{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Radon example from Gelman and Hill (2006)\n",
    "This is a reworking of the radon example from pymc3 https://docs.pymc.io/notebooks/multilevel_modeling.html\n",
    "\n",
    "\n",
    "Other implementations in: \n",
    "\n",
    "- tensorflow https://www.tensorflow.org/probability/examples/Multilevel_Modeling_Primer - pymc3 https://docs.pymc.io/notebooks/multilevel_modeling.html \n",
    "\n",
    "- stan https://mc-stan.org/users/documentation/case-studies/radon.html \n",
    "\n",
    "- pyro https://github.com/pyro-ppl/pyro-models/blob/master/pyro_models/arm/radon.py \n",
    "\n",
    "- numpyro fibrosis dataset http://num.pyro.ai/en/stable/tutorials/bayesian_hierarchical_linear_regression.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>county</th>\n",
       "      <th>radon</th>\n",
       "      <th>floor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AITKIN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AITKIN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AITKIN</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AITKIN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ANOKA</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>WRIGHT</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>WRIGHT</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>WRIGHT</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>YELLOW MEDICINE</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>YELLOW MEDICINE</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>919 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   county  radon  floor\n",
       "0    AITKIN                  2.2      1\n",
       "1    AITKIN                  2.2      0\n",
       "2    AITKIN                  2.9      0\n",
       "3    AITKIN                  1.0      0\n",
       "4    ANOKA                   3.1      0\n",
       "..                    ...    ...    ...\n",
       "922  WRIGHT                  6.4      0\n",
       "923  WRIGHT                  4.5      0\n",
       "924  WRIGHT                  5.0      0\n",
       "925  YELLOW MEDICINE         3.7      0\n",
       "926  YELLOW MEDICINE         2.9      0\n",
       "\n",
       "[919 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "try:\n",
    "    alt.renderers.enable('altair_saver', fmts=['png'])\n",
    "except Exception:\n",
    "    pass\n",
    "from bayes_window import BayesWindow, BayesConditions, LMERegression, BayesRegression\n",
    "from utils import load_radon\n",
    "df = load_radon()\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.set_index(['county','floor']).hist(bins=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "window=BayesWindow(df.reset_index(), y='radon', treatment='floor',group='county')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "alt.FacetChart(...)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "window.plot(x='county').facet(row='floor')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit LME"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lme=LMERegression(window)#formula='radon ~ floor + ( 1 | county)')\n",
    "\n",
    "window.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit Bayesian hierarchical with and without county-specific intercept"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-11-30 15:37:12.522319: E external/org_tensorflow/tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_COMPAT_NOT_SUPPORTED_ON_DEVICE: forward compatibility was attempted on non supported HW\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uneven number of entries in conditions! This will lead to nans in data (window.data[\"radon diff\"(170, 120)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "window1=BayesRegression(df=df.reset_index(), y='radon', treatment='floor',group='county')\n",
    "window1.fit(add_group_intercept=True);\n",
    "window1.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "window1.plot(x=':O')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect intercepts (horizontal ticks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "window1.plot_intercepts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uneven number of entries in conditions! This will lead to nans in data (window.data[\"radon diff\"(170, 120)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "window2=BayesRegression(df=df.reset_index(), y='radon', treatment='floor',group='county')\n",
    "window2.fit(add_group_intercept=False, add_group_slope=False, do_make_change='subtract');\n",
    "window2.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "alt.HConcatChart(...)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(window.plot().properties(title='LME')|\n",
    " window1.plot().properties(title='Partially pooled Bayesian')|\n",
    " window2.plot().properties(title='Unpooled  Bayesian'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare the two models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import arviz as az\n",
    "datasets = {'unpooled' : window2.trace.posterior,\n",
    "           'hierarchical': window1.trace.posterior} \n",
    "\n",
    "az.plot_forest(data=list(datasets.values()), model_names=list(datasets.keys()), \n",
    "               #backend='bokeh',\n",
    "               #kind='ridgeplot',\n",
    "               #ridgeplot_overlap=1.6,\n",
    "               combined=True);\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For leave-one-out, let's remove any counties that did not contain both floors. This drops about 250 rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>county</th>\n",
       "      <th>radon</th>\n",
       "      <th>floor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ANOKA</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ANOKA</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ANOKA</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ANOKA</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ANOKA</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>WINONA</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>WINONA</td>\n",
       "      <td>11.3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>WINONA</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>WINONA</td>\n",
       "      <td>11.8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>WINONA</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>660 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   county  radon  floor\n",
       "4    ANOKA                   3.1      0\n",
       "5    ANOKA                   2.5      0\n",
       "6    ANOKA                   1.5      0\n",
       "7    ANOKA                   1.0      0\n",
       "8    ANOKA                   0.7      0\n",
       "..                    ...    ...    ...\n",
       "907  WINONA                 10.2      0\n",
       "908  WINONA                 11.3      0\n",
       "909  WINONA                  7.6      0\n",
       "910  WINONA                 11.8      0\n",
       "911  WINONA                  0.5      1\n",
       "\n",
       "[660 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df_clean = pd.concat([ddf for i, ddf in df.groupby(['county']) \n",
    "                      if (ddf.floor.unique().size>1) \n",
    "                      and (ddf[ddf['floor']==0].shape[0]>1)\n",
    "                      and (ddf[ddf['floor']==1].shape[0]>1)\n",
    "                     ])\n",
    "\n",
    "\n",
    "df_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_2829554/1390140151.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mwindow1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_clean\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mwindow1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexplore_models\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/mmy/bayes-window/bayes_window/slopes.py\u001b[0m in \u001b[0;36mexplore_models\u001b[0;34m(self, parallel, add_group_slope, **kwargs)\u001b[0m\n\u001b[1;32m    410\u001b[0m                       \u001b[0;34m'group'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroup\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    411\u001b[0m                       'add_group_slope': True}])\n\u001b[0;32m--> 412\u001b[0;31m             return compare_models(\n\u001b[0m\u001b[1;32m    413\u001b[0m                 \u001b[0mdf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwindow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    414\u001b[0m                 \u001b[0mmodels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/mmy/bayes-window/bayes_window/model_comparison.py\u001b[0m in \u001b[0;36mcompare_models\u001b[0;34m(df, models, extra_model_args, parallel, plotose, **kwargs)\u001b[0m\n\u001b[1;32m    276\u001b[0m     \u001b[0mextra_model_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextra_model_args\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    277\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mparallel\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 278\u001b[0;31m         traces = Parallel(n_jobs=min(os.cpu_count(),\n\u001b[0m\u001b[1;32m    279\u001b[0m                                      len(models)))(delayed(split_train_predict)\n\u001b[1;32m    280\u001b[0m                                                    \u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_chains\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mextra_model_arg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/env_jb1/lib/python3.8/site-packages/joblib/parallel.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, iterable)\u001b[0m\n\u001b[1;32m   1059\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1060\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretrieval_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1061\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretrieve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1062\u001b[0m             \u001b[0;31m# Make sure that we get a last message telling us we are done\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1063\u001b[0m             \u001b[0melapsed_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_start_time\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/env_jb1/lib/python3.8/site-packages/joblib/parallel.py\u001b[0m in \u001b[0;36mretrieve\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    938\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    939\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'supports_timeout'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 940\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_output\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjob\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    941\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    942\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_output\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjob\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/env_jb1/lib/python3.8/site-packages/joblib/_parallel_backends.py\u001b[0m in \u001b[0;36mwrap_future_result\u001b[0;34m(future, timeout)\u001b[0m\n\u001b[1;32m    540\u001b[0m         AsyncResults.get from multiprocessing.\"\"\"\n\u001b[1;32m    541\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 542\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    543\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mCfTimeoutError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    544\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3.8/concurrent/futures/_base.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    442\u001b[0m                     \u001b[0;32mraise\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    443\u001b[0m                 \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mFINISHED\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 444\u001b[0;31m                     \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__get_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    445\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    446\u001b[0m                     \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/lib/python3.8/concurrent/futures/_base.py\u001b[0m in \u001b[0;36m__get_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    387\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_exception\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    388\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 389\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    390\u001b[0m             \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    391\u001b[0m                 \u001b[0;31m# Break a reference cycle with the exception in self._exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2."
     ]
    }
   ],
   "source": [
    "window1.data=df_clean\n",
    "window1.explore_models()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like using including intercept actually hurts leave-one-out posterior predictive. Actually, so does including floor in the model. To bring this home, let's only use the models that did not have a warning above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bayes_window.model_comparison import compare_models\n",
    "\n",
    "compare_models(df_clean,y=window1.y,parallel=True,\n",
    "    models = {\n",
    "                'full_normal': window1.model,\n",
    "                'no_condition_or_treatment': window1.model,\n",
    "                'no-treatment': window1.model,\n",
    "                'no_group': window1.model,\n",
    "            },\n",
    "            extra_model_args = [\n",
    "                {'treatment': window1.treatment, 'group': window1.group},\n",
    "                {'treatment': None, 'condition': None},\n",
    "                {'treatment': None, 'condition': window1.condition},\n",
    "                {'treatment': window1.treatment, 'group': None},\n",
    "            ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keep in mind though that we had to remove some data that had too few labels in order to make LOO work. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "  -  Gelman, A., & Hill, J. (2006), Data Analysis Using Regression and Multilevel/Hierarchical Models (1st ed.), Cambridge University Press.\n",
    "  -  Gelman, A. (2006), Multilevel (Hierarchical) modeling: what it can and cannot do, Technometrics, 48(3), 432–435.\n",
    "  -  McElreath, R. (2020), Statistical Rethinking - A Bayesian Course with Examples in R and Stan (2nd ed.), CRC Press.\n",
    "\n"
   ]
  }
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