{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(GLM-missing-values-in-covariates.ipynb)=\n", "# GLM-missing-values-in-covariates\n", "\n", ":::{post} Nov 09, 2024\n", ":tags: missing-covariate-values, missing-values, auto-imputation, linear-regression, bayesian-workflow\n", ":category: intermediate, reference\n", ":author: Jonathan Sedar\n", ":::\n", "\n", "Minimal Reproducible Example: Workflow to handle missing data in multiple covariates (numeric predictor features)\n", "\n", "\n", "## Automatic Imputation of Missing Values In Covariates: Worked Example with Bayesian Workflow\n", "\n", "Here we demonstrate **automatic imputation of missing values within multiple covariates (numeric predictor features)**:\n", "\n", "```\n", "y ~ x + e\n", "y: Numeric target\n", "x: Numeric with missing values in covariates (numeric predictor features)\n", "```\n", "\n", "**Disclaimer:**\n", "+ This Notebook is a worked example only, it's not intended to be an academic reference\n", "+ The theory and math may be incorrect, incorrectly notated, or incorrectly used\n", "+ The code may contain errors, inefficiencies, legacy methods, and the text may have typos\n", "+ Use at your own risk!\n", "\n", "## Contents\n", "\n", "+ [Discussion](#Discussion)\n", "\n", "+ [Setup](#Setup)\n", "\n", "+ [0. Curate Dataset](#0.-Curate-Dataset)\n", "\n", "+ [1. `Model0`: Baseline without Missing Values](#1.-`Model0`:-Baseline-without-Missing-Values)\n", "\n", "+ [2. `ModelA`: Auto-impute Missing Values](#2.-`ModelA`:-Auto-impute-Missing-Values)\n", "\n", "---\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Discussion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Statement\n", "\n", "We often encounter real-world situations and datasets where a predictor feature is numeric and where observations contain\n", "missing values in that feature. \n", "\n", "Missing values break the model inference, because the log-likelihood for those observations can't be computed.\n", "\n", "We have a few options to mitigate the situation:\n", "\n", "+ Firstly, we should always try to learn _why_ the values are missing. If they are _not_ Missing Completely At Random \n", " (MCAR) {cite:p}`enders2022` and contain latent information about a biased or lossy data-generating process, then we \n", " might choose to **remove the observations with missing vales** or **ignore the features that contain missing values**\n", "+ If we believe the values **are** Missing Completely At Random (MCAR), then we might choose to \n", " **auto-impute the missing values** so that we can make use of all the available observations. This is particularly \n", " acute when we have few observations and/or a high-degree of missingness.\n", "\n", "Here we demonstrate method(s) to auto-impute missing values as part of the `pymc` posterior sampling process. We get\n", "inference and prediction as usual, but also auto-imputed values for the missing values. Pretty neat!\n", "\n", "\n", "## Data & Models Demonstrated\n", "\n", "Our problem statement is that when faced with data with missing values, we want to:\n", "\n", "1. **Infer** the missing values for the in-sample dataset and sample full posterior parameters\n", "2. **Predict** the endogenous feature and the missing values for an out-of-sample dataset\n", " \n", " \n", "This notebook takes the opportunity to:\n", "\n", "+ Demonstrate a general method using auto-imputation, which is often mentioned in `pymc` folklore but rarely\n", " shown in full. A helpful primer and related discussion is this PyMCon2020 talk: {cite:p}`junpenglao2020`\n", "+ Demonstrate a reasonably complete Bayesian workflow {cite:p}`gelman2020bayesian` including data creation\n", "\n", "This notebook is a partner to another `pymc-examples` notebook **Missing_Data_Imputation.ipynb**\n", "which goes into more detail of taxonomies and a much more complicated dataset and tutorial-style worked example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# uncomment to install in a Google Colab environment\n", "# !pip install watermark" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# suppress seaborn, it's far too chatty\n", "import warnings # #noqa\n", "\n", "from copy import deepcopy\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor.tensor as pt\n", "\n", "from pymc.testing import assert_no_rvs\n", "\n", "warnings.simplefilter(action=\"ignore\", category=FutureWarning) # noqa\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "sns.set_theme(\n", " style=\"darkgrid\",\n", " palette=\"muted\",\n", " context=\"notebook\",\n", " rc={\"figure.dpi\": 72, \"savefig.dpi\": 144, \"figure.figsize\": (12, 4)},\n", ")\n", "\n", "SAMPLE_KWS = dict(\n", " progressbar=True,\n", " draws=500,\n", " tune=3000, # tune a little more than usual\n", " chains=4,\n", " idata_kwargs=dict(log_likelihood=True),\n", ")\n", "\n", "RNG = np.random.default_rng(seed=42)\n", "KWS_MN = dict(markerfacecolor=\"w\", markeredgecolor=\"#333333\", marker=\"d\", markersize=12)\n", "KWS_BOX = dict(kind=\"box\", showmeans=True, whis=(3, 97), meanprops=KWS_MN)\n", "KWS_PNT = dict(estimator=np.mean, errorbar=(\"ci\", 94), join=False, color=\"#32CD32\")\n", "KWS_SCTR = dict(s=80, color=\"#32CD32\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 0. Curate Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**IMPLEMENTATION NOTE**\n", "\n", "+ The auto-imputation and full workflow will be simplest to demonstrate if we\n", " can compare to true values for the missing data, which means we have to\n", " synthesize the dataset\n", "+ We will create create at least 2 features that contain missing values, in\n", " order to demonstrate the flattening effect of `pymc`'s auto-imputation routine\n", "+ We create missing values that are Missing At Random (MAR) {cite:p}`enders2022`\n", "+ We also take the opportunity to make the missingness a real problem, with a\n", " large proportion of values missing (`40%`)\n", "+ For simplicity, we will assume the original features are each Normally\n", " distributed: to make this example harder, the reader could experiment with\n", " other distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.1 Create Synthetic Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.1.0 Create \"true\" (unobserved) dataset (without missing values)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "REFVAL_X_MU = dict(a=1, b=1, c=10, d=2)\n", "REFVAL_X_SIGMA = dict(a=1, b=4, c=1, d=10)\n", "REFVAL_BETA = dict(intercept=-4, a=10, b=-20, c=30, d=5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " a b c d y\n", "oid \n", "o35 2.128972 3.761941 9.470507 19.679299 323.667882\n", "o36 0.886053 -0.709011 10.232676 3.302745 343.178076\n", "o37 0.159844 1.634159 10.021852 11.827395 324.313195\n", "o38 0.175519 3.502362 11.601779 -2.992956 260.791421\n", "o39 1.650593 -0.237386 9.760644 -9.849438 260.662351" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "N = 40\n", "dfraw = pd.DataFrame(\n", " {\n", " \"a\": RNG.normal(loc=REFVAL_X_MU[\"a\"], scale=REFVAL_X_SIGMA[\"a\"], size=N),\n", " \"b\": RNG.normal(loc=REFVAL_X_MU[\"b\"], scale=REFVAL_X_SIGMA[\"b\"], size=N),\n", " \"c\": RNG.normal(loc=REFVAL_X_MU[\"c\"], scale=REFVAL_X_SIGMA[\"c\"], size=N),\n", " \"d\": RNG.normal(loc=REFVAL_X_MU[\"d\"], scale=REFVAL_X_SIGMA[\"d\"], size=N),\n", " },\n", " index=[f\"o{str(i).zfill(2)}\" for i in range(N)],\n", ")\n", "dfraw.index.name = \"oid\"\n", "dfraw[\"y\"] = (\n", " REFVAL_BETA[\"intercept\"]\n", " + (dfraw * np.array(list(REFVAL_BETA.values()))[1:]).sum(axis=1)\n", " + RNG.normal(loc=0, scale=1, size=N)\n", ")\n", "dfraw.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.1.1 Force 2 features to contain 40% unobserved missing values" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "a 40.0 1.038265 0.825850 -0.951035 0.445586 1.024615 \n", "b 40.0 1.052709 2.918529 -5.731479 -0.744110 1.601931 \n", "c 24.0 9.680004 0.737447 8.312666 9.277186 9.640341 \n", "d 24.0 1.018293 11.149556 -19.320463 -6.570904 0.502871 \n", "y 40.0 285.251112 75.686022 166.591767 228.845718 282.827475 \n", "\n", " 75% max 0 1 \n", "a 1.624633 3.141648 0 float64 \n", "b 3.508059 6.979765 0 float64 \n", "c 10.014834 11.601779 16 float64 \n", "d 6.264410 31.138625 16 float64 \n", "y 323.829210 485.762125 0 float64 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = dfraw.copy()\n", "\n", "prop_missing = 0.4\n", "df.loc[RNG.choice(df.index, int(N * prop_missing), replace=False), \"c\"] = np.nan\n", "df.loc[RNG.choice(df.index, int(N * prop_missing), replace=False), \"d\"] = np.nan\n", "idx = df[[\"c\", \"d\"]].isnull().sum(axis=1) > 0\n", "display(df.loc[idx])\n", "display(pd.concat((df.describe(include=\"all\").T, df.isnull().sum(), df.dtypes), axis=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ Features `a` and `b` are full, complete, without missing values\n", "+ Features `c` and `d` contain missing values, where observations can even contain missing values for both features\n", "\n", "> NOTE we dont need any further steps to prepare the dataset (e.g. clean observations & features, force datatypes, set \n", "> indexes, etc), so we will move straight to EDA and transformations for model input" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.2 Very limited quick EDA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.2.1 Univariate: target `y`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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913/pr3/9q/Ly8hQIBHTFFVdM2MeGhgZdddVVam5uVlVVlU488UTl5ORMel+PP/64E4yddNJJ+vWvf6099thDJSUlam5u1ne/+12dddZZkuxKhWRfV6xYIWOMcnJydN1112mfffZRZWWlysvLdeCBB+rGG290vk8mes2MJzms3YYNG5yQKWnlypWKx+MqKiqSJL3//vtqb29P2ydZNZWXl6e999570mtN5/s7VXl5uf72t7/p+OOP16JFi7R48WJ97nOf02WXXSbJDhr/+c9/TvteJ3LooYfq2GOPlWQPI7h8+fKNOv7aa6+VJBUVFenmm2/WYYcdpsWLF6ukpETbb7+9vvOd7+g73/mOJPvn5MqVK6c856mnnup8PR999NG0Cr2Z8NOf/lR9fX3yer26/vrr9Y1vfENNTU0qKSnRXnvtpRtvvNGpGvzNb37jBHZ33HGHM6zcF7/4RV1zzTXO929tba2++MUv6s9//rP8fr8ikYh+8IMfzNpcXhv7f47P51NeXp7cbrckye12O99/ybbZvL4kPf30087r8/DDD9ctt9yi/fffXyUlJaqurtbxxx+vv/3tb04l8I9+9CPnAwbT6f/LL7/sBFNf/vKXdc0112jPPfdUcXGxqqurdcwxxzjnD4VC+tGPfpTWv4cfflhPPPGEJDs8vvjii9XS0qLi4mLtscce+t3vfqdDDjlko79WAAAAWwvCKQAAgDlw8MEHa7vtthvT3tzcrMbGRkn2cGvTUVJSooMOOkiSdM899zjz2CRFo1FnjpwjjzzSqeSRpF122UUnnHCCTjvtNOe6o6W+iT7Z3BvTqYIZbSavP57kG48HHXSQPvGJT4y7z6677qr/+I//kGRXPmzqHCGnnnqq/H7/mPbDDjvMWZ+tyilJOvbYY9OGa5Qky7LSqgS+9KUvyefzpe3j8/m0bNkySXbokuoPf/iDJGmbbbbRySefPO516+rq9IUvfEGS9I9//EOBQGDc/Q4//PCNflM7Garm5+fr+9///rj7nHLKKVqyZIn23XdfZ/isZDgQi8XG/Z4pKirStddeqz//+c8Tnnc8Bx10kDwee2T00UFesprq2GOPdb4PRldPJcOpAw88cMy/w+b66le/qrKysjHtn/jEJ5SVlSVJ+uCDD2bkWj/84Q+dipfrr79+2hU/xhgdcMABOvbYY3XGGWeopKRk3P1SX/Pd3d1TnteyLP3sZz9Tfn6+JOlnP/vZjL3WBgYG9NBDD0mSjj76aKcSJ1VWVpZOO+00LV26VHvuuae6urokyalErKqq0ve+971xz9/c3KxvfetbkuxAc6q5qzbVTP6fk6nrJ79+2dnZuuiii8b9+VFRUaHzzz9fkv3/w3QrjqWRn29FRUVOIDpaSUmJ8+/zyiuvaPXq1c625LWKiop0xhlnjDnW7XbrwgsvnLWhEgEAABY6fksCAACYA7vuuuuE25JvMAeDwWmfL1nJsH79ev3rX/9K2/bUU085b5amDuknSSeffLIuvvhip/pktO7u7rTJ4ycbwmv77befdn9n4/qjvffee86QYDvssIMGBwcnfOyyyy6S7PlD3nrrrY2+D0nOOUYrLS113pzcmH/TjTXR91RpaamzngyhRku+qR8Oh522oaEhvfrqq5Lsuc2m8/WLx+Njvv+SNuX7Ixn47LvvvhNWWeXm5uree+/VTTfd5ISMe+65p3M/xx9/vP73f/9XL730UlrwuNdee2m33XZL+/pMpbCwULvttpukseHU008/LUnab7/9tPPOO0tKD6eGhoacKpqphvTbFOOFJpI9L1NxcbEke/6umeD3+/XTn/5UlmUpFovp3HPPHTNn3Hgsy9I3vvEN/fSnP9Upp5wy7j7t7e1pYdd0X/PV1dXOkH5DQ0P6/ve/PyNVSC+88ILzupisCuaoo47S3XffreXLl6uqqkp9fX3OMIqHHXaYU906nuT3raS0n3czaab/z8nE9ZNfi2Sl50QOOeQQ50MXG/P1S+7b0tLizHc23mOnnXZyjkmduzD5mt97770nDJurqqq04447TrtPAAAAWxPPXHcAAABgvppqSLrxpFYtTXb8ZG+0Jd/kGl0BNZmDDjpIZWVl6uzs1F133ZVWLZOsPmloaHDeWB8tEono6aef1ltvvaUPP/xQa9eu1Zo1a8ZU0kzWp8nuaSozcf3RUqtErrnmGl1zzTXTOm79+vWbFKRMVAViWZY8Ho/C4fBG9X9jTRSypH5qf7zKLknjViR89NFHikajkuzhye64445p9WP9+vXjtm/s98fw8LBTNdPQ0LBRxx522GH61Kc+pRUrVqijo8P59y8oKNDHPvYxHXDAATrkkEOc4Qw3xiGHHKLnnntOzz//vMLhsHw+n95//32tX79eXq9Xu+++u1599VU99dRTaeHU008/rXA4LK/X61Q6zqSJvv+kkX/fTa0KHM9ee+2lL37xi7rpppv04Ycf6mc/+5l+8pOfTPv4YDCoJ598Uu+8847Wrl2rtWvX6r333nOC9E1x9NFH66GHHtI///lPvfjii7r++uv1ta99bZPPJyltHrWN+T5sbW11Xu/JoTUnUllZqfz8fPX390/4+tlcM/1/zmxff2BgQL29vZKkJUuWTHpuj8ejhoYGvfnmm9P++g0ODqqjo0OSHVJN9H/jaMnzh0Ihpyqzvr5+0mOam5uZdwoAAGAcVE4BAABMIDkUlpReUTKZ1E9+pw6fN9pkn6LfFB6PR5/5zGckSffff7/T39QhqZLVVaPdcsstOuSQQ/S1r31NV155pW677TY988wz2rBhg+rq6vT5z39+Wn1I/XptjJm6/mj9/f2bdFxyzpKNlRzuba5MNX+TtHGB66Z+/SY6bmO/P1KH45vOvaVyuVy66qqrdOWVV2rPPfd0Arq+vj49+OCD+tGPfqQDDzxQ3/ve95w3wKcrWT0TDAadKrFkBcUuu+yinJwc7bPPPpKkdevWOUOVPfLII5LsUCdZqTaTZnqYwOk4++yztc0220iyh8R87LHHpjwmEonoV7/6lT7+8Y/rjDPO0K9+9Svdcccdev755xUIBLRkyZIJf1ZNx0UXXeRU4vzv//6v3nzzzU0+l5T+fZibmzvt41J/jkw0T1iq5LmnU4G2KWb6/5zZvn5qld9sfP029ed88udb6s+NqX4+TfShAAAAgK0dlVMAAAATSK1E6OnpUUVFxZTHpL6ROVklw2w49thjdeONN6qnp0ePP/64Dj30UN1///0KhUJyuVz67Gc/O+aYX/7yl/rtb38rSSovL9ehhx6q7bffXk1NTVqyZImKiooUjUaduT9m2mxeP/UNw+uuu25WqlUyIR6Pb9RwhjMl9et34YUXTjjnVCauHwqFNukcRx11lI466ij19PTomWee0bPPPqunn35aa9asUTwe19133622tjZn7pnpqK2t1TbbbKN33nlHTz31lPbZZx9n+MHkXEk77rijUwnzzDPP6LjjjnOCm4MPPniT7mU+8vl8uuKKK3TCCScoEonohz/84ZRz/px33nm65557JEmLFy/WIYccom233dZ5zfv9fn3wwQfTrtQbraSkRBdffLG+8Y1vKBKJ6JxzztHtt9++SeeS0r8PN2bYu9RAZTrDKSbDko0NYqVNf33MZ6lB4Gx8/VI/PPKVr3xlo+aek9IrwaYKxJJz4QEAACAd4RQAAMAEUodwev/996cVTr399tvjHp8J22yzjXbccUe9+uqrWrFihQ499FDnjeJ9991XVVVVafu3tbXp+uuvl2TPyfSHP/xh3E+oBwKBWenvbF9/0aJFzvqbb745aThljNmkYRw3V+qQexMFUN3d3bM63NZEqqurZVmWjDFTzsM1G1+//Px8+f1+DQwMaM2aNZPu+6c//Ul9fX1qaWnRJz7xiTHbi4qKdMQRR+iII46QZL9OzznnHL355pt67rnntHr1au2www7T7tvBBx/shFNnn322M5dUsmLK7XZrzz331MMPP6yVK1dq2223VUdHhyzLmpX5pubS9ttvr29+85v61a9+pY6ODv34xz+ecBi2V155xQmmDjroIF1zzTXjVtRs7s+cgw8+WMcff7z+9re/6e2339ZVV121yedK/TnywQcfTPhzfWhoSFdddZVqa2u13377adGiRc7r59133530Gq2trU4AU1NT47RP5+eDMWajq/8Wgvz8fBUWFqq3t1f//ve/J903Eok4w7imfv0mU1BQ4ATImzLPoM/nU2lpqbq6uvTee+9Nuu/atWs3+vwAAABbA4b1AwAAmMCee+7prN93331T7m+McYbQy83N1bJly2atbxNJDof16KOPav369c6b5sccc8yYfV9++WVnDppjjz12wqGTklUh0szOSTLb1992221VWFgoSbr77rsnPfbiiy/Wxz72MX32s5/Vhx9+OO1rbK7U6oCJ3pB/8cUXM9WdNMXFxc6Qbf/85z8nrRq54YYbtNtuu+moo45yhrrbXJZlaffdd5ckrVy5csKhNY0xWr58uf7nf/7Hqbb57ne/q09+8pP67ne/O+4xS5cu1be+9S3n+ei5zaaSrH5644039OSTT6q/v1+5ubnaaaednH323XdfSfZ8Nskh/ZYtW6bKysqNutZC8PWvf1277LKLJOkf//iH7r///nH3S/3e+PznPz/hUG+pr/l4PL5JfTr//PO1ePFiSdJNN92kVatWbdJ5dtttNyckSv47jufZZ5/VLbfcoksuuURr1qxRQUGBtt12W0n262ey6sfU/19S5z6azs+HN954Y9aGApxryf+DV65c6cw/N56HHnrIqU6a7txRlmU5czM+++yzk/4MWLFihXbZZRcdccQR+sc//uG0Jz/w8PTTT084TGB/f79eeumlafUJAABga0M4BQAAMIHddttNjY2NkqTbbrttyvlUrrvuOufT28cee+yczAFz1FFHKSsrSwMDA7rkkksUi8WUn5+vww47bMy+brfbWZ/ok+lr167VL37xC+f5TA4vN1PXT77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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 228, "width": 851 } }, "output_type": "display_data" } ], "source": [ "def plot_univariate_violin(df: pd.DataFrame, fts: list):\n", " v_kws = dict(data=df, cut=0)\n", " cs = sns.color_palette(n_colors=len(fts))\n", " height_bump = 2 if len(fts) == 1 else 1\n", " f, axs = plt.subplots(\n", " len(fts), 1, figsize=(12, 0.8 + height_bump * 1.2 * len(fts)), squeeze=False, sharex=True\n", " )\n", " for i, ft in enumerate(fts):\n", " ax = sns.violinplot(x=ft, **v_kws, ax=axs[i][0], color=cs[i])\n", " n_nans = pd.isnull(df[ft]).sum()\n", " _ = ax.text(\n", " 0.993,\n", " 0.93,\n", " f\"NaNs: {n_nans}\",\n", " transform=ax.transAxes,\n", " ha=\"right\",\n", " va=\"top\",\n", " backgroundcolor=\"w\",\n", " fontsize=10,\n", " )\n", " _ = ax.set_title(f\"ft: {ft}\")\n", " _ = f.suptitle(\"Univariate numerics with NaN count noted\")\n", " _ = f.tight_layout()\n", "\n", "\n", "plot_univariate_violin(df, fts=[\"y\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ `y` Looks smooth, reasonably central, can probably model with a Normal likelihood" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.2.2 Univariate: predictors `a, b, c, d`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 398, "width": 852 } }, "output_type": "display_data" } ], "source": [ "plot_univariate_violin(df, fts=[\"a\", \"b\", \"c\", \"d\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ `a`, `b`, `c`, `d` Vary across the range, but all reasonably central, can probably model with Normal distributions\n", "+ `c`, `d` each contain `16` NaN values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.2.3 Bivariate: target vs predictors" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 285, "width": 853 } }, "output_type": "display_data" } ], "source": [ "dfp = df.reset_index().melt(id_vars=[\"oid\", \"y\"], var_name=\"ft\")\n", "g = sns.lmplot(\n", " y=\"y\",\n", " x=\"value\",\n", " hue=\"ft\",\n", " col=\"ft\",\n", " data=dfp,\n", " fit_reg=True,\n", " height=4,\n", " aspect=0.75,\n", " facet_kws={\"sharex\": False},\n", ")\n", "_ = g.fig.suptitle(\"Bivariate plots of `y` vs fts `a`, `b`, `c`, `d`\")\n", "_ = g.fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ Each of features `a`, `b`, `c`, `d` has a correlation to `y`, some stronger, some weaker\n", "+ This looks fairly realistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.3 Transform dataset to `dfx` for model input" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**IMPORTANT NOTE**\n", "\n", "+ Reminder that Bayesian inferential methods **do not need** a `test` dataset (nor k-fold cross validation)\n", " to fit parameters. \n", "+ We also **do not need** a `holdout` (out-of-sample) dataset (that contains target `y` values) to evaluate model\n", " performance, because we can use in-sample PPC, LOO-PIT and ELPD evaluations\n", "+ Depending on the real-world model implementation we might:\n", " + Create a separate `holdout` set (even though we dont need it) to simply eyeball the behaviour of predictive outputs\n", " + Create a `forecast` set (which does not have target `y` values) to demonstrate how we would use the model and it's\n", " predictive outputs on future new data in Production\n", "+ Here we **do** take a `holdout` set, in order to eyeball the predictive outputs, and also to eyeball the auto-imputed\n", " missing values compared to the true synthetic data. This is only possible because we synthesized the true data above.\n", "+ Per the following terminology, `df` created above is our \"working\" dataset, which we will partition into \"train\" and \n", " \"holdout\"\n", "\n", "**Dataset terminology / partitioning / purpose:**\n", "\n", "```text\n", "|<---------- Relevant domain of all data for our analyses & models ---------->|\n", "|<----- \"Observed\" historical target ------>||<- \"Unobserved\" future target ->|\n", "|<----------- \"Working\" dataset ----------->||<----- \"Forecast\" dataset ----->|\n", "|<- Training/CrossVal ->||<- Test/Holdout ->|\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.3.1 Separate `df_train` and `df_holdout`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE**\n", "\n", "+ We have full control over how many observations we create in `df`, so the ratio of this split doesn't really matter,\n", " and we'll arrange to have `10` observations in the holdout set\n", "+ Eyeball the `count` of non-nulls in the below tabels to ensure we have missing values in both features `c`, `d` in \n", " both datasets `train` and `holdout`" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(30, 5)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "a 30.0 0.986483 0.869626 -0.951035 0.219438 0.934626 \n", "b 30.0 0.868533 2.838965 -4.828623 -0.873470 1.518223 \n", "c 18.0 9.663899 0.818891 8.312666 9.134305 9.640341 \n", "d 18.0 0.549915 9.740175 -19.320463 -5.345297 0.502871 \n", "y 30.0 287.402426 76.524934 166.591767 234.020837 285.876498 \n", "\n", " 75% max 0 1 \n", "a 1.578862 3.141648 0 float64 \n", "b 3.126624 6.979765 0 float64 \n", "c 10.019513 11.601779 12 float64 \n", "d 7.547417 16.633029 12 float64 \n", "y 322.786791 485.762125 0 float64 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_train = df.sample(n=len(df) - 10, replace=False).sort_index()\n", "print(df_train.shape)\n", "display(\n", " pd.concat(\n", " (df_train.describe(include=\"all\").T, df_train.isnull().sum(), df_train.dtypes), axis=1\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10, 5)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "a 10.0 1.193610 0.694911 -0.302180 0.848872 1.367769 \n", "b 10.0 1.605238 3.238522 -5.731479 -0.119344 2.699954 \n", "c 6.0 9.728319 0.466786 9.094521 9.508340 9.708200 \n", "d 6.0 2.423426 15.688134 -11.766861 -8.417320 -0.275241 \n", "y 10.0 278.797170 76.757413 181.932062 217.877327 271.797565 \n", "\n", " 75% max 0 1 \n", "a 1.621022 2.128972 0 float64 \n", "b 3.920248 4.873113 0 float64 \n", "c 9.874776 10.486972 4 float64 \n", "d 5.069154 31.138625 4 float64 \n", "y 317.009141 439.462555 0 float64 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_holdout = df.loc[list(set(df.index.values) - set(df_train.index.values))].copy().sort_index()\n", "print(df_holdout.shape)\n", "display(\n", " pd.concat(\n", " (df_holdout.describe(include=\"all\").T, df_holdout.isnull().sum(), df_holdout.dtypes), axis=1\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.3.2 Create `dfx_train`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transform (zscore and scale) numerics" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
y30.02.874024e+0276.524934166.591767234.020837285.876498322.786791485.762125
intercept30.01.000000e+000.0000001.0000001.0000001.0000001.0000001.000000
a30.0-1.073216e-161.017095-2.266079-0.897119-0.0606510.6928332.520633
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "y 30.0 2.874024e+02 76.524934 166.591767 234.020837 285.876498 \n", "intercept 30.0 1.000000e+00 0.000000 1.000000 1.000000 1.000000 \n", "a 30.0 -1.073216e-16 1.017095 -2.266079 -0.897119 -0.060651 \n", "b 30.0 -9.251859e-17 1.017095 -2.041078 -0.624095 0.232760 \n", "c 18.0 7.401487e-16 1.028992 -1.697915 -0.665470 -0.029602 \n", "d 18.0 4.317534e-17 1.028992 -2.099187 -0.622794 -0.004970 \n", "\n", " 75% max \n", "y 322.786791 485.762125 \n", "intercept 1.000000 1.000000 \n", "a 0.692833 2.520633 \n", "b 0.808990 2.189426 \n", "c 0.446852 2.435075 \n", "d 0.739244 1.699085 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FTS_NUM = [\"a\", \"b\", \"c\", \"d\"]\n", "FTS_NON_NUM = []\n", "FTS_Y = [\"y\"]\n", "MNS = np.nanmean(df_train[FTS_NUM], axis=0)\n", "SDEVS = np.nanstd(df_train[FTS_NUM], axis=0)\n", "\n", "dfx_train_num = (df_train[FTS_NUM] - MNS) / SDEVS\n", "icpt = pd.Series(np.ones(len(df_train)), name=\"intercept\", index=dfx_train_num.index)\n", "\n", "# concat including y which will be used as observed\n", "dfx_train = pd.concat((df_train[FTS_Y], icpt, df_train[FTS_NON_NUM], dfx_train_num), axis=1)\n", "display(dfx_train.describe().T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.3.3 Create `dfx_holdout`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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a10.00.2422510.812752-1.507192-0.1609470.4459440.7421431.336230
b10.00.2639341.160242-2.364538-0.3539190.6561301.0933161.434692
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "y 10.0 278.797170 76.757413 181.932062 217.877327 271.797565 \n", "intercept 10.0 1.000000 0.000000 1.000000 1.000000 1.000000 \n", "a 10.0 0.242251 0.812752 -1.507192 -0.160947 0.445944 \n", "b 10.0 0.263934 1.160242 -2.364538 -0.353919 0.656130 \n", "c 6.0 0.080948 0.586548 -0.715462 -0.195471 0.055667 \n", "d 6.0 0.197925 1.657358 -1.301194 -0.947335 -0.087173 \n", "\n", " 75% max \n", "y 317.009141 439.462555 \n", "intercept 1.000000 1.000000 \n", "a 0.742143 1.336230 \n", "b 1.093316 1.434692 \n", "c 0.264981 1.034246 \n", "d 0.477431 3.231515 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfx_holdout_num = (df_holdout[FTS_NUM] - MNS) / SDEVS\n", "icpt = pd.Series(np.ones(len(df_holdout)), name=\"intercept\", index=dfx_holdout_num.index)\n", "\n", "# concat including y which will be used as observed\n", "dfx_holdout = pd.concat((df_holdout[FTS_Y], icpt, df_holdout[FTS_NON_NUM], dfx_holdout_num), axis=1)\n", "display(dfx_holdout.describe().T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. `Model0`: Baseline without Missing Values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section might seem unusual or unnecessary, but will hopefully provide a useful comparison for general behaviour\n", "and help to further explain the model architecture used in `ModelA`. \n", "\n", "We will create `Model0` using the same general linear model, operating on the `dfrawx_train` dataset _without_ any\n", "missing values:\n", "\n", "$$\n", "\\begin{align}\n", "\\sigma_{\\beta} &\\sim \\text{InverseGamma}(11, 10) \\\\\n", "\\beta_{j} &\\sim \\text{Normal}(0, \\sigma_{\\beta}, \\text{shape}=j) \\\\\n", "\\\\\n", "\\epsilon &\\sim \\text{InverseGamma}(11, 10) \\\\\n", "\\hat{y_{i}} &\\sim \\text{Normal}(\\mu=\\beta_{j}^{T}\\mathbb{x}_{ij}, \\sigma=\\epsilon) \\\\\n", "\\end{align}\n", "$$\n", "\n", "where:\n", "+ Observations $i$ (`observation_id` aka `oid`) contain numeric features $j$ that have complete values (this is all features `a`, `b`, `c`, `d`)\n", "+ Our target is $\\hat{y_{i}}$, here of `y` with linear sub-model $\\beta_{j}^{T}\\mathbb{x}_{ij}$ \n", " to regress onto those features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.0 Quickly prepare non-missing datasets based on `dfraw`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a lightly simplifed copy of the same logic / workflow in $\\S0.3$ above. We won't take up any more space here \n", "with EDA, the only difference is `c` and `d` are now complete" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Partition `dfraw` into `dfraw_train` and `dfraw_holdout`, use same indexes as `df_train` and `df_holdout`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "y 30.0 2.874024e+02 76.524934 166.591767 234.020837 285.876498 \n", "intercept 30.0 1.000000e+00 0.000000 1.000000 1.000000 1.000000 \n", "a 30.0 -1.073216e-16 1.017095 -2.266079 -0.897119 -0.060651 \n", "b 30.0 -9.251859e-17 1.017095 -2.041078 -0.624095 0.232760 \n", "c 30.0 -1.021405e-15 1.017095 -1.866273 -0.580940 -0.043790 \n", "d 30.0 -3.700743e-17 1.017095 -2.069592 -0.801472 -0.032248 \n", "\n", " 75% max \n", "y 322.786791 485.762125 \n", "intercept 1.000000 1.000000 \n", "a 0.692833 2.520633 \n", "b 0.808990 2.189426 \n", "c 0.739403 2.189560 \n", "d 0.691756 2.173761 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MNS_RAW = np.nanmean(dfraw_train[FTS_NUM], axis=0)\n", "SDEVS_RAW = np.nanstd(dfraw_train[FTS_NUM], axis=0)\n", "\n", "dfrawx_train_num = (dfraw_train[FTS_NUM] - MNS_RAW) / SDEVS_RAW\n", "icpt = pd.Series(np.ones(len(dfraw_train)), name=\"intercept\", index=dfrawx_train_num.index)\n", "\n", "# concat including y which will be used as observed\n", "dfrawx_train = pd.concat(\n", " (dfraw_train[FTS_Y], icpt, dfraw_train[FTS_NON_NUM], dfrawx_train_num), axis=1\n", ")\n", "display(dfrawx_train.describe().T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create `dfrawx_holdout`" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
y10.0278.79717076.757413181.932062217.877327271.797565317.009141439.462555
intercept10.01.0000000.0000001.0000001.0000001.0000001.0000001.000000
a10.00.2422510.812752-1.507192-0.1609470.4459440.7421431.336230
b10.00.2639341.160242-2.364538-0.3539190.6561301.0933161.434692
c10.0-0.2899490.823264-1.915581-0.786253-0.1663410.0599790.814883
d10.00.2241421.401435-1.293270-0.824576-0.0111190.5327463.116343
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "y 10.0 278.797170 76.757413 181.932062 217.877327 271.797565 \n", "intercept 10.0 1.000000 0.000000 1.000000 1.000000 1.000000 \n", "a 10.0 0.242251 0.812752 -1.507192 -0.160947 0.445944 \n", "b 10.0 0.263934 1.160242 -2.364538 -0.353919 0.656130 \n", "c 10.0 -0.289949 0.823264 -1.915581 -0.786253 -0.166341 \n", "d 10.0 0.224142 1.401435 -1.293270 -0.824576 -0.011119 \n", "\n", " 75% max \n", "y 317.009141 439.462555 \n", "intercept 1.000000 1.000000 \n", "a 0.742143 1.336230 \n", "b 1.093316 1.434692 \n", "c 0.059979 0.814883 \n", "d 0.532746 3.116343 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfrawx_holdout_num = (dfraw_holdout[FTS_NUM] - MNS_RAW) / SDEVS_RAW\n", "icpt = pd.Series(np.ones(len(dfraw_holdout)), name=\"intercept\", index=dfrawx_holdout_num.index)\n", "\n", "# concat including y which will be used as observed\n", "dfrawx_holdout = pd.concat(\n", " (dfraw_holdout[FTS_Y], icpt, dfraw_holdout[FTS_NON_NUM], dfrawx_holdout_num), axis=1\n", ")\n", "display(dfrawx_holdout.describe().T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the inevitable (but slight) difference in `MNS` vs `MNS_RAW` and `SDEVS` vs `SDEVS_RAW`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.98648324 0.86853301 9.66389924 0.54991532]\n", "[0.98648324 0.86853301 9.82613624 0.81663988]\n", "[0.85500914 2.7912481 0.79581928 9.46574849]\n", "[0.85500914 2.7912481 0.81095867 9.72998886]\n" ] } ], "source": [ "print(MNS)\n", "print(MNS_RAW)\n", "print(SDEVS)\n", "print(SDEVS_RAW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.1 Build Model Object" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "ft_y = \"y\"\n", "FTS_XJ = [\"intercept\", \"a\", \"b\", \"c\", \"d\"]\n", "\n", "COORDS = dict(\n", " xj_nm=FTS_XJ, # these are the names of the features\n", " oid=dfrawx_train.index.values, # these are the observation_ids\n", ")\n", "\n", "with pm.Model(coords=COORDS) as mdl0:\n", " # 0. create (Mutable)Data containers for obs (Y, X)\n", " y = pm.Data(\"y\", dfrawx_train[ft_y].values, dims=\"oid\")\n", " xj = pm.Data(\"xj\", dfrawx_train[FTS_XJ].values, dims=(\"oid\", \"xj_nm\"))\n", "\n", " # 2. define priors for contiguous data\n", " b_s = pm.Gamma(\"beta_sigma\", alpha=10, beta=10) # E ~ 1\n", " bj = pm.Normal(\"beta_j\", mu=0, sigma=b_s, dims=\"xj_nm\")\n", "\n", " # 4. define evidence\n", " epsilon = pm.Gamma(\"epsilon\", alpha=50, beta=50) # encourage E ~ 1\n", " lm = pt.dot(xj, bj.T)\n", " _ = pm.Normal(\"yhat\", mu=lm, sigma=epsilon, observed=y, dims=\"oid\")\n", "\n", "RVS_PPC = [\"yhat\"]\n", "RVS_PRIOR = [\"epsilon\", \"beta_sigma\", \"beta_j\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Verify the built model structure matches our intent, and validate the parameterization" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "clusteroid (30)\n", "\n", "oid (30)\n", "\n", "\n", "clusteroid (30) x xj_nm (5)\n", "\n", "oid (30) x xj_nm (5)\n", "\n", "\n", "clusterxj_nm (5)\n", "\n", "xj_nm (5)\n", "\n", "\n", "\n", "y\n", "\n", "y\n", "~\n", "Data\n", "\n", "\n", "\n", "yhat\n", "\n", "yhat\n", "~\n", "Normal\n", "\n", "\n", "\n", "yhat->y\n", "\n", "\n", "\n", "\n", "\n", "xj\n", "\n", "xj\n", "~\n", "Data\n", "\n", "\n", "\n", "xj->yhat\n", "\n", "\n", "\n", "\n", "\n", "beta_sigma\n", "\n", "beta_sigma\n", "~\n", "Gamma\n", "\n", "\n", "\n", "beta_j\n", "\n", "beta_j\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta_sigma->beta_j\n", "\n", "\n", "\n", "\n", "\n", "epsilon\n", "\n", "epsilon\n", "~\n", "Gamma\n", "\n", "\n", "\n", "epsilon->yhat\n", "\n", "\n", "\n", "\n", "\n", "beta_j->yhat\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'unobserved': [beta_sigma ~ Gamma(10, f()),\n", " beta_j ~ Normal(0, beta_sigma),\n", " epsilon ~ Gamma(50, f())],\n", " 'observed': [yhat ~ Normal(f(beta_j), epsilon)]}" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "point={'beta_sigma_log__': array(0.), 'beta_j': array([0., 0., 0., 0., 0.]), 'epsilon_log__': array(0.)}\n", "\n", "No problems found\n", "point={'beta_sigma_log__': array(0.), 'beta_j': array([0., 0., 0., 0., 0.]), 'epsilon_log__': array(0.)}\n", "\n", "No problems found\n" ] } ], "source": [ "display(pm.model_to_graphviz(mdl0, formatting=\"plain\"))\n", "display(dict(unobserved=mdl0.unobserved_RVs, observed=mdl0.observed_RVs))\n", "assert_no_rvs(mdl0.logp())\n", "mdl0.debug(fn=\"logp\", verbose=True)\n", "mdl0.debug(fn=\"random\", verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ This is a very straightforward model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2 Sample Prior Predictive, View Diagnostics" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [beta_j, beta_sigma, epsilon, yhat]\n" ] } ], "source": [ "GRP = \"prior\"\n", "kws = dict(samples=2000, return_inferencedata=True, random_seed=42)\n", "with mdl0:\n", " id0 = pm.sample_prior_predictive(var_names=RVS_PPC + RVS_PRIOR, **kws)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.1 In-Sample Prior PPC (Retrodictive Check)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 237, "width": 683 } }, "output_type": "display_data" } ], "source": [ "def plot_ppc_retrodictive(\n", " idata: az.InferenceData,\n", " grp: str = \"posterior\",\n", " rvs: list = None,\n", " mdlnm: str = \"mdla\",\n", " ynm: str = \"y\",\n", ") -> plt.Figure:\n", " \"\"\"Convenience plot prior or posterior PPC retrodictive KDE\"\"\"\n", " f, axs = plt.subplots(1, 1, figsize=(12, 3))\n", " _ = az.plot_ppc(idata, group=grp, kind=\"kde\", var_names=rvs, ax=axs, observed=True)\n", " _ = f.suptitle(f\"In-sample {grp.title()} PPC Retrodictive KDE on `{ynm}` - `{mdlnm}`\")\n", " return f\n", "\n", "\n", "f = plot_ppc_retrodictive(id0, grp=GRP, rvs=[\"yhat\"], mdlnm=\"mdl0\", ynm=\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ The prior PPC is wrong as expected, because we've set relatively uninformative priors\n", "+ However the general range and scale is reasonable and the sampler should be able to \n", " find the highest likelihood latent space easily" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.2 Quick look at selected priors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Coefficients etc" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 340, "width": 851 } }, "output_type": "display_data" } ], "source": [ "def plot_krushke(\n", " idata: az.InferenceData,\n", " group: str = \"posterior\",\n", " rvs: list = RVS_PRIOR,\n", " coords: dict = None,\n", " ref_vals: list = None,\n", " mdlnm: str = \"mdla\",\n", " n: int = 1,\n", " nrows: int = 1,\n", ") -> plt.figure:\n", " \"\"\"Convenience plot Krushke-style posterior (or prior) KDE\"\"\"\n", " m = int(np.ceil(n / nrows))\n", " f, axs = plt.subplots(nrows, m, figsize=(3 * m, 0.8 + nrows * 2))\n", " _ = az.plot_posterior(\n", " idata, group=group, ax=axs, var_names=rvs, coords=coords, ref_val=ref_vals\n", " )\n", " _ = f.suptitle(f\"{group.title()} distributions for rvs {rvs} - `{mdlnm}\")\n", " _ = f.tight_layout()\n", " return f\n", "\n", "\n", "f = plot_krushke(id0, GRP, rvs=RVS_PRIOR, mdlnm=\"mdl0\", n=1 + 1 + 5, nrows=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ Model priors `beta_sigma`, `beta_j: (levels)`, `epsilon` all have reasonable prior ranges as specified" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.3 Sample Posterior, View Diagnostics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3.1 Sample Posterior and PPC" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta_sigma, beta_j, epsilon]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3cbbd8ca271747a4ad3d4ce9184be2b3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 3_000 tune and 500 draw iterations (12_000 + 2_000 draws total) took 7 seconds.\n",
      "Sampling: [yhat]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f7910c92679414d806dd089f746771e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "GRP = \"posterior\"\n",
    "with mdl0:\n",
    "    id0.extend(pm.sample(**SAMPLE_KWS), join=\"right\")\n",
    "    id0.extend(\n",
    "        pm.sample_posterior_predictive(trace=id0.posterior, var_names=RVS_PPC),\n",
    "        join=\"right\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3.2 View Traces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
epsilon1.0040.1010.8081.1830.0020.0021694.01363.01.0
beta_sigma20.9020.83219.30522.3990.0180.0132064.01567.01.0
beta_j[intercept]287.3740.185287.008287.7090.0040.0032442.01763.01.0
beta_j[a]8.4560.2028.0628.8170.0050.0041470.01604.01.0
beta_j[b]-55.9120.202-56.271-55.5390.0050.0031967.01566.01.0
beta_j[c]24.2260.18623.88624.5690.0040.0032100.01508.01.0
beta_j[d]48.7530.18848.41249.0960.0040.0032369.01163.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", "epsilon 1.004 0.101 0.808 1.183 0.002 0.002 \n", "beta_sigma 20.902 0.832 19.305 22.399 0.018 0.013 \n", "beta_j[intercept] 287.374 0.185 287.008 287.709 0.004 0.003 \n", "beta_j[a] 8.456 0.202 8.062 8.817 0.005 0.004 \n", "beta_j[b] -55.912 0.202 -56.271 -55.539 0.005 0.003 \n", "beta_j[c] 24.226 0.186 23.886 24.569 0.004 0.003 \n", "beta_j[d] 48.753 0.188 48.412 49.096 0.004 0.003 \n", "\n", " ess_bulk ess_tail r_hat \n", "epsilon 1694.0 1363.0 1.0 \n", "beta_sigma 2064.0 1567.0 1.0 \n", "beta_j[intercept] 2442.0 1763.0 1.0 \n", "beta_j[a] 1470.0 1604.0 1.0 \n", "beta_j[b] 1967.0 1566.0 1.0 \n", "beta_j[c] 2100.0 1508.0 1.0 \n", "beta_j[d] 2369.0 1163.0 1.0 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 116, "width": 683 } }, "output_type": "display_data" } ], "source": [ "def plot_traces_and_display_summary(\n", " idata: az.InferenceData, rvs: list = None, coords: dict = None, mdlnm=\"mdla\", energy=False\n", ") -> plt.Figure:\n", " \"\"\"Convenience to plot traces and display summary table for rvs\"\"\"\n", " _ = az.plot_trace(idata, var_names=rvs, coords=coords, figsize=(12, 0.8 + 1.1 * len(rvs)))\n", " f = plt.gcf()\n", " _ = f.suptitle(f\"Posterior traces of {rvs} - `{mdlnm}`\")\n", " _ = f.tight_layout()\n", " if energy:\n", " _ = az.plot_energy(idata, fill_alpha=(0.8, 0.6), fill_color=(\"C0\", \"C8\"), figsize=(12, 1.6))\n", " display(az.summary(idata, var_names=rvs))\n", " return f\n", "\n", "\n", "f = plot_traces_and_display_summary(id0, rvs=RVS_PRIOR, mdlnm=\"mdl0\", energy=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ Samples well-mixed and well-behaved: `ess_bulk` is good, `r_hat` is good\n", "+ Marginal energy | energy transition looks a little mismatched, but `E-BFMI >> 0.3` so is\n", " [apparently reasonable](https://python.arviz.org/en/stable/api/generated/arviz.bfmi.html#arviz.bfmi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3.3 In-Sample Posterior PPC (Retrodictive Check)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 237, "width": 685 } }, "output_type": "display_data" } ], "source": [ "f = plot_ppc_retrodictive(id0, grp=GRP, rvs=[\"yhat\"], mdlnm=\"mdl0\", ynm=\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:**\n", "\n", "+ In-sample PPC `yhat` tracks the observed `y` very closely" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3.4 In-Sample PPC LOO-PIT" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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