{ "cells": [ { "cell_type": "markdown", "id": "eb02b7cc", "metadata": {}, "source": [ "# Post-estimation Overview - Poisson\n", "\n", "This notebook provides an overview of post-estimation results that are available in several models, illustrated for the Poisson Model.\n", "\n", "see also https://github.com/statsmodels/statsmodels/issues/7707\n", "\n", "Traditionally the results classes for the models provided Wald inference and prediction. Several models now have additional methods for postestimation results, for inference, prediction and specification or diagnostic tests.\n", "\n", "The following is based on the current pattern for maximum likelihood models outside tsa, mainly for the discrete models. Other models still follow to some extend a different API pattern. Linear models like OLS and WLS have their special implementation, for example OLS influence. GLM also still has some features that are model specific.\n", "\n", "The main post-estimation features are\n", "\n", "- Inference - Wald tests [section](#Inference---Wald)\n", "- Inference - score tests [section](#Inference---score_test)\n", "- `get_prediction` prediction with inferential statistics [section](#Prediction)\n", "- `get_distribution` distribution class based on estimated parameters [section](#Distribution)\n", "- `get_diagnostic` diagnostic and specification tests, measures and plots [section](#Diagnostic)\n", "- `get_influence` outlier and influence diagnostics [section](#Outliers-and-Influence)\n", "\n", "**Warning** Recently added features are not stable. \n", "The main features have been unit tested and verified against other statistical packages. However, not every option is fully tested. The API, options, defaults and return types may still change as more features are added. \n", "(The current emphasis is on adding features and not on finding a convenient and futureproof interface.)\n", "\n" ] }, { "cell_type": "markdown", "id": "3707c29c", "metadata": {}, "source": [ "## A simulated example \n", "\n", "For the illustration we simulate data for the Poisson regression, that is correctly specified and has a relatively large sample. One regressor is categorical with two levels, The second regressor is uniformly distributed on the unit interval.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "3f9f42c9", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:45.688032Z", "iopub.status.busy": "2026-07-30T08:28:45.687831Z", "iopub.status.idle": "2026-07-30T08:28:47.624561Z", "shell.execute_reply": "2026-07-30T08:28:47.622586Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from statsmodels.discrete.discrete_model import Poisson" ] }, { "cell_type": "code", "execution_count": 2, "id": "4a85c587", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.627327Z", "iopub.status.busy": "2026-07-30T08:28:47.626936Z", "iopub.status.idle": "2026-07-30T08:28:47.686726Z", "shell.execute_reply": "2026-07-30T08:28:47.685600Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Poisson Regression Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 1000\n", "Model: Poisson Df Residuals: 997\n", "Method: MLE Df Model: 2\n", "Date: Thu, 30 Jul 2026 Pseudo R-squ.: 0.01258\n", "Time: 08:28:47 Log-Likelihood: -1618.3\n", "converged: True LL-Null: -1638.9\n", "Covariance Type: nonrobust LLR p-value: 1.120e-09\n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "x1 0.2386 0.061 3.926 0.000 0.120 0.358\n", "x2 0.3229 0.055 5.873 0.000 0.215 0.431\n", "x3 0.5109 0.083 6.186 0.000 0.349 0.673\n", "==============================================================================\n" ] } ], "source": [ "np.random.seed(983154356)\n", "\n", "nr = 10\n", "n_groups = 2\n", "labels = np.arange(n_groups)\n", "x = np.repeat(labels, np.array([40, 60]) * nr)\n", "nobs = x.shape[0]\n", "exog = (x[:, None] == labels).astype(np.float64)\n", "xc = np.random.rand(len(x))\n", "exog = np.column_stack((exog, xc))\n", "# reparameterize to explicit constant\n", "# exog[:, 1] = 1\n", "beta = np.array([0.2, 0.3, 0.5], np.float64)\n", "\n", "linpred = exog @ beta\n", "mean = np.exp(linpred)\n", "y = np.random.poisson(mean)\n", "len(y), y.mean(), (y == 0).mean()\n", "\n", "res = Poisson(y, exog).fit(disp=0)\n", "print(res.summary())" ] }, { "cell_type": "code", "execution_count": null, "id": "35c50372", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "bd5e9115", "metadata": {}, "source": [ "## Inference - Wald\n", "\n", "Wald tests and other inferential statistics like confidence intervals based on Wald test have been a feature of the models since the beginning. Wald inference is based on the Hessian or expected information matrix evaluted at the estimated parameters. \n", "The covariance matrix of the parameter is optionally of the sandwich form which is robust to unspecified heteroscedasticity or serial or cluster correlation (`cov_type` option for `fit`).\n", "\n", "The currently available methods, aside from the statistics in the parmeter table, are\n", "\n", "- t_test\n", "- wald_test\n", "- t_test_pairwise\n", "- wald_test_terms\n", "\n", "`f_test` is available as legacy method. It is the same as `wald_test` with keyword option `use_f=True`." ] }, { "cell_type": "code", "execution_count": 3, "id": "4fb15ec2", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.691673Z", "iopub.status.busy": "2026-07-30T08:28:47.691385Z", "iopub.status.idle": "2026-07-30T08:28:47.712868Z", "shell.execute_reply": "2026-07-30T08:28:47.709774Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", " Test for Constraints \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "c0 -0.0843 0.049 -1.717 0.086 -0.181 0.012\n", "==============================================================================" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.t_test(\"x1=x2\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "a71b50a3", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.716783Z", "iopub.status.busy": "2026-07-30T08:28:47.715232Z", "iopub.status.idle": "2026-07-30T08:28:47.729854Z", "shell.execute_reply": "2026-07-30T08:28:47.728379Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.wald_test(\"x1=x2, x3\", scalar=True)" ] }, { "cell_type": "markdown", "id": "a9d1cfbe", "metadata": {}, "source": [ "## Inference - score_test\n", "\n", "new in statsmodels 0.14 for most discrete models and for GLM.\n", "\n", "Score or lagrange multiplier (LM) tests are based on the model estimated under the null hypothesis. A common example are variable addition tests for which we estimate the model parameters under null restrictions but evaluate the score and hessian under for the full model to test whether an additional variable is statistically significant.\n", "\n", "\n", "**Note:** Similar to the Wald tests, the score test implemented in the discrete models and GLM also has the option to use a heteroscedasticity or correlation robust covariance type. \n", "It currently uses the same implementation and defaults for the robust covariance matrix as in the Wald tests. In some cases the small sample corrections included in the `cov_type` for Wald tests will not be appropriate for score tests. In many cases Wald tests overjects but score tests can underreject. Using the Wald small sample corrections for score tests might leads then to more conservative p-values. \n", "(The defaults for small sample corrections might change in future. There is currently only little general information available about small sample corrections for heteroscedasticity and correlation robust score tests. Other statistical packages only implement it for a few special cases.)\n", "\n", "We can use the variable addition score_test for specification testing. In the following example we test whether there is some misspecified nonlinearity in the model by adding quadratic or polynomial tersm.\n", "\n", "In our example we can expect that these specification tests do not reject the null hypotheses because the model is correctly specified and the sample size is large," ] }, { "cell_type": "code", "execution_count": 5, "id": "898bb259", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.733202Z", "iopub.status.busy": "2026-07-30T08:28:47.732166Z", "iopub.status.idle": "2026-07-30T08:28:47.746803Z", "shell.execute_reply": "2026-07-30T08:28:47.745325Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "statistic = array([0.05300569])\n", "pvalue = array([0.81791332])\n", "df = 1\n", "distribution = 'chi2'\n", "tuple = (array([0.05300569]), array([0.81791332]))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.score_test(exog_extra=xc**2)" ] }, { "cell_type": "markdown", "id": "a32fca97", "metadata": {}, "source": [ "A reset test is a test for correct specification of the link function. The standard form of the test adds polynomial terms of the linear predictor as extra regressors and test for their significance. \n", "\n", "Here we use the variable addition score test for the reset test with powers 2 and 3. " ] }, { "cell_type": "code", "execution_count": 6, "id": "5c7fd63e", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.749164Z", "iopub.status.busy": "2026-07-30T08:28:47.748900Z", "iopub.status.idle": "2026-07-30T08:28:47.759472Z", "shell.execute_reply": "2026-07-30T08:28:47.758655Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "statistic = array([1.3867703])\n", "pvalue = array([0.49988103])\n", "df = 2\n", "distribution = 'chi2'\n", "tuple = (array([1.3867703]), array([0.49988103]))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "linpred = res.predict(which=\"linear\")\n", "res.score_test(exog_extra=linpred[:, None] ** [2, 3])" ] }, { "cell_type": "markdown", "id": "7c36ec60", "metadata": {}, "source": [ "## Prediction\n", "\n", "The model and results classes have `predict` method which only returns the predicted values. The `get_prediction` method adds inferential statistics for the prediction, standard errors, pvalues and confidence intervals.\n", "\n", "\n", "For the following example, we create new sets of explanatory variables that is split by the categorical level and over a uniform grid of the continuous variable." ] }, { "cell_type": "code", "execution_count": 7, "id": "3e782b14", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.762493Z", "iopub.status.busy": "2026-07-30T08:28:47.762262Z", "iopub.status.idle": "2026-07-30T08:28:47.774381Z", "shell.execute_reply": "2026-07-30T08:28:47.773651Z" } }, "outputs": [], "source": [ "n = 11\n", "exc = np.linspace(0, 1, n)\n", "ex1 = np.column_stack((np.ones(n), np.zeros(n), exc))\n", "ex2 = np.column_stack((np.zeros(n), np.ones(n), exc))\n", "\n", "m1 = res.get_prediction(ex1)\n", "m2 = res.get_prediction(ex2)" ] }, { "cell_type": "markdown", "id": "d7297efb", "metadata": {}, "source": [ "The available methods and attributes of the prediction results class are" ] }, { "cell_type": "code", "execution_count": 8, "id": "eea3c225", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.779718Z", "iopub.status.busy": "2026-07-30T08:28:47.779434Z", "iopub.status.idle": "2026-07-30T08:28:47.790154Z", "shell.execute_reply": "2026-07-30T08:28:47.789373Z" } }, "outputs": [ { "data": { "text/plain": [ "['conf_int',\n", " 'deriv',\n", " 'df',\n", " 'dist',\n", " 'dist_args',\n", " 'func',\n", " 'linpred',\n", " 'linpred_se',\n", " 'predicted',\n", " 'row_labels',\n", " 'se',\n", " 'summary_frame',\n", " 't_test',\n", " 'tvalues',\n", " 'var_pred']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[i for i in dir(m1) if not i.startswith(\"_\")]" ] }, { "cell_type": "code", "execution_count": 9, "id": "a2a25e09", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:47.795269Z", "iopub.status.busy": "2026-07-30T08:28:47.795004Z", "iopub.status.idle": "2026-07-30T08:28:48.052271Z", "shell.execute_reply": "2026-07-30T08:28:48.051490Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(exc, np.column_stack([m1.predicted, m2.predicted]))\n", "ci = m1.conf_int()\n", "plt.fill_between(exc, ci[:, 0], ci[:, 1], color=\"b\", alpha=0.1)\n", "ci = m2.conf_int()\n", "plt.fill_between(exc, ci[:, 0], ci[:, 1], color=\"r\", alpha=0.1)\n", "# to add observed points:\n", "# y1 = y[x == 0]\n", "# plt.plot(xc[x == 0], y1, \".\", color=\"b\", alpha=.3)\n", "# y2 = y[x == 1]\n", "# plt.plot(xc[x == 1], y2, \".\", color=\"r\", alpha=.3)" ] }, { "cell_type": "code", "execution_count": 10, "id": "1beaeb7a", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.057054Z", "iopub.status.busy": "2026-07-30T08:28:48.056810Z", "iopub.status.idle": "2026-07-30T08:28:48.069336Z", "shell.execute_reply": "2026-07-30T08:28:48.064962Z" } }, "outputs": [ { "data": { "text/plain": [ "np.int64(7)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y.max()" ] }, { "cell_type": "markdown", "id": "a1e25469", "metadata": {}, "source": [ "One of the available statistics that we can predict, specified by the \"which\" keyword, is the expected frequencies or probabilities of the predictive distribution. This shows us what the predicted probability of obsering count = 1, 2, 3, ... is for a given set of explanatory variables." ] }, { "cell_type": "code", "execution_count": 11, "id": "6f61baf8", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.072493Z", "iopub.status.busy": "2026-07-30T08:28:48.071515Z", "iopub.status.idle": "2026-07-30T08:28:48.089415Z", "shell.execute_reply": "2026-07-30T08:28:48.088474Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.19681697, 0.31325239, 0.25570764, 0.14275759, 0.06128168,\n", " 0.02154715]),\n", " array([0.17115113, 0.29529781, 0.26128059, 0.15810937, 0.07357482,\n", " 0.02804883]))" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_max = 5\n", "f1 = res.get_prediction(ex1, which=\"prob\", y_values=np.arange(y_max + 1))\n", "f2 = res.get_prediction(ex2, which=\"prob\", y_values=np.arange(y_max + 1))\n", "f1.predicted.mean(0), f2.predicted.mean(0)" ] }, { "cell_type": "markdown", "id": "bcc96fc7", "metadata": {}, "source": [ "We can also get the confidence intervals for the predicted probabilities.\n", "However, if we want the confidence interval for the average predicted probabilities, then we need to aggregate inside the predict function. The relevant keyword is \"average\" which computes the average of the predictions over the observations given by the `exog` array." ] }, { "cell_type": "code", "execution_count": 12, "id": "c514f3af", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.096789Z", "iopub.status.busy": "2026-07-30T08:28:48.093353Z", "iopub.status.idle": "2026-07-30T08:28:48.106645Z", "shell.execute_reply": "2026-07-30T08:28:48.105611Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.19681697, 0.31325239, 0.25570764, 0.14275759, 0.06128168,\n", " 0.02154715]),\n", " array([0.17115113, 0.29529781, 0.26128059, 0.15810937, 0.07357482,\n", " 0.02804883]))" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1 = res.get_prediction(ex1, which=\"prob\", y_values=np.arange(y_max + 1), average=True)\n", "f2 = res.get_prediction(ex2, which=\"prob\", y_values=np.arange(y_max + 1), average=True)\n", "f1.predicted, f2.predicted" ] }, { "cell_type": "code", "execution_count": 13, "id": "35071145", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.110057Z", "iopub.status.busy": "2026-07-30T08:28:48.109539Z", "iopub.status.idle": "2026-07-30T08:28:48.122698Z", "shell.execute_reply": "2026-07-30T08:28:48.121598Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[0.17256941, 0.22106453],\n", " [0.2982307 , 0.32827408],\n", " [0.24818616, 0.26322912],\n", " [0.12876732, 0.15674787],\n", " [0.05088296, 0.07168041],\n", " [0.01626921, 0.0268251 ]])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1.conf_int()" ] }, { "cell_type": "code", "execution_count": 14, "id": "f24e88e2", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.125520Z", "iopub.status.busy": "2026-07-30T08:28:48.125281Z", "iopub.status.idle": "2026-07-30T08:28:48.135061Z", "shell.execute_reply": "2026-07-30T08:28:48.133952Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[0.15303084, 0.18927142],\n", " [0.28178041, 0.30881522],\n", " [0.25622062, 0.26634055],\n", " [0.14720224, 0.1690165 ],\n", " [0.06442055, 0.0827291 ],\n", " [0.02287077, 0.03322688]])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f2.conf_int()" ] }, { "cell_type": "markdown", "id": "63c801d6", "metadata": {}, "source": [ "To get more information about the predict methods and the available options, see \n", "`help(res.get_prediction)` \n", "`help(res.model.predict)` " ] }, { "cell_type": "markdown", "id": "01cf4bed", "metadata": {}, "source": [ "## Distribution\n", "\n", "For given parameters we can create an instance of a scipy or scipy-compatible distribution class. This provides us with access to any of the methods in the distribution, pmf/pdf, cdf, stats.\n", "\n", "The `get_distribution` method of the results class uses the provided array of explanatory variables and the estimated parameters to specify a vectorized distribution. The `get_prediction` method of the model can be used for user specified parameters `params`." ] }, { "cell_type": "code", "execution_count": 15, "id": "796db909", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.137123Z", "iopub.status.busy": "2026-07-30T08:28:48.136879Z", "iopub.status.idle": "2026-07-30T08:28:48.143308Z", "shell.execute_reply": "2026-07-30T08:28:48.142343Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distr = res.get_distribution()\n", "distr" ] }, { "cell_type": "code", "execution_count": 16, "id": "f2ce91ff", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.146145Z", "iopub.status.busy": "2026-07-30T08:28:48.145900Z", "iopub.status.idle": "2026-07-30T08:28:48.154304Z", "shell.execute_reply": "2026-07-30T08:28:48.153657Z" } }, "outputs": [ { "data": { "text/plain": [ "array([0.15420516, 0.13109359, 0.17645042, 0.16735421, 0.13445031,\n", " 0.14851843, 0.22287053, 0.14979318, 0.25252986, 0.25013583])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distr.pmf(0)[:10]" ] }, { "cell_type": "markdown", "id": "c833de45", "metadata": {}, "source": [ "The mean of the conditional distribution is the same as the predicted mean from the model." ] }, { "cell_type": "code", "execution_count": 17, "id": "7a7581e1", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.159532Z", "iopub.status.busy": "2026-07-30T08:28:48.159318Z", "iopub.status.idle": "2026-07-30T08:28:48.167142Z", "shell.execute_reply": "2026-07-30T08:28:48.164305Z" } }, "outputs": [ { "data": { "text/plain": [ "array([1.86947133, 2.03184379, 1.73471534, 1.78764267, 2.00656061,\n", " 1.90704623, 1.50116427, 1.89849971, 1.37622577, 1.3857512 ])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distr.mean()[:10]" ] }, { "cell_type": "code", "execution_count": 18, "id": "628c0593", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.170490Z", "iopub.status.busy": "2026-07-30T08:28:48.170075Z", "iopub.status.idle": "2026-07-30T08:28:48.177845Z", "shell.execute_reply": "2026-07-30T08:28:48.176965Z" } }, "outputs": [ { "data": { "text/plain": [ "array([1.86947133, 2.03184379, 1.73471534, 1.78764267, 2.00656061,\n", " 1.90704623, 1.50116427, 1.89849971, 1.37622577, 1.3857512 ])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.predict()[:10]" ] }, { "cell_type": "markdown", "id": "3f504d66", "metadata": {}, "source": [ "We can also obtain the distribution for a new set of explanatory variables. Explanatory variables can be provided in the same way as for the predict method.\n", "\n", "We use again the grid of explanatory variables from the prediction section. As example for its usage we can compute the probability that a count (strictly) larger than 5 will be observed conditional on the values of the explanatory variables." ] }, { "cell_type": "code", "execution_count": 19, "id": "83cbe355", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.185215Z", "iopub.status.busy": "2026-07-30T08:28:48.184981Z", "iopub.status.idle": "2026-07-30T08:28:48.197124Z", "shell.execute_reply": "2026-07-30T08:28:48.195539Z" } }, "outputs": [], "source": [ "distr1 = res.get_distribution(ex1)\n", "distr2 = res.get_distribution(ex2)" ] }, { "cell_type": "code", "execution_count": 20, "id": "3cfe5e90", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.200778Z", "iopub.status.busy": "2026-07-30T08:28:48.198960Z", "iopub.status.idle": "2026-07-30T08:28:48.213014Z", "shell.execute_reply": "2026-07-30T08:28:48.209947Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([0.00198421, 0.00255027, 0.00326858, 0.00417683, 0.00532093,\n", " 0.00675641, 0.00854998, 0.01078116, 0.0135439 , 0.01694825,\n", " 0.02112179]),\n", " array([0.00299758, 0.00383456, 0.00489029, 0.00621677, 0.00787663,\n", " 0.00994468, 0.01250966, 0.01567579, 0.01956437, 0.02431503,\n", " 0.03008666]))" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "distr1.sf(5), distr2.sf(5)" ] }, { "cell_type": "code", "execution_count": 21, "id": "01db4a1b", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.215276Z", "iopub.status.busy": "2026-07-30T08:28:48.215035Z", "iopub.status.idle": "2026-07-30T08:28:48.534654Z", "shell.execute_reply": "2026-07-30T08:28:48.531764Z" } }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(exc, np.column_stack([distr1.sf(5), distr2.sf(5)]))" ] }, { "cell_type": "markdown", "id": "7f16e953", "metadata": {}, "source": [ "We can also use the distribution to find an upper confidence limit on a new observation. The following plot and table show the upper limit counts for given explanatory variables. The probability of observing this count or less is at least 0.99. \n", "\n", "Note, this takes parameters as fixed and does not take parameter uncertainty into account." ] }, { "cell_type": "code", "execution_count": 22, "id": "7e0d28d4", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.538883Z", "iopub.status.busy": "2026-07-30T08:28:48.538671Z", "iopub.status.idle": "2026-07-30T08:28:48.881930Z", "shell.execute_reply": "2026-07-30T08:28:48.876531Z" } }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(exc, np.column_stack([distr1.ppf(0.99), distr2.ppf(0.99)]))" ] }, { "cell_type": "code", "execution_count": 23, "id": "f10b68be", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.883975Z", "iopub.status.busy": "2026-07-30T08:28:48.883726Z", "iopub.status.idle": "2026-07-30T08:28:48.908049Z", "shell.execute_reply": "2026-07-30T08:28:48.905846Z" } }, "outputs": [ { "data": { "text/plain": [ "[array([4., 5., 5., 5., 5., 5., 5., 6., 6., 6., 6.]),\n", " array([5., 5., 5., 5., 5., 5., 6., 6., 6., 6., 6.])]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[distr1.ppf(0.99), distr2.ppf(0.99)]" ] }, { "cell_type": "markdown", "id": "1364c5bd", "metadata": {}, "source": [ "## Diagnostic\n", "\n", "Poisson is the first model that has a diagnostic class that can be obtained from the results using `get_diagnostic`. Other count models have a generic count diagnostic class that has currently only a limited number of methods.\n", "\n", "The Poisson model in our example is correctly specified. Additionally we have a large sample size. So, in this case none of the diagnostic tests reject the null hypothesis of correct specification." ] }, { "cell_type": "code", "execution_count": 24, "id": "35dec411", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.912450Z", "iopub.status.busy": "2026-07-30T08:28:48.912251Z", "iopub.status.idle": "2026-07-30T08:28:48.928915Z", "shell.execute_reply": "2026-07-30T08:28:48.927121Z" } }, "outputs": [ { "data": { "text/plain": [ "['plot_probs',\n", " 'probs_predicted',\n", " 'results',\n", " 'test_chisquare_prob',\n", " 'test_dispersion',\n", " 'test_poisson_zeroinflation',\n", " 'y_max']" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dia = res.get_diagnostic()\n", "[i for i in dir(dia) if not i.startswith(\"_\")]" ] }, { "cell_type": "code", "execution_count": 25, "id": "042fa854", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:48.935207Z", "iopub.status.busy": "2026-07-30T08:28:48.934972Z", "iopub.status.idle": "2026-07-30T08:28:50.143128Z", "shell.execute_reply": "2026-07-30T08:28:50.142253Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dia.plot_probs();" ] }, { "cell_type": "markdown", "id": "60d5a69e", "metadata": {}, "source": [ "**test for excess dispersion**\n", "\n", "There are several dispersion tests available for Poisson. Currently all of them are returned.\n", "The DispersionResults class has a summary_frame method. The returned dataframe provides an overview of the results that is easier to read." ] }, { "cell_type": "code", "execution_count": 26, "id": "0a66859b", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.145442Z", "iopub.status.busy": "2026-07-30T08:28:50.145190Z", "iopub.status.idle": "2026-07-30T08:28:50.156731Z", "shell.execute_reply": "2026-07-30T08:28:50.155705Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "statistic = array([-0.42597379, -0.42597379, -0.39884024, -0.48327447, -0.48327447,\n", " -0.47790855, -0.45225818])\n", "pvalue = array([0.67012695, 0.67012695, 0.69001092, 0.62890087, 0.62890087,\n", " 0.6327153 , 0.651083 ])\n", "method = ['Dean A', 'Dean B', 'Dean C', 'CT nb2', 'CT nb1', 'CT nb2 HC3', 'CT nb1 HC3']\n", "alternative = ['mu (1 + a mu)', 'mu (1 + a mu)', 'mu (1 + a)', 'mu (1 + a mu)', 'mu (1 + a)', 'mu (1 + a mu)', 'mu (1 + a)']\n", "name = 'Poisson Dispersion Test'\n", "tuple = (array([-0.42597379, -0.42597379, -0.39884024, -0.48327447, -0.48327447,\n", " -0.47790855, -0.45225818]), array([0.67012695, 0.67012695, 0.69001092, 0.62890087, 0.62890087,\n", " 0.6327153 , 0.651083 ]))" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "td = dia.test_dispersion()\n", "td" ] }, { "cell_type": "code", "execution_count": 27, "id": "747edf4f", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.160362Z", "iopub.status.busy": "2026-07-30T08:28:50.160114Z", "iopub.status.idle": "2026-07-30T08:28:50.176238Z", "shell.execute_reply": "2026-07-30T08:28:50.174674Z" } }, "outputs": [ { "data": { "text/html": [ "
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statisticpvaluemethodalternative
0-0.4259740.670127Dean Amu (1 + a mu)
1-0.4259740.670127Dean Bmu (1 + a mu)
2-0.3988400.690011Dean Cmu (1 + a)
3-0.4832740.628901CT nb2mu (1 + a mu)
4-0.4832740.628901CT nb1mu (1 + a)
5-0.4779090.632715CT nb2 HC3mu (1 + a mu)
6-0.4522580.651083CT nb1 HC3mu (1 + a)
\n", "
" ], "text/plain": [ " statistic pvalue method alternative\n", "0 -0.425974 0.670127 Dean A mu (1 + a mu)\n", "1 -0.425974 0.670127 Dean B mu (1 + a mu)\n", "2 -0.398840 0.690011 Dean C mu (1 + a)\n", "3 -0.483274 0.628901 CT nb2 mu (1 + a mu)\n", "4 -0.483274 0.628901 CT nb1 mu (1 + a)\n", "5 -0.477909 0.632715 CT nb2 HC3 mu (1 + a mu)\n", "6 -0.452258 0.651083 CT nb1 HC3 mu (1 + a)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = td.summary_frame()\n", "df" ] }, { "cell_type": "markdown", "id": "cdd50bc1", "metadata": {}, "source": [ "**test for zero-inflation**" ] }, { "cell_type": "code", "execution_count": 28, "id": "a4394c8f", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.178909Z", "iopub.status.busy": "2026-07-30T08:28:50.178656Z", "iopub.status.idle": "2026-07-30T08:28:50.187517Z", "shell.execute_reply": "2026-07-30T08:28:50.185969Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "\n", "statistic = np.float64(-0.6657556201098714)\n", "pvalue = np.float64(0.5055673158225651)\n", "pvalue_smaller = np.float64(0.7472163420887175)\n", "pvalue_larger = np.float64(0.25278365791128254)\n", "chi2 = np.float64(0.44323054570787945)\n", "pvalue_chi2 = np.float64(0.505567315822565)\n", "df_chi2 = 1\n", "distribution = 'normal'\n", "tuple = (np.float64(-0.6657556201098714), np.float64(0.5055673158225651))" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dia.test_poisson_zeroinflation()" ] }, { "cell_type": "markdown", "id": "ae2da82e", "metadata": {}, "source": [ "chisquare test for zero-inflation" ] }, { "cell_type": "code", "execution_count": 29, "id": "ed583f69", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.190014Z", "iopub.status.busy": "2026-07-30T08:28:50.189803Z", "iopub.status.idle": "2026-07-30T08:28:50.200245Z", "shell.execute_reply": "2026-07-30T08:28:50.199655Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "statistic = np.float64(0.456170941873113)\n", "pvalue = np.float64(0.4994189468121014)\n", "df = np.int64(1)\n", "diff1 = array([[-0.15420516, 0.71171787],\n", " [-0.13109359, -0.26636169],\n", " [-0.17645042, -0.30609125],\n", " ...,\n", " [-0.10477112, -0.23636125],\n", " [-0.10675436, -0.2388335 ],\n", " [-0.21168332, -0.32867305]], shape=(1000, 2))\n", "res_aux = \n", "distribution = 'chi2'\n", "tuple = (np.float64(0.456170941873113), np.float64(0.4994189468121014))" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dia.test_chisquare_prob(bin_edges=np.arange(3))" ] }, { "cell_type": "markdown", "id": "fdb54ac4", "metadata": {}, "source": [ "**goodness of fit test for predicted frequencies**\n", "\n", "This is a chisquare test that takes into account that parameters are estimated.\n", "Counts larger than the largest bin edge will be added to the last bin, so that the sum over bins is one.\n", "\n", "For example using 5 bins" ] }, { "cell_type": "code", "execution_count": 30, "id": "b32625bd", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.203007Z", "iopub.status.busy": "2026-07-30T08:28:50.202802Z", "iopub.status.idle": "2026-07-30T08:28:50.214489Z", "shell.execute_reply": "2026-07-30T08:28:50.213653Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "statistic = np.float64(0.9414641297779136)\n", "pvalue = np.float64(0.9185382008345917)\n", "df = np.int64(4)\n", "diff1 = array([[-0.15420516, 0.71171787, -0.26946759, -0.16792064, -0.07848071],\n", " [-0.13109359, -0.26636169, -0.27060268, 0.81672588, -0.0930961 ],\n", " [-0.17645042, -0.30609125, 0.7345094 , -0.15351687, -0.06657702],\n", " ...,\n", " [-0.10477112, -0.23636125, -0.26661279, 0.79950922, -0.11307565],\n", " [-0.10675436, -0.2388335 , 0.73283789, -0.1992339 , -0.11143275],\n", " [-0.21168332, -0.32867305, 0.74484061, -0.13205892, -0.05126078]],\n", " shape=(1000, 5))\n", "res_aux = \n", "distribution = 'chi2'\n", "tuple = (np.float64(0.9414641297779136), np.float64(0.9185382008345917))" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt = dia.test_chisquare_prob(bin_edges=np.arange(6))\n", "dt" ] }, { "cell_type": "code", "execution_count": 31, "id": "73bdbcc3", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.217066Z", "iopub.status.busy": "2026-07-30T08:28:50.216855Z", "iopub.status.idle": "2026-07-30T08:28:50.226384Z", "shell.execute_reply": "2026-07-30T08:28:50.224458Z" } }, "outputs": [ { "data": { "text/plain": [ "array([-0.00628136, 0.01177308, -0.00449604, -0.00270524, -0.00156519])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dt.diff1.mean(0)" ] }, { "cell_type": "code", "execution_count": 32, "id": "6335b247", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.229049Z", "iopub.status.busy": "2026-07-30T08:28:50.228812Z", "iopub.status.idle": "2026-07-30T08:28:50.237248Z", "shell.execute_reply": "2026-07-30T08:28:50.235713Z" } }, "outputs": [ { "data": { "text/plain": [ "{'results': ,\n", " 'y_max': None,\n", " '_cache': {'probs_predicted': array([[0.15420516, 0.28828213, 0.26946759, ..., 0.02934349, 0.0091428 ,\n", " 0.00244174],\n", " [0.13109359, 0.26636169, 0.27060268, ..., 0.03783135, 0.01281123,\n", " 0.00371863],\n", " [0.17645042, 0.30609125, 0.2654906 , ..., 0.02309843, 0.0066782 ,\n", " 0.00165497],\n", " ...,\n", " [0.10477112, 0.23636125, 0.26661279, ..., 0.05101921, 0.01918303,\n", " 0.00618235],\n", " [0.10675436, 0.2388335 , 0.26716211, ..., 0.04986002, 0.01859135,\n", " 0.00594186],\n", " [0.21168332, 0.32867305, 0.25515939, ..., 0.01591815, 0.00411926,\n", " 0.00091369]], shape=(1000, 8))}}" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vars(dia)" ] }, { "cell_type": "markdown", "id": "9fb99cca", "metadata": {}, "source": [ "## Outliers and Influence\n", "\n", "Statsmodels provides a general MLEInfluence class for nonlinear models (models with nonlinear expected mean) that for the discrete models and other maximum likelihood based models such as the Beta regression model.\n", "The provided measures are based on general definitions, for example generalized leverage instead of the diagonal of the hat matrix in linear models.\n", "\n", "The results method `get_influence` returns and instance of the MLEInfluence class which has various methods for outlier and influence measures. \n" ] }, { "cell_type": "code", "execution_count": 33, "id": "cd36e5bf", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.240129Z", "iopub.status.busy": "2026-07-30T08:28:50.239888Z", "iopub.status.idle": "2026-07-30T08:28:50.249863Z", "shell.execute_reply": "2026-07-30T08:28:50.248267Z" } }, "outputs": [ { "data": { "text/plain": [ "['cooks_distance',\n", " 'cov_params',\n", " 'd_fittedvalues',\n", " 'd_fittedvalues_scaled',\n", " 'd_params',\n", " 'dfbetas',\n", " 'endog',\n", " 'exog',\n", " 'hat_matrix_diag',\n", " 'hat_matrix_exog_diag',\n", " 'hessian',\n", " 'k_params',\n", " 'k_vars',\n", " 'model_class',\n", " 'nobs',\n", " 'params_one',\n", " 'plot_index',\n", " 'plot_influence',\n", " 'resid',\n", " 'resid_score',\n", " 'resid_score_factor',\n", " 'resid_studentized',\n", " 'results',\n", " 'scale',\n", " 'score_obs',\n", " 'summary_frame']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "infl = res.get_influence()\n", "[i for i in dir(infl) if not i.startswith(\"_\")]" ] }, { "cell_type": "markdown", "id": "431088a9", "metadata": {}, "source": [ "The influence class has two plot methods. However, the plots are too crowded in this case because of the large sample size." ] }, { "cell_type": "code", "execution_count": 34, "id": "b1c2c0e6", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.252395Z", "iopub.status.busy": "2026-07-30T08:28:50.252155Z", "iopub.status.idle": "2026-07-30T08:28:50.938952Z", "shell.execute_reply": "2026-07-30T08:28:50.938125Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "infl.plot_influence();" ] }, { "cell_type": "code", "execution_count": 35, "id": "55c97fef", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:50.943596Z", "iopub.status.busy": "2026-07-30T08:28:50.943228Z", "iopub.status.idle": "2026-07-30T08:28:56.109478Z", "shell.execute_reply": "2026-07-30T08:28:56.108648Z" } }, "outputs": [ { "data": { "image/png": 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" ], "text/plain": [ " dfb_x1 dfb_x2 dfb_x3 cooks_d standard_resid hat_diag \\\n", "0 -0.010856 0.011384 -0.013643 0.000440 -0.636944 0.003243 \n", "1 0.001990 -0.023625 0.028313 0.000737 0.680823 0.004749 \n", "2 0.005794 -0.000787 0.000943 0.000035 0.201681 0.002607 \n", "3 -0.014243 0.005539 -0.006639 0.000325 -0.589923 0.002790 \n", "4 0.003602 -0.022549 0.027024 0.000738 0.702888 0.004462 \n", "\n", " dffits_internal \n", "0 -0.036334 \n", "1 0.047031 \n", "2 0.010311 \n", "3 -0.031206 \n", "4 0.047057 " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_infl = infl.summary_frame()\n", "df_infl.head()" ] }, { "cell_type": "code", "execution_count": 37, "id": "2981abb4", "metadata": { "execution": { "iopub.execute_input": "2026-07-30T08:28:56.135035Z", "iopub.status.busy": "2026-07-30T08:28:56.134771Z", "iopub.status.idle": "2026-07-30T08:28:56.151330Z", "shell.execute_reply": "2026-07-30T08:28:56.150233Z" } }, "outputs": [ { "data": { "text/html": [ "
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