{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regression Plots" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:12.856457Z", "iopub.status.busy": "2021-02-02T06:53:12.848748Z", "iopub.status.idle": "2021-02-02T06:53:13.360238Z", "shell.execute_reply": "2021-02-02T06:53:13.361580Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:13.367522Z", "iopub.status.busy": "2021-02-02T06:53:13.365683Z", "iopub.status.idle": "2021-02-02T06:53:14.494951Z", "shell.execute_reply": "2021-02-02T06:53:14.496959Z" } }, "outputs": [], "source": [ "from statsmodels.compat import lzip\n", "import numpy as np\n", "import matplotlib.pyplot as plt\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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:14.505737Z", "iopub.status.busy": "2021-02-02T06:53:14.503384Z", "iopub.status.idle": "2021-02-02T06:53:14.544853Z", "shell.execute_reply": "2021-02-02T06:53:14.546346Z" } }, "outputs": [], "source": [ "prestige = sm.datasets.get_rdataset(\"Duncan\", \"carData\", cache=True).data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:14.552753Z", "iopub.status.busy": "2021-02-02T06:53:14.550823Z", "iopub.status.idle": "2021-02-02T06:53:14.576842Z", "shell.execute_reply": "2021-02-02T06:53:14.578313Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " type income education prestige\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": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prestige.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:14.584337Z", "iopub.status.busy": "2021-02-02T06:53:14.582427Z", "iopub.status.idle": "2021-02-02T06:53:14.619698Z", "shell.execute_reply": "2021-02-02T06:53:14.618264Z" } }, "outputs": [], "source": [ "prestige_model = ols(\"prestige ~ income + education\", data=prestige).fit()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:14.625300Z", "iopub.status.busy": "2021-02-02T06:53:14.623572Z", "iopub.status.idle": "2021-02-02T06:53:14.645738Z", "shell.execute_reply": "2021-02-02T06:53:14.646985Z" } }, "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, 02 Feb 2021 Prob (F-statistic): 8.65e-17\n", "Time: 06:53:14 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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:14.652670Z", "iopub.status.busy": "2021-02-02T06:53:14.650989Z", "iopub.status.idle": "2021-02-02T06:53:15.169287Z", "shell.execute_reply": "2021-02-02T06:53:15.170781Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:15.177898Z", "iopub.status.busy": "2021-02-02T06:53:15.175913Z", "iopub.status.idle": "2021-02-02T06:53:16.241351Z", "shell.execute_reply": "2021-02-02T06:53:16.239977Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\"prestige\", \"income\", [\"income\", \"education\"], data=prestige)\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:16.273982Z", "iopub.status.busy": "2021-02-02T06:53:16.271356Z", "iopub.status.idle": "2021-02-02T06:53:17.307056Z", "shell.execute_reply": "2021-02-02T06:53:17.308365Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:17.328750Z", "iopub.status.busy": "2021-02-02T06:53:17.327178Z", "iopub.status.idle": "2021-02-02T06:53:17.348743Z", "shell.execute_reply": "2021-02-02T06:53:17.349998Z" } }, "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, 02 Feb 2021 Prob (F-statistic): 2.02e-18\n", "Time: 06:53:17 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(\"prestige ~ income + education\", data=prestige, subset=subset).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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:17.375526Z", "iopub.status.busy": "2021-02-02T06:53:17.356069Z", "iopub.status.idle": "2021-02-02T06:53:18.160906Z", "shell.execute_reply": "2021-02-02T06:53:18.161990Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:18.179500Z", "iopub.status.busy": "2021-02-02T06:53:18.176184Z", "iopub.status.idle": "2021-02-02T06:53:18.482697Z", "shell.execute_reply": "2021-02-02T06:53:18.483822Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:18.504634Z", "iopub.status.busy": "2021-02-02T06:53:18.498280Z", "iopub.status.idle": "2021-02-02T06:53:19.023525Z", "shell.execute_reply": "2021-02-02T06:53:19.028657Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:19.032474Z", "iopub.status.busy": "2021-02-02T06:53:19.031757Z", "iopub.status.idle": "2021-02-02T06:53:20.022863Z", "shell.execute_reply": "2021-02-02T06:53:20.022443Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:20.044645Z", "iopub.status.busy": "2021-02-02T06:53:20.038527Z", "iopub.status.idle": "2021-02-02T06:53:20.405715Z", "shell.execute_reply": "2021-02-02T06:53:20.407577Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:20.415796Z", "iopub.status.busy": "2021-02-02T06:53:20.412895Z", "iopub.status.idle": "2021-02-02T06:53:20.420751Z", "shell.execute_reply": "2021-02-02T06:53:20.421688Z" } }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:20.434383Z", "iopub.status.busy": "2021-02-02T06:53:20.433182Z", "iopub.status.idle": "2021-02-02T06:53:20.442912Z", "shell.execute_reply": "2021-02-02T06:53:20.444416Z" } }, "outputs": [], "source": [ "dta = sm.datasets.statecrime.load_pandas().data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:20.451003Z", "iopub.status.busy": "2021-02-02T06:53:20.448932Z", "iopub.status.idle": "2021-02-02T06:53:20.494946Z", "shell.execute_reply": "2021-02-02T06:53:20.496230Z" } }, "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, 02 Feb 2021 Prob (F-statistic): 3.42e-16\n", "Time: 06:53:20 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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:20.502367Z", "iopub.status.busy": "2021-02-02T06:53:20.500501Z", "iopub.status.idle": "2021-02-02T06:53:21.861365Z", "shell.execute_reply": "2021-02-02T06:53:21.862719Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:21.868860Z", "iopub.status.busy": "2021-02-02T06:53:21.867006Z", "iopub.status.idle": "2021-02-02T06:53:22.904674Z", "shell.execute_reply": "2021-02-02T06:53:22.905530Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = sm.graphics.plot_partregress(\"murder\", \"hs_grad\", [\"urban\", \"poverty\", \"single\"], data=dta)\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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:22.910823Z", "iopub.status.busy": "2021-02-02T06:53:22.909947Z", "iopub.status.idle": "2021-02-02T06:53:23.278772Z", "shell.execute_reply": "2021-02-02T06:53:23.279741Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:23.284277Z", "iopub.status.busy": "2021-02-02T06:53:23.282956Z", "iopub.status.idle": "2021-02-02T06:53:23.713073Z", "shell.execute_reply": "2021-02-02T06:53:23.714378Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:23.720344Z", "iopub.status.busy": "2021-02-02T06:53:23.718547Z", "iopub.status.idle": "2021-02-02T06:53:23.727134Z", "shell.execute_reply": "2021-02-02T06:53:23.728523Z" } }, "outputs": [], "source": [ "from statsmodels.formula.api import rlm" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:23.734563Z", "iopub.status.busy": "2021-02-02T06:53:23.732827Z", "iopub.status.idle": "2021-02-02T06:53:23.793729Z", "shell.execute_reply": "2021-02-02T06:53:23.794937Z" } }, "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, 02 Feb 2021 \n", "Time: 06:53:23 \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(\"murder ~ urban + poverty + hs_grad + single\", data=dta, \n", " M=sm.robust.norms.TukeyBiweight(3)).fit(conv=\"weights\")\n", "print(rob_crime_model.summary())" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:23.800290Z", "iopub.status.busy": "2021-02-02T06:53:23.798644Z", "iopub.status.idle": "2021-02-02T06:53:23.804446Z", "shell.execute_reply": "2021-02-02T06:53:23.805557Z" } }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:23.810733Z", "iopub.status.busy": "2021-02-02T06:53:23.809762Z", "iopub.status.idle": "2021-02-02T06:53:23.824280Z", "shell.execute_reply": "2021-02-02T06:53:23.825414Z" } }, "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": { "collapsed": true, "execution": { "iopub.execute_input": "2021-02-02T06:53:23.830484Z", "iopub.status.busy": "2021-02-02T06:53:23.828855Z", "iopub.status.idle": "2021-02-02T06:53:24.572936Z", "shell.execute_reply": "2021-02-02T06:53:24.574384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from statsmodels.graphics import utils\n", "fig, ax = plt.subplots(figsize=(16,8))\n", "ax.plot(resid2[idx], hat_matrix_diag, 'o')\n", "ax = utils.annotate_axes(range(nobs), labels=rob_crime_model.model.data.row_labels[idx], \n", " points=lzip(resid2[idx], hat_matrix_diag), offset_points=[(-5,5)]*nobs,\n", " size=\"large\", ax=ax)\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", "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 1 }