diff --git a/examples/dependence.ipynb b/examples/dependence.ipynb new file mode 100644 index 00000000..812fe861 --- /dev/null +++ b/examples/dependence.ipynb @@ -0,0 +1,604 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "89c73067", + "metadata": {}, + "source": [ + "# Is it independent?\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2427dece", + "metadata": {}, + "outputs": [], + "source": [ + "# Get utils.py\n", + "\n", + "from os.path import basename, exists\n", + "\n", + "def download(url):\n", + " filename = basename(url)\n", + " if not exists(filename):\n", + " from urllib.request import urlretrieve\n", + " local, _ = urlretrieve(url, filename)\n", + " print('Downloaded ' + local)\n", + " \n", + "download('https://github.com/AllenDowney/ThinkBayes2/raw/master/soln/utils.py')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f24d9f87", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from utils import decorate" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "574575d6", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import gaussian_kde\n", + "\n", + "observed_gap_times = np.array([\n", + " 428.0, 705.0, 407.0, 465.0, 433.0, 425.0, 204.0, 506.0, 143.0, 351.0, \n", + " 450.0, 598.0, 464.0, 749.0, 341.0, 586.0, 754.0, 256.0, 378.0, 435.0, \n", + " 176.0, 405.0, 360.0, 519.0, 648.0, 374.0, 483.0, 537.0, 578.0, 534.0, \n", + " 577.0, 619.0, 538.0, 331.0, 186.0, 629.0, 193.0, 360.0, 660.0, 484.0, \n", + " 512.0, 315.0, 457.0, 404.0, 740.0, 388.0, 357.0, 485.0, 567.0, 160.0, \n", + " 428.0, 387.0, 901.0, 187.0, 622.0, 616.0, 585.0, 474.0, 442.0, 499.0, \n", + " 437.0, 620.0, 351.0, 286.0, 373.0, 232.0, 393.0, 745.0, 636.0, 758.0,\n", + "]) / 60\n", + "\n", + "# distribution of times between trains\n", + "kde_gap = gaussian_kde(observed_gap_times)\n", + "\n", + "# distribution of times between trains as seen by random arrival\n", + "kde_prior = gaussian_kde(observed_gap_times, weights=observed_gap_times)" + ] + }, + { + "cell_type": "markdown", + "id": "28b87cfa", + "metadata": {}, + "source": [ + "Here are the distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "50d164be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "def plot_kde(kde, **options):\n", + " xs = np.linspace(0, 20, 101)\n", + " ps = kde(xs)\n", + " plt.plot(xs, ps, **options) \n", + " \n", + "plot_kde(kde_gap, label='actual')\n", + "plot_kde(kde_prior, label='observed')\n", + "\n", + "decorate(xlabel='Gap between trains (log10 minutes)')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "6a35f91b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.8590533907508388, 0.17436593870523054)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "log_sample = np.log10(observed_gap_times)\n", + "\n", + "m, s = np.mean(log_sample), np.std(log_sample)\n", + "m, s" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "09235cc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(100.0, 49.99999999999999)" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mu = 2\n", + "sigma = 0.2\n", + "\n", + "alpha = (mu/sigma)**2\n", + "beta = mu / sigma**2\n", + "\n", + "alpha, beta" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "7f4c4055", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2.0000000000000004, 0.20000000000000004)" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.stats import gamma\n", + "\n", + "scale = 1 / beta\n", + "gamma_dist = gamma(a=alpha, scale=scale)\n", + "gamma_dist.mean(), gamma_dist.std()" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "1eb132be", + "metadata": {}, + "outputs": [], + "source": [ + "import pymc as pm \n", + "\n", + "def make_model(n_obs=10):\n", + "\n", + " model = pm.Model()\n", + " with model:\n", + " log_time = pm.StudentT('log_time', mu=m, sigma=s, nu=7)\n", + " gap_time = pm.Deterministic('gap_time', 10 ** log_time)\n", + " elapsed_time = pm.Uniform('elapsed_time', lower=0, upper=gap_time)\n", + "\n", + " rate = pm.Gamma('rate', alpha=alpha, beta=beta)\n", + " mu = elapsed_time * rate\n", + " n = pm.Poisson('n', mu=mu, observed=n_obs)\n", + " \n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "b5b99951", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "%3\n", + "\n", + "\n", + "\n", + "gap_time\n", + "\n", + "gap_time\n", + "~\n", + "Deterministic\n", + "\n", + "\n", + "\n", + "elapsed_time\n", + "\n", + "elapsed_time\n", + "~\n", + "Uniform\n", + "\n", + "\n", + "\n", + "gap_time->elapsed_time\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "n\n", + "\n", + "n\n", + "~\n", + "Poisson\n", + "\n", + "\n", + "\n", + "log_time\n", + "\n", + "log_time\n", + "~\n", + "StudentT\n", + "\n", + "\n", + "\n", + "log_time->gap_time\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "rate\n", + "\n", + "rate\n", + "~\n", + "Gamma\n", + "\n", + "\n", + "\n", + "rate->n\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "elapsed_time->n\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = make_model(n_obs=10)\n", + "pm.model_to_graphviz(model)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "f78676cd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [log_time, elapsed_time, rate]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " 100.00% [8000/8000 00:02<00:00 Sampling 4 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n" + ] + } + ], + "source": [ + "with model:\n", + " idata = pm.sample(1000, tune=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "40880262", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "var_names=['gap_time', 'elapsed_time', 'rate']\n", + "\n", + "with model:\n", + " az.plot_trace(idata, var_names=var_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "db8f59ce", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "with model:\n", + " az.plot_posterior(idata, var_names=var_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "4cae9e68", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0053630428235634" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def get_sample(idata, var_name):\n", + " return idata.posterior[var_name].values.flatten()\n", + "\n", + "rates = get_sample(idata, 'rate')\n", + "np.mean(rates)" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "bc411861", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8.094949565334511" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gap_times = get_sample(idata, 'gap_time')\n", + "np.mean(gap_times)" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "d0488cb7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.915920179938246" + ] + }, + "execution_count": 145, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "elapsed_times = get_sample(idata, 'elapsed_time')\n", + "np.mean(elapsed_times)" + ] + }, + { + "cell_type": "code", + "execution_count": 150, + "id": "a1af1188", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1. , 0.30019357, -0.0529999 ],\n", + " [ 0.30019357, 1. , -0.25373678],\n", + " [-0.0529999 , -0.25373678, 1. ]])" + ] + }, + "execution_count": 150, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.corrcoef([gap_times, elapsed_times, rates])" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "6e76589d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3.179029385396267" + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "remaining_times = gap_times - elapsed_times\n", + "np.mean(remaining_times)" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "id": "cdd426bf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "sns.kdeplot(gap_times, label='gaps')\n", + "sns.kdeplot(elapsed_times, label='elapsed')\n", + "sns.kdeplot(remaining_times, label='remaining', cut=0)\n", + "\n", + "decorate(xlabel='Gap between trains (minutes)')" + ] + }, + { + "cell_type": "markdown", + "id": "002acd95", + "metadata": {}, + "source": [ + "Think Bayes, Second Edition\n", + "\n", + "Copyright 2024 Allen B. Downey\n", + "\n", + "License: [Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb266f18", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}