{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Python: Log-Odds Effects for Logistic PLR models\n", "\n", "In this simple example, we illustrate how the [DoubleML](https://docs.doubleml.org/stable/index.html) package can be used to estimate the changes in log-odds due to treatment in a logistic partial linear regression [DoubleMLLPLR](https://docs.doubleml.org/stable/guide/models.html#partially-linear-models-plm) model." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2025-11-18T02:46:00.888330Z", "start_time": "2025-11-18T02:46:00.883539Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import scipy\n", "import matplotlib.pyplot as plt\n", "import doubleml as dml\n", "\n", "from doubleml.plm.datasets import make_lplr_LZZ2020" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data\n", "\n", "We define a data generating process to create synthetic data to compare the estimates to the true effect. The data generating process is adapted and extended from [Liu et al. (2020)](https://doi.org/10.1093/ectj/utab019).\n", "\n", "The documentation of the data generating process can be found [API Reference](https://docs.doubleml.org/stable/api/datasets.html).\n", "\n", "The data generation process supports both binary and continuous treatments. In this example we consider a continuous treatment effect. Both the treatment assignment (if binary) and the outcome variable balancing can be can be adjusted." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2025-11-18T02:34:09.414789Z", "start_time": "2025-11-18T02:34:09.407074Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================== DoubleMLData Object ==================\n", "\n", "------------------ Data summary ------------------\n", "Outcome variable: y\n", "Treatment variable(s): ['d']\n", "Covariates: ['X1', 'X2', 'X3', 'X4', 'X5', 'X6', 'X7', 'X8', 'X9', 'X10', 'X11', 'X12', 'X13', 'X14', 'X15', 'X16', 'X17', 'X18', 'X19', 'X20']\n", "Instrument variable(s): None\n", "No. Observations: 1000\n", "\n", "------------------ DataFrame info ------------------\n", "\n", "RangeIndex: 1000 entries, 0 to 999\n", "Columns: 23 entries, X1 to p\n", "dtypes: float64(23)\n", "memory usage: 179.8 KB\n", "\n" ] } ], "source": [ "np.random.seed(42)\n", "data = make_lplr_LZZ2020(n_obs=1000, dim_x=20, alpha=0.5, treatment=\"continuous\")\n", "print(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model\n", "\n", "The logistic partial linear regression (LPLR) model is specified as follows:\n", "\n", "$$\\mathbb{E} [Y | D, X] = \\mathbb{P} (Y=1 | D, X) = \\text{expit} \\{\\beta_0 D + r_0 (X) \\}$$\n", "\n", "where $Y$ is the binary outcome variable and $D$ is the policy variable of interest.\n", "The vector $X = (X_1, \\ldots, X_p)$ consists of other confounding covariates and $\\text{expit}$ is the logistic link function\n", "\n", "$$\\text{expit} ( X ) = \\frac{1}{1 + e^{-x}}$$\n", "\n", "The log-odds of the treated versus the untreated is modelled as a partial linear model. The estimated coefficient $\\beta_0$ can be interpreted as the change in log-odds due to a one unit increase in the treatment variable $D$, holding all other covariates constant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, define the learners for the nuisance functions and fit the [LPLR Model](https://docs.doubleml.org/stable/guide/models.html#partially-linear-models-plm).\n", "The correct type of learner (regressor or classifier) must be used for each nuisance function.\n", "\n", "- ``ml_M`` is a model of the outcome. Here, since the outcome is binary, we use a classifier.\n", "- ``ml_t`` is a model of the log-odds. This must always be a regressor.\n", "- ``ml_m`` is a model of the treatment. Here, since the treatment is continuous, we use a regressor. In the case of a binary treatment, a classifier must be used." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2025-11-18T02:34:22.512141Z", "start_time": "2025-11-18T02:34:09.435884Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training LPLR Model\n", " coef std err t P>|t| 2.5 % 97.5 %\n", "d 0.347501 0.090728 3.830142 0.000128 0.169677 0.525324\n" ] } ], "source": [ "# First stage estimation\n", "from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor\n", "randomForest_reg = RandomForestRegressor(min_samples_leaf=5)\n", "randomForest_class = RandomForestClassifier(min_samples_leaf=5)\n", "\n", "np.random.seed(4242)\n", "\n", "dml_lplr = dml.DoubleMLLPLR(data,\n", " ml_M=randomForest_class,\n", " ml_t=randomForest_reg,\n", " ml_m=randomForest_reg,\n", " n_folds=5)\n", "print(\"Training LPLR Model\")\n", "dml_lplr.fit()\n", "\n", "print(dml_lplr.summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizations\n", "We can plot the estimated probabilites from the nuisance function and compare with the observed outcome. We observe that there is good overlap of observed outcomes and accross the range of treatment variable D. Further, the probability estimate from the confounders is independent of the treatment variable D, as expected." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "probability = dml_lplr.psi_elements[\"r_hat\"].squeeze()\n", "probability = scipy.special.expit(probability)\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(dml_lplr.psi_elements[\"d\"].squeeze(), \n", " dml_lplr.psi_elements[\"y\"].squeeze(), \n", " alpha=0.6, s=30, label=\"Observed Outcome\")\n", "plt.scatter(dml_lplr.psi_elements[\"d\"].squeeze(), \n", " probability, \n", " alpha=0.6, s=30, label=\"Probability Estimate from confounders\")\n", "\n", "plt.legend(loc=\"upper center\", bbox_to_anchor=(0.5, -0.15), ncol=2, frameon=True, shadow=True)\n", "plt.xlabel(\"Treatment variable D\", fontsize=12)\n", "plt.ylabel(\"Outcome / Probability\", fontsize=12)\n", "plt.title(\"Estimated Outcome Probabilities from Confounding\", fontsize=14, pad=15)\n", "plt.grid(True, alpha=0.3, linestyle='--')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we look at the estimated probability only based on the treatment assignment, as well as the overall probability estimate of the LPLR model." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "nbsphinx-thumbnail", "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(-4, 4.1, 0.1)\n", "probability_from_treatment = x* dml_lplr.coef.squeeze()\n", "probability_from_treatment = scipy.special.expit(probability_from_treatment)\n", "\n", "joint_probability = dml_lplr.psi_elements[\"r_hat\"].squeeze() + dml_lplr.psi_elements[\"d\"].squeeze() * dml_lplr.coef.squeeze()\n", "joint_probability = scipy.special.expit(joint_probability)\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(dml_lplr.psi_elements[\"d\"].squeeze(), \n", " dml_lplr.psi_elements[\"y\"].squeeze(), \n", " alpha=0.6, s=30, label=\"Observed Outcome\")\n", "plt.scatter(x, probability_from_treatment, \n", " alpha=0.6, s=30, label=\"Probability Estimate from Treatment Effect only\")\n", "plt.scatter(dml_lplr.psi_elements[\"d\"].squeeze(), \n", " joint_probability, \n", " alpha=0.6, s=30, label=\"Model Probability Estimate\")\n", "\n", "plt.legend(loc=\"upper center\", bbox_to_anchor=(0.5, -0.15), ncol=3, frameon=True, shadow=True)\n", "plt.xlabel(\"Treatment variable D\", fontsize=12)\n", "plt.ylabel(\"Outcome / Probability\", fontsize=12)\n", "plt.title(\"Estimated Outcome Probabilities from Treatment and Confounding\", fontsize=14, pad=15)\n", "plt.grid(True, alpha=0.3, linestyle='--')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2025-11-18T02:34:22.634993Z", "start_time": "2025-11-18T02:34:22.633913Z" } }, "source": [ "Note: The line and scatter are not perfectly aligned as the expit function is not additive. However, we can see that the treatment effect shifts the overall probability estimate up or down depending on the value of D." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 0 }