{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model deployment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the main goals of PyMC-Marketing is to facilitate the deployment of its models. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is achieved by building our models on top of [ModelBuilder](https://www.pymc.io/projects/examples/en/latest/howto/model_builder.html), a brand new [PyMC experimental](https://www.pymc.io/projects/experimental/en/latest/) feature that offers a scikit-learn-like API and makes PyMC models easy to deploy.\n",
    "\n",
    "PyMC-marketing models inherit 2 easy-to-use methods: `save` and `load` that can be used after the model has been fitted. All models can be configured with two standard dictionaries: `model_config` and `sampler_config` that are serialized during `save` and persisted after `load`, allowing model reuse across workflows."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will illustrate this functionality with the example model described in the [MMM Example Notebook](https://www.pymc-marketing.io/en/stable/notebooks/mmm/mmm_example.html). For sake of generality, we ommit most technical details here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from pymc_marketing.mmm import DelayedSaturatedMMM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = sum(map(ord, \"mmm\"))\n",
    "rng = np.random.default_rng(seed=seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_week</th>\n",
       "      <th>y</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>event_1</th>\n",
       "      <th>event_2</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>t</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-04-02</td>\n",
       "      <td>3984.662237</td>\n",
       "      <td>0.318580</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-04-09</td>\n",
       "      <td>3762.871794</td>\n",
       "      <td>0.112388</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-04-16</td>\n",
       "      <td>4466.967388</td>\n",
       "      <td>0.292400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>106</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-04-23</td>\n",
       "      <td>3864.219373</td>\n",
       "      <td>0.071399</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-04-30</td>\n",
       "      <td>4441.625278</td>\n",
       "      <td>0.386745</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>120</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    date_week            y        x1   x2  event_1  event_2  dayofyear  t\n",
       "0  2018-04-02  3984.662237  0.318580  0.0      0.0      0.0         92  0\n",
       "1  2018-04-09  3762.871794  0.112388  0.0      0.0      0.0         99  1\n",
       "2  2018-04-16  4466.967388  0.292400  0.0      0.0      0.0        106  2\n",
       "3  2018-04-23  3864.219373  0.071399  0.0      0.0      0.0        113  3\n",
       "4  2018-04-30  4441.625278  0.386745  0.0      0.0      0.0        120  4"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://raw.githubusercontent.com/pymc-labs/pymc-marketing/main/data/mmm_example.csv\"\n",
    "df = pd.read_csv(url)\n",
    "\n",
    "columns_to_keep = [\n",
    "    \"date_week\",\n",
    "    \"y\",\n",
    "    \"x1\",\n",
    "    \"x2\",\n",
    "    \"event_1\",\n",
    "    \"event_2\",\n",
    "    \"dayofyear\",\n",
    "]\n",
    "\n",
    "data = df[columns_to_keep].copy()\n",
    "data[\"t\"] = np.arange(df.shape[0])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But for our model we need much smaller dataset, many of the previous features were contributing to generation of others, now as our target variable is computed we can filter out not needed columns:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model and sampling configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first illustrate the use of `model_config` to define custom priors within the model.\n",
    "\n",
    "Because there are potentially many variables that can be configured, each model provides a `default_model_config` attribute. This will allow you to see which settings are available by default and only define the ones you need to change.\n",
    "\n",
    "We need to create a dummy model to be able to see the configuration dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'intercept': {'mu': 0, 'sigma': 2},\n",
       " 'beta_channel': {'sigma': 2, 'dims': ('channel',)},\n",
       " 'alpha': {'alpha': 1, 'beta': 3, 'dims': ('channel',)},\n",
       " 'lam': {'alpha': 3, 'beta': 1, 'dims': ('channel',)},\n",
       " 'sigma': {'sigma': 2},\n",
       " 'gamma_control': {'mu': 0, 'sigma': 2, 'dims': ('control',)},\n",
       " 'mu': {'dims': ('date',)},\n",
       " 'likelihood': {'dims': ('date',)},\n",
       " 'gamma_fourier': {'mu': 0, 'b': 1, 'dims': 'fourier_mode'}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_model = DelayedSaturatedMMM(\n",
    "    date_column=\"date_week\",\n",
    "    channel_columns=[\"x1\", \"x2\"],\n",
    "    control_columns=[\n",
    "        \"event_1\",\n",
    "        \"event_2\",\n",
    "        \"t\",\n",
    "    ],\n",
    "    adstock_max_lag=8,\n",
    "    yearly_seasonality=2,\n",
    ")\n",
    "dummy_model.default_model_config"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can change the parameters that go into the distribution of each term.\n",
    "In this case we'll just simply replace the `sigma` for `beta_channel` with a custom one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.1775326 , 1.14026088])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_channels = 2\n",
    "\n",
    "total_spend_per_channel = data[[\"x1\", \"x2\"]].sum(axis=0)\n",
    "spend_share = total_spend_per_channel / total_spend_per_channel.sum()\n",
    "spend_share\n",
    "\n",
    "# The scale necessary to make a HalfNormal distribution have unit variance\n",
    "HALFNORMAL_SCALE = 1 / np.sqrt(1 - 2 / np.pi)\n",
    "prior_sigma = HALFNORMAL_SCALE * n_channels * spend_share.to_numpy()\n",
    "prior_sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_model_config = {'beta_channel': {'sigma': prior_sigma, 'dims': ('channel',)}}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As mentioned in the original notebook: _\"For the prior specification there is no right or wrong answer. It all depends on the data, the context and the assumptions you are willing to make. It is always recommended to do some prior predictive sampling and sensitivity analysis to check the impact of the priors on the posterior. We skip this here for the sake of simplicity. If you are not sure about specific priors, the `DelayedSaturatedMMM` class has some default priors that you can use as a starting point.\"_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sampling  configuration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second feature we can customize is `sampler_config`. Similar to `model_config`, it's a dictionary that gets saved and contains things you would usually pass to the `fit()` kwargs. It's not mandatory to create your own `sampler_config`. The default `DelayedSaturatedMMM.sampler_config` is empty because the default sampling parameters usually prove sufficient for a start."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_model.default_sampler_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_sampler_config = {\n",
    "    'tune':1000,\n",
    "    'draws':1000,\n",
    "    'chains':4,\n",
    "    'target_accept':0.95,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's finally assemble our model!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmm = DelayedSaturatedMMM(\n",
    "    model_config = my_model_config,\n",
    "    sampler_config = my_sampler_config,\n",
    "    date_column=\"date_week\",\n",
    "    channel_columns=[\"x1\", \"x2\"],\n",
    "    control_columns=[\n",
    "        \"event_1\",\n",
    "        \"event_2\",\n",
    "        \"t\",\n",
    "    ],\n",
    "    adstock_max_lag=8,\n",
    "    yearly_seasonality=2,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can confirm our settings are being used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sigma': array([2.1775326 , 1.14026088]), 'dims': ('channel',)}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.model_config[\"beta_channel\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tune': 1000, 'draws': 1000, 'chains': 4, 'target_accept': 0.95}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.sampler_config"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Fitting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we didn't pass the dataset to the class constructor itself. This is done to mimick the `scikit-learn` API, and make it easier to get started on PyMC-Marketing models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split X, and y\n",
    "X = data.drop('y',axis=1)\n",
    "y = data['y']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All that's left now is to finally fit the model:\n",
    "\n",
    "As you can see below, you can still pass the sampler kwargs directly to `fit()` method. However, only those kwargs passed using `sampler_config` will be saved and reused after loading the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [intercept, beta_channel, alpha, lam, sigma, gamma_control, gamma_fourier]\n"
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      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 71 seconds.\n",
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       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 4, draw: 1000, control: 3,\n",
       "                                fourier_mode: 4, channel: 2, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0 1 2 3\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 995 996 997 998 999\n",
       "  * control                    (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode               (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_ord...\n",
       "  * channel                    (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * date                       (date) &lt;U10 &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    intercept                  (chain, draw) float64 0.3852 0.3278 ... 0.311\n",
       "    gamma_control              (chain, draw, control) float64 0.2353 ... 0.00...\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 0.004958 ....\n",
       "    beta_channel               (chain, draw, channel) float64 0.3975 ... 0.3032\n",
       "    alpha                      (chain, draw, channel) float64 0.4327 ... 0.2364\n",
       "    lam                        (chain, draw, channel) float64 2.864 ... 2.357\n",
       "    ...                         ...\n",
       "    channel_adstock            (chain, draw, date, channel) float64 0.1816 .....\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 0.2543 .....\n",
       "    channel_contributions      (chain, draw, date, channel) float64 0.1011 .....\n",
       "    control_contributions      (chain, draw, date, control) float64 0.0 ... 0...\n",
       "    fourier_contributions      (chain, draw, date, fourier_mode) float64 0.00...\n",
       "    mu                         (chain, draw, date) float64 0.4922 ... 0.6067\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.592010\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-cf4c3d73-ade7-42dc-a884-fe9a675b5fa4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-cf4c3d73-ade7-42dc-a884-fe9a675b5fa4' 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'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-422633ff-f376-4fd2-b1c8-9ab7be4e0d7f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-422633ff-f376-4fd2-b1c8-9ab7be4e0d7f' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-05742243-8e77-4e54-9b8c-d1e3aff229ca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05742243-8e77-4e54-9b8c-d1e3aff229ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0575f6bb-2130-4575-aabf-b23ff10be0be' class='xr-var-data-in' type='checkbox'><label for='data-0575f6bb-2130-4575-aabf-b23ff10be0be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-4dfed1bf-f7e7-4f5c-9a40-19da02f55325' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4dfed1bf-f7e7-4f5c-9a40-19da02f55325' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-054a740a-3227-4f6b-afd0-35bdaa2cd0f0' class='xr-var-data-in' type='checkbox'><label for='data-054a740a-3227-4f6b-afd0-35bdaa2cd0f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-aa02f8c5-c350-45c0-bac6-e25245b07372' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa02f8c5-c350-45c0-bac6-e25245b07372' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77e94d9a-2eef-4f29-84ac-547543174377' class='xr-var-data-in' type='checkbox'><label for='data-77e94d9a-2eef-4f29-84ac-547543174377' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-7edc25a1-365d-4bda-bb1f-a433a23fa8c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7edc25a1-365d-4bda-bb1f-a433a23fa8c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3b3aa24-8baf-4091-a0d6-2973c4297704' class='xr-var-data-in' type='checkbox'><label for='data-b3b3aa24-8baf-4091-a0d6-2973c4297704' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#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;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-b23dd1e7-ba71-4655-bae2-d5c81ada1936' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b23dd1e7-ba71-4655-bae2-d5c81ada1936' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e01cc4eb-f358-47f8-8e6a-e0a38cf76c65' class='xr-var-data-in' type='checkbox'><label for='data-e01cc4eb-f358-47f8-8e6a-e0a38cf76c65' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-c6a60c89-46df-4e07-a023-23db29b152a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6a60c89-46df-4e07-a023-23db29b152a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-934c9d62-018f-4519-9770-1c00d6e4670b' class='xr-var-data-in' type='checkbox'><label for='data-934c9d62-018f-4519-9770-1c00d6e4670b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f3606a79-4aa0-4766-bb5d-685cfac1f0a9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f3606a79-4aa0-4766-bb5d-685cfac1f0a9' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3852 0.3278 ... 0.3526 0.311</div><input id='attrs-35ea605c-ef7e-463b-b5ec-f676f3ea71ef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35ea605c-ef7e-463b-b5ec-f676f3ea71ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7e6b82ee-5f5b-49ee-a630-802dc9a7a389' class='xr-var-data-in' type='checkbox'><label for='data-7e6b82ee-5f5b-49ee-a630-802dc9a7a389' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.3851927 , 0.3278435 , 0.36165071, ..., 0.34388561, 0.35443253,\n",
       "        0.35253033],\n",
       "       [0.34981775, 0.34584928, 0.35525882, ..., 0.35523169, 0.35908122,\n",
       "        0.34575935],\n",
       "       [0.35563579, 0.3451598 , 0.35325558, ..., 0.34084824, 0.3358194 ,\n",
       "        0.34582752],\n",
       "       [0.35233725, 0.34990925, 0.33671441, ..., 0.33613902, 0.35255676,\n",
       "        0.31100003]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2353 0.335 ... 0.3376 0.0006672</div><input id='attrs-ff6a904e-8343-42bc-aabd-d7bcb4fd6630' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ff6a904e-8343-42bc-aabd-d7bcb4fd6630' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9798361-e1c3-4f9e-96d6-ef1b50891ca8' class='xr-var-data-in' type='checkbox'><label for='data-b9798361-e1c3-4f9e-96d6-ef1b50891ca8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.23532676, 0.33500538, 0.0005746 ],\n",
       "        [0.25416368, 0.32078771, 0.00061704],\n",
       "        [0.25503385, 0.34825216, 0.00063763],\n",
       "        ...,\n",
       "        [0.27940618, 0.36824443, 0.00063042],\n",
       "        [0.20458129, 0.29476204, 0.0005926 ],\n",
       "        [0.20935657, 0.30461187, 0.00064154]],\n",
       "\n",
       "       [[0.24481066, 0.38185725, 0.00065845],\n",
       "        [0.22396253, 0.31905371, 0.00063923],\n",
       "        [0.2644513 , 0.29687398, 0.00059563],\n",
       "        ...,\n",
       "        [0.29669276, 0.32514522, 0.00065721],\n",
       "        [0.28999838, 0.34466694, 0.00065541],\n",
       "        [0.23563995, 0.32485093, 0.00053246]],\n",
       "\n",
       "       [[0.25429729, 0.34677501, 0.00058459],\n",
       "        [0.22986879, 0.33982102, 0.00061778],\n",
       "        [0.22342951, 0.29270982, 0.00066354],\n",
       "        ...,\n",
       "        [0.25601694, 0.34311046, 0.00065063],\n",
       "        [0.25895209, 0.29189666, 0.00062944],\n",
       "        [0.22955645, 0.32483543, 0.00064999]],\n",
       "\n",
       "       [[0.24109677, 0.31853461, 0.00058352],\n",
       "        [0.29313553, 0.34149225, 0.00061645],\n",
       "        [0.22163006, 0.31875355, 0.00068093],\n",
       "        ...,\n",
       "        [0.24132451, 0.354876  , 0.00061514],\n",
       "        [0.25669935, 0.33493294, 0.0006427 ],\n",
       "        [0.25828094, 0.33763074, 0.00066721]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.004958 0.06203 ... 0.002304</div><input id='attrs-002e4707-214b-4644-9f79-1b1b5d45940e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-002e4707-214b-4644-9f79-1b1b5d45940e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-519660be-1ccd-4a8c-bb77-5e06ea4f9aec' class='xr-var-data-in' type='checkbox'><label for='data-519660be-1ccd-4a8c-bb77-5e06ea4f9aec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 4.95809628e-03,  6.20279726e-02, -5.71308839e-02,\n",
       "         -3.61014002e-04],\n",
       "        [-1.91843410e-03,  6.48588368e-02, -5.87826187e-02,\n",
       "          3.60838917e-03],\n",
       "        [ 4.35995936e-03,  6.47872116e-02, -5.65168053e-02,\n",
       "          4.71093336e-03],\n",
       "        ...,\n",
       "        [ 7.94672426e-03,  6.75807164e-02, -5.63313282e-02,\n",
       "         -1.47784829e-04],\n",
       "        [-1.31529224e-03,  5.92130264e-02, -5.81009382e-02,\n",
       "          3.96237167e-03],\n",
       "        [ 5.55080638e-03,  6.23952161e-02, -5.76088140e-02,\n",
       "         -3.76878678e-03]],\n",
       "\n",
       "       [[ 4.13643501e-03,  5.47443780e-02, -5.97690662e-02,\n",
       "         -3.06882849e-03],\n",
       "        [ 3.19892639e-03,  6.29689960e-02, -6.04330480e-02,\n",
       "          4.04539302e-03],\n",
       "        [ 7.62099127e-03,  6.33083802e-02, -5.69458811e-02,\n",
       "          3.34054624e-03],\n",
       "...\n",
       "        [ 5.11807677e-03,  6.28919145e-02, -5.29486257e-02,\n",
       "         -6.17973039e-05],\n",
       "        [ 1.68063824e-04,  6.49121813e-02, -6.20664321e-02,\n",
       "          2.88811104e-03],\n",
       "        [-2.74165987e-03,  6.18243942e-02, -5.72046509e-02,\n",
       "          2.77271404e-03]],\n",
       "\n",
       "       [[ 4.66838199e-03,  6.50293320e-02, -5.53405183e-02,\n",
       "          4.70843165e-03],\n",
       "        [ 3.58246737e-03,  5.88003555e-02, -5.74237099e-02,\n",
       "         -2.67996208e-03],\n",
       "        [-1.17035656e-03,  6.63343357e-02, -5.81246770e-02,\n",
       "          2.34420384e-03],\n",
       "        ...,\n",
       "        [ 7.64189080e-03,  6.75806276e-02, -5.22560665e-02,\n",
       "          2.83681101e-03],\n",
       "        [-3.01968156e-03,  6.03621191e-02, -6.62141618e-02,\n",
       "         -1.15545314e-03],\n",
       "        [ 2.54997426e-03,  6.67754216e-02, -5.51418500e-02,\n",
       "          2.30388176e-03]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>beta_channel</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'>0.3975 0.2199 ... 0.3708 0.3032</div><input id='attrs-99c2ddf7-7ae8-43cc-94e4-c7ac1c9a15c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-99c2ddf7-7ae8-43cc-94e4-c7ac1c9a15c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5a5f8dd-aa63-49fc-9b26-7c8c613920a5' class='xr-var-data-in' type='checkbox'><label for='data-b5a5f8dd-aa63-49fc-9b26-7c8c613920a5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.39747966, 0.21988804],\n",
       "        [0.34515166, 0.25144203],\n",
       "        [0.38923905, 0.27966718],\n",
       "        ...,\n",
       "        [0.36613939, 0.22342244],\n",
       "        [0.36084128, 0.21863902],\n",
       "        [0.35797294, 0.29516133]],\n",
       "\n",
       "       [[0.35420288, 0.22517493],\n",
       "        [0.38252049, 0.24562958],\n",
       "        [0.36322659, 0.26906047],\n",
       "        ...,\n",
       "        [0.354326  , 0.23809452],\n",
       "        [0.34863784, 0.23125968],\n",
       "        [0.32616385, 0.26794348]],\n",
       "\n",
       "       [[0.35108301, 0.25902999],\n",
       "        [0.36757113, 0.24140852],\n",
       "        [0.37625117, 0.25125183],\n",
       "        ...,\n",
       "        [0.35758592, 0.23179333],\n",
       "        [0.37958889, 0.26137228],\n",
       "        [0.36196509, 0.2821071 ]],\n",
       "\n",
       "       [[0.33416923, 0.23833189],\n",
       "        [0.35337092, 0.26069343],\n",
       "        [0.38017521, 0.42298183],\n",
       "        ...,\n",
       "        [0.36616889, 0.37683898],\n",
       "        [0.37366401, 0.23341168],\n",
       "        [0.37077652, 0.30324672]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>0.4327 0.1476 ... 0.4033 0.2364</div><input id='attrs-6e39a5ef-7c1e-405f-ad28-6c3bb07ce413' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e39a5ef-7c1e-405f-ad28-6c3bb07ce413' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f303ab5-79d7-4923-9486-45d81c82aca7' class='xr-var-data-in' type='checkbox'><label for='data-1f303ab5-79d7-4923-9486-45d81c82aca7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.43272042, 0.14763962],\n",
       "        [0.37628828, 0.21490056],\n",
       "        [0.44952034, 0.19114875],\n",
       "        ...,\n",
       "        [0.3918313 , 0.2143133 ],\n",
       "        [0.39587832, 0.18641637],\n",
       "        [0.39023918, 0.22904142]],\n",
       "\n",
       "       [[0.40099726, 0.18609191],\n",
       "        [0.41830397, 0.19922713],\n",
       "        [0.40902319, 0.19465306],\n",
       "        ...,\n",
       "        [0.38225161, 0.18357016],\n",
       "        [0.37474468, 0.22267201],\n",
       "        [0.35744327, 0.20237434]],\n",
       "\n",
       "       [[0.37937136, 0.1810354 ],\n",
       "        [0.39701279, 0.22641711],\n",
       "        [0.40693796, 0.20299626],\n",
       "        ...,\n",
       "        [0.43417953, 0.21038369],\n",
       "        [0.38818336, 0.22937401],\n",
       "        [0.40052059, 0.1968152 ]],\n",
       "\n",
       "       [[0.34478513, 0.20297456],\n",
       "        [0.39019533, 0.20159526],\n",
       "        [0.45334093, 0.19681061],\n",
       "        ...,\n",
       "        [0.41071744, 0.25705175],\n",
       "        [0.43922073, 0.17603632],\n",
       "        [0.40334685, 0.23643458]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>2.864 3.748 5.017 ... 4.928 2.357</div><input id='attrs-864ef576-a77b-4110-8f2b-c497493e5bc4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-864ef576-a77b-4110-8f2b-c497493e5bc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0da24401-6cbe-44dc-a553-bd64e5bbed0a' class='xr-var-data-in' type='checkbox'><label for='data-0da24401-6cbe-44dc-a553-bd64e5bbed0a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[2.86425215, 3.7483983 ],\n",
       "        [5.01728387, 3.22465384],\n",
       "        [3.38145664, 2.46475436],\n",
       "        ...,\n",
       "        [4.03547871, 4.2791672 ],\n",
       "        [3.99487994, 4.09929228],\n",
       "        [4.01818239, 2.10356613]],\n",
       "\n",
       "       [[4.20189298, 3.23864771],\n",
       "        [3.78380769, 3.06663053],\n",
       "        [3.85040114, 2.72983397],\n",
       "        ...,\n",
       "        [3.82269294, 3.73977378],\n",
       "        [3.80472013, 3.48590908],\n",
       "        [5.33750927, 2.37939828]],\n",
       "\n",
       "       [[4.16650807, 2.84458786],\n",
       "        [3.97025846, 3.38015519],\n",
       "        [3.69400167, 2.86456307],\n",
       "        ...,\n",
       "        [4.18250848, 3.68758412],\n",
       "        [4.08004477, 2.7849874 ],\n",
       "        [4.01796744, 2.42955159]],\n",
       "\n",
       "       [[4.52726296, 3.73440388],\n",
       "        [4.12171083, 2.8086678 ],\n",
       "        [3.98776329, 1.37034525],\n",
       "        ...,\n",
       "        [4.3643265 , 1.68699974],\n",
       "        [3.68499589, 3.46548145],\n",
       "        [4.92799961, 2.35656969]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0297 0.02959 ... 0.03126 0.02854</div><input id='attrs-028212f4-a532-495a-8bc8-84fb52dab8e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-028212f4-a532-495a-8bc8-84fb52dab8e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d00c4e0-6074-48ba-8085-d6147a577d7d' class='xr-var-data-in' type='checkbox'><label for='data-3d00c4e0-6074-48ba-8085-d6147a577d7d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02970057, 0.02959437, 0.03038651, ..., 0.02992881, 0.02988514,\n",
       "        0.03156086],\n",
       "       [0.02910947, 0.03040008, 0.03222584, ..., 0.02925145, 0.02916137,\n",
       "        0.02987333],\n",
       "       [0.03256473, 0.03259282, 0.03395681, ..., 0.02995864, 0.02846489,\n",
       "        0.02906484],\n",
       "       [0.03165629, 0.03038313, 0.02800252, ..., 0.0307474 , 0.03125682,\n",
       "        0.0285407 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>0.1816 0.0 ... 0.3552 0.008762</div><input id='attrs-756737bc-8474-4a17-aa2d-e23d4d50a910' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-756737bc-8474-4a17-aa2d-e23d4d50a910' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34165ae1-439e-490d-a3be-35021b8a0891' class='xr-var-data-in' type='checkbox'><label for='data-34165ae1-439e-490d-a3be-35021b8a0891' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.1815531 , 0.        ],\n",
       "         [0.14260994, 0.        ],\n",
       "         [0.22834396, 0.        ],\n",
       "         ...,\n",
       "         [0.1499905 , 0.10926844],\n",
       "         [0.22447859, 0.01613235],\n",
       "         [0.34698014, 0.0023816 ]],\n",
       "\n",
       "        [[0.19944852, 0.        ],\n",
       "         [0.14541148, 0.        ],\n",
       "         [0.2377752 , 0.        ],\n",
       "         ...,\n",
       "         [0.15421733, 0.1465582 ],\n",
       "         [0.23343663, 0.03149544],\n",
       "         [0.3624971 , 0.00676512]],\n",
       "\n",
       "        [[0.17625371, 0.        ],\n",
       "         [0.14140831, 0.        ],\n",
       "         [0.22533573, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.15162208, 0.16601091],\n",
       "         [0.22801753, 0.04267339],\n",
       "         [0.35316586, 0.01095633]],\n",
       "\n",
       "        [[0.17950072, 0.        ],\n",
       "         [0.1421646 , 0.        ],\n",
       "         [0.22719164, 0.        ],\n",
       "         ...,\n",
       "         [0.14951595, 0.12595762],\n",
       "         [0.22342381, 0.02217312],\n",
       "         [0.34511994, 0.00390258]],\n",
       "\n",
       "        [[0.19085283, 0.        ],\n",
       "         [0.14430884, 0.        ],\n",
       "         [0.23337575, 0.        ],\n",
       "         ...,\n",
       "         [0.15217504, 0.15686844],\n",
       "         [0.22919074, 0.03708912],\n",
       "         [0.35519933, 0.00876234]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>0.2543 0.0 0.2014 ... 0.704 0.01032</div><input id='attrs-bdcc0384-a586-43cd-acda-89e9b85fedd1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bdcc0384-a586-43cd-acda-89e9b85fedd1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2446a9e9-2888-4536-bdf5-1366f308e55c' class='xr-var-data-in' type='checkbox'><label for='data-2446a9e9-2888-4536-bdf5-1366f308e55c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.25430202, 0.        ],\n",
       "         [0.2014423 , 0.        ],\n",
       "         [0.31583818, 0.        ],\n",
       "         ...,\n",
       "         [0.21156136, 0.20197513],\n",
       "         [0.31084602, 0.03022603],\n",
       "         [0.45969091, 0.00446356]],\n",
       "\n",
       "        [[0.46238838, 0.        ],\n",
       "         [0.3494221 , 0.        ],\n",
       "         [0.53454925, 0.        ],\n",
       "         ...,\n",
       "         [0.36866399, 0.23199765],\n",
       "         [0.52673016, 0.05073734],\n",
       "         [0.72083234, 0.01090716]],\n",
       "\n",
       "        [[0.28947865, 0.        ],\n",
       "         [0.23462945, 0.        ],\n",
       "         [0.36355954, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.31929703, 0.13912204],\n",
       "         [0.46020511, 0.03597946],\n",
       "         [0.6473163 , 0.0092414 ]],\n",
       "\n",
       "        [[0.3191763 , 0.        ],\n",
       "         [0.2561073 , 0.        ],\n",
       "         [0.39575047, 0.        ],\n",
       "         ...,\n",
       "         [0.26871921, 0.21485129],\n",
       "         [0.38987949, 0.03840137],\n",
       "         [0.56208967, 0.00676206]],\n",
       "\n",
       "        [[0.43841044, 0.        ],\n",
       "         [0.34131216, 0.        ],\n",
       "         [0.51904945, 0.        ],\n",
       "         ...,\n",
       "         [0.35832189, 0.18275915],\n",
       "         [0.51147546, 0.04367375],\n",
       "         [0.70401208, 0.01032416]]]])</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'>0.1011 0.0 ... 0.261 0.003131</div><input id='attrs-f2439f1d-7428-4001-a7bc-9c9249f57242' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2439f1d-7428-4001-a7bc-9c9249f57242' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-476d726b-7105-468c-9c95-414100b65065' class='xr-var-data-in' type='checkbox'><label for='data-476d726b-7105-468c-9c95-414100b65065' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.10107988, 0.        ],\n",
       "         [0.08006922, 0.        ],\n",
       "         [0.12553925, 0.        ],\n",
       "         ...,\n",
       "         [0.08409134, 0.04441191],\n",
       "         [0.12355497, 0.00664634],\n",
       "         [0.18271778, 0.00098148]],\n",
       "\n",
       "        [[0.15959412, 0.        ],\n",
       "         [0.12060362, 0.        ],\n",
       "         [0.18450056, 0.        ],\n",
       "         ...,\n",
       "         [0.12724499, 0.05833396],\n",
       "         [0.18180179, 0.0127575 ],\n",
       "         [0.24879648, 0.00274252]],\n",
       "\n",
       "        [[0.1126764 , 0.        ],\n",
       "         [0.09132694, 0.        ],\n",
       "         [0.14151157, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.11691664, 0.05242661],\n",
       "         [0.1685128 , 0.01355846],\n",
       "         [0.23702709, 0.00348252]],\n",
       "\n",
       "        [[0.1192647 , 0.        ],\n",
       "         [0.09569808, 0.        ],\n",
       "         [0.14787771, 0.        ],\n",
       "         ...,\n",
       "         [0.1004107 , 0.0501488 ],\n",
       "         [0.14568393, 0.00896333],\n",
       "         [0.21003268, 0.00157834]],\n",
       "\n",
       "        [[0.1625523 , 0.        ],\n",
       "         [0.12655054, 0.        ],\n",
       "         [0.19245135, 0.        ],\n",
       "         ...,\n",
       "         [0.13285734, 0.05542111],\n",
       "         [0.18964309, 0.01324392],\n",
       "         [0.26103115, 0.00313077]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.1188</div><input id='attrs-277083a3-3df5-4b79-8409-e9c059275342' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-277083a3-3df5-4b79-8409-e9c059275342' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70262478-2579-48d1-b0c5-5cd443b11057' class='xr-var-data-in' type='checkbox'><label for='data-70262478-2579-48d1-b0c5-5cd443b11057' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.0005746 ],\n",
       "         [0.        , 0.        , 0.00114919],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10112895],\n",
       "         [0.        , 0.        , 0.10170355],\n",
       "         [0.        , 0.        , 0.10227814]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00061704],\n",
       "         [0.        , 0.        , 0.00123407],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10859852],\n",
       "         [0.        , 0.        , 0.10921556],\n",
       "         [0.        , 0.        , 0.1098326 ]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00063763],\n",
       "         [0.        , 0.        , 0.00127526],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10826448],\n",
       "         [0.        , 0.        , 0.10887962],\n",
       "         [0.        , 0.        , 0.10949475]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.0006427 ],\n",
       "         [0.        , 0.        , 0.00128541],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.11311578],\n",
       "         [0.        , 0.        , 0.11375849],\n",
       "         [0.        , 0.        , 0.11440119]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00066721],\n",
       "         [0.        , 0.        , 0.00133443],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.11742978],\n",
       "         [0.        , 0.        , 0.118097  ],\n",
       "         [0.        , 0.        , 0.11876421]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.004958 -0.0007336 ... -0.001047</div><input id='attrs-fd527318-ad41-4e7f-9d58-281468624a84' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fd527318-ad41-4e7f-9d58-281468624a84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2847e8e8-13e3-422e-afe6-b3386a344427' class='xr-var-data-in' type='checkbox'><label for='data-2847e8e8-13e3-422e-afe6-b3386a344427' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 4.95774954e-03, -7.33567038e-04,  1.35120980e-03,\n",
       "           3.60913017e-04],\n",
       "         [ 4.91480489e-03, -8.17891640e-03,  1.49348357e-02,\n",
       "           3.48460341e-04],\n",
       "         [ 4.80068044e-03, -1.55058127e-02,  2.76564051e-02,\n",
       "           3.15894122e-04],\n",
       "         ...,\n",
       "         [-3.48890034e-03, -4.40720905e-02, -5.71282093e-02,\n",
       "          -3.49324817e-06],\n",
       "         [-3.88681934e-03, -3.85097195e-02, -5.56113077e-02,\n",
       "           8.27099173e-05],\n",
       "         [-4.22844658e-03, -3.23896226e-02, -5.08844556e-02,\n",
       "           1.64138968e-04]],\n",
       "\n",
       "        [[-1.91829994e-03, -7.67045944e-04,  1.39027520e-03,\n",
       "          -3.60737980e-03],\n",
       "         [-1.90168339e-03, -8.55218996e-03,  1.53666229e-02,\n",
       "          -3.48291344e-03],\n",
       "         [-1.85752526e-03, -1.62134749e-02,  2.84559910e-02,\n",
       "          -3.15740919e-03],\n",
       "...\n",
       "         [ 2.12488169e-03, -4.28884689e-02, -6.62110620e-02,\n",
       "          -1.11804100e-05],\n",
       "         [ 2.36723049e-03, -3.74754837e-02, -6.44529872e-02,\n",
       "           2.64719466e-04],\n",
       "         [ 2.57529532e-03, -3.15197511e-02, -5.89746097e-02,\n",
       "           5.25339421e-04]],\n",
       "\n",
       "        [[ 2.54979593e-03, -7.89712225e-04,  1.30416691e-03,\n",
       "          -2.30323730e-03],\n",
       "         [ 2.52770928e-03, -8.80490798e-03,  1.44148736e-02,\n",
       "          -2.22376811e-03],\n",
       "         [ 2.46901449e-03, -1.66925846e-02,  2.66935367e-02,\n",
       "          -2.01594039e-03],\n",
       "         ...,\n",
       "         [-1.79435928e-03, -4.74452461e-02, -5.51392685e-02,\n",
       "           2.22928493e-05],\n",
       "         [-1.99901106e-03, -4.14571467e-02, -5.36751784e-02,\n",
       "          -5.27829582e-04],\n",
       "         [-2.17471169e-03, -3.48686345e-02, -4.91128936e-02,\n",
       "          -1.04748507e-03]]]])</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'>0.4922 0.4779 ... 0.5343 0.6067</div><input id='attrs-a9e33363-d0d5-4340-bc76-59b11a205645' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9e33363-d0d5-4340-bc76-59b11a205645' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-73ddacf1-ed8c-4ce1-bc50-abf4f7695aae' class='xr-var-data-in' type='checkbox'><label for='data-73ddacf1-ed8c-4ce1-bc50-abf4f7695aae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.49220889, 0.4778557 , 0.52914831, ..., 0.51013221,\n",
       "         0.51917242, 0.58383173],\n",
       "        [0.48253517, 0.45049399, 0.52080572, ..., 0.51854251,\n",
       "         0.53480922, 0.60298718],\n",
       "        [0.47454763, 0.45962161, 0.51570048, ..., 0.51005826,\n",
       "         0.52307717, 0.58981955],\n",
       "        ...,\n",
       "        [0.48926008, 0.46240409, 0.52518171, ..., 0.52222545,\n",
       "         0.52673797, 0.59369961],\n",
       "        [0.4825707 , 0.45873296, 0.52191945, ..., 0.52394809,\n",
       "         0.53235925, 0.59977951],\n",
       "        [0.4959653 , 0.4705083 , 0.53256606, ..., 0.51358231,\n",
       "         0.53398808, 0.6033219 ]],\n",
       "\n",
       "       [[0.49313542, 0.47023699, 0.53427596, ..., 0.52100609,\n",
       "         0.53929052, 0.60919536],\n",
       "        [0.47507318, 0.45462685, 0.51739271, ..., 0.50882137,\n",
       "         0.52278221, 0.5927206 ],\n",
       "        [0.48679539, 0.4649309 , 0.52513421, ..., 0.50546247,\n",
       "         0.51903428, 0.58642755],\n",
       "...\n",
       "        [0.4758345 , 0.45570457, 0.51577561, ..., 0.52293027,\n",
       "         0.53077526, 0.59669912],\n",
       "        [0.47775355, 0.45060018, 0.51827874, ..., 0.50838255,\n",
       "         0.5256123 , 0.59737514],\n",
       "        [0.47386164, 0.45007095, 0.5128358 , ..., 0.51514693,\n",
       "         0.53365051, 0.60339939]],\n",
       "\n",
       "       [[0.50039882, 0.46556837, 0.53151247, ..., 0.52511132,\n",
       "         0.53388285, 0.59841661],\n",
       "        [0.49167767, 0.4664165 , 0.52927345, ..., 0.51517028,\n",
       "         0.53146507, 0.60022269],\n",
       "        [0.46134556, 0.44465078, 0.50618606, ..., 0.50121153,\n",
       "         0.52522484, 0.59785904],\n",
       "        ...,\n",
       "        [0.48405405, 0.45770919, 0.52178695, ..., 0.50812578,\n",
       "         0.52762602, 0.59650458],\n",
       "        [0.47080929, 0.45636958, 0.51677125, ..., 0.50924621,\n",
       "         0.52166599, 0.59117525],\n",
       "        [0.47431334, 0.44413168, 0.51523983, ..., 0.51235169,\n",
       "         0.53432487, 0.60672243]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-448dac44-0265-460e-b6b0-49bcf08c30af' class='xr-section-summary-in' type='checkbox'  ><label for='section-448dac44-0265-460e-b6b0-49bcf08c30af' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f96abf47-0418-4955-a9ac-8b8dc6cdbab2' class='xr-index-data-in' type='checkbox'/><label for='index-f96abf47-0418-4955-a9ac-8b8dc6cdbab2' 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-9692f850-ecef-4d9e-84a8-e27f65730e08' class='xr-index-data-in' type='checkbox'/><label for='index-9692f850-ecef-4d9e-84a8-e27f65730e08' 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>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d013827b-6d78-4fc6-9214-006dadff59ab' class='xr-index-data-in' type='checkbox'/><label for='index-d013827b-6d78-4fc6-9214-006dadff59ab' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-383fac24-7a58-4068-9056-76e9bdf29742' class='xr-index-data-in' type='checkbox'/><label for='index-383fac24-7a58-4068-9056-76e9bdf29742' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-c67ca0a8-558b-4b9e-b56f-3bd5226812cd' class='xr-index-data-in' type='checkbox'/><label for='index-c67ca0a8-558b-4b9e-b56f-3bd5226812cd' 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;x1&#x27;, &#x27;x2&#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-4883645e-fbbf-4b11-adc0-e0e9717480ad' class='xr-index-data-in' type='checkbox'/><label for='index-4883645e-fbbf-4b11-adc0-e0e9717480ad' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e9f14dc6-5e06-4976-8ae1-603395c3e95b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e9f14dc6-5e06-4976-8ae1-603395c3e95b' 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>2023-08-03T12:44:52.592010</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_posterior_predictive0405b503-d291-4ee9-bb4b-6fda4cce6c26\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_posterior_predictive0405b503-d291-4ee9-bb4b-6fda4cce6c26\" class = \"xr-section-summary\">posterior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
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       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
       ".xr-section-summary,\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
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       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
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       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 4, draw: 1000, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0 1 2 3\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 0.4729 0.4781 ... 0.5132 0.5917\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:55.266426\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-d9dae402-a427-4de1-bcf5-87cc385f6482' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d9dae402-a427-4de1-bcf5-87cc385f6482' 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'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-13e925a8-a35d-4293-9da0-fbd0d8d12f9f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-13e925a8-a35d-4293-9da0-fbd0d8d12f9f' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-1b6b17d4-d281-4c3e-8260-301823ca4df9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b6b17d4-d281-4c3e-8260-301823ca4df9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6de65c80-aa3b-4439-a600-c1db8faeed38' class='xr-var-data-in' type='checkbox'><label for='data-6de65c80-aa3b-4439-a600-c1db8faeed38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-5f3ff376-239e-4bbd-a7af-035ff5f0a834' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f3ff376-239e-4bbd-a7af-035ff5f0a834' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c461f77-49d3-4783-91cd-6ac4166a3ab2' class='xr-var-data-in' type='checkbox'><label for='data-7c461f77-49d3-4783-91cd-6ac4166a3ab2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-78c44edd-58f1-4f37-a3e9-36e6e747b9d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-78c44edd-58f1-4f37-a3e9-36e6e747b9d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d33f653-a258-4e49-9efb-1f4eb7127e1e' class='xr-var-data-in' type='checkbox'><label for='data-4d33f653-a258-4e49-9efb-1f4eb7127e1e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-080de742-456b-4a7a-98ab-c2f8e568ffec' class='xr-section-summary-in' type='checkbox'  checked><label for='section-080de742-456b-4a7a-98ab-c2f8e568ffec' 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>likelihood</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'>0.4729 0.4781 ... 0.5132 0.5917</div><input id='attrs-f3ebb76b-6cc7-403c-ad89-2537ca8bb332' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f3ebb76b-6cc7-403c-ad89-2537ca8bb332' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26db6ce0-bdee-476d-a04a-a9e11e26464c' class='xr-var-data-in' type='checkbox'><label for='data-26db6ce0-bdee-476d-a04a-a9e11e26464c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.47287942, 0.47813078, 0.51465129, ..., 0.52427118,\n",
       "         0.48808257, 0.64502033],\n",
       "        [0.45271729, 0.43090349, 0.52388816, ..., 0.50669698,\n",
       "         0.56831357, 0.6213914 ],\n",
       "        [0.42171949, 0.43005445, 0.51474497, ..., 0.47139577,\n",
       "         0.52505306, 0.5843854 ],\n",
       "        ...,\n",
       "        [0.48602618, 0.46158674, 0.48214092, ..., 0.52001007,\n",
       "         0.5588568 , 0.64542187],\n",
       "        [0.47392491, 0.48522603, 0.57290291, ..., 0.5108139 ,\n",
       "         0.51097266, 0.57536919],\n",
       "        [0.52295468, 0.47749806, 0.5184336 , ..., 0.56059989,\n",
       "         0.50194709, 0.5448219 ]],\n",
       "\n",
       "       [[0.44534133, 0.49686391, 0.57126524, ..., 0.51129144,\n",
       "         0.51708924, 0.61947504],\n",
       "        [0.38988604, 0.48435177, 0.54436286, ..., 0.49925045,\n",
       "         0.52653   , 0.64186543],\n",
       "        [0.54005746, 0.48779086, 0.59584443, ..., 0.49281092,\n",
       "         0.51468331, 0.56969741],\n",
       "...\n",
       "        [0.45774182, 0.4412412 , 0.50929802, ..., 0.52677074,\n",
       "         0.53297208, 0.57374545],\n",
       "        [0.42837812, 0.44675722, 0.59275659, ..., 0.50487571,\n",
       "         0.50630096, 0.55256169],\n",
       "        [0.47478711, 0.43370699, 0.5517417 , ..., 0.48946988,\n",
       "         0.55556668, 0.60029659]],\n",
       "\n",
       "       [[0.50040094, 0.48237177, 0.48872577, ..., 0.57913077,\n",
       "         0.57688092, 0.63184387],\n",
       "        [0.46921747, 0.50867525, 0.53736652, ..., 0.53987552,\n",
       "         0.54848383, 0.62268496],\n",
       "        [0.47374027, 0.43857999, 0.52922524, ..., 0.42368666,\n",
       "         0.54641232, 0.60036874],\n",
       "        ...,\n",
       "        [0.51725923, 0.46773254, 0.54444294, ..., 0.50322911,\n",
       "         0.51189872, 0.59232263],\n",
       "        [0.50870318, 0.40132392, 0.51047115, ..., 0.50286732,\n",
       "         0.5106579 , 0.5727394 ],\n",
       "        [0.44793272, 0.41722096, 0.51152289, ..., 0.54099287,\n",
       "         0.51319513, 0.59169714]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3abcf0ba-94fa-4d7c-97d2-f4f0d26cb696' class='xr-section-summary-in' type='checkbox'  ><label for='section-3abcf0ba-94fa-4d7c-97d2-f4f0d26cb696' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2e161fbd-eb1f-45fb-8888-5efc6a40483b' class='xr-index-data-in' type='checkbox'/><label for='index-2e161fbd-eb1f-45fb-8888-5efc6a40483b' 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-70b561dd-22ff-49fb-9c84-3ea19901dd69' class='xr-index-data-in' type='checkbox'/><label for='index-70b561dd-22ff-49fb-9c84-3ea19901dd69' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0143394e-7329-4184-9b56-e2b855f81a07' class='xr-index-data-in' type='checkbox'/><label for='index-0143394e-7329-4184-9b56-e2b855f81a07' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-05f33172-b8d7-4d1f-9975-c799cba0b357' class='xr-section-summary-in' type='checkbox'  checked><label for='section-05f33172-b8d7-4d1f-9975-c799cba0b357' 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>2023-08-03T12:44:55.266426</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_statse31a2192-de93-40ff-a02f-a923eb9f47f7\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_statse31a2192-de93-40ff-a02f-a923eb9f47f7\" class = \"xr-section-summary\">sample_stats</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
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       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
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       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
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       "\n",
       ".xr-section-summary {\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
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       "\n",
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       "\n",
       ".xr-section-details {\n",
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       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
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       "\n",
       ".xr-array-wrap {\n",
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       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
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       "\n",
       ".xr-preview {\n",
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       "\n",
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       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
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       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
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       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
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       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
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       "\n",
       ".xr-has-index {\n",
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       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
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       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
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       "\n",
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       ".xr-attrs dt:hover {\n",
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       "\n",
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       "\n",
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       "\n",
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       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
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       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
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       "  grid-column: 1 / -1;\n",
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       "\n",
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       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
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       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (chain: 4, draw: 1000)\n",
       "Coordinates:\n",
       "  * chain                  (chain) int64 0 1 2 3\n",
       "  * draw                   (draw) int64 0 1 2 3 4 5 ... 994 995 996 997 998 999\n",
       "Data variables: (12/17)\n",
       "    process_time_diff      (chain, draw) float64 0.02484 0.03027 ... 0.04276\n",
       "    lp                     (chain, draw) float64 351.2 354.5 ... 353.0 353.4\n",
       "    max_energy_error       (chain, draw) float64 -0.03674 0.03495 ... 0.1954\n",
       "    step_size              (chain, draw) float64 0.07388 0.07388 ... 0.06563\n",
       "    reached_max_treedepth  (chain, draw) bool False False False ... False False\n",
       "    perf_counter_diff      (chain, draw) float64 0.02507 0.03056 ... 0.04421\n",
       "    ...                     ...\n",
       "    index_in_trajectory    (chain, draw) int64 -31 33 32 -28 43 ... 44 -9 38 29\n",
       "    energy                 (chain, draw) float64 -344.9 -345.2 ... -345.0 -346.9\n",
       "    largest_eigval         (chain, draw) float64 nan nan nan nan ... nan nan nan\n",
       "    n_steps                (chain, draw) float64 63.0 63.0 63.0 ... 63.0 127.0\n",
       "    tree_depth             (chain, draw) int64 6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 7\n",
       "    diverging              (chain, draw) bool False False False ... False False\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.608151\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-f3e8613f-9004-4fe3-a1f4-840c89f60a5d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f3e8613f-9004-4fe3-a1f4-840c89f60a5d' 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-20287ec5-ed77-4f4b-99ed-91a4c149ad98' class='xr-section-summary-in' type='checkbox'  checked><label for='section-20287ec5-ed77-4f4b-99ed-91a4c149ad98' 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-b21797f0-1b51-44c2-9f67-b94558317da8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b21797f0-1b51-44c2-9f67-b94558317da8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de00187e-7c4f-467d-a84f-d2f6bc2b1a17' class='xr-var-data-in' type='checkbox'><label for='data-de00187e-7c4f-467d-a84f-d2f6bc2b1a17' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-fe2cd76d-3ba6-4e83-9b63-ab4f393e31dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe2cd76d-3ba6-4e83-9b63-ab4f393e31dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c0f2a55-7534-4f64-acb2-c928f21445a1' class='xr-var-data-in' type='checkbox'><label for='data-3c0f2a55-7534-4f64-acb2-c928f21445a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-127b43e6-90b2-4fd7-a2ef-f3d0a92c8b9d' class='xr-section-summary-in' type='checkbox'  ><label for='section-127b43e6-90b2-4fd7-a2ef-f3d0a92c8b9d' 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>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'>0.02484 0.03027 ... 0.02287 0.04276</div><input id='attrs-adb6744c-f4e5-4508-8eb2-d35669c6c50e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-adb6744c-f4e5-4508-8eb2-d35669c6c50e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca38e38f-196f-4178-b625-7414ccb5dc82' class='xr-var-data-in' type='checkbox'><label for='data-ca38e38f-196f-4178-b625-7414ccb5dc82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02484465, 0.03026824, 0.0275498 , ..., 0.02033344, 0.0246395 ,\n",
       "        0.01992772],\n",
       "       [0.03949065, 0.01371447, 0.02974776, ..., 0.01909351, 0.01244942,\n",
       "        0.02200291],\n",
       "       [0.02418727, 0.02139096, 0.02423729, ..., 0.02853269, 0.02975177,\n",
       "        0.01429801],\n",
       "       [0.04396229, 0.04085172, 0.03761578, ..., 0.03177199, 0.02286654,\n",
       "        0.04275852]])</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'>351.2 354.5 353.6 ... 353.0 353.4</div><input id='attrs-52fabb37-dd0b-49e3-b9e5-81418ec00ba6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52fabb37-dd0b-49e3-b9e5-81418ec00ba6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41af8b63-e43b-4c25-a362-f3da94f7c3e6' class='xr-var-data-in' type='checkbox'><label for='data-41af8b63-e43b-4c25-a362-f3da94f7c3e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[351.15588188, 354.49917291, 353.62608315, ..., 352.73204341,\n",
       "        355.68605299, 354.62048964],\n",
       "       [348.97647245, 358.33147522, 356.24118053, ..., 355.5669823 ,\n",
       "        353.41596179, 349.40172304],\n",
       "       [355.33330248, 354.11476965, 353.02275297, ..., 356.37076335,\n",
       "        355.23282234, 357.27840173],\n",
       "       [355.46829925, 356.75307698, 352.46180604, ..., 354.23307794,\n",
       "        352.95911501, 353.3783564 ]])</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'>-0.03674 0.03495 ... 0.2547 0.1954</div><input id='attrs-5d392c31-09de-493d-a1e4-ee6b2b206fd4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5d392c31-09de-493d-a1e4-ee6b2b206fd4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bdc39e7a-181e-442a-a3d0-d2216aaa9912' class='xr-var-data-in' type='checkbox'><label for='data-bdc39e7a-181e-442a-a3d0-d2216aaa9912' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.03674255,  0.03494822,  0.3392237 , ...,  0.18039873,\n",
       "         0.26088542,  0.49621841],\n",
       "       [ 0.13823553, -0.18089455,  0.03477711, ..., -0.14652744,\n",
       "        -0.09281548,  0.35230766],\n",
       "       [ 0.03755447, -0.0662405 ,  0.03674591, ...,  0.1285427 ,\n",
       "         0.01519062,  0.13618743],\n",
       "       [ 0.30428744, -0.2446454 , -0.02112695, ..., -0.02632085,\n",
       "         0.25474352,  0.19543155]])</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'>0.07388 0.07388 ... 0.06563 0.06563</div><input id='attrs-dc2409cd-c9d5-4ce3-9a1d-521ab08390f6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dc2409cd-c9d5-4ce3-9a1d-521ab08390f6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef9f4927-b12c-44ed-ad06-716307a9b0cc' class='xr-var-data-in' type='checkbox'><label for='data-ef9f4927-b12c-44ed-ad06-716307a9b0cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.07388311, 0.07388311, 0.07388311, ..., 0.07388311, 0.07388311,\n",
       "        0.07388311],\n",
       "       [0.0714658 , 0.0714658 , 0.0714658 , ..., 0.0714658 , 0.0714658 ,\n",
       "        0.0714658 ],\n",
       "       [0.08111642, 0.08111642, 0.08111642, ..., 0.08111642, 0.08111642,\n",
       "        0.08111642],\n",
       "       [0.06562828, 0.06562828, 0.06562828, ..., 0.06562828, 0.06562828,\n",
       "        0.06562828]])</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-cc806e9c-7c42-4a35-a168-21954dbf0e00' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc806e9c-7c42-4a35-a168-21954dbf0e00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-326e3fa3-c981-4d06-a4de-d9adb7b0c8e5' class='xr-var-data-in' type='checkbox'><label for='data-326e3fa3-c981-4d06-a4de-d9adb7b0c8e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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>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'>0.02507 0.03056 ... 0.02366 0.04421</div><input id='attrs-4eb72734-0da1-472e-9dad-78707e8de588' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4eb72734-0da1-472e-9dad-78707e8de588' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55307f14-bca2-4983-ac51-49640db3acee' class='xr-var-data-in' type='checkbox'><label for='data-55307f14-bca2-4983-ac51-49640db3acee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02507298, 0.03056349, 0.02787485, ..., 0.02106091, 0.02582147,\n",
       "        0.02055384],\n",
       "       [0.04002584, 0.01379189, 0.03068306, ..., 0.01909887, 0.0124605 ,\n",
       "        0.02201315],\n",
       "       [0.02420191, 0.02140715, 0.02440291, ..., 0.03021452, 0.03137594,\n",
       "        0.01493147],\n",
       "       [0.05295574, 0.0466779 , 0.03982227, ..., 0.03293008, 0.02366477,\n",
       "        0.04420793]])</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'>0.07122 0.07122 ... 0.07193 0.07193</div><input id='attrs-888ad642-4fb6-45bc-9f2e-bfa93fa485bc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-888ad642-4fb6-45bc-9f2e-bfa93fa485bc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d023e47a-a91e-4622-9066-991cbb2b9da9' class='xr-var-data-in' type='checkbox'><label for='data-d023e47a-a91e-4622-9066-991cbb2b9da9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.07121798, 0.07121798, 0.07121798, ..., 0.07121798, 0.07121798,\n",
       "        0.07121798],\n",
       "       [0.07661654, 0.07661654, 0.07661654, ..., 0.07661654, 0.07661654,\n",
       "        0.07661654],\n",
       "       [0.06641153, 0.06641153, 0.06641153, ..., 0.06641153, 0.06641153,\n",
       "        0.06641153],\n",
       "       [0.071931  , 0.071931  , 0.071931  , ..., 0.071931  , 0.071931  ,\n",
       "        0.071931  ]])</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-a55e1ce0-7275-4b12-842a-3c7362939ff4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a55e1ce0-7275-4b12-842a-3c7362939ff4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82d3a3bd-135b-4724-a41a-aef10e81a3f7' class='xr-var-data-in' type='checkbox'><label for='data-82d3a3bd-135b-4724-a41a-aef10e81a3f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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>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'>0.9998 0.9916 ... 0.8754 0.9391</div><input id='attrs-cfa81dad-454c-46cc-a7a1-2d1df3894d1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfa81dad-454c-46cc-a7a1-2d1df3894d1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90ad65d7-5588-46c5-8454-e52446b083b1' class='xr-var-data-in' type='checkbox'><label for='data-90ad65d7-5588-46c5-8454-e52446b083b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.99981323, 0.99156617, 0.86087927, ..., 0.9423506 , 0.9186242 ,\n",
       "        0.83478816],\n",
       "       [0.9490059 , 0.99982621, 0.98453782, ..., 0.98754873, 0.97686967,\n",
       "        0.86907628],\n",
       "       [0.98896688, 0.99065932, 0.99177597, ..., 0.95280949, 0.99488913,\n",
       "        0.91630383],\n",
       "       [0.88759452, 0.990825  , 0.99666295, ..., 0.99622014, 0.87535508,\n",
       "        0.93914408]])</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'>1.442e+04 1.442e+04 ... 1.444e+04</div><input id='attrs-97383b6c-780e-4c92-955e-e12092dd3761' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-97383b6c-780e-4c92-955e-e12092dd3761' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f2df386-4267-4ac3-b68f-b6134415c0d0' class='xr-var-data-in' type='checkbox'><label for='data-7f2df386-4267-4ac3-b68f-b6134415c0d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[14416.2873664 , 14416.31274647, 14416.34360081, ...,\n",
       "        14441.42891612, 14441.45019966, 14441.47626545],\n",
       "       [14410.82677097, 14410.86706909, 14410.88139978, ...,\n",
       "        14436.66757347, 14436.68689378, 14436.69960516],\n",
       "       [14409.35345573, 14409.37791282, 14409.39967388, ...,\n",
       "        14435.89103034, 14435.92153093, 14435.95342922],\n",
       "       [14412.12049024, 14412.173873  , 14412.22084097, ...,\n",
       "        14437.55382856, 14437.58701967, 14437.61093389]])</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'>-0.01344 0.02138 ... 0.09381 0.1034</div><input id='attrs-e638e1aa-3cce-4ec9-9d79-a79700aac7f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e638e1aa-3cce-4ec9-9d79-a79700aac7f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13ea1e5c-91e5-4da8-b578-a1ec89544d24' class='xr-var-data-in' type='checkbox'><label for='data-13ea1e5c-91e5-4da8-b578-a1ec89544d24' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.01343999,  0.02138095,  0.19201605, ...,  0.10314587,\n",
       "        -0.12546418, -0.01132211],\n",
       "       [ 0.13080946, -0.18089455,  0.02378239, ..., -0.01192367,\n",
       "        -0.03935264,  0.15098095],\n",
       "       [ 0.01433681, -0.00304629,  0.00828812, ..., -0.0148316 ,\n",
       "         0.01148575,  0.04128621],\n",
       "       [ 0.11345492, -0.20100975,  0.00464202, ..., -0.0210118 ,\n",
       "         0.09381406,  0.10337544]])</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'>-31 33 32 -28 43 ... 44 -9 38 29</div><input id='attrs-56761a4d-3ccd-4858-b311-c0839e8d90f9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-56761a4d-3ccd-4858-b311-c0839e8d90f9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78cac369-6b59-49c9-b928-ae4ad06819af' class='xr-var-data-in' type='checkbox'><label for='data-78cac369-6b59-49c9-b928-ae4ad06819af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-31,  33,  32, ..., -37, -41, -32],\n",
       "       [-12,  18, -10, ...,  33, -11, -23],\n",
       "       [-15, -59, -10, ..., -38,  35,  14],\n",
       "       [ 48, -28, -34, ...,  -9,  38,  29]])</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'>-344.9 -345.2 ... -345.0 -346.9</div><input id='attrs-45b310bf-2dc8-410c-9ae9-13f2288544ef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45b310bf-2dc8-410c-9ae9-13f2288544ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09afa505-b1de-4f9a-96b0-7b3e82d70af4' class='xr-var-data-in' type='checkbox'><label for='data-09afa505-b1de-4f9a-96b0-7b3e82d70af4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-344.93870218, -345.16252633, -346.5464796 , ..., -345.62667989,\n",
       "        -345.34434866, -345.90163116],\n",
       "       [-333.85438495, -345.87424529, -349.06552382, ..., -352.20633888,\n",
       "        -349.62907148, -341.99915893],\n",
       "       [-344.87714537, -350.74551005, -345.76644887, ..., -348.45764188,\n",
       "        -347.33084329, -349.89438043],\n",
       "       [-349.3319774 , -344.49423483, -346.52038173, ..., -348.01416215,\n",
       "        -344.95524551, -346.92667977]])</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-05cada25-d1d3-4842-82be-5aa007846107' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05cada25-d1d3-4842-82be-5aa007846107' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5eb4b75-e32c-4272-b132-e69416330249' class='xr-var-data-in' type='checkbox'><label for='data-f5eb4b75-e32c-4272-b132-e69416330249' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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>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'>63.0 63.0 63.0 ... 63.0 63.0 127.0</div><input id='attrs-050587e8-c783-471c-aee9-52cdc4595290' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-050587e8-c783-471c-aee9-52cdc4595290' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5feafc2f-d44c-4ea8-94b1-0b78a8db73d7' class='xr-var-data-in' type='checkbox'><label for='data-5feafc2f-d44c-4ea8-94b1-0b78a8db73d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 63.,  63.,  63., ...,  63.,  63.,  63.],\n",
       "       [ 63.,  31.,  63., ...,  63.,  31.,  63.],\n",
       "       [ 63.,  63.,  63., ...,  63.,  63.,  31.],\n",
       "       [ 63.,  63.,  63., ...,  63.,  63., 127.]])</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'>6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 6 7</div><input id='attrs-c7ebcb17-0b67-4051-ba93-bab7fb025a01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c7ebcb17-0b67-4051-ba93-bab7fb025a01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87b9a391-061c-439a-a2c0-518eab4191e4' class='xr-var-data-in' type='checkbox'><label for='data-87b9a391-061c-439a-a2c0-518eab4191e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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, 6, 6, ..., 6, 6, 6],\n",
       "       [6, 5, 6, ..., 6, 5, 6],\n",
       "       [6, 6, 6, ..., 6, 6, 5],\n",
       "       [6, 6, 6, ..., 6, 6, 7]])</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-88a985d9-11be-46e9-97c7-80103dc08655' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88a985d9-11be-46e9-97c7-80103dc08655' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96d857a0-dc9a-495b-89a4-839bdd9bb698' class='xr-var-data-in' type='checkbox'><label for='data-96d857a0-dc9a-495b-89a4-839bdd9bb698' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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></ul></div></li><li class='xr-section-item'><input id='section-4c98c934-a625-4d1d-bf36-19043da9e06c' class='xr-section-summary-in' type='checkbox'  ><label for='section-4c98c934-a625-4d1d-bf36-19043da9e06c' 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-5d8e0e5b-50f6-48a7-9161-d764273f8438' class='xr-index-data-in' type='checkbox'/><label for='index-5d8e0e5b-50f6-48a7-9161-d764273f8438' 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-1a2c0855-b302-4d8b-9f36-3c056e10f741' class='xr-index-data-in' type='checkbox'/><label for='index-1a2c0855-b302-4d8b-9f36-3c056e10f741' 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-fa3801ea-372b-45b3-bd3d-606038e9d89b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fa3801ea-372b-45b3-bd3d-606038e9d89b' 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>2023-08-03T12:44:52.608151</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</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_priore0af1295-86b7-4adf-9e88-00d0c9ecbe84\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_priore0af1295-86b7-4adf-9e88-00d0c9ecbe84\" class = \"xr-section-summary\">prior</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 1, draw: 500, channel: 2, control: 3,\n",
       "                                fourier_mode: 4, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 495 496 497 498 499\n",
       "  * channel                    (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * control                    (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode               (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_ord...\n",
       "  * date                       (date) &lt;U10 &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    beta_channel               (chain, draw, channel) float64 1.418 ... 1.259\n",
       "    gamma_control              (chain, draw, control) float64 3.665 ... -1.201\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 0.08728 .....\n",
       "    channel_contributions      (chain, draw, date, channel) float64 0.2905 .....\n",
       "    intercept                  (chain, draw) float64 -3.807 -1.606 ... -0.598\n",
       "    lam                        (chain, draw, channel) float64 1.372 ... 1.678\n",
       "    ...                         ...\n",
       "    mu                         (chain, draw, date) float64 -3.19 ... -212.0\n",
       "    alpha                      (chain, draw, channel) float64 0.0521 ... 0.7527\n",
       "    channel_adstock            (chain, draw, date, channel) float64 0.303 ......\n",
       "    control_contributions      (chain, draw, date, control) float64 0.0 ... -...\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 0.2049 .....\n",
       "    sigma                      (chain, draw) float64 2.361 0.3904 ... 2.132\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:54.644498\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-14bb5697-5819-42ea-848b-74e1e67d06fc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-14bb5697-5819-42ea-848b-74e1e67d06fc' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-24430f52-74c3-45e1-bdf9-c9cd19cec852' class='xr-section-summary-in' type='checkbox'  checked><label for='section-24430f52-74c3-45e1-bdf9-c9cd19cec852' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-24d85388-dccd-4035-b7f4-c1cebc66d042' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24d85388-dccd-4035-b7f4-c1cebc66d042' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1888a04c-61d6-4e3b-87be-06cf07d059d0' class='xr-var-data-in' type='checkbox'><label for='data-1888a04c-61d6-4e3b-87be-06cf07d059d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-ec3a610d-213a-42df-a620-9c48f76f5287' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ec3a610d-213a-42df-a620-9c48f76f5287' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-53f4e3d7-808c-4e3f-8058-7fafa76041f4' class='xr-var-data-in' type='checkbox'><label for='data-53f4e3d7-808c-4e3f-8058-7fafa76041f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-15c58be0-4bf2-4280-b3c3-abe814a20ad1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-15c58be0-4bf2-4280-b3c3-abe814a20ad1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bd78395-13c0-4307-9829-99497b4a04a8' class='xr-var-data-in' type='checkbox'><label for='data-7bd78395-13c0-4307-9829-99497b4a04a8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-9a3909ea-d4d2-43ef-8f3e-b374a07b9484' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a3909ea-d4d2-43ef-8f3e-b374a07b9484' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb47d0a0-1642-4066-beca-54bb652b6c2b' class='xr-var-data-in' type='checkbox'><label for='data-eb47d0a0-1642-4066-beca-54bb652b6c2b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-ece478b0-495b-40c9-9c5f-b5bd146b9259' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ece478b0-495b-40c9-9c5f-b5bd146b9259' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7487507-59be-4ac6-a0ec-2544be8e5a77' class='xr-var-data-in' type='checkbox'><label for='data-c7487507-59be-4ac6-a0ec-2544be8e5a77' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-394e507f-15eb-429e-bde5-75c5c104f186' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-394e507f-15eb-429e-bde5-75c5c104f186' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebe2c576-9b37-405f-ad1a-69a93021fc1f' class='xr-var-data-in' type='checkbox'><label for='data-ebe2c576-9b37-405f-ad1a-69a93021fc1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3de8362f-bfd2-42f8-bfe9-252e19dc8e68' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3de8362f-bfd2-42f8-bfe9-252e19dc8e68' class='xr-section-summary' >Data variables: <span>(13)</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>beta_channel</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'>1.418 1.277 0.1118 ... 4.541 1.259</div><input id='attrs-77b94a58-f097-41df-a1f6-c519adba360e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77b94a58-f097-41df-a1f6-c519adba360e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-797e32ea-0fb5-472e-9013-342418875759' class='xr-var-data-in' type='checkbox'><label for='data-797e32ea-0fb5-472e-9013-342418875759' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[1.41771409e+00, 1.27651456e+00],\n",
       "        [1.11759230e-01, 1.00391763e+00],\n",
       "        [1.66078493e+00, 3.20596683e+00],\n",
       "        [3.20419089e+00, 9.87694132e-01],\n",
       "        [3.55738705e+00, 1.17779302e+00],\n",
       "        [1.57480200e+00, 2.96252368e-01],\n",
       "        [3.26279685e+00, 1.56043278e+00],\n",
       "        [1.27876003e+00, 1.10874401e-01],\n",
       "        [3.54175229e-01, 7.43369192e-04],\n",
       "        [2.38913960e+00, 1.67625422e+00],\n",
       "        [1.75669724e+00, 5.02332389e-02],\n",
       "        [2.38221787e-01, 2.21589489e+00],\n",
       "        [1.15402728e+00, 1.28912514e+00],\n",
       "        [9.01387641e-01, 2.27254179e+00],\n",
       "        [1.97424890e+00, 7.10213090e-01],\n",
       "        [3.01153104e+00, 1.13393205e-01],\n",
       "        [1.80193915e+00, 2.84006410e-01],\n",
       "        [1.94642714e+00, 9.86562999e-01],\n",
       "        [2.61711365e-01, 2.05874501e+00],\n",
       "        [6.98596308e-01, 2.07954266e-01],\n",
       "...\n",
       "        [1.95652787e+00, 3.39117422e-01],\n",
       "        [2.91587674e+00, 3.44216753e-02],\n",
       "        [3.36193824e+00, 1.02603402e-01],\n",
       "        [8.08479560e-02, 1.91336022e+00],\n",
       "        [2.23524656e+00, 1.10874283e+00],\n",
       "        [1.07506579e+00, 7.46518481e-03],\n",
       "        [2.78408481e+00, 5.37883336e-02],\n",
       "        [2.21400711e+00, 4.95268830e-01],\n",
       "        [6.58985171e-01, 2.47089791e+00],\n",
       "        [3.60840473e-01, 1.27136115e-01],\n",
       "        [1.39541597e+00, 7.09987659e-01],\n",
       "        [2.12174075e-01, 1.75399689e+00],\n",
       "        [4.06291582e+00, 9.94070662e-01],\n",
       "        [6.66311684e-01, 9.11884110e-01],\n",
       "        [1.71819776e+00, 6.33663220e-01],\n",
       "        [4.54245357e+00, 1.15071969e+00],\n",
       "        [1.07630282e+00, 2.20479058e+00],\n",
       "        [1.81437141e+00, 1.11845209e+00],\n",
       "        [4.54819610e+00, 7.58313974e-01],\n",
       "        [4.54092801e+00, 1.25927449e+00]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.665 4.476 ... -0.5954 -1.201</div><input id='attrs-0fb16a76-f99e-44fd-95e6-5f06c8e59b87' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fb16a76-f99e-44fd-95e6-5f06c8e59b87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93683ae2-2784-4996-ae14-88483aa7f60c' class='xr-var-data-in' type='checkbox'><label for='data-93683ae2-2784-4996-ae14-88483aa7f60c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 3.66482459,  4.47564534,  3.04612384],\n",
       "        [ 1.8484942 ,  2.98944803,  0.45814775],\n",
       "        [-1.28487187,  0.87898241,  0.0175121 ],\n",
       "        ...,\n",
       "        [-0.08253424,  1.42715996, -2.11053585],\n",
       "        [-0.33669504,  1.06259901,  2.12543441],\n",
       "        [ 0.84511814, -0.59539134, -1.20094649]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08728 -0.1613 ... -0.1337 2.467</div><input id='attrs-7a346ab3-1c89-4d5f-a4f4-36f342acea3c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a346ab3-1c89-4d5f-a4f4-36f342acea3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06d0712a-2f0f-4d02-98d5-56583e0aaa9e' class='xr-var-data-in' type='checkbox'><label for='data-06d0712a-2f0f-4d02-98d5-56583e0aaa9e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.08727895, -0.16125849, -0.71021385, -0.22046244],\n",
       "        [-0.98480157, -0.09054815, -0.17627153, -2.0710989 ],\n",
       "        [ 0.90703613, -0.41613027,  4.51566395, -0.68117658],\n",
       "        ...,\n",
       "        [ 3.34541511, -2.06247692,  0.15811203,  0.74631286],\n",
       "        [ 2.17838564, -0.08109065,  0.59851762, -0.07118254],\n",
       "        [-0.32304809, -0.14205784, -0.13366498,  2.46669554]]])</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'>0.2905 0.0 0.119 ... 3.186 0.1076</div><input id='attrs-e06fd2c7-ab7d-48c9-afbb-b9fd50b38378' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e06fd2c7-ab7d-48c9-afbb-b9fd50b38378' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e90c282-49e7-451c-895a-7901ea7e88e5' class='xr-var-data-in' type='checkbox'><label for='data-8e90c282-49e7-451c-895a-7901ea7e88e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[2.90516504e-01, 0.00000000e+00],\n",
       "         [1.19033514e-01, 0.00000000e+00],\n",
       "         [2.73228572e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.66297245e-01, 6.33972700e-03],\n",
       "         [2.64799160e-01, 4.44643693e-05],\n",
       "         [4.08043786e-01, 3.11853158e-07]],\n",
       "\n",
       "        [[5.97122984e-02, 0.00000000e+00],\n",
       "         [3.73626697e-02, 0.00000000e+00],\n",
       "         [6.21567495e-02, 0.00000000e+00],\n",
       "         ...,\n",
       "         [4.23183280e-02, 2.28024037e-01],\n",
       "         [6.13012219e-02, 5.21924459e-02],\n",
       "         [8.33391527e-02, 1.17514998e-02]],\n",
       "\n",
       "        [[6.69743994e-01, 0.00000000e+00],\n",
       "         [2.91719758e-01, 0.00000000e+00],\n",
       "         [6.35954640e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [2.32507655e-01, 1.30642798e-02],\n",
       "         [3.74909454e-01, 1.20254676e-04],\n",
       "         [5.75214477e-01, 1.10687536e-06]],\n",
       "\n",
       "        [[1.19848505e+00, 0.00000000e+00],\n",
       "         [1.03161115e+00, 0.00000000e+00],\n",
       "         [1.58491311e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.09437874e+00, 4.19086610e-02],\n",
       "         [1.57037339e+00, 2.10121606e-03],\n",
       "         [2.28147106e+00, 1.05243910e-04]],\n",
       "\n",
       "        [[2.26777159e+00, 0.00000000e+00],\n",
       "         [1.35144884e+00, 0.00000000e+00],\n",
       "         [2.32981154e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.56231581e+00, 2.35940757e-01],\n",
       "         [2.29549604e+00, 1.78506809e-01],\n",
       "         [3.18647033e+00, 1.07580873e-01]]]])</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'>-3.807 -1.606 ... 0.5065 -0.598</div><input id='attrs-aeca913c-8ec8-483c-9399-ca3af25d0929' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aeca913c-8ec8-483c-9399-ca3af25d0929' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-feedb8c0-279a-41f0-a302-ebf84eea0349' class='xr-var-data-in' type='checkbox'><label for='data-feedb8c0-279a-41f0-a302-ebf84eea0349' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-3.80664915e+00, -1.60632722e+00, -2.23287081e+00,\n",
       "         1.09787805e+00,  1.76016341e+00, -1.88967081e+00,\n",
       "         6.07935349e-01, -3.79703233e+00, -1.15201037e+00,\n",
       "        -1.18584205e+00, -8.74344532e-01,  2.56337702e+00,\n",
       "         3.46090683e+00, -3.77754708e-01,  2.04130032e-01,\n",
       "         1.17706005e+00,  1.74583787e+00,  7.49616077e-01,\n",
       "        -4.60983997e-01, -1.81504417e+00,  5.85722649e+00,\n",
       "         8.86564381e-01, -1.20215513e+00,  2.94730415e-01,\n",
       "         6.09652104e-01,  9.11875687e-01, -4.38947169e+00,\n",
       "         6.89550084e-01,  2.06504837e+00,  2.74654396e+00,\n",
       "         2.38194873e+00, -8.94219085e-01,  3.91248163e+00,\n",
       "        -3.29180346e+00, -1.34649410e+00,  8.96551388e-02,\n",
       "        -2.90473580e+00,  9.72659269e-02, -1.92257214e+00,\n",
       "        -1.11137240e+00, -2.81659882e+00, -5.70027859e+00,\n",
       "         3.62964271e-01, -2.80605209e-01, -2.22468885e+00,\n",
       "         1.98732785e+00,  2.84508165e+00,  2.96739935e+00,\n",
       "        -3.48394576e+00, -2.02887307e-01, -1.34791202e+00,\n",
       "        -1.83266609e+00, -1.85205186e+00,  1.95568463e-01,\n",
       "        -1.17267467e+00, -1.03010248e+00,  7.57360596e-01,\n",
       "        -2.01141799e-01,  5.62960478e-01,  2.60324891e+00,\n",
       "...\n",
       "         1.12283454e+00, -3.26569052e+00,  1.53617785e+00,\n",
       "        -2.39620849e+00,  1.59846579e+00, -5.76747003e-01,\n",
       "        -1.46739063e+00, -5.24181191e-02,  1.40837723e+00,\n",
       "        -6.04833598e-01,  1.59690714e+00,  1.64638048e+00,\n",
       "        -1.00528212e+00,  2.28411724e-01, -4.10244097e-01,\n",
       "         4.84134507e-01,  1.93437760e+00,  7.88297884e-01,\n",
       "        -1.61553946e+00,  3.04686958e-01, -2.70082064e+00,\n",
       "        -6.14513806e+00, -7.08004311e-01, -3.02819776e+00,\n",
       "         1.23298734e+00, -4.19611758e+00,  4.87400474e-01,\n",
       "         6.07163435e+00,  1.68453167e+00,  3.98394979e+00,\n",
       "         2.15590303e+00,  7.25736371e-01, -4.07869462e+00,\n",
       "         3.34821766e+00,  2.54238707e+00, -2.22477173e+00,\n",
       "        -3.74008812e-01,  8.12533823e-01,  1.49192715e+00,\n",
       "         5.33468705e+00,  1.00686622e+00,  4.50202281e+00,\n",
       "        -6.06565848e-01, -2.36020627e-02,  1.97849581e+00,\n",
       "         1.93642563e+00, -3.92982412e-01,  1.78024985e+00,\n",
       "        -2.67678489e+00,  9.31340283e-01,  1.95256632e+00,\n",
       "        -1.49401961e+00,  3.05449438e-01,  1.20708956e+00,\n",
       "        -1.03227911e+00, -1.60946736e+00, -5.37938207e-01,\n",
       "         5.06498336e-01, -5.98010433e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>1.372 1.643 4.847 ... 4.326 1.678</div><input id='attrs-b09916db-4bf1-4d46-b8b6-77d86b42c30a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b09916db-4bf1-4d46-b8b6-77d86b42c30a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1c787dca-62ea-4d84-9d5f-b980b3eafc89' class='xr-var-data-in' type='checkbox'><label for='data-1c787dca-62ea-4d84-9d5f-b980b3eafc89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 1.3720548 ,  1.64270887],\n",
       "        [ 4.846812  ,  3.05089387],\n",
       "        [ 2.85303097,  5.08265535],\n",
       "        [ 3.90491712,  3.31338982],\n",
       "        [ 4.45846384,  5.23646078],\n",
       "        [ 1.69843734,  0.76837954],\n",
       "        [ 8.02190759,  1.38004493],\n",
       "        [ 3.27879988,  6.93637645],\n",
       "        [ 3.28594503,  3.58567522],\n",
       "        [ 1.98321149,  1.22753861],\n",
       "        [ 9.93484412,  1.20314043],\n",
       "        [ 1.62539436,  4.38944859],\n",
       "        [ 5.96540237,  3.92421575],\n",
       "        [ 8.17722329,  3.87321514],\n",
       "        [ 5.12222528,  0.70012007],\n",
       "        [ 3.37302323,  3.22603354],\n",
       "        [ 2.19312691,  2.65267639],\n",
       "        [ 2.86273852,  1.68693716],\n",
       "        [ 1.64905395,  1.4875959 ],\n",
       "        [ 4.58132884,  0.89593771],\n",
       "...\n",
       "        [ 1.51059352,  5.06906401],\n",
       "        [ 3.8870985 ,  0.71907266],\n",
       "        [ 1.14851796,  2.68981586],\n",
       "        [ 1.93168394,  8.08156595],\n",
       "        [ 3.2294571 ,  2.62666351],\n",
       "        [ 4.51877697, 10.45226595],\n",
       "        [ 2.69223401,  1.05351076],\n",
       "        [ 1.32245143,  4.03977294],\n",
       "        [ 1.46040357,  5.91052485],\n",
       "        [ 1.99781008,  2.19104807],\n",
       "        [ 3.46922155,  1.32888381],\n",
       "        [ 5.46855487,  2.52903811],\n",
       "        [ 1.56943531,  3.5625068 ],\n",
       "        [ 0.58488156,  5.23058655],\n",
       "        [ 0.67068795,  1.35500863],\n",
       "        [ 3.02724692,  0.96446992],\n",
       "        [ 4.70293848,  2.71689166],\n",
       "        [ 1.49472697,  2.9505339 ],\n",
       "        [ 3.38065588,  2.67843913],\n",
       "        [ 4.32638843,  1.67784475]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08727 0.001907 ... -0.1191 -1.122</div><input id='attrs-9c1a5ce7-c39e-4604-a291-1c5f6afb0e6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9c1a5ce7-c39e-4604-a291-1c5f6afb0e6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0487c9c9-b709-432f-8b3c-6b374551c636' class='xr-var-data-in' type='checkbox'><label for='data-0487c9c9-b709-432f-8b3c-6b374551c636' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 8.72728473e-02,  1.90710586e-03,  1.67973582e-02,\n",
       "           2.20400771e-01],\n",
       "         [ 8.65168790e-02,  2.12633047e-02,  1.85660127e-01,\n",
       "           2.12796226e-01],\n",
       "         [ 8.45079099e-02,  4.03115527e-02,  3.43806375e-01,\n",
       "           1.92908831e-01],\n",
       "         ...,\n",
       "         [-6.14162260e-02,  1.14577316e-01, -7.10180605e-01,\n",
       "          -2.13324140e-03],\n",
       "         [-6.84209213e-02,  1.00116429e-01, -6.91323474e-01,\n",
       "           5.05089279e-02],\n",
       "         [-7.44346945e-02,  8.42055818e-02, -6.32562335e-01,\n",
       "           1.00235662e-01]],\n",
       "\n",
       "        [[-9.84732695e-01,  1.07085783e-03,  4.16902030e-03,\n",
       "           2.07051955e+00],\n",
       "         [-9.76202818e-01,  1.19395450e-02,  4.60799150e-02,\n",
       "           1.99907988e+00],\n",
       "         [-9.53534856e-01,  2.26353150e-02,  8.53310226e-02,\n",
       "           1.81225095e+00],\n",
       "...\n",
       "         [-1.53288076e+00,  5.76164940e-02,  5.98489602e-01,\n",
       "          -6.88777354e-04],\n",
       "         [-1.70771017e+00,  5.03446739e-02,  5.82598156e-01,\n",
       "           1.63082367e-02],\n",
       "         [-1.85780727e+00,  4.23437254e-02,  5.33078456e-01,\n",
       "           3.23639201e-02]],\n",
       "\n",
       "        [[-3.23025497e-01,  1.68003148e-03,  3.16132753e-03,\n",
       "          -2.46600554e+00],\n",
       "         [-3.20227410e-01,  1.87315356e-02,  3.49419512e-02,\n",
       "          -2.38092031e+00],\n",
       "         [-3.12791555e-01,  3.55117558e-02,  6.47056842e-02,\n",
       "          -2.15840554e+00],\n",
       "         ...,\n",
       "         [ 2.27321642e-01,  1.00934878e-01, -1.33658726e-01,\n",
       "           2.38682700e-02],\n",
       "         [ 2.53248322e-01,  8.81958130e-02, -1.30109741e-01,\n",
       "          -5.65130945e-01],\n",
       "         [ 2.75507273e-01,  7.41794314e-02, -1.19050668e-01,\n",
       "          -1.12151013e+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)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.19 -0.1353 ... -211.0 -212.0</div><input id='attrs-6aa7bc55-a678-40cc-8d48-dae6d2a20bbe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6aa7bc55-a678-40cc-8d48-dae6d2a20bbe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c225f99f-7346-45a7-8f49-30c1dec2d072' class='xr-var-data-in' type='checkbox'><label for='data-c225f99f-7346-45a7-8f49-30c1dec2d072' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-3.18975456e+00, -1.35255259e-01,  3.22036177e+00, ...,\n",
       "          5.31824631e+02,  5.35012995e+02,  5.38288883e+02],\n",
       "        [-4.55588189e-01, -2.99202865e-02,  3.38807451e-01, ...,\n",
       "          7.98590339e+01,  8.07304683e+01,  8.17108687e+01],\n",
       "        [-7.70473012e-02, -1.49262202e+00, -2.16956752e+00, ...,\n",
       "          6.02611008e+00,  5.64451201e+00,  5.57311356e+00],\n",
       "        ...,\n",
       "        [ 2.50462802e+00,  3.32252116e-01, -1.34367874e+00, ...,\n",
       "         -3.72470012e+02, -3.75086938e+02, -3.77612712e+02],\n",
       "        [ 3.94118271e+00,  5.74584772e+00,  8.24432548e+00, ...,\n",
       "          3.74841779e+02,  3.77222405e+02,  3.79865379e+02],\n",
       "        [-1.11442852e+00, -3.09498232e+00, -3.04107153e+00, ...,\n",
       "         -2.09947870e+02, -2.11045333e+02, -2.11963308e+02]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>0.0521 0.007014 ... 0.2067 0.7527</div><input id='attrs-cdca9119-08b2-457b-9234-6042b57f3f71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cdca9119-08b2-457b-9234-6042b57f3f71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f11fd94c-0d0a-452b-a7e1-f10638cbab35' class='xr-var-data-in' type='checkbox'><label for='data-f11fd94c-0d0a-452b-a7e1-f10638cbab35' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[5.21036437e-02, 7.01355180e-03],\n",
       "        [2.30438776e-01, 2.25101248e-01],\n",
       "        [6.23615608e-02, 9.70097144e-02],\n",
       "        [1.32889237e-01, 5.00559550e-02],\n",
       "        [2.86399158e-01, 4.86702102e-01],\n",
       "        [1.12476609e-01, 1.38874353e-01],\n",
       "        [4.38830006e-02, 2.27186361e-01],\n",
       "        [2.17255274e-02, 1.14369354e-01],\n",
       "        [3.13171807e-01, 3.25342124e-01],\n",
       "        [8.69289147e-02, 3.13357452e-01],\n",
       "        [4.80242501e-01, 5.57627343e-02],\n",
       "        [2.99680856e-01, 3.66054083e-01],\n",
       "        [4.38263867e-01, 4.03405202e-01],\n",
       "        [3.77285663e-01, 3.77672564e-01],\n",
       "        [6.12790820e-01, 1.64399192e-01],\n",
       "        [6.03679618e-01, 2.86299055e-01],\n",
       "        [4.38487606e-02, 2.33547181e-01],\n",
       "        [5.70323120e-01, 4.12761879e-01],\n",
       "        [3.35988660e-01, 8.92219801e-02],\n",
       "        [2.01030313e-01, 3.47716797e-01],\n",
       "...\n",
       "        [3.96006546e-01, 2.27202810e-03],\n",
       "        [2.61246602e-01, 3.87195477e-01],\n",
       "        [1.65564394e-01, 1.71122640e-01],\n",
       "        [1.46161941e-01, 5.36758595e-02],\n",
       "        [3.77553319e-01, 5.30462189e-01],\n",
       "        [5.67577800e-01, 5.01400248e-01],\n",
       "        [2.31180070e-01, 2.93754129e-01],\n",
       "        [1.48999380e-01, 2.05110752e-01],\n",
       "        [2.66807613e-01, 1.60311428e-01],\n",
       "        [6.70239481e-02, 2.47008160e-01],\n",
       "        [2.38660236e-01, 4.32334615e-01],\n",
       "        [3.91907264e-01, 5.43144348e-01],\n",
       "        [3.86505130e-01, 5.99591575e-01],\n",
       "        [1.16866568e-01, 2.04606808e-01],\n",
       "        [4.63992803e-02, 3.68704752e-01],\n",
       "        [6.13431324e-02, 5.71710076e-01],\n",
       "        [2.74840902e-01, 3.33923134e-01],\n",
       "        [6.20565186e-03, 9.20442678e-03],\n",
       "        [5.02552224e-01, 5.00870321e-02],\n",
       "        [2.06731998e-01, 7.52706120e-01]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>0.303 0.0 0.1227 ... 0.4025 0.1021</div><input id='attrs-d8f46f24-e708-413f-a6ab-57ac66504805' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8f46f24-e708-413f-a6ab-57ac66504805' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-682c2a9f-cdab-428c-a17c-bd12cf1b94d1' class='xr-var-data-in' type='checkbox'><label for='data-682c2a9f-cdab-428c-a17c-bd12cf1b94d1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[3.02993403e-01, 0.00000000e+00],\n",
       "         [1.22676900e-01, 0.00000000e+00],\n",
       "         [2.84486416e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.71774527e-01, 6.04669065e-03],\n",
       "         [2.75495702e-01, 4.24087781e-05],\n",
       "         [4.31740283e-01, 2.97436162e-07]],\n",
       "\n",
       "        [[2.45990848e-01, 0.00000000e+00],\n",
       "         [1.43466340e-01, 0.00000000e+00],\n",
       "         [2.58836419e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.64433866e-01, 1.51539656e-01],\n",
       "         [2.54290758e-01, 3.41117657e-02],\n",
       "         [3.97458806e-01, 7.67393208e-03]],\n",
       "\n",
       "        [[2.99714478e-01, 0.00000000e+00],\n",
       "         [1.24423765e-01, 0.00000000e+00],\n",
       "         [2.82844288e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [1.72414420e-01, 7.91803150e-03],\n",
       "         [2.80521945e-01, 7.28809412e-05],\n",
       "         [4.39336977e-01, 6.70827287e-07]],\n",
       "\n",
       "        [[1.59657898e-01, 0.00000000e+00],\n",
       "         [1.36560453e-01, 0.00000000e+00],\n",
       "         [2.15166550e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.45196794e-01, 4.13090949e-02],\n",
       "         [2.13016631e-01, 2.06904996e-03],\n",
       "         [3.26250262e-01, 1.03632537e-04]],\n",
       "\n",
       "        [[2.53567568e-01, 0.00000000e+00],\n",
       "         [1.41873951e-01, 0.00000000e+00],\n",
       "         [2.62060189e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.65811029e-01, 2.26006913e-01],\n",
       "         [2.57343254e-01, 1.70116787e-01],\n",
       "         [4.02499945e-01, 1.02082852e-01]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 -0.0 -213.8</div><input id='attrs-bfea19ad-1250-4c02-8f0f-d98138772b00' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bfea19ad-1250-4c02-8f0f-d98138772b00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50265bdd-56c3-4e63-b1f9-bc50711e72d3' class='xr-var-data-in' type='checkbox'><label for='data-50265bdd-56c3-4e63-b1f9-bc50711e72d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  3.04612384e+00],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  6.09224768e+00],\n",
       "         ...,\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  5.36117796e+02],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  5.39163920e+02],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  5.42210044e+02]],\n",
       "\n",
       "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  4.58147748e-01],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  9.16295495e-01],\n",
       "         ...,\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  8.06340036e+01],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  8.10921513e+01],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  8.15502991e+01]],\n",
       "\n",
       "        [[-0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  1.75121026e-02],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.50242052e-02],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [-0.00000000e+00,  0.00000000e+00, -3.71454309e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00, -3.73564845e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00, -3.75675381e+02]],\n",
       "\n",
       "        [[-0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  2.12543441e+00],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  4.25086882e+00],\n",
       "         ...,\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.74076456e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.76201891e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.78327325e+02]],\n",
       "\n",
       "        [[ 0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -1.20094649e+00],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.40189298e+00],\n",
       "         ...,\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.11366582e+02],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.12567529e+02],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.13768475e+02]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>0.2049 0.0 ... 0.7017 0.08543</div><input id='attrs-31e11f36-744e-4eaf-a577-b7fe8ab4b9c7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31e11f36-744e-4eaf-a577-b7fe8ab4b9c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98e98b78-d970-43e3-bf2f-ebac72c26e5a' class='xr-var-data-in' type='checkbox'><label for='data-98e98b78-d970-43e3-bf2f-ebac72c26e5a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[2.04918965e-01, 0.00000000e+00],\n",
       "         [8.39615789e-02, 0.00000000e+00],\n",
       "         [1.92724734e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.17299564e-01, 4.96643534e-03],\n",
       "         [1.86778958e-01, 3.48326379e-05],\n",
       "         [2.87818107e-01, 2.44300510e-07]],\n",
       "\n",
       "        [[5.34294109e-01, 0.00000000e+00],\n",
       "         [3.34313950e-01, 0.00000000e+00],\n",
       "         [5.56166586e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [3.78656223e-01, 2.27134210e-01],\n",
       "         [5.48511490e-01, 5.19887733e-02],\n",
       "         [7.45702637e-01, 1.17056415e-02]],\n",
       "\n",
       "        [[4.03269552e-01, 0.00000000e+00],\n",
       "         [1.75651737e-01, 0.00000000e+00],\n",
       "         [3.82924140e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [1.28147773e-01, 1.16806789e-02],\n",
       "         [2.06633247e-01, 1.07518843e-04],\n",
       "         [3.17032376e-01, 9.89649326e-07]],\n",
       "\n",
       "        [[2.63507779e-01, 0.00000000e+00],\n",
       "         [2.26817650e-01, 0.00000000e+00],\n",
       "         [3.48470707e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [2.40618196e-01, 5.52655791e-02],\n",
       "         [3.45273896e-01, 2.77090510e-03],\n",
       "         [5.01621085e-01, 1.38786721e-04]],\n",
       "\n",
       "        [[4.99407079e-01, 0.00000000e+00],\n",
       "         [2.97615120e-01, 0.00000000e+00],\n",
       "         [5.13069472e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [3.44052098e-01, 1.87362453e-01],\n",
       "         [5.05512537e-01, 1.41753693e-01],\n",
       "         [7.01722274e-01, 8.54308364e-02]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.361 0.3904 3.818 ... 1.618 2.132</div><input id='attrs-07ea6ad4-8530-44f8-bbd1-831be5fa51bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-07ea6ad4-8530-44f8-bbd1-831be5fa51bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19e12755-4dd4-44d2-ab34-75ed56c60881' class='xr-var-data-in' type='checkbox'><label for='data-19e12755-4dd4-44d2-ab34-75ed56c60881' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2.36139233e+00, 3.90383666e-01, 3.81810433e+00, 1.59228477e+00,\n",
       "        2.43287675e+00, 5.48688025e-01, 1.56404487e+00, 1.31355316e+00,\n",
       "        1.28073124e+00, 4.40476811e-01, 1.78472661e+00, 3.15452436e-01,\n",
       "        1.27223844e+00, 2.75881580e+00, 1.84174204e+00, 1.04928691e+00,\n",
       "        8.87666065e-01, 2.76698391e+00, 3.93845643e-01, 1.63368287e+00,\n",
       "        7.61037943e-02, 4.12874596e+00, 5.21084915e-01, 7.39823091e-01,\n",
       "        4.41424800e-01, 4.29048289e-01, 3.34041839e+00, 1.25542616e+00,\n",
       "        4.57817916e-01, 8.80044727e-02, 1.06574419e+00, 1.76564681e+00,\n",
       "        2.27690976e+00, 1.89041265e-01, 8.88635101e-01, 1.33432244e+00,\n",
       "        7.80132690e-01, 1.95030689e+00, 8.10445679e-02, 2.24252401e+00,\n",
       "        1.91362347e+00, 3.29182182e+00, 1.05085213e+00, 2.59973995e+00,\n",
       "        1.63127745e+00, 6.20303474e-01, 2.49304481e+00, 8.57753406e-01,\n",
       "        3.20653855e+00, 6.30675444e-01, 6.20743332e-01, 1.11855341e+00,\n",
       "        2.62139702e+00, 5.34450725e-01, 1.64068248e+00, 3.31066988e-01,\n",
       "        1.57005887e+00, 2.17213393e-01, 9.41021038e-01, 1.81911249e+00,\n",
       "        3.38399559e+00, 1.51783639e+00, 2.61623802e+00, 4.87073540e+00,\n",
       "        1.63012547e+00, 4.09254852e+00, 7.52662003e+00, 7.35085773e-01,\n",
       "        3.59411170e-02, 2.80230892e+00, 8.94506226e-01, 1.24053879e+00,\n",
       "        1.82747678e+00, 2.09934339e+00, 7.88664727e-01, 4.26916806e-01,\n",
       "        1.14983676e+00, 1.23654745e+00, 1.17428296e-01, 7.81700139e-01,\n",
       "...\n",
       "        2.13547357e-01, 1.01120588e+00, 1.30672122e+00, 4.49044393e+00,\n",
       "        1.91281676e+00, 4.96142187e+00, 4.98708791e-01, 1.07024576e-01,\n",
       "        4.17915453e-01, 3.81704808e+00, 1.16261074e+00, 7.22723755e-01,\n",
       "        1.86201283e+00, 1.86799111e-02, 1.24527650e+00, 5.46664954e-01,\n",
       "        3.26748238e-01, 1.92515845e+00, 1.01162172e+00, 2.18129768e+00,\n",
       "        2.79981680e+00, 1.95991477e+00, 1.54909445e+00, 6.11864595e-01,\n",
       "        1.86990892e+00, 2.51808836e+00, 2.07057185e+00, 1.60235293e-01,\n",
       "        3.25929283e-03, 2.93356848e+00, 2.30708361e+00, 2.96932167e+00,\n",
       "        1.99290693e-01, 1.66111871e+00, 1.47008512e-01, 9.69815960e-01,\n",
       "        4.34889374e-01, 1.23820793e+00, 4.86462445e-02, 2.93094018e+00,\n",
       "        3.78169300e+00, 3.82458453e-01, 3.08544739e+00, 2.47101876e+00,\n",
       "        1.48976925e+00, 8.72392926e-01, 4.12272884e+00, 1.16544319e+00,\n",
       "        1.41737129e+00, 2.02377787e+00, 2.06537114e+00, 1.51758571e+00,\n",
       "        1.67072208e+00, 3.36114202e-01, 1.48194524e+00, 1.40764682e+00,\n",
       "        2.67283019e+00, 1.01490958e+00, 2.27160853e+00, 1.78060168e+00,\n",
       "        4.87138762e-01, 2.75654088e+00, 1.56972219e+00, 1.71478319e+00,\n",
       "        3.13686584e-01, 2.69815336e+00, 3.14442335e+00, 2.64495073e+00,\n",
       "        1.87525957e-01, 1.95837070e+00, 5.28574288e-01, 1.10559983e+00,\n",
       "        1.44656343e+00, 5.90947836e-01, 2.50629194e+00, 1.50253993e+00,\n",
       "        2.56187286e-01, 8.14324408e-01, 1.61842954e+00, 2.13182998e+00]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f3ea40bd-9b75-4f5e-9c01-30209d8981de' class='xr-section-summary-in' type='checkbox'  ><label for='section-f3ea40bd-9b75-4f5e-9c01-30209d8981de' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-551df57c-59dc-45b7-bf35-887b23a83286' class='xr-index-data-in' type='checkbox'/><label for='index-551df57c-59dc-45b7-bf35-887b23a83286' 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], 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-35253356-d6dd-4b4c-bccb-5739e29b661f' class='xr-index-data-in' type='checkbox'/><label for='index-35253356-d6dd-4b4c-bccb-5739e29b661f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-62224587-c8dc-4229-8ab5-e76f5f82eb3c' class='xr-index-data-in' type='checkbox'/><label for='index-62224587-c8dc-4229-8ab5-e76f5f82eb3c' 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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e403e3a1-dae6-4227-becb-e5eb8de297f6' class='xr-index-data-in' type='checkbox'/><label for='index-e403e3a1-dae6-4227-becb-e5eb8de297f6' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4ad9e469-31fe-4471-9d8f-2e7631ca9484' class='xr-index-data-in' type='checkbox'/><label for='index-4ad9e469-31fe-4471-9d8f-2e7631ca9484' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-4427ddda-bc29-44d1-9595-ad0d20f040ad' class='xr-index-data-in' type='checkbox'/><label for='index-4427ddda-bc29-44d1-9595-ad0d20f040ad' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-03cf8852-6cbf-4d3a-8637-813e07cc29c6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-03cf8852-6cbf-4d3a-8637-813e07cc29c6' 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>2023-08-03T12:44:54.644498</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_prior_predictivea8718784-b285-4f8a-ae73-3094d7da4c01\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_prior_predictivea8718784-b285-4f8a-ae73-3094d7da4c01\" class = \"xr-section-summary\">prior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 1, draw: 500, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 492 493 494 495 496 497 498 499\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 -7.646 -1.949 ... -210.5 -215.1\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:54.650068\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-8fd1c37f-a3d9-4c36-b326-050c04c0cf26' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8fd1c37f-a3d9-4c36-b326-050c04c0cf26' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-471e159e-2731-4101-b6f4-607b31a852b4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-471e159e-2731-4101-b6f4-607b31a852b4' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-095df624-af46-448e-b373-cd39b07c22e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-095df624-af46-448e-b373-cd39b07c22e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49db1140-cc89-4ad7-be66-e53d5b789f66' class='xr-var-data-in' type='checkbox'><label for='data-49db1140-cc89-4ad7-be66-e53d5b789f66' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-8d4a1a6c-58ba-4bea-b133-5b52d8215201' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d4a1a6c-58ba-4bea-b133-5b52d8215201' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84f08e01-142e-4b94-9dcd-ea8cb33af027' class='xr-var-data-in' type='checkbox'><label for='data-84f08e01-142e-4b94-9dcd-ea8cb33af027' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-4c98a2dd-e023-42ca-ac0d-86066d061473' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c98a2dd-e023-42ca-ac0d-86066d061473' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f2fe61d-6680-4dac-993a-dc07652e8f6c' class='xr-var-data-in' type='checkbox'><label for='data-2f2fe61d-6680-4dac-993a-dc07652e8f6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e4095a8d-6e0e-4da8-8dee-86e8b9db79b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e4095a8d-6e0e-4da8-8dee-86e8b9db79b5' 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>likelihood</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'>-7.646 -1.949 ... -210.5 -215.1</div><input id='attrs-36d18bb5-8bf8-4e24-8986-7511d535dc59' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36d18bb5-8bf8-4e24-8986-7511d535dc59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae1df3d0-3967-4894-a812-af363c60858d' class='xr-var-data-in' type='checkbox'><label for='data-ae1df3d0-3967-4894-a812-af363c60858d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-7.64565815e+00, -1.94922477e+00,  2.89341956e+00, ...,\n",
       "          5.34868436e+02,  5.33969792e+02,  5.34099399e+02],\n",
       "        [-6.65431494e-01, -1.43483037e-02,  2.20785878e-01, ...,\n",
       "          8.01458595e+01,  8.06515086e+01,  8.17227111e+01],\n",
       "        [-3.15327903e+00, -2.96584709e+00,  1.77266105e+00, ...,\n",
       "          5.26393093e+00,  3.33724083e+00,  7.52370386e+00],\n",
       "        ...,\n",
       "        [ 4.21129384e+00,  1.18911955e-01, -1.45744539e+00, ...,\n",
       "         -3.74089980e+02, -3.75432384e+02, -3.77886954e+02],\n",
       "        [ 6.74795441e+00,  3.22809699e+00,  7.94359098e+00, ...,\n",
       "          3.75099611e+02,  3.76135254e+02,  3.81491191e+02],\n",
       "        [-2.15351790e+00, -3.42633927e+00, -1.33782504e-01, ...,\n",
       "         -2.09302513e+02, -2.10516049e+02, -2.15109385e+02]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4aeaf8c2-d5f4-4600-9cf2-38ef7beb5d94' class='xr-section-summary-in' type='checkbox'  ><label for='section-4aeaf8c2-d5f4-4600-9cf2-38ef7beb5d94' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f712e92c-3ad4-4e7b-a074-ee5c6de0d36a' class='xr-index-data-in' type='checkbox'/><label for='index-f712e92c-3ad4-4e7b-a074-ee5c6de0d36a' 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], 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-00c9e1ea-a75a-42b1-9dec-2668d77ae2fa' class='xr-index-data-in' type='checkbox'/><label for='index-00c9e1ea-a75a-42b1-9dec-2668d77ae2fa' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e69d8c41-cbdd-4923-a48e-42cb4131d2e6' class='xr-index-data-in' type='checkbox'/><label for='index-e69d8c41-cbdd-4923-a48e-42cb4131d2e6' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8c5641da-e85e-4f9d-9820-c8006a0df618' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8c5641da-e85e-4f9d-9820-c8006a0df618' 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>2023-08-03T12:44:54.650068</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_data021a0100-f7bc-4904-a9ec-cddd535dbd5a\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data021a0100-f7bc-4904-a9ec-cddd535dbd5a\" class = \"xr-section-summary\">observed_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (date: 179)\n",
       "Coordinates:\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (date) float64 0.4794 0.4527 0.5374 ... 0.4978 0.5388 0.5625\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.612711\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-7fae2d2e-704c-4a55-b1f6-765fa92d8089' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7fae2d2e-704c-4a55-b1f6-765fa92d8089' 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>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-37b6944b-6ae7-40de-a9e6-49553f8221b5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-37b6944b-6ae7-40de-a9e6-49553f8221b5' 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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-20a611ab-6edd-460c-afa2-db9316488f57' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20a611ab-6edd-460c-afa2-db9316488f57' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61e3b0da-5530-4240-88b5-b53eef0a9079' class='xr-var-data-in' type='checkbox'><label for='data-61e3b0da-5530-4240-88b5-b53eef0a9079' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-14736475-52a1-4d3b-9577-6c11de5bb95c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-14736475-52a1-4d3b-9577-6c11de5bb95c' 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>likelihood</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4794 0.4527 ... 0.5388 0.5625</div><input id='attrs-7baa2d3f-4093-4c48-b23e-2e6c66288edb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7baa2d3f-4093-4c48-b23e-2e6c66288edb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be3ddc36-acde-4b6d-ab22-f4dfe47c96e7' class='xr-var-data-in' type='checkbox'><label for='data-be3ddc36-acde-4b6d-ab22-f4dfe47c96e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.47936319, 0.45268134, 0.53738551, 0.46487367, 0.5343368 ,\n",
       "       0.44239849, 0.60963642, 0.73132832, 0.59600126, 0.70565315,\n",
       "       0.61313561, 0.60049297, 0.56404656, 0.78633605, 0.60523784,\n",
       "       0.5580442 , 0.50641716, 0.586594  , 0.46992062, 0.42705583,\n",
       "       0.48426812, 0.38777049, 0.49079078, 0.50002789, 0.44113299,\n",
       "       0.46359002, 0.42484345, 0.42573496, 0.5126282 , 0.55393305,\n",
       "       0.7801562 , 0.61244259, 0.7820166 , 0.7741081 , 0.87677312,\n",
       "       0.63147717, 0.51546283, 0.71272935, 0.93485537, 0.79408756,\n",
       "       0.72228448, 0.68098843, 0.70650313, 0.73308506, 0.4805125 ,\n",
       "       0.57954561, 0.93776656, 0.77561424, 0.66655529, 0.59547518,\n",
       "       0.76751515, 0.57312122, 0.50621332, 0.5308715 , 0.52295261,\n",
       "       0.79720566, 0.62933004, 0.46812934, 0.81995741, 0.60723799,\n",
       "       0.63667661, 0.63023046, 0.60081393, 0.54905189, 0.54151156,\n",
       "       0.67785878, 0.580275  , 0.48759392, 0.54008438, 0.7454827 ,\n",
       "       0.4601459 , 0.47552149, 0.71676648, 0.72228072, 0.54215422,\n",
       "       0.85509146, 0.684061  , 0.56992491, 0.84343218, 0.58108193,\n",
       "       0.57400488, 0.7216718 , 0.70124307, 0.70769822, 0.89872242,\n",
       "       0.8115083 , 0.72059583, 0.57222288, 1.        , 0.8366832 ,\n",
       "       0.99252741, 0.70215306, 0.69084327, 0.71206105, 0.64219547,\n",
       "       0.81993542, 0.6896944 , 0.59591584, 0.6458122 , 0.50792736,\n",
       "       0.55944542, 0.63420523, 0.70343723, 0.7740387 , 0.70204359,\n",
       "       0.65253863, 0.81871625, 0.81911895, 0.68380948, 0.71220965,\n",
       "       0.54236837, 0.58017503, 0.6352586 , 0.62739849, 0.92329765,\n",
       "       0.85928619, 0.62316379, 0.56392299, 0.55616857, 0.4257328 ,\n",
       "       0.43070972, 0.52466263, 0.54561821, 0.5264453 , 0.41628475,\n",
       "       0.49557027, 0.53537871, 0.53003824, 0.78154262, 0.53440301,\n",
       "       0.63876159, 0.59727845, 0.57348504, 0.72266752, 0.88323619,\n",
       "       0.67509495, 0.68280629, 0.76882837, 0.66983526, 0.70381398,\n",
       "       0.73990877, 0.6594292 , 0.83865735, 0.73595323, 0.56852858,\n",
       "       0.62116609, 0.52960021, 0.67721404, 0.65454618, 0.57113219,\n",
       "       0.55954835, 0.68309668, 0.64092662, 0.61267177, 0.58478466,\n",
       "       0.63905178, 0.56741971, 0.58706316, 0.63111636, 0.84924442,\n",
       "       0.89647751, 0.84943539, 0.68420327, 0.82623974, 0.70912897,\n",
       "       0.66280698, 0.60631287, 0.61775646, 0.54565334, 0.52431821,\n",
       "       0.77688667, 0.53243718, 0.45656482, 0.38411009, 0.42749903,\n",
       "       0.66954245, 0.49776812, 0.53883804, 0.56252938])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-0d9698e6-06ba-448c-9325-459b906a2c71' class='xr-section-summary-in' type='checkbox'  ><label for='section-0d9698e6-06ba-448c-9325-459b906a2c71' 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-50e3a8de-76ed-4c23-b04c-1926ae00506e' class='xr-index-data-in' type='checkbox'/><label for='index-50e3a8de-76ed-4c23-b04c-1926ae00506e' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-49e22689-58a3-4d92-802f-e0c0fca60bac' class='xr-section-summary-in' type='checkbox'  checked><label for='section-49e22689-58a3-4d92-802f-e0c0fca60bac' 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>2023-08-03T12:44:52.612711</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_dataa91f1b37-52de-44a1-8753-5dae62ca4fc8\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_constant_dataa91f1b37-52de-44a1-8753-5dae62ca4fc8\" class = \"xr-section-summary\">constant_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
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       "\n",
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       "\n",
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       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (date: 179, channel: 2, control: 3, fourier_mode: 4)\n",
       "Coordinates:\n",
       "  * date          (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "  * channel       (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * control       (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode  (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;\n",
       "Data variables:\n",
       "    channel_data  (date, channel) float64 0.3196 0.0 0.1128 ... 0.0 0.4403 0.0\n",
       "    target        (date) float64 0.4794 0.4527 0.5374 ... 0.4978 0.5388 0.5625\n",
       "    control_data  (date, control) float64 0.0 0.0 0.0 0.0 ... 0.0 0.0 178.0\n",
       "    fourier_data  (date, fourier_mode) float64 0.9999 -0.01183 ... -0.4547\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.614490\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-66478e9e-d6cb-4b65-8334-16f82b5ec7b6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-66478e9e-d6cb-4b65-8334-16f82b5ec7b6' 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>: 179</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7f7b9520-57cc-4db7-ab96-75765637de23' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7f7b9520-57cc-4db7-ab96-75765637de23' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-d0f8c878-4365-43a5-9dc8-a99a2f5a00c8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0f8c878-4365-43a5-9dc8-a99a2f5a00c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13ec85b2-798b-4126-b615-9bc689744aac' class='xr-var-data-in' type='checkbox'><label for='data-13ec85b2-798b-4126-b615-9bc689744aac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#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;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-c10f1fa3-c449-4584-92c7-953e7f84e730' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c10f1fa3-c449-4584-92c7-953e7f84e730' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f33d9400-8b7f-4080-9b17-d4936921dc9f' class='xr-var-data-in' type='checkbox'><label for='data-f33d9400-8b7f-4080-9b17-d4936921dc9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-013e097b-e90a-481b-8ab6-bcd698c83b05' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-013e097b-e90a-481b-8ab6-bcd698c83b05' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3811fb0-9fd5-4db7-b971-63843cf3ed46' class='xr-var-data-in' type='checkbox'><label for='data-c3811fb0-9fd5-4db7-b971-63843cf3ed46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-46b4350d-a01f-478c-8f16-e3fea2689f16' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-46b4350d-a01f-478c-8f16-e3fea2689f16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ceaf0a2-3ef0-46b3-97a5-2a0d923f5aa4' class='xr-var-data-in' type='checkbox'><label for='data-3ceaf0a2-3ef0-46b3-97a5-2a0d923f5aa4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e57ce70b-fa9f-475d-9080-b3f015b5d65a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e57ce70b-fa9f-475d-9080-b3f015b5d65a' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>channel_data</span></div><div class='xr-var-dims'>(date, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3196 0.0 0.1128 ... 0.4403 0.0</div><input id='attrs-eb20c212-555a-496a-b978-0b50d244b232' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb20c212-555a-496a-b978-0b50d244b232' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6807c6b-61d2-4f06-8f93-943b67a8371f' class='xr-var-data-in' type='checkbox'><label for='data-d6807c6b-61d2-4f06-8f93-943b67a8371f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[3.19648241e-01, 0.00000000e+00],\n",
       "       [1.12765324e-01, 0.00000000e+00],\n",
       "       [2.93380707e-01, 0.00000000e+00],\n",
       "       [7.16379574e-02, 0.00000000e+00],\n",
       "       [3.88041940e-01, 0.00000000e+00],\n",
       "       [4.73291540e-02, 0.00000000e+00],\n",
       "       [4.25671645e-01, 0.00000000e+00],\n",
       "       [3.35039834e-01, 8.84759215e-01],\n",
       "       [2.53918849e-01, 0.00000000e+00],\n",
       "       [9.41199784e-01, 0.00000000e+00],\n",
       "       [4.26630818e-01, 0.00000000e+00],\n",
       "       [3.64360623e-01, 0.00000000e+00],\n",
       "       [4.42975062e-01, 0.00000000e+00],\n",
       "       [4.24530352e-01, 9.69641782e-01],\n",
       "       [3.29493374e-01, 0.00000000e+00],\n",
       "       [9.25031639e-01, 0.00000000e+00],\n",
       "       [3.09048312e-01, 0.00000000e+00],\n",
       "       [9.12534800e-01, 0.00000000e+00],\n",
       "       [2.51539259e-01, 0.00000000e+00],\n",
       "       [2.37266186e-01, 0.00000000e+00],\n",
       "...\n",
       "       [1.70332079e-01, 9.38381372e-01],\n",
       "       [4.29038699e-01, 9.20516422e-01],\n",
       "       [9.13487319e-01, 0.00000000e+00],\n",
       "       [1.42944657e-01, 0.00000000e+00],\n",
       "       [1.86838303e-01, 8.55514629e-01],\n",
       "       [3.14421972e-01, 0.00000000e+00],\n",
       "       [4.00678428e-01, 0.00000000e+00],\n",
       "       [1.45069138e-01, 0.00000000e+00],\n",
       "       [1.48471239e-01, 0.00000000e+00],\n",
       "       [7.00777532e-02, 0.00000000e+00],\n",
       "       [1.99103276e-01, 0.00000000e+00],\n",
       "       [3.62700587e-01, 9.14000224e-01],\n",
       "       [2.41143360e-01, 0.00000000e+00],\n",
       "       [4.05094103e-02, 0.00000000e+00],\n",
       "       [6.76832332e-02, 0.00000000e+00],\n",
       "       [3.31349195e-02, 0.00000000e+00],\n",
       "       [1.66170470e-01, 8.68233263e-01],\n",
       "       [1.72458556e-01, 0.00000000e+00],\n",
       "       [2.81197012e-01, 0.00000000e+00],\n",
       "       [4.40328682e-01, 0.00000000e+00]])</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'>float64</div><div class='xr-var-preview xr-preview'>0.4794 0.4527 ... 0.5388 0.5625</div><input id='attrs-97784c95-8b9f-43df-ab70-d88e438f9ce1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-97784c95-8b9f-43df-ab70-d88e438f9ce1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9314d840-2a36-4b1e-91ea-8afdd4aef09e' class='xr-var-data-in' type='checkbox'><label for='data-9314d840-2a36-4b1e-91ea-8afdd4aef09e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.47936319, 0.45268134, 0.53738551, 0.46487367, 0.5343368 ,\n",
       "       0.44239849, 0.60963642, 0.73132832, 0.59600126, 0.70565315,\n",
       "       0.61313561, 0.60049297, 0.56404656, 0.78633605, 0.60523784,\n",
       "       0.5580442 , 0.50641716, 0.586594  , 0.46992062, 0.42705583,\n",
       "       0.48426812, 0.38777049, 0.49079078, 0.50002789, 0.44113299,\n",
       "       0.46359002, 0.42484345, 0.42573496, 0.5126282 , 0.55393305,\n",
       "       0.7801562 , 0.61244259, 0.7820166 , 0.7741081 , 0.87677312,\n",
       "       0.63147717, 0.51546283, 0.71272935, 0.93485537, 0.79408756,\n",
       "       0.72228448, 0.68098843, 0.70650313, 0.73308506, 0.4805125 ,\n",
       "       0.57954561, 0.93776656, 0.77561424, 0.66655529, 0.59547518,\n",
       "       0.76751515, 0.57312122, 0.50621332, 0.5308715 , 0.52295261,\n",
       "       0.79720566, 0.62933004, 0.46812934, 0.81995741, 0.60723799,\n",
       "       0.63667661, 0.63023046, 0.60081393, 0.54905189, 0.54151156,\n",
       "       0.67785878, 0.580275  , 0.48759392, 0.54008438, 0.7454827 ,\n",
       "       0.4601459 , 0.47552149, 0.71676648, 0.72228072, 0.54215422,\n",
       "       0.85509146, 0.684061  , 0.56992491, 0.84343218, 0.58108193,\n",
       "       0.57400488, 0.7216718 , 0.70124307, 0.70769822, 0.89872242,\n",
       "       0.8115083 , 0.72059583, 0.57222288, 1.        , 0.8366832 ,\n",
       "       0.99252741, 0.70215306, 0.69084327, 0.71206105, 0.64219547,\n",
       "       0.81993542, 0.6896944 , 0.59591584, 0.6458122 , 0.50792736,\n",
       "       0.55944542, 0.63420523, 0.70343723, 0.7740387 , 0.70204359,\n",
       "       0.65253863, 0.81871625, 0.81911895, 0.68380948, 0.71220965,\n",
       "       0.54236837, 0.58017503, 0.6352586 , 0.62739849, 0.92329765,\n",
       "       0.85928619, 0.62316379, 0.56392299, 0.55616857, 0.4257328 ,\n",
       "       0.43070972, 0.52466263, 0.54561821, 0.5264453 , 0.41628475,\n",
       "       0.49557027, 0.53537871, 0.53003824, 0.78154262, 0.53440301,\n",
       "       0.63876159, 0.59727845, 0.57348504, 0.72266752, 0.88323619,\n",
       "       0.67509495, 0.68280629, 0.76882837, 0.66983526, 0.70381398,\n",
       "       0.73990877, 0.6594292 , 0.83865735, 0.73595323, 0.56852858,\n",
       "       0.62116609, 0.52960021, 0.67721404, 0.65454618, 0.57113219,\n",
       "       0.55954835, 0.68309668, 0.64092662, 0.61267177, 0.58478466,\n",
       "       0.63905178, 0.56741971, 0.58706316, 0.63111636, 0.84924442,\n",
       "       0.89647751, 0.84943539, 0.68420327, 0.82623974, 0.70912897,\n",
       "       0.66280698, 0.60631287, 0.61775646, 0.54565334, 0.52431821,\n",
       "       0.77688667, 0.53243718, 0.45656482, 0.38411009, 0.42749903,\n",
       "       0.66954245, 0.49776812, 0.53883804, 0.56252938])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_data</span></div><div class='xr-var-dims'>(date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 178.0</div><input id='attrs-5162bc30-64b5-4505-a92d-4d3dc0ae856c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5162bc30-64b5-4505-a92d-4d3dc0ae856c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65affb57-9253-48ea-a767-44cdd8d672ac' class='xr-var-data-in' type='checkbox'><label for='data-65affb57-9253-48ea-a767-44cdd8d672ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[  0.,   0.,   0.],\n",
       "       [  0.,   0.,   1.],\n",
       "       [  0.,   0.,   2.],\n",
       "       [  0.,   0.,   3.],\n",
       "       [  0.,   0.,   4.],\n",
       "       [  0.,   0.,   5.],\n",
       "       [  0.,   0.,   6.],\n",
       "       [  0.,   0.,   7.],\n",
       "       [  0.,   0.,   8.],\n",
       "       [  0.,   0.,   9.],\n",
       "       [  0.,   0.,  10.],\n",
       "       [  0.,   0.,  11.],\n",
       "       [  0.,   0.,  12.],\n",
       "       [  0.,   0.,  13.],\n",
       "       [  0.,   0.,  14.],\n",
       "       [  0.,   0.,  15.],\n",
       "       [  0.,   0.,  16.],\n",
       "       [  0.,   0.,  17.],\n",
       "       [  0.,   0.,  18.],\n",
       "       [  0.,   0.,  19.],\n",
       "...\n",
       "       [  0.,   0., 159.],\n",
       "       [  0.,   0., 160.],\n",
       "       [  0.,   0., 161.],\n",
       "       [  0.,   0., 162.],\n",
       "       [  0.,   0., 163.],\n",
       "       [  0.,   0., 164.],\n",
       "       [  0.,   0., 165.],\n",
       "       [  0.,   0., 166.],\n",
       "       [  0.,   0., 167.],\n",
       "       [  0.,   0., 168.],\n",
       "       [  0.,   0., 169.],\n",
       "       [  0.,   0., 170.],\n",
       "       [  0.,   0., 171.],\n",
       "       [  0.,   0., 172.],\n",
       "       [  0.,   0., 173.],\n",
       "       [  0.,   0., 174.],\n",
       "       [  0.,   0., 175.],\n",
       "       [  0.,   0., 176.],\n",
       "       [  0.,   0., 177.],\n",
       "       [  0.,   0., 178.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_data</span></div><div class='xr-var-dims'>(date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9999 -0.01183 ... 0.8907 -0.4547</div><input id='attrs-fdda5d86-3abd-4d2b-9b09-c0c049fe3680' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdda5d86-3abd-4d2b-9b09-c0c049fe3680' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-336de309-adb4-40ae-8b3a-608f2410bbe1' class='xr-var-data-in' type='checkbox'><label for='data-336de309-adb4-40ae-8b3a-608f2410bbe1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.99993007, -0.01182639, -0.02365113, -0.99972027],\n",
       "       [ 0.99126855, -0.13185852, -0.2614144 , -0.96522666],\n",
       "       [ 0.96825075, -0.24998097, -0.48408852, -0.87501903],\n",
       "       [ 0.93121004, -0.36448301, -0.67882048, -0.73430426],\n",
       "       [ 0.88068286, -0.47370635, -0.83437012, -0.55120459],\n",
       "       [ 0.81740098, -0.57606912, -0.94175893, -0.33628873],\n",
       "       [ 0.74228091, -0.67008884, -0.99478831, -0.10196189],\n",
       "       [ 0.65641058, -0.75440384, -0.99039732,  0.13825031],\n",
       "       [ 0.56103363, -0.82779301, -0.92883943,  0.37048254],\n",
       "       [ 0.45753138, -0.88919348, -0.81366783,  0.58133008],\n",
       "       [ 0.34740282, -0.93771599, -0.65153036,  0.75862256],\n",
       "       [ 0.23224292, -0.97265781, -0.45178579,  0.89212645],\n",
       "       [ 0.11371951, -0.99351289, -0.22596361,  0.97413574],\n",
       "       [-0.00645086, -0.99997919,  0.01290146,  0.99991677],\n",
       "       [-0.12652782, -0.99196306,  0.25102184,  0.96798142],\n",
       "       [-0.2447723 , -0.96958059,  0.47465294,  0.88017304],\n",
       "       [-0.35947181, -0.93315594,  0.67088652,  0.74156003],\n",
       "       [-0.46896519, -0.88321665,  0.82839573,  0.5601433 ],\n",
       "       [-0.57166667, -0.82048596,  0.93808896,  0.34639443],\n",
       "       [-0.66608886, -0.7458724 ,  0.99363459,  0.11265127],\n",
       "...\n",
       "       [ 0.95406655, -0.29959476, -0.57166667, -0.82048596],\n",
       "       [ 0.91116864, -0.41203364, -0.75086425, -0.66045656],\n",
       "       [ 0.85507451, -0.51850514, -0.88672106, -0.46230483],\n",
       "       [ 0.78659657, -0.61746728, -0.97139528, -0.23746832],\n",
       "       [ 0.70672656, -0.7074868 , -0.99999942,  0.00107515],\n",
       "       [ 0.61662121, -0.78725998, -0.97088241,  0.23955656],\n",
       "       [ 0.51758551, -0.85563149, -0.88572492,  0.46421048],\n",
       "       [ 0.41105375, -0.91161111, -0.74944234,  0.66206962],\n",
       "       [ 0.29856882, -0.95438811, -0.56990106,  0.82171332],\n",
       "       [ 0.18175979, -0.98334296, -0.35746442,  0.93392676],\n",
       "       [ 0.06231838, -0.99805632, -0.1243945 ,  0.99223284],\n",
       "       [-0.05802557, -0.9983151 ,  0.1158556 ,  0.99326607],\n",
       "       [-0.17752915, -0.98411554,  0.34941839,  0.9369668 ],\n",
       "       [-0.29446162, -0.95566331,  0.56281233,  0.82658471],\n",
       "       [-0.40712949, -0.91337045,  0.74372008,  0.66849116],\n",
       "       [-0.513901  , -0.8578495 ,  0.88169943,  0.47181152],\n",
       "       [-0.61322983, -0.78990454,  0.96878605,  0.24789836],\n",
       "       [-0.70367741, -0.7105196 ,  0.99995318,  0.00967621],\n",
       "       [-0.78393382, -0.6208444 ,  0.97340184, -0.22910446],\n",
       "       [-0.85283672, -0.52217768,  0.8906646 , -0.45466095]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bfeab710-92a2-45f0-905f-6c44bc73af9e' class='xr-section-summary-in' type='checkbox'  ><label for='section-bfeab710-92a2-45f0-905f-6c44bc73af9e' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fadac692-ef7a-42e6-a6c3-16e70533bb92' class='xr-index-data-in' type='checkbox'/><label for='index-fadac692-ef7a-42e6-a6c3-16e70533bb92' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</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-fb6bc39a-f8fa-4c2c-a5bc-9c6a6866b429' class='xr-index-data-in' type='checkbox'/><label for='index-fb6bc39a-f8fa-4c2c-a5bc-9c6a6866b429' 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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-72ea93b9-f85b-4e56-9b9a-471f2f394794' class='xr-index-data-in' type='checkbox'/><label for='index-72ea93b9-f85b-4e56-9b9a-471f2f394794' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f7000e52-913b-4a1b-b836-d7edc8b92739' class='xr-index-data-in' type='checkbox'/><label for='index-f7000e52-913b-4a1b-b836-d7edc8b92739' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-72e862d2-6ed0-4516-b75a-69fb2e3152d0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-72e862d2-6ed0-4516-b75a-69fb2e3152d0' 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>2023-08-03T12:44:52.614490</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_fit_data182f3f7c-24ab-465b-be5f-e98ff16a5dec\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_fit_data182f3f7c-24ab-465b-be5f-e98ff16a5dec\" class = \"xr-section-summary\">fit_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (index: 179)\n",
       "Coordinates:\n",
       "  * index      (index) int64 0 1 2 3 4 5 6 7 ... 171 172 173 174 175 176 177 178\n",
       "Data variables:\n",
       "    date_week  (index) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "    x1         (index) float64 0.3186 0.1124 0.2924 ... 0.1719 0.2803 0.4389\n",
       "    x2         (index) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.8633 0.0 0.0 0.0\n",
       "    event_1    (index) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    event_2    (index) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    dayofyear  (index) int64 92 99 106 113 120 127 ... 207 214 221 228 235 242\n",
       "    t          (index) int64 0 1 2 3 4 5 6 7 ... 171 172 173 174 175 176 177 178\n",
       "    y          (index) float64 3.985e+03 3.763e+03 ... 4.479e+03 4.676e+03</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-d02d7d85-12ca-4697-a05a-fa66eae23021' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d02d7d85-12ca-4697-a05a-fa66eae23021' 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'>index</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fa0332d9-fad4-48e2-a314-18717c9624f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fa0332d9-fad4-48e2-a314-18717c9624f8' 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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 174 175 176 177 178</div><input id='attrs-89a67a8e-30d5-45ee-9330-ece1bc6402ce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89a67a8e-30d5-45ee-9330-ece1bc6402ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e04cf02c-178d-4baf-a7bb-deb2d048e822' class='xr-var-data-in' type='checkbox'><label for='data-e04cf02c-178d-4baf-a7bb-deb2d048e822' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,\n",
       "       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125,\n",
       "       126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139,\n",
       "       140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153,\n",
       "       154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167,\n",
       "       168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e492dcd2-011d-423f-949b-e29d840acdc1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e492dcd2-011d-423f-949b-e29d840acdc1' class='xr-section-summary' >Data variables: <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>date_week</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-476298cc-6233-4ef0-b368-02cc8cd7703d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-476298cc-6233-4ef0-b368-02cc8cd7703d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6a95cfe-56d3-454f-8e2f-9c79f503d580' class='xr-var-data-in' type='checkbox'><label for='data-d6a95cfe-56d3-454f-8e2f-9c79f503d580' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;,\n",
       "       &#x27;2018-04-30&#x27;, &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;,\n",
       "       &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;, &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;,\n",
       "       &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;, &#x27;2018-07-16&#x27;,\n",
       "       &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;,\n",
       "       &#x27;2018-09-17&#x27;, &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;,\n",
       "       &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;, &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;,\n",
       "       &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;, &#x27;2018-12-03&#x27;,\n",
       "       &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;,\n",
       "       &#x27;2019-02-04&#x27;, &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;,\n",
       "       &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;, &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;,\n",
       "       &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;, &#x27;2019-04-22&#x27;,\n",
       "       &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;,\n",
       "       &#x27;2019-06-24&#x27;, &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;,\n",
       "       &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;, &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;,\n",
       "       &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;, &#x27;2019-09-09&#x27;,\n",
       "       &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "...\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;,\n",
       "       &#x27;2020-03-30&#x27;, &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;,\n",
       "       &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;, &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;,\n",
       "       &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;, &#x27;2020-06-15&#x27;,\n",
       "       &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;,\n",
       "       &#x27;2020-08-17&#x27;, &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;,\n",
       "       &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;, &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;,\n",
       "       &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;, &#x27;2020-11-02&#x27;,\n",
       "       &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;,\n",
       "       &#x27;2021-01-04&#x27;, &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;,\n",
       "       &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;, &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;,\n",
       "       &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;, &#x27;2021-03-22&#x27;,\n",
       "       &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;,\n",
       "       &#x27;2021-05-24&#x27;, &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;,\n",
       "       &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;,\n",
       "       &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;,\n",
       "       &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x1</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3186 0.1124 ... 0.2803 0.4389</div><input id='attrs-4d489952-b58b-473b-adf6-d4b29aa1e206' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d489952-b58b-473b-adf6-d4b29aa1e206' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-30acffdc-f3d8-45db-8667-5eeda54577b5' class='xr-var-data-in' type='checkbox'><label for='data-30acffdc-f3d8-45db-8667-5eeda54577b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3.18580018e-01, 1.12388476e-01, 2.92400266e-01, 7.13985526e-02,\n",
       "       3.86745154e-01, 4.71709861e-02, 4.24249105e-01, 3.33920175e-01,\n",
       "       2.53070285e-01, 9.38054416e-01, 4.25205073e-01, 3.63142977e-01,\n",
       "       4.41494696e-01, 4.23111626e-01, 3.28392249e-01, 9.21940303e-01,\n",
       "       3.08015512e-01, 9.09485226e-01, 2.50698647e-01, 2.36473273e-01,\n",
       "       4.03137932e-01, 1.47177719e-01, 3.63041014e-01, 1.47066490e-01,\n",
       "       9.46704311e-02, 2.59245305e-01, 5.74838249e-02, 2.06465328e-02,\n",
       "       1.65636049e-01, 2.14007141e-01, 3.60517692e-01, 1.22368556e-01,\n",
       "       9.58683953e-01, 3.21972344e-01, 2.53234055e-01, 6.40119796e-02,\n",
       "       2.36553200e-02, 1.83164569e-01, 9.25302245e-01, 9.96658129e-01,\n",
       "       4.01689634e-01, 1.73745461e-01, 9.55372645e-01, 3.55889419e-01,\n",
       "       9.29181335e-04, 4.37815667e-01, 9.73976316e-01, 9.77903945e-01,\n",
       "       2.48141704e-01, 4.05620409e-01, 2.49040963e-01, 5.30524844e-02,\n",
       "       6.63217207e-02, 9.19314691e-02, 2.84652565e-01, 3.73845327e-01,\n",
       "       3.11033721e-01, 1.08200596e-02, 3.25854693e-01, 4.30160827e-01,\n",
       "       4.42189999e-01, 2.68919050e-01, 3.84406892e-01, 3.03780772e-01,\n",
       "       2.22092463e-01, 9.84087017e-01, 1.78161753e-01, 1.52862615e-01,\n",
       "       4.32812209e-01, 3.80735892e-01, 1.33810881e-01, 2.18715931e-01,\n",
       "       3.24034681e-01, 3.66676692e-01, 1.50298760e-01, 9.31123777e-01,\n",
       "       2.99199062e-01, 1.59348190e-01, 4.49282836e-01, 9.18307179e-03,\n",
       "...\n",
       "       2.83962083e-01, 4.29271667e-01, 1.55574946e-01, 1.07068213e-01,\n",
       "       4.46958034e-01, 3.53012159e-01, 4.05501510e-01, 9.95101996e-01,\n",
       "       1.95552073e-01, 4.21105629e-01, 3.89127721e-02, 2.74762370e-01,\n",
       "       3.88551689e-01, 3.98177912e-01, 9.30166751e-01, 2.59848823e-01,\n",
       "       1.94820914e-01, 2.58231310e-01, 3.02189662e-01, 1.03497234e-01,\n",
       "       8.01700983e-02, 4.15976836e-01, 3.96173495e-01, 4.43288434e-01,\n",
       "       6.38882192e-02, 2.56961240e-01, 4.16716500e-01, 1.89344301e-01,\n",
       "       1.21168779e-02, 3.07204390e-01, 2.79346139e-01, 1.55859670e-01,\n",
       "       2.51259804e-01, 4.15636348e-01, 1.50413447e-01, 4.18457229e-02,\n",
       "       2.92710243e-01, 3.91623929e-01, 9.89705226e-02, 2.68473040e-01,\n",
       "       3.63484578e-01, 1.85363200e-01, 6.59774982e-02, 3.54568453e-01,\n",
       "       1.59422721e-01, 1.81976239e-01, 1.16747054e-01, 3.23780216e-01,\n",
       "       4.34122877e-01, 1.08988007e-01, 1.61353829e-01, 9.42322052e-01,\n",
       "       8.52032642e-02, 3.25819647e-01, 1.67913280e-01, 3.39621958e-01,\n",
       "       2.52901858e-01, 8.64855399e-02, 3.37226955e-01, 1.69762852e-01,\n",
       "       4.27604907e-01, 9.10434562e-01, 1.42466955e-01, 1.86213914e-01,\n",
       "       3.13371214e-01, 3.99339412e-01, 1.44584335e-01, 1.47975068e-01,\n",
       "       6.98435624e-02, 1.98437898e-01, 3.61488489e-01, 2.40337490e-01,\n",
       "       4.03740331e-02, 6.74570446e-02, 3.30241869e-02, 1.65615150e-01,\n",
       "       1.71882222e-01, 2.80257288e-01, 4.38857161e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x2</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0</div><input id='attrs-e9dd2d0b-1571-46c8-8cc8-216eca5544e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9dd2d0b-1571-46c8-8cc8-216eca5544e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74d8edec-f9c5-42c7-8e0a-30c45051c51e' class='xr-var-data-in' type='checkbox'><label for='data-74d8edec-f9c5-42c7-8e0a-30c45051c51e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.87978184, 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.96418688, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.80062317, 0.        , 0.        , 0.        , 0.8535269 ,\n",
       "       0.        , 0.        , 0.98859712, 0.87047511, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.9748662 , 0.        , 0.        , 0.        ,\n",
       "       0.90257287, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.99437431, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.95798229,\n",
       "       0.        , 0.        , 0.88604706, 0.84193305, 0.        ,\n",
       "       0.91253659, 0.        , 0.        , 0.99123254, 0.        ,\n",
       "       0.        , 0.95581799, 0.91704461, 0.        , 0.80904352,\n",
       "       0.        , 0.        , 0.        , 0.86960149, 0.        ,\n",
       "       0.9208528 , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.99390622, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.93665676, 0.9093652 , 0.        ,\n",
       "       0.        , 0.80688306, 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.89397651,\n",
       "       0.86774976, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.83998152,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.96018382, 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.93310233,\n",
       "       0.91533788, 0.        , 0.        , 0.85070177, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.90885834, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.86334885, 0.        , 0.        , 0.        ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>event_1</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-03248964-73da-4bde-b739-c0b75ed48f93' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-03248964-73da-4bde-b739-c0b75ed48f93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d493f8d8-89b6-4ee5-82bc-7b322d83041f' class='xr-var-data-in' type='checkbox'><label for='data-d493f8d8-89b6-4ee5-82bc-7b322d83041f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>event_2</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-a148ab2a-1cc4-4811-80ae-ccc928a95e67' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a148ab2a-1cc4-4811-80ae-ccc928a95e67' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0738b00-b66f-4082-a783-fa756c3ab7da' class='xr-var-data-in' type='checkbox'><label for='data-b0738b00-b66f-4082-a783-fa756c3ab7da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dayofyear</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>92 99 106 113 ... 221 228 235 242</div><input id='attrs-211ae6ac-adc9-4251-aeea-15aa3d8ecf2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-211ae6ac-adc9-4251-aeea-15aa3d8ecf2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd05ab48-c9f1-452b-bd39-3439be1f404a' class='xr-var-data-in' type='checkbox'><label for='data-dd05ab48-c9f1-452b-bd39-3439be1f404a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 92,  99, 106, 113, 120, 127, 134, 141, 148, 155, 162, 169, 176,\n",
       "       183, 190, 197, 204, 211, 218, 225, 232, 239, 246, 253, 260, 267,\n",
       "       274, 281, 288, 295, 302, 309, 316, 323, 330, 337, 344, 351, 358,\n",
       "       365,   7,  14,  21,  28,  35,  42,  49,  56,  63,  70,  77,  84,\n",
       "        91,  98, 105, 112, 119, 126, 133, 140, 147, 154, 161, 168, 175,\n",
       "       182, 189, 196, 203, 210, 217, 224, 231, 238, 245, 252, 259, 266,\n",
       "       273, 280, 287, 294, 301, 308, 315, 322, 329, 336, 343, 350, 357,\n",
       "       364,   6,  13,  20,  27,  34,  41,  48,  55,  62,  69,  76,  83,\n",
       "        90,  97, 104, 111, 118, 125, 132, 139, 146, 153, 160, 167, 174,\n",
       "       181, 188, 195, 202, 209, 216, 223, 230, 237, 244, 251, 258, 265,\n",
       "       272, 279, 286, 293, 300, 307, 314, 321, 328, 335, 342, 349, 356,\n",
       "       363,   4,  11,  18,  25,  32,  39,  46,  53,  60,  67,  74,  81,\n",
       "        88,  95, 102, 109, 116, 123, 130, 137, 144, 151, 158, 165, 172,\n",
       "       179, 186, 193, 200, 207, 214, 221, 228, 235, 242])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 174 175 176 177 178</div><input id='attrs-023b9105-1285-48ff-8c7d-3840c1d34e13' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-023b9105-1285-48ff-8c7d-3840c1d34e13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a0ee1fe-9e01-4c9a-a709-1805bcd75067' class='xr-var-data-in' type='checkbox'><label for='data-0a0ee1fe-9e01-4c9a-a709-1805bcd75067' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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,\n",
       "        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
       "        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n",
       "        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,\n",
       "       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,\n",
       "       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,\n",
       "       130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142,\n",
       "       143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155,\n",
       "       156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168,\n",
       "       169, 170, 171, 172, 173, 174, 175, 176, 177, 178])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.985e+03 3.763e+03 ... 4.676e+03</div><input id='attrs-292f1829-e54c-4637-8a18-1b8487cd8237' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-292f1829-e54c-4637-8a18-1b8487cd8237' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f8e150f-6ead-4d1d-9de5-fff8d6ca301c' class='xr-var-data-in' type='checkbox'><label for='data-0f8e150f-6ead-4d1d-9de5-fff8d6ca301c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3984.66223734, 3762.87179412, 4466.96738844, 3864.21937266,\n",
       "       4441.62527775, 3677.39655018, 5067.54633687, 6079.09904219,\n",
       "       4954.20536859, 5865.67657627, 5096.63305051, 4991.54228314,\n",
       "       4688.5848447 , 6536.34574052, 5030.98358508, 4638.69083472,\n",
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       "       4137.65148493, 4479.04135141, 4675.97343867])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f28456f8-19d4-4bd7-8cd8-e7c2d2d3e21c' class='xr-section-summary-in' type='checkbox'  ><label for='section-f28456f8-19d4-4bd7-8cd8-e7c2d2d3e21c' 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>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ffb160bb-08c2-4afa-bc4d-5a6b29ef66e3' class='xr-index-data-in' type='checkbox'/><label for='index-ffb160bb-08c2-4afa-bc4d-5a6b29ef66e3' 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(RangeIndex(start=0, stop=179, step=1, name=&#x27;index&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-77c040ad-7f0d-4d7e-8289-ae458515b3f4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-77c040ad-7f0d-4d7e-8289-ae458515b3f4' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div><br></div>\n",
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      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> posterior_predictive\n",
       "\t> sample_stats\n",
       "\t> prior\n",
       "\t> prior_predictive\n",
       "\t> observed_data\n",
       "\t> constant_data\n",
       "\t> fit_data"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.fit(X=X, y=y, random_seed=rng)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `fit()` method automatically builds the model using the priors from `model_config`, and assigns the created model to our instance. You can access it as a normal attribute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pymc.model.Model"
      ]
     },
     "execution_count": 14,
     "metadata": {},
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   "source": [
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  {
   "cell_type": "code",
   "execution_count": 15,
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   "outputs": [
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       "<title>clusterdate (179) x fourier_mode (4)</title>\n",
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       "<title>clusterfourier_mode (4)</title>\n",
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       "<title>mu&#45;&gt;likelihood</title>\n",
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       "<title>likelihood&#45;&gt;target</title>\n",
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       "<title>intercept&#45;&gt;mu</title>\n",
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       "<title>fourier_contributions&#45;&gt;mu</title>\n",
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       "<!-- fourier_data&#45;&gt;fourier_contributions -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>fourier_data&#45;&gt;fourier_contributions</title>\n",
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       "<g id=\"node18\" class=\"node\">\n",
       "<title>gamma_fourier</title>\n",
       "<ellipse fill=\"none\" stroke=\"black\" cx=\"848.45\" cy=\"-546\" rx=\"87.68\" ry=\"42.25\"/>\n",
       "<text text-anchor=\"middle\" x=\"848.45\" y=\"-558.57\" font-family=\"Times,serif\" font-size=\"14.00\">gamma_fourier</text>\n",
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       "<text text-anchor=\"middle\" x=\"848.45\" y=\"-524.07\" font-family=\"Times,serif\" font-size=\"14.00\">Laplace</text>\n",
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       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>gamma_fourier&#45;&gt;fourier_contributions</title>\n",
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.graphs.Digraph at 0x7fd4bb958a90>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.graphviz()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "posterior trace can be accessed by `fit_result` attribute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 4, draw: 1000, control: 3,\n",
       "                                fourier_mode: 4, channel: 2, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0 1 2 3\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 995 996 997 998 999\n",
       "  * control                    (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode               (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_ord...\n",
       "  * channel                    (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * date                       (date) &lt;U10 &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    intercept                  (chain, draw) float64 0.3852 0.3278 ... 0.311\n",
       "    gamma_control              (chain, draw, control) float64 0.2353 ... 0.00...\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 0.004958 ....\n",
       "    beta_channel               (chain, draw, channel) float64 0.3975 ... 0.3032\n",
       "    alpha                      (chain, draw, channel) float64 0.4327 ... 0.2364\n",
       "    lam                        (chain, draw, channel) float64 2.864 ... 2.357\n",
       "    ...                         ...\n",
       "    channel_adstock            (chain, draw, date, channel) float64 0.1816 .....\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 0.2543 .....\n",
       "    channel_contributions      (chain, draw, date, channel) float64 0.1011 .....\n",
       "    control_contributions      (chain, draw, date, control) float64 0.0 ... 0...\n",
       "    fourier_contributions      (chain, draw, date, fourier_mode) float64 0.00...\n",
       "    mu                         (chain, draw, date) float64 0.4922 ... 0.6067\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.592010\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-0a0688c4-32bf-4405-973d-c11332d0fa33' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0a0688c4-32bf-4405-973d-c11332d0fa33' 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'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0b7244a9-151c-4e9b-886a-61cd1c7dbbc3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0b7244a9-151c-4e9b-886a-61cd1c7dbbc3' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-bad46c45-841a-4133-a1c8-a8a28439fc2f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bad46c45-841a-4133-a1c8-a8a28439fc2f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-942913f3-ce5e-4639-a765-098430d1f372' class='xr-var-data-in' type='checkbox'><label for='data-942913f3-ce5e-4639-a765-098430d1f372' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-c2a66228-e466-4169-b8ca-f43c39668681' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c2a66228-e466-4169-b8ca-f43c39668681' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c37ca5d9-d4f1-42b7-ae57-19bb8440618a' class='xr-var-data-in' type='checkbox'><label for='data-c37ca5d9-d4f1-42b7-ae57-19bb8440618a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-0a3979e8-2aca-41ae-a24b-c0239e114404' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a3979e8-2aca-41ae-a24b-c0239e114404' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27d31876-441c-4f97-aaa1-e46f78091561' class='xr-var-data-in' type='checkbox'><label for='data-27d31876-441c-4f97-aaa1-e46f78091561' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-5bd4924f-efa7-40f6-94a3-1b7587b56d38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5bd4924f-efa7-40f6-94a3-1b7587b56d38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83c36983-0fa0-4b44-9529-e7eec9e13ada' class='xr-var-data-in' type='checkbox'><label for='data-83c36983-0fa0-4b44-9529-e7eec9e13ada' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#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;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-0eb5d6d6-8a71-4dda-904e-0f68c0ded91d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0eb5d6d6-8a71-4dda-904e-0f68c0ded91d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed3f4f93-6c55-45a2-b0dc-5ed79fc58c6e' class='xr-var-data-in' type='checkbox'><label for='data-ed3f4f93-6c55-45a2-b0dc-5ed79fc58c6e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-f2e166ed-a098-4663-ac51-839a268fd3ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2e166ed-a098-4663-ac51-839a268fd3ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08d58792-9035-441f-8507-937028349052' class='xr-var-data-in' type='checkbox'><label for='data-08d58792-9035-441f-8507-937028349052' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c242087e-4776-460b-b353-a0814cdd11a8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c242087e-4776-460b-b353-a0814cdd11a8' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3852 0.3278 ... 0.3526 0.311</div><input id='attrs-4684f919-b8b0-4dc5-874b-c006cbad3bb0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4684f919-b8b0-4dc5-874b-c006cbad3bb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbc6cd79-b3a6-486f-81e1-3c66d9d9bb44' class='xr-var-data-in' type='checkbox'><label for='data-cbc6cd79-b3a6-486f-81e1-3c66d9d9bb44' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.3851927 , 0.3278435 , 0.36165071, ..., 0.34388561, 0.35443253,\n",
       "        0.35253033],\n",
       "       [0.34981775, 0.34584928, 0.35525882, ..., 0.35523169, 0.35908122,\n",
       "        0.34575935],\n",
       "       [0.35563579, 0.3451598 , 0.35325558, ..., 0.34084824, 0.3358194 ,\n",
       "        0.34582752],\n",
       "       [0.35233725, 0.34990925, 0.33671441, ..., 0.33613902, 0.35255676,\n",
       "        0.31100003]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2353 0.335 ... 0.3376 0.0006672</div><input id='attrs-2ce561a9-1fcc-446c-af66-c1661c13e3c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ce561a9-1fcc-446c-af66-c1661c13e3c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cafae492-b95c-41b3-ae71-dfd458475a93' class='xr-var-data-in' type='checkbox'><label for='data-cafae492-b95c-41b3-ae71-dfd458475a93' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.23532676, 0.33500538, 0.0005746 ],\n",
       "        [0.25416368, 0.32078771, 0.00061704],\n",
       "        [0.25503385, 0.34825216, 0.00063763],\n",
       "        ...,\n",
       "        [0.27940618, 0.36824443, 0.00063042],\n",
       "        [0.20458129, 0.29476204, 0.0005926 ],\n",
       "        [0.20935657, 0.30461187, 0.00064154]],\n",
       "\n",
       "       [[0.24481066, 0.38185725, 0.00065845],\n",
       "        [0.22396253, 0.31905371, 0.00063923],\n",
       "        [0.2644513 , 0.29687398, 0.00059563],\n",
       "        ...,\n",
       "        [0.29669276, 0.32514522, 0.00065721],\n",
       "        [0.28999838, 0.34466694, 0.00065541],\n",
       "        [0.23563995, 0.32485093, 0.00053246]],\n",
       "\n",
       "       [[0.25429729, 0.34677501, 0.00058459],\n",
       "        [0.22986879, 0.33982102, 0.00061778],\n",
       "        [0.22342951, 0.29270982, 0.00066354],\n",
       "        ...,\n",
       "        [0.25601694, 0.34311046, 0.00065063],\n",
       "        [0.25895209, 0.29189666, 0.00062944],\n",
       "        [0.22955645, 0.32483543, 0.00064999]],\n",
       "\n",
       "       [[0.24109677, 0.31853461, 0.00058352],\n",
       "        [0.29313553, 0.34149225, 0.00061645],\n",
       "        [0.22163006, 0.31875355, 0.00068093],\n",
       "        ...,\n",
       "        [0.24132451, 0.354876  , 0.00061514],\n",
       "        [0.25669935, 0.33493294, 0.0006427 ],\n",
       "        [0.25828094, 0.33763074, 0.00066721]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.004958 0.06203 ... 0.002304</div><input id='attrs-670e60a4-236f-47a0-a48e-7b303b76a37b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-670e60a4-236f-47a0-a48e-7b303b76a37b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b4447b2-490d-48de-9a23-1f6990cef2b9' class='xr-var-data-in' type='checkbox'><label for='data-9b4447b2-490d-48de-9a23-1f6990cef2b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 4.95809628e-03,  6.20279726e-02, -5.71308839e-02,\n",
       "         -3.61014002e-04],\n",
       "        [-1.91843410e-03,  6.48588368e-02, -5.87826187e-02,\n",
       "          3.60838917e-03],\n",
       "        [ 4.35995936e-03,  6.47872116e-02, -5.65168053e-02,\n",
       "          4.71093336e-03],\n",
       "        ...,\n",
       "        [ 7.94672426e-03,  6.75807164e-02, -5.63313282e-02,\n",
       "         -1.47784829e-04],\n",
       "        [-1.31529224e-03,  5.92130264e-02, -5.81009382e-02,\n",
       "          3.96237167e-03],\n",
       "        [ 5.55080638e-03,  6.23952161e-02, -5.76088140e-02,\n",
       "         -3.76878678e-03]],\n",
       "\n",
       "       [[ 4.13643501e-03,  5.47443780e-02, -5.97690662e-02,\n",
       "         -3.06882849e-03],\n",
       "        [ 3.19892639e-03,  6.29689960e-02, -6.04330480e-02,\n",
       "          4.04539302e-03],\n",
       "        [ 7.62099127e-03,  6.33083802e-02, -5.69458811e-02,\n",
       "          3.34054624e-03],\n",
       "...\n",
       "        [ 5.11807677e-03,  6.28919145e-02, -5.29486257e-02,\n",
       "         -6.17973039e-05],\n",
       "        [ 1.68063824e-04,  6.49121813e-02, -6.20664321e-02,\n",
       "          2.88811104e-03],\n",
       "        [-2.74165987e-03,  6.18243942e-02, -5.72046509e-02,\n",
       "          2.77271404e-03]],\n",
       "\n",
       "       [[ 4.66838199e-03,  6.50293320e-02, -5.53405183e-02,\n",
       "          4.70843165e-03],\n",
       "        [ 3.58246737e-03,  5.88003555e-02, -5.74237099e-02,\n",
       "         -2.67996208e-03],\n",
       "        [-1.17035656e-03,  6.63343357e-02, -5.81246770e-02,\n",
       "          2.34420384e-03],\n",
       "        ...,\n",
       "        [ 7.64189080e-03,  6.75806276e-02, -5.22560665e-02,\n",
       "          2.83681101e-03],\n",
       "        [-3.01968156e-03,  6.03621191e-02, -6.62141618e-02,\n",
       "         -1.15545314e-03],\n",
       "        [ 2.54997426e-03,  6.67754216e-02, -5.51418500e-02,\n",
       "          2.30388176e-03]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>beta_channel</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'>0.3975 0.2199 ... 0.3708 0.3032</div><input id='attrs-74e6e72d-cd55-415f-acd4-a2722beef54a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74e6e72d-cd55-415f-acd4-a2722beef54a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dad8d887-0b46-4f7b-8d75-d72f94d6b21f' class='xr-var-data-in' type='checkbox'><label for='data-dad8d887-0b46-4f7b-8d75-d72f94d6b21f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.39747966, 0.21988804],\n",
       "        [0.34515166, 0.25144203],\n",
       "        [0.38923905, 0.27966718],\n",
       "        ...,\n",
       "        [0.36613939, 0.22342244],\n",
       "        [0.36084128, 0.21863902],\n",
       "        [0.35797294, 0.29516133]],\n",
       "\n",
       "       [[0.35420288, 0.22517493],\n",
       "        [0.38252049, 0.24562958],\n",
       "        [0.36322659, 0.26906047],\n",
       "        ...,\n",
       "        [0.354326  , 0.23809452],\n",
       "        [0.34863784, 0.23125968],\n",
       "        [0.32616385, 0.26794348]],\n",
       "\n",
       "       [[0.35108301, 0.25902999],\n",
       "        [0.36757113, 0.24140852],\n",
       "        [0.37625117, 0.25125183],\n",
       "        ...,\n",
       "        [0.35758592, 0.23179333],\n",
       "        [0.37958889, 0.26137228],\n",
       "        [0.36196509, 0.2821071 ]],\n",
       "\n",
       "       [[0.33416923, 0.23833189],\n",
       "        [0.35337092, 0.26069343],\n",
       "        [0.38017521, 0.42298183],\n",
       "        ...,\n",
       "        [0.36616889, 0.37683898],\n",
       "        [0.37366401, 0.23341168],\n",
       "        [0.37077652, 0.30324672]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>0.4327 0.1476 ... 0.4033 0.2364</div><input id='attrs-1da80f9c-70d9-4b6a-b52f-f49b60b3f1fe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1da80f9c-70d9-4b6a-b52f-f49b60b3f1fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f08dec9a-88c4-49c5-9f4e-5bb973e71f39' class='xr-var-data-in' type='checkbox'><label for='data-f08dec9a-88c4-49c5-9f4e-5bb973e71f39' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.43272042, 0.14763962],\n",
       "        [0.37628828, 0.21490056],\n",
       "        [0.44952034, 0.19114875],\n",
       "        ...,\n",
       "        [0.3918313 , 0.2143133 ],\n",
       "        [0.39587832, 0.18641637],\n",
       "        [0.39023918, 0.22904142]],\n",
       "\n",
       "       [[0.40099726, 0.18609191],\n",
       "        [0.41830397, 0.19922713],\n",
       "        [0.40902319, 0.19465306],\n",
       "        ...,\n",
       "        [0.38225161, 0.18357016],\n",
       "        [0.37474468, 0.22267201],\n",
       "        [0.35744327, 0.20237434]],\n",
       "\n",
       "       [[0.37937136, 0.1810354 ],\n",
       "        [0.39701279, 0.22641711],\n",
       "        [0.40693796, 0.20299626],\n",
       "        ...,\n",
       "        [0.43417953, 0.21038369],\n",
       "        [0.38818336, 0.22937401],\n",
       "        [0.40052059, 0.1968152 ]],\n",
       "\n",
       "       [[0.34478513, 0.20297456],\n",
       "        [0.39019533, 0.20159526],\n",
       "        [0.45334093, 0.19681061],\n",
       "        ...,\n",
       "        [0.41071744, 0.25705175],\n",
       "        [0.43922073, 0.17603632],\n",
       "        [0.40334685, 0.23643458]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>2.864 3.748 5.017 ... 4.928 2.357</div><input id='attrs-92249f08-dc59-4925-82c6-195f3a43bd26' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-92249f08-dc59-4925-82c6-195f3a43bd26' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39754f9a-1df8-4162-9d17-89fe555009be' class='xr-var-data-in' type='checkbox'><label for='data-39754f9a-1df8-4162-9d17-89fe555009be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[2.86425215, 3.7483983 ],\n",
       "        [5.01728387, 3.22465384],\n",
       "        [3.38145664, 2.46475436],\n",
       "        ...,\n",
       "        [4.03547871, 4.2791672 ],\n",
       "        [3.99487994, 4.09929228],\n",
       "        [4.01818239, 2.10356613]],\n",
       "\n",
       "       [[4.20189298, 3.23864771],\n",
       "        [3.78380769, 3.06663053],\n",
       "        [3.85040114, 2.72983397],\n",
       "        ...,\n",
       "        [3.82269294, 3.73977378],\n",
       "        [3.80472013, 3.48590908],\n",
       "        [5.33750927, 2.37939828]],\n",
       "\n",
       "       [[4.16650807, 2.84458786],\n",
       "        [3.97025846, 3.38015519],\n",
       "        [3.69400167, 2.86456307],\n",
       "        ...,\n",
       "        [4.18250848, 3.68758412],\n",
       "        [4.08004477, 2.7849874 ],\n",
       "        [4.01796744, 2.42955159]],\n",
       "\n",
       "       [[4.52726296, 3.73440388],\n",
       "        [4.12171083, 2.8086678 ],\n",
       "        [3.98776329, 1.37034525],\n",
       "        ...,\n",
       "        [4.3643265 , 1.68699974],\n",
       "        [3.68499589, 3.46548145],\n",
       "        [4.92799961, 2.35656969]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0297 0.02959 ... 0.03126 0.02854</div><input id='attrs-0a7953d8-795a-4380-b18f-8a84885a74e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a7953d8-795a-4380-b18f-8a84885a74e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d307895a-5545-4ffe-8f8a-6e9d7a8c998b' class='xr-var-data-in' type='checkbox'><label for='data-d307895a-5545-4ffe-8f8a-6e9d7a8c998b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02970057, 0.02959437, 0.03038651, ..., 0.02992881, 0.02988514,\n",
       "        0.03156086],\n",
       "       [0.02910947, 0.03040008, 0.03222584, ..., 0.02925145, 0.02916137,\n",
       "        0.02987333],\n",
       "       [0.03256473, 0.03259282, 0.03395681, ..., 0.02995864, 0.02846489,\n",
       "        0.02906484],\n",
       "       [0.03165629, 0.03038313, 0.02800252, ..., 0.0307474 , 0.03125682,\n",
       "        0.0285407 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>0.1816 0.0 ... 0.3552 0.008762</div><input id='attrs-cdf3a7cf-d05b-474f-965b-7d649d5e3e0d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cdf3a7cf-d05b-474f-965b-7d649d5e3e0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f477b10-4712-4cf1-9726-5dbf977c10a3' class='xr-var-data-in' type='checkbox'><label for='data-0f477b10-4712-4cf1-9726-5dbf977c10a3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.1815531 , 0.        ],\n",
       "         [0.14260994, 0.        ],\n",
       "         [0.22834396, 0.        ],\n",
       "         ...,\n",
       "         [0.1499905 , 0.10926844],\n",
       "         [0.22447859, 0.01613235],\n",
       "         [0.34698014, 0.0023816 ]],\n",
       "\n",
       "        [[0.19944852, 0.        ],\n",
       "         [0.14541148, 0.        ],\n",
       "         [0.2377752 , 0.        ],\n",
       "         ...,\n",
       "         [0.15421733, 0.1465582 ],\n",
       "         [0.23343663, 0.03149544],\n",
       "         [0.3624971 , 0.00676512]],\n",
       "\n",
       "        [[0.17625371, 0.        ],\n",
       "         [0.14140831, 0.        ],\n",
       "         [0.22533573, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.15162208, 0.16601091],\n",
       "         [0.22801753, 0.04267339],\n",
       "         [0.35316586, 0.01095633]],\n",
       "\n",
       "        [[0.17950072, 0.        ],\n",
       "         [0.1421646 , 0.        ],\n",
       "         [0.22719164, 0.        ],\n",
       "         ...,\n",
       "         [0.14951595, 0.12595762],\n",
       "         [0.22342381, 0.02217312],\n",
       "         [0.34511994, 0.00390258]],\n",
       "\n",
       "        [[0.19085283, 0.        ],\n",
       "         [0.14430884, 0.        ],\n",
       "         [0.23337575, 0.        ],\n",
       "         ...,\n",
       "         [0.15217504, 0.15686844],\n",
       "         [0.22919074, 0.03708912],\n",
       "         [0.35519933, 0.00876234]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>0.2543 0.0 0.2014 ... 0.704 0.01032</div><input id='attrs-d3b8ed95-dfce-4e45-a2c6-b2455f8fdcf4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d3b8ed95-dfce-4e45-a2c6-b2455f8fdcf4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-793b5e18-1175-4d56-a679-371be1862ba2' class='xr-var-data-in' type='checkbox'><label for='data-793b5e18-1175-4d56-a679-371be1862ba2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.25430202, 0.        ],\n",
       "         [0.2014423 , 0.        ],\n",
       "         [0.31583818, 0.        ],\n",
       "         ...,\n",
       "         [0.21156136, 0.20197513],\n",
       "         [0.31084602, 0.03022603],\n",
       "         [0.45969091, 0.00446356]],\n",
       "\n",
       "        [[0.46238838, 0.        ],\n",
       "         [0.3494221 , 0.        ],\n",
       "         [0.53454925, 0.        ],\n",
       "         ...,\n",
       "         [0.36866399, 0.23199765],\n",
       "         [0.52673016, 0.05073734],\n",
       "         [0.72083234, 0.01090716]],\n",
       "\n",
       "        [[0.28947865, 0.        ],\n",
       "         [0.23462945, 0.        ],\n",
       "         [0.36355954, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.31929703, 0.13912204],\n",
       "         [0.46020511, 0.03597946],\n",
       "         [0.6473163 , 0.0092414 ]],\n",
       "\n",
       "        [[0.3191763 , 0.        ],\n",
       "         [0.2561073 , 0.        ],\n",
       "         [0.39575047, 0.        ],\n",
       "         ...,\n",
       "         [0.26871921, 0.21485129],\n",
       "         [0.38987949, 0.03840137],\n",
       "         [0.56208967, 0.00676206]],\n",
       "\n",
       "        [[0.43841044, 0.        ],\n",
       "         [0.34131216, 0.        ],\n",
       "         [0.51904945, 0.        ],\n",
       "         ...,\n",
       "         [0.35832189, 0.18275915],\n",
       "         [0.51147546, 0.04367375],\n",
       "         [0.70401208, 0.01032416]]]])</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'>0.1011 0.0 ... 0.261 0.003131</div><input id='attrs-89b161d6-6202-4906-9ee3-73456e84fb88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89b161d6-6202-4906-9ee3-73456e84fb88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b52bed5-d3bf-4385-b183-81a65b94c97a' class='xr-var-data-in' type='checkbox'><label for='data-6b52bed5-d3bf-4385-b183-81a65b94c97a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.10107988, 0.        ],\n",
       "         [0.08006922, 0.        ],\n",
       "         [0.12553925, 0.        ],\n",
       "         ...,\n",
       "         [0.08409134, 0.04441191],\n",
       "         [0.12355497, 0.00664634],\n",
       "         [0.18271778, 0.00098148]],\n",
       "\n",
       "        [[0.15959412, 0.        ],\n",
       "         [0.12060362, 0.        ],\n",
       "         [0.18450056, 0.        ],\n",
       "         ...,\n",
       "         [0.12724499, 0.05833396],\n",
       "         [0.18180179, 0.0127575 ],\n",
       "         [0.24879648, 0.00274252]],\n",
       "\n",
       "        [[0.1126764 , 0.        ],\n",
       "         [0.09132694, 0.        ],\n",
       "         [0.14151157, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.11691664, 0.05242661],\n",
       "         [0.1685128 , 0.01355846],\n",
       "         [0.23702709, 0.00348252]],\n",
       "\n",
       "        [[0.1192647 , 0.        ],\n",
       "         [0.09569808, 0.        ],\n",
       "         [0.14787771, 0.        ],\n",
       "         ...,\n",
       "         [0.1004107 , 0.0501488 ],\n",
       "         [0.14568393, 0.00896333],\n",
       "         [0.21003268, 0.00157834]],\n",
       "\n",
       "        [[0.1625523 , 0.        ],\n",
       "         [0.12655054, 0.        ],\n",
       "         [0.19245135, 0.        ],\n",
       "         ...,\n",
       "         [0.13285734, 0.05542111],\n",
       "         [0.18964309, 0.01324392],\n",
       "         [0.26103115, 0.00313077]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.1188</div><input id='attrs-b62ff78a-ef73-48ce-b672-7ec9af39e3bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b62ff78a-ef73-48ce-b672-7ec9af39e3bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3b1bbf7-8de8-4f13-a44a-d00ef5a4243b' class='xr-var-data-in' type='checkbox'><label for='data-c3b1bbf7-8de8-4f13-a44a-d00ef5a4243b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.0005746 ],\n",
       "         [0.        , 0.        , 0.00114919],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10112895],\n",
       "         [0.        , 0.        , 0.10170355],\n",
       "         [0.        , 0.        , 0.10227814]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00061704],\n",
       "         [0.        , 0.        , 0.00123407],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10859852],\n",
       "         [0.        , 0.        , 0.10921556],\n",
       "         [0.        , 0.        , 0.1098326 ]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00063763],\n",
       "         [0.        , 0.        , 0.00127526],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10826448],\n",
       "         [0.        , 0.        , 0.10887962],\n",
       "         [0.        , 0.        , 0.10949475]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.0006427 ],\n",
       "         [0.        , 0.        , 0.00128541],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.11311578],\n",
       "         [0.        , 0.        , 0.11375849],\n",
       "         [0.        , 0.        , 0.11440119]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00066721],\n",
       "         [0.        , 0.        , 0.00133443],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.11742978],\n",
       "         [0.        , 0.        , 0.118097  ],\n",
       "         [0.        , 0.        , 0.11876421]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.004958 -0.0007336 ... -0.001047</div><input id='attrs-c8a2412f-ff33-4462-9f6d-736ec7cc2155' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c8a2412f-ff33-4462-9f6d-736ec7cc2155' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eac52a2c-1b7d-40ad-9e85-61f7ccc6a3e6' class='xr-var-data-in' type='checkbox'><label for='data-eac52a2c-1b7d-40ad-9e85-61f7ccc6a3e6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 4.95774954e-03, -7.33567038e-04,  1.35120980e-03,\n",
       "           3.60913017e-04],\n",
       "         [ 4.91480489e-03, -8.17891640e-03,  1.49348357e-02,\n",
       "           3.48460341e-04],\n",
       "         [ 4.80068044e-03, -1.55058127e-02,  2.76564051e-02,\n",
       "           3.15894122e-04],\n",
       "         ...,\n",
       "         [-3.48890034e-03, -4.40720905e-02, -5.71282093e-02,\n",
       "          -3.49324817e-06],\n",
       "         [-3.88681934e-03, -3.85097195e-02, -5.56113077e-02,\n",
       "           8.27099173e-05],\n",
       "         [-4.22844658e-03, -3.23896226e-02, -5.08844556e-02,\n",
       "           1.64138968e-04]],\n",
       "\n",
       "        [[-1.91829994e-03, -7.67045944e-04,  1.39027520e-03,\n",
       "          -3.60737980e-03],\n",
       "         [-1.90168339e-03, -8.55218996e-03,  1.53666229e-02,\n",
       "          -3.48291344e-03],\n",
       "         [-1.85752526e-03, -1.62134749e-02,  2.84559910e-02,\n",
       "          -3.15740919e-03],\n",
       "...\n",
       "         [ 2.12488169e-03, -4.28884689e-02, -6.62110620e-02,\n",
       "          -1.11804100e-05],\n",
       "         [ 2.36723049e-03, -3.74754837e-02, -6.44529872e-02,\n",
       "           2.64719466e-04],\n",
       "         [ 2.57529532e-03, -3.15197511e-02, -5.89746097e-02,\n",
       "           5.25339421e-04]],\n",
       "\n",
       "        [[ 2.54979593e-03, -7.89712225e-04,  1.30416691e-03,\n",
       "          -2.30323730e-03],\n",
       "         [ 2.52770928e-03, -8.80490798e-03,  1.44148736e-02,\n",
       "          -2.22376811e-03],\n",
       "         [ 2.46901449e-03, -1.66925846e-02,  2.66935367e-02,\n",
       "          -2.01594039e-03],\n",
       "         ...,\n",
       "         [-1.79435928e-03, -4.74452461e-02, -5.51392685e-02,\n",
       "           2.22928493e-05],\n",
       "         [-1.99901106e-03, -4.14571467e-02, -5.36751784e-02,\n",
       "          -5.27829582e-04],\n",
       "         [-2.17471169e-03, -3.48686345e-02, -4.91128936e-02,\n",
       "          -1.04748507e-03]]]])</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'>0.4922 0.4779 ... 0.5343 0.6067</div><input id='attrs-ac843bb4-75f0-4c18-ad6f-67b313f735b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ac843bb4-75f0-4c18-ad6f-67b313f735b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8378b8f-8223-4da6-a001-a91ec8a773d7' class='xr-var-data-in' type='checkbox'><label for='data-e8378b8f-8223-4da6-a001-a91ec8a773d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.49220889, 0.4778557 , 0.52914831, ..., 0.51013221,\n",
       "         0.51917242, 0.58383173],\n",
       "        [0.48253517, 0.45049399, 0.52080572, ..., 0.51854251,\n",
       "         0.53480922, 0.60298718],\n",
       "        [0.47454763, 0.45962161, 0.51570048, ..., 0.51005826,\n",
       "         0.52307717, 0.58981955],\n",
       "        ...,\n",
       "        [0.48926008, 0.46240409, 0.52518171, ..., 0.52222545,\n",
       "         0.52673797, 0.59369961],\n",
       "        [0.4825707 , 0.45873296, 0.52191945, ..., 0.52394809,\n",
       "         0.53235925, 0.59977951],\n",
       "        [0.4959653 , 0.4705083 , 0.53256606, ..., 0.51358231,\n",
       "         0.53398808, 0.6033219 ]],\n",
       "\n",
       "       [[0.49313542, 0.47023699, 0.53427596, ..., 0.52100609,\n",
       "         0.53929052, 0.60919536],\n",
       "        [0.47507318, 0.45462685, 0.51739271, ..., 0.50882137,\n",
       "         0.52278221, 0.5927206 ],\n",
       "        [0.48679539, 0.4649309 , 0.52513421, ..., 0.50546247,\n",
       "         0.51903428, 0.58642755],\n",
       "...\n",
       "        [0.4758345 , 0.45570457, 0.51577561, ..., 0.52293027,\n",
       "         0.53077526, 0.59669912],\n",
       "        [0.47775355, 0.45060018, 0.51827874, ..., 0.50838255,\n",
       "         0.5256123 , 0.59737514],\n",
       "        [0.47386164, 0.45007095, 0.5128358 , ..., 0.51514693,\n",
       "         0.53365051, 0.60339939]],\n",
       "\n",
       "       [[0.50039882, 0.46556837, 0.53151247, ..., 0.52511132,\n",
       "         0.53388285, 0.59841661],\n",
       "        [0.49167767, 0.4664165 , 0.52927345, ..., 0.51517028,\n",
       "         0.53146507, 0.60022269],\n",
       "        [0.46134556, 0.44465078, 0.50618606, ..., 0.50121153,\n",
       "         0.52522484, 0.59785904],\n",
       "        ...,\n",
       "        [0.48405405, 0.45770919, 0.52178695, ..., 0.50812578,\n",
       "         0.52762602, 0.59650458],\n",
       "        [0.47080929, 0.45636958, 0.51677125, ..., 0.50924621,\n",
       "         0.52166599, 0.59117525],\n",
       "        [0.47431334, 0.44413168, 0.51523983, ..., 0.51235169,\n",
       "         0.53432487, 0.60672243]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-471aa761-2b20-4d5c-af76-45af7100dc55' class='xr-section-summary-in' type='checkbox'  ><label for='section-471aa761-2b20-4d5c-af76-45af7100dc55' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9c25990e-2abe-4f1d-88de-2773e90eed00' class='xr-index-data-in' type='checkbox'/><label for='index-9c25990e-2abe-4f1d-88de-2773e90eed00' 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-8e6efcc3-1586-4a05-91c0-c16d0ac8010a' class='xr-index-data-in' type='checkbox'/><label for='index-8e6efcc3-1586-4a05-91c0-c16d0ac8010a' 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>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8156bc45-344a-4d17-b827-35a00b13f590' class='xr-index-data-in' type='checkbox'/><label for='index-8156bc45-344a-4d17-b827-35a00b13f590' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a401426e-7990-42d0-b626-1971d252b2f4' class='xr-index-data-in' type='checkbox'/><label for='index-a401426e-7990-42d0-b626-1971d252b2f4' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-20bbafc2-59d6-45b8-9164-173be98610a8' class='xr-index-data-in' type='checkbox'/><label for='index-20bbafc2-59d6-45b8-9164-173be98610a8' 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;x1&#x27;, &#x27;x2&#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-739abae3-119e-413a-be24-296614944e23' class='xr-index-data-in' type='checkbox'/><label for='index-739abae3-119e-413a-be24-296614944e23' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ebeb752e-803c-4435-9253-60e35009e9ed' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ebeb752e-803c-4435-9253-60e35009e9ed' 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>2023-08-03T12:44:52.592010</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:                    (chain: 4, draw: 1000, control: 3,\n",
       "                                fourier_mode: 4, channel: 2, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0 1 2 3\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 995 996 997 998 999\n",
       "  * control                    (control) <U7 'event_1' 'event_2' 't'\n",
       "  * fourier_mode               (fourier_mode) <U11 'sin_order_1' ... 'cos_ord...\n",
       "  * channel                    (channel) <U2 'x1' 'x2'\n",
       "  * date                       (date) <U10 '2018-04-02' ... '2021-08-30'\n",
       "Data variables: (12/13)\n",
       "    intercept                  (chain, draw) float64 0.3852 0.3278 ... 0.311\n",
       "    gamma_control              (chain, draw, control) float64 0.2353 ... 0.00...\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 0.004958 ....\n",
       "    beta_channel               (chain, draw, channel) float64 0.3975 ... 0.3032\n",
       "    alpha                      (chain, draw, channel) float64 0.4327 ... 0.2364\n",
       "    lam                        (chain, draw, channel) float64 2.864 ... 2.357\n",
       "    ...                         ...\n",
       "    channel_adstock            (chain, draw, date, channel) float64 0.1816 .....\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 0.2543 .....\n",
       "    channel_contributions      (chain, draw, date, channel) float64 0.1011 .....\n",
       "    control_contributions      (chain, draw, date, control) float64 0.0 ... 0...\n",
       "    fourier_contributions      (chain, draw, date, fourier_mode) float64 0.00...\n",
       "    mu                         (chain, draw, date) float64 0.4922 ... 0.6067\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.592010\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\n",
       "    tuning_steps:               1000"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.fit_result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you wish to inspect the entire inference data, use the `idata` attribute. Within `idata`, you can find the entire dataset passed to the model under `fit_data`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 4, draw: 1000, control: 3,\n",
       "                                fourier_mode: 4, channel: 2, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0 1 2 3\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 995 996 997 998 999\n",
       "  * control                    (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode               (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_ord...\n",
       "  * channel                    (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * date                       (date) &lt;U10 &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    intercept                  (chain, draw) float64 0.3852 0.3278 ... 0.311\n",
       "    gamma_control              (chain, draw, control) float64 0.2353 ... 0.00...\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 0.004958 ....\n",
       "    beta_channel               (chain, draw, channel) float64 0.3975 ... 0.3032\n",
       "    alpha                      (chain, draw, channel) float64 0.4327 ... 0.2364\n",
       "    lam                        (chain, draw, channel) float64 2.864 ... 2.357\n",
       "    ...                         ...\n",
       "    channel_adstock            (chain, draw, date, channel) float64 0.1816 .....\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 0.2543 .....\n",
       "    channel_contributions      (chain, draw, date, channel) float64 0.1011 .....\n",
       "    control_contributions      (chain, draw, date, control) float64 0.0 ... 0...\n",
       "    fourier_contributions      (chain, draw, date, fourier_mode) float64 0.00...\n",
       "    mu                         (chain, draw, date) float64 0.4922 ... 0.6067\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.592010\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-7b5bd615-97ac-44a2-a5ae-4232cd80f7f2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7b5bd615-97ac-44a2-a5ae-4232cd80f7f2' 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'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-27069bc8-70a7-4618-9a82-5c761bb1e339' class='xr-section-summary-in' type='checkbox'  checked><label for='section-27069bc8-70a7-4618-9a82-5c761bb1e339' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-08fb3436-d592-450a-8c52-ae9052e175fe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08fb3436-d592-450a-8c52-ae9052e175fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac588b4c-8c11-44b5-99f4-1d072761d5d2' class='xr-var-data-in' type='checkbox'><label for='data-ac588b4c-8c11-44b5-99f4-1d072761d5d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-c924e3ff-0962-48ab-af24-d9f22727a428' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c924e3ff-0962-48ab-af24-d9f22727a428' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-27ef4c87-2b7e-4a93-8c20-59eeca540f83' class='xr-var-data-in' type='checkbox'><label for='data-27ef4c87-2b7e-4a93-8c20-59eeca540f83' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-44bfa7a8-f9cc-4b0a-b919-3873be8fe17a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44bfa7a8-f9cc-4b0a-b919-3873be8fe17a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f88c352-14ae-44ff-8202-87ae171946ea' class='xr-var-data-in' type='checkbox'><label for='data-6f88c352-14ae-44ff-8202-87ae171946ea' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-fb8b09aa-ab26-4415-91ed-cf4dda8cad01' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fb8b09aa-ab26-4415-91ed-cf4dda8cad01' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb9fe65a-ba7a-41b2-9b0f-a0d13c609510' class='xr-var-data-in' type='checkbox'><label for='data-bb9fe65a-ba7a-41b2-9b0f-a0d13c609510' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#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;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-6f65c8df-8896-49b6-a164-4a186e66af0f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f65c8df-8896-49b6-a164-4a186e66af0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d62b71e0-cd48-4f21-a12e-6ca889951963' class='xr-var-data-in' type='checkbox'><label for='data-d62b71e0-cd48-4f21-a12e-6ca889951963' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-483b6d9f-81bd-4993-9131-0cab7e54d6e1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-483b6d9f-81bd-4993-9131-0cab7e54d6e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38e49d98-668a-405f-9039-21acb2200376' class='xr-var-data-in' type='checkbox'><label for='data-38e49d98-668a-405f-9039-21acb2200376' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e47f6404-f13e-4826-86ed-bcfaf5d403fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e47f6404-f13e-4826-86ed-bcfaf5d403fa' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3852 0.3278 ... 0.3526 0.311</div><input id='attrs-8cd1467a-d7f9-4dd1-aab9-d219bd6336c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8cd1467a-d7f9-4dd1-aab9-d219bd6336c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-550fdd80-4958-4c65-8731-b5c5f36fa4aa' class='xr-var-data-in' type='checkbox'><label for='data-550fdd80-4958-4c65-8731-b5c5f36fa4aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.3851927 , 0.3278435 , 0.36165071, ..., 0.34388561, 0.35443253,\n",
       "        0.35253033],\n",
       "       [0.34981775, 0.34584928, 0.35525882, ..., 0.35523169, 0.35908122,\n",
       "        0.34575935],\n",
       "       [0.35563579, 0.3451598 , 0.35325558, ..., 0.34084824, 0.3358194 ,\n",
       "        0.34582752],\n",
       "       [0.35233725, 0.34990925, 0.33671441, ..., 0.33613902, 0.35255676,\n",
       "        0.31100003]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2353 0.335 ... 0.3376 0.0006672</div><input id='attrs-0c9f43c4-8a1c-4571-86e2-e87251b12559' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c9f43c4-8a1c-4571-86e2-e87251b12559' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e932618-3fb7-4e1f-9a17-a09e8145805d' class='xr-var-data-in' type='checkbox'><label for='data-0e932618-3fb7-4e1f-9a17-a09e8145805d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.23532676, 0.33500538, 0.0005746 ],\n",
       "        [0.25416368, 0.32078771, 0.00061704],\n",
       "        [0.25503385, 0.34825216, 0.00063763],\n",
       "        ...,\n",
       "        [0.27940618, 0.36824443, 0.00063042],\n",
       "        [0.20458129, 0.29476204, 0.0005926 ],\n",
       "        [0.20935657, 0.30461187, 0.00064154]],\n",
       "\n",
       "       [[0.24481066, 0.38185725, 0.00065845],\n",
       "        [0.22396253, 0.31905371, 0.00063923],\n",
       "        [0.2644513 , 0.29687398, 0.00059563],\n",
       "        ...,\n",
       "        [0.29669276, 0.32514522, 0.00065721],\n",
       "        [0.28999838, 0.34466694, 0.00065541],\n",
       "        [0.23563995, 0.32485093, 0.00053246]],\n",
       "\n",
       "       [[0.25429729, 0.34677501, 0.00058459],\n",
       "        [0.22986879, 0.33982102, 0.00061778],\n",
       "        [0.22342951, 0.29270982, 0.00066354],\n",
       "        ...,\n",
       "        [0.25601694, 0.34311046, 0.00065063],\n",
       "        [0.25895209, 0.29189666, 0.00062944],\n",
       "        [0.22955645, 0.32483543, 0.00064999]],\n",
       "\n",
       "       [[0.24109677, 0.31853461, 0.00058352],\n",
       "        [0.29313553, 0.34149225, 0.00061645],\n",
       "        [0.22163006, 0.31875355, 0.00068093],\n",
       "        ...,\n",
       "        [0.24132451, 0.354876  , 0.00061514],\n",
       "        [0.25669935, 0.33493294, 0.0006427 ],\n",
       "        [0.25828094, 0.33763074, 0.00066721]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.004958 0.06203 ... 0.002304</div><input id='attrs-05e7d249-72ff-4e8b-981b-2006d16f9633' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05e7d249-72ff-4e8b-981b-2006d16f9633' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6826885-6067-4a58-a404-22468c71e926' class='xr-var-data-in' type='checkbox'><label for='data-e6826885-6067-4a58-a404-22468c71e926' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 4.95809628e-03,  6.20279726e-02, -5.71308839e-02,\n",
       "         -3.61014002e-04],\n",
       "        [-1.91843410e-03,  6.48588368e-02, -5.87826187e-02,\n",
       "          3.60838917e-03],\n",
       "        [ 4.35995936e-03,  6.47872116e-02, -5.65168053e-02,\n",
       "          4.71093336e-03],\n",
       "        ...,\n",
       "        [ 7.94672426e-03,  6.75807164e-02, -5.63313282e-02,\n",
       "         -1.47784829e-04],\n",
       "        [-1.31529224e-03,  5.92130264e-02, -5.81009382e-02,\n",
       "          3.96237167e-03],\n",
       "        [ 5.55080638e-03,  6.23952161e-02, -5.76088140e-02,\n",
       "         -3.76878678e-03]],\n",
       "\n",
       "       [[ 4.13643501e-03,  5.47443780e-02, -5.97690662e-02,\n",
       "         -3.06882849e-03],\n",
       "        [ 3.19892639e-03,  6.29689960e-02, -6.04330480e-02,\n",
       "          4.04539302e-03],\n",
       "        [ 7.62099127e-03,  6.33083802e-02, -5.69458811e-02,\n",
       "          3.34054624e-03],\n",
       "...\n",
       "        [ 5.11807677e-03,  6.28919145e-02, -5.29486257e-02,\n",
       "         -6.17973039e-05],\n",
       "        [ 1.68063824e-04,  6.49121813e-02, -6.20664321e-02,\n",
       "          2.88811104e-03],\n",
       "        [-2.74165987e-03,  6.18243942e-02, -5.72046509e-02,\n",
       "          2.77271404e-03]],\n",
       "\n",
       "       [[ 4.66838199e-03,  6.50293320e-02, -5.53405183e-02,\n",
       "          4.70843165e-03],\n",
       "        [ 3.58246737e-03,  5.88003555e-02, -5.74237099e-02,\n",
       "         -2.67996208e-03],\n",
       "        [-1.17035656e-03,  6.63343357e-02, -5.81246770e-02,\n",
       "          2.34420384e-03],\n",
       "        ...,\n",
       "        [ 7.64189080e-03,  6.75806276e-02, -5.22560665e-02,\n",
       "          2.83681101e-03],\n",
       "        [-3.01968156e-03,  6.03621191e-02, -6.62141618e-02,\n",
       "         -1.15545314e-03],\n",
       "        [ 2.54997426e-03,  6.67754216e-02, -5.51418500e-02,\n",
       "          2.30388176e-03]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>beta_channel</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'>0.3975 0.2199 ... 0.3708 0.3032</div><input id='attrs-87af27b6-3fa5-404e-a850-20518d51f9f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-87af27b6-3fa5-404e-a850-20518d51f9f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19a80cfb-f95a-4a81-ae7f-4be199383513' class='xr-var-data-in' type='checkbox'><label for='data-19a80cfb-f95a-4a81-ae7f-4be199383513' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.39747966, 0.21988804],\n",
       "        [0.34515166, 0.25144203],\n",
       "        [0.38923905, 0.27966718],\n",
       "        ...,\n",
       "        [0.36613939, 0.22342244],\n",
       "        [0.36084128, 0.21863902],\n",
       "        [0.35797294, 0.29516133]],\n",
       "\n",
       "       [[0.35420288, 0.22517493],\n",
       "        [0.38252049, 0.24562958],\n",
       "        [0.36322659, 0.26906047],\n",
       "        ...,\n",
       "        [0.354326  , 0.23809452],\n",
       "        [0.34863784, 0.23125968],\n",
       "        [0.32616385, 0.26794348]],\n",
       "\n",
       "       [[0.35108301, 0.25902999],\n",
       "        [0.36757113, 0.24140852],\n",
       "        [0.37625117, 0.25125183],\n",
       "        ...,\n",
       "        [0.35758592, 0.23179333],\n",
       "        [0.37958889, 0.26137228],\n",
       "        [0.36196509, 0.2821071 ]],\n",
       "\n",
       "       [[0.33416923, 0.23833189],\n",
       "        [0.35337092, 0.26069343],\n",
       "        [0.38017521, 0.42298183],\n",
       "        ...,\n",
       "        [0.36616889, 0.37683898],\n",
       "        [0.37366401, 0.23341168],\n",
       "        [0.37077652, 0.30324672]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>0.4327 0.1476 ... 0.4033 0.2364</div><input id='attrs-7d5a9cc1-328e-4826-9935-c8a90f73b690' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d5a9cc1-328e-4826-9935-c8a90f73b690' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bec27311-c70d-412d-97f1-fa0174df3a8e' class='xr-var-data-in' type='checkbox'><label for='data-bec27311-c70d-412d-97f1-fa0174df3a8e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.43272042, 0.14763962],\n",
       "        [0.37628828, 0.21490056],\n",
       "        [0.44952034, 0.19114875],\n",
       "        ...,\n",
       "        [0.3918313 , 0.2143133 ],\n",
       "        [0.39587832, 0.18641637],\n",
       "        [0.39023918, 0.22904142]],\n",
       "\n",
       "       [[0.40099726, 0.18609191],\n",
       "        [0.41830397, 0.19922713],\n",
       "        [0.40902319, 0.19465306],\n",
       "        ...,\n",
       "        [0.38225161, 0.18357016],\n",
       "        [0.37474468, 0.22267201],\n",
       "        [0.35744327, 0.20237434]],\n",
       "\n",
       "       [[0.37937136, 0.1810354 ],\n",
       "        [0.39701279, 0.22641711],\n",
       "        [0.40693796, 0.20299626],\n",
       "        ...,\n",
       "        [0.43417953, 0.21038369],\n",
       "        [0.38818336, 0.22937401],\n",
       "        [0.40052059, 0.1968152 ]],\n",
       "\n",
       "       [[0.34478513, 0.20297456],\n",
       "        [0.39019533, 0.20159526],\n",
       "        [0.45334093, 0.19681061],\n",
       "        ...,\n",
       "        [0.41071744, 0.25705175],\n",
       "        [0.43922073, 0.17603632],\n",
       "        [0.40334685, 0.23643458]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>2.864 3.748 5.017 ... 4.928 2.357</div><input id='attrs-730c0271-b60d-47fa-a79b-d88bb4311266' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-730c0271-b60d-47fa-a79b-d88bb4311266' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6714dfd8-74da-4820-8cc9-7c827454058b' class='xr-var-data-in' type='checkbox'><label for='data-6714dfd8-74da-4820-8cc9-7c827454058b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[2.86425215, 3.7483983 ],\n",
       "        [5.01728387, 3.22465384],\n",
       "        [3.38145664, 2.46475436],\n",
       "        ...,\n",
       "        [4.03547871, 4.2791672 ],\n",
       "        [3.99487994, 4.09929228],\n",
       "        [4.01818239, 2.10356613]],\n",
       "\n",
       "       [[4.20189298, 3.23864771],\n",
       "        [3.78380769, 3.06663053],\n",
       "        [3.85040114, 2.72983397],\n",
       "        ...,\n",
       "        [3.82269294, 3.73977378],\n",
       "        [3.80472013, 3.48590908],\n",
       "        [5.33750927, 2.37939828]],\n",
       "\n",
       "       [[4.16650807, 2.84458786],\n",
       "        [3.97025846, 3.38015519],\n",
       "        [3.69400167, 2.86456307],\n",
       "        ...,\n",
       "        [4.18250848, 3.68758412],\n",
       "        [4.08004477, 2.7849874 ],\n",
       "        [4.01796744, 2.42955159]],\n",
       "\n",
       "       [[4.52726296, 3.73440388],\n",
       "        [4.12171083, 2.8086678 ],\n",
       "        [3.98776329, 1.37034525],\n",
       "        ...,\n",
       "        [4.3643265 , 1.68699974],\n",
       "        [3.68499589, 3.46548145],\n",
       "        [4.92799961, 2.35656969]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0297 0.02959 ... 0.03126 0.02854</div><input id='attrs-490db544-a5b2-4ec3-a79e-6e057ecaafce' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-490db544-a5b2-4ec3-a79e-6e057ecaafce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04a0b3ff-28f4-4da4-a804-ded36c2bc34c' class='xr-var-data-in' type='checkbox'><label for='data-04a0b3ff-28f4-4da4-a804-ded36c2bc34c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02970057, 0.02959437, 0.03038651, ..., 0.02992881, 0.02988514,\n",
       "        0.03156086],\n",
       "       [0.02910947, 0.03040008, 0.03222584, ..., 0.02925145, 0.02916137,\n",
       "        0.02987333],\n",
       "       [0.03256473, 0.03259282, 0.03395681, ..., 0.02995864, 0.02846489,\n",
       "        0.02906484],\n",
       "       [0.03165629, 0.03038313, 0.02800252, ..., 0.0307474 , 0.03125682,\n",
       "        0.0285407 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>0.1816 0.0 ... 0.3552 0.008762</div><input id='attrs-61a2a821-003f-402d-abfb-a36796c68b24' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61a2a821-003f-402d-abfb-a36796c68b24' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68e6c295-0672-4b76-ad66-a1260b9c2c57' class='xr-var-data-in' type='checkbox'><label for='data-68e6c295-0672-4b76-ad66-a1260b9c2c57' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.1815531 , 0.        ],\n",
       "         [0.14260994, 0.        ],\n",
       "         [0.22834396, 0.        ],\n",
       "         ...,\n",
       "         [0.1499905 , 0.10926844],\n",
       "         [0.22447859, 0.01613235],\n",
       "         [0.34698014, 0.0023816 ]],\n",
       "\n",
       "        [[0.19944852, 0.        ],\n",
       "         [0.14541148, 0.        ],\n",
       "         [0.2377752 , 0.        ],\n",
       "         ...,\n",
       "         [0.15421733, 0.1465582 ],\n",
       "         [0.23343663, 0.03149544],\n",
       "         [0.3624971 , 0.00676512]],\n",
       "\n",
       "        [[0.17625371, 0.        ],\n",
       "         [0.14140831, 0.        ],\n",
       "         [0.22533573, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.15162208, 0.16601091],\n",
       "         [0.22801753, 0.04267339],\n",
       "         [0.35316586, 0.01095633]],\n",
       "\n",
       "        [[0.17950072, 0.        ],\n",
       "         [0.1421646 , 0.        ],\n",
       "         [0.22719164, 0.        ],\n",
       "         ...,\n",
       "         [0.14951595, 0.12595762],\n",
       "         [0.22342381, 0.02217312],\n",
       "         [0.34511994, 0.00390258]],\n",
       "\n",
       "        [[0.19085283, 0.        ],\n",
       "         [0.14430884, 0.        ],\n",
       "         [0.23337575, 0.        ],\n",
       "         ...,\n",
       "         [0.15217504, 0.15686844],\n",
       "         [0.22919074, 0.03708912],\n",
       "         [0.35519933, 0.00876234]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>0.2543 0.0 0.2014 ... 0.704 0.01032</div><input id='attrs-bc1a281c-25ef-4147-b182-44489c3a15ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bc1a281c-25ef-4147-b182-44489c3a15ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2280d1af-cc01-49e9-a382-9c5e282ab54b' class='xr-var-data-in' type='checkbox'><label for='data-2280d1af-cc01-49e9-a382-9c5e282ab54b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.25430202, 0.        ],\n",
       "         [0.2014423 , 0.        ],\n",
       "         [0.31583818, 0.        ],\n",
       "         ...,\n",
       "         [0.21156136, 0.20197513],\n",
       "         [0.31084602, 0.03022603],\n",
       "         [0.45969091, 0.00446356]],\n",
       "\n",
       "        [[0.46238838, 0.        ],\n",
       "         [0.3494221 , 0.        ],\n",
       "         [0.53454925, 0.        ],\n",
       "         ...,\n",
       "         [0.36866399, 0.23199765],\n",
       "         [0.52673016, 0.05073734],\n",
       "         [0.72083234, 0.01090716]],\n",
       "\n",
       "        [[0.28947865, 0.        ],\n",
       "         [0.23462945, 0.        ],\n",
       "         [0.36355954, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.31929703, 0.13912204],\n",
       "         [0.46020511, 0.03597946],\n",
       "         [0.6473163 , 0.0092414 ]],\n",
       "\n",
       "        [[0.3191763 , 0.        ],\n",
       "         [0.2561073 , 0.        ],\n",
       "         [0.39575047, 0.        ],\n",
       "         ...,\n",
       "         [0.26871921, 0.21485129],\n",
       "         [0.38987949, 0.03840137],\n",
       "         [0.56208967, 0.00676206]],\n",
       "\n",
       "        [[0.43841044, 0.        ],\n",
       "         [0.34131216, 0.        ],\n",
       "         [0.51904945, 0.        ],\n",
       "         ...,\n",
       "         [0.35832189, 0.18275915],\n",
       "         [0.51147546, 0.04367375],\n",
       "         [0.70401208, 0.01032416]]]])</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'>0.1011 0.0 ... 0.261 0.003131</div><input id='attrs-7c531e76-33a1-4c3b-b1e2-bd2b1320fafc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c531e76-33a1-4c3b-b1e2-bd2b1320fafc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0b71688-5ccc-4f72-93c9-0ac395654588' class='xr-var-data-in' type='checkbox'><label for='data-b0b71688-5ccc-4f72-93c9-0ac395654588' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.10107988, 0.        ],\n",
       "         [0.08006922, 0.        ],\n",
       "         [0.12553925, 0.        ],\n",
       "         ...,\n",
       "         [0.08409134, 0.04441191],\n",
       "         [0.12355497, 0.00664634],\n",
       "         [0.18271778, 0.00098148]],\n",
       "\n",
       "        [[0.15959412, 0.        ],\n",
       "         [0.12060362, 0.        ],\n",
       "         [0.18450056, 0.        ],\n",
       "         ...,\n",
       "         [0.12724499, 0.05833396],\n",
       "         [0.18180179, 0.0127575 ],\n",
       "         [0.24879648, 0.00274252]],\n",
       "\n",
       "        [[0.1126764 , 0.        ],\n",
       "         [0.09132694, 0.        ],\n",
       "         [0.14151157, 0.        ],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.11691664, 0.05242661],\n",
       "         [0.1685128 , 0.01355846],\n",
       "         [0.23702709, 0.00348252]],\n",
       "\n",
       "        [[0.1192647 , 0.        ],\n",
       "         [0.09569808, 0.        ],\n",
       "         [0.14787771, 0.        ],\n",
       "         ...,\n",
       "         [0.1004107 , 0.0501488 ],\n",
       "         [0.14568393, 0.00896333],\n",
       "         [0.21003268, 0.00157834]],\n",
       "\n",
       "        [[0.1625523 , 0.        ],\n",
       "         [0.12655054, 0.        ],\n",
       "         [0.19245135, 0.        ],\n",
       "         ...,\n",
       "         [0.13285734, 0.05542111],\n",
       "         [0.18964309, 0.01324392],\n",
       "         [0.26103115, 0.00313077]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.1188</div><input id='attrs-d960e2b4-ac58-4128-bdc0-d8ac6750b1c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d960e2b4-ac58-4128-bdc0-d8ac6750b1c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ad919c9-d4b1-439a-8a11-54d3b26ae380' class='xr-var-data-in' type='checkbox'><label for='data-8ad919c9-d4b1-439a-8a11-54d3b26ae380' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.0005746 ],\n",
       "         [0.        , 0.        , 0.00114919],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10112895],\n",
       "         [0.        , 0.        , 0.10170355],\n",
       "         [0.        , 0.        , 0.10227814]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00061704],\n",
       "         [0.        , 0.        , 0.00123407],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10859852],\n",
       "         [0.        , 0.        , 0.10921556],\n",
       "         [0.        , 0.        , 0.1098326 ]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00063763],\n",
       "         [0.        , 0.        , 0.00127526],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.10826448],\n",
       "         [0.        , 0.        , 0.10887962],\n",
       "         [0.        , 0.        , 0.10949475]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.0006427 ],\n",
       "         [0.        , 0.        , 0.00128541],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.11311578],\n",
       "         [0.        , 0.        , 0.11375849],\n",
       "         [0.        , 0.        , 0.11440119]],\n",
       "\n",
       "        [[0.        , 0.        , 0.        ],\n",
       "         [0.        , 0.        , 0.00066721],\n",
       "         [0.        , 0.        , 0.00133443],\n",
       "         ...,\n",
       "         [0.        , 0.        , 0.11742978],\n",
       "         [0.        , 0.        , 0.118097  ],\n",
       "         [0.        , 0.        , 0.11876421]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.004958 -0.0007336 ... -0.001047</div><input id='attrs-8f90fe01-a8ab-4909-a2c4-a68651caeb9b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f90fe01-a8ab-4909-a2c4-a68651caeb9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82bc8464-4822-481e-81fa-72f1d6620311' class='xr-var-data-in' type='checkbox'><label for='data-82bc8464-4822-481e-81fa-72f1d6620311' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 4.95774954e-03, -7.33567038e-04,  1.35120980e-03,\n",
       "           3.60913017e-04],\n",
       "         [ 4.91480489e-03, -8.17891640e-03,  1.49348357e-02,\n",
       "           3.48460341e-04],\n",
       "         [ 4.80068044e-03, -1.55058127e-02,  2.76564051e-02,\n",
       "           3.15894122e-04],\n",
       "         ...,\n",
       "         [-3.48890034e-03, -4.40720905e-02, -5.71282093e-02,\n",
       "          -3.49324817e-06],\n",
       "         [-3.88681934e-03, -3.85097195e-02, -5.56113077e-02,\n",
       "           8.27099173e-05],\n",
       "         [-4.22844658e-03, -3.23896226e-02, -5.08844556e-02,\n",
       "           1.64138968e-04]],\n",
       "\n",
       "        [[-1.91829994e-03, -7.67045944e-04,  1.39027520e-03,\n",
       "          -3.60737980e-03],\n",
       "         [-1.90168339e-03, -8.55218996e-03,  1.53666229e-02,\n",
       "          -3.48291344e-03],\n",
       "         [-1.85752526e-03, -1.62134749e-02,  2.84559910e-02,\n",
       "          -3.15740919e-03],\n",
       "...\n",
       "         [ 2.12488169e-03, -4.28884689e-02, -6.62110620e-02,\n",
       "          -1.11804100e-05],\n",
       "         [ 2.36723049e-03, -3.74754837e-02, -6.44529872e-02,\n",
       "           2.64719466e-04],\n",
       "         [ 2.57529532e-03, -3.15197511e-02, -5.89746097e-02,\n",
       "           5.25339421e-04]],\n",
       "\n",
       "        [[ 2.54979593e-03, -7.89712225e-04,  1.30416691e-03,\n",
       "          -2.30323730e-03],\n",
       "         [ 2.52770928e-03, -8.80490798e-03,  1.44148736e-02,\n",
       "          -2.22376811e-03],\n",
       "         [ 2.46901449e-03, -1.66925846e-02,  2.66935367e-02,\n",
       "          -2.01594039e-03],\n",
       "         ...,\n",
       "         [-1.79435928e-03, -4.74452461e-02, -5.51392685e-02,\n",
       "           2.22928493e-05],\n",
       "         [-1.99901106e-03, -4.14571467e-02, -5.36751784e-02,\n",
       "          -5.27829582e-04],\n",
       "         [-2.17471169e-03, -3.48686345e-02, -4.91128936e-02,\n",
       "          -1.04748507e-03]]]])</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'>0.4922 0.4779 ... 0.5343 0.6067</div><input id='attrs-b5713732-5d2c-4dcb-a1cb-f16c992adb76' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5713732-5d2c-4dcb-a1cb-f16c992adb76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-972dd7b4-345a-40b9-98d1-0ddbc5a77f86' class='xr-var-data-in' type='checkbox'><label for='data-972dd7b4-345a-40b9-98d1-0ddbc5a77f86' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.49220889, 0.4778557 , 0.52914831, ..., 0.51013221,\n",
       "         0.51917242, 0.58383173],\n",
       "        [0.48253517, 0.45049399, 0.52080572, ..., 0.51854251,\n",
       "         0.53480922, 0.60298718],\n",
       "        [0.47454763, 0.45962161, 0.51570048, ..., 0.51005826,\n",
       "         0.52307717, 0.58981955],\n",
       "        ...,\n",
       "        [0.48926008, 0.46240409, 0.52518171, ..., 0.52222545,\n",
       "         0.52673797, 0.59369961],\n",
       "        [0.4825707 , 0.45873296, 0.52191945, ..., 0.52394809,\n",
       "         0.53235925, 0.59977951],\n",
       "        [0.4959653 , 0.4705083 , 0.53256606, ..., 0.51358231,\n",
       "         0.53398808, 0.6033219 ]],\n",
       "\n",
       "       [[0.49313542, 0.47023699, 0.53427596, ..., 0.52100609,\n",
       "         0.53929052, 0.60919536],\n",
       "        [0.47507318, 0.45462685, 0.51739271, ..., 0.50882137,\n",
       "         0.52278221, 0.5927206 ],\n",
       "        [0.48679539, 0.4649309 , 0.52513421, ..., 0.50546247,\n",
       "         0.51903428, 0.58642755],\n",
       "...\n",
       "        [0.4758345 , 0.45570457, 0.51577561, ..., 0.52293027,\n",
       "         0.53077526, 0.59669912],\n",
       "        [0.47775355, 0.45060018, 0.51827874, ..., 0.50838255,\n",
       "         0.5256123 , 0.59737514],\n",
       "        [0.47386164, 0.45007095, 0.5128358 , ..., 0.51514693,\n",
       "         0.53365051, 0.60339939]],\n",
       "\n",
       "       [[0.50039882, 0.46556837, 0.53151247, ..., 0.52511132,\n",
       "         0.53388285, 0.59841661],\n",
       "        [0.49167767, 0.4664165 , 0.52927345, ..., 0.51517028,\n",
       "         0.53146507, 0.60022269],\n",
       "        [0.46134556, 0.44465078, 0.50618606, ..., 0.50121153,\n",
       "         0.52522484, 0.59785904],\n",
       "        ...,\n",
       "        [0.48405405, 0.45770919, 0.52178695, ..., 0.50812578,\n",
       "         0.52762602, 0.59650458],\n",
       "        [0.47080929, 0.45636958, 0.51677125, ..., 0.50924621,\n",
       "         0.52166599, 0.59117525],\n",
       "        [0.47431334, 0.44413168, 0.51523983, ..., 0.51235169,\n",
       "         0.53432487, 0.60672243]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c20b5f6d-a096-4619-9ec2-ab8547ce5959' class='xr-section-summary-in' type='checkbox'  ><label for='section-c20b5f6d-a096-4619-9ec2-ab8547ce5959' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2a645c43-f9d0-425a-83a0-da7faa4507de' class='xr-index-data-in' type='checkbox'/><label for='index-2a645c43-f9d0-425a-83a0-da7faa4507de' 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-6e4b0e6f-dbff-4581-9786-ac7d190b90b0' class='xr-index-data-in' type='checkbox'/><label for='index-6e4b0e6f-dbff-4581-9786-ac7d190b90b0' 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>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d9d66936-a293-404e-8302-e1828e539363' class='xr-index-data-in' type='checkbox'/><label for='index-d9d66936-a293-404e-8302-e1828e539363' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1c70771f-c8e2-4a28-a108-8d88cf07eb53' class='xr-index-data-in' type='checkbox'/><label for='index-1c70771f-c8e2-4a28-a108-8d88cf07eb53' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-fa7b4725-e027-4a46-ab49-8d0094d0e1fb' class='xr-index-data-in' type='checkbox'/><label for='index-fa7b4725-e027-4a46-ab49-8d0094d0e1fb' 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;x1&#x27;, &#x27;x2&#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-3605b6c8-e599-4e72-bd77-03962214d9ac' class='xr-index-data-in' type='checkbox'/><label for='index-3605b6c8-e599-4e72-bd77-03962214d9ac' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-137ce7a7-73b6-4d6e-93d5-45994e1d54ce' class='xr-section-summary-in' type='checkbox'  checked><label for='section-137ce7a7-73b6-4d6e-93d5-45994e1d54ce' 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>2023-08-03T12:44:52.592010</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_posterior_predictive0b4ca7ea-3683-4c29-a57f-b3545d563c91\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_posterior_predictive0b4ca7ea-3683-4c29-a57f-b3545d563c91\" class = \"xr-section-summary\">posterior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
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       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
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       "\n",
       ".xr-section-summary {\n",
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       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
       ".xr-section-summary,\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-array-wrap {\n",
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       "\n",
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       "  grid-column: 1;\n",
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       "\n",
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       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
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       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
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       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
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       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
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       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-var-preview {\n",
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       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
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       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
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       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
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       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
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       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 4, draw: 1000, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0 1 2 3\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 0.4729 0.4781 ... 0.5132 0.5917\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:55.266426\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-d355aa8f-fc89-4510-b429-a1d0bf9b4dc5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d355aa8f-fc89-4510-b429-a1d0bf9b4dc5' 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'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-82ff6cad-6634-459f-84f1-dab1ef15b2a7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-82ff6cad-6634-459f-84f1-dab1ef15b2a7' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-f11de0f0-0719-4d14-8ea1-c2cf72782cb1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f11de0f0-0719-4d14-8ea1-c2cf72782cb1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f24257da-1a03-4723-adb2-51384267f9f5' class='xr-var-data-in' type='checkbox'><label for='data-f24257da-1a03-4723-adb2-51384267f9f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-7c308077-e1f1-46c5-8010-432fd95640bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c308077-e1f1-46c5-8010-432fd95640bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9dea70c-b199-4858-82a8-90e66585cff8' class='xr-var-data-in' type='checkbox'><label for='data-a9dea70c-b199-4858-82a8-90e66585cff8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-7aba07a0-cccf-41f5-9674-1818fa3b1a70' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7aba07a0-cccf-41f5-9674-1818fa3b1a70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d9fff1b-7c51-49ec-a55e-a84a2cb3d8b0' class='xr-var-data-in' type='checkbox'><label for='data-9d9fff1b-7c51-49ec-a55e-a84a2cb3d8b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fafb95b7-a5ef-4dda-8408-e8d1000670bf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fafb95b7-a5ef-4dda-8408-e8d1000670bf' 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>likelihood</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'>0.4729 0.4781 ... 0.5132 0.5917</div><input id='attrs-b7671a6c-14c4-43f7-a3c1-5b43282c856c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b7671a6c-14c4-43f7-a3c1-5b43282c856c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f1845135-7619-418f-81ca-7c86987e6839' class='xr-var-data-in' type='checkbox'><label for='data-f1845135-7619-418f-81ca-7c86987e6839' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.47287942, 0.47813078, 0.51465129, ..., 0.52427118,\n",
       "         0.48808257, 0.64502033],\n",
       "        [0.45271729, 0.43090349, 0.52388816, ..., 0.50669698,\n",
       "         0.56831357, 0.6213914 ],\n",
       "        [0.42171949, 0.43005445, 0.51474497, ..., 0.47139577,\n",
       "         0.52505306, 0.5843854 ],\n",
       "        ...,\n",
       "        [0.48602618, 0.46158674, 0.48214092, ..., 0.52001007,\n",
       "         0.5588568 , 0.64542187],\n",
       "        [0.47392491, 0.48522603, 0.57290291, ..., 0.5108139 ,\n",
       "         0.51097266, 0.57536919],\n",
       "        [0.52295468, 0.47749806, 0.5184336 , ..., 0.56059989,\n",
       "         0.50194709, 0.5448219 ]],\n",
       "\n",
       "       [[0.44534133, 0.49686391, 0.57126524, ..., 0.51129144,\n",
       "         0.51708924, 0.61947504],\n",
       "        [0.38988604, 0.48435177, 0.54436286, ..., 0.49925045,\n",
       "         0.52653   , 0.64186543],\n",
       "        [0.54005746, 0.48779086, 0.59584443, ..., 0.49281092,\n",
       "         0.51468331, 0.56969741],\n",
       "...\n",
       "        [0.45774182, 0.4412412 , 0.50929802, ..., 0.52677074,\n",
       "         0.53297208, 0.57374545],\n",
       "        [0.42837812, 0.44675722, 0.59275659, ..., 0.50487571,\n",
       "         0.50630096, 0.55256169],\n",
       "        [0.47478711, 0.43370699, 0.5517417 , ..., 0.48946988,\n",
       "         0.55556668, 0.60029659]],\n",
       "\n",
       "       [[0.50040094, 0.48237177, 0.48872577, ..., 0.57913077,\n",
       "         0.57688092, 0.63184387],\n",
       "        [0.46921747, 0.50867525, 0.53736652, ..., 0.53987552,\n",
       "         0.54848383, 0.62268496],\n",
       "        [0.47374027, 0.43857999, 0.52922524, ..., 0.42368666,\n",
       "         0.54641232, 0.60036874],\n",
       "        ...,\n",
       "        [0.51725923, 0.46773254, 0.54444294, ..., 0.50322911,\n",
       "         0.51189872, 0.59232263],\n",
       "        [0.50870318, 0.40132392, 0.51047115, ..., 0.50286732,\n",
       "         0.5106579 , 0.5727394 ],\n",
       "        [0.44793272, 0.41722096, 0.51152289, ..., 0.54099287,\n",
       "         0.51319513, 0.59169714]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-242b50ac-c1c0-4330-a0b9-77dd24eab96a' class='xr-section-summary-in' type='checkbox'  ><label for='section-242b50ac-c1c0-4330-a0b9-77dd24eab96a' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fdbefb2c-0911-437c-90ca-1c9f23987a8f' class='xr-index-data-in' type='checkbox'/><label for='index-fdbefb2c-0911-437c-90ca-1c9f23987a8f' 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-420a4629-ea8f-4b2a-b376-8546266eeb6e' class='xr-index-data-in' type='checkbox'/><label for='index-420a4629-ea8f-4b2a-b376-8546266eeb6e' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-526598e9-cbf5-4210-b9b6-4d7f0513c34a' class='xr-index-data-in' type='checkbox'/><label for='index-526598e9-cbf5-4210-b9b6-4d7f0513c34a' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d6ee1863-674f-4b83-9f22-2d99418bf9fb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d6ee1863-674f-4b83-9f22-2d99418bf9fb' 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>2023-08-03T12:44:55.266426</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_statsbf7f515f-af0a-42bc-b276-95f0b32db18e\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_statsbf7f515f-af0a-42bc-b276-95f0b32db18e\" class = \"xr-section-summary\">sample_stats</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (chain: 4, draw: 1000)\n",
       "Coordinates:\n",
       "  * chain                  (chain) int64 0 1 2 3\n",
       "  * draw                   (draw) int64 0 1 2 3 4 5 ... 994 995 996 997 998 999\n",
       "Data variables: (12/17)\n",
       "    process_time_diff      (chain, draw) float64 0.02484 0.03027 ... 0.04276\n",
       "    lp                     (chain, draw) float64 351.2 354.5 ... 353.0 353.4\n",
       "    max_energy_error       (chain, draw) float64 -0.03674 0.03495 ... 0.1954\n",
       "    step_size              (chain, draw) float64 0.07388 0.07388 ... 0.06563\n",
       "    reached_max_treedepth  (chain, draw) bool False False False ... False False\n",
       "    perf_counter_diff      (chain, draw) float64 0.02507 0.03056 ... 0.04421\n",
       "    ...                     ...\n",
       "    index_in_trajectory    (chain, draw) int64 -31 33 32 -28 43 ... 44 -9 38 29\n",
       "    energy                 (chain, draw) float64 -344.9 -345.2 ... -345.0 -346.9\n",
       "    largest_eigval         (chain, draw) float64 nan nan nan nan ... nan nan nan\n",
       "    n_steps                (chain, draw) float64 63.0 63.0 63.0 ... 63.0 127.0\n",
       "    tree_depth             (chain, draw) int64 6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 7\n",
       "    diverging              (chain, draw) bool False False False ... False False\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.608151\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-16a7230b-4ffc-4b5f-9a62-f35bf8980c04' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-16a7230b-4ffc-4b5f-9a62-f35bf8980c04' 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-c6abb7ec-570f-46ef-97dd-0d6411cc7bfb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c6abb7ec-570f-46ef-97dd-0d6411cc7bfb' 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-1f011571-decc-4e81-bd4d-a0dd22f2fc45' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f011571-decc-4e81-bd4d-a0dd22f2fc45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69996297-5fc2-4aa2-a6de-c8e8aa285f36' class='xr-var-data-in' type='checkbox'><label for='data-69996297-5fc2-4aa2-a6de-c8e8aa285f36' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-920dc8e1-728c-485f-96ec-a104806dd479' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-920dc8e1-728c-485f-96ec-a104806dd479' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61a03267-4ca5-4df1-bc37-a6e29753904b' class='xr-var-data-in' type='checkbox'><label for='data-61a03267-4ca5-4df1-bc37-a6e29753904b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-165da019-d326-46b6-a50b-b193e983ffa6' class='xr-section-summary-in' type='checkbox'  ><label for='section-165da019-d326-46b6-a50b-b193e983ffa6' 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>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'>0.02484 0.03027 ... 0.02287 0.04276</div><input id='attrs-60a5fb42-7a3f-46b1-a8d2-658dcf79a5de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-60a5fb42-7a3f-46b1-a8d2-658dcf79a5de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebecd373-f064-4eb2-9cc3-1c385ba29a4e' class='xr-var-data-in' type='checkbox'><label for='data-ebecd373-f064-4eb2-9cc3-1c385ba29a4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02484465, 0.03026824, 0.0275498 , ..., 0.02033344, 0.0246395 ,\n",
       "        0.01992772],\n",
       "       [0.03949065, 0.01371447, 0.02974776, ..., 0.01909351, 0.01244942,\n",
       "        0.02200291],\n",
       "       [0.02418727, 0.02139096, 0.02423729, ..., 0.02853269, 0.02975177,\n",
       "        0.01429801],\n",
       "       [0.04396229, 0.04085172, 0.03761578, ..., 0.03177199, 0.02286654,\n",
       "        0.04275852]])</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'>351.2 354.5 353.6 ... 353.0 353.4</div><input id='attrs-3e310d24-b04e-4982-9de9-03b66eca3844' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e310d24-b04e-4982-9de9-03b66eca3844' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e35241b-efd9-456d-a2a2-87c076f64063' class='xr-var-data-in' type='checkbox'><label for='data-2e35241b-efd9-456d-a2a2-87c076f64063' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[351.15588188, 354.49917291, 353.62608315, ..., 352.73204341,\n",
       "        355.68605299, 354.62048964],\n",
       "       [348.97647245, 358.33147522, 356.24118053, ..., 355.5669823 ,\n",
       "        353.41596179, 349.40172304],\n",
       "       [355.33330248, 354.11476965, 353.02275297, ..., 356.37076335,\n",
       "        355.23282234, 357.27840173],\n",
       "       [355.46829925, 356.75307698, 352.46180604, ..., 354.23307794,\n",
       "        352.95911501, 353.3783564 ]])</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'>-0.03674 0.03495 ... 0.2547 0.1954</div><input id='attrs-28d8ca5a-eb5c-449e-a92f-c76289ec6780' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28d8ca5a-eb5c-449e-a92f-c76289ec6780' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9973be77-9c7c-4f26-baad-33f5d736401e' class='xr-var-data-in' type='checkbox'><label for='data-9973be77-9c7c-4f26-baad-33f5d736401e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.03674255,  0.03494822,  0.3392237 , ...,  0.18039873,\n",
       "         0.26088542,  0.49621841],\n",
       "       [ 0.13823553, -0.18089455,  0.03477711, ..., -0.14652744,\n",
       "        -0.09281548,  0.35230766],\n",
       "       [ 0.03755447, -0.0662405 ,  0.03674591, ...,  0.1285427 ,\n",
       "         0.01519062,  0.13618743],\n",
       "       [ 0.30428744, -0.2446454 , -0.02112695, ..., -0.02632085,\n",
       "         0.25474352,  0.19543155]])</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'>0.07388 0.07388 ... 0.06563 0.06563</div><input id='attrs-5fbac77a-23ea-4fa1-9b18-69bbed9f5063' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5fbac77a-23ea-4fa1-9b18-69bbed9f5063' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fd0537a-8c7f-49dd-9fdf-f05a0148ae2a' class='xr-var-data-in' type='checkbox'><label for='data-8fd0537a-8c7f-49dd-9fdf-f05a0148ae2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.07388311, 0.07388311, 0.07388311, ..., 0.07388311, 0.07388311,\n",
       "        0.07388311],\n",
       "       [0.0714658 , 0.0714658 , 0.0714658 , ..., 0.0714658 , 0.0714658 ,\n",
       "        0.0714658 ],\n",
       "       [0.08111642, 0.08111642, 0.08111642, ..., 0.08111642, 0.08111642,\n",
       "        0.08111642],\n",
       "       [0.06562828, 0.06562828, 0.06562828, ..., 0.06562828, 0.06562828,\n",
       "        0.06562828]])</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-edcff75e-5741-4c08-92b8-ad69ad150bea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-edcff75e-5741-4c08-92b8-ad69ad150bea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de2889d1-2f84-4594-9c9f-5793804014b9' class='xr-var-data-in' type='checkbox'><label for='data-de2889d1-2f84-4594-9c9f-5793804014b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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>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'>0.02507 0.03056 ... 0.02366 0.04421</div><input id='attrs-fdacfa15-a23e-41d6-99d0-bd0137bec28d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdacfa15-a23e-41d6-99d0-bd0137bec28d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4aae6a4-df37-4473-af53-0e9bb9bebb97' class='xr-var-data-in' type='checkbox'><label for='data-a4aae6a4-df37-4473-af53-0e9bb9bebb97' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.02507298, 0.03056349, 0.02787485, ..., 0.02106091, 0.02582147,\n",
       "        0.02055384],\n",
       "       [0.04002584, 0.01379189, 0.03068306, ..., 0.01909887, 0.0124605 ,\n",
       "        0.02201315],\n",
       "       [0.02420191, 0.02140715, 0.02440291, ..., 0.03021452, 0.03137594,\n",
       "        0.01493147],\n",
       "       [0.05295574, 0.0466779 , 0.03982227, ..., 0.03293008, 0.02366477,\n",
       "        0.04420793]])</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'>0.07122 0.07122 ... 0.07193 0.07193</div><input id='attrs-7f3b1876-2341-4535-bde3-c495a06adcf8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f3b1876-2341-4535-bde3-c495a06adcf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b6bd854-04de-4f1a-bb06-3d97cc77e36f' class='xr-var-data-in' type='checkbox'><label for='data-2b6bd854-04de-4f1a-bb06-3d97cc77e36f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.07121798, 0.07121798, 0.07121798, ..., 0.07121798, 0.07121798,\n",
       "        0.07121798],\n",
       "       [0.07661654, 0.07661654, 0.07661654, ..., 0.07661654, 0.07661654,\n",
       "        0.07661654],\n",
       "       [0.06641153, 0.06641153, 0.06641153, ..., 0.06641153, 0.06641153,\n",
       "        0.06641153],\n",
       "       [0.071931  , 0.071931  , 0.071931  , ..., 0.071931  , 0.071931  ,\n",
       "        0.071931  ]])</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-4fac579a-8901-4004-939f-dba360019616' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4fac579a-8901-4004-939f-dba360019616' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ff05159-8e6f-404d-ac1d-e16e00cd5321' class='xr-var-data-in' type='checkbox'><label for='data-4ff05159-8e6f-404d-ac1d-e16e00cd5321' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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>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'>0.9998 0.9916 ... 0.8754 0.9391</div><input id='attrs-b4799b65-5500-4f98-8041-4f836012916f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b4799b65-5500-4f98-8041-4f836012916f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67568a1c-ca59-4cb6-b441-336107246711' class='xr-var-data-in' type='checkbox'><label for='data-67568a1c-ca59-4cb6-b441-336107246711' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.99981323, 0.99156617, 0.86087927, ..., 0.9423506 , 0.9186242 ,\n",
       "        0.83478816],\n",
       "       [0.9490059 , 0.99982621, 0.98453782, ..., 0.98754873, 0.97686967,\n",
       "        0.86907628],\n",
       "       [0.98896688, 0.99065932, 0.99177597, ..., 0.95280949, 0.99488913,\n",
       "        0.91630383],\n",
       "       [0.88759452, 0.990825  , 0.99666295, ..., 0.99622014, 0.87535508,\n",
       "        0.93914408]])</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'>1.442e+04 1.442e+04 ... 1.444e+04</div><input id='attrs-f7bb6930-6a63-46ce-ad21-71e12b2b03f3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f7bb6930-6a63-46ce-ad21-71e12b2b03f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe8c9ea9-5d14-4c6e-ad17-af627096d47c' class='xr-var-data-in' type='checkbox'><label for='data-fe8c9ea9-5d14-4c6e-ad17-af627096d47c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[14416.2873664 , 14416.31274647, 14416.34360081, ...,\n",
       "        14441.42891612, 14441.45019966, 14441.47626545],\n",
       "       [14410.82677097, 14410.86706909, 14410.88139978, ...,\n",
       "        14436.66757347, 14436.68689378, 14436.69960516],\n",
       "       [14409.35345573, 14409.37791282, 14409.39967388, ...,\n",
       "        14435.89103034, 14435.92153093, 14435.95342922],\n",
       "       [14412.12049024, 14412.173873  , 14412.22084097, ...,\n",
       "        14437.55382856, 14437.58701967, 14437.61093389]])</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'>-0.01344 0.02138 ... 0.09381 0.1034</div><input id='attrs-5eb4cd9e-1cf0-4d08-a1fc-c9af8412f42f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5eb4cd9e-1cf0-4d08-a1fc-c9af8412f42f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83b12177-990a-4d2b-9c67-5ea653276184' class='xr-var-data-in' type='checkbox'><label for='data-83b12177-990a-4d2b-9c67-5ea653276184' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.01343999,  0.02138095,  0.19201605, ...,  0.10314587,\n",
       "        -0.12546418, -0.01132211],\n",
       "       [ 0.13080946, -0.18089455,  0.02378239, ..., -0.01192367,\n",
       "        -0.03935264,  0.15098095],\n",
       "       [ 0.01433681, -0.00304629,  0.00828812, ..., -0.0148316 ,\n",
       "         0.01148575,  0.04128621],\n",
       "       [ 0.11345492, -0.20100975,  0.00464202, ..., -0.0210118 ,\n",
       "         0.09381406,  0.10337544]])</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'>-31 33 32 -28 43 ... 44 -9 38 29</div><input id='attrs-305acee7-ce7e-4d5d-878f-61238b4f12be' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-305acee7-ce7e-4d5d-878f-61238b4f12be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8053bc2-0736-4c2e-bda9-dad71bd7b5e0' class='xr-var-data-in' type='checkbox'><label for='data-b8053bc2-0736-4c2e-bda9-dad71bd7b5e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-31,  33,  32, ..., -37, -41, -32],\n",
       "       [-12,  18, -10, ...,  33, -11, -23],\n",
       "       [-15, -59, -10, ..., -38,  35,  14],\n",
       "       [ 48, -28, -34, ...,  -9,  38,  29]])</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'>-344.9 -345.2 ... -345.0 -346.9</div><input id='attrs-a5bd830b-8b92-423f-8fc5-3459279323af' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a5bd830b-8b92-423f-8fc5-3459279323af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-757c5c3a-a5a6-4ac3-bfdf-7cc5ddbac58b' class='xr-var-data-in' type='checkbox'><label for='data-757c5c3a-a5a6-4ac3-bfdf-7cc5ddbac58b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-344.93870218, -345.16252633, -346.5464796 , ..., -345.62667989,\n",
       "        -345.34434866, -345.90163116],\n",
       "       [-333.85438495, -345.87424529, -349.06552382, ..., -352.20633888,\n",
       "        -349.62907148, -341.99915893],\n",
       "       [-344.87714537, -350.74551005, -345.76644887, ..., -348.45764188,\n",
       "        -347.33084329, -349.89438043],\n",
       "       [-349.3319774 , -344.49423483, -346.52038173, ..., -348.01416215,\n",
       "        -344.95524551, -346.92667977]])</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-20440ce5-3e8b-47fd-9373-23314786393a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20440ce5-3e8b-47fd-9373-23314786393a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5c9ec77-e448-4b3d-bceb-a9dd4f6fee76' class='xr-var-data-in' type='checkbox'><label for='data-c5c9ec77-e448-4b3d-bceb-a9dd4f6fee76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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>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'>63.0 63.0 63.0 ... 63.0 63.0 127.0</div><input id='attrs-8828481d-ad56-4fe8-814a-073b87918065' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8828481d-ad56-4fe8-814a-073b87918065' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33b91291-b601-4e12-9f2d-9f863130d34e' class='xr-var-data-in' type='checkbox'><label for='data-33b91291-b601-4e12-9f2d-9f863130d34e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 63.,  63.,  63., ...,  63.,  63.,  63.],\n",
       "       [ 63.,  31.,  63., ...,  63.,  31.,  63.],\n",
       "       [ 63.,  63.,  63., ...,  63.,  63.,  31.],\n",
       "       [ 63.,  63.,  63., ...,  63.,  63., 127.]])</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'>6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 6 7</div><input id='attrs-5ff25520-77f5-44f2-808c-4401021b47c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ff25520-77f5-44f2-808c-4401021b47c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9d2b0e8-edc7-4612-93f4-aa55b16e0a22' class='xr-var-data-in' type='checkbox'><label for='data-f9d2b0e8-edc7-4612-93f4-aa55b16e0a22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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, 6, 6, ..., 6, 6, 6],\n",
       "       [6, 5, 6, ..., 6, 5, 6],\n",
       "       [6, 6, 6, ..., 6, 6, 5],\n",
       "       [6, 6, 6, ..., 6, 6, 7]])</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-18127200-8839-42b7-9179-2c53bc3af0bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-18127200-8839-42b7-9179-2c53bc3af0bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4bd6da8e-2165-4415-8a04-252a4c02c1a2' class='xr-var-data-in' type='checkbox'><label for='data-4bd6da8e-2165-4415-8a04-252a4c02c1a2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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></ul></div></li><li class='xr-section-item'><input id='section-e9998314-3c8b-43c4-8993-ee944b843cd7' class='xr-section-summary-in' type='checkbox'  ><label for='section-e9998314-3c8b-43c4-8993-ee944b843cd7' 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-5f02a29f-7307-4afd-8cd2-a63f1550defa' class='xr-index-data-in' type='checkbox'/><label for='index-5f02a29f-7307-4afd-8cd2-a63f1550defa' 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-dc17eabc-2119-4f6b-9f78-b3f9ac1be42a' class='xr-index-data-in' type='checkbox'/><label for='index-dc17eabc-2119-4f6b-9f78-b3f9ac1be42a' 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-e2445f09-b482-4b5f-940c-be6a64f675f0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e2445f09-b482-4b5f-940c-be6a64f675f0' 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>2023-08-03T12:44:52.608151</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</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_prior318825bb-edfd-44e4-bcb6-1828e0e1e1a7\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
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       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "\n",
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       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
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       "\n",
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       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
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       "\n",
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       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
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       "\n",
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       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
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       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
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       "\n",
       ".xr-section-inline-details {\n",
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       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
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       "  margin-bottom: 5px;\n",
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       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
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       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
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       "\n",
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       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
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       "\n",
       ".xr-array-preview,\n",
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       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
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       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
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       "  display: inline-block;\n",
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       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
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       "  padding: 0 !important;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
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       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
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       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       "\n",
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       "  grid-column: 2 / 5;\n",
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       "\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
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       "\n",
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       "\n",
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       ".xr-index-name div,\n",
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       "\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
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       "  float: left;\n",
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       "  width: auto;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
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       "\n",
       ".xr-attrs dt:hover span {\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
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       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 1, draw: 500, channel: 2, control: 3,\n",
       "                                fourier_mode: 4, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 495 496 497 498 499\n",
       "  * channel                    (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * control                    (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode               (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_ord...\n",
       "  * date                       (date) &lt;U10 &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    beta_channel               (chain, draw, channel) float64 1.418 ... 1.259\n",
       "    gamma_control              (chain, draw, control) float64 3.665 ... -1.201\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 0.08728 .....\n",
       "    channel_contributions      (chain, draw, date, channel) float64 0.2905 .....\n",
       "    intercept                  (chain, draw) float64 -3.807 -1.606 ... -0.598\n",
       "    lam                        (chain, draw, channel) float64 1.372 ... 1.678\n",
       "    ...                         ...\n",
       "    mu                         (chain, draw, date) float64 -3.19 ... -212.0\n",
       "    alpha                      (chain, draw, channel) float64 0.0521 ... 0.7527\n",
       "    channel_adstock            (chain, draw, date, channel) float64 0.303 ......\n",
       "    control_contributions      (chain, draw, date, control) float64 0.0 ... -...\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 0.2049 .....\n",
       "    sigma                      (chain, draw) float64 2.361 0.3904 ... 2.132\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:54.644498\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-a19b6876-d98e-4f0c-b950-16fa3a6876ad' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a19b6876-d98e-4f0c-b950-16fa3a6876ad' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f096a830-6d2b-410a-a3e3-b394bf3e376a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f096a830-6d2b-410a-a3e3-b394bf3e376a' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-02ad7b10-ba04-43e9-b5cf-042be1c29ee7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02ad7b10-ba04-43e9-b5cf-042be1c29ee7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01a6f20c-40cd-450e-b007-f37116fa50eb' class='xr-var-data-in' type='checkbox'><label for='data-01a6f20c-40cd-450e-b007-f37116fa50eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-000c4d36-6e65-4a36-8be8-ec89bbb28491' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-000c4d36-6e65-4a36-8be8-ec89bbb28491' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-264add8a-36db-41ab-910f-2c5d65c086e9' class='xr-var-data-in' type='checkbox'><label for='data-264add8a-36db-41ab-910f-2c5d65c086e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>&lt;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-b0c98dab-4f84-4047-bc7c-c460bb181dc5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b0c98dab-4f84-4047-bc7c-c460bb181dc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-42d5b64d-3ebf-4683-8315-be4ee2855957' class='xr-var-data-in' type='checkbox'><label for='data-42d5b64d-3ebf-4683-8315-be4ee2855957' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-cf502587-ce97-4f24-9297-89677b5a6376' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cf502587-ce97-4f24-9297-89677b5a6376' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e7ec0ef-390d-45a3-976e-281bc12d71bb' class='xr-var-data-in' type='checkbox'><label for='data-0e7ec0ef-390d-45a3-976e-281bc12d71bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-08710123-d6f4-4168-9e98-c20c5bb674d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08710123-d6f4-4168-9e98-c20c5bb674d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62c7ed2b-7a97-4151-9e92-d57e3df91bff' class='xr-var-data-in' type='checkbox'><label for='data-62c7ed2b-7a97-4151-9e92-d57e3df91bff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-b80eeab2-8540-4514-bb4e-c9e9e64f08d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b80eeab2-8540-4514-bb4e-c9e9e64f08d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-932cde6b-f1dd-4035-a03a-cc215d460b29' class='xr-var-data-in' type='checkbox'><label for='data-932cde6b-f1dd-4035-a03a-cc215d460b29' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9644b0f-1b2e-46a7-890d-7e43c02e7a75' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9644b0f-1b2e-46a7-890d-7e43c02e7a75' class='xr-section-summary' >Data variables: <span>(13)</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>beta_channel</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'>1.418 1.277 0.1118 ... 4.541 1.259</div><input id='attrs-f7fa9291-ac2d-428b-a774-ed6a0136fa03' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f7fa9291-ac2d-428b-a774-ed6a0136fa03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7c73c758-e6b3-4087-8571-ac32b1d59fed' class='xr-var-data-in' type='checkbox'><label for='data-7c73c758-e6b3-4087-8571-ac32b1d59fed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[1.41771409e+00, 1.27651456e+00],\n",
       "        [1.11759230e-01, 1.00391763e+00],\n",
       "        [1.66078493e+00, 3.20596683e+00],\n",
       "        [3.20419089e+00, 9.87694132e-01],\n",
       "        [3.55738705e+00, 1.17779302e+00],\n",
       "        [1.57480200e+00, 2.96252368e-01],\n",
       "        [3.26279685e+00, 1.56043278e+00],\n",
       "        [1.27876003e+00, 1.10874401e-01],\n",
       "        [3.54175229e-01, 7.43369192e-04],\n",
       "        [2.38913960e+00, 1.67625422e+00],\n",
       "        [1.75669724e+00, 5.02332389e-02],\n",
       "        [2.38221787e-01, 2.21589489e+00],\n",
       "        [1.15402728e+00, 1.28912514e+00],\n",
       "        [9.01387641e-01, 2.27254179e+00],\n",
       "        [1.97424890e+00, 7.10213090e-01],\n",
       "        [3.01153104e+00, 1.13393205e-01],\n",
       "        [1.80193915e+00, 2.84006410e-01],\n",
       "        [1.94642714e+00, 9.86562999e-01],\n",
       "        [2.61711365e-01, 2.05874501e+00],\n",
       "        [6.98596308e-01, 2.07954266e-01],\n",
       "...\n",
       "        [1.95652787e+00, 3.39117422e-01],\n",
       "        [2.91587674e+00, 3.44216753e-02],\n",
       "        [3.36193824e+00, 1.02603402e-01],\n",
       "        [8.08479560e-02, 1.91336022e+00],\n",
       "        [2.23524656e+00, 1.10874283e+00],\n",
       "        [1.07506579e+00, 7.46518481e-03],\n",
       "        [2.78408481e+00, 5.37883336e-02],\n",
       "        [2.21400711e+00, 4.95268830e-01],\n",
       "        [6.58985171e-01, 2.47089791e+00],\n",
       "        [3.60840473e-01, 1.27136115e-01],\n",
       "        [1.39541597e+00, 7.09987659e-01],\n",
       "        [2.12174075e-01, 1.75399689e+00],\n",
       "        [4.06291582e+00, 9.94070662e-01],\n",
       "        [6.66311684e-01, 9.11884110e-01],\n",
       "        [1.71819776e+00, 6.33663220e-01],\n",
       "        [4.54245357e+00, 1.15071969e+00],\n",
       "        [1.07630282e+00, 2.20479058e+00],\n",
       "        [1.81437141e+00, 1.11845209e+00],\n",
       "        [4.54819610e+00, 7.58313974e-01],\n",
       "        [4.54092801e+00, 1.25927449e+00]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.665 4.476 ... -0.5954 -1.201</div><input id='attrs-a7db51a5-4290-4332-9daa-95db90b7418a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a7db51a5-4290-4332-9daa-95db90b7418a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4784df67-0119-4307-b75e-8d28a4eef54b' class='xr-var-data-in' type='checkbox'><label for='data-4784df67-0119-4307-b75e-8d28a4eef54b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 3.66482459,  4.47564534,  3.04612384],\n",
       "        [ 1.8484942 ,  2.98944803,  0.45814775],\n",
       "        [-1.28487187,  0.87898241,  0.0175121 ],\n",
       "        ...,\n",
       "        [-0.08253424,  1.42715996, -2.11053585],\n",
       "        [-0.33669504,  1.06259901,  2.12543441],\n",
       "        [ 0.84511814, -0.59539134, -1.20094649]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08728 -0.1613 ... -0.1337 2.467</div><input id='attrs-e79319fe-8404-4c32-85fb-dae3c588654c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e79319fe-8404-4c32-85fb-dae3c588654c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3afc9cc2-a7fb-49d2-a957-0860018ec0ca' class='xr-var-data-in' type='checkbox'><label for='data-3afc9cc2-a7fb-49d2-a957-0860018ec0ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.08727895, -0.16125849, -0.71021385, -0.22046244],\n",
       "        [-0.98480157, -0.09054815, -0.17627153, -2.0710989 ],\n",
       "        [ 0.90703613, -0.41613027,  4.51566395, -0.68117658],\n",
       "        ...,\n",
       "        [ 3.34541511, -2.06247692,  0.15811203,  0.74631286],\n",
       "        [ 2.17838564, -0.08109065,  0.59851762, -0.07118254],\n",
       "        [-0.32304809, -0.14205784, -0.13366498,  2.46669554]]])</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'>0.2905 0.0 0.119 ... 3.186 0.1076</div><input id='attrs-6b85715c-2bac-4a63-934e-e3afae726fa6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b85715c-2bac-4a63-934e-e3afae726fa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95232a8a-c39d-48cd-b851-ea4ee7ac40cc' class='xr-var-data-in' type='checkbox'><label for='data-95232a8a-c39d-48cd-b851-ea4ee7ac40cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[2.90516504e-01, 0.00000000e+00],\n",
       "         [1.19033514e-01, 0.00000000e+00],\n",
       "         [2.73228572e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.66297245e-01, 6.33972700e-03],\n",
       "         [2.64799160e-01, 4.44643693e-05],\n",
       "         [4.08043786e-01, 3.11853158e-07]],\n",
       "\n",
       "        [[5.97122984e-02, 0.00000000e+00],\n",
       "         [3.73626697e-02, 0.00000000e+00],\n",
       "         [6.21567495e-02, 0.00000000e+00],\n",
       "         ...,\n",
       "         [4.23183280e-02, 2.28024037e-01],\n",
       "         [6.13012219e-02, 5.21924459e-02],\n",
       "         [8.33391527e-02, 1.17514998e-02]],\n",
       "\n",
       "        [[6.69743994e-01, 0.00000000e+00],\n",
       "         [2.91719758e-01, 0.00000000e+00],\n",
       "         [6.35954640e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [2.32507655e-01, 1.30642798e-02],\n",
       "         [3.74909454e-01, 1.20254676e-04],\n",
       "         [5.75214477e-01, 1.10687536e-06]],\n",
       "\n",
       "        [[1.19848505e+00, 0.00000000e+00],\n",
       "         [1.03161115e+00, 0.00000000e+00],\n",
       "         [1.58491311e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.09437874e+00, 4.19086610e-02],\n",
       "         [1.57037339e+00, 2.10121606e-03],\n",
       "         [2.28147106e+00, 1.05243910e-04]],\n",
       "\n",
       "        [[2.26777159e+00, 0.00000000e+00],\n",
       "         [1.35144884e+00, 0.00000000e+00],\n",
       "         [2.32981154e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.56231581e+00, 2.35940757e-01],\n",
       "         [2.29549604e+00, 1.78506809e-01],\n",
       "         [3.18647033e+00, 1.07580873e-01]]]])</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'>-3.807 -1.606 ... 0.5065 -0.598</div><input id='attrs-63815ad1-2171-43c2-ab0b-576a1027ef20' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-63815ad1-2171-43c2-ab0b-576a1027ef20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-132f6819-fd4c-4130-86ad-a832e15e3b42' class='xr-var-data-in' type='checkbox'><label for='data-132f6819-fd4c-4130-86ad-a832e15e3b42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-3.80664915e+00, -1.60632722e+00, -2.23287081e+00,\n",
       "         1.09787805e+00,  1.76016341e+00, -1.88967081e+00,\n",
       "         6.07935349e-01, -3.79703233e+00, -1.15201037e+00,\n",
       "        -1.18584205e+00, -8.74344532e-01,  2.56337702e+00,\n",
       "         3.46090683e+00, -3.77754708e-01,  2.04130032e-01,\n",
       "         1.17706005e+00,  1.74583787e+00,  7.49616077e-01,\n",
       "        -4.60983997e-01, -1.81504417e+00,  5.85722649e+00,\n",
       "         8.86564381e-01, -1.20215513e+00,  2.94730415e-01,\n",
       "         6.09652104e-01,  9.11875687e-01, -4.38947169e+00,\n",
       "         6.89550084e-01,  2.06504837e+00,  2.74654396e+00,\n",
       "         2.38194873e+00, -8.94219085e-01,  3.91248163e+00,\n",
       "        -3.29180346e+00, -1.34649410e+00,  8.96551388e-02,\n",
       "        -2.90473580e+00,  9.72659269e-02, -1.92257214e+00,\n",
       "        -1.11137240e+00, -2.81659882e+00, -5.70027859e+00,\n",
       "         3.62964271e-01, -2.80605209e-01, -2.22468885e+00,\n",
       "         1.98732785e+00,  2.84508165e+00,  2.96739935e+00,\n",
       "        -3.48394576e+00, -2.02887307e-01, -1.34791202e+00,\n",
       "        -1.83266609e+00, -1.85205186e+00,  1.95568463e-01,\n",
       "        -1.17267467e+00, -1.03010248e+00,  7.57360596e-01,\n",
       "        -2.01141799e-01,  5.62960478e-01,  2.60324891e+00,\n",
       "...\n",
       "         1.12283454e+00, -3.26569052e+00,  1.53617785e+00,\n",
       "        -2.39620849e+00,  1.59846579e+00, -5.76747003e-01,\n",
       "        -1.46739063e+00, -5.24181191e-02,  1.40837723e+00,\n",
       "        -6.04833598e-01,  1.59690714e+00,  1.64638048e+00,\n",
       "        -1.00528212e+00,  2.28411724e-01, -4.10244097e-01,\n",
       "         4.84134507e-01,  1.93437760e+00,  7.88297884e-01,\n",
       "        -1.61553946e+00,  3.04686958e-01, -2.70082064e+00,\n",
       "        -6.14513806e+00, -7.08004311e-01, -3.02819776e+00,\n",
       "         1.23298734e+00, -4.19611758e+00,  4.87400474e-01,\n",
       "         6.07163435e+00,  1.68453167e+00,  3.98394979e+00,\n",
       "         2.15590303e+00,  7.25736371e-01, -4.07869462e+00,\n",
       "         3.34821766e+00,  2.54238707e+00, -2.22477173e+00,\n",
       "        -3.74008812e-01,  8.12533823e-01,  1.49192715e+00,\n",
       "         5.33468705e+00,  1.00686622e+00,  4.50202281e+00,\n",
       "        -6.06565848e-01, -2.36020627e-02,  1.97849581e+00,\n",
       "         1.93642563e+00, -3.92982412e-01,  1.78024985e+00,\n",
       "        -2.67678489e+00,  9.31340283e-01,  1.95256632e+00,\n",
       "        -1.49401961e+00,  3.05449438e-01,  1.20708956e+00,\n",
       "        -1.03227911e+00, -1.60946736e+00, -5.37938207e-01,\n",
       "         5.06498336e-01, -5.98010433e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>1.372 1.643 4.847 ... 4.326 1.678</div><input id='attrs-53e12085-045d-4ae5-aaa2-2908a69f66b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-53e12085-045d-4ae5-aaa2-2908a69f66b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2acc92ca-fc06-46c9-89ac-2c730e3c820b' class='xr-var-data-in' type='checkbox'><label for='data-2acc92ca-fc06-46c9-89ac-2c730e3c820b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 1.3720548 ,  1.64270887],\n",
       "        [ 4.846812  ,  3.05089387],\n",
       "        [ 2.85303097,  5.08265535],\n",
       "        [ 3.90491712,  3.31338982],\n",
       "        [ 4.45846384,  5.23646078],\n",
       "        [ 1.69843734,  0.76837954],\n",
       "        [ 8.02190759,  1.38004493],\n",
       "        [ 3.27879988,  6.93637645],\n",
       "        [ 3.28594503,  3.58567522],\n",
       "        [ 1.98321149,  1.22753861],\n",
       "        [ 9.93484412,  1.20314043],\n",
       "        [ 1.62539436,  4.38944859],\n",
       "        [ 5.96540237,  3.92421575],\n",
       "        [ 8.17722329,  3.87321514],\n",
       "        [ 5.12222528,  0.70012007],\n",
       "        [ 3.37302323,  3.22603354],\n",
       "        [ 2.19312691,  2.65267639],\n",
       "        [ 2.86273852,  1.68693716],\n",
       "        [ 1.64905395,  1.4875959 ],\n",
       "        [ 4.58132884,  0.89593771],\n",
       "...\n",
       "        [ 1.51059352,  5.06906401],\n",
       "        [ 3.8870985 ,  0.71907266],\n",
       "        [ 1.14851796,  2.68981586],\n",
       "        [ 1.93168394,  8.08156595],\n",
       "        [ 3.2294571 ,  2.62666351],\n",
       "        [ 4.51877697, 10.45226595],\n",
       "        [ 2.69223401,  1.05351076],\n",
       "        [ 1.32245143,  4.03977294],\n",
       "        [ 1.46040357,  5.91052485],\n",
       "        [ 1.99781008,  2.19104807],\n",
       "        [ 3.46922155,  1.32888381],\n",
       "        [ 5.46855487,  2.52903811],\n",
       "        [ 1.56943531,  3.5625068 ],\n",
       "        [ 0.58488156,  5.23058655],\n",
       "        [ 0.67068795,  1.35500863],\n",
       "        [ 3.02724692,  0.96446992],\n",
       "        [ 4.70293848,  2.71689166],\n",
       "        [ 1.49472697,  2.9505339 ],\n",
       "        [ 3.38065588,  2.67843913],\n",
       "        [ 4.32638843,  1.67784475]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.08727 0.001907 ... -0.1191 -1.122</div><input id='attrs-e5d7bc21-f392-4801-ae46-c76abd47bbdb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e5d7bc21-f392-4801-ae46-c76abd47bbdb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-480bb4e7-8cad-4d21-a872-519380f4c44d' class='xr-var-data-in' type='checkbox'><label for='data-480bb4e7-8cad-4d21-a872-519380f4c44d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 8.72728473e-02,  1.90710586e-03,  1.67973582e-02,\n",
       "           2.20400771e-01],\n",
       "         [ 8.65168790e-02,  2.12633047e-02,  1.85660127e-01,\n",
       "           2.12796226e-01],\n",
       "         [ 8.45079099e-02,  4.03115527e-02,  3.43806375e-01,\n",
       "           1.92908831e-01],\n",
       "         ...,\n",
       "         [-6.14162260e-02,  1.14577316e-01, -7.10180605e-01,\n",
       "          -2.13324140e-03],\n",
       "         [-6.84209213e-02,  1.00116429e-01, -6.91323474e-01,\n",
       "           5.05089279e-02],\n",
       "         [-7.44346945e-02,  8.42055818e-02, -6.32562335e-01,\n",
       "           1.00235662e-01]],\n",
       "\n",
       "        [[-9.84732695e-01,  1.07085783e-03,  4.16902030e-03,\n",
       "           2.07051955e+00],\n",
       "         [-9.76202818e-01,  1.19395450e-02,  4.60799150e-02,\n",
       "           1.99907988e+00],\n",
       "         [-9.53534856e-01,  2.26353150e-02,  8.53310226e-02,\n",
       "           1.81225095e+00],\n",
       "...\n",
       "         [-1.53288076e+00,  5.76164940e-02,  5.98489602e-01,\n",
       "          -6.88777354e-04],\n",
       "         [-1.70771017e+00,  5.03446739e-02,  5.82598156e-01,\n",
       "           1.63082367e-02],\n",
       "         [-1.85780727e+00,  4.23437254e-02,  5.33078456e-01,\n",
       "           3.23639201e-02]],\n",
       "\n",
       "        [[-3.23025497e-01,  1.68003148e-03,  3.16132753e-03,\n",
       "          -2.46600554e+00],\n",
       "         [-3.20227410e-01,  1.87315356e-02,  3.49419512e-02,\n",
       "          -2.38092031e+00],\n",
       "         [-3.12791555e-01,  3.55117558e-02,  6.47056842e-02,\n",
       "          -2.15840554e+00],\n",
       "         ...,\n",
       "         [ 2.27321642e-01,  1.00934878e-01, -1.33658726e-01,\n",
       "           2.38682700e-02],\n",
       "         [ 2.53248322e-01,  8.81958130e-02, -1.30109741e-01,\n",
       "          -5.65130945e-01],\n",
       "         [ 2.75507273e-01,  7.41794314e-02, -1.19050668e-01,\n",
       "          -1.12151013e+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)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-3.19 -0.1353 ... -211.0 -212.0</div><input id='attrs-45b82b58-52b3-4861-8a73-2c808bb9b24c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-45b82b58-52b3-4861-8a73-2c808bb9b24c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-128b303b-9338-45e3-a409-21e73698774f' class='xr-var-data-in' type='checkbox'><label for='data-128b303b-9338-45e3-a409-21e73698774f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-3.18975456e+00, -1.35255259e-01,  3.22036177e+00, ...,\n",
       "          5.31824631e+02,  5.35012995e+02,  5.38288883e+02],\n",
       "        [-4.55588189e-01, -2.99202865e-02,  3.38807451e-01, ...,\n",
       "          7.98590339e+01,  8.07304683e+01,  8.17108687e+01],\n",
       "        [-7.70473012e-02, -1.49262202e+00, -2.16956752e+00, ...,\n",
       "          6.02611008e+00,  5.64451201e+00,  5.57311356e+00],\n",
       "        ...,\n",
       "        [ 2.50462802e+00,  3.32252116e-01, -1.34367874e+00, ...,\n",
       "         -3.72470012e+02, -3.75086938e+02, -3.77612712e+02],\n",
       "        [ 3.94118271e+00,  5.74584772e+00,  8.24432548e+00, ...,\n",
       "          3.74841779e+02,  3.77222405e+02,  3.79865379e+02],\n",
       "        [-1.11442852e+00, -3.09498232e+00, -3.04107153e+00, ...,\n",
       "         -2.09947870e+02, -2.11045333e+02, -2.11963308e+02]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>0.0521 0.007014 ... 0.2067 0.7527</div><input id='attrs-e91b4438-3643-42fb-94e1-39256eee7f37' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e91b4438-3643-42fb-94e1-39256eee7f37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f880c001-9266-4827-8bb4-1e8cad051462' class='xr-var-data-in' type='checkbox'><label for='data-f880c001-9266-4827-8bb4-1e8cad051462' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[5.21036437e-02, 7.01355180e-03],\n",
       "        [2.30438776e-01, 2.25101248e-01],\n",
       "        [6.23615608e-02, 9.70097144e-02],\n",
       "        [1.32889237e-01, 5.00559550e-02],\n",
       "        [2.86399158e-01, 4.86702102e-01],\n",
       "        [1.12476609e-01, 1.38874353e-01],\n",
       "        [4.38830006e-02, 2.27186361e-01],\n",
       "        [2.17255274e-02, 1.14369354e-01],\n",
       "        [3.13171807e-01, 3.25342124e-01],\n",
       "        [8.69289147e-02, 3.13357452e-01],\n",
       "        [4.80242501e-01, 5.57627343e-02],\n",
       "        [2.99680856e-01, 3.66054083e-01],\n",
       "        [4.38263867e-01, 4.03405202e-01],\n",
       "        [3.77285663e-01, 3.77672564e-01],\n",
       "        [6.12790820e-01, 1.64399192e-01],\n",
       "        [6.03679618e-01, 2.86299055e-01],\n",
       "        [4.38487606e-02, 2.33547181e-01],\n",
       "        [5.70323120e-01, 4.12761879e-01],\n",
       "        [3.35988660e-01, 8.92219801e-02],\n",
       "        [2.01030313e-01, 3.47716797e-01],\n",
       "...\n",
       "        [3.96006546e-01, 2.27202810e-03],\n",
       "        [2.61246602e-01, 3.87195477e-01],\n",
       "        [1.65564394e-01, 1.71122640e-01],\n",
       "        [1.46161941e-01, 5.36758595e-02],\n",
       "        [3.77553319e-01, 5.30462189e-01],\n",
       "        [5.67577800e-01, 5.01400248e-01],\n",
       "        [2.31180070e-01, 2.93754129e-01],\n",
       "        [1.48999380e-01, 2.05110752e-01],\n",
       "        [2.66807613e-01, 1.60311428e-01],\n",
       "        [6.70239481e-02, 2.47008160e-01],\n",
       "        [2.38660236e-01, 4.32334615e-01],\n",
       "        [3.91907264e-01, 5.43144348e-01],\n",
       "        [3.86505130e-01, 5.99591575e-01],\n",
       "        [1.16866568e-01, 2.04606808e-01],\n",
       "        [4.63992803e-02, 3.68704752e-01],\n",
       "        [6.13431324e-02, 5.71710076e-01],\n",
       "        [2.74840902e-01, 3.33923134e-01],\n",
       "        [6.20565186e-03, 9.20442678e-03],\n",
       "        [5.02552224e-01, 5.00870321e-02],\n",
       "        [2.06731998e-01, 7.52706120e-01]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>0.303 0.0 0.1227 ... 0.4025 0.1021</div><input id='attrs-5a9057c0-f71d-4f5d-977d-25f08c2ced72' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5a9057c0-f71d-4f5d-977d-25f08c2ced72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c134dd51-5c05-4cae-9d8d-3cfe22e9cefd' class='xr-var-data-in' type='checkbox'><label for='data-c134dd51-5c05-4cae-9d8d-3cfe22e9cefd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[3.02993403e-01, 0.00000000e+00],\n",
       "         [1.22676900e-01, 0.00000000e+00],\n",
       "         [2.84486416e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.71774527e-01, 6.04669065e-03],\n",
       "         [2.75495702e-01, 4.24087781e-05],\n",
       "         [4.31740283e-01, 2.97436162e-07]],\n",
       "\n",
       "        [[2.45990848e-01, 0.00000000e+00],\n",
       "         [1.43466340e-01, 0.00000000e+00],\n",
       "         [2.58836419e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.64433866e-01, 1.51539656e-01],\n",
       "         [2.54290758e-01, 3.41117657e-02],\n",
       "         [3.97458806e-01, 7.67393208e-03]],\n",
       "\n",
       "        [[2.99714478e-01, 0.00000000e+00],\n",
       "         [1.24423765e-01, 0.00000000e+00],\n",
       "         [2.82844288e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [1.72414420e-01, 7.91803150e-03],\n",
       "         [2.80521945e-01, 7.28809412e-05],\n",
       "         [4.39336977e-01, 6.70827287e-07]],\n",
       "\n",
       "        [[1.59657898e-01, 0.00000000e+00],\n",
       "         [1.36560453e-01, 0.00000000e+00],\n",
       "         [2.15166550e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.45196794e-01, 4.13090949e-02],\n",
       "         [2.13016631e-01, 2.06904996e-03],\n",
       "         [3.26250262e-01, 1.03632537e-04]],\n",
       "\n",
       "        [[2.53567568e-01, 0.00000000e+00],\n",
       "         [1.41873951e-01, 0.00000000e+00],\n",
       "         [2.62060189e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.65811029e-01, 2.26006913e-01],\n",
       "         [2.57343254e-01, 1.70116787e-01],\n",
       "         [4.02499945e-01, 1.02082852e-01]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 -0.0 -213.8</div><input id='attrs-85e20994-da15-4d72-a097-67aa8179118f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85e20994-da15-4d72-a097-67aa8179118f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5922de43-12cf-4e84-a1bc-ebab2db02a77' class='xr-var-data-in' type='checkbox'><label for='data-5922de43-12cf-4e84-a1bc-ebab2db02a77' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  3.04612384e+00],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  6.09224768e+00],\n",
       "         ...,\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  5.36117796e+02],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  5.39163920e+02],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  5.42210044e+02]],\n",
       "\n",
       "        [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  4.58147748e-01],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  9.16295495e-01],\n",
       "         ...,\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  8.06340036e+01],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  8.10921513e+01],\n",
       "         [ 0.00000000e+00,  0.00000000e+00,  8.15502991e+01]],\n",
       "\n",
       "        [[-0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  1.75121026e-02],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.50242052e-02],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [-0.00000000e+00,  0.00000000e+00, -3.71454309e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00, -3.73564845e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00, -3.75675381e+02]],\n",
       "\n",
       "        [[-0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  2.12543441e+00],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  4.25086882e+00],\n",
       "         ...,\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.74076456e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.76201891e+02],\n",
       "         [-0.00000000e+00,  0.00000000e+00,  3.78327325e+02]],\n",
       "\n",
       "        [[ 0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -1.20094649e+00],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.40189298e+00],\n",
       "         ...,\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.11366582e+02],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.12567529e+02],\n",
       "         [ 0.00000000e+00, -0.00000000e+00, -2.13768475e+02]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>0.2049 0.0 ... 0.7017 0.08543</div><input id='attrs-037d47a8-b8c7-4373-a0ad-9701d5c51489' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-037d47a8-b8c7-4373-a0ad-9701d5c51489' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff283ab3-6e96-4ce6-ae0a-007582d66233' class='xr-var-data-in' type='checkbox'><label for='data-ff283ab3-6e96-4ce6-ae0a-007582d66233' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[[2.04918965e-01, 0.00000000e+00],\n",
       "         [8.39615789e-02, 0.00000000e+00],\n",
       "         [1.92724734e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [1.17299564e-01, 4.96643534e-03],\n",
       "         [1.86778958e-01, 3.48326379e-05],\n",
       "         [2.87818107e-01, 2.44300510e-07]],\n",
       "\n",
       "        [[5.34294109e-01, 0.00000000e+00],\n",
       "         [3.34313950e-01, 0.00000000e+00],\n",
       "         [5.56166586e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [3.78656223e-01, 2.27134210e-01],\n",
       "         [5.48511490e-01, 5.19887733e-02],\n",
       "         [7.45702637e-01, 1.17056415e-02]],\n",
       "\n",
       "        [[4.03269552e-01, 0.00000000e+00],\n",
       "         [1.75651737e-01, 0.00000000e+00],\n",
       "         [3.82924140e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "...\n",
       "         ...,\n",
       "         [1.28147773e-01, 1.16806789e-02],\n",
       "         [2.06633247e-01, 1.07518843e-04],\n",
       "         [3.17032376e-01, 9.89649326e-07]],\n",
       "\n",
       "        [[2.63507779e-01, 0.00000000e+00],\n",
       "         [2.26817650e-01, 0.00000000e+00],\n",
       "         [3.48470707e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [2.40618196e-01, 5.52655791e-02],\n",
       "         [3.45273896e-01, 2.77090510e-03],\n",
       "         [5.01621085e-01, 1.38786721e-04]],\n",
       "\n",
       "        [[4.99407079e-01, 0.00000000e+00],\n",
       "         [2.97615120e-01, 0.00000000e+00],\n",
       "         [5.13069472e-01, 0.00000000e+00],\n",
       "         ...,\n",
       "         [3.44052098e-01, 1.87362453e-01],\n",
       "         [5.05512537e-01, 1.41753693e-01],\n",
       "         [7.01722274e-01, 8.54308364e-02]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.361 0.3904 3.818 ... 1.618 2.132</div><input id='attrs-087e036e-a8fd-47b3-a5a9-bc86458e4ed2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-087e036e-a8fd-47b3-a5a9-bc86458e4ed2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83d1336f-7206-4a77-8e80-ab915d584956' class='xr-var-data-in' type='checkbox'><label for='data-83d1336f-7206-4a77-8e80-ab915d584956' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2.36139233e+00, 3.90383666e-01, 3.81810433e+00, 1.59228477e+00,\n",
       "        2.43287675e+00, 5.48688025e-01, 1.56404487e+00, 1.31355316e+00,\n",
       "        1.28073124e+00, 4.40476811e-01, 1.78472661e+00, 3.15452436e-01,\n",
       "        1.27223844e+00, 2.75881580e+00, 1.84174204e+00, 1.04928691e+00,\n",
       "        8.87666065e-01, 2.76698391e+00, 3.93845643e-01, 1.63368287e+00,\n",
       "        7.61037943e-02, 4.12874596e+00, 5.21084915e-01, 7.39823091e-01,\n",
       "        4.41424800e-01, 4.29048289e-01, 3.34041839e+00, 1.25542616e+00,\n",
       "        4.57817916e-01, 8.80044727e-02, 1.06574419e+00, 1.76564681e+00,\n",
       "        2.27690976e+00, 1.89041265e-01, 8.88635101e-01, 1.33432244e+00,\n",
       "        7.80132690e-01, 1.95030689e+00, 8.10445679e-02, 2.24252401e+00,\n",
       "        1.91362347e+00, 3.29182182e+00, 1.05085213e+00, 2.59973995e+00,\n",
       "        1.63127745e+00, 6.20303474e-01, 2.49304481e+00, 8.57753406e-01,\n",
       "        3.20653855e+00, 6.30675444e-01, 6.20743332e-01, 1.11855341e+00,\n",
       "        2.62139702e+00, 5.34450725e-01, 1.64068248e+00, 3.31066988e-01,\n",
       "        1.57005887e+00, 2.17213393e-01, 9.41021038e-01, 1.81911249e+00,\n",
       "        3.38399559e+00, 1.51783639e+00, 2.61623802e+00, 4.87073540e+00,\n",
       "        1.63012547e+00, 4.09254852e+00, 7.52662003e+00, 7.35085773e-01,\n",
       "        3.59411170e-02, 2.80230892e+00, 8.94506226e-01, 1.24053879e+00,\n",
       "        1.82747678e+00, 2.09934339e+00, 7.88664727e-01, 4.26916806e-01,\n",
       "        1.14983676e+00, 1.23654745e+00, 1.17428296e-01, 7.81700139e-01,\n",
       "...\n",
       "        2.13547357e-01, 1.01120588e+00, 1.30672122e+00, 4.49044393e+00,\n",
       "        1.91281676e+00, 4.96142187e+00, 4.98708791e-01, 1.07024576e-01,\n",
       "        4.17915453e-01, 3.81704808e+00, 1.16261074e+00, 7.22723755e-01,\n",
       "        1.86201283e+00, 1.86799111e-02, 1.24527650e+00, 5.46664954e-01,\n",
       "        3.26748238e-01, 1.92515845e+00, 1.01162172e+00, 2.18129768e+00,\n",
       "        2.79981680e+00, 1.95991477e+00, 1.54909445e+00, 6.11864595e-01,\n",
       "        1.86990892e+00, 2.51808836e+00, 2.07057185e+00, 1.60235293e-01,\n",
       "        3.25929283e-03, 2.93356848e+00, 2.30708361e+00, 2.96932167e+00,\n",
       "        1.99290693e-01, 1.66111871e+00, 1.47008512e-01, 9.69815960e-01,\n",
       "        4.34889374e-01, 1.23820793e+00, 4.86462445e-02, 2.93094018e+00,\n",
       "        3.78169300e+00, 3.82458453e-01, 3.08544739e+00, 2.47101876e+00,\n",
       "        1.48976925e+00, 8.72392926e-01, 4.12272884e+00, 1.16544319e+00,\n",
       "        1.41737129e+00, 2.02377787e+00, 2.06537114e+00, 1.51758571e+00,\n",
       "        1.67072208e+00, 3.36114202e-01, 1.48194524e+00, 1.40764682e+00,\n",
       "        2.67283019e+00, 1.01490958e+00, 2.27160853e+00, 1.78060168e+00,\n",
       "        4.87138762e-01, 2.75654088e+00, 1.56972219e+00, 1.71478319e+00,\n",
       "        3.13686584e-01, 2.69815336e+00, 3.14442335e+00, 2.64495073e+00,\n",
       "        1.87525957e-01, 1.95837070e+00, 5.28574288e-01, 1.10559983e+00,\n",
       "        1.44656343e+00, 5.90947836e-01, 2.50629194e+00, 1.50253993e+00,\n",
       "        2.56187286e-01, 8.14324408e-01, 1.61842954e+00, 2.13182998e+00]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8cfc8aee-b0df-469f-a37e-55ac061d719f' class='xr-section-summary-in' type='checkbox'  ><label for='section-8cfc8aee-b0df-469f-a37e-55ac061d719f' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-55f035bc-86c8-4cf5-aaf3-22d64c4120cd' class='xr-index-data-in' type='checkbox'/><label for='index-55f035bc-86c8-4cf5-aaf3-22d64c4120cd' 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], 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-39367595-fdb9-49fe-bd38-160ec0d6f18b' class='xr-index-data-in' type='checkbox'/><label for='index-39367595-fdb9-49fe-bd38-160ec0d6f18b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5ef5aee4-2043-42f7-9d51-7a2a83ca4f0e' class='xr-index-data-in' type='checkbox'/><label for='index-5ef5aee4-2043-42f7-9d51-7a2a83ca4f0e' 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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5209f1e2-7b13-4b50-acd4-628244de03dd' class='xr-index-data-in' type='checkbox'/><label for='index-5209f1e2-7b13-4b50-acd4-628244de03dd' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fc9f7bb5-9a05-45dc-b2f2-dcde0a163ed5' class='xr-index-data-in' type='checkbox'/><label for='index-fc9f7bb5-9a05-45dc-b2f2-dcde0a163ed5' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-969aa2d2-74c1-4dbf-b2b4-76fe641f0107' class='xr-index-data-in' type='checkbox'/><label for='index-969aa2d2-74c1-4dbf-b2b4-76fe641f0107' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4c2db1d9-2a49-4c7f-a030-8b80a4203297' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4c2db1d9-2a49-4c7f-a030-8b80a4203297' 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>2023-08-03T12:44:54.644498</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_prior_predictive6262b154-b0dd-47d9-ab04-16eca1932024\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_prior_predictive6262b154-b0dd-47d9-ab04-16eca1932024\" class = \"xr-section-summary\">prior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
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       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
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       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
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       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
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       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
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       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
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       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
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       "\n",
       ".xr-section-summary,\n",
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       "  padding-bottom: 4px;\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "  grid-column: 2;\n",
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       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
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       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
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       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
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       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
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       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
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       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
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       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
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       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
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       "\n",
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       "\n",
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       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
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       "\n",
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       ".xr-var-dims,\n",
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       "  overflow: hidden;\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
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       "\n",
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       ".xr-var-data,\n",
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       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
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       "  display: block;\n",
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       "\n",
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       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
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       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 1, draw: 500, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 492 493 494 495 496 497 498 499\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 -7.646 -1.949 ... -210.5 -215.1\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:54.650068\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-66a3405b-f1ef-4c95-844e-83939a0bc8ae' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-66a3405b-f1ef-4c95-844e-83939a0bc8ae' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7893241d-28cd-4172-abd7-aa0dee61b35a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7893241d-28cd-4172-abd7-aa0dee61b35a' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-0c0ab4fc-1d46-4be3-ae59-699f748e03e9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c0ab4fc-1d46-4be3-ae59-699f748e03e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e85ccd32-1d99-4341-9d80-6b53dfc35285' class='xr-var-data-in' type='checkbox'><label for='data-e85ccd32-1d99-4341-9d80-6b53dfc35285' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-52cc75a6-cffd-49bc-9aae-c8d2569cc156' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-52cc75a6-cffd-49bc-9aae-c8d2569cc156' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e8464a2d-f4b1-4520-9d8e-5a2053a2d243' class='xr-var-data-in' type='checkbox'><label for='data-e8464a2d-f4b1-4520-9d8e-5a2053a2d243' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-9b8ad43e-d2b1-47b7-94a2-998c6c195ec3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b8ad43e-d2b1-47b7-94a2-998c6c195ec3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c353fae-1e9f-44eb-b2db-6f2ae4a84c06' class='xr-var-data-in' type='checkbox'><label for='data-6c353fae-1e9f-44eb-b2db-6f2ae4a84c06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-837bd0ed-0885-4148-856f-c2ac4e717124' class='xr-section-summary-in' type='checkbox'  checked><label for='section-837bd0ed-0885-4148-856f-c2ac4e717124' 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>likelihood</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'>-7.646 -1.949 ... -210.5 -215.1</div><input id='attrs-934d1396-3c00-4951-878d-11381b581768' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-934d1396-3c00-4951-878d-11381b581768' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-132ce608-4b2d-4325-96c9-a8419d22f12d' class='xr-var-data-in' type='checkbox'><label for='data-132ce608-4b2d-4325-96c9-a8419d22f12d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-7.64565815e+00, -1.94922477e+00,  2.89341956e+00, ...,\n",
       "          5.34868436e+02,  5.33969792e+02,  5.34099399e+02],\n",
       "        [-6.65431494e-01, -1.43483037e-02,  2.20785878e-01, ...,\n",
       "          8.01458595e+01,  8.06515086e+01,  8.17227111e+01],\n",
       "        [-3.15327903e+00, -2.96584709e+00,  1.77266105e+00, ...,\n",
       "          5.26393093e+00,  3.33724083e+00,  7.52370386e+00],\n",
       "        ...,\n",
       "        [ 4.21129384e+00,  1.18911955e-01, -1.45744539e+00, ...,\n",
       "         -3.74089980e+02, -3.75432384e+02, -3.77886954e+02],\n",
       "        [ 6.74795441e+00,  3.22809699e+00,  7.94359098e+00, ...,\n",
       "          3.75099611e+02,  3.76135254e+02,  3.81491191e+02],\n",
       "        [-2.15351790e+00, -3.42633927e+00, -1.33782504e-01, ...,\n",
       "         -2.09302513e+02, -2.10516049e+02, -2.15109385e+02]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-09dbc18f-58db-4d7c-866a-f5b05edaa2e9' class='xr-section-summary-in' type='checkbox'  ><label for='section-09dbc18f-58db-4d7c-866a-f5b05edaa2e9' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-854d4a83-e5a5-41e2-b4d6-984f97c21ef1' class='xr-index-data-in' type='checkbox'/><label for='index-854d4a83-e5a5-41e2-b4d6-984f97c21ef1' 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], 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-1f342868-878a-4f6f-a0fa-9af374f720e2' class='xr-index-data-in' type='checkbox'/><label for='index-1f342868-878a-4f6f-a0fa-9af374f720e2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1e85244a-f26b-4dd1-9b85-3a0b0dec43f0' class='xr-index-data-in' type='checkbox'/><label for='index-1e85244a-f26b-4dd1-9b85-3a0b0dec43f0' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8ce1d5fe-5dd9-48e9-abef-cfa32118deb8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8ce1d5fe-5dd9-48e9-abef-cfa32118deb8' 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>2023-08-03T12:44:54.650068</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_data0fc1769a-dfe2-4bd0-9335-7c831c40bf9a\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data0fc1769a-dfe2-4bd0-9335-7c831c40bf9a\" class = \"xr-section-summary\">observed_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (date: 179)\n",
       "Coordinates:\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (date) float64 0.4794 0.4527 0.5374 ... 0.4978 0.5388 0.5625\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.612711\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-7a34397f-f919-4815-a02d-d881168f6dce' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7a34397f-f919-4815-a02d-d881168f6dce' 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>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-54909288-9e5f-42f7-8435-d52884380857' class='xr-section-summary-in' type='checkbox'  checked><label for='section-54909288-9e5f-42f7-8435-d52884380857' 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'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-48039511-15f1-4de7-931c-9a60abd3356f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-48039511-15f1-4de7-931c-9a60abd3356f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c9ebd9a-9202-41bd-ae2c-bdeeb225089d' class='xr-var-data-in' type='checkbox'><label for='data-8c9ebd9a-9202-41bd-ae2c-bdeeb225089d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bd942281-5959-438b-bea4-2190f0f3cd76' class='xr-section-summary-in' type='checkbox'  checked><label for='section-bd942281-5959-438b-bea4-2190f0f3cd76' 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>likelihood</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4794 0.4527 ... 0.5388 0.5625</div><input id='attrs-aeb7f386-a8fe-4dda-997c-a6c72fc36c4e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aeb7f386-a8fe-4dda-997c-a6c72fc36c4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ab3904b-e4f5-4637-9b15-d4d13e56ab0c' class='xr-var-data-in' type='checkbox'><label for='data-7ab3904b-e4f5-4637-9b15-d4d13e56ab0c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.47936319, 0.45268134, 0.53738551, 0.46487367, 0.5343368 ,\n",
       "       0.44239849, 0.60963642, 0.73132832, 0.59600126, 0.70565315,\n",
       "       0.61313561, 0.60049297, 0.56404656, 0.78633605, 0.60523784,\n",
       "       0.5580442 , 0.50641716, 0.586594  , 0.46992062, 0.42705583,\n",
       "       0.48426812, 0.38777049, 0.49079078, 0.50002789, 0.44113299,\n",
       "       0.46359002, 0.42484345, 0.42573496, 0.5126282 , 0.55393305,\n",
       "       0.7801562 , 0.61244259, 0.7820166 , 0.7741081 , 0.87677312,\n",
       "       0.63147717, 0.51546283, 0.71272935, 0.93485537, 0.79408756,\n",
       "       0.72228448, 0.68098843, 0.70650313, 0.73308506, 0.4805125 ,\n",
       "       0.57954561, 0.93776656, 0.77561424, 0.66655529, 0.59547518,\n",
       "       0.76751515, 0.57312122, 0.50621332, 0.5308715 , 0.52295261,\n",
       "       0.79720566, 0.62933004, 0.46812934, 0.81995741, 0.60723799,\n",
       "       0.63667661, 0.63023046, 0.60081393, 0.54905189, 0.54151156,\n",
       "       0.67785878, 0.580275  , 0.48759392, 0.54008438, 0.7454827 ,\n",
       "       0.4601459 , 0.47552149, 0.71676648, 0.72228072, 0.54215422,\n",
       "       0.85509146, 0.684061  , 0.56992491, 0.84343218, 0.58108193,\n",
       "       0.57400488, 0.7216718 , 0.70124307, 0.70769822, 0.89872242,\n",
       "       0.8115083 , 0.72059583, 0.57222288, 1.        , 0.8366832 ,\n",
       "       0.99252741, 0.70215306, 0.69084327, 0.71206105, 0.64219547,\n",
       "       0.81993542, 0.6896944 , 0.59591584, 0.6458122 , 0.50792736,\n",
       "       0.55944542, 0.63420523, 0.70343723, 0.7740387 , 0.70204359,\n",
       "       0.65253863, 0.81871625, 0.81911895, 0.68380948, 0.71220965,\n",
       "       0.54236837, 0.58017503, 0.6352586 , 0.62739849, 0.92329765,\n",
       "       0.85928619, 0.62316379, 0.56392299, 0.55616857, 0.4257328 ,\n",
       "       0.43070972, 0.52466263, 0.54561821, 0.5264453 , 0.41628475,\n",
       "       0.49557027, 0.53537871, 0.53003824, 0.78154262, 0.53440301,\n",
       "       0.63876159, 0.59727845, 0.57348504, 0.72266752, 0.88323619,\n",
       "       0.67509495, 0.68280629, 0.76882837, 0.66983526, 0.70381398,\n",
       "       0.73990877, 0.6594292 , 0.83865735, 0.73595323, 0.56852858,\n",
       "       0.62116609, 0.52960021, 0.67721404, 0.65454618, 0.57113219,\n",
       "       0.55954835, 0.68309668, 0.64092662, 0.61267177, 0.58478466,\n",
       "       0.63905178, 0.56741971, 0.58706316, 0.63111636, 0.84924442,\n",
       "       0.89647751, 0.84943539, 0.68420327, 0.82623974, 0.70912897,\n",
       "       0.66280698, 0.60631287, 0.61775646, 0.54565334, 0.52431821,\n",
       "       0.77688667, 0.53243718, 0.45656482, 0.38411009, 0.42749903,\n",
       "       0.66954245, 0.49776812, 0.53883804, 0.56252938])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4209bc73-3cf4-4ebd-b17a-5ba0876d081d' class='xr-section-summary-in' type='checkbox'  ><label for='section-4209bc73-3cf4-4ebd-b17a-5ba0876d081d' 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-55e44664-d143-469a-a87b-357653f4ded3' class='xr-index-data-in' type='checkbox'/><label for='index-55e44664-d143-469a-a87b-357653f4ded3' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e3973741-2642-4bc1-87dd-cb65986cf2ac' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3973741-2642-4bc1-87dd-cb65986cf2ac' 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>2023-08-03T12:44:52.612711</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
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       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_constant_data7f857705-77d4-45a1-bc83-78a1e43a300f\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_constant_data7f857705-77d4-45a1-bc83-78a1e43a300f\" class = \"xr-section-summary\">constant_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "\n",
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       "\n",
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       "\n",
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       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (date: 179, channel: 2, control: 3, fourier_mode: 4)\n",
       "Coordinates:\n",
       "  * date          (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "  * channel       (channel) &lt;U2 &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * control       (control) &lt;U7 &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode  (fourier_mode) &lt;U11 &#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;\n",
       "Data variables:\n",
       "    channel_data  (date, channel) float64 0.3196 0.0 0.1128 ... 0.0 0.4403 0.0\n",
       "    target        (date) float64 0.4794 0.4527 0.5374 ... 0.4978 0.5388 0.5625\n",
       "    control_data  (date, control) float64 0.0 0.0 0.0 0.0 ... 0.0 0.0 178.0\n",
       "    fourier_data  (date, fourier_mode) float64 0.9999 -0.01183 ... -0.4547\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.614490\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-2744fa3f-6aa0-442d-94fd-c615f3b47056' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2744fa3f-6aa0-442d-94fd-c615f3b47056' 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>: 179</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d0a0b0bb-66bc-4af9-8050-b2d8deac94d6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d0a0b0bb-66bc-4af9-8050-b2d8deac94d6' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-2810ccbe-e5fa-4aa1-963e-97a3f8c81e73' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2810ccbe-e5fa-4aa1-963e-97a3f8c81e73' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-615b5c25-f6e5-423a-8e38-9a9bf37f3668' class='xr-var-data-in' type='checkbox'><label for='data-615b5c25-f6e5-423a-8e38-9a9bf37f3668' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#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;U2</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-be3c00e0-9272-4e2e-8086-9bc8082bd7b0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-be3c00e0-9272-4e2e-8086-9bc8082bd7b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb3b330e-ecbf-46da-84a8-9479647576a1' class='xr-var-data-in' type='checkbox'><label for='data-cb3b330e-ecbf-46da-84a8-9479647576a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;&lt;U2&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>&lt;U7</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-527fec8a-fada-4cd5-919e-7e330bbb13e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-527fec8a-fada-4cd5-919e-7e330bbb13e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c3d33a9-5af1-4ce8-bfdf-5557009aefb1' class='xr-var-data-in' type='checkbox'><label for='data-2c3d33a9-5af1-4ce8-bfdf-5557009aefb1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;&lt;U7&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-e1ade51f-8b39-4350-ab9c-0eb549eb298f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e1ade51f-8b39-4350-ab9c-0eb549eb298f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1865d104-515e-4244-8047-aea7e922e9dd' class='xr-var-data-in' type='checkbox'><label for='data-1865d104-515e-4244-8047-aea7e922e9dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=&#x27;&lt;U11&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7711c648-5788-4f54-9c7e-42d49e7c5d32' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7711c648-5788-4f54-9c7e-42d49e7c5d32' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>channel_data</span></div><div class='xr-var-dims'>(date, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3196 0.0 0.1128 ... 0.4403 0.0</div><input id='attrs-223d159c-e7be-44aa-a12a-1d63f91bd438' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-223d159c-e7be-44aa-a12a-1d63f91bd438' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fb65909-4851-42f7-ba0d-8afb65b6ba8f' class='xr-var-data-in' type='checkbox'><label for='data-3fb65909-4851-42f7-ba0d-8afb65b6ba8f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[3.19648241e-01, 0.00000000e+00],\n",
       "       [1.12765324e-01, 0.00000000e+00],\n",
       "       [2.93380707e-01, 0.00000000e+00],\n",
       "       [7.16379574e-02, 0.00000000e+00],\n",
       "       [3.88041940e-01, 0.00000000e+00],\n",
       "       [4.73291540e-02, 0.00000000e+00],\n",
       "       [4.25671645e-01, 0.00000000e+00],\n",
       "       [3.35039834e-01, 8.84759215e-01],\n",
       "       [2.53918849e-01, 0.00000000e+00],\n",
       "       [9.41199784e-01, 0.00000000e+00],\n",
       "       [4.26630818e-01, 0.00000000e+00],\n",
       "       [3.64360623e-01, 0.00000000e+00],\n",
       "       [4.42975062e-01, 0.00000000e+00],\n",
       "       [4.24530352e-01, 9.69641782e-01],\n",
       "       [3.29493374e-01, 0.00000000e+00],\n",
       "       [9.25031639e-01, 0.00000000e+00],\n",
       "       [3.09048312e-01, 0.00000000e+00],\n",
       "       [9.12534800e-01, 0.00000000e+00],\n",
       "       [2.51539259e-01, 0.00000000e+00],\n",
       "       [2.37266186e-01, 0.00000000e+00],\n",
       "...\n",
       "       [1.70332079e-01, 9.38381372e-01],\n",
       "       [4.29038699e-01, 9.20516422e-01],\n",
       "       [9.13487319e-01, 0.00000000e+00],\n",
       "       [1.42944657e-01, 0.00000000e+00],\n",
       "       [1.86838303e-01, 8.55514629e-01],\n",
       "       [3.14421972e-01, 0.00000000e+00],\n",
       "       [4.00678428e-01, 0.00000000e+00],\n",
       "       [1.45069138e-01, 0.00000000e+00],\n",
       "       [1.48471239e-01, 0.00000000e+00],\n",
       "       [7.00777532e-02, 0.00000000e+00],\n",
       "       [1.99103276e-01, 0.00000000e+00],\n",
       "       [3.62700587e-01, 9.14000224e-01],\n",
       "       [2.41143360e-01, 0.00000000e+00],\n",
       "       [4.05094103e-02, 0.00000000e+00],\n",
       "       [6.76832332e-02, 0.00000000e+00],\n",
       "       [3.31349195e-02, 0.00000000e+00],\n",
       "       [1.66170470e-01, 8.68233263e-01],\n",
       "       [1.72458556e-01, 0.00000000e+00],\n",
       "       [2.81197012e-01, 0.00000000e+00],\n",
       "       [4.40328682e-01, 0.00000000e+00]])</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'>float64</div><div class='xr-var-preview xr-preview'>0.4794 0.4527 ... 0.5388 0.5625</div><input id='attrs-8bea48e4-d4b7-4b95-bb1f-d734e5369b9d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8bea48e4-d4b7-4b95-bb1f-d734e5369b9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99befc37-ea22-4377-83f0-66f908cfe67c' class='xr-var-data-in' type='checkbox'><label for='data-99befc37-ea22-4377-83f0-66f908cfe67c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.47936319, 0.45268134, 0.53738551, 0.46487367, 0.5343368 ,\n",
       "       0.44239849, 0.60963642, 0.73132832, 0.59600126, 0.70565315,\n",
       "       0.61313561, 0.60049297, 0.56404656, 0.78633605, 0.60523784,\n",
       "       0.5580442 , 0.50641716, 0.586594  , 0.46992062, 0.42705583,\n",
       "       0.48426812, 0.38777049, 0.49079078, 0.50002789, 0.44113299,\n",
       "       0.46359002, 0.42484345, 0.42573496, 0.5126282 , 0.55393305,\n",
       "       0.7801562 , 0.61244259, 0.7820166 , 0.7741081 , 0.87677312,\n",
       "       0.63147717, 0.51546283, 0.71272935, 0.93485537, 0.79408756,\n",
       "       0.72228448, 0.68098843, 0.70650313, 0.73308506, 0.4805125 ,\n",
       "       0.57954561, 0.93776656, 0.77561424, 0.66655529, 0.59547518,\n",
       "       0.76751515, 0.57312122, 0.50621332, 0.5308715 , 0.52295261,\n",
       "       0.79720566, 0.62933004, 0.46812934, 0.81995741, 0.60723799,\n",
       "       0.63667661, 0.63023046, 0.60081393, 0.54905189, 0.54151156,\n",
       "       0.67785878, 0.580275  , 0.48759392, 0.54008438, 0.7454827 ,\n",
       "       0.4601459 , 0.47552149, 0.71676648, 0.72228072, 0.54215422,\n",
       "       0.85509146, 0.684061  , 0.56992491, 0.84343218, 0.58108193,\n",
       "       0.57400488, 0.7216718 , 0.70124307, 0.70769822, 0.89872242,\n",
       "       0.8115083 , 0.72059583, 0.57222288, 1.        , 0.8366832 ,\n",
       "       0.99252741, 0.70215306, 0.69084327, 0.71206105, 0.64219547,\n",
       "       0.81993542, 0.6896944 , 0.59591584, 0.6458122 , 0.50792736,\n",
       "       0.55944542, 0.63420523, 0.70343723, 0.7740387 , 0.70204359,\n",
       "       0.65253863, 0.81871625, 0.81911895, 0.68380948, 0.71220965,\n",
       "       0.54236837, 0.58017503, 0.6352586 , 0.62739849, 0.92329765,\n",
       "       0.85928619, 0.62316379, 0.56392299, 0.55616857, 0.4257328 ,\n",
       "       0.43070972, 0.52466263, 0.54561821, 0.5264453 , 0.41628475,\n",
       "       0.49557027, 0.53537871, 0.53003824, 0.78154262, 0.53440301,\n",
       "       0.63876159, 0.59727845, 0.57348504, 0.72266752, 0.88323619,\n",
       "       0.67509495, 0.68280629, 0.76882837, 0.66983526, 0.70381398,\n",
       "       0.73990877, 0.6594292 , 0.83865735, 0.73595323, 0.56852858,\n",
       "       0.62116609, 0.52960021, 0.67721404, 0.65454618, 0.57113219,\n",
       "       0.55954835, 0.68309668, 0.64092662, 0.61267177, 0.58478466,\n",
       "       0.63905178, 0.56741971, 0.58706316, 0.63111636, 0.84924442,\n",
       "       0.89647751, 0.84943539, 0.68420327, 0.82623974, 0.70912897,\n",
       "       0.66280698, 0.60631287, 0.61775646, 0.54565334, 0.52431821,\n",
       "       0.77688667, 0.53243718, 0.45656482, 0.38411009, 0.42749903,\n",
       "       0.66954245, 0.49776812, 0.53883804, 0.56252938])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_data</span></div><div class='xr-var-dims'>(date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 178.0</div><input id='attrs-2aed86ad-f2d6-4a75-b6a3-9ae4ef423500' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2aed86ad-f2d6-4a75-b6a3-9ae4ef423500' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6325d8cb-c4d6-469d-af5a-a474d5975c8d' class='xr-var-data-in' type='checkbox'><label for='data-6325d8cb-c4d6-469d-af5a-a474d5975c8d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[  0.,   0.,   0.],\n",
       "       [  0.,   0.,   1.],\n",
       "       [  0.,   0.,   2.],\n",
       "       [  0.,   0.,   3.],\n",
       "       [  0.,   0.,   4.],\n",
       "       [  0.,   0.,   5.],\n",
       "       [  0.,   0.,   6.],\n",
       "       [  0.,   0.,   7.],\n",
       "       [  0.,   0.,   8.],\n",
       "       [  0.,   0.,   9.],\n",
       "       [  0.,   0.,  10.],\n",
       "       [  0.,   0.,  11.],\n",
       "       [  0.,   0.,  12.],\n",
       "       [  0.,   0.,  13.],\n",
       "       [  0.,   0.,  14.],\n",
       "       [  0.,   0.,  15.],\n",
       "       [  0.,   0.,  16.],\n",
       "       [  0.,   0.,  17.],\n",
       "       [  0.,   0.,  18.],\n",
       "       [  0.,   0.,  19.],\n",
       "...\n",
       "       [  0.,   0., 159.],\n",
       "       [  0.,   0., 160.],\n",
       "       [  0.,   0., 161.],\n",
       "       [  0.,   0., 162.],\n",
       "       [  0.,   0., 163.],\n",
       "       [  0.,   0., 164.],\n",
       "       [  0.,   0., 165.],\n",
       "       [  0.,   0., 166.],\n",
       "       [  0.,   0., 167.],\n",
       "       [  0.,   0., 168.],\n",
       "       [  0.,   0., 169.],\n",
       "       [  0.,   0., 170.],\n",
       "       [  0.,   0., 171.],\n",
       "       [  0.,   0., 172.],\n",
       "       [  0.,   0., 173.],\n",
       "       [  0.,   0., 174.],\n",
       "       [  0.,   0., 175.],\n",
       "       [  0.,   0., 176.],\n",
       "       [  0.,   0., 177.],\n",
       "       [  0.,   0., 178.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_data</span></div><div class='xr-var-dims'>(date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.9999 -0.01183 ... 0.8907 -0.4547</div><input id='attrs-d425bc0c-aa53-4b95-b56b-3ca46e9597a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d425bc0c-aa53-4b95-b56b-3ca46e9597a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38ae9be1-0cbc-4e63-a935-5903b8081f56' class='xr-var-data-in' type='checkbox'><label for='data-38ae9be1-0cbc-4e63-a935-5903b8081f56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.99993007, -0.01182639, -0.02365113, -0.99972027],\n",
       "       [ 0.99126855, -0.13185852, -0.2614144 , -0.96522666],\n",
       "       [ 0.96825075, -0.24998097, -0.48408852, -0.87501903],\n",
       "       [ 0.93121004, -0.36448301, -0.67882048, -0.73430426],\n",
       "       [ 0.88068286, -0.47370635, -0.83437012, -0.55120459],\n",
       "       [ 0.81740098, -0.57606912, -0.94175893, -0.33628873],\n",
       "       [ 0.74228091, -0.67008884, -0.99478831, -0.10196189],\n",
       "       [ 0.65641058, -0.75440384, -0.99039732,  0.13825031],\n",
       "       [ 0.56103363, -0.82779301, -0.92883943,  0.37048254],\n",
       "       [ 0.45753138, -0.88919348, -0.81366783,  0.58133008],\n",
       "       [ 0.34740282, -0.93771599, -0.65153036,  0.75862256],\n",
       "       [ 0.23224292, -0.97265781, -0.45178579,  0.89212645],\n",
       "       [ 0.11371951, -0.99351289, -0.22596361,  0.97413574],\n",
       "       [-0.00645086, -0.99997919,  0.01290146,  0.99991677],\n",
       "       [-0.12652782, -0.99196306,  0.25102184,  0.96798142],\n",
       "       [-0.2447723 , -0.96958059,  0.47465294,  0.88017304],\n",
       "       [-0.35947181, -0.93315594,  0.67088652,  0.74156003],\n",
       "       [-0.46896519, -0.88321665,  0.82839573,  0.5601433 ],\n",
       "       [-0.57166667, -0.82048596,  0.93808896,  0.34639443],\n",
       "       [-0.66608886, -0.7458724 ,  0.99363459,  0.11265127],\n",
       "...\n",
       "       [ 0.95406655, -0.29959476, -0.57166667, -0.82048596],\n",
       "       [ 0.91116864, -0.41203364, -0.75086425, -0.66045656],\n",
       "       [ 0.85507451, -0.51850514, -0.88672106, -0.46230483],\n",
       "       [ 0.78659657, -0.61746728, -0.97139528, -0.23746832],\n",
       "       [ 0.70672656, -0.7074868 , -0.99999942,  0.00107515],\n",
       "       [ 0.61662121, -0.78725998, -0.97088241,  0.23955656],\n",
       "       [ 0.51758551, -0.85563149, -0.88572492,  0.46421048],\n",
       "       [ 0.41105375, -0.91161111, -0.74944234,  0.66206962],\n",
       "       [ 0.29856882, -0.95438811, -0.56990106,  0.82171332],\n",
       "       [ 0.18175979, -0.98334296, -0.35746442,  0.93392676],\n",
       "       [ 0.06231838, -0.99805632, -0.1243945 ,  0.99223284],\n",
       "       [-0.05802557, -0.9983151 ,  0.1158556 ,  0.99326607],\n",
       "       [-0.17752915, -0.98411554,  0.34941839,  0.9369668 ],\n",
       "       [-0.29446162, -0.95566331,  0.56281233,  0.82658471],\n",
       "       [-0.40712949, -0.91337045,  0.74372008,  0.66849116],\n",
       "       [-0.513901  , -0.8578495 ,  0.88169943,  0.47181152],\n",
       "       [-0.61322983, -0.78990454,  0.96878605,  0.24789836],\n",
       "       [-0.70367741, -0.7105196 ,  0.99995318,  0.00967621],\n",
       "       [-0.78393382, -0.6208444 ,  0.97340184, -0.22910446],\n",
       "       [-0.85283672, -0.52217768,  0.8906646 , -0.45466095]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6ec12ba6-a486-4a0d-a892-99d9eccac625' class='xr-section-summary-in' type='checkbox'  ><label for='section-6ec12ba6-a486-4a0d-a892-99d9eccac625' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e49781a2-5882-4a48-b80b-d8927cb954a4' class='xr-index-data-in' type='checkbox'/><label for='index-e49781a2-5882-4a48-b80b-d8927cb954a4' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</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-a03988f7-3756-4d89-a595-80f99b58f420' class='xr-index-data-in' type='checkbox'/><label for='index-a03988f7-3756-4d89-a595-80f99b58f420' 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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-16574190-59dd-4f86-80ee-5b79bedb39d3' class='xr-index-data-in' type='checkbox'/><label for='index-16574190-59dd-4f86-80ee-5b79bedb39d3' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4abafc6f-0d61-4a2b-8b00-e88e61d7ecdb' class='xr-index-data-in' type='checkbox'/><label for='index-4abafc6f-0d61-4a2b-8b00-e88e61d7ecdb' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3bb91c70-cfdb-4308-858d-a82750e170d0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3bb91c70-cfdb-4308-858d-a82750e170d0' 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>2023-08-03T12:44:52.614490</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_fit_data6aebf691-5f6d-48a8-883d-4ecdcebe7270\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_fit_data6aebf691-5f6d-48a8-883d-4ecdcebe7270\" class = \"xr-section-summary\">fit_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
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       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
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       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
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       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
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       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (index: 179)\n",
       "Coordinates:\n",
       "  * index      (index) int64 0 1 2 3 4 5 6 7 ... 171 172 173 174 175 176 177 178\n",
       "Data variables:\n",
       "    date_week  (index) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "    x1         (index) float64 0.3186 0.1124 0.2924 ... 0.1719 0.2803 0.4389\n",
       "    x2         (index) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.8633 0.0 0.0 0.0\n",
       "    event_1    (index) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    event_2    (index) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    dayofyear  (index) int64 92 99 106 113 120 127 ... 207 214 221 228 235 242\n",
       "    t          (index) int64 0 1 2 3 4 5 6 7 ... 171 172 173 174 175 176 177 178\n",
       "    y          (index) float64 3.985e+03 3.763e+03 ... 4.479e+03 4.676e+03</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-740cf4ee-11c2-4d99-8c13-f3abdd208661' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-740cf4ee-11c2-4d99-8c13-f3abdd208661' 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'>index</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-53477c45-9fdb-4c50-972e-705ea6a46f09' class='xr-section-summary-in' type='checkbox'  checked><label for='section-53477c45-9fdb-4c50-972e-705ea6a46f09' 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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 174 175 176 177 178</div><input id='attrs-a12e85b5-1062-4c63-a5c9-00958a9b7596' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a12e85b5-1062-4c63-a5c9-00958a9b7596' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0dd5cf1-f397-4e45-a3df-266c0412c942' class='xr-var-data-in' type='checkbox'><label for='data-d0dd5cf1-f397-4e45-a3df-266c0412c942' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,\n",
       "       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125,\n",
       "       126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139,\n",
       "       140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153,\n",
       "       154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167,\n",
       "       168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9406aa5-3621-44f7-857c-f9706c5f6925' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9406aa5-3621-44f7-857c-f9706c5f6925' class='xr-section-summary' >Data variables: <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>date_week</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-778e74d5-c0ce-4544-8aec-dba0a33a1365' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-778e74d5-c0ce-4544-8aec-dba0a33a1365' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7eb84fea-cf83-4235-b793-1a424b87690f' class='xr-var-data-in' type='checkbox'><label for='data-7eb84fea-cf83-4235-b793-1a424b87690f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;,\n",
       "       &#x27;2018-04-30&#x27;, &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;,\n",
       "       &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;, &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;,\n",
       "       &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;, &#x27;2018-07-16&#x27;,\n",
       "       &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;,\n",
       "       &#x27;2018-09-17&#x27;, &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;,\n",
       "       &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;, &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;,\n",
       "       &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;, &#x27;2018-12-03&#x27;,\n",
       "       &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;,\n",
       "       &#x27;2019-02-04&#x27;, &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;,\n",
       "       &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;, &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;,\n",
       "       &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;, &#x27;2019-04-22&#x27;,\n",
       "       &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;,\n",
       "       &#x27;2019-06-24&#x27;, &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;,\n",
       "       &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;, &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;,\n",
       "       &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;, &#x27;2019-09-09&#x27;,\n",
       "       &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "...\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;,\n",
       "       &#x27;2020-03-30&#x27;, &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;,\n",
       "       &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;, &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;,\n",
       "       &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;, &#x27;2020-06-15&#x27;,\n",
       "       &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;,\n",
       "       &#x27;2020-08-17&#x27;, &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;,\n",
       "       &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;, &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;,\n",
       "       &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;, &#x27;2020-11-02&#x27;,\n",
       "       &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;,\n",
       "       &#x27;2021-01-04&#x27;, &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;,\n",
       "       &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;, &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;,\n",
       "       &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;, &#x27;2021-03-22&#x27;,\n",
       "       &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;,\n",
       "       &#x27;2021-05-24&#x27;, &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;,\n",
       "       &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;,\n",
       "       &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;,\n",
       "       &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x1</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3186 0.1124 ... 0.2803 0.4389</div><input id='attrs-08453fd2-7c68-476a-b6e9-e75d78eba230' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-08453fd2-7c68-476a-b6e9-e75d78eba230' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-202977df-0261-4237-b218-52368287370f' class='xr-var-data-in' type='checkbox'><label for='data-202977df-0261-4237-b218-52368287370f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3.18580018e-01, 1.12388476e-01, 2.92400266e-01, 7.13985526e-02,\n",
       "       3.86745154e-01, 4.71709861e-02, 4.24249105e-01, 3.33920175e-01,\n",
       "       2.53070285e-01, 9.38054416e-01, 4.25205073e-01, 3.63142977e-01,\n",
       "       4.41494696e-01, 4.23111626e-01, 3.28392249e-01, 9.21940303e-01,\n",
       "       3.08015512e-01, 9.09485226e-01, 2.50698647e-01, 2.36473273e-01,\n",
       "       4.03137932e-01, 1.47177719e-01, 3.63041014e-01, 1.47066490e-01,\n",
       "       9.46704311e-02, 2.59245305e-01, 5.74838249e-02, 2.06465328e-02,\n",
       "       1.65636049e-01, 2.14007141e-01, 3.60517692e-01, 1.22368556e-01,\n",
       "       9.58683953e-01, 3.21972344e-01, 2.53234055e-01, 6.40119796e-02,\n",
       "       2.36553200e-02, 1.83164569e-01, 9.25302245e-01, 9.96658129e-01,\n",
       "       4.01689634e-01, 1.73745461e-01, 9.55372645e-01, 3.55889419e-01,\n",
       "       9.29181335e-04, 4.37815667e-01, 9.73976316e-01, 9.77903945e-01,\n",
       "       2.48141704e-01, 4.05620409e-01, 2.49040963e-01, 5.30524844e-02,\n",
       "       6.63217207e-02, 9.19314691e-02, 2.84652565e-01, 3.73845327e-01,\n",
       "       3.11033721e-01, 1.08200596e-02, 3.25854693e-01, 4.30160827e-01,\n",
       "       4.42189999e-01, 2.68919050e-01, 3.84406892e-01, 3.03780772e-01,\n",
       "       2.22092463e-01, 9.84087017e-01, 1.78161753e-01, 1.52862615e-01,\n",
       "       4.32812209e-01, 3.80735892e-01, 1.33810881e-01, 2.18715931e-01,\n",
       "       3.24034681e-01, 3.66676692e-01, 1.50298760e-01, 9.31123777e-01,\n",
       "       2.99199062e-01, 1.59348190e-01, 4.49282836e-01, 9.18307179e-03,\n",
       "...\n",
       "       2.83962083e-01, 4.29271667e-01, 1.55574946e-01, 1.07068213e-01,\n",
       "       4.46958034e-01, 3.53012159e-01, 4.05501510e-01, 9.95101996e-01,\n",
       "       1.95552073e-01, 4.21105629e-01, 3.89127721e-02, 2.74762370e-01,\n",
       "       3.88551689e-01, 3.98177912e-01, 9.30166751e-01, 2.59848823e-01,\n",
       "       1.94820914e-01, 2.58231310e-01, 3.02189662e-01, 1.03497234e-01,\n",
       "       8.01700983e-02, 4.15976836e-01, 3.96173495e-01, 4.43288434e-01,\n",
       "       6.38882192e-02, 2.56961240e-01, 4.16716500e-01, 1.89344301e-01,\n",
       "       1.21168779e-02, 3.07204390e-01, 2.79346139e-01, 1.55859670e-01,\n",
       "       2.51259804e-01, 4.15636348e-01, 1.50413447e-01, 4.18457229e-02,\n",
       "       2.92710243e-01, 3.91623929e-01, 9.89705226e-02, 2.68473040e-01,\n",
       "       3.63484578e-01, 1.85363200e-01, 6.59774982e-02, 3.54568453e-01,\n",
       "       1.59422721e-01, 1.81976239e-01, 1.16747054e-01, 3.23780216e-01,\n",
       "       4.34122877e-01, 1.08988007e-01, 1.61353829e-01, 9.42322052e-01,\n",
       "       8.52032642e-02, 3.25819647e-01, 1.67913280e-01, 3.39621958e-01,\n",
       "       2.52901858e-01, 8.64855399e-02, 3.37226955e-01, 1.69762852e-01,\n",
       "       4.27604907e-01, 9.10434562e-01, 1.42466955e-01, 1.86213914e-01,\n",
       "       3.13371214e-01, 3.99339412e-01, 1.44584335e-01, 1.47975068e-01,\n",
       "       6.98435624e-02, 1.98437898e-01, 3.61488489e-01, 2.40337490e-01,\n",
       "       4.03740331e-02, 6.74570446e-02, 3.30241869e-02, 1.65615150e-01,\n",
       "       1.71882222e-01, 2.80257288e-01, 4.38857161e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x2</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0</div><input id='attrs-6efc2f1f-4d9e-4ab5-ac2d-e615d28bf45b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6efc2f1f-4d9e-4ab5-ac2d-e615d28bf45b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c7d01da-3807-4e05-8139-84df6d99fe46' class='xr-var-data-in' type='checkbox'><label for='data-6c7d01da-3807-4e05-8139-84df6d99fe46' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.87978184, 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.96418688, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.80062317, 0.        , 0.        , 0.        , 0.8535269 ,\n",
       "       0.        , 0.        , 0.98859712, 0.87047511, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.9748662 , 0.        , 0.        , 0.        ,\n",
       "       0.90257287, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.99437431, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.95798229,\n",
       "       0.        , 0.        , 0.88604706, 0.84193305, 0.        ,\n",
       "       0.91253659, 0.        , 0.        , 0.99123254, 0.        ,\n",
       "       0.        , 0.95581799, 0.91704461, 0.        , 0.80904352,\n",
       "       0.        , 0.        , 0.        , 0.86960149, 0.        ,\n",
       "       0.9208528 , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.99390622, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.93665676, 0.9093652 , 0.        ,\n",
       "       0.        , 0.80688306, 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.89397651,\n",
       "       0.86774976, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.83998152,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.96018382, 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.93310233,\n",
       "       0.91533788, 0.        , 0.        , 0.85070177, 0.        ,\n",
       "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.90885834, 0.        , 0.        , 0.        , 0.        ,\n",
       "       0.86334885, 0.        , 0.        , 0.        ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>event_1</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-18cde82a-5193-46fc-ba78-426063d3f38c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-18cde82a-5193-46fc-ba78-426063d3f38c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-388af7df-806a-4dea-a32a-079b391e5574' class='xr-var-data-in' type='checkbox'><label for='data-388af7df-806a-4dea-a32a-079b391e5574' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>event_2</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-0a73ce50-d966-4c78-ade0-19671135564b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0a73ce50-d966-4c78-ade0-19671135564b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-abb91b9e-1ea6-40d5-9bfb-539ae2961819' class='xr-var-data-in' type='checkbox'><label for='data-abb91b9e-1ea6-40d5-9bfb-539ae2961819' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dayofyear</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>92 99 106 113 ... 221 228 235 242</div><input id='attrs-efafe099-96a0-4484-9726-113841be47de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efafe099-96a0-4484-9726-113841be47de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12ba3daf-3539-462f-bd24-798caa1f9b5b' class='xr-var-data-in' type='checkbox'><label for='data-12ba3daf-3539-462f-bd24-798caa1f9b5b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 92,  99, 106, 113, 120, 127, 134, 141, 148, 155, 162, 169, 176,\n",
       "       183, 190, 197, 204, 211, 218, 225, 232, 239, 246, 253, 260, 267,\n",
       "       274, 281, 288, 295, 302, 309, 316, 323, 330, 337, 344, 351, 358,\n",
       "       365,   7,  14,  21,  28,  35,  42,  49,  56,  63,  70,  77,  84,\n",
       "        91,  98, 105, 112, 119, 126, 133, 140, 147, 154, 161, 168, 175,\n",
       "       182, 189, 196, 203, 210, 217, 224, 231, 238, 245, 252, 259, 266,\n",
       "       273, 280, 287, 294, 301, 308, 315, 322, 329, 336, 343, 350, 357,\n",
       "       364,   6,  13,  20,  27,  34,  41,  48,  55,  62,  69,  76,  83,\n",
       "        90,  97, 104, 111, 118, 125, 132, 139, 146, 153, 160, 167, 174,\n",
       "       181, 188, 195, 202, 209, 216, 223, 230, 237, 244, 251, 258, 265,\n",
       "       272, 279, 286, 293, 300, 307, 314, 321, 328, 335, 342, 349, 356,\n",
       "       363,   4,  11,  18,  25,  32,  39,  46,  53,  60,  67,  74,  81,\n",
       "        88,  95, 102, 109, 116, 123, 130, 137, 144, 151, 158, 165, 172,\n",
       "       179, 186, 193, 200, 207, 214, 221, 228, 235, 242])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 174 175 176 177 178</div><input id='attrs-0b165081-1c91-49ab-a567-ce5ab1afe87a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b165081-1c91-49ab-a567-ce5ab1afe87a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2193702c-51a7-4da7-aec9-6d0f20a7cd8f' class='xr-var-data-in' type='checkbox'><label for='data-2193702c-51a7-4da7-aec9-6d0f20a7cd8f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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,\n",
       "        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
       "        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n",
       "        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,\n",
       "        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,\n",
       "       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,\n",
       "       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,\n",
       "       130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142,\n",
       "       143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155,\n",
       "       156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168,\n",
       "       169, 170, 171, 172, 173, 174, 175, 176, 177, 178])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.985e+03 3.763e+03 ... 4.676e+03</div><input id='attrs-ebafdddd-ec38-4a1d-9831-38b17c66d9c5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ebafdddd-ec38-4a1d-9831-38b17c66d9c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4dbc6f1-e057-4c58-832c-84b6963f338c' class='xr-var-data-in' type='checkbox'><label for='data-c4dbc6f1-e057-4c58-832c-84b6963f338c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3984.66223734, 3762.87179412, 4466.96738844, 3864.21937266,\n",
       "       4441.62527775, 3677.39655018, 5067.54633687, 6079.09904219,\n",
       "       4954.20536859, 5865.67657627, 5096.63305051, 4991.54228314,\n",
       "       4688.5848447 , 6536.34574052, 5030.98358508, 4638.69083472,\n",
       "       4209.54579837, 4876.00838907, 3906.171689  , 3549.86212243,\n",
       "       4025.43395537, 3223.30633321, 4079.65295872, 4156.43557336,\n",
       "       3666.8772267 , 3853.54920598, 3531.47191787, 3538.8824745 ,\n",
       "       4261.17449177, 4604.51723377, 6484.97624603, 5090.8724376 ,\n",
       "       6500.44070675, 6434.7020032 , 7288.09549867, 5249.09562308,\n",
       "       4284.73710406, 5924.4967947 , 7770.89886433, 6600.77946045,\n",
       "       6003.92292284, 5660.65332884, 5872.74193171, 6093.70178134,\n",
       "       3994.21575864, 4817.41932661, 7795.0978095 , 6447.22166693,\n",
       "       5540.6792271 , 4949.83235925, 6379.8986888 , 4764.01718599,\n",
       "       4207.85140173, 4412.82026656, 4346.99520328, 6626.69831268,\n",
       "       5231.24779003, 3891.28186583, 6815.82014683, 5047.60961099,\n",
       "       5292.31541818, 5238.73239384, 4994.21021861, 4563.9431011 ,\n",
       "       4501.26480448, 5634.63844969, 4823.48226687, 4053.07938257,\n",
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       "       4137.65148493, 4479.04135141, 4675.97343867])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b9cc1847-5a9a-4ebf-865e-ad6f176521b8' class='xr-section-summary-in' type='checkbox'  ><label for='section-b9cc1847-5a9a-4ebf-865e-ad6f176521b8' 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>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-739f2089-21b1-4f86-9383-ce9feb661f81' class='xr-index-data-in' type='checkbox'/><label for='index-739f2089-21b1-4f86-9383-ce9feb661f81' 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(RangeIndex(start=0, stop=179, step=1, name=&#x27;index&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-68bb19f9-01fa-480f-b00d-ee8a8f9aec64' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-68bb19f9-01fa-480f-b00d-ee8a8f9aec64' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div><br></div>\n",
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      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> posterior_predictive\n",
       "\t> sample_stats\n",
       "\t> prior\n",
       "\t> prior_predictive\n",
       "\t> observed_data\n",
       "\t> constant_data\n",
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     "execution_count": 17,
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   "source": [
    "mmm.idata"
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   "source": [
    "## Saving and loading a fitted model"
   ]
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   "source": [
    "All the data passed to the model on initialization is stored in `idata.attrs`. This will be used later in the `save()` method to convert both this data and all the fit data into the netCDF format. You can read more about this format [here](https://python.arviz.org/en/stable/getting_started/XarrayforArviZ.html)."
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   "source": [
    "The `save` and `load` method only require a path to inform where the model should be saved and loaded from."
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  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmm.save('my_saved_model.nc')"
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  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ricardo/miniconda3/envs/pymc-marketing/lib/python3.11/site-packages/arviz/data/inference_data.py:152: UserWarning: fit_data group is not defined in the InferenceData scheme\n",
      "  warnings.warn(\n"
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    "loaded_model = DelayedSaturatedMMM.load('my_saved_model.nc')"
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  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sigma': array([2.1775326 , 1.14026088]), 'dims': ('channel',)}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": 21,
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       "<title>clustercontrol (3)</title>\n",
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       "<title>clusterdate (179) x fourier_mode (4)</title>\n",
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       "<title>clusterfourier_mode (4)</title>\n",
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       "<title>channel_data&#45;&gt;channel_adstock</title>\n",
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       "<title>mu&#45;&gt;likelihood</title>\n",
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       "<title>likelihood&#45;&gt;target</title>\n",
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       "<title>sigma&#45;&gt;likelihood</title>\n",
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       "<!-- intercept&#45;&gt;mu -->\n",
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       "<title>intercept&#45;&gt;mu</title>\n",
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     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loaded_model.graphviz()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 4, draw: 1000, control: 3,\n",
       "                                fourier_mode: 4, channel: 2, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0 1 2 3\n",
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       "  * channel                    (channel) object &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * date                       (date) object &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    intercept                  (chain, draw) float64 ...\n",
       "    gamma_control              (chain, draw, control) float64 ...\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 ...\n",
       "    beta_channel               (chain, draw, channel) float64 ...\n",
       "    alpha                      (chain, draw, channel) float64 ...\n",
       "    lam                        (chain, draw, channel) float64 ...\n",
       "    ...                         ...\n",
       "    channel_adstock            (chain, draw, date, channel) float64 ...\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 ...\n",
       "    channel_contributions      (chain, draw, date, channel) float64 ...\n",
       "    control_contributions      (chain, draw, date, control) float64 ...\n",
       "    fourier_contributions      (chain, draw, date, fourier_mode) float64 ...\n",
       "    mu                         (chain, draw, date) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.592010\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-c80bb3b8-bfe8-418e-8043-942dfdaf8ef0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c80bb3b8-bfe8-418e-8043-942dfdaf8ef0' 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'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8ee3694c-ac1e-4dc8-8c3f-c893ed3c1be1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8ee3694c-ac1e-4dc8-8c3f-c893ed3c1be1' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-4ad962d9-da76-444a-9108-5eeb358bdddd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ad962d9-da76-444a-9108-5eeb358bdddd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f2349e35-1c5b-4bb4-841a-0321a31fb5fd' class='xr-var-data-in' type='checkbox'><label for='data-f2349e35-1c5b-4bb4-841a-0321a31fb5fd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-d0ee764b-0335-4fbb-8b95-10d21873051c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0ee764b-0335-4fbb-8b95-10d21873051c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a804fa4-f95f-4d64-8320-8b4e0c0c7ec5' class='xr-var-data-in' type='checkbox'><label for='data-8a804fa4-f95f-4d64-8320-8b4e0c0c7ec5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-a9f9f273-599a-49e9-9a9a-843b58591f6c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a9f9f273-599a-49e9-9a9a-843b58591f6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-496b390c-51ed-41fa-8422-7f99d0664db8' class='xr-var-data-in' type='checkbox'><label for='data-496b390c-51ed-41fa-8422-7f99d0664db8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-5f4e0ff7-5668-437d-b647-71cfa5635dc5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5f4e0ff7-5668-437d-b647-71cfa5635dc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fe598a0c-6460-4422-9507-941c2dc8e91f' class='xr-var-data-in' type='checkbox'><label for='data-fe598a0c-6460-4422-9507-941c2dc8e91f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=object)</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'>object</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-5c91f880-ae31-424a-93d7-0a6ad54ff664' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5c91f880-ae31-424a-93d7-0a6ad54ff664' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6f5f6c8-2bf5-49f4-b658-52e6a20bea71' class='xr-var-data-in' type='checkbox'><label for='data-c6f5f6c8-2bf5-49f4-b658-52e6a20bea71' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=object)</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'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-2b019223-0bad-4331-84ad-7bbe78150ffb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b019223-0bad-4331-84ad-7bbe78150ffb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66b3c3b0-03de-402f-b7a7-6875292ccaad' class='xr-var-data-in' type='checkbox'><label for='data-66b3c3b0-03de-402f-b7a7-6875292ccaad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cdf0e5ed-8734-4046-81a8-c1da13024045' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cdf0e5ed-8734-4046-81a8-c1da13024045' class='xr-section-summary' >Data variables: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-80ed837f-03c6-4429-897f-a6ede4a4e3d5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80ed837f-03c6-4429-897f-a6ede4a4e3d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39f732ef-b5e8-45a3-8af6-0ab81f2aaa39' class='xr-var-data-in' type='checkbox'><label for='data-39f732ef-b5e8-45a3-8af6-0ab81f2aaa39' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-985e4cef-a378-48b8-a8c6-50de2a85b3fb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-985e4cef-a378-48b8-a8c6-50de2a85b3fb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-69661b30-8223-4756-955f-92f81bb1b1d5' class='xr-var-data-in' type='checkbox'><label for='data-69661b30-8223-4756-955f-92f81bb1b1d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[12000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-25b8a1fa-dabf-4d7c-8920-e75acb3162f8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25b8a1fa-dabf-4d7c-8920-e75acb3162f8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a1c343a-4ed4-4a72-8b36-a62564a0db38' class='xr-var-data-in' type='checkbox'><label for='data-9a1c343a-4ed4-4a72-8b36-a62564a0db38' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[16000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>beta_channel</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'>...</div><input id='attrs-e67dae24-d748-4b71-a619-397595c70498' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e67dae24-d748-4b71-a619-397595c70498' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2311937b-3f79-459b-ba37-857341bfe265' class='xr-var-data-in' type='checkbox'><label for='data-2311937b-3f79-459b-ba37-857341bfe265' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[8000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>...</div><input id='attrs-32ef06cd-42ea-4850-87f9-18cc9a65014e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-32ef06cd-42ea-4850-87f9-18cc9a65014e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0886e854-6aed-415d-8ca9-0e81f2453e6e' class='xr-var-data-in' type='checkbox'><label for='data-0886e854-6aed-415d-8ca9-0e81f2453e6e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[8000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>...</div><input id='attrs-1b6669cd-d85f-425d-8a7b-41f3a7fc9d88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b6669cd-d85f-425d-8a7b-41f3a7fc9d88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-290261ed-cb1e-4377-b354-8de61c67ad1a' class='xr-var-data-in' type='checkbox'><label for='data-290261ed-cb1e-4377-b354-8de61c67ad1a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[8000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-47ae9869-a4e6-4c6d-b88c-b0219e5d836b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-47ae9869-a4e6-4c6d-b88c-b0219e5d836b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f590dff-3a66-4c6f-95c1-9000ef0c0252' class='xr-var-data-in' type='checkbox'><label for='data-5f590dff-3a66-4c6f-95c1-9000ef0c0252' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>...</div><input id='attrs-4e12a851-c23e-4876-81df-dcc5f29fcbc5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e12a851-c23e-4876-81df-dcc5f29fcbc5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09c5a2a2-4098-4301-8f05-4168253a08fe' class='xr-var-data-in' type='checkbox'><label for='data-09c5a2a2-4098-4301-8f05-4168253a08fe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1432000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>...</div><input id='attrs-b5febd15-1812-46de-823d-5aed94538f2d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5febd15-1812-46de-823d-5aed94538f2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6753ee3d-7452-45fd-955d-816bc13327ed' class='xr-var-data-in' type='checkbox'><label for='data-6753ee3d-7452-45fd-955d-816bc13327ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1432000 values with dtype=float64]</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'>...</div><input id='attrs-9b6ceb25-8cbb-4970-b7b2-299ba330b621' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9b6ceb25-8cbb-4970-b7b2-299ba330b621' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1f23422a-9cd8-431b-9e59-22523f16894f' class='xr-var-data-in' type='checkbox'><label for='data-1f23422a-9cd8-431b-9e59-22523f16894f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1432000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-0c609fd7-bccc-4258-9549-b12d54c6ed83' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0c609fd7-bccc-4258-9549-b12d54c6ed83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1109d444-9772-4604-907f-608aceda812b' class='xr-var-data-in' type='checkbox'><label for='data-1109d444-9772-4604-907f-608aceda812b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[2148000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cdeda806-c5c4-4350-9ebc-accdd4e06380' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cdeda806-c5c4-4350-9ebc-accdd4e06380' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68b75d50-d629-4f50-9145-55d6e2e5e8e1' class='xr-var-data-in' type='checkbox'><label for='data-68b75d50-d629-4f50-9145-55d6e2e5e8e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[2864000 values with dtype=float64]</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'>...</div><input id='attrs-fc3b50fe-efd8-4945-8c76-5b5a82f77f51' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fc3b50fe-efd8-4945-8c76-5b5a82f77f51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf01701a-9762-454c-a95f-dd841a8c8b85' class='xr-var-data-in' type='checkbox'><label for='data-cf01701a-9762-454c-a95f-dd841a8c8b85' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[716000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d5f11648-d0ee-4e25-9c89-bb27273f8d5d' class='xr-section-summary-in' type='checkbox'  ><label for='section-d5f11648-d0ee-4e25-9c89-bb27273f8d5d' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8487554a-d78c-47c1-976d-6f8f1c502f8a' class='xr-index-data-in' type='checkbox'/><label for='index-8487554a-d78c-47c1-976d-6f8f1c502f8a' 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-f099e345-9e56-4201-8bdc-30f424bea7f7' class='xr-index-data-in' type='checkbox'/><label for='index-f099e345-9e56-4201-8bdc-30f424bea7f7' 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>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b5a0992e-8ecb-4d4d-b875-242e39384e74' class='xr-index-data-in' type='checkbox'/><label for='index-b5a0992e-8ecb-4d4d-b875-242e39384e74' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-05e01e91-0bff-4ed4-b466-a7800eb68956' class='xr-index-data-in' type='checkbox'/><label for='index-05e01e91-0bff-4ed4-b466-a7800eb68956' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-dfc252d8-a752-495e-9edc-6f0f2c7e0aad' class='xr-index-data-in' type='checkbox'/><label for='index-dfc252d8-a752-495e-9edc-6f0f2c7e0aad' 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;x1&#x27;, &#x27;x2&#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-c2f4982b-3805-4e6f-802d-692ffecb3188' class='xr-index-data-in' type='checkbox'/><label for='index-c2f4982b-3805-4e6f-802d-692ffecb3188' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-efbf5270-5220-4d6e-a27f-a05a3083971d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-efbf5270-5220-4d6e-a27f-a05a3083971d' 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>2023-08-03T12:44:52.592010</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</dd><dt><span>tuning_steps :</span></dt><dd>1000</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_posterior_predictiveaba849d4-e349-44fa-9fdb-7a76c3df6439\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_posterior_predictiveaba849d4-e349-44fa-9fdb-7a76c3df6439\" class = \"xr-section-summary\">posterior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 4, draw: 1000, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0 1 2 3\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * date        (date) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:55.266426\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-c6452da8-a591-4c5a-93f4-e2322c9f3b19' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c6452da8-a591-4c5a-93f4-e2322c9f3b19' 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'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dcbfaa2a-0adb-43e2-8dbb-d763f4329a10' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dcbfaa2a-0adb-43e2-8dbb-d763f4329a10' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-9d1c5b82-1367-482e-93ce-eaaccd41a10b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9d1c5b82-1367-482e-93ce-eaaccd41a10b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c223af6-e4cc-40b3-9f14-783aef3f53f1' class='xr-var-data-in' type='checkbox'><label for='data-5c223af6-e4cc-40b3-9f14-783aef3f53f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-b119f9d4-e390-4d52-ab0f-51a054ed5622' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b119f9d4-e390-4d52-ab0f-51a054ed5622' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-745fdaec-01c7-4241-a95c-5d465885af80' class='xr-var-data-in' type='checkbox'><label for='data-745fdaec-01c7-4241-a95c-5d465885af80' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-ce49dd84-a953-47d3-aad4-722d9c3fe82c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ce49dd84-a953-47d3-aad4-722d9c3fe82c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d39266b-2e47-4cb7-a4d5-f871182f84d7' class='xr-var-data-in' type='checkbox'><label for='data-4d39266b-2e47-4cb7-a4d5-f871182f84d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5a34b1eb-8d26-4427-847e-05385e3e7995' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5a34b1eb-8d26-4427-847e-05385e3e7995' 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>likelihood</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'>...</div><input id='attrs-f496f9ff-a4a3-4107-b550-45e63329587c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f496f9ff-a4a3-4107-b550-45e63329587c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adadbda8-f3aa-470d-9778-70fb34c6a6fa' class='xr-var-data-in' type='checkbox'><label for='data-adadbda8-f3aa-470d-9778-70fb34c6a6fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[716000 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ce055a85-da97-4f1f-9ad7-9f5d89b5f165' class='xr-section-summary-in' type='checkbox'  ><label for='section-ce055a85-da97-4f1f-9ad7-9f5d89b5f165' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b55bbdb4-b547-49b4-bd61-6f6111421d40' class='xr-index-data-in' type='checkbox'/><label for='index-b55bbdb4-b547-49b4-bd61-6f6111421d40' 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-031519fb-adcd-441e-ae3d-1f6f0e112150' class='xr-index-data-in' type='checkbox'/><label for='index-031519fb-adcd-441e-ae3d-1f6f0e112150' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5cbd422b-22c5-4eb9-a262-415c3e1ab14f' class='xr-index-data-in' type='checkbox'/><label for='index-5cbd422b-22c5-4eb9-a262-415c3e1ab14f' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6a2d4c6a-c84e-49f0-99f2-56126d6e55c7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6a2d4c6a-c84e-49f0-99f2-56126d6e55c7' 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>2023-08-03T12:44:55.266426</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
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       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_sample_statsed3154d2-1389-4f58-9d7b-578f7dadc8fa\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_sample_statsed3154d2-1389-4f58-9d7b-578f7dadc8fa\" 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",
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       "\n",
       ".xr-header > div,\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-attrs dt {\n",
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       "\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                (chain: 4, draw: 1000)\n",
       "Coordinates:\n",
       "  * chain                  (chain) int64 0 1 2 3\n",
       "  * draw                   (draw) int64 0 1 2 3 4 5 ... 994 995 996 997 998 999\n",
       "Data variables: (12/17)\n",
       "    process_time_diff      (chain, draw) float64 ...\n",
       "    lp                     (chain, draw) float64 ...\n",
       "    max_energy_error       (chain, draw) float64 ...\n",
       "    step_size              (chain, draw) float64 ...\n",
       "    reached_max_treedepth  (chain, draw) bool ...\n",
       "    perf_counter_diff      (chain, draw) float64 ...\n",
       "    ...                     ...\n",
       "    index_in_trajectory    (chain, draw) int64 ...\n",
       "    energy                 (chain, draw) float64 ...\n",
       "    largest_eigval         (chain, draw) float64 ...\n",
       "    n_steps                (chain, draw) float64 ...\n",
       "    tree_depth             (chain, draw) int64 ...\n",
       "    diverging              (chain, draw) bool ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.608151\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0\n",
       "    sampling_time:              71.22048568725586\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-01c0a95c-da5d-43d7-acaf-11547687e93d' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-01c0a95c-da5d-43d7-acaf-11547687e93d' 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-5430fb01-e4eb-43df-9479-7ddeb6a8077f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5430fb01-e4eb-43df-9479-7ddeb6a8077f' 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-7d226060-24af-42f2-beeb-b18708e89dcd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d226060-24af-42f2-beeb-b18708e89dcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ee69fcd-fa0f-4034-81b2-664d5b8fd4b1' class='xr-var-data-in' type='checkbox'><label for='data-6ee69fcd-fa0f-4034-81b2-664d5b8fd4b1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-20441b1a-d887-4a5e-93fb-3a361bf87596' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20441b1a-d887-4a5e-93fb-3a361bf87596' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5298ead-1d26-4346-9b98-d6115a8e92b9' class='xr-var-data-in' type='checkbox'><label for='data-e5298ead-1d26-4346-9b98-d6115a8e92b9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-b732ef28-4c68-439e-a437-c266575003cc' class='xr-section-summary-in' type='checkbox'  ><label for='section-b732ef28-4c68-439e-a437-c266575003cc' 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>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'>...</div><input id='attrs-79c91081-2724-41b3-b7ca-fde54d14a010' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79c91081-2724-41b3-b7ca-fde54d14a010' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-157306e7-00af-46e0-b12e-8566c4561a80' class='xr-var-data-in' type='checkbox'><label for='data-157306e7-00af-46e0-b12e-8566c4561a80' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lp</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-88885f2b-80e7-4a40-94c0-45403aa2c505' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-88885f2b-80e7-4a40-94c0-45403aa2c505' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07137acc-d8cb-40cc-b01a-3df552349a6d' class='xr-var-data-in' type='checkbox'><label for='data-07137acc-d8cb-40cc-b01a-3df552349a6d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-47442b3b-1989-45cd-b914-809efe2d4fab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-47442b3b-1989-45cd-b914-809efe2d4fab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef2eaf2e-0c50-409d-a195-0b1f7d5bb904' class='xr-var-data-in' type='checkbox'><label for='data-ef2eaf2e-0c50-409d-a195-0b1f7d5bb904' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>step_size</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6b24da42-cefc-431f-bdb1-ba731057307f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b24da42-cefc-431f-bdb1-ba731057307f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a0029a4-0b96-489d-ada7-b653c2f60855' class='xr-var-data-in' type='checkbox'><label for='data-8a0029a4-0b96-489d-ada7-b653c2f60855' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-e72926a2-08b2-4cf6-8a3a-24395c522c14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e72926a2-08b2-4cf6-8a3a-24395c522c14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07e923b8-cc7e-4297-b22a-0ef39b77aa4c' class='xr-var-data-in' type='checkbox'><label for='data-07e923b8-cc7e-4297-b22a-0ef39b77aa4c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=bool]</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'>...</div><input id='attrs-0b253953-c928-4e7f-9cf4-f6c3c8a661a3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b253953-c928-4e7f-9cf4-f6c3c8a661a3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3829c904-9cbf-4295-a1f1-5f379a29a5dd' class='xr-var-data-in' type='checkbox'><label for='data-3829c904-9cbf-4295-a1f1-5f379a29a5dd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-8a53e321-94f3-4ca6-8ad8-3d8e855a95df' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8a53e321-94f3-4ca6-8ad8-3d8e855a95df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc10c902-2249-470d-b5cf-034d41983ddc' class='xr-var-data-in' type='checkbox'><label for='data-dc10c902-2249-470d-b5cf-034d41983ddc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-fa0cb6a9-c471-44ab-b844-06abd902ce90' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa0cb6a9-c471-44ab-b844-06abd902ce90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3e2a438-4762-4274-b4ab-de5af47a67e9' class='xr-var-data-in' type='checkbox'><label for='data-b3e2a438-4762-4274-b4ab-de5af47a67e9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><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'>...</div><input id='attrs-3c2c45f7-75dd-4164-95e9-decc44d672c9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c2c45f7-75dd-4164-95e9-decc44d672c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6cb1a44-3f7d-4dbb-9646-3c4868ebb6e5' class='xr-var-data-in' type='checkbox'><label for='data-c6cb1a44-3f7d-4dbb-9646-3c4868ebb6e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-37273fcf-4e6a-4acf-ada6-94e3709197ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37273fcf-4e6a-4acf-ada6-94e3709197ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a6a6625-f01e-4c89-89f4-34e59e15a536' class='xr-var-data-in' type='checkbox'><label for='data-0a6a6625-f01e-4c89-89f4-34e59e15a536' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-93ac6b06-0285-4a5d-81cf-88abbabef530' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93ac6b06-0285-4a5d-81cf-88abbabef530' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-099cfb36-17d6-418e-83e0-b52205f47fd8' class='xr-var-data-in' type='checkbox'><label for='data-099cfb36-17d6-418e-83e0-b52205f47fd8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-44f5c6b2-595e-4c92-b25c-85a26eab742c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-44f5c6b2-595e-4c92-b25c-85a26eab742c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b3d43f5-38b8-46b6-aed5-5bdb3b923cf9' class='xr-var-data-in' type='checkbox'><label for='data-3b3d43f5-38b8-46b6-aed5-5bdb3b923cf9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-465f74ae-6c23-442c-9697-910cdbb9c8ef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-465f74ae-6c23-442c-9697-910cdbb9c8ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04576105-7a91-4e16-a8bc-e3cf79e75511' class='xr-var-data-in' type='checkbox'><label for='data-04576105-7a91-4e16-a8bc-e3cf79e75511' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-6768d380-06b3-451c-abc2-824a322698bb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6768d380-06b3-451c-abc2-824a322698bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22b74d1c-0819-4e76-a9b5-4f1e6881e340' class='xr-var-data-in' type='checkbox'><label for='data-22b74d1c-0819-4e76-a9b5-4f1e6881e340' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-36795d38-292e-43f0-a801-6ea349bc173d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36795d38-292e-43f0-a801-6ea349bc173d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0bcb37f9-aaff-4695-9310-3f54c52d79e4' class='xr-var-data-in' type='checkbox'><label for='data-0bcb37f9-aaff-4695-9310-3f54c52d79e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=float64]</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'>...</div><input id='attrs-4c6ad8b6-2cbc-46b1-a606-671314aac798' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c6ad8b6-2cbc-46b1-a606-671314aac798' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-740ba1df-5de6-4976-af6b-e449cd72f066' class='xr-var-data-in' type='checkbox'><label for='data-740ba1df-5de6-4976-af6b-e449cd72f066' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=int64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diverging</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c5c5d809-6f4a-4d42-ac2a-7afb049ad39a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c5c5d809-6f4a-4d42-ac2a-7afb049ad39a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bfc45c4d-785b-416c-8288-7da48f3eaf95' class='xr-var-data-in' type='checkbox'><label for='data-bfc45c4d-785b-416c-8288-7da48f3eaf95' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[4000 values with dtype=bool]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d84fc702-83fd-41fe-876a-c0fabdea623f' class='xr-section-summary-in' type='checkbox'  ><label for='section-d84fc702-83fd-41fe-876a-c0fabdea623f' 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-25d6ee26-c0d9-4f14-ba90-9ac809e33987' class='xr-index-data-in' type='checkbox'/><label for='index-25d6ee26-c0d9-4f14-ba90-9ac809e33987' 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-e72892e8-feb2-4161-9abf-228198bddf5d' class='xr-index-data-in' type='checkbox'/><label for='index-e72892e8-feb2-4161-9abf-228198bddf5d' 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-50049460-621d-40a1-b515-0d669cd42c17' class='xr-section-summary-in' type='checkbox'  checked><label for='section-50049460-621d-40a1-b515-0d669cd42c17' 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>2023-08-03T12:44:52.608151</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd><dt><span>sampling_time :</span></dt><dd>71.22048568725586</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_priorf4df9234-d023-4c01-af8c-3484dcd1e0f9\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_priorf4df9234-d023-4c01-af8c-3484dcd1e0f9\" class = \"xr-section-summary\">prior</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
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       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:                    (chain: 1, draw: 500, channel: 2, control: 3,\n",
       "                                fourier_mode: 4, date: 179)\n",
       "Coordinates:\n",
       "  * chain                      (chain) int64 0\n",
       "  * draw                       (draw) int64 0 1 2 3 4 5 ... 495 496 497 498 499\n",
       "  * channel                    (channel) object &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * control                    (control) object &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode               (fourier_mode) object &#x27;sin_order_1&#x27; ... &#x27;cos_o...\n",
       "  * date                       (date) object &#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables: (12/13)\n",
       "    beta_channel               (chain, draw, channel) float64 ...\n",
       "    gamma_control              (chain, draw, control) float64 ...\n",
       "    gamma_fourier              (chain, draw, fourier_mode) float64 ...\n",
       "    channel_contributions      (chain, draw, date, channel) float64 ...\n",
       "    intercept                  (chain, draw) float64 ...\n",
       "    lam                        (chain, draw, channel) float64 ...\n",
       "    ...                         ...\n",
       "    mu                         (chain, draw, date) float64 ...\n",
       "    alpha                      (chain, draw, channel) float64 ...\n",
       "    channel_adstock            (chain, draw, date, channel) float64 ...\n",
       "    control_contributions      (chain, draw, date, control) float64 ...\n",
       "    channel_adstock_saturated  (chain, draw, date, channel) float64 ...\n",
       "    sigma                      (chain, draw) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:54.644498\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-18871d8b-b0cc-4ab0-8e32-3eb40a83ef8b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-18871d8b-b0cc-4ab0-8e32-3eb40a83ef8b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7531a9ef-20a3-4b68-a078-ea8e75baee4f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7531a9ef-20a3-4b68-a078-ea8e75baee4f' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-c08ced2e-f3b5-4b1a-acd1-65ad34d5f10d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c08ced2e-f3b5-4b1a-acd1-65ad34d5f10d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5d50cdc-78e5-42fd-9960-8769f7caeecf' class='xr-var-data-in' type='checkbox'><label for='data-c5d50cdc-78e5-42fd-9960-8769f7caeecf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-219a48bd-818a-4936-b0d0-585f45b820fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-219a48bd-818a-4936-b0d0-585f45b820fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ed1c314-e435-4f14-953d-3ba8ae37e609' class='xr-var-data-in' type='checkbox'><label for='data-1ed1c314-e435-4f14-953d-3ba8ae37e609' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>channel</span></div><div class='xr-var-dims'>(channel)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-9cb3ab62-2987-4d82-baac-3a8721f52d5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9cb3ab62-2987-4d82-baac-3a8721f52d5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de83678b-01f5-401a-b0fa-fb846d46e0f0' class='xr-var-data-in' type='checkbox'><label for='data-de83678b-01f5-401a-b0fa-fb846d46e0f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-a1d023f8-ca10-45c3-adfd-fd7b6364082f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a1d023f8-ca10-45c3-adfd-fd7b6364082f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-259fc9e7-f211-4f7e-9543-68c78a6391a1' class='xr-var-data-in' type='checkbox'><label for='data-259fc9e7-f211-4f7e-9543-68c78a6391a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-d84e9e9c-b30c-45ec-b993-ae78e68ba80f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d84e9e9c-b30c-45ec-b993-ae78e68ba80f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fabc00eb-d1b8-4835-92b7-d4465765e2c2' class='xr-var-data-in' type='checkbox'><label for='data-fabc00eb-d1b8-4835-92b7-d4465765e2c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=object)</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'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-b1199cea-8b25-4efa-a05e-b0a5f52899d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1199cea-8b25-4efa-a05e-b0a5f52899d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c0bc86d-fb63-4bab-8c58-c8273b4bf8b8' class='xr-var-data-in' type='checkbox'><label for='data-8c0bc86d-fb63-4bab-8c58-c8273b4bf8b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b765e570-1cb3-47cb-8576-a2fcf4abbd04' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b765e570-1cb3-47cb-8576-a2fcf4abbd04' class='xr-section-summary' >Data variables: <span>(13)</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>beta_channel</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'>...</div><input id='attrs-224aca54-cb71-4fc2-bb6b-0ddb96fac877' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-224aca54-cb71-4fc2-bb6b-0ddb96fac877' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5c4bdf8b-53d8-4850-a9ae-5474d0ddf772' class='xr-var-data-in' type='checkbox'><label for='data-5c4bdf8b-53d8-4850-a9ae-5474d0ddf772' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_control</span></div><div class='xr-var-dims'>(chain, draw, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6a058c47-0a57-463b-aba9-3740a070b7de' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6a058c47-0a57-463b-aba9-3740a070b7de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-896b0e53-3e1b-419d-98cc-9d4858870242' class='xr-var-data-in' type='checkbox'><label for='data-896b0e53-3e1b-419d-98cc-9d4858870242' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1500 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gamma_fourier</span></div><div class='xr-var-dims'>(chain, draw, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5240a318-aa00-4c59-b887-50804d8ec5d2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5240a318-aa00-4c59-b887-50804d8ec5d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dff20e10-d6cc-4658-87e1-81c5db734e2a' class='xr-var-data-in' type='checkbox'><label for='data-dff20e10-d6cc-4658-87e1-81c5db734e2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[2000 values with dtype=float64]</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'>...</div><input id='attrs-2ffd8e67-a6ab-4474-91df-ecb22abc0b3a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ffd8e67-a6ab-4474-91df-ecb22abc0b3a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2d558a5-1326-47e5-9911-7b0b31fa6589' class='xr-var-data-in' type='checkbox'><label for='data-c2d558a5-1326-47e5-9911-7b0b31fa6589' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[179000 values with dtype=float64]</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'>...</div><input id='attrs-959de218-9e5e-4937-8a3d-021bcfc973b7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-959de218-9e5e-4937-8a3d-021bcfc973b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3048a44-efcc-44e2-b307-2474e545a563' class='xr-var-data-in' type='checkbox'><label for='data-d3048a44-efcc-44e2-b307-2474e545a563' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[500 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>...</div><input id='attrs-4e2c2367-b857-4705-afb6-246a015d1334' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e2c2367-b857-4705-afb6-246a015d1334' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e81355f2-1e3b-4793-8b2b-c085434ca4ba' class='xr-var-data-in' type='checkbox'><label for='data-e81355f2-1e3b-4793-8b2b-c085434ca4ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-20e691a3-3744-4869-98d0-3ca5f4a33830' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20e691a3-3744-4869-98d0-3ca5f4a33830' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb17deb1-74db-400b-8e0b-0adbad1da4af' class='xr-var-data-in' type='checkbox'><label for='data-cb17deb1-74db-400b-8e0b-0adbad1da4af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[358000 values with dtype=float64]</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'>...</div><input id='attrs-37c4a27a-35b5-4cf9-a0b5-10a875a11796' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37c4a27a-35b5-4cf9-a0b5-10a875a11796' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0709b14-eec3-49bf-8920-2c357b40bd72' class='xr-var-data-in' type='checkbox'><label for='data-e0709b14-eec3-49bf-8920-2c357b40bd72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[89500 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>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'>...</div><input id='attrs-5067efcf-bff2-46dc-8959-3e0dcafcd844' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5067efcf-bff2-46dc-8959-3e0dcafcd844' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c56218d-de63-4cae-a563-23ebd13402ce' class='xr-var-data-in' type='checkbox'><label for='data-9c56218d-de63-4cae-a563-23ebd13402ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock</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'>...</div><input id='attrs-5bfc543f-458d-4beb-a9f2-67439c23f254' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5bfc543f-458d-4beb-a9f2-67439c23f254' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6405b888-4eab-4942-a668-6daad3289897' class='xr-var-data-in' type='checkbox'><label for='data-6405b888-4eab-4942-a668-6daad3289897' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[179000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_contributions</span></div><div class='xr-var-dims'>(chain, draw, date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fcb01eac-96bd-4c76-8424-ef1aab6e20f4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fcb01eac-96bd-4c76-8424-ef1aab6e20f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88f127ea-79e7-470e-a724-6ba53e95777b' class='xr-var-data-in' type='checkbox'><label for='data-88f127ea-79e7-470e-a724-6ba53e95777b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[268500 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>channel_adstock_saturated</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'>...</div><input id='attrs-f311c313-dda9-4a3e-9211-c3aaa91ca616' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f311c313-dda9-4a3e-9211-c3aaa91ca616' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d4e7d7c-d2a1-46a1-a683-53fdc6e7ea53' class='xr-var-data-in' type='checkbox'><label for='data-4d4e7d7c-d2a1-46a1-a683-53fdc6e7ea53' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[179000 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sigma</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-28af3579-a04b-4985-bcd3-19a666471164' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-28af3579-a04b-4985-bcd3-19a666471164' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ed4d7f6-3f95-42a5-b55a-e56abd90886c' class='xr-var-data-in' type='checkbox'><label for='data-0ed4d7f6-3f95-42a5-b55a-e56abd90886c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[500 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a7dc75b6-ad89-4e18-b819-a643cb260567' class='xr-section-summary-in' type='checkbox'  ><label for='section-a7dc75b6-ad89-4e18-b819-a643cb260567' class='xr-section-summary' >Indexes: <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-index-name'><div>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d005f48f-146a-4806-9c89-83a66e0c8063' class='xr-index-data-in' type='checkbox'/><label for='index-d005f48f-146a-4806-9c89-83a66e0c8063' 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], 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-e9540c96-8518-4fa4-9016-054b99e93049' class='xr-index-data-in' type='checkbox'/><label for='index-e9540c96-8518-4fa4-9016-054b99e93049' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>channel</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6f239b98-dfa2-41f3-b6af-1b2d3197e942' class='xr-index-data-in' type='checkbox'/><label for='index-6f239b98-dfa2-41f3-b6af-1b2d3197e942' 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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-abab9b6f-2143-4552-b2dc-94b62b081270' class='xr-index-data-in' type='checkbox'/><label for='index-abab9b6f-2143-4552-b2dc-94b62b081270' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e96e3f78-5577-4ee5-a45d-7a975ee3ecc6' class='xr-index-data-in' type='checkbox'/><label for='index-e96e3f78-5577-4ee5-a45d-7a975ee3ecc6' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#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-6d88aa4c-946b-46ce-bb85-0dc2e1c994f6' class='xr-index-data-in' type='checkbox'/><label for='index-6d88aa4c-946b-46ce-bb85-0dc2e1c994f6' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d588eb08-f073-44a6-a4a5-be7037986b5e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d588eb08-f073-44a6-a4a5-be7037986b5e' 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>2023-08-03T12:44:54.644498</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_prior_predictive0ecf6acf-b1cb-4527-9de4-4cab8a37505a\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_prior_predictive0ecf6acf-b1cb-4527-9de4-4cab8a37505a\" class = \"xr-section-summary\">prior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 1, draw: 500, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 492 493 494 495 496 497 498 499\n",
       "  * date        (date) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:54.650068\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-80f3c4fa-caa5-4bba-b907-fa7650a0cc05' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-80f3c4fa-caa5-4bba-b907-fa7650a0cc05' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-172dda7e-170c-4e57-94e1-41296ea40dda' class='xr-section-summary-in' type='checkbox'  checked><label for='section-172dda7e-170c-4e57-94e1-41296ea40dda' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-8ebcbe18-fbe3-439d-afbf-dc0d18f3ea5b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8ebcbe18-fbe3-439d-afbf-dc0d18f3ea5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c140d477-dfff-4f96-9b54-17327f28a673' class='xr-var-data-in' type='checkbox'><label for='data-c140d477-dfff-4f96-9b54-17327f28a673' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-763cada3-9614-42fd-ac8e-d08dc915435e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-763cada3-9614-42fd-ac8e-d08dc915435e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-823315aa-3710-4e66-99be-ad1dcd4e6585' class='xr-var-data-in' type='checkbox'><label for='data-823315aa-3710-4e66-99be-ad1dcd4e6585' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-0b96c15d-4f57-4039-be9a-fedc97d48293' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b96c15d-4f57-4039-be9a-fedc97d48293' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-593b57ce-b668-486b-8326-4a48e4fed84f' class='xr-var-data-in' type='checkbox'><label for='data-593b57ce-b668-486b-8326-4a48e4fed84f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-aa2ada5d-65ee-4adb-9d89-d26df4069e3a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aa2ada5d-65ee-4adb-9d89-d26df4069e3a' 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>likelihood</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'>...</div><input id='attrs-868214b8-876c-4c0c-a42e-45450a164d6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-868214b8-876c-4c0c-a42e-45450a164d6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b2de755-58f9-4e01-a061-69ae8ce9aa05' class='xr-var-data-in' type='checkbox'><label for='data-5b2de755-58f9-4e01-a061-69ae8ce9aa05' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[89500 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-60b978a9-cfba-4edd-9423-8dc1d748c09d' class='xr-section-summary-in' type='checkbox'  ><label for='section-60b978a9-cfba-4edd-9423-8dc1d748c09d' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e7f14c41-fa29-4a57-a530-d95fa7abe2c9' class='xr-index-data-in' type='checkbox'/><label for='index-e7f14c41-fa29-4a57-a530-d95fa7abe2c9' 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], 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-e5352c4d-ab3c-4d67-8d1f-5810c8f3284c' class='xr-index-data-in' type='checkbox'/><label for='index-e5352c4d-ab3c-4d67-8d1f-5810c8f3284c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "       ...\n",
       "       490, 491, 492, 493, 494, 495, 496, 497, 498, 499],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;draw&#x27;, length=500))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b0369be5-7cb5-4ca0-9962-e40bcb1f85b3' class='xr-index-data-in' type='checkbox'/><label for='index-b0369be5-7cb5-4ca0-9962-e40bcb1f85b3' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-67885b04-e44f-4f0e-bb14-a88f17fd862c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-67885b04-e44f-4f0e-bb14-a88f17fd862c' 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>2023-08-03T12:44:54.650068</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
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       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_observed_dataa7900445-2b31-4fab-af5e-d5eedf6beb6b\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_dataa7900445-2b31-4fab-af5e-d5eedf6beb6b\" 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",
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       "\n",
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       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
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       "\n",
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (date: 179)\n",
       "Coordinates:\n",
       "  * date        (date) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (date) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.612711\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-79194a12-ed46-4642-b911-d5559131a81c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-79194a12-ed46-4642-b911-d5559131a81c' 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>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1c397fe3-61d8-4f9b-ad24-41bad1a3c216' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1c397fe3-61d8-4f9b-ad24-41bad1a3c216' 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'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-9574152a-996a-470f-b98d-12704ebb9005' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9574152a-996a-470f-b98d-12704ebb9005' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b500eb08-11b9-4163-9381-ff663fe0f59b' class='xr-var-data-in' type='checkbox'><label for='data-b500eb08-11b9-4163-9381-ff663fe0f59b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-29eb81b7-9f82-40cb-99d8-259ef0c089a3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-29eb81b7-9f82-40cb-99d8-259ef0c089a3' 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>likelihood</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-644308a0-fa8e-48b8-9487-5659e6403a35' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-644308a0-fa8e-48b8-9487-5659e6403a35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f402d44-fd4d-421d-8b3a-3c730be0f968' class='xr-var-data-in' type='checkbox'><label for='data-7f402d44-fd4d-421d-8b3a-3c730be0f968' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[179 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6619762d-bf3a-4bcb-801e-22658c83c593' class='xr-section-summary-in' type='checkbox'  ><label for='section-6619762d-bf3a-4bcb-801e-22658c83c593' 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-4fc152e7-851d-4db6-b4fc-28ffe4b6090e' class='xr-index-data-in' type='checkbox'/><label for='index-4fc152e7-851d-4db6-b4fc-28ffe4b6090e' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ed18da4e-aee6-476d-bed7-edc28c06393f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ed18da4e-aee6-476d-bed7-edc28c06393f' 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>2023-08-03T12:44:52.612711</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_data7f90a0fd-4847-49ec-bee4-c527769ff048\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_constant_data7f90a0fd-4847-49ec-bee4-c527769ff048\" class = \"xr-section-summary\">constant_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
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       "\n",
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       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (date: 179, channel: 2, control: 3, fourier_mode: 4)\n",
       "Coordinates:\n",
       "  * date          (date) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "  * channel       (channel) object &#x27;x1&#x27; &#x27;x2&#x27;\n",
       "  * control       (control) object &#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;\n",
       "  * fourier_mode  (fourier_mode) object &#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;\n",
       "Data variables:\n",
       "    channel_data  (date, channel) float64 ...\n",
       "    target        (date) float64 ...\n",
       "    control_data  (date, control) float64 ...\n",
       "    fourier_data  (date, fourier_mode) float64 ...\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:44:52.614490\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-09b9e525-7bea-48a9-8a54-512e8b91e875' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-09b9e525-7bea-48a9-8a54-512e8b91e875' 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>: 179</li><li><span class='xr-has-index'>channel</span>: 2</li><li><span class='xr-has-index'>control</span>: 3</li><li><span class='xr-has-index'>fourier_mode</span>: 4</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-255efd18-0975-4771-bcba-539f3c6f5844' class='xr-section-summary-in' type='checkbox'  checked><label for='section-255efd18-0975-4771-bcba-539f3c6f5844' 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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-a35636f2-53b7-4fd3-891d-989bac470807' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a35636f2-53b7-4fd3-891d-989bac470807' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc7aa3ae-a07e-4b37-bfd4-c3f20400d459' class='xr-var-data-in' type='checkbox'><label for='data-cc7aa3ae-a07e-4b37-bfd4-c3f20400d459' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</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'>object</div><div class='xr-var-preview xr-preview'>&#x27;x1&#x27; &#x27;x2&#x27;</div><input id='attrs-cbe2957c-4c43-4000-9b57-8bd983fad749' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cbe2957c-4c43-4000-9b57-8bd983fad749' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b0ec16e-d1ae-4b0b-9994-bfc796f7f4b5' class='xr-var-data-in' type='checkbox'><label for='data-3b0ec16e-d1ae-4b0b-9994-bfc796f7f4b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;x1&#x27;, &#x27;x2&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>control</span></div><div class='xr-var-dims'>(control)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;event_1&#x27; &#x27;event_2&#x27; &#x27;t&#x27;</div><input id='attrs-db1b911e-dbb4-472a-8630-dd368acbc8d9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db1b911e-dbb4-472a-8630-dd368acbc8d9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22b30739-7ffe-4263-a8c3-a1809908547d' class='xr-var-data-in' type='checkbox'><label for='data-22b30739-7ffe-4263-a8c3-a1809908547d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>fourier_mode</span></div><div class='xr-var-dims'>(fourier_mode)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;sin_order_1&#x27; ... &#x27;cos_order_2&#x27;</div><input id='attrs-e140a4c5-e8f7-49a7-96be-e33a9e603d31' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e140a4c5-e8f7-49a7-96be-e33a9e603d31' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5970eea4-0af1-4674-9310-e7a3e82711b7' class='xr-var-data-in' type='checkbox'><label for='data-5970eea4-0af1-4674-9310-e7a3e82711b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;],\n",
       "      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b434f98-2cda-4d2c-b6b4-6883de1d1177' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8b434f98-2cda-4d2c-b6b4-6883de1d1177' class='xr-section-summary' >Data variables: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>channel_data</span></div><div class='xr-var-dims'>(date, channel)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-37cdf6b3-0d04-441e-954d-d0dfde3ae523' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-37cdf6b3-0d04-441e-954d-d0dfde3ae523' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-076248bc-93b5-4f8f-95c9-5d5c6df9ffa1' class='xr-var-data-in' type='checkbox'><label for='data-076248bc-93b5-4f8f-95c9-5d5c6df9ffa1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[358 values with dtype=float64]</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'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-79313ae9-b42a-4f52-85e0-2452aff75a44' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-79313ae9-b42a-4f52-85e0-2452aff75a44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1fd497e-a1cf-42f3-9ad7-f8fba5585e1f' class='xr-var-data-in' type='checkbox'><label for='data-d1fd497e-a1cf-42f3-9ad7-f8fba5585e1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[179 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>control_data</span></div><div class='xr-var-dims'>(date, control)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cfbf4342-0040-4fcf-8db3-af6e4e906abb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfbf4342-0040-4fcf-8db3-af6e4e906abb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4988eccd-a632-46c2-b7fb-968d48f794ce' class='xr-var-data-in' type='checkbox'><label for='data-4988eccd-a632-46c2-b7fb-968d48f794ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[537 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fourier_data</span></div><div class='xr-var-dims'>(date, fourier_mode)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-eb040188-337e-448d-b01c-b2bf1798a768' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eb040188-337e-448d-b01c-b2bf1798a768' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc896705-2834-4c84-9142-9d1e5f20cf4c' class='xr-var-data-in' type='checkbox'><label for='data-cc896705-2834-4c84-9142-9d1e5f20cf4c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[716 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b7585d70-3ce8-4733-9ca1-a87253c20bfb' class='xr-section-summary-in' type='checkbox'  ><label for='section-b7585d70-3ce8-4733-9ca1-a87253c20bfb' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-24776675-b6a4-4164-8b23-8c657da762b5' class='xr-index-data-in' type='checkbox'/><label for='index-24776675-b6a4-4164-8b23-8c657da762b5' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</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-bb8cb3f7-6a9f-4f4e-b5c2-3e025b5245c5' class='xr-index-data-in' type='checkbox'/><label for='index-bb8cb3f7-6a9f-4f4e-b5c2-3e025b5245c5' 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;x1&#x27;, &#x27;x2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;channel&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>control</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ba300bb8-1dc7-44bf-9cab-7e8e58ed57f9' class='xr-index-data-in' type='checkbox'/><label for='index-ba300bb8-1dc7-44bf-9cab-7e8e58ed57f9' 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;event_1&#x27;, &#x27;event_2&#x27;, &#x27;t&#x27;], dtype=&#x27;object&#x27;, name=&#x27;control&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>fourier_mode</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e79bfd8a-5259-4e54-98eb-d33102682ecc' class='xr-index-data-in' type='checkbox'/><label for='index-e79bfd8a-5259-4e54-98eb-d33102682ecc' 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;sin_order_1&#x27;, &#x27;cos_order_1&#x27;, &#x27;sin_order_2&#x27;, &#x27;cos_order_2&#x27;], dtype=&#x27;object&#x27;, name=&#x27;fourier_mode&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-eb3abb95-f135-495c-a8f9-35081d0202aa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-eb3abb95-f135-495c-a8f9-35081d0202aa' 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>2023-08-03T12:44:52.614490</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</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_fit_data10267637-20fc-49d0-a1f3-b239c2d1fe99\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_fit_data10267637-20fc-49d0-a1f3-b239c2d1fe99\" class = \"xr-section-summary\">fit_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (index: 179)\n",
       "Coordinates:\n",
       "  * index      (index) int64 0 1 2 3 4 5 6 7 ... 171 172 173 174 175 176 177 178\n",
       "Data variables:\n",
       "    date_week  (index) object &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "    x1         (index) float64 0.3186 0.1124 0.2924 ... 0.1719 0.2803 0.4389\n",
       "    x2         (index) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.8633 0.0 0.0 0.0\n",
       "    event_1    (index) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    event_2    (index) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "    dayofyear  (index) int64 92 99 106 113 120 127 ... 207 214 221 228 235 242\n",
       "    t          (index) int64 0 1 2 3 4 5 6 7 ... 171 172 173 174 175 176 177 178\n",
       "    y          (index) float64 3.985e+03 3.763e+03 ... 4.479e+03 4.676e+03</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-4ddc6033-4294-47cc-acd4-4d0025730deb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4ddc6033-4294-47cc-acd4-4d0025730deb' 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'>index</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b22033e2-65f9-4203-9581-0d33c44eb135' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b22033e2-65f9-4203-9581-0d33c44eb135' 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'>index</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 174 175 176 177 178</div><input id='attrs-cd0fde1b-5930-40ea-b407-6629d5dc67af' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cd0fde1b-5930-40ea-b407-6629d5dc67af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0c38098a-8a96-421b-a640-424a476fe7f0' class='xr-var-data-in' type='checkbox'><label for='data-0c38098a-8a96-421b-a640-424a476fe7f0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,\n",
       "       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125,\n",
       "       126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139,\n",
       "       140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153,\n",
       "       154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167,\n",
       "       168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f720f1b5-01e5-4c75-83e0-6cb7cddd3a19' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f720f1b5-01e5-4c75-83e0-6cb7cddd3a19' class='xr-section-summary' >Data variables: <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>date_week</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-ff5c3d1c-66e9-4a62-9fbd-5288d3a41dd5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ff5c3d1c-66e9-4a62-9fbd-5288d3a41dd5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92c2f3be-db56-438f-80ed-e71650437bb9' class='xr-var-data-in' type='checkbox'><label for='data-92c2f3be-db56-438f-80ed-e71650437bb9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x1</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3186 0.1124 ... 0.2803 0.4389</div><input id='attrs-2ecd250d-18d2-492d-8811-458541a0fd7d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ecd250d-18d2-492d-8811-458541a0fd7d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4cb954e0-a5d5-49b6-b13c-66253c9bebfb' class='xr-var-data-in' type='checkbox'><label for='data-4cb954e0-a5d5-49b6-b13c-66253c9bebfb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3.185800e-01, 1.123885e-01, 2.924003e-01, 7.139855e-02, 3.867452e-01,\n",
       "       4.717099e-02, 4.242491e-01, 3.339202e-01, 2.530703e-01, 9.380544e-01,\n",
       "       4.252051e-01, 3.631430e-01, 4.414947e-01, 4.231116e-01, 3.283922e-01,\n",
       "       9.219403e-01, 3.080155e-01, 9.094852e-01, 2.506986e-01, 2.364733e-01,\n",
       "       4.031379e-01, 1.471777e-01, 3.630410e-01, 1.470665e-01, 9.467043e-02,\n",
       "       2.592453e-01, 5.748382e-02, 2.064653e-02, 1.656360e-01, 2.140071e-01,\n",
       "       3.605177e-01, 1.223686e-01, 9.586840e-01, 3.219723e-01, 2.532341e-01,\n",
       "       6.401198e-02, 2.365532e-02, 1.831646e-01, 9.253022e-01, 9.966581e-01,\n",
       "       4.016896e-01, 1.737455e-01, 9.553726e-01, 3.558894e-01, 9.291813e-04,\n",
       "       4.378157e-01, 9.739763e-01, 9.779039e-01, 2.481417e-01, 4.056204e-01,\n",
       "       2.490410e-01, 5.305248e-02, 6.632172e-02, 9.193147e-02, 2.846526e-01,\n",
       "       3.738453e-01, 3.110337e-01, 1.082006e-02, 3.258547e-01, 4.301608e-01,\n",
       "       4.421900e-01, 2.689191e-01, 3.844069e-01, 3.037808e-01, 2.220925e-01,\n",
       "       9.840870e-01, 1.781618e-01, 1.528626e-01, 4.328122e-01, 3.807359e-01,\n",
       "       1.338109e-01, 2.187159e-01, 3.240347e-01, 3.666767e-01, 1.502988e-01,\n",
       "       9.311238e-01, 2.991991e-01, 1.593482e-01, 4.492828e-01, 9.183072e-03,\n",
       "       2.406173e-01, 3.965522e-02, 6.828151e-02, 2.051752e-01, 4.046401e-01,\n",
       "       4.391195e-01, 2.083842e-01, 3.543588e-02, 9.664747e-01, 3.240292e-01,\n",
       "       4.006693e-01, 1.644249e-01, 2.552044e-01, 3.868456e-01, 4.340460e-01,\n",
       "       2.885776e-01, 3.196821e-01, 2.036868e-01, 3.595476e-01, 2.111223e-02,\n",
       "       2.839621e-01, 4.292717e-01, 1.555749e-01, 1.070682e-01, 4.469580e-01,\n",
       "       3.530122e-01, 4.055015e-01, 9.951020e-01, 1.955521e-01, 4.211056e-01,\n",
       "       3.891277e-02, 2.747624e-01, 3.885517e-01, 3.981779e-01, 9.301668e-01,\n",
       "       2.598488e-01, 1.948209e-01, 2.582313e-01, 3.021897e-01, 1.034972e-01,\n",
       "       8.017010e-02, 4.159768e-01, 3.961735e-01, 4.432884e-01, 6.388822e-02,\n",
       "       2.569612e-01, 4.167165e-01, 1.893443e-01, 1.211688e-02, 3.072044e-01,\n",
       "       2.793461e-01, 1.558597e-01, 2.512598e-01, 4.156363e-01, 1.504134e-01,\n",
       "       4.184572e-02, 2.927102e-01, 3.916239e-01, 9.897052e-02, 2.684730e-01,\n",
       "       3.634846e-01, 1.853632e-01, 6.597750e-02, 3.545685e-01, 1.594227e-01,\n",
       "       1.819762e-01, 1.167471e-01, 3.237802e-01, 4.341229e-01, 1.089880e-01,\n",
       "       1.613538e-01, 9.423221e-01, 8.520326e-02, 3.258196e-01, 1.679133e-01,\n",
       "       3.396220e-01, 2.529019e-01, 8.648554e-02, 3.372270e-01, 1.697629e-01,\n",
       "       4.276049e-01, 9.104346e-01, 1.424670e-01, 1.862139e-01, 3.133712e-01,\n",
       "       3.993394e-01, 1.445843e-01, 1.479751e-01, 6.984356e-02, 1.984379e-01,\n",
       "       3.614885e-01, 2.403375e-01, 4.037403e-02, 6.745704e-02, 3.302419e-02,\n",
       "       1.656152e-01, 1.718822e-01, 2.802573e-01, 4.388572e-01])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>x2</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0</div><input id='attrs-6e999e2a-b6e9-43ed-adac-8385d45327b9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e999e2a-b6e9-43ed-adac-8385d45327b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56561e1e-bc83-4264-8e1e-fa07ad3ea4fa' class='xr-var-data-in' type='checkbox'><label for='data-56561e1e-bc83-4264-8e1e-fa07ad3ea4fa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.879782, 0.      , 0.      , 0.      , 0.      , 0.      , 0.964187,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.800623, 0.      , 0.      , 0.      , 0.853527,\n",
       "       0.      , 0.      , 0.988597, 0.870475, 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.974866, 0.      , 0.      ,\n",
       "       0.      , 0.902573, 0.      , 0.      , 0.      , 0.      , 0.994374,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.957982,\n",
       "       0.      , 0.      , 0.886047, 0.841933, 0.      , 0.912537, 0.      ,\n",
       "       0.      , 0.991233, 0.      , 0.      , 0.955818, 0.917045, 0.      ,\n",
       "       0.809044, 0.      , 0.      , 0.      , 0.869601, 0.      , 0.920853,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.993906, 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.936657, 0.909365, 0.      ,\n",
       "       0.      , 0.806883, 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.893977, 0.86775 , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.839982, 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.960184, 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.      , 0.      , 0.      , 0.933102, 0.915338,\n",
       "       0.      , 0.      , 0.850702, 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.      , 0.      , 0.908858, 0.      , 0.      , 0.      , 0.      ,\n",
       "       0.863349, 0.      , 0.      , 0.      ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>event_1</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-75fbde8a-f5ce-421e-9a8c-b8e33cc5c899' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-75fbde8a-f5ce-421e-9a8c-b8e33cc5c899' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35bf9ce7-a71c-4b40-81be-70ebfa3c6709' class='xr-var-data-in' type='checkbox'><label for='data-35bf9ce7-a71c-4b40-81be-70ebfa3c6709' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>event_2</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-6ba8079c-0426-4830-921c-737198531d54' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ba8079c-0426-4830-921c-737198531d54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bbd6d045-b33b-4fa9-bddd-981e54d80322' class='xr-var-data-in' type='checkbox'><label for='data-bbd6d045-b33b-4fa9-bddd-981e54d80322' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dayofyear</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>92 99 106 113 ... 221 228 235 242</div><input id='attrs-31a21ffd-bd16-40c1-aaff-2ba1b9c6589a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-31a21ffd-bd16-40c1-aaff-2ba1b9c6589a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e0fa0969-7193-4a85-a160-ca940c21ad24' class='xr-var-data-in' type='checkbox'><label for='data-e0fa0969-7193-4a85-a160-ca940c21ad24' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 92,  99, 106, 113, 120, 127, 134, 141, 148, 155, 162, 169, 176, 183,\n",
       "       190, 197, 204, 211, 218, 225, 232, 239, 246, 253, 260, 267, 274, 281,\n",
       "       288, 295, 302, 309, 316, 323, 330, 337, 344, 351, 358, 365,   7,  14,\n",
       "        21,  28,  35,  42,  49,  56,  63,  70,  77,  84,  91,  98, 105, 112,\n",
       "       119, 126, 133, 140, 147, 154, 161, 168, 175, 182, 189, 196, 203, 210,\n",
       "       217, 224, 231, 238, 245, 252, 259, 266, 273, 280, 287, 294, 301, 308,\n",
       "       315, 322, 329, 336, 343, 350, 357, 364,   6,  13,  20,  27,  34,  41,\n",
       "        48,  55,  62,  69,  76,  83,  90,  97, 104, 111, 118, 125, 132, 139,\n",
       "       146, 153, 160, 167, 174, 181, 188, 195, 202, 209, 216, 223, 230, 237,\n",
       "       244, 251, 258, 265, 272, 279, 286, 293, 300, 307, 314, 321, 328, 335,\n",
       "       342, 349, 356, 363,   4,  11,  18,  25,  32,  39,  46,  53,  60,  67,\n",
       "        74,  81,  88,  95, 102, 109, 116, 123, 130, 137, 144, 151, 158, 165,\n",
       "       172, 179, 186, 193, 200, 207, 214, 221, 228, 235, 242])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 174 175 176 177 178</div><input id='attrs-8f4cd6be-85d2-4a11-80f2-bcfbafca390c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8f4cd6be-85d2-4a11-80f2-bcfbafca390c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31f22d91-61e1-46c4-82cc-0b8e566210ec' class='xr-var-data-in' type='checkbox'><label for='data-31f22d91-61e1-46c4-82cc-0b8e566210ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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,\n",
       "        14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,\n",
       "        28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,  41,\n",
       "        42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,  54,  55,\n",
       "        56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,  67,  68,  69,\n",
       "        70,  71,  72,  73,  74,  75,  76,  77,  78,  79,  80,  81,  82,  83,\n",
       "        84,  85,  86,  87,  88,  89,  90,  91,  92,  93,  94,  95,  96,  97,\n",
       "        98,  99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111,\n",
       "       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125,\n",
       "       126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139,\n",
       "       140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153,\n",
       "       154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167,\n",
       "       168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>y</span></div><div class='xr-var-dims'>(index)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.985e+03 3.763e+03 ... 4.676e+03</div><input id='attrs-74a3ee51-fc6a-44c0-ace3-a97ab441be8d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74a3ee51-fc6a-44c0-ace3-a97ab441be8d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35369579-ba4b-411a-ad77-8353a4b1ae37' class='xr-var-data-in' type='checkbox'><label for='data-35369579-ba4b-411a-ad77-8353a4b1ae37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([3984.662237, 3762.871794, 4466.967388, 3864.219373, 4441.625278,\n",
       "       3677.39655 , 5067.546337, 6079.099042, 4954.205369, 5865.676576,\n",
       "       5096.633051, 4991.542283, 4688.584845, 6536.345741, 5030.983585,\n",
       "       4638.690835, 4209.545798, 4876.008389, 3906.171689, 3549.862122,\n",
       "       4025.433955, 3223.306333, 4079.652959, 4156.435573, 3666.877227,\n",
       "       3853.549206, 3531.471918, 3538.882474, 4261.174492, 4604.517234,\n",
       "       6484.976246, 5090.872438, 6500.440707, 6434.702003, 7288.095499,\n",
       "       5249.095623, 4284.737104, 5924.496795, 7770.898864, 6600.77946 ,\n",
       "       6003.922923, 5660.653329, 5872.741932, 6093.701781, 3994.215759,\n",
       "       4817.419327, 7795.097809, 6447.221667, 5540.679227, 4949.832359,\n",
       "       6379.898689, 4764.017186, 4207.851402, 4412.820267, 4346.995203,\n",
       "       6626.698313, 5231.24779 , 3891.281866, 6815.820147, 5047.609611,\n",
       "       5292.315418, 5238.732394, 4994.210219, 4563.943101, 4501.264804,\n",
       "       5634.63845 , 4823.482267, 4053.079383, 4489.401478, 6196.756038,\n",
       "       3824.920232, 3952.728449, 5958.055093, 6003.891667, 4506.606832,\n",
       "       7107.868714, 5686.193808, 4737.448086, 7010.952048, 4830.189854,\n",
       "       4771.36246 , 5998.830148, 5829.018189, 5882.675999, 7470.547013,\n",
       "       6745.587701, 5989.886239, 4756.549762, 8312.407544, 6954.851763,\n",
       "       8250.292341, 5836.582431, 5742.57082 , 5918.941634, 5338.1905  ,\n",
       "       6815.637385, 5733.020944, 4953.495336, 5368.254186, 4222.099205,\n",
       "       4650.33832 , 5271.772362, 5847.256916, 6434.125096, 5835.672438,\n",
       "       5424.16703 , 6805.503155, 6808.850545, 5684.103102, 5920.176894,\n",
       "       4508.386919, 4822.651289, 5280.528394, 5215.191965, 7674.826343,\n",
       "       7142.737042, 5179.991406, 4687.557753, 4623.099832, 3538.864502,\n",
       "       3580.234766, 4361.209639, 4535.40095 , 4376.027911, 3460.328515,\n",
       "       4119.382089, 4450.286004, 4405.893879, 6496.500777, 4442.175602,\n",
       "       5309.646671, 4964.821875, 4767.041402, 6007.106943, 7341.819155,\n",
       "       5611.664368, 5675.764163, 6390.814723, 5567.94367 , 5850.388666,\n",
       "       6150.423243, 5481.444283, 6971.261665, 6117.543142, 4725.841238,\n",
       "       5163.385726, 4402.252814, 5629.279054, 5440.854637, 4747.483543,\n",
       "       4651.193911, 5678.177997, 5327.643238, 5092.777432, 4860.968432,\n",
       "       5312.05881 , 4716.623877, 4879.908205, 5246.096394, 7059.265755,\n",
       "       7451.886416, 7060.853108, 5687.376387, 6868.041442, 5894.568964,\n",
       "       5509.5217  , 5039.919694, 5135.043435, 4535.692947, 4358.34664 ,\n",
       "       6457.798589, 4425.834859, 3795.152824, 3192.879593, 3553.546148,\n",
       "       5565.509682, 4137.651485, 4479.041351, 4675.973439])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-38aa9977-78c1-4b28-a77a-23c8aba6933d' class='xr-section-summary-in' type='checkbox'  ><label for='section-38aa9977-78c1-4b28-a77a-23c8aba6933d' 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>index</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5c366535-7c31-4479-ac73-4f7c68ddcc5a' class='xr-index-data-in' type='checkbox'/><label for='index-5c366535-7c31-4479-ac73-4f7c68ddcc5a' 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",
       "       169, 170, 171, 172, 173, 174, 175, 176, 177, 178],\n",
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       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> posterior_predictive\n",
       "\t> sample_stats\n",
       "\t> prior\n",
       "\t> prior_predictive\n",
       "\t> observed_data\n",
       "\t> constant_data\n",
       "\t> fit_data"
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     "execution_count": 22,
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    "A loaded model is ready to be used for sampling and prediction, making use of the previous fitting results and data if needed."
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       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:     (chain: 4, draw: 1000, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0 1 2 3\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * date        (date) &lt;U10 &#x27;2018-04-02&#x27; &#x27;2018-04-09&#x27; ... &#x27;2021-08-30&#x27;\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 0.5057 0.4536 ... 0.5621 0.5581\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:45:03.555645\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0</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-fdcfacc2-1afc-42e3-8f81-f84137000a04' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fdcfacc2-1afc-42e3-8f81-f84137000a04' 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'>date</span>: 179</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-245e79e0-4240-4673-bc92-c746b237fdc3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-245e79e0-4240-4673-bc92-c746b237fdc3' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-57a79ac7-027d-42e7-9f00-6a7092364a5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-57a79ac7-027d-42e7-9f00-6a7092364a5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ecd58242-52b0-4677-91ff-bd4b85738afb' class='xr-var-data-in' type='checkbox'><label for='data-ecd58242-52b0-4677-91ff-bd4b85738afb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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-85623fff-cdba-4db3-b749-8188df7e799a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85623fff-cdba-4db3-b749-8188df7e799a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e93a902-4c9a-4425-a709-43723f3face5' class='xr-var-data-in' type='checkbox'><label for='data-0e93a902-4c9a-4425-a709-43723f3face5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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'>date</span></div><div class='xr-var-dims'>(date)</div><div class='xr-var-dtype'>&lt;U10</div><div class='xr-var-preview xr-preview'>&#x27;2018-04-02&#x27; ... &#x27;2021-08-30&#x27;</div><input id='attrs-6c41acb5-2768-415d-8f9c-8bd4c13206e2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c41acb5-2768-415d-8f9c-8bd4c13206e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-01cd481d-b2e6-46cd-84cb-50e989739b70' class='xr-var-data-in' type='checkbox'><label for='data-01cd481d-b2e6-46cd-84cb-50e989739b70' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink: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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       &#x27;2018-06-11&#x27;, &#x27;2018-06-18&#x27;, &#x27;2018-06-25&#x27;, &#x27;2018-07-02&#x27;, &#x27;2018-07-09&#x27;,\n",
       "       &#x27;2018-07-16&#x27;, &#x27;2018-07-23&#x27;, &#x27;2018-07-30&#x27;, &#x27;2018-08-06&#x27;, &#x27;2018-08-13&#x27;,\n",
       "       &#x27;2018-08-20&#x27;, &#x27;2018-08-27&#x27;, &#x27;2018-09-03&#x27;, &#x27;2018-09-10&#x27;, &#x27;2018-09-17&#x27;,\n",
       "       &#x27;2018-09-24&#x27;, &#x27;2018-10-01&#x27;, &#x27;2018-10-08&#x27;, &#x27;2018-10-15&#x27;, &#x27;2018-10-22&#x27;,\n",
       "       &#x27;2018-10-29&#x27;, &#x27;2018-11-05&#x27;, &#x27;2018-11-12&#x27;, &#x27;2018-11-19&#x27;, &#x27;2018-11-26&#x27;,\n",
       "       &#x27;2018-12-03&#x27;, &#x27;2018-12-10&#x27;, &#x27;2018-12-17&#x27;, &#x27;2018-12-24&#x27;, &#x27;2018-12-31&#x27;,\n",
       "       &#x27;2019-01-07&#x27;, &#x27;2019-01-14&#x27;, &#x27;2019-01-21&#x27;, &#x27;2019-01-28&#x27;, &#x27;2019-02-04&#x27;,\n",
       "       &#x27;2019-02-11&#x27;, &#x27;2019-02-18&#x27;, &#x27;2019-02-25&#x27;, &#x27;2019-03-04&#x27;, &#x27;2019-03-11&#x27;,\n",
       "       &#x27;2019-03-18&#x27;, &#x27;2019-03-25&#x27;, &#x27;2019-04-01&#x27;, &#x27;2019-04-08&#x27;, &#x27;2019-04-15&#x27;,\n",
       "       &#x27;2019-04-22&#x27;, &#x27;2019-04-29&#x27;, &#x27;2019-05-06&#x27;, &#x27;2019-05-13&#x27;, &#x27;2019-05-20&#x27;,\n",
       "       &#x27;2019-05-27&#x27;, &#x27;2019-06-03&#x27;, &#x27;2019-06-10&#x27;, &#x27;2019-06-17&#x27;, &#x27;2019-06-24&#x27;,\n",
       "       &#x27;2019-07-01&#x27;, &#x27;2019-07-08&#x27;, &#x27;2019-07-15&#x27;, &#x27;2019-07-22&#x27;, &#x27;2019-07-29&#x27;,\n",
       "       &#x27;2019-08-05&#x27;, &#x27;2019-08-12&#x27;, &#x27;2019-08-19&#x27;, &#x27;2019-08-26&#x27;, &#x27;2019-09-02&#x27;,\n",
       "       &#x27;2019-09-09&#x27;, &#x27;2019-09-16&#x27;, &#x27;2019-09-23&#x27;, &#x27;2019-09-30&#x27;, &#x27;2019-10-07&#x27;,\n",
       "       &#x27;2019-10-14&#x27;, &#x27;2019-10-21&#x27;, &#x27;2019-10-28&#x27;, &#x27;2019-11-04&#x27;, &#x27;2019-11-11&#x27;,\n",
       "       &#x27;2019-11-18&#x27;, &#x27;2019-11-25&#x27;, &#x27;2019-12-02&#x27;, &#x27;2019-12-09&#x27;, &#x27;2019-12-16&#x27;,\n",
       "       &#x27;2019-12-23&#x27;, &#x27;2019-12-30&#x27;, &#x27;2020-01-06&#x27;, &#x27;2020-01-13&#x27;, &#x27;2020-01-20&#x27;,\n",
       "       &#x27;2020-01-27&#x27;, &#x27;2020-02-03&#x27;, &#x27;2020-02-10&#x27;, &#x27;2020-02-17&#x27;, &#x27;2020-02-24&#x27;,\n",
       "       &#x27;2020-03-02&#x27;, &#x27;2020-03-09&#x27;, &#x27;2020-03-16&#x27;, &#x27;2020-03-23&#x27;, &#x27;2020-03-30&#x27;,\n",
       "       &#x27;2020-04-06&#x27;, &#x27;2020-04-13&#x27;, &#x27;2020-04-20&#x27;, &#x27;2020-04-27&#x27;, &#x27;2020-05-04&#x27;,\n",
       "       &#x27;2020-05-11&#x27;, &#x27;2020-05-18&#x27;, &#x27;2020-05-25&#x27;, &#x27;2020-06-01&#x27;, &#x27;2020-06-08&#x27;,\n",
       "       &#x27;2020-06-15&#x27;, &#x27;2020-06-22&#x27;, &#x27;2020-06-29&#x27;, &#x27;2020-07-06&#x27;, &#x27;2020-07-13&#x27;,\n",
       "       &#x27;2020-07-20&#x27;, &#x27;2020-07-27&#x27;, &#x27;2020-08-03&#x27;, &#x27;2020-08-10&#x27;, &#x27;2020-08-17&#x27;,\n",
       "       &#x27;2020-08-24&#x27;, &#x27;2020-08-31&#x27;, &#x27;2020-09-07&#x27;, &#x27;2020-09-14&#x27;, &#x27;2020-09-21&#x27;,\n",
       "       &#x27;2020-09-28&#x27;, &#x27;2020-10-05&#x27;, &#x27;2020-10-12&#x27;, &#x27;2020-10-19&#x27;, &#x27;2020-10-26&#x27;,\n",
       "       &#x27;2020-11-02&#x27;, &#x27;2020-11-09&#x27;, &#x27;2020-11-16&#x27;, &#x27;2020-11-23&#x27;, &#x27;2020-11-30&#x27;,\n",
       "       &#x27;2020-12-07&#x27;, &#x27;2020-12-14&#x27;, &#x27;2020-12-21&#x27;, &#x27;2020-12-28&#x27;, &#x27;2021-01-04&#x27;,\n",
       "       &#x27;2021-01-11&#x27;, &#x27;2021-01-18&#x27;, &#x27;2021-01-25&#x27;, &#x27;2021-02-01&#x27;, &#x27;2021-02-08&#x27;,\n",
       "       &#x27;2021-02-15&#x27;, &#x27;2021-02-22&#x27;, &#x27;2021-03-01&#x27;, &#x27;2021-03-08&#x27;, &#x27;2021-03-15&#x27;,\n",
       "       &#x27;2021-03-22&#x27;, &#x27;2021-03-29&#x27;, &#x27;2021-04-05&#x27;, &#x27;2021-04-12&#x27;, &#x27;2021-04-19&#x27;,\n",
       "       &#x27;2021-04-26&#x27;, &#x27;2021-05-03&#x27;, &#x27;2021-05-10&#x27;, &#x27;2021-05-17&#x27;, &#x27;2021-05-24&#x27;,\n",
       "       &#x27;2021-05-31&#x27;, &#x27;2021-06-07&#x27;, &#x27;2021-06-14&#x27;, &#x27;2021-06-21&#x27;, &#x27;2021-06-28&#x27;,\n",
       "       &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;, &#x27;2021-08-02&#x27;,\n",
       "       &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;], dtype=&#x27;&lt;U10&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-74451388-c3e4-4c23-8893-e12d56a6fded' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74451388-c3e4-4c23-8893-e12d56a6fded' 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>likelihood</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'>0.5057 0.4536 ... 0.5621 0.5581</div><input id='attrs-b9ed5737-3d15-403f-82e7-ea3db5e8a381' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b9ed5737-3d15-403f-82e7-ea3db5e8a381' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9dff3338-7d1c-4ed6-ad0d-e6f419feca7e' class='xr-var-data-in' type='checkbox'><label for='data-9dff3338-7d1c-4ed6-ad0d-e6f419feca7e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.50566516, 0.45356648, 0.5389822 , ..., 0.54054904,\n",
       "         0.57418503, 0.57218314],\n",
       "        [0.47340083, 0.38812494, 0.445333  , ..., 0.54783002,\n",
       "         0.57678985, 0.55433614],\n",
       "        [0.45078425, 0.47481834, 0.52336795, ..., 0.48583437,\n",
       "         0.54402159, 0.62762365],\n",
       "        ...,\n",
       "        [0.49933768, 0.419704  , 0.47986884, ..., 0.49402004,\n",
       "         0.50404859, 0.61688099],\n",
       "        [0.49787153, 0.41531368, 0.50999043, ..., 0.53433009,\n",
       "         0.5436098 , 0.66190546],\n",
       "        [0.52300674, 0.44989236, 0.54093442, ..., 0.4705328 ,\n",
       "         0.56401553, 0.59699231]],\n",
       "\n",
       "       [[0.57565075, 0.48360582, 0.55592461, ..., 0.53085245,\n",
       "         0.52804175, 0.59641743],\n",
       "        [0.50900123, 0.46273479, 0.48426426, ..., 0.52823336,\n",
       "         0.55964165, 0.63119077],\n",
       "        [0.48094354, 0.43684993, 0.53733421, ..., 0.53346568,\n",
       "         0.51910642, 0.57334469],\n",
       "...\n",
       "        [0.45029206, 0.42426587, 0.47254827, ..., 0.53466605,\n",
       "         0.49604829, 0.63250128],\n",
       "        [0.47452993, 0.39640331, 0.54026889, ..., 0.45675391,\n",
       "         0.53829855, 0.56891897],\n",
       "        [0.47855382, 0.43722599, 0.50371013, ..., 0.56272473,\n",
       "         0.54400911, 0.66146202]],\n",
       "\n",
       "       [[0.52665784, 0.52447698, 0.5537308 , ..., 0.5504315 ,\n",
       "         0.52033537, 0.5769569 ],\n",
       "        [0.46491778, 0.48539251, 0.54424338, ..., 0.54833781,\n",
       "         0.48352203, 0.64304626],\n",
       "        [0.4949092 , 0.4592712 , 0.52830432, ..., 0.47177167,\n",
       "         0.48004932, 0.5826424 ],\n",
       "        ...,\n",
       "        [0.45062791, 0.49008256, 0.51398036, ..., 0.49803019,\n",
       "         0.54941016, 0.61265547],\n",
       "        [0.46602225, 0.50207309, 0.51809171, ..., 0.56849337,\n",
       "         0.53895919, 0.61986521],\n",
       "        [0.43838947, 0.42215891, 0.52399232, ..., 0.5389761 ,\n",
       "         0.56214423, 0.5580903 ]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-257fdfaa-f397-4842-9539-5dddba6e1090' class='xr-section-summary-in' type='checkbox'  ><label for='section-257fdfaa-f397-4842-9539-5dddba6e1090' 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>chain</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-600239a5-9394-431f-9dc9-c92a29f5633d' class='xr-index-data-in' type='checkbox'/><label for='index-600239a5-9394-431f-9dc9-c92a29f5633d' 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-0d238ab7-d721-4ee5-9348-524e47de3f25' class='xr-index-data-in' type='checkbox'/><label for='index-0d238ab7-d721-4ee5-9348-524e47de3f25' 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>date</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-291f34d0-35b3-49cc-a955-d8efea5bd68c' class='xr-index-data-in' type='checkbox'/><label for='index-291f34d0-35b3-49cc-a955-d8efea5bd68c' 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;2018-04-02&#x27;, &#x27;2018-04-09&#x27;, &#x27;2018-04-16&#x27;, &#x27;2018-04-23&#x27;, &#x27;2018-04-30&#x27;,\n",
       "       &#x27;2018-05-07&#x27;, &#x27;2018-05-14&#x27;, &#x27;2018-05-21&#x27;, &#x27;2018-05-28&#x27;, &#x27;2018-06-04&#x27;,\n",
       "       ...\n",
       "       &#x27;2021-06-28&#x27;, &#x27;2021-07-05&#x27;, &#x27;2021-07-12&#x27;, &#x27;2021-07-19&#x27;, &#x27;2021-07-26&#x27;,\n",
       "       &#x27;2021-08-02&#x27;, &#x27;2021-08-09&#x27;, &#x27;2021-08-16&#x27;, &#x27;2021-08-23&#x27;, &#x27;2021-08-30&#x27;],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;date&#x27;, length=179))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fd3b1258-6f2a-473b-9249-c8bc28830f14' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fd3b1258-6f2a-473b-9249-c8bc28830f14' 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>2023-08-03T12:45:03.555645</dd><dt><span>arviz_version :</span></dt><dd>0.15.1</dd><dt><span>inference_library :</span></dt><dd>pymc</dd><dt><span>inference_library_version :</span></dt><dd>5.7.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:     (chain: 4, draw: 1000, date: 179)\n",
       "Coordinates:\n",
       "  * chain       (chain) int64 0 1 2 3\n",
       "  * draw        (draw) int64 0 1 2 3 4 5 6 7 ... 992 993 994 995 996 997 998 999\n",
       "  * date        (date) <U10 '2018-04-02' '2018-04-09' ... '2021-08-30'\n",
       "Data variables:\n",
       "    likelihood  (chain, draw, date) float64 0.5057 0.4536 ... 0.5621 0.5581\n",
       "Attributes:\n",
       "    created_at:                 2023-08-03T12:45:03.555645\n",
       "    arviz_version:              0.15.1\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.7.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loaded_model.sample_posterior_predictive(X, extend_idata=True, combined=False, random_seed=rng)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_ppc(loaded_model.idata);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Other models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though this introduction is using `DelayedSaturatedMMM`, all other PyMC-Marketing models (MMM and CLV) provide these functionalities as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The PyMC-Marketing functionalities described here are intended to facilitate model sharing among data science teams without demanding extensive modelling technical knowledge for everyone involved. We are still iterating on our API and would love to hear more feedback from our users!"
   ]
  }
 ],
 "metadata": {
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   "display_name": "pymc-marketing",
   "language": "python",
   "name": "pymc-marketing"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
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  "toc": {
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   "title_cell": "Table of Contents",
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