{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example usage\n", "\n", "Here we demonstrate how to use `scmrelax` package to construct the counterfactual of the treated unit using relaxed balancing estimators.\n", "\n", "we examine the impact of the 2016 Brexit referendum on the United Kingdom’s GDP. On June 23, 2016, a referendum on the UK’s membership in the European\n", "Union resulted in 51.89% of voters favoring departure, triggering a withdrawal process that concluded on January 31, 2020. The referendum’s outcome was largely unexpected by markets. It prompts us to designate the third quarter of 2016 as the starting point for analyzing its effects. \n", "\n", "We estimate the combination weights using YOY growth rate of quarterly GDP by 1. synthetic control (SCM), 2. EL-SCM-relaxation, 3. Entropy-SCM-relaxation, 4. L2-SCM-relaxtion. Then we use the esimated weights to construct the counterfactual GDP growth rate.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup and imports" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.1.0\n" ] } ], "source": [ "import scmrelax\n", "\n", "print(scmrelax.__version__)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", "import pandas as pd\n", "\n", "# Set plotting style\n", "plt.style.use('seaborn-v0_8-paper')\n", "sns.set_style(\"whitegrid\")\n", "sns.set_context(\"notebook\", font_scale=1.2)\n", "\n", "# Suppress warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data preprocessing\n", "The processed_GDP.csv can be found in the folder." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Pre-treatment periods, Donor pool size): (51, 57)\n" ] } ], "source": [ "# Read the preprocessed data\n", "GDP = pd.read_csv('balanced_GDP_data.csv', index_col=0, parse_dates=True)\n", "\n", "# Calculate GDP growth rate\n", "GDP_growth = 100*GDP.pct_change(4).dropna()\n", "\n", "# Define the function to prepare the data\n", "def prepare_data(GDP_growth, target_country, pre_treat_date):\n", " \"\"\"Prepare data for synthetic control analysis.\"\"\"\n", " y = GDP_growth[target_country]\n", " X = GDP_growth.drop(target_country, axis=1)\n", " \n", " y_pre = y.loc[:pre_treat_date]\n", " X_pre = X.loc[:pre_treat_date]\n", " country_list = X_pre.columns\n", " \n", " return (y.to_numpy(), X.to_numpy(), \n", " y_pre.to_numpy(), X_pre.to_numpy(), \n", " country_list)\n", "\n", "# Prepare data for analysis\n", "target_country = 'United Kingdom'\n", "pre_treat_q = '2016-06-30'\n", "treat_q = '2016-09-30'\n", "\n", "y, X, y_pre, X_pre, country_list = prepare_data(\n", " GDP_growth, target_country, pre_treat_q\n", ")\n", "\n", "# print the sample size and the size of the donor pool\n", "print(\"(Pre-treatment periods, Donor pool size): \", X_pre.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate the weights and construct the counterfactual growth rates\n", "\n", "**Note**: The following code requires a valid MOSEK license. Without a license, the code will raise an error." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "results = scmrelax.fit(X_pre, y_pre, X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate the in-sample empirical risks" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "In-sample Empirical Risks:\n", "SCM: 0.6822\n", "EL-SCM-Relaxation: 1.4765\n", "Entropy-SCM-Relaxation: 1.2837\n", "L2-SCM-Relaxation: 1.1798\n" ] } ], "source": [ "# Calculate in-sample error rates\n", "treatment_time = y_pre.shape[0]\n", "ER_scm = np.mean((results['scm']['predictions'][:treatment_time] - y_pre)**2)\n", "ER_EL = np.mean((results['EL']['predictions'][:treatment_time] - y_pre)**2)\n", "ER_entropy = np.mean((results['entropy']['predictions'][:treatment_time] - y_pre)**2)\n", "ER_l2 = np.mean((results['l2']['predictions'][:treatment_time] - y_pre)**2)\n", "\n", "print(\"In-sample Empirical Risks:\")\n", "print(f\"SCM: {ER_scm:.4f}\")\n", "print(f\"EL-SCM-Relaxation: {ER_EL:.4f}\")\n", "print(f\"Entropy-SCM-Relaxation: {ER_entropy:.4f}\")\n", "print(f\"L2-SCM-Relaxation: {ER_l2:.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the gap between realized growth rate and fitted growth rate" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# define some colors\n", "color_SCM = '#59B78F'\n", "color_L2 = '#6A8EC9'\n", "color_EL = '#7A378A'\n", "color_entropy = '#E84446'\n", "color_real = '#1f77b4'\n", "color_treatment = '#1f77b4'\n", "\n", "# Convert to time series\n", "y = pd.Series(y, index=GDP_growth.index)\n", "y_fit_scm = pd.Series(results['scm']['predictions'], index=GDP_growth.index)\n", "y_fit_EL = pd.Series(results['EL']['predictions'], index=GDP_growth.index)\n", "y_fit_entropy = pd.Series(results['entropy']['predictions'], index=GDP_growth.index)\n", "y_fit_l2 = pd.Series(results['l2']['predictions'], index=GDP_growth.index)\n", "\n", "# Create figure with style guide settings\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Plot all differences with enhanced distinction\n", "# SCM: solid line with markers\n", "plt.plot(y-y_fit_scm, color=color_SCM, label=f'SCM (ER: {round(ER_scm, 4)})', \n", " linewidth=2, linestyle='-', marker='o', markersize=4, markevery=2)\n", "\n", "# L2: dash-dot line with squares\n", "plt.plot(y-y_fit_l2, color=color_L2, label=f'$L_2$ (ER: {round(ER_l2, 4)})', \n", " linewidth=2, linestyle='-.', marker='s', markersize=4, markevery=2)\n", "\n", "# EL: dashed line with triangles\n", "plt.plot(y-y_fit_EL, color=color_EL, label=f'EL (ER: {round(ER_EL, 4)})', \n", " linewidth=2, linestyle='--', marker='^', markersize=4, markevery=2)\n", "\n", "# Entropy: dotted line with diamonds\n", "plt.plot(y-y_fit_entropy, color=color_entropy, label=f'Entropy (ER: {round(ER_entropy, 4)})', \n", " linewidth=2, linestyle=':', marker='D', markersize=4, markevery=2)\n", "\n", "\n", "# Add y-axis label\n", "plt.ylabel('(%)', fontsize=12, color = '#1f77b4')\n", "\n", "# Add treatment line\n", "treatment_date = GDP_growth.index[treatment_time]\n", "plt.axvline(x=treatment_date, color=color_treatment, linestyle='--', label='2016Q3', linewidth=2)\n", "\n", "# Add zero line\n", "plt.axhline(y=0, color='grey', linestyle='--', alpha=0.5)\n", "\n", "# Add legend with enhanced visibility\n", "plt.legend(\n", " loc='upper center',\n", " bbox_to_anchor=(0.5, -0.05),\n", " ncol=3,\n", " fontsize=14,\n", " frameon=True,\n", " facecolor='white',\n", " edgecolor='none',\n", " markerscale=1.5 # Make markers larger in legend\n", ")\n", "\n", "# Add grid with reduced opacity\n", "plt.grid(True, linestyle='--', alpha=0.3)\n", "\n", "# Remove top and right spines\n", "plt.gca().spines['top'].set_visible(False)\n", "plt.gca().spines['right'].set_visible(False)\n", "\n", "# Adjust layout\n", "plt.tight_layout()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "scmrelax", "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 4 }