concat_log_likelihoods.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "everyday-behalf",
   "metadata": {},
   "source": [
    "# Concat pointwise log likelihoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "elder-session",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import arviz as az\n",
    "rng = np.random.default_rng()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "young-wrong",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (a row: 15, b row: 23, c row: 31, chain: 4, d row: 19, draw: 500, e row: 27)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0 1 2 3\n",
       "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n",
       "  * a row    (a row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * b row    (b row) int64 0 1 2 3 4 5 6 7 8 9 ... 13 14 15 16 17 18 19 20 21 22\n",
       "  * c row    (c row) int64 0 1 2 3 4 5 6 7 8 9 ... 21 22 23 24 25 26 27 28 29 30\n",
       "  * d row    (d row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n",
       "  * e row    (e row) int64 0 1 2 3 4 5 6 7 8 9 ... 17 18 19 20 21 22 23 24 25 26\n",
       "Data variables:\n",
       "    a        (chain, draw, a row) float64 -0.3563 -1.354 ... -2.325 -0.5401\n",
       "    b        (chain, draw, b row) float64 0.4104 -1.805 1.843 ... -0.7283 2.031\n",
       "    c        (chain, draw, c row) float64 0.7756 1.491 0.6905 ... -0.6294 -2.619\n",
       "    d        (chain, draw, d row) float64 -0.1497 0.176 -1.698 ... -0.523 1.049\n",
       "    e        (chain, draw, e row) float64 0.9918 0.5959 ... 0.2894 0.1887\n",
       "Attributes:\n",
       "    created_at:     2021-03-21T09:38:33.655701\n",
       "    arviz_version:  0.11.2</pre><div class='xr-wrap' hidden><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-7facd2f5-ecdf-4708-80cb-92bbf7b898ac' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7facd2f5-ecdf-4708-80cb-92bbf7b898ac' 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'>a row</span>: 15</li><li><span class='xr-has-index'>b row</span>: 23</li><li><span class='xr-has-index'>c row</span>: 31</li><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>d row</span>: 19</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>e row</span>: 27</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0c672cc1-b8dd-459d-864a-bf910f5da816' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0c672cc1-b8dd-459d-864a-bf910f5da816' class='xr-section-summary' >Coordinates: <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 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-923672df-7082-47a1-a512-489e6133ceec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-923672df-7082-47a1-a512-489e6133ceec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8a0b9b7-9cf6-421a-804b-1bdc7d9a199e' class='xr-var-data-in' type='checkbox'><label for='data-e8a0b9b7-9cf6-421a-804b-1bdc7d9a199e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-603d6f3c-101b-41da-b7fe-61b096f18748' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-603d6f3c-101b-41da-b7fe-61b096f18748' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5d13c19-cc92-4b8f-8df2-e3a448a3189b' class='xr-var-data-in' type='checkbox'><label for='data-b5d13c19-cc92-4b8f-8df2-e3a448a3189b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>a row</span></div><div class='xr-var-dims'>(a row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12 13 14</div><input id='attrs-237471fa-72ef-4805-b6fb-59dccfb35ce8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-237471fa-72ef-4805-b6fb-59dccfb35ce8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28659fde-5582-43f6-8140-5e6636109e85' class='xr-var-data-in' type='checkbox'><label for='data-28659fde-5582-43f6-8140-5e6636109e85' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>b row</span></div><div class='xr-var-dims'>(b row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 17 18 19 20 21 22</div><input id='attrs-6ed56125-20d1-495b-aa04-aa2ca75ab645' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ed56125-20d1-495b-aa04-aa2ca75ab645' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e6099b6-9ae6-49ab-90f6-467d7bf38ea0' class='xr-var-data-in' type='checkbox'><label for='data-3e6099b6-9ae6-49ab-90f6-467d7bf38ea0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>c row</span></div><div class='xr-var-dims'>(c row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 25 26 27 28 29 30</div><input id='attrs-92162ea0-28ed-45c1-b15e-aac47960da2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-92162ea0-28ed-45c1-b15e-aac47960da2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39d62e70-a4e0-4532-b25d-fb200e9d48cb' class='xr-var-data-in' type='checkbox'><label for='data-39d62e70-a4e0-4532-b25d-fb200e9d48cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>d row</span></div><div class='xr-var-dims'>(d row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 13 14 15 16 17 18</div><input id='attrs-9ecde3f4-326f-475d-8819-f20bfce3e602' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ecde3f4-326f-475d-8819-f20bfce3e602' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7728573-0686-41e5-9cc4-3f0c636ce8d1' class='xr-var-data-in' type='checkbox'><label for='data-f7728573-0686-41e5-9cc4-3f0c636ce8d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>e row</span></div><div class='xr-var-dims'>(e row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 21 22 23 24 25 26</div><input id='attrs-825899f6-0fee-4233-b8cf-4ed84df0cb60' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-825899f6-0fee-4233-b8cf-4ed84df0cb60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60354e84-3232-4e44-b286-b0cbf9909277' class='xr-var-data-in' type='checkbox'><label for='data-60354e84-3232-4e44-b286-b0cbf9909277' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24, 25, 26])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-36d86b6c-c2d6-4af0-8443-76d42c4000bc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-36d86b6c-c2d6-4af0-8443-76d42c4000bc' class='xr-section-summary' >Data variables: <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>a</span></div><div class='xr-var-dims'>(chain, draw, a row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.3563 -1.354 ... -2.325 -0.5401</div><input id='attrs-e80b6d79-03a9-49ee-97be-9178d7195769' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e80b6d79-03a9-49ee-97be-9178d7195769' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd6a6554-b2b8-4e02-b07e-9eebfc61c243' class='xr-var-data-in' type='checkbox'><label for='data-cd6a6554-b2b8-4e02-b07e-9eebfc61c243' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-3.56285789e-01, -1.35434013e+00, -2.95821175e-01, ...,\n",
       "         -1.05001023e-01, -8.86058080e-01, -2.71631079e-01],\n",
       "        [ 1.80946296e+00, -1.76729960e-01, -1.86865065e+00, ...,\n",
       "         -1.07208307e+00, -2.76773073e-01, -5.73178137e-01],\n",
       "        [-1.98887810e-01,  1.08016208e+00, -1.41878647e+00, ...,\n",
       "         -8.38474852e-01, -1.54111632e+00, -5.01693373e-01],\n",
       "        ...,\n",
       "        [-3.51376427e-01, -5.91679661e-01, -9.33057353e-01, ...,\n",
       "         -5.58582643e-02,  6.63417342e-01, -7.90441246e-01],\n",
       "        [-1.86172230e+00,  8.39445796e-02,  6.46474280e-01, ...,\n",
       "         -3.97831586e-01, -1.21500994e+00, -2.22812932e-01],\n",
       "        [-1.18203362e+00, -5.24838263e-01,  8.33731041e-01, ...,\n",
       "         -2.16610902e-01,  1.31882929e+00,  2.11337656e+00]],\n",
       "\n",
       "       [[ 1.98384057e+00,  1.64301009e+00,  7.78557945e-01, ...,\n",
       "         -1.74977131e+00, -1.25682762e+00, -1.95310335e+00],\n",
       "        [ 3.48961314e+00, -2.37642963e-01,  1.68235871e+00, ...,\n",
       "         -3.91697329e-01,  1.42456347e+00, -2.55266478e+00],\n",
       "        [-1.84847123e-01, -3.58019644e-01,  5.98025647e-01, ...,\n",
       "          7.90527413e-01, -5.04381085e-01, -1.53321384e+00],\n",
       "...\n",
       "        [-5.14359853e-01, -5.76898895e-01, -4.19361203e-01, ...,\n",
       "          1.44989074e+00,  1.70120092e-01,  1.07388469e+00],\n",
       "        [ 1.33276875e+00, -1.54241695e+00,  6.64397055e-01, ...,\n",
       "         -1.18860766e+00, -1.18352723e+00,  5.20538775e-01],\n",
       "        [-3.93325398e-02, -3.73312520e-01,  1.18145115e-01, ...,\n",
       "         -1.01625991e+00, -6.56951505e-01,  6.83196131e-01]],\n",
       "\n",
       "       [[ 3.23687882e-03, -2.10548933e-04,  1.17572136e+00, ...,\n",
       "          4.41006592e-01, -6.79827622e-01,  2.56428339e+00],\n",
       "        [-2.11184029e+00,  1.42838041e+00,  1.33438885e+00, ...,\n",
       "         -1.79052512e+00,  1.08778240e-02,  2.04447661e+00],\n",
       "        [-1.10858584e+00, -1.60359328e+00, -9.22489682e-01, ...,\n",
       "          9.00289507e-02, -7.15757661e-01, -2.42527301e-01],\n",
       "        ...,\n",
       "        [-9.02410617e-01,  1.86907985e-01,  3.26817645e-02, ...,\n",
       "          2.35141107e-01,  1.21590970e+00,  9.78249365e-01],\n",
       "        [ 3.91799686e-01,  1.02219649e+00,  1.60561445e+00, ...,\n",
       "          2.70844734e-01,  3.03778632e-01,  7.13985367e-01],\n",
       "        [-3.52284792e-01, -8.76615828e-01,  3.49496657e-01, ...,\n",
       "          8.00157018e-01, -2.32450107e+00, -5.40141011e-01]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>b</span></div><div class='xr-var-dims'>(chain, draw, b row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4104 -1.805 ... -0.7283 2.031</div><input id='attrs-d270c835-e0fb-4180-ab2d-1c39eb294851' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d270c835-e0fb-4180-ab2d-1c39eb294851' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ec94e46-044d-48d9-868a-9f69fd254f49' class='xr-var-data-in' type='checkbox'><label for='data-6ec94e46-044d-48d9-868a-9f69fd254f49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 4.10403609e-01, -1.80461906e+00,  1.84315397e+00, ...,\n",
       "          5.72007180e-01,  7.08105681e-01,  1.67119924e+00],\n",
       "        [ 6.99010869e-01, -1.23330765e+00, -1.54815481e+00, ...,\n",
       "          8.05421478e-01, -8.62933110e-01, -6.51556909e-01],\n",
       "        [ 2.69367826e-01,  1.13353786e-01,  8.99894042e-01, ...,\n",
       "          1.39217653e-01,  2.35149697e+00, -1.53946861e-01],\n",
       "        ...,\n",
       "        [ 1.22145762e+00, -3.72328262e-01,  1.94444219e+00, ...,\n",
       "          2.10596168e-01, -7.70756808e-01, -3.81108632e-01],\n",
       "        [-1.41734319e-01,  5.75058073e-01,  1.09671681e-01, ...,\n",
       "          1.03671773e+00,  3.20022522e-01, -2.06829231e+00],\n",
       "        [ 6.05627808e-01, -1.05238870e+00,  4.20673669e-01, ...,\n",
       "         -1.29097336e+00,  1.71640356e+00,  1.21425158e-01]],\n",
       "\n",
       "       [[ 9.21166656e-01, -1.30234713e+00, -1.13304837e-01, ...,\n",
       "         -1.36635804e+00, -6.89399879e-01, -8.85020400e-01],\n",
       "        [ 1.15589551e+00,  6.86810199e-01,  8.28280744e-01, ...,\n",
       "         -6.38368008e-01, -2.38379364e+00, -2.63458597e+00],\n",
       "        [-4.84150357e-02,  2.62667726e-01, -9.77782439e-01, ...,\n",
       "         -1.30388841e+00, -3.08654328e+00,  1.87658097e+00],\n",
       "...\n",
       "        [-5.13120232e-01, -3.15493283e-02,  1.39889537e+00, ...,\n",
       "          1.38786766e-01,  8.25723980e-01, -3.36018808e-01],\n",
       "        [ 1.09988044e+00,  9.57428616e-01, -3.06399271e-01, ...,\n",
       "         -3.61099932e-01,  6.19356550e-01,  3.62083062e-01],\n",
       "        [ 1.54276381e-01, -7.18917425e-01, -4.48849843e-01, ...,\n",
       "         -5.32924789e-02, -3.37301636e-02, -2.60392941e-01]],\n",
       "\n",
       "       [[ 3.65150160e-01,  2.54093897e-01,  3.69889509e-01, ...,\n",
       "         -4.73163070e-01,  3.74908873e-01,  2.65447643e+00],\n",
       "        [-9.84229577e-01, -1.57690163e-01, -1.89441776e+00, ...,\n",
       "         -9.79707361e-01, -6.55567417e-01, -1.55054222e+00],\n",
       "        [ 5.18444512e-01, -1.79715495e+00,  3.41170854e-01, ...,\n",
       "         -1.82204814e+00,  4.45280251e-01,  5.59868845e-01],\n",
       "        ...,\n",
       "        [ 2.35507463e-01, -2.17698671e+00, -6.38836883e-01, ...,\n",
       "         -3.93999927e-01, -1.31475309e-01, -5.55560600e-01],\n",
       "        [ 1.60172455e+00, -3.83319252e-02,  9.04355092e-01, ...,\n",
       "          1.69572142e+00,  1.51140143e+00, -1.62418375e-03],\n",
       "        [-9.67256099e-01,  1.37265763e-01,  1.04782869e+00, ...,\n",
       "          1.09112392e+00, -7.28289448e-01,  2.03092407e+00]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>c</span></div><div class='xr-var-dims'>(chain, draw, c row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7756 1.491 ... -0.6294 -2.619</div><input id='attrs-e168e1a5-3e19-4b66-961c-b21eedd48a10' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e168e1a5-3e19-4b66-961c-b21eedd48a10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a77f9d71-0f85-43ae-835a-01093eb94ce6' class='xr-var-data-in' type='checkbox'><label for='data-a77f9d71-0f85-43ae-835a-01093eb94ce6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.77560113,  1.49096932,  0.69046864, ..., -2.04539091,\n",
       "         -0.80211211, -2.03715101],\n",
       "        [-0.15424664, -0.11712291,  1.75207442, ..., -0.71844867,\n",
       "          1.17568399,  0.70799372],\n",
       "        [ 1.05241697,  1.84882641, -0.44616201, ...,  1.82821825,\n",
       "          1.01230505,  0.1982887 ],\n",
       "        ...,\n",
       "        [ 1.84859015, -0.11335276,  0.70063272, ...,  0.81895288,\n",
       "         -1.55490097,  0.88199039],\n",
       "        [ 0.99094215, -0.43720002, -1.11378275, ..., -3.09700014,\n",
       "          0.33209058,  0.0987356 ],\n",
       "        [-0.21721329,  0.03046958, -1.00200559, ..., -0.93685755,\n",
       "          0.25986441, -0.09316839]],\n",
       "\n",
       "       [[-0.1907988 ,  0.52532687, -1.7477844 , ...,  0.50341966,\n",
       "         -1.16613829,  0.51131391],\n",
       "        [-0.23335581, -0.6360823 ,  0.65569109, ..., -0.2785161 ,\n",
       "         -0.41965956, -0.39637835],\n",
       "        [-0.52535791,  1.20998048, -0.6681328 , ..., -0.56713578,\n",
       "         -0.34622964,  0.22142949],\n",
       "...\n",
       "        [-1.48897208,  0.86145185, -0.61810351, ..., -0.69978615,\n",
       "         -0.67088569, -0.76021787],\n",
       "        [ 1.14433562, -0.4361622 , -1.12549464, ...,  1.65490748,\n",
       "         -0.7776877 ,  0.0960213 ],\n",
       "        [ 1.42650321, -1.0891577 , -0.96408654, ..., -0.2664167 ,\n",
       "         -0.51591708, -1.16013581]],\n",
       "\n",
       "       [[ 0.59872522, -0.9848791 ,  0.46042692, ...,  0.98060942,\n",
       "         -0.86611712, -0.94078151],\n",
       "        [-1.68555036,  0.56002336,  1.24959061, ..., -0.22049649,\n",
       "         -0.34470278, -1.28611497],\n",
       "        [-0.16189289,  0.62161849, -2.29946226, ..., -1.91746864,\n",
       "         -0.75642632,  0.20905996],\n",
       "        ...,\n",
       "        [-1.03699631,  0.79450054, -1.24889364, ...,  0.55638648,\n",
       "         -1.65741708,  0.85723742],\n",
       "        [-0.47594556,  0.47057566, -1.21114321, ..., -0.36162368,\n",
       "          0.20611242, -0.3929714 ],\n",
       "        [-0.45784062, -3.22925997,  1.25343301, ...,  1.10955566,\n",
       "         -0.6294274 , -2.61896054]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d</span></div><div class='xr-var-dims'>(chain, draw, d row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1497 0.176 ... -0.523 1.049</div><input id='attrs-471b8119-ab08-4752-b9b3-8423ca028be0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-471b8119-ab08-4752-b9b3-8423ca028be0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e13090f9-fc8c-4739-a6da-8688064fe168' class='xr-var-data-in' type='checkbox'><label for='data-e13090f9-fc8c-4739-a6da-8688064fe168' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-0.14969274,  0.17595372, -1.69812267, ..., -1.16418225,\n",
       "         -0.06191491, -0.68725001],\n",
       "        [ 0.59450525,  0.34056485,  0.2282953 , ...,  1.55981813,\n",
       "          1.33110918, -0.09594853],\n",
       "        [-0.13588007,  0.68667378,  1.21571093, ..., -0.62156428,\n",
       "         -1.67999487, -0.55673321],\n",
       "        ...,\n",
       "        [ 1.2440976 ,  0.76669866,  1.59775939, ...,  0.2474367 ,\n",
       "          0.3436671 ,  0.19613032],\n",
       "        [ 0.84865263, -0.35134922,  0.04429938, ..., -0.29680785,\n",
       "          0.39298532, -1.35653675],\n",
       "        [-1.21315163, -1.4042989 ,  0.88396119, ...,  1.44289805,\n",
       "         -1.04204229,  0.7993166 ]],\n",
       "\n",
       "       [[-0.91051492,  0.38477151, -1.22042978, ...,  0.8891613 ,\n",
       "         -0.31680249,  1.97167091],\n",
       "        [-1.49313649, -1.41356027,  0.31685138, ..., -0.95866335,\n",
       "          0.4173134 ,  0.49010218],\n",
       "        [ 0.40942214,  0.40587747,  0.46168609, ..., -0.54367617,\n",
       "         -0.91732888,  0.04559748],\n",
       "...\n",
       "        [ 0.49805253, -0.9605841 ,  0.29900717, ...,  1.7081279 ,\n",
       "         -0.27526893,  0.9356213 ],\n",
       "        [ 1.09497653, -0.36394925,  0.17988517, ..., -1.250958  ,\n",
       "          0.3710451 , -1.04262604],\n",
       "        [-1.35145469,  0.51957784,  0.27143448, ...,  0.29018238,\n",
       "          0.80412735, -1.2172699 ]],\n",
       "\n",
       "       [[-1.10158293, -0.08816221,  1.45115809, ..., -2.54115002,\n",
       "          0.50518302,  1.7943593 ],\n",
       "        [-1.55753215, -0.59023976,  0.8227511 , ...,  0.97108782,\n",
       "          0.09462535,  1.9525769 ],\n",
       "        [ 0.0805401 ,  0.90671697, -0.83023013, ..., -0.61837661,\n",
       "         -2.00721571,  1.38963596],\n",
       "        ...,\n",
       "        [-0.20278014,  0.9165811 ,  0.27107683, ..., -1.22199658,\n",
       "         -0.20430443,  0.8201816 ],\n",
       "        [ 0.50218155,  1.32894606,  1.0809606 , ..., -2.07399033,\n",
       "          0.26609366, -1.34478814],\n",
       "        [ 1.42765485,  1.94576269,  0.60896723, ...,  0.90899404,\n",
       "         -0.52297186,  1.0487101 ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e</span></div><div class='xr-var-dims'>(chain, draw, e row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9918 0.5959 ... 0.2894 0.1887</div><input id='attrs-f3893ec8-d357-41ab-92ec-e557d1fd3028' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3893ec8-d357-41ab-92ec-e557d1fd3028' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0545d34-1195-492e-87e1-5171cc0f3e49' class='xr-var-data-in' type='checkbox'><label for='data-d0545d34-1195-492e-87e1-5171cc0f3e49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 9.91829468e-01,  5.95939368e-01, -3.88225102e-01, ...,\n",
       "         -1.19981867e+00,  4.52189143e-01, -9.15720097e-01],\n",
       "        [ 4.85704309e-01,  1.27701744e+00, -6.64837868e-02, ...,\n",
       "         -2.81159977e-01,  1.97475860e+00, -1.84588275e+00],\n",
       "        [ 1.80289799e+00, -2.03045791e-01,  4.76309765e-01, ...,\n",
       "         -1.37596171e+00, -1.32559946e-01,  7.36460351e-01],\n",
       "        ...,\n",
       "        [-7.83078554e-02,  1.89112043e-01,  1.59165835e+00, ...,\n",
       "         -4.94345994e-01, -1.93388258e-01, -7.66203708e-01],\n",
       "        [-6.75422252e-01,  2.41552937e+00,  6.50951475e-01, ...,\n",
       "         -2.95181326e-04, -1.41919042e+00,  6.08481337e-01],\n",
       "        [ 7.85676553e-01,  5.71186375e-01,  1.10356355e+00, ...,\n",
       "         -1.08465655e+00,  2.65882467e-01,  1.11217743e+00]],\n",
       "\n",
       "       [[ 4.42325482e-01,  1.24121199e+00, -9.92270075e-01, ...,\n",
       "         -2.70911585e-01, -5.47205675e-03,  8.60744455e-03],\n",
       "        [-2.51598023e-02,  6.92251157e-01,  9.77143447e-02, ...,\n",
       "         -7.47953620e-01,  5.32302623e-01,  2.46194756e+00],\n",
       "        [ 5.80015314e-03,  1.03116105e+00,  7.26941008e-01, ...,\n",
       "         -1.67316480e-01,  6.62252504e-01,  2.01299032e-01],\n",
       "...\n",
       "        [ 8.45647903e-01, -1.78792901e+00,  5.24277042e-02, ...,\n",
       "          1.81993517e+00, -8.95917572e-02, -1.17093965e-01],\n",
       "        [-2.20232935e+00, -7.21251775e-01,  1.03029487e+00, ...,\n",
       "         -4.41960790e-01, -1.00051511e+00, -2.11847974e+00],\n",
       "        [ 1.39885584e+00, -9.16510364e-01, -9.31454773e-02, ...,\n",
       "         -7.44370096e-01,  4.70892141e-01, -3.89888476e-01]],\n",
       "\n",
       "       [[ 1.82360673e-01, -6.07207472e-01, -1.16344740e-01, ...,\n",
       "         -3.54448810e-01, -2.07112012e+00,  3.08207720e-01],\n",
       "        [-6.50960885e-02, -5.88483646e-01,  1.44505558e+00, ...,\n",
       "          5.24765345e-01,  2.78354938e-01, -2.05364732e+00],\n",
       "        [ 5.05037485e-01,  4.13137909e-01,  4.10085220e-01, ...,\n",
       "         -1.00922619e-01,  5.36657291e-01, -1.12617712e+00],\n",
       "        ...,\n",
       "        [ 1.71688124e-01,  2.39299905e+00, -2.75857927e-01, ...,\n",
       "          2.92845993e-01, -5.42573123e-02, -2.99346151e+00],\n",
       "        [ 1.46074492e+00,  7.15112300e-01,  1.22404937e+00, ...,\n",
       "         -3.72130835e-01,  5.93275672e-01, -7.60034712e-01],\n",
       "        [-1.92967926e-01, -1.08550345e+00,  2.61950440e-01, ...,\n",
       "          1.44959175e+00,  2.89389846e-01,  1.88693839e-01]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3ea288ec-197f-41f9-abfd-af8389a2fbd9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3ea288ec-197f-41f9-abfd-af8389a2fbd9' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2021-03-21T09:38:33.655701</dd><dt><span>arviz_version :</span></dt><dd>0.11.2</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (a row: 15, b row: 23, c row: 31, chain: 4, d row: 19, draw: 500, e row: 27)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0 1 2 3\n",
       "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n",
       "  * a row    (a row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * b row    (b row) int64 0 1 2 3 4 5 6 7 8 9 ... 13 14 15 16 17 18 19 20 21 22\n",
       "  * c row    (c row) int64 0 1 2 3 4 5 6 7 8 9 ... 21 22 23 24 25 26 27 28 29 30\n",
       "  * d row    (d row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n",
       "  * e row    (e row) int64 0 1 2 3 4 5 6 7 8 9 ... 17 18 19 20 21 22 23 24 25 26\n",
       "Data variables:\n",
       "    a        (chain, draw, a row) float64 -0.3563 -1.354 ... -2.325 -0.5401\n",
       "    b        (chain, draw, b row) float64 0.4104 -1.805 1.843 ... -0.7283 2.031\n",
       "    c        (chain, draw, c row) float64 0.7756 1.491 0.6905 ... -0.6294 -2.619\n",
       "    d        (chain, draw, d row) float64 -0.1497 0.176 -1.698 ... -0.523 1.049\n",
       "    e        (chain, draw, e row) float64 0.9918 0.5959 ... 0.2894 0.1887\n",
       "Attributes:\n",
       "    created_at:     2021-03-21T09:38:33.655701\n",
       "    arviz_version:  0.11.2"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letters = \"abcde\"\n",
    "shapes = (15, 23, 31, 19, 27)\n",
    "dims = {letter: [f\"{letter} row\"] for letter in letters}\n",
    "data = {letter: rng.normal(size=(4, 500, shape)) for letter, shape in zip(letters, shapes)}\n",
    "ds = az.dict_to_dataset(data, dims=dims)\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "associate-clause",
   "metadata": {},
   "outputs": [
    {
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       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:         (a row: 15, b row: 23, c row: 31, chain: 4, d row: 19, draw: 500, e row: 27, row: 115)\n",
       "Coordinates:\n",
       "  * chain           (chain) int64 0 1 2 3\n",
       "  * draw            (draw) int64 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * a row           (a row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * b row           (b row) int64 0 1 2 3 4 5 6 7 8 ... 15 16 17 18 19 20 21 22\n",
       "  * c row           (c row) int64 0 1 2 3 4 5 6 7 8 ... 23 24 25 26 27 28 29 30\n",
       "  * d row           (d row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n",
       "  * e row           (e row) int64 0 1 2 3 4 5 6 7 8 ... 19 20 21 22 23 24 25 26\n",
       "  * row             (row) int64 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n",
       "Data variables:\n",
       "    a               (chain, draw, a row) float64 -0.3563 -1.354 ... -0.5401\n",
       "    b               (chain, draw, b row) float64 0.4104 -1.805 ... -0.7283 2.031\n",
       "    c               (chain, draw, c row) float64 0.7756 1.491 ... -0.6294 -2.619\n",
       "    d               (chain, draw, d row) float64 -0.1497 0.176 ... -0.523 1.049\n",
       "    e               (chain, draw, e row) float64 0.9918 0.5959 ... 0.2894 0.1887\n",
       "    log_likelihood  (chain, draw, row) float64 -0.3563 -1.354 ... 0.2894 0.1887\n",
       "Attributes:\n",
       "    created_at:     2021-03-21T09:38:33.655701\n",
       "    arviz_version:  0.11.2</pre><div class='xr-wrap' hidden><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-55c27a2c-d421-4e59-8585-99ad1a86b8a7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-55c27a2c-d421-4e59-8585-99ad1a86b8a7' 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'>a row</span>: 15</li><li><span class='xr-has-index'>b row</span>: 23</li><li><span class='xr-has-index'>c row</span>: 31</li><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>d row</span>: 19</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>e row</span>: 27</li><li><span class='xr-has-index'>row</span>: 115</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0850dd7c-3de3-454d-952d-b0430a8bc191' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0850dd7c-3de3-454d-952d-b0430a8bc191' class='xr-section-summary' >Coordinates: <span>(8)</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-c6f2d71c-6ad6-412c-9b6b-c10fac2d66b8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6f2d71c-6ad6-412c-9b6b-c10fac2d66b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39449a16-9a51-461a-b47e-ed607c11927f' class='xr-var-data-in' type='checkbox'><label for='data-39449a16-9a51-461a-b47e-ed607c11927f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-ffdf2df6-6bab-4480-be83-fda9902b77e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ffdf2df6-6bab-4480-be83-fda9902b77e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6052712b-bf16-4ac4-b2ec-a2d5b46da892' class='xr-var-data-in' type='checkbox'><label for='data-6052712b-bf16-4ac4-b2ec-a2d5b46da892' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>a row</span></div><div class='xr-var-dims'>(a row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12 13 14</div><input id='attrs-9fc560ba-0f36-4f64-892c-3846a90dc45e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9fc560ba-0f36-4f64-892c-3846a90dc45e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2518c05-127b-46b5-9228-52f615bb1013' class='xr-var-data-in' type='checkbox'><label for='data-c2518c05-127b-46b5-9228-52f615bb1013' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>b row</span></div><div class='xr-var-dims'>(b row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 17 18 19 20 21 22</div><input id='attrs-4f8641c5-013f-4318-acb4-66a342f85e79' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f8641c5-013f-4318-acb4-66a342f85e79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c568ab1a-dadc-4b61-bf00-d2de80ca3428' class='xr-var-data-in' type='checkbox'><label for='data-c568ab1a-dadc-4b61-bf00-d2de80ca3428' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>c row</span></div><div class='xr-var-dims'>(c row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 25 26 27 28 29 30</div><input id='attrs-e6e2a3a5-1236-45ef-8afd-23a36374e2c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e6e2a3a5-1236-45ef-8afd-23a36374e2c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dba54050-6ed0-4c03-912f-483bcc83f246' class='xr-var-data-in' type='checkbox'><label for='data-dba54050-6ed0-4c03-912f-483bcc83f246' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>d row</span></div><div class='xr-var-dims'>(d row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 13 14 15 16 17 18</div><input id='attrs-bce49f76-8b26-40b8-8665-ef98c7e5c127' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bce49f76-8b26-40b8-8665-ef98c7e5c127' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-291a6e7b-1fcf-4579-b714-2677edc5c535' class='xr-var-data-in' type='checkbox'><label for='data-291a6e7b-1fcf-4579-b714-2677edc5c535' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>e row</span></div><div class='xr-var-dims'>(e row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 21 22 23 24 25 26</div><input id='attrs-2d0bbb9a-4616-4ce3-ad81-2348cd45ae4e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d0bbb9a-4616-4ce3-ad81-2348cd45ae4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-420c750b-f1e7-4df4-911f-3a159e0a0665' class='xr-var-data-in' type='checkbox'><label for='data-420c750b-f1e7-4df4-911f-3a159e0a0665' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,\n",
       "       18, 19, 20, 21, 22, 23, 24, 25, 26])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>row</span></div><div class='xr-var-dims'>(row)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 21 22 23 24 25 26</div><input id='attrs-dccd2146-0074-40c9-91df-47e672246ad9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dccd2146-0074-40c9-91df-47e672246ad9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fb35c72-1bf3-4026-a696-35bb0649f2e2' class='xr-var-data-in' type='checkbox'><label for='data-7fb35c72-1bf3-4026-a696-35bb0649f2e2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14,  0,  1,  2,\n",
       "        3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n",
       "       21, 22,  0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15,\n",
       "       16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30,  0,  1,  2,\n",
       "        3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,  0,  1,\n",
       "        2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,\n",
       "       20, 21, 22, 23, 24, 25, 26])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bf7e2038-dd8c-4207-af91-c1dce5233f49' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bf7e2038-dd8c-4207-af91-c1dce5233f49' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>a</span></div><div class='xr-var-dims'>(chain, draw, a row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.3563 -1.354 ... -2.325 -0.5401</div><input id='attrs-4a82480b-1469-4e32-a59a-a3b9d5ad4cc1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4a82480b-1469-4e32-a59a-a3b9d5ad4cc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cc38595-d6b8-4712-abed-b80ebe00e922' class='xr-var-data-in' type='checkbox'><label for='data-6cc38595-d6b8-4712-abed-b80ebe00e922' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-3.56285789e-01, -1.35434013e+00, -2.95821175e-01, ...,\n",
       "         -1.05001023e-01, -8.86058080e-01, -2.71631079e-01],\n",
       "        [ 1.80946296e+00, -1.76729960e-01, -1.86865065e+00, ...,\n",
       "         -1.07208307e+00, -2.76773073e-01, -5.73178137e-01],\n",
       "        [-1.98887810e-01,  1.08016208e+00, -1.41878647e+00, ...,\n",
       "         -8.38474852e-01, -1.54111632e+00, -5.01693373e-01],\n",
       "        ...,\n",
       "        [-3.51376427e-01, -5.91679661e-01, -9.33057353e-01, ...,\n",
       "         -5.58582643e-02,  6.63417342e-01, -7.90441246e-01],\n",
       "        [-1.86172230e+00,  8.39445796e-02,  6.46474280e-01, ...,\n",
       "         -3.97831586e-01, -1.21500994e+00, -2.22812932e-01],\n",
       "        [-1.18203362e+00, -5.24838263e-01,  8.33731041e-01, ...,\n",
       "         -2.16610902e-01,  1.31882929e+00,  2.11337656e+00]],\n",
       "\n",
       "       [[ 1.98384057e+00,  1.64301009e+00,  7.78557945e-01, ...,\n",
       "         -1.74977131e+00, -1.25682762e+00, -1.95310335e+00],\n",
       "        [ 3.48961314e+00, -2.37642963e-01,  1.68235871e+00, ...,\n",
       "         -3.91697329e-01,  1.42456347e+00, -2.55266478e+00],\n",
       "        [-1.84847123e-01, -3.58019644e-01,  5.98025647e-01, ...,\n",
       "          7.90527413e-01, -5.04381085e-01, -1.53321384e+00],\n",
       "...\n",
       "        [-5.14359853e-01, -5.76898895e-01, -4.19361203e-01, ...,\n",
       "          1.44989074e+00,  1.70120092e-01,  1.07388469e+00],\n",
       "        [ 1.33276875e+00, -1.54241695e+00,  6.64397055e-01, ...,\n",
       "         -1.18860766e+00, -1.18352723e+00,  5.20538775e-01],\n",
       "        [-3.93325398e-02, -3.73312520e-01,  1.18145115e-01, ...,\n",
       "         -1.01625991e+00, -6.56951505e-01,  6.83196131e-01]],\n",
       "\n",
       "       [[ 3.23687882e-03, -2.10548933e-04,  1.17572136e+00, ...,\n",
       "          4.41006592e-01, -6.79827622e-01,  2.56428339e+00],\n",
       "        [-2.11184029e+00,  1.42838041e+00,  1.33438885e+00, ...,\n",
       "         -1.79052512e+00,  1.08778240e-02,  2.04447661e+00],\n",
       "        [-1.10858584e+00, -1.60359328e+00, -9.22489682e-01, ...,\n",
       "          9.00289507e-02, -7.15757661e-01, -2.42527301e-01],\n",
       "        ...,\n",
       "        [-9.02410617e-01,  1.86907985e-01,  3.26817645e-02, ...,\n",
       "          2.35141107e-01,  1.21590970e+00,  9.78249365e-01],\n",
       "        [ 3.91799686e-01,  1.02219649e+00,  1.60561445e+00, ...,\n",
       "          2.70844734e-01,  3.03778632e-01,  7.13985367e-01],\n",
       "        [-3.52284792e-01, -8.76615828e-01,  3.49496657e-01, ...,\n",
       "          8.00157018e-01, -2.32450107e+00, -5.40141011e-01]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>b</span></div><div class='xr-var-dims'>(chain, draw, b row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4104 -1.805 ... -0.7283 2.031</div><input id='attrs-e2d8591e-1a01-4a01-b82a-2dc7653f2c22' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2d8591e-1a01-4a01-b82a-2dc7653f2c22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-594a279d-bf17-4e00-8253-fccdefd5c93d' class='xr-var-data-in' type='checkbox'><label for='data-594a279d-bf17-4e00-8253-fccdefd5c93d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 4.10403609e-01, -1.80461906e+00,  1.84315397e+00, ...,\n",
       "          5.72007180e-01,  7.08105681e-01,  1.67119924e+00],\n",
       "        [ 6.99010869e-01, -1.23330765e+00, -1.54815481e+00, ...,\n",
       "          8.05421478e-01, -8.62933110e-01, -6.51556909e-01],\n",
       "        [ 2.69367826e-01,  1.13353786e-01,  8.99894042e-01, ...,\n",
       "          1.39217653e-01,  2.35149697e+00, -1.53946861e-01],\n",
       "        ...,\n",
       "        [ 1.22145762e+00, -3.72328262e-01,  1.94444219e+00, ...,\n",
       "          2.10596168e-01, -7.70756808e-01, -3.81108632e-01],\n",
       "        [-1.41734319e-01,  5.75058073e-01,  1.09671681e-01, ...,\n",
       "          1.03671773e+00,  3.20022522e-01, -2.06829231e+00],\n",
       "        [ 6.05627808e-01, -1.05238870e+00,  4.20673669e-01, ...,\n",
       "         -1.29097336e+00,  1.71640356e+00,  1.21425158e-01]],\n",
       "\n",
       "       [[ 9.21166656e-01, -1.30234713e+00, -1.13304837e-01, ...,\n",
       "         -1.36635804e+00, -6.89399879e-01, -8.85020400e-01],\n",
       "        [ 1.15589551e+00,  6.86810199e-01,  8.28280744e-01, ...,\n",
       "         -6.38368008e-01, -2.38379364e+00, -2.63458597e+00],\n",
       "        [-4.84150357e-02,  2.62667726e-01, -9.77782439e-01, ...,\n",
       "         -1.30388841e+00, -3.08654328e+00,  1.87658097e+00],\n",
       "...\n",
       "        [-5.13120232e-01, -3.15493283e-02,  1.39889537e+00, ...,\n",
       "          1.38786766e-01,  8.25723980e-01, -3.36018808e-01],\n",
       "        [ 1.09988044e+00,  9.57428616e-01, -3.06399271e-01, ...,\n",
       "         -3.61099932e-01,  6.19356550e-01,  3.62083062e-01],\n",
       "        [ 1.54276381e-01, -7.18917425e-01, -4.48849843e-01, ...,\n",
       "         -5.32924789e-02, -3.37301636e-02, -2.60392941e-01]],\n",
       "\n",
       "       [[ 3.65150160e-01,  2.54093897e-01,  3.69889509e-01, ...,\n",
       "         -4.73163070e-01,  3.74908873e-01,  2.65447643e+00],\n",
       "        [-9.84229577e-01, -1.57690163e-01, -1.89441776e+00, ...,\n",
       "         -9.79707361e-01, -6.55567417e-01, -1.55054222e+00],\n",
       "        [ 5.18444512e-01, -1.79715495e+00,  3.41170854e-01, ...,\n",
       "         -1.82204814e+00,  4.45280251e-01,  5.59868845e-01],\n",
       "        ...,\n",
       "        [ 2.35507463e-01, -2.17698671e+00, -6.38836883e-01, ...,\n",
       "         -3.93999927e-01, -1.31475309e-01, -5.55560600e-01],\n",
       "        [ 1.60172455e+00, -3.83319252e-02,  9.04355092e-01, ...,\n",
       "          1.69572142e+00,  1.51140143e+00, -1.62418375e-03],\n",
       "        [-9.67256099e-01,  1.37265763e-01,  1.04782869e+00, ...,\n",
       "          1.09112392e+00, -7.28289448e-01,  2.03092407e+00]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>c</span></div><div class='xr-var-dims'>(chain, draw, c row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.7756 1.491 ... -0.6294 -2.619</div><input id='attrs-8f6a5d85-df70-4982-87d2-6745c26d362f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f6a5d85-df70-4982-87d2-6745c26d362f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2a82a5e-95a1-4e63-801b-09a195905efd' class='xr-var-data-in' type='checkbox'><label for='data-e2a82a5e-95a1-4e63-801b-09a195905efd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.77560113,  1.49096932,  0.69046864, ..., -2.04539091,\n",
       "         -0.80211211, -2.03715101],\n",
       "        [-0.15424664, -0.11712291,  1.75207442, ..., -0.71844867,\n",
       "          1.17568399,  0.70799372],\n",
       "        [ 1.05241697,  1.84882641, -0.44616201, ...,  1.82821825,\n",
       "          1.01230505,  0.1982887 ],\n",
       "        ...,\n",
       "        [ 1.84859015, -0.11335276,  0.70063272, ...,  0.81895288,\n",
       "         -1.55490097,  0.88199039],\n",
       "        [ 0.99094215, -0.43720002, -1.11378275, ..., -3.09700014,\n",
       "          0.33209058,  0.0987356 ],\n",
       "        [-0.21721329,  0.03046958, -1.00200559, ..., -0.93685755,\n",
       "          0.25986441, -0.09316839]],\n",
       "\n",
       "       [[-0.1907988 ,  0.52532687, -1.7477844 , ...,  0.50341966,\n",
       "         -1.16613829,  0.51131391],\n",
       "        [-0.23335581, -0.6360823 ,  0.65569109, ..., -0.2785161 ,\n",
       "         -0.41965956, -0.39637835],\n",
       "        [-0.52535791,  1.20998048, -0.6681328 , ..., -0.56713578,\n",
       "         -0.34622964,  0.22142949],\n",
       "...\n",
       "        [-1.48897208,  0.86145185, -0.61810351, ..., -0.69978615,\n",
       "         -0.67088569, -0.76021787],\n",
       "        [ 1.14433562, -0.4361622 , -1.12549464, ...,  1.65490748,\n",
       "         -0.7776877 ,  0.0960213 ],\n",
       "        [ 1.42650321, -1.0891577 , -0.96408654, ..., -0.2664167 ,\n",
       "         -0.51591708, -1.16013581]],\n",
       "\n",
       "       [[ 0.59872522, -0.9848791 ,  0.46042692, ...,  0.98060942,\n",
       "         -0.86611712, -0.94078151],\n",
       "        [-1.68555036,  0.56002336,  1.24959061, ..., -0.22049649,\n",
       "         -0.34470278, -1.28611497],\n",
       "        [-0.16189289,  0.62161849, -2.29946226, ..., -1.91746864,\n",
       "         -0.75642632,  0.20905996],\n",
       "        ...,\n",
       "        [-1.03699631,  0.79450054, -1.24889364, ...,  0.55638648,\n",
       "         -1.65741708,  0.85723742],\n",
       "        [-0.47594556,  0.47057566, -1.21114321, ..., -0.36162368,\n",
       "          0.20611242, -0.3929714 ],\n",
       "        [-0.45784062, -3.22925997,  1.25343301, ...,  1.10955566,\n",
       "         -0.6294274 , -2.61896054]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d</span></div><div class='xr-var-dims'>(chain, draw, d row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1497 0.176 ... -0.523 1.049</div><input id='attrs-e831fbff-4d6e-4a16-9142-836b167779d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e831fbff-4d6e-4a16-9142-836b167779d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c841ee4-e598-40db-9450-1f097b67dbb0' class='xr-var-data-in' type='checkbox'><label for='data-6c841ee4-e598-40db-9450-1f097b67dbb0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-0.14969274,  0.17595372, -1.69812267, ..., -1.16418225,\n",
       "         -0.06191491, -0.68725001],\n",
       "        [ 0.59450525,  0.34056485,  0.2282953 , ...,  1.55981813,\n",
       "          1.33110918, -0.09594853],\n",
       "        [-0.13588007,  0.68667378,  1.21571093, ..., -0.62156428,\n",
       "         -1.67999487, -0.55673321],\n",
       "        ...,\n",
       "        [ 1.2440976 ,  0.76669866,  1.59775939, ...,  0.2474367 ,\n",
       "          0.3436671 ,  0.19613032],\n",
       "        [ 0.84865263, -0.35134922,  0.04429938, ..., -0.29680785,\n",
       "          0.39298532, -1.35653675],\n",
       "        [-1.21315163, -1.4042989 ,  0.88396119, ...,  1.44289805,\n",
       "         -1.04204229,  0.7993166 ]],\n",
       "\n",
       "       [[-0.91051492,  0.38477151, -1.22042978, ...,  0.8891613 ,\n",
       "         -0.31680249,  1.97167091],\n",
       "        [-1.49313649, -1.41356027,  0.31685138, ..., -0.95866335,\n",
       "          0.4173134 ,  0.49010218],\n",
       "        [ 0.40942214,  0.40587747,  0.46168609, ..., -0.54367617,\n",
       "         -0.91732888,  0.04559748],\n",
       "...\n",
       "        [ 0.49805253, -0.9605841 ,  0.29900717, ...,  1.7081279 ,\n",
       "         -0.27526893,  0.9356213 ],\n",
       "        [ 1.09497653, -0.36394925,  0.17988517, ..., -1.250958  ,\n",
       "          0.3710451 , -1.04262604],\n",
       "        [-1.35145469,  0.51957784,  0.27143448, ...,  0.29018238,\n",
       "          0.80412735, -1.2172699 ]],\n",
       "\n",
       "       [[-1.10158293, -0.08816221,  1.45115809, ..., -2.54115002,\n",
       "          0.50518302,  1.7943593 ],\n",
       "        [-1.55753215, -0.59023976,  0.8227511 , ...,  0.97108782,\n",
       "          0.09462535,  1.9525769 ],\n",
       "        [ 0.0805401 ,  0.90671697, -0.83023013, ..., -0.61837661,\n",
       "         -2.00721571,  1.38963596],\n",
       "        ...,\n",
       "        [-0.20278014,  0.9165811 ,  0.27107683, ..., -1.22199658,\n",
       "         -0.20430443,  0.8201816 ],\n",
       "        [ 0.50218155,  1.32894606,  1.0809606 , ..., -2.07399033,\n",
       "          0.26609366, -1.34478814],\n",
       "        [ 1.42765485,  1.94576269,  0.60896723, ...,  0.90899404,\n",
       "         -0.52297186,  1.0487101 ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>e</span></div><div class='xr-var-dims'>(chain, draw, e row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9918 0.5959 ... 0.2894 0.1887</div><input id='attrs-e5b09868-8705-4fad-a5d8-a0459f4071a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5b09868-8705-4fad-a5d8-a0459f4071a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9907f660-6fad-4b16-b7f6-6ee08f8fbbd5' class='xr-var-data-in' type='checkbox'><label for='data-9907f660-6fad-4b16-b7f6-6ee08f8fbbd5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 9.91829468e-01,  5.95939368e-01, -3.88225102e-01, ...,\n",
       "         -1.19981867e+00,  4.52189143e-01, -9.15720097e-01],\n",
       "        [ 4.85704309e-01,  1.27701744e+00, -6.64837868e-02, ...,\n",
       "         -2.81159977e-01,  1.97475860e+00, -1.84588275e+00],\n",
       "        [ 1.80289799e+00, -2.03045791e-01,  4.76309765e-01, ...,\n",
       "         -1.37596171e+00, -1.32559946e-01,  7.36460351e-01],\n",
       "        ...,\n",
       "        [-7.83078554e-02,  1.89112043e-01,  1.59165835e+00, ...,\n",
       "         -4.94345994e-01, -1.93388258e-01, -7.66203708e-01],\n",
       "        [-6.75422252e-01,  2.41552937e+00,  6.50951475e-01, ...,\n",
       "         -2.95181326e-04, -1.41919042e+00,  6.08481337e-01],\n",
       "        [ 7.85676553e-01,  5.71186375e-01,  1.10356355e+00, ...,\n",
       "         -1.08465655e+00,  2.65882467e-01,  1.11217743e+00]],\n",
       "\n",
       "       [[ 4.42325482e-01,  1.24121199e+00, -9.92270075e-01, ...,\n",
       "         -2.70911585e-01, -5.47205675e-03,  8.60744455e-03],\n",
       "        [-2.51598023e-02,  6.92251157e-01,  9.77143447e-02, ...,\n",
       "         -7.47953620e-01,  5.32302623e-01,  2.46194756e+00],\n",
       "        [ 5.80015314e-03,  1.03116105e+00,  7.26941008e-01, ...,\n",
       "         -1.67316480e-01,  6.62252504e-01,  2.01299032e-01],\n",
       "...\n",
       "        [ 8.45647903e-01, -1.78792901e+00,  5.24277042e-02, ...,\n",
       "          1.81993517e+00, -8.95917572e-02, -1.17093965e-01],\n",
       "        [-2.20232935e+00, -7.21251775e-01,  1.03029487e+00, ...,\n",
       "         -4.41960790e-01, -1.00051511e+00, -2.11847974e+00],\n",
       "        [ 1.39885584e+00, -9.16510364e-01, -9.31454773e-02, ...,\n",
       "         -7.44370096e-01,  4.70892141e-01, -3.89888476e-01]],\n",
       "\n",
       "       [[ 1.82360673e-01, -6.07207472e-01, -1.16344740e-01, ...,\n",
       "         -3.54448810e-01, -2.07112012e+00,  3.08207720e-01],\n",
       "        [-6.50960885e-02, -5.88483646e-01,  1.44505558e+00, ...,\n",
       "          5.24765345e-01,  2.78354938e-01, -2.05364732e+00],\n",
       "        [ 5.05037485e-01,  4.13137909e-01,  4.10085220e-01, ...,\n",
       "         -1.00922619e-01,  5.36657291e-01, -1.12617712e+00],\n",
       "        ...,\n",
       "        [ 1.71688124e-01,  2.39299905e+00, -2.75857927e-01, ...,\n",
       "          2.92845993e-01, -5.42573123e-02, -2.99346151e+00],\n",
       "        [ 1.46074492e+00,  7.15112300e-01,  1.22404937e+00, ...,\n",
       "         -3.72130835e-01,  5.93275672e-01, -7.60034712e-01],\n",
       "        [-1.92967926e-01, -1.08550345e+00,  2.61950440e-01, ...,\n",
       "          1.44959175e+00,  2.89389846e-01,  1.88693839e-01]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>log_likelihood</span></div><div class='xr-var-dims'>(chain, draw, row)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.3563 -1.354 ... 0.2894 0.1887</div><input id='attrs-39dbc503-0c7b-4721-9a07-b012904b0eda' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39dbc503-0c7b-4721-9a07-b012904b0eda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1b9009d-2c40-4381-8688-9bf88bcf5cf7' class='xr-var-data-in' type='checkbox'><label for='data-e1b9009d-2c40-4381-8688-9bf88bcf5cf7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-3.56285789e-01, -1.35434013e+00, -2.95821175e-01, ...,\n",
       "         -1.19981867e+00,  4.52189143e-01, -9.15720097e-01],\n",
       "        [ 1.80946296e+00, -1.76729960e-01, -1.86865065e+00, ...,\n",
       "         -2.81159977e-01,  1.97475860e+00, -1.84588275e+00],\n",
       "        [-1.98887810e-01,  1.08016208e+00, -1.41878647e+00, ...,\n",
       "         -1.37596171e+00, -1.32559946e-01,  7.36460351e-01],\n",
       "        ...,\n",
       "        [-3.51376427e-01, -5.91679661e-01, -9.33057353e-01, ...,\n",
       "         -4.94345994e-01, -1.93388258e-01, -7.66203708e-01],\n",
       "        [-1.86172230e+00,  8.39445796e-02,  6.46474280e-01, ...,\n",
       "         -2.95181326e-04, -1.41919042e+00,  6.08481337e-01],\n",
       "        [-1.18203362e+00, -5.24838263e-01,  8.33731041e-01, ...,\n",
       "         -1.08465655e+00,  2.65882467e-01,  1.11217743e+00]],\n",
       "\n",
       "       [[ 1.98384057e+00,  1.64301009e+00,  7.78557945e-01, ...,\n",
       "         -2.70911585e-01, -5.47205675e-03,  8.60744455e-03],\n",
       "        [ 3.48961314e+00, -2.37642963e-01,  1.68235871e+00, ...,\n",
       "         -7.47953620e-01,  5.32302623e-01,  2.46194756e+00],\n",
       "        [-1.84847123e-01, -3.58019644e-01,  5.98025647e-01, ...,\n",
       "         -1.67316480e-01,  6.62252504e-01,  2.01299032e-01],\n",
       "...\n",
       "        [-5.14359853e-01, -5.76898895e-01, -4.19361203e-01, ...,\n",
       "          1.81993517e+00, -8.95917572e-02, -1.17093965e-01],\n",
       "        [ 1.33276875e+00, -1.54241695e+00,  6.64397055e-01, ...,\n",
       "         -4.41960790e-01, -1.00051511e+00, -2.11847974e+00],\n",
       "        [-3.93325398e-02, -3.73312520e-01,  1.18145115e-01, ...,\n",
       "         -7.44370096e-01,  4.70892141e-01, -3.89888476e-01]],\n",
       "\n",
       "       [[ 3.23687882e-03, -2.10548933e-04,  1.17572136e+00, ...,\n",
       "         -3.54448810e-01, -2.07112012e+00,  3.08207720e-01],\n",
       "        [-2.11184029e+00,  1.42838041e+00,  1.33438885e+00, ...,\n",
       "          5.24765345e-01,  2.78354938e-01, -2.05364732e+00],\n",
       "        [-1.10858584e+00, -1.60359328e+00, -9.22489682e-01, ...,\n",
       "         -1.00922619e-01,  5.36657291e-01, -1.12617712e+00],\n",
       "        ...,\n",
       "        [-9.02410617e-01,  1.86907985e-01,  3.26817645e-02, ...,\n",
       "          2.92845993e-01, -5.42573123e-02, -2.99346151e+00],\n",
       "        [ 3.91799686e-01,  1.02219649e+00,  1.60561445e+00, ...,\n",
       "         -3.72130835e-01,  5.93275672e-01, -7.60034712e-01],\n",
       "        [-3.52284792e-01, -8.76615828e-01,  3.49496657e-01, ...,\n",
       "          1.44959175e+00,  2.89389846e-01,  1.88693839e-01]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fcf469e6-b8d2-41bc-924c-1b45c83c696f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fcf469e6-b8d2-41bc-924c-1b45c83c696f' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2021-03-21T09:38:33.655701</dd><dt><span>arviz_version :</span></dt><dd>0.11.2</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:         (a row: 15, b row: 23, c row: 31, chain: 4, d row: 19, draw: 500, e row: 27, row: 115)\n",
       "Coordinates:\n",
       "  * chain           (chain) int64 0 1 2 3\n",
       "  * draw            (draw) int64 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * a row           (a row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * b row           (b row) int64 0 1 2 3 4 5 6 7 8 ... 15 16 17 18 19 20 21 22\n",
       "  * c row           (c row) int64 0 1 2 3 4 5 6 7 8 ... 23 24 25 26 27 28 29 30\n",
       "  * d row           (d row) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18\n",
       "  * e row           (e row) int64 0 1 2 3 4 5 6 7 8 ... 19 20 21 22 23 24 25 26\n",
       "  * row             (row) int64 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n",
       "Data variables:\n",
       "    a               (chain, draw, a row) float64 -0.3563 -1.354 ... -0.5401\n",
       "    b               (chain, draw, b row) float64 0.4104 -1.805 ... -0.7283 2.031\n",
       "    c               (chain, draw, c row) float64 0.7756 1.491 ... -0.6294 -2.619\n",
       "    d               (chain, draw, d row) float64 -0.1497 0.176 ... -0.523 1.049\n",
       "    e               (chain, draw, e row) float64 0.9918 0.5959 ... 0.2894 0.1887\n",
       "    log_likelihood  (chain, draw, row) float64 -0.3563 -1.354 ... 0.2894 0.1887\n",
       "Attributes:\n",
       "    created_at:     2021-03-21T09:38:33.655701\n",
       "    arviz_version:  0.11.2"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds[\"log_likelihood\"] = xr.concat(\n",
    "    (ds[letter].rename({f\"{letter} row\": \"row\"}) for letter in letters), \n",
    "    dim=\"row\"\n",
    ")\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "mexican-orlando",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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