Covariate Model-First_Paper.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Factors that Influence Outcomes of the Five Domains of Speech-Language in Children with Hearing Loss at age 4 years\n",
    "\n",
    "Paper 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import modules and set options\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import arviz as az\n",
    "\n",
    "sns.set(context='notebook', style='ticks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr = (pd.read_csv('../data/clean/lsl_dr_frozen_09272019.csv', index_col=0, low_memory=False)\n",
    "                  .rename({'onset_1':'identify_mo'}, axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>redcap_event_name</th>\n",
       "      <th>academic_year_rv</th>\n",
       "      <th>hl</th>\n",
       "      <th>male</th>\n",
       "      <th>_race</th>\n",
       "      <th>prim_lang</th>\n",
       "      <th>sib</th>\n",
       "      <th>_mother_ed</th>\n",
       "      <th>father_ed</th>\n",
       "      <th>par1_ed</th>\n",
       "      <th>...</th>\n",
       "      <th>gf3_sis_ss</th>\n",
       "      <th>gf3_siw_ss</th>\n",
       "      <th>gf_version</th>\n",
       "      <th>ppvt_f</th>\n",
       "      <th>ppvt_ss</th>\n",
       "      <th>rowpvt_ss</th>\n",
       "      <th>school</th>\n",
       "      <th>score</th>\n",
       "      <th>test_name</th>\n",
       "      <th>test_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>initial_assessment_arm_1</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101</td>\n",
       "      <td>58.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOWPVT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>initial_assessment_arm_1</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101</td>\n",
       "      <td>51.0</td>\n",
       "      <td>PLS</td>\n",
       "      <td>receptive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>initial_assessment_arm_1</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101</td>\n",
       "      <td>60.0</td>\n",
       "      <td>PLS</td>\n",
       "      <td>expressive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>initial_assessment_arm_1</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101</td>\n",
       "      <td>54.0</td>\n",
       "      <td>PLS</td>\n",
       "      <td>total</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>initial_assessment_arm_1</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>626</td>\n",
       "      <td>50.0</td>\n",
       "      <td>PLS</td>\n",
       "      <td>receptive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 246 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          redcap_event_name  academic_year_rv   hl  male  _race  prim_lang  \\\n",
       "0  initial_assessment_arm_1            2002.0  0.0   0.0    0.0        0.0   \n",
       "1  initial_assessment_arm_1            2002.0  0.0   0.0    0.0        0.0   \n",
       "2  initial_assessment_arm_1            2002.0  0.0   0.0    0.0        0.0   \n",
       "3  initial_assessment_arm_1            2002.0  0.0   0.0    0.0        0.0   \n",
       "4  initial_assessment_arm_1            2011.0  0.0   0.0    2.0        0.0   \n",
       "\n",
       "   sib  _mother_ed  father_ed  par1_ed  ...  gf3_sis_ss  gf3_siw_ss  \\\n",
       "0  1.0         6.0        6.0      NaN  ...         NaN         NaN   \n",
       "1  1.0         6.0        6.0      NaN  ...         NaN         NaN   \n",
       "2  1.0         6.0        6.0      NaN  ...         NaN         NaN   \n",
       "3  1.0         6.0        6.0      NaN  ...         NaN         NaN   \n",
       "4  1.0         5.0        5.0      NaN  ...         NaN         NaN   \n",
       "\n",
       "   gf_version  ppvt_f  ppvt_ss  rowpvt_ss  school  score  test_name  \\\n",
       "0         NaN     NaN      NaN        NaN     101   58.0        NaN   \n",
       "1         NaN     NaN      NaN        NaN     101   51.0        PLS   \n",
       "2         NaN     NaN      NaN        NaN     101   60.0        PLS   \n",
       "3         NaN     NaN      NaN        NaN     101   54.0        PLS   \n",
       "4         NaN     NaN      NaN        NaN     626   50.0        PLS   \n",
       "\n",
       "    test_type  \n",
       "0      EOWPVT  \n",
       "1   receptive  \n",
       "2  expressive  \n",
       "3       total  \n",
       "4   receptive  \n",
       "\n",
       "[5 rows x 246 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6137"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr.drop_duplicates('study_id').shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indicator for non-profound hearing loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr['deg_hl_below6'] = lsl_dr.degree_hl<6\n",
    "lsl_dr.loc[lsl_dr.degree_hl.isnull(), 'deg_hl_below6'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indicator for first intervention outside OPTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr['int_outside_option'] = lsl_dr.age > lsl_dr.age_int\n",
    "lsl_dr.loc[lsl_dr.age < lsl_dr.age_int, 'int_outside_option'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indicator for high school graduation of mother"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr['mother_hs'] = lsl_dr.mother_ed > 1\n",
    "lsl_dr.loc[lsl_dr.mother_ed.isnull(), 'mother_hs'] = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create age in years variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr['age_years'] = lsl_dr.age/12."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create school index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "schools_unique = np.sort(lsl_dr.school.unique())\n",
    "school_lookup = dict(zip(schools_unique, range(len(schools_unique))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr['school_idx'] = lsl_dr.school.replace(school_lookup)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create student index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "student_unique = np.sort(lsl_dr.study_id.unique())\n",
    "student_lookup = dict(zip(student_unique, range(len(student_unique))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsl_dr['student_idx'] = lsl_dr.study_id.replace(student_lookup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2656, 252)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "age_mask = (lsl_dr.age_test>=48) & (lsl_dr.age_test<60)\n",
    "lsl_dr[age_mask].drop_duplicates('student_idx').shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exclusions\n",
    "\n",
    "Drop non-english and other disabilities, filter for hearing loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "other_etiology = (lsl_dr[['etiology_3___2', 'etiology_3___4', 'etiology_3___5', 'etiology_3___6', 'etiology_3___9',\n",
    "       'etiology_oth___1', 'etiology_oth___3', 'etiology_oth___4', 'etiology_oth___8', 'etiology_oth___9']]\n",
    "                      .sum(1).astype(bool))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excluding kids with non-english as first language, kids with no hearing loss, and kids with additional cognitive concerns. We define this to be primary language is not zero; kids with no hearing loss are those with non-4 value for hearing loss type variable; cognitive concerns are those with `etiology_2` not 0 or 4, or if the value is missing, there are no `other_etiology` flags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "inclusion_mask = (~lsl_dr.non_english.astype(bool) \n",
    "                  & ((lsl_dr.type_hl_ad!=4) & (lsl_dr.type_hl_as!=4))\n",
    "                  & ((lsl_dr.etiology_2.isin([0,4])) | (lsl_dr.etiology_2.isnull() & ~other_etiology)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "covariates = ['score', 'student_idx', 'school_idx', 'male', 'sib', 'family_inv', 'race', \n",
    "              'age_test', 'premature_weeks', 'age_amp', 'parent_hl',\n",
    "              'domain', 'deg_hl_below6', 'mother_hs', 'mother_college', 'age_years', 'test_type', \n",
    "              'time', 'bilateral_ci', 'one_or_both_parent_hl',\n",
    "              'bilateral_ha', 'unilateral_ci', 'unilateral_ha', \n",
    "              'bimodal', 'assymetrical', 'age_int', 'autism']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "hl_type_cols = lsl_dr.columns[lsl_dr.columns.str.contains('lateral')].values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "covariates += list(set(hl_type_cols))\n",
    "covariates = list(set(covariates))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of children that do not meet each of the three inclusion criteria alone. Note that some students may meet more than one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1140"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[lsl_dr.non_english.astype(bool)].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "703"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[~((lsl_dr.type_hl_ad!=4) & (lsl_dr.type_hl_as!=4))].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1494"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[~(((lsl_dr.etiology_2.isin([0,4])) | (lsl_dr.etiology_2.isnull() & ~other_etiology)))].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Apply inclusion mask to show total number of records."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1140"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[lsl_dr.non_english.astype(bool)].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "703"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[~((lsl_dr.type_hl_ad!=4) & (lsl_dr.type_hl_as!=4))].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1494"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[~(((lsl_dr.etiology_2.isin([0,4])) | (lsl_dr.etiology_2.isnull() & ~other_etiology)))].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5802"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lsl_dr[~((lsl_dr.age_test>=48) & (lsl_dr.age_test<60))].drop_duplicates('student_idx').shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(35512, 53)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analysis_subset = lsl_dr.loc[inclusion_mask, covariates].copy().dropna(subset=['time'])\n",
    "analysis_subset.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Total unique students with inclusion criteria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3370, 53)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analysis_subset.drop_duplicates('student_idx').shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bilateral_ci     0.694807\n",
       "bilateral_ha     0.212970\n",
       "unilateral_ci    0.015150\n",
       "unilateral_ha    0.010053\n",
       "bimodal          0.054855\n",
       "dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analysis_subset[['bilateral_ci',\n",
    "              'bilateral_ha', 'unilateral_ci', 'unilateral_ha', 'bimodal']].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysis_subset['premature'] = (analysis_subset.premature_weeks>0).astype(float)\n",
    "analysis_subset.loc[analysis_subset.premature_weeks.isnull(), 'premature'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add expressive and receptive to langauge test domains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysis_subset.loc[(analysis_subset.domain=='Language') & (analysis_subset.test_type=='receptive'), \n",
    "           'domain'] = 'Receptive Language'\n",
    "analysis_subset.loc[(analysis_subset.domain=='Language') & (analysis_subset.test_type=='expressive'), \n",
    "           'domain'] = 'Expressive Language'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4d4e3cba20>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "analysis_subset[analysis_subset.age_test<100].age_test.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop records with missing race and age at ernollment, since there is less than 1% of them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysis_subset = analysis_subset.dropna(subset=['race', 'age_years', 'age_test', 'parent_hl'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analysis_subset.autism.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of unique 4-year-olds that match inclusion criteria."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1424, 54)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "age_mask = (analysis_subset.age_test>=48) & (analysis_subset.age_test<60)\n",
    "subset_4yo = analysis_subset[age_mask].drop_duplicates('student_idx')\n",
    "subset_4yo.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mother_college            377\n",
       "mother_hs                 377\n",
       "age_int                   335\n",
       "age_amp                   262\n",
       "premature                 228\n",
       "premature_weeks           228\n",
       "deg_hl_below6             187\n",
       "one_or_both_parent_hl     172\n",
       "family_inv                151\n",
       "sib                        65\n",
       "unilateral_hl_mild          0\n",
       "unilateral_hl_slight        0\n",
       "bilateral_hl_severe         0\n",
       "race                        0\n",
       "unilateral_ha               0\n",
       "bilateral_hl_slight         0\n",
       "unilateral_ansd             0\n",
       "unilateral_hl_severe        0\n",
       "bilateral_ansd              0\n",
       "bilateral_mixed             0\n",
       "unilateral_unk              0\n",
       "bilateral_hl_normal         0\n",
       "bilateral_normal            0\n",
       "bilateral_snhl              0\n",
       "assymetrical                0\n",
       "parent_hl                   0\n",
       "age_test                    0\n",
       "unilateral_snhl             0\n",
       "bilateral_ha                0\n",
       "unilateral_hl_moderate      0\n",
       "domain                      0\n",
       "bilateral_hl_mild           0\n",
       "test_type                   0\n",
       "age_years                   0\n",
       "bilateral_hl_modsev         0\n",
       "unilateral_hl_profound      0\n",
       "bilateral_other             0\n",
       "student_idx                 0\n",
       "unilateral_mixed            0\n",
       "bilateral_ci                0\n",
       "unilateral_cond             0\n",
       "school_idx                  0\n",
       "bilateral_cond              0\n",
       "score                       0\n",
       "bilateral_hl_profound       0\n",
       "bimodal                     0\n",
       "male                        0\n",
       "autism                      0\n",
       "unilateral_other            0\n",
       "unilateral_ci               0\n",
       "unilateral_hl_modsev        0\n",
       "time                        0\n",
       "bilateral_hl_moderate       0\n",
       "bilateral_unk               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset_4yo.isnull().sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "analysis_subset.to_csv('../data/clean/analysis_subset.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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>bilateral_unk</th>\n",
       "      <th>bilateral_ha</th>\n",
       "      <th>unilateral_snhl</th>\n",
       "      <th>family_inv</th>\n",
       "      <th>age_test</th>\n",
       "      <th>parent_hl</th>\n",
       "      <th>assymetrical</th>\n",
       "      <th>bilateral_snhl</th>\n",
       "      <th>sib</th>\n",
       "      <th>bilateral_normal</th>\n",
       "      <th>...</th>\n",
       "      <th>unilateral_mixed</th>\n",
       "      <th>one_or_both_parent_hl</th>\n",
       "      <th>student_idx</th>\n",
       "      <th>age_int</th>\n",
       "      <th>bilateral_other</th>\n",
       "      <th>unilateral_hl_profound</th>\n",
       "      <th>bilateral_hl_modsev</th>\n",
       "      <th>age_years</th>\n",
       "      <th>age_amp</th>\n",
       "      <th>premature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3594</td>\n",
       "      <td>24.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   bilateral_unk  bilateral_ha  unilateral_snhl  family_inv  age_test  \\\n",
       "0              0         False                0         2.0      54.0   \n",
       "1              0         False                0         2.0      54.0   \n",
       "2              0         False                0         2.0      54.0   \n",
       "3              0         False                0         2.0      54.0   \n",
       "4              0          True                0         0.0      24.0   \n",
       "\n",
       "   parent_hl  assymetrical  bilateral_snhl  sib  bilateral_normal  ...  \\\n",
       "0        0.0         False               1  1.0                 0  ...   \n",
       "1        0.0         False               1  1.0                 0  ...   \n",
       "2        0.0         False               1  1.0                 0  ...   \n",
       "3        0.0         False               1  1.0                 0  ...   \n",
       "4        0.0         False               0  1.0                 0  ...   \n",
       "\n",
       "   unilateral_mixed  one_or_both_parent_hl  student_idx  age_int  \\\n",
       "0                 0                    0.0            0      NaN   \n",
       "1                 0                    0.0            0      NaN   \n",
       "2                 0                    0.0            0      NaN   \n",
       "3                 0                    0.0            0      NaN   \n",
       "4                 0                    0.0         3594     24.0   \n",
       "\n",
       "   bilateral_other  unilateral_hl_profound  bilateral_hl_modsev  age_years  \\\n",
       "0            False                   False                False   4.333333   \n",
       "1            False                   False                False   4.333333   \n",
       "2            False                   False                False   4.333333   \n",
       "3            False                   False                False   4.333333   \n",
       "4            False                   False                False   2.000000   \n",
       "\n",
       "   age_amp  premature  \n",
       "0     24.0        NaN  \n",
       "1     24.0        NaN  \n",
       "2     24.0        NaN  \n",
       "3     24.0        NaN  \n",
       "4     20.0        0.0  \n",
       "\n",
       "[5 rows x 54 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analysis_subset = pd.read_csv('../data/clean/analysis_subset.csv')\n",
    "analysis_subset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Covariate model specification\n",
    "\n",
    "Student test scores were modeled across five domains: receptive language, expressive \n",
    "language, articulation, receptive vocabulary, and expressive vocabulary. Each domain was modeled separately, using the same general model structure, a Bayesian hierarchical mixed-effects linear model.\n",
    "\n",
    "Consistent with the goals of the analysis, namely evaluating speech and language outcomes at 4 years of age, the subset of the dataset analyzed was restricted to children between the ages 48 and 60 months at the time of testing. Due to this age restriction, most students in the dataset contributed only one test score to the analysis, but several individuals (on the order of 100-200, depending on the test) contributed two or more. Rather than address the repeated measures (and resulting lack of independence) statistically, the mean test score was used for each student with more than one reported score within each domain.\n",
    "\n",
    "Eight potential predictor variables (covariates) were included in the model as fixed effects, based on a priori expert opinion that considered them to be possibly influential for predicting test scores, and on the presence of reasonable variation in the predictor variable across subjects; variables that had identical values over a large portion of subjects were excluded. The final subset of covariates included gender, family involvement index, number of siblings in household, degree of hearing loss, mother’s education, age of enrollment, and time in the program. The family involvement scale is a 5-category ordinal variable that ranges from ideal participation by family (0) to limited participation (4) (Moeller, 2000). Mother’s education was coded as a binary variable that identifie children whose mother ha at least a high school diploma as the highest level of completed education. The degree of hearing loss was coded as a binary variable that took the value 1 if the degree of loss (based on PTA or ABR results) was less than 6 (profound), resulting in a variable that indicate non-profound hearing loss. Since degree of loss was considered important a priori, we wished to include it in the model, but the lack of variation among non-profound scores (<6) necessitated recoding into fewer categories. These variables were included together in a multivariate mixed effects model so that the estimates of each covariate effect re adjusted for the effects of the others. For example, the effect of decreased family involvement s the estimated effect after taking into account the other variables in the model.\n",
    "\n",
    "In addition to the fixed effects specified above, we included a random effect to account for the variation in test scores among schools, over and above the variation explained by our variables of interest. This random effect estimates the mean and variance of the population of schools comprising this multi-center study. Hence, the predicted score for any particular student is a combination of the fixed effect predictors and the random effect from his or her school. The residual variation from the model is assumed to be normally distributed. \n",
    "\n",
    "The LSL-DR dataset includes several covariates of interest that have observations missing for some records. In order to avoid conducting complete case analysis, we imputed missing values using Bayesian statistical methods, which allows us to use all available data in our model (REF). We included covariates where one third were missing for the subset of data corresponding to a particular test. Missing values were imputed in the model by constructing distributions of values based on the non-missing values, and sampling from this distribution at every iteration of the Markov Chain Monte Carlo (MCMC) sampling procedure used to estimate the model. This approach assumes that covariate values are \n",
    "missing completely at random (MCAR). As an ad hoc measure for checking for obvious violations of this assumption, we calculated mean values for other variables according to whether each covariate was missing; if means differed strongly according to missingness, this would suggest that missingness may not be completely at random.\n",
    "\n",
    "All models were estimated using Markov chain Monte Carlo (Brooks et al. 2011) methods. We specified vague priors to all unknown model parameters. Specifically, standard deviations of the random effects and the sampling distribution were given half-Cauchy priors with scale parameter set to 1, covariates were specified with zero-mean Gaussian priors with standard deviation 100, and the overall mean score also as Gaussian, but with a mean value of 100. Each model was run for 5000 iterations using the PyMC 3.5 software package (Salvatier et al. 2016), with 4000 iterations conservatively discarded as the burn-in interval, leaving 1000 for inference. Model convergence was checked by running a second MCMC chain, and calculating the Gelman-Rubin statistic (Gelman and Rubin 1992) using both chains. Model goodness-of-fit was evaluated using posterior predictive checks, by simulating mean outcome differences from the model and comparing the distribution of simulated differences to the observed mean difference. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Utility function for filling NA values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "masked_array(data=[0.4, --, 5.0],\n",
       "             mask=[False,  True, False],\n",
       "       fill_value=0.5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def fillna(x, value):\n",
    "    x_masked = np.ma.masked_invalid(x)\n",
    "    np.ma.set_fill_value(x_masked, value)\n",
    "    return x_masked\n",
    "\n",
    "fillna(np.array([0.4, np.nan, 5]), 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Age of amplification appears to be a mixture, so I will impute it as such"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdda0798240>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GzgW2ZOauiHgsItZn5j3AecD2zJyJiJ3AOcA24O3A9uYfmpl7gb2NbQ1LTZKkHunoc/6Z+RhwPnAb8ADwIE+ezN0IXBMRDwJHA9dV7e8CLoqIB4DTgE2dly1J6saCZv6Z+YcNt3cAJ7focz/1TwM1t+8CTl9whZKknvMbvpJUIMNfkgpk+EtSgQx/SUXYN3NgIPsOq04/6ilJS8qK5cs467LbO9r3jqs29LiawXPmL0kFMvwlqUCGvyQVyPCXpAIZ/pJUIMNfkgpk+EtSgQx/SSqQ4S9JBTL8JalAhr8kFcjwl6QCGf6SVCDDX5IKZPhLUoEMf0kqkOEvSQUy/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4S1KBDH9JKlAR4b9v5sCC+o+Pj3e8r6Snn25zYBhz5MhBF9APK5Yv46zLbu9o3zuu2tDjaiQtNd1kCAxnjhQx85ckHaqvM/+IOBfYBCwHrs3MT/ZzfElSXd9m/hHxPOAjwKnAOuCiiHhpv8aXJD2pnzP/M4CvZOavACLiVuAtwIdmO0TEamB1034vAHjkkUe6Gnzmt7/qaL/Jycmuxl0s09PTQ1tbp4/1wz/5KcuP7Hw+0um4UP//3M1zpKR9Bzn2UtwX2ntuP/e5z235Oz2z//GOfi8aMnNZq+0jBw8eXPAP7URE/D3w+5m5qbp/AXBKZl7U0OcKYHNfCpKkMpyWmd9obuznzP8IoPGVZgR4vKnPtcBNTW0rgBcCDwH9+LzUKLATOA0Yzqm1NfbCsNcH1tgrpda4DDge+G6rjf0M/0nqBzZrDbC7sUNm7gX2ttj3vxexrkNExOzNycz8Sb/GXQhr7N6w1wfW2CuF1/i/h9vQz/D/L+CKiHgO8BvgzcBFc+8iSVoMffu0T2b+HPgg8FXgPmBbZn6nX+NLkp7U18/5Z+Y2YFs/x5QkPZXf8H2qvcCVtD73MCyssXvDXh9YY69YYwt9+6inJGl4OPOXpAIZ/pJUoCIu6bxQEbEeuIb6F8x+CfxNZu4abFWtRcQ/AAcy84pB1zJrKVzALyJWAd8E3jSMn/2OiM3AW6u7d2bmBwZZTysR8SHql2g5CNyYmVcPuKTDiohPAMdm5vmDrqVZRHwVOA6YqZremZnfXuxxnfm3djNwQWauq25fN+B6niIijomIG4HLBl1Lo6VwAb+IeBXwDWDtoGtpJSLOAN4IvIL6YzgeEX852KoOFRGvAV4HvBz4Y+A90fBNpWESEa8H3jHoOlqJiBHqz8OTM3Nd9W/Rgx8M/6eIiGcAmzLzh1XTD4ETB1jS4WygfsmLqwZdSJMnLuCXmb8BZi/gN0wuBN5N0zfMh8ge4LLM3JeZM8CPGbLnYGZ+HXhtZu6nPms9kvqXN4dKRDyb+mTko4Ou5TBmXzC/HBH3R8Ql/RrYZZ8mmfk7YCtARBwBXAF8cZA1tZKZ/wpPXAxvmJxAPbxm7QFOGVAtLWXmBXDIV+qHSmb+aPZ2RLyY+vLP+sFV1FpmzkTElcD7gM8DPx9wSa18mvqXS58/6EIO41nADuA91JdJvxYRmZn/udgDFx3+EXE29bX9Rg9m5hkRsQL4LPXHaGCzhrlqHEQ9bWjnAn5qQ0S8DLgTeH9mPjToelrJzM0R8THgDurvqP5lwCU9obpy8M8yc0dEnD/oelrJzG8B35q9Xy3l/ilg+C+mzPw89RnLISLiaODfqZ/s3VC99R6Iw9U4xOa9gJ/mV33o4Dbg0sz83KDraRYRJwFHZeZ9mfnbiPgC9fX/YXIOcHxE3Ac8Gzg6Iq7JzL8dcF1PiIhTgWdk5o6qaYQnT/wuqqLDfw5bgf8BLs5MZ60L4wX8uhQRz6e+1HhOZn5l0PUcxguBK6vwOkj9HNSWwZZ0qMx8w+ztauZ/+jAFf2U18KGI+BPqyz7vAC7ux8Ce8G0SEa+g/kReD3w/Iu6LiLsGXNaS4QX8euJ9wFHA1dXz776I6EsgtCsz76K+JPUDoAZ8cxjfoQy7zPwShz6OW6qloEXn5R0kqUDO/CWpQIa/JBXI8JekAhn+klQgw1+SCmT4S1KBDH9JKpDhL0kF+n9EmK1RIYj6DAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.log(analysis_subset.age_amp+0.1).hist(bins=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd519fa630>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "(analysis_subset.age_amp/12).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc3 import Bernoulli, Normal, Uniform, Dirichlet, Categorical, Beta, HalfCauchy\n",
    "from pymc3 import Gamma, Exponential, Multinomial, HalfNormal, NormalMixture, Lognormal\n",
    "from pymc3 import Model, Deterministic, Metropolis\n",
    "from numpy.ma import masked_values, set_fill_value, masked_invalid\n",
    "import theano.tensor as tt\n",
    "from theano import shared\n",
    "\n",
    "def generate_model(dataset, cohort_age, intervention=False):\n",
    "    \n",
    "    if cohort_age==2:\n",
    "        mask = (dataset.age_test>=24) & (dataset.age_test<36)\n",
    "    elif cohort_age==3:\n",
    "        mask = (dataset.age_test>=36) & (dataset.age_test<48)\n",
    "    elif cohort_age==4:\n",
    "        mask = (dataset.age_test>=48) & (dataset.age_test<60)\n",
    "    elif cohort_age==5:\n",
    "        mask = (dataset.age_test>=60) & (dataset.age_test<72)\n",
    "    elif cohort_age==6:\n",
    "        mask = (dataset.age_test>=72) & (dataset.age_test<84)\n",
    "    else:\n",
    "        print('Invalid age!')\n",
    "        return\n",
    "    \n",
    "    # Generate mean scores\n",
    "    # mean_scores = dataset[mask].groupby('student_idx').score.mean()\n",
    "    # Take the latest score\n",
    "    cohort_dataset = dataset[mask]\n",
    "    dataset_unique = cohort_dataset.loc[cohort_dataset.groupby('student_idx').age_test.idxmax()]\n",
    "\n",
    "    assert not dataset_unique.score.isnull().sum()\n",
    "    \n",
    "    (male, sib, family_inv, race, school, premature, time, \n",
    "             non_severe, mother_college, age_amp,\n",
    "             age_int, score) = dataset_unique[['male', 'sib','family_inv', \n",
    "                                                           'race', 'school_idx', 'premature',\n",
    "                                                    'time', 'deg_hl_below6', 'mother_college', \n",
    "                                                    'age_amp', \n",
    "                                                    'age_int', 'score']].astype(float).T.values\n",
    "\n",
    "    with Model() as model:\n",
    "        \n",
    "        # Imputation of age of amplification\n",
    "        if np.isnan(age_amp).sum():\n",
    "            m_age_amp = Normal(\"m_age_amp\", 0, sd=5, shape=2)\n",
    "            s_age_amp = Exponential(\"s_age_amp\", 1)\n",
    "            p_age_amp = Beta('p_age_amp', 1, 1)\n",
    "            _x_age_amp = NormalMixture('x_age_amp', [p_age_amp, 1-p_age_amp], m_age_amp, \n",
    "                                       sd=s_age_amp,\n",
    "                                       observed=masked_invalid(np.log(age_amp+0.1)))\n",
    "            x_age_amp = (tt.exp(_x_age_amp) - 0.1) / 12\n",
    "        else:\n",
    "            x_age_amp = age_amp / 12\n",
    "        \n",
    "        # Imputation of family involvement\n",
    "        if np.isnan(family_inv).sum():\n",
    "            p_family_inv = Dirichlet(\"p_family_inv\", np.ones(5))\n",
    "            x_family_inv = Categorical('x_family_inv', p_family_inv, \n",
    "                                       observed=masked_invalid(family_inv))\n",
    "        else:\n",
    "            x_family_inv = family_inv\n",
    "        \n",
    "        # Age of intervention\n",
    "        if intervention and np.isnan(age_int).sum():\n",
    "            m_int = Normal('m_int', 2, sd=5)\n",
    "            s_int = HalfNormal('s_int', sd=5)\n",
    "            x_age_int = Lognormal('x_premature', m_int, sd=s_int, observed=masked_invalid(age_int))\n",
    "        else:\n",
    "            x_age_int = age_int\n",
    "\n",
    "        # Imputation of siblings\n",
    "        if np.isnan(sib).sum():\n",
    "            n_sib_cats = len(dataset.sib.unique())\n",
    "            p_sib = Dirichlet(\"p_sib\", np.ones(n_sib_cats))\n",
    "            x_sib = Categorical('x_sib', p_sib, observed=masked_invalid(sib))\n",
    "        else:\n",
    "            x_sib = sib\n",
    "            \n",
    "        # Imputation of mother's college education\n",
    "        if np.isnan(mother_college).sum():\n",
    "            p_mother_college = Beta(\"p_mother_college\", 1, 1)\n",
    "            x_mother_college = Bernoulli('x_mother_college', p_mother_college, observed=masked_invalid(mother_college))\n",
    "        else:\n",
    "            x_mother_college = mother_college\n",
    "            \n",
    "        \n",
    "        # Imputation of non-severe hearing loss\n",
    "        if np.isnan(non_severe).sum():\n",
    "            p_non_severe = Beta(\"p_non_severe\", 1, 1)\n",
    "            x_non_severe = Bernoulli('x_non_severe', p_non_severe, observed=masked_invalid(non_severe))\n",
    "        else:\n",
    "            x_non_severe = non_severe\n",
    "            \n",
    "        # Indices to school random effects\n",
    "        unique_schools = np.unique(school)\n",
    "        school_index = [list(unique_schools).index(s) for s in school]\n",
    "\n",
    "        # School random effect (non-centered parameterization)\n",
    "        μ_school = Normal('μ_school', 90, sd=10)\n",
    "        σ_school = Exponential(\"σ_school\", 1)\n",
    "        z_school = Normal('z_school', mu=0, sd=1, shape=len(unique_schools))\n",
    "        α_school = Deterministic(\"α_school\", μ_school + z_school*σ_school)\n",
    "        \n",
    "        # Random intercepts\n",
    "        intercept = α_school[school_index]\n",
    "        \n",
    "        # Race effect\n",
    "        β_race = Normal(\"β_race\", 0, sd=10, shape=4)\n",
    "        race_effect = tt.concatenate([[0], β_race])[race.astype(int)]\n",
    "        \n",
    "        # Covariates\n",
    "        X = [x_age_amp, \n",
    "             x_family_inv,\n",
    "             x_sib, \n",
    "             x_mother_college, \n",
    "             x_non_severe,\n",
    "             time]\n",
    "        \n",
    "        if intervention:\n",
    "            X += [x_age_int]\n",
    "\n",
    "        # Fixed effects\n",
    "        β = Normal(\"β\", 0, sd=100, shape=len(X))\n",
    "        θ = intercept + race_effect + β.dot(tt.stack(X))\n",
    "    \n",
    "        σ = HalfNormal(\"σ\", sd=25, testval=100)\n",
    "        score_like = Normal(\"score_like\", mu=θ, sd=σ, observed=score)\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "receptive_language_dataset = analysis_subset[(analysis_subset.domain=='Receptive Language')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_age_amp contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_family_inv contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_sib contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_mother_college contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_non_severe contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "receptive_language_4 = generate_model(receptive_language_dataset, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterations = 1000\n",
    "tuning = 9000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "CompoundStep\n",
      ">NUTS: [σ, β, β_race, z_school, σ_school, μ_school, p_non_severe, p_mother_college, p_sib, p_family_inv, x_age_amp_missing, p_age_amp, s_age_amp, m_age_amp]\n",
      ">CategoricalGibbsMetropolis: [x_sib_missing, x_family_inv_missing]\n",
      ">BinaryGibbsMetropolis: [x_mother_college_missing, x_non_severe_missing]\n",
      "Sampling 2 chains, 0 divergences: 100%|██████████| 20000/20000 [19:48<00:00, 16.82draws/s]\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "from pymc3 import sample\n",
    "\n",
    "with receptive_language_4:\n",
    "    \n",
    "    rec_lang_4_trace = sample(iterations, \n",
    "                              tune=tuning, chains=2, cores=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = ['Age at amplification',\n",
    "          'Family Involvement Score', \n",
    "          'Sibling Count',\n",
    "          'Mother with College Ed',\n",
    "          'Non-severe hearing loss',\n",
    "          'Years in program']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc3 import traceplot, forestplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_range = -10, 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cfonnesbeck/anaconda3/envs/dev/lib/python3.7/site-packages/arviz/plots/forestplot.py:207: MatplotlibDeprecationWarning: \n",
      "The tick1On function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use Tick.tick1line.set_visible instead.\n",
      "  ticks.tick1On = False\n",
      "/Users/cfonnesbeck/anaconda3/envs/dev/lib/python3.7/site-packages/arviz/plots/forestplot.py:208: MatplotlibDeprecationWarning: \n",
      "The tick2On function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use Tick.tick2line.set_visible instead.\n",
      "  ticks.tick2On = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x460 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axes = az.plot_forest(rec_lang_4_trace, \n",
    "               var_names=['β'],\n",
    "              combined=True)\n",
    "axes[0].set_title('Receptive Language')\n",
    "axes[0].vlines(0, *axes[0].get_ylim(), linestyles='dotted')\n",
    "axes[0].set_yticklabels(labels[::-1]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 600x1200 with 1 Axes>,\n",
       " array([<matplotlib.axes._subplots.AxesSubplot object at 0x7fdda40a6160>],\n",
       "       dtype=object))"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_forest(rec_lang_4_trace, var_names=['α_school'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdd9617bba8>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymc3 import energyplot\n",
    "\n",
    "energyplot(rec_lang_4_trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jx3X+/HlVqVIlzQf1rVu3dOjQIbm5ualIkSI6cOCApNu3fjh//ny6+/vjjz/0xx9/yNHR8a5hzN3dXZ6enjZXVd7pxIkTslgs6U4X/a+pU6fKxcVFoaGhkm4vhE9KSrK50rB48eKSbO9HlpGgoCDZ2dlp9+7dunLlyl3Xju3cuVOzZ8+Wo6Ojtm7des9RvNTRopIlS9osNs9IaqDI6HzfbSTrQfqnrhfMaARO+m/tBQoUuK/aTcuXL5/OnTunPn366MUXX3wk+6xbt67c3Nz0448/6l//+pfWrFkjOzs769pL6XawHTZsmGJjYzVixAi99dZbNvs4cuTII6kFeFCsGQOyqLCwML3zzjvpfhfksmXLlJCQoPr168vBwUHNmzfXsWPH0v1f6vRgt27ddOzYsfu6vUHqmp2NGzem2Za6riajO/+n+uOPP7RixQp1797dOv2YOoJz57cCpE6H3s9Ikqenp5o0aaK///5bn376aYb9EhISrDfEDQ4OThMo0xMYGCjp9tqx9NY9HT58WA0bNlTv3r1lsVjk6empl156SVeuXFFERESa/ps2bbrnMe8UGRmZ7sLxH3/8UdJ/b6KbnjJlyih79uz6/fff0w11Fy9e1KuvvqpOnTrZXHTxuGU0gpZ6ru+8V92dBg0apDfffDPDe7ulJ1u2bGrQoIEuXbqk9evXa//+/QoICLCZLr58+bLOnj2rXLlypQlikqz3GOObA5DZCGNAFlWnTh1J0meffWZz1eGePXs0adIkOTk5qXv37v/oGHFxcTp58qR1yjNVmzZtZG9vrylTpth8v+PevXs1Z84cZc+ePd0PsztNmDBBXl5eNlOPxYoVk5OTk7Zt22YNZKmh5c6vTLqbQYMGyd3dXStWrNDAgQPThI8rV66oT58+OnDggNzd3W1u6Ho3L7zwgurUqaMLFy5o2LBhNuf8ypUrev/99xUZGakCBQpYQ0aHDh0k3b4KMnUNmXT7PD3olYsWi0VDhgyxOe6aNWu0bNky5cqV667TZy4uLnrzzTcVGxurgQMH2qypu3XrloYOHapTp07JxcXlkUxT3q/UEd3/vWo2JCREDg4Omjp1apo/NhYtWmS9J92d3zxxP1KnJD/88ENZLJY0X7nl5uYmJycn3bhxQ7t377bZtn79ek2bNk0SC/iR+ZimBLKo4OBgrVy5Uj/99JPq16+vChUq6OrVq9q7d68cHBw0ceJEm9sLPIyDBw+qffv2kv67tkySypYtq3feeUdhYWFq1qyZqlatqoSEBO3cudO6FutuU4S7du3S5s2bNX78eJub1rq6uqp58+YKDw9XkyZNVLBgQW3btk2FCxdW48aN76vmvHnzauHChQoNDdUPP/ygtWvXys/PT/nz51d0dLT279+vhIQEeXl5afr06eleXZiRMWPG6M8//9Tq1au1bds2681s9+zZo9jYWFWoUMHmxqItWrTQjh07tGrVKjVs2FBVq1ZVbGysdu3apbJly2rfvn33feyiRYvq+PHjqlevnipWrKhLly5p3759cnJy0ieffGJzu4r09O/fX0ePHtWOHTtUr14967cP7Nu3T9euXVORIkU0atSo+67nUUidgty0aZO6du2qChUqqFu3bvLz89P777+vsWPHqmPHjipVqpQKFSqkyMhIHT9+XA4ODho/fny6Nx2+m8DAQD3//PM6d+6csmXLpoYNG9psz549u1q3bq158+apQ4cOCgwMVK5cuXT8+HFFRkbq+eef19WrVxUTE6P4+Hhlz579kZ0L4G4YGQOysKlTp6pHjx7KmTOnNm/erPPnz6thw4ZavHhxmg+aR+29997T+PHj5evrq507d+ro0aOqXLmy5s6dq9dee+2ujx0/frxKliyZbr9//etf6tixo6Kjo7Vnzx698sor+vrrrzP8poH0FC1aVN9//72GDBmi8uXLKzIyUhs2bNCRI0dUsmRJDRgwQKtWrbqvhfh3eu655/Tdd9+pT58+ypcvn3bv3q39+/eraNGiGjp0qObMmWNz2ws7OztNmDBBo0aN0osvvqht27bp5MmT6tixoz755JMHOnaBAgX07bffys/PT1u3btXx48cVFBSk8PBw6+0t7iZ79uyaPXu2hg0bpmLFiungwYPauXOn8uXLp169emnx4sUPHG7+qdKlS6t///7y9PTUtm3b9Ouvv1q3tWvXTgsWLFC9evV04cIF/fzzz4qNjdWrr76qJUuWPNTr+841YkFBQXJzc0vTZ+jQofrggw9UvHhxHTx4ULt27ZKLi4u6deumFStWqHLlykpJSclwChV4HOwsXMMLAABgDCNjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCBu+poJUlJSrF/5AgAAni3Zs2fP8EvuJcJYpoiPj9fRo0dNlwEAAAwoWbKkzQ2j/xc3fc0EjIwBAPDsutfIGGEMAADAIBbwAwAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABjkaLqAjAwZMkTLly+3abOzs1Pu3Lnl6+urkJAQ1atXz7qtdu3akqSffvrpsdWUGccAAADPliwbxlJ169ZNxYoVkyQlJSUpOjpaa9euVc+ePfXhhx/qjTfeMFwhAADAw8vyYaxatWqqXLmyTVu7du3UsGFDTZo0Sc2bN5ednZ2h6gDpxMkknTmbosIv2Ku4d5b/lQIAZDFP5CdHjhw55O/vrzVr1ig6OlrPPfec6ZJgQHR0itHjX7ueolFjbmlPRJK1rWKAo0YMz6k8uc0tx/TwYCkoADxJnsgwJklRUVHKkyeP8uTJk2GfM2fOaObMmfr111/1119/ydHRUUWKFFHLli3Vtm1bm76XL1/Wl19+qU2bNunKlSvKnz+/GjZsqK5du8rV1TXDY4wZM0bz589XixYtNGbMGNnbZ/4HYWysJdOPmRXUCLpq9Pj29pKrq50mjXeVv7+T9u5N1Mgxt9S0+XWlGMyJu7d7mDt4FuTiwsg5gKwty4exmJgYRUdHS5JSUlJ09epVLVmyRAcPHtTo0aPl4OCQ7uOioqLUokULOTs7q3Xr1sqfP7/++usvLV68WKNHj1auXLn02muvSZIuXryoN954Q1evXlXLli1VokQJHTlyRF999ZX27dunuXPnpnucsWPHav78+QoJCdGwYcOMTZcGVo02ctxnXUqKNHJ4TjWon02S1KB+NlksUv9BN43WxevB1uEDjJwDyNqyfBjr0aNHuu316tVT06ZNM3zcvHnzdP36dS1btkylS5e2tjdo0ECNGjXS6tWrrWFs0qRJunTpkr766ivVqFHD2jdPnjyaMWOGtmzZolq1atnsf+zYsZo3b55CQ0M1YMCAf/AM8STz93ey+TkgwCmDngAApC/Lh7HBgwerRIkSkm6PjN24cUMREREKDw9Xy5YtNXfuXHl4pJ2WGTJkiEJDQ5U3b15rW0pKipKSbq/viY2NlSRZLBZt3LhRJUqUsAlikhQaGqpXX31VRYoUsWkfN26c5s2bp5CQkCwRxJ7VaamsMAK0d2+idWRMkiIiEg1Wc9uz+noAgCdVlg9jpUuXTnM1ZXBwsIoVK6bRo0dr+vTpGjZsWJrH2dnZKSkpSZ9//rmOHj2qqKgonTlzRnFxcZJuhzBJunbtmmJiYuTt7Z1mH25ubipZsqRN27lz5/TNN9/I3t5ee/fuVVJSkhwdzZ7GZ3VNzJaf3Y0e/70BMRrz4S1ZLLdHxCIiEjX2o1sKrOioSePdjNX1rL4eAOBJleXDWEaaNGmi0aNHa9euXelu3759u7p27aps2bKpSpUqqlOnjl566SUFBATolVdesfZLHSl7kPVeQ4YM0fXr1zV9+nSFhYWpZ8+e/+zJ4KGYvmpwykQ3DRpy02aNWLUqTvr0Y1e5u3NFIwDg/jyxYSzl/1+ultEC/g8++EDZs2fX6tWr5enpaW2/ePGiTT8PDw+5uLgoMjIyzT4uX76s0aNHq1GjRmrQoIEk6fnnn1enTp2UkJCgDRs2KCwsTHXq1Ekzgoann7u7vWbNyMV9xgAA/8gT++d76lclVatWLd3tV69elYeHh82aMUmaNWuWpP+OiDk4OCgoKEiHDx/W7t27bfouXrxYP/74Y7q3q3B2dta4ceOUnJyswYMHKyEh4R8/JzyZins7qnYtZ4IYAOChZPlPj19//VUXLlyw/pyQkKAdO3Zo7dq1KliwoLp06ZLu4+rUqaMVK1aoR48eqlmzpuLi4rR+/Xrt3btXzs7OiomJsfYdMGCAdu7cqc6dO6tNmzby9vbWoUOHtGzZMtWqVUt16tRJ9xjly5dX+/btNWfOHH355Zd67733Hu2TBwAAT70sH8bCwsJsfs6RI4cKFiyodu3aKTQ0VO7u6S/i/uCDD5QnTx6tX79eW7ZskYeHh3x8fPTNN98oPDxca9as0fnz51WwYEEVLFhQS5cu1WeffaY1a9bo+vXrKlSokHr16qXOnTvf9Uauffv21caNGzVr1izVqVNHZcuWfaTPHwAAPN3sLKmXFQIAACDTPbFrxgAAAJ4GhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAx64DD2+eefy9fXV8uWLbvvPiEhIfL19X34Kg2JioqSr6+vhgwZYroUAADwlHLMjIN069ZNLVq0yIxDPVIeHh769NNPVbhwYdOlAACAp1SmhLHq1atnxmEeORcXFzVt2tR0GYDViZNJOnM2RYVfsFdx70z59QUAPGa8mwPpiI5OMV2CjWvXUzRqzC3tiUiytlUMcNSI4TmVJ7f5pZ8eHuZrAIAnVaaEsZCQEO3atUvHjh2ztq1Zs0bffPONTp06pYSEBL344otq2rSpOnbsKHv722/sQ4YM0Q8//KB169ZpzJgx2rNnj7Jly6bq1avrvffeU6FChWyOs2HDBi1cuFCHDx/WzZs35erqqgoVKqhnz57y8/Oz9vP19VXbtm1VuXJlzZgxQydOnJCLi4tq1aql/v37y9PTU9LtNSbRVfAAACAASURBVGN16tTR66+/ro8//tj6+NOnT2v69Onatm2bYmJi9Pzzz6tZs2bq2LGjnJ2dH+epfGRiYy2mS8jSagRdNV2CDXt7ydXVTpPGu8rf30l79yZq5Jhbatr8ulKyQG7cvd3DdAlZgouLnekSADyBHjqMxcbGKjo6Ot1tcXFxd33s+vXr1a9fP1WvXl19+vSRvb291q1bp08++URXrlzRwIEDrX0tFos6dOggLy8v9evXT1FRUVqwYIF27NihpUuXqkCBApKkuXPn6sMPP1SlSpXUs2dPOTk56bffftOKFSu0b98+/fTTT8qZM6d1v5s2bdLy5cvVunVrtW7dWjt27NDy5csVFRWl+fPnZ1j777//rrfeeksWi0WtW7fWiy++qB07dmjixIk6duyYJk6c+CCn0ZjAqun/2yFrSkmRRg7PqQb1s0mSGtTPJotF6j/opuHKbuP1dNvhA8+ZLgHAE+ihw9iYMWM0ZsyYh3rs0qVLlSNHDs2aNcs6Cvbmm2+qY8eOOnnypE3flJQUeXt7a8aMGXJwcJAkBQYGqkePHpo6dao++ugjJScna/r06SpVqpTmzJlj7SdJuXLl0tdff61t27apfv361vZz587pu+++U7ly5azHj46O1vbt23X69GkVKVIk3drHjh2rhIQELVmyRCVKlJAktW7dWg4ODlq1apW6deuml1566aHOC3A3/v5ONj8HBDhl0BMA8CR56DDWpUsXvfzyy+luW7Fihb7//vsMH1ugQAHFxsZq1KhRatWqlUqWLCkHBwfNmzcv3f49e/a0CVh169ZV8eLFtWHDBn344YdycHDQL7/8ori4OJt+sbGxcnJysv73nYoUKWINYqnKlCmj7du36/Lly+mGsejoaO3Zs0e1a9e2BrFUQ4cOVdeuXfXiiy9m+LyzEqaV7i4rjvTs3ZtoHRmTpIiIRIPV2OL1BAAP76HDWPHixVWtWrV0t0VERNz1sb169dLRo0e1aNEiLVq0SB4eHqpSpYrq1q2rBg0ayNHRtiwfH580+yhatKhOnDihq1evysPDQ87OzoqIiNDatWt15swZnT17VufPn5fFcnttVMr/LKzJmzdvmn2mrvdKTk5Ot+7U/Xl7e6fZljdv3nT3mVWxtuXutvzsbroEG+8NiNGYD2/JYrk9IhYRkaixH91SYEVHTRrvZro8Xk8A8A8YuZoyb968+u6773To0CFt3rxZO3bs0IYNG7RmzRqVL19e8+fPt45o2dnZpQlnkpSUdPuqstSRsA8++EDh4eEqXry4ypUrp5o1a6pEiRKKjIzUqFGj0jw+dXr0QaQe086OD56nXVa7OnDKRDcNGnLTZo1YtSpO+vRjV7m7Z61aAQAPJtPDmMVi0fHjxxUfH6+yZcuqTJky6tmzp27evKnBgwfrP//5j7Zu3aqgoCBr/7Nnz6YZjYqMjJSHh4dy586tPXv2KDw8XI0bN9aECRNswtL+/fsfWe2pV29GRkam2fb7779r5syZatWqlSpXrvzIjglIkru7vWbNyMV9xgDgKZTpf1Lb2dmpV69e6t69u2JiYqztrq6u1q9MunPdlyR99dVXNj+vWbNGp0+fVqNGjSRJ165dk3R7OvPOIBYdHa0lS5ZIynjq8UHkzZtX5cuX1y+//JImkM2fP1+rV6+Wm5v5KSM8vYp7O6p2LWeCGAA8RYy8o/fq1Uv9+/dXq1at1Lx5c+XOnVu///67wsPDVbJkyTRr0VavXq2rV6+qRo0aioyM1MKFC1W4cGH16tVLkuTv7688efIoLCxMsbGxKlSokKKiorR06VJr4Ltx48YjqX348OEKCQlRy5Yt1bZtW3l5eWnHjh1au3at2rRpo1KlSj2S4wAAgGeDkTDWuHFj5ciRQ3PmzNHXX3+tmJgYeXl5KSQkRN27d0+zRmzGjBmaMWOGPvnkE+XOnVutWrVSr169lDt3bkm3v0Ny9uzZmjRpkhYtWqSEhATlz59fDRo0UKdOndSwYUNt2bJFXbp0+ce1+/n5acmSJfrss8+0aNEixcfH68UXX9SIESPUqlWrf7x/AADwbLGzpF5umAUNGTJEy5cv18aNG9PcbR8AAOBpwGVYAAAABhHGAAAADCKMAQAAGJSl14wBAAA87RgZAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAY9ESEMYvFotq1a8vX11dffPHFP9qXr6+vQkJCHlFlAAAA/4ydxWKxmC7iXrZv366OHTvKxcVFbm5u+vnnn+Xg4PBQ+/r++++VN29eVa9e/RFXCQAA8OCeiJGxJUuWyMnJSR07dtTFixf1888/P/S+mjZtShADgGfUiZNJ+mlTgk6cTDJdCmDlaLqAe4mJidF//vMflS1bVk2aNNG0adO0cOFC1a1b13RpAABJ0dEppku4p2vXUzRqzC3tifhvCKsY4KgRw3MqT+4nYlzChofHk1czMpblw9iqVasUHx+v6tWrq2jRovL19dW2bdt09uxZvfDCC9Z+cXFxmjJlijZv3qzz588rR44cKl++vN555x0FBARY+/n6+qpSpUqaN2+ete3o0aOaNWuW9uzZo+joaDk7O8vHx0ft27dXcHCwtV9ISIiuXr2qCRMmaOLEidq7d69SUlJUoUIF9e3bV2XLls2ckwLggcXGZvkVGU+sGkFXTZdwT/b2kqurnSaNd5W/v5P27k3UyDG31LT5daVk/SyZxu7tHqZLeGq4uNiZLiHrh7GlS5dKkl599VVJUqNGjXTs2DEtWrRIAwcOtPbr16+ftm3bprZt26pYsWK6fPmyFixYoA4dOmjJkiUqUaJEuvs/cOCA2rVrJy8vL7Vr107u7u46e/aswsPD9d5776lAgQLy9/e39r906ZLatWunmjVrauDAgYqKitKcOXPUqVMnbdq0SW5ubo/xbAB4WIFVo02XAINSUqSRw3OqQf1skqQG9bPJYpH6D7ppuLKHw+v50Tl84DnTJWTtMHb8+HEdOnRIpUqVUrFixSRJwcHBmjRpkpYtW6Y+ffrI2dlZ0dHR+umnn9SmTRsNHjzY+vhq1app0KBBOnToUIZhbNasWZKk+fPnK1++fNb2gIAAvfPOO1qzZo1NGLt27ZoGDBig0NBQa5uLi4umTp2qtWvX6s0333yk5wAA8Gj4+zvZ/BwQ4JRBTyBzZekwljoq1qhRI2vbCy+8oPLly2v//v1av369GjduLFdXV7m5uWnt2rUqVaqUgoKC5OnpqXLlyunHH3+86zE+++wzXb16Vc89999knJSUpJT/P25969atNI9p0qSJzc9lypSRdHvUDEDWxLTO4/OkjNLs3ZtoHRmTpIiIRIPV/DO8np8uWTaMJSYm6ocffpAklStXTlFRUdZtVapU0f79+7Vw4UI1btxYzs7O+vjjjzV06FANHz5ckuTj46OXX35Zr732mkqVKpXhcezt7XXt2jXNnj1bJ06cUFRUlM6cOaPExNu/pOnd+cPT09PmZ2dnZ0myBjgAWU9WWBfytNrys7vpEu7pvQExGvPhLVkst0fEIiISNfajWwqs6KhJ45+85SW8np8uWTaMbdq0SVeuXJEktWvXLt0+e/bs0YkTJ1S8eHHVrVtX1atX15YtW7R161bt3LlTs2fP1r///W+9//77at++fbr7+OGHHzR48GA999xzCgwMVHBwsHx9fZU/f361aNEi3cfY23MVCwCkehKu7Jsy0U2Dhty0WSNWrYqTPv3YVe7uWb9+PN2ybBhLnaLs2rVrulcpLl68WJs2bdKiRYvUt29fHTt2TIUKFVL9+vVVv359SdLvv/+uDh066Msvv0w3jP39998aMWKEChcurKVLl8rV1dW6LSIi4jE9MwBAZnN3t9esGbl04mSSzpxNUeEX7FXcO8t+BOIZkyVfiZcuXdKWLVuUJ08e9ejRQ9myZUvTx8vLS5s2bdKKFSsUHByst956S61bt9aoUaOsfYoXLy43NzfFxcWle5z4+HjFxsaqUKFCNkEsKSlJs2fPtv43AODpUNzbUcW9TVcB2MqSYWzFihVKSkpS8+bN0w1iklS6dGkFBgZq9+7dOnnypF5++WUtWrRIN27cUKVKlZScnKwff/xRZ8+etbnC8k65c+dWYGCgtm7dqqFDh8rf31/Xrl3TypUrderUKdnb2ysmJuZxPlUAAPCMy5JhbPny5bKzs9Nbb711134dO3bU7t27tWjRIn3zzTeaPXu21qxZo02bNkmSSpQooQkTJui1117LcB9TpkzRxIkTtXXrVq1atUqenp7y8/PTp59+qpEjR2rPnj2Ki4tTjhw5HuVTBAAAkPSEfFE4AADA04pLSAAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYFCWD2Pbtm1T79699corr8jPz0+vvPKKOnfurFWrVikpKSndxyQnJ+vs2bPWn3fu3ClfX199/vnnmVU2AADAfcmyYSwhIUEDBw5U586ddezYMTVv3lwjRoxQ27ZtdfPmTfXv318hISH666+/bB53/vx5NWvWTCtWrDBUOQAAwP1zNF1ARkaOHKkffvhBnTt31oABA+Tg4GDd1rVrVy1evFgjR45Ut27dFB4eLicnJ0nS2bNn9ccff6h+/fqmSgeAR+7EySSdOZuiwi/Yq7h3ln3rBvAQsuRv9P79+7V06VIFBQVp8ODB6fZp2bKl/vzzT82aNUvz5s1T586dM7lKAE+76OgU0yXo2vUUjRpzS3si/rsso2KAo0YMz6k8uc1Mbnh4ZNlJFeCJZGexWCymi/hf77//vpYuXapvvvlGlStXzrDftWvXVL16dRUtWlSrVq3S559/ri+++MKmz8aNG3Xu3Dm1b99e3bt3V44cObRkyRL93//9n/Lly6fXX39d3bp1s46sSVJKSooWLFigJUuWKDIyUs7Ozipfvry6d++ugIAAa7/U482cOVMff/yxzp49q/Lly2v+/PmP/qQAmSA2Nsu9HRgVWDXadAmyt5dcXe00cnhO+fs7ae/eRI0cc0s3b1qUYigr7t7uYebAmcTFxc50CXjGZMmRsYiICDk6Oqp8+fJ37ZcnTx6VLl1aBw4c0JUrV1SvXj0lJSUpLCxM9erVU7169eTh4aFz585JkubOnSt3d3e1bt1aOXPm1LJly/TFF18oMTFR/fr1s+53wIABWr16tRo0aKA333xT169f17JlyxQSEqJJkyapYcOGNnX07dtXLVq0UJEiReTs7PzoTwiQSbJC+ICtlBRp5PCcalA/mySpQf1sslik/oNuGqvpaX+dHD7wnOkS8IzJkmHsr7/+Uq5cuZQtW7Z79i1QoIAOHDigixcvqlSpUrp+/brCwsLk6+urpk2b2vR1cXHRkiVL5OFx+6+61157TUFBQVq1apU1jK1du1arV6/WwIED9fbbb1sf26FDB7Vo0UIjR45UzZo1lSNHDuu2V155RcOGDXsUTx0A0vD3d7L5OSDAKYOeAJ5EWTKMWSwWOTreX2mpC/vvZ7Y1KCjIGsQkKVeuXCpWrJiOHj1qbVu9erUkqUGDBoqOtv3rr379+goLC9Pu3bv1yiuvWNtr1659X7UCWd3TPv30oLLKCNDevYnWkTFJiohINFgNrxPgUcuSYaxAgQI6d+6cEhMTbdZypefixYvWx9xL3rx507Rlz55diYn/fWOLjIyUJNWtWzfD/aROe6by9PS857GBJwFrZWxt+dnddAl6b0CMxnx4SxbL7RGxiIhEjf3olgIrOmrSeDcjNfE6AR6tLBnGKleurEWLFmnfvn2qVKlShv1u3rypw4cPq3jx4nruuXvP8d95e4yMJCcnK2fOnGkuBLhT0aJFH3i/AJ48WeGqwSkT3TRoyE2bNWLVqjjp049d5e5uvj4A/1yWDGMtW7ZUeHi4ZsyYocDAQNnZpf9X2Jw5cxQfH6833njjkR27UKFCioyMVIkSJWymNCXp6NGj+uuvv2zWiwHA4+Tubq9ZM3JxnzHgKZYl/6zy8/NThw4dtHXrVo0bNy7drz364YcfNH36dJUuXVohISHW9tRRqpSHvOa7QYMGkqQpU6bYtN+8eVN9+/ZVjx499Pfffz/UvgHgYRX3dlTtWs4EMeAplGV/qwcOHKikpCTNmzdPW7ZsUePGjeXl5aXr169r06ZN2rVrl/z9/TVlyhSbdWWp05U//fSTChYsqHr16j3QcZs3b65169YpPDxcZ86cUe3atZWUlKTFixfr9OnTGjhwoPLnz/9InysAAHh2Zdkw5ujoqOHDhys4OFjffvutvv/+e128eFG5c+eWj4+PPv30UzVq1CjNVZdFixZVp06dtGTJEo0bN06FChWSvf39DwA6ODgoLCxMc+fO1ffff68JEyYoR44c8vb21ueff87XLAEAgEcqS96BHwAA4FmRJdeMAQAAPCsIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMcjRdwLMgJSVF8fHxpssAAAAGZM+eXfb2GY9/EcYyQXx8vI4ePWq6DAAAYEDJkiXl4uKS4XY7i8ViycR6nkmMjAEA8Oy618gYYQwAAMAgFvADAAAYRBgDAAAwiDAGAABgEGHsCZaYmKhmzZppyJAh6W6/evWqxowZo9q1a8vPz09VqlRRnz59dPLkyUyu9PG717lITk7WnDlz9Oqrr6ps2bKqXbu2Jk+e/FRfWJGQkKAvvvhC9erVk5+fn6pWrarBgwfr4sWLpksz4uDBg+ratasCAwMVEBCgNm3aaMuWLabLMm7RokXy9fXVsmXLTJeS6eLi4jR58mQ1aNBAfn5+CgwM1DvvvKMDBw6YLu2xS/18CAoKUtmyZdWkSRMtWbLEdFlGHDt2TL1791aVKlXk5+en2rVra9y4cYqJicm0Gri1xRMqOTlZgwYN0tGjR1WiRIk02//++2+1b99eJ06cUPPmzVWmTBlFRUXp22+/1datW7Vo0SK99NJLBip/9O51LiRp1KhRCg8PV4MGDdS+fXsdOXJEM2bM0G+//aavvvpKdnZ2mVz149evXz9t2LBBNWrUUKdOnXTmzBnNnz9fO3fu1LJly+Th4WG6xEzzyy+/6N1331X+/PnVrVs32dvba+HChQoNDdUXX3yhunXrmi7RiFOnTunjjz82XYYRFotFPXr00LZt29SwYUN16NBB0dHRWrhwodq2batZs2apatWqpst8LGJjY9WlSxf98ccfeuutt1SsWDGtW7dOw4YN0+XLl9WtWzfTJWaaU6dOqXXr1nJwcFDbtm3l5eWl/fv3a/78+dqxY4fCw8PvekuKR8aCJ865c+csbdu2tfj4+Fh8fHwsgwcPTtMnLCzM4uPjY1m0aJFN+2+//WYpVaqUJTQ0NLPKfazu51wcOHDA4uPjYxk+fLhNe+o5Wr16dWaVm2kOHTpk8fHxsXTp0sWmffny5RYfHx/LhAkTDFWW+WJjYy3Vq1e3BAUFWa5cuWJtv3r1qqVSpUqWBg0aGKzOnISEBMvrr79u8fPzs/j4+FiWLl1quqRMtXLlSouPj49l4sSJNu3nz5+3BAQEWIKDgw1V9vjNmDHD4uPjY1m1apW1LSUlxdKlSxdL6dKlLefPnzdYXebq3LmzpXTp0pZjx47ZtM+dO9fi4+NjmTVrVqbUwTTlE2bFihVq2LChDh48eNe/XrZt2yYnJye1aNHCpr106dIqXry4du/e/bhLfezu91ykTr907tzZpr1Dhw7Kli3bUzk9c/r0aUlSUFCQTXvqCNCRI0cyuyRjNm7cqEuXLqlXr142o4F58uTR0KFD1aRJEyUkJBis0IypU6fq9OnTCg0NNV2KEdu2bZMktWnTxqbdy8tLlSpV0okTJxQdHW2itMduxYoVyp8/vxo1amRts7Oz09tvv63ExEStXLnSYHWZJyEhQXv27FFAQIB8fHxstjVr1kySMu2zkmnKJ8zvv/+uWrVqqX///nJwcFBYWFi6/SZOnKgrV67IwcHBpt1isejKlSt3vfnck+J+z8WBAweUJ08eFSlSxKY9e/bs8vHx0cGDBzOh2szl7e0tSTp+/LhNe2RkpCQpf/78mV6TKTt27JAk1axZU9LtmzDHxcUpZ86c1jfcZ82uXbv09ddfa+zYsU/lFP39GDRokNq2basCBQqk2XblyhVJSvP++TSIiYnRqVOnVK9evTTbypUrJ0lP5XtiehwdHbVq1SpZ0rnd6uXLlyUp0z4rCWNPmH79+snZ2VmSFBUVlWE/T09PeXp6pmlfuXKlLl26pDp16jy2GjPL/Z6LCxcuyMvLK91tBQoU0KFDhxQTEyM3N7fHUqcJJUuWVEhIiBYuXChvb28FBQXp3LlzGjVqlFxdXdWpUyfTJWaakydPKmfOnIqNjdXIkSP1888/KyEhQYUKFVLPnj31+uuvmy4xU924cUODBg1SnTp19MYbbzyVI8P3w93dXe7u7mnaIyIitH//fpUoUUK5c+c2UNnjdfHiRVkslnTfE3PkyKHcuXPf9f30aWJvb68XXngh3W2zZ8+WJFWuXDlTaiGMZQEfffSR4uLi7tqnU6dOKlq0qDV8PIw//vhDY8aMkaOjo959992H3s/j9DjORUxMjIoWLZrutuzZs0u6vaD1SQhjD3J+OnTooCNHjmjs2LEaO3asJMnFxUWzZs16Ki7euN9zcePGDdnZ2alNmzby9fXVRx99pPj4eM2dO1dDhgxRTEyM2rdvn0lVPx4P8roYMWKEEhMTNXr06EyqLnM9yLn4XxcvXtTAgQMlSb169Xos9ZmWeoVgRovSs2fPfs/z97RbsWKFFi9eLC8vL7Vs2TJTjkkYywKWLl16z0toGzVqlGGguB9HjhxRly5ddOPGDX3wwQfy8/N76H09To/rXKQ3DH1n+5MyHXG/5yc5OVlvvfWW4uLi1KVLF/n7++vChQuaPXu23n77bU2bNk3VqlXLpKofj/s9FwkJCbp586YqVaqk6dOnW7cFBwerUaNGmjx5sl5//fUnIoxn5H7PxYEDB7RmzRrNnDnzqb2a9mHfQ6KiotS5c2edO3dOXbp0eWqvsE19z7vbe+LTsIzlYS1fvlzDhg2Ti4uLPvvsM+XMmTNTjksYywL27NnzWPe/efNmvffee4qNjdWwYcPUtm3bx3q8f+JxnIucOXNmeD+x1PYn5YP4fs9P//79df36dU2ePFnBwcHW9uDgYL322msaPHiwNm7c+I9GWk2733ORI0cOSVJISIhNu4uLi5o1a6Zp06Zp79691jVlT6L7ORdRUVF699131bhxY5UpU8a6OD02Ntb6/9HR0XJzc5OTk9Njrfdxepj3kIMHD+rdd9/VpUuX1LlzZw0aNOgxVJY1pIaLu70n/r/27iYkqjWO4/h38CXRohd8CWoESWjnyKCBNqBGQi1UEFxWCxdhu5Ac3KahkUgjDIjjoJSDVFQoRk2kDBRBLoKwMFu4KJSx2hTTRJM2dyHKlVG4XPA89575feBsnvPA/Ddzzo/n7ey0rMPu/H4/AwMD7Nu3j8HBQcrKyiz77fSNv2lifHyctrY2EokEfX19//vpmH/jyJEjRKPRbe9Fo1EOHjzInj17LK5qdy0sLJCXl8fZs2e3tB86dIjTp0/z+fNnFhcXDVVnrY0XS35+fsq9jbZYLGZpTSbMzs4Si8WYmpqiqqpq8+rq6gKgq6uLqqoqXr9+bbhSaz179ozz58/z9etXOjo68Hq9pkvaVUePHsXhcGz7TIzH43z/IDLFcAAAA3BJREFU/n3bTQ129vv3bzo7OxkYGKCoqIixsTEqKiosrUEjYzY2OjpKT08P+/fvx+/3U1lZabokI1wuF+/evePTp09bFmv+/PmTDx8+4PF4DFa3O7Kzs0kmk6ytrZGZufVv/ufPH2DnaQq7cblcRCIRFhYWUravf/z4EVh/Qdmdx+NhZGQkpf3FixcEg0FaW1vxeDw7HpxsR+FwmMuXL5ORkcHNmzc5c+aM6ZJ2XV5eHseOHWNubi7l3saXB9xut9VlGbO2tkZ7ezvhcJjjx48TCASM7DbXyJhNPX/+nN7eXg4cOMDY2FjaBjGAhoYGAAKBwJb2W7dukUgkaG5uNlHWrqqpqSEej3Pv3r0t7SsrKzx9+pSCggJbLOL/JxoaGsjKymJoaGhzSg7gy5cvPHz4EKfTael0hCmFhYVUV1enXKWlpQCUlpZSXV1tyx2E23n//j1XrlwhMzOT4eHhtAhiGxobG1laWuLRo0ebbclkkmAwSHZ29palDXbn8/kIh8OUlZURCoWMHfujkTGbunbtGslkklOnTjE/P8/8/HxKn6amJgOVWc/tdtPc3MydO3f49u0bHo+Hubk57t69S11dnS0X6ra2tjIzM8PVq1d58+YNbreblZUVxsfHicVi+P3+lBEzu3I6nXi9Xrq7u2lpaaGlpYVEIkEoFCIej+Pz+dL2rK10duPGDX79+kVtbS3RaJSJiYmUPvX19dZ8CsdiFy5cYHJyEq/Xy9u3bykpKeHx48e8fPmSjo4OCgsLTZdoieXlZYLBIA6Hg/r6emZmZlL65Ofnc/LkyV2vJT2exmlmeXl583DPBw8e7HiOULqEMVhfD1NcXMz9+/eZnp7m8OHDtLW1cfHiRVu+iPfu3UsoFGJwcJAnT54wNTVFbm4ubrebS5cupcVI0N+dO3cOp9NJIBDA5/ORkZGBy+XC5/NRXl5uujyx2OrqKq9evQIgEokQiUS27Tc9PW3LMJaTk8Pt27fp7+9nYmKCHz9+UFJSwvXr19PqIOTZ2VlWV1eB9YPSt3PixAlLwpgjmS4LR0RERET+g7RmTERERMQghTERERERgxTGRERERAxSGBMRERExSGFMRERExCCFMRERERGDFMZEREREDFIYExERETFIYUxERETEIIUxEREREYMUxkREREQMUhgTERERMegvoUG4Bf51jGAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, axes = az.plot_forest(rec_lang_4_trace, var_names=['β_race'], combined=True)\n",
    "axes[0].set_yticklabels(['Black', 'Hispanic', 'Asian', 'Other'][::-1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The school random effect standard deviation is a measure of how variable scores are among schools. The estimated standard deviation is about 4 points for this domain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymc3 import traceplot\n",
    "\n",
    "traceplot(rec_lang_4_trace, var_names=['σ_school']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "traceplot(rec_lang_4_trace, var_names=['p_family_inv', 'p_sib', 'p_non_severe', 'p_mother_college', 'm_int']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hpd_3%</th>\n",
       "      <th>hpd_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_mean</th>\n",
       "      <th>ess_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Age at amplification</td>\n",
       "      <td>-3.291</td>\n",
       "      <td>0.488</td>\n",
       "      <td>-4.209</td>\n",
       "      <td>-2.435</td>\n",
       "      <td>0.014</td>\n",
       "      <td>0.010</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>1232.0</td>\n",
       "      <td>1598.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Family Involvement Score</td>\n",
       "      <td>-5.210</td>\n",
       "      <td>0.494</td>\n",
       "      <td>-6.091</td>\n",
       "      <td>-4.237</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.008</td>\n",
       "      <td>2211.0</td>\n",
       "      <td>2166.0</td>\n",
       "      <td>2212.0</td>\n",
       "      <td>1509.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sibling Count</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>0.514</td>\n",
       "      <td>-1.301</td>\n",
       "      <td>0.624</td>\n",
       "      <td>0.011</td>\n",
       "      <td>0.010</td>\n",
       "      <td>2245.0</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>2244.0</td>\n",
       "      <td>1532.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Mother with College Ed</td>\n",
       "      <td>5.190</td>\n",
       "      <td>1.251</td>\n",
       "      <td>2.543</td>\n",
       "      <td>7.347</td>\n",
       "      <td>0.029</td>\n",
       "      <td>0.020</td>\n",
       "      <td>1917.0</td>\n",
       "      <td>1873.0</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>1771.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-severe hearing loss</td>\n",
       "      <td>10.120</td>\n",
       "      <td>0.991</td>\n",
       "      <td>8.269</td>\n",
       "      <td>11.999</td>\n",
       "      <td>0.019</td>\n",
       "      <td>0.014</td>\n",
       "      <td>2613.0</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>2609.0</td>\n",
       "      <td>1552.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Years in program</td>\n",
       "      <td>1.700</td>\n",
       "      <td>0.397</td>\n",
       "      <td>0.977</td>\n",
       "      <td>2.432</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.007</td>\n",
       "      <td>1448.0</td>\n",
       "      <td>1448.0</td>\n",
       "      <td>1448.0</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            mean     sd  hpd_3%  hpd_97%  mcse_mean  mcse_sd  \\\n",
       "Age at amplification      -3.291  0.488  -4.209   -2.435      0.014    0.010   \n",
       "Family Involvement Score  -5.210  0.494  -6.091   -4.237      0.011    0.008   \n",
       "Sibling Count             -0.378  0.514  -1.301    0.624      0.011    0.010   \n",
       "Mother with College Ed     5.190  1.251   2.543    7.347      0.029    0.020   \n",
       "Non-severe hearing loss   10.120  0.991   8.269   11.999      0.019    0.014   \n",
       "Years in program           1.700  0.397   0.977    2.432      0.010    0.007   \n",
       "\n",
       "                          ess_mean  ess_sd  ess_bulk  ess_tail  r_hat  \n",
       "Age at amplification        1228.0  1228.0    1232.0    1598.0    1.0  \n",
       "Family Involvement Score    2211.0  2166.0    2212.0    1509.0    1.0  \n",
       "Sibling Count               2245.0  1455.0    2244.0    1532.0    1.0  \n",
       "Mother with College Ed      1917.0  1873.0    1904.0    1771.0    1.0  \n",
       "Non-severe hearing loss     2613.0  2597.0    2609.0    1552.0    1.0  \n",
       "Years in program            1448.0  1448.0    1448.0    1465.0    1.0  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(rec_lang_4_trace, var_names=['β']).set_index(pd.Index(labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 2000/2000 [00:02<00:00, 905.95it/s]\n"
     ]
    }
   ],
   "source": [
    "from pymc3 import sample_posterior_predictive\n",
    "\n",
    "with receptive_language_4:\n",
    "    \n",
    "    rec_lang_4_pred = sample_posterior_predictive(rec_lang_4_trace, vars=[receptive_language_4.score_like])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([371., 268., 235., 180., 180., 187., 174., 154., 133., 118.]),\n",
       " array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import percentileofscore\n",
    "\n",
    "plt.hist([np.round(percentileofscore(x, y)/100, 2) for x,y in zip(rec_lang_4_pred['score_like'], \n",
    "                                                        receptive_language_dataset.score)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Expressive Language Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "expressive_language_dataset = analysis_subset[(analysis_subset.domain=='Expressive Language')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_age_amp contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_family_inv contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_sib contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_mother_college contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n",
      "/Users/cfonnesbeck/Repositories/pymc3/pymc3/model.py:1344: UserWarning: Data in x_non_severe contains missing values and will be automatically imputed from the sampling distribution.\n",
      "  warnings.warn(impute_message, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "expressive_language_4 = generate_model(expressive_language_dataset, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "CompoundStep\n",
      ">NUTS: [σ, β, β_race, z_school, σ_school, μ_school, p_non_severe, p_mother_college, p_sib, p_family_inv, x_age_amp_missing, p_age_amp, s_age_amp, m_age_amp]\n",
      ">CategoricalGibbsMetropolis: [x_sib_missing, x_family_inv_missing]\n",
      ">BinaryGibbsMetropolis: [x_mother_college_missing, x_non_severe_missing]\n",
      "Sampling 2 chains, 0 divergences: 100%|██████████| 20000/20000 [19:09<00:00, 17.40draws/s]\n",
      "The number of effective samples is smaller than 25% for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with expressive_language_4:\n",
    "    \n",
    "    exp_lang_4_trace = sample(iterations, tune=tuning, cores=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cfonnesbeck/anaconda3/envs/dev/lib/python3.7/site-packages/arviz/plots/forestplot.py:207: MatplotlibDeprecationWarning: \n",
      "The tick1On function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use Tick.tick1line.set_visible instead.\n",
      "  ticks.tick1On = False\n",
      "/Users/cfonnesbeck/anaconda3/envs/dev/lib/python3.7/site-packages/arviz/plots/forestplot.py:208: MatplotlibDeprecationWarning: \n",
      "The tick2On function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use Tick.tick2line.set_visible instead.\n",
      "  ticks.tick2On = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x460 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axes = az.plot_forest(exp_lang_4_trace, \n",
    "               var_names=['β'],\n",
    "              combined=True)\n",
    "axes[0].set_title('Expressive Language')\n",
    "axes[0].vlines(0, *axes[0].get_ylim(), linestyles='dotted')\n",
    "axes[0].set_yticklabels(labels[::-1]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdda24966a0>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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