{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression Plots" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:20.431557Z", "iopub.status.busy": "2026-07-28T19:04:20.431357Z", "iopub.status.idle": "2026-07-28T19:04:21.023447Z", "shell.execute_reply": "2026-07-28T19:04:21.021642Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:21.025844Z", "iopub.status.busy": "2026-07-28T19:04:21.025478Z", "iopub.status.idle": "2026-07-28T19:04:22.559760Z", "shell.execute_reply": "2026-07-28T19:04:22.557588Z" } }, "outputs": [], "source": [ "from statsmodels.compat import lzip\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import statsmodels.api as sm\n", "from statsmodels.formula.api import ols\n", "\n", "plt.rc(\"figure\", figsize=(16, 8))\n", "plt.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Duncan's Prestige Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use a utility function to load any R dataset available from the great Rdatasets package." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:22.562069Z", "iopub.status.busy": "2026-07-28T19:04:22.561702Z", "iopub.status.idle": "2026-07-28T19:04:22.594396Z", "shell.execute_reply": "2026-07-28T19:04:22.592754Z" } }, "outputs": [], "source": [ "prestige = sm.datasets.get_rdataset(\"Duncan\", \"carData\", cache=True).data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:22.596622Z", "iopub.status.busy": "2026-07-28T19:04:22.596418Z", "iopub.status.idle": "2026-07-28T19:04:22.608572Z", "shell.execute_reply": "2026-07-28T19:04:22.607670Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " type income education prestige\n", "rownames \n", "accountant prof 62 86 82\n", "pilot prof 72 76 83\n", "architect prof 75 92 90\n", "author prof 55 90 76\n", "chemist prof 64 86 90" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prestige.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:22.610159Z", "iopub.status.busy": "2026-07-28T19:04:22.609997Z", "iopub.status.idle": "2026-07-28T19:04:22.621098Z", "shell.execute_reply": "2026-07-28T19:04:22.620500Z" } }, "outputs": [], "source": [ "prestige_model = ols(\"prestige ~ income + education\", data=prestige).fit()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:22.623759Z", "iopub.status.busy": "2026-07-28T19:04:22.623462Z", "iopub.status.idle": "2026-07-28T19:04:22.636112Z", "shell.execute_reply": "2026-07-28T19:04:22.635521Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: prestige R-squared: 0.828\n", "Model: OLS Adj. R-squared: 0.820\n", "Method: Least Squares F-statistic: 101.2\n", "Date: Tue, 28 Jul 2026 Prob (F-statistic): 8.65e-17\n", "Time: 19:04:22 Log-Likelihood: -178.98\n", "No. Observations: 45 AIC: 364.0\n", "Df Residuals: 42 BIC: 369.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -6.0647 4.272 -1.420 0.163 -14.686 2.556\n", "income 0.5987 0.120 5.003 0.000 0.357 0.840\n", "education 0.5458 0.098 5.555 0.000 0.348 0.744\n", "==============================================================================\n", "Omnibus: 1.279 Durbin-Watson: 1.458\n", "Prob(Omnibus): 0.528 Jarque-Bera (JB): 0.520\n", "Skew: 0.155 Prob(JB): 0.771\n", "Kurtosis: 3.426 Cond. No. 163.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "print(prestige_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Influence plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Influence plots show the (externally) studentized residuals vs. the leverage of each observation as measured by the hat matrix.\n", "\n", "Externally studentized residuals are residuals that are scaled by their standard deviation where \n", "\n", "$$var(\\hat{\\epsilon}_i)=\\hat{\\sigma}^2_i(1-h_{ii})$$\n", "\n", "with\n", "\n", "$$\\hat{\\sigma}^2_i=\\frac{1}{n - p - 1 \\;\\;}\\sum_{j}^{n}\\;\\;\\;\\forall \\;\\;\\; j \\neq i$$\n", "\n", "$n$ is the number of observations and $p$ is the number of regressors. $h_{ii}$ is the $i$-th diagonal element of the hat matrix\n", "\n", "$$H=X(X^{\\;\\prime}X)^{-1}X^{\\;\\prime}$$\n", "\n", "The influence of each point can be visualized by the criterion keyword argument. Options are Cook's distance and DFFITS, two measures of influence." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:22.637865Z", "iopub.status.busy": "2026-07-28T19:04:22.637656Z", "iopub.status.idle": "2026-07-28T19:04:22.897284Z", "shell.execute_reply": "2026-07-28T19:04:22.896372Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.influence_plot(prestige_model, criterion=\"cooks\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see there are a few worrisome observations. Both contractor and reporter have low leverage but a large residual.
\n", "RR.engineer has small residual and large leverage. Conductor and minister have both high leverage and large residuals, and,
\n", "therefore, large influence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial Regression Plots (Duncan)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we are doing multivariate regressions, we cannot just look at individual bivariate plots to discern relationships.
\n", "Instead, we want to look at the relationship of the dependent variable and independent variables conditional on the other
\n", "independent variables. We can do this through using partial regression plots, otherwise known as added variable plots.
\n", "\n", "In a partial regression plot, to discern the relationship between the response variable and the $k$-th variable, we compute
\n", "the residuals by regressing the response variable versus the independent variables excluding $X_k$. We can denote this by
\n", "$X_{\\sim k}$. We then compute the residuals by regressing $X_k$ on $X_{\\sim k}$. The partial regression plot is the plot
\n", "of the former versus the latter residuals.
\n", "\n", "The notable points of this plot are that the fitted line has slope $\\beta_k$ and intercept zero. The residuals of this plot
\n", "are the same as those of the least squares fit of the original model with full $X$. You can discern the effects of the
\n", "individual data values on the estimation of a coefficient easily. If obs_labels is True, then these points are annotated
\n", "with their observation label. You can also see the violation of underlying assumptions such as homoskedasticity and
\n", "linearity." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:22.900419Z", "iopub.status.busy": "2026-07-28T19:04:22.900177Z", "iopub.status.idle": "2026-07-28T19:04:23.553744Z", "shell.execute_reply": "2026-07-28T19:04:23.553009Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\n", " \"prestige\", \"income\", [\"income\", \"education\"], data=prestige\n", ")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:23.556280Z", "iopub.status.busy": "2026-07-28T19:04:23.556049Z", "iopub.status.idle": "2026-07-28T19:04:24.193156Z", "shell.execute_reply": "2026-07-28T19:04:24.192540Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\"prestige\", \"income\", [\"education\"], data=prestige)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the partial regression plot confirms the influence of conductor, minister, and RR.engineer on the partial relationship between income and prestige. The cases greatly decrease the effect of income on prestige. Dropping these cases confirms this." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:24.197232Z", "iopub.status.busy": "2026-07-28T19:04:24.196980Z", "iopub.status.idle": "2026-07-28T19:04:24.220314Z", "shell.execute_reply": "2026-07-28T19:04:24.219405Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: prestige R-squared: 0.876\n", "Model: OLS Adj. R-squared: 0.870\n", "Method: Least Squares F-statistic: 138.1\n", "Date: Tue, 28 Jul 2026 Prob (F-statistic): 2.02e-18\n", "Time: 19:04:24 Log-Likelihood: -160.59\n", "No. Observations: 42 AIC: 327.2\n", "Df Residuals: 39 BIC: 332.4\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -6.3174 3.680 -1.717 0.094 -13.760 1.125\n", "income 0.9307 0.154 6.053 0.000 0.620 1.242\n", "education 0.2846 0.121 2.345 0.024 0.039 0.530\n", "==============================================================================\n", "Omnibus: 3.811 Durbin-Watson: 1.468\n", "Prob(Omnibus): 0.149 Jarque-Bera (JB): 2.802\n", "Skew: -0.614 Prob(JB): 0.246\n", "Kurtosis: 3.303 Cond. No. 158.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "subset = ~prestige.index.isin([\"conductor\", \"RR.engineer\", \"minister\"])\n", "prestige_model2 = ols(\n", " \"prestige ~ income + education\", data=prestige, subset=subset\n", ").fit()\n", "print(prestige_model2.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a quick check of all the regressors, you can use plot_partregress_grid. These plots will not label the
\n", "points, but you can use them to identify problems and then use plot_partregress to get more information." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:24.223041Z", "iopub.status.busy": "2026-07-28T19:04:24.222809Z", "iopub.status.idle": "2026-07-28T19:04:24.761126Z", "shell.execute_reply": "2026-07-28T19:04:24.760534Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress_grid(prestige_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Component-Component plus Residual (CCPR) Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CCPR plot provides a way to judge the effect of one regressor on the
\n", "response variable by taking into account the effects of the other
\n", "independent variables. The partial residuals plot is defined as
\n", "$\\text{Residuals} + B_iX_i \\text{ }\\text{ }$ versus $X_i$. The component adds $B_iX_i$ versus
\n", "$X_i$ to show where the fitted line would lie. Care should be taken if $X_i$
\n", "is highly correlated with any of the other independent variables. If this
\n", "is the case, the variance evident in the plot will be an underestimate of
\n", "the true variance." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:24.767129Z", "iopub.status.busy": "2026-07-28T19:04:24.766176Z", "iopub.status.idle": "2026-07-28T19:04:25.016985Z", "shell.execute_reply": "2026-07-28T19:04:25.015375Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_ccpr(prestige_model, \"education\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see the relationship between the variation in prestige explained by education conditional on income seems to be linear, though you can see there are some observations that are exerting considerable influence on the relationship. We can quickly look at more than one variable by using plot_ccpr_grid." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:25.019334Z", "iopub.status.busy": "2026-07-28T19:04:25.019083Z", "iopub.status.idle": "2026-07-28T19:04:25.445916Z", "shell.execute_reply": "2026-07-28T19:04:25.445313Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_ccpr_grid(prestige_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single Variable Regression Diagnostics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot_regress_exog function is a convenience function that gives a 2x2 plot containing the dependent variable and fitted values with confidence intervals vs. the independent variable chosen, the residuals of the model vs. the chosen independent variable, a partial regression plot, and a CCPR plot. This function can be used for quickly checking modeling assumptions with respect to a single regressor." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:25.448186Z", "iopub.status.busy": "2026-07-28T19:04:25.447988Z", "iopub.status.idle": "2026-07-28T19:04:26.805096Z", "shell.execute_reply": "2026-07-28T19:04:26.802560Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_regress_exog(prestige_model, \"education\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot_fit function plots the fitted values versus a chosen independent variable. It includes prediction confidence intervals and optionally plots the true dependent variable." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:26.815203Z", "iopub.status.busy": "2026-07-28T19:04:26.814987Z", "iopub.status.idle": "2026-07-28T19:04:27.263122Z", "shell.execute_reply": "2026-07-28T19:04:27.261752Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_fit(prestige_model, \"education\")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statewide Crime 2009 Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the following to http://www.ats.ucla.edu/stat/stata/webbooks/reg/chapter4/statareg_self_assessment_answers4.htm\n", "\n", "Though the data here is not the same as in that example. You could run that example by uncommenting the necessary cells below." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:27.265164Z", "iopub.status.busy": "2026-07-28T19:04:27.264952Z", "iopub.status.idle": "2026-07-28T19:04:27.272382Z", "shell.execute_reply": "2026-07-28T19:04:27.271739Z" } }, "outputs": [], "source": [ "# dta = pd.read_csv(\"http://www.stat.ufl.edu/~aa/social/csv_files/statewide-crime-2.csv\")\n", "# dta = dta.set_index(\"State\", inplace=True).dropna()\n", "# dta.rename(columns={\"VR\" : \"crime\",\n", "# \"MR\" : \"murder\",\n", "# \"M\" : \"pctmetro\",\n", "# \"W\" : \"pctwhite\",\n", "# \"H\" : \"pcths\",\n", "# \"P\" : \"poverty\",\n", "# \"S\" : \"single\"\n", "# }, inplace=True)\n", "#\n", "# crime_model = ols(\"murder ~ pctmetro + poverty + pcths + single\", data=dta).fit()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:27.274351Z", "iopub.status.busy": "2026-07-28T19:04:27.274165Z", "iopub.status.idle": "2026-07-28T19:04:27.287035Z", "shell.execute_reply": "2026-07-28T19:04:27.286576Z" } }, "outputs": [], "source": [ "dta = sm.datasets.statecrime.load_pandas().data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:27.289747Z", "iopub.status.busy": "2026-07-28T19:04:27.289060Z", "iopub.status.idle": "2026-07-28T19:04:27.340154Z", "shell.execute_reply": "2026-07-28T19:04:27.336667Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: murder R-squared: 0.813\n", "Model: OLS Adj. R-squared: 0.797\n", "Method: Least Squares F-statistic: 50.08\n", "Date: Tue, 28 Jul 2026 Prob (F-statistic): 3.42e-16\n", "Time: 19:04:27 Log-Likelihood: -95.050\n", "No. Observations: 51 AIC: 200.1\n", "Df Residuals: 46 BIC: 209.8\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -44.1024 12.086 -3.649 0.001 -68.430 -19.774\n", "urban 0.0109 0.015 0.707 0.483 -0.020 0.042\n", "poverty 0.4121 0.140 2.939 0.005 0.130 0.694\n", "hs_grad 0.3059 0.117 2.611 0.012 0.070 0.542\n", "single 0.6374 0.070 9.065 0.000 0.496 0.779\n", "==============================================================================\n", "Omnibus: 1.618 Durbin-Watson: 2.507\n", "Prob(Omnibus): 0.445 Jarque-Bera (JB): 0.831\n", "Skew: -0.220 Prob(JB): 0.660\n", "Kurtosis: 3.445 Cond. No. 5.80e+03\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 5.8e+03. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "crime_model = ols(\"murder ~ urban + poverty + hs_grad + single\", data=dta).fit()\n", "print(crime_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial Regression Plots (Crime Data)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:27.344582Z", "iopub.status.busy": "2026-07-28T19:04:27.344248Z", "iopub.status.idle": "2026-07-28T19:04:28.444053Z", "shell.execute_reply": "2026-07-28T19:04:28.439935Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress_grid(crime_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:28.450406Z", "iopub.status.busy": "2026-07-28T19:04:28.450121Z", "iopub.status.idle": "2026-07-28T19:04:29.918011Z", "shell.execute_reply": "2026-07-28T19:04:29.916673Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\n", " \"murder\", \"hs_grad\", [\"urban\", \"poverty\", \"single\"], data=dta\n", ")\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Leverage-Resid2 Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Closely related to the influence_plot is the leverage-resid2 plot." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:29.920497Z", "iopub.status.busy": "2026-07-28T19:04:29.919773Z", "iopub.status.idle": "2026-07-28T19:04:30.195188Z", "shell.execute_reply": "2026-07-28T19:04:30.193775Z" } }, "outputs": [ { "data": { "image/png": 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xatSoeturH+Q29G/UypUri4EDBxZJiqeeeqooiqKYM2dOkaTo27dvo+toKLQYNGjQah8iH3/88R/IA/c12X///Yskxa233rrG62jO/WhIc8b6qN3D6tCirKysePrpp+ucd+uttxZJim233bZOqF3tD3/4Q03IV+2vf/1rkbz7aqr3Bx1FURSTJk2qeT2d0AIANm5eDwUA0EjTp0/PK6+8krKyssyYMSN/+tOf6u3XrVu3zJ8/P5MmTUq/fv2SJJ/97Gfzne98J3fddVf+85//pHfv3jX9r7rqqiTJcccdV+vVPmszX7Xhw4dn4MCBq72ud955JxMnTsy0adOyePHiVFVVJUnatWuX5N3XSO2xxx41/z1//vwkafBVKp///Odz22231Tm+Lq6nPs25t1tvvXU6deqU5557Lr/+9a9z6qmnpmPHjmuca105++yz88tf/jKvvPJK/vznP+eMM85osO+LL76YuXPnJnn3NUH1Oeuss/KrX/0qU6dOzeuvv55NN920VntjPgeHHHJInWNlZWXZcsst88Ybb9Tbnrx7Lx955JGaGt/vzTffzNNPP525c+dm+fLlKYoiS5curbm2dakoipx00kl5/PHHc/755+eLX/xirfa77747ybuvpanevPj9Xn/99STvvv6m2sMPP5wkNa/Wer9BgwZln332yf3339/s2o855pg6xyorKzNhwoQkybx58xr8nanenHzSpEkZOnRo+vTpkz59+mTOnDn58Y9/nHPPPbfWBuaNNW/evJrXvZ166qn19jnttNNy7bXXNnnsxlq1alWeeeaZvPrqq1m8eHFWrVqVJDWvHHrxxRfzyU9+crVjrKv70ZyxPsr3cOutt84uu+xS53j171GfPn1qNhB/v5kzZyap//fo05/+dK1X9VXbeeeds8cee+Sxxx5r9LUBABsmoQUAQCNNmzYtybsPRs8555w19q+oqKj578033zz77bdf7r333lxzzTU5//zzkyQrVqzI9ddfn+Td/RnW1XzVVveguqqqKj/96U/zi1/8IgsXLmzUuNUPdHv27Flrn4DGzLkurqc+zbm37dq1y8UXX5wzzjgjX/7yl/PNb34zu+++e/baa68cdNBB2W+//Rq110RztW3bNj/4wQ9y+umn58ILL8xJJ51UExK9X/U9b9++fZ0wotqWW26ZFi1apKqqKrNnz67Tb02BRfLufaxP+/btkySbbbbZattXrFhR6/jUqVNzzjnn5M4776wJwt5v6dKlWbFiRb37cDTHBRdckBtuuCGjRo3KL37xizrt1Z/Bhx9+uOYBakPe+/mbPXt2knfvc0O22mqrtQot6vsZzZw5s+befeMb31jjGO+t+Xe/+12OO+64fP/7389///d/Z9ddd82ee+6ZAw88MAceeGBatVrz/xWsvu5WrVpliy22qLfPVltttcZxmuvXv/51fvzjHzcYiCWN/3diXdyP5oz1Ub6Ha/q3/IEHHsgDDzyw2vmb83sktAAAhBYAAI30zjvvJHn3Ie2JJ564xv7vfzDzuc99Lvfee2+uuuqqmgfrt99+e956661svfXW+djHPrZO56s+tyEXXHBBfv7znydJ+vfvn5122indunVLmzZtkiQPPvhgXn755Zq/yk1S8wC1uk99qjdqfb91cT0Naeq9Td796+bddtstf/zjH3PPPffkoYceyvjx43PRRRdl0KBBGTt2bIYPH97oGprq85//fH7+85/n5Zdfzv/+7//mq1/9ar39qu9/69ata21o+16tWrVKy5YtU1VVVevnVW11n4NqDY3d2Pb3qqyszMiRIzNz5sy0atUqu+66a/r375+OHTumZcuWWbVqVc1faK9atWqdhBaXXXZZfvazn2Xo0KG55ppr6g2dqj+Dw4YNy9ChQ1c73ntDpOrPfUOf7TW1NUZ9P6Pqelu0aJFTTjlljWPssMMONf999NFH59lnn80ll1ySu+++O48//ngeffTR/OIXv8gWW2yRv/71rxk5cuRqx6u+7latWjUY4q3tdTfkf/7nf/LNb34zybsrY4YMGZIePXrU/NszYcKETJ48ud7Pe33Wxf1ozlgf5XvY0L8b1Z/L3XbbLYMHD15tDZ07d6757w/j9wgA2DAILQAAGqn6tUPLli3L//t//6/e11uszqc//emcc845efLJJ/PCCy9k++23r3l90ftXAqyL+VZnyZIl+c1vfpPk3b8afv9rdJLk2GOPzcsvv1zrWPWrcebMmdPgX8hPnz693jk/yOtp6r2tNmTIkPzud79LksyfPz8PPvhgfvvb3+aee+7JUUcdlRdffLFRD/ybo1WrVvnRj36UE088MWPGjMnpp59eb7+ePXsmeTcIWLBgQTbZZJM6fWbNmlWz0qG6//o0duzYzJw5M/3798+9995bJ4B66623GnytTHPcc889Ofvss7PZZpvllltuafBVX9WfwUGDBjX4qqX6VH/uq//CvD6ra2uu6nqrqqpywQUXNPkv8rfddttcfPHFSd79/Dz00EO55JJLcsstt+TTn/50XnrppXTr1q3B86uve9myZfnPf/6TPn361Omzuutu2bJlkrqrcKo19Nf/VVVV+Z//+Z8kyX//93/ne9/7Xp3Q7Oyzz87kyZMbnLs+a3s/mjPWhnYPk//7XO64444fid8jAOCj54Nb8w4AsIHZcccd07Vr1xRFkRtuuKHJ53fu3DlHHHFEknf3WqioqMitt96aJBk9evQ6n291pk+fnqVLl6ZTp045++yz67SvWLEijzzySJ3jO+ywQ9q1a5eqqqrcfvvt9Y5dfU3v90FeT1PvbX26deuWI488MnfccUd69uyZmTNnNuuBXlMcf/zxGTJkSObNm1fzAPT9dtxxx5rg5MYbb6y3T/VrsLp169akFSoflBdeeCHJu2FSffWszWuU6pvrmGOOSZs2bXLLLbc0+BqrJNlrr72SvBtyLFiwoNFz7LrrrkmScePGZfny5XXa33rrrYwfP76Jla/ZpptumgEDBiT5v59xc3Xp0iWHHXZYbr755myzzTZ566231vgann79+qVXr15JkptvvrnePg19JpP/22ujoSDz0Ucfrff4W2+9lblz56asrCxf+9rX6jxsL4pija8lWpPm3I/mjLUh3sPq36M777wzlZWVjT6v+vfo9ttvz8qVK+u0/+c//2nwegCAjYvQAgCgkVq2bFmzYfLXvva1TJw4sd5+q1atqtk89/2q/+r/6quvzvXXX59ly5Zlr732qvfB7rqYryFdunRJkixevDjPP/98rbYVK1bk/PPPr9lL4b3atm2bo446Kkny/e9/P4sWLarV/swzz+Tyyy+vd84P8nqSpt3b2bNnN/gQcMGCBVm8eHGS1HqwtmTJkvzpT3/Kn/70p3rvTXOUlZXlwgsvTJIG9xZp3bp1PvOZzyR59y+m33jjjVrt06ZNy89+9rMk7wY0TXmN0wel+vP11FNP1dnP4tVXX83Xv/71dTLP3Llz88lPfjKVlZW55ppr1vjKp6OPPjp9+vTJ3Llz8/nPfz7Lli2rt9+8efNqrTI66qij0rZt28yePTsXXXRRnf4XXHBBnd+FdaV6FdQPf/jDBoORoijy+OOP13w/b968vPLKK/X2XbRoUc0+A/U9OH6/E044IUnyk5/8pM5n7/nnn8/vf//7Bs8dMmRIkncfUs+aNatW28yZM/Pd73633vM6duyYFi1apCiKPPHEE7Xaqqqq8oMf/KAmGGuMdXk/mjPWhnAP3+szn/lMunfvnjlz5uS0006reV3U+7355pt59dVXa74/5phj0rp160ydOrXOnjNFUeSb3/xmli5d2qyaAIANi9dDAQDk3f0bVvfAasiQIdltt93ygx/8IOPGjcukSZOy++6751Of+lQ+9rGPpUOHDpkzZ06mT5+eO++8M+3bt6/3NRcHH3xwevfunenTp+f73/9+ktW/vmht52vIZpttluHDh+fJJ5/MyJEjc/LJJ2fgwIGZNWtWbr755kyZMiWbbLJJvX+NfuGFF+bmm2/O5MmTM3jw4Jx88snp3bt3nnvuuVx++eVp3759li9fXu/D8w/qepKm3dt///vfOeqoo7LHHntkt912S79+/dKhQ4dMmzYt11xzTZYuXZoBAwZkt912qzln/vz5Na9wuuuuuxrcFLupRo0alREjRuTRRx9t8K+Wf/zjH+eWW27JjBkzMnjw4JxyyikZMGBAXn311Vx22WVZuHBh+vbtW3Pd69unPvWp/PjHP87999+fvfbaK0cccUTatGmT5557LmPHjl1nr9w68sgjM3Xq1Oyzzz75z3/+0+Crak488cR06NAh7du3z+WXX57DDz88//znP7PNNtvkmGOOydZbb51ly5Zl1qxZefbZZ3P//ffnwgsvzLe//e0k777W5rvf/W5+8IMf5Ic//GEee+yxHHrooVm5cmVuuummPPzww+natetqN7RvrvPPPz+33HJLxo8fn/333z+f+MQnss8++6Rz58554403MmPGjNx1111ZuHBhTdg2ZcqU7LPPPtlll12y5557pl+/funcuXNmzZqV6667Lm+++WZ69OiR/fbbb43zf/e7383VV1+dmTNnZsiQIfnCF76QLbbYIlOmTMmf//zn1e5H8vGPfzxbbLFFZsyYkeHDh+fUU09N79698+KLL+bKK69s8NwOHTrkoIMOyp133plRo0bl5JNPzqBBgzJnzpzcfvvtmThxYoP/PtVnXd6P5oy1IdzD9+rcuXMuu+yyHH300bn++uszYcKEfPrTn85WW22VJUuWZPbs2Zk0aVIeeOCB/L//9/9q9hnq27dvvvGNb+SnP/1pvv3tb+ehhx7KQQcdlHfeeSc33HBDHn/88Q/s9wgA+IgpAAA2Yr179y6SrPHrW9/6Vs05CxYsKI477riirKys3r6tWrUqjjvuuAbnPP/882v6tmnTppg/f/5qa2zOfGPGjCmSFKeeemqD4z733HPFZpttVme8li1bFt/73veKk08+uUhSXHzxxXXOvfvuu4vu3bvXOXfAgAHFjTfeWCQpevXqtc6up7Eae2///e9/FwMGDGjw5z1o0KBi8uTJtc6ZOXNmTftdd93V6JpuuummIkmx2WabNdjnvvvuqzX/pZdeWqfPxIkTi2222abeenfaaafixRdfrHNOYz4H/fv3L5IU//73v+ttP+CAA4okxTXXXFNv+5lnnlkkKS688MI6c9f3M+7Xr1/x4IMP1ny/dOnSWucNHz683ntc3/GWLVs26vd35syZtca65557ii233LLB/j179iz+/ve/1zqnqqqqOPfcc+vt/7nPfa74+te/XiQpvva1rzV4r+uzpvtfFEWxePHi4tRTT23welu0aFEceOCBNf1ffPHFYtCgQQ1e3xZbbFE8+uijteao/pyOHDmyzvxPPPFEsfnmm9cZp3fv3sW//vWvBn+WRVEUDz/8cNG1a9c65w4cOLB44IEHar5/v2nTphVbb711nfPKysqKL33pS8VXv/rVIknx3e9+d43X0Zz70ZDmjvVRuoeXXnppkaQ44ogjVnsvxo0bV/P5re+rd+/exS233FLrnFWrVtX8m/H+r9NOO60477zz6q0JANi4WGkBAGzUPvvZz9a8zmN1dt9995r/7tq1a6699tpceOGFufPOO/Paa69lxYoV6du3bwYMGJBDDjkk3bt3b3CsM844o+ZVMttuu229Gyu/V3PmGzJkSE499dTss88+DY67ww475IUXXsh1112XSZMmpaysLP3798+oUaOyzTbb5PLLL0+rVq2y00471Tn3gAMOyEsvvZTrrrsuL7zwQtq0aZOhQ4fmyCOPrHkVSfWmq+viehqrsfd21113zdSpU/Pkk0/msccey/Tp07N48eL06tUrH/vYx3LggQemVava/1O5Y8eOOfXUU5NktfsmvN+AAQNy6qmnrnaD3/322y8/+MEPMnv27CTJdtttV6fPkCFD8txzz+WOO+7IY489lgULFqRbt27Ze++9c/DBB9ds2Pv+c9b0OTj++OMzb968BjfwPuywwzJgwIAGN4Hee++9s3LlyjqvZvr2t7+dww8/PDfddFNef/31dOnSJUOHDs2oUaPStm3bmnv5/vt85JFHZpdddqlzj+s7fuqpp2bVqlUNXlu192/M/fGPfzwvvfRS7rnnnjz66KN5880307Fjx2y22WYZMmRI9tlnnzr3s6ysLL/+9a9zyimn5Oabb87cuXPTs2fPHHLIIRkxYkRuvPHGnHrqqdljjz3WWM97ren+V9f/pz/9Kd///vdzxx135OWXX86yZcvSt2/f9O/fPwcddFCtDZ4HDRqUF198Mc8++2zGjx+f6dOnp6KiIj169Mhuu+2WQw45JG3btq01R/XndNttt60z//Dhw/PCCy/kb3/7W5555pm0aNEiO+20Uz796U+nffv2Df4sk2TPPffMyy+/nGuuuSYvvfRS2rZtm6FDh+aoo45KWVlZzbnv179//0yaNCk33HBDnnjiiVRVVaVfv3457LDDstNOO+X666/PqaeeWrNPwuquozn3oyHNHWt197C++7Y+7+F2222XU089dY2vWzvkkEPyyiuv5O67785jjz2WuXPnplOnTtlss82yyy67ZO+9906LFrXfSN2iRYtccsklOe2003LLLbdk3rx56d27dw499NDsvvvuue666/L222/XqQkA2LiUFUVRrO8iAADYcHznO9/JmDFjcsIJJ2Ts2LHruxyAkrZ48eJ07tw5SbJ06dK0a9duPVcEALB+2YgbAIAme/HFF+s9PmHChPzqV79K8u6mxwAAANAUVloAANBkH/vYx/LOO+9k5MiRGTBgQKqqqjJhwoT8/e9/z4oVK7Lbbrvl0UcfrfeVRQD8HystAABqs6cFAABNtt122+Uvf/lLnn766Tpte++9d2644QaBBQAAAE1mpQUAAM0yefLkPPjgg5kxY0YWL16cPn36ZL/99lvtps8A1LZ8+fKcc845SZJLLrlkjRtzAwBs6IQWAAAAAABASbARNwAAAAAAUBKsO22kqqqqvP766+ncuXPKysrWdzkAAAAAAPCRUBRFFi1alE033TQtWqx+LYXQopFef/319OvXb32XAQAAAAAAH0kzZ87M5ptvvto+QotG6ty5c5J3b2qXLl3WczUAAAAAAPDRUFlZmX79+tU8Z18doUUjVb8SqkuXLkILAAAAAABoosZsvWAjbgAAAAAAoCQILQAAAAAAgJIgtAAAAAAAAEqC0AIAAAAAACgJQgsAAAAAAKAkCC0AAAAAAICSILQAAAAAAABKgtACAAAAAAAoCUILAAAAAACgJAgtAAAAAACAkiC0AAAAAAAASkKr9V0AAMAHYdKkSamqqqr5vqysLB07dkx5eXl69OiRsrKyNY5RVVWVSZMmJUl22WWXZteyatWqTJ48ea3HWVf1rMua1raGGTNmZNGiRamqqsrAgQNTXl7e5HGWLl2a//znP1m2bFl69eqVbt26rdM61+V9/6C98847ef7559OyZcvsvPPOTTr3o3SdAADAhqusKIpifRfxUVBZWZny8vJUVFSkS5cu67scAGAN2rVrl+XLl9fb1rlz5wwdOjRHHnlkTjrppHTv3r3efosXL07nzp2TJCtWrEirVs37e4958+alZ8+eSZK1+Z9e66qedVlTc1144YX5xS9+kYqKippjN910U4488shGnb98+fL84Q9/yNVXX50nn3wyq1atqmkbNGhQRo8enfPOO69ZIcj7rcv7/kGbNm1aBg4cmI4dO2bx4sVNOvejdJ0AAMBHS1Oer/t/IgDABm3AgAE1D66XL1+eBQsW5D//+U8efPDBPPjgg/nhD3+Y3/zmNznppJPWc6Ubj5tvvjk/+MEPkiSbbrppzcqXxgYML7zwQj71qU/llVdeSZK0aNEiW2yxRTp16pR58+blpZdeyg9+8INccsklue6667L33nt/YNcCAADAuiW0AAA2aBdffHGdv95/8803889//jNjxozJa6+9lpNPPjkrVqzIqaeeWqtfy5YtM2TIkCRp1OukPmilVk9z3XbbbUmSr371q/nFL37RpHOnT5+effbZJ2+99VZ69uyZH/3oRzn++OOzySab1PSZOnVqrr766lx88cW56qqrhBaNtKF8vgAAgI82oQUAsNHp1atXTjvttBx33HE57LDD8tBDD+Wcc87JJz7xiWy66aY1/dq2bZsrrrgiybsPdOtTUVGR119/PR06dMhmm21W55U6s2bNqlkRkCQTJ06s1b711lunU6dO9e5FsGLFirz++utZuHBhttlmm7Rr126N9STv7hUxe/bsLF26NFtssUXat2/frJqaYtGiRXn99dfTpk2b9OvXr95XC02dOjUVFRV5/vnnkyTdu3evmbtTp07Zeuut1zjPSSedlLfeeiubbrppHn744QwYMKBOn4EDB+Z73/teTjvttNx7771rVfPqLF68OK+88ko6dOiQQYMG1dvnpZdeypIlS+rc0/p+3suXL8+sWbPSqlWr9OvXLy1atKg11qpVq/L6669n6dKlGThwYFq3bt2oOqvHrV6R0tBnpzGf9ySZO3du5s2bl27duqV3796NqgEAAKDRChqloqKiSFJUVFSs71IAgEZo27ZtkaS46aabVttv1qxZRZs2bYokxTe/+c1abYsWLSqSFEmKFStW1GobN25cseuuu9a0JylatmxZ7LnnnsVf/vKXmn5nnnlmrT7v/7rvvvuKoiiKqVOnFkmKjh07FpWVlcW5555blJeX1/R75JFHVltPURTFa6+9Vpx88sm1zktSDBkypPjjH//Y5Joa48EHHyz23XffokWLFjXnd+nSpTjzzDOLuXPn1up7xBFHNDjnXnvttca5xo8fX9P/5ptvbnSNa1NzUTT8ObjrrruKJMXw4cMbnGv48OFFkuKuu+6qdfy9P+9FixYVX/ziF4tOnTrVzLPZZpsVV199dVEURbFq1aripz/9adGrV6+a9vLy8uJXv/pVnfneO25FRUVx5plnFh07dqw5r1evXsUvfvGLoqqqqtHXWRRFceONNxbHHHNMrRqTFAMHDix++9vfrv6GAwAAG72mPF+30gIA2KhtttlmOeqoo3LdddflX//6V372s5+t8Zw777wzhx12WKqqqtK6deuaFRYzZszII488kieffLJmj4x+/fplp512yrPPPpskNa/fqfb+FQ1VVVU5/PDD8+CDD6ZLly7Zaaed0rJly3To0GG1NT3yyCP55Cc/mYULFyZ5dzVJt27dMnPmzDzzzDM544wzcvrppzerpoZce+21GT16dFatWpWWLVtm0KBBWbx4cV5//fX84Q9/yD333JPx48enT58+Sd5dATFkyJC89tprWbRoUbbYYoua1zpts802a5zvxhtvTJL0798/o0aNalSNa1vzB6365/3AAw+kQ4cO2XrrrTN9+vTMnj07o0ePTteuXXPttdfmyiuvTJs2bbL11ltn1qxZqaioyJe//OV07dq13v1YqscdP358unTpku233z4zZ87Mm2++ma997WuZNWtWfvnLXza6ztNPPz1vvfVWWrRokc022yzt27fPzJkzM3Xq1HzpS1/Kq6++2qTxAAAAGvQhhCgbBCstAOCjpbErLYqiKH7zm98USYoWLVrU+gvzhv7y/MADDyySFJ/97GeL+fPn1xxftWpV8fjjjxdnnnlmrfHnzp1bM05Dqv9CPknRunXr4pJLLilWrlxZq09D9SxYsKDo3bt3kaQYPHhw8fjjj9c6b+LEicXpp5/e5JpWZ+bMmTV/wf+JT3yimDNnTk3bvffeW/Ts2bNIUhxxxBF1zj3kkEOKJMWVV17ZpDlHjBhRJCk+97nPfag1f5ArLfL/r4r485//XKxataooiqJ46623in333bdmBUiLFi2Kn/70p8U777xTFEVRLFmypDj22GOLJMU222zT4LhlZWXFz372s5rzli1bVnzve9+rab///vsbdZ1FURRnn3128a9//av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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_leverage_resid2(crime_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Influence Plot" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:30.197852Z", "iopub.status.busy": "2026-07-28T19:04:30.196979Z", "iopub.status.idle": "2026-07-28T19:04:30.735886Z", "shell.execute_reply": "2026-07-28T19:04:30.735252Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.influence_plot(crime_model)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using robust regression to correct for outliers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Part of the problem here in recreating the Stata results is that M-estimators are not robust to leverage points. MM-estimators should do better with this examples." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:30.740859Z", "iopub.status.busy": "2026-07-28T19:04:30.740626Z", "iopub.status.idle": "2026-07-28T19:04:30.747372Z", "shell.execute_reply": "2026-07-28T19:04:30.746113Z" } }, "outputs": [], "source": [ "from statsmodels.formula.api import rlm" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:30.749024Z", "iopub.status.busy": "2026-07-28T19:04:30.748827Z", "iopub.status.idle": "2026-07-28T19:04:30.809479Z", "shell.execute_reply": "2026-07-28T19:04:30.808254Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Robust linear Model Regression Results \n", "==============================================================================\n", "Dep. Variable: murder No. Observations: 51\n", "Model: RLM Df Residuals: 46\n", "Method: IRLS Df Model: 4\n", "Norm: TukeyBiweight \n", "Scale Est.: mad \n", "Cov Type: H1 \n", "Date: Tue, 28 Jul 2026 \n", "Time: 19:04:30 \n", "No. Iterations: 50 \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -4.2986 9.494 -0.453 0.651 -22.907 14.310\n", "urban 0.0029 0.012 0.241 0.809 -0.021 0.027\n", "poverty 0.2753 0.110 2.499 0.012 0.059 0.491\n", "hs_grad -0.0302 0.092 -0.328 0.743 -0.211 0.150\n", "single 0.2902 0.055 5.253 0.000 0.182 0.398\n", "==============================================================================\n", "\n", "If the model instance has been used for another fit with different fit parameters, then the fit options might not be the correct ones anymore .\n" ] } ], "source": [ "rob_crime_model = rlm(\n", " \"murder ~ urban + poverty + hs_grad + single\",\n", " data=dta,\n", " M=sm.robust.norms.TukeyBiweight(3),\n", ").fit(conv=\"weights\")\n", "print(rob_crime_model.summary())" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:30.811456Z", "iopub.status.busy": "2026-07-28T19:04:30.811259Z", "iopub.status.idle": "2026-07-28T19:04:30.817156Z", "shell.execute_reply": "2026-07-28T19:04:30.816506Z" } }, "outputs": [], "source": [ "# rob_crime_model = rlm(\"murder ~ pctmetro + poverty + pcths + single\", data=dta, M=sm.robust.norms.TukeyBiweight()).fit(conv=\"weights\")\n", "# print(rob_crime_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is not yet an influence diagnostics method as part of RLM, but we can recreate them. (This depends on the status of [issue #888](https://github.com/statsmodels/statsmodels/issues/808))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:30.819398Z", "iopub.status.busy": "2026-07-28T19:04:30.819188Z", "iopub.status.idle": "2026-07-28T19:04:30.832864Z", "shell.execute_reply": "2026-07-28T19:04:30.829190Z" } }, "outputs": [], "source": [ "weights = rob_crime_model.weights\n", "idx = weights > 0\n", "X = rob_crime_model.model.exog[idx.values]\n", "ww = weights[idx] / weights[idx].mean()\n", "hat_matrix_diag = ww * (X * np.linalg.pinv(X).T).sum(1)\n", "resid = rob_crime_model.resid\n", "resid2 = resid**2\n", "resid2 /= resid2.sum()\n", "nobs = int(idx.sum())\n", "hm = hat_matrix_diag.mean()\n", "rm = resid2.mean()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:04:30.834695Z", "iopub.status.busy": "2026-07-28T19:04:30.834510Z", "iopub.status.idle": "2026-07-28T19:04:31.775603Z", "shell.execute_reply": "2026-07-28T19:04:31.774946Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics import utils\n", "\n", "fig, ax = plt.subplots(figsize=(16, 8))\n", "ax.plot(resid2[idx], hat_matrix_diag, \"o\")\n", "ax = utils.annotate_axes(\n", " range(nobs),\n", " labels=rob_crime_model.model.data.row_labels[idx],\n", " points=lzip(resid2[idx], hat_matrix_diag),\n", " offset_points=[(-5, 5)] * nobs,\n", " size=\"large\",\n", " ax=ax,\n", ")\n", "ax.set_xlabel(\"resid2\")\n", "ax.set_ylabel(\"leverage\")\n", "ylim = ax.get_ylim()\n", "ax.vlines(rm, *ylim)\n", "xlim = ax.get_xlim()\n", "ax.hlines(hm, *xlim)\n", "ax.margins(0, 0)" ] } ], "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }