{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# R7: Sampling discrete parameters with Stan\n", "\n", "*Most of this recitation was written by Julian Wagner.*\n", "\n", "
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i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.3.0.min.js\", \"https://unpkg.com/@holoviz/panel@1.3.1/dist/panel.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"c624ce9e-0bf7-4cf1-afcd-2a36e643cdbe\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Colab setup ------------------\n", "import os, shutil, sys, subprocess, urllib.request\n", "if \"google.colab\" in sys.modules:\n", " cmd = \"pip install --upgrade iqplot colorcet bebi103 arviz cmdstanpy watermark\"\n", " process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n", " stdout, stderr = process.communicate()\n", " from cmdstanpy.install_cmdstan import latest_version\n", " cmdstan_version = latest_version()\n", " cmdstan_url = f\"https://github.com/stan-dev/cmdstan/releases/download/v{cmdstan_version}/\"\n", " fname = f\"colab-cmdstan-{cmdstan_version}.tgz\"\n", " urllib.request.urlretrieve(cmdstan_url + fname, fname)\n", " shutil.unpack_archive(fname)\n", " os.environ[\"CMDSTAN\"] = f\"./cmdstan-{cmdstan_version}\"\n", " data_path = \"https://s3.amazonaws.com/bebi103.caltech.edu/data/\"\n", "else:\n", " data_path = \"../data/\"\n", "# ------------------------------\n", "\n", "import numpy as np\n", "import scipy.special\n", "import pandas as pd\n", "\n", "import bebi103\n", "\n", "import bokeh\n", "import bokeh.io\n", "import iqplot\n", "\n", "import cmdstanpy\n", "import arviz as az\n", "\n", "bokeh.io.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Throughout the term, we have used Stan to great effect to sample from our bespoke statistical models. However, one caveat of the Hamiltonian Monte Carlo is that it can only sample continuous parameters because it relies on concepts of classical mechanics. Fortunately, our old friend marginalization allows us to get around this limit of HMC and handle discrete parameters in our models. This notebook has a few examples of how to handle discrete variables in Stan: one from the ecological realm of mark and recapture experiments, and one from a simulated dataset based on a hypothetical experiment. We heavily relied on the materials on handling [latent discrete parameters](https://mc-stan.org/docs/stan-users-guide/latent-discrete.html) in the Stan language reference in prepping these materials." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Review of LogSumExp, the cornerstone of stable marginalization with discrete parameters \n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we jump into sampling discrete parameters in Stan, I will first review the [LogSumExp](https://en.wikipedia.org/wiki/LogSumExp) trick, which we will use over and over while dealing with discrete parameters. I found a couple of blog posts [here](http://gregorygundersen.com/blog/2020/02/09/log-sum-exp/) and [here](https://www.xarg.org/2016/06/the-log-sum-exp-trick-in-machine-learning/) helpful when thinking about the LogSumExp operation. What is LogSumExp? It is a nifty operation that makes the addition of a series of numbers more numerically stable. In particular, consider a situation where we are interested in calculating $y$, with\n", "\n", "\\begin{align}\n", "y = \\mathrm{log}\\sum_{i=1}^{n}\\mathrm{exp}(x_i).\n", "\\end{align}\n", "\n", "We will see in a moment why this comes up in dealing with discrete parameters. We can take $\\mathrm{exp}$ of both sides of the equation to give\n", "\n", "\\begin{align}\n", "\\mathrm{exp}(y) = \\sum_{i=1}^{n}\\mathrm{exp}(x_i).\n", "\\end{align}\n", "\n", "We can now multiply both sides by a constant, say $\\mathrm{exp}(-a)$\n", "\n", "\\begin{align}\n", "\\mathrm{exp}(-a) \\cdot \\mathrm{exp}(y) = \\mathrm{exp}(-a) \\cdot \\sum_{i=1}^{n}\\mathrm{exp}(x_i).\n", "\\end{align}\n", "\n", "We rearrange the expression to give\n", "\n", "\\begin{align}\n", "\\mathrm{exp}(y-a) = \\sum_{i=1}^{n}\\mathrm{exp}(x_i-a).\n", "\\end{align}\n", "\n", "Then we can take the $\\mathrm{log}$ of both sides, giving\n", "\n", "\\begin{align}\n", "y-a = \\mathrm{log} \\sum_{i=1}^{n}\\mathrm{exp}(x_i-a).\n", "\\end{align}\n", "\n", "We can then rearrange to give\n", "\n", "\\begin{align}\n", "y = a + \\mathrm{log} \\sum_{i=1}^{n}\\mathrm{exp}(x_i-a).\n", "\\end{align}\n", "\n", "Nice, so we can subtract a constant from each data point $x_i$ before we exponentiate, sum, and take the log, so long as we add it back afterwards. This is referred to as the LogSumExp trick; in particular, we take $a$ to be the max of $x_i$ when performing the computation. This operation makes it much less likely to encounter over or underflow problems while doing the computation. The maximal value that we end up with after subtracting the $\\mathrm{max}(x_i)$ is 0, and $\\mathrm{exp}(0)=1$. The worst case scenario, where every result of the exponentiation operation save the max value of $x_i$ (which gives 1 by definition) results in underflow (0 for every other term), we still have log(1) for the sum term, which means we will not get the dreaded nan from this term. Instead, y will simply be determined by the $\\mathrm{max}(x_i)$. While this wouldn't necessarily be an ideal situation, y would still approximate the true value of the sum (if we were able to calculate it without running out of storage space for our datatype), and is nicely behaved instead of exploding our numerics. If we don't do the trick and every single term results in underflow, we instead will encounter $\\mathrm{log}(0)$, which is NaN, and kills that whole iteration of the computation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Handling log probabilities of discrete valued vectors in Stan\n", "\n", "A need to quantifying the size of natural populations of animals often arises in ecology. A popular approach to count populations is to mark them with a label of some type like a leg bands on a birds or a fin tags on a shark. In 1970, [Stradling](http://doi.org/10.2307/2855) marked ants by feeding them with radioactive phosphorous (32P), which would get integrated into their tissue and persist over time without transferring to their other ants.\n", "\n", "
\n", " \n", "![Myrmica rubra ants](Myrmica_rubra_workers.jpg)\n", " \n", "
\n", "\n", "
Worker Myrmica rubra ants. Image by Gary Alpert, can be found here.
\n", "\n", "
\n", "\n", "After labeling a bunch of animals, Stradling released them back into the population and allowed them to mix. Then, he re-sampled and counted how many of the labeled animals he pulled from the population. As an introduction to the concepts used in handling discrete parameters, I will first code up how to quantify the population size based on this information in Stan (a brute force type approach) before mixing in continuous variables with some other mark and recapture data. It is quite apparent that Stradling's data matches the story of the [hypergeometric distribution](https://distribution-explorer.github.io/discrete/hypergeometric.html). We will call the radioactively labeled ants the 'white balls', and the unlabeled ones the 'black balls', which are mixed together in the colony and then samples without replacement. Hence, we have for our likelihood\n", "\n", "\\begin{align}\n", "n &\\sim \\text{Hypergeometric}(N, a, b),\n", "\\end{align}\n", "\n", "Where $N$ is the number of animals sampled from the mixed labeled-unlabeled population, $n$ is the number of labeled animals drawn, $a$ is the number of animals labeled before release, and $b$ is the number of unlabeled animals. With this formulation, the population size of ants in a colony is given by $a+b$. We could get a very good approximation of this with the Binomial distribution most of the time, i.e. we look at the success rate $\\theta$ of drawing a marked individual and use that as a ratio of marked to total population to get the answer. This would probably work well since ant populations are often pretty large, as are the number of ants labeled and sampled, but we are going to be sticklers today and insist that we use discrete quantities. Now we need to think about a prior for $b$ to finish building the model. Since we are sticking with a discrete parameter, I chose a negative binomial, since it can be shaped as a broad/peaked distribution.\n", "\n", "\\begin{align}\n", "b &\\sim \\text{negative binomial}(\\mu=1000, \\phi=2)\n", "\\end{align}\n", "\n", "We can do a quick prior predictive check in Numpy to see how this looks. For this, we will assume an experimental design where 100 animals were marked to begin, and the subsequent recaptures are also of 100 individuals. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"c08b8060-8efc-457a-b38a-0074a3291130\",\"roots\":{\"p1002\":\"e9242dcd-e609-4be3-95da-0b5328b5c1af\"},\"root_ids\":[\"p1002\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1002" } }, "output_type": "display_data" } ], "source": [ "rng = np.random.default_rng()\n", "\n", "a = 100\n", "N = 100\n", "n = np.array(\n", " [\n", " rng.hypergeometric(a, rng.negative_binomial(2, 2 / (1000 + 2)), N)\n", " for _ in range(1000)\n", " ]\n", ")\n", "\n", "bokeh.io.show(iqplot.ecdf(n))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This makes sense: the prior allows the population to be nearly all included in the initial sample of 100 animals, or could be much bigger, in which case the number of animals re-captured goes towards 0. Looking back, this model doesn't even have any continuous parameters at all! What can Stan possibly bring to the table? Well, it would clearly be quite easy to brute force plot the posterior for $b$. We can do a similar thing in Stan, taking advantage of its built in log pmf functions, and it's nifty log_sum_exp function. Basically, the name of the game is to decide a range of values for $b$ that we will look at, evaluate the model at all these values, and plot the result. Note that we know the value for $b$ must be at least as large as $N$-$n$ (the number of animals that were not marked in our re-sample)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data {\n", " // Measured data\n", " int a;\n", " int N;\n", " int n;\n", " int max_pop;\n", " int min_pop;\n", " real mu;\n", " real phi;\n", " \n", "}\n", "\n", "transformed data{\n", " array[max_pop-min_pop] int b;\n", " \n", " for(i in 1:max_pop-min_pop){\n", " b[i] = i+min_pop;\n", " }\n", "}\n", "\n", "transformed parameters{\n", " vector[max_pop-min_pop] lp;\n", " \n", " for(i in 1:max_pop-min_pop){\n", " lp[i] = neg_binomial_2_lpmf(b[i]|mu, phi) + hypergeometric_lpmf(n|N, a, b[i]);\n", " }\n", "}\n", "\n", "\n", "model {\n", " target += log_sum_exp(lp);\n", "}\n", "\n", "generated quantities{\n", " simplex[max_pop-min_pop] pState;\n", "\n", " array[max_pop-min_pop] int num;\n", "\n", " num = b;\n", " pState = exp(lp - log_sum_exp(lp));\n", "}\n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " sm = cmdstanpy.CmdStanModel(stan_file='mark_recapture_hypergeometric.stan')\n", "\n", "print(sm.code())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `min_pop` and `max_pop` are used to intermediately construct the range of interest for `b`. The only other bit of funny business is going on in the generated quantities block. We are taking our unnormalized probability for $b$ and normalizing it based on averaging over log posterior draws for a given discrete value, which marginalizes them out. In this case, we don't have continuous parameters, but we are still normalizing based on the marginalized posterior probability. \n", "\n", "Let's give this a spin and see what it yields! I will manually input some data from Stradling's paper here to test with." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "a = 190\n", "N = 346\n", "n = 32\n", "\n", "# Other data sets we could use....\n", "#a = 17\n", "#N = 33\n", "#n = 13\n", "\n", "#a = 308\n", "#N = 279\n", "#n = 186\n", "\n", "data = {\n", " 'a': a,\n", " 'N': N,\n", " 'n': n,\n", " 'max_pop': 4000,\n", " 'min_pop': N-n,\n", " 'mu': 1000.0,\n", " 'phi': 2.0\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that since we don't have any model parameters, we must run the sampler with `fixed_param=True`. Also, we only need 1 for `sample_iters` since the calculations performed in the Stan code are deterministic (we aren't actually sampling). " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8c31a321ecd942eabf807ad8f5c5de26", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " samples = az.from_cmdstanpy(sm.sample(data=data, fixed_param=True, iter_sampling=1, chains=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For plotting the results, note that I am showing $b+a$, as $b$ represents the number of unlabeled ants and $a$ is the number of labeled, so $b+a$ is the total population size. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"3abd2362-c138-4383-883f-e5daf03da8cb\",\"roots\":{\"p1059\":\"e9da871c-9d52-43f6-93c5-e68b5c7b4ab8\"},\"root_ids\":[\"p1059\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1059" } }, "output_type": "display_data" } ], "source": [ "p = bokeh.plotting.figure(\n", " frame_height=300,\n", " x_axis_label=\"number of ants in colony\",\n", " y_axis_label=\"posterior probability\",\n", " title=\"Distibution of ant colony size given data\",\n", ")\n", "\n", "p.circle(\n", " samples.posterior[\"num\"].values[0][0] + a, \n", " samples.posterior[\"pState\"].values[0][0]\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a last check to make sure we properly generated our posterior probability values here, we will do a quick numerical integration on the posterior above. This should give a value of 1 for the area under our posterior, since it is a probability distribution." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0000000284678414" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.trapz(\n", " samples.posterior[\"pState\"].values[0][0], samples.posterior[\"num\"].values[0][0] + a\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yay, it is a probability distribution! This seems like a lot of work for where we've gotten! Though we have not yet sampled a model with both discrete and continuous parameters, this gives us all the building block we need in order to do so." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discrete paremeters in Stan: integer α for gamma distribution\n", "\n", "We will build a model for experiment 5 from our recitation on model building. Recall the description:\n", "\n", "**Experiment 5**: You are studying a signaling pathway that, when the ligand binds the receptor, forms a multimeric protein complex at the intracellular side of the membrane. You assume that the rate of each protein joining this complex is roughly the same. You want to estimate the number of proteins in this complex, and the average rate at which they join. You employ a similar approach as in Experiment 3, using protein fusions that produce a fluorescent signal only when the complex is fully-formed. You use time-lapse microscopy to time how long it takes the complex to fully form after you add the ligand.\n", "\n", "Although we always prefer to use real data in this class, we will simulate this process for the sake of time for this recitation. We will assume that the process is described by 3 arrivals of a Poisson process with the same arrival rate parameter. To simulate the experiment, we will make 50 data points of arrival times measured from the time-lapse microscope modeled as the sum of the arrival time of 3 successive and identical exponential distributions." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "al = 3\n", "ra = 0.5\n", "t = np.zeros(50)\n", "\n", "for i in range(al):\n", " t += np.random.exponential(1 / ra, size=len(t))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now take a look at what the simulated data looks like" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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}, { "cell_type": "markdown", "metadata": {}, "source": [ "With this in hand, we first apply a model that we know well: a gamma distribution as in the microtubule catastrophe data. Our model is as follows\n", "\n", "\\begin{align}\n", "\\alpha &\\sim \\text{HalfNorm}(0, 3) \\\\\n", "\\beta &\\sim \\text{HalfNorm}(0, 10) \\\\\n", "t_i &\\sim \\text{Gamma}(\\alpha, \\beta) \\, \\forall i\n", "\\end{align}\n", "\n", "Great, with the model defined we can prepare our data, compile the model, and print the Stan code." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data {\n", " int N;\n", " array[N] real t;\n", "}\n", "\n", "\n", "parameters {\n", " real alpha;\n", " real beta_;\n", "}\n", "\n", "\n", "model {\n", " alpha ~ normal(0, 3);\n", " beta_ ~ normal(0, 10);\n", " \n", " t ~ gamma(alpha, beta_);\n", "}\n", "\n", "\n", "generated quantities {\n", " array[N] real t_ppc;\n", "\n", " for (i in 1:N) {\n", " t_ppc[i] = gamma_rng(alpha, beta_);\n", " }\n", "}\n" ] } ], "source": [ "data = {\"t\": t, \"N\": len(t), \"a_min\": 0, \"a_max\": 10}\n", "\n", "with bebi103.stan.disable_logging():\n", " sm = cmdstanpy.CmdStanModel(stan_file=\"mt_gamma.stan\")\n", "\n", "print(sm.code())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to sample!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7722e42101ab4fbe801f75678bac6ec5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8f2cfee93001433a964a137cd289fba5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b96af1d6b7cf4842bebdec1394aff584", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9cd70468adf34814926c9cf60ceeee02", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " samples = az.from_cmdstanpy(\n", " sm.sample(data=data, iter_sampling=20000, thin=20), posterior_predictive=\"t_ppc\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now check the diagnostics." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Diagnostics for gamma...\n", "Effective sample size looks reasonable for all parameters.\n", "\n", "Rhat looks reasonable for all parameters.\n", "\n", "0 of 4000 (0.0%) iterations ended with a divergence.\n", "\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "\n", "E-BFMI indicated no pathological behavior.\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(f\"\\nDiagnostics for gamma...\")\n", "bebi103.stan.check_all_diagnostics(samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We take a look at the posterior predictive distribution" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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(\"chain\", \"draw\")})\n", " .transpose(\"sample\", \"t_ppc_dim_0\")\n", ")\n", "\n", "bokeh.io.show(\n", " bebi103.viz.predictive_ecdf(\n", " t_ppc,\n", " data=t,\n", " title=\"Gamma\",\n", " diff=\"ecdf\",\n", " x_axis_label='time fully formed complex',\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see how the model parameters correspond to our known parameter values used to produce the data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      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AMAAGEDAABiAwAAYwMAAGQDAABlAwAAZgMAAGcDAABoAwAAaQMAAGoDAABrAwAAbAMAAG0DAABuAwAAbwMAAHADAABxAwAAcgMAAHMDAAB0AwAAdQMAAHYDAAB3AwAAeAMAAHkDAAB6AwAAewMAAHwDAAB9AwAAfgMAAH8DAACAAwAAgQMAAIIDAACDAwAAhAMAAIUDAACGAwAAhwMAAIgDAACJAwAAigMAAIsDAACMAwAAjQMAAI4DAACPAwAAkAMAAJEDAACSAwAAkwMAAJQDAACVAwAAlgMAAJcDAACYAwAAmQMAAJoDAACbAwAAnAMAAJ0DAACeAwAAnwMAAKADAAChAwAAogMAAKMDAACkAwAApQMAAKYDAACnAwAAqAMAAKkDAACqAwAAqwMAAKwDAACtAwAArgMAAK8DAACwAwAAsQMAALIDAACzAwAAtAMAALUDAAC2AwAAtwMAALgDAAC5AwAAugMAALsDAAC8AwAAvQMAAL4DAAC/AwAAwAMAAMEDAADCAwAAwwMAAMQDAADFAwAAxgMAAMcDAADIAwAAyQMAAMoDAADLAwAAzAMAAM0DAADOAwAAzwMAANADAADRAwAA0gMAANMDAADUAwAA1QMAANYDAADXAwAA2AMAANkDAADaAwAA2wMAANwDAADdAwAA3gMAAN8DAADgAwAA4QMAAOIDAADjAwAA5AMAAOUDAADmAwAA5wMAAAAAAAABAAAAAgAAAAMAAAAEAAAABQAAAAYAAAAHAAAACAAAAAkAAAAKAAAACwAAAAwAAAANAAAADgAAAA8AAAAQAAAAEQAAABIAAAATAAAAFAAAABUAAAAWAAAAFwAAABgAAAAZAAAAGgAAABsAAAAcAAAAHQAAAB4AAAAfAAAAIAAAACEAAAAiAAAAIwAAACQAAAAlAAAAJgAAACcAAAAoAAAAKQAAACoAAAArAAAALAAAAC0AAAAuAAAALwAAADAAAAAxAAAAMgAAADMAAAA0AAAANQAAADYAAAA3AAAAOAAAADkAAAA6AAAAOwAAADwAAAA9AAAAPgAAAD8AAABAAAAAQQAAAEIAAABDAAAARAAAAEUAAABGAAAARwAAAEgAAABJAAAASgAAAEsAAABMAAAATQAAAE4AAABPAAAAUAAAAFEAAABSAAAAUwAAAFQAAABVAAAAVgAAAFcAAABYAAAAWQAAAFoAAABbAAAAXAAAAF0AAABeAAAAXwAAAGAAAABhAAAAYgAAAGMAAABkAAAAZQAAAGYAAABnAAAAaAAAAGkAAABqAAAAawAAAGwAAABtAAAAbgAAAG8AAABwAAAAcQAAAHIAAABzAAAAdAAAAHUAAAB2AAAAdwAAAHgAAAB5AAAAegAAAHsAAAB8AAAAfQAAAH4AAAB/AAAAgAAAAIEAAACCAAAAgwAAAIQAAACFAAAAhgAAAIcAAACIAAAAiQAAAIoAAACLAAAAjAAAAI0AAACOAAAAjwAAAJAAAACRAAAAkgAAAJMAAACUAAAAlQAAAJYAAACXAAAAmAAAAJkAAACaAAAAmwAAAJwAAACdAAAAngAAAJ8AAACgAAAAoQAAAKIAAACjAAAApAAAAKUAAACmAAAApwAAAKgAAACpAAAAqgAAAKsAAACsAAAArQAAAK4AAACvAAAAsAAAALEAAACyAAAAswAAALQAAAC1AAAAtgAAALcAAAC4AAAAuQAAALoAAAC7AAAAvAAAAL0AAAC+AAAAvwAAAMAAAADBAAAAwgAAAMMAAADEAAAAxQAAAMYAAADHAAAAyAAAAMkAAADKAAAAywAAAMwAAADNAAAAzgAAAM8AAADQAAAA0QAAANIAAADTAAAA1AAAANUAAADWAAAA1wAAANgAAADZAAAA2gAAANsAAADcAAAA3QAAAN4AAADfAAAA4AAAAOEAAADiAAAA4wAAAOQAAADlAAAA5gAAAOcAAADoAAAA6QAAAOoAAADrAAAA7AAAAO0AAADuAAAA7wAAAPAAAADxAAAA8gAAAPMAAAD0AAAA9QAAAPYAAAD3AAAA+AAAAPkAAAD6AAAA+wAAAPwAAAD9AAAA/gAAAP8AAAAAAQAAAQEAAAIBAAADAQAABAEAAAUBAAAGAQAABwEAAAgBAAAJAQAACgEAAAsBAAAMAQAADQEAAA4BAAAPAQAAEAEAABEBAAASAQAAEwEAABQBAAAVAQAAFgEAABcBAAAYAQAAGQEAABoBAAAbAQAAHAEAAB0BAAAeAQAAHwEAACABAAAhAQAAIgEAACMBAAAkAQAAJQEAACYBAAAnAQAAKAEAACkBAAAqAQAAKwEAACwBAAAtAQAALgEAAC8BAAAwAQAAMQEAADIBAAAzAQAANAEAADUBAAA2AQAANwEAADgBAAA5AQAAOgEAADsBAAA8AQAAPQEAAD4BAAA/AQAAQAEAAEEBAABCAQAAQwEAAEQBAABFAQAARgEAAEcBAABIAQAASQEAAEoBAABLAQAATAEAAE0BAABOAQAATwEAAFABAABRAQAAUgEAAFMBAABUAQAAVQEAAFYBAABXAQAAWAEAAFkBAABaAQAAWwEAAFwBAABdAQAAXgEAAF8BAABgAQAAYQEAAGIBAABjAQAAZAEAAGUBAABmAQAAZwEAAGgBAABpAQAAagEAAGsBAABsAQAAbQEAAG4BAABvAQAAcAEAAHEBAAByAQAAcwEAAHQBAAB1AQAAdgEAAHcBAAB4AQAAeQEAAHoBAAB7AQAAfAEAAH0BAAB+AQAAfwEAAIABAACBAQAAggEAAIMBAACEAQAAhQEAAIYBAACHAQAAiAEAAIkBAACKAQAAiwEAAIwBAACNAQAAjgEAAI8BAACQAQAAkQEAAJIBAACTAQAAlAEAAJUBAACWAQAAlwEAAJgBAACZAQAAmgEAAJsBAACcAQAAnQEAAJ4BAACfAQAAoAEAAKEBAACiAQAAowEAAKQBAAClAQAApgEAAKcBAACoAQAAqQEAAKoBAACrAQAArAEAAK0BAACuAQAArwEAALABAACxAQAAsgEAALMBAAC0AQAAtQEAALYBAAC3AQAAuAEAALkBAAC6AQAAuwEAALwBAAC9AQAAvgEAAL8BAADAAQAAwQEAAMIBAADDAQAAxAEAAMUBAADGAQAAxwEAAMgBAADJAQAAygEAAMsBAADMAQAAzQEAAM4BAADPAQAA0AEAANEBAADSAQAA0wEAANQBAADVAQAA1gEAANcBAADYAQAA2QEAANoBAADbAQAA3AEAAN0BAADeAQAA3wEAAOABAADhAQAA4gEAAOMBAADkAQAA5QEAAOYBAADnAQAA6AEAAOkBAADqAQAA6wEAAOwBAADtAQAA7gEAAO8BAADwAQAA8QEAAPIBAADzAQAA9AEAAPUBAAD2AQAA9wEAAPgBAAD5AQAA+gEAAPsBAAD8AQAA/QEAAP4BAAD/AQAAAAIAAAECAAACAgAAAwIAAAQCAAAFAgAABgIAAAcCAAAIAgAACQIAAAoCAAALAgAADAIAAA0CAAAOAgAADwIAABACAAARAgAAEgIAABMCAAAUAgAAFQIAABYCAAAXAgAAGAIAABkCAAAaAgAAGwIAABwCAAAdAgAAHgIAAB8CAAAgAgAAIQIAACICAAAjAgAAJAIAACUCAAAmAgAAJwIAACgCAAApAgAAKgIAACsCAAAsAgAALQIAAC4CAAAvAgAAMAIAADECAAAyAgAAMwIAADQCAAA1AgAANgIAADcCAAA4AgAAOQIAADoCAAA7AgAAPAIAAD0CAAA+AgAAPwIAAEACAABBAgAAQgIAAEMCAABEAgAARQIAAEYCAABHAgAASAIAAEkCAABKAgAASwIAAEwCAABNAgAATgIAAE8CAABQAgAAUQIAAFICAABTAgAAVAIAAFUCAABWAgAAVwIAAFgCAABZAgAAWgIAAFsCAABcAgAAXQIAAF4CAABfAgAAYAIAAGECAABiAgAAYwIAAGQCAABlAgAAZgIAAGcCAABoAgAAaQIAAGoCAABrAgAAbAIAAG0CAABuAgAAbwIAAHACAABxAgAAcgIAAHMCAAB0AgAAdQIAAHYCAAB3AgAAeAIAAHkCAAB6AgAAewIAAHwCAAB9AgAAfgIAAH8CAACAAgAAgQIAAIICAACDAgAAhAIAAIUCAACGAgAAhwIAAIgCAACJAgAAigIAAIsCAACMAgAAjQIAAI4CAACPAgAAkAIAAJECAACSAgAAkwIAAJQCAACVAgAAlgIAAJcCAACYAgAAmQIAAJoCAACbAgAAnAIAAJ0CAACeAgAAnwIAAKACAAChAgAAogIAAKMCAACkAgAApQIAAKYCAACnAgAAqAIAAKkCAACqAgAAqwIAAKwCAACtAgAArgIAAK8CAACwAgAAsQIAALICAACzAgAAtAIAALUCAAC2AgAAtwIAALgCAAC5AgAAugIAALsCAAC8AgAAvQIAAL4CAAC/AgAAwAIAAMECAADCAgAAwwIAAMQCAADFAgAAxgIAAMcCAADIAgAAyQIAAMoCAADLAgAAzAIAAM0CAADOAgAAzwIAANACAADRAgAA0gIAANMCAADUAgAA1QIAANYCAADXAgAA2AIAANkCAADaAgAA2wIAANwCAADdAgAA3gIAAN8CAADgAgAA4QIAAOICAADjAgAA5AIAAOUCAADmAgAA5wIAAOgCAADpAgAA6gIAAOsCAADsAgAA7QIAAO4CAADvAgAA8AIAAPECAADyAgAA8wIAAPQCAAD1AgAA9gIAAPcCAAD4AgAA+QIAAPoCAAD7AgAA/AIAAP0CAAD+AgAA/wIAAAADAAABAwAAAgMAAAMDAAAEAwAABQMAAAYDAAAHAwAACAMAAAkDAAAKAwAACwMAAAwDAAANAwAADgMAAA8DAAAQAwAAEQMAABIDAAATAwAAFAMAABUDAAAWAwAAFwMAABgDAAAZAwAAGgMAABsDAAAcAwAAHQMAAB4DAAAfAwAAIAMAACEDAAAiAwAAIwMAACQDAAAlAwAAJgMAACcDAAAoAwAAKQMAACoDAAArAwAALAMAAC0DAAAuAwAALwMAADADAAAxAwAAMgMAADMDAAA0AwAANQMAADYDAAA3AwAAOAMAADkDAAA6AwAAOwMAADwDAAA9AwAAPgMAAD8DAABAAwAAQQMAAEIDAABDAwAARAMAAEUDAABGAwAARwMAAEgDAABJAwAASgMAAEsDAABMAwAATQMAAE4DAABPAwAAUAMAAFEDAABSAwAAUwMAAFQDAABVAwAAVgMAAFcDAABYAwAAWQMAAFoDAABbAwAAXAMAAF0DAABeAwAAXwMAAGADAABhAwAAYgMAAGMDAABkAwAAZQMAAGYDAABnAwAAaAMAAGkDAABqAwAAawMAAGwDAABtAwAAbgMAAG8DAABwAwAAcQMAAHIDAABzAwAAdAMAAHUDAAB2AwAAdwMAAHgDAAB5AwAAegMAAHsDAAB8AwAAfQMAAH4DAAB/AwAAgAMAAIEDAACCAwAAgwMAAIQDAACFAwAAhgMAAIcDAACIAwAAiQMAAIoDAACLAwAAjAMAAI0DAACOAwAAjwMAAJADAACRAwAAkgMAAJMDAACUAwAAlQMAAJYDAACXAwAAmAMAAJkDAACaAwAAmwMAAJwDAACdAwAAngMAAJ8DAACgAwAAoQMAAKIDAACjAwAApAMAAKUDAACmAwAApwMAAKgDAACpAwAAqgMAAKsDAACsAwAArQMAAK4DAACvAwAAsAMAALEDAACyAwAAswMAALQDAAC1AwAAtgMAALcDAAC4AwAAuQMAALoDAAC7AwAAvAMAAL0DAAC+AwAAvwMAAMADAADBAwAAwgMAAMMDAADEAwAAxQMAAMYDAADHAwAAyAMAAMkDAADKAwAAywMAAMwDAADNAwAAzgMAAM8DAADQAwAA0QMAANIDAADTAwAA1AMAANUDAADWAwAA1wMAANgDAADZAwAA2gMAANsDAADcAwAA3QMAAN4DAADfAwAA4AMAAOEDAADiAwAA4wMAAOQDAADlAwAA5gMAAOcDAAAAAAAAAQAAAAIAAAADAAAABAAAAAUAAAAGAAAABwAAAAgAAAAJAAAACgAAAAsAAAAMAAAADQAAAA4AAAAPAAAAEAAAABEAAAASAAAAEwAAABQAAAAVAAAAFgAAABcAAAAYAAAAGQAAABoAAAAbAAAAHAAAAB0AAAAeAAAAHwAAACAAAAAhAAAAIgAAACMAAAAkAAAAJQAAACYAAAAnAAAAKAAAACkAAAAqAAAAKwAAACwAAAAtAAAALgAAAC8AAAAwAAAAMQAAADIAAAAzAAAANAAAADUAAAA2AAAANwAAADgAAAA5AAAAOgAAADsAAAA8AAAAPQAAAD4AAAA/AAAAQAAAAEEAAABCAAAAQwAAAEQAAABFAAAARgAAAEcAAABIAAAASQAAAEoAAABLAAAATAAAAE0AAABOAAAATwAAAFAAAABRAAAAUgAAAFMAAABUAAAAVQAAAFYAAABXAAAAWAAAAFkAAABaAAAAWwAAAFwAAABdAAAAXgAAAF8AAABgAAAAYQAAAGIAAABjAAAAZAAAAGUAAABmAAAAZwAAAGgAAABpAAAAagAAAGsAAABsAAAAbQAAAG4AAABvAAAAcAAAAHEAAAByAAAAcwAAAHQAAAB1AAAAdgAAAHcAAAB4AAAAeQAAAHoAAAB7AAAAfAAAAH0AAAB+AAAAfwAAAIAAAACBAAAAggAAAIMAAACEAAAAhQAAAIYAAACHAAAAiAAAAIkAAACKAAAAiwAAAIwAAACNAAAAjgAAAI8AAACQAAAAkQAAAJIAAACTAAAAlAAAAJUAAACWAAAAlwAAAJgAAACZAAAAmgAAAJsAAACcAAAAnQAAAJ4AAACfAAAAoAAAAKEAAACiAAAAowAAAKQAAAClAAAApgAAAKcAAACoAAAAqQAAAKoAAACrAAAArAAAAK0AAACuAAAArwAAALAAAACxAAAAsgAAALMAAAC0AAAAtQAAALYAAAC3AAAAuAAAALkAAAC6AAAAuwAAALwAAAC9AAAAvgAAAL8AAADAAAAAwQAAAMIAAADDAAAAxAAAAMUAAADGAAAAxwAAAMgAAADJAAAAygAAAMsAAADMAAAAzQAAAM4AAADPAAAA0AAAANEAAADSAAAA0wAAANQAAADVAAAA1gAAANcAAADYAAAA2QAAANoAAADbAAAA3AAAAN0AAADeAAAA3wAAAOAAAADhAAAA4gAAAOMAAADkAAAA5QAAAOYAAADnAAAA6AAAAOkAAADqAAAA6wAAAOwAAADtAAAA7gAAAO8AAADwAAAA8QAAAPIAAADzAAAA9AAAAPUAAAD2AAAA9wAAAPgAAAD5AAAA+gAAAPsAAAD8AAAA/QAAAP4AAAD/AAAAAAEAAAEBAAACAQAAAwEAAAQBAAAFAQAABgEAAAcBAAAIAQAACQEAAAoBAAALAQAADAEAAA0BAAAOAQAADwEAABABAAARAQAAEgEAABMBAAAUAQAAFQEAABYBAAAXAQAAGAEAABkBAAAaAQAAGwEAABwBAAAdAQAAHgEAAB8BAAAgAQAAIQEAACIBAAAjAQAAJAEAACUBAAAmAQAAJwEAACgBAAApAQAAKgEAACsBAAAsAQAALQEAAC4BAAAvAQAAMAEAADEBAAAyAQAAMwEAADQBAAA1AQAANgEAADcBAAA4AQAAOQEAADoBAAA7AQAAPAEAAD0BAAA+AQAAPwEAAEABAABBAQAAQgEAAEMBAABEAQAARQEAAEYBAABHAQAASAEAAEkBAABKAQAASwEAAEwBAABNAQAATgEAAE8BAABQAQAAUQEAAFIBAABTAQAAVAEAAFUBAABWAQAAVwEAAFgBAABZAQAAWgEAAFsBAABcAQAAXQEAAF4BAABfAQAAYAEAAGEBAABiAQAAYwEAAGQBAABlAQAAZgEAAGcBAABoAQAAaQEAAGoBAABrAQAAbAEAAG0BAABuAQAAbwEAAHABAABxAQAAcgEAAHMBAAB0AQAAdQEAAHYBAAB3AQAAeAEAAHkBAAB6AQAAewEAAHwBAAB9AQAAfgEAAH8BAACAAQAAgQEAAIIBAACDAQAAhAEAAIUBAACGAQAAhwEAAIgBAACJAQAAigEAAIsBAACMAQAAjQEAAI4BAACPAQAAkAEAAJEBAACSAQAAkwEAAJQBAACVAQAAlgEAAJcBAACYAQAAmQEAAJoBAACbAQAAnAEAAJ0BAACeAQAAnwEAAKABAAChAQAAogEAAKMBAACkAQAApQEAAKYBAACnAQAAqAEAAKkBAACqAQAAqwEAAKwBAACtAQAArgEAAK8BAACwAQAAsQEAALIBAACzAQAAtAEAALUBAAC2AQAAtwEAALgBAAC5AQAAugEAALsBAAC8AQAAvQEAAL4BAAC/AQAAwAEAAMEBAADCAQAAwwEAAMQBAADFAQAAxgEAAMcBAADIAQAAyQEAAMoBAADLAQAAzAEAAM0BAADOAQAAzwEAANABAADRAQAA0gEAANMBAADUAQAA1QEAANYBAADXAQAA2AEAANkBAADaAQAA2wEAANwBAADdAQAA3gEAAN8BAADgAQAA4QEAAOIBAADjAQAA5AEAAOUBAADmAQAA5wEAAOgBAADpAQAA6gEAAOsBAADsAQAA7QEAAO4BAADvAQAA8AEAAPEBAADyAQAA8wEAAPQBAAD1AQAA9gEAAPcBAAD4AQAA+QEAAPoBAAD7AQAA/AEAAP0BAAD+AQAA/wEAAAACAAABAgAAAgIAAAMCAAAEAgAABQIAAAYCAAAHAgAACAIAAAkCAAAKAgAACwIAAAwCAAANAgAADgIAAA8CAAAQAgAAEQIAABICAAATAgAAFAIAABUCAAAWAgAAFwIAABgCAAAZAgAAGgIAABsCAAAcAgAAHQIAAB4CAAAfAgAAIAIAACECAAAiAgAAIwIAACQCAAAlAgAAJgIAACcCAAAoAgAAKQIAACoCAAArAgAALAIAAC0CAAAuAgAALwIAADACAAAxAgAAMgIAADMCAAA0AgAANQIAADYCAAA3AgAAOAIAADkCAAA6AgAAOwIAADwCAAA9AgAAPgIAAD8CAABAAgAAQQIAAEICAABDAgAARAIAAEUCAABGAgAARwIAAEgCAABJAgAASgIAAEsCAABMAgAATQIAAE4CAABPAgAAUAIAAFECAABSAgAAUwIAAFQCAABVAgAAVgIAAFcCAABYAgAAWQIAAFoCAABbAgAAXAIAAF0CAABeAgAAXwIAAGACAABhAgAAYgIAAGMCAABkAgAAZQIAAGYCAABnAgAAaAIAAGkCAABqAgAAawIAAGwCAABtAgAAbgIAAG8CAABwAgAAcQIAAHICAABzAgAAdAIAAHUCAAB2AgAAdwIAAHgCAAB5AgAAegIAAHsCAAB8AgAAfQIAAH4CAAB/AgAAgAIAAIECAACCAgAAgwIAAIQCAACFAgAAhgIAAIcCAACIAgAAiQIAAIoCAACLAgAAjAIAAI0CAACOAgAAjwIAAJACAACRAgAAkgIAAJMCAACUAgAAlQIAAJYCAACXAgAAmAIAAJkCAACaAgAAmwIAAJwCAACdAgAAngIAAJ8CAACgAgAAoQIAAKICAACjAgAApAIAAKUCAACmAgAApwIAAKgCAACpAgAAqgIAAKsCAACsAgAArQIAAK4CAACvAgAAsAIAALECAACyAgAAswIAALQCAAC1AgAAtgIAALcCAAC4AgAAuQIAALoCAAC7AgAAvAIAAL0CAAC+AgAAvwIAAMACAADBAgAAwgIAAMMCAADEAgAAxQIAAMYCAADHAgAAyAIAAMkCAADKAgAAywIAAMwCAADNAgAAzgIAAM8CAADQAgAA0QIAANICAADTAgAA1AIAANUCAADWAgAA1wIAANgCAADZAgAA2gIAANsCAADcAgAA3QIAAN4CAADfAgAA4AIAAOECAADiAgAA4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"cell_type": "markdown", "metadata": {}, "source": [ "These don't look bad, but it is pretty unsatisfying that we get an alpha value between 2 and 3, given that we know the underlying process must have an integer for $\\alpha$. We can implement this model explicitly by marginalizing over discrete values of $\\alpha$. This model is below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take two: handling discrete parameters via marginalization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us suppose that instead of allowing $\\alpha$ to take on a continuous range of values, that we instead consider it as a discrete parameter. We can select a discrete prior for $\\alpha$, and leave the rate parameter $\\beta$ as continuous. The model we will consider is as follows\n", "\\begin{align}\n", "&\\alpha_{max} = 7 \\\\[1em]\n", "&\\alpha \\sim \\text{Binomial}(\\alpha_{max}, 0.5) \\\\[1em]\n", "&\\beta \\sim \\text{HalfNorm}(0, 1) \\\\[1em]\n", "&t_j \\sim \\text{Gamma}(\\alpha, \\beta) \\, \\forall j\n", "\\end{align}\n", "\n", "Note that the selection of $\\alpha$ prior forces the parameter to be discrete, and in [0, 1, ..., $\\alpha_{max}$]. How are we to handle this parameter in Stan? We need to marginalize this parameter out, and then sample $\\beta$ via the usual MCMC approach. We will be able to draw samples for the $\\alpha$ parameter based on the probability of the various possible values of $\\alpha$ given when we marginalize it out of the posterior. To make the planned procedure more concrete, I will write out Bayes' theorem for our model.\n", "\n", "\\begin{align}\n", "g(\\alpha, \\beta \\, | \\, \\{t_j\\}) \\propto \\left[ \\prod_{j=1}^{n} f(t_j \\,|\\, \\alpha, \\beta)\\right]g(\\alpha)g(\\beta).\n", "\\end{align}\n", "\n", "We can marginalize out $\\alpha$ to get an expression for $g(\\beta \\, | \\, \\{t_j\\})$. Note that since $\\alpha \\in [0, 1, ... , \\alpha_{max}]$, all we need to do to marginalize is sum over all these values of $\\alpha$. The expression for this is \n", "\n", "\\begin{align}\n", "g(\\beta \\, | \\, \\{t_j\\}) &\\propto \\sum_{i=1}^{a_{max}} \\left[ \\prod_{j=1}^{n} f(t_j \\,|\\, \\alpha_i, \\beta)\\right]g(\\alpha_i)g(\\beta) \\\\\n", "& = g(\\beta)\\sum_{i=1}^{a_{max}} \\left[ \\prod_{j=1}^{n} f(t_j \\,|\\, \\alpha_i, \\beta)\\right]g(\\alpha_i) \n", "\\end{align}\n", "\n", "In Stan, we always work with log values, so the expression we will be working with is\n", "\n", "\\begin{align}\n", "\\ln \\, g(\\beta \\, | \\, \\{t_j\\}) &\\propto \\ln \\, g(\\beta) + \\ln \\, \\sum_{i=1}^{a_{max}} \\left[ \\prod_{j=1}^{n} f(t_j \\,|\\, \\alpha_i, \\beta)\\right]g(\\alpha_i)\n", "\\end{align}\n", "\n", "To help with numerical stability, we also want to work with the log of the product components. To do this, we can consider $\\mathrm{exp}(\\mathrm{log}(\\text{product}))$. That is, we consider\n", "\n", "\\begin{align}\n", "&\\ln \\, g(\\beta) + \\ln \\, \\sum_{i=1}^{a_{max}} \\left[ \\prod_{j=1}^{n} f(t_j \\,|\\, \\alpha_i, \\beta)\\right]g(\\alpha_i) \\\\\n", "= \\, &\\ln \\, g(\\beta) + \\ln \\, \\sum_{i=1}^{a_{max}} \\mathrm{exp}\\left( \\mathrm{log} \\, \\prod_{j=1}^{n} f(t_j \\,|\\, \\alpha_i, \\beta)g(\\alpha_i)\\right) \\\\\n", "= \\, &\\ln \\, g(\\beta) + \\ln \\, \\sum_{i=1}^{a_{max}} \\mathrm{exp}\\left(\\mathrm{log} \\, g(\\alpha_i) + \\sum_{j=1}^{n} \\mathrm{log} \\, f(t_j \\,|\\, \\alpha_i, \\beta)\\right)\n", "\\end{align}\n", "\n", "Hey, look at that second term! It is exactly the form of function that we can apply the LogSumExp trick to. This is why LogSumExp is so important for dealing with the discrete parameters; is is the numerically stable approach we can use to marginalize out the discrete parameter. I will first define the Stan model below, and then give a bit more explanation of the components." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data {\n", " int N;\n", " array[N] real t;\n", " int a_min;\n", " int a_max;\n", "}\n", "\n", "\n", "transformed data{\n", " array[a_max-a_min] int a;\n", " for(i in 1:a_max-a_min){\n", " a[i] = i + a_min;\n", " }\n", "}\n", "\n", "parameters {\n", " real beta_;\n", "}\n", "\n", "transformed parameters {\n", " real beta2 = beta_;\n", " vector[a_max - a_min] lp;\n", "\n", " for(i in 1:a_max - a_min){\n", " lp[i] = binomial_lpmf(a[i] | a_max, 0.5);\n", " for(j in 1:N){\n", " lp[i] = lp[i] + gamma_lpdf(t[j] | a[i], beta_);\n", " }\n", " }\n", "}\n", "\n", "model {\n", " beta_ ~ normal(0, 1);\n", " target += log_sum_exp(lp);\n", "}\n", "\n", "\n", "generated quantities {\n", " array[N] real t_ppc;\n", " simplex[a_max - a_min] pState;\n", " array[a_max - a_min] int num;\n", " vector[a_max - a_min] log_p_norm;\n", "\n", " num = a;\n", " log_p_norm = lp - log_sum_exp(lp);\n", " pState = exp(log_p_norm);\n", " \n", " real alpha = categorical_logit_rng(log_p_norm);\n", " for (i in 1:N) {\n", " t_ppc[i] = gamma_rng(alpha, beta_);\n", " }\n", " \n", "}\n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " sm2 = cmdstanpy.CmdStanModel(stan_file=\"mt_gamma_integer_alpha.stan\")\n", "\n", "print(sm2.code())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a couple of notable differences in how we implement this model as compared to our usual Stan models. For one, we do the heavy lifting of the marginalization of the discrete parameter via the transformed parameters block. We store the log of the the terms inside the $\\mathrm{exp}$ of the expression we wrote above. We then compute the LogSumExp of the terms in that vector in the model block and add to the target. Recall that the target variable is where the log posterior value is stored in Stan. The other strange bit of code is in the generated quantities block. In this block, we are getting actual samples for the discrete $\\alpha$ that we had marginalized out. The strategy to do this is to use the log joint values we calculated in the transformed parameters block to perform a second round of marginalization (via the LogSumExp) to calculate the evidence term from Bayes' theorem and calculate probability values for each of the discrete parameter values that $\\alpha$ can take on given the current value of the $\\beta$ parameter. If we know the probability of each potential $\\alpha$ value (or log probability) we can draw a sample from that probability distribution using a categorical rng, or, equivalently, a categorical logit rng. With a sample for both the $\\alpha$ and the $\\beta$, we can do posterior predictive checks just as we would with any other model. \n", "\n", "One caveat of this modeling approach is that we must decide what range of values to look at our discrete parameter. Usually, if we are planning on using a discrete model for a process, we probably have at least fairly strong opinions about what the parameter value should approximately look like. For our case, I am forcing an upper limit on the parameter value by my choice of prior as a Binomial distribution. Let's sample!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d359ebc428f24289b02a5c4a220e5f96", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b5641016ebb444eaaf4b1db270309454", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ee50d110ecd644ae93ecc42e6f81187b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e36d4b99fc9947fe9e1e6da987fb0197", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "data = {\"t\": t, \"N\": len(t), \"a_min\": 0, \"a_max\": 7}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples_discrete = az.from_cmdstanpy(\n", " sm2.sample(data=data, iter_sampling=20000, thin=20),\n", " posterior_predictive=\"t_ppc\",\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We check the diagnostics. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective sample size looks reasonable for all parameters.\n", "\n", "Rhat looks reasonable for all parameters.\n", "\n", "0 of 4000 (0.0%) iterations ended with a divergence.\n", "\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "\n", "E-BFMI indicated no pathological behavior.\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bebi103.stan.check_all_diagnostics(samples_discrete, parameters=['beta_'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good! Time to take a look at the marginalized posterior for $\\beta$, as well as our samples for $\\alpha$." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"alpha\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"       @       @      @      @      @      @       @      @      @      @      @       @      @       @      @      @      @      @      @      @      @       @       @       @      @      @       @      @      @      @       @       @      @       @      @      @      @      @       @      @      @      @      @      @      @      @      @      @       @      @      @       @      @      @      @      @      @      @      @       @      @       @       @       @       @       @      @       @      @      @      @      @      @      @       @       @      @       @      @       @       @      @      @      @      @      @      @      @      @       @      @      @       @      @      @       @       @       @      @       @       @      @      @      @       @       @      @       @       @       @      @       @      @      @      @      @      @       @      @      @       @      @      @       @      @       @      @      @       @       @      @      @       @      @       @      @      @      @      @      @      @       @       @      @      @      @      @       @      @       @      @       @       @       @      @      @      @      @      @       @      @      @      @       @      @      @      @      @       @      @      @      @      @      @      @      @      @      @       @       @      @       @       @      @      @      @       @      @       @      @      @      @      @       @      @      @      @       @      @      @       @       @      @       @      @       @       @       @       @       @      @      @      @      @      @      @      @      @      @      @       @      @      @      @      @       @      @      @      @      @       @       @       @       @       @      @      @      @      @      @      @       @       @      @       @      @      @      @      @       @       @       @      @      @       @      @      @      @      @       @       @      @       @       @      @      @       @      @      @       @       @      @      @      @      @      @      @      @       @      @      @      @      @      @      @       @      @      @       @      @      @       @       @       @      @      @      @      @       @      @      @       @       @      @      @      @       @      @      @       @      @      @       @       @      @      @       @      @       @      @      @      @      @      @       @       @      @       @       @      @      @      @      @       @       @       @       @      @      @      @       @       @      @      @      @      @      @      @      @       @       @       @      @      @      @      @      @      @      @      @       @      @      @       @      @      @      @      @       @       @       @      @      @      @      @      @      @       @       @       @       @      @      @      @      @      @      @      @      @      @       @      @       @       @       @      @      @       @       @       @       @       @       @       @      @      @      @      @       @       @      @       @      @      @      @       @       @      @      @      @      @      @       @      @      @      @      @      @      @      @       @       @       @       @      @      @       @       @       @      @       @       @       @      @       @      @      @      @       @      @      @       @       @       @       @      @      @      @      @      @      @      @      @       @       @      @       @       @       @      @      @      @      @       @       @      @      @      @      @      @      @      @       @      @      @      @      @      @       @       @       @      @      @      @       @      @       @      @      @      @      @       @      @      @      @      @      @       @      @      @      @       @       @      @       @       @       @      @      @       @      @      @       @       @      @       @       @      @      @      @       @       @ 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     @      @      @      @      @      @      @      @       @       @      @      @       @       @      @      @      @      @      @      @      @      @      @       @      @      @      @      @      @       @       @      @      @       @      @      @      @      @      @      @      @       @      @      @      @      @      @      @      @      @      @      @      @       @       @      @      @       @      @       @       @      @      @      @      @      @       @      @      @      @      @      @       @       @      @      @      @       @      @      @       @      @      @      @      @      @      @      @      @      @      @       @      @      @       @      @       @       @      @      @       @      @      @      @      @       @       @      @      @      @      @      @       @       @      @      @      @      @      @      @      @      @       @      @       @       @      @      @      @       @      @      @      @       @      @       @       @       @      @      @      @       @      @      @      @      @      @      @       @       @      @       @      @       @       @       @       @       @       @      @      @       @      @      @      @       @      @      @       @       @      @      @      @       @       @      @       @       @      @      @      @      @       @       @      @       @      @      @       @       @      @       @      @      @       @       @       @       @      @       @      @      @      @      @      @      @       @       @       @      @      @      @      @       @      @      @      @       @      @      @      @       @      @      @      @      @      @      @       @       @      @      @      @      @      @       @      @      @       @       @       @       @       @       @      @      @      @       @       @      @       @      @       @       @      @      @      @      @      @      @       @      @      @      @      @      @       @       @      @       @       @       @      @       @       @       @      @      @      @      @      @       @       @      @       @      @      @      @       @      @      @       @       @      @      @      @       @      @      @      @      @      @      @      @       @      @      @      @       @       @      @      @      @       @      @      @      @      @      @      @      @      @      @      @      @       @       @       @      @      @      @       @       @      @      @       @      @      @       @      @      @      @      @\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"chain__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   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" const render_items = [{\"docid\":\"497d4c46-f255-4f92-8c21-bde8eec61a8b\",\"roots\":{\"p1575\":\"b3cd85b9-647c-4ac7-a15d-a7df629414df\"},\"root_ids\":[\"p1575\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1575" } }, "output_type": "display_data" } ], "source": [ "p = bebi103.viz.corner(\n", " samples_discrete, parameters=[\"beta_\", \"alpha\"], xtick_label_orientation=np.pi / 4\n", ")\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks a bit odd! Let's look at an ECDF of the $\\beta$ values." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"25c24791-4b91-4f5d-8f9e-9b8811a232ca\",\"roots\":{\"p1592\":\"a4ff020e-a62d-424c-84ad-4a9c2bd88e36\"},\"root_ids\":[\"p1592\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1592" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " iqplot.ecdf(samples_discrete.posterior.beta_.values.flatten(), x_axis_label=\"β\")\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that looks funky! This is clearly a multi-modal posterior. If you think about the data we generated, this actually makes sense. The value of $\\beta$ depends strongly on how many arrivals we have: fewer arrivals means a slower arrival rate to give a similarly centered distribution. Even so, we can see that some intermediary values of $\\beta$ are preferred here. If you zoom in on the trace plot, you can see the walker shift from peak to peak in this posterior." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n", " const render_items = [{\"docid\":\"9b080533-16d5-4a41-9638-4340c6a95fb8\",\"roots\":{\"p1649\":\"a2b0207c-a0ed-4cb7-9b72-da18d4699a87\"},\"root_ids\":[\"p1649\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1649" } }, "output_type": "display_data" } ], "source": [ "bokeh.io.show(\n", " bebi103.stan.viz.trace(\n", " samples_discrete, parameters=[\"beta_\"]\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us take a look at our samples for $\\alpha$." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"41e16e65-5a04-48a0-aa5e-655362b11ce4\":{\"version\":\"3.3.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1722\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1723\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1724\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1731\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1732\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1729\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1756\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1750\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1751\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1752\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @       @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      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @\"},\"sh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2/l+arx05j/b+X5qvHTmPxBYObTIduY/EFg5tMh25j9GtvP91HjmP0a28/3UeOY/exSuR+F65j97FK5H4XrmP7ByaJHtfOY/sHJoke185j/l0CLb+X7mP+XQItv5fuY/Gy/dJAaB5j8bL90kBoHmP1CNl24Sg+Y/UI2XbhKD5j+F61G4HoXmP4XrUbgeheY/ukkMAiuH5j+6SQwCK4fmP/Cnxks3ieY/8KfGSzeJ5j8lBoGVQ4vmPyUGgZVDi+Y/WmQ730+N5j9aZDvfT43mP4/C9Shcj+Y/j8L1KFyP5j/FILByaJHmP8UgsHJokeY/+n5qvHST5j/6fmq8dJPmPy/dJAaBleY/L90kBoGV5j9kO99PjZfmP2Q730+Nl+Y/mpmZmZmZ5j+amZmZmZnmP8/3U+Olm+Y/z/dT46Wb5j8EVg4tsp3mPwRWDi2yneY/ObTIdr6f5j85tMh2vp/mP28Sg8DKoeY/bxKDwMqh5j+kcD0K16PmP6RwPQrXo+Y/2c73U+Ol5j/ZzvdT46XmPw4tsp3vp+Y/Di2yne+n5j9Ei2zn+6nmP0SLbOf7qeY/eekmMQis5j956SYxCKzmP65H4XoUruY/rkfhehSu5j/jpZvEILDmP+Olm8QgsOY/GQRWDi2y5j8ZBFYOLbLmP05iEFg5tOY/TmIQWDm05j+DwMqhRbbmP4PAyqFFtuY/uB6F61G45j+4HoXrUbjmP+58PzVeuuY/7nw/NV665j8j2/l+arzmPyPb+X5qvOY/WDm0yHa+5j9YObTIdr7mP42XbhKDwOY/jZduEoPA5j/D9Shcj8LmP8P1KFyPwuY/+FPjpZvE5j/4U+Olm8TmPy2yne+nxuY/LbKd76fG5j9iEFg5tMjmP2IQWDm0yOY/mG4Sg8DK5j+YbhKDwMrmP83MzMzMzOY/zczMzMzM5j8CK4cW2c7mPwIrhxbZzuY/N4lBYOXQ5j83iUFg5dDmP23n+6nx0uY/bef7qfHS5j+iRbbz/dTmP6JFtvP91OY/16NwPQrX5j/Xo3A9CtfmPwwCK4cW2eY/DAIrhxbZ5j9CYOXQItvmP0Jg5dAi2+Y/d76fGi/d5j93vp8aL93mP6wcWmQ73+Y/rBxaZDvf5j/hehSuR+HmP+F6FK5H4eY/F9nO91Pj5j8X2c73U+PmP0w3iUFg5eY/TDeJQWDl5j+BlUOLbOfmP4GVQ4ts5+Y/tvP91Hjp5j+28/3UeOnmP+xRuB6F6+Y/7FG4HoXr5j8hsHJoke3mPyGwcmiR7eY/Vg4tsp3v5j9WDi2yne/mP4ts5/up8eY/i2zn+6nx5j/ByqFFtvPmP8HKoUW28+Y/9ihcj8L15j/2KFyPwvXmPyuHFtnO9+Y/K4cW2c735j9g5dAi2/nmP2Dl0CLb+eY/lkOLbOf75j+WQ4ts5/vmP8uhRbbz/eY/y6FFtvP95j8AAAAAAADnPwAAAAAAAOc/NV66SQwC5z81XrpJDALnP2q8dJMYBOc/arx0kxgE5z+gGi/dJAbnP6AaL90kBuc/1XjpJjEI5z/VeOkmMQjnPwrXo3A9Cuc/CtejcD0K5z8/NV66SQznPz81XrpJDOc/dZMYBFYO5z91kxgEVg7nP6rx0k1iEOc/qvHSTWIQ5z/fT42XbhLnP99PjZduEuc/FK5H4XoU5z8UrkfhehTnP0oMAiuHFuc/SgwCK4cW5z9/arx0kxjnP39qvHSTGOc/tMh2vp8a5z+0yHa+nxrnP+kmMQisHOc/6SYxCKwc5z8fhetRuB7nPx+F61G4Huc/VOOlm8Qg5z9U46WbxCDnP4lBYOXQIuc/iUFg5dAi5z++nxov3STnP76fGi/dJOc/9P3UeOkm5z/0/dR46SbnPylcj8L1KOc/KVyPwvUo5z9eukkMAivnP166SQwCK+c/kxgEVg4t5z+TGARWDi3nP8l2vp8aL+c/yXa+nxov5z/+1HjpJjHnP/7UeOkmMec/MzMzMzMz5z8zMzMzMzPnP2iR7Xw/Nec/aJHtfD815z+e76fGSzfnP57vp8ZLN+c/001iEFg55z/TTWIQWDnnPwisHFpkO+c/CKwcWmQ75z89CtejcD3nPz0K16NwPec/c2iR7Xw/5z9zaJHtfD/nP6jGSzeJQec/qMZLN4lB5z/dJAaBlUPnP90kBoGVQ+c/EoPAyqFF5z8Sg8DKoUXnP0jhehSuR+c/SOF6FK5H5z99PzVeuknnP30/NV66Sec/sp3vp8ZL5z+yne+nxkvnP+f7qfHSTec/5/up8dJN5z8dWmQ730/nPx1aZDvfT+c/UrgehetR5z9SuB6F61HnP4cW2c73U+c/hxbZzvdT5z+8dJMYBFbnP7x0kxgEVuc/8tJNYhBY5z/y0k1iEFjnPycxCKwcWuc/JzEIrBxa5z9cj8L1KFznP1yPwvUoXOc/ke18PzVe5z+R7Xw/NV7nP8dLN4lBYOc/x0s3iUFg5z/8qfHSTWLnP/yp8dJNYuc/MQisHFpk5z8xCKwcWmTnP2ZmZmZmZuc/ZmZmZmZm5z+cxCCwcmjnP5zEILByaOc/0SLb+X5q5z/RItv5fmrnPwaBlUOLbOc/BoGVQ4ts5z8730+Nl27nPzvfT42Xbuc/cT0K16Nw5z9xPQrXo3DnP6abxCCwcuc/ppvEILBy5z/b+X5qvHTnP9v5fmq8dOc/EFg5tMh25z8QWDm0yHbnP0a28/3UeOc/Rrbz/dR45z97FK5H4XrnP3sUrkfheuc/sHJoke185z+wcmiR7XznP+XQItv5fuc/5dAi2/l+5z8bL90kBoHnPxsv3SQGgec/UI2XbhKD5z9QjZduEoPnP4XrUbgehec/hetRuB6F5z+6SQwCK4fnP7pJDAIrh+c/8KfGSzeJ5z/wp8ZLN4nnPyUGgZVDi+c/JQaBlUOL5z9aZDvfT43nP1pkO99Pjec/j8L1KFyP5z+PwvUoXI/nP8UgsHJokec/xSCwcmiR5z/6fmq8dJPnP/p+arx0k+c/L90kBoGV5z8v3SQGgZXnP2Q730+Nl+c/ZDvfT42X5z+amZmZmZnnP5qZmZmZmec/z/dT46Wb5z/P91PjpZvnPwRWDi2ynec/BFYOLbKd5z85tMh2vp/nPzm0yHa+n+c/bxKDwMqh5z9vEoPAyqHnP6RwPQrXo+c/pHA9Ctej5z/ZzvdT46XnP9nO91Pjpec/Di2yne+n5z8OLbKd76fnP0SLbOf7qec/RIts5/up5z956SYxCKznP3npJjEIrOc/rkfhehSu5z+uR+F6FK7nP+Olm8QgsOc/46WbxCCw5z8ZBFYOLbLnPxkEVg4tsuc/TmIQWDm05z9OYhBYObTnP4PAyqFFtuc/g8DKoUW25z+4HoXrUbjnP7gehetRuOc/7nw/NV665z/ufD81XrrnPyPb+X5qvOc/I9v5fmq85z9YObTIdr7nP1g5tMh2vuc/jZduEoPA5z+Nl24Sg8DnP8P1KFyPwuc/w/UoXI/C5z/4U+Olm8TnP/hT46WbxOc/LbKd76fG5z8tsp3vp8bnP2IQWDm0yOc/YhBYObTI5z+YbhKDwMrnP5huEoPAyuc/zczMzMzM5z/NzMzMzMznPwIrhxbZzuc/AiuHFtnO5z83iUFg5dDnPzeJQWDl0Oc/bef7qfHS5z9t5/up8dLnP6JFtvP91Oc/okW28/3U5z/Xo3A9CtfnP9ejcD0K1+c/DAIrhxbZ5z8MAiuHFtnnP0Jg5dAi2+c/QmDl0CLb5z93vp8aL93nP3e+nxov3ec/rBxaZDvf5z+sHFpkO9/nP+F6FK5H4ec/4XoUrkfh5z8X2c73U+PnPxfZzvdT4+c/TDeJQWDl5z9MN4lBYOXnP4GVQ4ts5+c/gZVDi2zn5z+28/3UeOnnP7bz/dR46ec/7FG4HoXr5z/sUbgehevnPyGwcmiR7ec/IbByaJHt5z9WDi2yne/nP1YOLbKd7+c/i2zn+6nx5z+LbOf7qfHnP8HKoUW28+c/wcqhRbbz5z/2KFyPwvXnP/YoXI/C9ec/K4cW2c735z8rhxbZzvfnP2Dl0CLb+ec/YOXQItv55z+WQ4ts5/vnP5ZDi2zn++c/y6FFtvP95z/LoUW28/3nPwAAAAAAAOg/AAAAAAAA6D81XrpJDALoPzVeukkMAug/arx0kxgE6D9qvHSTGAToP6AaL90kBug/oBov3SQG6D/VeOkmMQjoP9V46SYxCOg/CtejcD0K6D8K16NwPQroPz81XrpJDOg/PzVeukkM6D91kxgEVg7oP3WTGARWDug/qvHSTWIQ6D+q8dJNYhDoP99PjZduEug/30+Nl24S6D8UrkfhehToPxSuR+F6FOg/SgwCK4cW6D9KDAIrhxboP39qvHSTGOg/f2q8dJMY6D+0yHa+nxroP7TIdr6fGug/6SYxCKwc6D/pJjEIrBzoPx+F61G4Hug/H4XrUbge6D9U46WbxCDoP1TjpZvEIOg/iUFg5dAi6D+JQWDl0CLoP76fGi/dJOg/vp8aL90k6D/0/dR46SboP/T91HjpJug/KVyPwvUo6D8pXI/C9SjoP166SQwCK+g/XrpJDAIr6D+TGARWDi3oP5MYBFYOLeg/yXa+nxov6D/Jdr6fGi/oP/7UeOkmMeg//tR46SYx6D8zMzMzMzPoPzMzMzMzM+g/aJHtfD816D9oke18PzXoP57vp8ZLN+g/nu+nxks36D/TTWIQWDnoP9NNYhBYOeg/CKwcWmQ76D8IrBxaZDvoPz0K16NwPeg/PQrXo3A96D9zaJHtfD/oP3Noke18P+g/qMZLN4lB6D+oxks3iUHoP90kBoGVQ+g/3SQGgZVD6D8Sg8DKoUXoPxKDwMqhReg/SOF6FK5H6D9I4XoUrkfoP30/NV66Seg/fT81XrpJ6D+yne+nxkvoP7Kd76fGS+g/5/up8dJN6D/n+6nx0k3oPx1aZDvfT+g/HVpkO99P6D9SuB6F61HoP1K4HoXrUeg/hxbZzvdT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iqplot.ecdf(samples_discrete.posterior[\"alpha\"].values.ravel(), x_axis_label=\"α\")\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, I will compare the samples we got for our discrete model with the ones from the regular gamma model." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[8000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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Ubgehew/ukkMAiuH7D+6SQwCK4fsP/Cnxks3iew/8KfGSzeJ7D8lBoGVQ4vsPyUGgZVDi+w/WmQ730+N7D9aZDvfT43sP4/C9Shcj+w/j8L1KFyP7D/FILByaJHsP8UgsHJokew/+n5qvHST7D/6fmq8dJPsPy/dJAaBlew/L90kBoGV7D9kO99PjZfsP2Q730+Nl+w/mpmZmZmZ7D+amZmZmZnsP8/3U+Olm+w/z/dT46Wb7D8EVg4tsp3sPwRWDi2ynew/ObTIdr6f7D85tMh2vp/sP28Sg8DKoew/bxKDwMqh7D+kcD0K16PsP6RwPQrXo+w/2c73U+Ol7D/ZzvdT46XsPw4tsp3vp+w/Di2yne+n7D9Ei2zn+6nsP0SLbOf7qew/eekmMQis7D956SYxCKzsP65H4XoUruw/rkfhehSu7D/jpZvEILDsP+Olm8QgsOw/GQRWDi2y7D8ZBFYOLbLsP05iEFg5tOw/TmIQWDm07D+DwMqhRbbsP4PAyqFFtuw/uB6F61G47D+4HoXrUbjsP+58PzVeuuw/7nw/NV667D8j2/l+arzsPyPb+X5qvOw/WDm0yHa+7D9YObTIdr7sP42XbhKDwOw/jZduEoPA7D/D9Shcj8LsP8P1KFyPwuw/+FPjpZvE7D/4U+Olm8TsPy2yne+nxuw/LbKd76fG7D9iEFg5tMjsP2IQWDm0yOw/mG4Sg8DK7D+YbhKDwMrsP83MzMzMzOw/zczMzMzM7D8CK4cW2c7sPwIrhxbZzuw/N4lBYOXQ7D83iUFg5dDsP23n+6nx0uw/bef7qfHS7D+iRbbz/dTsP6JFtvP91Ow/16NwPQrX7D/Xo3A9CtfsPwwCK4cW2ew/DAIrhxbZ7D9CYOXQItvsP0Jg5dAi2+w/d76fGi/d7D93vp8aL93sP6wcWmQ73+w/rBxaZDvf7D/hehSuR+HsP+F6FK5H4ew/F9nO91Pj7D8X2c73U+PsP0w3iUFg5ew/TDeJQWDl7D+BlUOLbOfsP4GVQ4ts5+w/tvP91Hjp7D+28/3UeOnsP+xRuB6F6+w/7FG4HoXr7D8hsHJoke3sPyGwcmiR7ew/Vg4tsp3v7D9WDi2yne/sP4ts5/up8ew/i2zn+6nx7D/ByqFFtvPsP8HKoUW28+w/9ihcj8L17D/2KFyPwvXsPyuHFtnO9+w/K4cW2c737D9g5dAi2/nsP2Dl0CLb+ew/lkOLbOf77D+WQ4ts5/vsP8uhRbbz/ew/y6FFtvP97D8AAAAAAADtPwAAAAAAAO0/NV66SQwC7T81XrpJDALtP2q8dJMYBO0/arx0kxgE7T+gGi/dJAbtP6AaL90kBu0/1XjpJjEI7T/VeOkmMQjtPwrXo3A9Cu0/CtejcD0K7T8/NV66SQztPz81XrpJDO0/dZMYBFYO7T91kxgEVg7tP6rx0k1iEO0/qvHSTWIQ7T/fT42XbhLtP99PjZduEu0/FK5H4XoU7T8UrkfhehTtP0oMAiuHFu0/SgwCK4cW7T9/arx0kxjtP39qvHSTGO0/tMh2vp8a7T+0yHa+nxrtP+kmMQisHO0/6SYxCKwc7T8fhetRuB7tPx+F61G4Hu0/VOOlm8Qg7T9U46WbxCDtP4lBYOXQIu0/iUFg5dAi7T++nxov3STtP76fGi/dJO0/9P3UeOkm7T/0/dR46SbtPylcj8L1KO0/KVyPwvUo7T9eukkMAivtP166SQwCK+0/kxgEVg4t7T+TGARWDi3tP8l2vp8aL+0/yXa+nxov7T/+1HjpJjHtP/7UeOkmMe0/MzMzMzMz7T8zMzMzMzPtP2iR7Xw/Ne0/aJHtfD817T+e76fGSzftP57vp8ZLN+0/001iEFg57T/TTWIQWDntPwisHFpkO+0/CKwcWmQ77T89CtejcD3tPz0K16NwPe0/c2iR7Xw/7T9zaJHtfD/tP6jGSzeJQe0/qMZLN4lB7T/dJAaBlUPtP90kBoGVQ+0/EoPAyqFF7T8Sg8DKoUXtP0jhehSuR+0/SOF6FK5H7T99PzVeukntP30/NV66Se0/sp3vp8ZL7T+yne+nxkvtP+f7qfHSTe0/5/up8dJN7T8dWmQ730/tPx1aZDvfT+0/UrgehetR7T9SuB6F61HtP4cW2c73U+0/hxbZzvdT7T+8dJMYBFbtP7x0kxgEVu0/8tJNYhBY7T/y0k1iEFjtPycxCKwcWu0/JzEIrBxa7T9cj8L1KFztP1yPwvUoXO0/ke18PzVe7T+R7Xw/NV7tP8dLN4lBYO0/x0s3iUFg7T/8qfHSTWLtP/yp8dJNYu0/MQisHFpk7T8xCKwcWmTtP2ZmZmZmZu0/ZmZmZmZm7T+cxCCwcmjtP5zEILByaO0/0SLb+X5q7T/RItv5fmrtPwaBlUOLbO0/BoGVQ4ts7T8730+Nl27tPzvfT42Xbu0/cT0K16Nw7T9xPQrXo3DtP6abxCCwcu0/ppvEILBy7T/b+X5qvHTtP9v5fmq8dO0/EFg5tMh27T8QWDm0yHbtP0a28/3UeO0/Rrbz/dR47T97FK5H4XrtP3sUrkfheu0/sHJoke187T+wcmiR7XztP+XQItv5fu0/5dAi2/l+7T8bL90kBoHtPxsv3SQGge0/UI2XbhKD7T9QjZduEoPtP4XrUbgehe0/hetRuB6F7T+6SQwCK4ftP7pJDAIrh+0/8KfGSzeJ7T/wp8ZLN4ntPyUGgZVDi+0/JQaBlUOL7T9aZDvfT43tP1pkO99Pje0/j8L1KFyP7T+PwvUoXI/tP8UgsHJoke0/xSCwcmiR7T/6fmq8dJPtP/p+arx0k+0/L90kBoGV7T8v3SQGgZXtP2Q730+Nl+0/ZDvfT42X7T+amZmZmZntP5qZmZmZme0/z/dT46Wb7T/P91PjpZvtPwRWDi2yne0/BFYOLbKd7T85tMh2vp/tPzm0yHa+n+0/bxKDwMqh7T9vEoPAyqHtP6RwPQrXo+0/pHA9Ctej7T/ZzvdT46XtP9nO91Pjpe0/Di2yne+n7T8OLbKd76ftP0SLbOf7qe0/RIts5/up7T956SYxCKztP3npJjEIrO0/rkfhehSu7T+uR+F6FK7tP+Olm8QgsO0/46WbxCCw7T8ZBFYOLbLtPxkEVg4tsu0/TmIQWDm07T9OYhBYObTtP4PAyqFFtu0/g8DKoUW27T+4HoXrUbjtP7gehetRuO0/7nw/NV667T/ufD81XrrtPyPb+X5qvO0/I9v5fmq87T9YObTIdr7tP1g5tMh2vu0/jZduEoPA7T+Nl24Sg8DtP8P1KFyPwu0/w/UoXI/C7T/4U+Olm8TtP/hT46WbxO0/LbKd76fG7T8tsp3vp8btP2IQWDm0yO0/YhBYObTI7T+YbhKDwMrtP5huEoPAyu0/zczMzMzM7T/NzMzMzMztPwIrhxbZzu0/AiuHFtnO7T83iUFg5dDtPzeJQWDl0O0/bef7qfHS7T9t5/up8dLtP6JFtvP91O0/okW28/3U7T/Xo3A9CtftP9ejcD0K1+0/DAIrhxbZ7T8MAiuHFtntP0Jg5dAi2+0/QmDl0CLb7T93vp8aL93tP3e+nxov3e0/rBxaZDvf7T+sHFpkO9/tP+F6FK5H4e0/4XoUrkfh7T8X2c73U+PtPxfZzvdT4+0/TDeJQWDl7T9MN4lBYOXtP4GVQ4ts5+0/gZVDi2zn7T+28/3UeOntP7bz/dR46e0/7FG4HoXr7T/sUbgehevtPyGwcmiR7e0/IbByaJHt7T9WDi2yne/tP1YOLbKd7+0/i2zn+6nx7T+LbOf7qfHtP8HKoUW28+0/wcqhRbbz7T/2KFyPwvXtP/YoXI/C9e0/K4cW2c737T8rhxbZzvftP2Dl0CLb+e0/YOXQItv57T+WQ4ts5/vtP5ZDi2zn++0/y6FFtvP97T/LoUW28/3tPwAAAAAAAO4/AAAAAAAA7j81XrpJDALuPzVeukkMAu4/arx0kxgE7j9qvHSTGATuP6AaL90kBu4/oBov3SQG7j/VeOkmMQjuP9V46SYxCO4/CtejcD0K7j8K16NwPQruPz81XrpJDO4/PzVeukkM7j91kxgEVg7uP3WTGARWDu4/qvHSTWIQ7j+q8dJNYhDuP99PjZduEu4/30+Nl24S7j8UrkfhehTuPxSuR+F6FO4/SgwCK4cW7j9KDAIrhxbuP39qvHSTGO4/f2q8dJMY7j+0yHa+nxruP7TIdr6fGu4/6SYxCKwc7j/pJjEIrBzuPx+F61G4Hu4/H4XrUbge7j9U46WbxCDuP1TjpZvEIO4/iUFg5dAi7j+JQWDl0CLuP76fGi/dJO4/vp8aL90k7j/0/dR46SbuP/T91HjpJu4/KVyPwvUo7j8pXI/C9SjuP166SQwCK+4/XrpJDAIr7j+TGARWDi3uP5MYBFYOLe4/yXa+nxov7j/Jdr6fGi/uP/7UeOkmMe4//tR46SYx7j8zMzMzMzPuPzMzMzMzM+4/aJHtfD817j9oke18PzXuP57vp8ZLN+4/nu+nxks37j/TTWIQWDnuP9NNYhBYOe4/CKwcWmQ77j8IrBxaZDvuPz0K16NwPe4/PQrXo3A97j9zaJHtfD/uP3Noke18P+4/qMZLN4lB7j+oxks3iUHuP90kBoGVQ+4/3SQGgZVD7j8Sg8DKoUXuPxKDwMqhRe4/SOF6FK5H7j9I4XoUrkfuP30/NV66Se4/fT81XrpJ7j+yne+nxkvuP7Kd76fGS+4/5/up8dJN7j/n+6nx0k3uPx1aZDvfT+4/HVpkO99P7j9SuB6F61HuP1K4HoXrUe4/hxbZzvdT7j+HFtnO91PuP7x0kxgEVu4/vHSTGARW7j/y0k1iEFjuP/LSTWIQWO4/JzEIrBxa7j8nMQisHFruP1yPwvUoXO4/XI/C9Shc7j+R7Xw/NV7uP5HtfD81Xu4/x0s3iUFg7j/HSzeJQWDuP/yp8dJNYu4//Knx0k1i7j8xCKwcWmTuPzEIrBxaZO4/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" const render_items = [{\"docid\":\"86787497-9d49-41f4-a7f0-a16ec0017a4a\",\"roots\":{\"p1779\":\"cb048832-48d3-4f8e-bed1-86eaf2bfa9a9\"},\"root_ids\":[\"p1779\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1779" } }, "output_type": "display_data" } ], "source": [ "df_sample_compare = pd.concat(\n", " (\n", " pd.DataFrame(\n", " {\n", " \"samples β\": samples_discrete.posterior[\"beta_\"].values[0],\n", " \"cat\": \"discrete\",\n", " }\n", " ),\n", " pd.DataFrame(\n", " {\n", " \"samples β\": samples.posterior[\"beta_\"].values.ravel(),\n", " \"cat\": \"continuous\",\n", " }\n", " ),\n", " ),\n", " axis=0,\n", ")\n", "\n", "p = iqplot.ecdf(df_sample_compare, q=\"samples β\", cats=\"cat\")\n", "\n", "p.legend.location = \"bottom_right\"\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the parameter value takes on a similar range of values, though with our discrete model it favors a peaky distribution for the arrival rates governed by the alpha parameter. With a quick predictive ECDF we can confirm that the model offers a similar ability to generate the data. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"a5f0f79b-7e34-4751-9b9a-259dc1bcbac8\",\"roots\":{\"p2059\":\"c60de204-47c8-4de5-8645-24bb0407845f\"},\"root_ids\":[\"p2059\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2059" } }, "output_type": "display_data" } ], "source": [ "t_ppc = (\n", " samples_discrete.posterior_predictive[\"t_ppc\"]\n", " .stack({\"sample\": (\"chain\", \"draw\")})\n", " .transpose(\"sample\", \"t_ppc_dim_0\")\n", ")\n", "\n", "\n", "p1 = bebi103.viz.predictive_ecdf(\n", " t_ppc,\n", " data=t,\n", " title=\"Gamma, discrete α\",\n", " diff=\"ecdf\",\n", " x_axis_label=\"time fully formed complex\",\n", ")\n", "\n", "t_ppc = (\n", " samples.posterior_predictive[\"t_ppc\"]\n", " .stack({\"sample\": (\"chain\", \"draw\")})\n", " .transpose(\"sample\", \"t_ppc_dim_0\")\n", ")\n", "\n", "p2 = bebi103.viz.predictive_ecdf(\n", " t_ppc, data=t, title=\"Gamma\", diff=\"ecdf\", x_axis_label=\"time fully formed complex\",\n", ")\n", "bokeh.io.show(bokeh.layouts.gridplot([p1, p2], ncols=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! We can construct a model for discrete values of arrival numbers in a gamma distribution. However, the story doesn't end here. Notice that there are multiple peaks in the posterior for $\\beta$ in this model. We can see that, due to the fairly small number of data points, there is quite a bit of overlap between the samples given for $\\beta$ for cases of $\\alpha=N$ and $\\alpha=N+1$. This ensures that the sampler is able to explore the posterior, and the chains mix. Here is the posterior again to illustrate this:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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BKBgAASwYAAEwGAABNBgAATgYAAE8GAABQBgAAUQYAAFIGAABTBgAAVAYAAFUGAABWBgAAVwYAAFgGAABZBgAAWgYAAFsGAABcBgAAXQYAAF4GAABfBgAAYAYAAGEGAABiBgAAYwYAAGQGAABlBgAAZgYAAGcGAABoBgAAaQYAAGoGAABrBgAAbAYAAG0GAABuBgAAbwYAAHAGAABxBgAAcgYAAHMGAAB0BgAAdQYAAHYGAAB3BgAAeAYAAHkGAAB6BgAAewYAAHwGAAB9BgAAfgYAAH8GAACABgAAgQYAAIIGAACDBgAAhAYAAIUGAACGBgAAhwYAAIgGAACJBgAAigYAAIsGAACMBgAAjQYAAI4GAACPBgAAkAYAAJEGAACSBgAAkwYAAJQGAACVBgAAlgYAAJcGAACYBgAAmQYAAJoGAACbBgAAnAYAAJ0GAACeBgAAnwYAAKAGAAChBgAAogYAAKMGAACkBgAApQYAAKYGAACnBgAAqAYAAKkGAACqBgAAqwYAAKwGAACtBgAArgYAAK8GAACwBgAAsQYAALIGAACzBgAAtAYAALUGAAC2BgAAtwYAALgGAAC5BgAAugYAALsGAAC8BgAAvQYAAL4GAAC/BgAAwAYAAMEGAADCBgAAwwYAAMQGAADFBgAAxgYAAMcGAADIBgAAyQYAAMoGAADLBgAAzAYAAM0GAADOBgAAzwYAANAGAADRBgAA0gYAANMGAADUBgAA1QYAANYGAADXBgAA2AYAANkGAADaBgAA2wYAANwGAADdBgAA3gYAAN8GAADgBgAA4QYAAOIGAADjBgAA5AYAAOUGAADmBgAA5wYAAOgGAADpBgAA6gYAAOsGAADsBgAA7QYAAO4GAADvBgAA8AYAAPEGAADyBgAA8wYAAPQGAAD1BgAA9gYAAPcGAAD4BgAA+QYAAPoGAAD7BgAA/AYAAP0GAAD+BgAA/wYAAAAHAAABBwAAAgcAAAMHAAAEBwAABQcAAAYHAAAHBwAACAcAAAkHAAAKBwAACwcAAAwHAAANBwAADgcAAA8HAAAQBwAAEQcAABIHAAATBwAAFAcAABUHAAAWBwAAFwcAABgHAAAZBwAAGgcAABsHAAAcBwAAHQcAAB4HAAAfBwAAIAcAACEHAAAiBwAAIwcAACQHAAAlBwAAJgcAACcHAAAoBwAAKQcAACoHAAArBwAALAcAAC0HAAAuBwAALwcAADAHAAAxBwAAMgcAADMHAAA0BwAANQcAADYHAAA3BwAAOAcAADkHAAA6BwAAOwcAADwHAAA9BwAAPgcAAD8HAABABwAAQQcAAEIHAABDBwAARAcAAEUHAABGBwAARwcAAEgHAABJBwAASgcAAEsHAABMBwAATQcAAE4HAABPBwAAUAcAAFEHAABSBwAAUwcAAFQHAABVBwAAVgcAAFcHAABYBwAAWQcAAFoHAABbBwAAXAcAAF0HAABeBwAAXwcAAGAHAABhBwAAYgcAAGMHAABkBwAAZQcAAGYHAABnBwAAaAcAAGkHAABqBwAAawcAAGwHAABtBwAAbgcAAG8HAABwBwAAcQcAAHIHAABzBwAAdAcAAHUHAAB2BwAAdwcAAHgHAAB5BwAAegcAAHsHAAB8BwAAfQcAAH4HAAB/BwAAgAcAAIEHAACCBwAAgwcAAIQHAACFBwAAhgcAAIcHAACIBwAAiQcAAIoHAACLBwAAjAcAAI0HAACOBwAAjwcAAJAHAACRBwAAkgcAAJMHAACUBwAAlQcAAJYHAACXBwAAmAcAAJkHAACaBwAAmwcAAJwHAACdBwAAngcAAJ8HAACgBwAAoQcAAKIHAACjBwAApAcAAKUHAACmBwAApwcAAKgHAACpBwAAqgcAAKsHAACsBwAArQcAAK4HAACvBwAAsAcAALEHAACyBwAAswcAALQHAAC1BwAAtgcAALcHAAC4BwAAuQcAALoHAAC7BwAAvAcAAL0HAAC+BwAAvwcAAMAHAADBBwAAwgcAAMMHAADEBwAAxQcAAMYHAADHBwAAyAcAAMkHAADKBwAAywcAAMwHAADNBwAAzgcAAM8HAADQBwAA0QcAANIHAADTBwAA1AcAANUHAADWBwAA1wcAANgHAADZBwAA2gcAANsHAADcBwAA3QcAAN4HAADfBwAA4AcAAOEHAADiBwAA4wcAAOQHAADlBwAA5gcAAOcHAADoBwAA6QcAAOoHAADrBwAA7AcAAO0HAADuBwAA7wcAAPAHAADxBwAA8gcAAPMHAAD0BwAA9QcAAPYHAAD3BwAA+AcAAPkHAAD6BwAA+wcAAPwHAAD9BwAA/gcAAP8HAAAACAAAAQgAAAIIAAADCAAABAgAAAUIAAAGCAAABwgAAAgIAAAJCAAACggAAAsIAAAMCAAADQgAAA4IAAAPCAAAEAgAABEIAAASCAAAEwgAABQIAAAVCAAAFggAABcIAAAYCAAAGQgAABoIAAAbCAAAHAgAAB0IAAAeCAAAHwgAACAIAAAhCAAAIggAACMIAAAkCAAAJQgAACYIAAAnCAAAKAgAACkIAAAqCAAAKwgAACwIAAAtCAAALggAAC8IAAAwCAAAMQgAADIIAAAzCAAANAgAADUIAAA2CAAANwgAADgIAAA5CAAAOggAADsIAAA8CAAAPQgAAD4IAAA/CAAAQAgAAEEIAABCCAAAQwgAAEQIAABFCAAARggAAEcIAABICAAASQgAAEoIAABLCAAATAgAAE0IAABOCAAATwgAAFAIAABRCAAAUggAAFMIAABUCAAAVQgAAFYIAABXCAAAWAgAAFkIAABaCAAAWwgAAFwIAABdCAAAXggAAF8IAABgCAAAYQgAAGIIAABjCAAAZAgAAGUIAABmCAAAZwgAAGgIAABpCAAAaggAAGsIAABsCAAAbQgAAG4IAABvCAAAcAgAAHEIAAByCAAAcwgAAHQIAAB1CAAAdggAAHcIAAB4CAAAeQgAAHoIAAB7CAAAfAgAAH0IAAB+CAAAfwgAAIAIAACBCAAAgggAAIMIAACECAAAhQgAAIYIAACHCAAAiAgAAIkIAACKCAAAiwgAAIwIAACNCAAAjggAAI8IAACQCAAAkQgAAJIIAACTCAAAlAgAAJUIAACWCAAAlwgAAJgIAACZCAAAmggAAJsIAACcCAAAnQgAAJ4IAACfCAAAoAgAAKEIAACiCAAAowgAAKQIAAClCAAApggAAKcIAACoCAAAqQgAAKoIAACrCAAArAgAAK0IAACuCAAArwgAALAIAACxCAAAsggAALMIAAC0CAAAtQgAALYIAAC3CAAAuAgAALkIAAC6CAAAuwgAALwIAAC9CAAAvggAAL8IAADACAAAwQgAAMIIAADDCAAAxAgAAMUIAADGCAAAxwgAAMgIAADJCAAAyggAAMsIAADMCAAAzQgAAM4IAADPCAAA0AgAANEIAADSCAAA0wgAANQIAADVCAAA1ggAANcIAADYCAAA2QgAANoIAADbCAAA3AgAAN0IAADeCAAA3wgAAOAIAADhCAAA4ggAAOMIAADkCAAA5QgAAOYIAADnCAAA6AgAAOkIAADqCAAA6wgAAOwIAADtCAAA7ggAAO8IAADwCAAA8QgAAPIIAADzCAAA9AgAAPUIAAD2CAAA9wgAAPgIAAD5CAAA+ggAAPsIAAD8CAAA/QgAAP4IAAD/CAAAAAkAAAEJAAACCQAAAwkAAAQJAAAFCQAABgkAAAcJAAAICQAACQkAAAoJAAALCQAADAkAAA0JAAAOCQAADwkAABAJAAARCQAAEgkAABMJAAAUCQAAFQkAABYJAAAXCQAAGAkAABkJAAAaCQAAGwkAABwJAAAdCQAAHgkAAB8JAAAgCQAAIQkAACIJAAAjCQAAJAkAACUJAAAmCQAAJwkAACgJAAApCQAAKgkAACsJAAAsCQAALQkAAC4JAAAvCQAAMAkAADEJAAAyCQAAMwkAADQJAAA1CQAANgkAADcJAAA4CQAAOQkAADoJAAA7CQAAPAkAAD0JAAA+CQAAPwkAAEAJAABBCQAAQgkAAEMJAABECQAARQkAAEYJAABHCQAASAkAAEkJAABKCQAASwkAAEwJAABNCQAATgkAAE8JAABQCQAAUQkAAFIJAABTCQAAVAkAAFUJAABWCQAAVwkAAFgJAABZCQAAWgkAAFsJAABcCQAAXQkAAF4JAABfCQAAYAkAAGEJAABiCQAAYwkAAGQJAABlCQAAZgkAAGcJAABoCQAAaQkAAGoJAABrCQAAbAkAAG0JAABuCQAAbwkAAHAJAABxCQAAcgkAAHMJAAB0CQAAdQkAAHYJAAB3CQAAeAkAAHkJAAB6CQAAewkAAHwJAAB9CQAAfgkAAH8JAACACQAAgQkAAIIJAACDCQAAhAkAAIUJAACGCQAAhwkAAIgJAACJCQAAigkAAIsJAACMCQAAjQkAAI4JAACPCQAAkAkAAJEJAACSCQAAkwkAAJQJAACVCQAAlgkAAJcJAACYCQAAmQkAAJoJAACbCQAAnAkAAJ0JAACeCQAAnwkAAKAJAAChCQAAogkAAKMJAACkCQAApQkAAKYJAACnCQAAqAkAAKkJAACqCQAAqwkAAKwJAACtCQAArgkAAK8JAACwCQAAsQkAALIJAACzCQAAtAkAALUJAAC2CQAAtwkAALgJAAC5CQAAugkAALsJAAC8CQAAvQkAAL4JAAC/CQAAwAkAAMEJAADCCQAAwwkAAMQJAADFCQAAxgkAAMcJAADICQAAyQkAAMoJAADLCQAAzAkAAM0JAADOCQAAzwkAANAJAADRCQAA0gkAANMJAADUCQAA1QkAANYJAADXCQAA2AkAANkJAADaCQAA2wkAANwJAADdCQAA3gkAAN8JAADgCQAA4QkAAOIJAADjCQAA5AkAAOUJAADmCQAA5wkAAOgJAADpCQAA6gkAAOsJAADsCQAA7QkAAO4JAADvCQAA8AkAAPEJAADyCQAA8wkAAPQJAAD1CQAA9gkAAPcJAAD4CQAA+QkAAPoJAAD7CQAA/AkAAP0JAAD+CQAA/wkAAAAKAAABCgAAAgoAAAMKAAAECgAABQoAAAYKAAAHCgAACAoAAAkKAAAKCgAACwoAAAwKAAANCgAADgoAAA8KAAAQCgAAEQoAABIKAAATCgAAFAoAABUKAAAWCgAAFwoAABgKAAAZCgAAGgoAABsKAAAcCgAAHQoAAB4KAAAfCgAAIAoAACEKAAAiCgAAIwoAACQKAAAlCgAAJgoAACcKAAAoCgAAKQoAACoKAAArCgAALAoAAC0KAAAuCgAALwoAADAKAAAxCgAAMgoAADMKAAA0CgAANQoAADYKAAA3CgAAOAoAADkKAAA6CgAAOwoAADwKAAA9CgAAPgoAAD8KAABACgAAQQoAAEIKAABDCgAARAoAAEUKAABGCgAARwoAAEgKAABJCgAASgoAAEsKAABMCgAATQoAAE4KAABPCgAAUAoAAFEKAABSCgAAUwoAAFQKAABVCgAAVgoAAFcKAABYCgAAWQoAAFoKAABbCgAAXAoAAF0KAABeCgAAXwoAAGAKAABhCgAAYgoAAGMKAABkCgAAZQoAAGYKAABnCgAAaAoAAGkKAABqCgAAawoAAGwKAABtCgAAbgoAAG8KAABwCgAAcQoAAHIKAABzCgAAdAoAAHUKAAB2CgAAdwoAAHgKAAB5CgAAegoAAHsKAAB8CgAAfQoAAH4KAAB/CgAAgAoAAIEKAACCCgAAgwoAAIQKAACFCgAAhgoAAIcKAACICgAAiQoAAIoKAACLCgAAjAoAAI0KAACOCgAAjwoAAJAKAACRCgAAkgoAAJMKAACUCgAAlQoAAJYKAACXCgAAmAoAAJkKAACaCgAAmwoAAJwKAACdCgAAngoAAJ8KAACgCgAAoQoAAKIKAACjCgAApAoAAKUKAACmCgAApwoAAKgKAACpCgAAqgoAAKsKAACsCgAArQoAAK4KAACvCgAAsAoAALEKAACyCgAAswoAALQKAAC1CgAAtgoAALcKAAC4CgAAuQoAALoKAAC7CgAAvAoAAL0KAAC+CgAAvwoAAMAKAADBCgAAwgoAAMMKAADECgAAxQoAAMYKAADHCgAAyAoAAMkKAADKCgAAywoAAMwKAADNCgAAzgoAAM8KAADQCgAA0QoAANIKAADTCgAA1AoAANUKAADWCgAA1woAANgKAADZCgAA2goAANsKAADcCgAA3QoAAN4KAADfCgAA4AoAAOEKAADiCgAA4woAAOQKAADlCgAA5goAAOcKAADoCgAA6QoAAOoKAADrCgAA7AoAAO0KAADuCgAA7woAAPAKAADxCgAA8goAAPMKAAD0CgAA9QoAAPYKAAD3CgAA+AoAAPkKAAD6CgAA+woAAPwKAAD9CgAA/goAAP8KAAAACwAAAQsAAAILAAADCwAABAsAAAULAAAGCwAABwsAAAgLAAAJCwAACgsAAAsLAAAMCwAADQsAAA4LAAAPCwAAEAsAABELAAASCwAAEwsAABQLAAAVCwAAFgsAABcLAAAYCwAAGQsAABoLAAAbCwAAHAsAAB0LAAAeCwAAHwsAACALAAAhCwAAIgsAACMLAAAkCwAAJQsAACYLAAAnCwAAKAsAACkLAAAqCwAAKwsAACwLAAAtCwAALgsAAC8LAAAwCwAAMQsAADILAAAzCwAANAsAADULAAA2CwAANwsAADgLAAA5CwAAOgsAADsLAAA8CwAAPQsAAD4LAAA/CwAAQAsAAEELAABCCwAAQwsAAEQLAABFCwAARgsAAEcLAABICwAASQsAAEoLAABLCwAATAsAAE0LAABOCwAATwsAAFALAABRCwAAUgsAAFMLAABUCwAAVQsAAFYLAABXCwAAWAsAAFkLAABaCwAAWwsAAFwLAABdCwAAXgsAAF8LAABgCwAAYQsAAGILAABjCwAAZAsAAGULAABmCwAAZwsAAGgLAABpCwAAagsAAGsLAABsCwAAbQsAAG4LAABvCwAAcAsAAHELAAByCwAAcwsAAHQLAAB1CwAAdgsAAHcLAAB4CwAAeQsAAHoLAAB7CwAAfAsAAH0LAAB+CwAAfwsAAIALAACBCwAAggsAAIMLAACECwAAhQsAAIYLAACHCwAAiAsAAIkLAACKCwAAiwsAAIwLAACNCwAAjgsAAI8LAACQCwAAkQsAAJILAACTCwAAlAsAAJULAACWCwAAlwsAAJgLAACZCwAAmgsAAJsLAACcCwAAnQsAAJ4LAACfCwAAoAsAAKELAACiCwAAowsAAKQLAAClCwAApgsAAKcLAACoCwAAqQsAAKoLAACrCwAArAsAAK0LAACuCwAArwsAALALAACxCwAAsgsAALMLAAC0CwAAtQsAALYLAAC3CwAAuAsAALkLAAC6CwAAuwsAALwLAAC9CwAAvgsAAL8LAADACwAAwQsAAMILAADDCwAAxAsAAMULAADGCwAAxwsAAMgLAADJCwAAygsAAMsLAADMCwAAzQsAAM4LAADPCwAA0AsAANELAADSCwAA0wsAANQLAADVCwAA1gsAANcLAADYCwAA2QsAANoLAADbCwAA3AsAAN0LAADeCwAA3wsAAOALAADhCwAA4gsAAOMLAADkCwAA5QsAAOYLAADnCwAA6AsAAOkLAADqCwAA6wsAAOwLAADtCwAA7gsAAO8LAADwCwAA8QsAAPILAADzCwAA9AsAAPULAAD2CwAA9wsAAPgLAAD5CwAA+gsAAPsLAAD8CwAA/QsAAP4LAAD/CwAAAAwAAAEMAAACDAAAAwwAAAQMAAAFDAAABgwAAAcMAAAIDAAACQwAAAoMAAALDAAADAwAAA0MAAAODAAADwwAABAMAAARDAAAEgwAABMMAAAUDAAAFQwAABYMAAAXDAAAGAwAABkMAAAaDAAAGwwAABwMAAAdDAAAHgwAAB8MAAAgDAAAIQwAACIMAAAjDAAAJAwAACUMAAAmDAAAJwwAACgMAAApDAAAKgwAACsMAAAsDAAALQwAAC4MAAAvDAAAMAwAADEMAAAyDAAAMwwAADQMAAA1DAAANgwAADcMAAA4DAAAOQwAADoMAAA7DAAAPAwAAD0MAAA+DAAAPwwAAEAMAABBDAAAQgwAAEMMAABEDAAARQwAAEYMAABHDAAASAwAAEkMAABKDAAASwwAAEwMAABNDAAATgwAAE8MAABQDAAAUQwAAFIMAABTDAAAVAwAAFUMAABWDAAAVwwAAFgMAABZDAAAWgwAAFsMAABcDAAAXQwAAF4MAABfDAAAYAwAAGEMAABiDAAAYwwAAGQMAABlDAAAZgwAAGcMAABoDAAAaQwAAGoMAABrDAAAbAwAAG0MAABuDAAAbwwAAHAMAABxDAAAcgwAAHMMAAB0DAAAdQwAAHYMAAB3DAAAeAwAAHkMAAB6DAAAewwAAHwMAAB9DAAAfgwAAH8MAACADAAAgQwAAIIMAACDDAAAhAwAAIUMAACGDAAAhwwAAIgMAACJDAAAigwAAIsMAACMDAAAjQwAAI4MAACPDAAAkAwAAJEMAACSDAAAkwwAAJQMAACVDAAAlgwAAJcMAACYDAAAmQwAAJoMAACbDAAAnAwAAJ0MAACeDAAAnwwAAKAMAAChDAAAogwAAKMMAACkDAAApQwAAKYMAACnDAAAqAwAAKkMAACqDAAAqwwAAKwMAACtDAAArgwAAK8MAACwDAAAsQwAALIMAACzDAAAtAwAALUMAAC2DAAAtwwAALgMAAC5DAAAugwAALsMAAC8DAAAvQwAAL4MAAC/DAAAwAwAAMEMAADCDAAAwwwAAMQMAADFDAAAxgwAAMcMAADIDAAAyQwAAMoMAADLDAAAzAwAAM0MAADODAAAzwwAANAMAADRDAAA0gwAANMMAADUDAAA1QwAANYMAADXDAAA2AwAANkMAADaDAAA2wwAANwMAADdDAAA3gwAAN8MAADgDAAA4QwAAOIMAADjDAAA5AwAAOUMAADmDAAA5wwAAOgMAADpDAAA6gwAAOsMAADsDAAA7QwAAO4MAADvDAAA8AwAAPEMAADyDAAA8wwAAPQMAAD1DAAA9gwAAPcMAAD4DAAA+QwAAPoMAAD7DAAA/AwAAP0MAAD+DAAA/wwAAAANAAABDQAAAg0AAAMNAAAEDQAABQ0AAAYNAAAHDQAACA0AAAkNAAAKDQAACw0AAAwNAAANDQAADg0AAA8NAAAQDQAAEQ0AABINAAATDQAAFA0AABUNAAAWDQAAFw0AABgNAAAZDQAAGg0AABsNAAAcDQAAHQ0AAB4NAAAfDQAAIA0AACENAAAiDQAAIw0AACQNAAAlDQAAJg0AACcNAAAoDQAAKQ0AACoNAAArDQAALA0AAC0NAAAuDQAALw0AADANAAAxDQAAMg0AADMNAAA0DQAANQ0AADYNAAA3DQAAOA0AADkNAAA6DQAAOw0AADwNAAA9DQAAPg0AAD8NAABADQAAQQ0AAEINAABDDQAARA0AAEUNAABGDQAARw0AAEgNAABJDQAASg0AAEsNAABMDQAATQ0AAE4NAABPDQAAUA0AAFENAABSDQAAUw0AAFQNAABVDQAAVg0AAFcNAABYDQAAWQ0AAFoNAABbDQAAXA0AAF0NAABeDQAAXw0AAGANAABhDQAAYg0AAGMNAABkDQAAZQ0AAGYNAABnDQAAaA0AAGkNAABqDQAAaw0AAGwNAABtDQAAbg0AAG8NAABwDQAAcQ0AAHINAABzDQAAdA0AAHUNAAB2DQAAdw0AAHgNAAB5DQAAeg0AAHsNAAB8DQAAfQ0AAH4NAAB/DQAAgA0AAIENAACCDQAAgw0AAIQNAACFDQAAhg0AAIcNAACIDQAAiQ0AAIoNAACLDQAAjA0AAI0NAACODQAAjw0AAJANAACRDQAAkg0AAJMNAACUDQAAlQ0AAJYNAACXDQAAmA0AAJkNAACaDQAAmw0AAJwNAA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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"alpha\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"       @       @      @      @      @      @       @      @      @      @      @       @      @       @      @      @      @      @      @      @      @       @       @       @      @      @       @      @      @      @       @       @      @       @      @      @      @      @       @      @      @      @      @      @      @      @      @      @       @      @      @       @      @      @      @      @      @      @      @       @      @       @       @       @       @       @      @       @      @      @      @      @      @      @       @       @      @       @      @       @       @      @      @      @      @      @      @      @      @       @      @      @       @      @      @       @       @       @      @       @       @      @      @      @       @       @      @       @       @       @      @       @      @      @      @      @      @       @      @      @       @      @      @       @      @       @      @      @       @       @      @      @       @      @       @      @      @      @      @      @      @       @       @      @      @      @      @       @      @       @      @       @       @       @      @      @      @      @      @       @      @      @      @       @      @      @      @      @       @      @      @      @      @      @      @      @      @      @       @       @      @       @       @      @      @      @       @      @       @      @      @      @      @       @      @      @      @       @      @      @       @       @      @       @      @       @       @       @       @       @      @      @      @      @      @      @      @      @      @      @       @      @      @      @      @       @      @      @      @      @       @       @       @       @       @      @      @      @      @      @      @       @       @      @       @      @      @      @      @       @       @       @      @      @       @      @      @      @      @       @       @      @       @       @      @      @       @      @      @       @       @      @      @      @      @      @      @      @       @      @      @      @      @      @      @       @      @      @       @      @      @       @       @       @      @      @      @      @       @      @      @       @       @      @      @      @       @      @      @       @      @      @       @       @      @      @       @      @       @      @      @      @      @      @       @       @      @       @       @      @      @      @      @       @       @       @       @      @      @      @       @       @      @      @      @      @      @      @      @       @       @       @      @      @      @      @      @      @      @      @       @      @      @       @      @      @      @      @       @       @       @      @      @      @      @      @      @       @       @       @       @      @      @      @      @      @      @      @      @      @       @      @       @       @       @      @      @       @       @       @       @       @       @       @      @      @      @      @       @       @      @       @      @      @      @       @       @      @      @      @      @      @       @      @      @      @      @      @      @      @       @       @       @       @      @      @       @       @       @      @       @       @       @      @       @      @      @      @       @      @      @       @       @       @       @      @      @      @      @      @      @      @      @       @       @      @       @       @       @      @      @      @      @       @       @      @      @      @      @      @      @      @       @      @      @      @      @      @       @       @       @      @      @      @       @      @       @      @      @      @      @       @      @      @      @      @      @       @      @      @      @       @       @      @       @       @       @      @      @       @      @      @       @       @      @       @       @      @      @      @       @       @       @      @      @      @      @      @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      @      @       @       @      @      @       @       @      @      @      @      @      @      @      @      @      @       @      @      @      @      @      @       @       @      @      @       @      @      @      @      @      @      @      @       @      @      @      @      @      @      @      @      @      @      @      @       @       @      @      @       @      @       @       @      @      @      @      @      @       @      @      @      @      @      @       @       @      @      @      @       @      @      @       @      @      @      @      @      @      @      @      @      @      @       @      @      @       @      @       @       @      @      @       @      @      @      @      @       @       @      @      @      @      @      @       @       @      @      @      @      @      @      @      @      @       @      @       @       @      @      @      @       @      @      @      @       @      @       @       @       @      @      @      @       @      @      @      @      @      @      @       @       @      @       @      @       @       @       @       @       @       @      @      @       @      @      @      @       @      @      @       @       @      @      @      @       @       @      @       @       @      @      @      @      @       @       @      @       @      @      @       @       @      @       @      @      @       @       @       @       @      @       @      @      @      @      @      @      @       @       @       @      @      @      @      @       @      @      @      @       @      @      @      @       @      @      @      @      @      @      @       @       @      @      @      @      @      @       @      @      @       @       @       @       @       @       @      @      @      @       @       @      @       @      @       @       @      @      @      @      @      @      @       @      @      @      @      @      @       @       @      @       @       @       @      @       @       @       @      @      @      @      @      @       @       @      @       @      @      @      @       @      @      @       @       @      @      @      @       @      @      @      @      @      @      @      @       @      @      @      @       @       @      @      @      @       @      @      @      @      @      @      @      @      @      @      @      @       @       @       @      @      @      @       @       @      @      @       @      @      @       @      @      @      @      @\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"chain__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  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" const render_items = [{\"docid\":\"ae196cb7-47ee-4ea4-b345-9c69ecc218b9\",\"roots\":{\"p2225\":\"c9117d5d-8dd2-49e5-a167-907433e92a16\"},\"root_ids\":[\"p2225\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2225" } }, "output_type": "display_data" } ], "source": [ "p = bebi103.viz.corner(samples_discrete, parameters=[\"beta_\", \"alpha\"])\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is, however, not necessarily going to be the case. If we had a larger number of data points, for example, the peakiness of the log posterior around a $\\beta$ given by a particular $\\alpha$ increases. As a result, the sampler has a much lower chance of crossing from one peak in the posterior to another. We can simulate this by upping the number of simulated data points and seeing if our model can handle it. We go from 50 to 500 data points." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "al = 3\n", "ra = 0.5\n", "t = np.zeros(500)\n", "\n", "for i in range(al):\n", " t += np.random.exponential(1 / ra, size=len(t))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we try to sample again." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "554be91d8787430d8067a6ff57851493", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9ff31add3be54a178993deb3b1298b8a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1e41bd4d1dcb42e29ff39eac1c7794cd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c838eb17e80c45a7a101f38f0179ecee", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "data = {\"t\": t, \"N\": len(t), \"a_min\": 0, \"a_max\": 7}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples_discrete = az.from_cmdstanpy(\n", " sm2.sample(data=data, iter_sampling=20000, seed=87136123, thin=20),\n", " posterior_predictive=\"t_ppc\",\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to take a look at the diagnostics." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ESS for parameter beta_ is 7.170593759154506.\n", "tail-ESS for parameter beta_ is 27.76135737638342.\n", " ESS or tail-ESS below 100 per chain indicates that expectation values\n", " computed from samples are unlikely to be good approximations of the\n", " true expectation values.\n", "\n", "Rhat for parameter beta_ is 1.5281784828052738.\n", " Rank-normalized Rhat above 1.01 indicates that the chains very likely have not mixed.\n", "\n", "0 of 4000 (0.0%) iterations ended with a divergence.\n", "\n", "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n", "\n", "E-BFMI indicated no pathological behavior.\n" ] }, { "data": { "text/plain": [ "3" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bebi103.stan.check_all_diagnostics(samples_discrete, parameters=['beta_',])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh no! These look very bad. We will look at the corner plot to figure out what is going on. We will color by chain to see each chain is doing." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"alpha\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @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      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @      @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" const render_items = [{\"docid\":\"6c986a8f-ae7e-4f82-ba4e-3e666e77a09d\",\"roots\":{\"p2395\":\"f49b71ec-cde8-4996-b1d0-78e9859fb113\"},\"root_ids\":[\"p2395\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2395" } }, "output_type": "display_data" } ], "source": [ "p = bebi103.viz.corner(\n", " samples_discrete,\n", " parameters=[\"beta_\", \"alpha\"],\n", " color_by_chain=True,\n", ")\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On face, this looks kind of ok. It looks like we once again have a peaky posterior for $\\beta$. Notice, though, that the sharpness/separation of these peaks is much larger before.\n", "\n", "In looking at the colors, the chains are clearly not mixing. Based on this, it seems clear that the sampler is arriving at one peak for $\\beta$ based on where the walker started, and getting stuck there. With a huge number of steps, it might eventually make it over to the other peak, but the odds of that are quite low. This means that we are not sampling from the posterior. What to do about this? Well, we can once again take advantage of marginalization to try a different implementation of a similar approach. For this case, we will sample from $N$ gamma distributions, each with a set integer value for $\\alpha$. We can then marginalize over the samples to get a value for the probability of a given $\\alpha$ given the model. In this way, we sample from the models independently, so we don't have to worry about having the sampler make it from one peak to another in the posterior space. We will first sample with the larger dataset, and then compare this model to our previous one with the smaller dataset." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data {\n", " int N;\n", " array[N] real t;\n", "\n", " int alpha;\n", "\n", " int N_ppc;\n", "}\n", "\n", "\n", "parameters {\n", " real beta_;\n", "}\n", "\n", "\n", "model {\n", " beta_ ~ normal(0, 1);\n", " t ~ gamma(alpha, beta_);\n", "}\n", "\n", "\n", "generated quantities {\n", " array[N_ppc] real t_ppc;\n", " array[N] real log_lik; \n", " real lp = normal_lpdf(beta_ | 0, 1);\n", " real log_alpha_prior = binomial_lpmf(alpha|7, 0.5);\n", " \n", " for (i in 1:N_ppc) {\n", " t_ppc[i] = gamma_rng(alpha, beta_);\n", " }\n", " \n", " for (i in 1:N) {\n", " log_lik[i] = gamma_lpdf(t[i] | alpha, beta_);\n", " }\n", "\n", " lp += sum(log_lik) + log_alpha_prior;\n", "}\n" ] } ], "source": [ "with bebi103.stan.disable_logging():\n", " sm = cmdstanpy.CmdStanModel(stan_file='mt_gamma_integer_alpha_jb.stan')\n", "\n", "print(sm.code())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This model looks quite a bit simpler than the one we used to marginalize the discrete parameter out. The first blocks look just like a gamma distribution, but note that now $\\alpha$ isn't a parameter at all. Instead, we are taking $\\alpha$ to be a fixed integer value. The section that needs some explanation is the generated quantities block. We use the generated quantities to calculate the un-normalized log probability of a the current $\\beta$ value given our fixed value of $\\alpha$. This is like what we do to perform model comparison; we generate the pointwise log joint value for every sample iteration. We will use this to generate a probability of a given value of $\\alpha$ in a subsequent Numpy calculation below.\n", "\n", "Time to sample!" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "ms = list(range(1, 8))\n", "N_ppc = len(t)\n", "datas = {m: dict(t=t, N=len(t), alpha=m, N_ppc=N_ppc) for m in ms}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples = {\n", " m: az.from_cmdstanpy(\n", " sm.sample(data=datas[m], iter_sampling=3000, thin=3, show_progress=False),\n", " log_likelihood=\"log_lik\",\n", " posterior_predictive=\"t_ppc\",\n", " )\n", " for m in ms\n", " }\n", "\n", "log_q = np.array(\n", " [\n", " scipy.special.logsumexp(samp.posterior.lp.values.flatten())\n", " - np.log(len(samp.posterior.lp.values.flatten()))\n", " for m, samp in samples.items()\n", " ]\n", ")\n", "\n", "log_norm_const = scipy.special.logsumexp(log_q)\n", "log_g = log_q - log_norm_const\n", "\n", "g = np.exp(log_g)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This all looks very familiar (sampling over a set of models and such), except for the bit at the end where we do some computation on the `lp` values that we calculated in the generated quantities block. Though it may look odd due to the LogSumExp operation here, what we have actually done when computing `log_q` is to average the log probability over the samples. What does this accomplish? Since we have drawn samples for the values of $\\beta$, when we compute this average across the samples (hence fully taking into account the parameter $\\beta$) we are performing marginalization. This means that we are getting an estimate proportional to the log probability of each value for $\\alpha$. To get an actual number for the probability, we need to normalize across our values that are proportional to the log probabilities. This is done with that last set of lines with the application of the `logsumexp`, subtraction, and exponentiation. The net result of these operations is to give us the marginalized posterior for the parameter $\\alpha$. We can take a look at it!" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"ee5bd3bf-e85b-4882-9fba-ec3021811529\",\"roots\":{\"p2410\":\"c848d1e0-c633-4a59-91bc-517660aa8359\"},\"root_ids\":[\"p2410\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2410" } }, "output_type": "display_data" } ], "source": [ "p = bokeh.plotting.figure(\n", " frame_height=200,\n", " frame_width=400,\n", " x_axis_label='α',\n", " y_axis_label='g(α | t)'\n", ")\n", "\n", "p.circle(ms, g, size=10)\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the larger dataset, the model very heavily favors the known value that we used to generate the data. This is no surprise. We will use the posterior for $\\alpha$ to draw samples for $\\beta$ from the combined model: the probability of drawing $\\beta$ from the samples for a given value of $\\alpha$ is proportional to the posterior probability of $\\alpha$. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"d0a00f57-077b-4f6e-ad33-7f928989d619\",\"roots\":{\"p2448\":\"b28e9082-6f92-4a89-a15c-32f9fb8b5ea5\"},\"root_ids\":[\"p2448\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2448" } }, "output_type": "display_data" } ], "source": [ "betas = [\n", " np.random.choice(\n", " samples[np.random.choice(len(g), p=g) + 1].posterior.beta_.values.flatten()\n", " )\n", " for i in range(1000)\n", "]\n", "p = iqplot.ecdf(np.array(betas), x_axis_label=\"β\")\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This ends up simply pulling samples from the $\\alpha=3$ case, since this is very much favored by the model. We now return to the smaller dataset and check that our models correspond with each other. " ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "al = 3\n", "ra = 0.5\n", "t = np.zeros(50)\n", "\n", "for i in range(al):\n", " t += np.random.exponential(1 / ra, size=len(t))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we try to sample again." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e04eb9b01cf8425eb3684bc6dae365c1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "65073804b8994f55b14c4808850942a0", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3944cf4a4700415c9acd240fc5c1ed8a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 3 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bd00b9e5b4c34961b8fbfea5e9904424", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 4 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n" ] } ], "source": [ "data = {\"t\": t, \"N\": len(t), \"a_min\": 0, \"a_max\": 7}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples_discrete = az.from_cmdstanpy(\n", " sm2.sample(data=data, iter_sampling=20000, thin=20), posterior_predictive=\"t_ppc\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we sample from our second model implementation." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "ms = list(range(1, 8))\n", "N_ppc = len(t)\n", "datas = {m: dict(t=t, N=len(t), alpha=m, N_ppc=N_ppc) for m in ms}\n", "\n", "with bebi103.stan.disable_logging():\n", " samples = {\n", " m: az.from_cmdstanpy(\n", " sm.sample(data=datas[m], iter_sampling=3000, thin=3, show_progress=False),\n", " log_likelihood=\"log_lik\",\n", " posterior_predictive=\"t_ppc\",\n", " )\n", " for m in ms\n", " }\n", "\n", "log_q = np.array(\n", " [\n", " scipy.special.logsumexp(samp.posterior.lp.values.flatten())\n", " - np.log(len(samp.posterior.lp.values.flatten()))\n", " for m, samp in samples.items()\n", " ]\n", ")\n", "\n", "log_norm_const = scipy.special.logsumexp(log_q)\n", "log_g = log_q - log_norm_const\n", "\n", "g = np.exp(log_g)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With these samples in hand, we can compare the posteriors of $\\alpha$, as well as for $\\beta$." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"6a11deb5-4c05-467e-b04f-12844441da68\",\"roots\":{\"p2505\":\"a77a3975-3e63-40e0-b3ec-27a2d019121b\"},\"root_ids\":[\"p2505\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2505" } }, "output_type": "display_data" } ], "source": [ "p = bokeh.plotting.figure(\n", " frame_height=200, frame_width=400, x_axis_label=\"α\", y_axis_label=\"g(α | t)\"\n", ")\n", "\n", "p.circle(ms, g, size=10, legend_label=\"discrete sampling\")\n", "\n", "for s in range(7):\n", " p.diamond(\n", " s + 1,\n", " samples_discrete.posterior.pState.values[:, :, s].flatten().mean(),\n", " size=10,\n", " alpha=1,\n", " color=\"red\",\n", " legend_label=\"separate models\",\n", " )\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! These look quite similar to each other. Note that since we are getting these posteriors by marginalizing over samples, they may differ some based on stochasticity in the samples. We now generate some $\\beta$ values from our second model." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "betas = [\n", " np.random.choice(\n", " samples[np.random.choice(len(g), p=g) + 1].posterior.beta_.values.flatten()\n", " )\n", " for i in range(1000)\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the posterior for $\\beta$." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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" const render_items = [{\"docid\":\"e7f0d981-8b4f-4f4d-95cd-77a885b45ad7\",\"roots\":{\"p2609\":\"ba653ccc-eca9-444d-b5eb-8fe8d7f2834f\"},\"root_ids\":[\"p2609\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p2609" } }, "output_type": "display_data" } ], "source": [ "df_sample_compare = pd.concat(\n", " (\n", " pd.DataFrame(\n", " {\n", " \"samples\": samples_discrete.posterior.beta_.values.flatten(),\n", " \"cat\": \"discrete sampling\",\n", " }\n", " ),\n", " pd.DataFrame({\"samples\": np.array(betas), \"cat\": \"separate models\"}),\n", " ),\n", " axis=0,\n", ")\n", "\n", "p = iqplot.ecdf(df_sample_compare, q=\"samples\", cats=\"cat\")\n", "p.legend.location = \"bottom_right\"\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These models yield quite similar results for the posteriors! Overall, it seems that working with discrete parameters in a case like this is only useful if we are somewhat data poor or working with an intermediate number of states. At small numbers of arrivals, we see a huge difference in $\\beta$ for a change in $\\alpha$, which makes the posterior for $\\beta$ peaky and impossible to sample. With a large number of arrivals, we would end up with a large range of possible arrival number, which makes it odd to even work with discrete parameters (the continuous approximation doesn't really lose anything). The computation also becomes monstrous for a large number of possible states. For this type of model, it seems like using discrete sampling is limited in usefulness. " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "bebi103.stan.clean_cmdstan()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing environment" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.15.0\n", "\n", "numpy : 1.26.2\n", "pandas : 2.1.4\n", "numba : 0.58.1\n", "cmdstanpy : 1.2.0\n", "arviz : 0.17.0\n", "bebi103 : 0.1.20\n", "iqplot : 0.3.5\n", "jupyterlab: 4.0.10\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,pandas,numba,cmdstanpy,arviz,bebi103,iqplot,jupyterlab" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }