{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 12. Monsters and Mixtures" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install -q numpyro arviz" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import math\n", "import os\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from IPython.display import set_matplotlib_formats\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", "import numpyro.optim as optim\n", "from numpyro.diagnostics import print_summary\n", "from numpyro.distributions.transforms import OrderedTransform\n", "from numpyro.infer import MCMC, NUTS, Predictive, SVI, Trace_ELBO, init_to_value\n", "from numpyro.infer.autoguide import AutoLaplaceApproximation\n", "\n", "if \"SVG\" in os.environ:\n", " %config InlineBackend.figure_formats = [\"svg\"]\n", "az.style.use(\"arviz-darkgrid\")\n", "numpyro.set_platform(\"cpu\")\n", "numpyro.enable_x64()\n", "numpyro.set_host_device_count(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.1" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pbar = 0.5\n", "theta = 5\n", "x = jnp.linspace(0, 1, 101)\n", "plt.plot(x, jnp.exp(dist.Beta(pbar * theta, (1 - pbar) * theta).log_prob(x)))\n", "plt.gca().set(xlabel=\"probability\", ylabel=\"Density\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6814b025c3194437858bed43be80b9c4", "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": "bd9b0a29f3ca432b8f64fd31cfee64e3", "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": "8865d7225e82476cb428758b6e18666d", "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": "b816ad1fbc3b46da8445772fc2e175b5", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "UCBadmit = pd.read_csv(\"../data/UCBadmit.csv\", sep=\";\")\n", "d = UCBadmit\n", "d[\"gid\"] = (d[\"applicant.gender\"] != \"male\").astype(int)\n", "dat = dict(A=d.admit.values, N=d.applications.values, gid=d.gid.values)\n", "\n", "\n", "def model(gid, N, A=None):\n", " a = numpyro.sample(\"a\", dist.Normal(0, 1.5).expand([2]))\n", " phi = numpyro.sample(\"phi\", dist.Exponential(1))\n", " theta = numpyro.deterministic(\"theta\", phi + 2)\n", " pbar = expit(a[gid])\n", " numpyro.sample(\"A\", dist.BetaBinomial(pbar * theta, (1 - pbar) * theta, N), obs=A)\n", "\n", "\n", "m12_1 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_1.run(random.PRNGKey(0), **dat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.3" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " a[0] -0.44 0.41 -0.43 -1.08 0.23 1360.42 1.00\n", " a[1] -0.34 0.40 -0.33 -0.94 0.33 1684.60 1.00\n", " da -0.10 0.57 -0.10 -0.96 0.83 1592.54 1.00\n", " phi 1.03 0.82 0.85 0.00 2.13 1718.89 1.00\n", " theta 3.03 0.82 2.85 2.00 4.13 1718.89 1.00\n", "\n" ] } ], "source": [ "post = m12_1.get_samples()\n", "post[\"theta\"] = Predictive(m12_1.sampler.model, post)(random.PRNGKey(1), **dat)[\"theta\"]\n", "post[\"da\"] = post[\"a\"][:, 0] - post[\"a\"][:, 1]\n", "print_summary(post, 0.89, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.4" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gid = 1\n", "# draw posterior mean beta distribution\n", "x = jnp.linspace(0, 1, 101)\n", "pbar = jnp.mean(expit(post[\"a\"][:, gid]))\n", "theta = jnp.mean(post[\"theta\"])\n", "plt.plot(x, jnp.exp(dist.Beta(pbar * theta, (1 - pbar) * theta).log_prob(x)))\n", "plt.gca().set(ylabel=\"Density\", xlabel=\"probability admit\", ylim=(0, 3))\n", "\n", "# draw 50 beta distributions sampled from posterior\n", "for i in range(50):\n", " p = expit(post[\"a\"][i, gid])\n", " theta = post[\"theta\"][i]\n", " plt.plot(\n", " x, jnp.exp(dist.Beta(p * theta, (1 - p) * theta).log_prob(x)), \"k\", alpha=0.2\n", " )\n", "plt.title(\"distribution of female admission rates\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.5" ] }, { "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": [ "post = m12_1.get_samples()\n", "admit_pred = Predictive(m12_1.sampler.model, post)(\n", " random.PRNGKey(1), gid=dat[\"gid\"], N=dat[\"N\"]\n", ")[\"A\"]\n", "admit_rate = admit_pred / dat[\"N\"]\n", "plt.scatter(range(1, 13), dat[\"A\"] / dat[\"N\"])\n", "plt.errorbar(\n", " range(1, 13),\n", " jnp.mean(admit_rate, 0),\n", " jnp.std(admit_rate, 0) / 2,\n", " fmt=\"o\",\n", " c=\"k\",\n", " mfc=\"none\",\n", " ms=7,\n", " elinewidth=1,\n", ")\n", "plt.plot(range(1, 13), jnp.percentile(admit_rate, 5.5, 0), \"k+\")\n", "plt.plot(range(1, 13), jnp.percentile(admit_rate, 94.5, 0), \"k+\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.6" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a1937bb6c259441a98f0785e520d9739", "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": "090c9d64cf944ed3b537a3734c947c6a", "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": "01212b0d6f72456b8506527f9f391121", "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": "3c80857bddbd492da781907686c22cae", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Kline = pd.read_csv(\"../data/Kline.csv\", sep=\";\")\n", "d = Kline\n", "d[\"P\"] = d.population.apply(math.log).pipe(lambda x: (x - x.mean()) / x.std())\n", "d[\"contact_id\"] = (d.contact == \"high\").astype(int)\n", "\n", "dat2 = dict(T=d.total_tools.values, P=d.population.values, cid=d.contact_id.values)\n", "\n", "\n", "def model(cid, P, T):\n", " a = numpyro.sample(\"a\", dist.Normal(1, 1).expand([2]))\n", " b = numpyro.sample(\"b\", dist.Exponential(1).expand([2]))\n", " g = numpyro.sample(\"g\", dist.Exponential(1))\n", " phi = numpyro.sample(\"phi\", dist.Exponential(1))\n", " lambda_ = jnp.exp(a[cid]) * jnp.power(P, b[cid]) / g\n", " numpyro.sample(\"T\", dist.GammaPoisson(lambda_ / phi, 1 / phi), obs=T)\n", "\n", "\n", "m12_2 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_2.run(random.PRNGKey(0), **dat2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** The results here might be different from the book. There seems to have a bug in R's [dgampois](https://rdrr.io/github/rmcelreath/rethinking/src/R/distributions.r#sym-dgampois) implementation back to the time the book is printed. According to [this issue](https://github.com/rmcelreath/rethinking/issues/260), the bug has been fixed upstream." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.7" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# define parameters\n", "prob_drink = 0.2 # 20% of days\n", "rate_work = 1 # average 1 manuscript per day\n", "\n", "# sample one year of production\n", "N = 365\n", "\n", "with numpyro.handlers.seed(rng_seed=365):\n", " # simulate days monks drink\n", " drink = numpyro.sample(\"drink\", dist.Binomial(1, prob_drink).expand([N]))\n", "\n", " # simulate manuscripts completed\n", " y = (1 - drink) * numpyro.sample(\"work\", dist.Poisson(rate_work).expand([N]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.8" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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BB2ratOk1XSc9PV2SKrTtIAAAAFAdGA3bpUE7KChIH3zwgZo1a3bF/unp6SoqKnJqX7RokdLS0tSyZUuFh4cbqhYAAABwrUrfILlixQqlpqZKkjIyMuxtycnJkqTY2FjFxsbqwIEDGjt2rAoLCxUZGan169c7XSssLEzx8fH216+//rp++OEHde3aVTfffLPOnz+vXbt26fvvv1dQUJBmzJhR5uPdAQAAgOqo0mE7NTVVa9ascWhLS0tTWlqapEsBOjY2VidPnlRhYaEklRm0JSkyMtIhbA8YMEAbN27UN998o82bN0uSGjZsqBEjRuixxx7jwTYAAACoUbxsNpvN3UW4kru2hAlp0ER3JHxX4f5LXwhUwG+Ypa/pquM2RHANxtazMb6ei7H1XNVxbKvV1n8AAADArw1hGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGBIpR/XDvwaBQcHV6r/6dOnDVUCAABqEma2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbLmIrKapUfx8fQ4UAAACg2iBsu0jJxQsqyMusUN+C3IO6wc/LbEEAAABwO8K2C+Ud21mxfsdTDFcCAACA6oCw7UIHk2ep+MKZK/YpvnBGB5NnVlFFAAAAcCfCtgtdOHdMezb/sdzAXXzhjPZs/qMunDtexZUBAADAHXzdXYCnOZn5uZI/7qXmkX9S0E1dVCuoqX7OO6S84yk6mDxLF84dc3eJAAAAqCKEbQMunDumvUkTJUleXj6y2S66uSIAAAC4A8tIDCNoAwAA/HoRtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAyp9ENt1q5dq9TUVH377bfKyMhQUVGRpk+frvj4+DL75+fna86cOdq0aZNOnDihkJAQ9erVS+PHj1dgYGCZ53zyySdasmSJ9u/fLz8/P3Xs2FETJkxQu3btKlsuAAAA4DaVntl+++239fHHH+vo0aMKDQ29Yt+CggINGzZMixcvVvPmzTVq1CjdcsstWrx4sYYNG6aCggKnc+bNm6eJEyfq1KlTevjhh3X//fcrLS1Nv/3tb7Vjx47KlgsAAAC4TaVntqdNm6amTZsqLCxMCxYs0KxZs8rtu3DhQu3Zs0cJCQl6+umn7e2zZ8/WO++8o4ULF2rChAn29szMTM2ZM0fNmjXTypUrVadOHUnS8OHDNXjwYE2ZMkUbNmyQry9PmQcAAED1V+mZ7aioKIWFhV21n81m04oVKxQQEKCxY8c6HHv88ccVFBSklStXymaz2dtXr16t4uJijRkzxh60JalVq1YaOHCgDh8+rO3bt1e2ZAAAAMAtjN0gmZmZqZ9++kmdO3dWQECAw7EbbrhBXbp0UXZ2tg4dOmRvT05OliRFR0c7Xa9nz56SpJ07d5oqGQAAAHApY2G7NEQ3a9aszONNmzZ16CddCugBAQEKCQkpt39mZqZrCwUAAAAMMbb4+ezZs5JU7o4jpe2l/aRLO5cEBwdfsX9+fv4V3zcoKEje3tV/R0OLxeLuEmAQ4+sZGEfPxvh6LsbWc9XEsfW4Ow3z8vLcXUKF5OTkuLsEGMT41nwWi4Vx9GCMr+dibD1XdRzbioR/Y1PApTc4ljcTXdp++Y2QgYGBDjPdZfUvb6YcAAAAqG6Mhe2rrbEuXatd2k+6tL67oKBAJ06cKLd/eWvAAQAAgOrGWNhu1qyZQkNDlZaW5vTwmgsXLiglJUWhoaEOYbtr166SpG3btjldb+vWrQ59AAAAgOrOWNj28vLS4MGDVVBQoHfeecfh2Pz585WXl6fBgwfLy8vL3h4fHy9fX1+99957DstJ/vvf/2rt2rVq0qSJunfvbqpkAAAAwKUqfYPkihUrlJqaKknKyMiwt5XukR0bG6vY2FhJUkJCgjZv3mx/kuStt96qvXv3asuWLYqIiFBCQoLDtZs3b65x48bprbfe0oABA9S7d28VFBRo/fr1Ki4u1tSpU3l6JAAAAGqMSifX1NRUrVmzxqEtLS1NaWlpkqSwsDB72A4ICNDSpUs1d+5cbdy4UcnJyapfv75GjRqlcePGOT3sRpLGjBmjsLAwLVmyRMuWLZOfn586deqkCRMmqH379tfyGQEAAAC38LJd/rx0D+CuLWHK2x+8PKdPnzZUCUxgfH99quMWU3AdxtdzMbaeqzqOrVu3/gMAAAB+7QjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDfE2/werVq/Xss89esU/37t21ZMkSSdKcOXM0d+7cMvv5+/tr9+7dLq8RAAAAMMF42I6IiNC4cePKPLZx40b997//1e233+50LC4uTmFhYQ5tPj4+RmoEAAAATKiSsB0REeHUXlhYqL///e/y9fVVXFyc0/G4uDh169bNdHkAAACAMW5bs52YmKjc3Fzdddddql+/vrvKAAAAAIwxPrNdnpUrV0qSBg8eXObxlJQUpaeny8fHRy1atFBUVJT8/f2rskQAAADgurglbGdlZek///mPGjRooJ49e5bZZ/bs2Q6vQ0JC9Nprryk6OroqSgQAAACum5fNZrNV9ZuW7jgyZswYPfXUUw7HEhMTlZ+fr65du6p+/fo6fvy41q9fr/nz58tms2n58uUKDw8v99olJSXy9q761TFeXl6V6u+Grx3XgfEFAADXosrDdklJie655x4dO3ZMn3/+uRo3blyh85YvX64XXnhBvXv3dpr1vlxOTo6rSq2U4ODgSvU/ffq0oUpgAuP762OxWNz27xOYx/h6LsbWc1XHsbVYLFftU+VTwNu2bdPRo0fVvXv3CgdtSRo0aJB8fX2VlpZmsDoAAADAdao8bF/txsjy+Pv7q3bt2jp//ryJsgAAAACXq9KwnZOToy+++EJ169bVvffeW6lzMzMzlZeX5/SgGwAAAKC6qtKwvXbtWhUVFal///5lbuOXn5+vvXv3OrXn5eXp+eeflyT17dvXeJ0AAACAK1Tp1n+rVq2SVP4SktzcXA0cOFBt27aV1WpVvXr1lJ2drS1btig3N1fR0dEaNWpUFVYMAAAAXLsqC9vp6enKyMhQ+/bt1bp16zL71K1bV0OHDtWuXbuUlJSks2fPqlatWrJarRowYIAGDx4sHx+fqioZAAAAuC5VFrbbt2+vffv2XbFPYGCgXnzxxSqqCAAAADCr6p/+AgAAAPxKELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDfKviTWJiYpSVlVXmsSFDhujll192aMvPz9ecOXO0adMmnThxQiEhIerVq5fGjx+vwMDAqigZAAAAuG5VErYlqU6dOho5cqRTe9u2bR1eFxQUaNiwYdqzZ4+io6PVt29f7d27V4sXL9aOHTv00UcfKSAgoKrKBgAAAK5ZlYXtG2+8UePHj79qv4ULF2rPnj1KSEjQ008/bW+fPXu23nnnHS1cuFATJkwwWSoAAADgEtVqzbbNZtOKFSsUEBCgsWPHOhx7/PHHFRQUpJUrV8pms7mpQgAAAKDiqmxmu7CwUGvWrFF2drZuvPFGde7cWeHh4Q59MjMz9dNPP+n22293Wipyww03qEuXLvriiy906NAhNWvWrKpKBwAAAK5JlYXtEydOaPLkyQ5tPXv21IwZMxQcHCxJOnTokCSVG6SbNm1q70fYBgAAQHVXJWE7Pj5ekZGRatmypfz9/XXgwAHNnTtXW7Zs0RNPPKFly5bJy8tLZ8+elaRydxwpbS/tV5agoCB5e1er1TFlslgs7i4BBjG+noFx9GyMr+dibD1XTRzbKgnb48aNc3jdoUMHzZ8/X8OGDVNqaqq++uor3XXXXS55r7y8PJdcx7ScnBx3lwCDGN+az2KxMI4ejPH1XIyt56qOY1uR8F9ly0h+ydvbW/Hx8UpNTVVaWpruuusu1alTR9KlfbbLUtpe2g8ArlfpMraKOn36tKFKAACeyK3rLUp/G/j5558l/d+a7MzMzDL7l67pLu0HAAAAVGduDdvp6emSpLCwMEmXbowMDQ1VWlqaCgoKHPpeuHBBKSkpCg0NJWwDAACgRjAetvfv368zZ844taekpGjRokXy9/dXr169JEleXl4aPHiwCgoK9M477zj0nz9/vvLy8jR48GB5eXmZLhsAAAC4bsbXbG/YsEELFy5Ujx49FBYWJn9/f2VkZGjbtm3y9vbWSy+9pIYNG9r7JyQkaPPmzfYnSd56663au3evtmzZooiICCUkJJguGQAAAHAJ42G7W7duOnDggL7//nslJyersLBQ9erVU58+fTRq1Ci1b9/eoX9AQICWLl2quXPnauPGjUpOTlb9+vU1atQojRs3zulhNwAAAEB15WXzsGefu2tLGHY08GyMr+dibH+dquMWYnANxtZzVcexrcjWf9X/6S8AAABADUXYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAY4mv6DbKzs7VhwwZt2bJFP/zwg06ePKmgoCB17txZCQkJ6tChg0P/OXPmaO7cuWVey9/fX7t37zZdMgAAAOASxsP20qVL9f7776tJkyaKiopSvXr1dOjQISUmJioxMVGzZs1Snz59nM6Li4tTWFiYQ5uPj4/pcgEAAACXMR6227dvrw8//FBdunRxaE9JSdGoUaP00ksvKTY2Vv7+/g7H4+Li1K1bN9PlAQAAAMYYX7Pdq1cvp6AtSV26dFG3bt2Um5urffv2mS4DAAAAqHLGZ7av+Oa+vg7/93IpKSlKT0+Xj4+PWrRooaioKKfZbwAAAKA6c1vYPnr0qL7++muFhITIarU6HZ89e7bD65CQEL322muKjo6uqhIBAACA6+Jls9lsVf2mRUVFevTRR7Vz50699tprGjRokP1YYmKi8vPz1bVrV9WvX1/Hjx/X+vXrNX/+fNlsNi1fvlzh4eHlXrukpETe3lW/o6GXl1el+rvha8d1YHw9F2MLADCpysN2SUmJnnnmGa1bt04PPfSQpk6dWqHzli9frhdeeEG9e/d2mvW+XE5OjqtKrZTg4OBK9T99+rShSmAC4+u5GNtfJ4vF4rb/XsAsxtZzVcextVgsV+1TpVPANptNU6ZM0bp16zRgwAC99NJLFT530KBB8vX1VVpamsEKAQAAANepsrBdUlKi5557TqtWrVK/fv306quvVmq5h7+/v2rXrq3z588brBIAAABwnSoJ2yUlJXr++ee1evVq9enTRzNmzKj0A2oyMzOVl5fn9KAbAAAAoLoyHrYvD9r33XefXn/99XKDdn5+vvbu3evUnpeXp+eff16S1LdvX6P1AgAAAK5ifOu/d955R6tXr1ZAQICaNWum9957z6lPbGysIiIilJubq4EDB6pt27ayWq2qV6+esrOztWXLFuXm5io6OlqjRo0yXTIAAADgEsbDdlZWliSpoKBA8+bNK7NPWFiYIiIiVLduXQ0dOlS7du1SUlKSzp49q1q1aslqtWrAgAEaPHhwpZefAAAAAO7iln22TWLrP5jA+HouxvbXqTpuIQbXYGw9V3Uc22q39R8AAADwa0LYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADDE190FAABgSnBwcIX7nj592mAlAH6tmNkGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAM8XV3AQAAAJUVHBxcqf6nT582VAlwZcxsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGFJtw3Z6erp+97vfqWvXrurYsaMefPBBffLJJ+4uCwAAAKiwavlQmx07duixxx6Tn5+f+vbtqzp16mjTpk2aOHGisrKy9Ic//MHdJQIAAABXVe3CdnFxsaZMmSIvLy99+OGHatOmjSRp7NixevjhhzVnzhzdd999atasmXsLBQAAAK6i2i0j2b59uw4fPqx+/frZg7YkBQYG6oknnlBxcbFWr17txgoBAABgSnBwcJn/eHl5ldle3VW7sJ2cnCxJuv32252ORUdHO/QBAAAAqrNqF7YzMzMlSU2bNnU6FhQUJIvFokOHDlVxVQAAAEDlVbs12/n5+ZKkOnXqlHk8MDBQx48fL/d8i8VipK6rsdlsbnlfVA3G13Mxtp6N8fVcjK3n8rSxrXYz2wAAAICnqHZhOzAwUJJ09uzZMo/n5+eXO+sNAAAAVCfVLmyXbulX1rrsvLw85eTklLmeGwAAAKhuql3Y7tq1qyTp3//+t9Oxbdu2SZIiIyOrtCYAAADgWlS7sN2jRw81btxYn376qfbs2WNvz8/P17vvvitfX1/FxcW5sUIAAACgYrxs1fCWz+3btyshIUF+fn7q16+fAgMDtWnTJh05ckRPPfWUxowZ4+4Sryg9PV1z5szRrl27VFRUpJYtW2rkyJHq37+/u0vDdVq7dq1SU1P17bffKiMjQ0VFRZo+fbri4+PdXRquQ3Z2tjZs2KAtW7bohx9+0MmTJxUUFKTOnTsrISFBHTp0cHeJuA5nzpzR7NmztXv3bh05ckR5eXmyWCxq3ry5hg4dql69esnLy8vdZcJF3n//fc2cOVOS9PHHH6tjx47uLQjXJSYmRllZWWUeGzJkiF5++eUqrqjyqt3Wf5LUvXt3ffTRR5o9e7Y2bNhgD6xPPvmkBgwY4O7yrmjHjh167LHH5Ofnp759+6pOnTratGmTJk6cqKysLP3hD39wd4m4Dm+//baysrJksVgUGhpa7r8AULMsXbpU77//vpo0aaKoqCjVq1dPhw4dUmJiohITEzVr1iz16dPH3WXiGuXk5GjVqlXq0KGD7rnnHtWtW1enTp1SUlKSJkyYoIceekhTp051d5lwgQMHDmj27NkKCAhQQUGBu8uBi9SpU0cjR450am/btq0bqqm8ajmzXVMVFxfr/vvv1/Hjx/Xxxx/bHzefn5+vhx9+WAcPHtT69evtN4Gi5vn666/VtGlThYWFacGCBZo1axYz2x5g06ZNCg4OVpcuXRzaU1JSNGrUKNWuXVtbt26Vv7+/myrE9bh48aJsNpt8fR3nl/Lz8zVkyBDt379fn376qVq1auWmCuEKFy9e1JAhQ+Tl5aVmzZpp3bp1zGx7gJiYGEnS5s2b3VzJtat2a7Zrsu3bt+vw4cPq16+fPWhLl7YzfOKJJ1RcXKzVq1e7sUJcr6ioKIWFhbm7DLhYr169nIK2JHXp0kXdunVTbm6u9u3b54bK4Ao+Pj5OQVu69O/m22+/XVLZO2ChZnn//fe1d+9evfLKK/Lx8XF3OYBdtVxGUlMlJydLkv1f3peLjo526AOgZigNaWWFNdRsFy5c0Pbt2+Xl5aWWLVu6uxxch4yMDM2dO1djxozhLxQeqLCwUGvWrFF2drZuvPFGde7cWeHh4e4uq8L4r4cLZWZmSlKZ+4AHBQXJYrEwewLUIEePHtXXX3+tkJAQWa1Wd5eD63TmzBktWbJEJSUlOnXqlLZs2aJjx45p3LhxLO+rwYqLizV58mTdcsst+v3vf+/ucmDAiRMnNHnyZIe2nj17asaMGQoODnZTVRVH2Hah/Px8SSr3CZeBgYE6fvx4VZYE4BoVFRVp0qRJKiws1MSJE/mztAc4c+aM5s6da3/t5+enSZMmafTo0W6sCtdr3rx52rdvn5YvXy4/Pz93lwMXi4+PV2RkpFq2bCl/f38dOHBAc+fO1ZYtW/TEE09o2bJl1X43IcI2APxCSUmJnnvuOe3cuVMPPfSQBg0a5O6S4AKNGjXSvn37dPHiRR07dkyfffaZ3nzzTX3zzTd66623WCpUA+3du1fz5s3T6NGjdeutt7q7HBgwbtw4h9cdOnTQ/PnzNWzYMKWmpuqrr77SXXfd5Z7iKogbJF0oMDBQknT27Nkyj+fn55c76w2gerDZbJoyZYrWrVunAQMG6KWXXnJ3SXAxHx8fNWrUSL///e/11FNP6fPPP9fy5cvdXRauwTPPPKPGjRtr/Pjx7i4FVcjb29u+C1haWpqbq7k6wrYLla75K2tddl5ennJycspczw2geiid0V61apX69eunV199Vd7e/GvSk5Xe0M7N6zXT3r179cMPP6hdu3Zq3bq1/Z81a9ZIuvTQk9atWysxMdHNlcLVLBaLJOnnn392cyVXx9/MXKhr166aP3++/v3vf6tv374Ox7Zt2yZJioyMdEdpAK6ipKREzz//vFavXq0+ffpoxowZrNP+FcjOzpYkxrqGevDBB8tsT0lJUWZmpmJiYhQcHMyWrR4oPT1dkmrE2BK2XahHjx5q3LixPv30U40YMUIRERGSLi0feffdd+Xr66u4uDg3Vwngly4P2vfdd59ef/11wpcH2bNnjxo1auS0jC83N1dvvvmmJOmOO+5wR2m4Tn/5y1/KbJ88ebIyMzP1+OOP81CbGmz//v0KDQ3VjTfe6NCekpKiRYsWyd/fX7169XJTdRVH2HYhX19fTZs2TQkJCXrkkUfUr18/BQYGatOmTTpy5IieeuopNW/e3N1l4jqsWLFCqampki7t61raVvon6NjYWMXGxrqtPlybd955R6tXr1ZAQICaNWum9957z6lPbGys/Rdo1CyrV6/WypUr1a1bNzVs2FC1atXS0aNH9eWXX6qgoEC9e/dW//793V0mgF/YsGGDFi5cqB49eigsLEz+/v7KyMjQtm3b5O3trZdeekkNGzZ0d5lXRdh2se7du+ujjz7S7NmztWHDBhUVFally5Z68sknNWDAAHeXh+uUmppqXwtYKi0tzX6DRlhYGGG7BsrKypIkFRQUaN68eWX2CQsLI2zXUL1791Z+fr527dqlnTt36vz58woKCtJtt92mQYMGqW/fvtV+6zDg16hbt246cOCAvv/+eyUnJ6uwsFD16tVTnz59NGrUKLVv397dJVaIl81ms7m7CAAAAMATcZs9AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAqomYmBi1bt3a3WXgF+bMmaPWrVtr9erV7i6l0iZPnqzWrVtrx44d7i4F+NUibAOAByK4V0+tW7dWTEyMu8sAUIV83V0AAOCSxYsXq6ioyN1lAABciLANANVEkyZN3F0CAMDFWEYC4IqOHDmi1q1ba/jw4SooKND06dN15513qn379oqLi9PmzZvtfTds2KAHH3xQHTt2VFRUlKZNm6bz5887XXPPnj2aMWOG4uPj1b17d7Vt21b33HOP/ud//kfZ2dlXrOH8+fOaOXOm7r77brVt21b33nuvFixYIJvNVu45ZSlvHW5OTo7eeOMN9e3bV506ddJtt92m3r17a9KkSUpPT3e6zunTpzVr1iz169dPHTt2VJcuXTRw4EC9+eabysnJsfe7fO3s1q1bNXz4cHXp0kWtW7fWmTNnJJW99OPyz5Gfn69p06bpzjvvVLt27XT//fdr8eLFKikpsfffsWOHWrduraysLEmXli2U/nP58oWCggItWLBAAwcOVJcuXdSpUyfFxsZqwoQJ2rp1a5nfWXn279+vZ5991j4mUVFRGjp0qJYsWeLU99ixY3rxxRftfXv06KFx48aV+d2a+Nkr/Y5tNpuWLFmiPn36qF27durZs6emTZtmH4uKKiws1JIlS/TAAw+oU6dO6tixox588EGtWLHC4Wdy9erV9rHNyspyGJdf/oyeO3dOc+fOVf/+/dWhQwd17txZw4YNU2JiYrl1bNy4UQ8++KDat2+vqKgoTZo0qcz/LQGoesxsA6iQoqIijRo1SocPH1bHjh117tw5paSkaNy4cVq4cKEyMjL0+uuvq127doqOjlZKSoqWLl2qnJwczZo1y+FaCxYs0MaNG9WqVSt17txZXl5e2rNnj5YtW6bExEStWrVKDRo0KLOG0aNHa//+/WrXrp1atGihnTt3atasWTp37pz+3//7f9f1Gc+dO6chQ4bo0KFDatasmW6//XZJ0tGjR7V+/Xo1btxY7du3t/ffv3+/Ro8erezsbIWEhKhnz566ePGiDh48qHnz5ikqKkrdunVzeI9PP/1UK1asUNu2bXXHHXfo8OHD8vLyumpthYWFGjFihH788Ud1795dRUVF+s9//qPp06dr3759mj59uiSpfv36iouL08aNG1VQUKC4uDj7NSwWiyTp4sWLGj16tL755hvddNNNioyMlJ+fn7Kzs/Xll18qICBAPXv2rNB3tmHDBk2aNEmFhYVq1aqVOnXqpLy8PGVkZOiVV17RyJEj7X337dunkSNHKicnRy1atFCvXr109OhRff7550pKStLMmTN1//33O72HK3/2Sk2dOlXLly9XZGSkrFardu7cqaVLlyo5OVkfffSRAgMDr/rZCwoK9Lvf/U4pKSmyWCy67bbb5O3trV27dmnKlCnavXu3Xn75ZUmX/moRFxenNWvWKCAgQL1797Zfp0WLFvb//+TJkxo5cqT279+vBg0aKCoqSufPn9euXbs0duxY/elPf9Lvf/97hzr+/ve/a+rUqfLx8VHXrl1lsVj09ddfKzk5WeHh4Vf9HAAMswHAFfz44482q9Vqs1qttmHDhtlyc3Ptx1atWmWzWq22e++91xYZGWnbuXOn/djx48dtPXr0sFmtVtvhw4cdrvn111/bsrOzHdouXrxomzNnjs1qtdomT55cbg2PPPKI7dSpU/Zj6enptjZt2tg6dOhgy8/Pdzpn2LBhZX6u2bNn26xWq23VqlVOn2fq1KlO/U+ePGnbt2+f/XVRUZHtvvvus1mtVturr75qKywsdOj/3Xff2Y4dO2Z//cwzz9g/w/r168us6e6777ZZrdZyP3v//v0dPvuhQ4dst99+u81qtdoSExOveq1S27dvt1mtVtuYMWNsFy9edDh25swZ2+7du8s875cOHjxoa9eune3WW291+kwXL160bd682f66pKTE1q9fP5vVarXNmjXLVlJSYj+2YcMGW3h4uK1Tp062EydOlPnZXfWzV/q9dO7c2eFz5ufn20aMGGGzWq22V155xeGcsn5WbDab7c9//rPNarXann76aYefvVOnTtkGDx5ss1qttqSkJIdzrFar7e677y73O01ISLBZrVbbjBkzHH6mDh8+bIuNjbVFRETY9uzZ4/AdtW3b1ta2bVvb9u3b7e0FBQW2Rx991P79XX4MQNViGQmACvHx8dG0adMUFBRkbxs0aJCCg4N16NAhDR06VF26dLEfa9Cggfr37y9J2rlzp8O1evToodDQUIc2b29vjRs3Tg0aNHBYHvDLPtOmTVNwcLC9rXQJwM8//6xvv/32uj7jqVOnJEndu3d3OlavXj1ZrVb7602bNumHH35Q69at9fTTT8vPz8+hf5s2bXTTTTc5Xeeuu+5Snz59rqm+Z555xuGzN2nSRE888YQk6aOPPqrwdUo/Z2RkpLy9Hf8zUKdOHbVt27ZC11m8eLEuXLigIUOGOH0mb29v3X333fbXO3bsUEZGhho1aqQnn3zSYTb/vvvuU2xsrM6dO1fm9nqu/NkrNWzYMIfPWbt2bb344ovy8vLSypUrVVhYeMXPfurUKa1cuVKNGjXStGnTVLt2bfux4OBg+4z2P/7xjyte53J79uzRli1b1KlTJ02cONHhZ6px48Z65plndPHiRa1cudLevmrVKhUWFmrQoEEOf0WpVauWpkyZUqG/mgAwi7ANoELCwsLUtGlThzZvb281bNhQkhQVFeV0TukNfydOnHA6lpOTo1WrVunVV1/Vc889p8mTJ2vy5MkqLi5Wbm6ucnNzy6yhefPmTu2lbWW9T2WUhq833nhDSUlJunDhQrl9//Of/0iSHnroIafAeiXXuu1b3bp1FR0d7dReGirT0tKc1q2XJyIiQt7e3vrrX/+q9evXKz8//5pqKv0OhgwZctW+KSkpkqQ+ffrIx8fH6fjAgQMd+l3O1T97pXX80i233KLw8HDl5+dr7969V/o4Sk5OVlFRkXr27Cl/f3+n4+Hh4apdu3alfgHctm2bJOmee+4pMyTfdtttkqTdu3fb21JTUyWpzOU3LVq0UJs2bSr8/gDMYM02gAopaw21JAUEBJR7vFatWpLkNEv46aef6oUXXlBBQUG573fu3DnVrVvXoa2smeLLa7jabOTV9OjRQ6NGjdKSJUv0hz/8QX5+foqIiFB0dLQefPBBNWrUyN732LFjki7NOFbGzTfffE21lQbLXwoMDNSNN96oM2fOKD8/X3Xq1LnqtZo3b65JkyZp1qxZ+uMf/ygfHx+1atVKUVFRio+PV6tWrSpUU2W+g59++knSpeBcltL20n6Xc+XP3i/fr6z2PXv2lFnH5UpvQF22bJmWLVtWbr8r/cJW3jVnzpypmTNnltvv8htvS+ss7+fq5ptv1nfffVfhGgC4HmEbQIVc7c/RFf1zdVZWliZPnixJeu6553TXXXepQYMG+s1vfiNJevjhh/XNN9+UOUvryj+JX76Dx+WeffZZDRkyRF988YW2b9+utLQ0paena+HChXrrrbcUGxt7XTXdcMMN11xzeSo6o325Rx99VPfdd58SExO1bds2paam6m9/+5sWL16sKVOmaOjQoRW6jpeXV6W+g2v5OXLVz15FVPS7LP35adOmjcseHnTx4kVJUpcuXa74C0zpja7S/9XLchGg+iJsA6hSX331lX1Xkct3qij1448/uuR9Ste7njt3rszjx48fL/fcFi1aqEWLFvrd736nCxcu6MMPP9Rrr72mF1980R62S2cSDx8+7JJ6r+bo0aNltufn5+vs2bMKCAio0A4al7v55ps1fPhwDR8+XMXFxVq/fr2ee+45TZ8+Xf3799eNN9541fMzMzN1+PBhh/XsZSldo3/kyJEyj5fO6oaEhFTqM1yr0u33fql0tv6X9xT8UulsemRkpJ599lmX1FT6l5vevXtrxIgRFTonNDRUmZmZOnr0qJo1a+Z0vPTzAHAf1mwDqFKl+xiXtSRk586dOnnypEvex2KxyM/PT1lZWSouLnY4VlhYqOTk5Apd54YbbtDo0aMVEhKiU6dO2W8u7NGjhyQ57adsSm5urr7++mun9k8//VSS1KlTJ4fZzdJfNn752cvj6+urgQMHql27dioqKlJmZuZVzyn9DpYvX37VvqU3MH722Wf2GdzLrVu3zqGfaZ999plT24EDB7Rnzx7Vrl37qlvmde/eXT4+Pvryyy/L/Dzl8fPzK3dMSteeX2k/7V8qXcf9r3/9y+nYwYMHtWfPngpfC4AZhG0AVap09m3dunUOa7azs7P15z//2WXv4+/vrw4dOig3N1cffvihvb2oqEjTp08vc4Y1MTFRu3btcmr//vvvderUKdWuXds+29urVy81a9ZMe/fu1cyZM50C1J49e644e34tZsyY4bBe98cff9S7774rSXrkkUcc+pbOzB48eNDpOtu3b9fXX3/ttJQmKytLBw4ckJeXV7nrpC83cuRI3XDDDfrHP/6hjRs3OhwrKSnRV199ZX/drVs3Wa1WHTlyRLNnz3b4BSUxMVGff/65AgICHPYFN+nDDz/U999/b39dUFCgadOmyWaz6YEHHijzpsfLNWjQQHFxccrMzNSkSZN0+vRppz5paWkO34F0aVxOnTpV5sNzOnbsqB49emjHjh165ZVXnP4qU1JSon//+98ON5E+8MAD8vPz0z//+U+H9vPnz+svf/lLuculAFQdlpEAqFIxMTFq1aqVvv32W/Xq1UudO3fWhQsXtGPHDoWHh6tTp0765ptvXPJeY8eO1WOPPaZXXnlFGzZsUP369fXdd9/p559/tj9g5HI7duzQBx98oAYNGqhNmzaqXbu2fvrpJ6WlpamkpERPPvmkfcbY19dXc+bM0ejRo7Vw4UKtW7dOnTp1sj/U5sCBA/rggw/Kvamzsjp27KiioiL17t1b3bt3V2FhobZv366ff/5ZAwYMcFpLHhMTo+TkZI0aNUrdunVTrVq1ZLFYNHHiRO3du1fTp09XcHCwbr31VtWtW1c5OTnauXOnLly4oJEjR1YobDdv3lyvvPKKJk+erAkTJshqtapVq1b2h9r89NNP2rdvn6RLa4pnzpypESNGaN68efr8888VERGho0ePKi0tTb6+vnrllVeqbBnJgAED9NBDD6lbt26qU6eOUlJSdOLECbVq1UoTJkyo0DWmTJmiH3/8UZ9++qmSkpIUERGh0NBQnTx5UocOHVJ2drZGjBihO++8035OTEyMli5dqri4OHXq1Ek33HCDmjdvroSEBEmXbo4cPXq0lixZorVr1yo8PFzBwcHKzs7WwYMHdfr0aT377LP2vwA0btxYEydO1PTp0zVixAhFRkbKYrEoJSXFvv1iUlKS679AABVG2AZQpfz9/fXhhx/qzTff1JYtW5SUlKQGDRpo2LBhGjt2rNPT8a5HVFSU3nvvPc2dO1ffffedAgIC1KNHD02cONEpaEtSfHy8fH19tXPnTqWnp+vs2bMKCQnRHXfcYQ+tl7NarfrnP/+pv/71r9q8ebOSkpJUq1YtNWzYUGPGjHHZjXPSpe9t4cKFeuONN5SYmKicnBw1atRIDz30UJlr34cPH668vDytX79emzZtUlFRkcLCwjRx4kTdfffdys3N1Y4dO7R3717l5uYqODhYXbp00SOPPOIU3K+kX79+atmypd5//33t2LFDmzZtUlBQkFq0aOE0lq1bt9aaNWv03nvvaevWrdq4caMCAwMVGxurxx9/3OHpnKa98MILatSokVasWKEjR44oKChIQ4cO1ZNPPlmhHV2kSzue/O1vf9OaNWu0bt067du3T//7v/+revXqqUmTJhoxYoT69evncM4f//hH2Ww2ffHFF9qwYYOKi4sVGRlpD9v169fX8uXL9Y9//EOfffaZdu/eraKiIoWEhKhNmzaKiYlx2uZv1KhRatCggd5//32lpqaqdu3aio6O1qRJk/Tmm2+65gsDcM28bFWx2BAAcE2OHDmie+65R5GRkVq6dKm7y6nxYmJilJWVZZ9xBwDTWLMNAAAAGELYBgAAAAwhbAMAAACGsGYbAAAAMISZbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAh/x9lVU2Pp/dEawAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(np.asarray(y), color=\"k\", bins=jnp.arange(-0.5, 6), rwidth=0.1)\n", "plt.gca().set(xlabel=\"manuscripts completed\")\n", "zeros_drink = jnp.sum(drink)\n", "zeros_work = jnp.sum((y == 0) & (drink == 0))\n", "zeros_total = jnp.sum(y == 0)\n", "plt.plot([0, 0], [zeros_work, zeros_total], \"royalblue\", lw=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.9" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "33002d2ff4a1460185780497f5d1bfbc", "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": "cfa163fe4a5341b68c3efae852296a7b", "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": "335cf96c5a944feeaaf5ba958712b8f6", "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": "8d6003bcc21d48e084986a59deb0adca", "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": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " al -0.06 0.09 -0.06 -0.19 0.08 781.22 1.00\n", " ap -1.79 0.48 -1.71 -2.52 -1.07 756.19 1.00\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "def model(y):\n", " ap = numpyro.sample(\"ap\", dist.Normal(-1.5, 1))\n", " al = numpyro.sample(\"al\", dist.Normal(1, 0.5))\n", " p = expit(ap)\n", " lambda_ = jnp.exp(al)\n", " numpyro.sample(\"y\", dist.ZeroInflatedPoisson(p, lambda_), obs=y)\n", "\n", "\n", "m12_3 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_3.run(random.PRNGKey(0), y=y)\n", "m12_3.print_summary(0.89)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.10" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.15255071713826623\n", "0.9416965716188807\n" ] } ], "source": [ "post = m12_3.get_samples()\n", "print(jnp.mean(expit(post[\"ap\"]))) # probability drink\n", "print(jnp.mean(jnp.exp(post[\"al\"]))) # rate finish manuscripts, when not drinking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.11" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e3ce1a251d3c457a8754c82655005b82", "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": "d4df45af972b4749ae78ef4ed7ee21d6", "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": "30528a135cf04023bbaa21e52bdd25c9", "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": "e1776bf1401940e8a614740e23fed2ad", "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": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " al -0.06 0.09 -0.06 -0.21 0.07 713.86 1.00\n", " ap -1.79 0.51 -1.69 -2.50 -1.00 637.00 1.01\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "def model(y):\n", " ap = numpyro.sample(\"ap\", dist.Normal(-1.5, 1))\n", " al = numpyro.sample(\"al\", dist.Normal(1, 0.5))\n", " p = expit(ap)\n", " lambda_ = jnp.exp(al)\n", " log_prob = jnp.log1p(-p) + dist.Poisson(lambda_).log_prob(y)\n", " numpyro.factor(\"y|y>0\", log_prob[y > 0])\n", " numpyro.factor(\"y|y==0\", jnp.logaddexp(jnp.log(p), log_prob[y == 0]))\n", "\n", "\n", "m12_3_alt = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_3_alt.run(random.PRNGKey(0), y=np.asarray(y))\n", "m12_3_alt.print_summary(0.89)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** JAX 0.2 requires that array boolean indices must be concrete. So to make `log_prob[y > 0]` work, we need to use a concrete NumPy ndarray `y` (obtained by `np.asarray(y)`) instead of JAX's `DeviceArray`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.12" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "Trolley = pd.read_csv(\"../data/Trolley.csv\", sep=\";\")\n", "d = Trolley" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.13" ] }, { "cell_type": "code", "execution_count": 14, "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.hist(d.response, bins=jnp.arange(0.5, 8), rwidth=0.1)\n", "plt.gca().set(xlim=(0.7, 7.3), xlabel=\"response\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.14" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# discrete proportion of each response value\n", "pr_k = d.response.value_counts().sort_index().values / d.shape[0]\n", "\n", "# cumsum converts to cumulative proportions\n", "cum_pr_k = jnp.cumsum(pr_k, -1)\n", "\n", "# plot\n", "plt.plot(range(1, 8), cum_pr_k, \"--o\")\n", "plt.gca().set(xlabel=\"response\", ylabel=\"cumulative proportion\", ylim=(-0.1, 1.1))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.15" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray([-1.91609116, -1.26660559, -0.718634 , 0.24778573,\n", " 0.88986365, 1.76938091, inf], dtype=float64)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logit = lambda x: jnp.log(x / (1 - x)) # convenience function\n", "lco = logit(cum_pr_k)\n", "lco" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.16" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "85f34e34c05c43a1a625881eaa8dfd9b", "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": "d6640a93cb83479e8847810385529166", "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": "3014628cad6f4d5f88ded3bbf5ab79bb", "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": "327e3026b9b54fd1b0dab00f573f4901", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def model(R):\n", " cutpoints = numpyro.sample(\n", " \"cutpoints\",\n", " dist.TransformedDistribution(\n", " dist.Normal(0, 1.5).expand([6]), OrderedTransform()\n", " ),\n", " )\n", " numpyro.sample(\"R\", dist.OrderedLogistic(0, cutpoints), obs=R)\n", "\n", "\n", "m12_4 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_4.run(random.PRNGKey(0), R=d.response.values - 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** With single-precision (x32) computations, MCMC chains might get stuck when the initial values are badly generated. Changing the random seed can solve the issue but it is better to enable x64 mode at the beginning of our program (see `numpyro.enable_x64()` in the first cell)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.17" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:01<00:00, 870.82it/s, init loss: 20457.6601, avg. loss [951-1000]: 18930.1558]\n" ] } ], "source": [ "def model(response):\n", " cutpoints = numpyro.sample(\n", " \"cutpoints\",\n", " dist.TransformedDistribution(\n", " dist.Normal(0, 1.5).expand([6]), OrderedTransform()\n", " ),\n", " )\n", " numpyro.sample(\"response\", dist.OrderedLogistic(0, cutpoints), obs=response)\n", "\n", "\n", "m12_4q = AutoLaplaceApproximation(\n", " model,\n", " init_loc_fn=init_to_value(values={\"cutpoints\": jnp.array([-2, -1, 0, 1, 2, 2.5])}),\n", ")\n", "svi = SVI(model, m12_4q, optim.Adam(0.3), Trace_ELBO(), response=d.response.values - 1)\n", "svi_result = svi.run(random.PRNGKey(0), 1000)\n", "p12_4q = svi_result.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.18" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", "cutpoints[0] -1.92 0.03 -1.92 -1.96 -1.86 1221.83 1.00\n", "cutpoints[1] -1.27 0.02 -1.27 -1.30 -1.23 1764.20 1.00\n", "cutpoints[2] -0.72 0.02 -0.72 -0.75 -0.68 2133.58 1.00\n", "cutpoints[3] 0.25 0.02 0.25 0.22 0.28 2374.45 1.00\n", "cutpoints[4] 0.89 0.02 0.89 0.85 0.93 2265.39 1.00\n", "cutpoints[5] 1.77 0.03 1.77 1.72 1.81 1952.07 1.00\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "m12_4.print_summary(0.89)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.19" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray([0.12832982, 0.21992469, 0.32781562, 0.56182347, 0.7090021 ,\n", " 0.8544513 ], dtype=float64)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "expit(jnp.mean(m12_4.get_samples()[\"cutpoints\"], 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.20" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray([0.12832982, 0.09159486, 0.10789093, 0.23400785, 0.14717863,\n", " 0.1454492 , 0.1455487 ], dtype=float64)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coef = jnp.mean(m12_4.get_samples()[\"cutpoints\"], 0)\n", "pk = jnp.exp(dist.OrderedLogistic(0, coef).log_prob(jnp.arange(7)))\n", "pk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.21" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray(4.198653, dtype=float64)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jnp.sum(pk * jnp.arange(1, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.22" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray([0.08197522, 0.06405212, 0.08224693, 0.20919626, 0.15894274,\n", " 0.1843207 , 0.21926602], dtype=float64)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coef = jnp.mean(m12_4.get_samples()[\"cutpoints\"], 0) - 0.5\n", "pk = jnp.exp(dist.OrderedLogistic(0, coef).log_prob(jnp.arange(7)))\n", "pk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.23" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray(4.72910539, dtype=float64)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jnp.sum(pk * jnp.arange(1, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.24" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6c9e26e6110c4ea496c9826908ccaddf", "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": "cd134a03c560457d8926af17da4d9da8", "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": "e36736e3e9754a90a31eeb688796d49a", "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": "41e849c636104c8e9771b633a90d28b6", "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": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " bA -0.47 0.05 -0.47 -0.56 -0.39 1088.90 1.00\n", " bC -0.35 0.07 -0.34 -0.46 -0.24 1056.64 1.00\n", " bI -0.29 0.05 -0.29 -0.38 -0.21 845.90 1.00\n", " bIA -0.43 0.08 -0.43 -0.55 -0.31 1034.40 1.00\n", " bIC -1.23 0.10 -1.23 -1.39 -1.07 1031.78 1.00\n", "cutpoints[0] -2.63 0.05 -2.63 -2.70 -2.54 948.24 1.00\n", "cutpoints[1] -1.94 0.05 -1.94 -2.01 -1.87 1024.60 1.00\n", "cutpoints[2] -1.34 0.04 -1.34 -1.41 -1.27 1011.23 1.00\n", "cutpoints[3] -0.31 0.04 -0.31 -0.37 -0.24 947.12 1.00\n", "cutpoints[4] 0.36 0.04 0.36 0.29 0.43 961.96 1.00\n", "cutpoints[5] 1.27 0.05 1.27 1.19 1.34 1145.43 1.00\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "dat = dict(\n", " R=d.response.values - 1, A=d.action.values, I=d.intention.values, C=d.contact.values\n", ")\n", "\n", "\n", "def model(A, I, C, R=None):\n", " bA = numpyro.sample(\"bA\", dist.Normal(0, 0.5))\n", " bI = numpyro.sample(\"bI\", dist.Normal(0, 0.5))\n", " bC = numpyro.sample(\"bC\", dist.Normal(0, 0.5))\n", " bIA = numpyro.sample(\"bIA\", dist.Normal(0, 0.5))\n", " bIC = numpyro.sample(\"bIC\", dist.Normal(0, 0.5))\n", " cutpoints = numpyro.sample(\n", " \"cutpoints\",\n", " dist.TransformedDistribution(\n", " dist.Normal(0, 1.5).expand([6]), OrderedTransform()\n", " ),\n", " )\n", " BI = bI + bIA * A + bIC * C\n", " phi = numpyro.deterministic(\"phi\", bA * A + bC * C + BI * I)\n", " numpyro.sample(\"R\", dist.OrderedLogistic(phi, cutpoints), obs=R)\n", "\n", "\n", "m12_5 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_5.run(random.PRNGKey(0), **dat)\n", "m12_5.print_summary(0.89)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.25" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 600x850 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "post = m12_5.get_samples(group_by_chain=True)\n", "az.plot_forest(\n", " post,\n", " var_names=[\"bIC\", \"bIA\", \"bC\", \"bI\", \"bA\"],\n", " combined=True,\n", " hdi_prob=0.89,\n", ")\n", "plt.gca().set(xlim=(-1.42, 0.02))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.26" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plt.subplot(xlabel=\"intention\", ylabel=\"probability\", xlim=(0, 1), ylim=(0, 1))\n", "fig = plt.gcf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.27" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "kA = 0 # value for action\n", "kC = 0 # value for contact\n", "kI = jnp.arange(2) # values of intention to calculate over\n", "pdat = dict(A=kA, C=kC, I=kI)\n", "post = m12_5.get_samples()\n", "post.pop(\"phi\")\n", "phi = Predictive(m12_5.sampler.model, post)(random.PRNGKey(1), **pdat)[\n", " \"phi\"\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.28" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for s in range(50):\n", " pk = expit(post[\"cutpoints\"][s] - phi[s][..., None])\n", " for i in range(6):\n", " ax.plot(kI, pk[:, i], c=\"k\", alpha=0.2)\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.29" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kA = 0 # value for action\n", "kC = 0 # value for contact\n", "kI = jnp.arange(2) # values of intention to calculate over\n", "pdat = dict(A=kA, C=kC, I=kI)\n", "s = (\n", " Predictive(m12_5.sampler.model, post)(random.PRNGKey(1), **pdat)[\"R\"]\n", " + 1\n", ")\n", "plt.hist(s[:, 0], bins=jnp.arange(0.5, 8), rwidth=0.1)\n", "plt.hist(s[:, 1], bins=jnp.arange(0.65, 8), rwidth=0.1)\n", "plt.gca().set(xlabel=\"response\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.30" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Middle School', \"Bachelor's Degree\", 'Some College',\n", " \"Master's Degree\", 'High School Graduate', 'Graduate Degree',\n", " 'Some High School', 'Elementary School'], dtype=object)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Trolley = pd.read_csv(\"../data/Trolley.csv\", sep=\";\")\n", "d = Trolley\n", "d.edu.unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.31" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "edu_levels = [\n", " \"Elementary School\",\n", " \"Middle School\",\n", " \"Some High School\",\n", " \"High School Graduate\",\n", " \"Some College\",\n", " \"Bachelor's Degree\",\n", " \"Master's Degree\",\n", " \"Graduate Degree\",\n", "]\n", "cat_type = pd.api.types.CategoricalDtype(categories=edu_levels, ordered=True)\n", "d[\"edu_new\"] = d.edu.astype(cat_type).cat.codes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.32" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray([[0.22049101, 0.1143812 , 0.14306989, 0.04105449, 0.20959843,\n", " 0.12338147, 0.14802351],\n", " [0.09893053, 0.11666275, 0.07634449, 0.20023139, 0.03087877,\n", " 0.16119573, 0.31575634],\n", " [0.04633454, 0.30351494, 0.08330251, 0.10624879, 0.04593036,\n", " 0.20940956, 0.20525929],\n", " [0.02105808, 0.20165225, 0.24391652, 0.15172088, 0.12766377,\n", " 0.18156365, 0.07242485],\n", " [0.01556295, 0.06088043, 0.22734239, 0.13104622, 0.16324558,\n", " 0.1284364 , 0.27348604],\n", " [0.0589938 , 0.09383189, 0.16710615, 0.13034609, 0.10075376,\n", " 0.21677285, 0.23219547],\n", " [0.18233871, 0.43998852, 0.10003894, 0.16439816, 0.03279143,\n", " 0.02268928, 0.05775495],\n", " [0.36959052, 0.09905208, 0.13345888, 0.14184757, 0.03573069,\n", " 0.11845324, 0.10186702],\n", " [0.08939418, 0.10191662, 0.15333418, 0.14231584, 0.12424018,\n", " 0.1280424 , 0.2607566 ],\n", " [0.01904163, 0.22182973, 0.13638751, 0.15848971, 0.14371073,\n", " 0.1162337 , 0.20430697]], dtype=float64)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "delta = dist.Dirichlet(jnp.repeat(2, 7)).sample(random.PRNGKey(1805), (10,))\n", "delta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.33" ] }, { "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": [ "h = 3\n", "plt.subplot(xlim=(0.9, 7.1), ylim=(-0.01, 0.41), xlabel=\"index\", ylabel=\"probability\")\n", "for i in range(delta.shape[0]):\n", " if i + 1 == h:\n", " plt.plot(range(1, 8), delta[i], \"ko-\", ms=8, lw=4)\n", " else:\n", " plt.plot(range(1, 8), delta[i], \"ko-\", mfc=\"w\", ms=8, lw=1.5, alpha=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.34" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b39fb08504524b3eb126d8e1c2512b82", "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": "7a07b4c5537b4978bc0caec686951c52", "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": "e1f6e2be3d5e4310bc55da4b03941eb9", "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": "94a8fa756dc442ee91f689de64e4c42a", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00<?, ?it/s]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dat = dict(\n", " R=d.response.values - 1,\n", " action=d.action.values,\n", " intention=d.intention.values,\n", " contact=d.contact.values,\n", " E=d.edu_new.values, # edu_new as an index\n", " alpha=jnp.repeat(2, 7),\n", ") # delta prior\n", "\n", "\n", "def model(action, intention, contact, E, alpha, R):\n", " bA = numpyro.sample(\"bA\", dist.Normal(0, 1))\n", " bI = numpyro.sample(\"bI\", dist.Normal(0, 1))\n", " bC = numpyro.sample(\"bC\", dist.Normal(0, 1))\n", " bE = numpyro.sample(\"bE\", dist.Normal(0, 1))\n", " delta = numpyro.sample(\"delta\", dist.Dirichlet(alpha))\n", " kappa = numpyro.sample(\n", " \"kappa\",\n", " dist.TransformedDistribution(\n", " dist.Normal(0, 1.5).expand([6]), OrderedTransform()\n", " ),\n", " )\n", " delta_j = jnp.pad(delta, (1, 0))\n", " delta_E = jnp.sum(jnp.where(jnp.arange(8) <= E[..., None], delta_j, 0), -1)\n", " phi = bE * delta_E + bA * action + bI * intention + bC * contact\n", " numpyro.sample(\"R\", dist.OrderedLogistic(phi, kappa), obs=R)\n", "\n", "\n", "m12_6 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_6.run(random.PRNGKey(0), **dat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.35" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " bA -0.70 0.04 -0.71 -0.77 -0.65 1544.94 1.00\n", " bC -0.96 0.05 -0.96 -1.03 -0.87 1661.19 1.00\n", " bE -0.37 0.19 -0.36 -0.65 -0.07 977.17 1.00\n", " bI -0.72 0.03 -0.72 -0.77 -0.66 2043.79 1.00\n", " delta[0] 0.26 0.15 0.24 0.02 0.47 1254.68 1.00\n", " delta[1] 0.15 0.09 0.13 0.01 0.26 2314.24 1.00\n", " delta[2] 0.19 0.11 0.17 0.03 0.35 1960.75 1.00\n", " delta[3] 0.16 0.09 0.15 0.02 0.29 1838.66 1.00\n", " delta[4] 0.04 0.04 0.03 0.00 0.07 757.05 1.00\n", " delta[5] 0.09 0.06 0.08 0.00 0.17 2076.75 1.00\n", " delta[6] 0.12 0.07 0.11 0.01 0.21 2044.37 1.00\n", " kappa[0] -3.12 0.17 -3.11 -3.36 -2.84 949.07 1.00\n", " kappa[1] -2.44 0.17 -2.43 -2.70 -2.18 945.69 1.00\n", " kappa[2] -1.86 0.17 -1.85 -2.10 -1.58 951.26 1.00\n", " kappa[3] -0.84 0.17 -0.83 -1.08 -0.57 950.36 1.00\n", " kappa[4] -0.17 0.17 -0.16 -0.41 0.09 949.31 1.00\n", " kappa[5] 0.74 0.17 0.75 0.50 1.00 946.09 1.00\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "m12_6.print_summary(0.89, exclude_deterministic=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.36" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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n254zUceT5/WxxaKFjo48ymjV9f2vGyNdsFTasFEBCzflUwayqPNEelL9fvsAAOgVNHnYW341fJGKoMlk4wrq1+ONx7wT1a5dl/+4kChZnvVJ42T3/WvXmVIXjunV5DwJw4O+XQAAAAAAAED5Ek3m9tGPflSSZIzRH//xH+v1r3+9zjvvPN/3Hn744Wq323rd616nqVOnJj6w559/XkcddVTk+4488kg988wzibeP6gU1bmwadbRp1OlrkLrk4v4VfOKu6JPXQPOkg9/zrvD2Xiup25lo/c3SGaf7H0vQud962+SkA+41P+UUo7Exp1arrcye6chx+hvnHKf7el7ynKggrxUnq24ULGqywkULHS1YcJx2736qVuUQAAAMr6xxUZGrHlYVM6aNn+Mcr9971q6LPqegCRv27pMk0/dZ9548deAYHXfs05KkHTvNxP3xO7+k5xpHmrIR9Zm8ctS6DyABipDmN5eVbwEAw6zKCYLnzZVWXdddK2bWTDfG7x8BlPVY/CaBdhzpxj//Ob3q5OdiP/eD4oWTZkxODtdrw0ZpyWJTWFyRpo2jigkMiLPs4+ajO3bm/32TyrvnYXG/pNT1MHm1HwJIjmcGgCJV3bcnjaYu5hJ2L9I8C+JeJ9ueM73HM3PmcTpi6gFJ+V+fssSJo2fPdNRqmYE2rSWLHS1ZPHleUjFlIK2kuXTeOUWW7dXxtw8AgF7e57DjSO/9LenzX4xepMKNnb75baNP39y/XWOiYwVvv55Ox2j6dOmjfyL9eK/0/16Q/uIzg9v1Gxfi9+zNI2bI41mfNMZctNDRKacYXXp5f7tIWX2VmponAQAAAAAAAACKlWgyt3e9610T///LX/6yfvVXf7XvtTy97GUv0wMPPBD5vt27d+s//af/VMgxoFhhjRtnzulvkOptoEqyok+eA82rXJHE71oZI42NBTdg+Z273wCf8XEdauDyXy3KVu22o2uvnlxtyXGka6/OdxBQXuXHr8ym7exmQ6NgUd+FE084TEdMtb/sAQAAuLLGRUXFVVXFjGnj5zjHG5QTbdxsdMVl0R373Pj74T3uirTBq+WeeurhuuPz3kES3RjebwXeJOcaV5qyUUbOWvRkDAxiRx2l/c1l5VsAwLCqaoLgoHr6vI8lKHd5ybTDEse4fvFCu+1o2flGd27of73InC9Ju5xXFYP/ibOKkyVnK/K7X8Y9D4v73f/v97ew48ry3QKQD54ZQHNVXddsQ9+epJq6mEvUvUj6LEhynWx7zrjHM23aYdq/v/ta3tenDHHj6Kg2rf6+qfH3X8Z3JW4unXdOkXV7dfztAwDAy/sc3rtP+tzn4y1S0W47Oust0s23Dk4omyRW6H0mu5yAR7LfuBDvsWV9xrv51f4nTS7P+qQx5hmnt3Tt1d5zKHbhGFdT8yQAAAAAAAAAQLFaaT94xx136JJLLsnzWPq8+c1v1o9//GPdcccdge/5whe+oEcffVS//Mu/nHj73//+93XJJZdo7ty5et3rXqfzzjtPf/M3fxP78/fff78+9rGP6d3vfrfe8IY3aPbs2Xrb296mP//zP9eBAwcK269tOh2jHTuNOh0T/WYPt3GjV1TjRtCKPkH773bKcSb2U2bjTZ7SXCu/c7/s0sHtSIMrMvldzyz3uiiLFjravMHRpz7R/TfvAQ55lB+/MvuxPzdavNToyquMzltmtGVr/GuapiwAAABguFQVM4bFz2H5RJzjPWmGf8fE0bukBx8KmF3Nc2wnzdChidy6rwXlP489ftA375TUd36OM3lMdc0101i00NGm0W4etmk0ex7mlo0vjo7rvGXp8iSgSuTpAAAkU0W7TVDbkqTcjyUoNnjFK1I3yQ5YstgZyI9aLWlkJP92nKTtcn7abefQIk7Nz5eabMtWkyln8373HUdasbw+E3mHxf1ltHkjmo1t2QCAaiSJW6KeH2mfL3WsM2xKHzuvvO9FU66TW7ZHRkytymrSODrvNi2pvDIQlUvnnVPksb06/vYBAOCn9zmc9PmWNlZw47MHHxofmMhNGpy0zeXXVtB7bFmf8b351eo10fvznk9edXVFxHVxNCX+HxbUEQMAAAAAAACwxZSqDyDIJZdcoq9+9av6sz/7M/3f//t/tXTpUr385S+X4zh69NFHtWHDBn3zm9/U0UcfnXhSuX/4h3/QxRdfrMMPP1wLFy7UMccco6997Wu6+uqrtW/fPq1YsSJyGx/4wAe0f/9+vf71r9c73vEOOY6jbdu26TOf+Yy+9rWvaXR0VC996Utz369Nsq7SE7X6oZ80q/fFXanQZmmuleR/7sceM3nfHKecFZmKVPQKoFnLj1+ZlQYn0Js3N96205YFAAAADI8qY0a/+Dkqn4hzvO22o2XnG925oX9/xkiXXi5de7WJzFHi5pOPPDIe+D7v+bnbrWuumVZeeZjfasJS8jwJqBJ5OgAAyZXdbhOWC+R9LEGxwYknHKb9+zNtum8f117dv49zF0grrpDGx02u7Thp2uXQPEED/pLmbIsWOjrwtNGtt3Xz+fW3S8ceE53P2yAq7i+jzRvBbG7LBgCUK0ncEvX8yPJ8qWudoZsfPXXgGB137NPWH28cRdyLuvdF3PylMa3+SH8+ec+9qkVZTRNHF9G30IYyEHYtTj013+3FvX51/e0DACBMmudb0lihN/fwG9vRy/27exxS+LFlecZ78ytjJhe+7D2GpLlWWkWPGQnSez9nzjxOR0w9UP5BIBJ1xAAAAAAAAABs4hgTVt0/6aKLLkq/E8fRX/3VXyX+3Pbt23XllVdq//79cjzLuBhjNG3aNH3yk5/UG97whtjb/NnPfqZf//Vf12OPPaYNGzbojDPOkCQ988wzWrZsmf71X/9VW7du1Stf+crQ7dx+++165zvfqXZPi4AxRtdff73uvPNOXXjhhVq1alWu+92f1yiPFKZNm9a3/06nu8pOb+NOqyVtGk3e+aLTMbEbq/Lcbx34Xfc8OgG52xkZMYcG90z+zXs9h+2aS4PXPUrYfel0jBYvNaENq5L0/iuks94S/5rmVRZskvS6Ix9lXPcmltesKO/V4LpXg+teDb/rPm3atIqOZlAVZSJNWaz7M8yG4/fLJxxHWn2dNHtWf/wbdbxhsbWbo0jBnSHj5jb/74VjteBtTw5VDlQFv/vh9alPdFc7thXPOPQK+w2jrCAuygriGvayUkZuU/X1HfZ7HIftbUve4yviniZp68myj7TXLuge2ZCr5mGYvqc7dhpdedVgMp40Z7O9zTHOPY1qE7T5d6mpoq7lMH1XhwX3tHmaeE/JWaoTN26Jen7k9ayua+wbdn/rek5lHbft1yeobK+/WRobc6w9bhdx9KSwa3HqqS9J1S5eRX/gJij7fG19BiM/3ONms+X+DkPO0iuP6+79vU/7+++3nai+My7Hka76gHTccdLsmf1jPbL2lfITlF+tWSUdf7x/7Nj0eM2W7zD61bXcUZ6QF8oS8kJZQl7yKEs2jXsBAAAAgDSmxH3jtm3bUu/EOxFbXHPnztU999yjDRs26O///u/1b//2b5Kkl73sZXrTm96kJUuW6Ljjjku0zb//+7/Xo48+qne/+90TE6pJ0tFHH63LL79cV111lb70pS/p93//90O3s3z58oHXHMfR5ZdfrjvvvFPbt28vZL+2yHO18CSr5OS1el9dO4zktaLQ5HYcXbPSuwpNfisy9arrNY8StYpPu+1o2flGd24I386nb5ZuvtWErgLkvYZVrC4FJMVKVwCAumrCM8yGmNEvnzBGWrVGarUm4984+UK77ejaq6W16wYndBsflzZuNtqwUaGxeZx88sQTDtM1Kx3f9zU1r8kqzXXxKxu9Wq3u9oC6sOE3FwCAOksSUybN1/JqW0oi79jA7/q4+9ixUxof70+S0rbZeaW9dkH3qC65Nrlfv5NmdO+XdyBU0pwtz/blqoR9t6to80YzyhUAID9x45ao50fY36X4sWLT6gzrEs/7KeNe1OH6BJXtsbFiF9eJk2PFbSskju7K+1rkub2m/faFqcP3HgCQj97nW5rf/07HaONmo9G7uv2m3M9Nn+7fd8Zx1Nc3yh2O9fFP9u5z8Nj8jjvtMz4ov5o1M/jzw15XR9tCNYa93EmUPQAAAAAAAMA2sSdz+8Y3vlHkcQQ69thjdckll+iSSy7JZXvupHS//Mu/PPC3N7/5zX3vSWPKlO4lPeyww0rdb9ny6rSfxqKFjubNVerKZjpQ9Iu6nnnc67pcc7cRY+bMgzpiarz3u+clda/RDTcazZvbfx2XLHY0etfghBNeQZ+X6nMNEWwYG8nifkcAALANz7D8+OUTLve6HnjaaP3twZOw9Vq00NEppxhdevlgp0W3w2Pvtr33LG4+6fe+oJi8DnFekceYNlcJKxvDPPgGAABgGCWJKZPka71xcNa2pSpFXR+/2NpxpJERIyn7eSa9dkH36JRTjG64Udbn2rTHDMprUH+V7cs2qvPvkk0oVwCAXnHjlqjnR9DfH95j9MGV8dozmiZp21kd2k7yVEXbYpprXEXsFCfHSpKHEUdPyvtacG2ToU8BAAwHb8yV5vd/y1YzsHCl+7n1N/vHZ+tv7k64OzJi9G+PSavXRPeJCpL2GR+VX/nFo8NcV0fbQnWGudxJlD0AAAAAAADARq24b5wxY0am/9niRz/6kSTp5JNPHvjbcccdp2nTpumRRx5Jvf3NmzdLmpygraz9lq3bOOOodagElT3Qut3urgaZdH9BDWidTsQsWw0Xdj2z3uu6XPMtW43OW2Z05VVGC972pLZsjT6+8JV4J7Xbjq69uv8aXr5Cev8Vg9v0+3xdrmFZOh2jHTuDzz/q71XoLV/nLTOxylcTxP2OAABgG55h+fHmE17j49Kttw0O5g+L5c44vTUQXy87XwOTJwfds7j5ZO/7gmLyL46O5xbnFRXHFhmL+l2XteuMHnzIZ4Y2D79c8/IV0qc+4WjTqEOnMgAAgCGRpP670zG671smVr7mFwenbVuqUpzr45d3GSOtuEK5xf9Jrl1QTv39XXbn2p2O0Te+Oa6162iP8bNoYTdXy5KzVd2+bKM6/i7ZhnIFAJD669fjxC1Rzw+/v69YromFaaThixWTtJ0NYx+ZMtoWe8t52mvcbjtafd3PlRY7xclp0/SLI46elPe14NrGR58CAGg+v5gr6e+/G+v4LQg/Pt6dsM0vNznj9JbOnNP9d9rxTuw+Ud59u/Fj2md8UH4VFI82ua6u0zH6h20vBrZfMdajOk0ud1EoewAAAAAAAICdHGP8mgbsc+DAAT377LMKOtzp06fH2s7v/M7v6Lvf/a6+9rWv+U6sds455+ixxx7TAw88kPgYH3roIV1wwQU66qijtGXLFr3kJS/Jdb/j4+NqBY2Ar8hjjx/Uo4+O6xWvaOnEEw6r+nAi/cO2F/U7lxwYeP2znzlW8+YeXsERxffY4wf1yCPjOvnkaq512ntdh2v+2OMHteBtTw6sxnPv3x4feq5JP+e9hnE/X4drWJbNXxrT6o88O7Fy0Orrfk6L3z0S++9VSFu+mmCYzx0AEM7G3KYXz7D8Pfb4QX3vez/TH/zhMwPX1dvJUYoX6/bG15IKvWdBMbnj9E8il3afRcWxRZflsOty/YfjnUMZ9QpV59MAAKB+bM9ZmiRu/XdvzOzljXGblNMlaR/Y9cCLuuA9B3LJUbIIuv5fvONYXfjeA1bel7DyJQ1ne0yR6ta+jHqgXAEYNuQsk7LUr0c9P3r//sgj40PddyduntWkfCyJos+7t5w7h+YjyJL7lRU7xclp6ReHuhrW3zsAiKvuOUte9dxBsY73c2HxWZpnTpH96eMcT9Pq6qKuZ5aYlj5N+WlauYuDfAoAAAAAAACw05SsG3jiiSf01a9+Vbt27dKTTz6pN77xjbrkkkskST/4wQ/04x//WL/0S7+kI488MvG2//3f/12f/OQn9Y1vfENPPfVU4Pscx9GDDz6Y+hzy8OMf/1iXXnqpDh48qI9//ON9E7nlJewaFG3atGnav3//wOtHTJVe8+ru//f5s3WOP84MTBbQaknHHfu09u+3b+UV97pv2Tq5Yoq7UkyaFe+z8LvXnU53hamTZihw5Robr7n3uHfvNgMDdMbHpd27n9IRU4OP8Yip3XvhvTdHTD3g+33wXsO4n7fxGhYh6HfG1ekYrf5I/8pBqz/yrGbNfE7tthP597TilPMwactXWaKuexZJvyPDpMjrjmBc92pw3avhd92nTZtW0dEMqiK3SVIWeYbl74ip0hvmDV7XFcul9bcPxrovvnhA37jPCY3BeuNrKfie7dmTLJ7zKyt+Mbl3IjcpXZyXZxybV64Tl991kbrXJe45FF2vUGQ+zTMOcVFWEBdlBXENe1kpI7epsj1GsuseZ60fjRKn/tsbM/fyy9dsrJNNe0+TtA90OiaXHCWroJz6pBnP6NwF0t33TL733AWqPNcOK19S8PXO8j0t+ntlO1vbl2367ZUoJ0kFlSvb7iuy4542TxPvKTlLebLWr0fFJe7fOx2jH+81vgu8eGPFJjzD/e5v3LYzG/OxMhTZtugt535rIY+PS5/5H09qyWInsvxNmzZNR0w9UEpMHienHZZ+cWWy5Te66arqU8D9bT7ucbPZcn+HIWfplea6B8W1nc7TiX7/g/rVeD8XlpskfeYkzZOS5jBxYv6w8yk7Z8q6vzjXM21Ma8MYoSaxte0hSB7PBPIpSPbEF6g/yhLykkdZsmncCwAAAACkkWkyt61bt+q6667T888/L2OMHMdRu92e+PsjjzyiK6+8Uh/96Ef1zne+M9G2O52OzjvvPHU6HZ1wwgl6yUteov/4j//Q6173Ou3du1c//elP5TiOXve612nKlPincfTRR0uSnn76ad+/P/PMMzrmmGMSHeu+ffv0vve9T0888YQ+/elP641vfGMp+0Vy7baja1ZqoNHD5s5znc5kI43UrWi/4UajU04xGhsLn9ygSIONR/JtPLLtmvsd97y58m3EOGlG9PYWLXQ0b65SN/LF+bxt17Aqe/cNNmaPj3dfb7ej/55G3HIe5qQZ6ctXE2T9jgAAUBWeYcXwu67HHtMfc527QFpxhTQ+bhLFYH7bziOek/xj8qCJ6JLGeXnFsXnnOnG412XtOv9JI7LE4kGSdLIMyqfnzeU7DQAAEEde8XSYOPXffjGzJL3/CumstwzWlTepTjZJ+0AR5512kJNfftbpGN1zb//77rlXuuRiU2l8HlS+pGLaY8r4XqH+KCcAAMRTRD8Rr97nsuNMLvTiFysW+Qy3YZK4OG1nTcrHkiqqbTEsZ+l15wZp9C7TUz6rjyHj5LT0i0Od0acAAJorLK49c07/778k7dhpfJ8F3ljHcaRl50tLFieLd5I8c5LkSWlymCwxf9n1nnnsL871TBPT0qcJeSCfAgAAAAAAAOyUejK3+++/X3/wB3+gY489Vh/84Ad15pln6rzzzut7z1vf+lYdc8wxuvfeexNP5nbrrbeq0+noyiuv1OWXX64/+qM/0le+8hWNjo5KkrZv367Vq1fLcRx95jOfib3dV77ylZK6E83NmjWr729PPfWU9u/frzlz5sTe3t69e3XRRRep0+nok5/8pM4666xS9ov06taBIqgB6NLLdWgSRWnZ+SZxo14WUY1H3g6EeV3zPFZG8jvuTaOO74pVcffRbjuZOoHG+Xzdym0Rohp/8+4QmlcjKY1k2b8jAABUhWdYMbzXtTfWHRkxhyZy6/4taQzWu+28O73FmYguTZyXRxybNtfJY/DXooWOTjnFHMpR059DHEk7WRY9kO+xxw9q927/DrlNZMNgQQAAUJ4yB5FE1X8Hxcx+E7lJ0XWydYtr4rYP5F0XnXWQkzf3K2OijTT8ypfjSNd/WJo10/Ft9+rFhNPNYUuORzkBACC+oicO8z6XjenGimtWTcaKQe/N8xlu00Svbpzf6Rh9475xyZFm91yLJvWRCYr1w3KAItoW/cp5ELedxqYYMk5OS7841Bl9CgCgmaLiWvf33zv5s9+YjrxinbjPnKg8yY1nR0aMbrgxeR+ttDF/UTlTWNyex/7iXs95c6VNo07s+2xrmwnqh3wKAAAAAAAAsE/qydxuu+02TZkyRX/5l3+p0047zfc9hx9+uE455RT9y7/8S+Lt/+///b910kkn6fLLL/f9+9y5c/U//+f/1Nve9jbdcsstuuqqq2Jtd+7cubrtttv0ne98RwsXLuz723e/+11J0rx582Jtq3cit0984hM655xzStkvsqtTB4qgDllu5ytjJlfWvPbqcjrrhTUebdvu34Ew6zUvemWk3kaMmTOP0xFTD6Q/2ILUqdwWIU7DeJ4dQvNsJG1iI1ndBjwCADDM6vDcdmPdHTul8XHT97e0MVgRnd7CJqJLe33ziGPj5jq9x5jn4K8zTm/p2quzT2wXJk0ny6B8+uE9RmfOyWPw3JNWDJ4rg02DBQEAQDnKHkQSVv+dJmYuIw4uU/f4u7mdZALPPc/FdfIeVFX0RBtpBZWv+WdFlxnbJpxGejbleJQTAADiK3riML/nsjHS8ccP7qOoZ3hVE72GtS1t2Wq0dp2Z6LvmOP191prQRyYo1q8ip/Qr5yuWS7fe1r/IjpdNMWScPm/D3i8OAADYJyqu9Zv8OWhMR5mxTlie5I3lveLGkGli/iJyprD4PK/9RV1P7+tx8wNb20xQT+RTAAAAAAAAgF1ST+b2T//0T/qFX/iFwIncXCeeeKL27NmTePuPP/643vrWt078d6vVkiS98MILmjp1qiTphBNO0Bve8AbdfffdsSdze9Ob3qSXv/zl2rJliy666CKdfvrpkqRnnnlGt9xyi6ZMmaJ3vetdE+9/4okntH//fk2bNk0veclLJl53J3J7/PHH9YlPfEILFizIdb+wX1kTIngbgIIYU96KmkGNR2lXaIpS1spIbiPGtGmHaf/+1IeLAkU1/ubZITTvRtImNZLVdcAjAABp1WEytCB1e27nGYOV1ektjzgvaxwbN9dxFTH4q+jBWWk6WbbbjlYsN7plff/r62+XzpkfPAFGlKoGz1Vl2M4XAAB02TaIJE28WUYcXJYkuV0eOUpRk2MXOdFGFkHlK6zM/L8XDuYy4TSDs6pn228D5WS41bkeEgCqUmTddJLnclHP8Comet38pTGt/oh//tHpDE7+YIy0dl1//FTnPjJB8eEpp6TvF5f1Ge9Xzo89ZvI4nUOb7L0vxJAAAACDksZlYXGtX6wulTumI4hf/OgXy3sliSGTxvx550xR9bp57s+9nk8dOEbHHfv0xPXMUq9sc5sJAAAAAAAAACCbVtoPjo2Nadq0aZHve+aZZ+Q4ySuUjz76aJmeloJjjz1WUneSt15Tp04deC3MlClT9Cd/8icyxujCCy/Uddddp7Vr1+od73iH/vmf/1m/93u/p1e96lUT7//CF76g3/iN39AXvvCFvu1cdNFF2rdvn2bNmqU9e/bo05/+9MD/suwXdtuy1ei8ZUZXXtX9d8vWkFatHCxa6GjTqKNPfcLR738w+H1uZz2vTsdox06jTief4+w2Hjk6NMfiROPR2JgT2IEwi7COiUkEHTeNXuGylJ+8y57UvY9nzgm+b1F/T7KfOpSXIq5x1P78Gp/L2j8AAGUrOvZP+yyP87k6PrfzjMGitlV2HBUlSxyb9LrllWP5HUcesbhXp2O0f7+Rt3opTifL004dPJas51rU9bPVsJ0vAADosrF+NGu8Wde4porczh3k1CuPiQB627s2jToDE9JVmaf5la+wMvPII+OJy5ON36siRN3HPO5znmXFtt+GYSknGFR2HwQAaJI86qY7HaNvfHNc37hvvC/GWLpkcqKssOdyUc/womLzIJ2O0eqPPBuYf+zdJ9/JH4yxP7eKKyg+3PVAurgxr2e8t5z35lebNzi69urmxpC2tekBAIB6CorLgmKNqBjEL1Z3jY9Lu3ZXG7t448ddD0RP5FZkDJl3zhRVr5v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"text/plain": [ "<Figure size 4968x3312 with 21 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delta_labels = [\"Elem\", \"MidSch\", \"SHS\", \"HSG\", \"SCol\", \"Bach\", \"Mast\", \"Grad\"]\n", "a12_6 = az.from_numpyro(\n", " m12_6, coords={\"labels\": delta_labels[:7]}, dims={\"delta\": [\"labels\"]}\n", ")\n", "az.plot_pair(a12_6, var_names=\"delta\")\n", "set_matplotlib_formats(\"png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.37" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2009f0ac01ae4f8a873266c0eaeac67f", "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": "bbc47734eb47431a89eaec0b6b56a01f", "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": "3d22d2a546514f6b9d49135a554e0fd7", "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": "dc0f05814aa94a3e9600fb52732ce8b5", "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": [ "\n", " mean std median 5.5% 94.5% n_eff r_hat\n", " bA -0.71 0.04 -0.71 -0.77 -0.64 1587.96 1.00\n", " bC -0.96 0.05 -0.96 -1.04 -0.88 1912.27 1.00\n", " bE -0.11 0.09 -0.11 -0.25 0.05 1458.40 1.00\n", " bI -0.72 0.04 -0.72 -0.77 -0.65 1939.67 1.00\n", "cutpoints[0] -2.91 0.08 -2.91 -3.04 -2.79 1134.36 1.00\n", "cutpoints[1] -2.23 0.08 -2.23 -2.35 -2.11 1162.34 1.00\n", "cutpoints[2] -1.64 0.07 -1.64 -1.75 -1.52 1185.14 1.00\n", "cutpoints[3] -0.62 0.07 -0.62 -0.74 -0.51 1250.90 1.00\n", "cutpoints[4] 0.05 0.07 0.05 -0.06 0.17 1290.31 1.00\n", "cutpoints[5] 0.95 0.07 0.95 0.83 1.06 1371.53 1.00\n", "\n", "Number of divergences: 0\n" ] } ], "source": [ "dat[\"edu_norm\"] = d.edu_new.values / d.edu_new.max()\n", "\n", "\n", "def model(edu_norm, action, intention, contact, y):\n", " bA = numpyro.sample(\"bA\", dist.Normal(0, 1))\n", " bI = numpyro.sample(\"bI\", dist.Normal(0, 1))\n", " bC = numpyro.sample(\"bC\", dist.Normal(0, 1))\n", " bE = numpyro.sample(\"bE\", dist.Normal(0, 1))\n", " cutpoints = numpyro.sample(\n", " \"cutpoints\",\n", " dist.TransformedDistribution(\n", " dist.Normal(0, 1.5).expand([6]), OrderedTransform()\n", " ),\n", " )\n", " mu = bE * edu_norm + bA * action + bI * intention + bC * contact\n", " numpyro.sample(\"y\", dist.OrderedLogistic(mu, cutpoints), obs=y)\n", "\n", "\n", "m12_7 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n", "m12_7.run(\n", " random.PRNGKey(0),\n", " dat[\"edu_norm\"],\n", " dat[\"action\"],\n", " dat[\"intention\"],\n", " dat[\"contact\"],\n", " dat[\"R\"],\n", ")\n", "m12_7.print_summary(0.89)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Code 12.38" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "Hurricanes = pd.read_csv(\"../data/Hurricanes.csv\", sep=\";\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }