{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 13. Models With Memory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q numpyro arviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "\n",
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "import jax.numpy as jnp\n",
    "from jax import lax, random\n",
    "from jax.scipy.special import expit\n",
    "\n",
    "import numpyro\n",
    "import numpyro.distributions as dist\n",
    "from numpyro.diagnostics import effective_sample_size\n",
    "from numpyro.infer import MCMC, NUTS, Predictive\n",
    "\n",
    "if \"SVG\" in os.environ:\n",
    "    %config InlineBackend.figure_formats = [\"svg\"]\n",
    "warnings.formatwarning = lambda message, category, *args, **kwargs: \"{}: {}\\n\".format(\n",
    "    category.__name__, message\n",
    ")\n",
    "az.style.use(\"arviz-darkgrid\")\n",
    "numpyro.set_platform(\"cpu\")\n",
    "numpyro.set_host_device_count(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.1"
   ]
  },
  {
   "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>density</th>\n",
       "      <th>pred</th>\n",
       "      <th>size</th>\n",
       "      <th>surv</th>\n",
       "      <th>propsurv</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>big</td>\n",
       "      <td>9</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>big</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>big</td>\n",
       "      <td>7</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>big</td>\n",
       "      <td>10</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>small</td>\n",
       "      <td>9</td>\n",
       "      <td>0.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   density pred   size  surv  propsurv\n",
       "0       10   no    big     9       0.9\n",
       "1       10   no    big    10       1.0\n",
       "2       10   no    big     7       0.7\n",
       "3       10   no    big    10       1.0\n",
       "4       10   no  small     9       0.9"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reedfrogs = pd.read_csv(\"../data/reedfrogs.csv\", sep=\";\")\n",
    "d = reedfrogs\n",
    "d.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "16f40dccda04471cb23cf10bbedabc7a",
       "version_major": 2,
       "version_minor": 0
      },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2f4d0b2f45ed4dad8b40be5de3d864d2",
       "version_major": 2,
       "version_minor": 0
      },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e9214d10c40749bdaeb0bd94a6692a2e",
       "version_major": 2,
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c9df1c0e64b94baeb22a3961dede9dcc",
       "version_major": 2,
       "version_minor": 0
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make the tank cluster variable\n",
    "d[\"tank\"] = jnp.arange(d.shape[0])\n",
    "\n",
    "dat = dict(S=d.surv.values, N=d.density.values, tank=d.tank.values)\n",
    "\n",
    "\n",
    "# approximate posterior\n",
    "def model(tank, N, S):\n",
    "    a = numpyro.sample(\"a\", dist.Normal(0, 1.5), sample_shape=tank.shape)\n",
    "    logit_p = a[tank]\n",
    "    numpyro.sample(\"S\", dist.Binomial(N, logits=logit_p), obs=S)\n",
    "\n",
    "\n",
    "m13_1 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_1.run(random.PRNGKey(0), **dat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ff9cb0094984a22b09d43672f305066",
       "version_major": 2,
       "version_minor": 0
      },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4e5e0bf19668489ea49baf0a9b95e17c",
       "version_major": 2,
       "version_minor": 0
      },
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "579ac158e9424633aa38fcabd07aaec6",
       "version_major": 2,
       "version_minor": 0
      },
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     },
     "metadata": {},
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "075b7c617d4b417da9687c879554e659",
       "version_major": 2,
       "version_minor": 0
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def model(tank, N, S):\n",
    "    a_bar = numpyro.sample(\"a_bar\", dist.Normal(0, 1.5))\n",
    "    sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n",
    "    a = numpyro.sample(\"a\", dist.Normal(a_bar, sigma), sample_shape=tank.shape)\n",
    "    logit_p = a[tank]\n",
    "    numpyro.sample(\"S\", dist.Binomial(N, logits=logit_p), obs=S)\n",
    "\n",
    "\n",
    "m13_2 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_2.run(random.PRNGKey(0), **dat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UserWarning: The default method used to estimate the weights for each model,has changed from BB-pseudo-BMA to stacking\n",
      "UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n",
      "See http://arxiv.org/abs/1507.04544 for details\n",
      "UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n",
      "See http://arxiv.org/abs/1507.04544 for details\n"
     ]
    },
    {
     "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>rank</th>\n",
       "      <th>waic</th>\n",
       "      <th>p_waic</th>\n",
       "      <th>d_waic</th>\n",
       "      <th>weight</th>\n",
       "      <th>se</th>\n",
       "      <th>dse</th>\n",
       "      <th>warning</th>\n",
       "      <th>waic_scale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>m13.2</th>\n",
       "      <td>0</td>\n",
       "      <td>200.729635</td>\n",
       "      <td>21.306688</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>7.149090</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>deviance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m13.1</th>\n",
       "      <td>1</td>\n",
       "      <td>215.670229</td>\n",
       "      <td>26.160694</td>\n",
       "      <td>14.940594</td>\n",
       "      <td>1.154632e-13</td>\n",
       "      <td>4.379542</td>\n",
       "      <td>3.857661</td>\n",
       "      <td>True</td>\n",
       "      <td>deviance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       rank        waic     p_waic     d_waic        weight        se  \\\n",
       "m13.2     0  200.729635  21.306688   0.000000  1.000000e+00  7.149090   \n",
       "m13.1     1  215.670229  26.160694  14.940594  1.154632e-13  4.379542   \n",
       "\n",
       "            dse  warning waic_scale  \n",
       "m13.2  0.000000     True   deviance  \n",
       "m13.1  3.857661     True   deviance  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.compare(\n",
    "    {\"m13.1\": az.from_numpyro(m13_1), \"m13.2\": az.from_numpyro(m13_2)},\n",
    "    ic=\"waic\",\n",
    "    scale=\"deviance\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# extract NumPyro samples\n",
    "post = m13_2.get_samples()\n",
    "\n",
    "# compute median intercept for each tank\n",
    "# also transform to probability with logistic\n",
    "d[\"propsurv.est\"] = expit(jnp.mean(post[\"a\"], 0))\n",
    "\n",
    "# display raw proportions surviving in each tank\n",
    "plt.plot(jnp.arange(1, 49), d.propsurv, \"o\", alpha=0.5, zorder=3)\n",
    "plt.gca().set(ylim=(-0.05, 1.05), xlabel=\"tank\", ylabel=\"proportion survival\")\n",
    "plt.gca().set(xticks=[1, 16, 32, 48], xticklabels=[1, 16, 32, 48])\n",
    "\n",
    "# overlay posterior means\n",
    "plt.plot(jnp.arange(1, 49), d[\"propsurv.est\"], \"ko\", mfc=\"w\")\n",
    "\n",
    "# mark posterior mean probability across tanks\n",
    "plt.gca().axhline(y=jnp.mean(expit(post[\"a_bar\"])), c=\"k\", ls=\"--\", lw=1)\n",
    "\n",
    "# draw vertical dividers between tank densities\n",
    "plt.gca().axvline(x=16.5, c=\"k\", lw=0.5)\n",
    "plt.gca().axvline(x=32.5, c=\"k\", lw=0.5)\n",
    "plt.annotate(\"small tanks\", (8, 0), ha=\"center\")\n",
    "plt.annotate(\"medium tanks\", (16 + 8, 0), ha=\"center\")\n",
    "plt.annotate(\"large tanks\", (32 + 8, 0), ha=\"center\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show first 100 populations in the posterior\n",
    "plt.subplot(xlim=(-3, 4), ylim=(0, 0.35), xlabel=\"log-odds survive\", ylabel=\"Density\")\n",
    "for i in range(100):\n",
    "    x = jnp.linspace(-3, 4, 101)\n",
    "    plt.plot(\n",
    "        x,\n",
    "        jnp.exp(dist.Normal(post[\"a_bar\"][i], post[\"sigma\"][i]).log_prob(x)),\n",
    "        \"k\",\n",
    "        alpha=0.2,\n",
    "    )\n",
    "plt.show()\n",
    "\n",
    "# sample 8000 imaginary tanks from the posterior distribution\n",
    "idxs = random.randint(random.PRNGKey(1), (8000,), minval=0, maxval=1999)\n",
    "sim_tanks = dist.Normal(post[\"a_bar\"][idxs], post[\"sigma\"][idxs]).sample(\n",
    "    random.PRNGKey(2)\n",
    ")\n",
    "\n",
    "# transform to probability and visualize\n",
    "az.plot_kde(expit(sim_tanks), bw=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_bar = 1.5\n",
    "sigma = 1.5\n",
    "nponds = 60\n",
    "Ni = jnp.repeat(jnp.array([5, 10, 25, 35]), repeats=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_pond = dist.Normal(a_bar, sigma).sample(random.PRNGKey(5005), (nponds,))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dsim = pd.DataFrame(dict(pond=range(1, nponds + 1), Ni=Ni, true_a=a_pond))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'range'>\n",
      "<class 'jaxlib.xla_extension.DeviceArray'>\n"
     ]
    }
   ],
   "source": [
    "print(type(range(3)))\n",
    "print(type(jnp.arange(3)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "dsim[\"Si\"] = dist.Binomial(dsim.Ni.values, logits=dsim.true_a.values).sample(\n",
    "    random.PRNGKey(0)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dsim[\"p_nopool\"] = dsim.Si / dsim.Ni"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.13"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0ff063349e744370afbc9988791a7c67",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1fd9da563a954219bea47561ac36ebea",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3d0b10ebb5c4b779563a780d608b24a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a68246c63af444ae82b9ed9733dbaa96",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dat = dict(Si=dsim.Si.values, Ni=dsim.Ni.values, pond=dsim.pond.values - 1)\n",
    "\n",
    "\n",
    "def model(pond, Ni, Si):\n",
    "    a_bar = numpyro.sample(\"a_bar\", dist.Normal(0, 1.5))\n",
    "    sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n",
    "    a_pond = numpyro.sample(\n",
    "        \"a_pond\", dist.Normal(a_bar, sigma), sample_shape=pond.shape\n",
    "    )\n",
    "    logit_p = a_pond[pond]\n",
    "    numpyro.sample(\"Si\", dist.Binomial(Ni, logits=logit_p), obs=Si)\n",
    "\n",
    "\n",
    "m13_3 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_3.run(random.PRNGKey(0), **dat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                mean       std    median      5.5%     94.5%     n_eff     r_hat\n",
      "     a_bar      1.55      0.28      1.54      1.09      1.97   2640.58      1.00\n",
      " a_pond[0]      3.01      1.36      2.89      0.89      5.11   2146.07      1.00\n",
      " a_pond[1]      3.03      1.39      2.91      0.76      5.06   2518.07      1.00\n",
      " a_pond[2]      0.74      0.89      0.71     -0.65      2.18   3881.46      1.00\n",
      " a_pond[3]      3.01      1.31      2.90      1.14      5.21   2339.89      1.00\n",
      " a_pond[4]      2.99      1.35      2.85      0.83      5.02   2502.75      1.00\n",
      " a_pond[5]      2.97      1.35      2.82      0.85      5.04   2394.69      1.00\n",
      " a_pond[6]     -0.04      0.83     -0.03     -1.27      1.35   2422.02      1.00\n",
      " a_pond[7]      3.01      1.36      2.89      0.88      5.06   1866.54      1.00\n",
      " a_pond[8]      1.66      1.07      1.59     -0.10      3.25   3248.79      1.00\n",
      " a_pond[9]      1.62      1.03      1.52     -0.08      3.12   2579.92      1.00\n",
      "a_pond[10]     -1.72      1.09     -1.64     -3.41     -0.03   3104.02      1.00\n",
      "a_pond[11]     -1.74      1.13     -1.63     -3.57     -0.09   2501.22      1.00\n",
      "a_pond[12]      3.00      1.35      2.87      0.68      4.90   2192.21      1.00\n",
      "a_pond[13]      3.05      1.39      2.88      0.85      5.25   2250.77      1.00\n",
      "a_pond[14]     -0.04      0.84     -0.03     -1.40      1.29   3785.95      1.00\n",
      "a_pond[15]      1.51      0.75      1.46      0.33      2.67   3063.76      1.00\n",
      "a_pond[16]      3.40      1.25      3.25      1.43      5.30   2503.37      1.00\n",
      "a_pond[17]      2.24      0.94      2.16      0.72      3.66   3027.82      1.00\n",
      "a_pond[18]      3.44      1.31      3.30      1.27      5.35   2444.29      1.00\n",
      "a_pond[19]      0.59      0.69      0.57     -0.55      1.65   3086.36      1.00\n",
      "a_pond[20]      1.55      0.80      1.50      0.26      2.74   2602.71      1.00\n",
      "a_pond[21]      2.28      0.94      2.23      0.80      3.73   2771.97      1.00\n",
      "a_pond[22]      0.58      0.64      0.57     -0.48      1.57   2846.15      1.00\n",
      "a_pond[23]     -1.07      0.70     -1.03     -2.23     -0.01   2388.72      1.00\n",
      "a_pond[24]      3.43      1.29      3.29      1.38      5.28   1926.15      1.00\n",
      "a_pond[25]      1.54      0.76      1.49      0.39      2.79   3489.25      1.00\n",
      "a_pond[26]      3.43      1.30      3.26      1.43      5.53   1902.42      1.00\n",
      "a_pond[27]      1.06      0.71      1.03     -0.10      2.12   2640.76      1.00\n",
      "a_pond[28]      2.25      0.94      2.17      0.82      3.71   3871.51      1.00\n",
      "a_pond[29]     -0.21      0.63     -0.20     -1.24      0.77   3303.80      1.00\n",
      "a_pond[30]     -3.19      0.99     -3.06     -4.73     -1.70   1657.59      1.00\n",
      "a_pond[31]     -0.17      0.40     -0.16     -0.77      0.50   3286.27      1.00\n",
      "a_pond[32]      0.82      0.43      0.81      0.10      1.47   3592.00      1.00\n",
      "a_pond[33]      0.64      0.41      0.64     -0.05      1.25   2996.21      1.00\n",
      "a_pond[34]     -1.75      0.56     -1.70     -2.61     -0.84   3351.40      1.00\n",
      "a_pond[35]      1.72      0.54      1.70      0.85      2.61   3152.36      1.00\n",
      "a_pond[36]      0.82      0.43      0.81      0.22      1.60   2752.63      1.00\n",
      "a_pond[37]      4.02      1.20      3.87      2.22      5.90   1909.16      1.00\n",
      "a_pond[38]      4.01      1.16      3.88      2.18      5.62   2083.64      1.00\n",
      "a_pond[39]      3.07      0.87      2.98      1.73      4.44   2040.58      1.00\n",
      "a_pond[40]      3.06      0.88      2.98      1.65      4.35   1979.37      1.00\n",
      "a_pond[41]      1.73      0.56      1.70      0.89      2.65   3205.70      1.00\n",
      "a_pond[42]      3.06      0.87      2.97      1.70      4.40   2023.91      1.00\n",
      "a_pond[43]      2.47      0.67      2.41      1.35      3.46   2418.37      1.00\n",
      "a_pond[44]      3.07      0.85      2.97      1.74      4.36   2668.19      1.00\n",
      "a_pond[45]     -1.29      0.41     -1.26     -1.88     -0.62   3217.64      1.00\n",
      "a_pond[46]      1.44      0.42      1.42      0.74      2.08   2950.12      1.00\n",
      "a_pond[47]      0.23      0.33      0.22     -0.29      0.74   3520.28      1.00\n",
      "a_pond[48]      0.58      0.36      0.57     -0.05      1.10   3651.30      1.00\n",
      "a_pond[49]      3.33      0.81      3.26      2.05      4.60   2688.02      1.00\n",
      "a_pond[50]      1.27      0.39      1.26      0.64      1.90   3220.04      1.00\n",
      "a_pond[51]      3.35      0.83      3.30      2.10      4.65   2192.53      1.00\n",
      "a_pond[52]      2.39      0.59      2.37      1.40      3.22   2908.23      1.00\n",
      "a_pond[53]      0.71      0.35      0.70      0.14      1.28   3976.04      1.00\n",
      "a_pond[54]      0.34      0.34      0.35     -0.18      0.91   3431.03      1.00\n",
      "a_pond[55]      2.80      0.70      2.76      1.71      3.82   2395.95      1.00\n",
      "a_pond[56]      2.10      0.54      2.06      1.28      2.97   2852.21      1.00\n",
      "a_pond[57]      0.58      0.35      0.58     -0.00      1.13   3492.97      1.00\n",
      "a_pond[58]      0.46      0.35      0.47     -0.02      1.07   3989.22      1.00\n",
      "a_pond[59]      3.34      0.81      3.26      2.09      4.57   2403.33      1.00\n",
      "     sigma      1.87      0.26      1.86      1.46      2.25    877.63      1.00\n",
      "\n",
      "Number of divergences: 0\n"
     ]
    }
   ],
   "source": [
    "m13_3.print_summary(0.89)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "post = m13_3.get_samples()\n",
    "dsim[\"p_partpool\"] = jnp.mean(expit(post[\"a_pond\"]), 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "dsim[\"p_true\"] = expit(dsim.true_a.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "nopool_error = (dsim.p_nopool - dsim.p_true).abs()\n",
    "partpool_error = (dsim.p_partpool - dsim.p_true).abs()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(range(1, 61), nopool_error, label=\"nopool\", alpha=0.8)\n",
    "plt.gca().set(xlabel=\"pond\", ylabel=\"absolute error\")\n",
    "plt.scatter(\n",
    "    range(1, 61),\n",
    "    partpool_error,\n",
    "    label=\"partpool\",\n",
    "    s=50,\n",
    "    edgecolor=\"black\",\n",
    "    facecolor=\"none\",\n",
    ")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dsim[\"nopool_error\"] = nopool_error\n",
    "dsim[\"partpool_error\"] = partpool_error\n",
    "nopool_avg = dsim.groupby(\"Ni\")[\"nopool_error\"].mean()\n",
    "partpool_avg = dsim.groupby(\"Ni\")[\"partpool_error\"].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1aa01cf0b87349d889d271d2b1a3242d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a2a0a669cc5b41a08f9988d42dcf9cae",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a3eff3961ab24edf85a68333f91566ed",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9d833c6daba646e1a701ba90f05fe488",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a_bar = 1.5\n",
    "sigma = 1.5\n",
    "nponds = 60\n",
    "Ni = jnp.repeat(jnp.array([5, 10, 25, 35]), repeats=15)\n",
    "a_pond = dist.Normal(a_bar, sigma).sample(random.PRNGKey(5006), (nponds,))\n",
    "dsim = pd.DataFrame(dict(pond=range(1, nponds + 1), Ni=Ni, true_a=a_pond))\n",
    "dsim[\"Si\"] = dist.Binomial(dsim.Ni.values, logits=dsim.true_a.values).sample(\n",
    "    random.PRNGKey(0)\n",
    ")\n",
    "dsim[\"p_nopool\"] = dsim.Si / dsim.Ni\n",
    "newdat = dict(Si=dsim.Si.values, Ni=dsim.Ni.values, pond=dsim.pond.values - 1)\n",
    "m13_3new = MCMC(\n",
    "    NUTS(m13_3.sampler.model), num_warmup=1000, num_samples=1000, num_chains=4\n",
    ")\n",
    "m13_3new.run(random.PRNGKey(0), **newdat)\n",
    "\n",
    "post = m13_3new.get_samples()\n",
    "dsim[\"p_partpool\"] = jnp.mean(expit(post[\"a_pond\"]), 0)\n",
    "dsim[\"p_true\"] = expit(dsim.true_a.values)\n",
    "nopool_error = (dsim.p_nopool - dsim.p_true).abs()\n",
    "partpool_error = (dsim.p_partpool - dsim.p_true).abs()\n",
    "plt.scatter(range(1, 61), nopool_error, label=\"nopool\", alpha=0.8)\n",
    "plt.gca().set(xlabel=\"pond\", ylabel=\"absolute error\")\n",
    "plt.scatter(\n",
    "    range(1, 61),\n",
    "    partpool_error,\n",
    "    label=\"partpool\",\n",
    "    s=50,\n",
    "    edgecolor=\"black\",\n",
    "    facecolor=\"none\",\n",
    ")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.21"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ebfb5bd45d744df584607eb6e1b092c8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a53b34c765d4eb7abbf2b516a77feb8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5777b61f605a4a4d900c94e6512e6f86",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2e062b1bdbce4b7ea1d5ae6fd436942e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of divergences: 7\n"
     ]
    }
   ],
   "source": [
    "chimpanzees = pd.read_csv(\"../data/chimpanzees.csv\", sep=\";\")\n",
    "d = chimpanzees\n",
    "d[\"treatment\"] = 1 + d.prosoc_left + 2 * d.condition\n",
    "\n",
    "dat_list = dict(\n",
    "    pulled_left=d.pulled_left.values,\n",
    "    actor=d.actor.values - 1,\n",
    "    block_id=d.block.values - 1,\n",
    "    treatment=d.treatment.values - 1,\n",
    ")\n",
    "\n",
    "\n",
    "def model(actor, block_id, treatment, pulled_left=None, link=False):\n",
    "    # hyper-priors\n",
    "    a_bar = numpyro.sample(\"a_bar\", dist.Normal(0, 1.5))\n",
    "    sigma_a = numpyro.sample(\"sigma_a\", dist.Exponential(1))\n",
    "    sigma_g = numpyro.sample(\"sigma_g\", dist.Exponential(1))\n",
    "    # adaptive priors\n",
    "    a = numpyro.sample(\"a\", dist.Normal(a_bar, sigma_a), sample_shape=(7,))\n",
    "    g = numpyro.sample(\"g\", dist.Normal(0, sigma_g), sample_shape=(6,))\n",
    "    b = numpyro.sample(\"b\", dist.Normal(0, 0.5), sample_shape=(4,))\n",
    "    logit_p = a[actor] + g[block_id] + b[treatment]\n",
    "    if link:\n",
    "        numpyro.deterministic(\"p\", expit(logit_p))\n",
    "    numpyro.sample(\"pulled_left\", dist.Binomial(logits=logit_p), obs=pulled_left)\n",
    "\n",
    "\n",
    "m13_4 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_4.run(random.PRNGKey(0), **dat_list)\n",
    "print(\"Number of divergences:\", m13_4.get_extra_fields()[\"diverging\"].sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.22"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                mean       std    median      5.0%     95.0%     n_eff     r_hat\n",
      "      a[0]     -0.38      0.37     -0.38     -0.98      0.22    597.32      1.00\n",
      "      a[1]      4.67      1.29      4.49      2.78      6.67    948.84      1.00\n",
      "      a[2]     -0.69      0.37     -0.70     -1.30     -0.07    566.81      1.00\n",
      "      a[3]     -0.70      0.39     -0.69     -1.36     -0.09    512.00      1.00\n",
      "      a[4]     -0.39      0.37     -0.39     -1.01      0.19    546.34      1.00\n",
      "      a[5]      0.56      0.38      0.56     -0.08      1.15    607.70      1.00\n",
      "      a[6]      2.09      0.47      2.10      1.26      2.81    757.08      1.00\n",
      "     a_bar      0.57      0.72      0.57     -0.61      1.74   1482.01      1.00\n",
      "      b[0]     -0.11      0.30     -0.11     -0.59      0.37    614.87      1.00\n",
      "      b[1]      0.41      0.30      0.41     -0.07      0.93    623.30      1.00\n",
      "      b[2]     -0.46      0.31     -0.45     -0.99     -0.01    574.28      1.00\n",
      "      b[3]      0.30      0.30      0.31     -0.18      0.81    620.34      1.00\n",
      "      g[0]     -0.18      0.23     -0.13     -0.56      0.10    556.08      1.01\n",
      "      g[1]      0.05      0.20      0.03     -0.24      0.41    613.18      1.01\n",
      "      g[2]      0.06      0.19      0.03     -0.26      0.38    596.79      1.00\n",
      "      g[3]      0.02      0.19      0.01     -0.28      0.34    947.51      1.00\n",
      "      g[4]     -0.03      0.19     -0.01     -0.35      0.27    933.78      1.00\n",
      "      g[5]      0.13      0.22      0.09     -0.21      0.47    485.27      1.00\n",
      "   sigma_a      2.03      0.65      1.93      1.06      2.96   1194.46      1.00\n",
      "   sigma_g      0.23      0.18      0.19      0.00      0.47    309.51      1.01\n",
      "\n",
      "Number of divergences: 7\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x1100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m13_4.print_summary()\n",
    "post = m13_4.get_samples(group_by_chain=True)\n",
    "az.plot_forest(post, combined=True, hdi_prob=0.89)  # also plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.23"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ce50e5b3aac749009d018fc0c99aad6a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a2b6afe8815e424cb9acd7eaa279f128",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ef58b82922b1442895852a7aaef92e74",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a29c399b7c5e4dd0933836f1810e5679",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def model(actor, treatment, pulled_left):\n",
    "    a_bar = numpyro.sample(\"a_bar\", dist.Normal(0, 1.5))\n",
    "    sigma_a = numpyro.sample(\"sigma_a\", dist.Exponential(1))\n",
    "    a = numpyro.sample(\"a\", dist.Normal(a_bar, sigma_a), sample_shape=(7,))\n",
    "    b = numpyro.sample(\"b\", dist.Normal(0, 0.5), sample_shape=(4,))\n",
    "    logit_p = a[actor] + b[treatment]\n",
    "    numpyro.sample(\"pulled_left\", dist.Binomial(logits=logit_p), obs=pulled_left)\n",
    "\n",
    "\n",
    "m13_5 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_5.run(\n",
    "    random.PRNGKey(14),\n",
    "    dat_list[\"actor\"],\n",
    "    dat_list[\"treatment\"],\n",
    "    dat_list[\"pulled_left\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.24"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UserWarning: The default method used to estimate the weights for each model,has changed from BB-pseudo-BMA to stacking\n"
     ]
    },
    {
     "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>rank</th>\n",
       "      <th>waic</th>\n",
       "      <th>p_waic</th>\n",
       "      <th>d_waic</th>\n",
       "      <th>weight</th>\n",
       "      <th>se</th>\n",
       "      <th>dse</th>\n",
       "      <th>warning</th>\n",
       "      <th>waic_scale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>m13.5</th>\n",
       "      <td>0</td>\n",
       "      <td>531.103967</td>\n",
       "      <td>8.554003</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.200204</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>deviance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m13.4</th>\n",
       "      <td>1</td>\n",
       "      <td>532.297533</td>\n",
       "      <td>10.828377</td>\n",
       "      <td>1.193565</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.411863</td>\n",
       "      <td>1.873273</td>\n",
       "      <td>False</td>\n",
       "      <td>deviance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       rank        waic     p_waic    d_waic  weight         se       dse  \\\n",
       "m13.5     0  531.103967   8.554003  0.000000     1.0  19.200204  0.000000   \n",
       "m13.4     1  532.297533  10.828377  1.193565     0.0  19.411863  1.873273   \n",
       "\n",
       "       warning waic_scale  \n",
       "m13.5    False   deviance  \n",
       "m13.4    False   deviance  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.compare(\n",
    "    {\"m13.4\": az.from_numpyro(m13_4), \"m13.5\": az.from_numpyro(m13_5)},\n",
    "    ic=\"waic\",\n",
    "    scale=\"deviance\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b93a66d90e3145f3b4239eaa7e85b00e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "06c1c27107e44f4cafbc37c94f64a7af",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ff4201d1e36b4f96b07949769c47cb80",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2c66a5d7b74c476f85ce14d34cff8119",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of divergences: 10\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'m13.4': DeviceArray([-0.11273014,  0.41450262, -0.45547444,  0.30242366], dtype=float32),\n",
       " 'm13.6': DeviceArray([-0.11401905,  0.3812172 , -0.44742095,  0.27241236], dtype=float32)}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def model(actor, block_id, treatment, pulled_left):\n",
    "    a_bar = numpyro.sample(\"a_bar\", dist.Normal(0, 1.5))\n",
    "    sigma_a = numpyro.sample(\"sigma_a\", dist.Exponential(1))\n",
    "    sigma_g = numpyro.sample(\"sigma_g\", dist.Exponential(1))\n",
    "    sigma_b = numpyro.sample(\"sigma_b\", dist.Exponential(1))\n",
    "    a = numpyro.sample(\"a\", dist.Normal(a_bar, sigma_a), sample_shape=(7,))\n",
    "    g = numpyro.sample(\"g\", dist.Normal(0, sigma_g), sample_shape=(6,))\n",
    "    b = numpyro.sample(\"b\", dist.Normal(0, sigma_b), sample_shape=(4,))\n",
    "    logit_p = a[actor] + g[block_id] + b[treatment]\n",
    "    numpyro.sample(\"pulled_left\", dist.Binomial(logits=logit_p), obs=pulled_left)\n",
    "\n",
    "\n",
    "m13_6 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_6.run(random.PRNGKey(16), **dat_list)\n",
    "print(\"Number of divergences:\", m13_6.get_extra_fields()[\"diverging\"].sum())\n",
    "{\n",
    "    \"m13.4\": jnp.mean(m13_4.get_samples()[\"b\"], 0),\n",
    "    \"m13.6\": jnp.mean(m13_6.get_samples()[\"b\"], 0),\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.26"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "92406c5eb23f40d3a217833df2a31a4e",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4e64f6997eaf4dac96a6f8d38c494e87",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "67f0cadebcbe4125b47cfcf0b0641348",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1e5500f20edd4fb6bc42d34205fddc17",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                mean       std    median      5.0%     95.0%     n_eff     r_hat\n",
      "         v      1.24      2.58      1.22     -2.75      4.49      4.12      1.59\n",
      "         x     43.93    349.99      0.01    -43.64     51.78     49.60      1.06\n",
      "\n",
      "Number of divergences: 201\n"
     ]
    }
   ],
   "source": [
    "def model():\n",
    "    v = numpyro.sample(\"v\", dist.Normal(0, 3))\n",
    "    x = numpyro.sample(\"x\", dist.Normal(0, jnp.exp(v)))\n",
    "\n",
    "\n",
    "m13_7 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_7.run(random.PRNGKey(0))\n",
    "m13_7.print_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.27"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aded23913a6845e4816acf635c0ba397",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "98a9a208903d4b57998d44647eff36f5",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "792d6c4ac3654a22a6c9522075ea0f90",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3dce091e26724d549f642957084a4795",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                mean       std    median      5.0%     95.0%     n_eff     r_hat\n",
      "         v     -0.04      3.00     -0.13     -4.85      5.01   2019.83      1.00\n",
      "         x      2.92    149.31     -0.00    -26.96     30.74   1719.69      1.00\n",
      "         z     -0.02      0.98     -0.01     -1.66      1.57   1963.93      1.00\n",
      "\n",
      "Number of divergences: 0\n"
     ]
    }
   ],
   "source": [
    "def model():\n",
    "    v = numpyro.sample(\"v\", dist.Normal(0, 3))\n",
    "    z = numpyro.sample(\"z\", dist.Normal(0, 1))\n",
    "    numpyro.deterministic(\"x\", z * jnp.exp(v))\n",
    "\n",
    "\n",
    "m13_7nc = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_7nc.run(random.PRNGKey(0))\n",
    "m13_7nc.print_summary(exclude_deterministic=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.28"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "71f7c86ed00645c9a8d518c48cfb88b6",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6dc6d03d838d4f2ca9a50d3585e99e0b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "264b77e1e6cc4a18ad3d6f246171448d",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "90117906da6c41f7abf0cec243a8516a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "DeviceArray(11, dtype=int32)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m13_4b = MCMC(\n",
    "    NUTS(m13_4.sampler.model, target_accept_prob=0.99),\n",
    "    num_warmup=500,\n",
    "    num_samples=500,\n",
    "    num_chains=4,\n",
    ")\n",
    "m13_4b.run(random.PRNGKey(13), **dat_list)\n",
    "jnp.sum(m13_4b.get_extra_fields()[\"diverging\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.29"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af1617d99e164bdc8a0f50988e9389d3",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "165bd0558d434d669b3d1aeb2188d3d3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eb37291d3d664534a36e7566174b530d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6b4575a617514d27bd43a78aadd1f701",
       "version_major": 2,
       "version_minor": 0
      },
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of divergences: 0\n"
     ]
    }
   ],
   "source": [
    "def model(actor, block_id, treatment, pulled_left):\n",
    "    a_bar = numpyro.sample(\"a_bar\", dist.Normal(0, 1.5))\n",
    "    sigma_a = numpyro.sample(\"sigma_a\", dist.Exponential(1))\n",
    "    sigma_g = numpyro.sample(\"sigma_g\", dist.Exponential(1))\n",
    "    z = numpyro.sample(\"z\", dist.Normal(0, 1), sample_shape=(7,))\n",
    "    x = numpyro.sample(\"x\", dist.Normal(0, 1), sample_shape=(6,))\n",
    "    b = numpyro.sample(\"b\", dist.Normal(0, 0.5), sample_shape=(4,))\n",
    "    logit_p = a_bar + z[actor] * sigma_a + x[block_id] * sigma_g + b[treatment]\n",
    "    numpyro.sample(\"pulled_left\", dist.Binomial(logits=logit_p), obs=pulled_left)\n",
    "\n",
    "\n",
    "m13_4nc = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
    "m13_4nc.run(random.PRNGKey(16), **dat_list)\n",
    "print(\"Number of divergences:\", m13_4nc.get_extra_fields()[\"diverging\"].sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>neff_c</th>\n",
       "      <th>neff_nc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>b[0]</th>\n",
       "      <td>615.0</td>\n",
       "      <td>1095.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b[1]</th>\n",
       "      <td>623.0</td>\n",
       "      <td>1072.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b[2]</th>\n",
       "      <td>574.0</td>\n",
       "      <td>904.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b[3]</th>\n",
       "      <td>620.0</td>\n",
       "      <td>987.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[0]</th>\n",
       "      <td>597.0</td>\n",
       "      <td>382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[1]</th>\n",
       "      <td>949.0</td>\n",
       "      <td>1045.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[2]</th>\n",
       "      <td>567.0</td>\n",
       "      <td>379.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[3]</th>\n",
       "      <td>512.0</td>\n",
       "      <td>383.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[4]</th>\n",
       "      <td>546.0</td>\n",
       "      <td>369.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[5]</th>\n",
       "      <td>608.0</td>\n",
       "      <td>367.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a[6]</th>\n",
       "      <td>757.0</td>\n",
       "      <td>640.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g[0]</th>\n",
       "      <td>556.0</td>\n",
       "      <td>1675.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g[1]</th>\n",
       "      <td>613.0</td>\n",
       "      <td>2287.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g[2]</th>\n",
       "      <td>597.0</td>\n",
       "      <td>1947.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g[3]</th>\n",
       "      <td>948.0</td>\n",
       "      <td>2062.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g[4]</th>\n",
       "      <td>934.0</td>\n",
       "      <td>2232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g[5]</th>\n",
       "      <td>485.0</td>\n",
       "      <td>1443.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a_bar</th>\n",
       "      <td>1482.0</td>\n",
       "      <td>429.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma_a</th>\n",
       "      <td>1194.0</td>\n",
       "      <td>647.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma_g</th>\n",
       "      <td>310.0</td>\n",
       "      <td>849.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         neff_c  neff_nc\n",
       "b[0]      615.0   1095.0\n",
       "b[1]      623.0   1072.0\n",
       "b[2]      574.0    904.0\n",
       "b[3]      620.0    987.0\n",
       "a[0]      597.0    382.0\n",
       "a[1]      949.0   1045.0\n",
       "a[2]      567.0    379.0\n",
       "a[3]      512.0    383.0\n",
       "a[4]      546.0    369.0\n",
       "a[5]      608.0    367.0\n",
       "a[6]      757.0    640.0\n",
       "g[0]      556.0   1675.0\n",
       "g[1]      613.0   2287.0\n",
       "g[2]      597.0   1947.0\n",
       "g[3]      948.0   2062.0\n",
       "g[4]      934.0   2232.0\n",
       "g[5]      485.0   1443.0\n",
       "a_bar    1482.0    429.0\n",
       "sigma_a  1194.0    647.0\n",
       "sigma_g   310.0    849.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neff_c = {\n",
    "    k: effective_sample_size(v)\n",
    "    for k, v in m13_4.get_samples(group_by_chain=True).items()\n",
    "}\n",
    "neff_nc = {\n",
    "    k: effective_sample_size(v)\n",
    "    for k, v in m13_4nc.get_samples(group_by_chain=True).items()\n",
    "}\n",
    "par_names = []\n",
    "keys_c = [\"b\", \"a\", \"g\", \"a_bar\", \"sigma_a\", \"sigma_g\"]\n",
    "keys_nc = [\"b\", \"z\", \"x\", \"a_bar\", \"sigma_a\", \"sigma_g\"]\n",
    "for k in keys_c:\n",
    "    if jnp.ndim(neff_c[k]) == 0:\n",
    "        par_names += [k]\n",
    "    else:\n",
    "        par_names += [k + \"[{}]\".format(i) for i in range(neff_c[k].size)]\n",
    "neff_c = jnp.concatenate([neff_c[k].reshape(-1) for k in keys_c])\n",
    "neff_nc = jnp.concatenate([neff_nc[k].reshape(-1) for k in keys_nc])\n",
    "neff_table = pd.DataFrame(dict(neff_c=neff_c, neff_nc=neff_nc))\n",
    "neff_table.index = par_names\n",
    "neff_table.round()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.31"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "chimp = 2\n",
    "d_pred = dict(\n",
    "    actor=jnp.repeat(chimp, 4) - 1,\n",
    "    treatment=jnp.arange(4),\n",
    "    block_id=jnp.repeat(1, 4) - 1,\n",
    ")\n",
    "p = Predictive(m13_4.sampler.model, m13_4.get_samples())(\n",
    "    random.PRNGKey(0), link=True, **d_pred\n",
    ")[\"p\"]\n",
    "p_mu = jnp.mean(p, 0)\n",
    "p_ci = jnp.percentile(p, q=jnp.array([5.5, 94.5]), axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a': DeviceArray([ 0.17939359,  3.2472124 , -0.42817664, -0.3104607 ,\n",
       "               0.09759563], dtype=float32),\n",
       " 'a_bar': DeviceArray([ 0.57802844,  0.5723409 ,  0.24400227, -0.14573385,\n",
       "               0.60223407], dtype=float32),\n",
       " 'b': DeviceArray([-0.35315567,  0.07911116, -0.7404461 , -0.29147664,\n",
       "              -0.1611932 ], dtype=float32),\n",
       " 'g': DeviceArray([-0.06372303, -0.07348639, -0.07706347, -0.00371453,\n",
       "               0.11766291], dtype=float32),\n",
       " 'sigma_a': DeviceArray([2.015479 , 2.4767263, 3.077415 , 1.6289241, 1.7870352], dtype=float32),\n",
       " 'sigma_g': DeviceArray([0.05992268, 0.21187922, 0.09104711, 0.2905614 , 0.26771992],            dtype=float32)}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "post = m13_4.get_samples()\n",
    "{k: v.reshape(-1)[:5] for k, v in post.items()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.33"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_kde(post[\"a\"][:, 4])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.34"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def p_link(treatment, actor=0, block_id=0):\n",
    "    a, g, b = post[\"a\"], post[\"g\"], post[\"b\"]\n",
    "    logodds = a[:, actor] + g[:, block_id] + b[:, treatment]\n",
    "    return expit(logodds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.35"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_raw = lax.map(lambda i: p_link(i, actor=1, block_id=0), jnp.arange(4))\n",
    "p_mu = jnp.mean(p_raw, 0)\n",
    "p_ci = jnp.percentile(p_raw, jnp.array([5.5, 94.5]), 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.36"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def p_link_abar(treatment):\n",
    "    logodds = post[\"a_bar\"] + post[\"b\"][:, treatment]\n",
    "    return expit(logodds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.37"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_raw = lax.map(p_link_abar, jnp.arange(4))\n",
    "p_mu = jnp.mean(p_raw, 1)\n",
    "p_ci = jnp.percentile(p_raw, jnp.array([5.5, 94.5]), 1)\n",
    "\n",
    "plt.subplot(\n",
    "    xlabel=\"treatment\", ylabel=\"proportion pulled left\", ylim=(0, 1), xlim=(0.9, 4.1)\n",
    ")\n",
    "plt.gca().set(xticks=range(1, 5), xticklabels=[\"R/N\", \"L/N\", \"R/P\", \"L/P\"])\n",
    "plt.plot(range(1, 5), p_mu)\n",
    "plt.fill_between(range(1, 5), p_ci[0], p_ci[1], color=\"k\", alpha=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.38"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_sim = dist.Normal(post[\"a_bar\"], post[\"sigma_a\"]).sample(random.PRNGKey(0))\n",
    "\n",
    "\n",
    "def p_link_asim(treatment):\n",
    "    logodds = a_sim + post[\"b\"][:, treatment]\n",
    "    return expit(logodds)\n",
    "\n",
    "\n",
    "p_raw_asim = lax.map(p_link_asim, jnp.arange(4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.39"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(\n",
    "    xlabel=\"treatment\", ylabel=\"proportion pulled left\", ylim=(0, 1), xlim=(0.9, 4.1)\n",
    ")\n",
    "plt.gca().set(xticks=range(1, 5), xticklabels=[\"R/N\", \"L/N\", \"R/P\", \"L/P\"])\n",
    "for i in range(100):\n",
    "    plt.plot(range(1, 5), p_raw_asim[:, i], color=\"k\", alpha=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.40"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DeviceArray([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15,\n",
       "             16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30,\n",
       "             31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45,\n",
       "             46, 47, 48, 49, 50, 51, 52, 53, 55, 56, 57, 58, 59, 60, 61],            dtype=int32)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bangladesh = pd.read_csv(\"../data/bangladesh.csv\", sep=\";\")\n",
    "d = bangladesh\n",
    "jnp.sort(d.district.unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Code 13.41"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DeviceArray([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14,\n",
       "             15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29,\n",
       "             30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44,\n",
       "             45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59],            dtype=int8)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d[\"district_id\"] = d.district.astype(\"category\").cat.codes\n",
    "jnp.sort(d.district_id.unique())"
   ]
  }
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