbox'><label for='data-2e4a8c7c-2246-4ee6-b680-75294b703025' 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([[0.000644, 0.000615, 0.000614, ..., 0.000616, 0.000608, 0.00061 ],\n",
-       "       [0.000626, 0.000616, 0.000312, ..., 0.000319, 0.000321, 0.000631],\n",
-       "       [0.000627, 0.0007  , 0.000613, ..., 0.000602, 0.00031 , 0.000595],\n",
-       "       [0.000633, 0.000632, 0.000637, ..., 0.000617, 0.000308, 0.000797]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>reached_max_treedepth</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-ad7aae56-4ed4-4170-9903-c7f9a285a5d7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ad7aae56-4ed4-4170-9903-c7f9a285a5d7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3141da8-def2-45e3-acac-c29343c7f151' class='xr-var-data-in' type='checkbox'><label for='data-c3141da8-def2-45e3-acac-c29343c7f151' 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",
+       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>-1.652e+03 ... -1.655e+03</div><input id='attrs-1a6f3dd8-f7ce-4377-aa00-53011bd9ba1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1a6f3dd8-f7ce-4377-aa00-53011bd9ba1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e31483af-056c-46bc-b618-ab22b4b530ed' class='xr-var-data-in' type='checkbox'><label for='data-e31483af-056c-46bc-b618-ab22b4b530ed' 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([[-1651.68838553, -1651.86893139, -1652.50178208, ...,\n",
+       "        -1657.7212594 , -1651.55492006, -1653.11229932],\n",
+       "       [-1651.82543575, -1652.10261197, -1655.25895909, ...,\n",
+       "        -1651.51630051, -1652.42007207, -1654.15048288],\n",
+       "       [-1651.02271419, -1652.46169929, -1652.04877437, ...,\n",
+       "        -1652.17832067, -1654.88893442, -1654.36656894],\n",
+       "       [-1654.31557717, -1655.84209044, -1657.26049199, ...,\n",
+       "        -1658.65160083, -1654.60767425, -1655.37807079]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.013 0.6203 ... -1.766 0.3977</div><input id='attrs-8196a9b7-9249-4fcb-a541-e54f50957f5e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8196a9b7-9249-4fcb-a541-e54f50957f5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2d97ea8-e51a-4249-ad5c-c5a82a560fc8' class='xr-var-data-in' type='checkbox'><label for='data-b2d97ea8-e51a-4249-ad5c-c5a82a560fc8' 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([[ 1.01318632,  0.6203096 , -0.21627188, ..., -0.86173502,\n",
+       "        -1.80384836,  0.31999677],\n",
+       "       [-0.29538326,  0.33109208,  1.0303161 , ...,  0.38837051,\n",
+       "         0.31298671, -0.39030762],\n",
+       "       [ 0.41966784,  0.48280207, -0.22673491, ...,  0.31043098,\n",
+       "         0.83477486, -0.6011031 ],\n",
+       "       [ 0.22822625,  1.6770805 ,  1.56707369, ..., -2.30026446,\n",
+       "        -1.76600647,  0.3977307 ]])</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'>float64</div><div class='xr-var-preview xr-preview'>7.0 3.0 7.0 7.0 ... 7.0 3.0 7.0 7.0</div><input id='attrs-f033566e-57ba-429c-a761-bac14940efa1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f033566e-57ba-429c-a761-bac14940efa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef0605ba-08f3-48d6-ab7b-68d8ae44d1dd' class='xr-var-data-in' type='checkbox'><label for='data-ef0605ba-08f3-48d6-ab7b-68d8ae44d1dd' 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., ..., 3., 3., 7.],\n",
+       "       [3., 7., 7., ..., 3., 7., 7.],\n",
+       "       [7., 3., 7., ..., 7., 7., 7.],\n",
+       "       [7., 7., 7., ..., 3., 7., 7.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0007197 0.0002951 ... 0.0006449</div><input id='attrs-02cd6a48-047e-49dc-b831-120ea255b11c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02cd6a48-047e-49dc-b831-120ea255b11c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4c5a869-179f-4093-a0dc-21ec368f9a42' class='xr-var-data-in' type='checkbox'><label for='data-e4c5a869-179f-4093-a0dc-21ec368f9a42' 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([[0.00071971, 0.00029513, 0.00061221, ..., 0.00032004, 0.000313  ,\n",
+       "        0.00061704],\n",
+       "       [0.00032517, 0.00064058, 0.000636  , ..., 0.00032442, 0.00061912,\n",
+       "        0.00062238],\n",
+       "       [0.0007175 , 0.00033971, 0.00062458, ..., 0.00064675, 0.00060688,\n",
+       "        0.00061483],\n",
+       "       [0.00061046, 0.000616  , 0.00060188, ..., 0.00030583, 0.00059212,\n",
+       "        0.00064488]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>perf_counter_start</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.227e+05 6.227e+05 ... 6.227e+05</div><input id='attrs-b6acedd7-9795-4d7c-bdda-c6854980a1dc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b6acedd7-9795-4d7c-bdda-c6854980a1dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7b4b17a-6611-4527-b0e6-c747f14fa920' class='xr-var-data-in' type='checkbox'><label for='data-a7b4b17a-6611-4527-b0e6-c747f14fa920' 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([[622705.59694054, 622705.59772487, 622705.5980705 , ...,\n",
+       "        622706.23198512, 622706.2323555 , 622706.23271883],\n",
+       "       [622705.53299988, 622705.53339517, 622705.53409904, ...,\n",
+       "        622706.17890467, 622706.17927875, 622706.17994842],\n",
+       "       [622705.63772858, 622705.63852579, 622705.6389185 , ...,\n",
+       "        622706.28027071, 622706.28097504, 622706.28163392],\n",
+       "       [622705.74770637, 622705.74837892, 622705.74904812, ...,\n",
+       "        622706.38778008, 622706.38814025, 622706.38878308]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>process_time_diff</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.000709 0.000295 ... 0.000645</div><input id='attrs-2a6563ff-77db-47fe-ba5d-f4cfd439bd51' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2a6563ff-77db-47fe-ba5d-f4cfd439bd51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08e4b81e-5c60-465e-9df6-1a501c4524a8' class='xr-var-data-in' type='checkbox'><label for='data-08e4b81e-5c60-465e-9df6-1a501c4524a8' 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([[0.000709, 0.000295, 0.000613, ..., 0.000321, 0.000312, 0.000618],\n",
+       "       [0.000325, 0.00064 , 0.000635, ..., 0.000325, 0.000619, 0.000622],\n",
+       "       [0.000696, 0.000339, 0.000625, ..., 0.000647, 0.000606, 0.000614],\n",
+       "       [0.000611, 0.000616, 0.000602, ..., 0.000305, 0.000593, 0.000645]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>reached_max_treedepth</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-d744e59d-3a47-40a1-8e8d-b817cb589459' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d744e59d-3a47-40a1-8e8d-b817cb589459' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9494e4a2-9fc7-4095-9484-64ab3b9fe90c' class='xr-var-data-in' type='checkbox'><label for='data-9494e4a2-9fc7-4095-9484-64ab3b9fe90c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
        "       [False, False, False, ..., False, False, False],\n",
-       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>smallest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-63e1d3e9-3a41-4f56-b4c6-60fb32d0075a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-63e1d3e9-3a41-4f56-b4c6-60fb32d0075a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3aa3604e-4bbb-4d01-9a35-4093ff2e73c2' class='xr-var-data-in' type='checkbox'><label for='data-3aa3604e-4bbb-4d01-9a35-4093ff2e73c2' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
+       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>smallest_eigval</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-2587897a-c915-4a51-9e1a-77f9cd92715e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2587897a-c915-4a51-9e1a-77f9cd92715e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36600254-8f7b-4c37-816e-e9cd8b046a08' class='xr-var-data-in' type='checkbox'><label for='data-36600254-8f7b-4c37-816e-e9cd8b046a08' 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([[nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
        "       [nan, nan, nan, ..., nan, nan, nan],\n",
-       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>0.7506 0.7506 ... 0.741 0.741</div><input id='attrs-4d2aeb2f-4c2c-438f-b624-58f43a5f4479' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d2aeb2f-4c2c-438f-b624-58f43a5f4479' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-831b44fe-c52d-465d-bbdd-46328784e3b2' class='xr-var-data-in' type='checkbox'><label for='data-831b44fe-c52d-465d-bbdd-46328784e3b2' 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([[0.75064373, 0.75064373, 0.75064373, ..., 0.75064373, 0.75064373,\n",
-       "        0.75064373],\n",
-       "       [0.61293131, 0.61293131, 0.61293131, ..., 0.61293131, 0.61293131,\n",
-       "        0.61293131],\n",
-       "       [0.58047646, 0.58047646, 0.58047646, ..., 0.58047646, 0.58047646,\n",
-       "        0.58047646],\n",
-       "       [0.74104311, 0.74104311, 0.74104311, ..., 0.74104311, 0.74104311,\n",
-       "        0.74104311]])</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'>0.6607 0.6607 ... 0.6538 0.6538</div><input id='attrs-289a9a27-3973-4c38-97cf-d0d38bf9e766' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-289a9a27-3973-4c38-97cf-d0d38bf9e766' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8330b30c-6163-4547-ad3c-f29a046e4d4d' class='xr-var-data-in' type='checkbox'><label for='data-8330b30c-6163-4547-ad3c-f29a046e4d4d' 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([[0.66067812, 0.66067812, 0.66067812, ..., 0.66067812, 0.66067812,\n",
-       "        0.66067812],\n",
-       "       [0.679845  , 0.679845  , 0.679845  , ..., 0.679845  , 0.679845  ,\n",
-       "        0.679845  ],\n",
-       "       [0.5484563 , 0.5484563 , 0.5484563 , ..., 0.5484563 , 0.5484563 ,\n",
-       "        0.5484563 ],\n",
-       "       [0.65379561, 0.65379561, 0.65379561, ..., 0.65379561, 0.65379561,\n",
-       "        0.65379561]])</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 3 3 2 3 ... 3 3 2 3 3 3 2 3</div><input id='attrs-d7257f06-a930-4cbb-ab5c-7da7808c84ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d7257f06-a930-4cbb-ab5c-7da7808c84ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21cd32ca-e506-4eae-9112-13a8594e4b63' class='xr-var-data-in' type='checkbox'><label for='data-21cd32ca-e506-4eae-9112-13a8594e4b63' 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",
-       "       [3, 3, 2, ..., 2, 2, 3],\n",
-       "       [3, 3, 3, ..., 3, 2, 3],\n",
-       "       [3, 3, 3, ..., 3, 2, 3]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-05b33936-681a-4951-9dde-0817b16138f5' class='xr-section-summary-in' type='checkbox'  ><label for='section-05b33936-681a-4951-9dde-0817b16138f5' 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-d60fd322-7564-4f9e-a8d4-d7393a5b76ca' class='xr-index-data-in' type='checkbox'/><label for='index-d60fd322-7564-4f9e-a8d4-d7393a5b76ca' 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-f6929651-ffed-4c57-af3b-10d99eb8a8c4' class='xr-index-data-in' type='checkbox'/><label for='index-f6929651-ffed-4c57-af3b-10d99eb8a8c4' 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",
+       "       [nan, nan, nan, ..., nan, nan, nan]])</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'>0.7462 0.7462 ... 0.7011 0.7011</div><input id='attrs-b360c3b0-ee85-4ad1-b4d6-cd3786c58cf8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b360c3b0-ee85-4ad1-b4d6-cd3786c58cf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0fcbb07-ae1f-48fa-9a38-b3304760cfe7' class='xr-var-data-in' type='checkbox'><label for='data-e0fcbb07-ae1f-48fa-9a38-b3304760cfe7' 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([[0.74620636, 0.74620636, 0.74620636, ..., 0.74620636, 0.74620636,\n",
+       "        0.74620636],\n",
+       "       [0.67926989, 0.67926989, 0.67926989, ..., 0.67926989, 0.67926989,\n",
+       "        0.67926989],\n",
+       "       [0.70843127, 0.70843127, 0.70843127, ..., 0.70843127, 0.70843127,\n",
+       "        0.70843127],\n",
+       "       [0.70105649, 0.70105649, 0.70105649, ..., 0.70105649, 0.70105649,\n",
+       "        0.70105649]])</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'>0.6608 0.6608 ... 0.6301 0.6301</div><input id='attrs-c593beb7-a4d9-46a1-90c2-6976ec686b2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c593beb7-a4d9-46a1-90c2-6976ec686b2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da4894d1-7ead-4869-9ce0-9e4c1fbfc9fb' class='xr-var-data-in' type='checkbox'><label for='data-da4894d1-7ead-4869-9ce0-9e4c1fbfc9fb' 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([[0.66082927, 0.66082927, 0.66082927, ..., 0.66082927, 0.66082927,\n",
+       "        0.66082927],\n",
+       "       [0.68698677, 0.68698677, 0.68698677, ..., 0.68698677, 0.68698677,\n",
+       "        0.68698677],\n",
+       "       [0.67247176, 0.67247176, 0.67247176, ..., 0.67247176, 0.67247176,\n",
+       "        0.67247176],\n",
+       "       [0.63012501, 0.63012501, 0.63012501, ..., 0.63012501, 0.63012501,\n",
+       "        0.63012501]])</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 3 3 3 2 3 3 ... 3 2 3 3 3 2 3 3</div><input id='attrs-aea2fed7-846f-4a5b-a3be-2508975ff1f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aea2fed7-846f-4a5b-a3be-2508975ff1f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-972be53e-2e4f-4691-ae37-7a4dc35a05cf' class='xr-var-data-in' type='checkbox'><label for='data-972be53e-2e4f-4691-ae37-7a4dc35a05cf' 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, 3, ..., 2, 2, 3],\n",
+       "       [2, 3, 3, ..., 2, 3, 3],\n",
+       "       [3, 2, 3, ..., 3, 3, 3],\n",
+       "       [3, 3, 3, ..., 2, 3, 3]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc6de8fb-459e-4dec-8c68-d5f326aa2b5b' class='xr-section-summary-in' type='checkbox'  ><label for='section-cc6de8fb-459e-4dec-8c68-d5f326aa2b5b' 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-8324fdfa-5eb4-4bb8-a007-98e98bbd394e' class='xr-index-data-in' type='checkbox'/><label for='index-8324fdfa-5eb4-4bb8-a007-98e98bbd394e' 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-1e6ffe29-3feb-4ebb-ac60-0ea3efc74d18' class='xr-index-data-in' type='checkbox'/><label for='index-1e6ffe29-3feb-4ebb-ac60-0ea3efc74d18' 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-2d623a36-421e-4ab7-99a5-56c4b49158da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2d623a36-421e-4ab7-99a5-56c4b49158da' 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>2024-09-04T17:10:38.102078+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>2.7505319118499756</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\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-99818400-f4fb-4951-8a9e-7de97e2e23dc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-99818400-f4fb-4951-8a9e-7de97e2e23dc' 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>2024-09-05T14:26:35.964194+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd><dt><span>sampling_time :</span></dt><dd>2.6974968910217285</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
        "                      </ul>\n",
        "                  </div>\n",
        "            </li>\n",
        "            \n",
        "            <li class = \"xr-section-item\">\n",
-       "                  <input id=\"idata_observed_data1c98c40f-322b-4d4d-81dc-198af6b64f1a\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_observed_data1c98c40f-322b-4d4d-81dc-198af6b64f1a\" class = \"xr-section-summary\">observed_data</label>\n",
+       "                  <input id=\"idata_observed_datae7cb5b18-6ad1-4aaa-8741-7bc1131dd4a7\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_observed_datae7cb5b18-6ad1-4aaa-8741-7bc1131dd4a7\" 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",
@@ -4331,28 +4362,28 @@
        "Coordinates:\n",
        "  * date     (date) datetime64[ns] 80B 2023-01-01 2023-01-02 ... 2023-01-10\n",
        "Data variables:\n",
-       "    y        (date) float64 80B 1.056e+03 774.0 868.0 ... 828.0 936.0 1.094e+03\n",
+       "    y        (date) float64 80B 849.0 880.0 1.348e+03 ... 1.045e+03 536.0\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:10:38.104388+00:00\n",
+       "    created_at:                 2024-09-05T14:26:35.966608+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
-       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6babec81-4c1c-4b38-9e20-7fd2c8b22e5a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6babec81-4c1c-4b38-9e20-7fd2c8b22e5a' 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'>date</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-34b103ce-e0b2-4c2d-b6f9-2e90495b5229' class='xr-section-summary-in' type='checkbox'  checked><label for='section-34b103ce-e0b2-4c2d-b6f9-2e90495b5229' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-0f0d42e5-533c-4a2a-93cc-daa7ebac0f27' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0f0d42e5-533c-4a2a-93cc-daa7ebac0f27' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-099c5b39-b37a-408b-aacc-dd6865d9f763' class='xr-var-data-in' type='checkbox'><label for='data-099c5b39-b37a-408b-aacc-dd6865d9f763' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
+       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-717557d9-219e-4180-ac01-3734eca31b72' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-717557d9-219e-4180-ac01-3734eca31b72' 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'>date</span>: 10</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a7830d17-ce32-44c3-9cfc-ff6a3c44a446' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a7830d17-ce32-44c3-9cfc-ff6a3c44a446' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-32c4b838-4b10-4798-a193-9296beb06859' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32c4b838-4b10-4798-a193-9296beb06859' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a27f7618-229a-46c4-865e-209c6daae754' class='xr-var-data-in' type='checkbox'><label for='data-a27f7618-229a-46c4-865e-209c6daae754' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-03T00:00:00.000000000&#x27;, &#x27;2023-01-04T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-05T00:00:00.000000000&#x27;, &#x27;2023-01-06T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-07T00:00:00.000000000&#x27;, &#x27;2023-01-08T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-09T00:00:00.000000000&#x27;, &#x27;2023-01-10T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-76e529c1-0fad-45c6-8283-419efaf42700' class='xr-section-summary-in' type='checkbox'  checked><label for='section-76e529c1-0fad-45c6-8283-419efaf42700' 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'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.056e+03 774.0 ... 936.0 1.094e+03</div><input id='attrs-4a4d4477-3c89-4852-8d48-8c1bb9804b0d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a4d4477-3c89-4852-8d48-8c1bb9804b0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27992176-e583-4408-aa8f-cf40dc59e41f' class='xr-var-data-in' type='checkbox'><label for='data-27992176-e583-4408-aa8f-cf40dc59e41f' 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([1056.,  774.,  868.,  830.,  950.,  471.,  868.,  828.,  936.,\n",
-       "       1094.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2d9c22c5-09de-46a7-b9c3-b24ab12a5760' class='xr-section-summary-in' type='checkbox'  ><label for='section-2d9c22c5-09de-46a7-b9c3-b24ab12a5760' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c0602ec7-ebf1-473a-8734-567992d70db8' class='xr-index-data-in' type='checkbox'/><label for='index-c0602ec7-ebf1-473a-8734-567992d70db8' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-97965910-f334-44c2-95b6-81e686f44bd3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-97965910-f334-44c2-95b6-81e686f44bd3' 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'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>849.0 880.0 ... 1.045e+03 536.0</div><input id='attrs-e148f493-ebfc-424a-8072-96bede2b8e3c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e148f493-ebfc-424a-8072-96bede2b8e3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aa304ca8-1b8e-4247-9dc5-2ecac10a707e' class='xr-var-data-in' type='checkbox'><label for='data-aa304ca8-1b8e-4247-9dc5-2ecac10a707e' 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([ 849.,  880., 1348., 1084., 1220., 1002.,  945., 1070., 1045.,\n",
+       "        536.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ea44d05c-7d8b-4bda-b3e1-48a3b82ee2e6' class='xr-section-summary-in' type='checkbox'  ><label for='section-ea44d05c-7d8b-4bda-b3e1-48a3b82ee2e6' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ad73eccd-aa97-4607-b7fc-6d4e8dbc9e83' class='xr-index-data-in' type='checkbox'/><label for='index-ad73eccd-aa97-4607-b7fc-6d4e8dbc9e83' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
        "               &#x27;2023-01-05&#x27;, &#x27;2023-01-06&#x27;, &#x27;2023-01-07&#x27;, &#x27;2023-01-08&#x27;,\n",
        "               &#x27;2023-01-09&#x27;, &#x27;2023-01-10&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a0f3f7fd-1bae-42f8-8974-4d40d30039a4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a0f3f7fd-1bae-42f8-8974-4d40d30039a4' 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>2024-09-04T17:10:38.104388+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-360c3fe5-84bb-414c-8ad5-4ffff4808bd7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-360c3fe5-84bb-414c-8ad5-4ffff4808bd7' 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>2024-09-05T14:26:35.966608+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</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_constant_data623cfe5f-d6fe-49ab-ba0a-f4e272bb4200\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
-       "                  <label for=\"idata_constant_data623cfe5f-d6fe-49ab-ba0a-f4e272bb4200\" class = \"xr-section-summary\">constant_data</label>\n",
+       "                  <input id=\"idata_constant_data7a4a258a-2699-4fdc-8a8d-8fc9a0eed58c\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
+       "                  <label for=\"idata_constant_data7a4a258a-2699-4fdc-8a8d-8fc9a0eed58c\" class = \"xr-section-summary\">constant_data</label>\n",
        "                  <div class=\"xr-section-inline-details\"></div>\n",
        "                  <div class=\"xr-section-details\">\n",
        "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
@@ -4726,31 +4757,31 @@
        "  * date          (date) datetime64[ns] 80B 2023-01-01 2023-01-02 ... 2023-01-10\n",
        "  * channel       (channel) &lt;U1 8B &#x27;a&#x27; &#x27;b&#x27;\n",
        "Data variables:\n",
-       "    channel_data  (date, channel) int32 80B 321 373 256 374 ... 420 320 404 283\n",
-       "    target        (date) int32 40B 1056 774 868 830 950 471 868 828 936 1094\n",
+       "    channel_data  (date, channel) int32 80B 293 238 374 241 ... 296 366 125 263\n",
+       "    target        (date) int32 40B 849 880 1348 1084 1220 1002 945 1070 1045 536\n",
        "Attributes:\n",
-       "    created_at:                 2024-09-04T17:10:38.105145+00:00\n",
+       "    created_at:                 2024-09-05T14:26:35.967389+00:00\n",
        "    arviz_version:              0.19.0\n",
        "    inference_library:          pymc\n",
-       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-fbe01cef-01c7-408a-92d0-3657db9326cc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fbe01cef-01c7-408a-92d0-3657db9326cc' 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'>date</span>: 10</li><li><span class='xr-has-index'>channel</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7d673b71-5a34-4e86-9af7-db7770dc4b30' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7d673b71-5a34-4e86-9af7-db7770dc4b30' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-b3aa45af-76a2-4f92-a931-78afd66da173' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b3aa45af-76a2-4f92-a931-78afd66da173' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d5a21ba-f6cf-42a3-af68-31e4c9914707' class='xr-var-data-in' type='checkbox'><label for='data-1d5a21ba-f6cf-42a3-af68-31e4c9914707' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
+       "    inference_library_version:  5.15.1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-13e10395-a5ff-4804-bc42-77348dad8ee4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-13e10395-a5ff-4804-bc42-77348dad8ee4' 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'>date</span>: 10</li><li><span class='xr-has-index'>channel</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-27206a39-7318-4b12-8a7f-a50400a5944e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-27206a39-7318-4b12-8a7f-a50400a5944e' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-10</div><input id='attrs-a0dd66b7-7f39-4765-a022-ebb3516f16c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a0dd66b7-7f39-4765-a022-ebb3516f16c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d422db45-c9c6-414e-9368-c7ccfcaf2fc6' class='xr-var-data-in' type='checkbox'><label for='data-d422db45-c9c6-414e-9368-c7ccfcaf2fc6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-02T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-03T00:00:00.000000000&#x27;, &#x27;2023-01-04T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-05T00:00:00.000000000&#x27;, &#x27;2023-01-06T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-07T00:00:00.000000000&#x27;, &#x27;2023-01-08T00:00:00.000000000&#x27;,\n",
        "       &#x27;2023-01-09T00:00:00.000000000&#x27;, &#x27;2023-01-10T00:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-917cc549-5a25-49d7-b90e-760f86f51868' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-917cc549-5a25-49d7-b90e-760f86f51868' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02da872d-3c5a-48e4-bb11-5d2c51f9a701' class='xr-var-data-in' type='checkbox'><label for='data-02da872d-3c5a-48e4-bb11-5d2c51f9a701' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5ea02c64-23d5-4bb8-ac8b-a2800af1ff10' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5ea02c64-23d5-4bb8-ac8b-a2800af1ff10' class='xr-section-summary' >Data variables: <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>channel_data</span></div><div class='xr-var-dims'>(date, channel)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>321 373 256 374 ... 420 320 404 283</div><input id='attrs-a9d5b270-c40e-4979-97ab-3434d3650d09' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9d5b270-c40e-4979-97ab-3434d3650d09' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b08ce66-4431-4554-9a83-62a178d7ed28' class='xr-var-data-in' type='checkbox'><label for='data-6b08ce66-4431-4554-9a83-62a178d7ed28' 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([[321, 373],\n",
-       "       [256, 374],\n",
-       "       [243, 385],\n",
-       "       [450, 234],\n",
-       "       [354, 339],\n",
-       "       [222, 129],\n",
-       "       [140, 346],\n",
-       "       [265, 404],\n",
-       "       [420, 320],\n",
-       "       [404, 283]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>target</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1056 774 868 830 ... 828 936 1094</div><input id='attrs-fe824906-35d2-4cd0-bae6-20da1baf5f99' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe824906-35d2-4cd0-bae6-20da1baf5f99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf2efd2b-5bec-42fb-ad55-3ccc58f976f8' class='xr-var-data-in' type='checkbox'><label for='data-cf2efd2b-5bec-42fb-ad55-3ccc58f976f8' 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([1056,  774,  868,  830,  950,  471,  868,  828,  936, 1094],\n",
-       "      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0cb9c103-7366-4ff5-acb5-0f3285f32911' class='xr-section-summary-in' type='checkbox'  ><label for='section-0cb9c103-7366-4ff5-acb5-0f3285f32911' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4f8109ce-7b44-4a54-a013-200eecc253fd' class='xr-index-data-in' type='checkbox'/><label for='index-4f8109ce-7b44-4a54-a013-200eecc253fd' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;a&#x27; &#x27;b&#x27;</div><input id='attrs-1c6aaa2a-cf99-4fd5-a367-508a00d9bbee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1c6aaa2a-cf99-4fd5-a367-508a00d9bbee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb39f56d-6d94-4db3-9c6a-d90d8e760492' class='xr-var-data-in' type='checkbox'><label for='data-bb39f56d-6d94-4db3-9c6a-d90d8e760492' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;&lt;U1&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3f7b06b4-9f53-4320-881a-6ff7ace5b5da' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3f7b06b4-9f53-4320-881a-6ff7ace5b5da' class='xr-section-summary' >Data variables: <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>channel_data</span></div><div class='xr-var-dims'>(date, channel)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>293 238 374 241 ... 296 366 125 263</div><input id='attrs-017f62a4-0d14-4de1-9389-bbc0b2c062aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-017f62a4-0d14-4de1-9389-bbc0b2c062aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbd56404-db29-43dd-a64c-94cb01ed0d4c' class='xr-var-data-in' type='checkbox'><label for='data-cbd56404-db29-43dd-a64c-94cb01ed0d4c' 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([[293, 238],\n",
+       "       [374, 241],\n",
+       "       [479, 380],\n",
+       "       [346, 315],\n",
+       "       [411, 393],\n",
+       "       [273, 382],\n",
+       "       [341, 166],\n",
+       "       [478, 176],\n",
+       "       [296, 366],\n",
+       "       [125, 263]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>target</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>849 880 1348 1084 ... 1070 1045 536</div><input id='attrs-a4e76de5-2ff2-433b-8dab-dc2df33d3949' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a4e76de5-2ff2-433b-8dab-dc2df33d3949' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1f4e87f-81f4-4bd1-9ba3-a310b298f6b5' class='xr-var-data-in' type='checkbox'><label for='data-e1f4e87f-81f4-4bd1-9ba3-a310b298f6b5' 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([ 849,  880, 1348, 1084, 1220, 1002,  945, 1070, 1045,  536],\n",
+       "      dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5cec8af3-a1cd-47af-bac3-91863290ffd9' class='xr-section-summary-in' type='checkbox'  ><label for='section-5cec8af3-a1cd-47af-bac3-91863290ffd9' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f72c7093-f746-4c4b-9e2f-b9695927d824' class='xr-index-data-in' type='checkbox'/><label for='index-f72c7093-f746-4c4b-9e2f-b9695927d824' 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(DatetimeIndex([&#x27;2023-01-01&#x27;, &#x27;2023-01-02&#x27;, &#x27;2023-01-03&#x27;, &#x27;2023-01-04&#x27;,\n",
        "               &#x27;2023-01-05&#x27;, &#x27;2023-01-06&#x27;, &#x27;2023-01-07&#x27;, &#x27;2023-01-08&#x27;,\n",
        "               &#x27;2023-01-09&#x27;, &#x27;2023-01-10&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-14a38128-d82c-4e0d-ac67-d9f2eb8e3eaf' class='xr-index-data-in' type='checkbox'/><label for='index-14a38128-d82c-4e0d-ac67-d9f2eb8e3eaf' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a3bad2e0-b11a-4f29-883e-f73a5e3cbf16' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a3bad2e0-b11a-4f29-883e-f73a5e3cbf16' 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>2024-09-04T17:10:38.105145+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;date&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-11c5cef1-92c5-4795-abff-55337f899836' class='xr-index-data-in' type='checkbox'/><label for='index-11c5cef1-92c5-4795-abff-55337f899836' 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([&#x27;a&#x27;, &#x27;b&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1ed3ca14-cf23-4c8b-b6f0-91e55c55a890' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1ed3ca14-cf23-4c8b-b6f0-91e55c55a890' 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>2024-09-05T14:26:35.967389+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.19.0</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.15.1</dd></dl></div></li></ul></div></div><br></div>\n",
        "                      </ul>\n",
        "                  </div>\n",
        "            </li>\n",
@@ -5107,7 +5138,7 @@
        "\t> constant_data"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5118,7 +5149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -5130,10 +5161,10 @@
        "<!-- Generated by graphviz version 12.0.0 (0)\n",
        " -->\n",
        "<!-- Pages: 1 -->\n",
-       "<svg width=\"646pt\" height=\"596pt\"\n",
-       " viewBox=\"0.00 0.00 646.00 595.77\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<svg width=\"645pt\" height=\"596pt\"\n",
+       " viewBox=\"0.00 0.00 645.00 595.77\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
        "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 591.77)\">\n",
-       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-591.77 642,-591.77 642,4 -4,4\"/>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-591.77 641,-591.77 641,4 -4,4\"/>\n",
        "<g id=\"clust1\" class=\"cluster\">\n",
        "<title>clusterdate (10) x channel (2)</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M20,-348.04C20,-348.04 148,-348.04 148,-348.04 154,-348.04 160,-354.04 160,-360.04 160,-360.04 160,-555.86 160,-555.86 160,-561.86 154,-567.86 148,-567.86 148,-567.86 20,-567.86 20,-567.86 14,-567.86 8,-561.86 8,-555.86 8,-555.86 8,-360.04 8,-360.04 8,-354.04 14,-348.04 20,-348.04\"/>\n",
@@ -5146,8 +5177,8 @@
        "</g>\n",
        "<g id=\"clust3\" class=\"cluster\">\n",
        "<title>clusterchannel (2)</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M180,-457.95C180,-457.95 618,-457.95 618,-457.95 624,-457.95 630,-463.95 630,-469.95 630,-469.95 630,-567.77 630,-567.77 630,-573.77 624,-579.77 618,-579.77 618,-579.77 180,-579.77 180,-579.77 174,-579.77 168,-573.77 168,-567.77 168,-567.77 168,-469.95 168,-469.95 168,-463.95 174,-457.95 180,-457.95\"/>\n",
-       "<text text-anchor=\"middle\" x=\"591.25\" y=\"-465.15\" font-family=\"Times,serif\" font-size=\"14.00\">channel (2)</text>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M180,-457.95C180,-457.95 617,-457.95 617,-457.95 623,-457.95 629,-463.95 629,-469.95 629,-469.95 629,-567.77 629,-567.77 629,-573.77 623,-579.77 617,-579.77 617,-579.77 180,-579.77 180,-579.77 174,-579.77 168,-573.77 168,-567.77 168,-567.77 168,-469.95 168,-469.95 168,-463.95 174,-457.95 180,-457.95\"/>\n",
+       "<text text-anchor=\"middle\" x=\"590.25\" y=\"-465.15\" font-family=\"Times,serif\" font-size=\"14.00\">channel (2)</text>\n",
        "</g>\n",
        "<!-- channel_data -->\n",
        "<g id=\"node1\" class=\"node\">\n",
@@ -5166,13 +5197,13 @@
        "<text text-anchor=\"middle\" x=\"84\" y=\"-387.74\" font-family=\"Times,serif\" font-size=\"14.00\">Deterministic</text>\n",
        "</g>\n",
        "<!-- channel_data&#45;&gt;channel_contributions -->\n",
-       "<g id=\"edge2\" class=\"edge\">\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
        "<title>channel_data&#45;&gt;channel_contributions</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M84,-502.02C84,-486.4 84,-466.7 84,-449.58\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"87.5,-449.72 84,-439.72 80.5,-449.72 87.5,-449.72\"/>\n",
        "</g>\n",
        "<!-- mu -->\n",
-       "<g id=\"node4\" class=\"node\">\n",
+       "<g id=\"node3\" class=\"node\">\n",
        "<title>mu</title>\n",
        "<polygon fill=\"none\" stroke=\"black\" points=\"194.12,-320.73 103.88,-320.73 103.88,-263.23 194.12,-263.23 194.12,-320.73\"/>\n",
        "<text text-anchor=\"middle\" x=\"149\" y=\"-303.43\" font-family=\"Times,serif\" font-size=\"14.00\">mu</text>\n",
@@ -5180,19 +5211,11 @@
        "<text text-anchor=\"middle\" x=\"149\" y=\"-270.43\" font-family=\"Times,serif\" font-size=\"14.00\">Deterministic</text>\n",
        "</g>\n",
        "<!-- channel_contributions&#45;&gt;mu -->\n",
-       "<g id=\"edge6\" class=\"edge\">\n",
+       "<g id=\"edge7\" class=\"edge\">\n",
        "<title>channel_contributions&#45;&gt;mu</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M99.9,-380.08C108.3,-365.17 118.73,-346.67 127.81,-330.56\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"130.66,-332.64 132.52,-322.21 124.56,-329.21 130.66,-332.64\"/>\n",
        "</g>\n",
-       "<!-- target -->\n",
-       "<g id=\"node3\" class=\"node\">\n",
-       "<title>target</title>\n",
-       "<path fill=\"lightgrey\" stroke=\"black\" d=\"M166,-98C166,-98 136,-98 136,-98 130,-98 124,-92 124,-86 124,-86 124,-52.5 124,-52.5 124,-46.5 130,-40.5 136,-40.5 136,-40.5 166,-40.5 166,-40.5 172,-40.5 178,-46.5 178,-52.5 178,-52.5 178,-86 178,-86 178,-92 172,-98 166,-98\"/>\n",
-       "<text text-anchor=\"middle\" x=\"151\" y=\"-80.7\" font-family=\"Times,serif\" font-size=\"14.00\">target</text>\n",
-       "<text text-anchor=\"middle\" x=\"151\" y=\"-64.2\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
-       "<text text-anchor=\"middle\" x=\"151\" y=\"-47.7\" font-family=\"Times,serif\" font-size=\"14.00\">Data</text>\n",
-       "</g>\n",
        "<!-- y -->\n",
        "<g id=\"node5\" class=\"node\">\n",
        "<title>y</title>\n",
@@ -5202,11 +5225,19 @@
        "<text text-anchor=\"middle\" x=\"151\" y=\"-153.11\" font-family=\"Times,serif\" font-size=\"14.00\">Normal</text>\n",
        "</g>\n",
        "<!-- mu&#45;&gt;y -->\n",
-       "<g id=\"edge9\" class=\"edge\">\n",
+       "<g id=\"edge8\" class=\"edge\">\n",
        "<title>mu&#45;&gt;y</title>\n",
        "<path fill=\"none\" stroke=\"black\" d=\"M149.49,-262.77C149.68,-251.94 149.9,-239.23 150.11,-226.91\"/>\n",
        "<polygon fill=\"black\" stroke=\"black\" points=\"153.6,-227.34 150.28,-217.28 146.61,-227.22 153.6,-227.34\"/>\n",
        "</g>\n",
+       "<!-- target -->\n",
+       "<g id=\"node4\" class=\"node\">\n",
+       "<title>target</title>\n",
+       "<path fill=\"lightgrey\" stroke=\"black\" d=\"M166,-98C166,-98 136,-98 136,-98 130,-98 124,-92 124,-86 124,-86 124,-52.5 124,-52.5 124,-46.5 130,-40.5 136,-40.5 136,-40.5 166,-40.5 166,-40.5 172,-40.5 178,-46.5 178,-52.5 178,-52.5 178,-86 178,-86 178,-92 172,-98 166,-98\"/>\n",
+       "<text text-anchor=\"middle\" x=\"151\" y=\"-80.7\" font-family=\"Times,serif\" font-size=\"14.00\">target</text>\n",
+       "<text text-anchor=\"middle\" x=\"151\" y=\"-64.2\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
+       "<text text-anchor=\"middle\" x=\"151\" y=\"-47.7\" font-family=\"Times,serif\" font-size=\"14.00\">Data</text>\n",
+       "</g>\n",
        "<!-- y&#45;&gt;target -->\n",
        "<g id=\"edge1\" class=\"edge\">\n",
        "<title>y&#45;&gt;target</title>\n",
@@ -5222,7 +5253,7 @@
        "<text text-anchor=\"middle\" x=\"270\" y=\"-270.43\" font-family=\"Times,serif\" font-size=\"14.00\">HalfNormal</text>\n",
        "</g>\n",
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-       "<g id=\"edge8\" class=\"edge\">\n",
+       "<g id=\"edge9\" class=\"edge\">\n",
        "<title>y_sigma&#45;&gt;y</title>\n",
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        "<!-- intercept&#45;&gt;mu -->\n",
-       "<g id=\"edge7\" class=\"edge\">\n",
+       "<g id=\"edge6\" class=\"edge\">\n",
        "<title>intercept&#45;&gt;mu</title>\n",
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        "</g>\n",
-       "<!-- saturation_beta -->\n",
+       "<!-- adstock_alpha -->\n",
        "<g id=\"node8\" class=\"node\">\n",
-       "<title>saturation_beta</title>\n",
-       "<ellipse fill=\"none\" stroke=\"black\" cx=\"246\" cy=\"-531.11\" rx=\"69.65\" ry=\"40.66\"/>\n",
-       "<text text-anchor=\"middle\" x=\"246\" y=\"-542.56\" font-family=\"Times,serif\" font-size=\"14.00\">saturation_beta</text>\n",
-       "<text text-anchor=\"middle\" x=\"246\" y=\"-526.06\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
-       "<text text-anchor=\"middle\" x=\"246\" y=\"-509.56\" font-family=\"Times,serif\" font-size=\"14.00\">HalfNormal</text>\n",
+       "<title>adstock_alpha</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"242\" cy=\"-531.11\" rx=\"65.94\" ry=\"40.66\"/>\n",
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+       "<text text-anchor=\"middle\" x=\"242\" y=\"-526.06\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
+       "<text text-anchor=\"middle\" x=\"242\" y=\"-509.56\" font-family=\"Times,serif\" font-size=\"14.00\">Beta</text>\n",
        "</g>\n",
-       "<!-- saturation_beta&#45;&gt;channel_contributions -->\n",
-       "<g id=\"edge3\" class=\"edge\">\n",
-       "<title>saturation_beta&#45;&gt;channel_contributions</title>\n",
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+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>adstock_alpha&#45;&gt;channel_contributions</title>\n",
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-       "<!-- adstock_alpha -->\n",
+       "<!-- saturation_beta -->\n",
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-       "<title>adstock_alpha</title>\n",
-       "<ellipse fill=\"none\" stroke=\"black\" cx=\"400\" cy=\"-531.11\" rx=\"65.94\" ry=\"40.66\"/>\n",
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-       "<text text-anchor=\"middle\" x=\"400\" y=\"-509.56\" font-family=\"Times,serif\" font-size=\"14.00\">Beta</text>\n",
+       "<title>saturation_beta</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"396\" cy=\"-531.11\" rx=\"69.65\" ry=\"40.66\"/>\n",
+       "<text text-anchor=\"middle\" x=\"396\" y=\"-542.56\" font-family=\"Times,serif\" font-size=\"14.00\">saturation_beta</text>\n",
+       "<text text-anchor=\"middle\" x=\"396\" y=\"-526.06\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n",
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        "</g>\n",
-       "<!-- adstock_alpha&#45;&gt;channel_contributions -->\n",
+       "<!-- saturation_beta&#45;&gt;channel_contributions -->\n",
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-       "<title>adstock_alpha&#45;&gt;channel_contributions</title>\n",
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+       "<title>saturation_beta&#45;&gt;channel_contributions</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M366.62,-494.16C353.09,-480.26 335.85,-465.83 317,-457.95 284.97,-444.57 194.51,-458.99 161,-449.95 154.43,-448.18 147.77,-445.79 141.26,-443.06\"/>\n",
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        "<!-- saturation_lam -->\n",
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        "<title>saturation_lam</title>\n",
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       ],
       "text/plain": [
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+       "<graphviz.graphs.Digraph at 0x32c3ca5f0>"
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      },
-     "execution_count": 62,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }