{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rethinking Statistics course in Python - Week 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lecture 3: Geocentric Models\n",
    "\n",
    "- [Video](https://youtu.be/h5aPo5wXN8E)\n",
    "- [Slides](https://speakerdeck.com/rmcelreath/l03-statistical-rethinking-winter-2019)\n",
    "\n",
    "Lecture 4: Wiggly Orbits\n",
    "\n",
    "- [Video](https://youtu.be/ENxTrFf9a7c)\n",
    "- [Slides](https://speakerdeck.com/rmcelreath/l04-statistical-rethinking-winter-2019)\n",
    "\n",
    "[Proposed problems](https://github.com/gbosquechacon/statrethinking_winter2019/blob/master/homework/week02.pdf) and [solutions in R](https://github.com/gbosquechacon/statrethinking_winter2019/blob/master/homework/week02_solutions.pdf) for the exercises of the week."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pymc3 as pm\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import theano\n",
    "\n",
    "from scipy import stats\n",
    "from sklearn.metrics import mean_squared_error\n",
    "import math\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import altair as alt\n",
    "alt.data_transformers.enable('default', max_rows=None)\n",
    "import arviz as az\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Short Intro"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Example of building a prior manually (kind of a pain):_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "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": [
    "x = np.linspace(100, 250, 100)\n",
    "plt.plot(x, stats.norm.pdf(x, 178, 20));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "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": [
    "x = np.linspace(-10, 60, 100)\n",
    "plt.plot(x, stats.uniform.pdf(x, 0, 50));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "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": [
    "n_samples = 1000\n",
    "sample_mu = stats.norm.rvs(loc=178, scale=20, size=n_samples)\n",
    "sample_sigma = stats.uniform.rvs(loc=0, scale=50, size=n_samples)\n",
    "prior_h = stats.norm.rvs(loc=sample_mu, scale=sample_sigma)\n",
    "pm.kdeplot(prior_h)\n",
    "plt.xlabel('heights', fontsize=14)\n",
    "plt.yticks([]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">The weights listed below were recorded in the !Kung census, but heights were not recorded for these individuals. Provide predicted heights and 89% compatibility intervals for each of these individuals. That is, fill in the table below, using model-based predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Individual</th>\n",
       "      <th>weight</th>\n",
       "      <th>expected height</th>\n",
       "      <th>89% interval</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Individual  weight  expected height  89% interval\n",
       "0           0      45              NaN           NaN\n",
       "1           1      40              NaN           NaN\n",
       "2           2      65              NaN           NaN\n",
       "3           3      31              NaN           NaN\n",
       "4           4      53              NaN           NaN"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aux = pd.DataFrame(np.array([45, 40, 65, 31, 53])).reset_index().rename(columns={'index':'Individual',0:'weight'})\n",
    "aux['expected height']=np.nan\n",
    "aux['89% interval'] = np.nan\n",
    "aux"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Let's get the data._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The weights that interest us are all adult weights, so we can analyze only the adults and make an okay linear approximation. If you did something else, that's okay. I deliberately made the question a little vague. Loading the data, selecting out adults, and doing the regression from the book:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>age</th>\n",
       "      <th>male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>151.765</td>\n",
       "      <td>47.825606</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>139.700</td>\n",
       "      <td>36.485807</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>136.525</td>\n",
       "      <td>31.864838</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>156.845</td>\n",
       "      <td>53.041915</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>145.415</td>\n",
       "      <td>41.276872</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    height     weight   age  male\n",
       "0  151.765  47.825606  63.0     1\n",
       "1  139.700  36.485807  63.0     0\n",
       "2  136.525  31.864838  65.0     0\n",
       "3  156.845  53.041915  41.0     1\n",
       "4  145.415  41.276872  51.0     0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = pd.read_csv('../../data/Howell1.csv', sep=';', header=0)\n",
    "d.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d[d.age >= 18].reset_index(drop=True)\n",
    "d2 = d2.assign(weight_c=pd.Series(d2.weight - d2.weight.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_This is the first of many times that a model is defined in pymc3 in this course so I'll take a moment to explain a bit its general structure. First the model is defined and named, in this case as_ `model_1`. _Then there are four basic sections within it:_\n",
    "\n",
    "1. _**Data**: where the data that model needs is defined. I'm taking advantage here of the Data container class recently included in pymc3 v3.7. This class wraps the theano shared variable class and let the model be aware of its inputs and outputs. In the later notebooks I usually define the data outside of the model because it saves some space when comparing models but for a individual model I think is just a bit nicer. This is very useful for making predictions with the model for data not used for its fitting, something extremely common in Machine Learning_ ($Xtest$ _anyone?). In the course and the book this is usually called out-of-sample prediction but in general Data Science we refer to it as just measuring the accuracy of the model on the test set. More information on the Data class can be found_ [here](https://docs.pymc.io/notebooks/data_container.html) _and_ [here](https://docs.pymc.io/api/data.html) _and on the out-of-sample (and in-sample) prediction in_ [here](https://pymc3.readthedocs.io/en/latest/notebooks/posterior_predictive.html).\n",
    "\n",
    "2. _**Priors**: where the priors are defined. This priors are the initial distributions our parameters evolve from. They are supposed to represent our knowledge about our system and the nature of reality and maths jeje. For instance, a standard deviation can not be negative so we initialize it as a Uniform distribution with lower bound zero. In the course this is mentioned again and again._\n",
    "\n",
    "3. _**Regression**: where we define the actual structure of the model, in this case a linear regression (to estimate $\\mu$) and where we also define the prior for our output variable, in this case_ `height_hat`. _I will be using the \"hat\" subindex in the output metric of almost all models to express that it is the model estimation of the original variable, in this case_ `height`.\n",
    "\n",
    "4. _**Prior, trace and posterior**: where the priors are sampled from and where the posteriors are estimated and sampled from. Most of the time we will not need neither the priors or the posterior predictions only the parameters, that are stored in the trace. However, I think its a good policy to have in all models to keep all concepts in mind and just uncomment them when we need them (like in this exercise)._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, beta, alpha]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:02<00:00, 2787.39draws/s]\n",
      "100%|██████████| 4000/4000 [00:54<00:00, 73.70it/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_1:\n",
    "    # Data\n",
    "    weight = pm.Data('weight', d2['weight_c'].values)\n",
    "    height = pm.Data('height', d2['height'].values)\n",
    "    \n",
    "    # Priors\n",
    "    alpha = pm.Normal('alpha', mu=178, sd=20)\n",
    "    beta = pm.Normal('beta', mu=0, sd=10)\n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=50)\n",
    "    \n",
    "    # Regression\n",
    "    mu = alpha + beta * weight\n",
    "    height_hat = pm.Normal('height_hat', mu=mu, sd=sigma, observed=height)\n",
    "    \n",
    "    # Prior sampling, trace definition and posterior sampling\n",
    "    prior = pm.sample_prior_predictive()\n",
    "    posterior_1 = pm.sample(draws=1000, tune=1000)\n",
    "    posterior_pred_1 = pm.sample_posterior_predictive(posterior_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Let's get summaries and traces using both `az` and `pm`._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>hpd_5.5%</th>\n",
       "      <th>hpd_94.5%</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",
       "      <th>alpha</th>\n",
       "      <td>154.6</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>154.17</td>\n",
       "      <td>155.04</td>\n",
       "      <td>6154.0</td>\n",
       "      <td>6152.0</td>\n",
       "      <td>6156.0</td>\n",
       "      <td>2962.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>0.9</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.97</td>\n",
       "      <td>6599.0</td>\n",
       "      <td>6599.0</td>\n",
       "      <td>6655.0</td>\n",
       "      <td>2465.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>5.1</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.80</td>\n",
       "      <td>5.41</td>\n",
       "      <td>5620.0</td>\n",
       "      <td>5581.0</td>\n",
       "      <td>5667.0</td>\n",
       "      <td>3028.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mean    sd  mcse_mean  mcse_sd  hpd_5.5%  hpd_94.5%  ess_mean  ess_sd  \\\n",
       "alpha  154.6  0.28        0.0      0.0    154.17     155.04    6154.0  6152.0   \n",
       "beta     0.9  0.04        0.0      0.0      0.84       0.97    6599.0  6599.0   \n",
       "sigma    5.1  0.19        0.0      0.0      4.80       5.41    5620.0  5581.0   \n",
       "\n",
       "       ess_bulk  ess_tail  r_hat  \n",
       "alpha    6156.0    2962.0    1.0  \n",
       "beta     6655.0    2465.0    1.0  \n",
       "sigma    5667.0    3028.0    1.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(posterior_1, credible_interval=.89).round(2)\n",
    "#pm.summary(posterior_1, alpha=.11).round(2)# also possible"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Both pymc3 and arviz have traceplots functions to see how the distribution of each parameter looks like. There usually are four curves per parameter since four chains is the default when running the model._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(posterior_1);\n",
    "#az.plot_trace(posterior_1); #also possible"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Let's get a predicted value for each of our original samples. This is not requested by the exercise but I think it makes sense first to estimate how good our predictions are in-sample (or in $X_{train}$) before moving to doing predictions out-of-sample ($X_{test}$)._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4000, 352)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posterior_pred_1['height_hat'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_We got 1000 draws (times 4 chains) for_ `height_hat` _for each of the original exercise samples. Let's just take the mean for each original sample and build a new column for it in the original dataset._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d2.assign(height_hat=np.mean(posterior_pred_1['height_hat'],axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.3.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-2d92e0084cbfb3acfe6607582e4f6c9d"
       },
       "datasets": {
        "data-2d92e0084cbfb3acfe6607582e4f6c9d": [
         {
          "age": 63,
          "height": 151.765,
          "height_hat": 157.03272069367807,
          "male": 1,
          "weight": 47.8256065,
          "weight_c": 2.8351209801136363
         },
         {
          "age": 63,
          "height": 139.7,
          "height_hat": 146.79203630516278,
          "male": 0,
          "weight": 36.4858065,
          "weight_c": -8.50467901988636
         },
         {
          "age": 65,
          "height": 136.525,
          "height_hat": 142.62733950677853,
          "male": 0,
          "weight": 31.864838,
          "weight_c": -13.125647519886364
         },
         {
          "age": 41,
          "height": 156.845,
          "height_hat": 161.99925938359314,
          "male": 1,
          "weight": 53.041914500000004,
          "weight_c": 8.051428980113641
         },
         {
          "age": 51,
          "height": 145.415,
          "height_hat": 151.41275406072347,
          "male": 0,
          "weight": 41.276872,
          "weight_c": -3.7136135198863656
         },
         {
          "age": 35,
          "height": 163.83,
          "height_hat": 170.9219227927536,
          "male": 1,
          "weight": 62.992589,
          "weight_c": 18.00210348011364
         },
         {
          "age": 32,
          "height": 149.225,
          "height_hat": 148.46641472674497,
          "male": 0,
          "weight": 38.2434755,
          "weight_c": -6.7470100198863605
         },
         {
          "age": 27,
          "height": 168.91,
          "height_hat": 164.1273398056787,
          "male": 1,
          "weight": 55.4799715,
          "weight_c": 10.489485980113635
         },
         {
          "age": 19,
          "height": 147.955,
          "height_hat": 145.48552121945818,
          "male": 0,
          "weight": 34.869885,
          "weight_c": -10.120600519886366
         },
         {
          "age": 54,
          "height": 165.1,
          "height_hat": 163.26936641368044,
          "male": 1,
          "weight": 54.487739000000005,
          "weight_c": 9.497253480113642
         },
         {
          "age": 47,
          "height": 154.305,
          "height_hat": 159.0383209020872,
          "male": 0,
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          "weight_c": 4.904634480113636
         },
         {
          "age": 66,
          "height": 151.13,
          "height_hat": 151.12297960471057,
          "male": 1,
          "weight": 41.220172999999996,
          "weight_c": -3.7703125198863674
         },
         {
          "age": 73,
          "height": 144.78,
          "height_hat": 146.3798292985058,
          "male": 0,
          "weight": 36.0322145,
          "weight_c": -8.95827101988636
         },
         {
          "age": 20,
          "height": 149.9,
          "height_hat": 157.1824450032017,
          "male": 0,
          "weight": 47.7,
          "weight_c": 2.70951448011364
         },
         {
          "age": 65.3,
          "height": 150.495,
          "height_hat": 144.49420178414312,
          "male": 0,
          "weight": 33.849303000000006,
          "weight_c": -11.141182519886357
         },
         {
          "age": 36,
          "height": 163.195,
          "height_hat": 157.86138168735047,
          "male": 1,
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          "weight_c": 3.572207980113639
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         {
          "age": 44,
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          "height_hat": 152.11808475948501,
          "male": 1,
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          "weight_c": -2.6646820198863637
         },
         {
          "age": 31,
          "height": 143.9418,
          "height_hat": 148.647614325361,
          "male": 0,
          "weight": 38.3568735,
          "weight_c": -6.633612019886364
         },
         {
          "age": 39,
          "height": 161.29,
          "height_hat": 158.2094597890691,
          "male": 1,
          "weight": 48.987936,
          "weight_c": 3.997450480113635
         },
         {
          "age": 29,
          "height": 156.21,
          "height_hat": 152.59966591751524,
          "male": 0,
          "weight": 42.722696500000005,
          "weight_c": -2.267789019886358
         },
         {
          "age": 56,
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          "height_hat": 146.02185350903835,
          "male": 1,
          "weight": 35.493574,
          "weight_c": -9.49691151988636
         },
         {
          "age": 45,
          "height": 148.59,
          "height_hat": 148.18070022392442,
          "male": 0,
          "weight": 37.9032815,
          "weight_c": -7.087204019886364
         },
         {
          "age": 19,
          "height": 147.32,
          "height_hat": 145.946346507508,
          "male": 0,
          "weight": 35.4652245,
          "weight_c": -9.525261019886365
         },
         {
          "age": 29,
          "height": 147.955,
          "height_hat": 150.39868563221344,
          "male": 1,
          "weight": 40.312989,
          "weight_c": -4.677496519886361
         },
         {
          "age": 30,
          "height": 161.925,
          "height_hat": 163.64536668287846,
          "male": 1,
          "weight": 55.111428000000004,
          "weight_c": 10.12094248011364
         },
         {
          "age": 24,
          "height": 146.05,
          "height_hat": 147.88716142467928,
          "male": 0,
          "weight": 37.5063885,
          "weight_c": -7.484097019886363
         },
         {
          "age": 35,
          "height": 146.05,
          "height_hat": 148.78614841398996,
          "male": 0,
          "weight": 38.498621,
          "weight_c": -6.491864519886363
         },
         {
          "age": 33,
          "height": 152.7048,
          "height_hat": 156.10726935026358,
          "male": 0,
          "weight": 46.606578000000006,
          "weight_c": 1.6160924801136431
         },
         {
          "age": 27,
          "height": 142.875,
          "height_hat": 148.92079808853595,
          "male": 0,
          "weight": 38.838815000000004,
          "weight_c": -6.151670519886359
         },
         {
          "age": 32,
          "height": 142.875,
          "height_hat": 146.11973737606993,
          "male": 0,
          "weight": 35.578622499999994,
          "weight_c": -9.411863019886368
         },
         {
          "age": 36,
          "height": 147.955,
          "height_hat": 156.75636253200872,
          "male": 0,
          "weight": 47.400364,
          "weight_c": 2.4098784801136404
         },
         {
          "age": 24,
          "height": 160.655,
          "height_hat": 157.04739274534919,
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          "weight_c": 2.891819980113638
         },
         {
          "age": 30,
          "height": 151.765,
          "height_hat": 158.62184534206855,
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          "weight_c": 4.422692980113638
         },
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         "field": "height",
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot = alt.Chart(d2)\\\n",
    "   .mark_circle()\\\n",
    "   .encode(\n",
    "        x=alt.X('height', title='height',scale=alt.Scale(domain=(135, 180))),\n",
    "        y=alt.Y('height_hat', title='height_hat',scale=alt.Scale(domain=(135, 180)))\n",
    "          )\n",
    "\n",
    "plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The RMSE in X_train is 5.07 cm.\n"
     ]
    }
   ],
   "source": [
    "print(f'The RMSE in X_train is {round(math.sqrt(mean_squared_error(d2.height.values, d2.height_hat.values)),2)} cm.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_I think thats a reasonably good RMSE. Let's build now the High Posterior Density Interval for each original sample._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "height_hat_hpd = pm.hpd(posterior_pred_1['height_hat'], alpha=0.11)\n",
    "#height_hat_hpd = az.hpd(posterior_pred_1['height_hat'], credible_interval=.89) # is also good"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>age</th>\n",
       "      <th>male</th>\n",
       "      <th>weight_c</th>\n",
       "      <th>height_hat</th>\n",
       "      <th>lower_hpdi</th>\n",
       "      <th>upper_hpdi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>151.76</td>\n",
       "      <td>47.83</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.84</td>\n",
       "      <td>157.03</td>\n",
       "      <td>148.86</td>\n",
       "      <td>165.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>139.70</td>\n",
       "      <td>36.49</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.50</td>\n",
       "      <td>146.79</td>\n",
       "      <td>139.01</td>\n",
       "      <td>155.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>136.52</td>\n",
       "      <td>31.86</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-13.13</td>\n",
       "      <td>142.63</td>\n",
       "      <td>134.62</td>\n",
       "      <td>151.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>156.84</td>\n",
       "      <td>53.04</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.05</td>\n",
       "      <td>162.00</td>\n",
       "      <td>153.85</td>\n",
       "      <td>170.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>145.42</td>\n",
       "      <td>41.28</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.71</td>\n",
       "      <td>151.41</td>\n",
       "      <td>143.28</td>\n",
       "      <td>159.62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   height  weight   age  male  weight_c  height_hat  lower_hpdi  upper_hpdi\n",
       "0  151.76   47.83  63.0     1      2.84      157.03      148.86      165.17\n",
       "1  139.70   36.49  63.0     0     -8.50      146.79      139.01      155.29\n",
       "2  136.52   31.86  65.0     0    -13.13      142.63      134.62      151.08\n",
       "3  156.84   53.04  41.0     1      8.05      162.00      153.85      170.50\n",
       "4  145.42   41.28  51.0     0     -3.71      151.41      143.28      159.62"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hpdi = pd.DataFrame(height_hat_hpd).rename({0:'lower_hpdi',1:'upper_hpdi'}, axis=1)\n",
    "d3 = pd.concat([d2,hpdi], axis = 1)\n",
    "round(d3.head(5),2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Let's finally predict the values requested by the exercise. We had our original variables stored in `aux`._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_In order to use the model to predict on unseen data we need to swap the values stored in the data within the model. I know, it's a bit convoluted but you get used to it jeje. In this case we had two inputs: `weight` and `height` but actually only have information regarding `weight` for our new individuals so we only update this variable. It is a bit odd though that the dependent variable, in this case `height` can just remain holding the original training data and things work fine. I guess that_ `sample_posterior_predictive` _does not use it. Since the dimensions do not match (training data has 352 indiviuals and test data only 5) I guess it's the only possible explanation._\n",
    "\n",
    "_I read_ [here](https://discourse.pymc.io/t/how-to-predict-new-values-on-hold-out-data/2568/7) _that some people define a $fake-holdout-y$ with the same dimensions as_ $X_{test}$ _but at least now it seems unnecessary (check also_ [this](https://pymc3.readthedocs.io/en/latest/notebooks/posterior_predictive.html) _where only the predictors are updated). Maybe someone can PR this and shed some light here._\n",
    "\n",
    "_In any case the predictions are good and match perfectly those obtained in the original R solutions._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "weight.set_value(aux.weight.values-np.mean(d2.weight))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Once the data is swapped we use_ `sample_posterior_predictive` _again over the original trace and model._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 500/500 [00:07<00:00, 64.27it/s]\n"
     ]
    }
   ],
   "source": [
    "posterior_pred_1 = pm.sample_posterior_predictive(trace = posterior_1, samples = 500, model = model_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_And we finally get the requested values for the new individuals._"
   ]
  },
  {
   "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>Individual</th>\n",
       "      <th>weight</th>\n",
       "      <th>expected height</th>\n",
       "      <th>89% interval</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>154.378392</td>\n",
       "      <td>[147.10980069780555, 162.98875419930548]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>150.080918</td>\n",
       "      <td>[142.40517323434042, 158.0363212364431]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>65</td>\n",
       "      <td>172.656271</td>\n",
       "      <td>[165.08652880603088, 181.55263532157568]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>141.740800</td>\n",
       "      <td>[133.28582732918625, 150.67856920275216]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>53</td>\n",
       "      <td>161.565233</td>\n",
       "      <td>[151.87099317877485, 168.51969307816304]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Individual  weight  expected height  \\\n",
       "0           0      45       154.378392   \n",
       "1           1      40       150.080918   \n",
       "2           2      65       172.656271   \n",
       "3           3      31       141.740800   \n",
       "4           4      53       161.565233   \n",
       "\n",
       "                               89% interval  \n",
       "0  [147.10980069780555, 162.98875419930548]  \n",
       "1   [142.40517323434042, 158.0363212364431]  \n",
       "2  [165.08652880603088, 181.55263532157568]  \n",
       "3  [133.28582732918625, 150.67856920275216]  \n",
       "4  [151.87099317877485, 168.51969307816304]  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aux['expected height'] = posterior_pred_1['height_hat'].mean(axis=0)\n",
    "aux['89% interval'] = pd.Series(list(pm.hpd(posterior_pred_1['height_hat'], alpha=0.11)))\n",
    "aux"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Model the relationship between `height` (cm) and the natural logarithm of weight (log-kg): `log(weight)`. Use the entire `Howell1` data frame, all 544 rows, adults and non-adults. Use any model type from Chapter 4 (_from the book_) that you think useful: an ordinary linear regression, a polynomial or a spline. Plot the posterior predictions against the raw data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d\n",
    "d2 = d2.assign(log_weight_c=pd.Series(np.log(d2.weight) - np.log(d2.weight).mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, beta, alpha]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:04<00:00, 1901.01draws/s]\n",
      "100%|██████████| 4000/4000 [01:06<00:00, 70.39it/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_2:\n",
    "    # Data\n",
    "    log_weight = pm.Data('log_weight', d2['log_weight_c'].values)\n",
    "    height = pm.Data('height', d2['height'].values)\n",
    "    \n",
    "    # Priors\n",
    "    alpha = pm.Normal('alpha', mu=178, sd=20)\n",
    "    beta = pm.Normal('beta', mu=0, sd=1)\n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=50)\n",
    "    \n",
    "    # Regression\n",
    "    mu = alpha + beta * log_weight\n",
    "    height_hat = pm.Normal('height_hat', mu=mu, sd=sigma, observed=height)\n",
    "    \n",
    "    # Prior sampling, trace definition and posterior sampling\n",
    "    prior = pm.sample_prior_predictive()\n",
    "    posterior_2 = pm.sample(draws=1000, tune=1000)\n",
    "    posterior_pred_2 = pm.sample_posterior_predictive(posterior_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Let's get summaries and traces using both `az` and `pm`._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>hpd_5.5%</th>\n",
       "      <th>hpd_94.5%</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",
       "      <th>alpha</th>\n",
       "      <td>138.32</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.01</td>\n",
       "      <td>137.16</td>\n",
       "      <td>139.68</td>\n",
       "      <td>2234.0</td>\n",
       "      <td>2234.0</td>\n",
       "      <td>2236.0</td>\n",
       "      <td>2656.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta</th>\n",
       "      <td>16.19</td>\n",
       "      <td>1.35</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.02</td>\n",
       "      <td>14.11</td>\n",
       "      <td>18.38</td>\n",
       "      <td>1921.0</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>1804.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>18.58</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>17.11</td>\n",
       "      <td>20.02</td>\n",
       "      <td>1923.0</td>\n",
       "      <td>1923.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1846.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean    sd  mcse_mean  mcse_sd  hpd_5.5%  hpd_94.5%  ess_mean  \\\n",
       "alpha  138.32  0.79       0.02     0.01    137.16     139.68    2234.0   \n",
       "beta    16.19  1.35       0.03     0.02     14.11      18.38    1921.0   \n",
       "sigma   18.58  0.93       0.02     0.02     17.11      20.02    1923.0   \n",
       "\n",
       "       ess_sd  ess_bulk  ess_tail  r_hat  \n",
       "alpha  2234.0    2236.0    2656.0    1.0  \n",
       "beta   1900.0    1939.0    1804.0    1.0  \n",
       "sigma  1923.0    1930.0    1846.0    1.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(posterior_2, credible_interval=.89).round(2)\n",
    "#pm.summary(trace_model_2, alpha=.11).round(2) also possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(posterior_2);\n",
    "#az.plot_trace(trace_model_2); #also possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d2.assign(height_hat=np.mean(posterior_pred_2['height_hat'],axis=0)) # just as the previous exercise, we recover the mean of height_hat for each sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "height_pred_hpd = pm.hpd(posterior_pred_2['height_hat'], alpha=0.11) # and the High Posterior Density interval for each sample as well\n",
    "# az.hpd(height_pred['height_hat'], credible_interval=.89) is also good"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Some harmless data wragling and plotting:_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "hpdi = pd.DataFrame(height_pred_hpd).rename({0:'lower_hpdi',1:'upper_hpdi'}, axis=1)\n",
    "d2 = pd.concat([d2,hpdi], axis = 1)\n",
    "d2_plot = d2.melt(id_vars=['weight'],\n",
    "                  value_vars=['height','height_hat'],\n",
    "                  var_name='height_origin',\n",
    "                  value_name='heights')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
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        "view": {
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot = alt.Chart(d2_plot.query('height_origin.isin([\"height\",\"height_hat\"])'))\\\n",
    "   .mark_point()\\\n",
    "   .encode(\n",
    "        x=alt.X('weight', title='weight',scale=alt.Scale(domain=(0, 80))),\n",
    "        y=alt.Y('heights', title='heights',scale=alt.Scale(domain=(0, 180))),\n",
    "        color='height_origin'\n",
    "          )\n",
    "\n",
    "plot_hpdi = alt.Chart(d2)\\\n",
    "   .mark_area(opacity=0.2, color='orange')\\\n",
    "   .encode(\n",
    "        x=alt.X('weight', title='weight',scale=alt.Scale(domain=(0, 80))),\n",
    "        y='lower_hpdi:Q',\n",
    "        y2='upper_hpdi:Q'\n",
    "          )\n",
    "\n",
    "plot_2 = alt.Chart(d2)\\\n",
    "   .mark_point(color='black')\\\n",
    "   .encode(\n",
    "        x=alt.X('height', title='height',scale=alt.Scale(domain=(0, 180))),\n",
    "        y=alt.Y('height_hat', title='height_hat',scale=alt.Scale(domain=(0, 180)))\n",
    "          )\n",
    "\n",
    "alt.hconcat(plot+plot_hpdi,plot_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Results are meh. I don't know why I get a worst fit that the R solution. Since the parameters are not shown I cannot trace back the error but the code seems fine to me. Let's see what happens when we take a polynomial regression of second degree._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d\n",
    "d2 = d2.assign(weight_c=pd.Series(d2.weight - d2.weight.mean())/d2.weight.std())\n",
    "d2 = d2.assign(weight_c_2=pd.Series(d2.weight_c**2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, beta2, beta1, alpha]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 8000/8000 [00:04<00:00, 1697.10draws/s]\n",
      "100%|██████████| 4000/4000 [00:56<00:00, 70.83it/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_2_2:\n",
    "    # Data\n",
    "    weight_c = pm.Data('weight_c', d2['weight_c'].values)\n",
    "    weight_c_2 = pm.Data('weight_c_2', d2['weight_c_2'].values)\n",
    "    height = pm.Data('height', d2['height'].values)\n",
    "    \n",
    "    # Priors\n",
    "    alpha = pm.Normal('alpha', mu=178, sd=20)\n",
    "    beta1 = pm.Lognormal('beta1', mu=0, sd=1) # note this is a lognormal, not a normal, just to follow the code of the book as close as possible (a normal works just as good)\n",
    "    beta2 = pm.Normal('beta2', mu=0, sd=1)\n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=50)\n",
    "    \n",
    "    # Regression\n",
    "    mu = alpha + beta1 * weight_c + beta2 * weight_c_2\n",
    "    height_hat = pm.Normal('height_hat', mu=mu, sd=sigma, observed=height)\n",
    "    \n",
    "    # Prior sampling, trace definition and posterior sampling\n",
    "    prior = pm.sample_prior_predictive()\n",
    "    posterior_2_2 = pm.sample(draws=1000, tune=1000)\n",
    "    posterior_pred_2_2 = pm.sample_posterior_predictive(posterior_2_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get summaries and traces using both `az` and `pm`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>hpd_5.5%</th>\n",
       "      <th>hpd_94.5%</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",
       "      <th>alpha</th>\n",
       "      <td>146.04</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>145.48</td>\n",
       "      <td>146.64</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>2647.0</td>\n",
       "      <td>3019.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta2</th>\n",
       "      <td>-7.79</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.21</td>\n",
       "      <td>-7.36</td>\n",
       "      <td>2446.0</td>\n",
       "      <td>2445.0</td>\n",
       "      <td>2447.0</td>\n",
       "      <td>2542.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta1</th>\n",
       "      <td>21.74</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.23</td>\n",
       "      <td>22.16</td>\n",
       "      <td>3142.0</td>\n",
       "      <td>3142.0</td>\n",
       "      <td>3155.0</td>\n",
       "      <td>3140.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>5.80</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.52</td>\n",
       "      <td>6.09</td>\n",
       "      <td>3414.0</td>\n",
       "      <td>3408.0</td>\n",
       "      <td>3422.0</td>\n",
       "      <td>2868.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         mean    sd  mcse_mean  mcse_sd  hpd_5.5%  hpd_94.5%  ess_mean  \\\n",
       "alpha  146.04  0.37       0.01      0.0    145.48     146.64    2650.0   \n",
       "beta2   -7.79  0.27       0.00      0.0     -8.21      -7.36    2446.0   \n",
       "beta1   21.74  0.29       0.00      0.0     21.23      22.16    3142.0   \n",
       "sigma    5.80  0.18       0.00      0.0      5.52       6.09    3414.0   \n",
       "\n",
       "       ess_sd  ess_bulk  ess_tail  r_hat  \n",
       "alpha  2650.0    2647.0    3019.0    1.0  \n",
       "beta2  2445.0    2447.0    2542.0    1.0  \n",
       "beta1  3142.0    3155.0    3140.0    1.0  \n",
       "sigma  3408.0    3422.0    2868.0    1.0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(posterior_2_2, credible_interval=.89).round(2)\n",
    "#pm.summary(trace_model_2_2, alpha=.11).round(2) also possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(posterior_2_2);\n",
    "#az.plot_trace(posterior_2_2); #also possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d2.assign(height_hat=np.mean(posterior_pred_2_2['height_hat'],axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "height_pred_hpd = pm.hpd(posterior_pred_2_2['height_hat'], alpha=0.11)\n",
    "# az.hpd(height_pred['height_hat'], credible_interval=.89) is also good"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "hpdi = pd.DataFrame(height_pred_hpd).rename({0:'lower_hpdi',1:'upper_hpdi'}, axis=1)\n",
    "d2 = pd.concat([d2,hpdi], axis = 1)\n",
    "d2_plot = d2.melt(id_vars=['weight'],\n",
    "                  value_vars=['height','height_hat'],\n",
    "                  var_name='height_origin',\n",
    "                  value_name='heights')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.3.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "datasets": {
        "data-4c0a6d2be7619a31149a7d565afcb8fe": [
         {
          "height_origin": "height",
          "heights": 151.765,
          "weight": 47.8256065
         },
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot = alt.Chart(d2_plot.query('height_origin.isin([\"height\",\"height_hat\"])'))\\\n",
    "   .mark_point()\\\n",
    "   .encode(\n",
    "        x=alt.X('weight', title='weight',scale=alt.Scale(domain=(0, 80))),\n",
    "        y=alt.Y('heights', title='heights',scale=alt.Scale(domain=(0, 180))),\n",
    "        color='height_origin'\n",
    "          )\n",
    "\n",
    "plot_hpdi = alt.Chart(d2)\\\n",
    "   .mark_area(opacity=0.2, color='orange')\\\n",
    "   .encode(\n",
    "        x=alt.X('weight', title='weight',scale=alt.Scale(domain=(0, 80))),\n",
    "        y='lower_hpdi:Q',\n",
    "        y2='upper_hpdi:Q'\n",
    "          )\n",
    "\n",
    "plot_2 = alt.Chart(d2)\\\n",
    "   .mark_point(color='black')\\\n",
    "   .encode(\n",
    "        x=alt.X('height', title='height',scale=alt.Scale(domain=(0, 180))),\n",
    "        y=alt.Y('height_hat', title='height_hat',scale=alt.Scale(domain=(0, 180)))\n",
    "          )\n",
    "\n",
    "alt.hconcat(plot+plot_hpdi,plot_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Much better now._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Plot the prior predictive distribution for the polynomial regression model in Chapter 4 (_just what we did in the previous exercise_). You can modify the the code that plots the linear regression prior predictive distribution. 20 or 30 parabolas from the prior should suffice to show where the prior probability resides. Can you modify the prior distributions of `alpha`, `beta1`, and `beta2` so that the prior predictions stay within the biologically reasonable outcome space? That is to say: Do not try to fit the data by hand. But do try to keep the curves consistent with what you know about height and weight, before seeing these exact data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_We have already sampled the prior with the_ `sample_prior_predictive` _function within the model. Super-easy sintax. Let's do it, with 30 samples is enough for plotting._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "arviz.stats.stats_utils - WARNING - Array contains NaN-value.\n",
      "arviz.stats.stats_utils - WARNING - Array contains NaN-value.\n",
      "arviz.stats.stats_utils - WARNING - Array contains NaN-value.\n",
      "arviz.stats.stats_utils - WARNING - Array contains NaN-value.\n",
      "arviz.stats.stats_utils - WARNING - Array contains NaN-value.\n",
      "arviz.stats.stats_utils - WARNING - Array contains NaN-value.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</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>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>hpd_5.5%</th>\n",
       "      <th>hpd_94.5%</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",
       "      <th>sigma_interval__</th>\n",
       "      <td>0.16</td>\n",
       "      <td>1.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5.68</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma</th>\n",
       "      <td>26.05</td>\n",
       "      <td>13.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.17</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta1_log__</th>\n",
       "      <td>-0.08</td>\n",
       "      <td>1.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.81</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta1</th>\n",
       "      <td>1.57</td>\n",
       "      <td>2.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.06</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alpha</th>\n",
       "      <td>178.34</td>\n",
       "      <td>20.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.19</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beta2</th>\n",
       "      <td>-0.06</td>\n",
       "      <td>1.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2.75</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>height_hat</th>\n",
       "      <td>178.31</td>\n",
       "      <td>35.66</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.63</td>\n",
       "      <td>122.61</td>\n",
       "      <td>234.7</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>1556.0</td>\n",
       "      <td>3843.0</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    mean     sd  mcse_mean  mcse_sd  hpd_5.5%  hpd_94.5%  \\\n",
       "sigma_interval__    0.16   1.63        NaN      NaN     -5.68        NaN   \n",
       "sigma              26.05  13.65        NaN      NaN      0.17        NaN   \n",
       "beta1_log__        -0.08   1.03        NaN      NaN     -2.81        NaN   \n",
       "beta1               1.57   2.06        NaN      NaN      0.06        NaN   \n",
       "alpha             178.34  20.12        NaN      NaN    120.19        NaN   \n",
       "beta2              -0.06   1.02        NaN      NaN     -2.75        NaN   \n",
       "height_hat        178.31  35.66       0.88     0.63    122.61      234.7   \n",
       "\n",
       "                  ess_mean  ess_sd  ess_bulk  ess_tail  r_hat  \n",
       "sigma_interval__       NaN     NaN       NaN       NaN    NaN  \n",
       "sigma                  NaN     NaN       NaN       NaN    NaN  \n",
       "beta1_log__            NaN     NaN       NaN       NaN    NaN  \n",
       "beta1                  NaN     NaN       NaN       NaN    NaN  \n",
       "alpha                  NaN     NaN       NaN       NaN    NaN  \n",
       "beta2                  NaN     NaN       NaN       NaN    NaN  \n",
       "height_hat          1622.0  1622.0    1556.0    3843.0   1.22  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(prior, credible_interval=.89).round(2)\n",
    "# using summary with the priors is just a bit ugly, a bunch of warnings trigger and NaNs are produced"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Let's just recover the values from the priors manually and build a pandas dataframe._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>height_hat</th>\n",
       "      <th>alpha</th>\n",
       "      <th>sigma</th>\n",
       "      <th>beta1</th>\n",
       "      <th>beta2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>217.866044</td>\n",
       "      <td>219.399265</td>\n",
       "      <td>23.173812</td>\n",
       "      <td>3.352894</td>\n",
       "      <td>-1.657478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>178.677972</td>\n",
       "      <td>175.505789</td>\n",
       "      <td>46.415113</td>\n",
       "      <td>0.176993</td>\n",
       "      <td>0.567291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>161.901267</td>\n",
       "      <td>160.900475</td>\n",
       "      <td>13.919769</td>\n",
       "      <td>1.652082</td>\n",
       "      <td>1.164084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>198.518299</td>\n",
       "      <td>199.519911</td>\n",
       "      <td>34.265158</td>\n",
       "      <td>1.179330</td>\n",
       "      <td>1.502513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168.899595</td>\n",
       "      <td>167.592501</td>\n",
       "      <td>27.945360</td>\n",
       "      <td>0.739642</td>\n",
       "      <td>-0.053964</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   height_hat       alpha      sigma     beta1     beta2\n",
       "0  217.866044  219.399265  23.173812  3.352894 -1.657478\n",
       "1  178.677972  175.505789  46.415113  0.176993  0.567291\n",
       "2  161.901267  160.900475  13.919769  1.652082  1.164084\n",
       "3  198.518299  199.519911  34.265158  1.179330  1.502513\n",
       "4  168.899595  167.592501  27.945360  0.739642 -0.053964"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame()\n",
    "df = df.assign(height_hat = pd.Series(prior['height_hat'].mean(axis=1)),\n",
    "               alpha = pd.Series(prior['alpha']),\n",
    "               sigma = pd.Series(prior['sigma']),\n",
    "               beta1 = pd.Series(prior['beta1']),\n",
    "               beta2 = pd.Series(prior['beta2']))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "height_hat    178.308150\n",
       "alpha         178.337894\n",
       "sigma          26.047420\n",
       "beta1           1.571378\n",
       "beta2          -0.057667\n",
       "dtype: float64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.mean() # it checks out with the az.summary results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Now some data wrangling._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "priors = pd.DataFrame()\n",
    "\n",
    "for i in range(30): # 30 parabolas is fine\n",
    "    priors['prior_'+str(i)] = df.loc[i,'alpha'] + df.loc[i,'beta1'] * d2['weight_c'] + df.loc[i,'beta2'] * d2['weight_c_2']\n",
    "\n",
    "aux = pd.concat([d2.weight_c, priors], axis=1)\n",
    "aux_plot = aux.melt(id_vars=['weight_c'],\n",
    "                  value_vars=list(aux.columns)[1:],\n",
    "                  var_name='prior',\n",
    "                  value_name='height')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot = alt.Chart(aux_plot)\\\n",
    "   .mark_line()\\\n",
    "   .encode(\n",
    "        x=alt.X('weight_c', title='weight_c'),\n",
    "        y=alt.Y('height', title='height'),\n",
    "        color=alt.Color('prior', legend=None)\n",
    "          )\n",
    "\n",
    "plot.properties(title='beta1 ~ dlnorm(0, 1) , beta2 ~ dnorm(0, 1)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recall that the world's tallest person was 270 cm tall. The tallest person in the sample is about 180 cm. The prior curvature is not very strong. Those parabolas hardly bend at all. We can increase the standard deviation on the `beta2` prior, but that will produce some silly shapes (left below), where either average weight is tallest or shortest. That can't be right. The basic problem is that `beta2` needs to be negative to make the curve bend down, but `beta1` has to also change in order to move the maximum height to the right. It's all a bit confusing, and is they key reason that working with polynomial models is so hard. The prior on the right below can only bend down, but I've made the linear model `a + beta1*weight_c - beta2*weight_c_2` and given `beta2` a logNormal prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2 = d\n",
    "d2 = d2.assign(weight_c=pd.Series(d2.weight - d2.weight.mean())/d2.weight.std())\n",
    "d2 = d2.assign(weight_c_2=pd.Series(d2.weight_c**2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Please note I'm running three models in the same snippet for simplicity. The only differences are the priors._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, beta2_3, beta1_3, beta2_2, beta1_2, beta2_1, beta1_1, alpha]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 4000/4000 [00:04<00:00, 948.38draws/s] \n",
      "100%|██████████| 2000/2000 [01:31<00:00, 21.90it/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_3:\n",
    "    # Data\n",
    "    weight_c = pm.Data('weight_c', d2['weight_c'].values)\n",
    "    weight_c_2 = pm.Data('weight_c_2', d2['weight_c_2'].values)\n",
    "    height = pm.Data('height', d2['height'].values)\n",
    "    \n",
    "    # Priors\n",
    "    alpha = pm.Normal('alpha', mu=178, sd=20)\n",
    "    beta1_1 = pm.Lognormal('beta1_1', mu=0, sd=1)\n",
    "    beta2_1 = pm.Normal('beta2_1', mu=0, sd=10) # increasing the sd\n",
    "    \n",
    "    beta1_2 = pm.Lognormal('beta1_2', mu=2, sd=1)\n",
    "    beta2_2 = pm.Lognormal('beta2_2', mu=1, sd=1) # making beta2 a lognormal\n",
    "    \n",
    "    beta1_3 = pm.Normal('beta1_3', mu=0, sd=100) # flat prior\n",
    "    beta2_3 = pm.Normal('beta2_3', mu=0, sd=100) # flat prior\n",
    "    \n",
    "    sigma = pm.Uniform('sigma', lower=0, upper=50)\n",
    "    \n",
    "    # Regressions\n",
    "    mu_1 = alpha + beta1_1 * weight_c + beta2_1 * weight_c_2\n",
    "    height_hat_1 = pm.Normal('height_hat_1', mu=mu_1, sd=sigma, observed=height)\n",
    "    \n",
    "    mu_2 = alpha + beta1_2 * weight_c - beta2_2 * weight_c_2 # note the sign change\n",
    "    height_hat_2 = pm.Normal('height_hat_2', mu=mu_2, sd=sigma, observed=height)\n",
    "    \n",
    "    mu_3 = alpha + beta1_3 * weight_c + beta2_3 * weight_c_2\n",
    "    height_hat_3 = pm.Normal('height_hat_3', mu=mu_3, sd=sigma, observed=height)\n",
    "    \n",
    "    # Prior sampling, trace definition and posterior sampling\n",
    "    prior = pm.sample_prior_predictive()\n",
    "    posterior_3 = pm.sample()\n",
    "    posterior_pred_3 = pm.sample_posterior_predictive(posterior_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()\n",
    "df = df.assign(alpha = pd.Series(prior['alpha']),\n",
    "               sigma = pd.Series(prior['sigma']),\n",
    "               beta1_1 = pd.Series(prior['beta1_1']),\n",
    "               beta2_1 = pd.Series(prior['beta2_1']),\n",
    "               beta1_2 = pd.Series(prior['beta1_2']),\n",
    "               beta2_2 = pd.Series(prior['beta2_2']),\n",
    "               beta1_3 = pd.Series(prior['beta1_3']),\n",
    "               beta2_3 = pd.Series(prior['beta2_3']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "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>alpha</th>\n",
       "      <th>sigma</th>\n",
       "      <th>beta1_1</th>\n",
       "      <th>beta2_1</th>\n",
       "      <th>beta1_2</th>\n",
       "      <th>beta2_2</th>\n",
       "      <th>beta1_3</th>\n",
       "      <th>beta2_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>174.900998</td>\n",
       "      <td>7.264140</td>\n",
       "      <td>0.939067</td>\n",
       "      <td>-11.344971</td>\n",
       "      <td>3.215034</td>\n",
       "      <td>0.980401</td>\n",
       "      <td>-6.743351</td>\n",
       "      <td>-15.686045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>192.935702</td>\n",
       "      <td>8.193026</td>\n",
       "      <td>0.519352</td>\n",
       "      <td>-3.573985</td>\n",
       "      <td>2.470305</td>\n",
       "      <td>2.705127</td>\n",
       "      <td>67.586147</td>\n",
       "      <td>56.931776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>194.906673</td>\n",
       "      <td>13.476760</td>\n",
       "      <td>1.030064</td>\n",
       "      <td>-5.529674</td>\n",
       "      <td>6.735777</td>\n",
       "      <td>3.593835</td>\n",
       "      <td>205.460102</td>\n",
       "      <td>19.219400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191.899950</td>\n",
       "      <td>1.687804</td>\n",
       "      <td>6.197893</td>\n",
       "      <td>-16.481562</td>\n",
       "      <td>28.411498</td>\n",
       "      <td>15.928632</td>\n",
       "      <td>2.799394</td>\n",
       "      <td>57.436045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>182.414696</td>\n",
       "      <td>28.177356</td>\n",
       "      <td>0.581860</td>\n",
       "      <td>6.988846</td>\n",
       "      <td>22.424196</td>\n",
       "      <td>3.230487</td>\n",
       "      <td>-72.042675</td>\n",
       "      <td>238.269823</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        alpha      sigma   beta1_1    beta2_1    beta1_2    beta2_2  \\\n",
       "0  174.900998   7.264140  0.939067 -11.344971   3.215034   0.980401   \n",
       "1  192.935702   8.193026  0.519352  -3.573985   2.470305   2.705127   \n",
       "2  194.906673  13.476760  1.030064  -5.529674   6.735777   3.593835   \n",
       "3  191.899950   1.687804  6.197893 -16.481562  28.411498  15.928632   \n",
       "4  182.414696  28.177356  0.581860   6.988846  22.424196   3.230487   \n",
       "\n",
       "      beta1_3     beta2_3  \n",
       "0   -6.743351  -15.686045  \n",
       "1   67.586147   56.931776  \n",
       "2  205.460102   19.219400  \n",
       "3    2.799394   57.436045  \n",
       "4  -72.042675  238.269823  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Now some data wrangling._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "priors_1 = pd.DataFrame()\n",
    "priors_2 = pd.DataFrame()\n",
    "priors_3 = pd.DataFrame()\n",
    "\n",
    "for i in range(30): # 30 parabolas is fine\n",
    "    priors_1['prior_'+str(i)] = df.loc[i,'alpha'] + df.loc[i,'beta1_1'] * d2['weight_c'] + df.loc[i,'beta2_1'] * d2['weight_c_2']\n",
    "    priors_2['prior_'+str(i)] = df.loc[i,'alpha'] + df.loc[i,'beta1_2'] * d2['weight_c'] - df.loc[i,'beta2_2'] * d2['weight_c_2'] # note the sign change\n",
    "    priors_3['prior_'+str(i)] = df.loc[i,'alpha'] + df.loc[i,'beta1_3'] * d2['weight_c'] + df.loc[i,'beta2_3'] * d2['weight_c_2']\n",
    "\n",
    "aux_1 = pd.concat([d2.weight_c, priors_1], axis=1)\n",
    "aux_2 = pd.concat([d2.weight_c, priors_2], axis=1)\n",
    "aux_3 = pd.concat([d2.weight_c, priors_3], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "aux_1_plot = aux_1.melt(id_vars=['weight_c'],\n",
    "                      value_vars=list(aux_1.columns)[1:],\n",
    "                      var_name='prior',\n",
    "                      value_name='height')\n",
    "\n",
    "aux_2_plot = aux_2.melt(id_vars=['weight_c'],\n",
    "                      value_vars=list(aux_2.columns)[1:],\n",
    "                      var_name='prior',\n",
    "                      value_name='height')\n",
    "\n",
    "aux_3_plot = aux_3.melt(id_vars=['weight_c'],\n",
    "                      value_vars=list(aux_3.columns)[1:],\n",
    "                      var_name='prior',\n",
    "                      value_name='height')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_1 = alt.Chart(aux_1_plot)\\\n",
    "   .mark_line(clip=True)\\\n",
    "   .encode(\n",
    "        x=alt.X('weight_c', title='weight_c', scale=alt.Scale(domain=(-2, 2))),\n",
    "        y=alt.Y('height', title='height', scale=alt.Scale(domain=(50, 250))),\n",
    "        color=alt.Color('prior', legend=None)\n",
    "          )\n",
    "\n",
    "plot_2 = alt.Chart(aux_2_plot)\\\n",
    "   .mark_line(clip=True)\\\n",
    "   .encode(\n",
    "        x=alt.X('weight_c', title='weight_c', scale=alt.Scale(domain=(-2, 2))),\n",
    "        y=alt.Y('height', title='height', scale=alt.Scale(domain=(50, 250))),\n",
    "        color=alt.Color('prior', legend=None)\n",
    "          )\n",
    "\n",
    "alt.hconcat(plot_1.properties(title='beta1 ~ dlnorm(0, 1) , beta2 ~ dnorm(0, 1)'),\n",
    "            plot_2.properties(title='beta1 ~ dlnorm(2, 1) , beta2 ~ dlnorm(1, 1)'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A key problem in getting reasonable curves here is that obviously a and `beta1` and `beta2` are correlated in the family of reasonable curves. But the priors are uncorrelated, they are independent of one another. Still, if you can get independent priors to at least live within some reasonably space of outcome values, that's a lot better than flat priors. What would flat priors look like here? Something like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.3.0.json",
       "config": {
        "mark": {
         "tooltip": null
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "data": {
        "name": "data-8df71ff7902c136da28c9dc420815c47"
       },
       "datasets": {
        "data-8df71ff7902c136da28c9dc420815c47": [
         {
          "height": 158.50219588105662,
          "prior": "prior_0",
          "weight_c": 0.8298689477603891
         },
         {
          "height": 174.44458834926715,
          "prior": "prior_0",
          "weight_c": 0.05945908778852614
         },
         {
          "height": 175.60121312094861,
          "prior": "prior_0",
          "weight_c": -0.2544829301500084
         },
         {
          "height": 144.91599223790058,
          "prior": "prior_0",
          "weight_c": 1.1842574833474466
         },
         {
          "height": 169.98054825643882,
          "prior": "prior_0",
          "weight_c": 0.384957253626638
         },
         {
          "height": 108.07190516334899,
          "prior": "prior_0",
          "weight_c": 1.8602921354727564
         },
         {
          "height": 173.1929156547847,
          "prior": "prior_0",
          "weight_c": 0.17887261608416494
         },
         {
          "height": 137.2147819012372,
          "prior": "prior_0",
          "weight_c": 1.3498956032413967
         },
         {
          "height": 175.20062712390128,
          "prior": "prior_0",
          "weight_c": -0.05032431725746478
         },
         {
          "height": 140.45286187705992,
          "prior": "prior_0",
          "weight_c": 1.282484740493859
         },
         {
          "height": 153.58351865100252,
          "prior": "prior_0",
          "weight_c": 0.9704687472052541
         },
         {
          "height": 170.05281209119468,
          "prior": "prior_0",
          "weight_c": 0.3811052043267786
         },
         {
          "height": 174.69498141356493,
          "prior": "prior_0",
          "weight_c": 0.028642693389651582
         },
         {
          "height": 158.78076618210193,
          "prior": "prior_0",
          "weight_c": 0.8213354210600459
         },
         {
          "height": 175.48331021020388,
          "prior": "prior_0",
          "weight_c": -0.11966120465493181
         },
         {
          "height": 156.8214445805157,
          "prior": "prior_0",
          "weight_c": 0.8799455886585604
         },
         {
          "height": 168.5597013126318,
          "prior": "prior_0",
          "weight_c": 0.4562201656740355
         },
         {
          "height": 173.09680081457685,
          "prior": "prior_0",
          "weight_c": 0.18657671468388334
         },
         {
          "height": 163.7098523517404,
          "prior": "prior_0",
          "weight_c": -1.0865255789196204
         },
         {
          "height": 150.84956674597677,
          "prior": "prior_0",
          "weight_c": -1.471730508905552
         },
         {
          "height": 140.71891561976423,
          "prior": "prior_0",
          "weight_c": -1.7067055161969706
         },
         {
          "height": 155.81599444315813,
          "prior": "prior_0",
          "weight_c": 0.908835958407505
         },
         {
          "height": 167.98053696342402,
          "prior": "prior_0",
          "weight_c": 0.4831845107730511
         },
         {
          "height": 169.94227983002702,
          "prior": "prior_0",
          "weight_c": -0.8168821279294686
         },
         {
          "height": 156.0155347501864,
          "prior": "prior_0",
          "weight_c": -1.333056734110617
         },
         {
          "height": 174.95362782707355,
          "prior": "prior_0",
          "weight_c": -0.007951774959011896
         },
         {
          "height": 173.47008798403053,
          "prior": "prior_0",
          "weight_c": 0.15576032028500877
         },
         {
          "height": 174.9660770262704,
          "prior": "prior_0",
          "weight_c": -0.009877799608941858
         },
         {
          "height": 173.7293688076188,
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          "height": 252.15918797010872,
          "prior": "prior_29",
          "weight_c": -1.6951493682973926
         },
         {
          "height": 121.71987723806285,
          "prior": "prior_29",
          "weight_c": 0.3695490564272012
         },
         {
          "height": 124.10475149005973,
          "prior": "prior_29",
          "weight_c": 0.35414085922776345
         },
         {
          "height": 51.15651455481714,
          "prior": "prior_29",
          "weight_c": 0.775940257562359
         },
         {
          "height": 256.01929211360294,
          "prior": "prior_29",
          "weight_c": -1.2290514030144153
         },
         {
          "height": 242.94589256501888,
          "prior": "prior_29",
          "weight_c": -1.928198350938881
         },
         {
          "height": 184.0333340673583,
          "prior": "prior_29",
          "weight_c": -0.0926968595559167
         },
         {
          "height": 245.5096860248772,
          "prior": "prior_29",
          "weight_c": -1.8742696607408507
         },
         {
          "height": 206.20965851339255,
          "prior": "prior_29",
          "weight_c": -0.3045595710481794
         },
         {
          "height": -21.13929247758646,
          "prior": "prior_29",
          "weight_c": 1.124550719199627
         },
         {
          "height": -50.655963006499235,
          "prior": "prior_29",
          "weight_c": 1.2535943707449135
         },
         {
          "height": 245.59644134225948,
          "prior": "prior_29",
          "weight_c": -1.872343636090921
         },
         {
          "height": -26.75000311006653,
          "prior": "prior_29",
          "weight_c": 1.1495890396487125
         }
        ]
       },
       "encoding": {
        "color": {
         "field": "prior",
         "legend": null,
         "type": "nominal"
        },
        "x": {
         "field": "weight_c",
         "scale": {
          "domain": [
           -2,
           2
          ]
         },
         "title": "weight_c",
         "type": "quantitative"
        },
        "y": {
         "field": "height",
         "scale": {
          "domain": [
           50,
           250
          ]
         },
         "title": "height",
         "type": "quantitative"
        }
       },
       "mark": {
        "clip": true,
        "type": "line"
       },
       "title": "beta1 ~ dnorm(0, 100) , beta2 ~ dnorm(0, 100)"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_3 = alt.Chart(aux_3_plot)\\\n",
    "   .mark_line(clip=True)\\\n",
    "   .encode(\n",
    "        x=alt.X('weight_c', title='weight_c', scale=alt.Scale(domain=(-2, 2))),\n",
    "        y=alt.Y('height', title='height', scale=alt.Scale(domain=(50, 250))),\n",
    "        color=alt.Color('prior', legend=None)\n",
    "          )\n",
    "\n",
    "plot_3.properties(title='beta1 ~ dnorm(0, 100) , beta2 ~ dnorm(0, 100)')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These prior curves actually strongly favor explosive growth or shrinkage near\n",
    "the mean. This is a general phenomenon with “flat” priors: Once the predictor is at all complicated, “flat” does not imply “no relationship.”\n",
    "Do any of the priors above make a difference for inference in this sample?\n",
    "No. There is a lot of data and the model is quite simple, in terms of the way\n",
    "that parameters relate to predictions. This will not always be the case."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py_36_gabi",
   "language": "python",
   "name": "py_36_gabi"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}