3_dragon_week.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dragon Week exploratory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc3 as pm\n",
    "import seaborn as sns\n",
    "\n",
    "pal = sns.color_palette(\"Set2\")\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "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>7/31</th>\n",
       "      <th>8/1</th>\n",
       "      <th>8/2</th>\n",
       "      <th>8/3</th>\n",
       "      <th>8/4</th>\n",
       "      <th>8/5</th>\n",
       "      <th>8/6</th>\n",
       "      <th>8/7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>horsea</th>\n",
       "      <td>32</td>\n",
       "      <td>29</td>\n",
       "      <td>41</td>\n",
       "      <td>35</td>\n",
       "      <td>34</td>\n",
       "      <td>39</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>swablu</th>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dratini</th>\n",
       "      <td>26</td>\n",
       "      <td>37</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trapinch</th>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bagon</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>19</td>\n",
       "      <td>22</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gible</th>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deino</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total</th>\n",
       "      <td>130</td>\n",
       "      <td>135</td>\n",
       "      <td>160</td>\n",
       "      <td>181</td>\n",
       "      <td>162</td>\n",
       "      <td>131</td>\n",
       "      <td>142</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          7/31  8/1  8/2  8/3  8/4  8/5  8/6  8/7\n",
       "horsea      32   29   41   35   34   39   37    8\n",
       "swablu      16   17   23   27   28   25   21   11\n",
       "dratini     26   37   34   36   42   23   31   24\n",
       "trapinch    24   23   25   35   20   15   21   11\n",
       "bagon       20   20   19   22   15   13    9    7\n",
       "gible       12    9   17   19   17   13   18   12\n",
       "deino        0    0    1    7    6    3    5    1\n",
       "total      130  135  160  181  162  131  142   74"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dragons = pd.read_csv(\"dragon_week.csv\", index_col=0)\n",
    "dragons.columns = [c.replace(\"/2020\", \"\") for c in dragons.columns]\n",
    "dragons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The key observation**: for the first two days of the Dragon Week event, the researchers hatched 0 Deino out of 270 eggs. In the third, they hatched 1 out of 160. And in the last five, they hatched 22 out of 690.\n",
    "\n",
    "Niantic has been known to change shiny rates before. Did they do that again?\n",
    "\n",
    "Resources:\n",
    " * [Bayesian Methods for Hackers](https://nbviewer.jupyter.org/github/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/blob/master/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb), Chapter 1, by Cam Davidson Pilon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['7/31', '8/1', '8/2', '8/3', '8/4', '8/5', '8/6', '8/7'], dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dragons.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(12, 3))\n",
    "sns.barplot(x=dragons.columns, y=dragons.loc[\"deino\"], ax=ax[0], color=pal[0])\n",
    "sns.barplot(x=dragons.columns, y=dragons.loc[\"deino\"] / dragons.loc[\"total\"], ax=ax[1], color=pal[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model\n",
    "How would we model this?\n",
    " * we probably still want proportions, right?\n",
    " * there's some $p$ of hatching a Deino\n",
    " * if $p$ changed, there's a switchpoint at time $0 \\leq t \\leq 7$\n",
    " * which means we should model $p_{before}$ and $p_{after}$ separately\n",
    " \n",
    "What about priors?\n",
    " * for probabilities, I almost always use Beta priors\n",
    " * for the switchpoint, there are only 8 options, so let's just use a (discrete) uniform prior over 0 through 7\n",
    "\n",
    "Let's try it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plt.hist(pm.Beta.dist(1, 20).random(size=10_000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as model:\n",
    "    p_before = pm.Beta(\"p_before\", 1, 20)\n",
    "    p_after = pm.Beta(\"p_after\", 1, 20)\n",
    "    switch = pm.DiscreteUniform(\"switch\", 0, 7)\n",
    "    \n",
    "    # this essentially broadcasts the probability to the shape we want\n",
    "    # while picking the right probability along the way\n",
    "    index = np.arange(8)\n",
    "    p = pm.Deterministic(\"p\", pm.math.switch(switch >= index, p_before, p_after))\n",
    "    \n",
    "#     p = pm.Beta(\"p\", 1, 2, shape=(8,))\n",
    "    obs_deino = pm.Binomial(\"obs\", dragons.loc[\"total\"].values, p, observed=dragons.loc[\"deino\"].values)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How did I know to use Slice sampling? https://cscherrer.github.io/post/bayesian-changepoint/. Google and trial and error :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (8 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">Slice: [switch]\n",
      ">Slice: [p_after]\n",
      ">Slice: [p_before]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='24000' class='' max='24000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [24000/24000 00:07<00:00 Sampling 8 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 8 chains for 1_000 tune and 2_000 draw iterations (8_000 + 16_000 draws total) took 33 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model:\n",
    "    trace = pm.sample(draws=2000, tune=1000, chains=8, step=pm.Slice())\n",
    "    idata = az.from_pymc3(trace)\n",
    "    \n",
    "_ = az.plot_trace(idata, compact=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div>\n",
       "              <div class='xr-header'>\n",
       "                <div class=\"xr-obj-type\">arviz.InferenceData</div>\n",
       "              </div>\n",
       "              <ul class=\"xr-sections\">\n",
       "              \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_posterior293a83c9-c768-4227-968a-8aa29ff06234\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_posterior293a83c9-c768-4227-968a-8aa29ff06234\" class = \"xr-section-summary\">posterior</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:   (chain: 8, draw: 2000, p_dim_0: 8)\n",
       "Coordinates:\n",
       "  * chain     (chain) int64 0 1 2 3 4 5 6 7\n",
       "  * draw      (draw) int64 0 1 2 3 4 5 6 ... 1993 1994 1995 1996 1997 1998 1999\n",
       "  * p_dim_0   (p_dim_0) int64 0 1 2 3 4 5 6 7\n",
       "Data variables:\n",
       "    switch    (chain, draw) int64 2 2 2 2 2 1 2 2 2 2 2 ... 2 2 2 2 2 1 2 2 2 1\n",
       "    p_before  (chain, draw) float64 0.006705 0.003351 ... 0.001199 0.005455\n",
       "    p_after   (chain, draw) float64 0.0327 0.03597 0.03134 ... 0.0261 0.03105\n",
       "    p         (chain, draw, p_dim_0) float64 0.006705 0.006705 ... 0.03105\n",
       "Attributes:\n",
       "    created_at:                 2020-10-09T23:44:59.809295\n",
       "    arviz_version:              0.10.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.3\n",
       "    sampling_time:              33.14426112174988\n",
       "    tuning_steps:               1000</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-723cc64f-35fa-48de-b963-905b8d1d5f15' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-723cc64f-35fa-48de-b963-905b8d1d5f15' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 8</li><li><span class='xr-has-index'>draw</span>: 2000</li><li><span class='xr-has-index'>p_dim_0</span>: 8</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1b2d1a1b-652d-4fba-bbe4-87a614f94de0' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1b2d1a1b-652d-4fba-bbe4-87a614f94de0' 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 4 5 6 7</div><input id='attrs-7d439145-b282-46e1-84c7-526443820ab0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7d439145-b282-46e1-84c7-526443820ab0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3ea50821-2aa8-4f71-963e-b470d945a6f8' class='xr-var-data-in' type='checkbox'><label for='data-3ea50821-2aa8-4f71-963e-b470d945a6f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1996 1997 1998 1999</div><input id='attrs-11311622-8e5c-4e27-99e7-cb2da259d392' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-11311622-8e5c-4e27-99e7-cb2da259d392' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7941dce-7e31-4712-8acc-a2a33fb539d4' class='xr-var-data-in' type='checkbox'><label for='data-f7941dce-7e31-4712-8acc-a2a33fb539d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#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, ..., 1997, 1998, 1999])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>p_dim_0</span></div><div class='xr-var-dims'>(p_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7</div><input id='attrs-e4f08ea9-eeff-40f8-b593-de93c17f524a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e4f08ea9-eeff-40f8-b593-de93c17f524a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-557c4d34-e971-40e5-99d0-a32b73962977' class='xr-var-data-in' type='checkbox'><label for='data-557c4d34-e971-40e5-99d0-a32b73962977' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3201d120-0041-4fe9-a4af-2c6dc5e87555' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3201d120-0041-4fe9-a4af-2c6dc5e87555' 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>switch</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>2 2 2 2 2 1 2 2 ... 2 2 2 1 2 2 2 1</div><input id='attrs-f9523593-1572-45b3-90c6-04b079b44ef9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f9523593-1572-45b3-90c6-04b079b44ef9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b2dc32a3-4b29-4c2a-9dcd-b3ea70440cca' class='xr-var-data-in' type='checkbox'><label for='data-b2dc32a3-4b29-4c2a-9dcd-b3ea70440cca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2, 2, 2, ..., 2, 1, 0],\n",
       "       [0, 0, 0, ..., 2, 2, 2],\n",
       "       [2, 2, 2, ..., 2, 2, 2],\n",
       "       ...,\n",
       "       [2, 2, 2, ..., 2, 2, 2],\n",
       "       [2, 2, 2, ..., 1, 1, 2],\n",
       "       [2, 2, 2, ..., 2, 2, 1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p_before</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.006705 0.003351 ... 0.005455</div><input id='attrs-ee70e92d-0e77-4559-a970-156758cb6e66' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee70e92d-0e77-4559-a970-156758cb6e66' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22141c3d-4559-41e1-989a-38fa61d6f0e8' class='xr-var-data-in' type='checkbox'><label for='data-22141c3d-4559-41e1-989a-38fa61d6f0e8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.0067049 , 0.00335079, 0.00252021, ..., 0.0115746 , 0.00828829,\n",
       "        0.00287047],\n",
       "       [0.00397885, 0.00852838, 0.00790051, ..., 0.00292798, 0.00393158,\n",
       "        0.00850837],\n",
       "       [0.00101965, 0.0020173 , 0.00370929, ..., 0.00860118, 0.00367531,\n",
       "        0.00597015],\n",
       "       ...,\n",
       "       [0.0096104 , 0.00154164, 0.0031975 , ..., 0.00516769, 0.00232581,\n",
       "        0.00394694],\n",
       "       [0.01156481, 0.00114853, 0.00509095, ..., 0.00051592, 0.00152447,\n",
       "        0.0020593 ],\n",
       "       [0.00681588, 0.00321601, 0.00256878, ..., 0.00176447, 0.00119899,\n",
       "        0.00545528]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p_after</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0327 0.03597 ... 0.0261 0.03105</div><input id='attrs-89913b39-2615-48ce-80c9-3c1fddaed731' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-89913b39-2615-48ce-80c9-3c1fddaed731' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e98cdd34-5f15-4a19-9878-e1346a8c704b' class='xr-var-data-in' type='checkbox'><label for='data-e98cdd34-5f15-4a19-9878-e1346a8c704b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.03269535, 0.03596561, 0.0313399 , ..., 0.03305334, 0.02297194,\n",
       "        0.02356607],\n",
       "       [0.02540905, 0.02285314, 0.02624432, ..., 0.04584411, 0.04340061,\n",
       "        0.02533218],\n",
       "       [0.02478297, 0.03103926, 0.03366235, ..., 0.02838412, 0.03097253,\n",
       "        0.03325597],\n",
       "       ...,\n",
       "       [0.03027419, 0.02866961, 0.03450903, ..., 0.03747892, 0.02737923,\n",
       "        0.03135423],\n",
       "       [0.02520418, 0.04011382, 0.0462013 , ..., 0.03561346, 0.03338801,\n",
       "        0.03758437],\n",
       "       [0.02716006, 0.03483478, 0.03117924, ..., 0.02054076, 0.02609701,\n",
       "        0.03105165]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p</span></div><div class='xr-var-dims'>(chain, draw, p_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.006705 0.006705 ... 0.03105</div><input id='attrs-d31de492-6311-417a-a17c-349e6c7c537c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d31de492-6311-417a-a17c-349e6c7c537c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29cde58b-e92a-4fe0-aab4-fa951654939d' class='xr-var-data-in' type='checkbox'><label for='data-29cde58b-e92a-4fe0-aab4-fa951654939d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[0.0067049 , 0.0067049 , 0.0067049 , ..., 0.03269535,\n",
       "         0.03269535, 0.03269535],\n",
       "        [0.00335079, 0.00335079, 0.00335079, ..., 0.03596561,\n",
       "         0.03596561, 0.03596561],\n",
       "        [0.00252021, 0.00252021, 0.00252021, ..., 0.0313399 ,\n",
       "         0.0313399 , 0.0313399 ],\n",
       "        ...,\n",
       "        [0.0115746 , 0.0115746 , 0.0115746 , ..., 0.03305334,\n",
       "         0.03305334, 0.03305334],\n",
       "        [0.00828829, 0.00828829, 0.02297194, ..., 0.02297194,\n",
       "         0.02297194, 0.02297194],\n",
       "        [0.00287047, 0.02356607, 0.02356607, ..., 0.02356607,\n",
       "         0.02356607, 0.02356607]],\n",
       "\n",
       "       [[0.00397885, 0.02540905, 0.02540905, ..., 0.02540905,\n",
       "         0.02540905, 0.02540905],\n",
       "        [0.00852838, 0.02285314, 0.02285314, ..., 0.02285314,\n",
       "         0.02285314, 0.02285314],\n",
       "        [0.00790051, 0.02624432, 0.02624432, ..., 0.02624432,\n",
       "         0.02624432, 0.02624432],\n",
       "...\n",
       "        [0.00051592, 0.00051592, 0.03561346, ..., 0.03561346,\n",
       "         0.03561346, 0.03561346],\n",
       "        [0.00152447, 0.00152447, 0.03338801, ..., 0.03338801,\n",
       "         0.03338801, 0.03338801],\n",
       "        [0.0020593 , 0.0020593 , 0.0020593 , ..., 0.03758437,\n",
       "         0.03758437, 0.03758437]],\n",
       "\n",
       "       [[0.00681588, 0.00681588, 0.00681588, ..., 0.02716006,\n",
       "         0.02716006, 0.02716006],\n",
       "        [0.00321601, 0.00321601, 0.00321601, ..., 0.03483478,\n",
       "         0.03483478, 0.03483478],\n",
       "        [0.00256878, 0.00256878, 0.00256878, ..., 0.03117924,\n",
       "         0.03117924, 0.03117924],\n",
       "        ...,\n",
       "        [0.00176447, 0.00176447, 0.00176447, ..., 0.02054076,\n",
       "         0.02054076, 0.02054076],\n",
       "        [0.00119899, 0.00119899, 0.00119899, ..., 0.02609701,\n",
       "         0.02609701, 0.02609701],\n",
       "        [0.00545528, 0.00545528, 0.03105165, ..., 0.03105165,\n",
       "         0.03105165, 0.03105165]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7b599346-624f-4ce6-a13d-6a437309d6d2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7b599346-624f-4ce6-a13d-6a437309d6d2' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-10-09T23:44:59.809295</dd><dt><span>arviz_version :</span></dt><dd>0.10.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.3</dd><dt><span>sampling_time :</span></dt><dd>33.14426112174988</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_log_likelihoode9fed919-1990-4b7c-8dfc-89f6b6d9ebb7\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_log_likelihoode9fed919-1990-4b7c-8dfc-89f6b6d9ebb7\" class = \"xr-section-summary\">log_likelihood</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (chain: 8, draw: 2000, obs_dim_0: 8)\n",
       "Coordinates:\n",
       "  * chain      (chain) int64 0 1 2 3 4 5 6 7\n",
       "  * draw       (draw) int64 0 1 2 3 4 5 6 ... 1993 1994 1995 1996 1997 1998 1999\n",
       "  * obs_dim_0  (obs_dim_0) int64 0 1 2 3 4 5 6 7\n",
       "Data variables:\n",
       "    obs        (chain, draw, obs_dim_0) float64 -0.8746 -0.9082 ... -1.471\n",
       "Attributes:\n",
       "    created_at:                 2020-10-09T23:45:00.623983\n",
       "    arviz_version:              0.10.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.3</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ac853a99-0ea0-44a4-89fc-90876f7cedd9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ac853a99-0ea0-44a4-89fc-90876f7cedd9' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 8</li><li><span class='xr-has-index'>draw</span>: 2000</li><li><span class='xr-has-index'>obs_dim_0</span>: 8</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b07a50b6-5c41-414c-b80b-7e7c4bf4b297' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b07a50b6-5c41-414c-b80b-7e7c4bf4b297' 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 4 5 6 7</div><input id='attrs-db3cd64f-14f8-4634-baea-17115fd679bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db3cd64f-14f8-4634-baea-17115fd679bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39b88e50-35ce-4d2d-9470-19d636c252e5' class='xr-var-data-in' type='checkbox'><label for='data-39b88e50-35ce-4d2d-9470-19d636c252e5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 1996 1997 1998 1999</div><input id='attrs-2316d73e-cc31-45dd-81aa-7b873ad133b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2316d73e-cc31-45dd-81aa-7b873ad133b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5d49327-c0ab-4ed9-b6af-26e3d51c87d7' class='xr-var-data-in' type='checkbox'><label for='data-e5d49327-c0ab-4ed9-b6af-26e3d51c87d7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#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, ..., 1997, 1998, 1999])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_dim_0</span></div><div class='xr-var-dims'>(obs_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7</div><input id='attrs-6470bdfc-dc5d-4f84-8f8b-21abcebd2232' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6470bdfc-dc5d-4f84-8f8b-21abcebd2232' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a43f726-0fd3-41b3-8a25-bb4a294e0906' class='xr-var-data-in' type='checkbox'><label for='data-9a43f726-0fd3-41b3-8a25-bb4a294e0906' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9188031e-e956-4d2b-be7a-976849ac62eb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9188031e-e956-4d2b-be7a-976849ac62eb' 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>obs</span></div><div class='xr-var-dims'>(chain, draw, obs_dim_0)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.8746 -0.9082 ... -1.762 -1.471</div><input id='attrs-b046c17f-a81d-478b-90bb-e764b7cf8201' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b046c17f-a81d-478b-90bb-e764b7cf8201' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75068edd-6625-475b-99e0-ec46c7ba42b7' class='xr-var-data-in' type='checkbox'><label for='data-75068edd-6625-475b-99e0-ec46c7ba42b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-0.87457219, -0.90820958, -0.99941199, ..., -1.7057311 ,\n",
       "         -1.73627162, -1.54310762],\n",
       "        [-0.43633423, -0.45311631, -1.15705545, ..., -1.85321522,\n",
       "         -1.72357369, -1.6949936 ],\n",
       "        [-0.32804143, -0.34065841, -1.30945734, ..., -1.65351723,\n",
       "         -1.75613682, -1.48322772],\n",
       "        ...,\n",
       "        [-1.51347402, -1.57168456, -1.2348635 , ..., -1.72044228,\n",
       "         -1.73253456, -1.55923958],\n",
       "        [-1.0819672 , -1.12358133, -2.39345372, ..., -1.48436878,\n",
       "         -2.13081066, -1.16593005],\n",
       "        [-0.37369766, -3.2195052 , -2.46463535, ..., -1.48562566,\n",
       "         -2.08647379, -1.18480002]],\n",
       "\n",
       "       [[-0.51828242, -3.47455326, -2.68972778, ..., -1.50155647,\n",
       "         -1.96881278, -1.24741739],\n",
       "        [-1.11344468, -3.12097328, -2.37930593, ..., -1.48436063,\n",
       "         -2.14007851, -1.16223908],\n",
       "        [-1.0311453 , -3.59030439, -2.79371266, ..., -1.51427298,\n",
       "         -1.92455756, -1.27766451],\n",
       "...\n",
       "        [-0.06708703, -0.0696673 , -4.02568963, ..., -1.83598584,\n",
       "         -1.72273615, -1.67817227],\n",
       "        [-0.19833178, -0.20595993, -3.72372436, ..., -1.73452915,\n",
       "         -1.72958872, -1.57443555],\n",
       "        [-0.26798528, -0.27829241, -1.437981  , ..., -1.93625232,\n",
       "         -1.73368553, -1.77364985]],\n",
       "\n",
       "       [[-0.88909721, -0.92329325, -1.00076127, ..., -1.53180974,\n",
       "         -1.88196606, -1.31204969],\n",
       "        [-0.41875479, -0.43486074, -1.17660988, ..., -1.7989976 ,\n",
       "         -1.72269883, -1.64136039],\n",
       "        [-0.33437146, -0.3472319 , -1.29811116, ..., -1.64770808,\n",
       "         -1.75911383, -1.47626093],\n",
       "        ...,\n",
       "        [-0.22958395, -0.2384141 , -1.54552888, ..., -1.50184345,\n",
       "         -2.34964315, -1.09636878],\n",
       "        [-0.15596229, -0.16196084, -1.84185535, ..., -1.51179711,\n",
       "         -1.93197786, -1.27225076],\n",
       "        [-0.71112816, -0.73847924, -3.41242055, ..., -1.64315347,\n",
       "         -1.76157548, -1.470748  ]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba188463-5a2b-4f8d-8b13-58d3c49caa02' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ba188463-5a2b-4f8d-8b13-58d3c49caa02' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-10-09T23:45:00.623983</dd><dt><span>arviz_version :</span></dt><dd>0.10.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.3</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_data15e7b266-5176-407c-85b4-97ed04445fff\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data15e7b266-5176-407c-85b4-97ed04445fff\" class = \"xr-section-summary\">observed_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (obs_dim_0: 8)\n",
       "Coordinates:\n",
       "  * obs_dim_0  (obs_dim_0) int64 0 1 2 3 4 5 6 7\n",
       "Data variables:\n",
       "    obs        (obs_dim_0) int32 0 0 1 7 6 3 5 1\n",
       "Attributes:\n",
       "    created_at:                 2020-10-09T23:45:00.625090\n",
       "    arviz_version:              0.10.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.9.3</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-226d67f5-78dd-468d-bc30-937b23c47f76' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-226d67f5-78dd-468d-bc30-937b23c47f76' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>obs_dim_0</span>: 8</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0f70e209-b403-40d3-8cab-62b558d259cd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0f70e209-b403-40d3-8cab-62b558d259cd' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>obs_dim_0</span></div><div class='xr-var-dims'>(obs_dim_0)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7</div><input id='attrs-8ed87106-2a15-4ab7-ad0b-2937445ca496' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8ed87106-2a15-4ab7-ad0b-2937445ca496' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66bc534e-6e32-4fdb-bbca-dda70f4d0939' class='xr-var-data-in' type='checkbox'><label for='data-66bc534e-6e32-4fdb-bbca-dda70f4d0939' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4, 5, 6, 7])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-beab8831-dce1-42eb-a822-44230b468de9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-beab8831-dce1-42eb-a822-44230b468de9' 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>obs</span></div><div class='xr-var-dims'>(obs_dim_0)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 0 1 7 6 3 5 1</div><input id='attrs-3e7bd062-2d39-46c0-9fba-4cf66e323636' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3e7bd062-2d39-46c0-9fba-4cf66e323636' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a335861-6f6b-4704-b123-a0c742dd1d0d' class='xr-var-data-in' type='checkbox'><label for='data-3a335861-6f6b-4704-b123-a0c742dd1d0d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#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, 1, 7, 6, 3, 5, 1], dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-403f4da2-9da2-415f-8de6-66b9846e352a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-403f4da2-9da2-415f-8de6-66b9846e352a' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-10-09T23:45:00.625090</dd><dt><span>arviz_version :</span></dt><dd>0.10.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.9.3</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "              </ul>\n",
       "            </div>\n",
       "            <style> /* CSS stylesheet for displaying InferenceData objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> log_likelihood\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Probability of Deino hatch, before and after switchpoint')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.hist(\n",
    "    idata.posterior[\"p_before\"].stack(sample=[...]).values,\n",
    "    color=pal[0],\n",
    "    alpha=0.5,\n",
    "    label=\"p(deino) before switch\",\n",
    "    bins=np.arange(0, 0.1, 0.002),\n",
    ")\n",
    "ax.hist(\n",
    "    idata.posterior[\"p_after\"].stack(sample=[...]).values,\n",
    "    color=pal[2],\n",
    "    alpha=0.5,\n",
    "    label=\"p(deino) after switch\",\n",
    "    bins=np.arange(0, 0.1, 0.002),\n",
    ")\n",
    "\n",
    "ax.legend(fontsize=\"large\")\n",
    "ax.set_xlabel(\"p(deino hatch)\")\n",
    "ax.set_ylabel(\"density\")\n",
    "ax.set_title(\"Probability of Deino hatch, before and after switchpoint\", size=\"x-large\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What about another species?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (8 chains in 4 jobs)\n",
      "CompoundStep\n",
      ">Slice: [switch]\n",
      ">Slice: [p_after]\n",
      ">Slice: [p_before]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "        <style>\n",
       "            /* Turns off some styling */\n",
       "            progress {\n",
       "                /* gets rid of default border in Firefox and Opera. */\n",
       "                border: none;\n",
       "                /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "                background-size: auto;\n",
       "            }\n",
       "            .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "                background: #F44336;\n",
       "            }\n",
       "        </style>\n",
       "      <progress value='24000' class='' max='24000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      100.00% [24000/24000 00:08<00:00 Sampling 8 chains, 0 divergences]\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 8 chains for 1_000 tune and 2_000 draw iterations (8_000 + 16_000 draws total) took 35 seconds.\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    p_before = pm.Beta(\"p_before\", 1, 20)\n",
    "    p_after = pm.Beta(\"p_after\", 1, 20)\n",
    "    switch = pm.DiscreteUniform(\"switch\", 0, 7)\n",
    "    \n",
    "    # this essentially broadcasts the probability to the shape we want\n",
    "    # while picking the right probability along the way\n",
    "    index = np.arange(8)\n",
    "    p = pm.Deterministic(\"p\", pm.math.switch(switch >= index, p_before, p_after))\n",
    "    obs_gible = pm.Binomial(\"obs\", dragons.loc[\"total\"].values, p, observed=dragons.loc[\"gible\"].values)\n",
    "    \n",
    "with model:\n",
    "    idata_one = az.from_pymc3(pm.sample(draws=2000, tune=1000, chains=8, step=pm.Slice()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = az.plot_trace(idata_one, compact=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Probability of Gible hatch, before and after switchpoint')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfwAAAEbCAYAAAA/EzYpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABd4ElEQVR4nO3deVxN+f8H8Ne9t1tJhVKWyu5WWtFIiyKpLIXEEGLsxmDMyFgau7E1wphmGNvYfjShaIiGYVCMJdtojDVEKRUt2u79/P7oe49uddt02+77+Xj04PM5n3PO537uOfd9zud8zjk8xhgDIYQQQho0fm1XgBBCCCGKRwGfEEIIUQIU8AkhhBAlQAGfEEIIUQIU8AkhhBAlQAGfVBrd2FH30HdC5Gko20ZD+Rzy1MTno4Bfjvnz58PY2Fjmr0uXLrC1tcXEiRMRGxtbbesyNjbGqlWrqmVZY8eOxeDBg8ss8+LFCxgbG2P37t0AgCtXrsDY2Bh//PEHAODIkSMwNjZGXFwcAODNmzf4+uuvcfXq1WqpY3ny8vLwzTffoHv37ujatStCQ0PLLH/r1i0sXLgQ/fr1g5WVFbp3747hw4dj586dyMnJkSlbvH1cXFzw+eefl7n84u3zMarzu/7nn38wYsSISs1T/Lv9GNXZLkDhdjlmzBhYWlqiR48eePToUbUsty6qzu/h3r178Pb2hrm5OXr27ImMjAxs2rQJ27dvr4aa1pzi21N2djaWL1+O48ePV2o51bmPVUTx39OKev78OSZOnIiEhATFVKwIFYWvoQHQ0NDArl27uLRYLMbr168RHBwMPz8/HD16FJ06darFGlaNvr4+Dh06BAMDg1Kn9+7dG4cOHUK7du0AALGxsYiIiKh0cKmqU6dOISwsDNOmTUOvXr3Qvn17uWV//PFHbNmyBVZWVpg8eTLatm2L3NxcxMTEYPPmzfj999+xb98+NGrUCACwZMkSiMXiGvkcihYWFobbt2/XdjWqzdatWxEbG4u1a9dCX18fbdq0qe0q1QuBgYF4/vw5Nm/eDG1tbTDGEBwcjC+++KK2q1YpZmZmOHToELe/x8fHY//+/TA3N6/lmpWtvN9Tec6cOYOLFy8qqFayKOBXgEAggLW1dYl8c3NzuLm5Yd++fVi6dGmN1+tjqaqqlvq5pHR0dKCjo1NzFSomNTUVAODj4wMjIyO55SIjI7F582b4+Phg5cqV4PF43DQnJyf069cPY8aMwS+//IJZs2YBQL08QFMWqamp0NfXx6BBg2q7KvVKamoqjI2N4eLiAgB49+5dLdeoajQ1Ncv8Xaqryvs9rQuoS/8jGBkZoVmzZnj+/DmAD91zR44cgbOzM+zt7bluqX///RfTp0+Hg4MDrKys4OvrW+pRXW5uLhYvXgwbGxvY2Njgq6++wqtXr2TK3Lx5E9OmTYOtrS3MzMzg6OiIRYsW4e3btyWW9+uvv8LZ2RmWlpYYPXo0rl+/zk0rrwuqaHfjkSNHMGPGDACAn58fxo4di0OHDsHY2FhmmQCQmJgIU1NTHDhwQG7bvXnzBkuXLkXfvn1hYWGBAQMGYO/evdx1rLFjx+K7774DALi6unI/YqXZuHEjWrRogUWLFskEe6lu3bph3Lhx0NTU5PJKu+QhkUgQFBQEOzs7WFtbY8qUKXjw4IHc9QJASkoKFi5cCAcHB1hYWGDIkCE4efJkmfNI5ebmYvXq1XBwcIClpSVGjhyJmzdvypQp77ueP38+9uzZA6CwC/OHH34AUNgLtW3bNnh4eMDS0hIuLi4ICgpCXl6ezPLv37+PCRMmwMrKCra2tggICEBmZmaF6l/cixcvMHHiRFhaWqJXr15Yv359ifXdvXsXkyZNQrdu3dC1a1dMnDhRpjtb2pX78uVLGBsbY/78+QAKL+/s2LEDgwYNgqWlJZydnbFq1SqZuv7www9wcHDA7t27YW9vDycnJ9y5cwcAEB0djdGjR8Pa2ho2NjaYNWsWt9+WpSL72tixYzFnzhz83//9H9zd3WFubg4PDw8cPnxYZlmZmZlYtmwZHBwcYG1tjdmzZ1coKDPGsGfPHgwdOhTW1tawsLCAp6cnQkJCuHaX7qdXr17l2u2TTz4BAGzZsgXGxsbc8uLj4zF79mzY2trCysoKI0eOxOXLl2XW6eLigmXLlmHq1Kno2rUr/Pz85Nbtp59+gru7OywsLODg4AB/f38kJiYCAGbOnInevXvLzLN27VoYGxvjr7/+4vIePnwIY2NjnDt3TqZL/8qVKxgyZAgAYMGCBTK/A1euXMG4cePQrVs32NraYvr06SUu/5S3j0l/427cuIGRI0fC0tISffv2xY4dO0pcU7969SrGjRuHHj16oFu3bpg4caJMz5q8S6QXL17EF198gW7duqFbt26YPXs2kpKSABRus6tXrwYA9O3bl9veFYaRMn3zzTese/fupU578+YNMzExYQsXLmSMMXb48GEmEomYvb09O3XqFAsPD2fp6ens6tWrzMzMjPn4+LCTJ0+yqKgoNmHCBGZsbMx+//13bnkikYiZmpqyMWPGsDNnzrDffvuN2dnZMTc3N5aXl8cYY+y///5jZmZmbOrUqezcuXMsOjqabdiwgRkbG7MlS5ZwyxozZgwzNTVlvXv3ZmFhYSwqKooNGzaMmZubs8ePHzPGGHv+/DkTiURs165djDHGLl++zEQiEYuKipL5PPfu3WNv3rxh27ZtYyKRiO3bt489ePCAZWZmMmtra+7zS23ZsoVZWVmxd+/eyW233r17MwcHB3bw4EF24cIFtmLFCmZsbMyWLVvGGGPswYMHbNWqVUwkErHTp0+zf/75p9Rl3b9/n4lEIrZixYqyvsYSxowZw7y8vLh0nz59mKmpKRs0aBCLjIxkv//+O+vXrx/r0aMHS0tLK7V90tPTWd++fZmjoyMLCQlh58+fZ/Pnz2cikYiFhISUuX6RSMRMTEzY1KlT2fnz51lERARzcnJiPXr0YNnZ2Yyxin3X8fHx7Msvv2QikYjFxsayV69eMcYYmz9/PuvSpQsLDAxkly5dYrt27WLm5uYltlUrKyv2008/sZiYGLZp0yYmEonYt99+W6m2lLaLqakp+/bbb9lff/3FfvjhB2ZmZsbmz5/Plbt58yazsLBgI0aMYKdOnWKnTp1iI0eOZNbW1iwuLo4xxlhsbCwbPXo0c3BwYLGxsSw+Pp4xxtikSZOYmZkZ27x5M7t48SLbsWMHs7a2ZkOHDmW5ubmMMcY2b97MTE1NWb9+/di5c+dYaGgoKygoYKdPn2YmJiZsypQp7OzZs+z48eOsf//+zN7eniUmJsr9XJXZ12xsbNigQYNYREQEu3DhAvPz82MikYjduXOHMcaYRCJhvr6+rGvXruzXX39l58+fZ/7+/szMzIzbx+TZsGEDMzMzY1u3bmWXL19mUVFRbMyYMUwkErFbt26x3NxcFhsby9zc3NiQIUNYbGwse/HiBbt06RITiURs4cKFLDY2ljHG2LNnz1iPHj2Yu7s7O3bsGDt79iybOnUq69KlC/vrr7+4dfbp04d16dKFzZ8/n0VHR7Nz586VWretW7cyMzMztmvXLnblyhV2+PBh1rNnT+bj48MYY+zIkSNMJBKxhw8fcvN4eXkxkUjE1q1bx+Vt27aNWVtbs5ycHJn9LCMjgx09epSJRCIWFBTE/Q5ER0dzv5WnT59mUVFRzNPTkzk4OLA3b94wxiq2j0n3gx49erA1a9awv/76iy1fvpyJRCK2ceNGrn4RERHM2NiYTZo0if3xxx/sxIkTzNvbm5mbm7Nr164xxuT/nvbo0YOtXbuWRUdHsz179jALCws2depUxhhjr169kvmdk27vikIBvxzSgJ+fn8/9ZWRksNu3bzM/Pz9mamrKbt++zRj7sPFs375dZhkjRoxgvXr1Yu/fv+fyxGIxGzp0KHN0dGRisZgxVriB9unTh/sBY4yxmJgYJhKJ2KFDhxhjjIWFhbGxY8fKlGGMMV9fX+bu7s6lpQH/wYMHXN7bt29Z9+7d2VdffcUYq1zAZ4yxqKgoJhKJ2OXLl7llBgQEsK5du3I7kEQiYS4uLuybb76R26aBgYHMxMSkxI/cqlWrmLGxMffjsGvXLiYSidjz58/lLktap3379pWYVvQ7k/4VbZ/iAb9r167cjwVjjD158oSZmpqyDRs2lNo+mzZtYiYmJlywkvrqq69Yjx49ZL7v4kQiEXNzc2MFBQVcXkhICBOJROzq1auMsYp/1ytXrmQikYhLP378mPuBLOqnn35iXl5eLCcnh/tuf/zxR5kyI0eOZH379pVb79JI20W6XUlJ2+fRo0eMMcZGjx7NevfuzW0rjDGWm5vLXFxc2KRJk7i86dOnsz59+nDpv/76i4lEIrZnzx6Z5Uu/+wMHDjDGCgO+SCRiJ0+e5MpIJBLWp08f5uPjw+1njBUedHbr1k0mcBdX2X2t6MHDixcvZL4D6Wc4evSozLI+++yzcgP+119/zbZs2SKT9+zZMyYSidjWrVu5PC8vLzZmzBgu/fbtWyYSidjmzZu5vHnz5rGuXbuypKQkLk8ikbCRI0ey/v37c3l9+vRhn3zySYnPXtzEiROZm5ubTNuePXuWbdq0ieXn57PU1FRmamrKdu/ezRhjLCUlhRkbGzNvb282bNgwbp7Ro0ezmTNnMsZK7mf37t1jIpGIHT58mCv/6aefMhcXF+5ESNomzs7O3HwV2cek+8GqVatkPtdXX33FLCwsWEZGBpNIJMzR0ZENHTqUSSQSrkx2djZzdHRkw4cPZ4zJ/z1dvHixzLLnz5/PjI2NubpX5HeuulCXfgVkZGTAzMyM++vevTt8fHzw6tUrbNq0CRYWFjLlRSIR9//379/j1q1bcHNzg7q6OpfP5/Ph5eWF169f4/Hjx1x+v379oKqqyqV79uyJJk2a4NKlSwCAwYMHc124Dx8+xJkzZ7B161YkJCSU6D41NjaWuVatra2Nnj17Ijo6uhpapdCIESOQlZWFU6dOAQBiYmLw4sUL+Pj4yJ3n8uXL6Ny5M0xNTWXyhwwZAsZYie7FssgbePfixQuZ70z6V1YXqr29vcyYhXbt2sHY2Jhr++IuXbqEtm3bolOnTigoKOD+XF1dkZ6eXu5AOhsbGwgEAi5taGgIAFx3cWW+66L+/vtvAICHh4dM/rRp0xAeHg41NTUur0ePHjJljIyMqnztd8CAATJpNzc3SCQSxMTEICcnBzdu3ECvXr0gFAq5tuLz+XB2dkZMTAzy8/NLXa50e/Dy8pLJd3V1hZaWVontpej+9+TJEyQkJKBv376QSCTcerW1tWFjYyPTrVxcZdrf0NAQLVq04NKtWrUCULj/Ax++E1dXV5n5Bg4cKHf9UoGBgZgxYwbS09Nx8+ZNHDt2DDt37gSAMreD0ly6dAldu3aFjo4O1xZisRh9+/bFo0ePZEaKt2/fXua3qDT29vZ4+vQpBg8ejE2bNuH69etwcnLCrFmzoKKigmbNmsHa2prbh6Kjo6GtrY3Ro0fj3r17yMjIwLt37xAbG1vmZbuicnNzcfPmTbi6ukIoFHL5RkZGOHfunEwbl7ePSXl7e8ukBwwYgNzcXMTGxuLx48d4/fo1vLy8ZC4ZNmrUCO7u7rh9+zaysrLk1rd79+4y6ZYtW4Ixhtzc3Ap93upEg/YqQENDg9vxAUAoFEJXVxd6enqllm/evDn3/3fv3oExBn19/RLlpPMX/YEtOq+Ujo4OVyYvLw/fffcdjh49ipycHLRs2RLm5uZQV1cvsfOXt6zqYGFhATMzMxw5cgRDhgxBaGgoOnToABsbG7nzvH37ttRBeNL2yMjIqPD6pTtw8eux+vr6MrfxhYSEcNc85ZHXXvKu9aalpSE+Ph5mZmalTpdep5NHQ0NDJs3nFx5/s/9dO6zMd12UdLBjaZ+nuMaNG5eog0QiKXe+0hTfH3R1dQEUbt9v376FWCzGoUOHcOjQoVLnT01NlQmaUm/fvoWqqiqaNGlSYlrz5s1LbC9FP3daWhoAICgoCEFBQSXmLxowiqtM+0vv/pCSfpfStkxPT4eamprMOBKgZJuVJi4uDsuXL8eNGzcgFArRvn177iSDVfLe7bS0NFy8eLHMbVY6ylz6/ZXls88+g5aWFkJDQ/Hzzz8jODgYzZs3x2effYZJkyYBKLw2vWXLFuTl5SE6Ohq2trawt7eHWCzGtWvXkJ2dDQAlrvXLk56eDsZYhepX3j4mVXy7ky777du33DJK+6709fXBGCtz3Iu8OlR1P/sYFPArQCAQlDiLrygtLS3weDy8fv26xDRpXrNmzbi80gbepaSkcDvoqlWrEBYWhhUrVsDFxYX7AZkwYQKePn0qM5+8ZVX3yPvhw4dj2bJliI+Px5kzZzB79uwyyzdp0gTJyckl8ktrj/J06dIFBgYGOH36NObOnQsVlcJNWlVVVeY7O3fuXLnLqmx7aWlpwczMDMuWLSt1uvRgpKoq810Xpa2tDaBwYGTR4Jeamoq4uDhYWVl9VL3kSU9Pl0mnpKQAKPzx1NTUBI/Hw/Dhw+Xe1inve2/SpAny8vLw9u3bEkH/9evXcoMX8KEtZsyYgT59+lT0owCoevuXRkdHB7m5ucjIyICWlhaXLz04kyczMxMTJkyAoaEhjh49CpFIBBUVFSQlJZUYFFgRWlpasLKyknurXlm3vpZG+p0OHz4cGRkZuHLlCvbs2YP169fD1NQUDg4O6Nu3L9atW4fr168jOjoaU6ZMQcuWLdGuXTtcvnwZqamp6N69O5o2bVqhdUq3pdLaLjo6GoaGhpW+lTM1NVVm+yu67UrrJe83i8fjoVmzZqX+xtc11KWvYBoaGrC0tMTp06dlHv7CGMPx48ehr6/P3ecOAOfPn5c58jt//jwyMjJgb28PoHCkqKWlJby8vLgfoNTUVNy5c6fEEeO9e/dkzjJTU1MRExPDLauypEemxXl6eqJRo0b49ttvIRaLuVG18tja2uLBgwclHjYSHh4OANzo4org8XiYM2cOEhISsGLFilK7+AsKCir08JbLly9zXbAA8ODBA/z3339y28vW1hbx8fFo3bo1LCwsuL9///0XW7ZsKfGwn8qq6HddtMsS+NB+UVFRMvm//fYbJk2apLCuxD///FMmHRERAR6Ph549e6Jx48YwNzfHgwcPYG5uLtNeR48exf79++Webdva2gIAjh07JpP/xx9/ICsrq8ztpWPHjtDT08PTp09l1mlmZoadO3fixIkTcuetzL5WHuk2FBERIZN/5syZMud7/PgxUlNT4evriy5dunAHtNJLEWXVo7T91dbWFg8fPkTnzp1l2uPChQvYunWr3H1cnsmTJ3O3umppacHV1RULFiwAALx8+RJA4aWx9u3b4//+7/+QmJgIOzs7AIVtcunSJfz1118lLnWU9TkaN26MLl264OzZszL7e2JiIiZOnFilB0AVn+fEiRPQ0NBA165d0b59e+jr6+PYsWMyPQM5OTk4deoUrKysyr30UZbi+68i0Rl+DZg7dy4mTJgAPz8/TJgwAUKhEAcPHsS9e/ewfv16metCz549w5dffomRI0fi2bNnCAoKQpcuXeDp6QkAsLKywvHjx7F792506dIFz549wy+//IKMjIwSO4ZAIOB2SIlEgi1btkAgEJT7RDl5pGdL586dQ5MmTWBiYgKg8Ih7wIABCA0Nhbu7e7k9CJ999hmOHTvG1a1169Y4f/489u7di08//RQdOnSoVL08PT258RS3bt2Ct7c3OnfuDLFYjDt37uDIkSN49uwZPDw8SnS9FpWdnY0pU6Zg8uTJSE9PR1BQEFq0aIGxY8eWWn7ChAk4fvw4/Pz8MHnyZLRq1QrXr19HcHAwbG1tueu4VVXR71r6vURERMDKygoikQienp74+eefwRiDjY0N/v33XwQHB8PX17dCXaFSqampePbsGdq0aVPu9xoWFoYmTZrA1tYWly9fxq5duzBq1CjubGvu3LmYOHEipk+fDh8fHzRq1AjHjh1DWFgYvvrqq1JvqQSAXr16wdHREWvXrkV6ejq6d++O+/fvY8uWLTAxMSnzAJPP52Pu3Ln45ptvoKqqiv79+wMA9u/fj7/++gvr1q2TO29l9rXy2NrawsXFBWvWrEFGRga6dOmCqKgoXLhwocz5OnToAC0tLezcuRNaWlpo3LgxYmJisGvXLvB4PJkD1OI0NDQgFAoRGxuLq1evwsbGBjNnzsTw4cMxfvx4+Pn5QUdHB+fOncPu3bsxYsSIEt3P5enZsyfWrVuHNWvWwNnZGdnZ2di+fTs0NTXh5OTElXNxccGOHTvQokULbv+2s7Pjbt3t27ev3HVIe3ViYmLQsWNHWFlZYc6cOZg6dSqmTJmC0aNHQywW48cff0SrVq0wdOjQSn0GAAgODoZEIoGFhQXOnDmD33//HQsWLODGXfn7+8Pf3x9TpkzByJEjkZ+fjx07diAtLQ0bNmyo9PqKku6/UVFRcHJyQseOHT9qeWWhgF8DevTogT179uCHH37gjn7Nzc2xfft2ODo6ypSdNGkSEhISMGPGDAiFQri6unI/VkDhfdeMMWzduhXZ2dlo1aoV3N3doaenh5UrV+K///7jBi317NkT3bt3x5IlS5CZmYnu3bsjMDAQbdu2rdLnsLKyQr9+/bBv3z5cuHBB5mzF1dUVoaGhFXoKn66uLkJCQrBhwwZs2LABWVlZaNeuHQICAjB69Ogq1W3KlClwdnbGb7/9xp1JMMZgYGAAR0dH+Pj4lNn1CxQO0mrUqBHmzp2L/Px89OrVCwsWLJDb1dy8eXOEhIQgKCgIa9euRUZGBlq1asUFtY9V0e/a09MTp0+fxvz58+Hj44OlS5dizZo1aN++PY4ePYqtW7eidevWmDFjBiZMmFCpOpw7dw4LFizA6tWrSwxsKm758uUICQnBjh07oKuri1mzZmHKlCnc9J49e2LPnj348ccfMW/ePDDG0K5dO3z33XcYNmyY3OXyeDwEBwcjODiY+zx6enoYPnw4vvjiC5nBsKUZMmQItLW1sW3bNm4wmUgkwo8//lhmoKnMvlYRmzZtwqZNm7B37168ffsWn3zyCRYtWoSAgAC582hqauLnn3/G+vXrMXfuXKipqaFDhw4ICgrCzp07ucGApeHz+fj888+xc+dOTJ48GSdOnECnTp0QEhKCjRs3YunSpcjJyYGRkRH8/f3x2WefVfizSE2cOBECgQC//fYbDh48CBUVFXTr1g379u2TuS4uvbddenYPFG4PfD4fxsbGZT6drmXLlhg5ciTCw8Nx7tw5XLp0Cb169cKOHTuwZcsWzJkzB40aNULPnj0xd+7cSl0SlFqyZAn27duH4OBgtGvXDmvXrpU5kPTy8oKWlha2bt2KOXPmQFVVFd26dcOBAwdgaWlZ6fUV1bt3b3zyySf4/vvvERMTg23btn3U8srCY5Ud9UFIKRYvXozLly/j1KlTcs/USP20YsUKdOvWrUIjygmpT44cOYIFCxYgLCysxF1DDRGd4ZOPIr1N6bfffivxWFtS/z169Ajnz5+XOVMnhNRPFPDJR7l48SLu3r2LsWPHltktS+onXV1d7Nq1q9Tb5Qgh9Qt16RNCCCFKgG7LI4QQQpQABXxCCCFECVDAJ4QQQpRAgx+0l5aWBYmk+oYp6Opq4s2bqr0vvCGi9pBF7SGL2qMkahNZ1B6yPrY9+HwemjVrXOq0Bh/wJRJWrQFfukzyAbWHLGoPWdQeJVGbyKL2kKWo9qAufUIIIUQJUMAnhBBClAAFfEIIIUQJKDTgZ2ZmYtCgQXjx4oVM/r59+2TeQBYXFwdvb2+4u7tj0aJFKCgoAFD4esXRo0fDw8MD06dPR1ZWliKrSwghhDRYChu0d+vWLQQEBODp06cy+Q8fPsS2bdtk3tjm7++PlStXwtraGgsXLkRISAh8fX2xbNky+Pr6YuDAgfjxxx8RHBwMf39/RVWZEFJPvX+fhczMdIjFBbVdlXK9fs0v8z32yobaQ1bZ7cGDqqo6mjXTq9J7SxQW8ENCQrBkyRLMmzePy8vLy8PixYsxa9YshIeHAwASEhKQk5MDa2trAIC3tzc2b96M4cOH4+rVq/jxxx+5/DFjxlDAJ4TIeP8+CxkZaWjaVA9CoWqdf4GTigofBQUU4KSoPWSV1R6MSZCenoLMzLfQ0mpa+WV/ZN3kWrVqVYm877//HsOGDYOhoSGX9/r1a+jp6XFpPT09JCUlIS0tDZqamlBRUZHJJ4SQojIz09G0qR5UVdVquyqEKBSPx4eWVjOkpibVrYBf3KVLl/Dq1SssWLAAV65c4fIlEonMETljDDwej/u3qKocuevqala90nLo6WlV+zLrM2qPQpn5uUjJyQRPq3A7VRcIoSmkIKTo7eP1awkaNVKv82f2Ramo0Hjpoqg9ZJXVHgKBKgBWpf2qxgJ+REQEHjx4gMGDByM7OxspKSn48ssv4e/vj+TkZK5cSkoK9PX1oaOjg4yMDIjFYggEAiQnJ0NfX7/S633zJrNaH2Kgp6eF5OSMaltefUft8UGusACxb58jKysPAODYuiPe5+fVcq1qV01sHxKJBGIxA1A/Ht5CXdiyqD1kVaQ9JBKJ3P2Kz+fJPdGtsYC/evVq7v9XrlzBli1bsHHjRgCAmpoarl+/ju7duyM8PBxOTk4QCoWwsbHBiRMn4OnpibCwMDg5OdVUdQkhhJAGpU70owQGBmL16tXw8PBAdnY2/Pz8AABLlixBSEgIBgwYgGvXruHLL7+s3YoSQkgNE4vFmDJlPJ49iy+37KtXL+HoaIPHjx8CAHx8PHH48CG55cubXtSff/6B775bVmaZVauWIiBgXpllyiKRSLBq1VL07euAYcMGVXk5Na14u7969RIXLpyr0LxffDEFW7ZsVFTVZCj8DP/s2bMl8mxtbWFra8ulTUxMEBoaWqKcgYEB9u7dq9D6EVJVTAjkochtYHXi8JlIlfh+aoAqVMDLr95lhoYeRKdOndGmTdtyy+rrt0B4eCSaNGlavZUA0KePK/bv34MbN66hWzebal8+ANy9exsnT0Zg/fpN6Nixk0LWoQjF2/2775bB2NgUvXr1rtV6FdfgX55DiKLkoQAXXz7i0vaGHWqxNqS44t9PTXBs3RFq1fizmpubi717d2Pz5p8qVF4gEEBXt3m1rb+4YcNGYOfObQoL+JmZhW+J69nTvl4Nwize7ozVzfEkdE5CCCG1xNHRBsePh2Hs2BFwdXXEnDkz8PJlAjf9zJnT0NTUQocOH852Hzz4D9OnT4SLiwPGj/fFwYP74OPjCaBk1zIAvHjxAtOmTYCLiz0mT/bDw4cP5Nbn5MkIjBzpjb59HTBhwmhER1+Ume7g4IS7d2/jwYP/5C4jJycHy5YFwMXFAcOHe+HMmagy13Hp0gUAwIkTxzFv3pcAgF69PsGOHVsBAH//fRmTJ4+Dq6sjhg0bhAMH9nABdceOrfj661n46qsv4O7ujJMnIwAABw7sxbBhg9CvXy9Mnz4Rd+/ekVvfx48fYebMqejXrxcGDXLFmjUr8P79e/z11zn06+fEPfk1LS0NvXp9gr17d3Hzrl//HVasWCzT7qtWLcXNmzdkvpd3795i1aql6N/fBf37u2DFim+5gxsASE9Pw8KF/ujb1wGenu4VvsxSWRTwCSGkFv388w8YP34Stm3bDR6Pj6+/nskFmejoi+jZ044rm5mZia+++gJGRm2wc+c+jBw5mguM8oSFhaJ//0HYtesA2rfviJkzpyI7u+Rjyq9cicGmTYGYNGkq9uw5BC8vbwQEfIO7d29zZbS1tWFqaobLl6Plru/y5Wg0adIEu3btx4gRvli2bBFu3bopdx0LF87D3bu30bdvP3z77XIAQHh4JEaNGoubN2/A3382HBx6YefO/Zg6dQZ2796BI0d+K1LvaFhZdcXWrbvRs6cDwsIOIzT0IL7+ej527twPOzsHzJ49TeZAqqhlywLQpk1b7N79f1izJgjXr1/Fvn27YWPTA/n5eYiL+wcAcOPGNQDArVux3Lx//30F9vaOMsubPXsuzM0tMWSID375ZQ8AYOFCfzx69BDr12/E5s0/4cmTx9iwYS03z+nTJ9GtW3fs2XMIgwd7Y+PGQMTHP5XbxlVFAZ8QBREIeMgVFnB/TFjbNSJ10fDho9C3rxs6dOiEgIClSEx8hatXC59Vcv9+HNq1+3Cp6MyZ0+DxePD3X4h27drDw2MgvL1HlLl8D49BGDzYG23btoO//0IIhUL88cfpEuX27t2FUaPGwtXVHQYGhhgyZBjc3Qfg4MF9MuXateuA+/fvyV1fmzZtMXv2XLRt2w7Dh4+Eg4MTwsJC5a7Dw6NwHWpq6tDULLy3XFe3OTQ0NBAaehC2tnYYP34S2rRpCze3/vDz+0zmLFtNTQ1jx36Gdu3ao1mzZti7dxemTfsC9vaOMDJqAz+/CbC0tJY5SCgqMfElmjZthpYtW8Hc3AJr1myAu3t/aGhowNLSGtevXwUAxMZeg729I+7cuQWJRILnz5/h9etEfPJJT5nlSR8Yp66ujmbNmuHx40e4efMGFixYDHNzS3TubIx58xbJjMmws3OAj89IGBgYYsKEyVBRUSmzJ6aq6Bo+IQqSzySIfvmYS1f39V3SMFhaWnP/19HRRYsWrfDkySPY2TkgNfUNmjZtyk1/9OgBOnXqDKHww9GjubkFzpwpGcCLTpcSCoXo2LETnjx5XKLckyePcO/eXezbt5vLKygogJFRG5lyTZo0wbNnT+Wur0sXc5nr76amXXD27B+VWseHOj2Gm1t/mTxLS2v8/PMWZGQU3ofeqpUB+PzCc9fs7GwkJSVi7dqVWL/+O26evLw8CIWqpa5j+vSZ2LBhHcLCQtGjhx369HGFk1NvAIVjCS5fjsb48ZNw48Y1zJkzDzduXMOjRw9w+/ZNmJtbQltbG1lZmaUuGwCePn0CoVCITp06c3kmJl1gYtKFSxsYfHj6LJ/Ph4aGBvLycuUus6ro14cQQmqRQCD7M8yYhAtgfD5fZgCYiopKpV80I12WlETCIBSW/OkXi8WYOnUGHBxkn3cifbz5h/nFJZZZ9vok3PpKW4dAwAOPJyh1WWpqJZ9UKW0OxiQlykjbZtGiZRCJjMtdFgAMGeIDe/te+OuvP3HlSgwWL56P/v0H4ZtvAtCzpz22b9+Kly8TkJj4CpaW1jA3t8TNm7G4du0KevZ0kNsOUkKhSrkDEPn8kp9fEQP/qEufEEJq0X///cv9/82bFCQlJaJTJxGAwjP+9PR0bnqHDh3x+PEj5Od/uPcvLk5+9zoAPHr0YQBfbm4OHj16IHOZQKpt2/ZITEyEoaER93f2bBSiok7JlEtPT4eOjm6F1gcA9+7d5dZX2jrOnCm5jqJ1+ucf2QF3d+/eQrNmOtDS0i5RXlNTE7q6ukhJeS2zjsOHQ3DlSkyJ8llZmdiwYS14PB58fEZi/fpNmDNnHk6fPgkA6NChE5o2bYoDB/agSxdzqKmpwdq6G65du4IbN66XuH4vVTTAGxm1RV5enkyvSmzsdXh7D5T5HmsCBXxCCKlFv/66AzExF/Ho0UOsXLkE7dt3QNeu3QEAxsamePjww4h4V1cPAEBg4GrExz/FmTNRCA09VOYZZFhYKCIjf8fTp0+wZs1KqKmpoW9ftxLlfH39EB5+GGFhoUhIeIFjx45ix46taNWqlUy5hw8fwNS0S4n5pR48uI+ffvoB8fFPceDAXly5EoNRo8bIXccvv5Rcx4c6jcWVKzHYvXs7nj9/hjNnTmPv3t3w8flU7mf29fXDrl3bcebMaSQkvMDu3dtx5EhIqc8xaNxYE7Gx1xEUtB5PnjzGkyePceHCOZiamnFlbG3t8fvvx2Bt3Q0A0LVrd0RHX4SWlpbcZwU0aqSBhITnSE5+jXbt2qNHDzusXbsS//4bh/v3/8WWLRvRvfsnMpdmagJ16RNCSC3y8hqKzZs3ICUlGTY2tli/fhkEgsIuXjs7B5nr3erq6li3biO+/341xo8fhXbt2mPQIC/ExFySu/zRo8chJOQAnjx5DFNTMwQGbi61e9vZuQ++/NIfBw7sxaZN36NFi1b4+uv5cHV158pkZmbi0aMHsLcv+TZUKTe3/nj2LB6ffeYLff2WWLFiLXdbYWnr8PeXXUdRnTsbY9Wqdfjll5/x6687oKenj/HjJ+LTT0fLXf/w4aOQm5uL4ODNSEtLhZFRG6xYsVZmrERRq1atx8aNgZg+fQLEYgk++cQW33wTwE3v2dMex48f5QK+qakZ1NTU0LOnvdw6DB06DKtWLcX48aNw/HgUvv12OTZuXIdZs6ZBKFSBk5MLZs6cI3d+ReGxuvqEgGpCL89RLGVuj1xhyQfv3Ep7wb08x96wA6JfFBu0l69cx9g1sX0kJsajZcuSZ2919Ul7RV+O4uhog7Vrg+Dg0KvUsjk5OfDx8cT33/8AY2MT7lpy0QffHDiwB5cvR2Pz5p+r7XPIExZ2GH/++Qc2barYg4Aqgl6eI6si7SFvmwfKfnkOdekTQhokXj6glq9So3/V/VhddXV1+PqOxZEjIQCArKwszJkzA6dPn0Ri4iv8/fdlHDp0oNQu+urGGEN4+GGMGzdR4esiiqFcpxuEEFLPjBjhi2nTJuDZs6fo3FmEefMWYdeuX5CUlAhd3eb49FNfeHkNVXg9/vzzDDp06KSwx+oSxaOATwghteTixWvlllFRUcH27Xu49MCBXhg40EuR1SqVi4srXFxca3y9pPpQlz4hhBCiBCjgE0IIIUqAAj4hhBCiBCjgE0IIIUqAAj4hhBCiBGiUPiEVVOJBLnS4TAipR+gni5AKykPhk/WkfxI06IdUkjpCLBZjypTxePYsvtyyr169hKOjDR4/LnyBjY+PJw4fPiS3fHnTi/rzzz/w3XfLKlZpOd6/f495876Ei4s9Pv98EgoKChAaGvJRy1SEGzeuwdHRBtnZ2QAK3x9w40b5t1AClWvTmkYBnxDSIPEFfEh4vBr94wuq/yc1NPQgOnXqXOrLX4rT12+B8PBItGnTrtrr0aePKx4/flThwFeaCxfO4dq1vxEcvAPLl69BVFQkfvlF8Y8EriwLCyuEh0eiUaNGAIAFC77GkyePypmr7lNol35mZiZGjhyJn3/+GYaGhjh06BD27t0LHo8Hc3NzLFu2DKqqqoiLi8OiRYuQlZUFGxsbLFu2DCoqKnj58iX8/f3x5s0btG/fHoGBgWjcuLEiq0wIaSAKJAx37ifX6DotjPWq9SwqNzcXe/fuxubNFXt2vUAggK5u82qsgaxhw0Zg585tVX7aXkZGBpo104GJiSkAxbzzvToIhUKZdqyr9awshZ3h37p1C6NGjcLTp08BAE+ePMGOHTtw8OBBHDt2DBKJBAcOHAAA+Pv7Y/HixTh16hQYYwgJKeziWbZsGXx9fREZGQlzc3MEBwcrqrqEEFLjHB1tcPx4GMaOHQFXV0fMmTMDL18mcNPPnDkNTU0t7m1zAPDgwX+YPn0iXFwcMH68Lw4e3AcfH08AJbv0AeDFixeYNm0CXFzsMXmyHx4+fCC3PidPRmDkSG/07euACRNGIzr6osx0Bwcn3L17Gw8e/Ffq/O/fv0dg4BoMHuwBZ2dbeHsPxO7d2wEAO3ZsRVDQOiQlJcLR0QYnThzHd98tw9u36XB0tOF6Dsqqw6pVS7F8+beYPHkc+vd3wdWrV0rU4datWEye7AcXFwcMHuyB4OBNEIvFCAk5AF/fYVy5uLh/4Ohog6ioSC7vq69mYvv2n2W69L/4YgoSE18hKGg9vvhiCgAgMfEVFiz4Gm5uzvD0dMPGjYEoKPgwvich4QVmz54OFxd7jBgxGGfP/iG3zWuSwgJ+SEgIlixZAn19fQCAqqoqlixZAk1NTfB4PIhEIrx8+RIJCQnIycmBtbU1AMDb2xuRkZHIz8/H1atX4e7uLpNPCCENyc8//4Dx4ydh27bd4PH4+PrrmVzwiI6+iJ497biymZmZ+OqrL2Bk1AY7d+7DyJGjsWPH1jKXHxYWiv79B2HXrgNo374jZs6ciuzsrBLlrlyJwaZNgZg0aSr27DkELy9vBAR8g7t3b3NltLW1YWpqhsuXo0td1w8/bMA//9zG6tWBOHDgMHx8PsX27T/j33/jMGrUWEydOoO77ODk1AezZn0Nbe0mCA+PhIWFVYXqcPr0SQwd6oPNm3+ChYWVzPrFYjEWLJgLe/te2L//NwQELMOxY2E4efI4eva0x7Nn8UhJKez1uXHjGng8Hm7dugkAyMvLw61bN2Bn5yizzO++Ww99/RaYOnUGvvtuPfLy8vDllzOQm5uLH3/chlWr1uHixfPYuXMbN8+xY0cxcOBg7N0bgk8+scXKlYuRlZVZ5vdUExQW8FetWgUbmw/dPgYGBnBwcAAApKamYv/+/ejbty9ev34NPT09rpyenh6SkpKQlpYGTU1NqKioyOQTQkhDMnz4KPTt64YOHTohIGApEhNfcWeu9+/HoV27DlzZM2dOg8fjwd9/Idq1aw8Pj4Hw9h5R5vI9PAZh8GBvtG3bDv7+CyEUCvHHH6dLlNu7dxdGjRoLV1d3GBgYYsiQYXB3H4CDB/fJlGvXrgPu379X6rosLKwwf/5idOliDgMDQ/j6+qFRIw08ffoYGhoa0NDQAJ/Ph65uc2hqanIngLq6zSEUCitUhzZt2mLAAE907mwMdXV1mfVnZWXi3bu30NVtjlatWuOTT2wRFLQFNja2aNOmHVq1MsD161cBADduXIe9vSNu344FANy6dQONGjWCqWkXmWVqazcBn8+HhoYGtLWb4Nq1v5GU9ArffrsCnTsbw9LSGv7+C6Gnp8/NM2jQYLi5ecDAwBDjxk1EXl4e4uOflvk91YQavy0vKSkJkyZNwrBhw2Bra4vr16+Dx+Nx0xlj4PF43L9FFU9XhLz3An8MPT2tal9mfaYs7ZGSk4nGjVW5tEDAL5EGwOUVn66uLkTzptW/PdZ1it4+Xr/mQ0Wl5LlLgaTw3eA1ic/jQUVQ/jqL1rdr125cWl9fDy1btkJ8/GP06tULqamp0NHR4aY/efIQnTt3RqNGatz8VlZWOHPmNFRU+Nw2KBB8aBMrK0vu/yoqaujUqTPi4x9zeXw+DyoqfDx58hj37t3Fvn27uWUXFBSgTZu2MvVt1qwpnj9/WmqbDxw4CBcvXsCWLSfw7NkzPHhwH+/fZwNgUFHhc99H0XUXTZdXBx6PB0NDo1LXDQA6Os0wbtxnWLduFXbt2gY7O0e4ubnD0NAAAGBvb4/Y2Gtwd/fAnTs3sXlzMCZP/gxZWRm4evUK7OwcoKqqwrWjigq/RDs9e/YELVu2gp6eLrde6cmslJHRhzo2bdrkf58jX269iyuvHJ/Pr9J+VaMB/9GjR5g0aRLGjh2LCRMmAABatmyJ5OQPA2tSUlKgr68PHR0dZGRkQCwWQyAQIDk5mbs8UBlv3mRCIqm+ARd6elpITs6otuXVd8rUHrnCAmRl5XFpcTNJiTQALq/49JycfCRnKEdbSdXE9iGRSFBQICmZz+NV675fobowhoKCsteposIvVl/ZtEQiAcBDQYEEfD4PYrGYm87nCyAWy35esbjw/wUFEu7/RcswxitRXiBQ4fIkEva/eQswdeoMODg4Fauvisz8BQUF4PGKf4ZCq1YtxbVrf8PDYyDc3Qfgq6/mY/z4Udw6pN9H0XUXTZdXB8YYVFVVS1231OTJM+DuPggXL55HTMwlzJr1OSZNmgY/vwno0cMeQUHrcPfuP9DWbgITE3MYGBghNvYGrlyJwdixn8m0Y0GBpEQ78fkqMnUu3Yc2//CvuJx5pJ+19LYtSiKRyN2v+Hye3BPdGrstLzMzExMnTsTs2bO5YA8UdvWrqanh+vXrAIDw8HA4OTlBKBTCxsYGJ06cAACEhYXBycmp1GUTQkh99d9//3L/f/MmBUlJiejUSQQA0NHRRXp6Oje9Q4eOePz4EfLz87m8uLjSu9elHj36MIAvNzcHjx49kLlMINW2bXskJibC0NCI+zt7NgpRUadkyqWnp0NHR7fE/NnZWTh16gQCApZh6tQZ6NvXDUKhCrKyMuWOci/ea1vROsiTmJiIwMDVaNmyFXx9/fDDD1sxevQ4nD59EgDQvfsnSE19g8jICFhbdwNQ2MPyxx+n8fTpE/ToYVfqcovW08ioDZKSEvHu3Vsu7+TJCEye7FehOtamGgv4oaGhSElJwa5duzB48GAMHjwYmzZtAgAEBgZi9erV8PDwQHZ2Nvz8ChtuyZIlCAkJwYABA3Dt2jV8+eWXNVVdQgipEb/+ugMxMRfx6NFDrFy5BO3bd0DXrt0BAMbGpnj48MOIeFdXDwBAYOBqxMc/xZkzUQgNPVTm5c6wsFBERv6Op0+fYM2alVBTU0Pfvm4lyvn6+iE8/DDCwkKRkPACx44dxY4dW9GqVSuZcg8fPihxnRsAVFXVoK7eCOfPn8XLlwm4ffsmFi2aB8YY8vPzSpQHgEaNGuH9+2w8efIYubm5Fa6DPM2aNcW5c2ewefP3ePHiOe7f/xdXr16BiUlhfdXV1WFl1RW//36sSMDvjjNnTsPMzALa2tpy6/n06VOkpaWiR4+eMDAwxKpVS/H48UPcunUTO3f+gp49HUqdty5ReJf+2bNnAQDjx4/H+PHjSy1jYmKC0NDQEvkGBgbYu3evIqtHCCG1ystrKDZv3oCUlGTY2Nhi/fplEAgEAAA7OweZ69nq6upYt24jvv9+NcaPH4V27dpj0CAvxMRckrv80aPHISTkAJ48eQxTUzMEBm6GmppaiXLOzn3w5Zf+OHBgLzZt+h4tWrTC11/Ph6urO1cmMzMTjx49gL39qhLzq6ioYMmSlfjxx42IiDiG5s2bw919ALS0tHD//r8lygNA9+49IBIZY8KE0ViyZCV69+5bbh3KoqamjrVrN2LLliB89pkvVFSE6NXLGbNmfc2V6dnTHlevXuEOqqytu4ExBjs7+QF7+PBR+OGHINy9ewu7dh3AmjUbEBS0DpMnj4OmpiY8PAZh3LiJFapjbeKxhvJEATnoGr5iKVN75AoLH60rZW/YAdEvHsukb6W94K7bF5/u2Loj1PKV6/UVNbF9JCbGo2XLkk+h4wv4KKjha/gqfB4k4rKvvxa9RuvoaIO1a4Pg4NCr1LI5OTnw8fHE99//AGNjE7x8mYDExFcyD745cGAPLl+OxubNin9iXVjYYfz55x/YtKliDwKqiIpcs1YmFWkPeds8UEeu4RNCSE2SiCXgM1ajf+UF+8pSV1eHr+9YHDlS+DCyrKwszJkzA6dPn0Ri4iv8/fdlHDp0oNQu+urGGEN4+OF6cSZLSqdcpxuEVAK9HY/UBSNG+GLatAl49uwpOncWYd68Rdi16xckJSVCV7c5Pv3UF15eQxVejz//PIMOHTpV+bG6pPZRwCdEDunb8aTsDUuObCbkY1y8WP6LaFRUVLB9+x4uPXCgFwYO9FJktUrl4uIKFxfXGl8vqT50zkIIIYQoAQr4hBBCiBKgLn1CaohAwENukTEBqlABL7+MGUiFlfYobkIaoo+5sY4CPiE1JJ9JEP2y2G16tAt+NIFABfn5eVBVLXlvOSENjVhcAD5fUKV5qUufEFKvaWo2RXp6MvLycj/q7IeQuo4xCTIy0tCoUdVewkWnF4SQeq1Ro8YAgLdvUyAWF5RTuvbx+fz/vSCHANQexZXdHjyoqqpDU7NJlZZNAZ8QUu81atSYC/x1nTI9nbIiqD1kKbI9qEufEEIIUQIU8AkhhBAlQAGfEEIIUQIU8AkhhBAlQAGfEEIIUQIU8AkhhBAlQAGfEEIIUQIU8AkhhBAlQAGfEEIIUQIU8AkhhBAloNCAn5mZiUGDBuHFixcAgOjoaHh6esLNzQ1BQUFcubi4OHh7e8Pd3R2LFi1CQUHh87BfvnyJ0aNHw8PDA9OnT0dWVpYiq0sIIYQ0WAoL+Ldu3cKoUaPw9OlTAEBOTg4WLlyI4OBgnDhxAnfv3sX58+cBAP7+/li8eDFOnToFxhhCQkIAAMuWLYOvry8iIyNhbm6O4OBgRVWXEEIIadAUFvBDQkKwZMkS6OvrAwBu376Ntm3bwsjICCoqKvD09ERkZCQSEhKQk5MDa2trAIC3tzciIyORn5+Pq1evwt3dXSafEEIIIZWnsLflrVq1Sib9+vVr6OnpcWl9fX0kJSWVyNfT00NSUhLS0tKgqakJFRUVmfzK0tWt2nuDy6Knp1Xty6zPGmp7pORkonFjVS4tEPDLTQPg8sorr64uRPOm1b991jUNdfv4GNQmsqg9ZCmqPWrs9bgSiQQ8Ho9LM8bA4/Hk5kv/Lap4uiLevMmERMKqXvFi6FWOshpKezAhkIdi71LnA1lZeVxS3ExSbhr4ME955XNy8pGcUf/briwNZfuoTtQmsqg9ZH1se/D5PLknujUW8Fu2bInk5GQunZycDH19/RL5KSkp0NfXh46ODjIyMiAWiyEQCLjyhChCHgpw8eUjmTx7ww61VBtCCKl+NXZbnpWVFZ48eYL4+HiIxWJERETAyckJBgYGUFNTw/Xr1wEA4eHhcHJyglAohI2NDU6cOAEACAsLg5OTU01VlxBCCGlQauwMX01NDWvWrMHMmTORm5sLZ2dneHh4AAACAwMREBCAzMxMmJmZwc/PDwCwZMkSzJ8/Hz/99BNatWqFDRs21FR1CSGEkAZF4QH/7Nmz3P/t7Oxw7NixEmVMTEwQGhpaIt/AwAB79+5VaP0IIYQQZUBP2iOEEEKUAAV8QgghRAlQwCeEEEKUAAV8QgghRAlQwCeEEEKUAAV8QgghRAlQwCeEEEKUQI09eIcQIkuVpwJJkfdDqPB5kIgltVgjQkhDRgGfkFoikQA3H354A2RXUQvqciOEKAwFfEJqiYQxPMtI49JW0KeATwhRGPp9IaSOUOHzIeHxuD++gHZPQkj1oTN8QuoIsZjh7v0Pr4q2MNajI3JCSLWh3xNCCCFECdAZPiE1RJUJYaLdmkvz6XibEFKDKOATUkMkYoa/415yac9u2rVYG0KIsqFTDEIIIUQJUMAnhBBClECFAv7MmTMRHR2t6LoQQgghREEqFPD79euH4OBguLu7Y8eOHUhPT1dwtQhRLCYEcoUF3B/1dRFCGroKDdrz8vKCl5cXHj16hMOHD8PHxwddu3bF2LFjYWlpqeg6ElLt8lCAiy8fcWl7ww61WJvSCQQ8iMUf0vSsfULIx6jweY1EIkF8fDyePn0KsVgMXV1dLF26FJs3b670SsPDwzFw4EAMHDgQa9euBQBER0fD09MTbm5uCAoK4srGxcXB29sb7u7uWLRoEQoKCiq9PkLqI7GY4c79ZO6vQMJqu0qEkHqsQgE/KCgIzs7O2L59OwYMGIDTp09j/vz52LdvH/bv31+pFb5//x6rVq3C3r17ER4ejmvXruHs2bNYuHAhgoODceLECdy9exfnz58HAPj7+2Px4sU4deoUGGMICQmp/KckhBBClFyFAn5qaip++eUXHDhwAIMGDYJQKAQAaGho4Pvvv6/UCsViMSQSCd6/f4+CggIUFBRAU1MTbdu2hZGREVRUVODp6YnIyEgkJCQgJycH1tbWAABvb29ERkZW7hMSQgghpGIBXywWw8TERCZv1qxZAABHR8dKrVBTUxOzZ89G//794ezsDAMDA7x+/Rp6enpcGX19fSQlJZXI19PTQ1JSUmmLJYQQQkgZyhy0t2TJEiQlJeH69etITU3l8gsKCvD8+fMqrfDff//F4cOH8eeff0JLSwtz587F06dPwePxuDKMMfB4PEgkklLzK0NXV7NK9SyLnp5WtS+zPquP7ZGSk4nGjVW5tEDAl0mXlleRNAAur/h0Ho8HVeGHY2weIJvmARrFllc0ra4uRBNNtUp/1tpWH7cPRaM2kUXtIUtR7VFmwPfx8cGDBw9w//59uLu7c/kCgYDrZq+sixcvws7ODrq6ugAKu+l37NgBgUDAlUlOToa+vj5atmyJ5OQPbw9LSUmBvr5+pdb35k0mJNU42ElPTwvJyRnVtrz6rr62R66wAFlZeVxa3Ewiky4tryJpAFxe8elMiyEv/8MoewbIphmQXXR5YolMOicnH3nvZetY19XX7UORqE1kUXvI+tj24PN5ck90ywz4FhYWsLCwgIODA1q0aFHlChRlYmKC9evXIzs7G40aNcLZs2dhZWWF48ePIz4+HoaGhoiIiMCwYcNgYGAANTU1XL9+Hd27d0d4eDicnJyqpR6EEEKIMikz4M+ePRubNm3CpEmTSp1+/PjxSq/Q0dER9+7dg7e3N4RCISwsLDBz5kw4ODhg5syZyM3NhbOzMzw8PAAAgYGBCAgIQGZmJszMzODn51fpdRJCCCHKrsyAP3nyZADAt99+W60rnTJlCqZMmSKTZ2dnh2PHjpUoa2JigtDQ0GpdPyGEEKJsyhylb25uDgDo0aMHWrVqhR49eiA7OxtXr16FqalpjVSQEEIIIR+vQrflLV68GL/88gsePXqEgIAAvHjxAgsXLlR03QghhBBSTSoU8O/evYulS5ciKioKQ4cOxerVq5GQkKDouhFCCCGkmlTo5TmMMfD5fFy6dAnTpk0DAOTk5Ci0YoTUd6pMCBPt1lyaT6/kI4TUogoF/DZt2mDy5Ml48eIFevToga+//hrGxsaKrhsh9ZpEzPB33Esu7dlNuxZrQwhRdhUK+KtXr0ZUVBS6d+8OoVAIGxsbDBkyRMFVI4QQQkh1qVAfo4aGBmxsbPDu3Tv8888/sLS0xOPHjxVdN0IIIYRUkwqd4W/atAk7d+7kHocLFD4X/MyZMwqrGCGEEEKqT4UCfnh4OE6fPl1tj9clhBBCSM2qUJd+q1atKNgTQggh9ViFzvDt7Oywbt069O3bF+rq6ly+mZmZwipGCJElEPAgFsvmqfB5kIglpc9ACCFFVCjgHzlyBAAQGRnJ5dE1fFKfMCGQh4IPGfXwlnixmOHO/WSZPAtjvfr4UQghtaBCAf/s2bOKrgchCpWHAlx8+YhL2xt2qMXaEEJIzavQyUFWVhaWL1+OcePGIT09HYsXL0ZWVpai60YIIYSQalKhgL9y5UpoaWnhzZs3UFNTQ2ZmJhYvXqzouhFCCCGkmlQo4MfFxWHOnDlQUVFBo0aNEBgYiLi4OEXXjZB6RZUJ0V5NHybarWGi3ZqenU8IqVMqdA2fz5f94RKLxSXyCFF2EjHDtX9fIi+/cNQ8PTufEFKXVCjgf/LJJ1i/fj1ycnJw4cIF7Nu3Dz169FB03Qgh5Sh+qx7dpkcIkadCp+lz586FhoYGtLS0sHHjRpiYmGD+/PmKrhshpBzSW/WkfwUSVttVIoTUUWWe4Y8dOxY8Ho9LSx+6Exsbi0mTJmHPnj2KrR0hSqZAUOTsnCe/HCGEVFaZAX/MmDEAgKioKGRmZmLYsGEQCAQIDw+HtjZdnySkOjEAzzLSuLQ16HHWhJDqU2bAd3d3BwDs2LEDBw8e5Abq9e7dG59++mmVV3r27Fls2bIF79+/h4ODAwICAhAdHY3Vq1cjNzcX/fv3x5w5cwAU3iGwaNEiZGVlwcbGBsuWLYOKSoWGHhBCCCHkfyp0DT8tLQ25ublcOisrC2/fvq3SCp8/f44lS5YgODgYx44dw71793D+/HksXLgQwcHBOHHiBO7evYvz588DAPz9/bF48WKcOnUKjDGEhIRUab2EEEKIMqvQqfKgQYMwYsQI9OvXD4wxREZGYsSIEVVaYVRUFAYMGICWLVsCAIKCghAfH4+2bdvCyMgIAODp6YnIyEh06tQJOTk5sLa2BgB4e3tj8+bN8PX1rdK6ifJoCM/OJ4SQ6lShgD979myYmZnh8uXLAID58+fD2dm5SiuMj4+HUCjEtGnT8OrVK/Tu3RudO3eGnp4eV0ZfXx9JSUl4/fq1TL6enh6SkpIqtT5dXc0q1bMsenpa1b7M+qwutkdKTiZik55z6W7N26BxY1UuLRDwy0xXpEzxtHSAq6qw8OiCV+T/VUrzAI1i69MopY5F89TVhWiiqYa6pC5uH7WN2kQWtYcsRbVHhS+Gu7q6wtXV9aNXKBaLce3aNezduxcaGhqYPn061NXVZe4GYIyBx+NBIpGUml8Zb95kQlKNtyrp6WkhOTmj2pZX39XV9sgVFiArK49Li5tJKpWuyjxMq3A7kz54hxX5f5XSDMguuj6xRCZdWl5+fgGSUvK5dG3fl19Xt4/aRG0ii9pD1se2B5/Pk3uiW+Oj35o3bw47Ozvo6OgAKDyQiIyMhEAg4MokJydDX18fLVu2RHLyh9eBpqSkQF9fv6arTEi9UfwVuvT6XEKIVI3/FvTp0wcXL17Eu3fvIBaLceHCBXh4eODJkyeIj4+HWCxGREQEnJycYGBgADU1NVy/fh0AEB4eDicnp5quMiGEEFLv1fgZvpWVFSZNmgRfX1/k5+fDwcEBo0aNQocOHTBz5kzk5ubC2dkZHh4eAIDAwEAEBAQgMzMTZmZm8PPzq+kqE0IIIfVerdzQ7uPjAx8fH5k8Ozs7HDt2rERZExMThIaG1lTVCCGEkAaJLu8RQgghSoACPiGEEKIEKOATQgghSoACPiGEEKIEKOATQgghSoBeO0dIFakyIUy0W3NpPh0/E0LqMAr4hFSRRMzwd9xLLu3ZTbsWa0MIIWWjUxJCCCFECVDAJ4QQQpQABXxCCCFECVDAJ4QQQpQABXxCCCFECVDAJ6QBEwh4kPA+/PEFtMsToqzotjzSIDAhkIeCDxkU1wAAYjHDnfvJXNrCWI+ahhAlRQGfNAh5KMDFl4+4tL1hh1qsDSGE1D10sE8IIYQoAQr4hBBCiBKggE8IIYQoAQr4hBBCiBKgQXuE1GEFAsmHBK/26kEIqf8o4BNSRzEAzzLSuLQ1WtReZQgh9V6tdumvXbsW8+fPBwBER0fD09MTbm5uCAoK4srExcXB29sb7u7uWLRoEQoKCuQtjhBCCCFy1FrAj4mJwdGjRwEAOTk5WLhwIYKDg3HixAncvXsX58+fBwD4+/tj8eLFOHXqFBhjCAkJqa0qE0IIIfVWrQT89PR0BAUFYdq0aQCA27dvo23btjAyMoKKigo8PT0RGRmJhIQE5OTkwNraGgDg7e2NyMjI2qgyIYQQUq/VyjX8xYsXY86cOXj16hUA4PXr19DT0+Om6+vrIykpqUS+np4ekpKSKrUuXV3N6ql0EXp6WtW+zPqsNtojMz8XOeJ8Lq0iEaBxY1UuLRDwPypdWp46TxXmOoYfpvP4UBV+OGaWjqmT5vGK/L9a0jxAo5Q6ahT7HGWl1dWFaKKphppE+0tJ1CayqD1kKao9ajzg//bbb2jVqhXs7Oxw5MgRAIBEIgGP92EIMmMMPB5Pbn5lvHmTCYmEVU/lUfhFJCdnVNvy6rvaao9cYclH6WZl5XFpcTPJR6VLyyvQkiD6zgsu7dnNBHn5H0bRS7cyaR4r8v9qSTMgu3gdxRKZvPLSOTn5yHsvuwxFov2lJGoTWdQesj62Pfh8ntwT3RoP+CdOnEBycjIGDx6Mt2/fIjs7GwkJCRAIBFyZ5ORk6Ovro2XLlkhO/vDij5SUFOjr69d0lQkhhJB6r8YD/q5du7j/HzlyBH///TeWLVsGNzc3xMfHw9DQEBERERg2bBgMDAygpqaG69evo3v37ggPD4eTk1NNV5kQQgip9+rEffhqampYs2YNZs6cidzcXDg7O8PDwwMAEBgYiICAAGRmZsLMzAx+fn61XFtSG+j1t9VDIOBBLP6QVuHzIBFL5M9ACGkwajXge3t7w9vbGwBgZ2eHY8eOlShjYmKC0NDQmq4aqWPo9bfVQyxmuHP/w2UyC2M9OnYiREnQvk4IIYQoAQr4hBBCiBKggE8IIYQoAQr4hBBCiBKggE8IIYQoAQr4hBBCiBKoE/fhE1IXqTIhTLRbc2k+HR8TQuoxCviEyCERM/wd95JLe3bTrsXaKAY9iIcQ5UEBnxAlRg/iIUR5UMCvpPe5BZAUeWMfnREpBj1KlxBCqhcF/ErKyxfTGVENoEfpEkJI9aJYRQghhCgBCviEEEKIEqCATwghhCgBCviEEI5AwIOE9+GPL6CfCEIaChq0V834Aj4KJIxLC1X4yC/4MIqfRvWTj1EgKLbt8EovV1V0mx4hDRcF/GpWICn5g1nWD2jxAwRlPSCg2/DKxwA8y0iTybNGi9qpDCGk3qGAX8OKP9mMMdAZFeg2PEIIUTQK+B+peADn8cruYy2ty5QQQghRNAr4H4kCOCGEkPqgVnqPt2zZgoEDB2LgwIFYt24dACA6Ohqenp5wc3NDUFAQVzYuLg7e3t5wd3fHokWLUFBQIG+xhBBCCJGjxgN+dHQ0Ll68iKNHjyIsLAz//PMPIiIisHDhQgQHB+PEiRO4e/cuzp8/DwDw9/fH4sWLcerUKTDGEBISUtNVJkRp0W16hDQcNb736unpYf78+VBVVYVQKETHjh3x9OlTtG3bFkZGRlBRUYGnpyciIyORkJCAnJwcWFtbAwC8vb0RGRlZ01WuVXwBn35wSa2RXrKS/hW9o4QQUr/U+DX8zp07c/9/+vQpTp48iTFjxkBP78O1b319fSQlJeH169cy+Xp6ekhKSqrR+ta20m7zawghn27Dq5+KD1JV1ttICamPam3Q3oMHDzB16lTMmzcPAoEAT58+5aYxxsDj8SCRSGRGvUvzK0NXV7O6qgwAeJuZC43GqlxaIOBXa1pNTUXmM4rFkjKnqwoFaKRWu2Mv9fS0Kj1PSk4mYpOec+luzdugcbF2qc00UHjHharww5EIDyg3jSJ5FSn/MenCOkKh22PxNMDDoxfpXMqsU3M00VRDWaqyfTR01CayqD1kKao9aiVSXL9+HbNmzcLChQsxcOBA/P3330hO/nAWm5ycDH19fbRs2VImPyUlBfr6+pVa15s3mZBUYzekaiNVZGflcWmxWFKt6dzcghJn9OVNz3xXe92senpaSE7OqPR8ucICZBVth2aSWk0LmgpgJGguU0ce4yEv/8PZKwPKTaNIXkXKf0waKHyOgyK3x/LSOTn5yHv/IV1cVbePhozaRBa1h6yPbQ8+nyf3RLfGO1JfvXqFGTNmIDAwEAMHDgQAWFlZ4cmTJ4iPj4dYLEZERAScnJxgYGAANTU1XL9+HQAQHh4OJyenmq4yUQISMcPfcS9l/hhdri4XDeojpP6o8TP8HTt2IDc3F2vWrOHyRo4ciTVr1mDmzJnIzc2Fs7MzPDw8AACBgYEICAhAZmYmzMzM4OfnV9NVJoTIQc/eJ6T+qPGAHxAQgICAgFKnHTt2rESeiYkJQkNDFV2teqv4ICqg5At7ykvTwCtCCGn46El79VzxMyyg9Bf2VOaFPqR+kXmDXjW/PY8Q0nBQwCekHiv+Br3afnte8R6n97n0ZExC6goK+EThStxzD9B99w1U8R4nG8tWkBS7lZYuIRFSOyjgE4Ur/upbgF5/qywKCiSlXnKi4z1Cah4FfKKUVJkQJtqtuTSfQhAhpIGjgE9KXHf92FH89eGxudL77qU8u2nXYm0IIUTxKOCTUu+l/phR/MW78Kn7nhBCah8FfPLR+AK+zFvUVHm0WRFCSF1Dv8zkoxV/o5+ZafMyShNCCKkNFPBJpRU9o3+bmVvpNxhWRfFBdqpM+FHzN+RBenX9QTz0il1CagcFfFKu4j/QjIE7o9dorIqORk1kgowKn19ucK5sAC8+yG5Qd1GZ5YsvH2KeUgzSq2sP4ilN8TEj1l30Ze7Vp0c/E6IYFPBJuUob1FdU8SBjJW5RbnCubACvLBqFX39U96BRQkjpKOAThVPhC2TPtlH9XerK1GVPCCFVQQGfKJy42Nk28PFn3CUOIpSky54QQqqKAj6pPN6HgWHZBXkKWUV5Z+zFDyIowCuP4reB0jV+QiqGAj6ptKLX7FWFfJhBr+wZKoDO2BWnro/aL09Zg0aBkoP+6ACAkNJRwCd1Ap2xK0Z9GLVfnvIGjZY2vWh/EPUIEFKIAj4hpEEpr0eARv0TZUUBn5SPV6xbmJA6rLweAXrwD1FWFPBJuUrcZ18Pu4UJkSrvwT8APfyHNEwU8ElJdEbfoNX3QXzVrfgBAFD+w39oXACpj+pFwD9+/Dh++uknFBQUYNy4cRg9enRtV6lhKRbg6Yy+4SptEB8dAJSvsncKUA8BqYvqfMBPSkpCUFAQjhw5AlVVVYwcORK2trbo1KlTbVetwaAAr7wawij+mlCVOwXkHRC8zcwFX8CXOQAo3mNABwxEEep8wI+OjkbPnj3RtGlTAIC7uzsiIyPxxRdfVGh+Pr96T1l4PEBd7UOz8fm8OpWu0DwCHoQaHzooBXweNNVVq5RWFfIrPf/HrrMm0h+zjLz/nTHX5TqWlS66bfAFZW87paU/evusD/tQJdOMAQ+eFh5YNdIQor2BNlDkIgHj8fDgaSqXNu6gw5UHgC6ddWXKA4o/KKjJyxbV/Ttd331Me5Q1L48xxuROrQO2bt2K7OxszJkzBwDw22+/4fbt21ixYkUt14wQQgipP+r87agSiUTmfeuMsRp5/zohhBDSkNT5gN+yZUskJ3+4FpacnAx9ff1arBEhhBBS/9T5gG9vb4+YmBikpqbi/fv3OH36NJycnGq7WoQQQki9UucH7bVo0QJz5syBn58f8vPz4ePjA0tLy9quFiGEEFKv1PlBe4QQQgj5eHW+S58QQgghH48CPiGEEKIEKOATQgghSoACPiGEEKIEKOD/z/HjxzFgwAC4ublh//79JabHxcXB29sb7u7uWLRoEQoKCgAAL1++xOjRo+Hh4YHp06cjKyurpquuMFVtk6NHj8LR0RGDBw/G4MGDERQUVNNVV4jy2kNq3rx5OHLkCJduqNtIVdujoW4fQPlt8scff2Dw4MHw8vLC559/jrdv3wJQ3m1EXns01G2kvPaIioqCp6cnBg4ciPnz5yMvLw9ANW4fjLDExETWp08flpaWxrKyspinpyd78OCBTJmBAwey2NhYxhhjCxYsYPv372eMMTZlyhQWERHBGGNsy5YtbN26dTVad0X5mDZZvnw5O378eE1XWaEq0h6JiYls6tSpzNLSkh0+fJjLb4jbyMe0R0PcPhgrv00yMjKYg4MDS0xMZIwxtnHjRrZixQrGmHJuI2W1R0PcRsprj6ysLObo6MiSk5MZY4x9+eWX7ODBg4yx6ts+6Awfsi/o0dDQ4F7QI5WQkICcnBxYW1sDALy9vREZGYn8/HxcvXoV7u7uMvkNQVXbBADu3LmDo0ePwtPTE3PnzuWO2uuz8toDKDx679u3L/r378/lNdRtpKrtATTM7QMov03y8/OxZMkStGhR+EZCY2NjvHr1Smm3EXntATTMbaS89tDQ0MDZs2fRvHlzvH//Hm/evIG2tna1bh8U8AG8fv0aenofXnepr6+PpKQkudP19PSQlJSEtLQ0aGpqQkVFRSa/Iahqm0j///nnn+PYsWNo1aoVli9fXnMVV5Dy2gMAJk2ahOHDh8vkNdRtpKrtATTM7QMov02aNWuGfv36AQBycnKwbds2uLq6Ku02Iq89gIa5jVRknxEKhTh//jx69+6NtLQ0ODo6Vuv2QQEf5b+gR9704uUANJgX+1S1TQDgxx9/RPfu3cHj8TBp0iRcuHCh5iquIFV9iVND3UY+5qVWDXH7ACreJhkZGZgyZQpMTEwwdOhQpd9GircH0DC3kYq2h7OzM65cuYI+ffpg6dKl1bp9UMBH+S/oKT49JSUF+vr60NHRQUZGBsRicanz1WdVbZOMjAzs3r2by2eMQSAQ1EidFamqL3FqqNtIVdujoW4fQMXa5PXr1/D19YWxsTFWrVoFQLm3kdLao6FuI+W1R3p6Oi5evMilPT09cf/+/WrdPijgo/wX9BgYGEBNTQ3Xr18HAISHh8PJyQlCoRA2NjY4ceIEACAsLKzBvNinqm2ioaGB7du349atWwCAffv2cd129VlVX+LUULeRqrZHQ90+gPLbRCwWY9q0aejfvz8WLVrEnaUp6zYirz0a6jZSXnswxuDv74+XL18CACIjI9GtW7fq3T6qNNSvATp27BgbOHAgc3NzY9u2bWOMMTZp0iR2+/ZtxhhjcXFxbNiwYczd3Z199dVXLDc3lzHG2IsXL9iYMWNY//792YQJE1h6enqtfYbqVtU2uXr1KhsyZAjz8PBg06ZNY+/evau1z1CdymsPqW+++UZmVHpD3Uaq2h4NdftgrOw2OX36NDM2NmZeXl7c38KFCxljyrmNlNUeDXUbKW+fiYqKYoMGDWKenp5szpw53Oeuru2DXp5DCCGEKAHq0ieEEEKUAAV8QgghRAlQwCeEEEKUAAV8QgghRAlQwCeEEEKUAAV8QpRAZmYmJk6ciJycnDLLDR48GO/evcORI0cwderUUsuMHTu20s/yNjY2RmpqaqXmOXfuHDZt2lRmmbLquXv3boSFhVVqnYQ0ZBTwCVECgYGBGD58ONTV1cssFx4eDm1t7RqqVdnu3LnzUS9NGTt2LH799VeZp5sRosxUarsChJCPd+XKFQQGBqJ169Z4/Pgx1NXVsWbNGnTs2BGvXr3Cn3/+iYCAAABAamoqFixYgGfPnqFp06bQ09ND586dMXPmTBgbGyMmJgZA4SM8J06ciNevX8PAwAArVqyQefkHANy4cQOBgYF4//49+Hw+vvjiC/Tp06fUOv7www+4desW0tPTMXHiRIwePRrZ2dlYunQp4uPjkZ6ejsaNGyMwMBAZGRk4ePAgxGIxtLS0MGfOHGzduhVHjx6FiooK2rZtizVr1nD1nDJlCl69egWBQIDvv/8eHTt2hEAgQP/+/fHLL79g4cKFCmx9QuoHOsMnpIG4e/cuxo4di+PHj8Pb2xv+/v4AgDNnzsDOzo5729bKlSvRqVMnnDx5Eps2bcKNGzdKXd6TJ0+wePFiHD9+HCKRiHvWudTbt2+xYMECrFu3DkePHkVwcDCWLl3KPRq0OCMjIxw5cgRbtmzBmjVrkJ+fj7/++gva2to4dOgQTp06BXNzc+zfvx9WVlYYOXIkBgwYgDlz5uDMmTM4cuQIDh06hIiICBgaGmLfvn0AgOfPn2PRokU4fvw4bGxssGPHDm6dDg4OiIqK+ui2JaQhoDN8QhoIExMT2NjYAACGDRuG5cuXIy0tDY8fP0abNm24cufPn8fRo0cBFL6i08PDo9Tl2dvbo23btgAAHx8f+Pj4yEy/efMmkpOTMWPGDC6Px+Ph/v37aN26dYnlDRo0CABgamqKvLw8ZGZmwsPDA0ZGRti7dy/i4+Px999/o2vXriXmjYmJgYeHB5o0aQIAWLBgAYDCa/iWlpZcPU1NTWUCvKGhIV6+fInc3FyoqamV1XyENHgU8AlpIEp7o5hAIACPx4NEIuHyVFRUUPSJ2nx+6R19RZcnkUi4HgIpsViMjh074rfffuPykpKSoKOjU+rypPNLX5LCGMOBAwcQEhKC0aNHw9PTE02bNsWLFy/kfg6pd+/e4d27dzLLlS676GcTCoXg8XgN4nWzhHws6tInpIH4999/8e+//wIADh06hK5du0JbWxvt27fH8+fPuXLOzs4IDQ0FAKSlpeGPP/4oNSBeuXKF654/ePBgiTd0WVtbIz4+HlevXgUAxMXFwd3dHUlJSRWu88WLFzF06FAMHz4c7du3x9mzZ7nXgAoEAhQUFAAo7G2IiopCZmYmgMLxAEVfoSrP8+fPYWhoCFVV1QrXiZCGis7wCWkgmjdvjo0bNyIhIQE6OjpYt24dAMDV1RXbt2+HWCyGQCDAggULEBAQwJ1Rt27dutTR+yKRCAsXLkRKSgo6dOiA5cuXy0zX0dHB5s2bsW7dOuTm5oIxhnXr1sHQ0LDCdZ4wYQIWL17MHYBYW1vjv//+AwD07NkTc+fOxYoVK/Dtt9/i4cOHGDVqFACgU6dOWLFiBU6fPl3m8i9cuCD3kgUhyobelkdIA3DlyhWsWLECERERpU7/9ttvYWdnhwEDBmD//v3o0qULunbtiry8PPj6+mLmzJlwdnau4VorllgsxtChQ7Fz5040b968tqtDSK2jM3xClIC/vz9mz54NFxcX7uxYIpEgPz8fHh4eDS7YA8DevXsxbtw4CvaE/A+d4RNCCCFKgAbtEUIIIUqAAj4hhBCiBCjgE0IIIUqAAj4hhBCiBCjgE0IIIUqAAj4hhBCiBP4foZT0f8BaM9UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.hist(\n",
    "    idata_one.posterior[\"p_before\"].stack(sample=[...]).values,\n",
    "    color=pal[0],\n",
    "    alpha=0.5,\n",
    "    label=\"p(gible) before switch\",\n",
    "    bins=np.arange(0, 0.3, 0.003),\n",
    ")\n",
    "ax.hist(\n",
    "    idata_one.posterior[\"p_after\"].stack(sample=[...]).values,\n",
    "    color=pal[2],\n",
    "    alpha=0.5,\n",
    "    label=\"p(gible) after switch\",\n",
    "    bins=np.arange(0, 0.3, 0.003),\n",
    ")\n",
    "\n",
    "ax.legend(fontsize=\"large\")\n",
    "ax.set_xlabel(\"p(gible hatch)\")\n",
    "ax.set_ylabel(\"density\")\n",
    "ax.set_title(\"Probability of Gible hatch, before and after switchpoint\", size=\"x-large\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}