{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(censored_data)=\n", "# Censored Data Models\n", "\n", ":::{post} May, 2022\n", ":tags: censored, survival analysis \n", ":category: intermediate, how-to\n", ":author: Luis Mario Domenzain\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from copy import copy\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import seaborn as sns\n", "\n", "from numpy.random import default_rng" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "rng = default_rng(1234)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[This example notebook on Bayesian survival\n", "analysis](http://docs.pymc.io/notebooks/survival_analysis.html) touches on the\n", "point of censored data. _Censoring_ is a form of missing-data problem, in which\n", "observations greater than a certain threshold are clipped down to that\n", "threshold, or observations less than a certain threshold are clipped up to that\n", "threshold, or both. These are called right, left and interval censoring,\n", "respectively. In this example notebook we consider interval censoring.\n", "\n", "Censored data arises in many modelling problems. Two common examples are:\n", "\n", "1. _Survival analysis:_ when studying the effect of a certain medical treatment\n", " on survival times, it is impossible to prolong the study until all subjects\n", " have died. At the end of the study, the only data collected for many patients\n", " is that they were still alive for a time period $T$ after the treatment was\n", " administered: in reality, their true survival times are greater than $T$.\n", "\n", "2. _Sensor saturation:_ a sensor might have a limited range and the upper and\n", " lower limits would simply be the highest and lowest values a sensor can\n", " report. For instance, many mercury thermometers only report a very narrow\n", " range of temperatures.\n", "\n", "This example notebook presents two different ways of dealing with censored data\n", "in PyMC3:\n", "\n", "1. An imputed censored model, which represents censored data as parameters and\n", " makes up plausible values for all censored values. As a result of this\n", " imputation, this model is capable of generating plausible sets of made-up\n", " values that would have been censored. Each censored element introduces a\n", " random variable.\n", "\n", "2. An unimputed censored model, where the censored data are integrated out and\n", " accounted for only through the log-likelihood. This method deals more\n", " adequately with large amounts of censored data and converges more quickly.\n", "\n", "To establish a baseline we compare to an uncensored model of the uncensored\n", "data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Produce normally distributed samples\n", "size = 500\n", "true_mu = 13.0\n", "true_sigma = 5.0\n", "samples = rng.normal(true_mu, true_sigma, size)\n", "\n", "# Set censoring limits\n", "low = 3.0\n", "high = 16.0\n", "\n", "\n", "def censor(x, low, high):\n", " x = copy(x)\n", " x[x <= low] = low\n", " x[x >= high] = high\n", " return x\n", "\n", "\n", "# Censor samples\n", "censored = censor(samples, low, high)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "# Visualize uncensored and censored data\n", "_, ax = plt.subplots(figsize=(10, 3))\n", "edges = np.linspace(-5, 35, 30)\n", "ax.hist(samples, bins=edges, density=True, histtype=\"stepfilled\", alpha=0.2, label=\"Uncensored\")\n", "ax.hist(censored, bins=edges, density=True, histtype=\"stepfilled\", alpha=0.2, label=\"Censored\")\n", "[ax.axvline(x=x, c=\"k\", ls=\"--\") for x in [low, high]]\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Uncensored Model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def uncensored_model(data):\n", " with pm.Model() as model:\n", " mu = pm.Normal(\"mu\", mu=((high - low) / 2) + low, sigma=(high - low))\n", " sigma = pm.HalfNormal(\"sigma\", sigma=(high - low) / 2.0)\n", " observed = pm.Normal(\"observed\", mu=mu, sigma=sigma, observed=data)\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should predict that running the uncensored model on uncensored data, we will get reasonable estimates of the mean and variance." ] }, { "cell_type": "code", "execution_count": 6, "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: [mu, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:03<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 4 seconds.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 563, "width": 1667 } }, "output_type": "display_data" } ], "source": [ "uncensored_model_1 = uncensored_model(samples)\n", "with uncensored_model_1:\n", " idata = pm.sample()\n", "\n", "az.plot_posterior(idata, ref_val=[true_mu, true_sigma], round_to=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And that is exactly what we find. \n", "\n", "The problem however, is that in censored data contexts, we do not have access to the true values. If we were to use the same uncensored model on the censored data, we would anticipate that our parameter estimates will be biased. If we calculate point estimates for the mean and std, then we can see that we are likely to underestimate the mean and std for this particular dataset and censor bounds." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean=12.32; std=3.76\n" ] } ], "source": [ "print(f\"mean={np.mean(censored):.2f}; std={np.std(censored):.2f}\")" ] }, { "cell_type": "code", "execution_count": 8, "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: [mu, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:03<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 4 seconds.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 563, "width": 1667 } }, "output_type": "display_data" } ], "source": [ "uncensored_model_2 = uncensored_model(censored)\n", "with uncensored_model_2:\n", " idata = pm.sample()\n", "\n", "az.plot_posterior(idata, ref_val=[true_mu, true_sigma], round_to=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure above confirms this.\n", "\n", "## Censored data models\n", "\n", "The models below show 2 approaches to dealing with censored data. First, we need to do a bit of data pre-processing to count the number of observations that are left or right censored. We also also need to extract just the non-censored data that we observe." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(censored_data/model1)=\n", "### Model 1 - Imputed Censored Model of Censored Data\n", "\n", "In this model, we impute the censored values from the same distribution as the uncensored data. Sampling from the posterior generates possible uncensored data sets." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "n_right_censored = sum(censored >= high)\n", "n_left_censored = sum(censored <= low)\n", "n_observed = len(censored) - n_right_censored - n_left_censored\n", "uncensored = censored[(censored > low) & (censored < high)]\n", "assert len(uncensored) == n_observed" ] }, { "cell_type": "code", "execution_count": 10, "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: [mu, sigma, right_censored, left_censored]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:16<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 17 seconds.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 563, "width": 1667 } }, "output_type": "display_data" } ], "source": [ "with pm.Model() as imputed_censored_model:\n", " mu = pm.Normal(\"mu\", mu=((high - low) / 2) + low, sigma=(high - low))\n", " sigma = pm.HalfNormal(\"sigma\", sigma=(high - low) / 2.0)\n", " right_censored = pm.Normal(\n", " \"right_censored\",\n", " mu,\n", " sigma,\n", " transform=pm.distributions.transforms.Interval(high, None),\n", " shape=int(n_right_censored),\n", " initval=np.full(n_right_censored, high + 1),\n", " )\n", " left_censored = pm.Normal(\n", " \"left_censored\",\n", " mu,\n", " sigma,\n", " transform=pm.distributions.transforms.Interval(None, low),\n", " shape=int(n_left_censored),\n", " initval=np.full(n_left_censored, low - 1),\n", " )\n", " observed = pm.Normal(\"observed\", mu=mu, sigma=sigma, observed=uncensored, shape=int(n_observed))\n", " idata = pm.sample()\n", "\n", "az.plot_posterior(idata, var_names=[\"mu\", \"sigma\"], ref_val=[true_mu, true_sigma], round_to=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the bias in the estimates of the mean and variance (present in the uncensored model) have been largely removed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model 2 - Unimputed Censored Model of Censored Data\n", "\n", "Here we can make use of `pm.Censored`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as unimputed_censored_model:\n", " mu = pm.Normal(\"mu\", mu=0.0, sigma=(high - low) / 2.0)\n", " sigma = pm.HalfNormal(\"sigma\", sigma=(high - low) / 2.0)\n", " y_latent = pm.Normal.dist(mu=mu, sigma=sigma)\n", " obs = pm.Censored(\"obs\", y_latent, lower=low, upper=high, observed=censored)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sampling" ] }, { "cell_type": "code", "execution_count": 12, "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: [mu, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:04<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 5 seconds.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 563, "width": 1667 } }, "output_type": "display_data" } ], "source": [ "with unimputed_censored_model:\n", " idata = pm.sample()\n", "\n", "az.plot_posterior(idata, var_names=[\"mu\", \"sigma\"], ref_val=[true_mu, true_sigma], round_to=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the bias in the estimates of the mean and variance (present in the uncensored model) have been largely removed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discussion\n", "\n", "As we can see, both censored models appear to capture the mean and variance of the underlying distribution as well as the uncensored model! In addition, the imputed censored model is capable of generating data sets of censored values (sample from the posteriors of `left_censored` and `right_censored` to generate them), while the unimputed censored model scales much better with more censored data, and converges faster." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", "- Originally authored by [Luis Mario Domenzain](https://github.com/domenzain) on Mar 7, 2017.\n", "- Updated by [George Ho](https://github.com/eigenfoo) on Jul 14, 2018.\n", "- Updated by [Benjamin Vincent](https://github.com/drbenvincent) in May 2021.\n", "- Updated by [Benjamin Vincent](https://github.com/drbenvincent) in May 2022 to PyMC v4." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Jan 17 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.0\n", "IPython version : 8.8.0\n", "\n", "pytensor: 2.9.1\n", "aeppl : not installed\n", "\n", "seaborn : 0.12.2\n", "pymc : 5.0.1+42.g99dd7158\n", "arviz : 0.14.0\n", "matplotlib: 3.6.2\n", "sys : 3.11.0 | packaged by conda-forge | (main, Oct 25 2022, 06:24:40) [GCC 10.4.0]\n", "numpy : 1.24.1\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,aeppl" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "pymc", "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": "3.11.0 | packaged by conda-forge | (main, Oct 25 2022, 06:24:40) [GCC 10.4.0]" }, "vscode": { "interpreter": { "hash": "970ac73df0f14d7a1f980febd250c4ded990984ec0e2432b12dcbf556b464244" } } }, "nbformat": 4, "nbformat_minor": 4 }