{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"navigation": true
},
"source": [
"\n",
"< [Chapter 13. Models With Memory](13-models-with-memory.html) | [Chapter 15. Missing Data and Other Opportunities](15-missing-data-and-other-opportunities.html) >"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install -q numpyro arviz networkx"
]
},
{
"cell_type": "code",
"execution_count": 0,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"import os\n",
"\n",
"import arviz as az\n",
"import matplotlib.pyplot as plt\n",
"import networkx as nx\n",
"import numpy as np\n",
"import pandas as pd\n",
"from IPython.display import Image, set_matplotlib_formats\n",
"from matplotlib.patches import Ellipse, transforms\n",
"\n",
"import jax.numpy as jnp\n",
"from jax import random, vmap\n",
"from jax.scipy.special import expit\n",
"\n",
"import numpy as onp\n",
"import numpyro as numpyro\n",
"import numpyro.distributions as dist\n",
"from numpyro.diagnostics import effective_sample_size, print_summary\n",
"from numpyro.infer import MCMC, NUTS, Predictive\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.set_host_device_count(4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.1"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"a = 3.5 # average morning wait time\n",
"b = -1 # average difference afternoon wait time\n",
"sigma_a = 1 # std dev in intercepts\n",
"sigma_b = 0.5 # std dev in slopes\n",
"rho = -0.7 # correlation between intercepts and slopes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"Mu = jnp.array([a, b])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.3"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"cov_ab = sigma_a * sigma_b * rho\n",
"Sigma = jnp.array([[sigma_a**2, cov_ab], [cov_ab, sigma_b**2]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.4"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DeviceArray([[1, 3],\n",
" [2, 4]], dtype=int32)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"jnp.array([1, 2, 3, 4]).reshape(2, 2).T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.5"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"sigmas = jnp.array([sigma_a, sigma_b]) # standard deviations\n",
"Rho = jnp.array([[1, rho], [rho, 1]]) # correlation matrix\n",
"\n",
"# now matrix multiply to get covariance matrix\n",
"Sigma = jnp.diag(sigmas) @ Rho @ jnp.diag(sigmas)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.6"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"N_cafes = 20"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.7"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"seed = random.PRNGKey(5) # used to replicate example\n",
"vary_effects = dist.MultivariateNormal(Mu, Sigma).sample(seed, (N_cafes,))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.8"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"a_cafe = vary_effects[:, 0]\n",
"b_cafe = vary_effects[:, 1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.9"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(a_cafe, b_cafe, \"o\", mfc=\"none\")\n",
"plt.gca().set(xlabel=\"intercepts (a_cafe)\", ylabel=\"slopes (b_cafe)\")\n",
"\n",
"# overlay population distribution\n",
"# Ref: https://matplotlib.org/gallery/statistics/confidence_ellipse.html\n",
"for l in [0.1, 0.3, 0.5, 0.8, 0.99]:\n",
" pearson = Sigma[0, 1] / jnp.sqrt(Sigma[0, 0] * Sigma[1, 1])\n",
" ellipse = Ellipse(\n",
" (0, 0),\n",
" jnp.sqrt(1 + pearson),\n",
" jnp.sqrt(1 - pearson),\n",
" edgecolor=\"k\",\n",
" alpha=0.2,\n",
" facecolor=\"none\",\n",
" )\n",
" std_dev = dist.Normal().icdf((1 + jnp.sqrt(l)) / 2)\n",
" scale_x = 2 * std_dev * jnp.sqrt(Sigma[0, 0])\n",
" scale_y = 2 * std_dev * jnp.sqrt(Sigma[1, 1])\n",
" scale = transforms.Affine2D().rotate_deg(45).scale(scale_x, scale_y)\n",
" ellipse.set_transform(scale.translate(Mu[0], Mu[1]) + plt.gca().transData)\n",
" plt.gca().add_patch(ellipse)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.10"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"seed = random.PRNGKey(22)\n",
"N_visits = 10\n",
"afternoon = jnp.tile(jnp.arange(2), N_visits * N_cafes // 2)\n",
"cafe_id = jnp.repeat(jnp.arange(N_cafes), N_visits)\n",
"mu = a_cafe[cafe_id] + b_cafe[cafe_id] * afternoon\n",
"sigma = 0.5 # std dev within cafes\n",
"wait = dist.Normal(mu, sigma).sample(seed)\n",
"d = pd.DataFrame(dict(cafe=cafe_id, afternoon=afternoon, wait=wait))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.11"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"R = dist.LKJ(dimension=2, concentration=2).sample(random.PRNGKey(0), (int(1e4),))\n",
"az.plot_kde(R[:, 0, 1], bw=2, label=\"correlation\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.12"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c86fe5d3db464a3daa797f983fef1a68",
"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": "c0d22c6dd4a64ea8b7be0225b555b8eb",
"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": "1c6eb5c4c47e4dce86de47204f1d9213",
"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": "205acb9dd53849bfb7c5acd5d5dafcfa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/1000 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def model(cafe, afternoon, wait):\n",
" a = numpyro.sample(\"a\", dist.Normal(5, 2))\n",
" b = numpyro.sample(\"b\", dist.Normal(-1, 0.5))\n",
" sigma_cafe = numpyro.sample(\"sigma_cafe\", dist.Exponential(1).expand([2]))\n",
" sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n",
" Rho = numpyro.sample(\"Rho\", dist.LKJ(2, 2))\n",
" cov = jnp.outer(sigma_cafe, sigma_cafe) * Rho\n",
" a_cafe_b_cafe = numpyro.sample(\n",
" \"a_cafe,b_cafe\", dist.MultivariateNormal(jnp.stack([a, b]), cov).expand([20])\n",
" )\n",
" a_cafe, b_cafe = a_cafe_b_cafe[:, 0], a_cafe_b_cafe[:, 1]\n",
" mu = a_cafe[cafe] + b_cafe[cafe] * afternoon\n",
" numpyro.sample(\"wait\", dist.Normal(mu, sigma), obs=wait)\n",
"\n",
"\n",
"m14_1 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_1.run(random.PRNGKey(0), d.cafe.values, d.afternoon.values, d.wait.values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.13"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"post = m14_1.get_samples()\n",
"az.plot_kde(post[\"Rho\"][:, 0, 1], bw=2)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.14"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# compute unpooled estimates directly from data\n",
"a1 = jnp.array(\n",
" [jnp.mean(wait[(cafe_id == i) & (afternoon == 0)]) for i in range(N_cafes)]\n",
")\n",
"b1 = (\n",
" jnp.array(\n",
" [jnp.mean(wait[(cafe_id == i) & (afternoon == 1)]) for i in range(N_cafes)]\n",
" )\n",
" - a1\n",
")\n",
"\n",
"# extract posterior means of partially pooled estimates\n",
"post = m14_1.get_samples()\n",
"a2 = jnp.mean(post[\"a_cafe,b_cafe\"][..., 0], 0)\n",
"b2 = jnp.mean(post[\"a_cafe,b_cafe\"][..., 1], 0)\n",
"\n",
"# plot both and connect with lines\n",
"plt.plot(a1, b1, \"o\")\n",
"plt.gca().set(\n",
" xlabel=\"intercept\",\n",
" ylabel=\"slope\",\n",
" ylim=(jnp.min(b1) - 0.1, jnp.max(b1) + 0.1),\n",
" xlim=(jnp.min(a1) - 0.1, jnp.max(a1) + 0.1),\n",
")\n",
"plt.plot(a2, b2, \"ko\", mfc=\"none\")\n",
"for i in range(N_cafes):\n",
" plt.plot([a1[i], a2[i]], [b1[i], b2[i]], \"k\", lw=0.5)\n",
"fig, ax = plt.gcf(), plt.gca()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.15"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# compute posterior mean bivariate Gaussian\n",
"Mu_est = jnp.array([jnp.mean(post[\"a\"]), jnp.mean(post[\"b\"])])\n",
"rho_est = jnp.mean(post[\"Rho\"][:, 0, 1])\n",
"sa_est = jnp.mean(post[\"sigma_cafe\"][:, 0])\n",
"sb_est = jnp.mean(post[\"sigma_cafe\"][:, 1])\n",
"cov_ab = sa_est * sb_est * rho_est\n",
"Sigma_est = jnp.array([[sa_est**2, cov_ab], [cov_ab, sb_est**2]])\n",
"\n",
"# draw contours\n",
"for l in [0.1, 0.3, 0.5, 0.8, 0.99]:\n",
" pearson = Sigma_est[0, 1] / jnp.sqrt(Sigma_est[0, 0] * Sigma_est[1, 1])\n",
" ellipse = Ellipse(\n",
" (0, 0),\n",
" jnp.sqrt(1 + pearson),\n",
" jnp.sqrt(1 - pearson),\n",
" edgecolor=\"k\",\n",
" alpha=0.2,\n",
" facecolor=\"none\",\n",
" )\n",
" std_dev = dist.Normal().icdf((1 + jnp.sqrt(l)) / 2)\n",
" scale_x = 2 * std_dev * jnp.sqrt(Sigma_est[0, 0])\n",
" scale_y = 2 * std_dev * jnp.sqrt(Sigma_est[1, 1])\n",
" scale = transforms.Affine2D().rotate_deg(45).scale(scale_x, scale_y)\n",
" ellipse.set_transform(scale.translate(Mu_est[0], Mu_est[1]) + ax.transData)\n",
" ax.add_patch(ellipse)\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.16"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# convert varying effects to waiting times\n",
"wait_morning_1 = a1\n",
"wait_afternoon_1 = a1 + b1\n",
"wait_morning_2 = a2\n",
"wait_afternoon_2 = a2 + b2\n",
"\n",
"# plot both and connect with lines\n",
"plt.plot(wait_morning_1, wait_afternoon_1, \"o\")\n",
"plt.gca().set(\n",
" xlabel=\"morning wait\",\n",
" ylabel=\"afternoon wait\",\n",
" ylim=(jnp.min(wait_afternoon_1) - 0.1, jnp.max(wait_afternoon_1) + 0.1),\n",
" xlim=(jnp.min(wait_morning_1) - 0.1, jnp.max(wait_morning_1) + 0.1),\n",
")\n",
"plt.plot(wait_morning_2, wait_afternoon_2, \"ko\", mfc=\"none\")\n",
"for i in range(N_cafes):\n",
" plt.plot(\n",
" [wait_morning_1[i], wait_morning_2[i]],\n",
" [wait_afternoon_1[i], wait_afternoon_2[i]],\n",
" \"k\",\n",
" lw=0.5,\n",
" )\n",
"x = jnp.linspace(jnp.min(wait_morning_1), jnp.max(wait_morning_1), 101)\n",
"plt.plot(x, x, \"k--\", lw=1)\n",
"fig, ax = plt.gcf(), plt.gca()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.17"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# now shrinkage distribution by simulation\n",
"v = dist.MultivariateNormal(Mu_est, Sigma_est).sample(random.PRNGKey(0), (10000,))\n",
"v = v.at[:, 1].add(v[:, 0]) # calculate afternoon wait\n",
"Sigma_est2 = jnp.cov(v, rowvar=False)\n",
"Mu_est2 = Mu_est\n",
"Mu_est2 = Mu_est2.at[1].add(Mu_est2[0])\n",
"\n",
"# draw contours\n",
"for l in [0.1, 0.3, 0.5, 0.8, 0.99]:\n",
" pearson = Sigma_est2[0, 1] / jnp.sqrt(Sigma_est2[0, 0] * Sigma_est2[1, 1])\n",
" ellipse = Ellipse(\n",
" (0, 0),\n",
" jnp.sqrt(1 + pearson),\n",
" jnp.sqrt(1 - pearson),\n",
" edgecolor=\"k\",\n",
" alpha=0.2,\n",
" facecolor=\"none\",\n",
" )\n",
" std_dev = dist.Normal().icdf((1 + jnp.sqrt(l)) / 2)\n",
" scale_x = 2 * std_dev * jnp.sqrt(Sigma_est2[0, 0])\n",
" scale_y = 2 * std_dev * jnp.sqrt(Sigma_est2[1, 1])\n",
" scale = transforms.Affine2D().rotate_deg(45).scale(scale_x, scale_y)\n",
" ellipse.set_transform(scale.translate(Mu_est2[0], Mu_est2[1]) + ax.transData)\n",
" ax.add_patch(ellipse)\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.18"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "73b9de5a25374f75a3cf3dec6d2ea80e",
"version_major": 2,
"version_minor": 0
},
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "23689344c2c4495d83e8c7de0f368ce0",
"version_major": 2,
"version_minor": 0
},
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "782fb89328f24fcab76abaa0befd7c33",
"version_major": 2,
"version_minor": 0
},
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "27001e4da5ee49e39bfc57d59d5d27ef",
"version_major": 2,
"version_minor": 0
},
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},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of divergences: 19\n"
]
}
],
"source": [
"chimpanzees = pd.read_csv(\"../data/chimpanzees.csv\", sep=\";\")\n",
"d = chimpanzees\n",
"d[\"block_id\"] = d.block\n",
"d[\"treatment\"] = 1 + d.prosoc_left + 2 * d.condition\n",
"\n",
"dat = dict(\n",
" L=d.pulled_left.values,\n",
" tid=d.treatment.values - 1,\n",
" actor=d.actor.values - 1,\n",
" block_id=d.block_id.values - 1,\n",
")\n",
"\n",
"\n",
"def model(tid, actor, block_id, L):\n",
" # fixed priors\n",
" g = numpyro.sample(\"g\", dist.Normal(0, 1).expand([4]))\n",
" sigma_actor = numpyro.sample(\"sigma_actor\", dist.Exponential(1).expand([4]))\n",
" Rho_actor = numpyro.sample(\"Rho_actor\", dist.LKJ(4, 4))\n",
" sigma_block = numpyro.sample(\"sigma_block\", dist.Exponential(1).expand([4]))\n",
" Rho_block = numpyro.sample(\"Rho_block\", dist.LKJ(4, 4))\n",
"\n",
" # adaptive priors\n",
" cov_actor = jnp.outer(sigma_actor, sigma_actor) * Rho_actor\n",
" alpha = numpyro.sample(\"alpha\", dist.MultivariateNormal(0, cov_actor).expand([7]))\n",
" cov_block = jnp.outer(sigma_block, sigma_block) * Rho_block\n",
" beta = numpyro.sample(\"beta\", dist.MultivariateNormal(0, cov_block).expand([6]))\n",
"\n",
" logit_p = g[tid] + alpha[actor, tid] + beta[block_id, tid]\n",
" numpyro.sample(\"L\", dist.Binomial(logits=logit_p), obs=L)\n",
"\n",
"\n",
"m14_2 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_2.run(random.PRNGKey(0), **dat)\n",
"print(\"Number of divergences: \", m14_2.get_extra_fields()[\"diverging\"].sum())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.19"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ef9d61cb19db4816abd5209aede2213a",
"version_major": 2,
"version_minor": 0
},
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "369d799707f949958db610936366d16f",
"version_major": 2,
"version_minor": 0
},
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a70a4526eab04a05add6a9144f74cb97",
"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": "392e6f3a3a2c483e9b44629ff0555486",
"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: 0\n"
]
}
],
"source": [
"def model(tid, actor, block_id, L=None, link=False):\n",
" # fixed priors\n",
" g = numpyro.sample(\"g\", dist.Normal(0, 1).expand([4]))\n",
" sigma_actor = numpyro.sample(\"sigma_actor\", dist.Exponential(1).expand([4]))\n",
" L_Rho_actor = numpyro.sample(\"L_Rho_actor\", dist.LKJCholesky(4, 2))\n",
" sigma_block = numpyro.sample(\"sigma_block\", dist.Exponential(1).expand([4]))\n",
" L_Rho_block = numpyro.sample(\"L_Rho_block\", dist.LKJCholesky(4, 2))\n",
"\n",
" # adaptive priors - non-centered\n",
" z_actor = numpyro.sample(\"z_actor\", dist.Normal(0, 1).expand([4, 7]))\n",
" z_block = numpyro.sample(\"z_block\", dist.Normal(0, 1).expand([4, 6]))\n",
" alpha = numpyro.deterministic(\n",
" \"alpha\", ((sigma_actor[..., None] * L_Rho_actor) @ z_actor).T\n",
" )\n",
" beta = numpyro.deterministic(\n",
" \"beta\", ((sigma_block[..., None] * L_Rho_block) @ z_block).T\n",
" )\n",
"\n",
" logit_p = g[tid] + alpha[actor, tid] + beta[block_id, tid]\n",
" numpyro.sample(\"L\", dist.Binomial(logits=logit_p), obs=L)\n",
"\n",
" # compute ordinary correlation matrixes from Cholesky factors\n",
" if link:\n",
" numpyro.deterministic(\"Rho_actor\", L_Rho_actor @ L_Rho_actor.T)\n",
" numpyro.deterministic(\"Rho_block\", L_Rho_block @ L_Rho_block.T)\n",
" numpyro.deterministic(\"p\", expit(logit_p))\n",
"\n",
"\n",
"m14_3 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_3.run(random.PRNGKey(4387510), extra_fields=[\"diverging\"], **dat)\n",
"print(\"Number of divergences: \", m14_3.get_extra_fields()[\"diverging\"].sum())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.20"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# extract n_eff values for each model\n",
"post_nc = m14_3.get_samples(group_by_chain=False)\n",
"post_nc = Predictive(m14_3.sampler.model, post_nc)(random.PRNGKey(1), link=True, **dat)\n",
"post_nc = {k: v.reshape((4, 500) + v.shape[1:]) for k, v in post_nc.items()}\n",
"neff_nc = jnp.concatenate(\n",
" [effective_sample_size(post_nc[k]).reshape(-1) for k in [\"alpha\", \"beta\"]]\n",
")\n",
"post_c = m14_2.get_samples(group_by_chain=True)\n",
"neff_c = jnp.concatenate(\n",
" [effective_sample_size(post_c[k]).reshape(-1) for k in [\"alpha\", \"beta\"]]\n",
")\n",
"plt.plot(neff_c, neff_nc, \"o\", mfc=\"none\")\n",
"plt.gca().set(xlabel=\"centered (default)\", ylabel=\"non-centered (cholesky)\")\n",
"x = jnp.linspace(0, 1200, 100)\n",
"plt.plot(x, x, \"--\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.21"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.5% 94.5% n_eff r_hat\n",
"sigma_actor[0] 1.38 0.47 1.29 0.69 2.08 1171.76 1.00\n",
"sigma_actor[1] 0.91 0.39 0.84 0.36 1.47 1558.57 1.00\n",
"sigma_actor[2] 1.85 0.55 1.76 1.01 2.57 1439.96 1.00\n",
"sigma_actor[3] 1.60 0.62 1.47 0.69 2.41 1509.03 1.00\n",
"sigma_block[0] 0.42 0.33 0.35 0.00 0.83 1248.16 1.00\n",
"sigma_block[1] 0.44 0.33 0.38 0.00 0.87 1217.95 1.00\n",
"sigma_block[2] 0.28 0.26 0.20 0.00 0.62 1787.09 1.00\n",
"sigma_block[3] 0.47 0.35 0.41 0.00 0.91 1316.58 1.00\n",
"\n"
]
}
],
"source": [
"post = m14_3.get_samples(group_by_chain=True)\n",
"pars = {k: post[k] for k in [\"sigma_actor\", \"sigma_block\"]}\n",
"print_summary(pars, prob=0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.22"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# compute mean for each actor in each treatment\n",
"pl = d.groupby([\"actor\", \"treatment\"])[\"pulled_left\"].mean().unstack()\n",
"\n",
"# generate posterior predictions using link\n",
"datp = dict(\n",
" actor=jnp.repeat(jnp.arange(7), 4),\n",
" tid=jnp.tile(jnp.arange(4), 7),\n",
" block_id=jnp.repeat(4, 4 * 7),\n",
")\n",
"p_post = Predictive(m14_3.sampler.model, m14_3.get_samples())(\n",
" random.PRNGKey(1), **datp, link=True\n",
")[\"p\"]\n",
"p_mu = jnp.mean(p_post, 0)\n",
"p_ci = jnp.percentile(p_post, q=jnp.array([5.5, 94.5]), axis=0)\n",
"\n",
"# set up plot\n",
"ax = plt.subplot(\n",
" xlim=(0.5, 28.5),\n",
" ylim=(0, 1.05),\n",
" xlabel=\"\",\n",
" ylabel=\"proportion left lever\",\n",
" xticks=[],\n",
")\n",
"plt.yticks(ticks=[0, 0.5, 1], labels=[0, 0.5, 1])\n",
"ax.axhline(0.5, c=\"k\", lw=1, ls=\"--\")\n",
"for j in range(1, 8):\n",
" ax.axvline((j - 1) * 4 + 4.5, c=\"k\", lw=0.5)\n",
"for j in range(1, 8):\n",
" ax.annotate(\n",
" \"actor {}\".format(j),\n",
" ((j - 1) * 4 + 2.5, 1.1),\n",
" ha=\"center\",\n",
" va=\"center\",\n",
" annotation_clip=False,\n",
" )\n",
"\n",
"xo = 0.1 # offset distance to stagger raw data and predictions\n",
"# raw data\n",
"for j in [1] + list(range(3, 8)):\n",
" ax.plot((j - 1) * 4 + jnp.array([1, 3]) - xo, pl.loc[j, [1, 3]], \"b\", alpha=0.4)\n",
" ax.plot((j - 1) * 4 + jnp.array([2, 4]) - xo, pl.loc[j, [2, 4]], \"b\", alpha=0.4)\n",
"x = jnp.arange(1, 29).reshape(7, 4) - xo\n",
"ax.scatter(\n",
" x[:, [0, 1]].reshape(-1),\n",
" pl.values[:, [0, 1]].reshape(-1),\n",
" edgecolor=\"b\",\n",
" facecolor=\"w\",\n",
" zorder=3,\n",
")\n",
"ax.scatter(\n",
" x[:, [2, 3]].reshape(-1), pl.values[:, [2, 3]].reshape(-1), marker=\".\", c=\"b\", s=80\n",
")\n",
"\n",
"yoff = 0.175\n",
"ax.annotate(\"R/N\", (1 - xo, pl.values[0, 0] - yoff), ha=\"center\", va=\"top\")\n",
"ax.annotate(\"L/N\", (2 - xo, pl.values[0, 1] + yoff), ha=\"center\", va=\"bottom\")\n",
"ax.annotate(\"R/P\", (3 - xo, pl.values[0, 2] - yoff), ha=\"center\", va=\"top\")\n",
"ax.annotate(\"L/P\", (4 - xo, pl.values[0, 3] + yoff), ha=\"center\", va=\"bottom\")\n",
"\n",
"# posterior predictions\n",
"for j in [1] + list(range(3, 8)):\n",
" ax.plot(\n",
" (j - 1) * 4 + jnp.array([1, 3]) + xo, p_mu[(j - 1) * 4 + jnp.array([0, 2])], \"k\"\n",
" )\n",
" ax.plot(\n",
" (j - 1) * 4 + jnp.array([2, 4]) + xo, p_mu[(j - 1) * 4 + jnp.array([1, 3])], \"k\"\n",
" )\n",
"for i in range(1, 29):\n",
" ax.plot(jnp.array([i, i]) + xo, p_ci[:, i - 1], \"k\", lw=1, zorder=4)\n",
"x = jnp.arange(1, 29).reshape(7, 4) + xo\n",
"ax.scatter(\n",
" x[:, [0, 1]].reshape(-1),\n",
" p_mu.reshape(7, 4)[:, [0, 1]].reshape(-1),\n",
" edgecolor=\"k\",\n",
" facecolor=\"w\",\n",
" zorder=5,\n",
")\n",
"ax.scatter(\n",
" x[:, [2, 3]].reshape(-1),\n",
" p_mu.reshape(7, 4)[:, [2, 3]].reshape(-1),\n",
" marker=\".\",\n",
" c=\"k\",\n",
" s=80,\n",
" zorder=5,\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.23"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"with numpyro.handlers.seed(rng_seed=73):\n",
" N = 500\n",
" U_sim = numpyro.sample(\"U_sim\", dist.Normal().expand([N]))\n",
" Q_sim = numpyro.sample(\"Q_sim\", dist.Categorical(logits=jnp.ones(4)).expand([N]))\n",
" E_sim = numpyro.sample(\"E_sim\", dist.Normal(U_sim + Q_sim))\n",
" W_sim = numpyro.sample(\"W_sim\", dist.Normal(U_sim + 0 * E_sim))\n",
" dat_sim = dict(\n",
" W=(W_sim - W_sim.mean()) / W_sim.std(),\n",
" E=(E_sim - E_sim.mean()) / E_sim.std(),\n",
" Q=(Q_sim - Q_sim.mean()) / Q_sim.std(),\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.24"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "108efd1941cd4aafaeeb8077c7d048ed",
"version_major": 2,
"version_minor": 0
},
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d57df3d5cef541479bfbe4569096f56a",
"version_major": 2,
"version_minor": 0
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"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ae5061818b7c4c77968e1a5db60fbe58",
"version_major": 2,
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"metadata": {},
"output_type": "display_data"
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{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9a6efd39fe804ecaaff46bf9abd2a54d",
"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 5.5% 94.5% n_eff r_hat\n",
" aW -0.00 0.04 -0.00 -0.07 0.06 1868.56 1.00\n",
" bEW 0.40 0.04 0.40 0.33 0.46 2122.41 1.00\n",
" sigma 0.92 0.03 0.92 0.87 0.97 1591.50 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"def model(E, W):\n",
" aW = numpyro.sample(\"aW\", dist.Normal(0, 0.2))\n",
" bEW = numpyro.sample(\"bEW\", dist.Normal(0, 0.5))\n",
" sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n",
" mu = aW + bEW * E\n",
" numpyro.sample(\"W\", dist.Normal(mu, sigma), obs=W)\n",
"\n",
"\n",
"m14_4 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_4.run(random.PRNGKey(0), dat_sim[\"E\"], dat_sim[\"W\"])\n",
"m14_4.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.25"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8068fbcaf5c1437b852971cfd993a434",
"version_major": 2,
"version_minor": 0
},
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" 0%| | 0/1000 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "933faa259c424713929d2e5fc2c8b88a",
"version_major": 2,
"version_minor": 0
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c700f152ab71467284cab5442031eac9",
"version_major": 2,
"version_minor": 0
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f48c8a590b034871bbbff8e6e7ec9edd",
"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",
" aW -0.00 0.04 -0.00 -0.06 0.06 2028.65 1.00\n",
" bEW 0.62 0.05 0.62 0.55 0.71 1739.84 1.00\n",
" bQW -0.37 0.05 -0.37 -0.45 -0.29 1721.43 1.00\n",
" sigma 0.87 0.03 0.87 0.83 0.92 1735.94 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"def model(E, Q, W):\n",
" aW = numpyro.sample(\"aW\", dist.Normal(0, 0.2))\n",
" bEW = numpyro.sample(\"bEW\", dist.Normal(0, 0.5))\n",
" bQW = numpyro.sample(\"bQW\", dist.Normal(0, 0.5))\n",
" sigma = numpyro.sample(\"sigma\", dist.Exponential(1))\n",
" mu = aW + bEW * E + bQW * Q\n",
" numpyro.sample(\"W\", dist.Normal(mu, sigma), obs=W)\n",
"\n",
"\n",
"m14_5 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_5.run(random.PRNGKey(0), **dat_sim)\n",
"m14_5.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.26"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "7f0a01d8d1704b17a28a40e946167eaf",
"version_major": 2,
"version_minor": 0
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "204b7ead9bb249409500d2aff9e00483",
"version_major": 2,
"version_minor": 0
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "097b0d379c7d4d2dacf8942cc2156d61",
"version_major": 2,
"version_minor": 0
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d24ef45f653144699a1a556cf11bcaa2",
"version_major": 2,
"version_minor": 0
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" 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",
" Rho[0,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n",
" Rho[0,1] 0.48 0.05 0.48 0.39 0.56 875.83 1.00\n",
" Rho[1,0] 0.48 0.05 0.48 0.39 0.56 875.83 1.00\n",
" Rho[1,1] 1.00 0.00 1.00 1.00 1.00 1570.28 1.00\n",
" Sigma[0] 0.99 0.04 0.99 0.93 1.06 927.75 1.00\n",
" Sigma[1] 0.79 0.02 0.78 0.75 0.83 1494.38 1.00\n",
" aE -0.00 0.03 -0.00 -0.06 0.05 1835.70 1.00\n",
" aW -0.00 0.04 -0.00 -0.07 0.07 1928.23 1.00\n",
" bEW 0.03 0.07 0.03 -0.09 0.13 840.12 1.00\n",
" bQE 0.62 0.04 0.62 0.57 0.67 1417.42 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"def model(E, Q, W):\n",
" aW = numpyro.sample(\"aW\", dist.Normal(0, 0.2))\n",
" aE = numpyro.sample(\"aE\", dist.Normal(0, 0.2))\n",
" bEW = numpyro.sample(\"bEW\", dist.Normal(0, 0.5))\n",
" bQE = numpyro.sample(\"bQE\", dist.Normal(0, 0.5))\n",
" Rho = numpyro.sample(\"Rho\", dist.LKJ(2, 2))\n",
" Sigma = numpyro.sample(\"Sigma\", dist.Exponential(1).expand([2]))\n",
" muW = aW + bEW * E\n",
" muE = aE + bQE * Q\n",
" cov = jnp.outer(Sigma, Sigma) * Rho\n",
" numpyro.sample(\n",
" \"W,E\",\n",
" dist.MultivariateNormal(jnp.stack([muW, muE], -1), cov),\n",
" obs=jnp.stack([W, E], -1),\n",
" )\n",
"\n",
"\n",
"m14_6 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_6.run(random.PRNGKey(0), **dat_sim)\n",
"m14_6.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.27"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6d2e6af4827e436fb99786b3d26d738d",
"version_major": 2,
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"metadata": {},
"output_type": "display_data"
},
{
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"metadata": {},
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},
{
"data": {
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"model_id": "0b2b093572f24ab08a84a2d2f8e7248b",
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"metadata": {},
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},
{
"data": {
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"model_id": "5dcb947c5e654ff687bb6c81afbe1370",
"version_major": 2,
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"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dd339338c908486fb1597d30b8da6f9b",
"version_major": 2,
"version_minor": 0
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dfb66ecdbeb948d1b12459e23b7e010d",
"version_major": 2,
"version_minor": 0
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m14_4x = MCMC(m14_4.sampler, num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_4x.run(random.PRNGKey(1), dat_sim[\"E\"], dat_sim[\"W\"])\n",
"m14_6x = MCMC(m14_6.sampler, num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_6x.run(random.PRNGKey(1), **dat_sim)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.28"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"with numpyro.handlers.seed(rng_seed=73):\n",
" N = 500\n",
" U_sim = numpyro.sample(\"U_sim\", dist.Normal().expand([N]))\n",
" Q_sim = numpyro.sample(\"Q_sim\", dist.Categorical(logits=jnp.ones(4)).expand([N]))\n",
" E_sim = numpyro.sample(\"E_sim\", dist.Normal(U_sim + Q_sim))\n",
" W_sim = numpyro.sample(\"W_sim\", dist.Normal(-U_sim + 0.2 * E_sim))\n",
" dat_sim = dict(\n",
" W=(W_sim - W_sim.mean()) / W_sim.std(),\n",
" E=(E_sim - E_sim.mean()) / E_sim.std(),\n",
" Q=(Q_sim - Q_sim.mean()) / Q_sim.std(),\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.29"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Q\n"
]
}
],
"source": [
"dagIV = nx.DiGraph()\n",
"dagIV.add_edges_from([(\"E\", \"W\"), (\"U\", \"E\"), (\"U\", \"W\"), (\"Q\", \"E\")])\n",
"dagIV_do_E = dagIV.copy()\n",
"dagIV_do_E.remove_edges_from(dagIV.in_edges(\"E\"))\n",
"for s in dagIV.nodes:\n",
" if s in [\"E\", \"W\"]:\n",
" continue\n",
" cond1 = not nx.d_separated(dagIV, {s}, {\"E\"}, {})\n",
" cond2 = nx.d_separated(dagIV_do_E, {s}, {\"W\"}, {})\n",
" if cond1 and cond2:\n",
" print(s)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.30"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"KosterLeckie = pd.read_csv(\"../data/KosterLeckie.csv\")\n",
"kl_dyads = KosterLeckie"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.31"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "02285e2eff654bac801cee5bb94a65f4",
"version_major": 2,
"version_minor": 0
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c204526a3f904e1ebd5bf35e95fcc872",
"version_major": 2,
"version_minor": 0
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1b0e90531a5d4b12be3b8ef460a1625f",
"version_major": 2,
"version_minor": 0
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kl_data = dict(\n",
" N=kl_dyads.shape[0],\n",
" N_households=kl_dyads.hidB.max(),\n",
" did=kl_dyads.did.values - 1,\n",
" hidA=kl_dyads.hidA.values - 1,\n",
" hidB=kl_dyads.hidB.values - 1,\n",
" giftsAB=kl_dyads.giftsAB.values,\n",
" giftsBA=kl_dyads.giftsBA.values,\n",
")\n",
"\n",
"\n",
"def model(N_households, N, did, hidA, hidB, giftsAB, giftsBA, link=False):\n",
" # gr matrix of varying effects\n",
" Rho_gr = numpyro.sample(\"Rho_gr\", dist.LKJ(2, 4))\n",
" sigma_gr = numpyro.sample(\"sigma_gr\", dist.Exponential(1).expand([2]))\n",
" cov = jnp.outer(sigma_gr, sigma_gr) * Rho_gr\n",
" gr = numpyro.sample(\"gr\", dist.MultivariateNormal(0, cov).expand([N_households]))\n",
"\n",
" # dyad effects\n",
" z = numpyro.sample(\"z\", dist.Normal(0, 1).expand([2, N]))\n",
" L_Rho_d = numpyro.sample(\"L_Rho_d\", dist.LKJCholesky(2, 8))\n",
" sigma_d = numpyro.sample(\"sigma_d\", dist.Exponential(1))\n",
" d = numpyro.deterministic(\n",
" \"d\", ((jnp.repeat(sigma_d, 2)[..., None] * L_Rho_d) @ z).T\n",
" )\n",
"\n",
" a = numpyro.sample(\"a\", dist.Normal(0, 1))\n",
" lambdaAB = jnp.exp(a + gr[hidA, 0] + gr[hidB, 1] + d[did, 0])\n",
" lambdaBA = jnp.exp(a + gr[hidB, 0] + gr[hidA, 1] + d[did, 1])\n",
" numpyro.sample(\"giftsAB\", dist.Poisson(lambdaAB), obs=giftsAB)\n",
" numpyro.sample(\"giftsBA\", dist.Poisson(lambdaBA), obs=giftsBA)\n",
"\n",
" # compute correlation matrix for dyads\n",
" if link:\n",
" numpyro.deterministic(\"Rho_d\", L_Rho_d @ L_Rho_d.T)\n",
"\n",
"\n",
"m14_7 = MCMC(NUTS(model), num_warmup=1000, num_samples=1000, num_chains=4)\n",
"m14_7.run(random.PRNGKey(0), **kl_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Note:** The code assumes that the number of households is `kl_dyads.hidB.max()`. A more robust solution would be to set\n",
"```python\n",
"N_households=max(kl_dyads.hidA.max(), kl_dyads.hidB.max())\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.32"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.5% 94.5% n_eff r_hat\n",
"Rho_gr[0,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n",
"Rho_gr[0,1] -0.41 0.20 -0.42 -0.73 -0.12 2257.09 1.00\n",
"Rho_gr[1,0] -0.41 0.20 -0.42 -0.73 -0.12 2257.09 1.00\n",
"Rho_gr[1,1] 1.00 0.00 1.00 1.00 1.00 164.45 1.00\n",
"sigma_gr[0] 0.83 0.14 0.81 0.62 1.04 3547.17 1.00\n",
"sigma_gr[1] 0.42 0.09 0.41 0.28 0.57 1752.54 1.00\n",
"\n"
]
}
],
"source": [
"post = m14_7.get_samples(group_by_chain=True)\n",
"print_summary({k: post[k] for k in [\"Rho_gr\", \"sigma_gr\"]}, 0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.33"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"post = m14_7.get_samples()\n",
"g = vmap(lambda i: post[\"a\"] + post[\"gr\"][:, i, 0], out_axes=1)(jnp.arange(25))\n",
"r = vmap(lambda i: post[\"a\"] + post[\"gr\"][:, i, 1], out_axes=1)(jnp.arange(25))\n",
"Eg_mu = jnp.mean(jnp.exp(g), 0)\n",
"Er_mu = jnp.mean(jnp.exp(r), 0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.34"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.subplot(\n",
" xlim=(0, 8.6),\n",
" ylim=(0, 8.6),\n",
" xlabel=\"generalized giving\",\n",
" ylabel=\"generalized receiving\",\n",
")\n",
"x = jnp.linspace(0, 9, 101)\n",
"plt.plot(x, 0 + 1 * x, \"k--\", lw=1.5)\n",
"\n",
"# ellipses\n",
"for i in range(25):\n",
" Sigma = jnp.cov(jnp.stack([jnp.exp(g)[:, i], jnp.exp(r)[:, i]]))\n",
" Mu = jnp.stack([jnp.exp(jnp.mean(g[:, i])), jnp.exp(jnp.mean(r[:, i]))])\n",
" for l in [0.5]:\n",
" pearson = Sigma[0, 1] / jnp.sqrt(Sigma[0, 0] * Sigma[1, 1])\n",
" ellipse = Ellipse(\n",
" (0, 0),\n",
" jnp.sqrt(1 + pearson),\n",
" jnp.sqrt(1 - pearson),\n",
" edgecolor=\"k\",\n",
" alpha=0.5,\n",
" facecolor=\"none\",\n",
" )\n",
" std_dev = dist.Normal().icdf((1 + jnp.sqrt(l)) / 2)\n",
" scale_x = 2 * std_dev * jnp.sqrt(Sigma[0, 0])\n",
" scale_y = 2 * std_dev * jnp.sqrt(Sigma[1, 1])\n",
" scale = transforms.Affine2D().rotate_deg(45).scale(scale_x, scale_y)\n",
" ellipse.set_transform(scale.translate(Mu[0], Mu[1]) + ax.transData)\n",
" ax.add_patch(ellipse)\n",
"# household means\n",
"plt.plot(Eg_mu, Er_mu, \"ko\", mfc=\"white\", lw=1.5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.35"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.5% 94.5% n_eff r_hat\n",
"Rho_d[0,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n",
"Rho_d[0,1] 0.88 0.03 0.88 0.83 0.94 1483.90 1.00\n",
"Rho_d[1,0] 0.88 0.03 0.88 0.83 0.94 1483.90 1.00\n",
"Rho_d[1,1] 1.00 0.00 1.00 1.00 1.00 89.24 1.00\n",
" sigma_d 1.10 0.06 1.10 1.00 1.19 1480.49 1.00\n",
"\n"
]
}
],
"source": [
"predictive = Predictive(\n",
" m14_7.sampler.model, m14_7.get_samples(), return_sites=[\"Rho_d\", \"sigma_d\"]\n",
")\n",
"link = predictive(random.PRNGKey(1), **kl_data, link=True)\n",
"print_summary({k: v.reshape((4, -1) + v.shape[1:]) for k, v in link.items()}, 0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.36"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"predictive = Predictive(m14_7.sampler.model, m14_7.get_samples(), return_sites=[\"d\"])\n",
"post_d = predictive(random.PRNGKey(1), **kl_data, link=True)[\"d\"]\n",
"dy1 = jnp.mean(post_d[..., 0], 0)\n",
"dy2 = jnp.mean(post_d[..., 1], 0)\n",
"plt.plot(dy1, dy2, \"o\", mfc=\"none\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.37"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ml | \n",
" Ti | \n",
" SC | \n",
" Ya | \n",
" Fi | \n",
" Tr | \n",
" Ch | \n",
" Mn | \n",
" To | \n",
" Ha | \n",
"
\n",
" \n",
" \n",
" \n",
" Malekula | \n",
" 0.0 | \n",
" 0.5 | \n",
" 0.6 | \n",
" 4.4 | \n",
" 1.2 | \n",
" 2.0 | \n",
" 3.2 | \n",
" 2.8 | \n",
" 1.9 | \n",
" 5.7 | \n",
"
\n",
" \n",
" Tikopia | \n",
" 0.5 | \n",
" 0.0 | \n",
" 0.3 | \n",
" 4.2 | \n",
" 1.2 | \n",
" 2.0 | \n",
" 2.9 | \n",
" 2.7 | \n",
" 2.0 | \n",
" 5.3 | \n",
"
\n",
" \n",
" Santa Cruz | \n",
" 0.6 | \n",
" 0.3 | \n",
" 0.0 | \n",
" 3.9 | \n",
" 1.6 | \n",
" 1.7 | \n",
" 2.6 | \n",
" 2.4 | \n",
" 2.3 | \n",
" 5.4 | \n",
"
\n",
" \n",
" Yap | \n",
" 4.4 | \n",
" 4.2 | \n",
" 3.9 | \n",
" 0.0 | \n",
" 5.4 | \n",
" 2.5 | \n",
" 1.6 | \n",
" 1.6 | \n",
" 6.1 | \n",
" 7.2 | \n",
"
\n",
" \n",
" Lau Fiji | \n",
" 1.2 | \n",
" 1.2 | \n",
" 1.6 | \n",
" 5.4 | \n",
" 0.0 | \n",
" 3.2 | \n",
" 4.0 | \n",
" 3.9 | \n",
" 0.8 | \n",
" 4.9 | \n",
"
\n",
" \n",
" Trobriand | \n",
" 2.0 | \n",
" 2.0 | \n",
" 1.7 | \n",
" 2.5 | \n",
" 3.2 | \n",
" 0.0 | \n",
" 1.8 | \n",
" 0.8 | \n",
" 3.9 | \n",
" 6.7 | \n",
"
\n",
" \n",
" Chuuk | \n",
" 3.2 | \n",
" 2.9 | \n",
" 2.6 | \n",
" 1.6 | \n",
" 4.0 | \n",
" 1.8 | \n",
" 0.0 | \n",
" 1.2 | \n",
" 4.8 | \n",
" 5.8 | \n",
"
\n",
" \n",
" Manus | \n",
" 2.8 | \n",
" 2.7 | \n",
" 2.4 | \n",
" 1.6 | \n",
" 3.9 | \n",
" 0.8 | \n",
" 1.2 | \n",
" 0.0 | \n",
" 4.6 | \n",
" 6.7 | \n",
"
\n",
" \n",
" Tonga | \n",
" 1.9 | \n",
" 2.0 | \n",
" 2.3 | \n",
" 6.1 | \n",
" 0.8 | \n",
" 3.9 | \n",
" 4.8 | \n",
" 4.6 | \n",
" 0.0 | \n",
" 5.0 | \n",
"
\n",
" \n",
" Hawaii | \n",
" 5.7 | \n",
" 5.3 | \n",
" 5.4 | \n",
" 7.2 | \n",
" 4.9 | \n",
" 6.7 | \n",
" 5.8 | \n",
" 6.7 | \n",
" 5.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ml Ti SC Ya Fi Tr Ch Mn To Ha\n",
"Malekula 0.0 0.5 0.6 4.4 1.2 2.0 3.2 2.8 1.9 5.7\n",
"Tikopia 0.5 0.0 0.3 4.2 1.2 2.0 2.9 2.7 2.0 5.3\n",
"Santa Cruz 0.6 0.3 0.0 3.9 1.6 1.7 2.6 2.4 2.3 5.4\n",
"Yap 4.4 4.2 3.9 0.0 5.4 2.5 1.6 1.6 6.1 7.2\n",
"Lau Fiji 1.2 1.2 1.6 5.4 0.0 3.2 4.0 3.9 0.8 4.9\n",
"Trobriand 2.0 2.0 1.7 2.5 3.2 0.0 1.8 0.8 3.9 6.7\n",
"Chuuk 3.2 2.9 2.6 1.6 4.0 1.8 0.0 1.2 4.8 5.8\n",
"Manus 2.8 2.7 2.4 1.6 3.9 0.8 1.2 0.0 4.6 6.7\n",
"Tonga 1.9 2.0 2.3 6.1 0.8 3.9 4.8 4.6 0.0 5.0\n",
"Hawaii 5.7 5.3 5.4 7.2 4.9 6.7 5.8 6.7 5.0 0.0"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# load the distance matrix\n",
"islandsDistMatrix = pd.read_csv(\"../data/islandsDistMatrix.csv\", index_col=0)\n",
"\n",
"# display (measured in thousands of km)\n",
"Dmat = islandsDistMatrix\n",
"Dmat.columns = [\"Ml\", \"Ti\", \"SC\", \"Ya\", \"Fi\", \"Tr\", \"Ch\", \"Mn\", \"To\", \"Ha\"]\n",
"Dmat.round(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.38"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# linear\n",
"x = jnp.linspace(0, 4, 101)\n",
"plt.plot(x, jnp.exp(-1 * x), \"--\")\n",
"plt.gca().set(xlabel=\"distance\", ylabel=\"correlation\")\n",
"\n",
"# squared\n",
"x = jnp.linspace(0, 4, 101)\n",
"plt.plot(x, jnp.exp(-1 * x**2))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.39"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9069397b48c2446eb7b4abf0c09d544a",
"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": "4e4420602b944bb3bac26511d4b4722e",
"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": "a10b1a2443fe405e8de81a2dd67ff28c",
"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": "8a073d3a4fdf4cd2ae9c5f71e37e9aeb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2000 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Kline2 = pd.read_csv(\"../data/Kline2.csv\", sep=\";\")\n",
"d = Kline2\n",
"d[\"society\"] = range(1, 11) # index observations\n",
"\n",
"dat_list = dict(\n",
" T=d.total_tools.values,\n",
" P=d.population.values,\n",
" society=d.society.values - 1,\n",
" Dmat=islandsDistMatrix.values,\n",
")\n",
"\n",
"\n",
"def cov_GPL2(x, sq_eta, sq_rho, sq_sigma):\n",
" N = x.shape[0]\n",
" K = sq_eta * jnp.exp(-sq_rho * jnp.square(x))\n",
" K = K.at[jnp.diag_indices(N)].add(sq_sigma)\n",
" return K\n",
"\n",
"\n",
"def model(Dmat, P, society, T):\n",
" a = numpyro.sample(\"a\", dist.Exponential(1))\n",
" b = numpyro.sample(\"b\", dist.Exponential(1))\n",
" g = numpyro.sample(\"g\", dist.Exponential(1))\n",
" etasq = numpyro.sample(\"etasq\", dist.Exponential(2))\n",
" rhosq = numpyro.sample(\"rhosq\", dist.Exponential(0.5))\n",
" SIGMA = cov_GPL2(Dmat, etasq, rhosq, 0.01)\n",
" k = numpyro.sample(\"k\", dist.MultivariateNormal(0, SIGMA))\n",
" lambda_ = a * P**b / g * jnp.exp(k[society])\n",
" numpyro.sample(\"T\", dist.Poisson(lambda_), obs=T)\n",
"\n",
"\n",
"m14_8 = MCMC(NUTS(model), num_warmup=1000, num_samples=1000, num_chains=4)\n",
"m14_8.run(random.PRNGKey(0), **dat_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.40"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.5% 94.5% n_eff r_hat\n",
" a 1.38 1.06 1.11 0.03 2.71 1554.79 1.00\n",
" b 0.28 0.09 0.28 0.14 0.42 1126.45 1.00\n",
" etasq 0.19 0.19 0.13 0.00 0.37 739.98 1.00\n",
" g 0.60 0.58 0.43 0.01 1.26 1741.92 1.00\n",
" k[0] -0.17 0.31 -0.15 -0.64 0.31 674.66 1.00\n",
" k[1] -0.03 0.30 -0.02 -0.47 0.42 596.10 1.00\n",
" k[2] -0.08 0.29 -0.06 -0.51 0.35 572.04 1.00\n",
" k[3] 0.34 0.27 0.33 -0.06 0.73 576.01 1.00\n",
" k[4] 0.06 0.26 0.07 -0.31 0.45 545.32 1.00\n",
" k[5] -0.39 0.28 -0.37 -0.83 0.02 573.31 1.00\n",
" k[6] 0.13 0.26 0.13 -0.25 0.51 555.98 1.00\n",
" k[7] -0.23 0.27 -0.21 -0.63 0.18 578.10 1.01\n",
" k[8] 0.24 0.25 0.25 -0.10 0.64 571.89 1.00\n",
" k[9] -0.20 0.35 -0.18 -0.74 0.34 818.67 1.00\n",
" rhosq 1.38 1.71 0.75 0.02 3.22 2174.40 1.00\n",
"\n",
"Number of divergences: 3\n"
]
}
],
"source": [
"m14_8.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.41"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"post = m14_8.get_samples()\n",
"\n",
"# plot the posterior median covariance function\n",
"plt.subplot(\n",
" xlabel=\"distance (thousand km)\", ylabel=\"covariance\", xlim=(0, 10), ylim=(0, 2)\n",
")\n",
"\n",
"# compute posterior mean covariance\n",
"x_seq = jnp.linspace(0, 10, 100)\n",
"pmcov = vmap(lambda x: post[\"etasq\"] * jnp.exp(-post[\"rhosq\"] * x**2))(x_seq)\n",
"pmcov_mu = jnp.mean(pmcov, 1)\n",
"plt.plot(x_seq, pmcov_mu, lw=2, c=\"k\")\n",
"\n",
"# plot 50 functions sampled from posterior\n",
"x = x_seq\n",
"for i in range(50):\n",
" plt.plot(\n",
" x_seq, post[\"etasq\"][i] * jnp.exp(-post[\"rhosq\"][i] * x**2), \"k\", alpha=0.15\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.42"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# compute posterior median covariance among societies\n",
"K = jnp.zeros((10, 10))\n",
"for i in range(10):\n",
" for j in range(10):\n",
" K = K.at[i, j].set(\n",
" jnp.median(post[\"etasq\"])\n",
" * jnp.exp(-jnp.median(post[\"rhosq\"]) * islandsDistMatrix.values[i, j] ** 2)\n",
" )\n",
"K = K.at[jnp.diag_indices(10)].set(jnp.median(post[\"etasq\"]) + 0.01)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.43"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Ml | \n",
" Ti | \n",
" SC | \n",
" Ya | \n",
" Fi | \n",
" Tr | \n",
" Ch | \n",
" Mn | \n",
" To | \n",
" Ha | \n",
"
\n",
" \n",
" \n",
" \n",
" Ml | \n",
" 1.00 | \n",
" 0.78 | \n",
" 0.69 | \n",
" 0.00 | \n",
" 0.29 | \n",
" 0.04 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.07 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Ti | \n",
" 0.78 | \n",
" 1.00 | \n",
" 0.86 | \n",
" 0.00 | \n",
" 0.29 | \n",
" 0.04 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.05 | \n",
" 0.0 | \n",
"
\n",
" \n",
" SC | \n",
" 0.69 | \n",
" 0.86 | \n",
" 1.00 | \n",
" 0.00 | \n",
" 0.15 | \n",
" 0.10 | \n",
" 0.01 | \n",
" 0.01 | \n",
" 0.02 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Ya | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 1.00 | \n",
" 0.00 | \n",
" 0.01 | \n",
" 0.15 | \n",
" 0.13 | \n",
" 0.00 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Fi | \n",
" 0.29 | \n",
" 0.29 | \n",
" 0.15 | \n",
" 0.00 | \n",
" 1.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.60 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Tr | \n",
" 0.04 | \n",
" 0.04 | \n",
" 0.10 | \n",
" 0.01 | \n",
" 0.00 | \n",
" 1.00 | \n",
" 0.08 | \n",
" 0.54 | \n",
" 0.00 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Ch | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.01 | \n",
" 0.15 | \n",
" 0.00 | \n",
" 0.08 | \n",
" 1.00 | \n",
" 0.31 | \n",
" 0.00 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Mn | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.01 | \n",
" 0.13 | \n",
" 0.00 | \n",
" 0.54 | \n",
" 0.31 | \n",
" 1.00 | \n",
" 0.00 | \n",
" 0.0 | \n",
"
\n",
" \n",
" To | \n",
" 0.07 | \n",
" 0.05 | \n",
" 0.02 | \n",
" 0.00 | \n",
" 0.60 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 1.00 | \n",
" 0.0 | \n",
"
\n",
" \n",
" Ha | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 0.00 | \n",
" 1.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Ml Ti SC Ya Fi Tr Ch Mn To Ha\n",
"Ml 1.00 0.78 0.69 0.00 0.29 0.04 0.00 0.00 0.07 0.0\n",
"Ti 0.78 1.00 0.86 0.00 0.29 0.04 0.00 0.00 0.05 0.0\n",
"SC 0.69 0.86 1.00 0.00 0.15 0.10 0.01 0.01 0.02 0.0\n",
"Ya 0.00 0.00 0.00 1.00 0.00 0.01 0.15 0.13 0.00 0.0\n",
"Fi 0.29 0.29 0.15 0.00 1.00 0.00 0.00 0.00 0.60 0.0\n",
"Tr 0.04 0.04 0.10 0.01 0.00 1.00 0.08 0.54 0.00 0.0\n",
"Ch 0.00 0.00 0.01 0.15 0.00 0.08 1.00 0.31 0.00 0.0\n",
"Mn 0.00 0.00 0.01 0.13 0.00 0.54 0.31 1.00 0.00 0.0\n",
"To 0.07 0.05 0.02 0.00 0.60 0.00 0.00 0.00 1.00 0.0\n",
"Ha 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.0"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# convert to correlation matrix\n",
"Rho = jnp.round(K / jnp.sqrt(jnp.outer(jnp.diagonal(K), jnp.diagonal(K))), 2)\n",
"# add row/col names for convenience\n",
"Rho = pd.DataFrame(np.asarray(Rho))\n",
"Rho.columns = [\"Ml\", \"Ti\", \"SC\", \"Ya\", \"Fi\", \"Tr\", \"Ch\", \"Mn\", \"To\", \"Ha\"]\n",
"Rho.index = Rho.columns\n",
"Rho"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.44"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# scale point size to logpop\n",
"psize = d.logpop.values / d.logpop.max()\n",
"psize = jnp.exp(psize * 1.5) - 2\n",
"\n",
"# plot raw data and labels\n",
"plt.scatter(d.lon2, d.lat, s=(psize**2) * 20)\n",
"plt.gca().set(xlabel=\"longitude\", ylabel=\"latitude\", xlim=(-50, 30))\n",
"labels = d.culture.values\n",
"pos = [2, 4, 3, 3, 4, 1, 3, 2, 4, 2]\n",
"for i in range(len(labels)):\n",
" dx = [0, -5, 0, 5][pos[i] - 1]\n",
" dy = [-2, 0, 2, 0][pos[i] - 1]\n",
" plt.annotate(\n",
" labels[i],\n",
" (d.lon2[i], d.lat[i]),\n",
" (d.lon2[i] + dx, d.lat[i] + dy),\n",
" ha=\"center\",\n",
" va=\"center\",\n",
" )\n",
"\n",
"# overlay lines shaded by Rho\n",
"for i in range(10):\n",
" for j in range(10):\n",
" if i < j:\n",
" plt.plot(\n",
" [d.lon2[i], d.lon2[j]],\n",
" [d.lat[i], d.lat[j]],\n",
" lw=2,\n",
" c=\"k\",\n",
" alpha=Rho.values[i, j] ** 2,\n",
" )\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.45"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# compute posterior median relationship, ignoring distance\n",
"logpop_seq = jnp.linspace(6, 14, num=30)\n",
"lambda_ = vmap(lambda lp: post[\"a\"] * jnp.exp(lp) ** post[\"b\"] / post[\"g\"])(logpop_seq)\n",
"lambda_median = jnp.median(lambda_, 1)\n",
"lambda_PI80 = jnp.percentile(lambda_, q=jnp.array([10, 90]), axis=1)\n",
"\n",
"# plot raw data and labels\n",
"plt.scatter(d.logpop, d.total_tools, s=(psize**2) * 20)\n",
"plt.gca().set(xlabel=\"log population\", ylabel=\"total tools\", xlim=(6, 14), ylim=(0, 74))\n",
"pos = [4, 3, 4, 2, 2, 1, 4, 4, 4, 2]\n",
"for i in range(len(labels)):\n",
" dx = [0, -0.5, 0, 0.6][pos[i] - 1]\n",
" dy = [-2.5, 0, 2.5, 0][pos[i] - 1]\n",
" plt.annotate(\n",
" labels[i],\n",
" (d.logpop[i], d.total_tools[i]),\n",
" (d.logpop[i] + dx, d.total_tools[i] + dy),\n",
" va=\"center\",\n",
" ha=\"center\",\n",
" zorder=3,\n",
" )\n",
"\n",
"# display posterior predictions\n",
"plt.plot(logpop_seq, lambda_median, \"k--\", lw=1)\n",
"plt.plot(logpop_seq, lambda_PI80[0], \"k--\", lw=1)\n",
"plt.plot(logpop_seq, lambda_PI80[1], \"k--\", lw=1)\n",
"\n",
"# overlay correlations\n",
"for i in range(10):\n",
" for j in range(10):\n",
" if i < j:\n",
" plt.plot(\n",
" [d.logpop[i], d.logpop[j]],\n",
" [d.total_tools[i], d.total_tools[j]],\n",
" lw=2,\n",
" c=\"k\",\n",
" alpha=Rho.values[i, j] ** 2,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.46"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "fd11d1d7fbb44800803c98c594d64f1e",
"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": "c591f966d4da4c649da3248a134a81f2",
"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": "c1a50499b3e840d7949018bdf645e921",
"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": "c571b105e11e4c74ab31e53e4356d991",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2000 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def model(Dmat, P, society, T):\n",
" a = numpyro.sample(\"a\", dist.Exponential(1))\n",
" b = numpyro.sample(\"b\", dist.Exponential(1))\n",
" g = numpyro.sample(\"g\", dist.Exponential(1))\n",
" etasq = numpyro.sample(\"etasq\", dist.Exponential(2))\n",
" rhosq = numpyro.sample(\"rhosq\", dist.Exponential(0.5))\n",
"\n",
" # non-centered Gaussian Process prior\n",
" SIGMA = cov_GPL2(Dmat, etasq, rhosq, 0.01)\n",
" L_SIGMA = jnp.linalg.cholesky(SIGMA)\n",
" z = numpyro.sample(\"z\", dist.Normal(0, 1).expand([10]))\n",
" k = (L_SIGMA @ z[..., None])[..., 0]\n",
"\n",
" lambda_ = a * P**b / g * jnp.exp(k[society])\n",
" numpyro.sample(\"T\", dist.Poisson(lambda_), obs=T)\n",
"\n",
"\n",
"m14_8nc = MCMC(NUTS(model), num_warmup=1000, num_samples=1000, num_chains=4)\n",
"m14_8nc.run(random.PRNGKey(0), **dat_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.47"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```python\n",
"# conda install -c etetoolkit ete3\n",
"from ete3 import Tree, TreeStyle\n",
"\n",
"Primates301_nex = Tree(\"../data/Primates301.newick\")\n",
"\n",
"circular_style = TreeStyle()\n",
"circular_style.mode = \"c\"\n",
"Primates301_nex.render(\"../data/Primates301.png\", tree_style=circular_style)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Primates301 = pd.read_csv(\"../data/Primates301.csv\", sep=\";\")\n",
"\n",
"# plot it\n",
"Image(\"../data/Primates301.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.48"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"d = Primates301\n",
"d[\"name\"] = d.name\n",
"dpyro = d.loc[d[[\"group_size\", \"body\", \"brain\"]].dropna().index]\n",
"spp_obs = dpyro.name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.49"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6c0f9ea54c0d45a3a1550ef845e2451b",
"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": "0c291d441ee54c149e1d686caf7ca7a8",
"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": "c36df8de264d45dc9b4a560fade2db32",
"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": "2da832239f284fb793af6a75bad56dae",
"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",
" a -0.00 0.02 -0.00 -0.03 0.03 2355.12 1.00\n",
" bG 0.12 0.02 0.12 0.08 0.16 1527.66 1.00\n",
" bM 0.89 0.02 0.89 0.86 0.93 1587.97 1.00\n",
" sigma_sq 0.05 0.01 0.05 0.04 0.06 1688.65 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"dat_list = dict(\n",
" N_spp=dpyro.shape[0],\n",
" M=dpyro.body.apply(math.log).pipe(lambda x: (x - x.mean()) / x.std()).values,\n",
" B=dpyro.brain.apply(math.log).pipe(lambda x: (x - x.mean()) / x.std()).values,\n",
" G=dpyro.group_size.apply(math.log).pipe(lambda x: (x - x.mean()) / x.std()).values,\n",
" Imat=jnp.identity(dpyro.shape[0]),\n",
")\n",
"\n",
"\n",
"def model(N_spp, M, B, Imat, G):\n",
" a = numpyro.sample(\"a\", dist.Normal(0, 1))\n",
" bM = numpyro.sample(\"bM\", dist.Normal(0, 0.5))\n",
" bG = numpyro.sample(\"bG\", dist.Normal(0, 0.5))\n",
" sigma_sq = numpyro.sample(\"sigma_sq\", dist.Exponential(1))\n",
" mu = a + bM * M + bG * G\n",
" SIGMA_sqrt = jnp.sqrt(sigma_sq)\n",
" numpyro.sample(\"B\", dist.Normal(mu, SIGMA_sqrt), obs=B)\n",
"\n",
"\n",
"m14_9 = MCMC(NUTS(model), num_warmup=500, num_samples=500, num_chains=4)\n",
"m14_9.run(random.PRNGKey(0), **dat_list)\n",
"m14_9.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.50"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```python\n",
"tree_trimmed = Primates301_nex.copy()\n",
"tree_trimmed.prune(spp_obs)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"V = pd.read_csv(\"../data/Primates301_vcov_matrix.csv\", index_col=0)\n",
"Dmat = pd.read_csv(\"../data/Primates301_distance_matrix.csv\", index_col=0)\n",
"plt.figure(figsize=(8, 6))\n",
"plt.plot(Dmat.values.reshape(-1), V.values.reshape(-1), \"o\", mfc=\"none\")\n",
"plt.gca().set(xlabel=\"phylogenetic distance\", ylabel=\"covariance\")\n",
"set_matplotlib_formats(\"png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.51"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"sample: 100%|██████████| 1000/1000 [00:10<00:00, 91.70it/s, 7 steps of size 7.31e-01. acc. prob=0.91] \n",
"sample: 100%|██████████| 1000/1000 [00:07<00:00, 136.66it/s, 7 steps of size 7.63e-01. acc. prob=0.91]\n",
"sample: 100%|██████████| 1000/1000 [00:07<00:00, 133.15it/s, 3 steps of size 7.70e-01. acc. prob=0.90]\n",
"sample: 100%|██████████| 1000/1000 [00:07<00:00, 129.89it/s, 7 steps of size 6.98e-01. acc. prob=0.91]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.5% 94.5% n_eff r_hat\n",
" a -0.19 0.17 -0.20 -0.46 0.08 2027.65 1.00\n",
" bG -0.01 0.02 -0.01 -0.05 0.02 1862.21 1.00\n",
" bM 0.70 0.04 0.70 0.64 0.76 2028.95 1.00\n",
" sigma_sq 0.16 0.02 0.16 0.13 0.19 1996.56 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"# put species in right order\n",
"dat_list[\"V\"] = V.loc[spp_obs, spp_obs].values\n",
"# convert to correlation matrix\n",
"dat_list[\"R\"] = dat_list[\"V\"] / jnp.max(V.values)\n",
"\n",
"\n",
"# Brownian motion model\n",
"def model(M, B, R, G):\n",
" a = numpyro.sample(\"a\", dist.Normal(0, 1))\n",
" bM = numpyro.sample(\"bM\", dist.Normal(0, 0.5))\n",
" bG = numpyro.sample(\"bG\", dist.Normal(0, 0.5))\n",
" sigma_sq = numpyro.sample(\"sigma_sq\", dist.Exponential(1))\n",
" mu = a + bM * M + bG * G\n",
" SIGMA = R * sigma_sq\n",
" numpyro.sample(\"B\", dist.MultivariateNormal(mu, SIGMA), obs=B)\n",
"\n",
"\n",
"m14_10 = MCMC(\n",
" NUTS(model),\n",
" num_warmup=500,\n",
" num_samples=500,\n",
" num_chains=4,\n",
" chain_method=\"sequential\",\n",
")\n",
"m14_10.run(random.PRNGKey(0), **{k: v for k, v in dat_list.items() if k in \"MBRG\"})\n",
"m14_10.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.52"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"sample: 100%|██████████| 1000/1000 [00:12<00:00, 78.50it/s, 7 steps of size 5.98e-01. acc. prob=0.93] \n",
"sample: 100%|██████████| 1000/1000 [00:08<00:00, 112.44it/s, 7 steps of size 6.02e-01. acc. prob=0.92]\n",
"sample: 100%|██████████| 1000/1000 [00:08<00:00, 111.29it/s, 7 steps of size 5.06e-01. acc. prob=0.94]\n",
"sample: 100%|██████████| 1000/1000 [00:08<00:00, 112.56it/s, 7 steps of size 5.92e-01. acc. prob=0.92]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
" mean std median 5.5% 94.5% n_eff r_hat\n",
" a -0.07 0.08 -0.07 -0.19 0.06 1969.30 1.00\n",
" bG 0.05 0.02 0.05 0.01 0.09 2388.67 1.00\n",
" bM 0.83 0.03 0.84 0.79 0.88 2437.23 1.00\n",
" etasq 0.03 0.01 0.03 0.02 0.04 2379.81 1.00\n",
" rhosq 2.80 0.25 2.79 2.38 3.18 2293.32 1.00\n",
"\n",
"Number of divergences: 0\n"
]
}
],
"source": [
"# add scaled and reordered distance matrix\n",
"dat_list[\"Dmat\"] = Dmat.loc[spp_obs, spp_obs].values / jnp.max(Dmat.values)\n",
"\n",
"\n",
"def cov_GPL1(x, sq_alpha, sq_rho, delta):\n",
" N = x.shape[0]\n",
" K = sq_alpha * jnp.exp(-sq_rho * x)\n",
" K = K.at[jnp.diag_indices(N)].set(sq_alpha + delta)\n",
" return K\n",
"\n",
"\n",
"def model(M, B, Dmat, G):\n",
" a = numpyro.sample(\"a\", dist.Normal(0, 1))\n",
" bM = numpyro.sample(\"bM\", dist.Normal(0, 0.5))\n",
" bG = numpyro.sample(\"bG\", dist.Normal(0, 0.5))\n",
" etasq = numpyro.sample(\"etasq\", dist.FoldedDistribution(dist.Normal(1, 0.25)))\n",
" rhosq = numpyro.sample(\"rhosq\", dist.FoldedDistribution(dist.Normal(3, 0.25)))\n",
" SIGMA = cov_GPL1(Dmat, etasq, rhosq, 0.01)\n",
" mu = a + bM * M + bG * G\n",
" numpyro.sample(\"B\", dist.MultivariateNormal(mu, SIGMA), obs=B)\n",
"\n",
"\n",
"m14_11 = MCMC(\n",
" NUTS(model),\n",
" num_warmup=500,\n",
" num_samples=500,\n",
" num_chains=4,\n",
" chain_method=\"sequential\",\n",
")\n",
"m14_11.run(\n",
" random.PRNGKey(0), dat_list[\"M\"], dat_list[\"B\"], dat_list[\"Dmat\"], dat_list[\"G\"]\n",
")\n",
"m14_11.print_summary(0.89)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.53"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"post = m14_11.get_samples()\n",
"plt.subplot(\n",
" xlim=(0, jnp.max(dat_list[\"Dmat\"]).item()),\n",
" ylim=(0, 1.5),\n",
" xlabel=\"phylogenetic distance\",\n",
" ylabel=\"covariance\",\n",
")\n",
"\n",
"# posterior\n",
"x = jnp.linspace(0, jnp.max(dat_list[\"Dmat\"]), 101)\n",
"for i in range(30):\n",
" plt.plot(x, post[\"etasq\"][i] * jnp.exp(-post[\"rhosq\"][i] * x), \"b\")\n",
"\n",
"# prior mean and 89% interval\n",
"eta = jnp.abs(dist.Normal(1, 0.25).sample(random.PRNGKey(0), (int(1e3),)))\n",
"rho = jnp.abs(dist.Normal(3, 0.25).sample(random.PRNGKey(1), (int(1e3),)))\n",
"d_seq = jnp.linspace(0, 1, 50)\n",
"K = vmap(lambda x: eta * jnp.exp(-rho * x))(d_seq)\n",
"plt.plot(d_seq, jnp.mean(K, axis=1), lw=2, color=\"k\")\n",
"plt.fill_between(\n",
" d_seq, *jnp.percentile(K, q=jnp.array([5.5, 94.5]), axis=1), color=\"k\", alpha=0.2\n",
")\n",
"plt.annotate(\"prior\", (0.5, 0.5), ha=\"center\", va=\"center\", color=\"k\")\n",
"plt.annotate(\"posterior\", (0.2, 0.1), ha=\"center\", va=\"center\", color=\"b\")\n",
"if \"SVG\" in os.environ:\n",
" set_matplotlib_formats(\"svg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Code 14.54"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"sa = 1\n",
"sb = 0.5\n",
"rho = -0.7\n",
"S = jnp.array([[sa**2, a * sb * rho], [a * sb * rho, sb**2]])"
]
},
{
"cell_type": "markdown",
"metadata": {
"navigation": true
},
"source": [
"\n",
"< [Chapter 13. Models With Memory](13-models-with-memory.html) | [Chapter 15. Missing Data and Other Opportunities](15-missing-data-and-other-opportunities.html) >"
]
}
],
"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"
},
"nikola": {
"title": "Chapter 14. Adventures in Covariance"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}