{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quantile regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "This example page shows how to use ``statsmodels``' ``QuantReg`` class to replicate parts of the analysis published in \n", "\n", "* Koenker, Roger and Kevin F. Hallock. \"Quantile Regression\". Journal of Economic Perspectives, Volume 15, Number 4, Fall 2001, Pages 143–156\n", "\n", "We are interested in the relationship between income and expenditures on food for a sample of working class Belgian households in 1857 (the Engel data). \n", "\n", "## Setup\n", "\n", "We first need to load some modules and to retrieve the data. Conveniently, the Engel dataset is shipped with ``statsmodels``." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:08:49.717241Z", "iopub.status.busy": "2026-07-28T19:08:49.717014Z", "iopub.status.idle": "2026-07-28T19:08:50.678106Z", "shell.execute_reply": "2026-07-28T19:08:50.677557Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:08:50.681414Z", "iopub.status.busy": "2026-07-28T19:08:50.680549Z", "iopub.status.idle": "2026-07-28T19:08:53.416769Z", "shell.execute_reply": "2026-07-28T19:08:53.413062Z" } }, "outputs": [ { "data": { "text/html": [ "
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incomefoodexp
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" ], "text/plain": [ " income foodexp\n", "0 420.157651 255.839425\n", "1 541.411707 310.958667\n", "2 901.157457 485.680014\n", "3 639.080229 402.997356\n", "4 750.875606 495.560775" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "\n", "data = sm.datasets.engel.load_pandas().data\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Least Absolute Deviation\n", "\n", "The LAD model is a special case of quantile regression where q=0.5" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:08:53.424684Z", "iopub.status.busy": "2026-07-28T19:08:53.424427Z", "iopub.status.idle": "2026-07-28T19:08:53.493155Z", "shell.execute_reply": "2026-07-28T19:08:53.490634Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " QuantReg Regression Results \n", "==============================================================================\n", "Dep. Variable: foodexp Pseudo R-squared: 0.6206\n", "Model: QuantReg Bandwidth: 64.51\n", "Method: Least Squares Sparsity: 209.3\n", "Date: Tue, 28 Jul 2026 No. Observations: 235\n", "Time: 19:08:53 Df Residuals: 233\n", " Df Model: 1\n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 81.4823 14.634 5.568 0.000 52.649 110.315\n", "income 0.5602 0.013 42.516 0.000 0.534 0.586\n", "==============================================================================\n", "\n", "The condition number is large, 2.38e+03. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "mod = smf.quantreg(\"foodexp ~ income\", data)\n", "res = mod.fit(q=0.5)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the results\n", "\n", "We estimate the quantile regression model for many quantiles between .05 and .95, and compare best fit line from each of these models to Ordinary Least Squares results. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prepare data for plotting\n", "\n", "For convenience, we place the quantile regression results in a Pandas DataFrame, and the OLS results in a dictionary." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:08:53.501910Z", "iopub.status.busy": "2026-07-28T19:08:53.498586Z", "iopub.status.idle": "2026-07-28T19:08:53.849721Z", "shell.execute_reply": "2026-07-28T19:08:53.848766Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " q a b lb ub\n", "0 0.05 124.880100 0.343361 0.268632 0.418090\n", "1 0.15 111.693659 0.423708 0.382780 0.464636\n", "2 0.25 95.483539 0.474103 0.439900 0.508306\n", "3 0.35 105.841294 0.488901 0.457759 0.520043\n", "4 0.45 81.083647 0.552428 0.525021 0.579835\n", "5 0.55 89.661370 0.565601 0.540955 0.590247\n", "6 0.65 74.033435 0.604576 0.582169 0.626982\n", "7 0.75 62.396584 0.644014 0.622411 0.665617\n", "8 0.85 52.272216 0.677603 0.657383 0.697823\n", "9 0.95 64.103964 0.709069 0.687831 0.730306\n", "{'a': np.float64(147.47538852370573), 'b': np.float64(0.48517842367692354), 'lb': 0.4568738130184079, 'ub': 0.5134830343354392}\n" ] } ], "source": [ "quantiles = np.arange(0.05, 0.96, 0.1)\n", "\n", "\n", "def fit_model(q):\n", " res = mod.fit(q=q)\n", " return [q, res.params[\"Intercept\"], res.params[\"income\"]] + res.conf_int().loc[\n", " \"income\"\n", " ].tolist()\n", "\n", "\n", "models = [fit_model(x) for x in quantiles]\n", "models = pd.DataFrame(models, columns=[\"q\", \"a\", \"b\", \"lb\", \"ub\"])\n", "\n", "ols = smf.ols(\"foodexp ~ income\", data).fit()\n", "ols_ci = ols.conf_int().loc[\"income\"].tolist()\n", "ols = dict(\n", " a=ols.params[\"Intercept\"], b=ols.params[\"income\"], lb=ols_ci[0], ub=ols_ci[1]\n", ")\n", "\n", "print(models)\n", "print(ols)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First plot\n", "\n", "This plot compares best fit lines for 10 quantile regression models to the least squares fit. As Koenker and Hallock (2001) point out, we see that:\n", "\n", "1. Food expenditure increases with income\n", "2. The *dispersion* of food expenditure increases with income\n", "3. The least squares estimates fit low income observations quite poorly (i.e. the OLS line passes over most low income households)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:08:53.851799Z", "iopub.status.busy": "2026-07-28T19:08:53.851504Z", "iopub.status.idle": "2026-07-28T19:08:54.371456Z", "shell.execute_reply": "2026-07-28T19:08:54.370743Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Food expenditure')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(data.income.min(), data.income.max(), 50)\n", "\n", "\n", "def get_y(a, b):\n", " return a + b * x\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "for i in range(models.shape[0]):\n", " y = get_y(models.a[i], models.b[i])\n", " ax.plot(x, y, linestyle=\"dotted\", color=\"grey\")\n", "\n", "y = get_y(ols[\"a\"], ols[\"b\"])\n", "\n", "ax.plot(x, y, color=\"red\", label=\"OLS\")\n", "ax.scatter(data.income, data.foodexp, alpha=0.2)\n", "ax.set_xlim((240, 3000))\n", "ax.set_ylim((240, 2000))\n", "legend = ax.legend()\n", "ax.set_xlabel(\"Income\", fontsize=16)\n", "ax.set_ylabel(\"Food expenditure\", fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second plot\n", "\n", "The dotted black lines form 95% point-wise confidence band around 10 quantile regression estimates (solid black line). The red lines represent OLS regression results along with their 95% confidence interval.\n", "\n", "In most cases, the quantile regression point estimates lie outside the OLS confidence interval, which suggests that the effect of income on food expenditure may not be constant across the distribution." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-28T19:08:54.373563Z", "iopub.status.busy": "2026-07-28T19:08:54.373337Z", "iopub.status.idle": "2026-07-28T19:08:54.824758Z", "shell.execute_reply": "2026-07-28T19:08:54.821544Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = models.shape[0]\n", "p1 = plt.plot(models.q, models.b, color=\"black\", label=\"Quantile Reg.\")\n", "p2 = plt.plot(models.q, models.ub, linestyle=\"dotted\", color=\"black\")\n", "p3 = plt.plot(models.q, models.lb, linestyle=\"dotted\", color=\"black\")\n", "p4 = plt.plot(models.q, [ols[\"b\"]] * n, color=\"red\", label=\"OLS\")\n", "p5 = plt.plot(models.q, [ols[\"lb\"]] * n, linestyle=\"dotted\", color=\"red\")\n", "p6 = plt.plot(models.q, [ols[\"ub\"]] * n, linestyle=\"dotted\", color=\"red\")\n", "plt.ylabel(r\"$\\beta_{income}$\")\n", "plt.xlabel(\"Quantiles of the conditional food expenditure distribution\")\n", "plt.legend()\n", "plt.show()" ] } ], "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }